ACCLAB · JAnns98 · Oct 9, 2025 · Sep 25, 2025 · Sep 25, 2025
diff --git a/dabest/misc_tools.py b/dabest/misc_tools.py
@@ -937,7 +937,7 @@ def initialize_fig(
     raw_label = plot_kwargs["raw_label"]
     if raw_label is None:
         if proportional:
-            raw_label = "Proportion of Success" if effect_size_type != "cohens_h" else "Value"
+            raw_label = "Proportion of success" if effect_size_type != "cohens_h" else "Value"
         else:
             raw_label = yvar 
 
@@ -951,16 +951,16 @@ def initialize_fig(
 
     # Set contrast axes y-label.
     contrast_label_dict = {
-        "mean_diff": "Mean Difference",
-        "median_diff": "Median Difference",
+        "mean_diff": "Mean difference",
+        "median_diff": "Median difference",
         "cohens_d": "Cohen's d",
         "hedges_g": "Hedges' g",
         "cliffs_delta": "Cliff's delta",
         "cohens_h": "Cohen's h",
     }
 
     if proportional and effect_size_type != "cohens_h":
-        default_contrast_label = "Proportion Difference"
+        default_contrast_label = "Proportion difference"
     else:
         default_contrast_label = contrast_label_dict[effect_size_type]
 

diff --git a/dabest/plot_tools.py b/dabest/plot_tools.py
@@ -1333,31 +1333,31 @@ def extract_curve_data(dabest_object):
     if horizontal:
         current_ylabels = rawdata_axes.get_yticklabels()
         if type == 'mini_meta':
-            current_ylabels.extend(["Weighted Delta"])
+            current_ylabels.extend(["Weighted delta"])
         elif effect_size == "hedges_g":
             current_ylabels.extend(["Delta g"])
         else:
-            current_ylabels.extend(["Delta-Delta"])
+            current_ylabels.extend(["Delta-delta"])
 
         rawdata_axes.set_yticks(np.append(rawdata_axes.get_yticks(), position))
         rawdata_axes.set_yticklabels(current_ylabels)
     else:
         if type == 'mini_meta':
             if show_pairs:
-                contrast_xtick_labels.extend(["Weighted\n Delta"])
+                contrast_xtick_labels.extend(["Weighted\n delta"])
             else:
-                contrast_xtick_labels.extend(["Weighted Delta"])
+                contrast_xtick_labels.extend(["Weighted delta"])
         elif effect_size == "hedges_g":
             contrast_xtick_labels.extend(["Delta g"])
         else:
-            contrast_xtick_labels.extend(["Delta-Delta"])
+            contrast_xtick_labels.extend(["Delta-delta"])
 
     # Create the delta-delta axes.
     if type == 'delta_delta' and not horizontal:
         if plot_kwargs["delta2_label"] is not None:
             delta2_label = plot_kwargs["delta2_label"]
         elif effect_size == "mean_diff":
-            delta2_label = "Delta-Delta"
+            delta2_label = "Delta-delta"
         else:
             delta2_label = "Delta g"
         fontsize_delta2label = plot_kwargs["fontsize_delta2label"]

diff --git a/nbs/API/misc_tools.ipynb b/nbs/API/misc_tools.ipynb
@@ -990,7 +990,7 @@
     "    raw_label = plot_kwargs[\"raw_label\"]\n",
     "    if raw_label is None:\n",
     "        if proportional:\n",
-    "            raw_label = \"Proportion of Success\" if effect_size_type != \"cohens_h\" else \"Value\"\n",
+    "            raw_label = \"Proportion of success\" if effect_size_type != \"cohens_h\" else \"Value\"\n",
     "        else:\n",
     "            raw_label = yvar \n",
     "\n",
@@ -1004,16 +1004,16 @@
     "\n",
     "    # Set contrast axes y-label.\n",
     "    contrast_label_dict = {\n",
-    "        \"mean_diff\": \"Mean Difference\",\n",
-    "        \"median_diff\": \"Median Difference\",\n",
+    "        \"mean_diff\": \"Mean difference\",\n",
+    "        \"median_diff\": \"Median difference\",\n",
     "        \"cohens_d\": \"Cohen's d\",\n",
     "        \"hedges_g\": \"Hedges' g\",\n",
     "        \"cliffs_delta\": \"Cliff's delta\",\n",
     "        \"cohens_h\": \"Cohen's h\",\n",
     "    }\n",
     "\n",
     "    if proportional and effect_size_type != \"cohens_h\":\n",
-    "        default_contrast_label = \"Proportion Difference\"\n",
+    "        default_contrast_label = \"Proportion difference\"\n",
     "    else:\n",
     "        default_contrast_label = contrast_label_dict[effect_size_type]\n",
     "\n",

