Round 318

Round UUID: fbfd16e9-a3a1-4c35-b056-f47cc9a5e7a4

Prompt:

Task: Decide whether the entity is “Effective” or “Ineffective”.
You are given exactly two real‑valued fields per entity:
• FizzIntensity  (in arbitrary units)
• ColourShift    (in arbitrary units)

Apply the following rules IN THE GIVEN ORDER and output only the single word  
Effective  or  Ineffective.

Rule 0 – Definitely ineffective
    If FizzIntensity < 25 → Ineffective

Rule 1 – Colour‑shift dominates (over‑fizzled)
    Else, if ColourShift ≥ 0.45 × FizzIntensity → Ineffective
    (Too much colour shift relative to fizz usually means failure.)

Rule 2 – Very high fizz overrides everything
    Else, if FizzIntensity ≥ 60 → Effective

Rule 3 – Strong fizz with moderate colour shift
    Else, if FizzIntensity ≥ 48  AND  9 ≤ ColourShift ≤ 19 → Effective

Rule 4 – Moderate fizz with sizeable but not excessive colour shift
    Else, if 38 ≤ FizzIntensity < 48  AND  20 ≤ ColourShift ≤ 25 → Effective

Rule 5 – Negative colour shift but decent fizz
    Else, if ColourShift < 0  AND  FizzIntensity ≥ 26 → Effective

Default
    Else → Ineffective

Remember: evaluate the rules strictly in sequence; stop at the first rule that matches.  Output nothing except the final label.

• Inferences: 200
• Created: 2025-04-21 17:48:53+00:00
• First inference: 2025-04-21 17:49:00+00:00
• Last inference: 2025-04-21 18:01:42+00:00
• Completed: yes
• Train accuracy: 0.675 (KT 0.171)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.55 (KT 0.260)