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.
derivation-mko-continuous-real-distribution-function-01 · ocme-new142-reader-adoption-20261021
Construct a complete knot-based CDF and audit atomlessness.
An exact piecewise-linear family; continuity alone will not imply general density existence.
workG1 — 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 CDFt — arbitrary real thresholdSome 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-functionwork · prerequisite — Piecewise-linear functions are continuous on each piece; matching junctions ensure global continuity; CDF existence and the jump identity are prerequisites.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.
Before
t\le0\text{ or }t\ge3After
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.
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.
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.
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.
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.
Before
F\text{ nondecreasing and continuous, with tails }0,1After
\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.
Before
\lim_{t\to-\infty}F(t)=0,\quad\lim_{t\to\infty}F(t)=1After
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.
No substeps in this guide.
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.Check both sides at 0,1,2,3.
Queries1/2,3/2,5/2 are strictly ordered and yield1/4,1/2,3/4.
reject — This example is constant 1/2 on[1,2].reject — A singular Cantor-type law is a counterexample.reject — Singleton mass is the jump, which is zero here.This is a continuous atomless CDF with flat interval[1,2].
2 declared checks for this guide; only the listed expressions are covered.
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