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Fixes #10183
Documentation is copied from np.histogram
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Fixes #8123, closes #9189, fixes #10319
This is a workaround to #10322, not a fix for it.
Adds tests for cases where bounds are more precise than the data, which led to inconsistencies in the optimized path.
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Currently only supported for explicit bins
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Fixes gh-7503
Closes gh-8984
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Closes gh-7864
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800 self-contained lines are easily enough to go in their own file, as are the 500 lines of tests.
For compatibility, the names are still available through `np.lib.function_base.histogram` and `from np.lib.function_base import *`
For simplicity of imports, all of the unqualified `np.` names are now qualified
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