# Question 27295: Complete Fixed-n Sum Moments Do Not Prove a Distributional Limit

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This teaching derivation has second-context AI mathematical and bilingual semantic review, limited to the model and assumptions stated in this question. It has no human review or new Lean proof and does not promote the original question or MKO to Canonical truth.

R0053-27295 · q-20261015-advance-20261118-r01-central-limit-theorem-finite-variance-iid-0045



## Original question and givens

Use the aligned finite law values=[2, 3], probabilities=[1/2, 1/2], with declared process certificate=infinite_iid. The token is an explicit infinite IID premise, not a process construction or proof by this finite calculation. Use sample size n=4 and S_n as the sum of all n coordinates. Give (n, sum_distribution, total_probability, sum_mean, sum_variance, n_times_mean, n_times_variance, standardized_mean, standardized_variance, standardization_description, finite_scope).


- G001 — Use the aligned finite law values=[2, 3], probabilities=[1/2, 1/2], with declared process certificate=infinite_iid. The token is an explicit infinite IID premise, not a process construction or proof by this finite calculation. Use sample size n=4 and S_n as the sum of all n coordinates. Give (n, sum_distribution, total_probability, sum_mean, sum_variance, n_times_mean, n_times_variance, standardized_mean, standardized_variance, standardization_description, finite_scope).





## Definition and scope

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.


- [mko-central-limit-theorem-finite-variance-iid](https://ocme.evemisslab.com/en/mko/mko-central-limit-theorem-finite-variance-iid/)





## Step-by-step derivation

S001 · impliesBefore

source roles = [clt-standardized-sum-moments]

After

derived = [[n, sum_distribution, total_probability, sum_mean, sum_variance, n_times_mean, n_times_variance, standardized_mean, standardized_variance, standardization_description, finite_scope]]

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 dependenciesRule: source_ordered_fields_without_JS · Uses: G001





S002 · impliesBefore

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 dependenciesRule: CLT_infinite_iid_is_EXACT_GIVEN_premise_not_constructed_process · Uses: G001, S001





S003 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL law mass sum0 := sum(0, 1/2)

After

CLT ORIGINAL common marginal ORIGINAL law mass sum0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S002





S004 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL law mass sum1 := sum(1/2, 1/2)

After

CLT ORIGINAL common 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 dependenciesRule: exact_rational_arithmetic · Uses: G001, S003





S005 · impliesBefore

source roles = [CLT ORIGINAL common marginal, [2, 3], [[1, 2], [1, 2]]]

After

derived = [[[2, 1/2], [3, 1/2]], 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 dependenciesRule: CLT_ORIGINAL_value_probability_pairs_NUMERIC_order_normalized · Uses: G001, S004





S006 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL value times probability0 := mul(2, 1/2)

After

CLT ORIGINAL common marginal ORIGINAL value times probability0 = 1

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S005





S007 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL ascending mean sum0 := sum(0, 1)

After

CLT ORIGINAL common marginal ORIGINAL ascending mean sum0 = 1

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S006





S008 · calculationBefore

CLT ORIGINAL common marginal exact value square0 := mul(2, 2)

After

CLT ORIGINAL common marginal exact value square0 = 4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S007





S009 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL square times probability0 := mul(4, 1/2)

After

CLT ORIGINAL common marginal ORIGINAL square times probability0 = 2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S008





S010 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL ascending second moment sum0 := sum(0, 2)

After

CLT ORIGINAL common marginal ORIGINAL ascending second moment sum0 = 2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S009





S011 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL value times probability1 := mul(3, 1/2)

After

CLT ORIGINAL common marginal ORIGINAL value times probability1 = 3/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S010





S012 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL ascending mean sum1 := sum(1, 3/2)

After

CLT ORIGINAL common marginal ORIGINAL ascending mean sum1 = 5/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S011





S013 · calculationBefore

CLT ORIGINAL common marginal exact value square1 := mul(3, 3)

After

CLT ORIGINAL common marginal exact value square1 = 9

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S012





S014 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL square times probability1 := mul(9, 1/2)

After

CLT ORIGINAL common marginal ORIGINAL square times probability1 = 9/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S013





S015 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL ascending second moment sum1 := sum(2, 9/2)

After

CLT ORIGINAL common marginal ORIGINAL ascending second moment sum1 = 13/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S014





S016 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL mean square := mul(5/2, 5/2)

After

CLT ORIGINAL common marginal ORIGINAL mean square = 25/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S015





S017 · calculationBefore

CLT ORIGINAL common marginal ORIGINAL second minus mean square := sub(13/2, 25/4)

After

CLT ORIGINAL common marginal ORIGINAL second minus mean square = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S016





S018 · impliesBefore

source roles = [CLT ORIGINAL common marginal, [[2, 1/2], [3, 1/2]]]

After

derived = [5/2, 13/2, 1/4]

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 dependenciesRule: CLT_ALL_finite_marginal_moments_not_a_process_or_limit_proof · Uses: G001, S017





S019 · calculationBefore

CLT joint ORIGINAL word0 sum := sum(2, 2, 2, 2)

After

CLT joint ORIGINAL word0 sum = 8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S018





S020 · calculationBefore

CLT joint ORIGINAL word0 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word0 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S019





S021 · calculationBefore

CLT joint ORIGINAL word0 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word0 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S020





S022 · calculationBefore

CLT joint ORIGINAL word0 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word0 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S021





S023 · calculationBefore

CLT joint ORIGINAL word0 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word0 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S022





S024 · calculationBefore

CLT joint ORIGINAL sum8 bucket word0 := sum(0, 1/16)

After

CLT joint ORIGINAL sum8 bucket word0 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S023





S025 · impliesBefore

source roles = [4, 0, [2, 2, 2, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [8, 1/16, 0, 1/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S024





