diff --git a/CHANGELOG.md b/CHANGELOG.md
index ccdda2b..4d8242a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -27,8 +27,8 @@ Also add to pre-commit checks ([`37bac3d`](https://github.com/computational-psyc
 
 * fix(checkerboards): define multiple target intensities
 
-Previously, checkerboards could only draw a single target intensity, even if multiple targets are specified. For some stimuli however, I want to have two target checks, each with a different intensity value.
-
+Previously, checkerboards could only draw a single target intensity, even if multiple targets are specified. For some stimuli however, I want to have two target checks, each with a different intensity value.
+
 Use components.draw_regions to do the actual target drawing. Ensures consistency with other stimuli with targets. ([`ab525b3`](https://github.com/computational-psychology/stimupy/commit/ab525b3cc509b258df1f197026dec00311b77c00))
 
 * fix(checkerboards): define multiple target intensities
@@ -63,7 +63,7 @@ Only mask of WE_dual changed ([`6c76f2e`](https://github.com/computational-psych
 
 Bugfixes ([`da97ecf`](https://github.com/computational-psychology/stimupy/commit/da97ecf024fb7b477181412715faf2d5779d4d77))
 
-* Merge branch 'main' into dev ([`1d4371a`](https://github.com/computational-psychology/stimupy/commit/1d4371adf53aa6d6cf4eed49978b26158bd9d7bc))
+* Merge branch `main` into dev ([`1d4371a`](https://github.com/computational-psychology/stimupy/commit/1d4371adf53aa6d6cf4eed49978b26158bd9d7bc))
 
 * Merge pull request #120 from computational-psychology/build
 
@@ -120,7 +120,7 @@ fix(text): remove text direction argument ([`759f8e8`](https://github.com/comput
 
 * docs(demos): rings.circular_generalized ([`a19a1c4`](https://github.com/computational-psychology/stimupy/commit/a19a1c45e4e40f78a40528f1ffd1386e3f483f88))
 
-* docs(demos): fix White's demo ([`37b70c3`](https://github.com/computational-psychology/stimupy/commit/37b70c327a360aa1d94655b8e786e80eac429f50))
+* docs(demos): fix White's demo ([`37b70c3`](https://github.com/computational-psychology/stimupy/commit/37b70c327a360aa1d94655b8e786e80eac429f50))
 
 * docs(demos): text demo ([`ef686f3`](https://github.com/computational-psychology/stimupy/commit/ef686f3e8ae280905938538d8479127475c3e16d))
 
@@ -185,7 +185,7 @@ Now that indexing is 1-based. ([`92c9e1b`](https://github.com/computational-psyc
 
 * fix(pad_dict): should also update ppd, visual_size, if it can ([`dab5bf5`](https://github.com/computational-psychology/stimupy/commit/dab5bf5e93dc2ed6133b79e4ef69a50b4e43b5c5))
 
-* fix(RHS2007): correct targets in Todorovic' Benary 1_2, 3_4
+* fix(RHS2007): correct targets in Todorovic' Benary 1_2, 3_4
 
 Closes #90
 
@@ -281,9 +281,9 @@ New features, refactoring, and fixes ([`3788170`](https://github.com/computation
 
 * Merge pull request #107 from computational-psychology/feat_sbcs_circular
 
-Add more `sbcs.`.
-`sbcs.square()` and `sbcs.circular()`, parameterized using `target_radius` and `surround_radius`, based on `bullseyes.square()` and `.circular()`. 
-Adds some `_two_sided()` versions as well, which are now used in some `papers`.
+Add more `sbcs.`.
+`sbcs.square()` and `sbcs.circular()`, parameterized using `target_radius` and `surround_radius`, based on `bullseyes.square()` and `.circular()`. 
+Adds some `_two_sided()` versions as well, which are now used in some `papers`.
 Also enable `rotation` arg in `sbcs.generalized()`. ([`d1510e9`](https://github.com/computational-psychology/stimupy/commit/d1510e9b45f629b8c4fa9fc64a8512016dd83780))
 
 * docs(demos):`sbcs.circular`, `.square` demos ([`81b5528`](https://github.com/computational-psychology/stimupy/commit/81b552898c664522e0f6a28840822d12a17351ac))
@@ -292,7 +292,7 @@ Also enable `rotation` arg in `sbcs.generalized()`. ([`d1510e9`](https://github.
 
 Easier `_two_sided`-stimuli functions ([`7ba0bee`](https://github.com/computational-psychology/stimupy/commit/7ba0beeb618b82a3c9963dd1dc3cd308bd98f753))
 
-* Merge branch 'dev' into refactor_two_sided ([`db94838`](https://github.com/computational-psychology/stimupy/commit/db9483882c7265236045fd3a9e81fa0dec1ad788))
+* Merge branch `dev` into refactor_two_sided ([`db94838`](https://github.com/computational-psychology/stimupy/commit/db9483882c7265236045fd3a9e81fa0dec1ad788))
 
 * Merge pull request #103 from computational-psychology/refactor_intensities
 
@@ -304,14 +304,14 @@ Refactor ModelFest comparison to original images ([`4218dc3`](https://github.com
 
 * Merge pull request #101 from computational-psychology/refactor_targets
 
-Refactor target placement in various stimuli.
-
-Add `mask_targets()` and `place_targets()` general-purpose functions which can be used to designate target "elements" (bars, rings, frames, etc.) from an existing `_mask`.
-
-Integrate new functions into `waves`, `pinwheels`, `rings` and `whites`
-
-Add `rings.circular_generalized()` and `bullseye.circular_generalized()` using new functions
-
+Refactor target placement in various stimuli.
+
+Add `mask_targets()` and `place_targets()` general-purpose functions which can be used to designate target "elements" (bars, rings, frames, etc.) from an existing `_mask`.
+
+Integrate new functions into `waves`, `pinwheels`, `rings` and `whites`
+
+Add `rings.circular_generalized()` and `bullseye.circular_generalized()` using new functions
+
 This single-implementation of target placement has the advantage that it all works the same: first element is 1, target_indices can be negative (counting "backwards" from the last bar/ring/etc.). ([`885ec6c`](https://github.com/computational-psychology/stimupy/commit/885ec6c59af9fc1fcf9cf92333581e433746574f))
 
 * Merge pull request #100 from computational-psychology/build_refresh
@@ -570,14 +570,14 @@ Automatically generated by python-semantic-release ([`c394202`](https://github.c
 
 Review issues: documentation, exporting, bugfixes. ([`031189a`](https://github.com/computational-psychology/stimupy/commit/031189abc6d618adbbf75e367705fd46a2be1841))
 
-* Merge branch 'dev_docs' of https://github.com/computational-psychology/stimupy into dev_docs ([`d16e88f`](https://github.com/computational-psychology/stimupy/commit/d16e88fa5ad8e0b05109e6d3fb5c26d63bdac5ac))
+* Merge branch `dev_docs` of https://github.com/computational-psychology/stimupy into dev_docs ([`d16e88f`](https://github.com/computational-psychology/stimupy/commit/d16e88fa5ad8e0b05109e6d3fb5c26d63bdac5ac))
 
 
 ## v0.100.0 (2023-04-10)
 
 ### Build
 
-* build: GHA worfklow upload release assets to TestPyPI
+* build: GHA workflow upload release assets to TestPyPI
 
 Downloads assets (sdist, wheel), from latest release-tag, and uploads to PyPI ([`dd37065`](https://github.com/computational-psychology/stimupy/commit/dd37065bd5ef9b7fb83b9edccb187f11ef5c1161))
 
@@ -592,7 +592,7 @@ And allow manual trigger ([`927f029`](https://github.com/computational-psycholog
 Use Setuptools build-backend.
 Tell PSR to build from `main`, using PyPAs Build ([`649b078`](https://github.com/computational-psychology/stimupy/commit/649b078e087eb14343d10b4b8ea7cc35434c4a68))
 
-* build(vesion): don't auto-bump to `v1.0.0`
+* build(version): don't auto-bump to `v1.0.0`
 
 All BREAKING CHANGES will bump minor instead of major version ([`8889e56`](https://github.com/computational-psychology/stimupy/commit/8889e56cbdda3227392729f97267f53656071f7a))
 
@@ -610,7 +610,7 @@ and on manual trigger ([`85852e0`](https://github.com/computational-psychology/s
 
 * build: Create bump-commit as well
 
-Otherwise the updated version numbers in pyproject.toml and __init__.py won't actually be commited ([`c084f69`](https://github.com/computational-psychology/stimupy/commit/c084f6908adc5acfa628f10458b5177434b87cde))
+Otherwise the updated version numbers in pyproject.toml and __init__.py won't actually be committed ([`c084f69`](https://github.com/computational-psychology/stimupy/commit/c084f6908adc5acfa628f10458b5177434b87cde))
 
 * build: Use PSR to manage version number ([`a1d5e18`](https://github.com/computational-psychology/stimupy/commit/a1d5e18f65f5be2ec93f747234b142399816f8fb))
 
@@ -700,7 +700,7 @@ Both for consistency, and to make rectilinear distances rotatable. ([`4d62316`](
 
 * refactor(image_base): `rotation` consistent, extra `oblique_y`
 
-`rotation` argument now consistently rotations counterclockwise from 3 o'clock position (in line with mathematical convention, i.e., unit circle)
+`rotation` argument now consistently rotations counterclockwise from 3 o'clock position (in line with mathematical convention, i.e., unit circle)
 
 Also added an `oblique_y` metric, orthogonal to `oblique` (which is implicit `oblique_x`) ([`8e17857`](https://github.com/computational-psychology/stimupy/commit/8e17857975077f0eaf70edcd4d119c5dcfe5aab4))
 
@@ -720,11 +720,11 @@ Automatically generated by python-semantic-release ([`3d89415`](https://github.c
 
 Dev: refactor, documentation, improve build ([`bc1289c`](https://github.com/computational-psychology/stimupy/commit/bc1289cb5c53d7476aa3f3581a84101e7bc887e3))
 
-* Merge branch 'build_release' into dev ([`3acc86f`](https://github.com/computational-psychology/stimupy/commit/3acc86f14de4beb4b2d3673a399bbad42d6a898f))
+* Merge branch `build_release` into dev ([`3acc86f`](https://github.com/computational-psychology/stimupy/commit/3acc86f14de4beb4b2d3673a399bbad42d6a898f))
 
