From c6a1cee05c40a919abc74757e2a5996fdd7942a1 Mon Sep 17 00:00:00 2001 From: Sarthak Jariwala Date: Sun, 6 Sep 2020 01:53:25 -0700 Subject: [PATCH 1/4] using sphinx-gallery for examples, remove sphinxcontrib-image, add black badge --- README.md | 1 + docs/Makefile | 3 ++- docs/conf.py | 18 ++++++++++++++--- docs/gallery.rst | 26 ------------------------ docs/index.rst | 21 +++++++++----------- docs/requirements.txt | 4 ++-- examples/README.rst | 4 ++++ examples/image_plot.py | 9 --------- examples/plot_filter.py | 10 ++++++++++ examples/plot_filtergrid.py | 17 ++++++++++++++++ examples/plot_image.py | 12 ++++++++++++ examples/plot_image_hist.py | 10 ++++++++++ examples/plot_image_robust.py | 15 ++++++++++++++ noxfile.py | 2 +- poetry.lock | 37 +++++++++++++++-------------------- pyproject.toml | 2 +- 16 files changed, 115 insertions(+), 76 deletions(-) delete mode 100644 docs/gallery.rst create mode 100644 examples/README.rst delete mode 100644 examples/image_plot.py create mode 100644 examples/plot_filter.py create mode 100644 examples/plot_filtergrid.py create mode 100644 examples/plot_image.py create mode 100644 examples/plot_image_hist.py create mode 100644 examples/plot_image_robust.py diff --git a/README.md b/README.md index d005f8d6..4aef84d5 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,7 @@ [![Codecov](https://codecov.io/gh/SarthakJariwala/seaborn-image/branch/master/graph/badge.svg)](https://codecov.io/gh/SarthakJariwala/seaborn-image) [![PyPI](https://img.shields.io/pypi/v/seaborn-image.svg)](https://pypi.org/project/seaborn-image/) [![Documentation Status](https://readthedocs.org/projects/seaborn-image/badge/?version=latest)](https://seaborn-image.readthedocs.io/en/latest/?badge=latest) +[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
diff --git a/docs/Makefile b/docs/Makefile index 36a06da7..621c3510 100644 --- a/docs/Makefile +++ b/docs/Makefile @@ -51,7 +51,8 @@ help: @echo " doctest to run all doctests embedded in the documentation (if enabled)" clean: - rm -rf $(BUILDDIR)/* $(AUTODOCDIR) + rm -rf $(BUILDDIR)/* + rm -rf auto_examples/ $(AUTODOCDIR): $(MODULEDIR) mkdir -p $@ diff --git a/docs/conf.py b/docs/conf.py index 7345d211..f21c506a 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -8,17 +8,29 @@ extensions = [ "sphinx.ext.autodoc", "sphinx.ext.napoleon", - "sphinxcontrib.images", + "sphinx_gallery.gen_gallery", "matplotlib.sphinxext.plot_directive", ] html_static_path = ["_static"] - +# for matplotlib plot-directive plot_include_source = True plot_formats = [("png", 90)] plot_html_show_formats = False plot_html_show_source_link = False +# sphinx-gallery +sphinx_gallery_conf = { + "examples_dirs": "../examples", # path to your example scripts + "gallery_dirs": "auto_examples", # path to where to save gallery generated output + "image_scrapers": ("matplotlib"), # collect images created + "capture_repr": (), + "download_all_examples": False, + "line_numbers": False, + "show_memory": False, + "thumbnail_size": (500, 500), +} + # Add any paths that contain templates here, relative to this directory. templates_path = ["_templates"] @@ -76,7 +88,7 @@ "navbar_links": [ ("Quickstart", "quickstart"), ("How-to?", "how_to"), - ("Gallery", "gallery"), + ("Gallery", "auto_examples/index"), ("Releases", "https://github.com/SarthakJariwala/seaborn-image/releases", True), ("Reference", "reference"), ], diff --git a/docs/gallery.rst b/docs/gallery.rst deleted file mode 100644 index 719b2ecd..00000000 --- a/docs/gallery.rst +++ /dev/null @@ -1,26 +0,0 @@ -Gallery -======= - -.. thumbnail:: ../examples/image_5.png - :width: 300px - :height: 200px - - -.. thumbnail:: ../examples/image_1.png - :width: 240px - :height: 200px - - -.. thumbnail:: ../examples/image_0.png - :width: 240px - :height: 200px - - -.. thumbnail:: ../examples/image_3.png - :width: 450px - :height: 200px - - -.. thumbnail:: ../examples/image_4.png - :width: 200px - :height: 200px diff --git a/docs/index.rst b/docs/index.rst index 26eb6d41..e4b083c1 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -2,19 +2,16 @@ seaborn-image: image data visualization ======================================= -.. list-table:: +|img1| |img2| |img3| - * - .. image:: ../examples/image_1.png - :width: 150px - :height: 140px +.. |img1| image:: /auto_examples/images/thumb/sphx_glr_plot_image_hist_thumb.png + :width: 30% - .. image:: ../examples/image_5.png - :width: 200px - :height: 140px +.. |img2| image:: /auto_examples/images/thumb/sphx_glr_plot_filtergrid_thumb.png + :width: 30% - .. image:: ../examples/image_4.png - :width: 140px - :height: 140px +.. |img3| image:: /auto_examples/images/thumb/sphx_glr_plot_image_robust_thumb.png + :width: 30% Description @@ -27,7 +24,7 @@ The aim of seaborn-image is to provide a high-level API to **process and plot at **and effectively**. To get started with ``seaborn_image``, check out the :doc:`quickstart page `. -To view example images, check out the :doc:`gallery page `. +To view example images, check out the :doc:`gallery page `. For specific how-to questions, refer to the :doc:`how-to page `. Check out the source code on `github `_. @@ -84,7 +81,7 @@ Contents Quickstart How-to? - Gallery + Gallery License Authors Changelog diff --git a/docs/requirements.txt b/docs/requirements.txt index 114b849f..ab0fd7d8 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -1,3 +1,3 @@ -sphinx==2.3.1 +sphinx==3.2.1 +sphinx-gallery==0.8.0 sphinx_bootstrap_theme==0.7.1 -sphinxcontrib-images==0.9.2 diff --git a/examples/README.rst b/examples/README.rst new file mode 100644 index 00000000..23aa4ea7 --- /dev/null +++ b/examples/README.rst @@ -0,0 +1,4 @@ +Example gallery +=============== + +Seaborn-image example gallery diff --git a/examples/image_plot.py b/examples/image_plot.py deleted file mode 100644 index 845844df..00000000 --- a/examples/image_plot.py +++ /dev/null @@ -1,9 +0,0 @@ -import numpy as np - -import seaborn_image as isns - -# Load data -data = np.loadtxt("../data/PolymerImage.txt", skiprows=1) * 1e9 - -# Plot -isns.imgplot(data, dx=4 / 256, units='um', cbar_label="Height (nm)") diff --git a/examples/plot_filter.py b/examples/plot_filter.py new file mode 100644 index 00000000..9c3cb07c --- /dev/null +++ b/examples/plot_filter.py @@ -0,0 +1,10 @@ +""" +Image Filter +============ +""" + +import seaborn_image as isns + +img = isns.load_image("polymer") + +_ = isns.filterplot(img, "median", size=5) diff --git a/examples/plot_filtergrid.py b/examples/plot_filtergrid.py new file mode 100644 index 00000000..f4a07f14 --- /dev/null +++ b/examples/plot_filtergrid.py @@ -0,0 +1,17 @@ +""" +FilterGrid +========== +""" + +import seaborn_image as isns + +img = isns.load_image("polymer") + +g = isns.FilterGrid( + img, + "gaussian", + row="sigma", + col="mode", + sigma=[2, 3, 4], + mode=["reflect", "nearest", "mirror"], +) diff --git a/examples/plot_image.py b/examples/plot_image.py new file mode 100644 index 00000000..d035aa65 --- /dev/null +++ b/examples/plot_image.py @@ -0,0 +1,12 @@ +""" +Image plot +========== + +""" + +import seaborn_image as isns + +img = isns.load_image("polymer") +img_scale = {"dx": 15, "units": "nm"} + +_ = isns.imgplot(img, dx=15, units="nm", despine=False) diff --git a/examples/plot_image_hist.py