From 5cddc6c32c312c12bc1b3754461787919a431a8c Mon Sep 17 00:00:00 2001
From: daniel-rijsketic <daniel.rijsketic@gmail.com>
Date: Thu, 13 Jun 2024 10:42:54 -0600
Subject: [PATCH] Updated README.md to better match index.rst. Also, updated
 link to atlas images

---
 README.md                                     | 132 ++++++++++++------
 .../docs/_build/doctrees/environment.pickle   | Bin 5365749 -> 5367268 bytes
 unravel/docs/_build/doctrees/index.doctree    | Bin 38678 -> 39882 bytes
 .../docs/_build/doctrees/installation.doctree | Bin 23201 -> 23195 bytes
 .../docs/_build/html/_sources/index.rst.txt   |  14 +-
 .../_build/html/_sources/installation.md.txt  |   2 +-
 unravel/docs/_build/html/index.html           |  13 +-
 unravel/docs/_build/html/installation.html    |   2 +-
 unravel/docs/_build/html/searchindex.js       |   2 +-
 unravel/docs/index.rst                        |  14 +-
 unravel/docs/installation.md                  |   2 +-
 11 files changed, 115 insertions(+), 66 deletions(-)

diff --git a/README.md b/README.md
index 2232de1a..db7a9fb5 100644
--- a/README.md
+++ b/README.md
@@ -1,42 +1,90 @@
-![Alt text](_other/images/UNRAVEL_logo.png)
-
-## UNRAVEL is a command line tool for:
-* Voxel-wise analysis of fluorescent signals (e.g., c-Fos immunofluorescence) across the mouse brains in atlas space
-* Validation of hot/cold spots via cell/label density quantification at cellular resolution
-
-## Publications: 
-* UNRAVELing the synergistic effects of psilocybin and environment on brain-wide immediate early gene expression in mice 
-    * [Neuropsychopharmacology](https://www.nature.com/articles/s41386-023-01613-4)
-
-## IF/iDISCO+/LSFM guide: 
-[Heifets lab guide to immunofluorescence staining, iDISCO+, & lightsheet fluorescence microscopy](https://docs.google.com/document/d/16yowBhiBQWz8_VX2t9Rf6Xo3Ub4YPYD6qeJP6vJo6P4/edit?usp=sharing)
-
-## UNRAVEL guide: 
-* Example workflow for region-wise and voxel-wise c-Fos+ cell densities:
-    * prep_reg.py (To see help, run: prep_reg.py -h)
-    * copy_tifs.py
-    * brain_mask.py
-    * reg.py
-    * check_reg.py
-    * regional_cell_densities.py
-    * regional_cell_densities_summary.py
-    * prep_vstats.py
-    * z-score.py
-    * aggregate_files_from_sample_dirs.py
-    * whole_to_LR_avg.py
-    * vstats.py
-    * fdr_range.py
-    * fdr.py
-    * recursively_mirror_rev_cluster_indices.py
-    * ilastik_pixel_classification.py
-    * validate_clusters.py
-    * valid_clusters_summary.py
-
-\
-Please send questions/suggestions to:
-* Daniel Ryskamp Rijsketic (danrijs@stanford.edu)
-* Austen Casey (abcasey@stanford.edu)
-* Boris Heifets (bheifets@stanford.edu)
-
-\
-For command line interface help, please review [Unix tutorials](https://andysbrainbook.readthedocs.io/en/latest/index.html)
\ No newline at end of file
+[![UNRAVEL Logo](https://b-heifets.github.io/UNRAVEL/_static/UNRAVEL_logo.png)](https://b-heifets.github.io/UNRAVEL/)
+
+
+<style>
+    video {
+        border: none;
+        outline: none;
+    }
+</style>
+
+<div style="display: flex; justify-content: space-between;">
+    <div style="flex: 1; margin-right: 10px;">
+        <a href="https://www.nature.com/articles/s41386-023-01613-4" target="_blank">
+            <video width="100%" autoplay muted playsinline>
+                <source src="https://b-heifets.github.io/UNRAVEL/_static/psilocybin_up_valid_clusters.mp4" type="video/mp4">
+                Your browser does not support the video tag.
