some new features
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270
.venv/lib/python3.12/site-packages/statsmodels/stats/api.py
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.venv/lib/python3.12/site-packages/statsmodels/stats/api.py
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from . import diagnostic
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from .diagnostic import (
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acorr_ljungbox, acorr_breusch_godfrey, acorr_lm,
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compare_cox, compare_j, compare_encompassing,
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het_goldfeldquandt,
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het_breuschpagan, het_white, het_arch,
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linear_harvey_collier, linear_rainbow, linear_lm, linear_reset,
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breaks_cusumolsresid, breaks_hansen, recursive_olsresiduals,
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spec_white
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)
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from ._adnorm import normal_ad
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from ._lilliefors import lilliefors
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from ._knockoff import RegressionFDR
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from . import multicomp
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from .multitest import (multipletests, fdrcorrection, fdrcorrection_twostage,
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local_fdr, NullDistribution)
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from .multicomp import tukeyhsd
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from . import gof
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from .gof import (powerdiscrepancy, gof_chisquare_discrete,
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chisquare_effectsize)
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from . import stattools
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from .stattools import durbin_watson, omni_normtest, jarque_bera
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from . import sandwich_covariance
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from .sandwich_covariance import (
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cov_cluster, cov_cluster_2groups, cov_nw_panel,
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cov_hac, cov_white_simple,
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cov_hc0, cov_hc1, cov_hc2, cov_hc3,
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se_cov
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)
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from .weightstats import (DescrStatsW, CompareMeans, ttest_ind, ttost_ind,
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ttost_paired, ztest, ztost, zconfint)
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from .proportion import (
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binom_test_reject_interval, binom_test,
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binom_tost, binom_tost_reject_interval,
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power_binom_tost, power_ztost_prop,
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proportion_confint, proportion_effectsize,
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samplesize_confint_proportion,
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proportions_chisquare, proportions_chisquare_allpairs,
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proportions_chisquare_pairscontrol, proportions_ztest,
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proportions_ztost, multinomial_proportions_confint,
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# 2 sample functions:
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confint_proportions_2indep, power_proportions_2indep,
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samplesize_proportions_2indep_onetail,
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test_proportions_2indep, tost_proportions_2indep,
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)
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from .rates import (
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# 1 sample:
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test_poisson, confint_poisson,
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confint_quantile_poisson, tolerance_int_poisson,
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# 2-sample
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etest_poisson_2indep, test_poisson_2indep, tost_poisson_2indep,
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confint_poisson_2indep, nonequivalence_poisson_2indep,
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# power
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power_poisson_ratio_2indep, power_poisson_diff_2indep,
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power_equivalence_poisson_2indep,
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power_negbin_ratio_2indep, power_equivalence_neginb_2indep
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)
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from .oneway import (
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# mean and scale
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anova_oneway, equivalence_oneway,
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test_scale_oneway, equivalence_scale_oneway,
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# power
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effectsize_oneway,
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power_equivalence_oneway, simulate_power_equivalence_oneway,
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# from stats
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anova_generic, equivalence_oneway_generic,
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# effect size
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confint_effectsize_oneway, confint_noncentrality,
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convert_effectsize_fsqu,
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f2_to_wellek, fstat_to_wellek, wellek_to_f2
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)
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from .multivariate import (
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test_cov, test_cov_blockdiagonal, test_cov_diagonal, test_cov_oneway,
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test_cov_spherical,
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test_mvmean, confint_mvmean, confint_mvmean_fromstats,
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test_mvmean_2indep,
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)
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from .power import (TTestPower, TTestIndPower, GofChisquarePower,
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NormalIndPower, FTestAnovaPower, FTestPower,
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tt_solve_power, tt_ind_solve_power, zt_ind_solve_power)
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from .descriptivestats import Describe
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from .anova import anova_lm, AnovaRM
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from .inter_rater import (
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cohens_kappa, fleiss_kappa
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)
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from .oaxaca import OaxacaBlinder
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from . import moment_helpers
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from .correlation_tools import (
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corr_clipped, corr_nearest,
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corr_nearest_factor, corr_thresholded, cov_nearest,
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cov_nearest_factor_homog, FactoredPSDMatrix)
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from statsmodels.sandbox.stats.runs import Runs, runstest_1samp, runstest_2samp
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from statsmodels.stats.contingency_tables import (mcnemar, cochrans_q,
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SquareTable,
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Table2x2,
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Table,
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StratifiedTable)
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from .mediation import Mediation
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from .meta_analysis import (
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combine_effects, effectsize_2proportions, effectsize_smd,
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)
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__all__ = [
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"AnovaRM",
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"CompareMeans",
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"DescrStatsW",
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"Describe",
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"FTestAnovaPower",
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"FTestPower",
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"FactoredPSDMatrix",
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"GofChisquarePower",
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"Mediation",
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"NormalIndPower",
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"NullDistribution",
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"OaxacaBlinder",
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"RegressionFDR",
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"Runs",