-* Merge branch 'docs' into dev ([`6c62384`](https://github.com/computational-psychology/stimupy/commit/6c623840e5ed3f55cda81791559336a518c2792a))
+* Merge branch `docs` into dev ([`6c62384`](https://github.com/computational-psychology/stimupy/commit/6c623840e5ed3f55cda81791559336a518c2792a))
 
-* Merge branch 'refactor' into dev ([`5992727`](https://github.com/computational-psychology/stimupy/commit/599272740c0651ae9853af4ede480cb04d50fb66))
+* Merge branch `refactor` into dev ([`5992727`](https://github.com/computational-psychology/stimupy/commit/599272740c0651ae9853af4ede480cb04d50fb66))
 
 * Merge pull request #68 from computational-psychology/dev_version
 
@@ -736,8 +736,8 @@ Automatically generated by python-semantic-release ([`ebda6b3`](https://github.c
 
 * Merge pull request #62 from computational-psychology/feat_consistent_todorovics
 
-fix(todorovics): Consistent behavior for `todorovics.rectangle` and `.cross`
-
+fix(todorovics): Consistent behavior for `todorovics.rectangle` and `.cross`
+
 Closes #61 ([`616e96d`](https://github.com/computational-psychology/stimupy/commit/616e96d74c16de9bba3b115d6a94b4828f59117d))
 
 * closes #61; consistent todorovic rectangle and cross behavior ([`ff9b47f`](https://github.com/computational-psychology/stimupy/commit/ff9b47f5604f77130c305ef7fc8eb5343396cd9b))
@@ -845,7 +845,7 @@ Update JOSS manuscript ([`bad3d76`](https://github.com/computational-psychology/
 
 Docs: add remaining demos (still a few demos missing for stimuli.gratings) ([`90a29a2`](https://github.com/computational-psychology/stimupy/commit/90a29a29e0318619d9fa73fc37098a47468f27ba))
 
-* Merge branch 'main' into docs_demos ([`b63e43d`](https://github.com/computational-psychology/stimupy/commit/b63e43d8b9569e7634bcac90f09a9710477bc2a0))
+* Merge branch `main` into docs_demos ([`b63e43d`](https://github.com/computational-psychology/stimupy/commit/b63e43d8b9569e7634bcac90f09a9710477bc2a0))
 
 * Merge pull request #50 from computational-psychology/feat_whites
 
@@ -901,7 +901,7 @@ Bugfix: Todorovics ([`37d8535`](https://github.com/computational-psychology/stim
 
 Bugfix: angular frequency in cycles per image ([`acef103`](https://github.com/computational-psychology/stimupy/commit/acef103722ae2c94c555a1deddd51b026e1a06fc))
 
-* Merge branch 'docs_demos' of github.com:computational-psychology/stimupy into docs_demos ([`35524d8`](https://github.com/computational-psychology/stimupy/commit/35524d82c5bea9925a2c8bb7dd3bbab5b631c56f))
+* Merge branch `docs_demos` of github.com:computational-psychology/stimupy into docs_demos ([`35524d8`](https://github.com/computational-psychology/stimupy/commit/35524d82c5bea9925a2c8bb7dd3bbab5b631c56f))
 
 * added todorovics-demos ([`64925d4`](https://github.com/computational-psychology/stimupy/commit/64925d4c6397aa304895cd19e103907602f42250))
 
@@ -915,7 +915,7 @@ Bugfix: angular frequency in cycles per image ([`acef103`](https://github.com/co
 
 Moving noise-utils to noise-init ([`fcf4717`](https://github.com/computational-psychology/stimupy/commit/fcf4717d66a62fc96f4d7042d8ba58a2951ee685))
 
-* Merge branch 'main' into feat_noise_utils ([`3b78791`](https://github.com/computational-psychology/stimupy/commit/3b78791c20c1c5f4dd8da646666ff80574f82784))
+* Merge branch `main` into feat_noise_utils ([`3b78791`](https://github.com/computational-psychology/stimupy/commit/3b78791c20c1c5f4dd8da646666ff80574f82784))
 
 * Demo: stimuli/SBCs ([`2ac4162`](https://github.com/computational-psychology/stimupy/commit/2ac4162e25256cdec097c77f894237f1ba9fbe25))
 
@@ -927,7 +927,7 @@ Waves, primarily angular ([`f42bb0e`](https://github.com/computational-psycholog
 
 * Bugfix overview `wedge` ([`f1e5a9d`](https://github.com/computational-psychology/stimupy/commit/f1e5a9dacad30637e0182469ff01b99beb848fd8))
 
-* Merge branch 'main' into feat_waves ([`799fb5b`](https://github.com/computational-psychology/stimupy/commit/799fb5b6613bb64a5abc696d95e191b7b93d9922))
+* Merge branch `main` into feat_waves ([`799fb5b`](https://github.com/computational-psychology/stimupy/commit/799fb5b6613bb64a5abc696d95e191b7b93d9922))
 
 * added gabors to __all__ in plaids ([`21b4d8d`](https://github.com/computational-psychology/stimupy/commit/21b4d8d750916c526cc80638fc716f461ed3ed68))
 
@@ -948,7 +948,7 @@ Replaces `extent_key`, but serves the same purpose. Can put in either:
 
 Closes #9 ([`550a22e`](https://github.com/computational-psychology/stimupy/commit/550a22ec280e37346a974a98de0978599aa05d92))
 
-* Merge branch 'main' into dev ([`1db171a`](https://github.com/computational-psychology/stimupy/commit/1db171a6830e676d5950686ce14f593862506ead))
+* Merge branch `main` into dev ([`1db171a`](https://github.com/computational-psychology/stimupy/commit/1db171a6830e676d5950686ce14f593862506ead))
 
 * Docs: bugfix tutorial - update references to `stimuli` (from `illusions`) (#36)
 
@@ -1103,7 +1103,7 @@ Reorganized (and updated) existing demos to fit new organization ([`cd8f644`](ht
 
 * Move `illusions.angulars` -> `pinwheels` ([`26bba52`](https://github.com/computational-psychology/stimupy/commit/26bba52ff51f5b1e532b053f495fb659a2817ef5))
 
-* Merge branch 'feat_cityblock' into dev_reorganize ([`2969f95`](https://github.com/computational-psychology/stimupy/commit/2969f95f77b623363ee3879a485de1dc6be5d726))
+* Merge branch `feat_cityblock` into dev_reorganize ([`2969f95`](https://github.com/computational-psychology/stimupy/commit/2969f95f77b623363ee3879a485de1dc6be5d726))
 
 * Remove obsolete `illusions.frames` ([`59d1920`](https://github.com/computational-psychology/stimupy/commit/59d192045439641e887107a896ece2c7032c7a11))
 
@@ -1123,7 +1123,7 @@ Reorganized (and updated) existing demos to fit new organization ([`cd8f644`](ht
 
 * Add Cityblock waves ([`1fec019`](https://github.com/computational-psychology/stimupy/commit/1fec019c204a40a3f46b082bb0c74aee3193e4b9))
 
-* Merge branch 'feat_radial' into dev_reorganize ([`b316b5b`](https://github.com/computational-psychology/stimupy/commit/b316b5b05aea092b8f417cdc1976538ed8df1efe))
+* Merge branch `feat_radial` into dev_reorganize ([`b316b5b`](https://github.com/computational-psychology/stimupy/commit/b316b5b05aea092b8f417cdc1976538ed8df1efe))
 
 * Rename `components.circulars` -> `components.radials` ([`3c3d434`](https://github.com/computational-psychology/stimupy/commit/3c3d43402a24eaf58ccd6ae9f20d2d8eeb6993ac))
 
@@ -1133,7 +1133,7 @@ Reorganized (and updated) existing demos to fit new organization ([`cd8f644`](ht
 
 * Replace `circular.rings` by `waves.square_radial` ([`c30c9e1`](https://github.com/computational-psychology/stimupy/commit/c30c9e191aac89b8cc30e8b690804e16aae0fc82))
 
-* Circular White's uses (is) `waves.square_radial` ([`2aa7623`](https://github.com/computational-psychology/stimupy/commit/2aa762378d87fa9c4cc3964546280b70c924694f))
+* Circular White's uses (is) `waves.square_radial` ([`2aa7623`](https://github.com/computational-psychology/stimupy/commit/2aa762378d87fa9c4cc3964546280b70c924694f))
 
 * Add `clip`ping to `waves._radial` ([`2dd9297`](https://github.com/computational-psychology/stimupy/commit/2dd9297256c19c5bab2912360b6a18b4b444d422))
 
@@ -1151,7 +1151,7 @@ Reorganized (and updated) existing demos to fit new organization ([`cd8f644`](ht
 
 * Absorb `components.checkerboards` into `stimupy.checkerboard` ([`8b3db94`](https://github.com/computational-psychology/stimupy/commit/8b3db94e72ed88fde6eb5b9ff89b28c28acc280f))
 
-* Merge branch 'feat_waves_gratings' into dev_reorganize ([`05c1db1`](https://github.com/computational-psychology/stimupy/commit/05c1db104c7377d7ebbf58c482e7a3605f78d763))
+* Merge branch `feat_waves_gratings` into dev_reorganize ([`05c1db1`](https://github.com/computational-psychology/stimupy/commit/05c1db104c7377d7ebbf58c482e7a3605f78d763))
 
 * Remove deprecated `components.gratings` ([`d73500c`](https://github.com/computational-psychology/stimupy/commit/d73500ce7e11800db8d08cc6643beb3280445a42))
 
@@ -1252,7 +1252,7 @@ Closes #11 ([`54584f9`](https://github.com/computational-psychology/stimupy/comm
 
 * Wedding Cake as toplevel stimulus module ([`01b4451`](https://github.com/computational-psychology/stimupy/commit/01b4451299cf86500b90a67c90ec248e9bc8baf7))
 
-* White's as toplevel stimulus module ([`a59b28d`](https://github.com/computational-psychology/stimupy/commit/a59b28d1c855029a3d267465a32f9655854afbc6))
+* White's as toplevel stimulus module ([`a59b28d`](https://github.com/computational-psychology/stimupy/commit/a59b28d1c855029a3d267465a32f9655854afbc6))
 
 * Mondrians as toplevel stimulus
 
@@ -1270,7 +1270,7 @@ Added majority of demos and related bug-fixes ([`52108e5`](https://github.com/co
 
