Update README.rst

fixed some typos

Author: Lokke

README.rst

@@ -1,5 +1,7 @@
 ==========
+
 audiomatch
+
 ==========
 
 .. image:: https://github.com/unmade/audiomatch/workflows/lint%20and%20test/badge.svg?branch=master
@@ -18,31 +20,26 @@ audiomatch
     :alt: MIT License
     :target: https://github.com/unmade/audiomatch/blob/master/LICENSE
 
-
 A small command-line tool to find similar audio files
 
 Installation
 ============
 
-First, install the Chromaprint_ fingerprinting library by Lukáš Lalinský. (The library
-itself depends on an FFT library, but it's smart enough to use an algorithm from
-software you probably already have installed; see the Chromaprint page for details)
+First, install the Chromaprint_ fingerprinting library by Lukáš Lalinský. (The library itself depends on an FFT library, but it's smart enough to use an algorithm from software you probably already have installed; see the Chromaprint page for details.)
 
 Then you can install this library:
 
 .. code-block:: bash
 
     pip install audiomatch
 
-To do things fast *audiomatch* requires C compiler and Python headers to be installed.
-You can skip compilation by setting ``AUDIOMATCH_NO_EXTENSIONS`` environment variable:
+To perform tasks quickly, *audiomatch* requires a C compiler and Python headers to be installed. You can skip the compilation by setting the ``AUDIOMATCH_NO_EXTENSIONS`` environment variable:
 
 .. code-block:: bash
 
     AUDIOMATCH_NO_EXTENSIONS=1 pip install audiomatch
 
-You can avoid installing all this libraries on your computer and run everything in
-docker:
+You can avoid installing all these libraries on your computer and run everything in Docker:
 
 .. code-block:: bash
 
@@ -51,7 +48,7 @@ docker:
 Quickstart
 ==========
 
-Suppose, we have a directory with Nirvana songs:
+Suppose we have a directory with Nirvana songs:
 
 .. code-block:: bash
 
@@ -82,62 +79,47 @@ Let's find out which files sound similar:
     ./demo/Pennyroyal Tea (Solo Acoustic).mp3
     ./demo/Pennyroyal Tea (Unplugged in NYC).m4a
 
-*Note #1: input audio files should be at least 10 seconds long*
+*Note #1: Input audio files should be at least 10 seconds long.*
 
-*Note #2: in some rare cases false positives are possible*
+*Note #2: In some rare cases, false positives are possible.*
 
-What's happening here is that *audiomatch* takes all audio files from the directory and
-compares them with each other.
+What's happening here is that *audiomatch* takes all audio files from the directory and compares them with each other.
 
-You can also compare file with another file, file and directory, or directory to
-directory. If you need to, you can provide glob-style patterns, but don't forget to
-quote it, because otherwise shell expanded it for you. For example, let's compare all
-``.mp3`` files with ``.m4a`` files:
+You can also compare a file with another file, a file and a directory, or a directory with another directory. If you need to, you can provide glob-style patterns, but don't forget to quote them, because otherwise the shell will expand it for you. For example, let's compare all ``.mp3`` files with ``.m4a`` files:
 
 .. code-block:: bash
 
-    $ audiomatch  "./demo/*.mp3" "./demo/*.m4a"
+    $ audiomatch "./demo/*.mp3" "./demo/*.m4a"
     These files sound similar:
 
     ../demo/Pennyroyal Tea (Solo Acoustic).mp3
     ../demo/Pennyroyal Tea (Unplugged in NYC).m4a
 
-This time, *audiomatch* took all files with ``.mp3`` extension and compare them with
-all files with ``.m4a`` extension.
+This time, *audiomatch* took all files with the ``.mp3`` extension and compared them with all files with the ``.m4a`` extension.
 
-Note, how there is no In Utero version in the output. The reason it is present in the
-previous output, because it actually similar with Unplugged version and then transitive
-law applies: if ``a = b`` and ``b = c``, then ``a = c``.
+Note how there is no In Utero version in the output. The reason it is present in the previous output is because it is actually similar to the Unplugged version, and then the transitive law applies: if ``a = b`` and ``b = c``, then ``a = c``.
 
 --length
 --------
 
-The ``--length`` specifies how many seconds to take for analysis from the song. Default
-value is 120 and it is good enough to find exactly the same song, but maybe in different
-quality. However, for a more complicated cases like same song played in different tempo
-the more input we have the more accurate results are.
+The ``--length`` option specifies how many seconds to take for analysis from the song. The default value is 120, and it is good enough to find exactly the same song, but maybe in different quality. However, for more complicated cases like the same song played in a different tempo, the more input we have, the more accurate results are.
 
 --extension
 -----------
 
-By default, ``audiomatch`` looks for files with ``.m4a``, ``mp3``, ``.caf`` extensions.
-In theory, audio formats supported by ffmpeg_ also supported by *audiomatch*. You can
-tell to *audiomatch* to look for a specific format by using ``--extension`` flag:
+By default, ``audiomatch`` looks for files with ``.m4a``, ``.mp3``, ``.caf`` extensions. In theory, audio formats supported by ffmpeg_ are also supported by *audiomatch*. You can tell *audiomatch* to look for a specific format by using the ``--extension`` flag:
 
 .. code-block:: bash
 
     $ audiomatch -e .ogg -e .wav ./demo
     Not enough input files.
 
-Indeed, we tried to compare files with ``.ogg`` and ``.wav`` extension, but there are
-no such files in the demo directory.
+Indeed, we tried to compare files with ``.ogg`` and ``.wav`` extensions, but there are no such files in the demo directory.
 
 Motivation
 ==========
 
-I play guitar and do recordings from time to time mainly with Voice Memos on iPhone.
-Over the years, I have hundreds of recordings like that and I though it would be cool
-to find all the similar ones and see how I progress over the years.
+I play guitar and do recordings from time to time, mainly with Voice Memos on iPhone. Over the years, I have hundreds of recordings like that, and I thought it would be cool to find all the similar ones and see how I have progressed over the years.
 
 That's why I wrote this library.