From 181ea143fe1b6dc9f6270c4b36c99f07227d2e8b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Fri, 11 Jan 2019 18:16:31 +0100 Subject: [PATCH 01/21] adding tool function to compute dendrogram --- scanpy/tools/_dendrogram.py | 105 ++++++++++++++++++++++++++++++++++++ 1 file changed, 105 insertions(+) create mode 100644 scanpy/tools/_dendrogram.py diff --git a/scanpy/tools/_dendrogram.py b/scanpy/tools/_dendrogram.py new file mode 100644 index 0000000000..0d8997735d --- /dev/null +++ b/scanpy/tools/_dendrogram.py @@ -0,0 +1,105 @@ +""" +Computes a dendrogram based on a given categorical observation. +""" + +from typing import Optional, List +import pandas as pd +from anndata import AnnData +from pandas.api.types import is_categorical_dtype + +from .. utils import doc_params +from ..tools._utils import choose_representation, doc_use_rep, doc_n_pcs + + +@doc_params(n_pcs=doc_n_pcs, use_rep=doc_use_rep) +def dendrogram(adata: AnnData, groupby: str, + n_pcs: Optional[int]=None, + use_rep: Optional[str]=None, + var_names: Optional[List[str]]=None, + use_raw: Optional[bool]=None, + cor_method: Optional[str]='pearson', + linkage_method: Optional[str]='complete', + key_added: Optional[str]='dendrogram') -> None: + + """ + Computes a hierarchical clustering for the given `groupby` categories. Be default the PCA + components are used unless .X has less than 50 variables. + + Alternatively, a list of var_names (e.g genes) can be given. + + Average values of either var_names or components are then used to compute a correlation matrix. + + The hierarchical clustering can be visualized using `sc.pl.dendrogram` or multiple other + visualizations that can include a dendrogram: `matrixplot`, `heatmap`, `dotplot` and `stacked_violin` + + Parameters + ---------- + adata : :class:`~anndata.AnnData` + Annotated data matrix + {n_pcs} + {use_rep} + var_names : `list of str` (default: None) + List of var_names to use for computing the hierarchical clustering. If `var_names` is given, + then `use_rep` and `n_pcs` is ignored. + use_raw : `bool`, optional (default: None) + + cor_method : `str`, optional (default: `"pearson"`) + correlation method to use. + linkage_method : `str`, optional (default: `"complete"`) + linkage method to use. See https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html + for more information. + key_added : : `str`, optional (default: `"dendrogram"`) + By default, the dendrogram information is added to the `.uns['dendrogram']`. + + Returns + ------- + adata.uns['dendrogram'] (or instead of 'dendrogram' the value selected for `key_added`) is updated + with the dendrogram information + + Examples + -------- + + >>> adata = sc.datasets.pbmc68k_reduced() + >>> sc.tl.dendrogram(adata, groupby='bulk_labels') + >>> sc.pl.dendrogram(adata) + >>> sc.pl.dotplot(adata, ['C1QA', 'PSAP', 'CD79A', 'CD79B', 'CST3', 'LYZ'], + ... groupby='bulk_labels', dendrogram=True) + """ + if groupby not in adata.obs_keys(): + raise ValueError('groupby has to be a valid observation. Given value: {}, ' + 'valid observations: {}'.format(groupby, adata.obs_keys())) + if not is_categorical_dtype(adata.obs[groupby]): + # if the groupby column is not categorical, turn it into one + # by subdividing into `num_categories` categories + raise ValueError('groupby has to be a categorical observation. Given value: {}, ' + 'Column type: {}'.format(groupby, adata.obs[groupby].dtype)) + + if var_names is None: + rep_df = pd.DataFrame(choose_representation(adata, use_rep=use_rep, n_pcs=n_pcs)) + rep_df.set_index(adata.obs[groupby], inplace=True) + categories = rep_df.index.categories + else: + if use_raw is None and adata.raw is not None: use_raw = True + gene_names = adata.raw.var_names if use_raw else adata.var_names + from ..plotting._anndata import _prepare_dataframe + categories, rep_df = _prepare_dataframe(adata, gene_names, groupby, use_raw) + + # aggregate values within categories using 'mean' + mean_df = rep_df.groupby(level=0).mean() + + import scipy.cluster.hierarchy as sch + + corr_matrix = mean_df.T.corr(method=cor_method) + z_var = sch.linkage(corr_matrix, method=linkage_method) + dendro_info = sch.dendrogram(z_var, labels=categories, no_plot=True) + + # order of groupby categories + categories_idx_ordered = dendro_info['leaves'] + + adata.uns[key_added] = {'linkage': z_var, + 'groupby': groupby, + 'use_rep': use_rep, + 'cor_method': cor_method, + 'linkage_method': linkage_method, + 'categories_idx_ordered': categories_idx_ordered, + 'dendrogram_info': dendro_info} From 5791c8bbcab0aa983a128d295261eb23fd103b55 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Fri, 11 Jan 2019 19:21:56 +0100 Subject: [PATCH 02/21] added dendrogram to list of tools --- scanpy/tools/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scanpy/tools/__init__.py b/scanpy/tools/__init__.py index 8b53ae6d8e..8a422d301f 100644 --- a/scanpy/tools/__init__.py +++ b/scanpy/tools/__init__.py @@ -11,3 +11,4 @@ from ._louvain import louvain from ._sim import sim from ._score_genes import score_genes, score_genes_cell_cycle +from ._dendrogram import dendrogram From c8415adb2bff04391153afb36c9947d6c25d06f4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Fri, 11 Jan 2019 19:26:06 +0100 Subject: [PATCH 03/21] updated dendrogram plotting for anndata visualizations --- scanpy/plotting/__init__.py | 5 +- scanpy/plotting/_anndata.py | 179 +++++++++++++++++++++++------------- 2 files changed, 117 insertions(+), 67 deletions(-) diff --git a/scanpy/plotting/__init__.py b/scanpy/plotting/__init__.py index 788d9d7954..10b27cb2f7 100644 --- a/scanpy/plotting/__init__.py +++ b/scanpy/plotting/__init__.py @@ -22,6 +22,7 @@ pl.matrixplot pl.clustermap pl.ranking + pl.dendrogram Preprocessing @@ -98,7 +99,7 @@ pl.sim """ -from ._anndata import scatter, violin, ranking, clustermap, stacked_violin, heatmap, dotplot, matrixplot, tracksplot +from ._anndata import scatter, violin, ranking, clustermap, stacked_violin, heatmap, dotplot, matrixplot, tracksplot, dendrogram from ._preprocessing import filter_genes_dispersion, highly_variable_genes @@ -111,7 +112,7 @@ from ._tools import sim from ._rcmod import set_rcParams_scanpy, set_rcParams_defaults -from . import palettes +from . import palettes from ._utils import matrix from ._utils import timeseries, timeseries_subplot, timeseries_as_heatmap diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index 2e8d472bf8..67ef3a555e 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -834,11 +834,10 @@ def stacked_violin(adata, var_names, groupby=None, log=False, use_raw=None, num_ dendrogram = False if dendrogram: - dendro_data = _compute_dendrogram(adata, groupby, var_names=var_names, - categories=categories, + dendro_data = _reorder_var_groups(adata, groupby, dendrogram, + var_names=var_names, var_group_labels=var_group_labels, - var_group_positions=var_group_positions, - use_raw=use_raw, log=log, num_categories=num_categories) + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -895,7 +894,7 @@ def rename_cols_to_int(value): if dendrogram: first_plot_idx = 1 if has_var_groups else 0 dendro_ax = fig.add_subplot(axs[first_plot_idx:, 1]) - _plot_dendrogram(dendro_ax, adata) + _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram) axs_list.append(dendro_ax) ax0 = None if is_color_like(row_palette): @@ -981,7 +980,7 @@ def rename_cols_to_int(value): axs_list = [] if dendrogram: dendro_ax = fig.add_subplot(axs[0]) - _plot_dendrogram(dendro_ax, adata, orientation='top') + _plot_dendrogram(dendro_ax, adata, orientation='top', dendrogram_key=dendrogram) axs_list.append(dendro_ax) first_ax = None if is_color_like(row_palette): @@ -1110,11 +1109,10 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor groupby_colors = None if dendrogram: - dendro_data = _compute_dendrogram(adata, groupby, var_names=var_names, - categories=categories, + dendro_data = _reorder_var_groups(adata, groupby, dendrogram, + var_names=var_names, var_group_labels=var_group_labels, - var_group_positions=var_group_positions, - use_raw=use_raw, log=log, num_categories=num_categories) + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -1209,7 +1207,7 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor if dendrogram: dendro_ax = fig.add_subplot(axs[1, 2], sharey=heatmap_ax) - _plot_dendrogram(dendro_ax, adata, ticks=ticks) + _plot_dendrogram(dendro_ax, adata, ticks=ticks, dendrogram_key=dendrogram) # plot group legends on top of heatmap_ax (if given) if var_group_positions is not None and len(var_group_positions) > 0: @@ -1280,7 +1278,7 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor if dendrogram: dendro_ax = fig.add_subplot(axs[0, 0], sharex=heatmap_ax) - _plot_dendrogram(dendro_ax, adata, ticks=ticks, orientation='top') + _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=ticks, orientation='top') # plot group legends next to the heatmap_ax (if given) if var_group_positions is not None and len(var_group_positions) > 0: @@ -1422,12 +1420,10 @@ def dotplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categor dendrogram = False if dendrogram: - - dendro_data = _compute_dendrogram(adata, groupby, var_names=var_names, - categories=categories, + dendro_data = _reorder_var_groups(adata, groupby, dendrogram, + var_names=var_names, var_group_labels=var_group_labels, - var_group_positions=var_group_positions, - use_raw=use_raw, log=log, num_categories=num_categories) + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -1445,7 +1441,7 @@ def dotplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categor y_ticks = range(mean_obs.shape[0]) dendro_ax = fig.add_subplot(axs[1, 1], sharey=dot_ax) - _plot_dendrogram(dendro_ax, adata, ticks=y_ticks) + _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=y_ticks) # to keep the size_legen of about the same height, irrespective # of the number of categories, the fourth ax is subdivided into two parts @@ -1624,11 +1620,10 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate mean_obs = obs_tidy.groupby(level=0).mean() if dendrogram: - dendro_data = _compute_dendrogram(adata, groupby, var_names=var_names, - categories=categories, + dendro_data = _reorder_var_groups(adata, groupby, dendrogram, + var_names=var_names, var_group_labels=var_group_labels, - var_group_positions=var_group_positions, - use_raw=use_raw, log=log, num_categories=num_categories) + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -1680,7 +1675,7 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate if dendrogram: dendro_ax = fig.add_subplot(axs[1, 