DOC: Emphasize NumPy in Ecosystem openers #242
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Puts NumPy in the opening sentence of each Ecosystem section, closing issue numpy#235. Reduces text in the Visualization section, addressing a concern in numpy#238. Closes #numpygh-235.
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The sentence "NumPy transforms the data in the burgeoning Python visualization landscape", |
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Looks good, less busy and more compact:
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Makes sense to tweak that phrase. I'm not 100% sure "crunches the numbers" captures it - there's not all that much number crunching going on in reality. Maybe "NumPy provides the foundation for the burgeoning ..." ? |
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We struggled with this one in the paper too: problem being that NumPy is not the foundation by itself, but rather one of the essential tools in the computational pipelines of many projects.
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We haven't used 'foundation' in the others, so it's available. Do you like "NumPy is a key ingredient"? |
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or "the essential ingredient" |
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"an essential component" |
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+1 for "an essential component" as well. the other phrases are an improvement as well, but I like this one best. |
| <li> | ||
| <b>Presentation:</b> | ||
| <b>Display:</b> | ||
| <a href="./index.html/#tab-visual"> Data Visualization Tools</a> |
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New issue found: this doesn't work as well as it should; it opens the correct tab, but the view jumps back to top of the page. Noting here, can deal with it later.
| <a href="https://www.statsmodels.org/stable/index.html"> statsmodels</a>. | ||
| </li> | ||
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| <li><b>Evaluate:</b> |
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Will rethink the contents here - having NumPy right at the end again is a little odd perhaps.
| retail, healthcare, marketing, finance, social media, automation, sales, travel, | ||
| etc.) as well as other core disciplines of data science, data engineering, and | ||
| data visualization. Tools such as <a href="https://mlflow.org">MLFlow</a> address | ||
| experiment hyperparameter and result tracking needs, while | ||
| <a href="https://dvc.org"> DVC</a> provides data version control for data science | ||
| and machine learning workflows. |
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Still would like to make this tab a little more compact. Perhaps in a follow-up, all these changes look good. EDIT: followed up in gh-262
Okay went with this, pushed a commit. If there's better ideas still, we can follow up in a new PR. I will merge this, because there's lots of useful edits here and I want to make further changes to the content of some of these tabs. Thanks a lot @bjnath! |
Follow up to numpygh-242, alternative to numpygh-262. The content rewrite and inclusion of more relevant libraries attempts to make this sound natural, sketch the breadth of the Python data science offerings, and keeps some of the tools like DVC and MLFlow that beginning to intermediate data scientists really need to learn about. It does shrink the amount of content to a more reasonable size.
Follow up to numpygh-242, alternative to numpygh-262. The content rewrite and inclusion of more relevant libraries attempts to make this sound natural, sketch the breadth of the Python data science offerings, and keeps some of the tools like DVC and MLFlow that beginning to intermediate data scientists really need to learn about. It does shrink the amount of content to a more reasonable size.
Brief description of what is fixed or changed
Puts NumPy in the opening sentence of each Ecosystem section,
closing issue #235.
Reduces text in the Visualization section, addressing @rgommers's concern in issue #238.
Closes gh-235.