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  1. data/.editorconfig +21 -0
  2. data/.pre-commit-config.yaml +44 -0
  3. data/.readthedocs.yml +18 -0
  4. data/CODE_OF_CONDUCT.md +74 -0
  5. data/LICENSE +201 -0
  6. data/codecov.yml +13 -0
  7. data/docs/Makefile +20 -0
  8. data/docs/_ext/edit_on_github.py +50 -0
  9. data/docs/_ext/typed_returns.py +27 -0
  10. data/docs/_static/SCVI_LICENSE +29 -0
  11. data/docs/_static/css/overwrite.css +74 -0
  12. data/docs/_static/css/sphinx_gallery.css +27 -0
  13. data/docs/_static/docstring_previews/catplot.png +3 -0
  14. data/docs/_static/docstring_previews/clustermap.png +3 -0
  15. data/docs/_static/docstring_previews/cohort_tracking.png +3 -0
  16. data/docs/_static/docstring_previews/dendrogram.png +3 -0
  17. data/docs/_static/docstring_previews/diffmap.png +3 -0
  18. data/docs/_static/docstring_previews/dotplot.png +3 -0
  19. data/docs/_static/docstring_previews/dpt_groups_pseudotime.png +3 -0
  20. data/docs/_static/docstring_previews/dpt_timeseries.png +3 -0
  21. data/docs/_static/docstring_previews/draw_graph_1.png +3 -0
  22. data/docs/_static/docstring_previews/draw_graph_2.png +3 -0
  23. data/docs/_static/docstring_previews/embedding.png +3 -0
  24. data/docs/_static/docstring_previews/embedding_density.png +3 -0
  25. data/docs/_static/docstring_previews/feature_importances.png +3 -0
  26. data/docs/_static/docstring_previews/flowchart.png +3 -0
  27. data/docs/_static/docstring_previews/heatmap.png +3 -0
  28. data/docs/_static/docstring_previews/kmf_plot_1.png +3 -0
  29. data/docs/_static/docstring_previews/kmf_plot_2.png +3 -0
  30. data/docs/_static/docstring_previews/matrixplot.png +3 -0
  31. data/docs/_static/docstring_previews/missingno_barplot.png +3 -0
  32. data/docs/_static/docstring_previews/missingno_dendrogram.png +3 -0
  33. data/docs/_static/docstring_previews/missingno_heatmap.png +3 -0
  34. data/docs/_static/docstring_previews/missingno_matrix.png +3 -0
  35. data/docs/_static/docstring_previews/ols_plot_1.png +3 -0
  36. data/docs/_static/docstring_previews/ols_plot_2.png +3 -0
  37. data/docs/_static/docstring_previews/ols_plot_3.png +3 -0
  38. data/docs/_static/docstring_previews/paga.png +3 -0
  39. data/docs/_static/docstring_previews/pca.png +3 -0
  40. data/docs/_static/docstring_previews/pca_loadings.png +3 -0
  41. data/docs/_static/docstring_previews/pca_overview_1.png +3 -0
  42. data/docs/_static/docstring_previews/pca_overview_2.png +3 -0
  43. data/docs/_static/docstring_previews/pca_overview_3.png +3 -0
  44. data/docs/_static/docstring_previews/pca_variance_ratio.png +3 -0
  45. data/docs/_static/docstring_previews/rank_features_groups.png +3 -0
  46. data/docs/_static/docstring_previews/rank_features_groups_dotplot.png +3 -0
  47. data/docs/_static/docstring_previews/rank_features_groups_heatmap.png +3 -0
  48. data/docs/_static/docstring_previews/rank_features_groups_matrixplot.png +3 -0
  49. data/docs/_static/docstring_previews/rank_features_groups_stacked_violin.png +3 -0
  50. data/docs/_static/docstring_previews/rank_features_groups_tracksplot.png +3 -0
data/.editorconfig ADDED
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+ # http://editorconfig.org
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+
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+ root = true
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+
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+ [*]
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+ indent_style = space
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+ indent_size = 4
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+ trim_trailing_whitespace = true
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+ insert_final_newline = true
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+ charset = utf-8
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+ end_of_line = lf
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+
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+ [*.bat]
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+ indent_style = tab
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+ end_of_line = crlf
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+
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+ [LICENSE]
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+ insert_final_newline = false
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+
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+ [Makefile]
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+ indent_style = tab
data/.pre-commit-config.yaml ADDED
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+ fail_fast: false
2
+ default_language_version:
3
+ python: python3
4
+ default_stages:
5
+ - pre-commit
6
+ - pre-push
7
+ minimum_pre_commit_version: 2.16.0
8
+ repos:
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+ - repo: https://github.com/rbubley/mirrors-prettier
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+ rev: v3.4.2
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+ hooks:
12
+ - id: prettier
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+ - repo: https://github.com/astral-sh/ruff-pre-commit
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+ rev: v0.8.6
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+ hooks:
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+ - id: ruff
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+ args: [--fix, --exit-non-zero-on-fix, --unsafe-fixes]
18
+ - id: ruff-format
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+ - repo: https://github.com/pre-commit/pre-commit-hooks
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+ rev: v5.0.0
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+ hooks:
22
+ - id: detect-private-key
23
+ - id: check-ast
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+ - id: end-of-file-fixer
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+ - id: mixed-line-ending
26
+ args: [--fix=lf]
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+ - id: trailing-whitespace
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+ - id: check-case-conflict
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+ - repo: https://github.com/pre-commit/mirrors-mypy
30
+ rev: v1.14.1
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+ hooks:
32
+ - id: mypy
33
+ args: [--no-strict-optional, --ignore-missing-imports]
34
+ additional_dependencies:
35
+ ["types-setuptools", "types-requests", "types-attrs"]
36
+ - repo: local
37
+ hooks:
38
+ - id: forbid-to-commit
39
+ name: Don't commit rej files
40
+ entry: |
41
+ Cannot commit .rej files. These indicate merge conflicts that arise during automated template updates.
42
+ Fix the merge conflicts manually and remove the .rej files.
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+ language: fail
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+ files: '.*\.rej$'
data/.readthedocs.yml ADDED
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+ version: 2
2
+ build:
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+ os: ubuntu-24.04
4
+ tools:
5
+ python: "3.12"
6
+ commands:
7
+ - asdf plugin add uv
8
+ - asdf install uv latest
9
+ - asdf global uv latest
10
+ - uv venv
11
+ - uv pip install .[docs]
12
+ - .venv/bin/python -m sphinx -T -b html -d docs/_build/doctrees -D language=en docs $READTHEDOCS_OUTPUT/html
13
+ sphinx:
14
+ configuration: docs/conf.py
15
+ fail_on_warning: false
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+
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+ submodules:
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+ include: all
data/CODE_OF_CONDUCT.md ADDED
@@ -0,0 +1,74 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Contributor Covenant Code of Conduct
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+
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+ ## Our Pledge
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+
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+ In the interest of fostering an open and welcoming environment, we as
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+ contributors and maintainers pledge to making participation in our
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+ project and our community a harassment-free experience for everyone,
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+ regardless of age, body size, disability, ethnicity, gender identity and
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+ expression, level of experience, nationality, personal appearance, race,
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+ religion, or sexual identity and orientation.
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+
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+ ## Our Standards
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+ Examples of behavior that contributes to creating a positive environment
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+ - Using welcoming and inclusive language
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+ - Being respectful of differing viewpoints and experiences
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+ ## Our Responsibilities
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+ Project maintainers who do not follow or enforce the Code of Conduct in
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+ This Code of Conduct is adapted from the Contributor Covenant, version 1.4,
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+ available at <https://www.contributor-covenant.org/version/1/4/code-of-conduct.html>
data/LICENSE ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/codecov.yml ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ comment: false
2
+ coverage:
3
+ status:
4
+ project:
5
+ default:
6
+ target: auto
7
+ patch:
8
+ default:
9
+ enabled: no
10
+ ignore:
11
+ - "test/"
12
+ github_checks:
13
+ annotations: false
data/docs/Makefile ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Minimal makefile for Sphinx documentation
2
+ #
3
+
4
+ # You can set these variables from the command line.
