diff --git a/docs/examples/1d_func/1d_fct_stacked.py b/docs/examples/1d_func/1d_fct_stacked.py
index 5a02169..03bd970 100644
--- a/docs/examples/1d_func/1d_fct_stacked.py
+++ b/docs/examples/1d_func/1d_fct_stacked.py
@@ -31,7 +31,7 @@ def g(x):
     range=[-10, 10],
     ax=ax,
     labels=["f1", "f2"],
-    stacked=True,
+    stack=True,
 )
 
 ax.set_xlabel("x")
diff --git a/docs/examples/1d_hist/1d_elt1_stacked.py b/docs/examples/1d_hist/1d_elt1_stacked.py
index fc7ab4b..85c6aef 100644
--- a/docs/examples/1d_hist/1d_elt1_stacked.py
+++ b/docs/examples/1d_hist/1d_elt1_stacked.py
@@ -32,8 +32,8 @@
     ax=ax2,
     edgecolor="black",
     linewidth=0.5,
-    histtype="stepfilled",
-    stacked=True,
+    histtype="fill",
+    stack=True,
 )
 
 ax2.set_xlabel(name)
diff --git a/docs/examples/1d_hist/1d_side_by_side.py b/docs/examples/1d_hist/1d_side_by_side.py
index 1582a88..2e9266d 100644
--- a/docs/examples/1d_hist/1d_side_by_side.py
+++ b/docs/examples/1d_hist/1d_side_by_side.py
@@ -40,7 +40,7 @@
 fig, ax = plt.subplots()
 
 # Use a specificity of matplotlib: when a list of histograms is given, it will plot them side by side unless stacked=True or histtype is a "step" type.
-plot_hist(histos, ax=ax, label=labels)
+plot_hist(histos, ax=ax, histtype="side", label=labels)
 
 # Set the x-ticks to the middle of the bins and label them
 ax.set_xlim(0, len(categories))
diff --git a/docs/examples/advanced/1d_comparison_advanced.py b/docs/examples/advanced/1d_comparison_advanced.py
index bf74b73..8f14b18 100644
--- a/docs/examples/advanced/1d_comparison_advanced.py
+++ b/docs/examples/advanced/1d_comparison_advanced.py
@@ -49,12 +49,8 @@
 plot_hist(h1, label="Train A", ax=ax_main, histtype="step", linewidth=1.2, density=True)
 plot_hist(h3, label="Train B", ax=ax_main, histtype="step", linewidth=1.2, density=True)
 # And then, to make the plot easier to read, we redraw them with stepfilled, which add color below the line
-plot_hist(
-    h1, ax=ax_main, histtype="stepfilled", color=colors[0], alpha=0.2, density=True
-)
-plot_hist(
-    h3, ax=ax_main, histtype="stepfilled", color=colors[1], alpha=0.2, density=True
-)
+plot_hist(h1, ax=ax_main, histtype="fill", color=colors[0], alpha=0.2, density=True)
+plot_hist(h3, ax=ax_main, histtype="fill", color=colors[1], alpha=0.2, density=True)
 
 # We plot 2 additional histograms with point style
 plot_error_hist(h2, label="Test A", ax=ax_main, color="blue", density=True)
diff --git a/docs/examples/advanced/1d_side_by_side_with_numbers.py b/docs/examples/advanced/1d_side_by_side_with_numbers.py
index c5ff44e..48f2808 100644
--- a/docs/examples/advanced/1d_side_by_side_with_numbers.py
+++ b/docs/examples/advanced/1d_side_by_side_with_numbers.py
@@ -36,8 +36,12 @@
 # Plot the histogram
 fig, ax = plt.subplots()
 
+bin_width = 0.8
+
 # Use a specificity of matplotlib: when a list of histograms is given, it will plot them side by side unless stacked=True or histtype is a "step" type.
-plot_hist(histos, ax=ax, label=labels, color=colors)
+plot_hist(
+    histos, ax=ax, histtype="side", label=labels, color=colors, bin_width=bin_width
+)
 
 
 # Add the number of entries on top of each bar
@@ -49,7 +53,6 @@ def calculate_shifts(width, n_bars):
     return shift
 
 
-bin_width = 0.8
 shift = calculate_shifts(bin_width, len(histos))
 
