Here I'll use some the same words to compare to ICE. And some to RAN as well 
(bottom is the top ones from ICE). I guess you can't expect perfection yet, 
it's just begun.

ICE?
thaws=1.0
leaped=1.0
flee=0.7912087912087912
snows=0.7142857142857143
flakes=0.7000000000000001
rocks=0.6909090909090907
jumped=0.673469387755102
floe=0.6666666666666667
icebergs=0.6666666666666666
hook=0.6666666666666664
raced=0.6571428571428569
sailed=6422764227642278
exited=0.625
iceberg=0.5714285714285714
globe=0.5454545454545456
woman=0.5355086372360847
froze=0.5333333333333333
jump=0.5294117647058821
dropped=0.527363184079602
snow=0.5031446540880503
flew=0.5
ghost=0.4499999999999999
drove=0.4451612903225808
melted=0.4418604651162791
aunt=0.4411764705882354
ran=0.4369565217391306
rode=0.42000000000000004
freeze=0.3999999999999999
frog=0.3999999999999999
iced=0.39999999999999997
runs=0.3844252367889864
her=0.3539019963702355
water=0.3393829401088922
moved=0.33816381407993024
wind=0.33574007220216645
liquid=0.3203342618384401
gas=0.31760435571687823
girl=0.304054054054054
car=0.29764065335753165
wet=0.2950819672131148
program=0.29219600725952777
slid=0.2857142857142857
cold=0.2819905213270143
frozen=0.28181818181818186
running=0.281306715063521
run=0.2686025408348459
took=0.252268602540835
man=0.2268602540834846
turned=0.22609908840685847
send=0.2211538461538461
give=0.20689655172413796
steam=0.13636363636363638
seek=0.12027491408934705


more for RAN:
froze=0.8666666666666668
snows=0.7142857142857143
thaws=0.6666666666666667
floe=0.6666666666666666
flakes=0.5
freeze=0.48000000000000004
iceberg=0.4285714285714285
rocks=0.3454545454545455
frozen=0.2454545454545455
wet=0.22950819672131145
icebergs=0.0
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