Nanite

- feat: new model "power_layer_clifford_2009"
- ref: migrate from pkg_resources to importlib.resources

- fix: incorrect reversion of insertion in sys.path when registering a model

- ref: move to "src"-rooted source tree
- ref: move iterative `sneddon_spher` model to separate package which
makes nanite a pure Python package

- BREAKING CHANGE: Due to the new imputation of nan-valued features,
rating inference might change slightly. For the "zef18" dataset,
inference was off by about 0.1 on average.
- fix: bad data caused TypeError in numpy.polynomial (25)
- enh: impute nan-valued feature data if corresponding response was 0
- enh: allow empty-valued groups in rating HDF5 file
- enh: when encountering inf values in a training set, replace them
with twice the maxium of that feature

- setup: wrong package setup

- setup: wrong package setup