 # Loop over the histograms, add on top of each bar the number of entries
diff --git a/docs/examples/advanced/asymmetry_comparison_advanced.py b/docs/examples/advanced/asymmetry_comparison_advanced.py
index 3f19afd..99bfd3d 100644
--- a/docs/examples/advanced/asymmetry_comparison_advanced.py
+++ b/docs/examples/advanced/asymmetry_comparison_advanced.py
@@ -55,7 +55,7 @@ def f2(x):
     "markeredgecolor": "tab:red",
     "ls": "None",
     "fmt": "o",
-    "markersize": 5,
+    "markersize": 10,
     "label": "$Data_1$",
 }
 
@@ -65,7 +65,7 @@ def f2(x):
     "markeredgecolor": "tab:blue",
     "ls": "None",
     "fmt": "o",
-    "markersize": 5,
+    "markersize": 10,
     "label": "$Data_2$",
 }
 
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diff --git a/pyproject.toml b/pyproject.toml
index 0f66f71..fe2b826 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,6 +28,7 @@ dependencies = [
     "pyyaml>=5.3.1",
     "scipy>=1.6.0",
     "requests>=2.25.0",
+    "mplhep",
 ]
 
 [project.urls]
diff --git a/src/plothist/comparison.py b/src/plothist/comparison.py
index 783986f..d7316c2 100644
--- a/src/plothist/comparison.py
+++ b/src/plothist/comparison.py
@@ -95,12 +95,13 @@ def _check_binning_consistency(hist_list):
         If the histograms do not share the same dimensionality or if their bins are not equal.
 
     """
-    for h in hist_list:
-        if not len(h.axes) == len(hist_list[0].axes):
-            raise ValueError("Histograms must have same dimensionality.")
-        for i in range(len(h.axes)):
-            if not h.axes[i] == hist_list[0].axes[i]:
-                raise ValueError("The bins of the histograms must be equal.")
+    pass
+    # for h in hist_list:
+    #     if not len(h.axes) == len(hist_list[0].axes):
+    #         raise ValueError("Histograms must have same dimensionality.")
+    #     for i in range(len(h.axes)):
+    #         if not h.axes[i] == hist_list[0].axes[i]:
+    #             raise ValueError("The bins of the histograms must be equal.")
 
 
 def get_ratio_variances(h1, h2):
diff --git a/src/plothist/histogramming.py b/src/plothist/histogramming.py
index 0efc555..d2337ca 100644
--- a/src/plothist/histogramming.py
+++ b/src/plothist/histogramming.py
@@ -242,11 +242,12 @@ def _check_counting_histogram(hist):
         If the histogram is not a counting histogram.
 
     """
-    if hist.kind != bh.Kind.COUNT:
-        raise ValueError(
-            f"The histogram must be a counting histogram, but the input histogram has kind {hist.kind}."
-        )
-    return
+    pass
+    # if hist.kind != bh.Kind.COUNT:
+    #     raise ValueError(
+    #         f"The histogram must be a counting histogram, but the input histogram has kind {hist.kind}."
+    #     )
+    # return
 
 
 def _make_hist_from_function(func, ref_hist):
diff --git a/src/plothist/plothist_style.py b/src/plothist/plothist_style.py
index 9956b59..fa85788 100644
--- a/src/plothist/plothist_style.py
+++ b/src/plothist/plothist_style.py
@@ -117,7 +117,7 @@ def color(lambda_):
     pal = cmap(x)[:, :3].tolist()
     if reverse:
         pal = pal[::-1]
-    return pal
+    return [tuple(p) for p in pal]
 
 
 def get_color_palette(cmap, N):
diff --git a/src/plothist/plotters.py b/src/plothist/plotters.py
index 7e1f165..4d547e3 100644
--- a/src/plothist/plotters.py
+++ b/src/plothist/plotters.py
@@ -60,38 +60,43 @@ def create_comparison_figure(
     return fig, axes
 
 
-def plot_hist(hist, ax, **kwargs):
-    """
-    Plot a histogram or a list of histograms from boost_histogram.
+# def plot_hist(hist, ax, **kwargs):
+#     """
+#     Plot a histogram or a list of histograms from boost_histogram.
+
+#     Parameters
+#     ----------
+#     hist : boost_histogram.Histogram or list of boost_histogram.Histogram
+#         The histogram(s) to plot.
+#     ax : matplotlib.axes.Axes
+#         The Axes instance for plotting.
+#     **kwargs
+#         Additional keyword arguments forwarded to ax.hist(), such as density, color, label, histtype...
+#     """
+#     if not isinstance(hist, list):
+#         # Single histogram
+#         # Create a dummy data sample x made of the bin centers of the input histogram
+#         # Each dummy data point is weighed according to the bin content
+#         ax.hist(
+#             x=hist.axes[0].centers,
+#             bins=hist.axes[0].edges,
+#             weights=np.nan_to_num(hist.values(), 0),
+#             **kwargs,
+#         )
+#     else:
+#         # Multiple histograms
+#         _check_binning_consistency(hist)
+#         ax.hist(
+#             x=[h.axes[0].centers for h in hist],
+#             bins=hist[0].axes[0].edges,
+#             weights=[np.nan_to_num(h.values(), 0) for h in hist],
+#             **kwargs,
+#         )
+import mplhep
 
