diff --git a/docs/guide/introduction.rst b/docs/guide/introduction.rst
index 2e18fa3..7662485 100644
--- a/docs/guide/introduction.rst
+++ b/docs/guide/introduction.rst
@@ -7,10 +7,10 @@ can understand if it could be a good fit for your use cases.
How it works?
:::::::::::::
-**Bonobo** is an **Extract Transform Load** framework aimed at coders, hackers, or any other person who's at ease with
+**Bonobo** is an **Extract Transform Load** framework aimed at coders, hackers, or any other people who are at ease with
terminals and source code files.
-It is a **data streaming** solution, that treat datasets as ordered collections of independant rows, allowing to process
+It is a **data streaming** solution, that treat datasets as ordered collections of independent rows, allowing to process
them "first in, first out" using a set of transformations organized together in a directed graph.
Let's take a few examples.
@@ -101,16 +101,16 @@ What is it not?
|bonobo| is not:
* A data science, or statistical analysis tool, which need to treat the dataset as a whole and not as a collection of
- independant rows. If this is your need, you probably want to look at `pandas `_.
+ independent rows. If this is your need, you probably want to look at `pandas `_.
-* A workflow or scheduling solution for independant data-engineering tasks. If you're looking to manage your sets of
- data processing tasks as a whole, you probably want to look at `airflow `_.
+* A workflow or scheduling solution for independent data-engineering tasks. If you're looking to manage your sets of
+ data processing tasks as a whole, you probably want to look at `Airflow `_.
Although there is no |bonobo| extension yet that handles that, it does make sense to integrate |bonobo| jobs in an
airflow (or other similar tool) workflow.
-* A big data solution, `as defined by wikipedia `_. We're aiming at "small
+* A big data solution, `as defined by Wikipedia `_. We're aiming at "small
scale" data processing, which can be still quite huge for humans, but not for computers. If you don't know whether or
- not this is sufficient for your needs, it probably means you're not in the "big data" land.
+ not this is sufficient for your needs, it probably means you're not in "big data" land.
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