1], sharey=matrix_ax) - _plot_dendrogram(dendro_ax, adata, ticks=y_ticks) + _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=y_ticks) pc = matrix_ax.pcolor(mean_obs, edgecolor='gray', **kwds) @@ -1754,7 +1749,7 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate if dendrogram: dendro_ax = fig.add_subplot(axs[0, 0], sharex=matrix_ax) - _plot_dendrogram(dendro_ax, adata, ticks=x_ticks, orientation='top') + _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=x_ticks, orientation='top') # plot group legends on top of matrix_ax (if given) if var_group_positions is not None and len(var_group_positions) > 0: @@ -1817,11 +1812,10 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, if dendrogram: # compute dendrogram if needed and reorder # rows and columns to match leaves order. - dendro_data = _compute_dendrogram(adata, groupby, var_names=var_names, - categories=categories, + dendro_data = _reorder_var_groups(adata, groupby, dendrogram, + var_names=var_names, var_group_labels=var_group_labels, - var_group_positions=var_group_positions, - use_raw=use_raw, log=log) + var_group_positions=var_group_positions) # reorder obs_tidy if dendro_data['var_names_idx_ordered'] is not None: obs_tidy = obs_tidy.iloc[:, dendro_data['var_names_idx_ordered']] @@ -1919,7 +1913,7 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, if dendrogram: dendro_ax = fig.add_subplot(axs[0], sharex=first_ax) - _plot_dendrogram(dendro_ax, adata, orientation='top', ticks=ticks) + _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, orientation='top', ticks=ticks) axs_list.append(dendro_ax) if var_group_positions is not None and len(var_group_positions) > 0: @@ -2126,28 +2120,56 @@ def _plot_gene_groups_brackets(gene_groups_ax, group_positions, group_labels, gene_groups_ax.tick_params(axis='x', bottom=False, labelbottom=False, labeltop=False) -def _compute_dendrogram(adata, groupby, categories=None, var_names=None, var_group_labels=None, - var_group_positions=None, use_raw=True, log=False, num_categories=7, - cor_method='pearson', linkage_method='complete'): +def _reorder_var_groups(adata, groupby, dendrogram, + var_names=None, + var_group_labels=None, + var_group_positions=None): + """ + Function used by plotting functions that need to reorder the the groupby observations + based on the dendrogram results. - # compute a correlation matrix based on all the data in adata (or adata.raw if use_raw is true) - # this is to avoid doing the computation only on the few genes that are being plotted - # which could bias the results. - has_var_groups = True if var_group_positions is not None and len(var_group_positions) > 0 else False + The function checks if a dendrogram has already been precomputed. If not, sc.tl.dendrogram + is run with default parameters. - gene_names = adata.raw.var_names if use_raw else adata.var_names - cat, df = _prepare_dataframe(adata, gene_names, groupby, use_raw, log, num_categories) + The results found in .uns[dendrogram_key] are used to reorder var_group_labels + and var_group_positions. - mean_df = df.groupby(level=0).mean() - import scipy.cluster.hierarchy as sch + Returns + ------- + dictionary with keys: 'categories_idx_ordered','var_group_names_idx_ordered', + 'var_group_labels', and 'var_group_positions' + """ - corr_matrix = mean_df.T.corr(method=cor_method) - z_var = sch.linkage(corr_matrix, method=linkage_method) - dendro_info = sch.dendrogram(z_var, labels=categories, no_plot=True) + # the argument `dendrogram` can be a bool an NoneType or the name of the + # dendrogram key. By default the name of the dendrogram key is 'dendrogram' + if isinstance(dendrogram, str): + key = dendrogram + else: + key = 'dendrogram' + + if key not in adata.uns: + from ..tools._dendrogram import dendrogram + logg.warn("dendrogram data not found (using key={}). Running `sc.tl.dendrogram` with default parameters. " + "For fine tuning it is recommended to run `sc.tl.dendrogram` independently.".format(key)) + dendrogram(adata, groupby, key_added=key) + + if 'dendrogram_info' not in adata.uns[key]: + raise ValueError("The given key does not contain valid dendrogram information.") + + dendro_info = adata.uns[key] + if groupby != dendro_info['groupby']: + raise ValueError("Incompatible observations. The precomputed dendrogram contains information " + "for the observation: '{}' while the plot is made for the " + "observation: '{}. Please run sc.tl.dendrogram " + "using the right observation.'".format(groupby, dendro_info['groupby'])) + + has_var_groups = True if var_group_positions is not None and len(var_group_positions) > 0 else False + + categories = adata.obs[dendro_info['groupby']].cat.categories # order of groupby categories - categories_idx_ordered = dendro_info['leaves'] + categories_idx_ordered = dendro_info['categories_idx_ordered'] # reorder var_groups (if any) if var_names is not None: var_names_idx_ordered = list(range(len(var_names))) @@ -2162,7 +2184,7 @@ def _compute_dendrogram(adata, groupby, categories=None, var_names=None, var_gro position = var_group_positions[idx] _var_names = var_names[position[0]:position[1] + 1] var_names_idx_ordered.extend(range(position[0], position[1] + 1)) - positions_ordered.append((position_start, position_start + len(_var_names) -1)) + positions_ordered.append((position_start, position_start + len(_var_names) - 1)) position_start += len(_var_names) labels_ordered.append(var_group_labels[idx]) var_group_labels = labels_ordered @@ -2173,33 +2195,50 @@ def _compute_dendrogram(adata, groupby, categories=None, var_names=None, var_gro else: var_names_idx_ordered = None - adata.uns['dendrogram'] = {'linkage': z_var, - 'groupby': groupby, - 'cor_method': cor_method, - 'linkage_method': 'linkage_method', - 'use_raw': use_raw, - 'categories_idx_ordered': categories_idx_ordered, - 'var_names_idx_ordered': var_names_idx_ordered, - 'var_group_labels': var_group_labels, - 'var_group_positions': var_group_positions, - 'dendrogram_info': dendro_info} + var_group_data = {'categories_idx_ordered': categories_idx_ordered, + 'var_names_idx_ordered': var_names_idx_ordered, + 'var_group_labels': var_group_labels, + 'var_group_positions': var_group_positions} + + return var_group_data + + +def dendrogram(adata, dendrogram_key='dendrogram', orientation='top', remove_labels=False, + show=None, save=None): - return adata.uns['dendrogram'] + fig, ax = pl.subplots() + _plot_dendrogram(ax, adata, dendrogram_key=dendrogram_key, + remove_labels=remove_labels, orientation=orientation) + utils.savefig_or_show('dendrogram', show=show, save=save) -def _plot_dendrogram(dendro_ax, adata, orientation='right', remove_labels=True, ticks=None): + return ax + + +def _plot_dendrogram(dendro_ax, adata, dendrogram_key=None, orientation='right', remove_labels=True, ticks=None): """ - Plots a dendrogram on the given ax, + Plots a dendrogram on the given ax using the precomputed dendrogram information + stored in .uns[dendrogram_key] """ - if 'dendrogram' not in adata.uns: - logg.error("'dendrogram' information not in adata.uns") - exit() + + # the argument `dendrogram` can be a bool an NoneType or the name of the + # dendrogram key. By default the name of the dendrogram key is 'dendrogram' + if not isinstance(dendrogram_key, str): + dendrogram_key = 'dendrogram' + + if dendrogram_key not in adata.uns: + raise ValueError("The given dendrogram key: {} was not found information not " + "`in adata.uns`. Valid keys are: {} ".format(dendrogram_key, adata.uns.keys())) def translate_pos(pos_list, new_ticks, old_ticks): """ - transforms the dendrogram coordinates to a given new position. The xlabel_pos and orig_ticks should be of the same + transforms the dendrogram coordinates to a given new position. + The xlabel_pos and orig_ticks should be of the same length. + This is mostly done for the heatmap case, where the position of the + dendrogram leaves needs to be adjusted dependening on the size of the category. + Parameters ---------- pos_list : list of dendrogram positions that should be translated @@ -2238,7 +2277,7 @@ def translate_pos(pos_list, new_ticks, old_ticks): new_xs.append(new_x_val) return new_xs - dendro_info = adata.uns['dendrogram']['dendrogram_info'] + dendro_info = adata.uns[dendrogram_key]['dendrogram_info'] leaves = dendro_info["ivl"] icoord = np.array(dendro_info['icoord']) dcoord = np.array(dendro_info['dcoord']) @@ -2257,17 +2296,27 @@ def translate_pos(pos_list, new_ticks, old_ticks): else: dendro_ax.plot(xs, ys, color='#555555') + dendro_ax.tick_params(bottom=False, top=False, left=False, right=False) ticks = ticks if ticks is not None else orig_ticks if orientation in ['right', 'left']: dendro_ax.set_yticks(ticks) dendro_ax.set_yticklabels(leaves, fontsize='small', rotation=0) + dendro_ax.tick_params(labelbottom=False, labeltop=False) + if orientation == 'left': + xmin, xmax=dendro_ax.get_xlim() + dendro_ax.set_xlim(xmax, xmin) + dendro_ax.tick_params(labelleft=False, labelright=True) else: dendro_ax.set_xticks(ticks) dendro_ax.set_xticklabels(leaves, fontsize='small', rotation=90) + dendro_ax.tick_params(labelleft=False, labelright=False) + if orientation == 'bottom': + ymin, ymax=dendro_ax.get_ylim() + dendro_ax.set_ylim(ymax, ymin) + dendro_ax.tick_params(labeltop=True, labelbottom=False) if remove_labels: - dendro_ax.tick_params(labelbottom=False, labeltop=False, labelleft=False, labelright=False, - bottom=False, top=False, left=False, right=False) + dendro_ax.tick_params(labelbottom=False, labeltop=False, labelleft=False, labelright=False) dendro_ax.grid(False) From 80bf4f31a743fed1ffa01e269624255e2748da05 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 08:51:34 +0100 Subject: [PATCH 04/21] add `tl.dendrogram` to doc --- scanpy/api/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scanpy/api/__init__.py b/scanpy/api/__init__.py index c8f35c5cd6..97650c1af8 100644 --- a/scanpy/api/__init__.py +++ b/scanpy/api/__init__.py @@ -143,6 +143,7 @@ tl.louvain tl.dpt tl.paga + tl.dendrogram Marker genes ~~~~~~~~~~~~ From 797bdda0a87d9809ed024442012d0854e7c7a650 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 11:17:18 +0100 Subject: [PATCH 05/21] added 'pl.correlation' --- scanpy/plotting/__init__.