From 26caffd46a83b6d421086323343621e946ce579d Mon Sep 17 00:00:00 2001 From: Florian Charlier <477844+trevismd@users.noreply.github.com> Date: Wed, 4 Oct 2023 10:15:49 +0200 Subject: [PATCH] add custom annotations per facet --- CHANGELOG.md | 5 + statannotations/Annotator.py | 21 +- tests/test_integrate_annotator.py | 21 ++ usage/example.ipynb | 422 +++++++++++++++++++++++++++++- 4 files changed, 453 insertions(+), 16 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 2ddf94f..4781088 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,4 +1,9 @@ ## v0.6 + +### v0.6.1 +- Add option to give facet-specific annotation parameters, such as to + set custom annotations + ### v0.6.0 #### Features - Add option to skip annotation of non-significant results diff --git a/statannotations/Annotator.py b/statannotations/Annotator.py index 28ff3b2..483b433 100644 --- a/statannotations/Annotator.py +++ b/statannotations/Annotator.py @@ -1,5 +1,5 @@ import warnings -from typing import List, Optional, Union +from typing import List, Optional, Union, Iterator, Dict, Any import matplotlib.pyplot as plt import matplotlib.transforms as mtransforms @@ -357,7 +357,7 @@ def set_pvalues(self, pvalues, num_comparisons='auto'): return self - def set_custom_annotations(self, text_annot_custom): + def set_custom_annotations(self, text_annot_custom: List): """ :param text_annot_custom: List of strings to annotate for each `pair` @@ -816,12 +816,16 @@ def _maybe_warn_about_configuration(self): def plot_and_annotate_facets( self, plot: str, plot_params: dict, configuration: dict, - annotation_func: str, *args, annotation_params: dict = None, + annotation_func: str, *args, + annotation_params: dict = None, + annotation_params_each: Optional[ + Iterator[Dict[str, Any]]] = None, ax_op_before: List[Union[str, Optional[list], Optional[dict]]] = None, ax_op_after: List[Union[str, Optional[list], Optional[dict]]] = None, - annotate_params: dict = None, **kwargs): + annotate_params: dict = None, + **kwargs): """ Plots using seaborn and annotates in a single call, to be used within a `FacetGrid`. @@ -836,6 +840,8 @@ def plot_and_annotate_facets( * 'set_pvalues' * 'apply_test' :param annotation_params: parameters for the annotation function + :param annotation_params_each: parameters for the annotation function to + iterate on to find values for each facet. :param ax_op_before: list of [func_name, args, kwargs] to apply on `ax` before annotating :param ax_op_after: list of [func_name, args, kwargs] to apply on `ax` @@ -846,14 +852,17 @@ def plot_and_annotate_facets( """ annotate_params = empty_dict_if_none(annotate_params) annotation_params = empty_dict_if_none(annotation_params) - ax = getattr(sns, plot)(*args, **plot_params, **kwargs) _apply_ax_operations(ax, ax_op_before) self.new_plot(ax, plot=plot, **plot_params, data=kwargs['data']) self.configure(**configuration) - getattr(self, annotation_func)(**annotation_params) + if annotation_params_each: + annotation_args, annotation_kwargs = next(annotation_params_each) + getattr(self, annotation_func)(*annotation_args, **annotation_params, **annotation_kwargs) + else: + getattr(self, annotation_func)(**annotation_params) self.annotate(**annotate_params) _apply_ax_operations(ax, ax_op_after) diff --git a/tests/test_integrate_annotator.py b/tests/test_integrate_annotator.py index ee04e73..bc5bf35 100644 --- a/tests/test_integrate_annotator.py +++ b/tests/test_integrate_annotator.py @@ -85,3 +85,24 @@ def test_plot_and_annotate_facets(self): ax_op_after=[['set_xlabel', ['Group'], None]], annotation_params={'num_comparisons': 'auto'} ) + + def test_plot_and_annotate_facets_custom_annotation_params_each(self): + custom_annotations = iter([ + [[["this"]], {}], + [[["that"]], {}] + ]) + + annotator = Annotator(None, self.simple_pairs) + g = sns.FacetGrid(self.params_df.pop("data"), + col=self.params_df.pop("hue"), + height=10, sharey=False) + self.params_df.pop("hue_order") + g.map_dataframe(annotator.plot_and_annotate_facets, + plot="boxplot", + plot_params=self.params_df, + configuration={"comparisons_correction": None}, + annotation_func="set_custom_annotations", + annotation_params_each=custom_annotations, + ax_op_after=[['set_xlabel', ['Group'], None]], + ) + self.assertEqual(annotator.get_annotations_text(), ["that"]) # last facet diff --git a/usage/example.ipynb b/usage/example.ipynb index c403646..73a1ca2 100644 --- a/usage/example.ipynb +++ b/usage/example.ipynb @@ -222,7 +222,7 @@ }, { "data": { - "text/plain": "(,\n [,\n ,\n ])" + "text/plain": "(,\n [,\n ,\n ])" }, "execution_count": 6, "metadata": {}, @@ -287,7 +287,7 @@ }, { "data": { - "text/plain": "(,\n [,\n ,\n ])" + "text/plain": "(,\n [,\n ,\n ])" }, "execution_count": 7, "metadata": {}, @@ -740,7 +740,7 @@ }, { "data": { - "text/plain": "(,\n [,\n ,\n ])" + "text/plain": "(,\n [,\n ,\n ])" }, "execution_count": 16, "metadata": {}, @@ -812,7 +812,7 @@ }, { "data": { - "text/plain": "(,\n [,\n ,\n ])" + "text/plain": "(,\n [,\n ,\n ])" }, "execution_count": 17, "metadata": {}, @@ -1092,7 +1092,7 @@ { "data": { "text/plain": "
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\n" + "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" @@ -1168,7 +1168,7 @@ }, { "data": { - "text/plain": "(,\n [,\n ,\n ])" + "text/plain": "(,\n [,\n ,\n ])" }, "execution_count": 23, "metadata": {}, @@ -1177,7 +1177,7 @@ { "data": { "text/plain": "
", - "image/png": 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\n" + "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" @@ -1237,7 +1237,7 @@ }, { "data": { - "text/plain": "(,\n [,\n ,\n ])" + "text/plain": "(,\n [,\n ,\n ])" }, "execution_count": 24, "metadata": {}, @@ -1246,7 +1246,7 @@ { "data": { "text/plain": "
", - "image/png": 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\n" + "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" @@ -1371,8 +1371,410 @@ "annotator.apply_test().annotate() # No need to `configure` to use the same parameters\n", "y_lims = ax.get_ylim()\n", "ax.set_ylim(y_lims[0], 1.25 * y_lims[1])\n", - "fig.savefig(f'flu_dataset_log_scale_in_axes_violin.png', format='png')" + "fig.savefig(f'flu_dataset_log_scale_in_axes_violin.png', format='png')\n", + "\n" ] + }, + { + "cell_type": "markdown", + "source": [ + "As a facet grid" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 27, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "H1N1_Nonsynonymous vs. H1N1_Synonymous: Mann-Whitney-Wilcoxon test two-sided, P_val:1.252e-03 U_stat=6.280e+02\n", + "H3N2_Nonsynonymous vs. H3N2_Synonymous: Mann-Whitney-Wilcoxon test two-sided, P_val:2.732e-02 U_stat=3.756e+03\n", + "Influenza B_Nonsynonymous vs. Influenza B_Synonymous: Mann-Whitney-Wilcoxon test two-sided, P_val:1.670e-01 U_stat=6.700e+01\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "H1N1_Nonsynonymous vs. H1N1_Synonymous: Mann-Whitney-Wilcoxon test two-sided, P_val:7.544e-02 U_stat=6.600e+02\n", + "H3N2_Nonsynonymous vs. H3N2_Synonymous: Mann-Whitney-Wilcoxon test two-sided, P_val:2.253e-02 U_stat=3.935e+03\n", + "Influenza B_Nonsynonymous vs. Influenza B_Synonymous: Mann-Whitney-Wilcoxon test two-sided, P_val:7.064e-01 U_stat=1.010e+02\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import itertools\n", + "\n", + "samples_with_batches = samples.copy()\n", + "half_length = len(samples) // 2\n", + "batch_distributor = itertools.cycle([1, 2])\n", + "samples_with_batches['batch'] = [next(batch_distributor) for _ in range(len(samples))]\n", + "\n", + "annot = Annotator(None, significanceComparisons)\n", + "\n", + "g = sns.FacetGrid(samples_with_batches, col='batch', height=6, sharey=True)\n", + "g.map_dataframe(\n", + " annot.plot_and_annotate_facets,\n", + " plot='violinplot',\n", + " plot_params={\n", + " \"x\": \"subtype\",\n", + " \"y\":\"mutation_rate_samp\",\n", + " \"order\": [\"H3N2\", \"H1N1\", \"Influenza B\"],\n", + " 'hue':'Synon_Nonsynon',\n", + " \"hue_order\": ['Nonsynonymous','Synonymous'],\n", + " \"dodge\": True,\n", + " },\n", + " configuration={\"test\": \"Mann-Whitney\"},\n", + " annotation_func=\"apply_test\",\n", + " ax_op_before=[[\"set_yscale\", [\"log\"], {}]]\n", + ")\n", + "plt.show()" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "Let's