Minor text edits on multiple pages (numpy#207)

InessaPawson · web-flow · commit 58ad6dea1064 · 2020-03-28T18:05:46.000+01:00
diff --git a/content/en/about.md b/content/en/about.md
@@ -43,7 +43,7 @@ The NumPy project is growing, we have separate teams for:
 - Funding & grants
 - Admin
 
-See the [Team](/team) page for individual team members.
+See the [Team](/team) page for the individual team members.
 
 
 ## Sponsors
diff --git a/content/en/arraycomputing.md b/content/en/arraycomputing.md
@@ -29,7 +29,7 @@ pack newer algorithms and features geared towards machine learning and artificia
   title="Array Computing Landscape">
 
 **Array computing** is based on **arrays** data structures. *Arrays* are used
-to organize vast amounts of data such that related set of values can be easily
+to organize vast amounts of data such that a related set of values can be easily
 sorted, searched, mathematically manipulated and transformed easily and quickly.
 
 Array computing is *unique* as it involves operating on the data array *at
diff --git a/content/en/contribute.md b/content/en/contribute.md
@@ -24,9 +24,9 @@ Our community aspires to treat everyone equally, and to value all contributions.
 
 ## How to get started
 
-For the process of contributing to the NumPy code base we have an extensive [developer guide](https://numpy.org/devdocs/dev/index.html). We don't work with assigning issues - if you see something of interest, please dive in!
+For the process of contributing to the NumPy code base, we have an extensive [developer guide](https://numpy.org/devdocs/dev/index.html). We don't work with assigning issues - if you see something of interest, please dive in!
 
-For other activities we will attempt to give some guidance on this page. If you're unsure of where to get started or how your skills matter to the project, _please reach out to us_! You can ask on the [mailing list](https://mail.python.org/mailman/listinfo/numpy-discussion) or on [GitHub](http://github.com/numpy/numpy) (open an issue or comment on a relevant issue). These are our preferred communication channels (open source is open by nature!), however if you prefer to discuss in private first, please reach out to our community coordinators at `numpy-team@googlegroups.com` or on [Slack](https://numpy-team.slack.com) (send an email to `numpy-team@googlegroups.com` for an invite the first time).
+For other activities, we will attempt to give some guidance on this page. If you're unsure of where to get started or how your skills matter to the project, _please reach out to us_! You can ask on the [mailing list](https://mail.python.org/mailman/listinfo/numpy-discussion) or [GitHub](http://github.com/numpy/numpy) (open an issue or comment on a relevant issue). These are our preferred communication channels (open source is open by nature!), however, if you prefer to discuss in private first, please reach out to our community coordinators at `numpy-team@googlegroups.com` or on [Slack](https://numpy-team.slack.com) (send an email to `numpy-team@googlegroups.com` for an invite the first time).
 
 We also have a bi-weekly _community call_, the details of which are announced on the mailing list. You are very welcome to join this call!
 
@@ -68,7 +68,7 @@ We aim to translate this [numpy.org](https://numpy.org) website into multiple la
 
 ### Fundraising
 
-NumPy has been an all-volunteer project for most of its history, however with the continuous growth of our user base we feel the need for funding to keep the project healthy. [This SciPy'19 talk](https://www.youtube.com/watch?v=dBTJD_FDVjU) attempts to quantify the impact of recently received funding and the needs of the project. We have a number of ideas about how to obtain funding (and of course welcome more good ideas!), however these all take time to execute. Fundraising is also a skill that not many current team members have - we'd love your help!
+NumPy has been an all-volunteer project for most of its history, however, with the continuous growth of our user base we feel the need for funding to keep the project healthy. [This SciPy'19 talk](https://www.youtube.com/watch?v=dBTJD_FDVjU) attempts to quantify the impact of recently received funding and the needs of the project. We have a number of ideas about how to obtain funding (and of course welcome more good ideas!), these all take time to execute though. Fundraising is also a skill that not many current team members have - we'd love your help!
 
