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addition of subsampling with replacement (#783)

* initial addition of with_replacement

* adds tests and an exception, and clarifies an if/then block

* complying with numpydoc style

* fixing asserts in tests

* fixing test data dimensionality in tests

* updated ChangeLog

* fixing an array syntax error

* assertGreater, not assertGreaterThan

* Some additional error checking on to_hdf5 (#769)

* Some additional error checking on to_hdf5

* STY/DOC: flake8 and changelog update

* Py2 issues

* STY: flake8 started to flag empty excepts

* Missed an exception, fix six test

* PIN: numpy to address whitespace

* PIN: CI to numpy < 1.14

* STY: ignore unicode flake8 error for py2/py3

* STY: more no blank exceptions

* Explicitly test h5grp is valid

* Missing dep

* # This is a combination of 5 commits.
# The first commit's message is:
initial addition of with_replacement

# This is the 2nd commit message:

adds tests and an exception, and clarifies an if/then block

# This is the 3rd commit message:

complying with numpydoc style

# This is the 4th commit message:

fixing asserts in tests

# This is the 5th commit message:

fixing test data dimensionality in tests

* merge ChangeLog edits

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