Full Joint Factorization, Value Events and One-Way Covariance Consequences

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batch-20261014-advance-20261028-r06-random-variable-independence-foundations · 2026-10-14 · 100 questions

This English edition is an AI candidate and does not yet have an OCME Atlas (GPT-6) Twin closure receipt.

1. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-12, 13], y_values=[-3, 20], and aligned row-by-column exact masses=[[1/2, 0/1], [0/1, 1/2]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-12, 13], [-3, 20], [1/2, 1/2], [1/2, 1/2], [[-12, -3, 1/2, 1/4], [-12, 20, 0, 1/4], [13, -3, 0, 1/4], [13, 20, 1/2, 1/4]], No)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-12, 13], [-3, 20], [1/2, 1/2], [1/2, 1/2], [[-12, -3, 1/2, 1/4], [-12, 20, 0, 1/4], [13, -3, 0, 1/4], [13, 20, 1/2, 1/4]], No).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

2. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-11, 14], y_values=[-2, 21], and aligned row-by-column exact masses=[[30/49, 5/49], [12/49, 2/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-11, 14], [-2, 21], [5/7, 2/7], [6/7, 1/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-11, 14], [-2, 21], [5/7, 2/7], [6/7, 1/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

3. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-10, 15], y_values=[-1, 22], and aligned row-by-column exact masses=[[24/49, 4/49], [18/49, 3/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-10, 15], [-1, 22], [4/7, 3/7], [6/7, 1/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-10, 15], [-1, 22], [4/7, 3/7], [6/7, 1/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

4. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-9, 16], y_values=[0, 23], and aligned row-by-column exact masses=[[18/49, 3/49], [24/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-9, 16], [0, 23], [3/7, 4/7], [6/7, 1/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-9, 16], [0, 23], [3/7, 4/7], [6/7, 1/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

5. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-8, 17], y_values=[1, 24], and aligned row-by-column exact masses=[[12/49, 2/49], [30/49, 5/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-8, 17], [1, 24], [2/7, 5/7], [6/7, 1/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-8, 17], [1, 24], [2/7, 5/7], [6/7, 1/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

6. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-7, 18], y_values=[2, 25], and aligned row-by-column exact masses=[[1/2, 0/1], [0/1, 1/2]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-7, 18], [2, 25], [1/2, 1/2], [1/2, 1/2], [[-7, 2, 1/2, 1/4], [-7, 25, 0, 1/4], [18, 2, 0, 1/4], [18, 25, 1/2, 1/4]], No)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-7, 18], [2, 25], [1/2, 1/2], [1/2, 1/2], [[-7, 2, 1/2, 1/4], [-7, 25, 0, 1/4], [18, 2, 0, 1/4], [18, 25, 1/2, 1/4]], No).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

7. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-6, 19], y_values=[3, 26], and aligned row-by-column exact masses=[[25/49, 10/49], [10/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-6, 19], [3, 26], [5/7, 2/7], [5/7, 2/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-6, 19], [3, 26], [5/7, 2/7], [5/7, 2/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

8. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-5, 20], y_values=[-3, 27], and aligned row-by-column exact masses=[[20/49, 8/49], [15/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-5, 20], [-3, 27], [4/7, 3/7], [5/7, 2/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-5, 20], [-3, 27], [4/7, 3/7], [5/7, 2/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

9. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-4, 21], y_values=[-2, 28], and aligned row-by-column exact masses=[[15/49, 6/49], [20/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-4, 21], [-2, 28], [3/7, 4/7], [5/7, 2/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-4, 21], [-2, 28], [3/7, 4/7], [5/7, 2/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

10. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-3, 22], y_values=[-1, 29], and aligned row-by-column exact masses=[[10/49, 4/49], [25/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-3, 22], [-1, 29], [2/7, 5/7], [5/7, 2/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-3, 22], [-1, 29], [2/7, 5/7], [5/7, 2/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

11. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-2, 23], y_values=[0, 30], and aligned row-by-column exact masses=[[1/2, 0/1], [0/1, 1/2]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-2, 23], [0, 30], [1/2, 1/2], [1/2, 1/2], [[-2, 0, 1/2, 1/4], [-2, 30, 0, 1/4], [23, 0, 0, 1/4], [23, 30, 1/2, 1/4]], No)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-2, 23], [0, 30], [1/2, 1/2], [1/2, 1/2], [[-2, 0, 1/2, 1/4], [-2, 30, 0, 1/4], [23, 0, 0, 1/4], [23, 30, 1/2, 1/4]], No).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

12. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[-1, 24], y_values=[1, 31], and aligned row-by-column exact masses=[[20/49, 15/49], [8/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([-1, 24], [1, 31], [5/7, 2/7], [4/7, 3/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-1, 24], [1, 31], [5/7, 2/7], [4/7, 3/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

13. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[0, 25], y_values=[2, 32], and aligned row-by-column exact masses=[[16/49, 12/49], [12/49, 9/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([0, 25], [2, 32], [4/7, 3/7], [4/7, 3/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([0, 25], [2, 32], [4/7, 3/7], [4/7, 3/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

14. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[1, 26], y_values=[3, 33], and aligned row-by-column exact masses=[[12/49, 9/49], [16/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([1, 26], [3, 33], [3/7, 4/7], [4/7, 3/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([1, 26], [3, 33], [3/7, 4/7], [4/7, 3/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

15. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[2, 27], y_values=[-3, 34], and aligned row-by-column exact masses=[[8/49, 6/49], [20/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([2, 27], [-3, 34], [2/7, 5/7], [4/7, 3/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([2, 27], [-3, 34], [2/7, 5/7], [4/7, 3/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

16. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[3, 28], y_values=[-2, 35], and aligned row-by-column exact masses=[[1/2, 0/1], [0/1, 1/2]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([3, 28], [-2, 35], [1/2, 1/2], [1/2, 1/2], [[3, -2, 1/2, 1/4], [3, 35, 0, 1/4], [28, -2, 0, 1/4], [28, 35, 1/2, 1/4]], No)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([3, 28], [-2, 35], [1/2, 1/2], [1/2, 1/2], [[3, -2, 1/2, 1/4], [3, 35, 0, 1/4], [28, -2, 0, 1/4], [28, 35, 1/2, 1/4]], No).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

17. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[4, 29], y_values=[-1, 36], and aligned row-by-column exact masses=[[15/49, 20/49], [6/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([4, 29], [-1, 36], [5/7, 2/7], [3/7, 4/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([4, 29], [-1, 36], [5/7, 2/7], [3/7, 4/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

18. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[5, 30], y_values=[0, 37], and aligned row-by-column exact masses=[[12/49, 16/49], [9/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([5, 30], [0, 37], [4/7, 3/7], [3/7, 4/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([5, 30], [0, 37], [4/7, 3/7], [3/7, 4/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

19. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[6, 31], y_values=[1, 38], and aligned row-by-column exact masses=[[9/49, 12/49], [12/49, 16/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([6, 31], [1, 38], [3/7, 4/7], [3/7, 4/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([6, 31], [1, 38], [3/7, 4/7], [3/7, 4/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

20. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[7, 32], y_values=[2, 39], and aligned row-by-column exact masses=[[6/49, 8/49], [15/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([7, 32], [2, 39], [2/7, 5/7], [3/7, 4/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([7, 32], [2, 39], [2/7, 5/7], [3/7, 4/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

21. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[8, 33], y_values=[3, 40], and aligned row-by-column exact masses=[[1/2, 0/1], [0/1, 1/2]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([8, 33], [3, 40], [1/2, 1/2], [1/2, 1/2], [[8, 3, 1/2, 1/4], [8, 40, 0, 1/4], [33, 3, 0, 1/4], [33, 40, 1/2, 1/4]], No)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([8, 33], [3, 40], [1/2, 1/2], [1/2, 1/2], [[8, 3, 1/2, 1/4], [8, 40, 0, 1/4], [33, 3, 0, 1/4], [33, 40, 1/2, 1/4]], No).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

22. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[9, 34], y_values=[-3, 41], and aligned row-by-column exact masses=[[10/49, 25/49], [4/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([9, 34], [-3, 41], [5/7, 2/7], [2/7, 5/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([9, 34], [-3, 41], [5/7, 2/7], [2/7, 5/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

23. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[10, 35], y_values=[-2, 42], and aligned row-by-column exact masses=[[8/49, 20/49], [6/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([10, 35], [-2, 42], [4/7, 3/7], [2/7, 5/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([10, 35], [-2, 42], [4/7, 3/7], [2/7, 5/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

24. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[11, 36], y_values=[-1, 43], and aligned row-by-column exact masses=[[6/49, 15/49], [8/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([11, 36], [-1, 43], [3/7, 4/7], [2/7, 5/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([11, 36], [-1, 43], [3/7, 4/7], [2/7, 5/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

25. Every Joint Grid Entry Must Factorize

Use the complete joint grid with original x_values=[12, 37], y_values=[0, 44], and aligned row-by-column exact masses=[[4/49, 10/49], [10/49, 25/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (x_values,y_values,x_marginal,y_marginal,all [x,y,joint_mass,product] failures in original row-major order,independent?).

