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14 changes: 7 additions & 7 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,7 @@ A framework for quantitative finance in python.
**Disclaimer:** This is a *very* alpha project. It is not ready to be used and
won't be for a while. In fact, the author is still very much learning what
such a framework needs to entail. However, if you consider yourself a helpful
soul contributions of any type are more then welcome. Thanks!
soul, contributions of any type are more then welcome. Thanks!


Some current capabilities:
Expand All @@ -25,14 +25,14 @@ Contributions Welcome.
Any and all contributions for the project are welcome whether they be feature
requests, bug reports, contributions to documentation, or patches for new
features, bug fixes of other improvements. Just [fork the
repo](https://help.github.com/articles/fork-a-repo), add some content and [make
a pull request] (https://help.github.com/articles/be-social). If you are new
to Git [this tutorial](http://learn.github.com/p/intro.html) is nice for further
repo](https://help.github.com/articles/fork-a-repo), add some content and (make
a pull request) [https://help.github.com/articles/be-social]. If you are new
to Git (this tutorial)[http://learn.github.com/p/intro.html] is nice for further
details.

Also, just downloading the code and providing feedback is also extremely
useful. Submit your feedback to the [issues page
here](https://github.com/jsmidt/QuantPy/issues?state=open). Thanks in advance.
useful. Submit your feedback to the (issues page
here)[https://github.com/jsmidt/QuantPy/issues?state=open]. Thanks in advance.

You may also join us at #quantpy on irc.freenode.net.

Expand Down Expand Up @@ -96,5 +96,5 @@ by submitting patches for new features, bug fixes, and other improvements.


With that said, I hope you very much enjoy Quantpy. I hope it meets your
needs, makes you happy and that your retrun the favor through the types of
needs, makes you happy and that your return the favor through the types of
contributions mentioned above.