+            </video>
+        </a>
+    </div>
+    <div style="flex: 1; margin-left: 10px;">
+        <a href="https://www.nature.com/articles/s41386-023-01613-4" target="_blank">
+            <video width="100%" autoplay muted playsinline>
+                <source src="https://b-heifets.github.io/UNRAVEL/_static/psilocybin_up_sunburst.mp4" type="video/mp4">
+                Your browser does not support the video tag.
+            </video>
+        </a>
+    </div>
+</div>
+
+### UN-biased high-Resolution Analysis and Validation of Ensembles using Light sheet images
+* UNRAVEL is a [Python](https://www.python.org/) package & command line tool for the analysis of brain-wide imaging data, automating: 
+    * Registration of brain-wide images to a common atlas space
+    * Quantification of cell/label densities across the brain
+    * Voxel-wise analysis of fluorescent signals and cluster correction
+    * Validation of hot/cold spots via cell/label density quantification at cellular resolution
+* [UNRAVEL GitHub repository](https://github.com/b-heifets/UNRAVEL/tree/dev)
+* [Initial UNRAVEL publication](https://www.nature.com/articles/s41386-023-01613-4)
+* UNRAVEL was developed by [the Heifets lab](https://heifetslab.stanford.edu/) and [TensorAnalytics](https://sites.google.com/view/tensoranalytics/home?authuser=0)
+* Additional support was provided by [the Shamloo lab](https://med.stanford.edu/neurosurgery/research/shamloo.html)
+
+
+![Heifets Lab](https://b-heifets.github.io/UNRAVEL/_static/Heifets_lab_logo.png)
+
+---
+
+### *Please see [UNRAVEL documentation](https://b-heifets.github.io/UNRAVEL/) for guides on [installation](https://b-heifets.github.io/UNRAVEL/installation.html) and [anaysis](https://b-heifets.github.io/UNRAVEL/guide.html)*
+
+---
+
+### UNRAVEL visualizer
+* [UNRAVEL visualizer](https://heifetslab-unravel.org/) is a web-based tool for visualizing and exploring 3D maps output from UNRAVEL
+* [UNRAVEL visualizer GitHub repo](https://github.com/MetaCell/cfos-visualizer/)
+* Developed by [MetaCell](https://metacell.us/) with support from the [Heifets lab](https://heifetslab.stanford.edu/)
+
+![UNRAVEL visualizer](https://b-heifets.github.io/UNRAVEL/_static/UNRAVEL_visualizer.png)
+
+### Contact us
+If you have any questions, suggestions, or are interested in collaborations and contributions, please reach out to us. 
+
+### Developers
+* **Daniel Ryskamp Rijsketic** (lead developer and maintainer) - [danrijs@stanford.edu](mailto:danrijs@stanford.edu)
+* **Austen Casey** (developer) - [abcasey@stanford.edu](mailto:abcasey@stanford.edu)
+* **MetaCell** (UNRAVEL visualizer developers) - [info@metacell.us](mailto:info@metacell.us)
+* **Boris Heifets** (PI) - [bheifets@stanford.edu](mailto:bheifets@stanford.edu)
+
+### Additional contributions from
+* **Mehrdad Shamloo** (PI) - [shamloo@stanford.edu](mailto:shamloo@stanford.edu)
+* **Daniel Barbosa** (early contributer and guidance) - [Dbarbosa@pennmedicine.upenn.edu](mailto:Dbarbosa@pennmedicine.upenn.edu)
+* **Wesley Zhao** (guidance) - [weszhao@stanford.edu](mailto:weszhao@stanford.edu)
+* **Nick Gregory** (guidance) - [ngregory@stanford.edu](mailto:ngregory@stanford.edu)
+
+### Main dependencies
+* [Allen Institute for Brain Science](https://portal.brain-map.org/)
+* [FSL](https://fsl.fmrib.ox.ac.uk/fsl/fslwiki)
+* [fslpy](https://git.fmrib.ox.ac.uk/fsl/fslpy)
