Original question and givens
Use one complete finite probability space with outcome indices 0 through 3, aligned masses=[30/49, 12/49, 5/49, 2/49], values X=[-7, 2, 7, 7], and conditioning-block labels=[0, 0, 1, 1]. Masses are nonnegative and total exactly 1. Block labels describe a partition of this same space; list block summaries in increasing label order and outcomes in original index order. Conditional expectation is constant on each positive-mass block, with its weighted mean, and preserves every block integral. A zero-mass block is only determined almost surely: return a.s._arbitrary, never divide by zero. Use exact reduced fractions with positive denominators, omitting /1 for integers. Give (conditional_values,block_rows,measurable?). Each block row is [label,indices,distinct_conditional_values,constant?].
G001 — Use one complete finite probability space with outcome indices 0 through 3, aligned masses=[30/49, 12/49, 5/49, 2/49], values X=[-7, 2, 7, 7], and conditioning-block labels=[0, 0, 1, 1]. Masses are nonnegative and total exactly 1. Block labels describe a partition of this same space; list block summaries in increasing label order and outcomes in original index order. Conditional expectation is constant on each positive-mass block, with its weighted mean, and preserves every block integral. A zero-mass block is only determined almost surely: return a.s._arbitrary, never divide by zero. Use exact reduced fractions with positive denominators, omitting /1 for integers. Give (conditional_values,block_rows,measurable?). Each block row is [label,indices,distinct_conditional_values,constant?].
Step-by-step derivation
S001 · calculation
Before
conditional model whole mass sum := sum(30/49, 12/49, 5/49, 2/49)
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=[[30, 49], [12, 49], [5, 49], [2, 49]]
After
normalized masses=[30/49, 12/49, 5/49, 2/49];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=[-7, 2, 7, 7];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(30/49, 12/49)
After
block0 mass = 6/7
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(30/49, -7)
After
block0 atom0 weighted X = -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, S004
S006 · calculation
Before
block0 atom1 weighted X := mul(12/49, 2)
After
block0 atom1 weighted X = 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, S005
S007 · calculation
Before
block0 original weighted integral := sum(-30/7, 24/49)
After
block0 original weighted integral = -186/49
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(-186/49, 6/7)
After
block0 positive-mass conditional mean = -31/7
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=6/7;weighted integral=-186/49
After
block-constant conditional value=-31/7
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(5/49, 2/49)
After
block1 mass = 1/7
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(5/49, 7)
After
block1 atom2 weighted X = 5/7
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, S010
S012 · calculation
Before
block1 atom3 weighted X := mul(2/49, 7)
After
block1 atom3 weighted X = 2/7
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 original weighted integral := sum(5/7, 2/7)
After
block1 original weighted integral = 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, S012
S014 · calculation
Before
block1 positive-mass conditional mean := div(1, 1/7)
After
block1 positive-mass conditional mean = 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=1/7;weighted integral=1
After
block-constant conditional value=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 · implies
Before
block=0;indices=[0, 1];conditional values=[-31/7, -31/7]
After
distinct values in encounter order=[-31/7];constant=Yes
Conditions: none
The conditioning sigma-algebra consists of block unions.For a block-constant function,every value-event preimage is a block union.A common null-block marker does not assert a unique version.
Step identifiers and dependencies
Rule: conditioning_measurability_every_complete_block · Uses: G001, S015
S017 · implies
Before
block=1;indices=[2, 3];conditional values=[7, 7]
After
distinct values in encounter order=[7];constant=Yes
Conditions: none
The conditioning sigma-algebra consists of block unions.For a block-constant function,every value-event preimage is a block union.A common null-block marker does not assert a unique version.
Step identifiers and dependencies
Rule: conditioning_measurability_every_complete_block · Uses: G001, S016