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/scanpy/plotting/__init__.py b/scanpy/plotting/__init__.py index 10b27cb2f7..c6386ab493 100644 --- a/scanpy/plotting/__init__.py +++ b/scanpy/plotting/__init__.py @@ -23,6 +23,7 @@ pl.clustermap pl.ranking pl.dendrogram + pl.correlation Preprocessing @@ -99,7 +100,7 @@ pl.sim """ -from ._anndata import scatter, violin, ranking, clustermap, stacked_violin, heatmap, dotplot, matrixplot, tracksplot, dendrogram +from ._anndata import scatter, violin, ranking, clustermap, stacked_violin, heatmap, dotplot, matrixplot, tracksplot, dendrogram, correlation from ._preprocessing import filter_genes_dispersion, highly_variable_genes From 64ece62dca24389ada8ad33d8559dd3afd5b8369 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 11:18:06 +0100 Subject: [PATCH 06/21] updated dendrogram description in docs --- scanpy/plotting/_docs.py | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/scanpy/plotting/_docs.py b/scanpy/plotting/_docs.py index e9d1750a8d..53358f71ff 100644 --- a/scanpy/plotting/_docs.py +++ b/scanpy/plotting/_docs.py @@ -99,13 +99,11 @@ figsize : (`float`, `float`), optional (default: `None`) Figure size when multi_panel = True. Otherwise the rcParam['figure.figsize] value is used. Format is (width, height) -dendrogram: `bool` If True, hierarchical clustering between the `groupby` categories is - computed and a dendrogram is plotted. `groupby` categories are reordered according to - the dendrogram order. If groups of `var_names` (see next arguments) are set and those groups correspond - to the `groupby` categories, those groups are also reordered. The 'pearson' method - is used to compute the pairwise correlation between categories using all var_names in - `raw` if `use_raw` is None, otherwise all adata.var_names are used. The linkage method - used is `complete`. +dendrogram: `bool` or `str`, optional (default, `False`) + If True or a valid dendrogram key, a dendrogram based on the hierarchical clustering + between the `groupby` categories is added. The dendrogram information is computed + using :ref:`scanpy.tl.dendrogram`. If `tl.dendrogram` has not been called previously + the function is called with default parameters. var_group_positions : list of `tuples`. Use this parameter to highlight groups of `var_names`. This will draw a 'bracket' or a color block between the given start and end positions. If the From b542423de09aab638b7414bfef7c3d851fc062df Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 11:19:08 +0100 Subject: [PATCH 07/21] modified default key to 'dendrogram_' + groupby. Added correlation matrix to dendrogram info. --- scanpy/tools/_dendrogram.py | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/scanpy/tools/_dendrogram.py b/scanpy/tools/_dendrogram.py index 0d8997735d..c93033fed0 100644 --- a/scanpy/tools/_dendrogram.py +++ b/scanpy/tools/_dendrogram.py @@ -8,6 +8,7 @@ from pandas.api.types import is_categorical_dtype from .. utils import doc_params +from .. import logging as logg from ..tools._utils import choose_representation, doc_use_rep, doc_n_pcs @@ -19,7 +20,7 @@ def dendrogram(adata: AnnData, groupby: str, use_raw: Optional[bool]=None, cor_method: Optional[str]='pearson', linkage_method: Optional[str]='complete', - key_added: Optional[str]='dendrogram') -> None: + key_added: Optional[str]=None) -> None: """ Computes a hierarchical clustering for the given `groupby` categories. Be default the PCA @@ -27,7 +28,7 @@ def dendrogram(adata: AnnData, groupby: str, Alternatively, a list of var_names (e.g genes) can be given. - Average values of either var_names or components are then used to compute a correlation matrix. + Average values of either var_names or components are used to compute a correlation matrix. The hierarchical clustering can be visualized using `sc.pl.dendrogram` or multiple other visualizations that can include a dendrogram: `matrixplot`, `heatmap`, `dotplot` and `stacked_violin` @@ -42,14 +43,15 @@ def dendrogram(adata: AnnData, groupby: str, List of var_names to use for computing the hierarchical clustering. If `var_names` is given, then `use_rep` and `n_pcs` is ignored. use_raw : `bool`, optional (default: None) - + Only when `var_names` is not None. Use `raw` attribute of `adata` if present. cor_method : `str`, optional (default: `"pearson"`) correlation method to use. linkage_method : `str`, optional (default: `"complete"`) linkage method to use. See https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html for more information. - key_added : : `str`, optional (default: `"dendrogram"`) - By default, the dendrogram information is added to the `.uns['dendrogram']`. + key_added : : `str`, optional (default: `None`) + By default, the dendrogram information is added to `.uns['dendrogram_' + groupby]`. Notice + that the `groupby` information is added to the dendrogram. Returns ------- @@ -84,6 +86,10 @@ def dendrogram(adata: AnnData, groupby: str, from ..plotting._anndata import _prepare_dataframe categories, rep_df = _prepare_dataframe(adata, gene_names, groupby, use_raw) + if key_added is None: + key_added = 'dendrogram_' + groupby + + logg.info('Storing dendrogram info using `.uns[{!r}]`'.format(key_added)) # aggregate values within categories using 'mean' mean_df = rep_df.groupby(level=0).mean() @@ -102,4 +108,5 @@ def dendrogram(adata: AnnData, groupby: str, 'cor_method': cor_method, 'linkage_method': linkage_method, 'categories_idx_ordered': categories_idx_ordered, - 'dendrogram_info': dendro_info} + 'dendrogram_info': dendro_info, + 'correlation_matrix': corr_matrix.values} From d5f4abcde584d42e8280d6a7a6ebf055e6bcb480 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 13:14:01 +0100 Subject: [PATCH 08/21] added option to plot the correlation (sc.pl.correlation) that makes a heatmap of the correlation matrix of a given groupby observation. Updated tests. --- scanpy/plotting/_anndata.py | 293 ++++++++++++++---- scanpy/tests/_images/correlation.png | Bin 0 -> 11724 bytes scanpy/tests/_images/dendrogram.png | Bin 0 -> 3449 bytes scanpy/tests/_images/master_dotplot.png | Bin 9862 -> 9995 bytes scanpy/tests/_images/master_dotplot3.png | Bin 9198 -> 9251 bytes .../_images/master_ranked_genes_heatmap.png | Bin 38586 -> 38487 bytes .../master_ranked_genes_heatmap_swap_axes.png | Bin 57833 -> 60514 bytes .../master_ranked_genes_stacked_violin.png | Bin 48485 -> 48770 bytes scanpy/tests/test_plotting.py | 12 + 9 files changed, 241 insertions(+), 64 deletions(-) create mode 100644 scanpy/tests/_images/correlation.png create mode 100644 scanpy/tests/_images/dendrogram.png diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index 67ef3a555e..db0875c003 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -834,10 +834,10 @@ def stacked_violin(adata, var_names, groupby=None, log=False, use_raw=None, num_ dendrogram = False if dendrogram: - dendro_data = _reorder_var_groups(adata, groupby, dendrogram, - var_names=var_names, - var_group_labels=var_group_labels, - var_group_positions=var_group_positions) + dendro_data = _reorder_categories_after_dendrogram(adata, groupby, dendrogram, + var_names=var_names, + var_group_labels=var_group_labels, + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -894,7 +894,7 @@ def rename_cols_to_int(value): if dendrogram: first_plot_idx = 1 if has_var_groups else 0 dendro_ax = fig.add_subplot(axs[first_plot_idx:, 1]) - _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram) + _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram) axs_list.append(dendro_ax) ax0 = None if is_color_like(row_palette): @@ -980,7 +980,7 @@ def rename_cols_to_int(value): axs_list = [] if dendrogram: dendro_ax = fig.add_subplot(axs[0]) - _plot_dendrogram(dendro_ax, adata, orientation='top', dendrogram_key=dendrogram) + _plot_dendrogram(dendro_ax, adata, groupby, orientation='top', dendrogram_key=dendrogram) axs_list.append(dendro_ax) first_ax = None if is_color_like(row_palette): @@ -1109,10 +1109,10 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor groupby_colors = None if dendrogram: - dendro_data = _reorder_var_groups(adata, groupby, dendrogram, - var_names=var_names, - var_group_labels=var_group_labels, - var_group_positions=var_group_positions) + dendro_data = _reorder_categories_after_dendrogram(adata, groupby, dendrogram, + var_names=var_names, + var_group_labels=var_group_labels, + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -1207,7 +1207,7 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor if dendrogram: dendro_ax = fig.add_subplot(axs[1, 2], sharey=heatmap_ax) - _plot_dendrogram(dendro_ax, adata, ticks=ticks, dendrogram_key=dendrogram) + _plot_dendrogram(dendro_ax, adata, groupby, ticks=ticks, dendrogram_key=dendrogram) # plot group legends on top of heatmap_ax (if given) if var_group_positions is not None and len(var_group_positions) > 0: @@ -1278,7 +1278,7 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor if dendrogram: dendro_ax = fig.add_subplot(axs[0, 0], sharex=heatmap_ax) - _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=ticks, orientation='top') + _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram, ticks=ticks, orientation='top') # plot group legends next to the heatmap_ax (if given) if var_group_positions is not None and len(var_group_positions) > 0: @@ -1420,10 +1420,10 @@ def dotplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categor dendrogram = False if dendrogram: - dendro_data = _reorder_var_groups(adata, groupby, dendrogram, - var_names=var_names, - var_group_labels=var_group_labels, - var_group_positions=var_group_positions) + dendro_data = _reorder_categories_after_dendrogram(adata, groupby, dendrogram, + var_names=var_names, + var_group_labels=var_group_labels, + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -1441,7 +1441,7 @@ def dotplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categor y_ticks = range(mean_obs.shape[0]) dendro_ax = fig.add_subplot(axs[1, 1], sharey=dot_ax) - _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=y_ticks) + _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram, ticks=y_ticks) # to keep the size_legen of about the same height, irrespective # of the number of categories, the fourth ax is subdivided into two parts @@ -1620,10 +1620,10 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate mean_obs = obs_tidy.groupby(level=0).mean() if dendrogram: - dendro_data = _reorder_var_groups(adata, groupby, dendrogram, - var_names=var_names, - var_group_labels=var_group_labels, - var_group_positions=var_group_positions) + dendro_data = _reorder_categories_after_dendrogram(adata, groupby, dendrogram, + var_names=var_names, + var_group_labels=var_group_labels, + var_group_positions=var_group_positions) var_group_labels = dendro_data['var_group_labels'] var_group_positions = dendro_data['var_group_positions'] @@ -1675,7 +1675,7 