Sea-Tac Airport · KSEA
Seattle, Seattle-Tacoma International Airport
As of 8:05 am · Monday, August 3
Sunny
57.20°F
station reports whole-degree readings (±1°)
↑76.00°
↓57.00°
Trend
62.90°
by mon 11:05 am
Raw local trend ±0.62°/hr
+0.16°/hr
not statistically significant right now - the error bar spans zero, so treat this as flat
Applied, after damping
50%
How much of the raw trend the model trusts, based on proximity to sunrise/peak-heat hour and current cloud/wind. Low near those turning points, since the trend is about to reverse.
Uncertainty band
58.70°–67.10° (±8.40°)
Widens when local pressure is falling (unsettled weather approaching), and independently when the marine push or offshore flow signals below are elevated - separate from the trend confidence above.
Widened: local pressure falling; marine push signal rising; offshore flow signal rising.
Last 6h + projection
6h ago
mon 11:05 am
Estimated hottest/coldest time of day
↑
76.00°
projected for today's peak-heat hour · est. peak ~4:12 pm
NWS hourly forecast - too far out for the local trend to be worth anything (local trend 70.8° · NWS 76.0°)
↓
57.00°
expected low tonight · est. trough ~tue 5:51 am
Actual so far today
↑
60.98°
recorded at 12:00 am
↓
53.06°
recorded at 3:53 am
Yesterday
↑
71°
recorded at 5:00 pm
↓
56°
recorded at 2:20 am
final NWS climate report (CLI) - the value Kalshi settled on
Tomorrow's high
86.00°
~5:00 pm · reference confidence 73%*
From the NWS hourly forecast (HRRR model) - real atmospheric dynamics, not this tool's own trend/persistence guess. Reference confidence is measured from the last 11 finalized next-day predictions using this same source (calibration_log.py) - not a placeholder.
Tomorrow's low
57.00°
~6:00 am · reference confidence 77%*
From the NWS hourly forecast (HRRR model) - real atmospheric dynamics, not this tool's own trend/persistence guess. Reference confidence is measured from the last 11 finalized next-day predictions using this same source (calibration_log.py) - not a placeholder.
Kalshi · today's high market
Estimated high: 76.00°F
74° or below
75° to 76°
77° to 78°
79° to 80°
81° to 82°
83° or above
Highlighted bracket is the one this tool's own estimate falls into - not a probability call, just a quick eyeball check against the market's pricing.
Bid/ask are the current highest buy offer and lowest sell offer for that bracket (last-price is the most recent trade, which can lag). A wide gap between them usually means a thin, less reliable market.
KXHIGHTSEA-26AUG03
Kalshi · today's high market volume
10,339
contracts traded, last 24h
Dollar volume (our estimate)
≈$2,400 est.
Contract count matches Kalshi's own "Volume" figure; the dollar amount is our own estimate (contracts × that hour's average price) since Kalshi doesn't publish a dollar total directly. Applies to all four volume charts on this page (today's/tomorrow's high/low).
Kalshi · today's low market
Observed low: 53.1°F
station's own 1-minute figure from the METAR remarks - not the rounded 5-minute feed
46° or below
47° to 48°
49° to 50°
51° to 52°
53° to 54°
55° or above
Trades stay manual for now - this is a side-by-side view for a human to review, not an automated signal.
KXLOWTSEA-26AUG03
Kalshi · today's low market volume
—
contracts traded, last 24h
Dollar volume (our estimate)
—
Volume unavailable.
Kalshi · tomorrow's high market
Estimated high: 86.00°F
83° or below
84° to 85°
86° to 87°
88° to 89°
90° to 91°
92° or above
Highlighted bracket is the one this tool's tomorrow-high estimate falls into.
KXHIGHTSEA-26AUG04
Kalshi · tomorrow's high market volume
1,772
contracts traded, last 24h
Dollar volume (our estimate)
≈$307 est.
Kalshi · tomorrow's low market
Estimated low: 57.00°F
50° or below
51° to 52°
53° to 54°
55° to 56°
57° to 58°
59° or above thin
Highlighted bracket is the one this tool's tomorrow-low estimate falls into.
KXLOWTSEA-26AUG04
Kalshi · tomorrow's low market volume
371
contracts traded, last 24h
Dollar volume (our estimate)
≈$103 est.