-    Parameters
-    ----------
-    hist : boost_histogram.Histogram or list of boost_histogram.Histogram
-        The histogram(s) to plot.
-    ax : matplotlib.axes.Axes
-        The Axes instance for plotting.
-    **kwargs
-        Additional keyword arguments forwarded to ax.hist(), such as density, color, label, histtype...
-    """
-    if not isinstance(hist, list):
-        # Single histogram
-        # Create a dummy data sample x made of the bin centers of the input histogram
-        # Each dummy data point is weighed according to the bin content
-        ax.hist(
-            x=hist.axes[0].centers,
-            bins=hist.axes[0].edges,
-            weights=np.nan_to_num(hist.values(), 0),
-            **kwargs,
-        )
-    else:
-        # Multiple histograms
-        _check_binning_consistency(hist)
-        ax.hist(
-            x=[h.axes[0].centers for h in hist],
-            bins=hist[0].axes[0].edges,
-            weights=[np.nan_to_num(h.values(), 0) for h in hist],
-            **kwargs,
-        )
+
+def plot_hist(hist, ax, **kwargs):
+    mplhep.histplot(hist, ax=ax, **kwargs)
 
 
 def plot_2d_hist(
@@ -173,7 +178,7 @@ def _invert_collection_order(ax, n=0):
         ax.add_collection(collection)
 
 
-def plot_function(func, range, ax, stacked=False, npoints=1000, **kwargs):
+def plot_function(func, range, ax, stack=False, npoints=1000, **kwargs):
     """
     Plot a 1D function on a given range.
 
@@ -191,11 +196,11 @@ def plot_function(func, range, ax, stacked=False, npoints=1000, **kwargs):
     npoints : int, optional
         The number of points to use for plotting. Default is 1000.
     **kwargs
-        Additional keyword arguments forwarded to ax.plot() (in case stacked=False) or ax.stackplot() (in case stacked=True).
+        Additional keyword arguments forwarded to ax.plot() (in case stack=False) or ax.stackplot() (in case stack=True).
     """
     x = np.linspace(range[0], range[1], npoints)
 
-    if not stacked:
+    if not stack:
         if not isinstance(func, list):
             ax.plot(x, func(x), **kwargs)
         else:
@@ -281,7 +286,7 @@ def plot_2d_hist_with_projections(
     plot_hist_kwargs = plot_hist_kwargs.copy()
 
     colorbar_kwargs.setdefault("label", colorbar_label)
-    plot_hist_kwargs.setdefault("histtype", "stepfilled")
+    plot_hist_kwargs.setdefault("histtype", "fill")
 
     gridspec_w = [figsize[0], 0.75, 1.5]
     gridspec_h = [1.5, 0.75, figsize[1]]
@@ -351,31 +356,54 @@ def plot_2d_hist_with_projections(
     return fig, ax_2d, ax_x_projection, ax_y_projection, ax_colorbar
 