+* [ANTsPy](https://github.com/ANTsX/ANTsPy)
+* [Ilastik](https://www.ilastik.org/)
+* [nibabel](https://nipy.org/nibabel/)
+* [numpy](https://numpy.org/)
+* [scipy](https://www.scipy.org/)
+* [pandas](https://pandas.pydata.org/)
+* [cc3d](https://pypi.org/project/connected-components-3d/)
+* Registration and warping workflows were inspired by [MIRACL](https://miracl.readthedocs.io/en/latest/)
+* We adapted [LSFM/iDISCO+ atlases](https://pubmed.ncbi.nlm.nih.gov/33063286/) from [Gubra](https://www.gubra.dk/cro-services/3d-imaging/)
+
+### Support is welcome for
+* Analysis of new datasets
+* Development of new features
+* Maintenance of the codebase
+* Guidance of new users
\ No newline at end of file
diff --git a/unravel/docs/_build/doctrees/environment.pickle b/unravel/docs/_build/doctrees/environment.pickle
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diff --git a/unravel/docs/_build/html/_sources/index.rst.txt b/unravel/docs/_build/html/_sources/index.rst.txt
index f19df2c6..7b470ed1 100644
--- a/unravel/docs/_build/html/_sources/index.rst.txt
+++ b/unravel/docs/_build/html/_sources/index.rst.txt
@@ -107,16 +107,16 @@ Developers
 * **Boris Heifets** (PI) - `bheifets@stanford.edu <mailto:bheifets@stanford.edu>`_
 
 
-Additional contributions from:
-------------------------------
+Additional contributions from
+-----------------------------
 * **Mehrdad Shamloo** (PI) - `shamloo@stanford.edu <mailto:shamloo@stanford.edu>`_
 * **Daniel Barbosa** (early contributer and guidance) - `Dbarbosa@pennmedicine.upenn.edu <mailto:Dbarbosa@pennmedicine.upenn.edu>`_
 * **Wesley Zhao** (guidance) - `weszhao@stanford.edu <mailto:weszhao@stanford.edu>`_
 * **Nick Gregory** (guidance) - `ngregory@stanford.edu <mailto:ngregory@stanford.edu>`_
 
 
-Main dependencies:
-------------------------------------------------
+Main dependencies
+-----------------
 * `Allen Institute for Brain Science <https://portal.brain-map.org/>`_
 * `FSL <https://fsl.fmrib.ox.ac.uk/fsl/fslwiki>`_
 * `fslpy <https://git.fmrib.ox.ac.uk/fsl/fslpy>`_
@@ -128,10 +128,10 @@ Main dependencies:
 * `pandas <https://pandas.pydata.org/>`_
 * `cc3d <https://pypi.org/project/connected-components-3d/>`_
 * Registration and warping workflows were inspired by `MIRACL <https://miracl.readthedocs.io/en/latest/>`_
+* We adapted `LSFM/iDISCO+ atlases <https://pubmed.ncbi.nlm.nih.gov/33063286/>`_ from `Gubra <https://www.gubra.dk/cro-services/3d-imaging/>`_
 
-
-Support is welcome for:
------------------------
+Support is welcome for
+----------------------
 * Analysis of new datasets
 * Development of new features
 * Maintenance of the codebase
diff --git a/unravel/docs/_build/html/_sources/installation.md.txt b/unravel/docs/_build/html/_sources/installation.md.txt
index 36657c6b..3c87015c 100644
--- a/unravel/docs/_build/html/_sources/installation.md.txt
+++ b/unravel/docs/_build/html/_sources/installation.md.txt
@@ -86,7 +86,7 @@ Add support for conda
 ```
 
 8. **Download atlas/template files and locate them in `./atlas/`:**
-    [Google Drive Link](https://drive.google.com/drive/folders/1WE0mCJNT6IcqccMxuxUyog5-mYXM8q06?usp=share_link)
+    [Google Drive Link](https://drive.google.com/drive/folders/1iZjQlPc2kPagnVsjWEFFObLlkSc2yRf9?usp=sharing)
 
 9. **Install Ilastik:**
     - Download the Ilastik installer from the [Ilastik website](https://www.ilastik.org/download.html).
