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2 changes: 1 addition & 1 deletion episodes/12-virtual-environments.md
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Expand Up @@ -184,7 +184,7 @@ Note that each Python distribution comes with its own version of `pip` -
and if you have several Python versions installed you have to be extra careful to
use the correct `pip` to manage external packages for that Python version.

`venv` and `pip` are considered the *de facto* standards for virtual environment
`venv` and `pip` are considered the effective standards for virtual environment
and package management for Python 3.
However, the advantages of using Anaconda and `conda` are that
you get (most of the) packages needed for scientific code development included with the distribution.
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2 changes: 1 addition & 1 deletion episodes/13-ides.md
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Expand Up @@ -236,7 +236,7 @@ and has added these libraries effectively replicating our virtual environment in

![](fig/pycharm-installed-packages.png){alt='Packages Currently Installed in a Virtual Environment in PyCharm' .image-with-shadow width="800px"}

Also note that, although the names are not the same - this is one and the same virtual environment and changes done to it in PyCharm will propagate to the command line and vice versa.
Also note that, although the names are not the same - this is one and the same virtual environment and changes done to it in PyCharm will propagate to the command line and the other way round.


### VS Code
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2 changes: 1 addition & 1 deletion episodes/33-code-decoupling-abstractions.md
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Expand Up @@ -103,7 +103,7 @@ def analyse_data(data_dir):
```

The code is now easier to follow since we do not need to understand the data loading part
to understand the statistical analysis part, and vice versa.
to understand the statistical analysis part, and the other way round.
In most cases, functions work best when they are short!


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2 changes: 1 addition & 1 deletion episodes/42-software-reuse.md
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Expand Up @@ -106,7 +106,7 @@ In addition to enabling general reproducibility by others, documentation...
such that the software's functionality can be *replicated* and re-implemented elsewhere
- Provides a descriptive link back to the science that underlies it.
As a reference, it makes it far easier to know how to
update the software as the scientific theory changes (and potentially vice versa)
update the software as the scientific theory changes (and potentially the other way round)
- Importantly, it can enable others to understand the software sufficiently to
*modify and reuse* it to do different things

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2 changes: 1 addition & 1 deletion episodes/53-improvement-through-feedback.md
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Expand Up @@ -129,7 +129,7 @@ and use it to assign effort estimates
As a team
go through the issues that your partner team has registered with your software repository,
and quickly estimate how long each issue will take to resolve in minutes.
Do this by blind consensus first,
Do this by blind agreement first,
each anonymously submitting an estimate,
and then briefly discuss your rationale and decide on a final estimate.
Make sure these are honest estimates,
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