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"SquareTable",
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"StratifiedTable",
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"TTestIndPower",
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"TTestPower",
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"Table",
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"Table2x2",
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"acorr_breusch_godfrey",
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"acorr_ljungbox",
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"acorr_lm",
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"anova_generic",
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"anova_lm",
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"anova_oneway",
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"binom_test",
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"binom_test_reject_interval",
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"binom_tost",
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"binom_tost_reject_interval",
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"breaks_cusumolsresid",
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"breaks_hansen",
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"chisquare_effectsize",
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"cochrans_q",
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"cohens_kappa",
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"combine_effects",
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"compare_cox",
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"compare_encompassing",
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"compare_j",
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"confint_effectsize_oneway",
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"confint_mvmean",
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"confint_mvmean_fromstats",
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"confint_noncentrality",
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"confint_poisson",
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"confint_poisson_2indep",
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"confint_proportions_2indep",
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"confint_quantile_poisson",
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"convert_effectsize_fsqu",
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"corr_clipped",
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"corr_nearest",
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"corr_nearest_factor",
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"corr_thresholded",
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"cov_cluster",
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"cov_cluster_2groups",
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"cov_hac",
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"cov_hc0",
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"cov_hc1",
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"cov_hc2",
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"cov_hc3",
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"cov_nearest",
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"cov_nearest_factor_homog",
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"cov_nw_panel",
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"cov_white_simple",
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"diagnostic",
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"durbin_watson",
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"effectsize_2proportions",
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"effectsize_oneway",
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"effectsize_smd",
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"equivalence_oneway",
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"equivalence_oneway_generic",
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"equivalence_scale_oneway",
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"etest_poisson_2indep",
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"f2_to_wellek",
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"fdrcorrection",
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"fdrcorrection_twostage",
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"fleiss_kappa",
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"fstat_to_wellek",
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"gof",
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"gof_chisquare_discrete",
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"het_arch",
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"het_breuschpagan",
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"het_goldfeldquandt",
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"het_white",
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"jarque_bera",
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"lilliefors",
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"linear_harvey_collier",
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"linear_lm",
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"linear_rainbow",
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"linear_reset",
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"local_fdr",
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"mcnemar",
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"moment_helpers",
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"multicomp",
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"multinomial_proportions_confint",
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"multipletests",
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"nonequivalence_poisson_2indep",
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"normal_ad",
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"omni_normtest",
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"power_binom_tost",
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"power_equivalence_neginb_2indep",
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"power_equivalence_oneway",
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"power_equivalence_poisson_2indep",
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"power_negbin_ratio_2indep",
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"power_poisson_diff_2indep",
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"power_poisson_ratio_2indep",
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"power_proportions_2indep",
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"power_ztost_prop",
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"powerdiscrepancy",
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"proportion_confint",
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"proportion_effectsize",
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"proportions_chisquare",
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"proportions_chisquare_allpairs",
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"proportions_chisquare_pairscontrol",
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"proportions_ztest",
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"proportions_ztost",
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"recursive_olsresiduals",
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"runstest_1samp",
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"runstest_2samp",
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"samplesize_confint_proportion",
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"samplesize_proportions_2indep_onetail",
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"sandwich_covariance",
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"se_cov",
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"simulate_power_equivalence_oneway",
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"spec_white",
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"stattools",
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"test_cov",
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"test_cov_blockdiagonal",
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"test_cov_diagonal",
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"test_cov_oneway",
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"test_cov_spherical",
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"test_mvmean",
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"test_mvmean_2indep",
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"test_poisson",
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"test_poisson_2indep",
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"test_proportions_2indep",
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"test_scale_oneway",
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"tolerance_int_poisson",
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"tost_poisson_2indep",
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"tost_proportions_2indep",
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"tt_ind_solve_power",
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"tt_solve_power",
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"ttest_ind",
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"ttost_ind",
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"ttost_paired",
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"tukeyhsd",
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"wellek_to_f2",
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"zconfint",
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"zt_ind_solve_power",
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"ztest",
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"ztost",
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]
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