5
+ SPHINXOPTS =
6
+ SPHINXBUILD = python -msphinx
7
+ SPHINXPROJ = ehrapy
8
+ SOURCEDIR = .
9
+ BUILDDIR = _build
10
+
11
+ # Put it first so that "make" without argument is like "make help".
12
+ help:
13
+ @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
14
+
15
+ .PHONY: help Makefile
16
+
17
+ # Catch-all target: route all unknown targets to Sphinx using the new
18
+ # "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS).
19
+ %: Makefile
20
+ @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
data/docs/_ext/edit_on_github.py ADDED
@@ -0,0 +1,50 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Based on gist.github.com/MantasVaitkunas/7c16de233812adcb7028."""
2
+
3
+ import os
4
+ import warnings
5
+ from typing import Any, Optional
6
+
7
+ from sphinx.application import Sphinx
8
+
9
+ __licence__ = "BSD (3 clause)"
10
+
11
+
12
+ def get_github_repo(app: Sphinx, path: str) -> str:
13
+ if path.endswith(".ipynb"):
14
+ return str(app.config.github_nb_repo)
15
+ if "auto_examples" in path:
16
+ return str(app.config.github_nb_repo)
17
+ if "auto_tutorials" in path:
18
+ return str(app.config.github_nb_repo)
19
+ return str(app.config.github_repo)
20
+
21
+
22
+ def _html_page_context(
23
+ app: Sphinx, _pagename: str, templatename: str, context: dict[str, Any], doctree: Any | None
24
+ ) -> None:
25
+ # doctree is None - otherwise viewcode fails
26
+ if templatename != "page.html" or doctree is None:
27
+ return
28
+
29
+ if not app.config.github_repo:
30
+ return
31
+
32
+ if not app.config.github_nb_repo:
33
+ nb_repo = f"{app.config.github_repo}_notebooks"
34
+ app.config.github_nb_repo = nb_repo
35
+
36
+ path = os.path.relpath(doctree.get("source"), app.builder.srcdir)
37
+ repo = get_github_repo(app, path)
38
+
39
+ # For sphinx_rtd_theme.
40
+ context["display_github"] = True
41
+ context["github_user"] = "theislab"
42
+ context["github_version"] = "master"
43
+ context["github_repo"] = repo
44
+ context["conf_py_path"] = "/docs/source/"
45
+
46
+
47
+ def setup(app: Sphinx) -> None:
48
+ app.add_config_value("github_nb_repo", "", True)
49
+ app.add_config_value("github_repo", "", True)
50
+ app.connect("html-page-context", _html_page_context)
data/docs/_ext/typed_returns.py ADDED
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1
+ import re
2
+ from collections.abc import Iterable, Iterator
3
+
4
+ from sphinx.application import Sphinx
5
+ from sphinx.ext.napoleon import NumpyDocstring
6
+
7
+
8
+ def _process_return(lines: Iterable[str]) -> Iterator[str]:
9
+ for line in lines:
10
+ m = re.fullmatch(r"(?P<param>\w+)\s+:\s+(?P<type>[\w.]+)", line)
11
+ if m:
12
+ # Once this is in scanpydoc, we can use the fancy hover stuff
13
+ yield f'**{m["param"]}** : :class:`~{m["type"]}`'
14
+ else:
15
+ yield line
16
+
17
+
18
+ def _parse_returns_section(self: NumpyDocstring, section: str) -> list[str]:
19
+ lines_raw = list(_process_return(self._dedent(self._consume_to_next_section())))
20
+ lines: list[str] = self._format_block(":returns: ", lines_raw)
21
+ if lines and lines[-1]:
22
+ lines.append("")
23
+ return lines
24
+
25
+
26
+ def setup(app: Sphinx) -> None:
27
+ NumpyDocstring._parse_returns_section = _parse_returns_section
data/docs/_static/SCVI_LICENSE ADDED
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+ BSD 3-Clause License
2
+
3
+ Copyright (c) 2020 Romain Lopez, Adam Gayoso, Galen Xing, Yosef Lab
4
+ All rights reserved.
