R0054-27636 · q-20261015-advance-20261118-r02-strong-law-large-numbers-finite-valued-iid-0036
Step-by-step derivation
S001 · implies
Before
source roles = [slln-prefix-sample-mean]
After
derived = [[observations, common_mean, prefix_sample_mean, absolute_error, evidence_scope, almost_sure_limit_proof_claim, boundary]]
Conditions: none
List the complete operation/mode field order without JavaScript or answer-shape inference;Boolean,string,null and an unclaimed result remain distinct.
Step identifiers and dependencies
Rule: source_ordered_fields_without_JS · Uses: G001
S002 · implies
Before
source roles = [infinite_iid]
After
derived = [ASSUME whole infinite sequence is IID with this common marginal]
Conditions: none
infinite_iid is a GIVEN whole-process premise,not independence constructed or proved by finite data/this program.
Step identifiers and dependencies
Rule: SLLN_infinite_IID_EXACT_GIVEN_premise_not_finite_observation_inference · Uses: G001, S001
S003 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mass sum0 := sum(0, 1/4)
After
SLLN ORIGINAL common marginal ORIGINAL mass sum0 = 1/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S002
S004 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mass sum1 := sum(1/4, 3/4)
After
SLLN ORIGINAL common marginal ORIGINAL mass sum1 = 1
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL weighted value0 := mul(-2, 1/4)
After
SLLN ORIGINAL common marginal ORIGINAL weighted value0 = -1/2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mean sum0 := sum(0, -1/2)
After
SLLN ORIGINAL common marginal ORIGINAL mean sum0 = -1/2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
SLLN ORIGINAL common marginal exact unbounded value square0 := mul(-2, -2)
After
SLLN ORIGINAL common marginal exact unbounded value square0 = 4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL weighted square0 := mul(4, 1/4)
After
SLLN ORIGINAL common marginal ORIGINAL weighted square0 = 1
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL second moment sum0 := sum(0, 1)
After
SLLN ORIGINAL common marginal ORIGINAL second moment sum0 = 1
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S008
S010 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL weighted value1 := mul(-1, 3/4)
After
SLLN ORIGINAL common marginal ORIGINAL weighted value1 = -3/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mean sum1 := sum(-1/2, -3/4)
After
SLLN ORIGINAL common marginal ORIGINAL mean sum1 = -5/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
SLLN ORIGINAL common marginal exact unbounded value square1 := mul(-1, -1)
After
SLLN ORIGINAL common marginal exact unbounded value square1 = 1
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL weighted square1 := mul(1, 3/4)
After
SLLN ORIGINAL common marginal ORIGINAL weighted square1 = 3/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL second moment sum1 := sum(1, 3/4)
After
SLLN ORIGINAL common marginal ORIGINAL second moment sum1 = 7/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mean squared := mul(-5/4, -5/4)
After
SLLN ORIGINAL common marginal ORIGINAL mean squared = 25/16
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL second minus mean squared := sub(7/4, 25/16)
After
SLLN ORIGINAL common marginal ORIGINAL second minus mean squared = 3/16
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · implies
Before
source roles = [SLLN ORIGINAL common marginal, [-2, -1], [[1, 4], [3, 4]]]
After
derived = [[[-2, 1/4], [-1, 3/4]], 1, -5/4, 7/4, 3/16]
Conditions: none
Pair ORIGINAL values/probabilities before numeric sorting and retain zero-mass labels.Qualify the complete nonnegative mass1 law and its source second-minus-mean-square variance.SLLN allows variance0;do not import the CLT positive-variance condition.
Step identifiers and dependencies
Rule: SLLN_complete_ORIGINAL_numeric_value_probability_alignment_ALL_moments · Uses: G001, S016
S018 · calculation
Before
SLLN ORIGINAL prefix integer sum := sum(-2, -1, -2, -1, -2)
After
SLLN ORIGINAL prefix integer sum = -8
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S017
S019 · calculation
Before
SLLN ORIGINAL prefix sample mean := div(-8, 5)
After
SLLN ORIGINAL prefix sample mean = -8/5
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S018
S020 · calculation
Before
SLLN ORIGINAL sample mean minus common mean := sub(-8/5, -5/4)
After
SLLN ORIGINAL sample mean minus common mean = -7/20
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · implies
Before
source roles = [[-2, -1, -2, -1, -2], -5/4, -8/5, -7/20]
After
derived = [7/20, No]
Conditions: none
Every observation is correctly typed and in the carrier;the prefix must be nonempty.The source uses the UNREDUCED[sum,length]1e6 profile,not an invented8-term cap.One close/equal prefix does not prove an almost-sure limit.
Step identifiers and dependencies
Rule: SLLN_fixed_nonempty_prefix_mean_error_NOT_as_limit_certificate · Uses: G001, S020