Next-day forecast · track record
| Forecast for | High est. | Actual | Err | Low est. | Actual | Err |
|---|---|---|---|---|---|---|
| 08-04 | 86.0 | — | pending | 57.0 | — | pending |
| 08-03 | 76.0 | 61.0 | pending | 53.0 | 53.1 | pending |
| 08-02 | 70.0 | 71.6 | -1.6 | 55.0 | 55.4 | -0.4 |
| 08-01 | 70.0 | 72.0 | -2.0 | 59.0 | 59.0 | +0.0 |
| 07-31 | 83.0 | 84.2 | -1.2 | 55.0 | 55.4 | -0.4 |
| 07-30 | 76.0 | 79.0 | -3.0 | 53.0 | 53.6 | -0.6 |
| 07-29 | 76.0 | 75.2 | +0.8 | 55.0 | 57.2 | -2.2 |
| 07-28 | 74.0 | 73.4 | +0.6 | 59.0 | 60.8 | -1.8 |
High: MAE 1.67°F, bias -0.54°F over 12 days · Low: MAE 1.39°F, bias +0.14°F over 12 days. Bias is signed forecast minus actual, so positive means the forecast ran warm. Days still in progress show pending - they are excluded from the averages, because scoring against a partial day's high is what made these numbers look twice as bad as they are.
Weekly performance · high (7 of 7 days)
| Date | Predicted | 1h before pred. | NWS 1h before | Actual | 1h before actual | Temp Δ | Time Δ | Kalshi peak vol. | Kalshi implied |
|---|---|---|---|---|---|---|---|---|---|
| 08-02 | 4:13pm · 69.8° | 66.2° | 70.0° | 5:00pm · 71.0° | 66.2° | -1.20 | -47 min | 8,704 @ 5:45pm | 70° (70° to 71°) |
| 08-01 | 4:14pm · 71.6° | 71.6° | 71.0° | 3:57pm · 72.0° | 71.6° | -0.40 | +16 min ✓ | 5,264 @ 4:45pm | 72° (72° to 73°) |
| 07-31 | 4:14pm · 82.4° | 80.6° | 82.0° | 5:25pm · 84.0° | 82.4° | -1.60 | -71 min | 19,455 @ 4:45pm | 84° (83° to 84°) |
| 07-30 | 4:15pm · 75.2° | 73.4° | 75.0° | 5:50pm · 79.0° | 75.2° | -3.80 | -95 min | 25,575 @ 4:15pm | 80° (79° to 80°) |
| 07-29 | 4:15pm · 75.2° | 73.4° | 75.0° | 2:50pm · 75.0° | 73.4° | +0.20 | +85 min | 15,096 @ 3:45pm | 76° (76° to 77°) |
| 07-28 | 4:15pm · 73.4° | 71.6° | 73.0° | 12:07pm · 73.4° | 69.8° | +0.00 | +248 min | 6,642 @ 11:30am | 74° (74° to 75°) |
| 07-27 | 4:17pm · 78.8° | 77.0° | 76.0° | 5:05pm · 79.0° | 75.2° | -0.20 | -48 min ✓ | 4,086 @ 3:15pm | 78° (78° to 79°) |
Trailing 7 days, most recent first. Predictions only appear once calibration_log.py has logged them (recent addition) - actual/Kalshi columns work back further.
Weekly performance · low (7 of 7 days)
| Date | Predicted | 1h before pred. | NWS 1h before | Actual | 1h before actual | Temp Δ | Time Δ | Kalshi peak vol. | Kalshi implied |
|---|---|---|---|---|---|---|---|---|---|
| 08-02 | 5:49am · 55.9° | 57.2° | 55.0° | 2:30am · 56.0° | 57.2° | -0.10 | +199 min | 1,190 @ 1:00am | 56° (55° to 56°) |
| 08-01 | 5:47am · 61.0° | 62.6° | 61.0° | 11:35pm · 58.0° | 60.8° | +3.00 | -1068 min | 2,702 @ 11:30pm | 58° (57° to 58°) |
| 07-31 | 5:46am · 55.6° | 57.2° | 55.0° | 6:15am · 56.0° | 59.0° | -0.40 | -29 min | 982 @ 6:15am | 58° (58° or above) |
| 07-30 | 5:45am · 54.0° | 55.4° | 53.0° | 3:52am · 54.0° | 55.0° | +0.00 | +112 min | 1,093 @ 5:00am | 52° (52° to 53°) |
| 07-29 | 5:44am · 57.0° | 60.8° | 56.0° | 1:05am · 56.0° | 59.0° | +1.00 | +279 min | 1,899 @ 10:00pm | 54° (54° to 55°) |
| 07-28 | 5:42am · 60.4° | 60.8° | 60.0° | 11:55pm · 57.2° | 60.8° | +3.20 | -1093 min | 6,240 @ 8:15am | 58° (57° to 58°) |
| 07-27 | 5:41am · 57.8° | 59.0° | 57.0° | 1:35am · 59.0° | —° | -1.20 | +246 min | 981 @ 5:00am | 58° (57° to 58°) |
Monthly performance · August 2026
Only 2 day(s) finalized so far this month - treat these as low-sample, not a stable average.