 These should all point to the current `HEAD` (rather than `dev_docs` ([`65d8533`](https://github.com/computational-psychology/stimupy/commit/65d85334aec5af21fc96a19c0e998728d5dafa7a))
 
-* Merge branch 'main' into lynn_issues ([`258bd0c`](https://github.com/computational-psychology/stimupy/commit/258bd0c81da17ceb175c1da51ac111f8b82666ff))
+* Merge branch `main` into lynn_issues ([`258bd0c`](https://github.com/computational-psychology/stimupy/commit/258bd0c81da17ceb175c1da51ac111f8b82666ff))
 
 * fixed bugs in part of illusions gratings; and started gratings-demo ([`5b9d48d`](https://github.com/computational-psychology/stimupy/commit/5b9d48dae1f40df2c5c385e62b81313a12483196))
 
@@ -1318,7 +1318,7 @@ Dev: simplify installing dev environments ([`402e5e3`](https://github.com/comput
 
 * Bugfix: __all__ in stimupy.components should be list of str ([`b253954`](https://github.com/computational-psychology/stimupy/commit/b25395410a335902e1bb38bcf14cd7a770893696))
 
-* Merge remote-tracking branch 'github-public/main' into dev_docs ([`ffea283`](https://github.com/computational-psychology/stimupy/commit/ffea283d3298a55426b7a6bbc4de087a2b3c3e6d))
+* Merge remote-tracking branch `github-public/main` into dev_docs ([`ffea283`](https://github.com/computational-psychology/stimupy/commit/ffea283d3298a55426b7a6bbc4de087a2b3c3e6d))
 
 * Docs: define public API for components
 
@@ -1334,7 +1334,7 @@ Export only the entries in __all__ ([`fbf19b4`](https://github.com/computational
 
 * Docs: Fix references in docstrings ([`312ddec`](https://github.com/computational-psychology/stimupy/commit/312ddeccbff554b76a8cb84b5ac559032c9e466e))
 
-* Update requirements.txt's ([`3d3a457`](https://github.com/computational-psychology/stimupy/commit/3d3a4578c95c114f0ef1b8521d11fbf48d811369))
+* Update requirements.txt's ([`3d3a457`](https://github.com/computational-psychology/stimupy/commit/3d3a4578c95c114f0ef1b8521d11fbf48d811369))
 
 * Docs-dependencies specified in pyproject.toml
 
@@ -1420,17 +1420,17 @@ Enable Continuous Integration (CI) ([`a5203fe`](https://github.com/computational
 
 Fixes some flake8 warnings ([`5f437bb`](https://github.com/computational-psychology/stimupy/commit/5f437bb20bdd05f570c677d88d3371512e5ad62e))
 
-* Pyupgrades: remove 'r' from open(json) ([`c2bfe08`](https://github.com/computational-psychology/stimupy/commit/c2bfe0886ad9e77b3201b5e2b0d5a6234622ba69))
+* Pyupgrades: remove `r` from open(json) ([`c2bfe08`](https://github.com/computational-psychology/stimupy/commit/c2bfe0886ad9e77b3201b5e2b0d5a6234622ba69))
 
 * Pyupgrade as pre-commit hook
 
 Upgrades syntax to newer forms ([`34cecaf`](https://github.com/computational-psychology/stimupy/commit/34cecaf3af2985245b56962cf98f96f4796284b8))
 
-* Black'en ([`2af2109`](https://github.com/computational-psychology/stimupy/commit/2af21096051a339f649e6e5410988086e3707907))
+* Black'en ([`2af2109`](https://github.com/computational-psychology/stimupy/commit/2af21096051a339f649e6e5410988086e3707907))
 
 * Black: also format Jupyter Notebooks ([`f97700b`](https://github.com/computational-psychology/stimupy/commit/f97700bf84310fab12b8dbc5365d7d22552652a3))
 
-* flake8: don't check for naming, tests, ignore some (import) errors in inits ([`2727279`](https://github.com/computational-psychology/stimupy/commit/272727919644a49df29663222adfaea76659a9b0))
+* flake8: don't check for naming, tests, ignore some (import) errors in inits ([`2727279`](https://github.com/computational-psychology/stimupy/commit/272727919644a49df29663222adfaea76659a9b0))
 
 * Add GHA workflow for linting + formatting ([`16ccb5d`](https://github.com/computational-psychology/stimupy/commit/16ccb5d6c3e12c9a929ed9afde35fa412efd6077))
 
@@ -1446,7 +1446,7 @@ Upgrades syntax to newer forms ([`34cecaf`](https://github.com/computational-psy
 
 Was failing on masks (but not images) of paper stimuli ([`e571c58`](https://github.com/computational-psychology/stimupy/commit/e571c58ebd2b4eed7d0ad9c342bc9b3bf1452488))
 
-* Don't "fail fast", i.e., complete all platforms, even if earlier fails ([`573cdc3`](https://github.com/computational-psychology/stimupy/commit/573cdc321b7fabb0ba2b743e2a8e32061c7b1a7c))
+* Don't "fail fast", i.e., complete all platforms, even if earlier fails ([`573cdc3`](https://github.com/computational-psychology/stimupy/commit/573cdc321b7fabb0ba2b743e2a8e32061c7b1a7c))
 
 * Run tests on multiple platforms ([`272bcab`](https://github.com/computational-psychology/stimupy/commit/272bcab1820f5ec26dca8bd36b929400e494008a))
 
@@ -1473,13 +1473,13 @@ Was failing on masks (but not images) of paper stimuli ([`e571c58`](https://gith
 
 * added new frames and circular components to overview ([`d15d172`](https://github.com/computational-psychology/stimupy/commit/d15d1724bdf8b8187aeea7962e100f9616d9ccd3))
 
-* made draw_sine_wave seperate; added frames and circulars sine-wave and square-wave; corrected bug in circular gratings ([`9d7fb21`](https://github.com/computational-psychology/stimupy/commit/9d7fb218a4dae958ed7a86a2f146ed4856288646))
+* made draw_sine_wave separate; added frames and circulars sine-wave and square-wave; corrected bug in circular gratings ([`9d7fb21`](https://github.com/computational-psychology/stimupy/commit/9d7fb218a4dae958ed7a86a2f146ed4856288646))
 
 * GitHub Actions configuration ([`24dcd15`](https://github.com/computational-psychology/stimupy/commit/24dcd15b0809fbf684eabe889b6fa6f9350f15fa))
 
 * Requirements for installing pytest ([`2de2a32`](https://github.com/computational-psychology/stimupy/commit/2de2a32b955ca4d7d1fa2a30e45278f1e44a25ca))
 
-* Merge branch 'feat_demos' into dev_docs ([`09cc5b7`](https://github.com/computational-psychology/stimupy/commit/09cc5b7eac9ae7b3013c9812201cffc52748d00f))
+* Merge branch `feat_demos` into dev_docs ([`09cc5b7`](https://github.com/computational-psychology/stimupy/commit/09cc5b7eac9ae7b3013c9812201cffc52748d00f))
 
 * Add demo basic shapes ([`a1e6234`](https://github.com/computational-psychology/stimupy/commit/a1e6234ca0d9980a743cf8146a1e59b460b00256))
 
@@ -1487,11 +1487,11 @@ Was failing on masks (but not images) of paper stimuli ([`e571c58`](https://gith
 
 Components, illusions have demos -- utils & papers do not ([`44b7814`](https://github.com/computational-psychology/stimupy/commit/44b781400cc1f45405a482fe8a1534a18e9e63e5))
 
-* Merge branch 'feat_API' into dev_docs ([`27faa20`](https://github.com/computational-psychology/stimupy/commit/27faa209aee55e79492d61bb1dd451031fbe0f2d))
+* Merge branch `feat_API` into dev_docs ([`27faa20`](https://github.com/computational-psychology/stimupy/commit/27faa209aee55e79492d61bb1dd451031fbe0f2d))
 
 * Use custom template for API reference
 
-This requires the config `templates_path` to be set, in order to find the template(s). Unforunately, this seems to overwrite where the theme cannot find its templates anymore. We can get around this for now by fixing some older versions of sphinx-book-theme and pydata-sphinx-theme ([`63bdb5b`](https://github.com/computational-psychology/stimupy/commit/63bdb5b3a3d2e9cf4bc40e3bfc0149bc673c4565))
+This requires the config `templates_path` to be set, in order to find the template(s). Unfortunately, this seems to overwrite where the theme cannot find its templates anymore. We can get around this for now by fixing some older versions of sphinx-book-theme and pydata-sphinx-theme ([`63bdb5b`](https://github.com/computational-psychology/stimupy/commit/63bdb5b3a3d2e9cf4bc40e3bfc0149bc673c4565))
 
 * Autoinclude source-code in build HTMLs (and link from API reference) ([`aa59fbd`](https://github.com/computational-psychology/stimupy/commit/aa59fbd47da3883c3c8e5d5b44e6254ce2862de6))
 
@@ -1523,7 +1523,7 @@ As well as "summary" tables of members ([`1285041`](https://github.com/c
 
 Link to API ref from index ([`5f2b51a`](https://github.com/computational-psychology/stimupy/commit/5f2b51ab50a5920d95446d7583bf7eeb526bb19d))
 
-* Suppress warning about 'toctree directive not expected when using etoc' ([`5a31ec6`](https://github.com/computational-psychology/stimupy/commit/5a31ec6a013c9ef0fb9314cbb8c99a4d2db80807))
+* Suppress warning about `toctree directive not expected when using etoc` ([`5a31ec6`](https://github.com/computational-psychology/stimupy/commit/5a31ec6a013c9ef0fb9314cbb8c99a4d2db80807))
 
 * Build RTD docs using python3.11 ([`6cd9b62`](https://github.com/computational-psychology/stimupy/commit/6cd9b62b2263a01d76abf45b50738e9c3affc30f))
 
@@ -1531,7 +1531,7 @@ Link to API ref from index ([`5f2b51a`](https://github.com/computational-psychol
 
 * Update installation pip from GitHub
 
-Use the "zipball" method, to avoid problems if a user doesn't have git installed ([`ad85f81`](https://github.com/computational-psychology/stimupy/commit/ad85f814839d285ada06aabdd8dc90f6844d53bf))
+Use the `zipball` method, to avoid problems if a user doesn't have git installed ([`ad85f81`](https://github.com/computational-psychology/stimupy/commit/ad85f814839d285ada06aabdd8dc90f6844d53bf))
 