diff --git a/nbs/API/plot_tools.ipynb b/nbs/API/plot_tools.ipynb
@@ -1384,31 +1384,31 @@
     "    if horizontal:\n",
     "        current_ylabels = rawdata_axes.get_yticklabels()\n",
     "        if type == 'mini_meta':\n",
-    "            current_ylabels.extend([\"Weighted Delta\"])\n",
+    "            current_ylabels.extend([\"Weighted delta\"])\n",
     "        elif effect_size == \"hedges_g\":\n",
     "            current_ylabels.extend([\"Delta g\"])\n",
     "        else:\n",
-    "            current_ylabels.extend([\"Delta-Delta\"])\n",
+    "            current_ylabels.extend([\"Delta-delta\"])\n",
     "\n",
     "        rawdata_axes.set_yticks(np.append(rawdata_axes.get_yticks(), position))\n",
     "        rawdata_axes.set_yticklabels(current_ylabels)\n",
     "    else:\n",
     "        if type == 'mini_meta':\n",
     "            if show_pairs:\n",
-    "                contrast_xtick_labels.extend([\"Weighted\\n Delta\"])\n",
+    "                contrast_xtick_labels.extend([\"Weighted\\n delta\"])\n",
     "            else:\n",
-    "                contrast_xtick_labels.extend([\"Weighted Delta\"])\n",
+    "                contrast_xtick_labels.extend([\"Weighted delta\"])\n",
     "        elif effect_size == \"hedges_g\":\n",
     "            contrast_xtick_labels.extend([\"Delta g\"])\n",
     "        else:\n",
-    "            contrast_xtick_labels.extend([\"Delta-Delta\"])\n",
+    "            contrast_xtick_labels.extend([\"Delta-delta\"])\n",
     "\n",
     "    # Create the delta-delta axes.\n",
     "    if type == 'delta_delta' and not horizontal:\n",
     "        if plot_kwargs[\"delta2_label\"] is not None:\n",
     "            delta2_label = plot_kwargs[\"delta2_label\"]\n",
     "        elif effect_size == \"mean_diff\":\n",
-    "            delta2_label = \"Delta-Delta\"\n",
+    "            delta2_label = \"Delta-delta\"\n",
     "        else:\n",
     "            delta2_label = \"Delta g\"\n",
     "        fontsize_delta2label = plot_kwargs[\"fontsize_delta2label\"]\n",

