R0054-27641 · q-20261015-advance-20261118-r02-strong-law-large-numbers-finite-valued-iid-0041
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, 2/5)
After
SLLN ORIGINAL common marginal ORIGINAL mass sum0 = 2/5
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, S002
S004 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mass sum1 := sum(2/5, 3/5)
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, 2/5)
After
SLLN ORIGINAL common marginal ORIGINAL weighted value0 = -4/5
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, S004
S006 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mean sum0 := sum(0, -4/5)
After
SLLN ORIGINAL common marginal ORIGINAL mean sum0 = -4/5
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, 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, 2/5)
After
SLLN ORIGINAL common marginal ORIGINAL weighted square0 = 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, S007
S009 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL second moment sum0 := sum(0, 8/5)
After
SLLN ORIGINAL common marginal ORIGINAL second moment sum0 = 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, S008
S010 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL weighted value1 := mul(-1, 3/5)
After
SLLN ORIGINAL common marginal ORIGINAL weighted value1 = -3/5
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, S009
S011 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mean sum1 := sum(-4/5, -3/5)
After
SLLN ORIGINAL common marginal ORIGINAL mean sum1 = -7/5
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, 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, 3/5)
After
SLLN ORIGINAL common marginal ORIGINAL weighted square1 = 3/5
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, S012
S014 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL second moment sum1 := sum(8/5, 3/5)
After
SLLN ORIGINAL common marginal ORIGINAL second moment sum1 = 11/5
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, S013
S015 · calculation
Before
SLLN ORIGINAL common marginal ORIGINAL mean squared := mul(-7/5, -7/5)
After
SLLN ORIGINAL common marginal ORIGINAL mean squared = 49/25
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(11/5, 49/25)
After
SLLN ORIGINAL common marginal ORIGINAL second minus mean squared = 6/25
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], [[2, 5], [3, 5]]]
After
derived = [[[-2, 2/5], [-1, 3/5]], 1, -7/5, 11/5, 6/25]
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(-1, -2, -1, -2)
After
SLLN ORIGINAL prefix integer sum = -6
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(-6, 4)
After
SLLN ORIGINAL prefix sample mean = -3/2
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, S018
S020 · calculation
Before
SLLN ORIGINAL sample mean minus common mean := sub(-3/2, -7/5)
After
SLLN ORIGINAL sample mean minus common mean = -1/10
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 = [[-1, -2, -1, -2], -7/5, -3/2, -1/10]
After
derived = [1/10, 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