 
 ### Community coordination and outreach
diff --git a/content/en/learn.md b/content/en/learn.md
@@ -3,11 +3,9 @@ title: Learn
 sidebar: false
 ---
 
-***Welcome to learning about NumPy!***
+To learn how to use NumPy, you could begin with the resources listed under the **'Beginners'** section. Once you gain a broad view, you could try the more involved tutorials and resources listed under the **'Advanced'** section.
 
-To learn how to use NumPy, you could begin with the resources listed under the 'beginners' section. Once you have a broad view into how to get started with using NumPy, you could try the more involved tutorials and resources listed under 'advanced' section.
-
-This is a curated collection of NumPy related educational resources. Some are very specific to NumPy, while others offer a broader view on numerical computing. It is a continuously evolving list. In case you would like to contribute, please refer to the section 'Contributing to NumPy Learning Resources' below. 
+This is a curated collection of NumPy related educational resources. Some are very specific to NumPy, while others offer a broader view on numerical computing. It is a continuously evolving list. In case you would like to contribute, please refer to the information at the bottom of this page.
 ***
 
 ## Beginners
@@ -17,62 +15,62 @@ There is tons of information about NumPy out there. If you are new to NumPy, we'
 <i class="fad fa-chalkboard"></i> **Tutorials**
 
 * [NumPy Quickstart Tutorial](https://numpy.org/devdocs/user/quickstart.html)
-* [SciPy Lectures](https://www.scipy-lectures.org/) *Besides covering NumPy, these lectures offer a broader introduction to the scientific Python ecosystem.*
-* [Towards Data Science, an introduction to NumPy by *Anne Bonner*](https://towardsdatascience.com/the-ultimate-beginners-guide-to-numpy-f5a2f99aef54)
+* [SciPy Lectures](https://www.scipy-lectures.org/) Besides covering NumPy, these lectures offer a broader introduction to the scientific Python ecosystem.
+* [Towards Data Science, an introduction to NumPy *by Anne Bonner*](https://towardsdatascience.com/the-ultimate-beginners-guide-to-numpy-f5a2f99aef54)
 * [Machine Learning Plus - Introduction to ndarray](https://www.machinelearningplus.com/python/numpy-tutorial-part1-array-python-examples/)
 * [Edureka - Learn NumPy Arrays with Examples ](https://www.edureka.co/blog/python-numpy-tutorial/)
 * [Dataquest - NumPy Tutorial: Data Analysis with Python](https://www.dataquest.io/blog/numpy-tutorial-python/)
-* [NumPy tutorial by *Nicolas Rougier*](https://github.com/rougier/numpy-tutorial)
-* [Stanford CS231 by *Justin Johnson*](http://cs231n.github.io/python-numpy-tutorial/)
+* [NumPy tutorial *by Nicolas Rougier*](https://github.com/rougier/numpy-tutorial)
+* [Stanford CS231 *by Justin Johnson*](http://cs231n.github.io/python-numpy-tutorial/)
 * [NumPy User Guide](https://numpy.org/devdocs/user/index.html)
 
 <i class="fas fa-books"></i> **Books**
 
-* [Guide to NumPy by *Travis E. Oliphant*](http://web.mit.edu/dvp/Public/numpybook.pdf) *This is a free version 1 from 2006. For a latest copy (2015) see [here](https://www.barnesandnoble.com/w/guide-to-numpy-travis-e-oliphant-phd/1122853007).*
-* [From Python to NumPy by *Nicolas P. Rougier*](https://www.labri.fr/perso/nrougier/from-python-to-numpy/) 
-* [Elegant SciPy](https://www.amazon.com/Elegant-SciPy-Art-Scientific-Python/dp/1491922877) by Juan Nunez-Iglesias, Stefan van der Walt and Harriet Dashnow 
+* [Guide to NumPy *by Travis E. Oliphant*](http://web.mit.edu/dvp/Public/numpybook.pdf) This is a free version 1 from 2006. For the latest copy (2015) see [here](https://www.barnesandnoble.com/w/guide-to-numpy-travis-e-oliphant-phd/1122853007).
+* [From Python to NumPy *by Nicolas P. Rougier*](https://www.labri.fr/perso/nrougier/from-python-to-numpy/)
+* [Elegant SciPy](https://www.amazon.com/Elegant-SciPy-Art-Scientific-Python/dp/1491922877) *by Juan Nunez-Iglesias, Stefan van der Walt and Harriet Dashnow*
 