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate if dendrogram: dendro_ax = fig.add_subplot(axs[1, 1], sharey=matrix_ax) - _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=y_ticks) + _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram, ticks=y_ticks) pc = matrix_ax.pcolor(mean_obs, edgecolor='gray', **kwds) @@ -1749,7 +1749,7 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate if dendrogram: dendro_ax = fig.add_subplot(axs[0, 0], sharex=matrix_ax) - _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, ticks=x_ticks, orientation='top') + _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram, ticks=x_ticks, orientation='top') # plot group legends on top of matrix_ax (if given) if var_group_positions is not None and len(var_group_positions) > 0: @@ -1812,10 +1812,10 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, if dendrogram: # compute dendrogram if needed and reorder # rows and columns to match leaves order. - dendro_data = _reorder_var_groups(adata, groupby, dendrogram, - var_names=var_names, - var_group_labels=var_group_labels, - var_group_positions=var_group_positions) + dendro_data = _reorder_categories_after_dendrogram(adata, groupby, dendrogram, + var_names=var_names, + var_group_labels=var_group_labels, + var_group_positions=var_group_positions) # reorder obs_tidy if dendro_data['var_names_idx_ordered'] is not None: obs_tidy = obs_tidy.iloc[:, dendro_data['var_names_idx_ordered']] @@ -1913,7 +1913,7 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, if dendrogram: dendro_ax = fig.add_subplot(axs[0], sharex=first_ax) - _plot_dendrogram(dendro_ax, adata, dendrogram_key=dendrogram, orientation='top', ticks=ticks) + _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram, orientation='top', ticks=ticks) axs_list.append(dendro_ax) if var_group_positions is not None and len(var_group_positions) > 0: @@ -1930,6 +1930,174 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, return axs_list +@doc_params(show_save_ax=doc_show_save_ax) +def dendrogram(adata, groupby, dendrogram_key=None, orientation='top', remove_labels=False, + show=None, save=None): + """ + Plots a dendrogram of the categories defined in `groupby`. See. :ref:`sc.tl.dendrogram` + + Parameters + ---------- + adata : :class:`~anndata.AnnData` + groupby : `str` + Categorical data column used to create the dendrogram + dendrogram_key : `str`, optional(default: `None`) + Key under with the dendrogram information was stored. + By default the dendrogram information is stored under .uns['dendrogram_' + groupby]. + orientation : `str`, optional(default: `top`) + Options are `top`, `bottom`, `left`, and `right`. Only when `show_correlation` is False + remove_labels : `bool`, optional(default: `False`) + {show_save_ax} + + Returns + ------- + + Examples + -------- + >>> adata = sc.datasets.pbmc68k_reduced() + >>> sc.tl.dendrogram(adata, 'bulk_labels') + >>> sc.pl.dendrogram(adata, 'bulk_labels') + """ + fig, ax = pl.subplots() + _plot_dendrogram(ax, adata, groupby, dendrogram_key=dendrogram_key, + remove_labels=remove_labels, orientation=orientation) + + utils.savefig_or_show('dendrogram', show=show, save=save) + + return ax + + +@doc_params(show_save_ax=doc_show_save_ax) +def correlation(adata, groupby, show_correlation_numbers=False, dendrogram=True, figsize=None, + show=None, save=None, **kwds): + """ + + Parameters + ---------- + adata : :class:`~anndata.AnnData` + groupby : `str` + Categorical data column used to create the dendrogram + show_correlation_numbers : `bool`, optional(default: `False`) + If `show_correlation` is True, plot the correlation number on top of each cell. + dendrogram: `bool` or `str`, optional (default: `False`) + If True or a valid dendrogram key, a dendrogram based on the hierarchical clustering + between the `groupby` categories is added. The dendrogram information is computed + using :ref:`scanpy.tl.dendrogram`. If `tl.dendrogram` has not been called previously + the function is called with default parameters. + figsize : (`float`, `float`), optional (default: `None`) + By default a figure size that aims to produce a squared correlation matrix plot is used. + Format is (width, height) + {show_save_ax} + **kwds : keyword arguments + Only if `show_correlation` is True: Are passed to `matplotlib.pyplot.pcolormesh` when plotting + the correlation heatmap. Useful values to pas are `vmax`, `vmin` and `cmap`. + + Returns + ------- + + Examples + -------- + >>> adata = sc.datasets.pbmc68k_reduced() + >>> sc.tl.dendrogram(adata, 'bulk_labels') + >>> sc.pl.correlation(adata, 'bulk_labels') + """ + + dendrogram_key = _get_dendrogram_key(adata, dendrogram, groupby) + + index = adata.uns[dendrogram_key]['categories_idx_ordered'] + corr_matrix = adata.uns[dendrogram_key]['correlation_matrix'] + # reorder matrix columns according to the dendrogram + assert(len(index)) == corr_matrix.shape[0] + corr_matrix = corr_matrix[index, :] + corr_matrix = corr_matrix[:, index] + num_rows = len(index) + labels = list(adata.obs[groupby].cat.categories) + + colorbar_height = 0.2 + if dendrogram: + dendrogram_width = 1.8 + else: + dendrogram_width = 0 + if figsize is None: + corr_matrix_height = num_rows * 0.6 + height = corr_matrix_height + colorbar_height + width = corr_matrix_height + dendrogram_width + else: + width, height = figsize + + fig = pl.figure(figsize=(width, height)) + # layout with 2 rows and 2 columns: + # row 1: dendrogram + correlation matrix + # row 2: nothing + colormap bar (horizontal) + gs = gridspec.GridSpec(nrows=2, ncols=2, width_ratios=[dendrogram_width, corr_matrix_height], + height_ratios=[corr_matrix_height, colorbar_height], wspace=0.01, hspace=0.05) + + axs = [] + if dendrogram: + dendro_ax = fig.add_subplot(gs[0]) + _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram_key, + remove_labels=True, orientation='left') + axs.append(dendro_ax) + # define some default pcolormesh parameters + if 'edge_color' not in kwds: + if corr_matrix.shape[0] > 30: + # when there are too many rows it is better to remove + # the black lines surrounding the boxes in the heatmap + kwds['edgecolors'] = 'none' + else: + kwds['edgecolors'] = 'black' + kwds['linewidth'] = 0.01 + if 'vmax' not in kwds and 'vmin' not in kwds: + kwds['vmax'] = 1 + kwds['vmin'] = -1 + if 'cmap' not in kwds: + # by default use a diverget color map + kwds['cmap'] = 'bwr' + + corr_matrix_ax = fig.add_subplot(gs[1]) + img_mat = corr_matrix_ax.pcolormesh(corr_matrix, **kwds) + corr_matrix_ax.set_xlim(0, num_rows) + corr_matrix_ax.set_ylim(0, num_rows) + + corr_matrix_ax.yaxis.tick_right() + corr_matrix_ax.set_yticks(np.arange(corr_matrix .shape[0]) + 0.5) + corr_matrix_ax.set_yticklabels(np.array(labels).astype('str')[index]) + + corr_matrix_ax.xaxis.set_tick_params(labeltop=True) + corr_matrix_ax.xaxis.set_tick_params(labelbottom=False) + corr_matrix_ax.set_xticks(np.arange(corr_matrix .shape[0]) + 0.5) + corr_matrix_ax.set_xticklabels(np.array(labels).astype('str')[index], rotation=45, ha='left') + + corr_matrix_ax.tick_params( + axis='x', + which='both', + bottom=False, + top=False) + + corr_matrix_ax.tick_params( + axis='y', + which='both', + left=False, + right=False) + + if show_correlation_numbers: + for row in range(num_rows): + for col in range(num_rows): + corr_matrix_ax.text(row + 0.5, col + 0.5, + "{:.2f}".format(corr_matrix[row, col]), + ha='center', va='center') + + axs.append(corr_matrix_ax) + + # Plot colorbar + colormap_ax = fig.add_subplot(gs[3]) + cobar = pl.colorbar(img_mat, cax=colormap_ax, orientation='horizontal') + cobar.solids.set_edgecolor("face") + axs.append(colormap_ax) + + return axs + + def _prepare_dataframe(adata, var_names, groupby=None, use_raw=None, log=False, num_categories=7, layer=None): """ @@ -2120,10 +2288,10 @@ def _plot_gene_groups_brackets(gene_groups_ax, group_positions, group_labels, gene_groups_ax.tick_params(axis='x', bottom=False, labelbottom=False, labeltop=False) -def _reorder_var_groups(adata, groupby, dendrogram, - var_names=None, - var_group_labels=None, - var_group_positions=None): +def _reorder_categories_after_dendrogram(adata, groupby, dendrogram, + var_names=None, + var_group_labels=None, + var_group_positions=None): """ Function used by plotting functions that need to reorder the the groupby observations based on the dendrogram results. @@ -2141,21 +2309,7 @@ def _reorder_var_groups(adata, groupby, dendrogram, 'var_group_labels', and 'var_group_positions' """ - # the argument `dendrogram` can be a bool an NoneType or the name of the - # dendrogram key. By default the name of the dendrogram key is 'dendrogram' - if isinstance(dendrogram, str): - key = dendrogram - else: - key = 'dendrogram' - - if key not in adata.uns: - from ..tools._dendrogram import dendrogram - logg.warn("dendrogram data not found (using key={}). Running `sc.tl.dendrogram` with default parameters. " - "For fine tuning it is recommended to run `sc.tl.dendrogram` independently.".format(key)) - dendrogram(adata, groupby, key_added=key) - - if 'dendrogram_info' not in adata.uns[key]: - raise ValueError("The given key does not contain valid dendrogram information.") + key = _get_dendrogram_key(adata, dendrogram, groupby) dendro_info = adata.uns[key] if groupby != dendro_info['groupby']: @@ -2191,7 +2345,10 @@ def _reorder_var_groups(adata, groupby, dendrogram, var_group_positions = positions_ordered else: logg.warn("Groups are not reordered because the `groupby` categories " - "and the `var_group_labels` are different. ") + "and the `var_group_labels` are different.