diff --git a/...ts/mpl_image_tests/baseline_images/test_01_gardner_altman_unpaired_meandiff.png b/...ts/mpl_image_tests/baseline_images/test_01_gardner_altman_unpaired_meandiff.png
diff --git a/.../mpl_image_tests/baseline_images/test_02_gardner_altman_unpaired_mediandiff.png b/.../mpl_image_tests/baseline_images/test_02_gardner_altman_unpaired_mediandiff.png
diff --git a/...ests/mpl_image_tests/baseline_images/test_04_gardner_altman_paired_meandiff.png b/...ests/mpl_image_tests/baseline_images/test_04_gardner_altman_paired_meandiff.png
diff --git a/...pl_image_tests/baseline_images/test_05_cummings_two_group_unpaired_meandiff.png b/...pl_image_tests/baseline_images/test_05_cummings_two_group_unpaired_meandiff.png
diff --git a/.../mpl_image_tests/baseline_images/test_06_cummings_two_group_paired_meandiff.png b/.../mpl_image_tests/baseline_images/test_06_cummings_two_group_paired_meandiff.png
diff --git a/...tests/mpl_image_tests/baseline_images/test_07_cummings_multi_group_unpaired.png b/...tests/mpl_image_tests/baseline_images/test_07_cummings_multi_group_unpaired.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_08_cummings_multi_group_paired.png b/nbs/tests/mpl_image_tests/baseline_images/test_08_cummings_multi_group_paired.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_09_cummings_shared_control.png b/nbs/tests/mpl_image_tests/baseline_images/test_09_cummings_shared_control.png
diff --git a/...s/mpl_image_tests/baseline_images/test_101_gardner_altman_unpaired_propdiff.png b/...s/mpl_image_tests/baseline_images/test_101_gardner_altman_unpaired_propdiff.png
diff --git a/...l_image_tests/baseline_images/test_103_cummings_two_group_unpaired_propdiff.png b/...l_image_tests/baseline_images/test_103_cummings_two_group_unpaired_propdiff.png
diff --git a/...image_tests/baseline_images/test_105_cummings_multi_group_unpaired_propdiff.png b/...image_tests/baseline_images/test_105_cummings_multi_group_unpaired_propdiff.png
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diff --git a/...sts/mpl_image_tests/baseline_images/test_107_cummings_multi_groups_propdiff.png b/...sts/mpl_image_tests/baseline_images/test_107_cummings_multi_groups_propdiff.png
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diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_127_sankey_multi_group_paired.png b/nbs/tests/mpl_image_tests/baseline_images/test_127_sankey_multi_group_paired.png
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diff --git a/...sts/baseline_images/test_217_cummings_shared_control_meandiff_hideswarmbars.png b/...sts/baseline_images/test_217_cummings_shared_control_meandiff_hideswarmbars.png
diff --git a/.../baseline_images/test_218_cummings_shared_control_meandiff_swarmbars_kwargs.png b/.../baseline_images/test_218_cummings_shared_control_meandiff_swarmbars_kwargs.png
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diff --git a/...pl_image_tests/baseline_images/test_62_cummings_baseline_mini_meta_meandiff.png b/...pl_image_tests/baseline_images/test_62_cummings_baseline_mini_meta_meandiff.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_63_mini_meta_plot_ylabel.png b/nbs/tests/mpl_image_tests/baseline_images/test_63_mini_meta_plot_ylabel.png
diff --git a/...sts/mpl_image_tests/baseline_images/test_64_mini_meta_plot_change_palette_a.png b/...sts/mpl_image_tests/baseline_images/test_64_mini_meta_plot_change_palette_a.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_65_mini_meta_dot_sizes.png b/nbs/tests/mpl_image_tests/baseline_images/test_65_mini_meta_dot_sizes.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_66_mini_meta_change_ylims.png b/nbs/tests/mpl_image_tests/baseline_images/test_66_mini_meta_change_ylims.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_67_mini_meta_invert_ylim.png b/nbs/tests/mpl_image_tests/baseline_images/test_67_mini_meta_invert_ylim.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_68_mini_meta_median_diff.png b/nbs/tests/mpl_image_tests/baseline_images/test_68_mini_meta_median_diff.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_70_mini_meta_not_show.png b/nbs/tests/mpl_image_tests/baseline_images/test_70_mini_meta_not_show.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_74_unpaired_prop_delta2.png b/nbs/tests/mpl_image_tests/baseline_images/test_74_unpaired_prop_delta2.png
diff --git a/...ests/mpl_image_tests/baseline_images/test_75_unpaired_specified_prop_delta2.png b/...ests/mpl_image_tests/baseline_images/test_75_unpaired_specified_prop_delta2.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_76_paired_prop_delta2.png b/nbs/tests/mpl_image_tests/baseline_images/test_76_paired_prop_delta2.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_77_paired_specified_prop_delta2.png b/nbs/tests/mpl_image_tests/baseline_images/test_77_paired_specified_prop_delta2.png
diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_99_style_sheets.png b/nbs/tests/mpl_image_tests/baseline_images/test_99_style_sheets.png
diff --git a/pyproject.toml b/pyproject.toml
@@ -0,0 +1,11 @@
+[build-system]
+requires = ["setuptools>=64.0"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name="dabest"
+requires-python=">=3.10"
+dynamic = [ "keywords", "description", "version", "dependencies", "optional-dependencies", "readme", "license", "authors", "classifiers", "entry-points", "scripts", "urls"]
+
+[tool.uv]
+cache-keys = [{ file = "pyproject.toml" }, { file = "settings.ini" }, { file = "setup.py" }]