-Besides the ones listed above, you may want to check out the [Goodreads list](https://www.goodreads.com/shelf/show/python-scipy) of books on the subject of "Python+SciPy". Most of the books on this list are about the "SciPy ecosystem", which has NumPy at its core.
+Besides the ones listed above, you may want to check out the [Goodreads list](https://www.goodreads.com/shelf/show/python-scipy) on the subject of "Python+SciPy". Most of the books on this list are about the "SciPy ecosystem", which has NumPy at its core.
 
 <i class="far fa-file-video"></i> **Videos**
 
-* [Introduction to Numerical Computing with NumPy](http://youtu.be/ZB7BZMhfPgk), Alex Chabot-Leclerc, presented at SciPy 2019.` 
+* [Introduction to Numerical Computing with NumPy](http://youtu.be/ZB7BZMhfPgk) *by Alex Chabot-Leclerc*
 
 ***
 
-## Advanced 
+## Advanced
 
-If you have the basic know-how of NumPy and how to use it, you can try these advanced tutorials, books and videos for a better understanding of specific NumPy concepts such as advanced indexing, splitting, stacking, linear algebra and more.
+If you have the basic know-how of NumPy and how to use it, you can try these advanced tutorials, books and videos for a better understanding of the specific NumPy concepts such as advanced indexing, splitting, stacking, linear algebra and more.
 
 <i class="fad fa-chalkboard"></i> **Tutorials**
 
-* [100 NumPy Exercises](http://www.labri.fr/perso/nrougier/teaching/numpy.100/index.html), Nicolas P. Rougier, 2016.
-* [An Introduction to NumPy and Scipy](https://engineering.ucsb.edu/~shell/che210d/numpy.pdf), M. Scott Shell, 2014. 
-* [Numpy Medkits](http://mentat.za.net/numpy/numpy_advanced_slides/), Stéfan van der Walt, 2008.
+* [100 NumPy Exercises](http://www.labri.fr/perso/nrougier/teaching/numpy.100/index.html) *by Nicolas P. Rougier*
+* [An Introduction to NumPy and Scipy](https://engineering.ucsb.edu/~shell/che210d/numpy.pdf) *by M. Scott Shell*
+* [Numpy Medkits](http://mentat.za.net/numpy/numpy_advanced_slides/) *by Stéfan van der Walt*
 * [NumPy in Python (Advanced)](https://www.geeksforgeeks.org/numpy-python-set-2-advanced/)
 * [Advanced Indexing](https://www.tutorialspoint.com/numpy/numpy_advanced_indexing.htm)
 * [Machine Learning and Data Analytics with NumPy](https://www.machinelearningplus.com/python/numpy-tutorial-python-part2/)
 
 <i class="fas fa-books"></i> **Books**
 
-* [Python Data Science Handbook](https://www.amazon.com/Python-Data-Science-Handbook-Essential/dp/1491912057) by Jake Vanderplas
-* [Python for Data Analysis](https://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1491957662) by Wes McKinney
-* [Numerical Python: Scientific Computing and Data Science Applications with Numpy, SciPy and Matplotlib](https://www.amazon.com/Numerical-Python-Scientific-Applications-Matplotlib/dp/1484242459) by Robert Johansson
+* [Python Data Science Handbook](https://www.amazon.com/Python-Data-Science-Handbook-Essential/dp/1491912057) *by Jake Vanderplas*
+* [Python for Data Analysis](https://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1491957662) *by Wes McKinney*
+* [Numerical Python: Scientific Computing and Data Science Applications with Numpy, SciPy and Matplotlib](https://www.amazon.com/Numerical-Python-Scientific-Applications-Matplotlib/dp/1484242459) *by Robert Johansson*
 