S026 · calculationBefore

CLT joint ORIGINAL word1 sum := sum(2, 2, 2, 3)

After

CLT joint ORIGINAL word1 sum = 9

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S025





S027 · calculationBefore

CLT joint ORIGINAL word1 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word1 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S026





S028 · calculationBefore

CLT joint ORIGINAL word1 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word1 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S027





S029 · calculationBefore

CLT joint ORIGINAL word1 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word1 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S028





S030 · calculationBefore

CLT joint ORIGINAL word1 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word1 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S029





S031 · calculationBefore

CLT joint ORIGINAL sum9 bucket word1 := sum(0, 1/16)

After

CLT joint ORIGINAL sum9 bucket word1 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S030





S032 · impliesBefore

source roles = [4, 1, [2, 2, 2, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [9, 1/16, 0, 1/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S031





S033 · calculationBefore

CLT joint ORIGINAL word2 sum := sum(2, 2, 3, 2)

After

CLT joint ORIGINAL word2 sum = 9

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S032





S034 · calculationBefore

CLT joint ORIGINAL word2 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word2 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S033





S035 · calculationBefore

CLT joint ORIGINAL word2 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word2 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S034





S036 · calculationBefore

CLT joint ORIGINAL word2 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word2 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S035





S037 · calculationBefore

CLT joint ORIGINAL word2 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word2 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S036





S038 · calculationBefore

CLT joint ORIGINAL sum9 bucket word2 := sum(1/16, 1/16)

After

CLT joint ORIGINAL sum9 bucket word2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S037





S039 · impliesBefore

source roles = [4, 2, [2, 2, 3, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [9, 1/16, 1/16, 1/8]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S038





S040 · calculationBefore

CLT joint ORIGINAL word3 sum := sum(2, 2, 3, 3)

After

CLT joint ORIGINAL word3 sum = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S039





S041 · calculationBefore

CLT joint ORIGINAL word3 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word3 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S040





S042 · calculationBefore

CLT joint ORIGINAL word3 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word3 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S041





S043 · calculationBefore

CLT joint ORIGINAL word3 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word3 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S042





S044 · calculationBefore

CLT joint ORIGINAL word3 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word3 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S043





S045 · calculationBefore

CLT joint ORIGINAL sum10 bucket word3 := sum(0, 1/16)

After

CLT joint ORIGINAL sum10 bucket word3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S044





S046 · impliesBefore

source roles = [4, 3, [2, 2, 3, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [10, 1/16, 0, 1/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S045





S047 · calculationBefore

CLT joint ORIGINAL word4 sum := sum(2, 3, 2, 2)

After

CLT joint ORIGINAL word4 sum = 9

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S046





S048 · calculationBefore

CLT joint ORIGINAL word4 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word4 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S047





S049 · calculationBefore

CLT joint ORIGINAL word4 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word4 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S048





S050 · calculationBefore

CLT joint ORIGINAL word4 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word4 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S049





S051 · calculationBefore

CLT joint ORIGINAL word4 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word4 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S050





S052 · calculationBefore

CLT joint ORIGINAL sum9 bucket word4 := sum(1/8, 1/16)

After

CLT joint ORIGINAL sum9 bucket word4 = 3/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S051





S053 · impliesBefore

source roles = [4, 4, [2, 3, 2, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [9, 1/16, 1/8, 3/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S052





S054 · calculationBefore

CLT joint ORIGINAL word5 sum := sum(2, 3, 2, 3)

After

CLT joint ORIGINAL word5 sum = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S053





S055 · calculationBefore

CLT joint ORIGINAL word5 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word5 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S054





S056 · calculationBefore

CLT joint ORIGINAL word5 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word5 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S055





S057 · calculationBefore

CLT joint ORIGINAL word5 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word5 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S056





S058 · calculationBefore

CLT joint ORIGINAL word5 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word5 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S057





S059 · calculationBefore

CLT joint ORIGINAL sum10 bucket word5 := sum(1/16, 1/16)

After

CLT joint ORIGINAL sum10 bucket word5 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S058





S060 · impliesBefore

source roles = [4, 5, [2, 3, 2, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [10, 1/16, 1/16, 1/8]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S059





S061 · calculationBefore

CLT joint ORIGINAL word6 sum := sum(2, 3, 3, 2)

After

CLT joint ORIGINAL word6 sum = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S060





S062 · calculationBefore

CLT joint ORIGINAL word6 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word6 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S061





S063 · calculationBefore

CLT joint ORIGINAL word6 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word6 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S062





S064 · calculationBefore

CLT joint ORIGINAL word6 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word6 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S063





S065 · calculationBefore

CLT joint ORIGINAL word6 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word6 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S064





S066 · calculationBefore

CLT joint ORIGINAL sum10 bucket word6 := sum(1/8, 1/16)

After

CLT joint ORIGINAL sum10 bucket word6 = 3/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S065





S067 · impliesBefore

source roles = [4, 6, [2, 3, 3, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [10, 1/16, 1/8, 3/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S066





S068 · calculationBefore

CLT joint ORIGINAL word7 sum := sum(2, 3, 3, 3)

After

CLT joint ORIGINAL word7 sum = 11

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S067





S069 · calculationBefore

CLT joint ORIGINAL word7 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word7 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S068





S070 · calculationBefore

CLT joint ORIGINAL word7 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word7 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S069





S071 · calculationBefore

CLT joint ORIGINAL word7 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word7 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S070





S072 · calculationBefore

CLT joint ORIGINAL word7 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word7 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S071





S073 · calculationBefore

CLT joint ORIGINAL sum11 bucket word7 := sum(0, 1/16)

After

CLT joint ORIGINAL sum11 bucket word7 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S072





S074 · impliesBefore

source roles = [4, 7, [2, 3, 3, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [11, 1/16, 0, 1/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S073





S075 · calculationBefore

CLT joint ORIGINAL word8 sum := sum(3, 2, 2, 2)

