forked from moreo/QuaPy
plot fix
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parent
ebf040f352
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3491ed7d72
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@ -83,21 +83,21 @@ def binary_bias_bins(method_names, true_prevs, estim_prevs, pos_class=1, title=N
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binwidth = 1/nbins
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binwidth = 1/nbins
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data = {}
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data = {}
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for method, true_prev, estim_prev in zip(method_names, true_prevs, estim_prevs):
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for method, true_prev, estim_prev in zip(method_names, true_prevs, estim_prevs):
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true_prev = true_prev[:,pos_class]
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true_prev = true_prev[:, pos_class]
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estim_prev = estim_prev[:,pos_class]
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estim_prev = estim_prev[:, pos_class]
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data[method] = []
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data[method] = []
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inds = np.digitize(true_prev, bins, right=True)
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inds = np.digitize(true_prev, bins[1:], right=True)
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for ind in range(len(bins)):
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for ind in range(len(bins)):
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selected = inds==ind
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selected = inds==ind
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data[method].append(estim_prev[selected] - true_prev[selected])
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data[method].append(estim_prev[selected] - true_prev[selected])
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nmethods = len(method_names)
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nmethods = len(method_names)
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boxwidth = binwidth/(nmethods+4)
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boxwidth = binwidth/(nmethods+4)
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for i,bin in enumerate(bins[:-1]):
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for i,bin in enumerate(bins):
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boxdata = [data[method][i] for method in method_names]
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boxdata = [data[method][i] for method in method_names]
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positions = [bin+(i*boxwidth)+2*boxwidth for i,_ in enumerate(method_names)]
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positions = [bin+(i*boxwidth)+2*boxwidth for i,_ in enumerate(method_names)]
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box = boxplot(boxdata, showmeans=False, positions=positions, widths = boxwidth, sym='+', patch_artist=True)
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box = boxplot(boxdata, showmeans=False, positions=positions, widths=boxwidth, sym='+', patch_artist=True)
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for boxid in range(len(method_names)):
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for boxid in range(len(method_names)):
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c = colormap.colors[boxid%len(colormap.colors)]
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c = colormap.colors[boxid%len(colormap.colors)]
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setp(box['fliers'][boxid], color=c, marker='+', markersize=3., markeredgecolor=c)
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setp(box['fliers'][boxid], color=c, marker='+', markersize=3., markeredgecolor=c)
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@ -110,7 +110,7 @@ def binary_bias_bins(method_names, true_prevs, estim_prevs, pos_class=1, title=N
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major_xticks_positions.append(b)
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major_xticks_positions.append(b)
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minor_xticks_positions.append(b + binwidth / 2)
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minor_xticks_positions.append(b + binwidth / 2)
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major_xticks_labels.append('')
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major_xticks_labels.append('')
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minor_xticks_labels.append(f'[{bins[i]:.2f}-{bins[i + 1]:.2f})')
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minor_xticks_labels.append(f'[{bins[i]:.2f}-{bins[i + 1]:.2f}' + (')' if i < len(bins)-2 else ']'))
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ax.set_xticks(major_xticks_positions)
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ax.set_xticks(major_xticks_positions)
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ax.set_xticks(minor_xticks_positions, minor=True)
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ax.set_xticks(minor_xticks_positions, minor=True)
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ax.set_xticklabels(major_xticks_labels)
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ax.set_xticklabels(major_xticks_labels)
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