5
+
6
+ Redistribution and use in source and binary forms, with or without
7
+ modification, are permitted provided that the following conditions are met:
8
+
9
+ * Redistributions of source code must retain the above copyright notice, this
10
+ list of conditions and the following disclaimer.
11
+
12
+ * Redistributions in binary form must reproduce the above copyright notice,
13
+ this list of conditions and the following disclaimer in the documentation
14
+ and/or other materials provided with the distribution.
15
+
16
+ * Neither the name of the copyright holder nor the names of its
17
+ contributors may be used to endorse or promote products derived from
18
+ this software without specific prior written permission.
19
+
20
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
21
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
22
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
23
+ DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
24
+ FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
25
+ DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
26
+ SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
27
+ CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
28
+ OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
29
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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1
+ /*
2
+ Furo CSS variables
3
+ https://github.com/pradyunsg/furo/blob/main/src/furo/assets/styles/variables/_index.scss
4
+ https://github.com/pradyunsg/furo/blob/main/src/furo/theme/partials/_head_css_variables.html
5
+ https://github.com/streamlink/streamlink/blob/17a4088c38709123c0bcab4a150549bd16d19e07/docs/_static/styles/custom.css
6
+ */
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+
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+ /* for the sphinx design cards */
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+ body {
10
+ --sd-color-shadow: dimgrey;
11
+ }
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+
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+ dt:target,
14
+ span.highlighted {
15
+ background-color: #f0f0f0;
16
+ }
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+
18
+ dl.citation > dt {
19
+ float: left;
20
+ margin-right: 15px;
21
+ font-weight: bold;
22
+ }
23
+
24
+ /* Parameters normalize size and captialized, */
25
+ dl .field-list dt {
26
+ font-size: var(--font-size--normal) !important;
27
+ text-transform: none !important;
28
+ }
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+
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+ /* examples and headings in classes */
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+ p.rubric {
32
+ font-size: var(--font-size--normal);
33
+ text-transform: none;
34
+ font-weight: 500;
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+ }
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+
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+ /* adapted from https://github.com/dask/dask-sphinx-theme/blob/main/dask_sphinx_theme/static/css/nbsphinx.css */
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+
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+ .nbinput .prompt,
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+ .nboutput .prompt {
41
+ display: none;
42
+ }
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+ .nboutput .stderr {
44
+ display: none;
45
+ }
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+
47
+ div.nblast.container {
48
+ padding-bottom: 10px !important;
49
+ padding-right: 0px;
50
+ padding-left: 0px;
51
+ }
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+
53
+ div.nbinput.container {
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+ padding-top: 10px !important;
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+ padding-right: 0px;
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+ padding-left: 0px;
57
+ }
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+
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+ div.nbinput.container div.input_area div[class*="highlight"] > pre {
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+ padding: 10px !important;
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+ margin: 0;
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+ }
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+
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+ p.topic-title {
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+ margin-top: 0;
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+ }
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+
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+ /* so that api methods are small in sidebar */
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+ li.toctree-l3 {
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+ font-size: 81.25% !important;
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+ }
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+ li.toctree-l4 {
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+ font-size: 75% !important;
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+ }
data/docs/_static/css/sphinx_gallery.css ADDED
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1
+ .sphx-glr-thumbcontainer {
2
+ background: inherit !important;
3
+ min-height: 250px !important;
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+ margin: 10px !important;
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+ }
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+
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+ .sphx-glr-thumbcontainer .headerlink {
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+ display: none !important;
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+ }
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+
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+ div.sphx-glr-thumbcontainer span {
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+ font-style: normal !important;
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+ }
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+
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+ .sphx-glr-thumbcontainer a.internal {
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+ padding: 140px 10px 0 !important;
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+ }
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+
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+ .sphx-glr-thumbcontainer .figure {
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+ width: 200px !important;
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+ }
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+
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+ .sphx-glr-thumbcontainer .figure.align-center {
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+ text-align: center;
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+ margin-left: 0%;
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+ transform: translate(0%);
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+ }
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