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R0053-27210 · q-20261015-advance-20261118-r01-central-limit-theorem-finite-variance-iid-0085
Use mode=finite_histogram and complete model={"values":[2,3],"probabilities":[[1,3],[2,3]],"process_certificate":"infinite_iid","n":6}. Give (mode, mean, variance, n, evidence_scope, limit_proof_claim, boundary).
G001 — Use mode=finite_histogram and complete model={"values":[2,3],"probabilities":[[1,3],[2,3]],"process_certificate":"infinite_iid","n":6}. Give (mode, mean, variance, n, evidence_scope, limit_proof_claim, boundary).Use the original question domain, assumptions and cited MKO definitions. This item has second-context mathematical and bilingual review, with the model, answer and every arithmetic step independently recomputed from the original parameters; the source question remains a candidate.
Before
source roles = [clt-application-boundary]
After
derived = [[mode, mean, variance, n, evidence_scope, limit_proof_claim, boundary]]
Conditions: none
List the complete source field order and mode-specific roles without JavaScript or answer-shape inference;No,undefined and infinity retain their distinct meanings.
Rule: source_ordered_fields_without_JS · Uses: G001
Before
source roles = [infinite_iid]
After
derived = [ASSUME infinite sequence is IID with this common marginal]
Conditions: none
infinite_iid is an explicit infinite-process premise token,not a construction or finite verification of infinite independence.Subsequent reasoning is conditional on that premise.
Rule: CLT_infinite_iid_is_EXACT_GIVEN_premise_not_constructed_process · Uses: G001, S001
Before
CLT ORIGINAL conditional marginal ORIGINAL law mass sum0 := sum(0, 1/3)
After
CLT ORIGINAL conditional marginal ORIGINAL law mass sum0 = 1/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S002
Before
CLT ORIGINAL conditional marginal ORIGINAL law mass sum1 := sum(1/3, 2/3)
After
CLT ORIGINAL conditional marginal ORIGINAL law mass sum1 = 1
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S003
Before
source roles = [CLT ORIGINAL conditional marginal, [2, 3], [[1, 3], [2, 3]]]
After
derived = [[[2, 1/3], [3, 2/3]], 1]
Conditions: none
Pair ORIGINAL values/probabilities before numeric sorting,retaining zero-mass labels and checking total mass1.This qualifies a finite marginal,not an infinite IID process inferred from samples.
Rule: CLT_ORIGINAL_value_probability_pairs_NUMERIC_order_normalized · Uses: G001, S004
Before
CLT ORIGINAL conditional marginal ORIGINAL value times probability0 := mul(2, 1/3)
After
CLT ORIGINAL conditional marginal ORIGINAL value times probability0 = 2/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S005
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum0 := sum(0, 2/3)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum0 = 2/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S006
Before
CLT ORIGINAL conditional marginal exact value square0 := mul(2, 2)
After
CLT ORIGINAL conditional marginal exact value square0 = 4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S007
Before
CLT ORIGINAL conditional marginal ORIGINAL square times probability0 := mul(4, 1/3)
After
CLT ORIGINAL conditional marginal ORIGINAL square times probability0 = 4/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S008
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum0 := sum(0, 4/3)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum0 = 4/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S009
Before
CLT ORIGINAL conditional marginal ORIGINAL value times probability1 := mul(3, 2/3)
After
CLT ORIGINAL conditional marginal ORIGINAL value times probability1 = 2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S010
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum1 := sum(2/3, 2)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum1 = 8/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S011
Before
CLT ORIGINAL conditional marginal exact value square1 := mul(3, 3)
After
CLT ORIGINAL conditional marginal exact value square1 = 9
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S012
Before
CLT ORIGINAL conditional marginal ORIGINAL square times probability1 := mul(9, 2/3)
After
CLT ORIGINAL conditional marginal ORIGINAL square times probability1 = 6
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S013
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum1 := sum(4/3, 6)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum1 = 22/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S014
Before
CLT ORIGINAL conditional marginal ORIGINAL mean square := mul(8/3, 8/3)
After
CLT ORIGINAL conditional marginal ORIGINAL mean square = 64/9
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S015
Before
CLT ORIGINAL conditional marginal ORIGINAL second minus mean square := sub(22/3, 64/9)
After
CLT ORIGINAL conditional marginal ORIGINAL second minus mean square = 2/9
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Rule: exact_rational_arithmetic · Uses: G001, S016
Before
source roles = [CLT ORIGINAL conditional marginal, [[2, 1/3], [3, 2/3]]]
After
derived = [8/3, 22/3, 2/9]
Conditions: none
Use the SAME complete law for E[X],E[X²] and Var(X)=E[X²]-E[X]².Keep value² as an exact teaching intermediate and apply the source profile to its product with probability,not an extra rejection for a large zero-mass value square.Finite moments prove neither independence,an infinite process nor a distributional limit.