After

CLT joint ORIGINAL word8 sum = 9

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S074





S076 · calculationBefore

CLT joint ORIGINAL word8 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word8 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S075





S077 · calculationBefore

CLT joint ORIGINAL word8 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word8 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S076





S078 · calculationBefore

CLT joint ORIGINAL word8 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word8 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S077





S079 · calculationBefore

CLT joint ORIGINAL word8 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word8 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S078





S080 · calculationBefore

CLT joint ORIGINAL sum9 bucket word8 := sum(3/16, 1/16)

After

CLT joint ORIGINAL sum9 bucket word8 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S079





S081 · impliesBefore

source roles = [4, 8, [3, 2, 2, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [9, 1/16, 3/16, 1/4]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S080





S082 · calculationBefore

CLT joint ORIGINAL word9 sum := sum(3, 2, 2, 3)

After

CLT joint ORIGINAL word9 sum = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S081





S083 · calculationBefore

CLT joint ORIGINAL word9 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word9 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S082





S084 · calculationBefore

CLT joint ORIGINAL word9 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word9 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S083





S085 · calculationBefore

CLT joint ORIGINAL word9 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word9 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S084





S086 · calculationBefore

CLT joint ORIGINAL word9 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word9 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S085





S087 · calculationBefore

CLT joint ORIGINAL sum10 bucket word9 := sum(3/16, 1/16)

After

CLT joint ORIGINAL sum10 bucket word9 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S086





S088 · impliesBefore

source roles = [4, 9, [3, 2, 2, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [10, 1/16, 3/16, 1/4]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S087





S089 · calculationBefore

CLT joint ORIGINAL word10 sum := sum(3, 2, 3, 2)

After

CLT joint ORIGINAL word10 sum = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S088





S090 · calculationBefore

CLT joint ORIGINAL word10 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word10 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S089





S091 · calculationBefore

CLT joint ORIGINAL word10 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word10 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S090





S092 · calculationBefore

CLT joint ORIGINAL word10 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word10 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S091





S093 · calculationBefore

CLT joint ORIGINAL word10 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word10 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S092





S094 · calculationBefore

CLT joint ORIGINAL sum10 bucket word10 := sum(1/4, 1/16)

After

CLT joint ORIGINAL sum10 bucket word10 = 5/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S093





S095 · impliesBefore

source roles = [4, 10, [3, 2, 3, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [10, 1/16, 1/4, 5/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S094





S096 · calculationBefore

CLT joint ORIGINAL word11 sum := sum(3, 2, 3, 3)

After

CLT joint ORIGINAL word11 sum = 11

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S095





S097 · calculationBefore

CLT joint ORIGINAL word11 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word11 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S096





S098 · calculationBefore

CLT joint ORIGINAL word11 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word11 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S097





S099 · calculationBefore

CLT joint ORIGINAL word11 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word11 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S098





S100 · calculationBefore

CLT joint ORIGINAL word11 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word11 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S099





S101 · calculationBefore

CLT joint ORIGINAL sum11 bucket word11 := sum(1/16, 1/16)

After

CLT joint ORIGINAL sum11 bucket word11 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S100





S102 · impliesBefore

source roles = [4, 11, [3, 2, 3, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [11, 1/16, 1/16, 1/8]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S101





S103 · calculationBefore

CLT joint ORIGINAL word12 sum := sum(3, 3, 2, 2)

After

CLT joint ORIGINAL word12 sum = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S102





S104 · calculationBefore

CLT joint ORIGINAL word12 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word12 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S103





S105 · calculationBefore

CLT joint ORIGINAL word12 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word12 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S104





S106 · calculationBefore

CLT joint ORIGINAL word12 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word12 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S105





S107 · calculationBefore

CLT joint ORIGINAL word12 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word12 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S106





S108 · calculationBefore

CLT joint ORIGINAL sum10 bucket word12 := sum(5/16, 1/16)

After

CLT joint ORIGINAL sum10 bucket word12 = 3/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S107





S109 · impliesBefore

source roles = [4, 12, [3, 3, 2, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [10, 1/16, 5/16, 3/8]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S108





S110 · calculationBefore

CLT joint ORIGINAL word13 sum := sum(3, 3, 2, 3)

After

CLT joint ORIGINAL word13 sum = 11

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S109





S111 · calculationBefore

CLT joint ORIGINAL word13 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word13 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S110





S112 · calculationBefore

CLT joint ORIGINAL word13 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word13 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S111





S113 · calculationBefore

CLT joint ORIGINAL word13 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word13 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S112





S114 · calculationBefore

CLT joint ORIGINAL word13 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word13 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S113





S115 · calculationBefore

CLT joint ORIGINAL sum11 bucket word13 := sum(1/8, 1/16)

After

CLT joint ORIGINAL sum11 bucket word13 = 3/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S114





S116 · impliesBefore

source roles = [4, 13, [3, 3, 2, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [11, 1/16, 1/8, 3/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S115





S117 · calculationBefore

CLT joint ORIGINAL word14 sum := sum(3, 3, 3, 2)

After

CLT joint ORIGINAL word14 sum = 11

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S116





S118 · calculationBefore

CLT joint ORIGINAL word14 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word14 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S117





S119 · calculationBefore

CLT joint ORIGINAL word14 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word14 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S118





S120 · calculationBefore

CLT joint ORIGINAL word14 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word14 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S119





S121 · calculationBefore

CLT joint ORIGINAL word14 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word14 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S120





S122 · calculationBefore

CLT joint ORIGINAL sum11 bucket word14 := sum(3/16, 1/16)

After

CLT joint ORIGINAL sum11 bucket word14 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S121





S123 · impliesBefore

source roles = [4, 14, [3, 3, 3, 2], [1/2, 1/2, 1/2, 1/2]]