diff --git a/unravel/docs/_build/html/index.html b/unravel/docs/_build/html/index.html
index c238bc7b..f198fc3b 100644
--- a/unravel/docs/_build/html/index.html
+++ b/unravel/docs/_build/html/index.html
@@ -410,7 +410,7 @@ <h2>Developers<a class="headerlink" href="#developers" title="Link to this headi
 </ul>
 </section>
 <section id="additional-contributions-from">
-<h2>Additional contributions from:<a class="headerlink" href="#additional-contributions-from" title="Link to this heading">#</a></h2>
+<h2>Additional contributions from<a class="headerlink" href="#additional-contributions-from" title="Link to this heading">#</a></h2>
 <ul class="simple">
 <li><p><strong>Mehrdad Shamloo</strong> (PI) - <a class="reference external" href="mailto:shamloo&#37;&#52;&#48;stanford&#46;edu">shamloo<span>&#64;</span>stanford<span>&#46;</span>edu</a></p></li>
 <li><p><strong>Daniel Barbosa</strong> (early contributer and guidance) - <a class="reference external" href="mailto:Dbarbosa&#37;&#52;&#48;pennmedicine&#46;upenn&#46;edu">Dbarbosa<span>&#64;</span>pennmedicine<span>&#46;</span>upenn<span>&#46;</span>edu</a></p></li>
@@ -419,7 +419,7 @@ <h2>Additional contributions from:<a class="headerlink" href="#additional-contri
 </ul>
 </section>
 <section id="main-dependencies">
-<h2>Main dependencies:<a class="headerlink" href="#main-dependencies" title="Link to this heading">#</a></h2>
+<h2>Main dependencies<a class="headerlink" href="#main-dependencies" title="Link to this heading">#</a></h2>
 <ul class="simple">
 <li><p><a class="reference external" href="https://portal.brain-map.org/">Allen Institute for Brain Science</a></p></li>
 <li><p><a class="reference external" href="https://fsl.fmrib.ox.ac.uk/fsl/fslwiki">FSL</a></p></li>
@@ -432,10 +432,11 @@ <h2>Main dependencies:<a class="headerlink" href="#main-dependencies" title="Lin
 <li><p><a class="reference external" href="https://pandas.pydata.org/">pandas</a></p></li>
 <li><p><a class="reference external" href="https://pypi.org/project/connected-components-3d/">cc3d</a></p></li>
 <li><p>Registration and warping workflows were inspired by <a class="reference external" href="https://miracl.readthedocs.io/en/latest/">MIRACL</a></p></li>
+<li><p>We adapted <a class="reference external" href="https://pubmed.ncbi.nlm.nih.gov/33063286/">LSFM/iDISCO+ atlases</a> from <a class="reference external" href="https://www.gubra.dk/cro-services/3d-imaging/">Gubra</a></p></li>
 </ul>
 </section>
 <section id="support-is-welcome-for">
-<h2>Support is welcome for:<a class="headerlink" href="#support-is-welcome-for" title="Link to this heading">#</a></h2>
+<h2>Support is welcome for<a class="headerlink" href="#support-is-welcome-for" title="Link to this heading">#</a></h2>
 <ul class="simple">
 <li><p>Analysis of new datasets</p></li>
 <li><p>Development of new features</p></li>
@@ -693,9 +694,9 @@ <h1>Indices<a class="headerlink" href="#indices" title="Link to this heading">#<