 <i class="far fa-file-video"></i> **Videos**
 
-* [Scientific Computing with Python - SciPy Japan, 2019](https://www.youtube.com/watch?v=cYugp9IN1-Q)
-* [Advanced Indexing operations in NumPy arrays](https://www.youtube.com/watch?v=2WTDrSkQBng) 
+* [Advanced NumPy - broadcasting rules, strides and advanced indexing](https://www.youtube.com/watch?v=cYugp9IN1-Q) *by Juan Nunuz-Iglesias*
+* [Advanced Indexing Operations in NumPy Arrays](https://www.youtube.com/watch?v=2WTDrSkQBng) *by Amuls Academy*
 
 ***
 
 ## NumPy Talks
 
-* [The Future of NumPy Indexing](https://www.youtube.com/watch?v=o0EacbIbf58) by Jaime Fernández (2016)
-* [Evolution of Array Computing in Python](https://www.youtube.com/watch?v=HVLPJnvInzM&t=10s) by Ralf Gommers (2019)
-* [NumPy latest updates](https://www.youtube.com/watch?v=YFLVQFjRmPY) by Matti Picus, PyCon Israel (2019)
-* [Inside NumPy](https://www.youtube.com/watch?v=dBTJD_FDVjU) by Ralf Gommers, Sebastian Berg, Matti Picus, Tyler Reddy, Stefan van der Walt, Charles Harris (2019)
-* [Brief Review of Array Computing in Python](https://www.youtube.com/watch?v=f176j2g2eNc) by Travis Oliphant (2019)
+* [The Future of NumPy Indexing](https://www.youtube.com/watch?v=o0EacbIbf58) *by Jaime Fernández* (2016)
+* [Evolution of Array Computing in Python](https://www.youtube.com/watch?v=HVLPJnvInzM&t=10s) *by Ralf Gommers* (2019)
+* [NumPy: what has changed and what is going to change?](https://www.youtube.com/watch?v=YFLVQFjRmPY) *by Matti Picus* (2019)
+* [Inside NumPy](https://www.youtube.com/watch?v=dBTJD_FDVjU) *by Ralf Gommers, Sebastian Berg, Matti Picus, Tyler Reddy, Stefan van der Walt, Charles Harris* (2019)
+* [Brief Review of Array Computing in Python](https://www.youtube.com/watch?v=f176j2g2eNc) *by Travis Oliphant* (2019)
 
 ***
 
diff --git a/content/en/report-handling-manual.md b/content/en/report-handling-manual.md
@@ -7,26 +7,26 @@ This is the manual followed by NumPy’s Code of Conduct Committee. It’s used
 
 Enforcing the [Code of Conduct](/code-of-conduct) impacts our community today and for the future. It’s an action that we do not take lightly. When reviewing enforcement measures, the Code of Conduct Committee will keep the following values and guidelines in mind:
 
