From b1bde667c97833d872f24b6de19b19da0f3c8b68 Mon Sep 17 00:00:00 2001 From: Jonathan Anns Date: Mon, 20 Oct 2025 16:12:51 +0800 Subject: [PATCH 1/2] fixed readme links --- README.md | 9 ++++++--- nbs/read_me.ipynb | 6 +++--- 2 files changed, 9 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 530577d4..269d406f 100644 --- a/README.md +++ b/README.md @@ -35,7 +35,8 @@ brings new visualizations, refined plots, and improved accuracy. You can generate a Whorlmap directly from multi-dimensional DABEST objects using the `.whorlmap()` method. See the [Whorlmap - tutorial](10-whorlmap.html) for more details. + tutorial](https://acclab.github.io/DABEST-python/tutorials/10-whorlmap.html) + for more details. 2. **Slopegraphs 📈: Enhanced summaries for paired data** @@ -52,7 +53,8 @@ brings new visualizations, refined plots, and improved accuracy. - Customize appearance with `group_summaries_kwargs`. See the Group Summaries section in the [Plot Aesthetics - tutorial](08-plot_aesthetics.html) for more details. + tutorial](https://acclab.github.io/DABEST-python/tutorials/08-plot_aesthetics.html) + for more details. 3. **Mini-meta Weighted Delta Fix 🧮** @@ -69,7 +71,8 @@ brings new visualizations, refined plots, and improved accuracy. now color contrast bars and effect-size curves. See the Custom Palette section in the [Plot Aesthetics -tutorial](08-plot_aesthetics.html) for examples. +tutorial](https://acclab.github.io/DABEST-python/tutorials/08-plot_aesthetics.html) +for examples. Thank you for your continued support! diff --git a/nbs/read_me.ipynb b/nbs/read_me.ipynb index 702dc10d..bfe49362 100644 --- a/nbs/read_me.ipynb +++ b/nbs/read_me.ipynb @@ -43,7 +43,7 @@ "\n", " They are especially useful for large-scale or multi-condition experiments, serving as a **space-efficient alternative to stacked forest plots**.\n", "\n", - " You can generate a Whorlmap directly from multi-dimensional DABEST objects using the `.whorlmap()` method. See the [Whorlmap tutorial](10-whorlmap.html) for more details.\n", + " You can generate a Whorlmap directly from multi-dimensional DABEST objects using the `.whorlmap()` method. See the [Whorlmap tutorial](https://acclab.github.io/DABEST-python/tutorials/10-whorlmap.html) for more details.\n", "\n", "2. **Slopegraphs 📈: Enhanced summaries for paired data**\n", " \n", @@ -55,7 +55,7 @@ " \n", " - Customize appearance with `group_summaries_kwargs`.\n", "\n", - " See the Group Summaries section in the [Plot Aesthetics tutorial](08-plot_aesthetics.html) for more details.\n", + " See the Group Summaries section in the [Plot Aesthetics tutorial](https://acclab.github.io/DABEST-python/tutorials/08-plot_aesthetics.html) for more details.\n", "\n", "3. **Mini-meta Weighted Delta Fix 🧮**\n", " \n", @@ -69,7 +69,7 @@ " - **Slopegraphs (paired, non-proportional):**\n", " `custom_palette` can now color contrast bars and effect-size curves.\n", "\n", - " See the Custom Palette section in the [Plot Aesthetics tutorial](08-plot_aesthetics.html) for examples.\n", + " See the Custom Palette section in the [Plot Aesthetics tutorial](https://acclab.github.io/DABEST-python/tutorials/08-plot_aesthetics.html) for examples.\n", "\n", "Thank you for your continued support! \n", "\n", From 0b826aebd22a0e919605a1f4e6a4bd2f56c31fe7 Mon Sep 17 00:00:00 2001 From: Jacob Luke Date: Mon, 12 Jan 2026 17:25:43 +0800 Subject: [PATCH 2/2] Fix #216: Allow unequal sample sizes in multi-group paired wide-format data Remove overly aggressive NaN filtering in _check_errors() that was causing data truncation when using wide-format paired data with different group sizes. Problem: When loading wide-format paired data created by concatenating DataFrames of different lengths (e.g., 20, 10, and 40 samples), the package was removing ALL rows with ANY NaN value across ALL columns. This truncated all groups to the size of the smallest group. Root Cause: In _check_errors() method, the code had: elif x is None and y is None: self.__output_data.dropna(inplace=True) This removed entire rows if they had NaN in ANY column, affecting all groups even though NaN values were structural (from DataFrame concatenation) and not actual missing data points. Solution: Removed the problematic elif block from _check_errors(). The downstream code in _get_plot_data() already handles NaN values correctly by: 1. Using pd.melt() which preserves all non-NaN values 2. Calling dropna(subset=[self.