High
Temp bias (signed)-0.80°F (2 days)
Temp MAE0.80°F
NWS bias (signed)-1.00°F (2 days)
NWS MAE1.00°F
model's MAE is 0.20°F lower (better) than NWS's this month.
Peak-time bias (signed)-15 min
Peak-time MAE32 min
Mean Kalshi peak volume6,984 contracts
Model in Kalshi's top bracket100% (2 days)
Low
Temp bias (signed)+1.45°F (2 days)
Temp MAE1.55°F
NWS bias (signed)+1.00°F (2 days)
NWS MAE2.00°F
model's MAE is 0.45°F lower (better) than NWS's this month.
Peak-time bias (signed)-434 min
Peak-time MAE634 min
Mean Kalshi peak volume1,946 contracts
Model in Kalshi's top bracket50% (2 days)
Bias/MAE use the same (predicted − actual) sign convention as the backtest above. Positive bias means the model's prediction ran warm/high or late; negative means it ran cool/low or early.
Paper trading · trailing 7 days
1hr before peak
Insufficient data - only 3 bet(s) so far (need at least 5 to treat win rate/band coverage as meaningful).
2hr before peak
No simulated bets placed yet in this window.
Simulated only - no real orders placed. A bet is logged when the model's own (backtest-calibrated) probability disagrees with Kalshi's price by at least 15 points - independently at ~1hr and ~2hr before the predicted peak, so the two lead times can be compared rather than picking one upfront. Kept separate on purpose - see the two blocks below.
Low market: always-bet-the-model vs. edge-gated
Low - edge-triggered (1hr)
Insufficient data - only 1 bet(s) so far (need at least 5 to treat win rate/band coverage as meaningful).
Low - unconditional (1hr)
Insufficient data - only 1 bet(s) so far (need at least 5 to treat win rate/band coverage as meaningful).
Low market only. "Edge-triggered" is the same 15-point-disagreement bet already counted above under "1hr before peak" (isolated here to just the low side, since the block above pools high and low together); "unconditional" instead bets every single day on whichever bracket the model's own point estimate falls into, no disagreement required. Comparing the two answers whether just following the model daily beats only betting when a real mispricing shows up. High doesn't get an unconditional mode - this comparison only applies to low.
Paper trading · August 2026
1hr before peak
Insufficient data - only 2 bet(s) so far (need at least 5 to treat win rate/band coverage as meaningful).
2hr before peak
No simulated bets placed yet in this window.
Low market: always-bet-the-model vs. edge-gated
Low - edge-triggered (1hr)
Insufficient data - only 1 bet(s) so far (need at least 5 to treat win rate/band coverage as meaningful).
Low - unconditional (1hr)
No simulated bets placed yet in this window.
Conditions
Wind
9.20 mph
Cloud cover
0%
Pressure
steady
Trend confidence
50%
Marine push
rising
via KHQM + KORS
Offshore flow
rising
via KELN
Trend confidence is how much the model trusts its own short-term extrapolation right now - not confidence in the readings above. It's deliberately low near sunrise or the day's peak-heat hour, since the trend is about to reverse there regardless of how strong it looks right before. Marine push (coastal/strait pressure gradient) and offshore flow (interior gap-wind gradient) are two distinguishable patterns behind Seattle temperature swings - the latter is the mechanism behind most real heat events, not just solar heating. Both are still first-pass signals, not yet calibrated against real outcomes (see calibration log).
Seattle (Fremont) · NWS gridpoint forecast
59.0°
Sunny · KBFI, 8:10 am
Wind
3.4 mph
Today, per NWS
↑
73.0°
forecast high ~5:00 pm
↓
56.0°
forecast low ~8:00 am
A separate, closer-to-home comparison point - not part of the KSEA model above, and not blended into it. Sea-Tac Airport runs warmer than Fremont in summer (further from Lake Union/marine moderation), so treat these as two different microclimates. Current conditions are real observations from KBFI (Boeing Field, nearest full ASOS station - still ~5-6mi from Fremont). The high/low is NWS's own HRRR-based forecast for Fremont's actual coordinates, not this tool's in-house trend/gradient-network model - no backtesting or paper trading behind these numbers yet.