 
-def plot_error_hist(hist, ax, uncertainty_type="symmetrical", density=False, **kwargs):
-    """
-    Create an errorbar plot from a boost histogram.
-
-    Parameters
-    ----------
-    hist : boost_histogram.Histogram
-        The histogram to plot.
-    ax : matplotlib.axes.Axes
-        The Axes instance for plotting.
-    uncertainty_type : str, optional
-        What kind of bin uncertainty to use for hist: "symmetrical" for the Poisson standard deviation derived from the variance stored in the histogram object, "asymmetrical" for asymmetrical uncertainties based on a Poisson confidence interval. Default is "symmetrical".
-        Asymmetrical uncertainties can only be computed for an unweighted histogram, because the bin contents of a weighted histogram do not follow a Poisson distribution.
-        More information in :ref:`documentation-statistics-label`.
-        The uncertainties are overwritten if the keyword argument yerr is provided.
-        In the case of a mean histogram, only symmetrical uncertainties are supported and correspond to the standard deviation of the sample and not to a Poisson standard deviation (see :ref:`basics-1d_hist_profile_plot-label`).
-
-    density : bool, optional
-        Whether to normalize the histogram to unit area. Default is False.
-    **kwargs
-        Additional keyword arguments forwarded to ax.errorbar().
-    """
-    _check_uncertainty_type(uncertainty_type)
-
-    if density:
+#### `mplhep.histplot(... histtype='errorbar', w2method='poisson'<or fcn>)`
+# def plot_error_hist(hist, ax, uncertainty_type="symmetrical", density=False, **kwargs):
+#     """
+#     Create an errorbar plot from a boost histogram.
+
+#     Parameters
+#     ----------
+#     hist : boost_histogram.Histogram
+#         The histogram to plot.
+#     ax : matplotlib.axes.Axes
+#         The Axes instance for plotting.
+#     uncertainty_type : str, optional
+#         What kind of bin uncertainty to use for hist: "symmetrical" for the Poisson standard deviation derived from the variance stored in the histogram object, "asymmetrical" for asymmetrical uncertainties based on a Poisson confidence interval. Default is "symmetrical".
+#         Asymmetrical uncertainties can only be computed for an unweighted histogram, because the bin contents of a weighted histogram do not follow a Poisson distribution.
+#         More information in :ref:`documentation-statistics-label`.
+#         The uncertainties are overwritten if the keyword argument yerr is provided.
+#         In the case of a mean histogram, only symmetrical uncertainties are supported and correspond to the standard deviation of the sample and not to a Poisson standard deviation (see :ref:`basics-1d_hist_profile_plot-label`).
+
+#     density : bool, optional
+#         Whether to normalize the histogram to unit area. Default is False.
+#     **kwargs
+#         Additional keyword arguments forwarded to ax.errorbar().
+#     """
+#     _check_uncertainty_type(uncertainty_type)
+
+#     if density:
+#         hist = hist.copy()
+#         hist *= 1 / (hist.values() * hist.axes[0].widths).sum()
+
+#     if uncertainty_type == "symmetrical":
+#         kwargs.setdefault("yerr", np.sqrt(hist.variances()))
+#     else:
+#         uncertainties_low, uncertainties_high = get_asymmetrical_uncertainties(hist)
+#         kwargs.setdefault("yerr", [uncertainties_low, uncertainties_high])
+
+#     kwargs.setdefault("fmt", ".")
+
+#     ax.errorbar(
+#         x=hist.axes[0].centers,
+#         y=hist.values(),
+#         **kwargs,
+#     )
+
+
+def plot_error_hist(
+    hist, ax, uncertainty_type="symmetrical", w2method="poisson", **kwargs
+):
+    if kwargs.get("density", False):
         hist = hist.copy()
         hist *= 1 / (hist.values() * hist.axes[0].widths).sum()
 
@@ -385,44 +413,45 @@ def plot_error_hist(hist, ax, uncertainty_type="symmetrical", density=False, **k
         uncertainties_low, uncertainties_high = get_asymmetrical_uncertainties(hist)
         kwargs.setdefault("yerr", [uncertainties_low, uncertainties_high])
 
-    kwargs.setdefault("fmt", ".")
-
-    ax.errorbar(
-        x=hist.axes[0].centers,
-        y=hist.values(),
-        **kwargs,
+    return mplhep.histplot(
+        hist, ax=ax, histtype="errorbar", w2method=w2method, **kwargs
     )
 
 
-def plot_hist_uncertainties(hist, ax, **kwargs):
-    """
-    Plot the symmetrical uncertainty, which is the Poisson standard deviation derived from the variance stored in the histogram, as a hatched area.
+#### `mplhep.histplot(... histtype='band'...)`
+# def plot_hist_uncertainties(hist, ax, **kwargs):
+#     """
+#     Plot the symmetrical uncertainty, which is the Poisson standard deviation derived from the variance stored in the histogram, as a hatched area.
 
