Merge pull request #252 from hydrosquall/bug/fix-typos-on-introduction-page

Fix spelling of independent + proper nouns + minor grammar

docs/guide/graphs.rst

@@ -22,12 +22,12 @@ Handling the data-flow this way brings the following properties:
   the order existing at the divergence point wont stay true at the convergence
   point.
 
-- **Parallelism**: each node run in parallel (by default, using independant
+- **Parallelism**: each node run in parallel (by default, using independent
   threads). This is useful as you don't have to worry about blocking calls.
   If a thread waits for, let's say, a database, or a network service, the other
   nodes will continue handling data, as long as they have input rows available.
 
-- **Independance**: the rows are independant from each other, making this way
+- **Independence**: the rows are independent from each other, making this way
   of working with data flows good for line-by-line data processing, but
   also not ideal for "grouped" computations (where an output depends on more
   than one line of input data). You can overcome this with rolling windows if
@@ -299,4 +299,3 @@ the CLI, and reading the source you should be able to figure out its usage quite
 
 
 .. include:: _next.rst
-

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 <https://pandas.pydata.org/>`_.
+  independent rows. If this is your need, you probably want to look at `pandas <https://pandas.pydata.org/>`_.
 
-* 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 <https://airflow.incubator.apache.org/>`_.
+* 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 <https://airflow.incubator.apache.org/>`_.
   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 <https://en.wikipedia.org/wiki/Big_data>`_. We're aiming at "small
+* A big data solution, `as defined by Wikipedia <https://en.wikipedia.org/wiki/Big_data>`_. 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.
 
 
 .. include:: _next.rst

docs/tutorial/0.5/tut01.rst

@@ -78,7 +78,7 @@ Create a transformation graph
 
 Amongst other features, Bonobo will mostly help you there with the following:
 
-* Execute the transformations in independant threads
+* Execute the transformations in independent threads
 * Pass the outputs of one thread to other(s) thread(s) inputs.
 
 To do this, it needs to know what data-flow you want to achieve, and you'll use a :class:`bonobo.Graph` to describe it.
@@ -200,4 +200,3 @@ Next
 ::::
 
 Time to jump to the second part: :doc:`tut02`.
-