set custom annotations per-facet" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 28, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "H1N1_Nonsynonymous vs. H1N1_Synonymous: B\n", + "H3N2_Nonsynonymous vs. H3N2_Synonymous: A\n", + "Influenza B_Nonsynonymous vs. Influenza B_Synonymous: C\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "H1N1_Nonsynonymous vs. H1N1_Synonymous: E\n", + "H3N2_Nonsynonymous vs. H3N2_Synonymous: D\n", + "Influenza B_Nonsynonymous vs. Influenza B_Synonymous: F\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "custom_annotations = iter(\n", + " [\n", + " [[['A', 'B', 'C']], {}],\n", + " [[['D', 'E', 'F']], {}]\n", + " ]\n", + ")\n", + "g = sns.FacetGrid(samples_with_batches, col='batch', height=6, sharey=True)\n", + "g.map_dataframe(\n", + " annot.plot_and_annotate_facets,\n", + " plot='violinplot',\n", + " plot_params={\n", + " \"x\": \"subtype\",\n", + " \"y\":\"mutation_rate_samp\",\n", + " \"order\": [\"H3N2\", \"H1N1\", \"Influenza B\"],\n", + " 'hue':'Synon_Nonsynon',\n", + " \"hue_order\": ['Nonsynonymous','Synonymous'],\n", + " \"dodge\": True,\n", + " },\n", + " configuration={\"comparisons_correction\": None},\n", + " annotation_func=\"set_custom_annotations\",\n", + " annotation_params_each=custom_annotations,\n", + " ax_op_before=[[\"set_yscale\", [\"log\"], {}]]\n", + ")\n", + "plt.show()" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 29, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "ADRA1B_roi vs. ADRA1B_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:6.895e-01 U_stat=1.227e+04\n", + "ADRA1A_roi vs. ADRA1A_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:4.872e-01 U_stat=1.317e+04\n", + "ADRA1D_roi vs. ADRA1D_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.256e-03 U_stat=9.955e+03\n", + "ADRA2A_roi vs. ADRA2A_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.365e-01 U_stat=1.163e+04\n", + "ADRA2C_roi vs. ADRA2C_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.757e-01 U_stat=1.349e+04\n", + "ADRB1_roi vs. ADRB1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.710e-02 U_stat=1.400e+04\n", + "ADRB2_roi vs. ADRB2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.591e-01 U_stat=1.245e+04\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "CHRNA6_roi vs. CHRNA6_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.177e-01 U_stat=1.132e+04\n", + "CHRNA7_roi vs. CHRNA7_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.103e-01 U_stat=1.230e+04\n", + "CHRNB1_roi vs. CHRNB1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:9.288e-02 U_stat=1.122e+04\n", + "CHRNB2_roi vs. CHRNB2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.649e-01 U_stat=1.246e+04\n", + "CHRNA4_roi vs. CHRNA4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.088e-06 U_stat=8.710e+03\n", + "CHRM2_roi vs. CHRM2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:6.478e-01 U_stat=1.222e+04\n", + "CHRM1_roi vs. CHRM1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.730e-01 U_stat=1.284e+04\n", + "CHRM3_roi vs. CHRM3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:3.133e-01 U_stat=1.343e+04\n", + "CHRM4_roi vs. CHRM4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:4.721e-01 U_stat=1.201e+04\n", + "CHRM5_roi vs. CHRM5_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.664e-01 U_stat=1.284e+04\n", + "CHRNA10_roi vs. CHRNA10_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.219e-01 U_stat=1.278e+04\n", + "CHRNA2_roi vs. CHRNA2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:9.684e-01 U_stat=1.263e+04\n", + "CHRNA3_roi vs. CHRNA3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:4.653e-01 U_stat=1.320e+04\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "DRD2_roi vs. DRD2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.043e-01 U_stat=1.364e+04\n", + "DRD1_roi vs. DRD1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.539e-02 