Update vignettes and examples #100
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Purpose/implementation Section
What changes are being implemented in this Pull Request?
With all the changes, the examples need updating!
What was your approach?
What GitHub issue does your pull request address?
Tell potential reviewers what kind of feedback you are soliciting.