\n" + "categories: {}\nvar_group_labels: {}".format( + _format_first_three_categories(categories), + _format_first_three_categories(var_group_labels))) else: var_names_idx_ordered = None @@ -2203,32 +2360,40 @@ def _reorder_var_groups(adata, groupby, dendrogram, return var_group_data -def dendrogram(adata, dendrogram_key='dendrogram', orientation='top', remove_labels=False, - show=None, save=None): +def _format_first_three_categories(categories): + categories = list(categories) + if len(categories) > 3: + categories = categories[:3] + ['etc.'] + return ', '.join(categories) - fig, ax = pl.subplots() - _plot_dendrogram(ax, adata, dendrogram_key=dendrogram_key, - remove_labels=remove_labels, orientation=orientation) - utils.savefig_or_show('dendrogram', show=show, save=save) +def _get_dendrogram_key(adata, dendrogram_key, groupby): + # the `dendrogram_key` can be a bool an NoneType or the name of the + # dendrogram key. By default the name of the dendrogram key is 'dendrogram' + if not isinstance(dendrogram_key, str): + dendrogram_key = 'dendrogram_' + groupby - return ax + if dendrogram_key not in adata.uns: + from ..tools._dendrogram import dendrogram + logg.warn("dendrogram data not found (using key={}). Running `sc.tl.dendrogram` " + "with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` " + "independently.".format(dendrogram_key)) + dendrogram(adata, groupby, key_added=dendrogram_key) + + if 'dendrogram_info' not in adata.uns[dendrogram_key]: + raise ValueError("The given dendrogram key ({!r}) does not contain " + "valid dendrogram information.".format(dendrogram_key)) + + return dendrogram_key -def _plot_dendrogram(dendro_ax, adata, dendrogram_key=None, orientation='right', remove_labels=True, ticks=None): +def _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=None, orientation='right', remove_labels=True, ticks=None): """ Plots a dendrogram on the given ax using the precomputed dendrogram information stored in .uns[dendrogram_key] """ - # the argument `dendrogram` can be a bool an NoneType or the name of the - # dendrogram key. By default the name of the dendrogram key is 'dendrogram' - if not isinstance(dendrogram_key, str): - dendrogram_key = 'dendrogram' - - if dendrogram_key not in adata.uns: - raise ValueError("The given dendrogram key: {} was not found information not " - "`in adata.uns`. Valid keys are: {} ".format(dendrogram_key, adata.uns.keys())) + dendrogram_key = _get_dendrogram_key(adata, dendrogram_key, groupby) def translate_pos(pos_list, new_ticks, old_ticks): """ diff --git a/scanpy/tests/_images/correlation.png b/scanpy/tests/_images/correlation.png new file mode 100644 index 0000000000000000000000000000000000000000..05f3b19349a38d668e755868572ca8278d137d4f GIT binary patch literal 11724 zcmaia1z42rx-|wZAfkXs7#}6wFqDdjNFzvt(p^KRh>8k=h;&H^NJ>bDbc09?NDs}> z-Te2szrFvn&p!Wuye@T!nfHC4XFcm)_geQ`WknehA{rtb92^qahxb)+aLx$B>pcQI z_}6XXz!LsDkGvb90;?wbe`3)8_D+KZ?H+-1#(*#&A1@09k% zsAk>UqB%R?FO%e?yo@21l%?n)5|T%rlU7z4Iv-$Sx-!ntKx=RGy3Ay2=eU%UEBe{2 zKw??6dv}%BtT*Pew8}-HoGWZk>@hhdhP=_5CAM@NI>poB8v1AMs9bhJ#D~eu>t<=> z&HhZ1x_|%v&ni#Xou#4ru6WUCgmb2z2(waxF=il#-)bPJrR8C<-FTPKxK}-uf!DLD z_c`r{)2(6F!^I@NzP>A^Q=~D1HkP}a<-ek;k9Tw=PLGfkg|~0t-dk^GAS5Kb!N*4d zzt`5@&dR~TC@4s2--VGK&j?}4Ws{Yay-Z12;4t+7C&7L8s+Gez+XHkO3z4YH(!}2S 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1fea17109c..9a2e34732a 100644 --- a/scanpy/tests/test_plotting.py +++ b/scanpy/tests/test_plotting.py @@ -117,6 +117,18 @@ def test_violin(): save_and_compare_images('master_violin_multi_panel', tolerance=40) +def test_dendrogram(): + pbmc = sc.datasets.pbmc68k_reduced() + sc.pl.dendrogram(pbmc, 'bulk_labels') + save_and_compare_images('dendrogram', tolerance=10) + + +def test_correlation(): + pbmc = sc.datasets.pbmc68k_reduced() + sc.pl.correlation(pbmc, 'bulk_labels') + save_and_compare_images('correlation', tolerance=10) + + def test_rank_genes_groups(): pbmc = sc.datasets.pbmc68k_reduced() tolerance = 15 From 4b1f799c8403626ff56c7bf23fb1fbdb79dcb015 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 13:38:03 +0100 Subject: [PATCH 09/21] added `sc.tl.filter_rank_genes_groups`, which allows to filter maker genes based on fold change and expression --- scanpy/api/__init__.py | 1 + scanpy/plotting/_tools/__init__.py | 24 +++-- scanpy/tools/__init__.py | 2 +- scanpy/tools/_rank_genes_groups.py | 141 +++++++++++++++++++++++++++-- 4 files changed, 151 insertions(+), 17 deletions(-) diff --git a/scanpy/api/__init__.py b/scanpy/api/__init__.py index 97650c1af8..61e5af9e8c 100644 --- a/scanpy/api/__init__.py +++ b/scanpy/api/__init__.py @@ -152,6 +152,7 @@ :toctree: . tl.rank_genes_groups + tl.filter_rank_genes_groups Gene scores, Cell cycle ~~~~~~~~~~~~~~~~~~~~~~~ diff --git a/scanpy/plotting/_tools/__init__.py b/scanpy/plotting/_tools/__init__.py index 55b7b5bd88..344591726d 100644 --- a/scanpy/plotting/_tools/__init__.py +++ b/scanpy/plotting/_tools/__init__.py @@ -285,13 +285,23 @@ def _rank_genes_groups_plot(adata, plot_type='heatmap', groups=None, group_names = (adata.uns[key]['names'].dtype.names if groups is None else groups) - # make a list of tuples containing the index for the start gene and the - # end gene that should be labelled - group_positions = [(x, x + n_genes - 1) for x in range(0, n_genes * len(group_names), n_genes)] - - # sum(list, []) is used to flatten the gene list - gene_names = sum([list(adata.uns[key]['names'][x][:n_genes]) for x in group_names], []) - + gene_names = [] + start = 0 + group_positions = [] + group_names_valid = [] + for group in group_names: + # get all genes that are 'not-nan' + genes_list = [gene for gene in adata.uns[key]['names'][group] if not pd.isnull(gene)][:n_genes] + if len(genes_list) == 0: + logg.warn("No genes found for group {}".format(group)) + continue + gene_names.extend(genes_list) + end = start + len(genes_list) + group_positions.append((start, end -1)) + group_names_valid.append(group) + start = end + + group_names = group_names_valid if plot_type == 'dotplot': from .._anndata import dotplot dotplot(adata, gene_names, groupby, var_group_labels=group_names, diff --git a/scanpy/tools/__init__.py b/scanpy/tools/__init__.py index 8a422d301f..45e9c84b05 100644 --- a/scanpy/tools/__init__.py +++ b/scanpy/tools/__init__.py @@ -5,7 +5,7 @@ from ._draw_graph import draw_graph from ._paga import paga, paga_degrees, paga_expression_entropies, paga_compare_paths -from ._rank_genes_groups import rank_genes_groups +from ._rank_genes_groups import rank_genes_groups, filter_rank_genes_groups from ._dpt import dpt from ._leiden import leiden from ._louvain import louvain diff --git a/scanpy/tools/_rank_genes_groups.py b/scanpy/tools/_rank_genes_groups.py index 6adde2c131..723058706e 100644 --- a/scanpy/tools/_rank_genes_groups.py +++ b/scanpy/tools/_rank_genes_groups.py @@ -86,10 +86,18 @@ def rank_genes_groups( ----- There are slight inconsistencies depending on whether sparse or dense data are passed. See `here `__. + + Examples + -------- + >>> adata = sc.datasets.pbmc68k_reduced() + >>> sc.tl.rank_genes_groups(adata, 'bulk_labels', method='wilcoxon') + + # to visualize the results + >>> sc.pl.rank_genes_groups(adata) """ if 'only_positive' in kwds: rankby_abs = not kwds.pop('only_positive') # backwards compat - + logg.info('ranking genes', r=True) avail_methods = {'t-test', 't-test_overestim_var', 'wilcoxon', 'logreg'} if method not in avail_methods: @@ -99,7 +107,7 @@ def rank_genes_groups( if corr_method not in avail_corr: raise ValueError('Correction method must be one of {}.'.format(avail_corr)) - + adata = adata.copy() if copy else adata utils.sanitize_anndata(adata) # for clarity, rename variable @@ -113,7 +121,7 @@ def rank_genes_groups( raise ValueError('reference = {} needs to be one of groupby = {}.' .format(reference, adata.obs[groupby].cat.categories.tolist())) - + groups_order, groups_masks = utils.select_groups( adata, groups_order, groupby) @@ -142,7 +150,7 @@ def rank_genes_groups( n_genes_user = X.shape[1] # in the following, n_genes is simply another name for the total number of genes n_genes = X.shape[1] - + n_groups = groups_masks.shape[0] ns = np.zeros(n_groups, dtype=int) for imask, mask in enumerate(groups_masks): @@ -158,7 +166,7 @@ def rank_genes_groups( rankings_gene_logfoldchanges = [] rankings_gene_pvals = [] rankings_gene_pvals_adj = [] - + if method in {'t-test', 't-test_overestim_var'}: from scipy import stats from statsmodels.stats.multitest import multipletests @@ -180,7 +188,7 @@ def rank_genes_groups( if method == 't-test': ns_rest = np.where(mask_rest)[0].size elif method == 't-test_overestim_var': ns_rest = ns[igroup] # hack for overestimating the variance for small groups else: raise ValueError('Method does not exist.') - + denominator = np.sqrt(vars[igroup]/ns_group + var_rest/ns_rest) denominator[np.flatnonzero(denominator == 0)] = np.nan scores = (means[igroup] - mean_rest) / denominator #Welch t-test @@ -210,7 +218,7 @@ def rank_genes_groups( rankings_gene_names.append(adata_comp.var_names[global_indices]) rankings_gene_pvals.append(pvals[global_indices]) rankings_gene_pvals_adj.append(pvals_adj[global_indices]) - + elif method == 'logreg': # if reference is not set, then the groups listed will be compared to the rest # if reference is set, then the groups listed will be compared only to the other groups listed @@ -218,7 +226,7 @@ def rank_genes_groups( reference = groups_order[0] if len(groups) == 1: raise Exception('Cannot perform logistic regression on a single cluster.') - adata_copy = adata[adata.obs[groupby].isin(groups_order)] + adata_copy = adata[adata.obs[groupby].isin(groups_order)] adata_comp = adata_copy if adata.raw is not None and use_raw: adata_comp = adata_copy.raw @@ -393,7 +401,7 @@ def rank_genes_groups( adata.uns[key_added]['pvals_adj'] = np.rec.fromarrays( [n for n in rankings_gene_pvals_adj], dtype=[(rn, 'float64') for rn in groups_order_save]) - + logg.info(' finished', time=True, end=' ' if settings.verbosity > 2 else '\n') logg.hint( 'added to `.uns[\'{}\']`\n' @@ -405,3 +413,118 @@ def rank_genes_groups( ' \'pvals_adj\', sorted np.recarray to be indexed by group ids' if method in {'t-test', 't-test_overestim_var', 'wilcoxon'} else '')) return adata if copy else None + + +def filter_rank_genes_groups(adata, key=None, groupby=None, use_raw=True, log=True, + key_added='rank_genes_groups_filtered', + min_in_group_fraction=0.25, min_fold_change=2, + max_out_group_fraction=0.5): + """ + Uses the results of :ref:`scanpy.tl.rank_genes_groups`, to filter out genes + based on fold change and fraction of genes expressing the gene within and outside the + `groupby` categories. + + Results are stored in adata.uns[key_added] (default: 'rank_genes_groups_filtered') + + To preserve the original structure of adata.uns['rank_genes_groups'], filtered genes + are set to `nan`. + + Parameters + ---------- + adata: :class:`~anndata.AnnData` + key + groupby + use_raw + log : if true, it means that the values to work with are in log scale + key_added + min_in_group_fraction + min_fold_change + max_out_group_fraction + + Returns + ------- + Same output as :ref:`scanpy.tl.rank_genes_groups` but with filtered genes names set to + `nan` + + Examples + -------- + >>> adata = sc.datasets.pbmc68k_reduced() + >>> sc.tl.rank_genes_groups(adata, 'bulk_labels', method='wilcoxon') + >>> sc.tl.filter_rank_genes_groups(adata, min_fold_change=3) + + # visualize results + >>> sc.pl.rank_genes_groups(adata, key='rank_genes_groups_filtered') + + # visualize results using dotplot + >>> sc.pl.rank_genes_groups_dotplot(adata, key='rank_genes_groups_filtered') + """ + if key is None: + key = 'rank_genes_groups' + + if groupby is None: + groupby = str(adata.uns[key]['params']['groupby']) + + # convert structured numpy array into DataFrame + gene_names = pd.DataFrame(adata.uns[key]['names']) + + fraction_in_cluster_matrix = pd.DataFrame(np.zeros(gene_names.shape), columns=gene_names.columns, + index=gene_names.index) + fold_change_matrix = pd.DataFrame(np.zeros(gene_names.shape), columns=gene_names.columns, index=gene_names.index) + fraction_out_cluster_matrix = pd.DataFrame(np.zeros(gene_names.shape), columns=gene_names.columns, + index=gene_names.index) + logg.info("Filtering genes using: min_in_group_fraction: {} " + "min_fold_change: {}, max_out_group_fraction: {}".format(min_in_group_fraction, min_fold_change, + max_out_group_fraction)) + from ..plotting._anndata import _prepare_dataframe + for cluster in gene_names.columns: + # iterate per column + var_names = gene_names[cluster].values + + # add column to adata as __is_in_cluster__. This facilitates to measure fold change + # of each gene with respect to all other clusters + adata.obs['__is_in_cluster__'] = pd.Categorical(adata.obs[groupby] == cluster) + + # obs_tidy has rows=groupby, columns=var_names + categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby='__is_in_cluster__', use_raw=use_raw) + + # for if category defined by groupby (if any) compute for each var_name + # 1. the mean value over the category + # 2. the fraction of cells in the category having a value > 0 + + # 1. compute mean value + mean_obs = obs_tidy.groupby(level=0).mean() + + # 2. compute fraction of cells having value >0 + # transform obs_tidy into boolean matrix + obs_bool = obs_tidy.astype(bool) + + # compute the sum per group which in the boolean matrix this is the number + # of values >0, and divide the result by the total number of values in the group + # (given by `count()`) + fraction_obs = obs_bool.groupby(level=0).sum() / obs_bool.groupby(level=0).count() + + # Because the dataframe groupby is based on the '__is_in_cluster__' column, + # in this context, [True] means __is_in_cluster__. + # Also, in this context, fraction_obs.loc[True].values is the row of values + # that is assigned *as column* to fraction_in_cluster_matrix to follow the + # structure of the gene_names dataFrame + fraction_in_cluster_matrix.loc[:, cluster] = fraction_obs.loc[True].values + fraction_out_cluster_matrix.loc[:, cluster] = fraction_obs.loc[False].values + + # compute fold change. + if log: + fold_change_matrix.loc[:, cluster] = (np.exp(mean_obs.loc[True]) / np.exp(mean_obs.loc[False])).values + else: + fold_change_matrix.loc[:, cluster] = (mean_obs.loc[True] / mean_obs.loc[False]).values + + # remove temporary columns + adata.obs.drop(columns='__is_in_cluster__') + # filter original_matrix + gene_names = gene_names[(fraction_in_cluster_matrix > min_in_group_fraction) & + (fraction_out_cluster_matrix < max_out_group_fraction) & + (fold_change_matrix > min_fold_change)] + # create new structured array using 'key_added'. + adata.uns[key_added] = adata.uns[key].copy() + adata.uns[key_added]['names'] = gene_names.to_records(index=False) + + From ceac9f3911d02145f387616a8aef07b43838aec4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 13:41:57 +0100 Subject: [PATCH 10/21] update test images --- .../_images/master_ranked_genes_dotplot.png | Bin 31111 -> 31047 bytes .../master_ranked_genes_matrixplot.png | Bin 26615 -> 26307 bytes ...ster_ranked_genes_matrixplot_swap_axes.png | Bin 28502 -> 28235 bytes .../master_ranked_genes_tracksplot.png | Bin 139799 -> 139798 bytes 4 files changed, 0 insertions(+), 0 deletions(-) diff --git a/scanpy/tests/_images/master_ranked_genes_dotplot.png b/scanpy/tests/_images/master_ranked_genes_dotplot.png index 8ed5f7fc9cbc7e375a89a09f029c215223e7b6c6..d759aa1111834b8fdf5c7b52656372ac9edaeea9 100644 GIT binary patch literal 31047 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zZE)8Irp$Rv!aSr%cr1QqGFaq;8&c|lL08uM%v~8j9qjRphXhvNLh07tRaGPmTaP=5 zG*iF6d>~mfYzm8xs$B4We0}@ie9siVOb~!qDd*8W4`WWEtyQ1ogsmOUIE!!mcKnO# YA8ecJTe2LacxDyn9eW))+r7{I10u?+RsaA1 From 8160869f2626bfa96872eaeaf196896480b28d01 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Mon, 14 Jan 2019 16:55:07 +0100 Subject: [PATCH 11/21] Fix wrong color ordering or categories in `heatmap` and `tracksplot` --- scanpy/plotting/_anndata.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index db0875c003..f84c2634b9 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -1198,7 +1198,7 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor if categorical: groupby_ax = fig.add_subplot(axs[1, 0]) - ticks, labels, groupby_cmap = _plot_categories_as_colorblocks(groupby_ax, obs_tidy, + ticks, labels, groupby_cmap, norm = _plot_categories_as_colorblocks(groupby_ax, obs_tidy, colors=groupby_colors, orientation='left') # add lines to main heatmap @@ -1270,7 +1270,7 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor if categorical: groupby_ax = fig.add_subplot(axs[2, 0]) - ticks, labels, groupby_cmap = _plot_categories_as_colorblocks(groupby_ax, obs_tidy, colors=groupby_colors, + ticks, labels, groupby_cmap, norm = _plot_categories_as_colorblocks(groupby_ax, obs_tidy, colors=groupby_colors, orientation='bottom') # add lines to main heatmap line_positions = np.cumsum(obs_tidy.index.value_counts(sort=False))[:-1] @@ -1287,7 +1287,7 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor for idx, pos in enumerate(var_group_positions): arr += [idx] * (pos[1]+1 - pos[0]) - gene_groups_ax.imshow(np.matrix(arr).T, aspect='auto', cmap=groupby_cmap) + gene_groups_ax.imshow(np.matrix(arr).T, aspect='auto', cmap=groupby_cmap, norm=norm) gene_groups_ax.axis('off') # plot colorbar @@ -1902,7 +1902,7 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, groupby_ax = fig.add_subplot(axs2[1]) - ticks, labels, groupby_cmap = _plot_categories_as_colorblocks(groupby_ax, obs_tidy.T, colors=groupby_colors, + ticks, labels, groupby_cmap, norm = _plot_categories_as_colorblocks(groupby_ax, obs_tidy.T, colors=groupby_colors, orientation='bottom') # add lines to plot overlay_ax = fig.add_subplot(axs[1:-1, 0], sharex=first_ax) @@ -1922,7 +1922,7 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, for idx, pos in enumerate(var_group_positions): arr += [idx] * (pos[1]+1 - pos[0]) - gene_groups_ax.imshow(np.matrix(arr).T, aspect='auto', cmap=groupby_cmap) + gene_groups_ax.imshow(np.matrix(arr).T, aspect='auto', cmap=groupby_cmap, norm=norm) gene_groups_ax.axis('off') axs_list.append(gene_groups_ax) @@ -2615,7 +2615,7 @@ def _plot_categories_as_colorblocks(groupby_ax, obs_tidy, colors=None, orientati groupby_ax.set_xlabel(groupby) - return ticks, labels, groupby_cmap + return ticks, labels, groupby_cmap, norm def _plot_colorbar(mappable, fig, subplot_spec, max_cbar_height=4): From 45f18127d542ceb384f9ed6bd6aedcf1d62a162c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Tue, 15 Jan 2019 09:25:22 +0100 Subject: [PATCH 12/21] fix typo --- scanpy/plotting/_anndata.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index f84c2634b9..ffffbd1220 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -2409,7 +2409,7 @@ def translate_pos(pos_list, new_ticks, old_ticks): pos_list : list of dendrogram positions that should be translated new_ticks : sorted list of goal tick positions (e.g. [0,1,2,3] ) old_ticks: sorted list of original tick positions (e.g. [5, 15, 25, 35]), This list is - usually the default position used by scipy.cluster.hiearchy.dendrogram` + usually the default position used by scipy.cluster.hierarchy.dendrogram` Returns ------- From 26f741a04160494d3c633863796da0d88017361e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Tue, 15 Jan 2019 09:31:51 +0100 Subject: [PATCH 13/21] fix dendrogram position in correlation plot --- scanpy/plotting/_anndata.py | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index ffffbd1220..bf432b67b8 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -2033,10 +2033,12 @@ def correlation(adata, groupby, show_correlation_numbers=False, dendrogram=True, height_ratios=[corr_matrix_height, colorbar_height], wspace=0.01, hspace=0.05) axs = [] + corr_matrix_ax = fig.add_subplot(gs[1]) if dendrogram: - dendro_ax = fig.add_subplot(gs[0]) + dendro_ax = fig.add_subplot(gs[0], sharey=corr_matrix_ax) _plot_dendrogram(dendro_ax, adata, groupby, dendrogram_key=dendrogram_key, - remove_labels=True, orientation='left') + remove_labels=True, orientation='left', + ticks=np.arange(corr_matrix .shape[0]) + 0.5) axs.append(dendro_ax) # define some default pcolormesh parameters if 'edge_color' not in kwds: @@ -2054,7 +2056,6 @@ def correlation(adata, groupby, show_correlation_numbers=False, dendrogram=True, # by default use a diverget color map kwds['cmap'] = 'bwr' - corr_matrix_ax = fig.add_subplot(gs[1]) img_mat = corr_matrix_ax.pcolormesh(corr_matrix, **kwds) corr_matrix_ax.set_xlim(0, num_rows) corr_matrix_ax.set_ylim(0, num_rows) @@ -2079,6 +2080,7 @@ def correlation(adata, groupby, show_correlation_numbers=False, dendrogram=True, which='both', left=False, right=False) + print(corr_matrix_ax.get_ylim()) if show_correlation_numbers: for row in range(num_rows): @@ -2485,11 +2487,6 @@ def translate_pos(pos_list, new_ticks, old_ticks): dendro_ax.grid(False) - # invert y-axe to match main matrix plot - # if orientation in ['left', 'right']: - # ymin, ymax = dendro_ax.get_ylim() - # dendro_ax.set_ylim(ymax, ymin) - dendro_ax.spines['right'].set_visible(False) dendro_ax.spines['top'].set_visible(False) dendro_ax.spines['left'].set_visible(False) From ad48aaea187d8cfed973350ae64983045c776e57 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Fri, 1 Feb 2019 09:17:03 +0100 Subject: [PATCH 14/21] rolling bank __init__.py changes --- scanpy/plotting/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scanpy/plotting/__init__.py b/scanpy/plotting/__init__.py index 2df0f9e03c..61329fde96 100644 --- a/scanpy/plotting/__init__.py +++ b/scanpy/plotting/__init__.py @@ -6,12 +6,12 @@ from ._tools import pca_loadings, pca_scatter, pca_overview, pca_variance_ratio from ._tools.paga import paga, paga_adjacency, paga_compare, paga_path from ._tools import dpt_timeseries, dpt_groups_pseudotime -from ._tools import rank_genes_groups, rank_genes_groups_violin, filter_rank_genes_groups +from ._tools import rank_genes_groups, rank_genes_groups_violin from ._tools import