docs: typos

docs/getting_started/composition.md

@@ -11,9 +11,8 @@ kernelspec:
 ---
 
 # Composing stimuli, composed stimuli
-
 Most stimuli consist not just of one shape or element,
-but they consists of a composition of multiple components.
+but consist of a composition of multiple components.
 The geometric {py:mod}`components <stimupy.components>`
 form the basic building blocks for all stimuli implemented in `stimupy`.
 In this tutorial, we will explore how a simple example stimulus consisting of multiple geometric elements,

docs/getting_started/replicate.md

@@ -20,7 +20,8 @@ and thus specific existing parameterizations can be recreated.
 
 For a large selection of the generic {py:mod}`stimupy.stimuli`,
 there are specific parameterizations in the published literature.
-In order to make it easier for the community to access and work with these stimuli, we have re-implemented some existing stimulus sets in stimupy,
+In order to make it easier for the community to access and work with these stimuli,
+we have re-implemented some existing stimulus sets in stimupy,
 under the corresponding {py:mod}`stimupy.papers`.
 
 ```{code-cell}

docs/howtos/export.md

@@ -38,7 +38,7 @@ since JSON syntax is very similar to Python syntax for lists and dicts.
 as the whole stimulus-dict ({py:func}`stimupy.utils.export.to_json`)
 
 ### MATLAB `.mat`
-For using stimuli in a MATLAB environment,
+To use stimuli in a MATLAB environment,
 e.g., in a PsychToolBox-based experiment,
 or a computational model that is (only) implemented in MATLAB,
 the stimuli have to be exported to a format that MATLAB can interpret.

docs/howtos/share.md

@@ -3,7 +3,8 @@ A core principle of `stimupy` is sharing and reusing stimuli.
 One part of this endeavor is the large number of stimuli that are already implemented,
 such that you can generate various parameterizations of these
 without having to write any custom code.
-Besides this, we are hoping that people who are using `stimupy` for their stimulus generation want to add and hence share their stimulus implementations with other `stimupy`-users.
+Besides this, we are hoping that people who use `stimupy` for their stimulus generation
+want to share their stimulus implementations with other `stimupy`-users.
 
 ## What to share?
 To accurately reproduce a stimulus,
@@ -77,9 +78,9 @@ Thus, you'll need to:
 - provide all parameter-values for this stimulus, ideally by [exporting them](export.md).
   For just sharing parameter-values, we recommend exporting the stimulus-`dict`
   without the `img` and `masks` to a [JSON file](./export.md).
-  The reason for this is because JSON files are both human-readable -- so that a non-stimupy / non-Python
-  recipient can still evaluate the parameter values -- and safely machine-readable
-  -- so that a Python / stimupy user can easily load and recreate the stimulus.
+  The reason for this is that JSON files are both human-readable --
+  so that a non-stimupy / non-Python recipient can still evaluate the parameter values --
+  and safely machine-readable -- so that a Python / stimupy user can easily load and recreate the stimulus.
 
 %% SOMETHING ABOUT HASHING
 

docs/topic_guides/dimensions.md

@@ -98,7 +98,7 @@ plot_stim(stim)
 ```
 
 ## Distance metric
-We term these above described axes a _`distance_metric`_,
+We term these aforementioned axes a _`distance_metric`_,
 as they measure distance from some point of origin.
 This way of thinking is especially important
 for wave specifications in {py:mod}`stimupy.components.waves`

docs/topic_guides/waves.md

@@ -160,7 +160,7 @@ for a given sampling rate ($\sim$ ppd)
 ```
 ````
 
-If desired (i.e. if _`round_phase_width=True`_, `stimupy` supports the user in cases where the given parameter values
+If desired (i.e. if _`round_phase_width=True`_), `stimupy` supports the user in cases where the given parameter values
 result in a poor periodicity $\times$ resolution combination.
 Specifically, it will adjust/round the _periodicity_ parameters to try and accomplish
 the closest possible version of the stimulus, and warn you about this change.