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12 changes: 6 additions & 6 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -10,8 +10,8 @@ When the reader has completed this Code Pattern, they will understand how to:

* Use [Jupyter Notebooks](http://jupyter.org/) to load, visualize, and analyze data
* Run Notebooks in [IBM Watson Studio](https://dataplatform.ibm.com/)
* Leverage [PixieDust](https://github.com/ibm-cds-labs/pixiedust) as a python notebook helper
* Build a dashboard using [PixieApps](https://ibm-watson-data-lab.github.io/pixiedust/pixieapps.html)
* Leverage [PixieDust](https://github.com/pixiedust/pixiedust) as a python notebook helper
* Build a dashboard using [PixieApps](https://pixiedust.github.io/pixiedust/pixieapps.html)
* Fetch data from [City of San Francisco Open Data](https://datasf.org/opendata/)
* Create an interactive map with [Mapbox GL](https://www.mapbox.com/mapbox-gl-js/api/)

Expand All @@ -35,9 +35,9 @@ The intended audience for this Code Pattern is application developers and other

* [Jupyter Notebooks](http://jupyter.org/): An open-source web application that allows you to create and share documents that contain live code, equations, visualizations and explanatory text.

* [PixieDust](https://github.com/ibm-cds-labs/pixiedust) Python helper library for python notebooks
* [PixieDust](https://github.com/pixiedust/pixiedust) Python helper library for python notebooks

* [PixieApps](https://ibm-cds-labs.github.io/pixiedust/pixieapps.html): Python library used to write UI elements for analytics, and run them directly in a Jupyter notebook.
* [PixieApps](https://pixiedust.github.io/pixiedust/pixieapps.html): Python library used to write UI elements for analytics, and run them directly in a Jupyter notebook.

* [Mapbox GL](https://www.mapbox.com/mapbox-gl-js/api/): JavaScript library that uses WebGL to render interactive maps.

Expand Down Expand Up @@ -316,8 +316,8 @@ There is a sample of the output in [data/examples/pixiedust-traffic-analysis.htm

# Links
* [Demo on youtube](https://www.youtube.com/watch?v=cYUdXFEmxP4)
* [PixieDust](https://github.com/ibm-cds-labs/pixiedust)
* [PixieApps](https://ibm-watson-data-lab.github.io/pixiedust/pixieapps.html)
* [PixieDust](https://github.com/pixiedust/pixiedust)
* [PixieApps](https://pixiedust.github.io/pixiedust/pixieapps.html)
* [City of San Francisco Open Data](https://datasf.org/opendata/)

# Learn more
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