U_stat=1.417e+04\n", + "DRD4_roi vs. DRD4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.899e-01 U_stat=1.271e+04\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "GABRB3_roi vs. GABRB3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:9.872e-02 U_stat=1.395e+04\n", + "GABRD_roi vs. GABRD_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.308e-01 U_stat=1.136e+04\n", + "GABRE_roi vs. GABRE_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:3.154e-06 U_stat=1.642e+04\n", + "GABRG1_roi vs. GABRG1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.005e-01 U_stat=1.365e+04\n", + "GABRG2_roi vs. GABRG2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.107e-02 U_stat=1.052e+04\n", + "GABRG3_roi vs. GABRG3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:3.834e-01 U_stat=1.188e+04\n", + "GABRB2_roi vs. GABRB2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.287e-01 U_stat=1.135e+04\n", + "GABBR2_roi vs. GABBR2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:6.443e-01 U_stat=1.298e+04\n", + "GABBR1_roi vs. GABBR1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:9.441e-01 U_stat=1.254e+04\n", + "GABRA1_roi vs. GABRA1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.572e-04 U_stat=9.770e+03\n", + "GABRA2_roi vs. GABRA2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.589e-03 U_stat=1.487e+04\n", + "GABRA3_roi vs. GABRA3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.544e-01 U_stat=1.286e+04\n", + "GABRA4_roi vs. GABRA4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.205e-02 U_stat=1.117e+04\n", + "GABRA5_roi vs. GABRA5_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.265e-02 U_stat=1.419e+04\n", + "GABRB1_roi vs. GABRB1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.939e-02 U_stat=1.415e+04\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "GRIK4_roi vs. GRIK4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:6.450e-02 U_stat=1.108e+04\n", + "GRIK5_roi vs. GRIK5_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:4.121e-02 U_stat=1.427e+04\n", + "GRIN1_roi vs. GRIN1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:4.691e-01 U_stat=1.201e+04\n", + "GRIN2A_roi vs. GRIN2A_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.499e-02 U_stat=1.076e+04\n", + "GRIN2B_roi vs. GRIN2B_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:6.310e-02 U_stat=1.412e+04\n", + "GRIN2C_roi vs. GRIN2C_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:3.460e-01 U_stat=1.337e+04\n", + "GRIN2D_roi vs. GRIN2D_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.978e-01 U_stat=1.303e+04\n", + "GRIN3A_roi vs. GRIN3A_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:9.276e-01 U_stat=1.252e+04\n", + "GRM1_roi vs. GRM1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.737e-02 U_stat=1.441e+04\n", + "GRM2_roi vs. GRM2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.191e-01 U_stat=1.241e+04\n", + "GRM3_roi vs. GRM3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.126e-01 U_stat=1.130e+04\n", + "GRM4_roi vs. GRM4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.776e-02 U_stat=1.104e+04\n", + "GRM5_roi vs. GRM5_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.342e-05 U_stat=1.617e+04\n", + "GRM7_roi vs. GRM7_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:6.754e-03 U_stat=1.482e+04\n", + "GRM8_roi vs. GRM8_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:9.650e-02 U_stat=1.396e+04\n", + "GRIK3_roi vs. GRIK3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.244e-01 U_stat=1.386e+04\n", + "GRIA2_roi vs. GRIA2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.855e-01 U_stat=1.348e+04\n", + "GRIA1_roi vs. GRIA1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.620e-04 U_stat=1.533e+04\n", + "GRIA3_roi vs. GRIA3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.479e-01 U_stat=1.234e+04\n", + "GRIA4_roi vs. GRIA4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:6.797e-01 U_stat=1.226e+04\n", + "GRID1_roi vs. GRID1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:3.503e-03 