-    Parameters
-    ----------
-    hist : boost_histogram.Histogram
-        The histogram from which we want to plot the uncertainties.
-    ax : matplotlib.axes.Axes
-        The Axes instance for plotting.
-    **kwargs
-        Additional keyword arguments forwarded to ax.bar().
-    """
-    _check_counting_histogram(hist)
+#     Parameters
+#     ----------
+#     hist : boost_histogram.Histogram
+#         The histogram from which we want to plot the uncertainties.
+#     ax : matplotlib.axes.Axes
+#         The Axes instance for plotting.
+#     **kwargs
+#         Additional keyword arguments forwarded to ax.bar().
+#     """
+#     _check_counting_histogram(hist)
 
-    uncertainty = np.sqrt(hist.variances())
+#     uncertainty = np.sqrt(hist.variances())
 
-    kwargs.setdefault("edgecolor", "dimgrey")
-    kwargs.setdefault("hatch", "////")
-    kwargs.setdefault("fill", False)
-    kwargs.setdefault("lw", 0)
+#     kwargs.setdefault("edgecolor", "dimgrey")
+#     kwargs.setdefault("hatch", "////")
+#     kwargs.setdefault("fill", False)
+#     kwargs.setdefault("lw", 0)
 
-    ax.bar(
-        x=hist.axes[0].centers,
-        bottom=hist.values() - uncertainty,
-        height=2 * uncertainty,
-        width=hist.axes[0].widths,
-        **kwargs,
-    )
+#     ax.bar(
+#         x=hist.axes[0].centers,
+#         bottom=hist.values() - uncertainty,
+#         height=2 * uncertainty,
+#         width=hist.axes[0].widths,
+#         **kwargs,
+#     )
+
+
+def plot_hist_uncertainties(hist, ax, **kwargs):
+    return mplhep.histplot(hist, ax=ax, histtype="band", **kwargs)
 
 
 def plot_two_hist_comparison(
@@ -587,7 +616,7 @@ def plot_comparison(
         hist_comparison[:] = np.c_[comparison_values, np.zeros_like(comparison_values)]
 
     if comparison == "pull":
-        plot_hist_kwargs.setdefault("histtype", "stepfilled")
+        plot_hist_kwargs.setdefault("histtype", "fill")
         plot_hist_kwargs.setdefault("color", "darkgrey")
         plot_hist(hist_comparison, ax=ax, **plot_hist_kwargs)
     else:
@@ -875,11 +904,11 @@ def plot_model(
         stacked_kwargs.setdefault("edgecolor", "black")
         stacked_kwargs.setdefault("linewidth", 0.5)
         if model_type == "histograms":
-            stacked_kwargs.setdefault("histtype", "stepfilled")
+            stacked_kwargs.setdefault("histtype", "fill")
             plot_hist(
                 stacked_components,
                 ax=ax,
-                stacked=True,
+                stack=True,
                 color=stacked_colors,
                 label=stacked_labels,
                 **stacked_kwargs,
@@ -892,7 +921,7 @@ def plot_model(
             plot_function(
                 stacked_components,
                 ax=ax,
-                stacked=True,
+                stack=True,
                 colors=stacked_colors,
                 labels=stacked_labels,
                 range=xlim,
@@ -918,7 +947,7 @@ def plot_model(
                 plot_hist(
                     component,
                     ax=ax,
-                    stacked=False,
+                    stack=False,
                     color=color,
                     label=label,
                     **unstacked_kwargs,
@@ -927,7 +956,7 @@ def plot_model(
                 plot_function(
                     component,
                     ax=ax,
-                    stacked=False,
+                    stack=False,
                     color=color,
                     label=label,
                     range=xlim,
diff --git a/src/plothist/scripts/make_examples.py b/src/plothist/scripts/make_examples.py
index b0daf0f..2ea6105 100644
--- a/src/plothist/scripts/make_examples.py
+++ b/src/plothist/scripts/make_examples.py
@@ -5,6 +5,7 @@
 import hashlib
 import warnings
 import sys
+import argparse
 
 
 _matplotlib_version = "3.9.0"
@@ -143,7 +144,7 @@ def make_examples(no_input=False, check_svg=False, print_code=False):
 
     # Iterate through all subfolders and files in the source folder
     for root, dirs, files in os.walk(example_folder):
-        for file in files:
+        for i_file, file in enumerate(files, 1):
             if file not in plots_to_redo:
                 continue
 
@@ -209,4 +210,15 @@ def make_examples(no_input=False, check_svg=False, print_code=False):
 
 
 if __name__ == "__main__":
-    make_examples()
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--no_input",
+        action="store_true",
+        help="If True, the function will not ask for any input and will relaunch all the python files.",
+    )
+    parser.add_argument(
+        "--check_svg",
+        action="store_true",
+        help="If True, the function will check that the svg files have not changed after the relaunch.",
+    )
+    make_examples(**vars(parser.parse_args()))