 * Configure intersphinx ([`d687715`](https://github.com/computational-psychology/stimupy/commit/d687715336427d82030dbe6fd4190c3b47d36803))
 
@@ -1545,7 +1545,7 @@ Use the "zipball" method, to avoid problems if a user doesn't have g
 
 * separated and added contrast conversion functions for arrays and dicts ([`770bcfd`](https://github.com/computational-psychology/stimupy/commit/770bcfdc8cb7b15f0f07c1306693f4acfbe7c327))
 
-* Merge branch 'feat_Binder' into dev_docs ([`21341e2`](https://github.com/computational-psychology/stimupy/commit/21341e22d30342a52cb7cafb0d57b22ec681847f))
+* Merge branch `feat_Binder` into dev_docs ([`21341e2`](https://github.com/computational-psychology/stimupy/commit/21341e22d30342a52cb7cafb0d57b22ec681847f))
 
 * Add a binder `postBuild` file
 
@@ -1611,13 +1611,13 @@ Publish (draft) documentation ([`9e37617`](https://github.com/computational-psyc
 
 * Some style updates to docs ([`18ddcea`](https://github.com/computational-psychology/stimupy/commit/18ddcea69282befa071d2b511439ef0968effc51))
 
-* Merge branch 'feat_tutorial' into dev_docs ([`81cb64d`](https://github.com/computational-psychology/stimupy/commit/81cb64dc057227f8e0a54a687f9689f3cacc5f46))
+* Merge branch `feat_tutorial` into dev_docs ([`81cb64d`](https://github.com/computational-psychology/stimupy/commit/81cb64dc057227f8e0a54a687f9689f3cacc5f46))
 
-* Merge branch 'feat_installing' into dev_docs ([`6d1cbab`](https://github.com/computational-psychology/stimupy/commit/6d1cbaba0804dee105b6dff0ae2e8946a44b1dd4))
+* Merge branch `feat_installing` into dev_docs ([`6d1cbab`](https://github.com/computational-psychology/stimupy/commit/6d1cbaba0804dee105b6dff0ae2e8946a44b1dd4))
 
 * Update dependencies ([`78830db`](https://github.com/computational-psychology/stimupy/commit/78830db3edd6a8da5a5658eb7e2770b04828c31a))
 
-* Merge branch 'feat_JB' into dev_docs ([`2fa81ea`](https://github.com/computational-psychology/stimupy/commit/2fa81ea9607fa2dc92648b4b330194ac945c3626))
+* Merge branch `feat_JB` into dev_docs ([`2fa81ea`](https://github.com/computational-psychology/stimupy/commit/2fa81ea9607fa2dc92648b4b330194ac945c3626))
 
 * Basic installation instructions ([`84f6b75`](https://github.com/computational-psychology/stimupy/commit/84f6b75faa93d4b6ba4ff2ecc9a052181a70e71b))
 
@@ -1631,9 +1631,9 @@ Publish (draft) documentation ([`9e37617`](https://github.com/computational-psyc
 
 * Basic skeleton for documentation ([`e699511`](https://github.com/computational-psychology/stimupy/commit/e69951145cb10e7c92d69568622cecb9bf5a84a5))
 
-* Merge branch 'dev' into main ([`cfd6047`](https://github.com/computational-psychology/stimupy/commit/cfd604767d636ac52be8aa74d7adadfe0f0a3b94))
+* Merge branch `dev` into main ([`cfd6047`](https://github.com/computational-psychology/stimupy/commit/cfd604767d636ac52be8aa74d7adadfe0f0a3b94))
 
-* Merge branch 'feat_packaging' into dev ([`8e36371`](https://github.com/computational-psychology/stimupy/commit/8e3637138a7192d3f9a6bb02e10796ccdc0b2533))
+* Merge branch `feat_packaging` into dev ([`8e36371`](https://github.com/computational-psychology/stimupy/commit/8e3637138a7192d3f9a6bb02e10796ccdc0b2533))
 
 * Modern packaging setup
 
@@ -1641,7 +1641,7 @@ Use only pyproject.toml
 
 Mark version in stimupy.__version__ ([`23b75ba`](https://github.com/computational-psychology/stimupy/commit/23b75ba446c8867036aae97047abd053aa9952fc))
 
-* Merge branch 'dev_rebrand' into dev ([`e124d3d`](https://github.com/computational-psychology/stimupy/commit/e124d3d99bc22ffa8f5a89d0ee2748234efc43a9))
+* Merge branch `dev_rebrand` into dev ([`e124d3d`](https://github.com/computational-psychology/stimupy/commit/e124d3d99bc22ffa8f5a89d0ee2748234efc43a9))
 
 * Cleanup imports ([`ffa8dd3`](https://github.com/computational-psychology/stimupy/commit/ffa8dd3927376394b7490a2dbea606bda7b151a8))
 
@@ -1727,7 +1727,7 @@ Closes #109 ([`223777a`](https://github.com/computational-psychology/stimupy/com
 
 * updated masked grating use in overview ([`7dc712b`](https://github.com/computational-psychology/stimupy/commit/7dc712b0cfa7816a46f457db652fb20ba2e6814e))
 
-* closes #99; made all shapes rotateable, updated scripts and rhs2007 and white1981 for slight changes in parallelograms ([`6590b96`](https://github.com/computational-psychology/stimupy/commit/6590b96e81bbd0e6c73de0a2f160f81d95814cd8))
+* closes #99; made all shapes rotatable, updated scripts and rhs2007 and white1981 for slight changes in parallelograms ([`6590b96`](https://github.com/computational-psychology/stimupy/commit/6590b96e81bbd0e6c73de0a2f160f81d95814cd8))
 
 * removed old backup grating file ([`33350e3`](https://github.com/computational-psychology/stimupy/commit/33350e306e3cdb01288356f99d52d5ea539ba3b5))
 
@@ -1845,11 +1845,11 @@ Closes #109 ([`223777a`](https://github.com/computational-psychology/stimupy/com
 
 * simplified code for calculating new shape - however, not working yet ([`b3a072d`](https://github.com/computational-psychology/stimupy/commit/b3a072d83c4998134b07566c6096139f855fba0e))
 
-* closes #76, closes #79; created utils-contrat-conversions and added contrast changing functions including transparancy ([`f180879`](https://github.com/computational-psychology/stimupy/commit/f1808793cef59be185504c05bd4a5762d63a2998))
+* closes #76, closes #79; created utils-contrat-conversions and added contrast changing functions including transparency ([`f180879`](https://github.com/computational-psychology/stimupy/commit/f1808793cef59be185504c05bd4a5762d63a2998))
 
 * deleted old components backup ([`1e4f631`](https://github.com/computational-psychology/stimupy/commit/1e4f631a9748caf0f164fbf1f624b482f26306cd))
 
-* Merge branch 'rotated_gratings' into 'main'
+* Merge branch `rotated_gratings` into `main`
 
 Rotated gratings, sinewaves, gabors
 
@@ -1859,7 +1859,7 @@ See merge request computational-psychology/stimuli!26 ([`02e4f0d`](https://githu
 
 * Calculate 2D size/shape from 1D, for rotated gratings ([`438e361`](https://github.com/computational-psychology/stimupy/commit/438e3617c39ebc088cac790cc2fa1f06fd8d341d))
 
-* Merge branch 'feat_unify_gratings' into 'main'
+* Merge branch `feat_unify_gratings` into `main`
 
 Rounding grating parameters
 
@@ -1867,7 +1867,7 @@ See merge request computational-psychology/stimuli!25 ([`00b8949`](https://githu
 
 * Add round_phase_width flag
 
-rounds phase_width to integer number of pixels. By default that's good behavior, but for angular gratings it isn't, so flag. ([`0095847`](https://github.com/computational-psychology/stimupy/commit/0095847348d7da2290a8047fac1ba912238dfde7))
+rounds phase_width to integer number of pixels. By default that's good behavior, but for angular gratings it isn't, so flag. ([`0095847`](https://github.com/computational-psychology/stimupy/commit/0095847348d7da2290a8047fac1ba912238dfde7))
 
 * Update tests and paper stims ([`dc8d708`](https://github.com/computational-psychology/stimupy/commit/dc8d708cd1c305547906532f673e77b24a638b83))
 
@@ -1883,7 +1883,7 @@ rounds phase_width to integer number of pixels. By default that's good behav
 
 * first draft of rotatable gratings and sine-wave ([`34be9f8`](https://github.com/computational-psychology/stimupy/commit/34be9f86880b4ca94393a7c98662b2325655b61d))
 
-* Merge branch 'feat_shapes' into 'main'
+* Merge branch `feat_shapes` into `main`
 
 Move basic shapes to stimuli.components.shapes module
 
@@ -1946,7 +1946,7 @@ Closes #68 ([`b48467f`](https://github.com/computational-psychology/stimupy/comm
 
 ... all ints ([`1b70e79`](https://github.com/computational-psychology/stimupy/commit/1b70e796950d8914bad90c4d58a8cf184728d142))
 
-* Merge branch 'feat_unify_gratings' into 'main'
+* Merge branch `feat_unify_gratings` into `main`
 
 Unify some of the grating resolving
 
@@ -2106,11 +2106,11 @@ defaults for square-waves (1.0, 0.0): first phase is up, in line with sinewave (
 
 * added all .ipynb_checkpoints to gitignore ([`3056654`](https://github.com/computational-psychology/stimupy/commit/3056654239119d925e523991c8918ee3df035865))
 
-* closes #58, added __all__ to all scipts, re-structured pink noise into one_over_frequency noise ([`289a3c8`](https://github.com/computational-psychology/stimupy/commit/289a3c857e3a771bfa6e634be728cd25c4d215fa))
+* closes #58, added __all__ to all scripts, re-structured pink noise into one_over_frequency noise ([`289a3c8`](https://github.com/computational-psychology/stimupy/commit/289a3c857e3a771bfa6e634be728cd25c4d215fa))
 
 * removed contrast_metric, transparency, texture from init ([`9391e5d`](https://github.com/computational-psychology/stimupy/commit/9391e5d93d518584c817d5786c8666d8091fc039))
 
-* closes #7, closes #57; removed contrast_metric, transparancy and texture from main branch ([`324b08f`](https://github.com/computational-psychology/stimupy/commit/324b08fccfd8ad6a82760e825b71f0b6f45e2e25))
+* closes #7, closes #57; removed contrast_metric, transparency and texture from main branch ([`324b08f`](https://github.com/computational-psychology/stimupy/commit/324b08fccfd8ad6a82760e825b71f0b6f45e2e25))
 
