effini's Shop
effini's Shop
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effini is a data solutions company based in Edinburgh. We have partnered with Data Education in Schools, The Data Lab, Data Skills in Work, Skills Development Scotland, and the Scottish Government to provide free to use lesson resources for high school teachers of Data Science. The resources are aligned to the Data Science National Progression Award (NPA) Levels 4,5 and 6. https://www.sqa.org.uk If you have any feedback or questions about the resources, please email lessons@effini.com

zip, 1.63 MB
zip, 1.63 MB

Free lesson resources for teaching Data Science NPA (National Progress Award) Levels 5 and 6.

This lesson covers,

  • how pandas indexes work
  • practise reshaping from long to wide and wide to long

Lesson content,

A PowerPoint/PDF presentation, ‘Practise reshaping datasets in Python’
2 Jupyter notebooks:

  • ‘practise_reshaping_data.ipynb’ (for learners)
  • ‘practise_reshaping_data_with_answers.ipynb’ (for teachers)
    Planning document with learning intentions and success criteria

For more information on the Data Science NPA, please see teachdata.science

If you have any questions or feedback on this lesson, please email lessons@effini.com

This lesson has been created by effini in partnership with Data Education in Schools, The Data Lab and Data Skills for Work, with funding from the Scottish Government

Creative Commons "Sharealike"

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