b/examples/plot_image_hist.py new file mode 100644 index 00000000..93f2788e --- /dev/null +++ b/examples/plot_image_hist.py @@ -0,0 +1,10 @@ +""" +Image distribution +================== + +""" +import seaborn_image as isns + +img = isns.load_image("polymer") + +_ = isns.imghist(img, cmap="ice", dx=15, units="nm") diff --git a/examples/plot_image_robust.py b/examples/plot_image_robust.py new file mode 100644 index 00000000..8e7d9101 --- /dev/null +++ b/examples/plot_image_robust.py @@ -0,0 +1,15 @@ +""" +Outlier correction +================== +""" + +import matplotlib.pyplot as plt + +import seaborn_image as isns + +img = isns.load_image("polymer outliers") + +f, axes = plt.subplots(1, 2) + +_ = isns.imgplot(img, ax=axes[0], cmap="inferno") +_ = isns.imgplot(img, ax=axes[1], robust=True, perc=(2, 99.99), cmap="inferno") diff --git a/noxfile.py b/noxfile.py index fee79a20..ec9b3ce6 100644 --- a/noxfile.py +++ b/noxfile.py @@ -4,7 +4,7 @@ import nox -locations = "src", "tests", "noxfile.py", "docs/conf.py" +locations = "src", "tests", "noxfile.py", "docs/conf.py", "examples" nox.options.sessions = "safety", "tests", "xdoctest" diff --git a/poetry.lock b/poetry.lock index a9790fd9..f270e95b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -128,7 +128,7 @@ requests = ">=2.7.9" [[package]] category = "dev" description = "Cross-platform colored terminal text." -marker = "sys_platform == \"win32\" or platform_system == \"Windows\" or python_version >= \"3.0\" and sys_platform == \"win32\"" +marker = "sys_platform == \"win32\" or platform_system == \"Windows\"" name = "colorama" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" @@ -808,6 +808,17 @@ version = "0.7.1" [package.dependencies] setuptools = "*" +[[package]] +category = "dev" +description = "A Sphinx extension that builds an HTML version of any Python script and puts it into an examples gallery." +name = "sphinx-gallery" +optional = false +python-versions = ">=3.5" +version = "0.8.0" + +[package.dependencies] +sphinx = ">=1.8.3" + [[package]] category = "dev" description = "sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books" @@ -844,21 +855,6 @@ version = "1.0.3" lint = ["flake8", "mypy", "docutils-stubs"] test = ["pytest", "html5lib"] -[[package]] -category = "dev" -description = "Sphinx extension for thumbnails" -name = "sphinxcontrib-images" -optional = false -python-versions = "*" -version = "0.9.2" - -[package.dependencies] -requests = ">2.2,<3" - -[package.dependencies.sphinx] -python = ">=3.0" -version = ">=2.0" - [[package]] category = "dev" description = "A sphinx extension which renders display math in HTML via JavaScript" @@ -990,7 +986,7 @@ docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"] testing = ["jaraco.itertools", "func-timeout"] [metadata] -content-hash = "280366d108fcf4931daac4a77aeac213a9a3f3868c788abf61a7e125dea3b8f4" +content-hash = "835e1088c93eeda8e1e8c613b092d99e1531d193491f2d7b5f4a7a7091e655ec" python-versions = "^3.6" [metadata.files] @@ -1493,6 +1489,9 @@ sphinx = [ sphinx-bootstrap-theme = [ {file = "sphinx-bootstrap-theme-0.7.1.tar.gz", hash = "sha256:571e43ccb76d4c6c06576aa24a826b6ebc7adac45a5b54985200128806279d08"}, ] +sphinx-gallery = [ + {file = "sphinx-gallery-0.8.0.tar.gz", hash = "sha256:4b33e785a377d79779c355d0159ce0134442eb45d4d8fc1f5d081d237889e5b9"}, +] sphinxcontrib-applehelp = [ {file = "sphinxcontrib-applehelp-1.0.2.tar.gz", hash = "sha256:a072735ec80e7675e3f432fcae8610ecf509c5f1869d17e2eecff44389cdbc58"}, {file = "sphinxcontrib_applehelp-1.0.2-py2.py3-none-any.whl", hash = "sha256:806111e5e962be97c29ec4c1e7fe277bfd19e9652fb1a4392105b43e01af885a"}, @@ -1505,10 +1504,6 @@ sphinxcontrib-htmlhelp = [ {file = "sphinxcontrib-htmlhelp-1.0.3.tar.gz", hash = "sha256:e8f5bb7e31b2dbb25b9cc435c8ab7a79787ebf7f906155729338f3156d93659b"}, {file = "sphinxcontrib_htmlhelp-1.0.3-py2.py3-none-any.whl", hash = "sha256:3c0bc24a2c41e340ac37c85ced6dafc879ab485c095b1d65d2461ac2f7cca86f"}, ] -sphinxcontrib-images = [ - {file = "sphinxcontrib-images-0.9.2.tar.gz", hash = "sha256:f0d5d720b69789c83bf1e6925093b32ab4cd6f925d24ecded56109fc0d0eb174"}, - {file = "sphinxcontrib_images-0.9.2-py2.py3-none-any.whl", hash = "sha256:db8d1b9cec0b71ba59ce1919d199a7d121bb7b916e96fb883c4f97b3f6bc6241"}, -] sphinxcontrib-jsmath = [ {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"}, {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"}, diff --git a/pyproject.toml b/pyproject.toml index f4b71f79..eb89e04c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -33,8 +33,8 @@ flake8-docstrings = "^1.5.0" sphinx = "^3.2.1" codecov = "^2.1.8" sphinx_bootstrap_theme = "^0.7.1" -sphinxcontrib-images = "^0.9.2" xdoctest = "^0.14.0" +sphinx-gallery = "^0.8.0" [build-system] requires = ["poetry>=0.12"] From d50de80f78fcfe3c83b467c331cdbb2684f64bc5 Mon Sep 17 00:00:00 2001 From: Sarthak Jariwala Date: Sun, 6 Sep 2020 14:18:17 -0700 Subject: [PATCH 2/4] change gallery examples, index images, despine in imghist --- .gitignore | 1 + docs/index.rst | 23 +++++++++++++++++------ examples/plot_fft.py | 10 ++++++++++ examples/plot_filter.py | 2 +- examples/plot_filtergrid.py | 2 ++ examples/plot_image_hist.py | 2 +- examples/plot_image_robust.py | 6 ++++-- src/seaborn_image/_filters.py | 2 ++ src/seaborn_image/_general.py | 4 ++-- 9 files changed, 40 insertions(+), 12 deletions(-) create mode 100644 examples/plot_fft.py diff --git a/.gitignore b/.gitignore index 2cd3510b..9a1e5311 100644 --- a/.gitignore +++ b/.gitignore @@ -44,6 +44,7 @@ sdist/* docs/api/* docs/_rst/* docs/_build/* +docs/auto_examples/* cover/* MANIFEST diff --git a/docs/index.rst b/docs/index.rst index e4b083c1..6410e792 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -2,16 +2,27 @@ seaborn-image: image data visualization ======================================= -|img1| |img2| |img3| +|img1| |img2| |img3| |img4| .. |img1| image:: /auto_examples/images/thumb/sphx_glr_plot_image_hist_thumb.png - :width: 30% + :width: 190px + :height: 180px -.. |img2| image:: /auto_examples/images/thumb/sphx_glr_plot_filtergrid_thumb.png - :width: 30% +.. |img2| image:: /auto_examples/images/thumb/sphx_glr_plot_filter_thumb.png + :width: 140px + :height: 140px -.. |img3| image:: /auto_examples/images/thumb/sphx_glr_plot_image_robust_thumb.png - :width: 30% +.. |img3| image:: /auto_examples/images/thumb/sphx_glr_plot_fft_thumb.png + :width: 120px + :height: 120px + +.. |img4| image:: /auto_examples/images/thumb/sphx_glr_plot_filtergrid_thumb.png + :width: 140px + :height: 140px + +.. .. |img5| image:: /auto_examples/images/thumb/sphx_glr_plot_image_robust_thumb.png +.. :width: 200px +.. :height: 200px Description diff --git a/examples/plot_fft.py b/examples/plot_fft.py new file mode 100644 index 00000000..b359c7b2 --- /dev/null +++ b/examples/plot_fft.py @@ -0,0 +1,10 @@ +""" +Fast Fourier Transform +====================== +""" + +import seaborn_image as isns + +img = isns.load_image("polymer") + +_ = isns.fftplot(img, cmap="viridis", cbar=False, despine=False) diff --git a/examples/plot_filter.py b/examples/plot_filter.py index 9c3cb07c..2707ccf8 100644 --- a/examples/plot_filter.py +++ b/examples/plot_filter.py @@ -7,4 +7,4 @@ img = isns.load_image("polymer") -_ = isns.filterplot(img, "median", size=5) +_ = isns.filterplot(img, "median", size=5, cmap="ice", despine=False) diff --git a/examples/plot_filtergrid.py b/examples/plot_filtergrid.py index f4a07f14..f9146301 100644 --- a/examples/plot_filtergrid.py +++ b/examples/plot_filtergrid.py @@ -14,4 +14,6 @@ col="mode", sigma=[2, 3, 4], mode=["reflect", "nearest", "mirror"], + despine=False, + cmap="magma", ) diff --git a/examples/plot_image_hist.py b/examples/plot_image_hist.py index 93f2788e..d0750536 100644 --- a/examples/plot_image_hist.py +++ b/examples/plot_image_hist.py @@ -7,4 +7,4 @@ img = isns.load_image("polymer") -_ = isns.imghist(img, cmap="ice", dx=15, units="nm") +_ = isns.imghist(img, cmap="YlGnBu_r", dx=15, units="nm", despine=False) diff --git a/examples/plot_image_robust.py b/examples/plot_image_robust.py index 8e7d9101..4a169479 100644 --- a/examples/plot_image_robust.py +++ b/examples/plot_image_robust.py @@ -11,5 +11,7 @@ f, axes = plt.subplots(1, 2) -_ = isns.imgplot(img, ax=axes[0], cmap="inferno") -_ = isns.imgplot(img, ax=axes[1], robust=True, perc=(2, 99.99), cmap="inferno") +_ = isns.imgplot(img, ax=axes[0], cmap="inferno", despine=False) +_ = isns.imgplot( + img, ax=axes[1], robust=True, perc=(2, 99.99), cmap="inferno", despine=False +) diff --git a/src/seaborn_image/_filters.py b/src/seaborn_image/_filters.py index 69d3b7c2..17bdecfb 100644 --- a/src/seaborn_image/_filters.py +++ b/src/seaborn_image/_filters.py @@ -236,6 +236,7 @@ def fftplot( cbar_label=None, cbar_ticks=None, showticks=False, + despine=False, ): if cmap is None: @@ -257,6 +258,7 @@ def fftplot( cbar_ticks=cbar_ticks, showticks=showticks, describe=False, + despine=despine, ) return ax, cax diff --git a/src/seaborn_image/_general.py b/src/seaborn_image/_general.py index 7c7dadea..650053c1 100644 --- a/src/seaborn_image/_general.py +++ b/src/seaborn_image/_general.py @@ -476,8 +476,8 @@ def imghist( ax2.get_xaxis().set_visible(False) ax2.get_yaxis().set_visible(False) - if despine: - ax2.set_frame_on(False) + # if despine: + ax2.set_frame_on(False) if cmap is None: cm = get_cmap() From 849711b2f3ee54b21601a873185a55a5e6ec5d52 Mon Sep 17 00:00:00 2001 From: Sarthak Jariwala Date: Sun, 6 Sep 2020 14:34:12 -0700 Subject: [PATCH 3/4] update readme with new images --- README.md | 80 +++------------------- examples/image_0.png | Bin 133128 -> 0 bytes examples/image_1.png | Bin 123055 -> 0 bytes examples/image_2.png | Bin 2373960 -> 0 bytes examples/image_3.png | Bin 218286 -> 0 bytes examples/image_4.png | Bin 741585 -> 0 bytes examples/image_5.png | Bin 249363 -> 0 bytes images/sphx_glr_plot_fft_001.png | Bin 0 -> 202248 bytes images/sphx_glr_plot_filter_001.png | Bin 0 -> 177556 bytes images/sphx_glr_plot_filtergrid_001.png | Bin 0 -> 680432 bytes images/sphx_glr_plot_image_001.png | Bin 0 -> 192757 bytes images/sphx_glr_plot_image_hist_001.png | Bin 0 -> 229013 bytes images/sphx_glr_plot_image_robust_001.png | Bin 0 -> 325738 bytes 13 files changed, 9 insertions(+), 71 deletions(-) delete mode 100644 examples/image_0.png delete mode 100644 examples/image_1.png delete mode 100644 examples/image_2.png delete mode 100644 examples/image_3.png delete mode 100644 examples/image_4.png delete mode 100644 examples/image_5.png create mode 100644 images/sphx_glr_plot_fft_001.png create mode 100644 images/sphx_glr_plot_filter_001.png create mode 100644 images/sphx_glr_plot_filtergrid_001.png create mode 100644 images/sphx_glr_plot_image_001.png create mode 100644 images/sphx_glr_plot_image_hist_001.png create mode 100644 images/sphx_glr_plot_image_robust_001.png diff --git a/README.md b/README.md index 4aef84d5..01e498fb 100644 --- a/README.md +++ b/README.md @@ -6,50 +6,40 @@ [![Documentation Status](https://readthedocs.org/projects/seaborn-image/badge/?version=latest)](https://seaborn-image.readthedocs.io/en/latest/?badge=latest) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) + - - -