 * added scripts for white1981 and 1985 ([`293c16d`](https://github.com/computational-psychology/stimupy/commit/293c16d16ac183608494c9687c9355f80ea0a7a5))
 
@@ -2125,7 +2125,7 @@ Closes #14 ([`dd6d526`](https://github.com/computational-psychology/stimupy/comm
 
 * corrected bug - removed rings from init ([`6a0ed3e`](https://github.com/computational-psychology/stimupy/commit/6a0ed3eac234caed25d8c4d47821237ca1f07eab))
 
-* Merge branch 'feat_frames' into 'main'
+* Merge branch `feat_frames` into `main`
 
 Frame-like stimuli
 
@@ -2133,7 +2133,7 @@ Closes #41, #39, #40, and #47
 
 See merge request computational-psychology/stimuli!22 ([`9b9d32e`](https://github.com/computational-psychology/stimupy/commit/9b9d32eeb5b9ea5a2b126bcf498dc1d7feeb44a8))
 
-* Merge branch 'feat_gratings' into 'main'
+* Merge branch `feat_gratings` into `main`
 
 Gratings (square-wave)
 
@@ -2181,9 +2181,9 @@ Closes #39, #40 ([`e00eee5`](https://github.com/computational-psychology/stimupy
 
 * Update grating_uniform ([`0f8cbc2`](https://github.com/computational-psychology/stimupy/commit/0f8cbc26e6a306188105491c9ec6d1015d7f019d))
 
-* Demo for square_wave 'illusion' ([`8646629`](https://github.com/computational-psychology/stimupy/commit/8646629cf860e833da7cc9adbc1a64b6277b0b04))
+* Demo for square_wave `illusion` ([`8646629`](https://github.com/computational-psychology/stimupy/commit/8646629cf860e833da7cc9adbc1a64b6277b0b04))
 
-* Rename and update square_wave 'illusion' to use square_wave component ([`2b57463`](https://github.com/computational-psychology/stimupy/commit/2b574635d63c6d11c940f9d2428ece4846e044a3))
+* Rename and update square_wave `illusion` to use square_wave component ([`2b57463`](https://github.com/computational-psychology/stimupy/commit/2b574635d63c6d11c940f9d2428ece4846e044a3))
 
 * Update docstrings ([`18431b1`](https://github.com/computational-psychology/stimupy/commit/18431b10ecd4283b726e2eface816f56b25efc79))
 
@@ -2227,7 +2227,7 @@ Closes #47 ([`ebd02e5`](https://github.com/computational-psychology/stimupy/comm
 
 * fixed problem in todorovic that precision affected target placement ([`ee9d0f7`](https://github.com/computational-psychology/stimupy/commit/ee9d0f7c71c70b10616bc49451fb88e2120e6b65))
 
-* Merge branch 'feat_circular' into 'main'
+* Merge branch `feat_circular` into `main`
 
 Circular and angular stimuli
 
@@ -2235,13 +2235,13 @@ Closes #36 and #37
 
 See merge request computational-psychology/stimuli!19 ([`944629d`](https://github.com/computational-psychology/stimupy/commit/944629dcf5d5c6717fe9d63a3a9c093e72952de0))
 
-* Merge branch 'feat_utils' into 'main'
+* Merge branch `feat_utils` into `main`
 
 Utils for getting masked values, averages, etc.
 
 See merge request computational-psychology/stimuli!20 ([`b04feb6`](https://github.com/computational-psychology/stimupy/commit/b04feb604f1c1993c4abcf946e7916dc767e5174))
 
-* Merge branch 'feat_domijan' into 'main'
+* Merge branch `feat_domijan` into `main`
 
 Solve resolution for Domijan2015
 
@@ -2275,7 +2275,7 @@ These originally come from BRENCH.postprocessing.utils ([`b319349`](https://gith
 
 * Move radial_white to illusions.angular ([`0ce2a6d`](https://github.com/computational-psychology/stimupy/commit/0ce2a6d8176132f9671644f094ce5ffd257d54b4))
 
-* Merge branch 'feat_angular' into feat_circular ([`ba48d57`](https://github.com/computational-psychology/stimupy/commit/ba48d57ea61289a4cd879578ad21dce6c58adf08))
+* Merge branch `feat_angular` into feat_circular ([`ba48d57`](https://github.com/computational-psychology/stimupy/commit/ba48d57ea61289a4cd879578ad21dce6c58adf08))
 
 * Update and expand Demos ([`1e3d912`](https://github.com/computational-psychology/stimupy/commit/1e3d91287deaceda480558fc258d5d6b878acba3))
 
@@ -2379,7 +2379,7 @@ Closes #37 ([`16ebcbf`](https://github.com/computational-psychology/stimupy/comm
 
 * Extract disc, rings, to separate components.circular ([`97aaeef`](https://github.com/computational-psychology/stimupy/commit/97aaeefc90598d7bc5fca5bea0199949f19e5ff1))
 
-* Bugfix: don't auto-import utils.utils ([`d70b13f`](https://github.com/computational-psychology/stimupy/commit/d70b13f4cd92cd16f7f7504e382f5df001ee9168))
+* Bugfix: don't auto-import utils.utils ([`d70b13f`](https://github.com/computational-psychology/stimupy/commit/d70b13f4cd92cd16f7f7504e382f5df001ee9168))
 
 * Update docstrings ([`4ccae85`](https://github.com/computational-psychology/stimupy/commit/4ccae85a8815ea2afbd9bb29edaf65f5ef7fc410))
 
@@ -2401,7 +2401,7 @@ not just resolution.resolve ([`449fc8f`](https://github.com/computational-psycho
 
 with padding is (100,200), not (100,180) ([`4e6dfa5`](https://github.com/computational-psychology/stimupy/commit/4e6dfa538bf7391bdda8cd9db50f79d38f6cb11a))
 
-* Merge branch 'feat_utils' into main ([`2482da3`](https://github.com/computational-psychology/stimupy/commit/2482da30b6ccb9e31734c5ed48b0a4022fe47d4d))
+* Merge branch `feat_utils` into main ([`2482da3`](https://github.com/computational-psychology/stimupy/commit/2482da30b6ccb9e31734c5ed48b0a4022fe47d4d))
 
 * Fix imports now that utils have been split up
 
@@ -2483,7 +2483,7 @@ in favor of resolution.visual_size_from_shape_ppd ([`39e22ca`](https://github.co
 
 * updated or added scipt-docstrings, and set domijan-default shape and visual_size to None ([`d52e8be`](https://github.com/computational-psychology/stimupy/commit/d52e8be9f32430b1c84e945558a732ce2fd6f5e0))
 
-* Merge branch 'dev_refactor' into main ([`6817eb5`](https://github.com/computational-psychology/stimupy/commit/6817eb5cf8643552d0845b5a77a02e7d2d418526))
+* Merge branch `dev_refactor` into main ([`6817eb5`](https://github.com/computational-psychology/stimupy/commit/6817eb5cf8643552d0845b5a77a02e7d2d418526))
 
 * consistently use intensity now ([`7fe1884`](https://github.com/computational-psychology/stimupy/commit/7fe18840ed43e42c2ae684926af9a2c42b4bda8e))
 
@@ -2495,7 +2495,7 @@ in favor of resolution.visual_size_from_shape_ppd ([`39e22ca`](https://github.co
 
 * Plot_stim in range (0,1) ([`0eff732`](https://github.com/computational-psychology/stimupy/commit/0eff73292b267affcb8cb5b8e910ff1233d4410d))
 
-* Merge branch 'feat_checkerboard' into 'dev_refactor'
+* Merge branch `feat_checkerboard` into `dev_refactor`
 
 Checkerboard component and stimuli
 
@@ -2557,11 +2557,11 @@ See merge request computational-psychology/stimuli!17 ([`b159e70`](https://githu
 
 * moved targets in todorovic by one pixel ([`a88af96`](https://github.com/computational-psychology/stimupy/commit/a88af96b25437e6306dd15b4fb61a7c048e6f403))
 
-* Merge branch 'dev_refactor' of git.tu-berlin.de:computational-psychology/stimuli into dev_refactor ([`d43d5e8`](https://github.com/computational-psychology/stimupy/commit/d43d5e8d8e80477558aa1e6f01b61a42bc1c8ab9))
+* Merge branch `dev_refactor` of git.tu-berlin.de:computational-psychology/stimuli into dev_refactor ([`d43d5e8`](https://github.com/computational-psychology/stimupy/commit/d43d5e8d8e80477558aa1e6f01b61a42bc1c8ab9))
 
 * updated benarys cross ([`479896d`](https://github.com/computational-psychology/stimupy/commit/479896dc39660147fa76f9632be9cff91c171029))
 
-* Merge branch 'feat_resolve_resolutions' into 'dev_refactor'
+* Merge branch `feat_resolve_resolutions` into `dev_refactor`
 
 Resolve & validate shape, visual_size, ppd
 
@@ -2571,13 +2571,13 @@ See merge request computational-psychology/stimuli!16 ([`c9141c0`](https://githu
 
 * updated sbc variables. added sbc function which automatically centers the target ([`f213016`](https://github.com/computational-psychology/stimupy/commit/f213016ed69b1f0c0a90deb6907377daae55686b))
 
-* updated some variabe naming and doc ([`2d13114`](https://github.com/computational-psychology/stimupy/commit/2d13114ddad1b535a82c01de962e870d35cd0e89))
+* updated some variable naming and doc ([`2d13114`](https://github.com/computational-psychology/stimupy/commit/2d13114ddad1b535a82c01de962e870d35cd0e89))
 
 * Bugfix resolve to deal with scalar inputs ([`b181119`](https://github.com/computational-psychology/stimupy/commit/b1811197f33831892eb45e249126fdc410fdfdd0))
 
 * Docstrings ([`19d7056`](https://github.com/computational-psychology/stimupy/commit/19d7056f91b5e21b645b7a16a18261c72f86143f))
 
-* Resolving 2D now resolves each dimension seperately ([`2646ed0`](https://github.com/computational-psychology/stimupy/commit/2646ed0a96adc24dd46a071c59f4e98ba4b6fcec))
+* Resolving 2D now resolves each dimension separately ([`2646ed0`](https://github.com/computational-psychology/stimupy/commit/2646ed0a96adc24dd46a071c59f4e98ba4b6fcec))
 
