&]\c@`ssddlmZmZmZddlZddlmZmZddl m Z m Z dZ dZ dZdS(i(tdivisiontprint_functiontabsolute_importN(tassert_allcloset assert_equal(ttukeylambda_variancettukeylambda_kurtosiscC`s6td}t|tjddddtd}t|dddtd}t|d tjddtd}dtjdtjd d dd}t||ddtd }t|dddtd }t|d ddtd}t|dddtd}t|d dddS(s/Compare results with some known exact formulas.iiitatolg-q=g333333?g|=g?ig@ig?g333333i Ng?gUUUUUU?gUUUUUU?(RRtnptpiR(tvartkurttdesired((sGlib/python2.7/site-packages/scipy/stats/tests/test_tukeylambda_stats.pyt"test_tukeylambda_stats_known_exact s"    (    c C`sWtdddd}tdddd}dddgd d d gd d dgdddgdddgdddgdddgdddgddd gd!d"d#gd$d%d&gg }xO|D]G\}}}t|}t|||t|}t|||qWt|\}}}t|}t|||t|}t|||d'S((sACompare results with some values that were computed using mpmath.Rg|=trtolig-q=gg;@g2V#H@gQIg9@gk+\)@ggxuh~@g @gMbPg٤{i @gh Yn?gMbP?gӦNFb: @g4\>?g?gt @gs   # "