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# ?u?[?g?X?g???b?v?@
import numpy as np
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data = np.array([2.3, 3.0, 3.2, 2.5, 1.9, 2.6, 2.9, 4.0, 1.5, 2.1])
n_bst = 10000 # ?u?[?g?X?g???b?v?̉?
bst_var = [] # ?T???v???̕s?Ε??U???L?^???郊?X?g
np.random.seed(0) # ?????̎???Œ?
# ?f?[?^????10?̃T???v?????d??????ŁAn_bst????o??
for _ in range(n_bst):
sample = np.random.choice(data, size=10, replace=True)
# ?s?Ε??U???v?Z???āA???X?g?ɒlj?????
bst_var.append(np.var(sample, ddof=1))
# ?S?Ă̕s?Ε??U????ɐM????Ԃ??v?Z?i95???M????ԁj
interval = np.percentile(bst_var, [2.5, 97.5]) # ?p?[?Z???^?C???l?????߂?
print(interval)
np.random.choice?Ń??T???v?????O???s???Ă???Breplace=True?Ƃ????ݒ?ɂ??A?d???????10???T???v?????O?????B?d??????Ƃ??????Ƃ́A?Ⴆ?A2.3?Ƃ????l??????????o???ꂽ??A3.0?Ƃ????l?????o????Ȃ????Ƃ?????B?u?[?g?X?g???b?v?@?ɂ????܂??܂Ȏ?ނ????邪?A???̗?ł͓???ꂽ?S?Ă̕s?Ε??U?ɂ??āA2.5?p?[?Z???^?C???l?`97.5?p?[?Z???^?C???l?͈̔͂????߂?ł??V???v???ȕ??@???g???Ă???i97.5?p?[?Z???^?C???Ƃ́A?f?[?^???????????ɕ??ׂ??Ƃ??A?S?̂̂????A???ʂ????ʂ???97.5?p?[?Z???g?̈ʒu?ɂ???l?̂??ƁB?Y??????ʒu?ɒl???Ȃ??ꍇ?͕?Ԃɂ???ċ??߂???j?B
?@??̃R?[?h?????s????ƁA[0.128425 0.90625833]?Ƃ??????ʂ??????܂??B
?@????́A?ꕪ?U?̋?Ԑ???ɂ??āA?v?Z?̎菇????M????Ԃ?\?????̈Ӗ??܂ł???????܂????B?O??ƍ???ŁA??Ԑ???̊?{?I?ȍl??????M????Ԃ?\???????ǂ̂悤?ɓ????o????邩???????????????????Ǝv???܂??B
?@?????A????܂ł???ق?Ɩ??O???o?ꂵ?Ă???x?C?Y???v?̊m?M??Ԃ??C?ɂȂ??Ă????????????̂ł͂Ȃ????Ǝv???܂??B?????ŁA????͔ԊO?҂Ƃ??āA?x?C?Y???v?̊m?M??Ԃɂ??Č??Ă????܂??B?Ƃ͂????A?x?C?Y???v???ꂩ?????????킯?ɂ͂????Ȃ??̂ŁA??{?I?ȍl?????ƌv?Z?̎菇?𒆐S?ɂ??b?????܂??B????????y???݂ɁI
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