 * Extract 1D resolvers ([`7d13041`](https://github.com/computational-psychology/stimupy/commit/7d1304154a171881cd0a4c06a17b151a23df2152))
 
@@ -2621,7 +2621,7 @@ And mostly use the same tests for all resolvings ([`373752e`](https://github.com
 
 * All Murray2020 masks should be of dtype int ([`740f12f`](https://github.com/computational-psychology/stimupy/commit/740f12f894d6f0415187dc0503d10bb0269203d5))
 
-* Merge branch 'dev_refactor' of git.tu-berlin.de:computational-psychology/stimuli into dev_refactor ([`247b2b2`](https://github.com/computational-psychology/stimupy/commit/247b2b2b14391cb7fb472242befc6604fd8f71ca))
+* Merge branch `dev_refactor` of git.tu-berlin.de:computational-psychology/stimuli into dev_refactor ([`247b2b2`](https://github.com/computational-psychology/stimupy/commit/247b2b2b14391cb7fb472242befc6604fd8f71ca))
 
 * adapted paper scripts and updated rhs.json because most stims changed by a tiny amount (1 row/col of pixels) ([`f7e7ea1`](https://github.com/computational-psychology/stimupy/commit/f7e7ea1de4411fee7c8d04d0c900a034e1cb53da))
 
@@ -2678,15 +2678,15 @@ Closes #28 ([`8014e7b`](https://github.com/computational-psychology/stimupy/comm
 
 * removed padding from bullseyes ([`22e28ea`](https://github.com/computational-psychology/stimupy/commit/22e28ea70db35d808c828f07f4e3c8da615e8db7))
 
-* fixed problem that padding wasnt removed in RHS2007-todorovic_in_small ([`ad1f88c`](https://github.com/computational-psychology/stimupy/commit/ad1f88cc9a9958fb8f8bd0d17162aa47ffccbcc8))
+* fixed problem that padding wasn't removed in RHS2007-todorovic_in_small ([`ad1f88c`](https://github.com/computational-psychology/stimupy/commit/ad1f88cc9a9958fb8f8bd0d17162aa47ffccbcc8))
 
-* Merge branch 'dev_refactor' of git.tu-berlin.de:computational-psychology/stimuli into dev_refactor ([`ba1f0a2`](https://github.com/computational-psychology/stimupy/commit/ba1f0a23ba37037dfc11bc9d34b3818340b24b61))
+* Merge branch `dev_refactor` of git.tu-berlin.de:computational-psychology/stimuli into dev_refactor ([`ba1f0a2`](https://github.com/computational-psychology/stimupy/commit/ba1f0a23ba37037dfc11bc9d34b3818340b24b61))
 
 * made padding optional and added height_px and height_deg as input options ([`8832be7`](https://github.com/computational-psychology/stimupy/commit/8832be7e03470531acd52cc182e41d249e4b9291))
 
 * RHS2007 padding optional ([`fabf701`](https://github.com/computational-psychology/stimupy/commit/fabf701a4bbceccebb62b75dc158491b0d9a15aa))
 
-* Merge branch 'lynn_dev' into dev_refactor
+* Merge branch `lynn_dev` into dev_refactor
 
 Closes #4
 Closes #20
@@ -2729,7 +2729,7 @@ Closes #18 ([`c465f3b`](https://github.com/computational-psychology/stimupy/comm
 
 * Remove defunct demo scripts ([`1dad027`](https://github.com/computational-psychology/stimupy/commit/1dad027d3bb9bfebc4e0839378993aa2737ada46))
 
-* Merge branch 'feat_murray2020' into dev_refactor ([`7da2907`](https://github.com/computational-psychology/stimupy/commit/7da29074a55a877a3a887048996f4c1ec33695a6))
+* Merge branch `feat_murray2020` into dev_refactor ([`7da2907`](https://github.com/computational-psychology/stimupy/commit/7da29074a55a877a3a887048996f4c1ec33695a6))
 
 * Remove other implementations of Koffka Ring ([`2c9af41`](https://github.com/computational-psychology/stimupy/commit/2c9af41536cc13217914b3e0e7c266865dfd6a2e))
 
@@ -2744,17 +2744,17 @@ Closes #18 ([`c465f3b`](https://github.com/computational-psychology/stimupy/comm
 Original PPD = 16 pix / 8 deg
 new argument scales this, so only works for even numbers ([`689ee84`](https://github.com/computational-psychology/stimupy/commit/689ee84591a557b6f1afa5d9e8cd59d633bb07d0))
 
-* Merge remote-tracking branch 'tubgitlab/noise' into dev_refactor ([`008860d`](https://github.com/computational-psychology/stimupy/commit/008860d06fb29fd647c3bbd7d814443fd0f7774c))
+* Merge remote-tracking branch `tubgitlab/noise` into dev_refactor ([`008860d`](https://github.com/computational-psychology/stimupy/commit/008860d06fb29fd647c3bbd7d814443fd0f7774c))
 
 * Dungeon illusion no longer does doubling+padding ([`31a0fc4`](https://github.com/computational-psychology/stimupy/commit/31a0fc457395250041961d141974ef2e07a4a4f8))
 
 * Update checksums for new, and for improved, stimuli ([`e4e6f26`](https://github.com/computational-psychology/stimupy/commit/e4e6f265b7ad09e07bf1e52b9dc2c25bd24d948f))
 
-* Merge remote-tracking branch 'tubgitlab/lynn_illusions' into dev_refactor ([`d518f6e`](https://github.com/computational-psychology/stimupy/commit/d518f6ebad0ca9ad98fc819821f86efc8d0c1873))
+* Merge remote-tracking branch `tubgitlab/lynn_illusions` into dev_refactor ([`d518f6e`](https://github.com/computational-psychology/stimupy/commit/d518f6ebad0ca9ad98fc819821f86efc8d0c1873))
 
-* Merge branch 'feat_testing' into dev_refactor ([`72278d4`](https://github.com/computational-psychology/stimupy/commit/72278d42e91a3e492222d05f0ddfb88b89e7925d))
+* Merge branch `feat_testing` into dev_refactor ([`72278d4`](https://github.com/computational-psychology/stimupy/commit/72278d42e91a3e492222d05f0ddfb88b89e7925d))
 
-* Merge branch 'feat_plotting' into dev_refactor ([`975c8bf`](https://github.com/computational-psychology/stimupy/commit/975c8bf1ae959277c3f2e70a944d18508233162a))
+* Merge branch `feat_plotting` into dev_refactor ([`975c8bf`](https://github.com/computational-psychology/stimupy/commit/975c8bf1ae959277c3f2e70a944d18508233162a))
 
 * gen_ground_truth uses .gen_all() functions ([`653b36a`](https://github.com/computational-psychology/stimupy/commit/653b36a83d25c53e482246c0b1a058f38e65da6c))
 
@@ -2837,13 +2837,13 @@ Can also access this list as stimuli.papers.__all__, which can be used for testi
 
 * Unify plot_stim usage ([`231c9ba`](https://github.com/computational-psychology/stimupy/commit/231c9ba47723e2170257d1b2d8d3d291f198686c))
 
-* Merge remote-tracking branch 'tubgitlab/lynn_illusions' into dev_refactor
+* Merge remote-tracking branch `tubgitlab/lynn_illusions` into dev_refactor
 
 Mainly auto-formatting, but also use utils.plot_stim ([`f1c716a`](https://github.com/computational-psychology/stimupy/commit/f1c716a9953568e473158413b740540919408a1c))
 
 * Padding mostly done by paper functions
 
-For some "double" stimuli, it's still done inside the stimulus function itself... ([`874a014`](https://github.com/computational-psychology/stimupy/commit/874a0146c05a86a31b5ce7e7d4492a12da83f2ef))
+For some "double" stimuli, it's still done inside the stimulus function itself... ([`874a014`](https://github.com/computational-psychology/stimupy/commit/874a0146c05a86a31b5ce7e7d4492a12da83f2ef))
 
 * Autoformat utils ([`b739247`](https://github.com/computational-psychology/stimupy/commit/b7392476eab9b2ce358675bc615b5deafb5d2684))
 
@@ -2877,7 +2877,7 @@ For some "double" stimuli, it's still done inside the stimulus funct
 
 * Export all RHS2007 stimuli explicitly ([`36b787b`](https://github.com/computational-psychology/stimupy/commit/36b787b0834c0460cca3af38419436c6ccffea59))
 
-* Merge branch 'murray2020' into 'main'
+* Merge branch `murray2020` into `main`
 
 Murray (2020)  stimuli
 
@@ -2901,7 +2901,7 @@ See merge request computational-psychology/stimuli!14 ([`1387f2c`](https://githu
 
 * Set up tests for murray2020 stimuli ([`a810784`](https://github.com/computational-psychology/stimupy/commit/a810784a3029bd214e4dfaf2529cda3a26a063d6))
 
-* Don't print matfile filename ([`d9f81bb`](https://github.com/computational-psychology/stimupy/commit/d9f81bb822d365810532ab43d4e3e8f26fe562a9))
+* Don't print matfile filename ([`d9f81bb`](https://github.com/computational-psychology/stimupy/commit/d9f81bb822d365810532ab43d4e3e8f26fe562a9))
 
 * Cleaner masks ([`8c608fa`](https://github.com/computational-psychology/stimupy/commit/8c608fab8486a4699dbd09360f28160abd6c6eef))
 
@@ -2939,7 +2939,7 @@ Use np.zeros instead ([`a83b8f4`](https://github.com/computational-psychology/st
 
 This reverts commit 7a1d86437871fb893c9d10534675bef45b08e64d. ([`f753712`](https://github.com/computational-psychology/stimupy/commit/f753712514b0c3f56c4ac6ab45184cd924f880bd))
 
-* Parameterized Adelson's Koffka ring ([`26f2672`](https://github.com/computational-psychology/stimupy/commit/26f2672a263c93794cdf1545103b3f243cdda49e))
+* Parameterized Adelson's Koffka ring ([`26f2672`](https://github.com/computational-psychology/stimupy/commit/26f2672a263c93794cdf1545103b3f243cdda49e))
 
 * Add new file ([`7a1d864`](https://github.com/computational-psychology/stimupy/commit/7a1d86437871fb893c9d10534675bef45b08e64d))
 
@@ -2967,11 +2967,11 @@ This reverts commit 7a1d86437871fb893c9d10534675bef45b08e64d. ([`f753712`](https
 