- - - - - -
Seaborn-like image data visualization using matplotlib, scikit-image and scipy. ## Description -Seaborn-image is a seaborn like python **image** visualization and processing library +Seaborn-image is a seaborn-like python **image** visualization and processing library based on matplotlib, scipy and scikit-image. -The aim of seaborn-image is to provide a high-level API to **process and plot attractive images quickly and effectively**. +The aim of `seaborn-image` is to provide a high-level API to **process and plot attractive images quickly and effectively**. ## Documentation -Check out the docs [here](https://seaborn-image.readthedocs.io/) +Check out the docs [here](https://seaborn-image.readthedocs.io/). ## Installation @@ -59,57 +49,5 @@ pip install seaborn-image ``` ## Usage -### Simple usage - -```python - -import seaborn_image as isns - -"""Plot image""" -isns.imgplot(data) - -"""Plot image with scalebar""" -isns.imgplot(data, dx=0.01, units="um") - -"""Add colorbar label""" -isns.imgplot(data, dx=0.01, units="um", cbar_label="Height (nm)") -``` - - - - -### Plot image with a histogram - -```python -import seaborn_image as isns - -isns.imghist(data, dx=150, units="nm", cbar_label="Height (nm)", cmap="ice") -``` - - - - - -### Set context like seaborn - -```python - -import seaborn_image as isns - -isns.set_context("notebook") # Other options include paper, talk, presentation, poster -``` - -### Apply image filters (from scipy and skimage) and plot - -```python - -import seaborn_image as isns - -isns.filterplot(data, filter="gaussian", sigma=5, cbar_label="Height (nm)") -``` - - - - -Check out the more information [here](https://seaborn-image.readthedocs.io/) +Check out the [quickstart guide](https://seaborn-image.readthedocs.io/en/latest/quickstart.html) and [examples](https://seaborn-image.readthedocs.io/gallery/index.html). diff --git a/examples/image_0.png b/examples/image_0.png deleted file mode 100644 index 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zc`N1MnwHXU5IAHMa-2xS%lSHowy;}hvaRbqD8FXgqnMnDgTU}d+9^AU6B)!{JxYIS zbv|m!QYfN>jBA6}JJ*ju;>YQDauygkEv#Q?d6uv;BAr;FCcbcDyWf)9JsJTWtjPxN zmAaTizJEc!&}IeG$L7)778*n;3I6&Csv?19h6?`03jf_J*Wl2o{d{?5LRsRcw2< @@ -50,4 +54,4 @@ pip install seaborn-image ## Usage -Check out the [quickstart guide](https://seaborn-image.readthedocs.io/en/latest/quickstart.html) and [examples](https://seaborn-image.readthedocs.io/gallery/index.html). +Check out the [quickstart guide](https://seaborn-image.readthedocs.io/en/latest/quickstart.html) and [examples](https://seaborn-image.readthedocs.io/auto_examples/index.html).

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zj{*Jv+-7>H`uO;?S>Em$mT3CI=c^DCIZ|obOuQenFj)R~ctm$$Wa5E`9j6oOC9Q!- zx4%m`#zC0mMMCz^D|n||MB%b`m$2=%wE%b(;;+*JYbvO$73b+cFG$oTBh5MA(#n*J{y50Se?3DGsf^#zHxwp)vGVsI5Pgem zUqjy^4b55D7~(1Z@tpU-!&&ZKi@}%cQ7fyf7D$Yf#7TKfpW=I#`~NuKLwbFj5W0MT zK=`a-gs8!7FEkWs1pYa-C%m5slkxaFG=|?8{qyJp&cD`(pHa-}pLe;(_OFHM311G! z`sbzTU;gV0xkuvpUn~Fa)qmwj{{Kz?-`Dhx;5Nj!0904>=I_#~DrqW$U%mVIzW}y# BQFQ Date: Sun, 6 Sep 2020 14:45:07 -0700 Subject: [PATCH 4/4] add links to example gallery --- README.md | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 01e498fb..1ebdb7be 100644 --- a/README.md +++ b/README.md @@ -9,22 +9,26 @@

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