Lots of stuff. Syncing to home.
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@@ -213,38 +213,45 @@ lw = dict(
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space_kwargs = dict(
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s=30,
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)
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xlabs = dict(
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xlabels = dict(
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spec='scale $\\alpha$',
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big='$\\mu_{f_1}$'
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)
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ylabs = dict(
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ylabels = dict(
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spec='$\\mu_f$',
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big='$\\mu_{f_2}$',
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bar='scale $\\alpha$',
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)
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xlab_spec_kwargs = dict(
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y=0.005,
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y=0,
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fontsize=16,
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ha='center',
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va='bottom',
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)
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xlab_big_kwargs = dict(
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y=0,
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fontsize=20,
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ha='center',
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va='bottom',
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)
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ylab_spec_kwargs = dict(
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x=0,
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fontsize=20,
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ha='left',
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va='center',
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)
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xlab_big_kwargs = dict(
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y=0.005,
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fontsize=20,
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ha='center',
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va='bottom',
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)
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ylab_big_kwargs = dict(
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x=0.03,
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fontsize=20,
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ha='center',
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va='center',
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)
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ylab_cbar_kwargs = dict(
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x=1,
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fontsize=16,
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ha='center',
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va='bottom',
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)
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xloc = dict(
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big=0.5,
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)
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@@ -252,18 +259,18 @@ yloc = dict(
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spec=0.5,
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big=0.5
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)
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spec_letter_kwargs = dict(
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letter_spec_kwargs = dict(
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x=0,
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y=1.03,
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yref=1,
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ha='center',
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va='bottom',
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va='top',
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fontsize=22,
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)
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big_letter_kwargs = dict(
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letter_big_kwargs = dict(
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x=0,
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yref=spec_letter_kwargs['y'],
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yref=1,
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ha='center',
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va='bottom',
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va='top',
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fontsize=22,
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)
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time_bar_kwargs = dict(
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@@ -274,7 +281,7 @@ time_bar_kwargs = dict(
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lw=0
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)
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cbar_bounds = [
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0.8,
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0.05,
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big_grid_kwargs['bottom'],
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0.15,
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big_grid_kwargs['top'] - big_grid_kwargs['bottom']
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@@ -297,11 +304,11 @@ for i, j in product(range(spec_grid_kwargs['nrows']), range(n_species)):
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ax.yaxis.set_major_locator(plt.MultipleLocator(yloc['spec']))
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ax.set_ylim(0, 1)
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spec_axes[i, j] = ax
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super_xlabel(xlabs['spec'], spec_subfig, spec_axes[-1, 0], spec_axes[-1, -1], **xlab_spec_kwargs)
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super_ylabel(ylabs['spec'], spec_subfig, spec_axes[-1, 0], spec_axes[0, 0], **ylab_spec_kwargs)
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super_xlabel(xlabels['spec'], spec_subfig, spec_axes[-1, 0], spec_axes[-1, -1], **xlab_spec_kwargs)
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super_ylabel(ylabels['spec'], spec_subfig, spec_axes[-1, 0], spec_axes[0, 0], **ylab_spec_kwargs)
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[hide_ticks(ax, side='bottom') for ax in spec_axes[0, :]]
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[hide_ticks(ax, side='left') for ax in spec_axes[:, 1:].ravel()]
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letter_subplots(spec_axes[0, :], labels='abc', **spec_letter_kwargs)
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letter_subplots(spec_axes[0, :], labels='abc', ref=spec_subfig, **letter_spec_kwargs)
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# Prepare kernel insets:
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x0 = np.linspace(0, 1, kernels.shape[0] + 1)[:-1] + 1 / kernels.shape[0] / 2
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@@ -325,23 +332,17 @@ for i in range(big_axes.size):
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ax.xaxis.set_major_locator(plt.MultipleLocator(xloc['big']))
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ax.yaxis.set_major_locator(plt.MultipleLocator(yloc['big']))
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ax.set_aspect(**anchor_kwargs)
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# ax.set_ylabel(ylabs['big'], **ylab_big_kwargs)
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ylabel(ax, ylabs['big'], transform=big_subfig.transSubfigure, **ylab_big_kwargs)
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# ax.set_ylabel(ylabels['big'], **ylab_big_kwargs)
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ylabel(ax, ylabels['big'], transform=big_subfig.transSubfigure, **ylab_big_kwargs)
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big_axes[i] = ax
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super_xlabel(xlabs['big'], big_subfig, big_axes[1], big_axes[1], **xlab_big_kwargs)
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super_xlabel(xlabels['big'], big_subfig, big_axes[1], big_axes[1], **xlab_big_kwargs)
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hide_ticks(big_axes[0], side='bottom')
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letter_subplot(big_axes[0], 'd', ref=spec_axes[0, 0], **big_letter_kwargs)
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letter_subplot(big_axes[0], 'd', ref=big_subfig, **letter_big_kwargs)
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# Prepare colorbars:
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bar_ax = big_subfig.add_axes(cbar_bounds)
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bar_axes = split_subplot(bar_ax, side=['right', 'right'], size=100, pad=0)
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bar_axes = [bar_ax] + bar_axes
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for ax in bar_axes:
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ax.spines[['right', 'top']].set_visible(True)
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hide_ticks(ax, 'bottom', ticks=False)
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hide_ticks(ax, 'left', ticks=False)
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bar_axes[-1].tick_params(axis='y', which='both', right=True, labelright=True)
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# plt.show()
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cbar_bounds[0] += big_axes[-1].get_position().x1
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bar_axes = [big_subfig.add_axes(cbar_bounds)]
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bar_axes.extend(split_subplot(bar_axes[0], side=['right', 'right'], size=100, pad=0))
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# Plot results per species:
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for i, pure_path in enumerate(pure_paths):
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@@ -377,10 +378,6 @@ for i, pure_path in enumerate(pure_paths):
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inset.set_ylim(ylims)
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time_bar(insets[0], parent=spec_axes[0, 0], **time_bar_kwargs)
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# Prepare shaded colors:
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# factors = np.linspace(*shade_factors, scales.size)
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# shaded_colors = shade_colors(spec_colors[i], factors)
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# Plot pure feature space:
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handle = big_axes[0].scatter(pure_measure[:, 0], pure_measure[:, 1],
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c=scales, cmap=spec_cmaps[i], **space_kwargs)
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@@ -391,6 +388,11 @@ for i, pure_path in enumerate(pure_paths):
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# Indicate scale color code:
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big_subfig.colorbar(handle, cax=bar_axes[i])
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bar_axes[i].set_yscale('symlog', linthresh=scales[1], linscale=0.2)
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if i < len(pure_paths) - 1:
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hide_ticks(bar_axes[i], 'right', ticks=False)
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else:
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ylabel(bar_axes[i], ylabels['bar'], transform=big_subfig.transSubfigure, **ylab_cbar_kwargs)
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if save_path is not None:
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fig.savefig(save_path)
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