A continuous CDF with a flat interval

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-continuous-real-distribution-function-01 · ocme-new142-reader-adoption-20261021

Goal and scope

Construct a complete knot-based CDF and audit atomlessness.

An exact piecewise-linear family; continuity alone will not imply general density existence.

Givens and symbols

  • work
  • G1 — The knots are(0,0),(1,1/2),(2,1/2),(3,1); interpolate linearly, with left tail 0 and right tail 1.
  • F — real CDF
  • t — arbitrary real threshold

Rules and sources

Some rule statements have reader clarifications in this revision: they are paraphrases, not verbatim quotations. Referenced original source bytes and hashes are unchanged.

  • mko_definition · cited — A continuous CDF has no jumps, so every singleton has probability 0. This is not continuity of a random-variable map on the sample space and does not imply a density or absolute continuity. An affine Cantor distribution supplies a continuous, atomless, singular boundary. Flat CDF intervals are allowed; strict increase is not required. · mko-continuous-real-distribution-function
  • work · prerequisite — Piecewise-linear functions are continuous on each piece; matching junctions ensure global continuity; CDF existence and the jump identity are prerequisites.

Main derivation

S01 · implies

Before

0<1<2<3,\quad0\le1/2\le1/2\le1

After

\text{strict knot order and nondecreasing levels}

Conditions: none

Rule: work · Uses: G1, work

Leaf basis: work

First audit strict knot order and legal nondecreasing CDF levels.

S02 · implies

Before

t\le0\text{ or }t\ge3

After

F(t)=0\ (t\le0),\quad F(t)=1\ (t\ge3)

Conditions: none

Rule: work · Uses: G1, S01, work

Leaf basis: work

Specify both tails to cover the exterior real-line regions.

S03 · implies

Before

0\le t\le1

After

F(t)=t/2

Conditions: none

Rule: work · Uses: G1, S02, work

Leaf basis: work

The first slope is(1/2-0)/(1-0)=1/2.

S04 · implies

Before

1\le t\le2

After

F(t)=1/2

Conditions: none

Rule: work · Uses: G1, S03, work

Leaf basis: work

Equal endpoint levels produce a valid flat middle interval.

S05 · implies

Before

2\le t\le3

After

F(t)=1/2+(t-2)/2=(t-1)/2

Conditions: none

Rule: work · Uses: G1, S04, work

Leaf basis: work

The last slope is also1/2 and reaches level1.

S06 · implies

Before

t\in\{0,1,2,3\}

After

F(t^-)=F(t)=F(t^+)

Conditions: none

Rule: work · Uses: G1, S05, work

Leaf basis: work

All pieces and tails agree at four knots; their interiors are continuous.

S07 · implies

Before

F\text{ nondecreasing and continuous, with tails }0,1

After

\exists X:\ F(t)=P(X\le t);\quad P(X=t)=F(t)-F(t^-)=0\quad(t\in\mathbb R)

Conditions: none

Rule: work · Uses: G1, S06, work

Leaf basis: work

Nonnegative piece slopes, tails identically0 and 1, and proved continuity first invoke the explicitly assumed CDF-existence theorem to obtain a law X; then the jump identity gives zero singleton mass for every t.

S08 · implies

Before

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

After

F\text{ is a continuous CDF, not strictly increasing}

Conditions: none

Rule: work · Uses: G1, S07, work

Leaf basis: work

Monotonicity, continuity and tail limits qualify a continuous CDF, retaining its flat interval.

Substeps and lemmas

No substeps in this guide.

Reverse audits

  • S08 · premise_audit · G1, S07, work — General continuous CDFs may be singular, as with a Cantor law; this example cannot imply densities generally.
  • S07 · premise_audit · G1, S06, work — Obtain the law before writing P(X=t); atomless does not mean zero interval mass, since P(0<X≤1)=1/2.
  • S06 · premise_audit · G1, S05, work — Auditing every junction proves global continuity, not sampling.
  • S05 · premise_audit · G1, S04, work — At t=2 it must give 1/2, not the incorrect continuation t/2.
  • S04 · premise_audit · G1, S03, work — A CDF need not be strictly increasing.
  • S03 · premise_audit · G1, S02, work — Substitution at 0 and 1 recovers both knots.
  • S02 · premise_audit · G1, S01, work — The values at endpoints t=0 and t=3 must agree with the interpolated pieces.
  • S01 · premise_audit · G1, work — Equal levels are allowed; only x-coordinates must be strictly ordered.

Error controls and negative controls

Junctions

Check both sides at 0,1,2,3.

Query ordering

Queries1/2,3/2,5/2 are strictly ordered and yield1/4,1/2,3/4.

  • Every continuous CDF is strictly increasing. → reject — This example is constant 1/2 on[1,2].
  • A continuous CDF must have a density. → reject — A singular Cantor-type law is a counterexample.
  • P(X=1)=F(1)=1/2. → reject — Singleton mass is the jump, which is zero here.

Result and limitations

This is a continuous atomless CDF with flat interval[1,2].

    Verification and source binding

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

    • source commit: b1b2f1dcf8c50d67a93fe52d95f8eef7b3abba9f
    • adopted source SHA-256: 79d7922fc70bd68789e0c257bdf10bf05aae23f17410f0343d79c5d7cb7756de
    • original source SHA-256: 5f3d06982951d8148e60031cd501f7fc189242eca7f7a442857ec8ad6f770380
    • Lean: NOT_RUN · independent AI: SCOPED_LEAD_AND_BILINGUAL_CONTEXT_REVIEW

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