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#unravel-visualizer">UNRAVEL visualizer</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#contact-us">Contact us</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#developers">Developers</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#additional-contributions-from">Additional contributions from:</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#main-dependencies">Main dependencies:</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#support-is-welcome-for">Support is welcome for:</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#additional-contributions-from">Additional contributions from</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#main-dependencies">Main dependencies</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#support-is-welcome-for">Support is welcome for</a></li>
 </ul>
 </li>
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#indices">Indices</a></li>
diff --git a/unravel/docs/_build/html/installation.html b/unravel/docs/_build/html/installation.html
index aaef235a..5e32f6ed 100644
--- a/unravel/docs/_build/html/installation.html
+++ b/unravel/docs/_build/html/installation.html
@@ -444,7 +444,7 @@ <h2>Installing UNRAVEL on Linux or WSL<a class="headerlink" href="#installing-un
 </div>
 <ol class="arabic" start="8">
 <li><p><strong>Download atlas/template files and locate them in <code class="docutils literal notranslate"><span class="pre">./atlas/</span></code>:</strong>
-<a class="reference external" href="https://drive.google.com/drive/folders/1WE0mCJNT6IcqccMxuxUyog5-mYXM8q06?usp=share_link">Google Drive Link</a></p></li>
+<a class="reference external" href="https://drive.google.com/drive/folders/1iZjQlPc2kPagnVsjWEFFObLlkSc2yRf9?usp=sharing">Google Drive Link</a></p></li>
 <li><p><strong>Install Ilastik:</strong></p>
 <ul>
 <li><p>Download the Ilastik installer from the <a class="reference external" href="https://www.ilastik.org/download.html">Ilastik website</a>.</p></li>
diff --git a/unravel/docs/_build/html/searchindex.js b/unravel/docs/_build/html/searchindex.js
index dd464ada..affe8f35 100644
--- a/unravel/docs/_build/html/searchindex.js
+++ b/unravel/docs/_build/html/searchindex.js
@@ -1 +1 @@
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35, 38, 41, 42, 53, 62, 64, 70, 71, 73, 85, 89, 91, 93, 95, 96, 97], "z_dim": 28, "z_map": 89, "z_re": [4, 24, 28, 29, 32, 42, 62, 70, 97], "z_score": [1, 77, 92], "z_to_p": [89, 90, 92], "z_voxel_s": [32, 42], "zarr": [0, 28, 33, 40, 44, 53, 85, 91, 96, 97], "zarr_path": 28, "zarr_to_ndarrai": [43, 44, 77], "zarr_to_nii": [1, 43, 77], "zeiss": 0, "zen": 0, "zero": [10, 41, 53, 85], "zero_origin": 41, "zetastitch": 0, "zhao": 1, "zlib1g": 2, "zmax": [24, 28, 29], "zmin": [24, 28, 29], "zoom": [29, 70, 75], "zoom_ord": [29, 70, 97], "zscore": 38, "zscore_rang": 38, "zshrc": [0, 1, 75, 93], "zshrx": 2, "zyx": [32, 42]}, "titles": ["Guide", "UN-biased high-Resolution Analysis and Validation of Ensembles using Light sheet images", "Installation", "unravel.cluster_stats.brain_model module", "unravel.cluster_stats.crop_clusters module", "unravel.cluster_stats.effect_sizes.effect_sizes module", "unravel.cluster_stats.effect_sizes.effect_sizes_by_sex__absolute module", "unravel.cluster_stats.effect_sizes.effect_sizes_by_sex__relative module", "unravel.cluster_stats.effect_sizes package", "unravel.cluster_stats.fdr module", "unravel.cluster_stats.fdr_range module", "unravel.cluster_stats.find_incongruent_clusters module", "unravel.cluster_stats.group_bilateral_data module", "unravel.cluster_stats.index module", "unravel.cluster_stats.legend module", "unravel.cluster_stats.org_data