Step-by-step derivation
S001 · calculation
Before
zero covariance scale squared := mul(5, 5)
After
zero covariance scale squared = 25
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001
S002 · calculation
Before
joint law total mass := sum(1/3, 1/3, 1/3)
After
joint law total mass = 1
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S001
S003 · implies
Before
original distinct joint pairs=[[-5, 25], [0, 0], [5, 25]];raw aligned masses=[[1, 3], [1, 3], [1, 3]]
After
normalized aligned masses=[1/3, 1/3, 1/3];nonnegative=Yes;total=1
Conditions: none
Use the complete original joint table on one common probability space,preserving order,pairing and zero masses.Covariance requires nonnegative masses with exact total1.
Step identifiers and dependencies
Rule: qualify_whole_joint_law_preserve_alignment · Uses: G001, S002
S004 · calculation
Before
original atom0 weighted X := mul(1/3, -5)
After
original atom0 weighted X = -5/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · calculation
Before
original atom0 weighted Y := mul(1/3, 25)
After
original atom0 weighted Y = 25/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · calculation
Before
original atom0 XY := mul(-5, 25)
After
original atom0 XY = -125
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
original atom0 weighted XY := mul(1/3, -125)
After
original atom0 weighted XY = -125/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
original atom1 weighted X := mul(1/3, 0)
After
original atom1 weighted X = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · calculation
Before
original atom1 weighted Y := mul(1/3, 0)
After
original atom1 weighted Y = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S008
S010 · calculation
Before
original atom1 XY := mul(0, 0)
After
original atom1 XY = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · calculation
Before
original atom1 weighted XY := mul(1/3, 0)
After
original atom1 weighted XY = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
original atom2 weighted X := mul(1/3, 5)
After
original atom2 weighted X = 5/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
original atom2 weighted Y := mul(1/3, 25)
After
original atom2 weighted Y = 25/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
original atom2 XY := mul(5, 25)
After
original atom2 XY = 125
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
original atom2 weighted XY := mul(1/3, 125)
After
original atom2 weighted XY = 125/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
original E_X := sum(-5/3, 0, 5/3)
After
original E_X = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · calculation
Before
original E_Y := sum(25/3, 0, 25/3)
After
original E_Y = 50/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · calculation
Before
original E_XY := sum(-125/3, 0, 125/3)
After
original E_XY = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S017
S019 · calculation
Before
original product of means := mul(0, 50/3)
After
original product of means = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S018
S020 · calculation
Before
original covariance := sub(0, 0)
After
original covariance = 0
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · implies
Before
original:E_X=0;E_Y=50/3;E_XY=0
After
Cov=E_XY-E_X*E_Y=0
Conditions: none
All three expectations use the same atoms and masses.Do not mix marginal models or assume independence.
Step identifiers and dependencies
Rule: covariance_same_joint_three_moments · Uses: G001, S020
S022 · calculation
Before
joint zero event mass := sum(1/3)
After
joint zero event mass = 1/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S021
S023 · calculation
Before
X zero marginal mass := sum(1/3)
After
X zero marginal mass = 1/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S022
S024 · calculation
Before
Y zero marginal mass := sum(1/3)
After
Y zero marginal mass = 1/3
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S023
S025 · calculation
Before
zero event product of marginal masses := mul(1/3, 1/3)
After
zero event product of marginal masses = 1/9
Conditions: none
Compute exactly from the specified source roles and established intermediates,without substituting models,reordering pairings or comparing rounded values.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S024
S026 · implies
Before
X uniform on [-5, 0, 5];Y=X^2;Cov=0;P(X=0,Y=0)=1/3
After
P(X=0)*P(Y=0)=1/9;different=Yes
Conditions: none
Symmetry makes E[X] and E[XY] zero,hence zero covariance.Independence requires factorization for every event pair;the zero events with1/3≠1/9 give one exact refutation.
Step identifiers and dependencies
Rule: zero_covariance_explicit_independence_counterevent · Uses: G001, S025