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
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
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
Free lesson resources for teaching Data Science NPA (National Progress Award) Levels 4,5 and 6.
This lesson covers,
Understanding the scales of measurement.
Qualitative data - nominal and ordinal.
Quantitative data - interval and ratio
Lesson content,
A PowerPoint/PDF presentation, ‘Scales of measurement’
Excel/PDF Question workbook on ‘Scales of measurement’ (for learners)
Excel/PDF Answers workbook on ‘Scales of measurement’ (for teachers)
Planning document with learning intentions and sucess 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
Free lesson resources for teaching Data Science NPA (National Progress Award) Levels 5 and 6.
This lesson covers,
Definitions of wide and long data
Reasons for reshaping data
Examples where data will need to be wide or long
Lesson content,
A PowerPoint/PDF presentation, ‘Reshaping datasets’
Excel/PDF Question workbook on ‘Reshaping datasets’ (for learners)
Excel/PDF Answers workbook on ‘Reshaping datasets’ (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
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’
Jupyter notebooks:
‘data_manipulation_of_rows_with_answers.ipynb’ (for teachers), and
‘data_manipulation_of_rows.ipynb’ (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