After

derived = [11, 1/16, 3/16, 1/4]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S122





S124 · calculationBefore

CLT joint ORIGINAL word15 sum := sum(3, 3, 3, 3)

After

CLT joint ORIGINAL word15 sum = 12

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S123





S125 · calculationBefore

CLT joint ORIGINAL word15 probability factor0 := mul(1, 1/2)

After

CLT joint ORIGINAL word15 probability factor0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S124





S126 · calculationBefore

CLT joint ORIGINAL word15 probability factor1 := mul(1/2, 1/2)

After

CLT joint ORIGINAL word15 probability factor1 = 1/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S125





S127 · calculationBefore

CLT joint ORIGINAL word15 probability factor2 := mul(1/4, 1/2)

After

CLT joint ORIGINAL word15 probability factor2 = 1/8

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S126





S128 · calculationBefore

CLT joint ORIGINAL word15 probability factor3 := mul(1/8, 1/2)

After

CLT joint ORIGINAL word15 probability factor3 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S127





S129 · calculationBefore

CLT joint ORIGINAL sum12 bucket word15 := sum(0, 1/16)

After

CLT joint ORIGINAL sum12 bucket word15 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S128





S130 · impliesBefore

source roles = [4, 15, [3, 3, 3, 3], [1/2, 1/2, 1/2, 1/2]]

After

derived = [12, 1/16, 0, 1/16]

Conditions: none

The declared IID premise gives each finite word the product of coordinate probabilities.Enumerate EVERY word in source order and add it to its actual sum fibre,retaining zero-mass words/buckets.Do not guess the distribution from samples or moments.

Step identifiers and dependenciesRule: CLT_EVERY_joint_word_original_coordinate_products_AND_full_sum_fibre · Uses: G001, S129





S131 · calculationBefore

CLT SUM ORIGINAL total distribution mass0 := sum(0, 1/16)

After

CLT SUM ORIGINAL total distribution mass0 = 1/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S130





S132 · calculationBefore

CLT SUM ORIGINAL total distribution mass1 := sum(1/16, 1/4)

After

CLT SUM ORIGINAL total distribution mass1 = 5/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S131





S133 · calculationBefore

CLT SUM ORIGINAL total distribution mass2 := sum(5/16, 3/8)

After

CLT SUM ORIGINAL total distribution mass2 = 11/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S132





S134 · calculationBefore

CLT SUM ORIGINAL total distribution mass3 := sum(11/16, 1/4)

After

CLT SUM ORIGINAL total distribution mass3 = 15/16

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S133





S135 · calculationBefore

CLT SUM ORIGINAL total distribution mass4 := sum(15/16, 1/16)

After

CLT SUM ORIGINAL total distribution mass4 = 1

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S134





S136 · calculationBefore

CLT SUM ORIGINAL value times probability0 := mul(8, 1/16)

After

CLT SUM ORIGINAL value times probability0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S135





S137 · calculationBefore

CLT SUM ORIGINAL ascending mean sum0 := sum(0, 1/2)

After

CLT SUM ORIGINAL ascending mean sum0 = 1/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S136





S138 · calculationBefore

CLT SUM exact value square0 := mul(8, 8)

After

CLT SUM exact value square0 = 64

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S137





S139 · calculationBefore

CLT SUM ORIGINAL square times probability0 := mul(64, 1/16)

After

CLT SUM ORIGINAL square times probability0 = 4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S138





S140 · calculationBefore

CLT SUM ORIGINAL ascending second moment sum0 := sum(0, 4)

After

CLT SUM ORIGINAL ascending second moment sum0 = 4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S139





S141 · calculationBefore

CLT SUM ORIGINAL value times probability1 := mul(9, 1/4)

After

CLT SUM ORIGINAL value times probability1 = 9/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S140





S142 · calculationBefore

CLT SUM ORIGINAL ascending mean sum1 := sum(1/2, 9/4)

After

CLT SUM ORIGINAL ascending mean sum1 = 11/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S141





S143 · calculationBefore

CLT SUM exact value square1 := mul(9, 9)

After

CLT SUM exact value square1 = 81

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S142





S144 · calculationBefore

CLT SUM ORIGINAL square times probability1 := mul(81, 1/4)

After

CLT SUM ORIGINAL square times probability1 = 81/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S143





S145 · calculationBefore

CLT SUM ORIGINAL ascending second moment sum1 := sum(4, 81/4)

After

CLT SUM ORIGINAL ascending second moment sum1 = 97/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S144





S146 · calculationBefore

CLT SUM ORIGINAL value times probability2 := mul(10, 3/8)

After

CLT SUM ORIGINAL value times probability2 = 15/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S145





S147 · calculationBefore

CLT SUM ORIGINAL ascending mean sum2 := sum(11/4, 15/4)

After

CLT SUM ORIGINAL ascending mean sum2 = 13/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S146





S148 · calculationBefore

CLT SUM exact value square2 := mul(10, 10)

After

CLT SUM exact value square2 = 100

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S147





S149 · calculationBefore

CLT SUM ORIGINAL square times probability2 := mul(100, 3/8)

After

CLT SUM ORIGINAL square times probability2 = 75/2

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S148





S150 · calculationBefore

CLT SUM ORIGINAL ascending second moment sum2 := sum(97/4, 75/2)

After

CLT SUM ORIGINAL ascending second moment sum2 = 247/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S149





S151 · calculationBefore

CLT SUM ORIGINAL value times probability3 := mul(11, 1/4)

After

CLT SUM ORIGINAL value times probability3 = 11/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S150





S152 · calculationBefore

CLT SUM ORIGINAL ascending mean sum3 := sum(13/2, 11/4)

After

CLT SUM ORIGINAL ascending mean sum3 = 37/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S151





S153 · calculationBefore

CLT SUM exact value square3 := mul(11, 11)

After

CLT SUM exact value square3 = 121

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S152





S154 · calculationBefore

CLT SUM ORIGINAL square times probability3 := mul(121, 1/4)

After

CLT SUM ORIGINAL square times probability3 = 121/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S153





S155 · calculationBefore

CLT SUM ORIGINAL ascending second moment sum3 := sum(247/4, 121/4)

After

CLT SUM ORIGINAL ascending second moment sum3 = 92

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S154





S156 · calculationBefore

CLT SUM ORIGINAL value times probability4 := mul(12, 1/16)

After

CLT SUM ORIGINAL value times probability4 = 3/4

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S155





S157 · calculationBefore

CLT SUM ORIGINAL ascending mean sum4 := sum(37/4, 3/4)

After

CLT SUM ORIGINAL ascending mean sum4 = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S156





S158 · calculationBefore

CLT SUM exact value square4 := mul(12, 12)

After

CLT SUM exact value square4 = 144

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S157





S159 · calculationBefore

CLT SUM ORIGINAL square times probability4 := mul(144, 1/16)

After

CLT SUM ORIGINAL square times probability4 = 9

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S158





S160 · calculationBefore

CLT SUM ORIGINAL ascending second moment sum4 := sum(92, 9)

After

CLT SUM ORIGINAL ascending second moment sum4 = 101

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S159





S161 · calculationBefore

CLT SUM ORIGINAL mean square := mul(10, 10)

After

CLT SUM ORIGINAL mean square = 100

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S160





S162 · calculationBefore

CLT SUM ORIGINAL second minus mean square := sub(101, 100)

After

CLT SUM ORIGINAL second minus mean square = 1

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S161





S163 · calculationBefore

CLT ORIGINAL n times common mean := mul(4, 5/2)

After

CLT ORIGINAL n times common mean = 10

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S162





S164 · calculationBefore

CLT ORIGINAL n times common variance := mul(4, 1/4)

After

CLT ORIGINAL n times common variance = 1

Conditions: none

Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S163





S165 · impliesBefore

source roles = [4, 5/2, 1/4, [(8, 1/16), (9, 1/4), (10, 3/8), (11, 1/4), (12, 1/16)], 10, 1]

After

derived = [1, 10, 1, 0, 1, Z_n=(S_n-n*mu)/(sigma*sqrt(n))]

Conditions: none

sigma²>0 and n>0 make the denominator nonzero.E[Z]=(nmu-nmu)/(sigma sqrt(n))=0 and Var(Z)=n sigma²/(sigma² n)=1.These exact moments belong to this complete FIXED-n law;they do not make it normal or prove the general CLT.

Step identifiers and dependenciesRule: CLT_standardization_EXACT_0_1_moments_NOT_normality_or_limit · Uses: G001, S164









## Reverse checks


- S165 · 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.
- S164 · premise_and_result_audit — Recompute CLT ORIGINAL n times common variance with exact rational arithmetic, not rounded decimals.
- S163 · premise_and_result_audit — Recompute CLT ORIGINAL n times common mean with exact rational arithmetic, not rounded decimals.
- S162 · premise_and_result_audit — Recompute CLT SUM ORIGINAL second minus mean square with exact rational arithmetic, not rounded decimals.
- S161 · premise_and_result_audit — Recompute CLT SUM ORIGINAL mean square with exact rational arithmetic, not rounded decimals.
- S160 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending second moment sum4 with exact rational arithmetic, not rounded decimals.
- S159 · premise_and_result_audit — Recompute CLT SUM ORIGINAL square times probability4 with exact rational arithmetic, not rounded decimals.
- S158 · premise_and_result_audit — Recompute CLT SUM exact value square4 with exact rational arithmetic, not rounded decimals.
- S157 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending mean sum4 with exact rational arithmetic, not rounded decimals.
- S156 · premise_and_result_audit — Recompute CLT SUM ORIGINAL value times probability4 with exact rational arithmetic, not rounded decimals.
- S155 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending second moment sum3 with exact rational arithmetic, not rounded decimals.
- S154 · premise_and_result_audit — Recompute CLT SUM ORIGINAL square times probability3 with exact rational arithmetic, not rounded decimals.
- S153 · premise_and_result_audit — Recompute CLT SUM exact value square3 with exact rational arithmetic, not rounded decimals.
- S152 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending mean sum3 with exact rational arithmetic, not rounded decimals.
- S151 · premise_and_result_audit — Recompute CLT SUM ORIGINAL value times probability3 with exact rational arithmetic, not rounded decimals.
- S150 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending second moment sum2 with exact rational arithmetic, not rounded decimals.
- S149 · premise_and_result_audit — Recompute CLT SUM ORIGINAL square times probability2 with exact rational arithmetic, not rounded decimals.
- S148 · premise_and_result_audit — Recompute CLT SUM exact value square2 with exact rational arithmetic, not rounded decimals.
- S147 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending mean sum2 with exact rational arithmetic, not rounded decimals.
- S146 · premise_and_result_audit — Recompute CLT SUM ORIGINAL value times probability2 with exact rational arithmetic, not rounded decimals.
- S145 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending second moment sum1 with exact rational arithmetic, not rounded decimals.
- S144 · premise_and_result_audit — Recompute CLT SUM ORIGINAL square times probability1 with exact rational arithmetic, not rounded decimals.
- S143 · premise_and_result_audit — Recompute CLT SUM exact value square1 with exact rational arithmetic, not rounded decimals.
- S142 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending mean sum1 with exact rational arithmetic, not rounded decimals.
- S141 · premise_and_result_audit — Recompute CLT SUM ORIGINAL value times probability1 with exact rational arithmetic, not rounded decimals.
- S140 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending second moment sum0 with exact rational arithmetic, not rounded decimals.
- S139 · premise_and_result_audit — Recompute CLT SUM ORIGINAL square times probability0 with exact rational arithmetic, not rounded decimals.
- S138 · premise_and_result_audit — Recompute CLT SUM exact value square0 with exact rational arithmetic, not rounded decimals.
- S137 · premise_and_result_audit — Recompute CLT SUM ORIGINAL ascending mean sum0 with exact rational arithmetic, not rounded decimals.
- S136 · premise_and_result_audit — Recompute CLT SUM ORIGINAL value times probability0 with exact rational arithmetic, not rounded decimals.
- S135 · premise_and_result_audit — Recompute CLT SUM ORIGINAL total distribution mass4 with exact rational arithmetic, not rounded decimals.
- S134 · premise_and_result_audit — Recompute CLT SUM ORIGINAL total distribution mass3 with exact rational arithmetic, not rounded decimals.
- S133 · premise_and_result_audit — Recompute CLT SUM ORIGINAL total distribution mass2 with exact rational arithmetic, not rounded decimals.
- S132 · premise_and_result_audit — Recompute CLT SUM ORIGINAL total distribution mass1 with exact rational arithmetic, not rounded decimals.
- S131 · premise_and_result_audit — Recompute CLT SUM ORIGINAL total distribution mass0 with exact rational arithmetic, not rounded decimals.
- S130 · 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.
- S129 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum12 bucket word15 with exact rational arithmetic, not rounded decimals.
- S128 · premise_and_result_audit — Recompute CLT joint ORIGINAL word15 probability factor3 with exact rational arithmetic, not rounded decimals.
- S127 · premise_and_result_audit — Recompute CLT joint ORIGINAL word15 probability factor2 with exact rational arithmetic, not rounded decimals.
- S126 · premise_and_result_audit — Recompute CLT joint ORIGINAL word15 probability factor1 with exact rational arithmetic, not rounded decimals.
- S125 · premise_and_result_audit — Recompute CLT joint ORIGINAL word15 probability factor0 with exact rational arithmetic, not rounded decimals.
- S124 · premise_and_result_audit — Recompute CLT joint ORIGINAL word15 sum with exact rational arithmetic, not rounded decimals.
- S123 · 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.
- S122 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum11 bucket word14 with exact rational arithmetic, not rounded decimals.
- S121 · premise_and_result_audit — Recompute CLT joint ORIGINAL word14 probability factor3 with exact rational arithmetic, not rounded decimals.
- S120 · premise_and_result_audit — Recompute CLT joint ORIGINAL word14 probability factor2 with exact rational arithmetic, not rounded decimals.
- S119 · premise_and_result_audit — Recompute CLT joint ORIGINAL word14 probability factor1 with exact rational arithmetic, not rounded decimals.
- S118 · premise_and_result_audit — Recompute CLT joint ORIGINAL word14 probability factor0 with exact rational arithmetic, not rounded decimals.
- S117 · premise_and_result_audit — Recompute CLT joint ORIGINAL word14 sum with exact rational arithmetic, not rounded decimals.
- S116 · 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.
- S115 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum11 bucket word13 with exact rational arithmetic, not rounded decimals.
- S114 · premise_and_result_audit — Recompute CLT joint ORIGINAL word13 probability factor3 with exact rational arithmetic, not rounded decimals.
- S113 · premise_and_result_audit — Recompute CLT joint ORIGINAL word13 probability factor2 with exact rational arithmetic, not rounded decimals.
- S112 · premise_and_result_audit — Recompute CLT joint ORIGINAL word13 probability factor1 with exact rational arithmetic, not rounded decimals.
- S111 · premise_and_result_audit — Recompute CLT joint ORIGINAL word13 probability factor0 with exact rational arithmetic, not rounded decimals.
- S110 · premise_and_result_audit — Recompute CLT joint ORIGINAL word13 sum with exact rational arithmetic, not rounded decimals.
- S109 · 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.
- S108 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum10 bucket word12 with exact rational arithmetic, not rounded decimals.
- S107 · premise_and_result_audit — Recompute CLT joint ORIGINAL word12 probability factor3 with exact rational arithmetic, not rounded decimals.
- S106 · premise_and_result_audit — Recompute CLT joint ORIGINAL word12 probability factor2 with exact rational arithmetic, not rounded decimals.
- S105 · premise_and_result_audit — Recompute CLT joint ORIGINAL word12 probability factor1 with exact rational arithmetic, not rounded decimals.
- S104 · premise_and_result_audit — Recompute CLT joint ORIGINAL word12 probability factor0 with exact rational arithmetic, not rounded decimals.
- S103 · premise_and_result_audit — Recompute CLT joint ORIGINAL word12 sum with exact rational arithmetic, not rounded decimals.
- S102 · 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.
- S101 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum11 bucket word11 with exact rational arithmetic, not rounded decimals.
- S100 · premise_and_result_audit — Recompute CLT joint ORIGINAL word11 probability factor3 with exact rational arithmetic, not rounded decimals.
- S099 · premise_and_result_audit — Recompute CLT joint ORIGINAL word11 probability factor2 with exact rational arithmetic, not rounded decimals.
- S098 · premise_and_result_audit — Recompute CLT joint ORIGINAL word11 probability factor1 with exact rational arithmetic, not rounded decimals.
- S097 · premise_and_result_audit — Recompute CLT joint ORIGINAL word11 probability factor0 with exact rational arithmetic, not rounded decimals.
- S096 · premise_and_result_audit — Recompute CLT joint ORIGINAL word11 sum with exact rational arithmetic, not rounded decimals.
- S095 · 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.
- S094 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum10 bucket word10 with exact rational arithmetic, not rounded decimals.
- S093 · premise_and_result_audit — Recompute CLT joint ORIGINAL word10 probability factor3 with exact rational arithmetic, not rounded decimals.
- S092 · premise_and_result_audit — Recompute CLT joint ORIGINAL word10 probability factor2 with exact rational arithmetic, not rounded decimals.
- S091 · premise_and_result_audit — Recompute CLT joint ORIGINAL word10 probability factor1 with exact rational arithmetic, not rounded decimals.
- S090 · premise_and_result_audit — Recompute CLT joint ORIGINAL word10 probability factor0 with exact rational arithmetic, not rounded decimals.
- S089 · premise_and_result_audit — Recompute CLT joint ORIGINAL word10 sum with exact rational arithmetic, not rounded decimals.
- S088 · 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.
- S087 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum10 bucket word9 with exact rational arithmetic, not rounded decimals.
- S086 · premise_and_result_audit — Recompute CLT joint ORIGINAL word9 probability factor3 with exact rational arithmetic, not rounded decimals.
- S085 · premise_and_result_audit — Recompute CLT joint ORIGINAL word9 probability factor2 with exact rational arithmetic, not rounded decimals.
- S084 · premise_and_result_audit — Recompute CLT joint ORIGINAL word9 probability factor1 with exact rational arithmetic, not rounded decimals.
- S083 · premise_and_result_audit — Recompute CLT joint ORIGINAL word9 probability factor0 with exact rational arithmetic, not rounded decimals.
- S082 · premise_and_result_audit — Recompute CLT joint ORIGINAL word9 sum with exact rational arithmetic, not rounded decimals.
- S081 · 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.
- S080 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum9 bucket word8 with exact rational arithmetic, not rounded decimals.
- S079 · premise_and_result_audit — Recompute CLT joint ORIGINAL word8 probability factor3 with exact rational arithmetic, not rounded decimals.
- S078 · premise_and_result_audit — Recompute CLT joint ORIGINAL word8 probability factor2 with exact rational arithmetic, not rounded decimals.
- S077 · premise_and_result_audit — Recompute CLT joint ORIGINAL word8 probability factor1 with exact rational arithmetic, not rounded decimals.
- S076 · premise_and_result_audit — Recompute CLT joint ORIGINAL word8 probability factor0 with exact rational arithmetic, not rounded decimals.
- S075 · premise_and_result_audit — Recompute CLT joint ORIGINAL word8 sum with exact rational arithmetic, not rounded decimals.
- S074 · 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.
- S073 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum11 bucket word7 with exact rational arithmetic, not rounded decimals.
- S072 · premise_and_result_audit — Recompute CLT joint ORIGINAL word7 probability factor3 with exact rational arithmetic, not rounded decimals.
- S071 · premise_and_result_audit — Recompute CLT joint ORIGINAL word7 probability factor2 with exact rational arithmetic, not rounded decimals.
- S070 · premise_and_result_audit — Recompute CLT joint ORIGINAL word7 probability factor1 with exact rational arithmetic, not rounded decimals.
- S069 · premise_and_result_audit — Recompute CLT joint ORIGINAL word7 probability factor0 with exact rational arithmetic, not rounded decimals.
- S068 · premise_and_result_audit — Recompute CLT joint ORIGINAL word7 sum with exact rational arithmetic, not rounded decimals.
- S067 · 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.
- S066 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum10 bucket word6 with exact rational arithmetic, not rounded decimals.
- S065 · premise_and_result_audit — Recompute CLT joint ORIGINAL word6 probability factor3 with exact rational arithmetic, not rounded decimals.
- S064 · premise_and_result_audit — Recompute CLT joint ORIGINAL word6 probability factor2 with exact rational arithmetic, not rounded decimals.
- S063 · premise_and_result_audit — Recompute CLT joint ORIGINAL word6 probability factor1 with exact rational arithmetic, not rounded decimals.
- S062 · premise_and_result_audit — Recompute CLT joint ORIGINAL word6 probability factor0 with exact rational arithmetic, not rounded decimals.
- S061 · premise_and_result_audit — Recompute CLT joint ORIGINAL word6 sum with exact rational arithmetic, not rounded decimals.
- S060 · 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.
- S059 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum10 bucket word5 with exact rational arithmetic, not rounded decimals.
- S058 · premise_and_result_audit — Recompute CLT joint ORIGINAL word5 probability factor3 with exact rational arithmetic, not rounded decimals.
- S057 · premise_and_result_audit — Recompute CLT joint ORIGINAL word5 probability factor2 with exact rational arithmetic, not rounded decimals.
- S056 · premise_and_result_audit — Recompute CLT joint ORIGINAL word5 probability factor1 with exact rational arithmetic, not rounded decimals.
- S055 · premise_and_result_audit — Recompute CLT joint ORIGINAL word5 probability factor0 with exact rational arithmetic, not rounded decimals.
- S054 · premise_and_result_audit — Recompute CLT joint ORIGINAL word5 sum with exact rational arithmetic, not rounded decimals.
- S053 · 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.
- S052 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum9 bucket word4 with exact rational arithmetic, not rounded decimals.
- S051 · premise_and_result_audit — Recompute CLT joint ORIGINAL word4 probability factor3 with exact rational arithmetic, not rounded decimals.
- S050 · premise_and_result_audit — Recompute CLT joint ORIGINAL word4 probability factor2 with exact rational arithmetic, not rounded decimals.
- S049 · premise_and_result_audit — Recompute CLT joint ORIGINAL word4 probability factor1 with exact rational arithmetic, not rounded decimals.
- S048 · premise_and_result_audit — Recompute CLT joint ORIGINAL word4 probability factor0 with exact rational arithmetic, not rounded decimals.
- S047 · premise_and_result_audit — Recompute CLT joint ORIGINAL word4 sum with exact rational arithmetic, not rounded decimals.
- S046 · 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.
- S045 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum10 bucket word3 with exact rational arithmetic, not rounded decimals.
- S044 · premise_and_result_audit — Recompute CLT joint ORIGINAL word3 probability factor3 with exact rational arithmetic, not rounded decimals.
- S043 · premise_and_result_audit — Recompute CLT joint ORIGINAL word3 probability factor2 with exact rational arithmetic, not rounded decimals.
- S042 · premise_and_result_audit — Recompute CLT joint ORIGINAL word3 probability factor1 with exact rational arithmetic, not rounded decimals.
- S041 · premise_and_result_audit — Recompute CLT joint ORIGINAL word3 probability factor0 with exact rational arithmetic, not rounded decimals.
- S040 · premise_and_result_audit — Recompute CLT joint ORIGINAL word3 sum with exact rational arithmetic, not rounded decimals.
- S039 · 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.
- S038 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum9 bucket word2 with exact rational arithmetic, not rounded decimals.
- S037 · premise_and_result_audit — Recompute CLT joint ORIGINAL word2 probability factor3 with exact rational arithmetic, not rounded decimals.
- S036 · premise_and_result_audit — Recompute CLT joint ORIGINAL word2 probability factor2 with exact rational arithmetic, not rounded decimals.
- S035 · premise_and_result_audit — Recompute CLT joint ORIGINAL word2 probability factor1 with exact rational arithmetic, not rounded decimals.
- S034 · premise_and_result_audit — Recompute CLT joint ORIGINAL word2 probability factor0 with exact rational arithmetic, not rounded decimals.
- S033 · premise_and_result_audit — Recompute CLT joint ORIGINAL word2 sum with exact rational arithmetic, not rounded decimals.
- S032 · 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.
- S031 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum9 bucket word1 with exact rational arithmetic, not rounded decimals.
- S030 · premise_and_result_audit — Recompute CLT joint ORIGINAL word1 probability factor3 with exact rational arithmetic, not rounded decimals.
- S029 · premise_and_result_audit — Recompute CLT joint ORIGINAL word1 probability factor2 with exact rational arithmetic, not rounded decimals.
- S028 · premise_and_result_audit — Recompute CLT joint ORIGINAL word1 probability factor1 with exact rational arithmetic, not rounded decimals.
- S027 · premise_and_result_audit — Recompute CLT joint ORIGINAL word1 probability factor0 with exact rational arithmetic, not rounded decimals.
- S026 · premise_and_result_audit — Recompute CLT joint ORIGINAL word1 sum with exact rational arithmetic, not rounded decimals.
- S025 · 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.
- S024 · premise_and_result_audit — Recompute CLT joint ORIGINAL sum8 bucket word0 with exact rational arithmetic, not rounded decimals.
- S023 · premise_and_result_audit — Recompute CLT joint ORIGINAL word0 probability factor3 with exact rational arithmetic, not rounded decimals.
- S022 · premise_and_result_audit — Recompute CLT joint ORIGINAL word0 probability factor2 with exact rational arithmetic, not rounded decimals.
- S021 · premise_and_result_audit — Recompute CLT joint ORIGINAL word0 probability factor1 with exact rational arithmetic, not rounded decimals.
- S020 · premise_and_result_audit — Recompute CLT joint ORIGINAL word0 probability factor0 with exact rational arithmetic, not rounded decimals.
- S019 · premise_and_result_audit — Recompute CLT joint ORIGINAL word0 sum with exact rational arithmetic, not rounded decimals.
- 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 common marginal ORIGINAL second minus mean square with exact rational arithmetic, not rounded decimals.
- S016 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL mean square with exact rational arithmetic, not rounded decimals.
- S015 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL ascending second moment sum1 with exact rational arithmetic, not rounded decimals.
- S014 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL square times probability1 with exact rational arithmetic, not rounded decimals.
- S013 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal exact value square1 with exact rational arithmetic, not rounded decimals.
- S012 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL ascending mean sum1 with exact rational arithmetic, not rounded decimals.
- S011 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL value times probability1 with exact rational arithmetic, not rounded decimals.
- S010 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL ascending second moment sum0 with exact rational arithmetic, not rounded decimals.
- S009 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL square times probability0 with exact rational arithmetic, not rounded decimals.
- S008 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal exact value square0 with exact rational arithmetic, not rounded decimals.
- S007 · premise_and_result_audit — Recompute CLT ORIGINAL common marginal ORIGINAL ascending mean sum0 with exact rational arithmetic, not rounded decimals.
- S006 · premise_and_result_audit — Recompute CLT ORIGINAL common 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 common marginal ORIGINAL law mass sum1 with exact rational arithmetic, not rounded decimals.
- S003 · premise_and_result_audit — Recompute CLT ORIGINAL common 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.





## Result

(4, [[8, 1/16], [9, 1/4], [10, 3/8], [11, 1/4], [12, 1/16]], 1, 10, 1, 10, 1, 0, 1, Z_n=(S_n-n*mu)/(sigma*sqrt(n)), complete_joint_law_moments_do_not_prove_distributional_convergence)

The full substitutions and premise checks give the original answer; source identity,format and status are unchanged.





## This question review and source binding

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.

Source hashes and review receipts
- input commit: 0f7be61e2c22317a4075561dc822c87d881a50db
- original question SHA-256: ab91acb4d9dc927d49780dfb4d6265fdd9ad33573dc0e69521da443775348411
- candidate record SHA-256: 41e6614c83f1c752dfdb7e54b63d726548b6f15ba19336304504e6f676aaa3d3
- semantic review receipt SHA-256: 1b7a62514347b82518305d5feb4369a52d7d44c442a0f2b131e9eb3cd7b45f62
- question-first witness SHA-256: 79dc2a1077081f3ea2a03f75e32778163bf05e814cdf4c29ed86e567295f9ee1
- Lean: NOT_RUN · human review: NOT_PERFORMED

[Same-source full JSON](https://ocme.evemisslab.com/data/question-derivations/questions/q-20261015-advance-20261118-r01-central-limit-theorem-finite-variance-iid-0045.json)




