@@ -680,7 +680,7 @@ <h3><a class="toc-backref" href="#id2">Numpy implementation</a></h3>
680680< p class ="last "> The Game of Life. Gray levels indicate how much a cell has been active in
681681the past.</ p >
682682</ div >
683- < video width ="100% " controls >
683+ < video width ="100% " class =" bordered " controls >
684684< source src ="data/game-of-life.mp4 " type ="video/mp4 ">
685685Your browser does not support the video tag. </ video > </ div >
686686< div class ="section " id ="exercise ">
@@ -2647,7 +2647,7 @@ <h2><a class="toc-backref" href="#id34">Scipy & co</a></h2>
26472647additional packages for scipy. In fact, every domain of science probably has
26482648its own package and most of the examples we've been studying until now could
26492649have been solved in two or three calls to a method in the relevant package.
2650- But of course, it was not the goal an programming things yourself is generally
2650+ But of course, it was not the goal and programming things yourself is generally
26512651a good exercise if you have some spare time. The biggest difficulty at this
26522652point is to find these relevant packages. Here is a very short list of packages
26532653that are well-maintained, well-tested and may simplify your scientific life
@@ -2715,7 +2715,7 @@ <h2><a class="toc-backref" href="#id34">Conclusion</a></h2>
27152715it in every situation. In this chapter, we've seen some alternatives (including
27162716Python itself) that are worth a look. As always, the choice belongs to you. You
27172717have to consider what is the best solution for you in term of development time,
2718- computation time and effort in maintenance. In one hand, if you design your
2718+ computation time and effort in maintenance. On the one hand, if you design your
27192719own solution, you'll have to test it and to maintain it, but in exchange,
27202720you'll be free to design it the way you want. On the other hand, if you decide
27212721to rely on a third-party package, you'll save time in development and benefit
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