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clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" clip-path="url(#pcf4daef04b)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> +" 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stroke: #b67b76; stroke-linejoin: miter"/> +" clip-path="url(#pa1c50d6c2f)" style="fill: none; stroke: #3d4c74; stroke-linejoin: miter"/> +" clip-path="url(#pa1c50d6c2f)" style="fill: none; stroke: #000080; stroke-linejoin: miter"/> - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +" clip-path="url(#pa1c50d6c2f)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -1712,164 +1704,164 @@ L 401.84 21.810307 - - + - + - + - + - + - - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + @@ -1878,12 +1870,12 @@ L 0 -3 - - + @@ -1919,12 +1911,12 @@ z - + - + - + - + - + - + - + - + - - + - + - + - + - + - + - + - + - + - + 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style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> +" clip-path="url(#p3f76584244)" style="fill: url(#hee9a3826e4)"/> - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - +" clip-path="url(#p3f76584244)" style="fill: none; stroke: #000000; stroke-width: 1.5"/> + + + + +" clip-path="url(#p3f76584244)" style="fill: none; stroke-dasharray: 3.7,1.6; stroke-dashoffset: 0; stroke: #000000"/> - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -3894,12 +3881,12 @@ L 401.84 202.312633 - + - + @@ -3909,12 +3896,12 @@ L 401.84 202.312633 - + - + @@ -3923,12 +3910,12 @@ L 401.84 202.312633 - + - + @@ -3936,12 +3923,12 @@ L 401.84 202.312633 - + - + @@ -3949,12 +3936,12 @@ L 401.84 202.312633 - + - + @@ -3963,125 +3950,125 @@ L 401.84 202.312633 - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + @@ -4154,7 +4141,7 @@ z - + @@ -4169,7 +4156,7 @@ z - + @@ -4184,56 +4171,56 @@ z - + - + - + - + - + - + - + - + @@ -4291,15 +4278,15 @@ z - + - + - + = mc_hist_total.values(), + uncertainties_low**2, + uncertainties_high**2, + ) + data_hist[:] = np.stack([data_hist.values(), data_variances], axis=-1) + elif comparison_kwargs["comparison"] == "ratio": + if comparison_kwargs["ratio_uncertainty"] == "split": + np.seterr(divide="ignore", invalid="ignore") + # Compute asymmetrical uncertainties to plot_comparison() + comparison_kwargs.setdefault( + "yerr", + [ + uncertainties_low / mc_hist_total.values(), + uncertainties_high / mc_hist_total.values(), + ], + ) + np.seterr(divide="warn", invalid="warn") + elif comparison_kwargs["ratio_uncertainty"] == "uncorrelated": + data_hist_high = data_hist.copy() + data_hist_high[:] = np.stack( + [data_hist_high.values(), uncertainties_high**2], axis=-1 + ) + data_hist_low = data_hist.copy() + data_hist_low[:] = np.stack( + [data_hist_low.values(), uncertainties_low**2], axis=-1 + ) + # Compute asymmetrical uncertainties to plot_comparison() + comparison_kwargs.setdefault( + "yerr", + [ + np.sqrt(_hist_ratio_variances(data_hist_low, mc_hist_total)), + np.sqrt(_hist_ratio_variances(data_hist_high, mc_hist_total)), + ], + ) + + plot_error_hist( + data_hist, + ax=ax_main, + yerr=[uncertainties_low, uncertainties_high], + color="black", + label="Data", + ) _ = ax_main.xaxis.set_ticklabels([]) # Plot MC statistical uncertainty - mc_hist_total = sum(mc_hist_list) mc_uncertainty = np.sqrt(mc_hist_total.variances()) ax_main.bar( x=mc_hist_total.axes[0].centers, @@ -125,21 +177,12 @@ def compare_data_mc( ax_main.legend() - # Update the default comparison settings - default_comparison_kwargs = { - "h1_label": "Data", - "h2_label": "Pred.", - "comparison": "ratio", - "ratio_uncertainty": "split", - } - default_comparison_kwargs.update(comparison_kwargs) - plot_comparison( data_hist, mc_hist_total, ax=ax_comparison, xlabel=xlabel, - **default_comparison_kwargs, + **comparison_kwargs, ) if save_as is not None: @@ -148,6 +191,18 @@ def compare_data_mc( return fig, ax_main, ax_comparison +def _get_poisson_uncertainties(data_hist): + """ + Get Poisson asymmetrical uncertainties for a histogram. + """ + conf_level = 0.682689492 + alpha = 1.0 - conf_level + n = data_hist.values() + uncertainties_low = n - stats.gamma.ppf(alpha / 2, n, scale=1) + uncertainties_high = stats.gamma.ppf(1 - alpha / 2, n + 1, scale=1) - n + return uncertainties_low, uncertainties_high + + def plot_mc( mc_hist_list, signal_hist=None, diff --git a/plothist/plotters.py b/plothist/plotters.py index 94fd4087..025496fe 100644 --- a/plothist/plotters.py +++ b/plothist/plotters.py @@ -265,7 +265,7 @@ def plot_hist(hist, ax, **kwargs): ax.hist( x=hist.axes[0].centers, bins=hist.axes[0].edges, - weights=hist.values(), + weights=np.nan_to_num(hist.values(), 0), **kwargs, ) else: @@ -273,7 +273,7 @@ def plot_hist(hist, ax, **kwargs): ax.hist( x=[h.axes[0].centers for h in hist], bins=hist[0].axes[0].edges, - weights=[h.values() for h in hist], + weights=[np.nan_to_num(h.values(), 0) for h in hist], **kwargs, ) @@ -303,7 +303,6 @@ def plot_2d_hist(hist, ax, pcolormesh_kwargs={}, colorbar_kwargs={}): def plot_error_hist(hist, ax, **kwargs): - # TODO: Allow the user to provide xerr, yerr, fmt themselves. """ Create an errorbar plot from a boost histogram. @@ -316,12 +315,12 @@ def plot_error_hist(hist, ax, **kwargs): **kwargs Additional keyword arguments forwarded to ax.errorbar(). """ + kwargs.setdefault("yerr", np.sqrt(hist.variances())) + kwargs.setdefault("fmt", ".") + ax.errorbar( x=hist.axes[0].centers, - xerr=None, y=hist.values(), - yerr=np.sqrt(hist.variances()), - fmt=".", **kwargs, ) @@ -417,6 +416,42 @@ def compare_two_hist( return fig, ax_main, ax_comparison +def _hist_ratio_variances(hist_1, hist_2): + """ + Calculate the variances of the ratio of two histograms (hist_1/hist_2). + + Parameters + ---------- + hist_1 : boost_histogram.Histogram + The first histogram. + hist_2 : boost_histogram.Histogram + The second histogram. + + Returns + ------- + variances : np.ndarray + The variances of the ratio of the two histograms. + + Raises + ------ + ValueError + If the bins of the histograms are not equal. + """ + if not np.all(hist_1.axes[0].edges == hist_2.axes[0].edges): + raise ValueError("The bins of the histograms must be equal.") + + np.seterr(divide="ignore", invalid="ignore") + ratio_variances = np.where( + hist_2.values() != 0, + hist_1.variances() / hist_2.values() ** 2 + + hist_2.variances() * hist_1.values() ** 2 / hist_2.values() ** 4, + np.nan, + ) + np.seterr(divide="warn", invalid="warn") + + return ratio_variances + + def plot_comparison( hist_1, hist_2, @@ -428,6 +463,7 @@ def plot_comparison( comparison_ylabel=None, comparison_ylim=None, ratio_uncertainty="uncorrelated", + **plot_hist_kwargs, ): """ Plot the comparison between two histograms. @@ -453,7 +489,9 @@ def plot_comparison( comparison_ylim : tuple or None, optional The y-axis limits for the comparison plot. Default is None. ratio_uncertainty : str, optional - How to treat the uncertainties of the histograms when comparison = "ratio" ("uncorrelated" for simple comparison, "split" for scaling and split hist_1 and hist_2 uncertainties). This argument has no effect if comparison != "ration". Default is "uncorrelated". + How to treat the uncertainties of the histograms when comparison = "ratio" ("uncorrelated" for simple comparison, "split" for scaling