The complete CDF of a three-point law

On this page
  1. Goal and scope
  2. Givens and symbols
  3. Rules and sources
  4. Main derivation
  5. Substeps and lemmas
  6. Reverse audits
  7. Error controls and negative controls
  8. Result and limitations
  9. Verification and source binding

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derivation-mko-cumulative-distribution-function-01 · ocme-new142-reader-adoption-20261021

Goal and scope

Compute the CDF on the whole real line, including its right-continuous values and its jumps.

A complete finite discrete law, not a density calculation.

Givens and symbols

  • work
  • G1 — X has support{-1,1,3} with masses 1/4,1/2,1/4.
  • F — cumulative distribution function
  • t — real threshold

Rules and sources

  • mko_definition · cited — For a complete finite real-valued law, aggregate exactly every mass with x≤t. The CDF is not a PMF or density. Its value at a support point includes that point's mass, its jump is P(X=t), and its endpoint limits are 0 and 1. · mko-cumulative-distribution-function
  • work · prerequisite — Event probabilities sum included masses; F(t)=P(X≤t), with jump F(t)-F(t-).

Main derivation

S01 · implies

Before

p=(-1:1/4,1:1/2,3:1/4)

After

1/4+1/2+1/4=1

Conditions: none

Rule: work · Uses: G1, work

Leaf basis: work

The three nonnegative rational masses form a complete law.

S02 · implies

Before

F(t)=P(X\le t),\ t<-1

After

F(t)=0

Conditions: none

Rule: work · Uses: G1, S01, work

Leaf basis: work

Below the least support value the cumulative event is empty.

S03 · implies

Before

-1\le t<1

After

\{X\le t\}=\{X=-1\},\ F(t)=1/4

Conditions: none

Rule: work · Uses: G1, S02, work

Leaf basis: work

This whole interval includes only the mass at -1, including its left endpoint.

S04 · implies

Before

1\le t<3

After

F(t)=1/4+1/2=3/4

Conditions: none

Rule: work · Uses: G1, S03, work

Leaf basis: work

Crossing1 adds its full mass 1/2.

S05 · implies

Before

t\ge3

After

F(t)=1

Conditions: none

Rule: work · Uses: G1, S04, work

Leaf basis: work

The final interval includes all three points.

S06 · implies

Before

F(-1)-F(-1^-),F(1)-F(1^-),F(3)-F(3^-)

After

(1/4,1/2,1/4)

Conditions: none

Rule: work · Uses: G1, S05, work

Leaf basis: work

The three jumps recover the original PMF.

S07 · implies

Before

0\le1/4\le3/4\le1

After

F\text{ is nondecreasing and right-continuous}

Conditions: none

Rule: work · Uses: G1, S06, work

Leaf basis: work

Constant intervals joined left-closed and right-open give right continuity at each support point.

S08 · implies

Before

t<-1\text{ or }t\ge3

After

\lim_{t\to-\infty}F(t)=0,\quad\lim_{t\to\infty}F(t)=1

Conditions: none

Rule: work · Uses: G1, S07, work

Leaf basis: work

The tails are identically0 and 1, proving both endpoint limits.

Substeps and lemmas

No substeps in this guide.

Reverse audits

  • S08 · premise_audit · G1, S07, work — All four real-line regions are covered, not merely three test points.
  • S07 · premise_audit · G1, S06, work — Jumps are allowed; right continuity is not two-sided continuity.
  • S06 · premise_audit · G1, S05, work — Use the preceding interval for left limits, not another right value.
  • S05 · premise_audit · G1, S04, work — The point 3 belongs here, not in the preceding interval.
  • S04 · premise_audit · G1, S03, work — The CDF is 3/4, not the point mass P(X=1)=1/2.
  • S03 · premise_audit · G1, S02, work — At t=-1 the left limit0 is not the function value.
  • S02 · premise_audit · G1, S01, work — The endpoint -1 is excluded because the CDF includes equality.
  • S01 · premise_audit · G1, work — The support values are distinct; no duplicate mass is hidden.

Error controls and negative controls

Endpoints

Use left-closed/right-open pieces and include3 in the last piece.

CDF versus PMF

Recover point masses by differences of adjacent cumulative values.

  • F(1)=1/2. → reject — The mass 1/4 at -1 is also included, giving 3/4.
  • F(-1)=0. → reject — The event uses≤ and includes-1.
  • This CDF is continuous at 1. → reject — Its jump is 1/2; it is only right-continuous there.

Result and limitations

The four CDF regions have values 0,1/4,3/4,1; its jumps are precisely the masses.

    Verification and source binding

    2 declared checks for this guide; only the listed expressions are covered.

    • source commit: b1b2f1dcf8c50d67a93fe52d95f8eef7b3abba9f
    • adopted source SHA-256: 1df2921a8fc4b01d41e743dfcb4bed7628ea9a2b4e9edb112f1cbe3af187c073
    • original source SHA-256: 48d250722a2d877fdc939dece0ff74b714aaa7b3d447e8ea86c8f60e1ca87802
    • Lean: NOT_RUN · independent AI: SCOPED_LEAD_AND_BILINGUAL_CONTEXT_REVIEW

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