View answer and explanation

([12, 37], [0, 44], [2/7, 5/7], [2/7, 5/7], [], Yes)

Aggregate both marginals from the same full table and test every value pair, including cells of zero mass. One equal pair or the marginal tables alone cannot certify independence. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([12, 37], [0, 44], [2/7, 5/7], [2/7, 5/7], [], Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-qualification · candidate

26. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-12, 13], y_values=[-3, 20], and aligned row-by-column exact masses=[[36/49, 6/49], [6/49, 1/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=-12, y=20 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(-12, 20, 6/49, 6/7, 1/7, 6/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (-12, 20, 6/49, 6/7, 1/7, 6/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

27. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-11, 14], y_values=[-2, 21], and aligned row-by-column exact masses=[[30/49, 5/49], [12/49, 2/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=14, y=-2 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(14, -2, 12/49, 2/7, 6/7, 12/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (14, -2, 12/49, 2/7, 6/7, 12/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

28. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-10, 15], y_values=[-1, 22], and aligned row-by-column exact masses=[[24/49, 4/49], [18/49, 3/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=-10, y=22 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(-10, 22, 4/49, 4/7, 1/7, 4/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (-10, 22, 4/49, 4/7, 1/7, 4/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

29. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-9, 16], y_values=[0, 23], and aligned row-by-column exact masses=[[18/49, 3/49], [24/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=16, y=0 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(16, 0, 24/49, 4/7, 6/7, 24/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (16, 0, 24/49, 4/7, 6/7, 24/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

30. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-8, 17], y_values=[1, 24], and aligned row-by-column exact masses=[[12/49, 2/49], [30/49, 5/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=-8, y=24 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(-8, 24, 2/49, 2/7, 1/7, 2/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (-8, 24, 2/49, 2/7, 1/7, 2/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

31. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-7, 18], y_values=[2, 25], and aligned row-by-column exact masses=[[30/49, 12/49], [5/49, 2/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=18, y=2 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(18, 2, 5/49, 1/7, 5/7, 5/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (18, 2, 5/49, 1/7, 5/7, 5/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

32. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-6, 19], y_values=[3, 26], and aligned row-by-column exact masses=[[25/49, 10/49], [10/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=-6, y=26 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(-6, 26, 10/49, 5/7, 2/7, 10/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (-6, 26, 10/49, 5/7, 2/7, 10/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

33. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-5, 20], y_values=[-3, 27], and aligned row-by-column exact masses=[[20/49, 8/49], [15/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=20, y=-3 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(20, -3, 15/49, 3/7, 5/7, 15/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (20, -3, 15/49, 3/7, 5/7, 15/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

34. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-4, 21], y_values=[-2, 28], and aligned row-by-column exact masses=[[15/49, 6/49], [20/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=-4, y=28 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(-4, 28, 6/49, 3/7, 2/7, 6/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (-4, 28, 6/49, 3/7, 2/7, 6/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

35. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-3, 22], y_values=[-1, 29], and aligned row-by-column exact masses=[[10/49, 4/49], [25/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=22, y=-1 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(22, -1, 25/49, 5/7, 5/7, 25/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (22, -1, 25/49, 5/7, 5/7, 25/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

36. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-2, 23], y_values=[0, 30], and aligned row-by-column exact masses=[[24/49, 18/49], [4/49, 3/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=-2, y=30 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(-2, 30, 18/49, 6/7, 3/7, 18/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (-2, 30, 18/49, 6/7, 3/7, 18/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

37. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[-1, 24], y_values=[1, 31], and aligned row-by-column exact masses=[[20/49, 15/49], [8/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=24, y=1 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(24, 1, 8/49, 2/7, 4/7, 8/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (24, 1, 8/49, 2/7, 4/7, 8/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

38. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[0, 25], y_values=[2, 32], and aligned row-by-column exact masses=[[16/49, 12/49], [12/49, 9/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=0, y=32 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(0, 32, 12/49, 4/7, 3/7, 12/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (0, 32, 12/49, 4/7, 3/7, 12/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

39. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[1, 26], y_values=[3, 33], and aligned row-by-column exact masses=[[12/49, 9/49], [16/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=26, y=3 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(26, 3, 16/49, 4/7, 4/7, 16/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (26, 3, 16/49, 4/7, 4/7, 16/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

40. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[2, 27], y_values=[-3, 34], and aligned row-by-column exact masses=[[8/49, 6/49], [20/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=2, y=34 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(2, 34, 6/49, 2/7, 3/7, 6/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (2, 34, 6/49, 2/7, 3/7, 6/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

41. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[3, 28], y_values=[-2, 35], and aligned row-by-column exact masses=[[18/49, 24/49], [3/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=28, y=-2 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(28, -2, 3/49, 1/7, 3/7, 3/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (28, -2, 3/49, 1/7, 3/7, 3/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

42. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[4, 29], y_values=[-1, 36], and aligned row-by-column exact masses=[[15/49, 20/49], [6/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=4, y=36 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(4, 36, 20/49, 5/7, 4/7, 20/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (4, 36, 20/49, 5/7, 4/7, 20/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

43. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[5, 30], y_values=[0, 37], and aligned row-by-column exact masses=[[12/49, 16/49], [9/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=30, y=0 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(30, 0, 9/49, 3/7, 3/7, 9/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (30, 0, 9/49, 3/7, 3/7, 9/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

44. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[6, 31], y_values=[1, 38], and aligned row-by-column exact masses=[[9/49, 12/49], [12/49, 16/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=6, y=38 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(6, 38, 12/49, 3/7, 4/7, 12/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (6, 38, 12/49, 3/7, 4/7, 12/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

45. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[7, 32], y_values=[2, 39], and aligned row-by-column exact masses=[[6/49, 8/49], [15/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=32, y=2 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(32, 2, 15/49, 5/7, 3/7, 15/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (32, 2, 15/49, 5/7, 3/7, 15/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

46. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[8, 33], y_values=[3, 40], and aligned row-by-column exact masses=[[12/49, 30/49], [2/49, 5/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=8, y=40 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(8, 40, 30/49, 6/7, 5/7, 30/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (8, 40, 30/49, 6/7, 5/7, 30/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

47. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[9, 34], y_values=[-3, 41], and aligned row-by-column exact masses=[[10/49, 25/49], [4/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=34, y=-3 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(34, -3, 4/49, 2/7, 2/7, 4/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (34, -3, 4/49, 2/7, 2/7, 4/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

48. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[10, 35], y_values=[-2, 42], and aligned row-by-column exact masses=[[8/49, 20/49], [6/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=10, y=42 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(10, 42, 20/49, 4/7, 5/7, 20/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (10, 42, 20/49, 4/7, 5/7, 20/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

49. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[11, 36], y_values=[-1, 43], and aligned row-by-column exact masses=[[6/49, 15/49], [8/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=36, y=-1 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(36, -1, 8/49, 4/7, 2/7, 8/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (36, -1, 8/49, 4/7, 2/7, 8/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

50. One Cell Equality Is Not Whole-Law Independence

Use the complete joint grid with original x_values=[12, 37], y_values=[0, 44], and aligned row-by-column exact masses=[[4/49, 10/49], [10/49, 25/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Selected value labels x=12, y=44 must occur in their respective grids. Give (x,y,joint_mass,x_mass,y_mass,product,equal?).

View answer and explanation

(12, 44, 10/49, 2/7, 5/7, 10/49, Yes)

Look up by the supplied value labels, not by numerically sorting the grids or treating values as indices. This flag covers only the selected cell. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (12, 44, 10/49, 2/7, 5/7, 10/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-marginal-product · candidate

51. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-12, 13], y_values=[-3, 20], and aligned row-by-column exact masses=[[36/49, 6/49], [6/49, 1/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[-12], y_event=[20] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([-12], [20], 6/7, 1/7, 6/49, 6/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-12], [20], 6/7, 1/7, 6/49, 6/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

52. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-11, 14], y_values=[-2, 21], and aligned row-by-column exact masses=[[30/49, 5/49], [12/49, 2/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[14], y_event=[-2] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([14], [-2], 2/7, 6/7, 12/49, 12/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([14], [-2], 2/7, 6/7, 12/49, 12/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

53. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-10, 15], y_values=[-1, 22], and aligned row-by-column exact masses=[[24/49, 4/49], [18/49, 3/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[-10], y_event=[22] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([-10], [22], 4/7, 1/7, 4/49, 4/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-10], [22], 4/7, 1/7, 4/49, 4/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

54. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-9, 16], y_values=[0, 23], and aligned row-by-column exact masses=[[18/49, 3/49], [24/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[16], y_event=[0] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([16], [0], 4/7, 6/7, 24/49, 24/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([16], [0], 4/7, 6/7, 24/49, 24/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

55. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-8, 17], y_values=[1, 24], and aligned row-by-column exact masses=[[12/49, 2/49], [30/49, 5/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[-8], y_event=[24] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([-8], [24], 2/7, 1/7, 2/49, 2/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-8], [24], 2/7, 1/7, 2/49, 2/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

56. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-7, 18], y_values=[2, 25], and aligned row-by-column exact masses=[[30/49, 12/49], [5/49, 2/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[18], y_event=[2] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([18], [2], 1/7, 5/7, 5/49, 5/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([18], [2], 1/7, 5/7, 5/49, 5/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

57. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-6, 19], y_values=[3, 26], and aligned row-by-column exact masses=[[25/49, 10/49], [10/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[-6], y_event=[26] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([-6], [26], 5/7, 2/7, 10/49, 10/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-6], [26], 5/7, 2/7, 10/49, 10/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

58. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-5, 20], y_values=[-3, 27], and aligned row-by-column exact masses=[[20/49, 8/49], [15/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[20], y_event=[-3] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([20], [-3], 3/7, 5/7, 15/49, 15/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([20], [-3], 3/7, 5/7, 15/49, 15/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

59. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-4, 21], y_values=[-2, 28], and aligned row-by-column exact masses=[[15/49, 6/49], [20/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[-4], y_event=[28] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([-4], [28], 3/7, 2/7, 6/49, 6/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-4], [28], 3/7, 2/7, 6/49, 6/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

60. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-3, 22], y_values=[-1, 29], and aligned row-by-column exact masses=[[10/49, 4/49], [25/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[22], y_event=[-1] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([22], [-1], 5/7, 5/7, 25/49, 25/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([22], [-1], 5/7, 5/7, 25/49, 25/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

61. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-2, 23], y_values=[0, 30], and aligned row-by-column exact masses=[[24/49, 18/49], [4/49, 3/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[-2], y_event=[30] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([-2], [30], 6/7, 3/7, 18/49, 18/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([-2], [30], 6/7, 3/7, 18/49, 18/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

62. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[-1, 24], y_values=[1, 31], and aligned row-by-column exact masses=[[20/49, 15/49], [8/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[24], y_event=[1] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([24], [1], 2/7, 4/7, 8/49, 8/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([24], [1], 2/7, 4/7, 8/49, 8/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

63. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[0, 25], y_values=[2, 32], and aligned row-by-column exact masses=[[16/49, 12/49], [12/49, 9/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[0], y_event=[32] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([0], [32], 4/7, 3/7, 12/49, 12/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([0], [32], 4/7, 3/7, 12/49, 12/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

64. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[1, 26], y_values=[3, 33], and aligned row-by-column exact masses=[[12/49, 9/49], [16/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[26], y_event=[3] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([26], [3], 4/7, 4/7, 16/49, 16/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([26], [3], 4/7, 4/7, 16/49, 16/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

65. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[2, 27], y_values=[-3, 34], and aligned row-by-column exact masses=[[8/49, 6/49], [20/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[2], y_event=[34] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([2], [34], 2/7, 3/7, 6/49, 6/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([2], [34], 2/7, 3/7, 6/49, 6/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

66. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[3, 28], y_values=[-2, 35], and aligned row-by-column exact masses=[[18/49, 24/49], [3/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[28], y_event=[-2] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([28], [-2], 1/7, 3/7, 3/49, 3/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([28], [-2], 1/7, 3/7, 3/49, 3/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

67. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[4, 29], y_values=[-1, 36], and aligned row-by-column exact masses=[[15/49, 20/49], [6/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[4], y_event=[36] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([4], [36], 5/7, 4/7, 20/49, 20/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([4], [36], 5/7, 4/7, 20/49, 20/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

68. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[5, 30], y_values=[0, 37], and aligned row-by-column exact masses=[[12/49, 16/49], [9/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[30], y_event=[0] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([30], [0], 3/7, 3/7, 9/49, 9/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([30], [0], 3/7, 3/7, 9/49, 9/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

69. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[6, 31], y_values=[1, 38], and aligned row-by-column exact masses=[[9/49, 12/49], [12/49, 16/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[6], y_event=[38] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([6], [38], 3/7, 4/7, 12/49, 12/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([6], [38], 3/7, 4/7, 12/49, 12/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

70. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[7, 32], y_values=[2, 39], and aligned row-by-column exact masses=[[6/49, 8/49], [15/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[32], y_event=[2] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([32], [2], 5/7, 3/7, 15/49, 15/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([32], [2], 5/7, 3/7, 15/49, 15/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

71. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[8, 33], y_values=[3, 40], and aligned row-by-column exact masses=[[12/49, 30/49], [2/49, 5/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[8], y_event=[40] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([8], [40], 6/7, 5/7, 30/49, 30/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([8], [40], 6/7, 5/7, 30/49, 30/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

72. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[9, 34], y_values=[-3, 41], and aligned row-by-column exact masses=[[10/49, 25/49], [4/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[34], y_event=[-3] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([34], [-3], 2/7, 2/7, 4/49, 4/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([34], [-3], 2/7, 2/7, 4/49, 4/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

73. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[10, 35], y_values=[-2, 42], and aligned row-by-column exact masses=[[8/49, 20/49], [6/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[10], y_event=[42] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([10], [42], 4/7, 5/7, 20/49, 20/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([10], [42], 4/7, 5/7, 20/49, 20/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

74. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[11, 36], y_values=[-1, 43], and aligned row-by-column exact masses=[[6/49, 15/49], [8/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[36], y_event=[-1] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([36], [-1], 4/7, 2/7, 8/49, 8/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([36], [-1], 4/7, 2/7, 8/49, 8/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

75. A Selected Pair of Value Events under the Same Joint Law

Use the complete joint grid with original x_values=[12, 37], y_values=[0, 44], and aligned row-by-column exact masses=[[4/49, 10/49], [10/49, 25/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[12], y_event=[44] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).

View answer and explanation

([12], [44], 2/7, 5/7, 10/49, 10/49, Yes)

Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([12], [44], 2/7, 5/7, 10/49, 10/49, Yes).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-event-preimage · candidate

76. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-12, 13], y_values=[-3, 20], and aligned row-by-column exact masses=[[36/49, 6/49], [6/49, 1/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, -59/7, 2/7, -118/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, -59/7, 2/7, -118/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

77. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-11, 14], y_values=[-2, 21], and aligned row-by-column exact masses=[[30/49, 5/49], [12/49, 2/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, -27/7, 9/7, -243/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, -27/7, 9/7, -243/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

78. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-10, 15], y_values=[-1, 22], and aligned row-by-column exact masses=[[24/49, 4/49], [18/49, 3/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 5/7, 16/7, 80/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 5/7, 16/7, 80/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

79. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-9, 16], y_values=[0, 23], and aligned row-by-column exact masses=[[18/49, 3/49], [24/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 37/7, 23/7, 851/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 37/7, 23/7, 851/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

80. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-8, 17], y_values=[1, 24], and aligned row-by-column exact masses=[[12/49, 2/49], [30/49, 5/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 69/7, 30/7, 2070/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 69/7, 30/7, 2070/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

81. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-7, 18], y_values=[2, 25], and aligned row-by-column exact masses=[[30/49, 12/49], [5/49, 2/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, -24/7, 60/7, -1440/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, -24/7, 60/7, -1440/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

82. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-6, 19], y_values=[3, 26], and aligned row-by-column exact masses=[[25/49, 10/49], [10/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 8/7, 67/7, 536/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 8/7, 67/7, 536/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

83. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-5, 20], y_values=[-3, 27], and aligned row-by-column exact masses=[[20/49, 8/49], [15/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 40/7, 39/7, 1560/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 40/7, 39/7, 1560/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

84. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-4, 21], y_values=[-2, 28], and aligned row-by-column exact masses=[[15/49, 6/49], [20/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 72/7, 46/7, 3312/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 72/7, 46/7, 3312/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

85. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-3, 22], y_values=[-1, 29], and aligned row-by-column exact masses=[[10/49, 4/49], [25/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 104/7, 53/7, 5512/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 104/7, 53/7, 5512/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

86. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-2, 23], y_values=[0, 30], and aligned row-by-column exact masses=[[24/49, 18/49], [4/49, 3/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 11/7, 90/7, 990/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 11/7, 90/7, 990/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

87. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[-1, 24], y_values=[1, 31], and aligned row-by-column exact masses=[[20/49, 15/49], [8/49, 6/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 43/7, 97/7, 4171/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 43/7, 97/7, 4171/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

88. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[0, 25], y_values=[2, 32], and aligned row-by-column exact masses=[[16/49, 12/49], [12/49, 9/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 75/7, 104/7, 7800/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 75/7, 104/7, 7800/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

89. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[1, 26], y_values=[3, 33], and aligned row-by-column exact masses=[[12/49, 9/49], [16/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 107/7, 111/7, 11877/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 107/7, 111/7, 11877/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

90. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[2, 27], y_values=[-3, 34], and aligned row-by-column exact masses=[[8/49, 6/49], [20/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 139/7, 90/7, 12510/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 139/7, 90/7, 12510/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

91. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[3, 28], y_values=[-2, 35], and aligned row-by-column exact masses=[[18/49, 24/49], [3/49, 4/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 46/7, 134/7, 6164/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 46/7, 134/7, 6164/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

92. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[4, 29], y_values=[-1, 36], and aligned row-by-column exact masses=[[15/49, 20/49], [6/49, 8/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 78/7, 141/7, 10998/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 78/7, 141/7, 10998/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

93. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[5, 30], y_values=[0, 37], and aligned row-by-column exact masses=[[12/49, 16/49], [9/49, 12/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 110/7, 148/7, 16280/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 110/7, 148/7, 16280/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

94. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[6, 31], y_values=[1, 38], and aligned row-by-column exact masses=[[9/49, 12/49], [12/49, 16/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 142/7, 155/7, 22010/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 142/7, 155/7, 22010/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

95. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[7, 32], y_values=[2, 39], and aligned row-by-column exact masses=[[6/49, 8/49], [15/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 174/7, 162/7, 28188/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 174/7, 162/7, 28188/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

96. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[8, 33], y_values=[3, 40], and aligned row-by-column exact masses=[[12/49, 30/49], [2/49, 5/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 81/7, 206/7, 16686/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 81/7, 206/7, 16686/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

97. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[9, 34], y_values=[-3, 41], and aligned row-by-column exact masses=[[10/49, 25/49], [4/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 113/7, 199/7, 22487/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 113/7, 199/7, 22487/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

98. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[10, 35], y_values=[-2, 42], and aligned row-by-column exact masses=[[8/49, 20/49], [6/49, 15/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 145/7, 206/7, 29870/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 145/7, 206/7, 29870/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

99. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[11, 36], y_values=[-1, 43], and aligned row-by-column exact masses=[[6/49, 15/49], [8/49, 20/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 177/7, 213/7, 37701/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 177/7, 213/7, 37701/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

100. Keep Verified Independence and Zero Covariance Distinct

Use the complete joint grid with original x_values=[12, 37], y_values=[0, 44], and aligned row-by-column exact masses=[[4/49, 10/49], [10/49, 25/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (independent?,E_X,E_Y,E_XY,covariance,implication_pass,boundary=zero_covariance_converse_not_claimed). Despite the source field name, implication_pass is the conjunction of both verified independence and zero covariance in this protocol, not a truth value of material implication.

View answer and explanation

(Yes, 209/7, 220/7, 45980/49, 0, Yes, zero_covariance_converse_not_claimed)

Compute every expectation from this joint table. Verified independence supplies the zero-covariance consequence. When independence is unverified or false, a No conjunction flag does not refute the theorem; zero covariance alone never establishes the missing independence premise. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is (Yes, 209/7, 220/7, 45980/49, 0, Yes, zero_covariance_converse_not_claimed).

Reviewed step-by-step derivation

Independence of random variables · qf-mod28-rvind-zero-covariance · candidate

Canonical question JSONL · English JSONL · Validation report