U_stat=1.021e+04\n", + "GRID2_roi vs. GRID2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:4.120e-01 U_stat=1.327e+04\n", + "GRIK1_roi vs. GRIK1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.401e-01 U_stat=1.381e+04\n", + "GRIK2_roi vs. GRIK2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.508e-04 U_stat=1.560e+04\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "HRH2_roi vs. HRH2_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.100e-02 U_stat=1.468e+04\n", + "HRH1_roi vs. HRH1_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.479e-01 U_stat=1.286e+04\n", + "HRH3_roi vs. HRH3_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.651e-03 U_stat=1.002e+04\n", + "HRH4_roi vs. HRH4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.038e-01 U_stat=1.127e+04\n", + "p-value annotation legend:\n", + " ns: 5.00e-02 < p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "HTR7_roi vs. HTR7_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:2.911e-01 U_stat=1.173e+04\n", + "HTR5A_roi vs. HTR5A_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.851e-01 U_stat=1.238e+04\n", + "HTR1E_roi vs. HTR1E_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:8.631e-05 U_stat=9.381e+03\n", + "HTR1A_roi vs. HTR1A_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.047e-02 U_stat=1.470e+04\n", + "HTR1F_roi vs. HTR1F_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:5.944e-01 U_stat=1.304e+04\n", + "HTR2A_roi vs. HTR2A_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:3.460e-01 U_stat=1.337e+04\n", + "HTR2C_roi vs. HTR2C_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:7.837e-05 U_stat=1.584e+04\n", + "HTR3B_roi vs. HTR3B_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:3.448e-01 U_stat=1.338e+04\n", + "HTR3C_roi vs. HTR3C_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.667e-02 U_stat=1.064e+04\n", + "HTR4_roi vs. HTR4_non-roi: Mann-Whitney-Wilcoxon test two-sided, P_val:1.305e-05 U_stat=1.617e+04\n" + ] + }, + { + "data": { + "text/plain": "
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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "expression_long = pd.read_csv(\"~/Downloads/statannotations/expression.csv\")\n", + "annot = Annotator.get_empty_annotator()\n", + "plot_params = {\n", + " 'x':'receptor',\n", + " 'y':'expression',\n", + " 'hue':'roi',\n", + " 'hue_order':['roi','non-roi'],\n", + "}\n", + "receptor_groups = expression_long['receptor_group'].unique()\n", + "sns.color_palette(\"Paired\")\n", + "with sns.plotting_context(\"paper\"):\n", + " fig, axes = plt.subplots(4, 2, figsize=(20, 30))\n", + " for ax_row_idx, ax_row in enumerate(axes):\n", + " for ax_col_idx, ax in enumerate(ax_row):\n", + " ax_idx = ax_row_idx * 2 + ax_col_idx\n", + " if ax_idx >= len(receptor_groups):\n", + " ax.set_axis_off()\n", + " continue\n", + " ax_group = receptor_groups[ax_idx]\n", + " expression_long_group = expression_long.loc[expression_long.receptor_group==ax_group, :]\n", + " group_receptors = expression_long_group['receptor'].unique()\n", + "\n", + " sns.boxplot(ax=ax, data=expression_long_group, **plot_params)\n", + " annot.new_plot(\n", + " ax,\n", + " data=expression_long_group,\n", + " pairs=[((receptor,'roi'),(receptor,'non-roi')) for receptor in group_receptors],\n", + " plot='boxplot',\n", + " **plot_params\n", + " ).configure(test=\"Mann-Whitney\").apply_and_annotate()\n", + "\n", + " ax.set_title(ax_group)\n", + " if len(group_receptors) > 10:\n", + " ax.set_xticklabels(labels=ax.get_xticklabels(), rotation=45)\n", + "plt.show()" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 30, + "outputs": [], + "source": [ + "fig.tight_layout()\n", + "fig.savefig('expression.png', format='png')" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 31, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n" + ] + } + ], + "source": [ + "def a(x):\n", + " print(x[0])\n", + "\n", + "b, c = next(iter(\n", + " [\n", + " [[[1]], {}],\n", + " ]\n", + "))\n", + "\n", + "a(*b)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } } ], "metadata": {