 * changed output format from object to a dictionary ([`43bdd90`](https://github.com/computational-psychology/stimupy/commit/43bdd904fd782666fbec06becdd4328b0ce9b315))
 
-* Bugfix: circular White's illusion would have gap between rings ([`0c6c2d1`](https://github.com/computational-psychology/stimupy/commit/0c6c2d1945c87e5e86385fcf9909b6a0f7d17a09))
+* Bugfix: circular White's illusion would have gap between rings ([`0c6c2d1`](https://github.com/computational-psychology/stimupy/commit/0c6c2d1945c87e5e86385fcf9909b6a0f7d17a09))
 
 * Bugfix: circle mask would miss pixels ([`5eada03`](https://github.com/computational-psychology/stimupy/commit/5eada03229c9c3596d7772a92dc8e99d061592de))
 
-* Merge branch 'main' of git.tu-berlin.de:computational-psychology/stimuli into main ([`ae92d9c`](https://github.com/computational-psychology/stimupy/commit/ae92d9cefe7705f2113b200d5666b9938a4db4b0))
+* Merge branch `main` of git.tu-berlin.de:computational-psychology/stimuli into main ([`ae92d9c`](https://github.com/computational-psychology/stimupy/commit/ae92d9cefe7705f2113b200d5666b9938a4db4b0))
 
 * corrected weird target placing behavior for uneven SF-resolution combinations ([`d070464`](https://github.com/computational-psychology/stimupy/commit/d07046452c1847614cf80eaaa0dde112f0521c87))
 
@@ -2987,7 +2987,7 @@ This reverts commit 7a1d86437871fb893c9d10534675bef45b08e64d. ([`f753712`](https
 
 * Bugfix from merge conflict ([`a527c7d`](https://github.com/computational-psychology/stimupy/commit/a527c7d3dacb4fc5a2a54ac415d23426f017a4c1))
 
-* Merge branch 'main' of git.tu-berlin.de:computational-psychology/stimuli ([`4ce80b6`](https://github.com/computational-psychology/stimupy/commit/4ce80b687e0c3078f4b985c17e48a70917aeef19))
+* Merge branch `main` of git.tu-berlin.de:computational-psychology/stimuli ([`4ce80b6`](https://github.com/computational-psychology/stimupy/commit/4ce80b687e0c3078f4b985c17e48a70917aeef19))
 
 * added support for multiple targets ([`8f4dcd9`](https://github.com/computational-psychology/stimupy/commit/8f4dcd901549a63fd5386a00482047ff64cba571))
 
@@ -3013,23 +3013,23 @@ Mainly fixing circular imports, and dividing by floats instead of ints ([`052828
 
 * minor changes in the overview.py ([`7e61cfc`](https://github.com/computational-psychology/stimupy/commit/7e61cfc2de7557155bbf4bd2985e85b2880acce9))
 
-* all functions now call other functions with illusion.* even if they're inside the same file ([`f3c4cda`](https://github.com/computational-psychology/stimupy/commit/f3c4cda4cbc01023b62eece0b57ed8c9fd80d97a))
+* all functions now call other functions with illusion.* even if they're inside the same file ([`f3c4cda`](https://github.com/computational-psychology/stimupy/commit/f3c4cda4cbc01023b62eece0b57ed8c9fd80d97a))
 
 * deleted lightness dir ([`34e505c`](https://github.com/computational-psychology/stimupy/commit/34e505c72abbce50efa969bfd0d550c3710c51f9))
 
-* Merge branch 'stimuli_masks' ([`efd85ac`](https://github.com/computational-psychology/stimupy/commit/efd85acb27ef71012399ed11209344f67cfb1ecc))
+* Merge branch `stimuli_masks` ([`efd85ac`](https://github.com/computational-psychology/stimupy/commit/efd85acb27ef71012399ed11209344f67cfb1ecc))
 
 * corrected stimulus implementations for domijan2015 and RHS2007 ([`a6d1bcf`](https://github.com/computational-psychology/stimupy/commit/a6d1bcf3aec831806496eb578f4b05f538814cbf))
 
 * added test for checkerboard_contrast_contrast ([`ba96fb5`](https://github.com/computational-psychology/stimupy/commit/ba96fb5774d23fa671b97678593d5dd579e785fb))
 
-* Merge branch 'master' of git.tu-berlin.de:computational-psychology/stimuli ([`c3cc62c`](https://github.com/computational-psychology/stimupy/commit/c3cc62c3cdc0c53594be768439d90f13d33600f6))
+* Merge branch `master` of git.tu-berlin.de:computational-psychology/stimuli ([`c3cc62c`](https://github.com/computational-psychology/stimupy/commit/c3cc62c3cdc0c53594be768439d90f13d33600f6))
 
 * added overview.png creation in the papers plots ([`d176d5a`](https://github.com/computational-psychology/stimupy/commit/d176d5afec6e7e71cc85da660405265d247a6414))
 
 * changed padding in some functions so they match the shape in the paper ([`f58e1bd`](https://github.com/computational-psychology/stimupy/commit/f58e1bd7e275854163be52c593020802ceaaf5c5))
 
-* Merge branch 'replicating_RHS2007_stimuli' ([`9a0e3c5`](https://github.com/computational-psychology/stimupy/commit/9a0e3c5b3fca9db1980738144e60353af0866968))
+* Merge branch `replicating_RHS2007_stimuli` ([`9a0e3c5`](https://github.com/computational-psychology/stimupy/commit/9a0e3c5b3fca9db1980738144e60353af0866968))
 
 * changed starting phase of RHS2007_white_thin_wide ([`e94013e`](https://github.com/computational-psychology/stimupy/commit/e94013e60da9705cf395b0266ac9459f0db76ab1))
 
@@ -3041,19 +3041,19 @@ Mainly fixing circular imports, and dividing by floats instead of ints ([`052828
 
 * Fixed binary masks for todorovic, circular and sbc ([`1890dfc`](https://github.com/computational-psychology/stimupy/commit/1890dfcc65c4cffc3d3a660a2b011e5ffcd234c9))
 
-* Merge branch 'master' into stimuli_masks ([`4d9aa41`](https://github.com/computational-psychology/stimupy/commit/4d9aa4190bd797ea3f887c2016a6ced2bdbcee28))
+* Merge branch `master` into stimuli_masks ([`4d9aa41`](https://github.com/computational-psychology/stimupy/commit/4d9aa4190bd797ea3f887c2016a6ced2bdbcee28))
 
-* Merge branch 'replicating_RHS2007_stimuli' into 'master'
+* Merge branch `replicating_RHS2007_stimuli` into `master`
 
 Replicating rhs2007 stimuli
 
 See merge request computational-psychology/stimuli!12 ([`ad11f9d`](https://github.com/computational-psychology/stimupy/commit/ad11f9d6a51ce71360df3041826fe23bac284bf7))
 
-* Merge branch 'master' into replicating_RHS2007_stimuli ([`70a8afa`](https://github.com/computational-psychology/stimupy/commit/70a8afa421be1741d971ed132164fffd1a5c16c8))
+* Merge branch `master` into replicating_RHS2007_stimuli ([`70a8afa`](https://github.com/computational-psychology/stimupy/commit/70a8afa421be1741d971ed132164fffd1a5c16c8))
 
 * added checkerboards in RHS2007 file ([`ae22229`](https://github.com/computational-psychology/stimupy/commit/ae2222987a5389c37e73aad3204220cc95c5d112))
 
-* Merge branch 'master' into stimuli_masks ([`5c835c1`](https://github.com/computational-psychology/stimupy/commit/5c835c101902031a0c7e01385d32582bfacdba3b))
+* Merge branch `master` into stimuli_masks ([`5c835c1`](https://github.com/computational-psychology/stimupy/commit/5c835c101902031a0c7e01385d32582bfacdba3b))
 
 * fixed binary masks for todorovic, sbc an white_circular ([`b09354a`](https://github.com/computational-psychology/stimupy/commit/b09354a79177193550fe67406da2bf5e96a359fd))
 
@@ -3061,11 +3061,11 @@ See merge request computational-psychology/stimuli!12 ([`ad11f9d`](https://githu
 
 * added checkerboards ([`8ee27fe`](https://github.com/computational-psychology/stimupy/commit/8ee27fe737bd19588f56ebca00ecee19fb99b283))
 
-* Merge branch 'master' into replicating_RHS2007_stimuli ([`1823e05`](https://github.com/computational-psychology/stimupy/commit/1823e0599da8aa51cd34bece7db92a7a4d2f075f))
+* Merge branch `master` into replicating_RHS2007_stimuli ([`1823e05`](https://github.com/computational-psychology/stimupy/commit/1823e0599da8aa51cd34bece7db92a7a4d2f075f))
 
 * added checkerboards ([`c0e417d`](https://github.com/computational-psychology/stimupy/commit/c0e417d7530ff42bf8c5b351eb22671bd4386eb5))
 
-* Merge branch 'stimuli_masks' into 'master'
+* Merge branch `stimuli_masks` into `master`
 
 implemented binary masks
 
@@ -3079,25 +3079,25 @@ Borrowed from `lightness` demo script ([`28b060b`](https://github.com/computatio
 
 * Bugfix: disc and ring
 
-Didn't produce output, and wasn't imported in `illusions` ([`dd749e2`](https://github.com/computational-psychology/stimupy/commit/dd749e2f45b7b1d429991cec5832fabaed3e60ba))
+Didn't produce output, and wasn't imported in `illusions` ([`dd749e2`](https://github.com/computational-psychology/stimupy/commit/dd749e2f45b7b1d429991cec5832fabaed3e60ba))
 
 * Clean-up tests
 
-Rename scripts that just plot (and don't assert anything) to `demo_`, to avoid being run automatically by pytest.
+Rename scripts that just plot (and don't assert anything) to `demo_`, to avoid being run automatically by pytest.
 