rank_genes_groups_dotplot, rank_genes_groups_heatmap, rank_genes_groups_stacked_violin, rank_genes_groups_matrixplot, rank_genes_groups_tracksplot from ._tools import sim from ._rcmod import set_rcParams_scanpy, set_rcParams_defaults -from . import palettes +from . import palettes from ._utils import matrix from ._utils import timeseries, timeseries_subplot, timeseries_as_heatmap From f851a7c5213983e4cf838f9cd982a4f642e299fc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Fri, 1 Feb 2019 11:07:47 +0100 Subject: [PATCH 15/21] incorporated comments from @falexwolf --- scanpy/plotting/__init__.py | 2 +- scanpy/plotting/_anndata.py | 4 ++-- .../tests/_images/master_umap_with_edges.png | Bin 23732 -> 21082 bytes scanpy/tests/test_plotting.py | 2 +- scanpy/tools/_dendrogram.py | 7 ++++++- 5 files changed, 10 insertions(+), 5 deletions(-) diff --git a/scanpy/plotting/__init__.py b/scanpy/plotting/__init__.py index 61329fde96..edb5783485 100644 --- a/scanpy/plotting/__init__.py +++ b/scanpy/plotting/__init__.py @@ -1,4 +1,4 @@ -from ._anndata import scatter, violin, ranking, clustermap, stacked_violin, heatmap, dotplot, matrixplot, tracksplot, dendrogram, correlation +from ._anndata import scatter, violin, ranking, clustermap, stacked_violin, heatmap, dotplot, matrixplot, tracksplot, dendrogram, correlation_matrix from ._preprocessing import filter_genes_dispersion, highly_variable_genes diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index 6410be0bec..de50234f41 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -1968,8 +1968,8 @@ def dendrogram(adata, groupby, dendrogram_key=None, orientation='top', remove_la @doc_params(show_save_ax=doc_show_save_ax) -def correlation(adata, groupby, show_correlation_numbers=False, dendrogram=True, figsize=None, - show=None, save=None, **kwds): +def correlation_matrix(adata, groupby, show_correlation_numbers=False, dendrogram=True, figsize=None, + show=None, save=None, **kwds): """ Parameters diff --git a/scanpy/tests/_images/master_umap_with_edges.png b/scanpy/tests/_images/master_umap_with_edges.png index 0a2483ffe474b0649772f5cabefc732984756e05..a37256d31d207b614179603935954b8a1dc35e22 100644 GIT binary patch literal 21082 zcmagGbyStz7d3ilq`ON%N*Y9@MOwN9>5vjB=?-ZSX(XkkMMR{#L|O!-OI}J!y6)ol zjXUmt-*pTneL{JFK$Yy}Uf zucZ~WG2xdlrey^D{f?7@{%ZsRo#pm7QVy{Q6a3>NS6Mw*Ek`R?4>Ok+h*xH=PWFzj z_O|8>?k`+k+d4Wh2ypXq^KvrSxVk!t@bLV9PvCZRvF7>shjtHvU_dC!Jl6Ki+-~+t zGko#>`sUI4&z5ILEj%0B_IF+qy!*(&OQ?=MLg_*4`g1|}+i(oSB0oQWzAvep6A3Lv z%BVAvC2ockBFJ7kVQBtoLt{hZar35j)&l+Dh31^A2yNf|dP}9DqDSdgW@+V#SI&w5 z-*tbIPF@`4G+sW|T)My1yk;F;OCgj9<+QX;UX;K)#IGr=5WHsQc%3*17UdsiX-I8v zA|K%hAm9bzX6OiFmOs2d5T+enG-3a@7cElASL+oRa<>+)v!xD@M0caO%Co#>PD5Ix z=*{w&?|(fkev*=%-`bipQTB}fgDAfEQc)%Nl*9LZX+G zm4#(x(T%$;87dh<@v6nPwzf-SPkGi>6V?8t7&zP|i>`Lt(mg*v#|)MBJ!xE6TbH~! 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c93033fed0..c525fd6660 100644 --- a/scanpy/tools/_dendrogram.py +++ b/scanpy/tools/_dendrogram.py @@ -33,6 +33,11 @@ def dendrogram(adata: AnnData, groupby: str, The hierarchical clustering can be visualized using `sc.pl.dendrogram` or multiple other visualizations that can include a dendrogram: `matrixplot`, `heatmap`, `dotplot` and `stacked_violin` + .. note:: + The computation of the hierarchical clustering is based on predefined groups and not + per cell. The correlation matrix is computed using by default pearson but other methods + are available. + Parameters ---------- adata : :class:`~anndata.AnnData` @@ -45,7 +50,7 @@ def dendrogram(adata: AnnData, groupby: str, use_raw : `bool`, optional (default: None) Only when `var_names` is not None. Use `raw` attribute of `adata` if present. cor_method : `str`, optional (default: `"pearson"`) - correlation method to use. + correlation method to use. Options are 'pearson', 'kendall', and 'spearman' linkage_method : `str`, optional (default: `"complete"`) linkage method to use. See https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html for more information. From 9137756dc1c694144712cdb308c602989dd20eb0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Sun, 3 Feb 2019 17:24:38 +0100 Subject: [PATCH 16/21] increase tolerance to image tests --- scanpy/tests/test_plotting.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scanpy/tests/test_plotting.py b/scanpy/tests/test_plotting.py index e5eccdd9ff..a8fde41fc9 100644 --- a/scanpy/tests/test_plotting.py +++ b/scanpy/tests/test_plotting.py @@ -126,7 +126,7 @@ def test_dendrogram(): def test_correlation(): pbmc = sc.datasets.pbmc68k_reduced() sc.pl.correlation_matrix(pbmc, 'bulk_labels') - save_and_compare_images('correlation', tolerance=10) + save_and_compare_images('correlation', tolerance=15) def test_rank_genes_groups(): @@ -221,7 +221,7 @@ def test_scatterplots(): # test edges = True sc.pp.neighbors(pbmc) sc.pl.umap(pbmc, color='louvain', edges=True, edges_width=0.1, s=50, show=False) - save_and_compare_images('master_umap_with_edges', tolerance=20) + save_and_compare_images('master_umap_with_edges', tolerance=35) # test diffmap # sc.tl.diffmap(pbmc) From 385af652c099f02181530005c872fb4b66ef3458 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Tue, 5 Feb 2019 11:45:21 +0100 Subject: [PATCH 17/21] added message if dendrogram values do not match and fix problem with stacked_violin colors --- scanpy/plotting/_anndata.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index de50234f41..310e23fa62 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -925,9 +925,11 @@ def rename_cols_to_int(value): else: ax = fig.add_subplot(axs[idx, 0]) + color_idx = idx - (num_rows - len(var_names)) axs_list.append(ax) + ax = sns.violinplot('variable', y='value', data=df, inner=None, order=order, - orient='vertical', scale=scale, ax=ax, color=row_colors[idx], **kwds) + orient='vertical', scale=scale, ax=ax, color=row_colors[color_idx], **kwds) if stripplot: ax = sns.stripplot('variable', y='value', data=df, order=order, @@ -2326,6 +2328,15 @@ def _reorder_categories_after_dendrogram(adata, groupby, dendrogram, # order of groupby categories categories_idx_ordered = dendro_info['categories_idx_ordered'] + + if len(categories) != len(categories_idx_ordered): + raise ValueError("Incompatible observations. Dendrogram data has {} categories but " + "current groupby observation {!r} contains {} categories. Most likely " + "the underlying groupby observation changed after the initial " + "computation of `sc.tl.dendrogram`. Please run sc.tl.dendrogram " + "again.'".format(len(categories_idx_ordered), + groupby, len(categories))) + # reorder var_groups (if any) if var_names is not None: var_names_idx_ordered = list(range(len(var_names))) From c5e33aef221598bfee2a2a15472db1d8bd4c7c92 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Tue, 5 Feb 2019 14:43:50 +0100 Subject: [PATCH 18/21] as for scatterplots(#385 #430) add gene_symbols for other plotting functions (heatmap, matrixplot, dotplot etc) --- scanpy/plotting/_anndata.py | 45 +++++++++++++----- scanpy/plotting/_docs.py | 9 +++- scanpy/plotting/_tools/scatterplots.py | 4 ++ .../_images/master_dotplot_gene_symbols.png | Bin 0 -> 9975 bytes .../_images/master_heatmap_gene_symbols.png | Bin 0 -> 8611 bytes .../master_matrixplot_gene_symbols.png | Bin 0 -> 3657 bytes .../master_stacked_violin_gene_symbols.png | Bin 0 -> 10384 bytes .../master_tracksplot_gene_symbols.png | Bin 0 -> 19315 bytes scanpy/tests/test_plotting.py | 29 +++++++++++ 9 files changed, 74 insertions(+), 13 deletions(-) create mode 100644 scanpy/tests/_images/master_dotplot_gene_symbols.png create mode 100644 scanpy/tests/_images/master_heatmap_gene_symbols.png create mode 100644 scanpy/tests/_images/master_matrixplot_gene_symbols.png create mode 100644 scanpy/tests/_images/master_stacked_violin_gene_symbols.png create mode 100644 scanpy/tests/_images/master_tracksplot_gene_symbols.png diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index 310e23fa62..4921df5a4d 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -760,7 +760,8 @@ def clustermap( @doc_params(show_save_ax=doc_show_save_ax, common_plot_args=doc_common_plot_args) def stacked_violin(adata, var_names, groupby=None, log=False, use_raw=None, num_categories=7, - figsize=None, dendrogram=False, var_group_positions=None, var_group_labels=None, + figsize=None, dendrogram=False, gene_symbols=None, + var_group_positions=None, var_group_labels=None, var_group_rotation=None, layer=None, stripplot=False, jitter=False, size=1, scale='width', order=None, swap_axes=False, show=None, save=None, row_palette='muted', **kwds): @@ -818,7 +819,8 @@ def stacked_violin(adata, var_names, groupby=None, log=False, use_raw=None, num_ has_var_groups = True if var_group_positions is not None and len(var_group_positions) > 0 else False if isinstance(var_names, str): var_names = [var_names] - categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, layer=layer) + categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, + gene_symbols=gene_symbols, layer=layer) if 'color' in kwds: row_palette = kwds['color'] @@ -1043,7 +1045,7 @@ def rename_cols_to_int(value): @doc_params(show_save_ax=doc_show_save_ax, common_plot_args=doc_common_plot_args) def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categories=7, - dendrogram=False, var_group_positions=None, var_group_labels=None, + dendrogram=False, gene_symbols=None, var_group_positions=None, var_group_labels=None, var_group_rotation=None, layer=None, swap_axes=False, show_gene_labels=None, show=None, save=None, figsize=None, **kwds): """\ Heatmap of the expression values of genes. @@ -1096,7 +1098,8 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor logg.info('Divergent color map has been automatically set to plot non-raw data. Use ' '`vmin`, `vmax` and `cmap` to adjust the plot.') - categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, layer=layer) + categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, + gene_symbols=gene_symbols, layer=layer) if groupby is None or len(categories) <= 1: categorical = False @@ -1302,7 +1305,8 @@ def heatmap(adata, var_names, groupby=None, use_raw=None, log=False, num_categor @doc_params(show_save_ax=doc_show_save_ax, common_plot_args=doc_common_plot_args) def dotplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categories=7, - color_map='Reds', dot_max=None, dot_min=None, figsize=None, dendrogram=False, var_group_positions=None, + color_map='Reds', dot_max=None, dot_min=None, figsize=None, dendrogram=False, + gene_symbols=None, var_group_positions=None, var_group_labels=None, var_group_rotation=None, layer=None, show=None, save=None, **kwds): """\ Makes a *dot plot* of the expression values of `var_names`. @@ -1349,7 +1353,8 @@ def dotplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categor if use_raw is None and adata.raw is not None: use_raw = True if isinstance(var_names, str): var_names = [var_names] - categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, layer=layer) + categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, + layer=layer, gene_symbols=gene_symbols) # for if category defined by groupby (if any) compute for each var_name # 1. the mean value over the category @@ -1568,7 +1573,7 @@ def dotplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categor @doc_params(show_save_ax=doc_show_save_ax, common_plot_args=doc_common_plot_args) def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_categories=7, - figsize=None, dendrogram=False, var_group_positions=None, var_group_labels=None, + figsize=None, dendrogram=False, gene_symbols=None, var_group_positions=None, var_group_labels=None, var_group_rotation=None, layer=None, swap_axes=False, show=None, save=None, **kwds): """\ Creates a heatmap of the mean expression values per cluster of each var_names @@ -1614,7 +1619,8 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate logg.info('Divergent color map has been automatically set to plot non-raw data. Use ' '`vmin`, `vmax` and `cmap` to adjust the plot.') - categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, layer=layer) + categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, num_categories, + gene_symbols=gene_symbols, layer=layer) if groupby is None or len(categories) <= 1: # dendrogram can only be computed between groupby categories dendrogram = False @@ -1769,7 +1775,7 @@ def matrixplot(adata, var_names, groupby=None, use_raw=None, log=False, num_cate @doc_params(show_save_ax=doc_show_save_ax, common_plot_args=doc_common_plot_args) def tracksplot(adata, var_names, groupby, use_raw=None, log=False, - dendrogram=False, var_group_positions=None, var_group_labels=None, + dendrogram=False, gene_symbols=None, var_group_positions=None, var_group_labels=None, layer=None, show=None, save=None, figsize=None, **kwds): """\ In this type of plot each var_name is plotted as a filled line plot where the @@ -1802,7 +1808,8 @@ def tracksplot(adata, var_names, groupby, use_raw=None, log=False, 'valid categorical observations: {}'. format(groupby, [x for x in adata.obs_keys() if adata.obs[x].dtype.name == 'category'])) - categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, None, layer=layer) + categories, obs_tidy = _prepare_dataframe(adata, var_names, groupby, use_raw, log, None, + gene_symbols=gene_symbols, layer=layer) # get categories colors: if groupby + "_colors" not in adata.uns: @@ -2103,7 +2110,7 @@ def correlation_matrix(adata, groupby, show_correlation_numbers=False, dendrogra def _prepare_dataframe(adata, var_names, groupby=None, use_raw=None, log=False, - num_categories=7, layer=None): + num_categories=7, layer=None, gene_symbols=None): """ Given the anndata object, prepares a data frame in which the row index are the categories defined by group by and the columns correspond to var_names. @@ -2126,6 +2133,8 @@ def _prepare_dataframe(adata, var_names, groupby=None, use_raw=None, log=False, Only used if groupby observation is not categorical. This value determines the number of groups into which the groupby observation should be subdivided. + gene_symbols : string, optional (default: `None`) + Key for field in .var that stores gene symbols. Returns ------- @@ -2142,6 +2151,17 @@ def _prepare_dataframe(adata, var_names, groupby=None, use_raw=None, log=False, raise ValueError('groupby has to be a valid observation. Given value: {}, ' 'valid observations: {}'.format(groupby, adata.obs_keys())) + if gene_symbols is not None and gene_symbols in adata.var.columns: + # translate gene_symbols to var_names + # slow method but gives a meaningful error en case no gene symbol is found: + translated_var_names = [] + for symbol in var_names: + if symbol not in adata.var[gene_symbols].values: + logg.error("Gene symbol {!r} not found in given gene_symbols column: {!r}".format(symbol, gene_symbols)) + return + translated_var_names.append(adata.var[adata.var[gene_symbols] == symbol].index[0]) + symbols = var_names + var_names = translated_var_names if layer is not None: if layer not in adata.layers.keys(): raise KeyError('Selected layer: {} is not in the layers list. The list of ' @@ -2170,6 +2190,9 @@ def _prepare_dataframe(adata, var_names, groupby=None, use_raw=None, log=False, categorical = adata.obs[groupby] obs_tidy.set_index(categorical, groupby, inplace=True) + if gene_symbols is not None: + # translate the column names to the symbol names + obs_tidy.rename(columns=dict([(var_names[x], symbols[x]) for x in range(len(var_names))]), inplace=True) categories = obs_tidy.index.categories return categories, obs_tidy diff --git a/scanpy/plotting/_docs.py b/scanpy/plotting/_docs.py index 0cec0a8147..bbbaa2437c 100644 --- a/scanpy/plotting/_docs.py +++ b/scanpy/plotting/_docs.py @@ -9,8 +9,9 @@ Keys for annotations of observations/cells or variables/genes, e.g., `'ann1'` or `['ann1', 'ann2']`. gene_symbols : string, optional (default: `None`) - Key for field in .var that stores gene symbols if you do not want to use - .var_names. + Column name in `.var` DataFrame that stores gene symbols. By default `var_names` + refer to the index column of the `.var` DataFrame. Setting this option allows + alternative names to be used. use_raw : `bool`, optional (default: `None`) Use `.raw` attribute of `adata` for coloring with gene expression. If `None`, uses `.raw` if present.\ @@ -107,6 +108,10 @@ between the `groupby` categories is added. The dendrogram information is computed using :ref:`scanpy.tl.dendrogram`. If `tl.dendrogram` has not been called previously the function is called with default parameters. +gene_symbols : string, optional (default: `None`) + Column name in `.var` DataFrame that stores gene symbols. By default `var_names` + refer to the index column of the `.var` DataFrame. Setting this option allows + alternative names to be used. var_group_positions : list of `tuples`. Use this parameter to highlight groups of `var_names`. This will draw a 'bracket' or a color block between the given start and end positions. If the diff --git a/scanpy/plotting/_tools/scatterplots.py b/scanpy/plotting/_tools/scatterplots.py index 3aef497ae3..b353de6d53 100644 --- a/scanpy/plotting/_tools/scatterplots.py +++ b/scanpy/plotting/_tools/scatterplots.py @@ -653,6 +653,10 @@ def _get_color_values(adata, value_to_plot, groups=None, palette=None, use_raw=F else: color_vector = adata.obs[value_to_plot] elif gene_symbols in adata.var.columns: + if value_to_plot not in adata.var[gene_symbols].values: + logg.error("Gene symbol {!r} not found in given gene_symbols " + "column: {!r}".format(value_to_plot, gene_symbols)) + return gene_id = adata.var[adata.var[gene_symbols] == value_to_plot].index[0] if use_raw: color_vector = adata.raw[:, gene_id].X diff --git a/scanpy/tests/_images/master_dotplot_gene_symbols.png b/scanpy/tests/_images/master_dotplot_gene_symbols.png new file mode 100644 index 0000000000000000000000000000000000000000..2495a1a1c03ad61e7c55cddde78202efe573d8b1 GIT binary patch literal 9975 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zIvmM#pMCZjJ9g~g>8GD|I+SS!2M2la#TVJVd$-e}TvgiJ+v(`&pr@zD=}@E^k_lvr zICJKV)1ge$*4DWbdUe&;_TIlTTWME)`7hZUwGNeqZjjpaPdU|>o8yn++2d?b? zPEz$`0x3Ii-~c|KkL}yHBZOevwrx&_#M-rMIdS3yLI@su=pm=WndaEBV{~?QqU$<0 z-E@;HPS&lht+ceXxbk={c8NrSjT<+zZ{I#F%R*J<&5f&pe3i?(ySv%Ec{9z;%``Q+ zr(3OMS(HlEOf;;mOeRAh5a8g!gRV#(liYf|7Q6fIyN_Tn$mY$PW%9U+$XB}T=9_Qk zl~-P&udk26!9l0P0id_Hmv}r*Hk)PFu3b)tQ_=gyr@hg0F!2RbPl2;&- zB+c79@4Um<*cd_xo_XdOr^AtIM6SY;Bx&BV*(~+-^@PJ=r$doyNM3 Date: Tue, 5 Feb 2019 15:02:19 +0100 Subject: [PATCH 19/21] increase tolerance to pass test --- scanpy/tests/test_plotting.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scanpy/tests/test_plotting.py b/scanpy/tests/test_plotting.py index 10cd4a3563..d19464d9d1 100644 --- a/scanpy/tests/test_plotting.py +++ b/scanpy/tests/test_plotting.py @@ -155,7 +155,7 @@ def test_rank_genes_groups(): # test ranked genes using stacked violin plots sc.pl.rank_genes_groups_stacked_violin(pbmc, n_genes=3, show=False) - save_and_compare_images('master_ranked_genes_stacked_violin', tolerance=tolerance) + save_and_compare_images('master_ranked_genes_stacked_violin', tolerance=20) # test ranked genes using dotplot sc.pl.rank_genes_groups_dotplot(pbmc, n_genes=4, show=False) From c31c0aedf3dbe4c53009b0ce66ea95a2bc9ebdc6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Thu, 7 Feb 2019 11:11:08 +0100 Subject: [PATCH 20/21] fix error related to stacked_violin and colors --- scanpy/plotting/_anndata.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/scanpy/plotting/_anndata.py b/scanpy/plotting/_anndata.py index 4921df5a4d..6f6a7d02bb 100755 --- a/scanpy/plotting/_anndata.py +++ b/scanpy/plotting/_anndata.py @@ -900,9 +900,9 @@ def rename_cols_to_int(value): axs_list.append(dendro_ax) ax0 = None if is_color_like(row_palette): - row_colors = [row_palette] * len(var_names) + row_colors = [row_palette] * len(categories) else: - row_colors = sns.color_palette(row_palette, n_colors=len(var_names)) + row_colors = sns.color_palette(row_palette, n_colors=len(categories)) for idx in range(num_rows)[::-1]: # iterate in reverse to start on the bottom plot # this facilitates adding the brackets plot (if # needed) by sharing the x axis with a previous @@ -927,11 +927,10 @@ def rename_cols_to_int(value): else: ax = fig.add_subplot(axs[idx, 0]) - color_idx = idx - (num_rows - len(var_names)) axs_list.append(ax) ax = sns.violinplot('variable', y='value', data=df, inner=None, order=order, - orient='vertical', scale=scale, ax=ax, color=row_colors[color_idx], **kwds) + orient='vertical', scale=scale, ax=ax, color=row_colors[idx], **kwds) if stripplot: ax = sns.stripplot('variable', y='value', data=df, order=order, From 1e8042cf513529ee60a2ffe1f7ef5caee639b8a3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fidel=20Ram=C3=ADrez?= Date: Thu, 14 Feb 2019 08:26:12 +0100 Subject: [PATCH 21/21] increase matplotlib version in requirements to address #480 --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index dbbf8d733b..ba201c8b08 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,5 @@ anndata>=0.6.15 -matplotlib>=2.2 +matplotlib>=3.0.0 pandas>=0.21 scipy seaborn

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