hv-anndata

import holoviews as hv
import panel as pn
import scanpy as sc

import hv_anndata
from hv_anndata import A

hv_anndata.register()
hv.extension("bokeh")

ⓘ

Example workflow 1

adata = sc.datasets.paul15()
sc.pp.pca(adata)
sc.pp.neighbors(adata)
sc.tl.umap(adata)
adata

AnnData object with n_obs × n_vars = 2730 × 3451
    obs: 'paul15_clusters'
    uns: 'iroot', 'pca', 'neighbors', 'umap'
    obsm: 'X_pca', 'X_umap'
    varm: 'PCs'
    obsp: 'distances', 'connectivities'
    layers: None

Simple HoloViews/Bokeh scatter of UMAP results

(
    hv
    .Scatter(
        adata, A.obsm["X_umap"][0], [A.obsm["X_umap"][1], A.obs["paul15_clusters"]]
    )
    .opts(
        color=A.obs["paul15_clusters"],
        cmap="Category20",
        legend_position="left",
        frame_width=500,
        height=500,
        alpha=0.5,
        tools=["hover"],
    )
    .hist()
)

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]

ManifoldMap App to explore all dimensionality reduction results

hv_anndata.ManifoldMap(
    adata=adata, datashade=False, reduction="X_umap", show_labels=True
)

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/__init__.py:664: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in sel_dims or (isinstance(dim, int) and dim < ndims)

Holoviews/Bokeh Dotmap plot

ManifoldMap App to explore all dimensionality reduction results

hv_anndata.ManifoldMap(
    adata=adata, datashade=False, reduction="X_umap", show_labels=True
)

Holoviews/Bokeh Dotmap widget

# Required for the GeneSelector to render properly
pn.extension("jsoneditor")

marker_genes = {
    "Erythroids": ["Gata1", "Klf1", "Epor", "Gypa", "Hba-a2"],
    # "Neutrophils": ["Elane", "Cebpe", "Ctsg", "Mpo", "Gfi1"],
    "Monocytes": ["Irf8", "Csf1r", "Ctsg", "Mpo"],
    "Megakaryocytes": ["Itga2b", "Pbx1", "Sdpr", "Vwf"],
    "Basophils": ["Mcpt8", "Prss34"],
    "Mast cells": ["Cma1", "Gzmb"],
}
hv_anndata.Dotmap(adata=adata, marker_genes=marker_genes, groupby="paul15_clusters")

Example workflow 2

Dotmap plot with dendrogram

adata2 = sc.datasets.pbmc68k_reduced()
sel_marker_genes = {
    "CD14+ Mono": ["FCN1"],
    "CD16+ Mono": ["FCGR3A"],
    "ID2-hi myeloid prog": ["ID2", "S100A9"],
    "cDC2": ["CST3", "LYZ", "CLEC10A", "FCER1A"],
    "Lymph prog": ["CD79B", "IGLL1"],
    "B1 B": ["MS4A1", "BLK"],
    "Plasma cells": ["MZB1"],
    "CD4+ T activated": ["CD4", "IL7R"],
    "pDC": ["GZMB"],
}

hv_anndata.Dotmap(
    adata=adata2,
    marker_genes=sel_marker_genes,
    groupby="bulk_labels",
    dendrogram=True,
)

Example workflow 3

Linked brushing enabled between the Manifoldmap and the Dotmap plots

ls = hv.link_selections.instance()

mm = hv_anndata.ManifoldMap(
    adata=adata, reduction="X_umap", show_labels=True, responsive=True, ls=ls
)

marker_genes = {
    "Erythroids": ["Gata1", "Klf1", "Epor", "Gypa", "Hba-a2"],
    "Neutrophils": ["Elane", "Cebpe", "Ctsg", "Mpo", "Gfi1"],
    "Monocytes": ["Irf8", "Csf1r", "Ctsg", "Mpo"],
    "Megakaryocytes": ["Itga2b", "Pbx1", "Sdpr", "Vwf"],
    "Basophils": ["Mcpt8", "Prss34"],
    "Mast cells": ["Cma1", "Gzmb"],
}

dmop = hv_anndata.dotmap_from_manifoldmap(
    mm,
    marker_genes=marker_genes,
    groupby="paul15_clusters",
    plot_opts=dict(height=500),
)

pn.Column(mm, dmop)

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)

/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:230: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if c in kdims or len(da[c].shape) != 1 or da[c].shape[0] <= 1:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/__init__.py:664: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in sel_dims or (isinstance(dim, int) and dim < ndims)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/xarray.py:387: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if dim in dataset.kdims:
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/dimension.py:1073: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  return next(i for i, d in enumerate(dimensions) if d == dim)
/home/docs/.local/share/hatch/env/virtual/hv-anndata/STk7F69l/docs/lib/python3.13/site-packages/holoviews/core/data/grid.py:326: FutureWarning: Probably comparing to a dimension created from `Dimension.name`. This will not be supported in the future, please report as an issue. 
  if d not in dataset.kdims+virtual_coords]