-* Act in a personal manner rather than impersonal. The Committee can engage the parties to understand the situation, while respecting the privacy and any necessary confidentiality of reporters. However, sometimes it is necessary to communicate with one or more individuals directly: the Committee’s goal is to improve the health of our community rather than only produce a formal decision.
-* Emphasize empathy for individuals rather than judging behavior, avoiding binary labels of “good” and “bad/evil”. Overt, clear-cut aggression and harassment exists and we will be address that firmly. But many scenarios that can prove challenging to resolve are those where normal disagreements devolve into unhelpful or harmful behavior from multiple parties. Understanding the full context and finding a path that re-engages all is hard, but ultimately the most productive for our community.
-* We understand that email is a difficult medium and can be isolating. Receiving criticism over email, without personal contact, can be particularly painful. This makes it especially important to keep an atmosphere of open-minded respect of the views of others. It also means that we must be transparent in our actions, and that we will do everything in our power to make sure that all our members are treated fairly and with sympathy.
+* Act in a personal manner rather than impersonal. The Committee can engage the parties to understand the situation while respecting the privacy and any necessary confidentiality of reporters. However, sometimes it is necessary to communicate with one or more individuals directly: the Committee’s goal is to improve the health of our community rather than only produce a formal decision.
+* Emphasize empathy for individuals rather than judging behavior, avoiding binary labels of “good” and “bad/evil”. Overt, clear-cut aggression and harassment exist, and we will address them firmly. But many scenarios that can prove challenging to resolve are those where normal disagreements devolve into unhelpful or harmful behavior from multiple parties. Understanding the full context and finding a path that re-engages all is hard, but ultimately the most productive for our community.
+* We understand that email is a difficult medium and can be isolating. Receiving criticism over email, without personal contact, can be particularly painful. This makes it especially important to keep an atmosphere of open-minded respect for the views of others. It also means that we must be transparent in our actions, and that we will do everything in our power to make sure that all our members are treated fairly and with sympathy.
 * Discrimination can be subtle and it can be unconscious. It can show itself as unfairness and hostility in otherwise ordinary interactions. We know that this does occur, and we will take care to look out for it. We would very much like to hear from you if you feel you have been treated unfairly, and we will use these procedures to make sure that your complaint is heard and addressed.
-* Help increase engagement in good discussion practice: try to identify where discussion may have broken down and provide actionable information, pointers and resources that can lead to positive change on these points.
+* Help increase engagement in good discussion practice: try to identify where discussion may have broken down, and provide actionable information, pointers, and resources that can lead to positive change on these points.
 * Be mindful of the needs of new members: provide them with explicit support and consideration, with the aim of increasing participation from underrepresented groups in particular.
 * Individuals come from different cultural backgrounds and native languages. Try to identify any honest misunderstandings caused by a non-native speaker and help them understand the issue and what they can change to avoid causing offence. Complex discussion in a foreign language can be very intimidating, and we want to grow our diversity also across nationalities and cultures.
 
 
 ## Mediation
 
-Voluntary, informal mediation is a tool at our disposal. In contexts such as when two or more parties have all escalated to the point of inappropriate behavior (something sadly common in human conflict), it may be useful to facilitate a mediation process. This is only an example: the Committee can consider mediation in any case, mindful that the process is meant to be strictly voluntary and no party can be pressured to participate. If the Committee suggests mediation, it should:
+Voluntary informal mediation is a tool at our disposal. In contexts such as when two or more parties have all escalated to the point of inappropriate behavior (something sadly common in human conflict), it may be useful to facilitate a mediation process. This is only an example: the Committee can consider mediation in any case, mindful that the process is meant to be strictly voluntary and no party can be pressured to participate. If the Committee suggests mediation, it should:
 
 * Find a candidate who can serve as a mediator.
-* Obtain the agreement of the reporter(s). The reporter(s) have complete freedom to decline the mediation idea, or to propose an alternate mediator.
+* Obtain the agreement of the reporter(s). The reporter(s) have complete freedom to decline the mediation idea or to propose an alternate mediator.
 * Obtain the agreement of the reported person(s).
-* Settle on the mediator: while parties can propose a different mediator than the suggested candidate, only if common agreement is reached on all terms can the process move forward.
+* Settle on the mediator: while parties can propose a different mediator than the suggested candidate, only if a common agreement is reached on all terms can the process move forward.
 * Establish a timeline for mediation to complete, ideally within two weeks.
 
-The mediator will engage with all the parties and seek a resolution that is satisfactory to all. Upon completion, the mediator will provide a report (vetted by all parties to the process) to the Committee, with recommendations on further steps. The Committee will then evaluate these results (whether satisfactory resolution was achieved or not) and decide on any additional action deemed necessary.
+The mediator will engage with all the parties and seek a resolution that is satisfactory to all. Upon completion, the mediator will provide a report (vetted by all parties to the process) to the Committee, with recommendations on further steps. The Committee will then evaluate these results (whether a satisfactory resolution was achieved or not) and decide on any additional action deemed necessary.
 
 
 ## How the Committee will respond to reports
diff --git a/layouts/partials/array-libraries.html b/layouts/partials/array-libraries.html
diff --git a/layouts/partials/data-science.html b/layouts/partials/data-science.html
