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[lp_intro] Editorial Suggestions #469

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@HumphreyYang

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@HumphreyYang

Comments by @longye-tian.

  • Unbold non-definition words and use italics for emphases
  • Remove capitalization in the titles
  • Add period for the first sentence in example 1
  • Unbold column name in the table
  • Define $z$ as revenue
  • Remove the grid in the figure
  • replace np.linspace() with variable such as x1, x2 ..., and update the graph to a cleaner version (@longye-tian) #476
  • use "ortools.linear_solver"
  • "... using it's status" -> "... using its status"
  • Round the print in the format string for printing.
  • "three year" -> "three-year"
  • Add scipy version for the first example and create some comparison
  • "Let's us" -> "Let's"
  • "LP" -> "Linear programming"
  • In the dot point in the "useful transformations" section, remove the capitalization of the second word.
  • Migrate all the theories and concepts before examples? (@jstac)
  • Explain notations for $A_eq$ and $A_ub$.
  • 'bounds' -> bounds
  • Add an exercise using scipy.
  • Consider if the standard form needs to be removed as we are doing proofs in this lecture (@jstac).
  • We did not discuss complementary slackness, so we can delete it.

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