Original question and givens
Use one complete finite probability space with outcome indices 0 through 3, aligned masses=[18/49, 3/49, 24/49, 4/49], values X=[-9, 0, 5, 9], 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. Selected block_label=1 must exist. Give (block_label,indices,original_integral,conditional_integral,equal?,boundary). Boundary is positive_block or null_block_a.s._arbitrary.
G001 — Use one complete finite probability space with outcome indices 0 through 3, aligned masses=[18/49, 3/49, 24/49, 4/49], values X=[-9, 0, 5, 9], 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. Selected block_label=1 must exist. Give (block_label,indices,original_integral,conditional_integral,equal?,boundary). Boundary is positive_block or null_block_a.s._arbitrary.
Step-by-step derivation
S001 · calculation
Before
conditional model whole mass sum := sum(18/49, 3/49, 24/49, 4/49)
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=[[18, 49], [3, 49], [24, 49], [4, 49]]
After
normalized masses=[18/49, 3/49, 24/49, 4/49];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=[-9, 0, 5, 9];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(18/49, 3/49)
After
block0 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, S003
S005 · calculation
Before
block0 atom0 weighted X := mul(18/49, -9)
After
block0 atom0 weighted X = -162/49
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(3/49, 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(-162/49, 0)
After
block0 original weighted integral = -162/49
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(-162/49, 3/7)
After
block0 positive-mass conditional mean = -54/7
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=3/7;weighted integral=-162/49
After
block-constant conditional value=-54/7
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(24/49, 4/49)
After
block1 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, S009
S011 · calculation
Before
block1 atom2 weighted X := mul(24/49, 5)
After
block1 atom2 weighted X = 120/49
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(4/49, 9)
After
block1 atom3 weighted X = 36/49
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(120/49, 36/49)
After
block1 original weighted integral = 156/49
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(156/49, 4/7)
After
block1 positive-mass conditional mean = 39/7
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=4/7;weighted integral=156/49
After
block-constant conditional value=39/7
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
selected block block1 conditional integral := mul(4/7, 39/7)
After
selected block block1 conditional integral = 156/49
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 · implies
Before
selected block=1;indices=[2, 3];original integral=156/49;conditional integral=156/49
After
equal=Yes;this is the selected block obligation,not only a global average
Conditions: none
On a positive block,mass*(weighted/mass)=weighted;on a null block both sides are0.The definition requires blockwise integral identities;total expectation equality alone cannot replace them.
Step identifiers and dependencies
Rule: conditional_selected_block_integral_identity · Uses: G001, S016