R0053-27219 · q-20261015-advance-20261118-r01-central-limit-theorem-finite-variance-iid-0094
Step-by-step derivation
S001 · implies
Before
source roles = [clt-application-boundary]
After
derived = [[mode, mean, variance, n, proposed_denominator, required_denominator, proposed_scaling_claim]]
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.
Step identifiers and dependencies
Rule: source_ordered_fields_without_JS · Uses: G001
S002 · implies
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.
Step identifiers and dependencies
Rule: CLT_infinite_iid_is_EXACT_GIVEN_premise_not_constructed_process · Uses: G001, S001
S003 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL law mass sum0 := sum(0, 2/5)
After
CLT ORIGINAL conditional marginal ORIGINAL law mass sum0 = 2/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S002
S004 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL law mass sum1 := sum(2/5, 3/5)
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.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · implies
Before
source roles = [CLT ORIGINAL conditional marginal, [1, 2], [[2, 5], [3, 5]]]
After
derived = [[[1, 2/5], [2, 3/5]], 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.
Step identifiers and dependencies
Rule: CLT_ORIGINAL_value_probability_pairs_NUMERIC_order_normalized · Uses: G001, S004
S006 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL value times probability0 := mul(1, 2/5)
After
CLT ORIGINAL conditional marginal ORIGINAL value times probability0 = 2/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum0 := sum(0, 2/5)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum0 = 2/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
CLT ORIGINAL conditional marginal exact value square0 := mul(1, 1)
After
CLT ORIGINAL conditional marginal exact value square0 = 1
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL square times probability0 := mul(1, 2/5)
After
CLT ORIGINAL conditional marginal ORIGINAL square times probability0 = 2/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S008
S010 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum0 := sum(0, 2/5)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum0 = 2/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL value times probability1 := mul(2, 3/5)
After
CLT ORIGINAL conditional marginal ORIGINAL value times probability1 = 6/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum1 := sum(2/5, 6/5)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending mean sum1 = 8/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
CLT ORIGINAL conditional marginal exact value square1 := mul(2, 2)
After
CLT ORIGINAL conditional marginal exact value square1 = 4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL square times probability1 := mul(4, 3/5)
After
CLT ORIGINAL conditional marginal ORIGINAL square times probability1 = 12/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum1 := sum(2/5, 12/5)
After
CLT ORIGINAL conditional marginal ORIGINAL ascending second moment sum1 = 14/5
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL mean square := mul(8/5, 8/5)
After
CLT ORIGINAL conditional marginal ORIGINAL mean square = 64/25
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · calculation
Before
CLT ORIGINAL conditional marginal ORIGINAL second minus mean square := sub(14/5, 64/25)
After
CLT ORIGINAL conditional marginal ORIGINAL second minus mean square = 6/25
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · implies
Before
source roles = [CLT ORIGINAL conditional marginal, [[1, 2/5], [2, 3/5]]]
After
derived = [8/5, 14/5, 6/25]
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.
Step identifiers and dependencies
Rule: CLT_ALL_finite_marginal_moments_not_a_process_or_limit_proof · Uses: G001, S017
S019 · implies
Before
source roles = [wrong_scaling, 8/5, 6/25, 5]
After
derived = [wrong_scaling, 8/5, 6/25, 5, denominator=n*sigma, required=sigma*sqrt(n), No]
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.
Step identifiers and dependencies
Rule: CLT_original_wrong_scale_or_finite_evidence_inference_boundary · Uses: G001, S018