Minor updates to docs

Author: elisemercury

docs/faq.rst

@@ -8,7 +8,7 @@ FAQ
 What's new in v4?
 ----------------
 
-difPy version 4 is the next-generation version of difPy, which not only achieves **up to 10x the performance** compared to version 3.x, but also comes with a variety of **new features** that make it's usage experience even better.
+difPy version 4 is the next-generation version of difPy, which not only achieves **up to 10x the performance** compared to version 3.x, but also comes with a variety of **new features** that make its usage experience even better.
 
 **Splitting of Processes**
 
@@ -61,7 +61,7 @@ difPy will then initiate a search for each separate folder considering them as s
 
 **difPy is more Lightweight**
 
-The difPy is now much more lightweight by depending less on external packages, and more on Python native features. Moreover, difPy processes certain functions more efficiently thanks to increased usage of `Numpy <https://www.geeksforgeeks.org/why-numpy-is-faster-in-python/>`_.
+difPy is now much more lightweight by depending less on external packages, and more on Python native features. Moreover, difPy processes certain functions more efficiently thanks to increased usage of `Numpy <https://www.geeksforgeeks.org/why-numpy-is-faster-in-python/>`_.
 
 .. _Supported File Types:
 

docs/parameters.rst

@@ -7,7 +7,7 @@ Parameters
 difPy.build
 ------------
 
-Before difPy can perform any search, it needs to build it's image repository and transform the images in the provided directory into tensors. This is what is done when ``difPy.build()`` is invoked.
+Before difPy can perform any search, it needs to build its image repository and transform the images in the provided directory into tensors. This is what is done when ``difPy.build()`` is invoked.
 
 Upon completion, ``difPy.build()`` returns a ``dif`` object that can be used in :ref:`difPy.search` to start the search process.
 
@@ -189,7 +189,7 @@ Depending on which use case you want to apply difPy for, the granularity for the
 
 **Manual setting**: the match MSE threshold can be adjusted manually by setting the ``similarity`` parameter to any ``int`` or ``float``. difPy will then search for images that match an MSE threshold **equal to or lower than** the one specified.
 
-When searching for **similar** images, the choice of MSE threshold becomes very important. A threshold of ``50`` will usually find similarities in regular photographs well, but if applied to images containing for example text with a plain white background, an MSE threshold of ``50`` will usually be too high and difPy will consider all images to be similar, even though they are not. In this case, for more precision, the ``similarity`` parameter should be lowered. Additionally, the ``px_size`` parameter can also be lowered to gain more precision (see :ref:`px_size`).
+When searching for **similar** images, the choice of MSE threshold becomes very important. A threshold of ``50`` will usually find similarities in regular photographs well, but if applied to images containing for example text with a plain white background, an MSE threshold of ``50`` will usually be too high and difPy will consider all images to be similar, even though they are not. In this case, for more precision, the ``similarity`` parameter should be lowered. Additionally, the ``px_size`` parameter can also be increased to gain more precision (see :ref:`px_size`).
 
 .. _show_progress:
 

docs/usage.rst

@@ -79,7 +79,7 @@ difPy can be invoked through a CLI interface by using the following commands:
 
 .. note::
 
-   Windows users can add difPy to their `PATH system variables <https://www.computerhope.com/issues/ch000549.htm>`_ by pointing it to their difPy package installation folder containing the `difPy.bat <https://github.com/elisemercury/Duplicate-Image-Finder/difPy/difPy.bat>`_ file. This adds ``difPy`` as a command in the CLI and will allow direct invocation of difPy from anywhere on the machine. The default difPy installation folder will look similar to ``C:\Users\User\AppData\Local\Programs\Python\Python311\Lib\site-packages\difPy`` (Windows 11).
+   Windows users can add difPy to their `PATH system variables <https://www.computerhope.com/issues/ch000549.htm>`_ by pointing it to their difPy package installation folder containing the `difPy.bat <https://github.com/elisemercury/Duplicate-Image-Finder/blob/main/difPy/difPy.bat>`_ file. This adds ``difPy`` as a command in the CLI and will allow direct invocation of difPy from anywhere on the machine. The default difPy installation folder will look similar to ``C:\Users\User\AppData\Local\Programs\Python\Python311\Lib\site-packages\difPy`` (Windows 11).
 
 difPy in the CLI supports the following arguments: