R0053-27234 · q-20261015-advance-20261118-r01-central-limit-theorem-finite-variance-iid-0059
Step-by-step derivation
S001 · implies
Before
source roles = [clt-binomial-lattice]
After
derived = [[n, success_probability, binomial_distribution, total_probability, threshold, cdf_at_threshold, normalized, standardized_threshold_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 dependencies
Rule: source_ordered_fields_without_JS · Uses: G001
S002 · calculation
Before
CLT binomial ORIGINAL one minus probability := sub(1, 1/2)
After
CLT binomial ORIGINAL one minus probability = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S001
S003 · implies
Before
source roles = [CLT binomial k0 success, 1/2, 0]
After
derived = [1]
Conditions: none
A zeroth power is the empty product1,not0 because n or the base is0.
Step identifiers and dependencies
Rule: CLT_geometric_probability_power_zero_empty_product · Uses: G001, S002
S004 · calculation
Before
CLT binomial k0 failure ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k0 failure ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · calculation
Before
CLT binomial k0 failure ORIGINAL power multiply2 := mul(1/2, 1/2)
After
CLT binomial k0 failure ORIGINAL power multiply2 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · calculation
Before
CLT binomial k0 failure ORIGINAL power multiply3 := mul(1/4, 1/2)
After
CLT binomial k0 failure ORIGINAL power multiply3 = 1/8
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
CLT binomial k0 failure ORIGINAL power multiply4 := mul(1/8, 1/2)
After
CLT binomial k0 failure ORIGINAL power multiply4 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
CLT binomial ORIGINAL power product k0 := mul(1, 1/16)
After
CLT binomial ORIGINAL power product k0 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · calculation
Before
CLT binomial ORIGINAL choose times joint k0 := mul(1, 1/16)
After
CLT binomial ORIGINAL choose times joint k0 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S008
S010 · implies
Before
source roles = [4, 0, 1/2, 1/2]
After
derived = [1, 1, 1/16, 1/16]
Conditions: none
Every choice of k success positions has probability p^k(1-p)^(n-k),with C(n,k) choices.This complete finite-independence calculation gives an exact lattice mass,not a normal approximation.Later sums reuse the SAME established pure term recipe without changing any source profile.
Step identifiers and dependencies
Rule: CLT_EACH_binomial_lattice_exact_count_and_probability · Uses: G001, S009
S011 · calculation
Before
CLT binomial k1 success ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k1 success ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
CLT binomial k1 failure ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k1 failure ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
CLT binomial k1 failure ORIGINAL power multiply2 := mul(1/2, 1/2)
After
CLT binomial k1 failure ORIGINAL power multiply2 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
CLT binomial k1 failure ORIGINAL power multiply3 := mul(1/4, 1/2)
After
CLT binomial k1 failure ORIGINAL power multiply3 = 1/8
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
CLT binomial ORIGINAL power product k1 := mul(1/2, 1/8)
After
CLT binomial ORIGINAL power product k1 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
CLT binomial ORIGINAL choose times joint k1 := mul(4, 1/16)
After
CLT binomial ORIGINAL choose times joint k1 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · implies
Before
source roles = [4, 1, 1/2, 1/2]
After
derived = [4, 1/2, 1/8, 1/4]
Conditions: none
Every choice of k success positions has probability p^k(1-p)^(n-k),with C(n,k) choices.This complete finite-independence calculation gives an exact lattice mass,not a normal approximation.Later sums reuse the SAME established pure term recipe without changing any source profile.
Step identifiers and dependencies
Rule: CLT_EACH_binomial_lattice_exact_count_and_probability · Uses: G001, S016
S018 · calculation
Before
CLT binomial k2 success ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k2 success ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S017
S019 · calculation
Before
CLT binomial k2 success ORIGINAL power multiply2 := mul(1/2, 1/2)
After
CLT binomial k2 success ORIGINAL power multiply2 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S018
S020 · calculation
Before
CLT binomial k2 failure ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k2 failure ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · calculation
Before
CLT binomial k2 failure ORIGINAL power multiply2 := mul(1/2, 1/2)
After
CLT binomial k2 failure ORIGINAL power multiply2 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S020
S022 · calculation
Before
CLT binomial ORIGINAL power product k2 := mul(1/4, 1/4)
After
CLT binomial ORIGINAL power product k2 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S021
S023 · calculation
Before
CLT binomial ORIGINAL choose times joint k2 := mul(6, 1/16)
After
CLT binomial ORIGINAL choose times joint k2 = 3/8
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S022
S024 · implies
Before
source roles = [4, 2, 1/2, 1/2]
After
derived = [6, 1/4, 1/4, 3/8]
Conditions: none
Every choice of k success positions has probability p^k(1-p)^(n-k),with C(n,k) choices.This complete finite-independence calculation gives an exact lattice mass,not a normal approximation.Later sums reuse the SAME established pure term recipe without changing any source profile.
Step identifiers and dependencies
Rule: CLT_EACH_binomial_lattice_exact_count_and_probability · Uses: G001, S023
S025 · calculation
Before
CLT binomial k3 success ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k3 success ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S024
S026 · calculation
Before
CLT binomial k3 success ORIGINAL power multiply2 := mul(1/2, 1/2)
After
CLT binomial k3 success ORIGINAL power multiply2 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S025
S027 · calculation
Before
CLT binomial k3 success ORIGINAL power multiply3 := mul(1/4, 1/2)
After
CLT binomial k3 success ORIGINAL power multiply3 = 1/8
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S026
S028 · calculation
Before
CLT binomial k3 failure ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k3 failure ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S027
S029 · calculation
Before
CLT binomial ORIGINAL power product k3 := mul(1/8, 1/2)
After
CLT binomial ORIGINAL power product k3 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S028
S030 · calculation
Before
CLT binomial ORIGINAL choose times joint k3 := mul(4, 1/16)
After
CLT binomial ORIGINAL choose times joint k3 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S029
S031 · implies
Before
source roles = [4, 3, 1/2, 1/2]
After
derived = [4, 1/8, 1/2, 1/4]
Conditions: none
Every choice of k success positions has probability p^k(1-p)^(n-k),with C(n,k) choices.This complete finite-independence calculation gives an exact lattice mass,not a normal approximation.Later sums reuse the SAME established pure term recipe without changing any source profile.
Step identifiers and dependencies
Rule: CLT_EACH_binomial_lattice_exact_count_and_probability · Uses: G001, S030
S032 · calculation
Before
CLT binomial k4 success ORIGINAL power multiply1 := mul(1, 1/2)
After
CLT binomial k4 success ORIGINAL power multiply1 = 1/2
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S031
S033 · calculation
Before
CLT binomial k4 success ORIGINAL power multiply2 := mul(1/2, 1/2)
After
CLT binomial k4 success ORIGINAL power multiply2 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S032
S034 · calculation
Before
CLT binomial k4 success ORIGINAL power multiply3 := mul(1/4, 1/2)
After
CLT binomial k4 success ORIGINAL power multiply3 = 1/8
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S033
S035 · calculation
Before
CLT binomial k4 success ORIGINAL power multiply4 := mul(1/8, 1/2)
After
CLT binomial k4 success ORIGINAL power multiply4 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S034
S036 · implies
Before
source roles = [CLT binomial k4 failure, 1/2, 0]
After
derived = [1]
Conditions: none
A zeroth power is the empty product1,not0 because n or the base is0.
Step identifiers and dependencies
Rule: CLT_geometric_probability_power_zero_empty_product · Uses: G001, S035
S037 · calculation
Before
CLT binomial ORIGINAL power product k4 := mul(1/16, 1)
After
CLT binomial ORIGINAL power product k4 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S036
S038 · calculation
Before
CLT binomial ORIGINAL choose times joint k4 := mul(1, 1/16)
After
CLT binomial ORIGINAL choose times joint k4 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S037
S039 · implies
Before
source roles = [4, 4, 1/2, 1/2]
After
derived = [1, 1/16, 1, 1/16]
Conditions: none
Every choice of k success positions has probability p^k(1-p)^(n-k),with C(n,k) choices.This complete finite-independence calculation gives an exact lattice mass,not a normal approximation.Later sums reuse the SAME established pure term recipe without changing any source profile.
Step identifiers and dependencies
Rule: CLT_EACH_binomial_lattice_exact_count_and_probability · Uses: G001, S038
S040 · calculation
Before
CLT binomial ORIGINAL total mass sum0 := sum(0, 1/16)
After
CLT binomial ORIGINAL total mass sum0 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S039
S041 · calculation
Before
CLT binomial ORIGINAL INCLUSIVE CDF sum0 := sum(0, 1/16)
After
CLT binomial ORIGINAL INCLUSIVE CDF sum0 = 1/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S040
S042 · calculation
Before
CLT binomial ORIGINAL total mass sum1 := sum(1/16, 1/4)
After
CLT binomial ORIGINAL total mass sum1 = 5/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S041
S043 · calculation
Before
CLT binomial ORIGINAL INCLUSIVE CDF sum1 := sum(1/16, 1/4)
After
CLT binomial ORIGINAL INCLUSIVE CDF sum1 = 5/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S042
S044 · calculation
Before
CLT binomial ORIGINAL total mass sum2 := sum(5/16, 3/8)
After
CLT binomial ORIGINAL total mass sum2 = 11/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S043
S045 · calculation
Before
CLT binomial ORIGINAL total mass sum3 := sum(11/16, 1/4)
After
CLT binomial ORIGINAL total mass sum3 = 15/16
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S044
S046 · calculation
Before
CLT binomial ORIGINAL total mass sum4 := sum(15/16, 1/16)
After
CLT binomial ORIGINAL total mass sum4 = 1
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S045
S047 · implies
Before
source roles = [4, 1/2, 1, [[0, 1/16], [1, 1/4], [2, 3/8], [3, 1/4], [4, 1/16]]]
After
derived = [1, 5/16, z_threshold=(1-n*p)/sqrt(n*p*(1-p)), No]
Conditions: none
List every k=0..n;the total is(p+(1-p))^n=1.The CDF includes k<=threshold,equality included.The z expression is a symbolic standardized threshold,not a Gaussian approximation,error bound or general CLT proof.
Step identifiers and dependencies
Rule: CLT_complete_binomial_total_inclusive_CDF_NO_normal_approximation · Uses: G001, S046