and split hist_1 and hist_2 uncertainties). This argument has no effect if comparison != "ratio". Default is "uncorrelated". + **plot_hist_kwargs : optional + Arguments to be passed to plot_hist() or plot_error_hist(), called in case the comparison is "pull" or "ratio", respectively. In case of pull, the default arguments are histtype="stepfilled" and color="darkgrey". In case of ratio, the default argument is color="black". Returns ------- @@ -474,52 +512,45 @@ def plot_comparison( hist_2.values() != 0, hist_1.values() / hist_2.values(), np.nan ) if ratio_uncertainty == "split": - h1_scaled_uncertainty = np.where( + h1_scaled_uncertainties = np.where( hist_2.values() != 0, np.sqrt(hist_1.variances()) / hist_2.values(), np.nan, ) - elif ratio_uncertainty == "uncorrelated": - ratio_variance = np.where( + h2_scaled_uncertainties = np.where( hist_2.values() != 0, - hist_1.variances() / hist_2.values() ** 2 - + hist_2.variances() * hist_1.values() ** 2 / hist_2.values() ** 4, + np.sqrt(hist_2.variances()) / hist_2.values(), np.nan, ) + comparison_variances = h1_scaled_uncertainties**2 + elif ratio_uncertainty == "uncorrelated": + comparison_variances = _hist_ratio_variances(hist_1, hist_2) else: raise ValueError("ratio_uncertainty not in ['uncorrelated', 'split'].") - if ratio_uncertainty == "split": - h2_scaled_uncertainty = np.sqrt(hist_2.variances()) / hist_2.values() - elif comparison == "pull": comparison_values = np.where( - hist_2.values() != 0, + hist_1.variances() + hist_2.variances() != 0, (hist_1.values() - hist_2.values()) / np.sqrt(hist_1.variances() + hist_2.variances()), np.nan, ) - ratio_variance = np.where( - hist_1.values() != 0, - 1, - np.nan, - ) + comparison_variances = np.ones_like(comparison_values) else: raise ValueError( f"{comparison} not available as a comparison (use ratio or pull)." ) - np.seterr(divide="warn", invalid="warn") - ax.errorbar( - x=hist_2.axes[0].centers, - xerr=None, - y=comparison_values, - yerr=np.sqrt(ratio_variance) - if (ratio_uncertainty == "uncorrelated" or comparison == "pull") - else h1_scaled_uncertainty, - fmt=".", - color="black", - ) + hist_comparison = bh.Histogram(hist_2.axes[0], storage=bh.storage.Weight()) + hist_comparison[:] = np.stack([comparison_values, comparison_variances], axis=-1) + + if comparison == "pull": + plot_hist_kwargs.setdefault("histtype", "stepfilled") + plot_hist_kwargs.setdefault("color", "darkgrey") + plot_hist(hist_comparison, ax=ax, **plot_hist_kwargs) + else: + plot_hist_kwargs.setdefault("color", "black") + plot_error_hist(hist_comparison, ax=ax, **plot_hist_kwargs) if comparison == "ratio": if comparison_ylim is None: @@ -528,9 +559,11 @@ def plot_comparison( if ratio_uncertainty == "split": ax.bar( x=hist_2.axes[0].centers, - bottom=np.nan_to_num(1 - h2_scaled_uncertainty, nan=comparison_ylim[0]), + bottom=np.nan_to_num( + 1 - h2_scaled_uncertainties, nan=comparison_ylim[0] + ), height=np.nan_to_num( - 2 * h2_scaled_uncertainty, nan=2 * comparison_ylim[-1] + 2 * h2_scaled_uncertainties, nan=2 * comparison_ylim[-1] ), width=hist_2.axes[0].widths, edgecolor="dimgrey", @@ -612,7 +645,7 @@ def f(x0, x1): def color(lambda_): # emphasise either low intensity values (gamma < 1), # or high intensity values (γ > 1) - lambda_gamma = lambda_ ** gamma + lambda_gamma = lambda_**gamma # Angle and amplitude for the deviation # from the black to white diagonal diff --git a/pyproject.toml b/pyproject.toml index 58060c34..7ec4fc14 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,6 +20,7 @@ dependencies = [ "pyyaml>=5.3.1", "pandas>=1.3.5", "scikit-learn>=1.0.2", + "scipy>=1.6.0", ] [project.urls]