module", "unravel.cluster_stats.prism module", "unravel.cluster_stats.recursively_mirror_rev_cluster_indices module", "unravel.cluster_stats.stats module", "unravel.cluster_stats.stats_table module", "unravel.cluster_stats.sunburst module", "unravel.cluster_stats.table module", "unravel.cluster_stats package", "unravel.cluster_stats.valid_clusters_summary module", "unravel.cluster_stats.validate_clusters module", "unravel.core.argparse_utils module", "unravel.core.argparse_utils_rich module", "unravel.core.config module", "unravel.core.img_io module", "unravel.core.img_tools module", "unravel.core package", "unravel.core.utils module", "unravel.image_io.h5_to_tifs module", "unravel.image_io.img_io module", "unravel.image_io.img_to_npy module", "unravel.image_io.metadata module", "unravel.image_io.nii_hd module", "unravel.image_io.nii_info module", "unravel.image_io.nii_io module", "unravel.image_io.nii_to_tifs module", "unravel.image_io.nii_to_zarr module", "unravel.image_io.reorient_nii module", "unravel.image_io.tif_to_tifs module", "unravel.image_io package", "unravel.image_io.zarr_to_nii module", "unravel.image_tools.atlas.relabel_nii module", "unravel.image_tools.atlas package", "unravel.image_tools.atlas.wireframe module", "unravel.image_tools.avg module", "unravel.image_tools.bbox module", "unravel.image_tools.extend_image module", "unravel.image_tools.max module", "unravel.image_tools.pad_img module", "unravel.image_tools.spatial_averaging module", "unravel.image_tools.tif_DoG module", "unravel.image_tools.tif_rb module", "unravel.image_tools package", "unravel.image_tools.transpose_axes module", "unravel.image_tools.uniq_intensities module", "unravel.region_stats.regional_IF_mean_intensities module", "unravel.region_stats.regional_IF_mean_intensities_in_segmented_voxels module", "unravel.region_stats.regional_IF_mean_intensities_summary module", "unravel.region_stats.regional_cell_densities module", "unravel.region_stats.regional_cell_densities_summary module", "unravel.region_stats.regional_counts module", "unravel.region_stats.regional_volumes module", "unravel.region_stats package", "unravel.register.ANTsPy_affine_initializer module", "unravel.register.check_brain_mask module", "unravel.register.check_reg module", "unravel.register.prep_reg module", "unravel.register.reg module", "unravel.register package", "unravel.segment.brain_mask module", "unravel.segment.copy_tifs module", "unravel.segment.ilastik_pixel_classification module", "unravel.segment package", "unravel package", "unravel.utilities.aggregate_files_from_sample_dirs module", "unravel.utilities.aggregate_files_w_recursive_search module", "unravel.utilities.clean_tif_dirs module", "unravel.utilities.prepend_conditions module", "unravel.utilities.rename module", "unravel.utilities package", "unravel.utilities.toggle_samples module", "unravel.voxel_stats.apply_mask module", "unravel.voxel_stats.hemi_to_LR_avg module", "unravel.voxel_stats.mirror module", "unravel.voxel_stats.other.IF_outliers module", "unravel.voxel_stats.other.r_to_p module", "unravel.voxel_stats.other package", "unravel.voxel_stats.prep_vstats module", "unravel.voxel_stats package", "unravel.voxel_stats.vstats module", "unravel.voxel_stats.whole_to_LR_avg module", "unravel.voxel_stats.z_score module", "unravel.warp.to_atlas module", "unravel.warp.to_native