Rule: CLT_ALL_finite_marginal_moments_not_a_process_or_limit_proof · Uses: G001, S017
Before
source roles = [finite_histogram, 8/3, 2/9, 6]
After
derived = [finite_histogram, 8/3, 2/9, 6, one_finite_histogram, No, finite_histogram_does_not_prove_distributional_limit]
Conditions: none
The denominator must be sigma*sqrt(n),since Var(S_n)=n*sigma².The general formula n*sigma differs,but coincides at n=1;No does not assert numerical inequality in every instance.One finite histogram,even if normal-looking,does not prove a distributional limit.
Rule: CLT_original_wrong_scale_or_finite_evidence_inference_boundary · Uses: G001, S018
S019 · premise_and_result_audit — Reverse-check the complete original data,step operands and premises;finite checks,conditional named-theorem use and general formal proof remain distinct.S018 · premise_and_result_audit — Reverse-check the complete original data,step operands and premises;finite checks,conditional named-theorem use and general formal proof remain distinct.S017 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL second minus mean square with exact rational arithmetic, not rounded decimals.S016 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL mean square with exact rational arithmetic, not rounded decimals.S015 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum1 with exact rational arithmetic, not rounded decimals.S014 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL square times probability1 with exact rational arithmetic, not rounded decimals.S013 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal exact value square1 with exact rational arithmetic, not rounded decimals.S012 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum1 with exact rational arithmetic, not rounded decimals.S011 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL value times probability1 with exact rational arithmetic, not rounded decimals.S010 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum0 with exact rational arithmetic, not rounded decimals.S009 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL square times probability0 with exact rational arithmetic, not rounded decimals.S008 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal exact value square0 with exact rational arithmetic, not rounded decimals.S007 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum0 with exact rational arithmetic, not rounded decimals.S006 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL value times probability0 with exact rational arithmetic, not rounded decimals.S005 · premise_and_result_audit — Reverse-check the complete original data,step operands and premises;finite checks,conditional named-theorem use and general formal proof remain distinct.S004 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL law mass sum1 with exact rational arithmetic, not rounded decimals.S003 · premise_and_result_audit — Recompute CLT ORIGINAL conditional marginal ORIGINAL law mass sum0 with exact rational arithmetic, not rounded decimals.S002 · premise_and_result_audit — Reverse-check the complete original data,step operands and premises;finite checks,conditional named-theorem use and general formal proof remain distinct.S001 · premise_and_result_audit — Reverse-check the complete original data,step operands and premises;finite checks,conditional named-theorem use and general formal proof remain distinct.(finite_histogram, 8/3, 2/9, 6, one_finite_histogram, No, finite_histogram_does_not_prove_distributional_limit)
The full substitutions and premise checks give the original answer; source identity,format and status are unchanged.
Review date: 2026-10-26
Original questions, answers, step expressions, numeric ASTs and historical records are retained. Source candidate labels remain historical and are not overwritten as formal proof.
input commit: 0f7be61e2c22317a4075561dc822c87d881a50dboriginal question SHA-256: 55e238562f1e9cfc634be59de3474f0273b0a6fb1c7445fbb1fa00d76d7d68d7candidate record SHA-256: 99bc419f393a06d056eb1ad580aa141c2665608ed68b9dce849fd0f75ef588fcsemantic review receipt SHA-256: 1b7a62514347b82518305d5feb4369a52d7d44c442a0f2b131e9eb3cd7b45f62question-first witness SHA-256: 79dc2a1077081f3ea2a03f75e32778163bf05e814cdf4c29ed86e567295f9ee1Lean: NOT_RUN · human review: NOT_PERFORMED