The Mechanism · Gated-generation receipt

gen-define-flood-frequency-analysis-and-give-one-short-worked-ex-3d20

stable pending witness
2026-05-29 03:29:53 UTC · anthropic/claude-sonnet-4-5

Prompt

Define flood frequency analysis and give one short worked example.
66 chars

Generation

# Flood Frequency Analysis ## Definition **Flood frequency analysis** is a statistical method used to estimate the probability of occurrence of flood events of various magnitudes. It relates flood discharge (or stage) to its return period (or exceedance probability), allowing engineers to predict the magnitude of floods with specific recurrence intervals (e.g., 10-year, 50-year, 100-year floods) for design and planning purposes. --- ## Worked Example ### Problem Annual maximum flood peaks (m³/s) for a river over 8 years are: **450, 520, 380, 610, 490, 550, 420, 580** Estimate the **50-year return period flood** using the Gumbel distribution method. ### Solution **Step 1:** Arrange data and calculate statistics - Mean: x̄ = (450+520+380+610+490+550+420+580)/8 = **500 m³/s** - Standard deviation: σ = **79.4 m³/s** **Step 2:** Calculate Gumbel frequency factor (K) For T = 50 years: K = -√6/π [0.5772 + ln(ln(T/(T-1)))] K = -0.7797 × [0.5772 + ln(ln(50/49))] K = -0.7797 × [0.5772 + 3.9019] = **3.49** **Step 3:** Calculate flood magnitude Q₅₀ = x̄ + K·σ = 500 + 3.49(79.4) = **777 m³/s** ### Answer The estimated **50-year flood is approximately 777 m³/s** This means a flood of this magnitude has a 2% probability of being equaled or exceeded in any given year.
18 tokens in · 445 tokens out · 11365 ms · $0.0067

The four gates

RED
pass
no disqualifying input patterns detected
FLOOR
pass
output above protective minimum; no mismatches
WAY
pass
no declared way_path (Way check NA); no coercion language
EXECUTION
deferred
no witnesses available (Witness Roll not yet constituted)

Verifier results

scripture_anchors NOT_APPLICABLE
0 Scripture citation(s) extracted
theology_doctrine NOT_APPLICABLE
no doctrine keyword patterns detected

Metrics

Total latency
11372.9 ms
Base LLM
11365.4 ms
Verifiers
0.4 ms
Gates
0.1 ms
Cost
$0.0067

Trail

03:29:53 received prompt_chars=66 verifiers=['scripture_anchors', 'theology_doctrine']
03:29:53 red_gate decision=pass reason=no disqualifying input patterns detected
03:30:04 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=18 tokens_out=445 latency_ms=11365.4 cost_usd=0.0067
03:30:04 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
03:30:04 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
03:30:04 floor_gate decision=pass reason=output above protective minimum; no mismatches
03:30:04 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
03:30:04 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
03:30:04 signed hash_algo=sha256 hash=sha256:fb6e73e3ea8bdca7d02cf08e29303e800f0a7a81b77431ca55dc02face47d6b3

Content hash

sha256:fb6e73e3ea8bdca7d02cf08e29303e800f0a7a81b77431ca55dc02face47d6b3

SHA256 over the canonical JSON (excluding this field). Tamper detection. Ed25519 signing planned for v2 once the operator’s signing key is provisioned on disk.

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