module", "unravel.warp package", "unravel.warp.warp module"], "titleterms": {"3": 0, "If": 0, "across": 0, "add": 0, "addit": 1, "after": 0, "agg_files_from_dir": 0, "aggregate_files_from_sample_dir": 78, "aggregate_files_w_recursive_search": 79, "all": 0, "allen": 0, "an": 0, "analysi": [0, 1], "antspy_affine_initi": 67, "apply_mask": 85, "argparse_util": 25, "argparse_utils_rich": 26, "atla": [0, 45, 46, 47], "automat": 0, "avg": [0, 48], "back": 0, "background": 0, "bashrc": 2, "batch": 0, "bbox": 49, "bias": 1, "brain": 0, "brain_mask": [0, 73], "brain_model": 3, "can": 0, "check_brain_mask": 68, "check_reg": [0, 69], "clean": 0, "clean_tif": 0, "clean_tif_dir": 80, "cluster": 0, "cluster_stat": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24], "code": 0, "color": 0, "command": 0, "common": 0, "config": 27, "contact": 1, "content": [1, 77], "contribut": 1, "copy_tif": [0, 74], "core": [25, 26, 27, 28, 29, 30, 31], "correct": 0, "crop_clust": 4, "csv": 0, "data": 0, "defin": 0, "depend": 1, "develop": 1, "dir": 0, "distribut": 0, "drive": 0, "edit": 2, "effect_s": [5, 6, 7, 8], "effect_sizes_by_sex__absolut": 6, "effect_sizes_by_sex__rel": 7, "ensembl": 1, "env_var": 0, "etc": 0, "exampl": 0, "exp": 0, "exp_not": 0, "experi": 0, "extend_imag": 50, "fdr": 9, "fdr_": 0, "fdr_rang": [0, 10], "find_incongruent_clust": 11, "folder": 0, "from": 1, "function": 28, "get": 1, "group_bilateral_data": 12, "guid": 0, "h5_to_tif": 32, "help": 0, "helper": 28, "hemi_to_lr_avg": 86, "hierarchi": 21, "high": 1, "i": 1, "if_outli": 88, "ilastik_pixel_classif": 75, "imag": [0, 1], "image_io": [32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44], "image_tool": [45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58], "img_io": [28, 33], "img_to_npi": 34, "img_tool": 29, "index": 13, "indic": 1, "instal": 2, "legend": 14, "letter": 0, "light": 1, "like": 0, "linux": 2, "log": 0, "main": [1, 28], "make": 0, "max": 51, "metadata": 35, "mirror": 87, "modul": [3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 59, 60, 61, 62, 63, 64, 65, 67, 68, 69, 70, 71, 73, 74, 75, 77, 78, 79, 80, 81, 82, 84, 85, 86, 87, 88, 89, 91, 93, 94, 95, 96, 97, 99], "multipl": 0, "name": 0, "nii_hd": 36, "nii_info": [0, 37], "nii_io": 38, "nii_to_tif": 39, "nii_to_zarr": 40, "note": 0, "open": 0, "option": 0, "org_data": 15, "orient": 0, "other": [0, 88, 89, 90], "packag": [8, 22, 30, 43, 46, 56, 66, 72, 76, 77, 83, 90, 92, 98], "pad_img": 52, "path": 0, "prep_reg": [0, 70], "prep_vstat": [0, 91], "prepend_condit": [0, 81], "prism": 16, "r_to_p": 89, "raw": 0, "recursive_mirror_index": 0, "recursively_mirror_rev_cluster_indic": 17, "reg": [0, 71], "region": 0, "region_stat": [59, 60, 61, 62, 63, 64, 65, 66], "regional_cell_dens": 62, "regional_cell_densities_summari": 63, "regional_count": 64, "regional_if_mean_intens": 59, "regional_if_mean_intensities_in_segmented_voxel": 60, "regional_if_mean_intensities_summari": 61, "regional_volum": 65, "regist": [67, 68, 69, 70, 71, 72], "registr": 0, "relabel_nii": 45, "renam": 82, "reorient_nii": 41, "resolut": 1, "rstat": 0, "rstats_summari": 0, "run": 0, "sampl": 0, "sample01": 0, "sample02": 0, "sample_kei": 0, "script": 0, "seg": 0, "segment": [0, 73, 74, 75, 76], "set": [0, 2], "sh": 0, "sheet": 1, "shell": 0, "size": 0, "sort": 