 Include an empty __init__.py in tests to help with pytest discovering tests in `tests/papers/domijna2015/` ([`fa78d16`](https://github.com/computational-psychology/stimupy/commit/fa78d16ac8455a140f5ca06d3a7a7457ab643357))
 
-* Merge branch 'replicating_RHS2007_stimuli' into 'master'
+* Merge branch `replicating_RHS2007_stimuli` into `master`
 
 changed some parameters in circular_whiteRHS2007
 
 See merge request computational-psychology/stimuli!9 ([`24a47c2`](https://github.com/computational-psychology/stimupy/commit/24a47c239b750ab2d6673df5fbc158bbf0e79d0f))
 
-* Merge branch 'master' into replicating_RHS2007_stimuli ([`4aa69e6`](https://github.com/computational-psychology/stimupy/commit/4aa69e6b6a9e65215d84c53c23e1b529a64842c1))
+* Merge branch `master` into replicating_RHS2007_stimuli ([`4aa69e6`](https://github.com/computational-psychology/stimupy/commit/4aa69e6b6a9e65215d84c53c23e1b529a64842c1))
 
 * changed some parameters in circular_whiteRHS2007 ([`989e0c7`](https://github.com/computational-psychology/stimupy/commit/989e0c75fbaac4e66cfaf6b595a5d70dc5ded22b))
 
-* Merge branch 'replicating_domijan_stimuli' into 'master'
+* Merge branch `replicating_domijan_stimuli` into `master`
 
 added tests to compare with hardcoded domijan stimuli
 
@@ -3105,7 +3105,7 @@ See merge request computational-psychology/stimuli!8 ([`faafff7`](https://github
 
 * added tests to compare with hardcoded domijan stimuli ([`7bcb5ed`](https://github.com/computational-psychology/stimupy/commit/7bcb5edb8e7dec5f71e8bdb23558501d1a5474be))
 
-* Merge branch 'restructuring' into 'master'
+* Merge branch `restructuring` into `master`
 
 stimuli are specified in degrees visual angle
 
@@ -3113,7 +3113,7 @@ See merge request computational-psychology/stimuli!7 ([`34e5ca2`](https://github
 
 * added Stimulus class and made all functions return a stimulus object ([`72a9983`](https://github.com/computational-psychology/stimupy/commit/72a998322aa07968046bb4fe8db5a12c29f21b60))
 
-* Merge branch 'replicating_RHS2007_stimuli' into 'master'
+* Merge branch `replicating_RHS2007_stimuli` into `master`
 
 Replicating rhs2007 stimuli
 
@@ -3125,7 +3125,7 @@ See merge request computational-psychology/stimuli!6 ([`8c36bef`](https://github
 
 * the stimuli for which we already have the functions are correctly parametrized ([`a7d6dd6`](https://github.com/computational-psychology/stimupy/commit/a7d6dd68ef290badd8ce16b276bf5ef1801c7ce3))
 
-* Merge branch 'replicating_domijan_stimuli' into 'master'
+* Merge branch `replicating_domijan_stimuli` into `master`
 
 added last three domijan stimuli, all of them are done (for real this time)
 
@@ -3133,17 +3133,17 @@ See merge request computational-psychology/stimuli!5 ([`8ed3f0d`](https://github
 
 * added last three domijan stimuli, all of them are done (for real this time) ([`76ca93f`](https://github.com/computational-psychology/stimupy/commit/76ca93f8acdc07a379fbf34675c298f9577952fb))
 
-* Merge branch 'replicating_domijan_stimuli' into 'master'
+* Merge branch `replicating_domijan_stimuli` into `master`
 
 domijan stimuli are all perfectly reproduced
 
 See merge request computational-psychology/stimuli!4 ([`c6b5ed2`](https://github.com/computational-psychology/stimupy/commit/c6b5ed211b48d7e566f6b4fa7f8a206ed7e721dd))
 
-* Merge branch 'master' into replicating_domijan_stimuli ([`d6b070d`](https://github.com/computational-psychology/stimupy/commit/d6b070dd692405a651dca7cc5e4deb7a811d267a))
+* Merge branch `master` into replicating_domijan_stimuli ([`d6b070d`](https://github.com/computational-psychology/stimupy/commit/d6b070dd692405a651dca7cc5e4deb7a811d267a))
 
 * domijan stimuli are all perfectly reproduced ([`39ff3cd`](https://github.com/computational-psychology/stimupy/commit/39ff3cddbf120703178e8411cd68f0b132fa988b))
 
-* Merge branch 'matko' into 'master'
+* Merge branch `matko` into `master`
 
 Recent refactorings
 
@@ -3157,7 +3157,7 @@ See merge request computational-psychology/stimuli!3 ([`c85afc4`](https://github
 
 * Added overview generating scripts in illusions and lightness ([`7e4a8bc`](https://github.com/computational-psychology/stimupy/commit/7e4a8bcd43d9fbc6c3061a6113bf1558c6f97343))
 
-* Merge branch 'master' into matko ([`74c69fd`](https://github.com/computational-psychology/stimupy/commit/74c69fd5e74a668975819159bed6c135b67ab19c))
+* Merge branch `master` into matko ([`74c69fd`](https://github.com/computational-psychology/stimupy/commit/74c69fd5e74a668975819159bed6c135b67ab19c))
 
 * added domijan2015 functions in stimuli ([`88237e6`](https://github.com/computational-psychology/stimupy/commit/88237e6ee7b3a89b24b7fd929d4ccf189ae1cb57))
 
@@ -3167,11 +3167,11 @@ Not sure which params are descriptive ([`04aa624`](https://github.com/computatio
 
 * Add params checkerboards ([`a8c12a9`](https://github.com/computational-psychology/stimupy/commit/a8c12a9fbfe5856f7e04ad47327da0841db04d31))
 
-* Parametes for RHS 2007 now python script, more fleshed out ([`d45778a`](https://github.com/computational-psychology/stimupy/commit/d45778ae339b0af58fadecb271d5d575596007b6))
+* Parameters for RHS 2007 now python script, more fleshed out ([`d45778a`](https://github.com/computational-psychology/stimupy/commit/d45778ae339b0af58fadecb271d5d575596007b6))
 
 * Add draft config JSON for RHS 2007 stimuli ([`dbe07d3`](https://github.com/computational-psychology/stimupy/commit/dbe07d3729c04762f02141a34d5e3726a3e905d6))
 
-* Merge branch 'matko' into 'master'
+* Merge branch `matko` into `master`
 
 Make package pip installable
 
@@ -3205,7 +3205,7 @@ Updated README ([`9410df2`](https://github.com/computational-psychology/stimupy/
 
 * Merge pull request #1 from computational-psychology/dev_metrics
 
-Adds Moulden's 1990 definition of SAMLG and SAWLG contrast metrics, fixes bug in checkerboard factory ([`2d135d1`](https://github.com/computational-psychology/stimupy/commit/2d135d10f3f4a48033bded5a9ff2fcc682cf39c9))
+Adds Moulden's 1990 definition of SAMLG and SAWLG contrast metrics, fixes bug in checkerboard factory ([`2d135d1`](https://github.com/computational-psychology/stimupy/commit/2d135d10f3f4a48033bded5a9ff2fcc682cf39c9))
 
 * corrects bug with sample_repeat not being an integer, checkerboard factory ([`239e114`](https://github.com/computational-psychology/stimupy/commit/239e1149295816a43cd6ca083577cdba57cf0f78))
 
@@ -3265,7 +3265,7 @@ Adds Moulden's 1990 definition of SAMLG and SAWLG contrast metrics, fixes bu
 
 * added image generation factories for transparency experiments ([`203bec4`](https://github.com/computational-psychology/stimupy/commit/203bec420021f38a9af618fd37f57254a8db8df3))
 
-* Merge branch 'master' of github.com:TUBvision/stimuli ([`10181b9`](https://github.com/computational-psychology/stimupy/commit/10181b9a5fb76045d8f49063bcbeb5936236bbd6))
+* Merge branch `master` of github.com:TUBvision/stimuli ([`10181b9`](https://github.com/computational-psychology/stimupy/commit/10181b9a5fb76045d8f49063bcbeb5936236bbd6))
 
 * Changes way of importing the module. ([`f997054`](https://github.com/computational-psychology/stimupy/commit/f997054f4e97a0964cd6585e8ab9f66c8abac4ef))
 
@@ -3275,9 +3275,9 @@ Adds Moulden's 1990 definition of SAMLG and SAWLG contrast metrics, fixes bu
 
 * fixing imports ([`00bdc30`](https://github.com/computational-psychology/stimupy/commit/00bdc30c54212672fbc3c319df3f3661b00f38cf))
 
-* Merge branch 'master' of https://github.com/TUBvision/stimuli ([`f218f05`](https://github.com/computational-psychology/stimupy/commit/f218f053aebd87346882680495760d5fdae17a2c))
+* Merge branch `master` of https://github.com/TUBvision/stimuli ([`f218f05`](https://github.com/computational-psychology/stimupy/commit/f218f053aebd87346882680495760d5fdae17a2c))
 
-* Added texture synthesis code for 'polka dots' and 'bricks' stimulus. ([`8379812`](https://github.com/computational-psychology/stimupy/commit/83798125c442b19f6d1afc93c96e99a634cd2b83))
+* Added texture synthesis code for `polka dots` and `bricks` stimulus. ([`8379812`](https://github.com/computational-psychology/stimupy/commit/83798125c442b19f6d1afc93c96e99a634cd2b83))
 
 * edited README files ([`57da8d2`](https://github.com/computational-psychology/stimupy/commit/57da8d29fc979c0c1977a0b729d0ec59199800ff))
 
@@ -3285,7 +3285,7 @@ Adds Moulden's 1990 definition of SAMLG and SAWLG contrast metrics, fixes bu
 
 * added documentation ([`e8ed5bf`](https://github.com/computational-psychology/stimupy/commit/e8ed5bfbd65ede7d1b39f2f5fc16c19a5574efe2))
 
-* Merge branch 'master' of https://github.com/TUBvision/stimuli ([`f05aa0b`](https://github.com/computational-psychology/stimupy/commit/f05aa0bf6fbfa838cc2cde689bbcc187236d558a))
+* Merge branch `master` of https://github.com/TUBvision/stimuli ([`f05aa0b`](https://github.com/computational-psychology/stimupy/commit/f05aa0bf6fbfa838cc2cde689bbcc187236d558a))
 
 * added documentation ([`cf034c5`](https://github.com/computational-psychology/stimupy/commit/cf034c57d1f0ec49dfe176500a0102db52d12e02))
 
diff --git a/pyproject.toml b/pyproject.toml
index 80f5e0a..b53ee08 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -87,5 +87,5 @@ upload_to_vcs_release = true # upload sdist, wheel to release-tag
 
 
 [tool.codespell]
-skip = "./docs/_build/*"
+skip = "./docs/_build/*,CHANGELOG.md"
 exclude-file = ".codespell.ignore"