Update numpy requirement from <1.17,>=1.11 to >=1.11,<1.18

[dependabot-preview]

Updates the requirements on numpy to permit the latest version.

Release notes

Sourced from numpy's releases.

v1.17.0

NumPy 1.17.0 Release Notes

This NumPy release contains a number of new features that should substantially
improve its performance and usefulness, see Highlights below for a summary. The
Python versions supported are 3.5-3.7, note that Python 2.7 has been dropped.
Python 3.8b2 should work with the released source packages, but there are no
future guarantees.

Downstream developers should use Cython >= 0.29.11 for Python 3.8 support and
OpenBLAS >= 3.7 (not currently out) to avoid problems on the Skylake
architecture. The NumPy wheels on PyPI are built from the OpenBLAS development
branch in order to avoid those problems.

Highlights

• A new extensible random module along with four selectable random number generators <random.BitGenerators> and improved seeding designed for use in parallel
  processes has been added. The currently available bit generators are MT19937 <random.mt19937.MT19937>, PCG64 <random.pcg64.PCG64>, Philox <random.philox.Philox>, and SFC64 <random.sfc64.SFC64>. See below under
  New Features.

• NumPy's FFT <fft> implementation was changed from fftpack to pocketfft,
  resulting in faster, more accurate transforms and better handling of datasets
  of prime length. See below under Improvements.

• New radix sort and timsort sorting methods. It is currently not possible to
  choose which will be used. They are hardwired to the datatype and used
  when either stable or mergesort is passed as the method. See below
  under Improvements.

• Overriding numpy functions is now possible by default,
  see __array_function__ below.

New functions

• numpy.errstate is now also a function decorator

Deprecations

numpy.polynomial functions warn when passed float in place of int

... (truncated)

Commits

• d9b1e32 REL: NumPy 1.17.0 release.
• 6790c7c Merge pull request #14133 from charris/prepare-1.17.0-release
• d62bad5 MAINT: Update mailmap and changelog for 1.17.0
• e902685 Merge pull request #14129 from charris/backport-14124
• 840c7fd Merge pull request #14128 from charris/backport-14091
• 7383e56 Merge pull request #14127 from charris/backport-14085
• a3a0e6d Merge pull request #14126 from charris/backport-14048-14122
• da7b366 MAINT: Use equality instead of identity check with literal
• 52cd55f MAINT: Remove unused import.
• 1455f31 Addressed PR feedback
• Additional commits viewable in compare view

Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.

---

Dependabot commands and options

You can trigger Dependabot actions by commenting on this PR:

• @dependabot rebase will rebase this PR
• @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
• @dependabot merge will merge this PR after your CI passes on it
• @dependabot squash and merge will squash and merge this PR after your CI passes on it
• @dependabot cancel merge will cancel a previously requested merge and block automerging
• @dependabot reopen will reopen this PR if it is closed
• @dependabot ignore this [patch|minor|major] version will close this PR and stop Dependabot creating any more for this minor/major version (unless you reopen the PR or upgrade to it). To ignore the version in this PR you can just close it
• @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
• @dependabot use these labels will set the current labels as the default for future PRs for this repo and language
• @dependabot use these reviewers will set the current reviewers as the default for future PRs for this repo and language
• @dependabot use these assignees will set the current assignees as the default for future PRs for this repo and language
• @dependabot use this milestone will set the current milestone as the default for future PRs for this repo and language
• @dependabot badge me will comment on this PR with code to add a "Dependabot enabled" badge to your readme

Additionally, you can set the following in your Dependabot dashboard:

• Update frequency (including time of day and day of week)
• Automerge options (never/patch/minor, and dev/runtime dependencies)
• Pull request limits (per update run and/or open at any time)
• Out-of-range updates (receive only lockfile updates, if desired)
• Security updates (receive only security updates, if desired)

Finally, you can contact us by mentioning @dependabot.