21, "sourc": 0, "spatial_averag": 53, "stack": 0, "start": 1, "stat": [0, 18], "stats_tabl": 19, "step": 0, "stitch": 0, "structur": 0, "subpackag": 77, "subsystem": 2, "subtract": 0, "summari": 0, "sunburst": 20, "support": 1, "tabl": 21, "tif": 0, "tif_dog": 54, "tif_rb": 55, "tif_to_tif": 42, "to_atla": 96, "to_n": 97, "todo": [0, 2], "toggle_sampl": 84, "transpose_ax": 57, "txt": 0, "u": 1, "un": 1, "uniq_intens": 58, "unravel": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], "up": [0, 2], "us": 1, "util": [31, 78, 79, 80, 81, 82, 83, 84], "valid": [0, 1], "valid_clusters_summari": 23, "validate_clust": [0, 24], "vari": 0, "variabl": 0, "visual": 1, "volum": 21, "voxel": 0, "voxel_stat": [85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95], "vstat": [0, 93], "warp": [96, 97, 98, 99], "welcom": 1, "whole_to_avg": 0, "whole_to_lr_avg": 94, "window": 2, "wirefram": 47, "wise": 0, "wsl": 2, "x": 0, "y": 0, "z": 0, "z_score": [0, 95], "zarr_to_nii": 44, "zshrc": 2}})
\ No newline at end of file
diff --git a/unravel/docs/index.rst b/unravel/docs/index.rst
index f19df2c6..7b470ed1 100644
--- a/unravel/docs/index.rst
+++ b/unravel/docs/index.rst
@@ -107,16 +107,16 @@ Developers
 * **Boris Heifets** (PI) - `bheifets@stanford.edu <mailto:bheifets@stanford.edu>`_
 
 
-Additional contributions from:
-------------------------------
+Additional contributions from
+-----------------------------
 * **Mehrdad Shamloo** (PI) - `shamloo@stanford.edu <mailto:shamloo@stanford.edu>`_
 * **Daniel Barbosa** (early contributer and guidance) - `Dbarbosa@pennmedicine.upenn.edu <mailto:Dbarbosa@pennmedicine.upenn.edu>`_
 * **Wesley Zhao** (guidance) - `weszhao@stanford.edu <mailto:weszhao@stanford.edu>`_
 * **Nick Gregory** (guidance) - `ngregory@stanford.edu <mailto:ngregory@stanford.edu>`_
 
 
-Main dependencies:
-------------------------------------------------
+Main dependencies
+-----------------
 * `Allen Institute for Brain Science <https://portal.brain-map.org/>`_
 * `FSL <https://fsl.fmrib.ox.ac.uk/fsl/fslwiki>`_
 * `fslpy <https://git.fmrib.ox.ac.uk/fsl/fslpy>`_
@@ -128,10 +128,10 @@ Main dependencies:
 * `pandas <https://pandas.pydata.org/>`_
 * `cc3d <https://pypi.org/project/connected-components-3d/>`_
 * Registration and warping workflows were inspired by `MIRACL <https://miracl.readthedocs.io/en/latest/>`_
+* We adapted `LSFM/iDISCO+ atlases <https://pubmed.ncbi.nlm.nih.gov/33063286/>`_ from `Gubra <https://www.gubra.dk/cro-services/3d-imaging/>`_
 
-
-Support is welcome for:
------------------------
+Support is welcome for
+----------------------
 * Analysis of new datasets
 * Development of new features
 * Maintenance of the codebase
diff --git a/unravel/docs/installation.md b/unravel/docs/installation.md
index 36657c6b..3c87015c 100644
--- a/unravel/docs/installation.md
+++ b/unravel/docs/installation.md
@@ -86,7 +86,7 @@ Add support for conda
 ```
 
 8. **Download atlas/template files and locate them in `./atlas/`:**
-    [Google Drive Link](https://drive.google.com/drive/folders/1WE0mCJNT6IcqccMxuxUyog5-mYXM8q06?usp=share_link)
+    [Google Drive Link](https://drive.google.com/drive/folders/1iZjQlPc2kPagnVsjWEFFObLlkSc2yRf9?usp=sharing)
 
 9. **Install Ilastik:**
     - Download the Ilastik installer from the [Ilastik website](https://www.ilastik.org/download.html).