dist_uniform = masi_distance

dist_specific_collapsed(a, b):
	{SK, SU} => 0
        otherwise: masi_distance(a, b)

dist_haspelmath(a, b):
	{SK, SU} => 0
	{AM, AA, DN} => 0
	{UFC, FC, GEN} => 0
        otherwise: masi_distance(a, b)

dist_haspelmath1(a, b):
	{AM, AA} => 0
	{UFC, FC, GEN, IND} => 0
        otherwise: masi_distance(a, b)

dist_haspelmath2(a, b):
	{AM, AA} => 0
	{UFC, FC, GEN} => 0
        otherwise: masi_distance(a, b)

dist_haspelmath3(a, b):
	{SK, SU} => 0
	{AM, AA} => 0
	{UFC, FC, GEN, IND} => 0
        otherwise: masi_distance(a, b)




ANY + SOME = 100 examples
distance function: dist_uniform
kappa 0.519664718636 std dev 0.0686326453891
weighted kappa 0.518989577886 std dev 0.0686649088247
alpha 0.517637094879

distance function: dist_specific_collapsed
kappa 0.55872931491 std dev 0.0731367144765
weighted kappa 0.549843953966 std dev 0.0726065329814
alpha 0.548436186654

distance function: dist_haspelmath
kappa 0.740443734138 std dev 0.0482885640508
weighted kappa 0.705695308801 std dev 0.0523270918739
alpha 0.705022039038

distance function: dist_haspelmath1
kappa 0.623261068307 std dev 0.0521041433662
weighted kappa 0.604322269333 std dev 0.0552524841419
alpha 0.603535834592

distance function: dist_haspelmath2
kappa 0.622157924347 std dev 0.0514693504069
weighted kappa 0.605435599929 std dev 0.0545985527333
alpha 0.604712767382

distance function: dist_haspelmath3
kappa 0.66232566458 std dev 0.0535542021
weighted kappa 0.638247465986 std dev 0.057393374055
alpha 0.637560902783


SOME = 20 examples
distance function: dist_uniform
kappa 0.271630164914 std dev 0.0614940353492
weighted kappa 0.254257282048 std dev 0.0659209930941
alpha 0.241885096007

distance function: dist_specific_collapsed
kappa 0.521208173056 std dev 0.115302108603
weighted kappa 0.340677277873 std dev 0.116860665325
alpha 0.331081081081

distance function: dist_haspelmath
kappa 0.521208173056 std dev 0.115302108603
weighted kappa 0.340677277873 std dev 0.116860665325
alpha 0.331081081081

distance function: dist_haspelmath1
kappa 0.271630164914 std dev 0.0614940353492
weighted kappa 0.254257282048 std dev 0.0659209930941
alpha 0.241885096007

distance function: dist_haspelmath2
kappa 0.271630164914 std dev 0.0614940353492
weighted kappa 0.254257282048 std dev 0.0659209930941
alpha 0.241885096007

distance function: dist_haspelmath3
kappa 0.521208173056 std dev 0.115302108603
weighted kappa 0.340677277873 std dev 0.116860665325
alpha 0.331081081081


ANY = 80 examples
distance function: dist_uniform
kappa 0.525272178399 std dev 0.0942473150918
weighted kappa 0.524773246259 std dev 0.0942169449832
alpha 0.522369660468

distance function: dist_specific_collapsed
kappa 0.525272178399 std dev 0.0942473150918
weighted kappa 0.524773246259 std dev 0.0942169449832
alpha 0.522369660468

distance function: dist_haspelmath
kappa 0.758885706716 std dev 0.057406403149
weighted kappa 0.71310128082 std dev 0.0662940276048
alpha 0.711837089122

distance function: dist_haspelmath1
kappa 0.658505363959 std dev 0.0700168461409
weighted kappa 0.630313025861 std dev 0.0764551011035
alpha 0.628933687616

distance function: dist_haspelmath2
kappa 0.657083647237 std dev 0.0698521371349
weighted kappa 0.632289882718 std dev 0.0759697085079
alpha 0.631012035512

distance function: dist_haspelmath3
kappa 0.658505363959 std dev 0.0700168461409
weighted kappa 0.630313025861 std dev 0.0764551011035
alpha 0.628933687616