Step-by-step derivation
S001 · calculation
Before
conditional model whole mass sum := sum(9/49, 12/49, 12/49, 16/49)
After
conditional model whole mass sum = 1
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001
S002 · implies
Before
conditional model:raw aligned masses=[[9, 49], [12, 49], [12, 49], [16, 49]]
After
normalized masses=[9/49, 12/49, 12/49, 16/49];nonnegative=Yes;total=1
Conditions: none
First qualify nonnegativity and exact unit total on one complete finite probability model.Retain zero-mass atoms;do not assume uniformity or substitute another model.
Step identifiers and dependencies
Rule: whole_finite_probability_law_not_uniform_assumption · Uses: G001, S001
S003 · implies
Before
same outcome indices=[0, 1, 2, 3];X values=[6, 1, 20, -6];block labels=[0, 1, 1, 2]
After
distinct conditioning labels in increasing order=[0, 1, 2]
Conditions: none
Each label fiber is a conditioning block.Labels need not be consecutive.Sort summaries by label but retain original outcome indices within blocks;labels are not array positions.
Step identifiers and dependencies
Rule: conditional_partition_same_space_original_indices · Uses: G001, S002
S004 · calculation
Before
block0 mass := sum(9/49)
After
block0 mass = 9/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · calculation
Before
block0 atom0 weighted X := mul(9/49, 6)
After
block0 atom0 weighted X = 54/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · calculation
Before
block0 original weighted integral := sum(54/49)
After
block0 original weighted integral = 54/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
block0 positive-mass conditional mean := div(54/49, 9/49)
After
block0 positive-mass conditional mean = 6
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · implies
Before
block label=0;indices=[0];positive mass=9/49;weighted integral=54/49
After
block-constant conditional value=6
Conditions: none
Divide the weighted integral by mass only when mass is positive.A zero mean remains the determined numeric value0,not a null-block marker.Copy the same value to every atom in the block.
Step identifiers and dependencies
Rule: positive_block_mean_including_zero_mean · Uses: G001, S007
S009 · calculation
Before
block1 mass := sum(12/49, 12/49)
After
block1 mass = 24/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S008
S010 · calculation
Before
block1 atom1 weighted X := mul(12/49, 1)
After
block1 atom1 weighted X = 12/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · calculation
Before
block1 atom2 weighted X := mul(12/49, 20)
After
block1 atom2 weighted X = 240/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
block1 original weighted integral := sum(12/49, 240/49)
After
block1 original weighted integral = 36/7
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
block1 positive-mass conditional mean := div(36/7, 24/49)
After
block1 positive-mass conditional mean = 21/2
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · implies
Before
block label=1;indices=[1, 2];positive mass=24/49;weighted integral=36/7
After
block-constant conditional value=21/2
Conditions: none
Divide the weighted integral by mass only when mass is positive.A zero mean remains the determined numeric value0,not a null-block marker.Copy the same value to every atom in the block.
Step identifiers and dependencies
Rule: positive_block_mean_including_zero_mean · Uses: G001, S013
S015 · calculation
Before
block2 mass := sum(16/49)
After
block2 mass = 16/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
block2 atom3 weighted X := mul(16/49, -6)
After
block2 atom3 weighted X = -96/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · calculation
Before
block2 original weighted integral := sum(-96/49)
After
block2 original weighted integral = -96/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · calculation
Before
block2 positive-mass conditional mean := div(-96/49, 16/49)
After
block2 positive-mass conditional mean = -6
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S017
S019 · implies
Before
block label=2;indices=[3];positive mass=16/49;weighted integral=-96/49
After
block-constant conditional value=-6
Conditions: none
Divide the weighted integral by mass only when mass is positive.A zero mean remains the determined numeric value0,not a null-block marker.Copy the same value to every atom in the block.
Step identifiers and dependencies
Rule: positive_block_mean_including_zero_mean · Uses: G001, S018
S020 · calculation
Before
total original expectation := sum(54/49, 36/7, -96/49)
After
total original expectation = 30/7
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · calculation
Before
total expectation block0 conditional integral := mul(9/49, 6)
After
total expectation block0 conditional integral = 54/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S020
S022 · calculation
Before
total expectation block1 conditional integral := mul(24/49, 21/2)
After
total expectation block1 conditional integral = 36/7
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S021
S023 · calculation
Before
total expectation block2 conditional integral := mul(16/49, -6)
After
total expectation block2 conditional integral = -96/49
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S022
S024 · calculation
Before
total conditional expectation := sum(54/49, 36/7, -96/49)
After
total conditional expectation = 30/7
Conditions: none
Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S023
S025 · implies
Before
all conditioning blocks partition the same carrier;E_X=30/7;E_conditional=30/7
After
equal=Yes;tower_to_trivial_sigma_algebra
Conditions: none
Sum the blockwise integral identities to obtain total expectation equality.This is the tower consequence to the trivial sigma-algebra,not a reverse substitution for measurability and every block obligation.
Step identifiers and dependencies
Rule: total_expectation_consequence_not_whole_definition · Uses: G001, S024