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

Last updated

19 January 2023

zip, 26.07 MB
zip, 26.07 MB

Free lesson resources for teaching Data Science NPA (National Progress Award) Levels 4,5 and 6.

This lesson covers how to manipulate rows in Python, specifically,

  • Subsetting
  • Filtering
  • Sorting
  • Deduplicating

Lesson content,

Powerpoint presentation, 'Manipulating dataset rows in Python鈥�
Jupyter notebooks:
鈥榙ata_manipulation_of_rows_with_answers.ipynb鈥� (for teachers), and
鈥榙ata_manipulation_of_rows.ipynb鈥� (for learners)
The Jupyter notebook for teachers contains answers to the tasks set for learners.
Planning document with learning intentions and success criteria

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

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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