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tmate link (https://tmate.io/t/dutc/ts-python)
Table of Contents
| date | session | materials |
|---|---|---|
| Friday, January 29, 2021 | applied pandas II: discussion |
notes & materials |
| Friday, January 22, 2021 | applied pandas II: seminar |
notes & materials |
| Friday, January 22, 2021 | python fundamentals II: discussion | notes & materials |
| Friday, January 15, 2021 | reproducibility II: discussion | notes & materials |
| Thursday, January 14, 2021 | python fundamentals II: seminar | notes & materials |
| Friday, December 18, 2020 | reproducibility II: seminar | notes & materials |
| Friday, December 11, 2020 | reproducibility I: discussion | notes & materials |
| Friday, December 4, 2020 | python fundamentals I: discussion | notes & materials |
| Friday, December 4, 2020 | reproducibility I: seminar | notes & materials |
| Friday, November 20, 2020 | python fundamentals I: seminar | notes & materials |
| Wednesday, November 18, 2020 | applied pandas I: discussion |
notes & materials |
| Friday, November 6, 2020 | applied pandas I: seminar |
notes & materials |
Notes & Materials
applied pandas II: Let’s “get in shape” with groupby! (Discussion)
Discussion Group (Fri Jan 29, 2021; 3:30 PM EST)
Keywords: pandas.DataFrame.groupby, pandas.DataFrame.groupby.apply, pandas.Dataframe.groupby.aggregate, pandas.DataFrame.groupby.transform
| Presenter | James Powell james@dutc.io |
| Date | Friday, January 29, 2021 |
| Time | 3:30 PM EST |
Materials:
applied pandas II: Let’s “get in shape” with groupby!
Seminar (Fri Jan 22, 2021; 9:30 AM EST)
Keywords: pandas.DataFrame.groupby, GroupBy.apply, GroupBy.aggregate, GroupBy.transform
| Presenter | James Powell james@dutc.io |
| Date | Friday, January 22, 2021 |
| Time | 9:30 AM EST |
Materials:
Python Fundamentals II: Eliminate ad hoc naming and repetitive code with objects (Discussion)
Discussion Group (Fri Jan 22, 2021; 3:30 PM EST)
Keywords: named tuples, sklearn transformers, dataclasses, code readability, reduce duplication or repetition
| Presenter | James Powell james@dutc.io |
| Date | Friday, January 22, 2021 |
| Time | 3:30 PM EST |
Materials:
Reproducibility II: Better notebooks and beyond
Discussion (Fri Jan 15, 2021; 3:30 PM EST)
Keywords: jupyter notebook; autoreload; heuristics for layout, display, splitting cells, kernel management, \%%magic; setup.py, libraries
| Presenter | James Powell james@dutc.io |
| Date | Friday, January 15, 2021 |
| Time | 3:30 PM EST |
Materials:
Python Fundamentals II: Eliminate adhoc naming and repetitive code with objects
Seminar (Thu Jan 14, 2021; 9:30 AM EST)
Keywords: namedtuples, dataclasses, code readability, reduce duplication or repetition
| Presenter | James Powell james@dutc.io |
| Date | Thursday, January 14, 2021 |
| Time | 9:30 AM EST |
Materials:
Reproducibility II: Better notebooks and beyond
Seminar (Fri Dec 18, 2020; 9:30 AM EST)
Keywords: jupyter notebook; autoreload; heuristics for layout, display, splitting cells, kernel management, \%%magic; setup.py, libraries
| Presenter | James Powell james@dutc.io |
| Date | Friday, December 18, 2020 |
| Time | 9:30 AM EST |
Materials:
Reproducibility I: Save 3 hours with 30 minutes of tests! (discussion)
Seminar (Fri Dec 11, 2020; 11:00 AM EST)
Theme: reproducibility
Keywords: software testing, property testing, pytest, and hypothesis
| Presenter | James Powell james@dutc.io |
| Date | Friday, December 11, 2020 |
| Time | 11:00 AM EST |
Materials:
Python Fundamentals I: Turn notebook cells into functions, the right way! (discussion)
Discussion (Fri Dec 4, 2020; 3:30 PM EST)
Theme: Python fundamentals
Keywords: functions, *args, **kwargs, functools.wraps, lambda; inspect.signature; decorators; sharing code, collaboration, moving from notebooks to scripts
| Presenter | James Powell james@dutc.io |
| Date | Friday, December 4, 2020 |
| Time | 3:30 PM EST |
Materials:
Reproducibility I: Save 3 hours with 30 minutes of tests!
Seminar (Fri Dec 4, 2020; 9:30 AM EST)
Theme: reproducibility
Keywords: software testing, property testing, pytest, and hypothesis
| Presenter | James Powell james@dutc.io |
| Date | Friday, December 4, 2020 |
| Time | 9:30 AM EST |
Materials:
Python Fundamentals I: Turn notebook cells into functions, the right way!
Seminar (Fri Nov 20, 2020; 9:30 AM EST)
Theme: Python fundamentals
Keywords: functions, *args, **kwargs, functools.wraps, lambda; inspect.signature; decorators; sharing code, collaboration, moving from notebooks to scripts
| Presenter | James Powell james@dutc.io |
| Date | Friday, November 20, 2020 |
| Time | 9:30 AM EST |
Materials:
applied pandas I: pandas is well designed, actually! (discussion)
Discussion (Wed Nov 18, 2020; 3:30 PM EST)
Keywords: understanding datatypes in pandas including pandas.array, pandas.Series, pandas.DataFrame; nullable ints, pandas.Categorical; resampling, masking
| Presenter | James Powell james@dutc.io |
| Date | Wednesday, November 18, 2020 |
| Time | 3:30 PM EST |
Materials:
tmate: https://tmate.io/t/ro-6DM3VG6LdEam2wtryTVx29RBA- Case Studies: Group By
- Case Studies: Analysis
- Case Studies: Analysis II
applied pandas I: pandas is well designed, actually!
Seminar (Fri Nov 6, 2020; 9:30 AM EST)
Theme: applied pandas
Topic: how the pieces of pandas “fit” together
Keywords:
| Presenter | James Powell james@dutc.io |
| Date | Friday, November 6, 2020 |
| Time | 9:30 AM PST |
Materials:
Reproducibility I: Save 3 hours by writing 30 mins of tests
Seminar (Fri Dec 4, 2020; 9:30 AM EST)
Keywords: hypothesis, unit testing, property testing, moving from notebooks to scripts, covereage.py
| Presenter | James Powell james@dutc.io |
| Date | Friday, December 4, 2020 |
| Time | 9:30 AM EST |
Python Fundamentals I: Turn notebook cells into functions, the right way!
Discussion (Fri Dec 4, 2020; 3:30 PM EST)
Keywords: functions, *args, **kwargs, functools.wraps, lambda; inspect.signature; decorators; sharing code, collaboration, moving from notebooks to scripts
| Presenter | James Powell james@dutc.io |
| Date | Friday, December 4, 2020 |
| Time | 3:30 PM EST |
Reproducibility I: Save 3 hours by writing 30 mins of tests
Discussion Group (Fri Dec 11, 2020; 11:00 AM EST)
Keywords: hypothesis, unit testing, property testing, moving from notebooks to scripts, covereage.py
| Presenter | James Powell james@dutc.io |
| Date | Friday, December 11, 2020 |
| Time | 11:00 AM EST |