__yvar]) which only removes rows with NaN in the measurement column, not across all columns Testing: - Added test_33_multi_paired_different_sizes() to verify groups with 20, 10, and 40 samples are preserved correctly --- dabest/_dabest_object.py | 4 +-- nbs/API/dabest_object.ipynb | 4 +-- ...aired_meandiff_gridkey_userdefinedrows.png | Bin 58975 -> 58976 bytes ...rop_paired_meandiff_gridkey_autoparser.png | Bin 59217 -> 59218 bytes .../test_33_multi_paired_different_sizes.png | Bin 0 -> 69119 bytes nbs/tests/mpl_image_tests/test_03_plotting.py | 28 ++++++++++++++++++ 6 files changed, 30 insertions(+), 6 deletions(-) create mode 100644 nbs/tests/mpl_image_tests/baseline_images/test_33_multi_paired_different_sizes.png diff --git a/dabest/_dabest_object.py b/dabest/_dabest_object.py index a055cdd1..01c96d5f 100644 --- a/dabest/_dabest_object.py +++ b/dabest/_dabest_object.py @@ -559,14 +559,12 @@ def _check_errors(self, x, y, idx, experiment, experiment_label, x1_level): self.__x1_level = x1_level if self.__is_paired and self.__output_data.isnull().values.any(): - warn1 = f"NaN values detected under paired setting and removed," + warn1 = f"NaN values detected under paired setting," warn2 = f" please check your data." warnings.warn(warn1 + warn2) if x is not None and y is not None: rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist() self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)] - elif x is None and y is None: - self.__output_data.dropna(inplace=True) # Check if there is a typo on paired if self.__is_paired and self.__is_paired not in ("baseline", "sequential"): diff --git a/nbs/API/dabest_object.ipynb b/nbs/API/dabest_object.ipynb index 4054d6a6..f082c62b 100644 --- a/nbs/API/dabest_object.ipynb +++ b/nbs/API/dabest_object.ipynb @@ -664,14 +664,12 @@ " self.__x1_level = x1_level\n", "\n", " if self.__is_paired and self.__output_data.isnull().values.any():\n", - " warn1 = f\"NaN values detected under paired setting and removed,\"\n", + " warn1 = f\"NaN values detected under paired setting,\"\n", " warn2 = f\" please check your data.\"\n", " warnings.warn(warn1 + warn2)\n", " if x is not None and y is not None:\n", " rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist()\n", " self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)]\n", - " elif x is None and y is None:\n", - " self.__output_data.dropna(inplace=True)\n", "\n", " # Check if there is a typo on paired\n", " if self.__is_paired and self.__is_paired not in (\"baseline\", \"sequential\"):\n", diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_266_multigroups_prop_paired_meandiff_gridkey_userdefinedrows.png b/nbs/tests/mpl_image_tests/baseline_images/test_266_multigroups_prop_paired_meandiff_gridkey_userdefinedrows.png index 712ebaf700aa80e830d01d884a7d74bd69638236..4d3faf4762394b50dbc98f02c9503161a867a273 100644 GIT binary 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z>R1Z?O)j!pyE-30w`Oe_QS_kQ_Xu!bURYTdEpsc=@6wM>dccP+{kOP#gabj@5_ExP zcX`Cbd6qVj%jS+b64QfRg)D@1_jYNR1br#+0D=<4lBnXXGu^U+P+X&3*m z*O%DOoF*GeEc8$KAj82ZkhJ-ZZ)xFF*f_4~enKjpMYu^I~_=iXY`1sH21q9I`0 znv$eMzsL5d6#_DG0GmYu7WePs)UxTZ0SWPOlmF|H=l}aL=fAsMZpak%xy{{e~!Df|Ec literal 0 HcmV?d00001 diff --git a/nbs/tests/mpl_image_tests/test_03_plotting.py b/nbs/tests/mpl_image_tests/test_03_plotting.py index 8d82e432..f8c588db 100644 --- a/nbs/tests/mpl_image_tests/test_03_plotting.py +++ b/nbs/tests/mpl_image_tests/test_03_plotting.py @@ -451,6 +451,34 @@ def test_32_multigroups_baseline_change_palette(): plt.rcdefaults() return multi_groups_baseline.mean_diff.plot(custom_palette="Dark2", delta_text=True) +@pytest.mark.mpl_image_compare(tolerance=8) +def test_33_multi_paired_different_sizes(): + # Test for GitHub issue #216: multi-group paired data with different sample sizes + plt.rcdefaults() + np.random.seed(9999) + + # Create three test pairs with different sample sizes (20, 10, 40) + c1DF = pd.DataFrame({'Test 1_pre': norm.rvs(loc=3, scale=0.4, size=20)}) + t1DF = pd.DataFrame({'Test 1_post': norm.rvs(loc=3.5, scale=0.5, size=20)}) + t2DF = pd.DataFrame({'Test 2_pre': norm.rvs(loc=2.5, scale=0.6, size=10)}) + t3DF = pd.DataFrame({'Test 2_post': norm.rvs(loc=3, scale=0.75, size=10)}) + t4DF = pd.DataFrame({'Test 3_pre': norm.rvs(loc=3.5, scale=0.75, size=40)}) + t5DF = pd.DataFrame({'Test 3_post': norm.rvs(loc=3.25, scale=0.4, size=40)}) + + df = pd.concat([c1DF, t1DF, t2DF, t3DF, t4DF, t5DF], axis=1) + df["ID"] = pd.Series(range(1, len(df)+1)) + + multi_paired_diff_sizes = load( + df, + idx=(("Test 1_pre", "Test 1_post"), + ("Test 2_pre", "Test 2_post"), + ("Test 3_pre", "Test 3_post")), + paired="baseline", + id_col="ID" + ) + + return multi_paired_diff_sizes.mean_diff.plot() + @pytest.mark.mpl_image_compare(tolerance=8) def test_99_style_sheets(): # Perform this test last so we don't have to reset the plot style.