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Jaccard Union One Item Delta Tool

Compute jaccard union one item delta from explicit bounded inputs.

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Description

Return before=intersection/union and after=(intersection+1 when common, otherwise intersection)/(union+1), plus delta=after-before.

A similarity term depends on the comparison universe, missing-value policy, treatment of repeated features, and normalization. A score can also have a caller-selected value when its mathematical denominator vanishes. Those conventions matter before interpreting a threshold or comparing methods.

Return before=intersection/union and after=(intersection+1 when common, otherwise intersection)/(union+1), plus delta=after-before.

When to use this tool

Use Jaccard Union One Item Delta when you need this particular comparison term, normalization, domain condition, or empty-result policy in a larger matching workflow.

How to use the tool and how it works

  1. Enter intersection, union, common. Use the units and conventions below.
  2. Run the tool. Correct any format, range, or cross-field input error before interpreting the output.
  3. Read before, after, delta. Use the output convention below.

Return before=intersection/union and after=(intersection+1 when common, otherwise intersection)/(union+1), plus delta=after-before. Require positive integer union and feasible intersection.1

Input fieldMeaning and unitsAccepted input
intersectionIntersectionRequired. Safe integer; minimum 0.
unionUnionRequired. Safe integer; minimum 1.
commonCommonRequired. Boolean.
Output fieldInterpretationReturned shape
beforeBeforeRequired. Finite number.
afterAfterRequired. Finite number.
deltaDeltaRequired. Finite number.
json
{
  "input": {
    "intersection": 1,
    "union": 2,
    "common": false
  },
  "output": {
    "before": 0.5,
    "after": 0.3333333333333333,
    "delta": -0.16666666666666669
  }
}

Limitations and assumptions

  • The operation models one new union item with supplied common-membership status. It does not verify novelty, edit actual sets, or estimate real false-positive rates.
  • The field tables state structural bounds; the mechanics also specify cross-field constraints. Malformed inputs and unsupported domains cause errors. A successful false flag, empty branch value, or zero placeholder has the meaning stated above and is distinct from an input error.
  • Numeric calculations use binary floating point unless exact decimal-integer arithmetic is explicitly stated. No hidden measurement tolerance or decimal rounding is added; nonfinite or out-of-contract results are rejected. Signed zero is exported as zero.

Alternative or Complementary methods

Compare methods only after aligning feature definitions, missingness, empty policies, multiplicities, and normalizers. Use a complete comparison when the tool returns only one contribution or count check.

References

  1. Calculation and input contract: similarity/jaccard-union-one-item-delta — tool.io

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