Step-by-step derivation
S001 · calculation
Before
conditional model whole mass sum := sum(12/49, 16/49, 9/49, 12/49)
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=[[12, 49], [16, 49], [9, 49], [12, 49]]
After
normalized masses=[12/49, 16/49, 9/49, 12/49];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=[5, 0, 19, -5];block labels=[0, 0, 1, 1]
After
distinct conditioning labels in increasing order=[0, 1]
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(12/49, 16/49)
After
block0 mass = 4/7
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, S003
S005 · calculation
Before
block0 atom0 weighted X := mul(12/49, 5)
After
block0 atom0 weighted X = 60/49
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 atom1 weighted X := mul(16/49, 0)
After
block0 atom1 weighted X = 0
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 original weighted integral := sum(60/49, 0)
After
block0 original weighted integral = 60/49
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, S006
S008 · calculation
Before
block0 positive-mass conditional mean := div(60/49, 4/7)
After
block0 positive-mass conditional mean = 15/7
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, S007
S009 · implies
Before
block label=0;indices=[0, 1];positive mass=4/7;weighted integral=60/49
After
block-constant conditional value=15/7
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, S008
S010 · calculation
Before
block1 mass := sum(9/49, 12/49)
After
block1 mass = 3/7
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, S009
S011 · calculation
Before
block1 atom2 weighted X := mul(9/49, 19)
After
block1 atom2 weighted X = 171/49
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 atom3 weighted X := mul(12/49, -5)
After
block1 atom3 weighted X = -60/49
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, S011
S013 · calculation
Before
block1 original weighted integral := sum(171/49, -60/49)
After
block1 original weighted integral = 111/49
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, S012
S014 · calculation
Before
block1 positive-mass conditional mean := div(111/49, 3/7)
After
block1 positive-mass conditional mean = 37/7
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, S013
S015 · implies
Before
block label=1;indices=[2, 3];positive mass=3/7;weighted integral=111/49
After
block-constant conditional value=37/7
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, S014
S016 · calculation
Before
total original expectation := sum(60/49, 111/49)
After
total original expectation = 171/49
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
total expectation block0 conditional integral := mul(4/7, 15/7)
After
total expectation block0 conditional integral = 60/49
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
total expectation block1 conditional integral := mul(3/7, 37/7)
After
total expectation block1 conditional integral = 111/49
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, S017
S019 · calculation
Before
total conditional expectation := sum(60/49, 111/49)
After
total conditional expectation = 171/49
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, S018
S020 · implies
Before
all conditioning blocks partition the same carrier;E_X=171/49;E_conditional=171/49
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, S019