Sea-Tac Airport · KSEA
Seattle, Seattle-Tacoma International Airport
As of 12:05 am · Tuesday, August 11
Clear
62.60°F
station reports whole-degree readings (±1°)
76.00° 57.00°
Trend
59.70° by tue 3:05 am
Raw local trend ±3.99°/hr +1.01°/hr
not statistically significant right now - the error bar spans zero, so treat this as flat
Applied, after damping 68%
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 54.80°–64.60° (±9.80°)
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; noisy local trend fit.
Last 6h + projection
60°
6h ago tue 3:05 am
Conditions · last 6h
62.6°F
5 mph
30.09 inHg
51.8°F
0%
6h ago now
The same station readings the model itself runs on - what the trend fit and the cross-station gradient network are built from. History only; the dashed projection above is temperature-specific.
Estimated hottest/coldest time of day
76.00° projected for today's peak-heat hour · est. peak ~4:07 pm NWS hourly forecast - too far out for the local trend to be worth anything (local trend 66.2° · NWS 76.0°)
57.00° today's overnight low, almost here · est. trough ~tue 6:00 am NWS hourly forecast - too far out for the local trend to be worth anything (local trend 58.3° · NWS 57.0°)
Confidence, from similar past days
80%based on 5 days with marine push active, offshore flow steadyMAE 1.01°F, bias +0.61°F
86%based on all 20 finalized days · no specific match yet (2 of 5 needed)MAE 0.43°F, bias +0.22°F
Measured from finalized days whose marine-push, offshore-flow and pressure-gradient state at prediction time matched today's, not one average across every day regardless of conditions (calibration_log.py). Falls back to the all-days figure until a specific combination has 5 matching days behind it - the sample count above always says which one you are looking at.
Actual so far today
66.20° recorded at 12:00 am station reported 19°C (whole degree), so this is ±0.9°F
62.60° recorded at 12:05 am station reported 17°C (whole degree), so this is ±0.9°F
Yesterday
73.9° recorded at 4:53 pm
55.0° recorded at 3:53 am
from the observation stream; NWS's final report normally lands ~1:25 am and isn't out yet
Tomorrow's high
74.00° ~4:00 pm · reference confidence 72%*
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 19 finalized next-day predictions using this same source (calibration_log.py) - not a placeholder.
Tomorrow's low
58.00° ~7:00 am · reference confidence 80%*
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 19 finalized next-day predictions using this same source (calibration_log.py) - not a placeholder.
Kalshi · today's high market
Estimated high: 76.00°F
75° or below10%bid 10¢ / ask 11¢
76° to 77°26%bid 26¢ / ask 27¢
78° to 79°41%bid 40¢ / ask 41¢
80° to 81°22%bid 22¢ / ask 24¢
82° to 83°4%bid 3¢ / ask 5¢
84° or above2%bid 1¢ / ask 2¢
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-26AUG11
Kalshi · today's high market volume
6,310 contracts traded, last 24h
Dollar volume (our estimate) ≈$1,098 est.
1am: 0 contracts (≈$0)1am$02am: 0 contracts (≈$0)2am$03am: 0 contracts (≈$0)3am$04am: 0 contracts (≈$0)4am$05am: 0 contracts (≈$0)5am$06am: 0 contracts (≈$0)6am$07am: 0 contracts (≈$0)7am$08am: 818 contracts (≈$91)8am$919am: 20 contracts (≈$5)9am$5Peak hour - 10am: 968 contracts (≈$68)10am$6811am: 794 contracts (≈$84)11am$8412pm: 89 contracts (≈$12)12pm$121pm: 53 contracts (≈$21)1pm$212pm: 401 contracts (≈$100)2pm$1003pm: 119 contracts (≈$20)3pm$204pm: 107 contracts (≈$31)4pm$315pm: 504 contracts (≈$75)5pm$756pm: 96 contracts (≈$26)6pm$267pm: 648 contracts (≈$122)7pm$1228pm: 772 contracts (≈$212)8pm$2129pm: 47 contracts (≈$9)9pm$910pm: 822 contracts (≈$208)10pm$20811pm: 24 contracts (≈$7)11pm$712am: 29 contracts (≈$10)12am$10
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
Estimated low: 57.00°F
50° or below2%bid 1¢ / ask 2¢
51° to 52°1%bid 0¢ / ask 1¢
53° to 54°13%bid 11¢ / ask 13¢
55° to 56°50%bid 47¢ / ask 54¢
57° to 58°33%bid 27¢ / ask 34¢
59° or above5%bid 2¢ / ask 5¢
Trades stay manual for now - this is a side-by-side view for a human to review, not an automated signal.
KXLOWTSEA-26AUG11
Kalshi · today's low market volume
2,829 contracts traded, last 24h
Dollar volume (our estimate) ≈$620 est.
1am: 0 contracts (≈$0)1am$02am: 0 contracts (≈$0)2am$03am: 0 contracts (≈$0)3am$04am: 0 contracts (≈$0)4am$05am: 0 contracts (≈$0)5am$06am: 0 contracts (≈$0)6am$07am: 0 contracts (≈$0)7am$08am: 341 contracts (≈$100)8am$1009am: 200 contracts (≈$81)9am$8110am: 0 contracts (≈$0)10am$011am: 74 contracts (≈$20)11am$2012pm: 255 contracts (≈$5)12pm$51pm: 5 contracts (≈$2)1pm$22pm: 204 contracts (≈$43)2pm$43Peak hour - 3pm: 848 contracts (≈$158)3pm$1584pm: 17 contracts (≈$2)4pm$25pm: 204 contracts (≈$27)5pm$276pm: 354 contracts (≈$67)6pm$677pm: 26 contracts (≈$9)7pm$98pm: 0 contracts (≈$0)8pm$09pm: 15 contracts (≈$5)9pm$510pm: 241 contracts (≈$98)10pm$9811pm: 14 contracts (≈$1)11pm$112am: 31 contracts (≈$2)12am$2
Kalshi · tomorrow's high market
Market not open yet.
Highlighted bracket is the one this tool's tomorrow-high estimate falls into.
no open market
Kalshi · tomorrow's high market volume
contracts traded, last 24h
Dollar volume (our estimate)
Volume unavailable.
Kalshi · tomorrow's low market
Market not open yet.
Highlighted bracket is the one this tool's tomorrow-low estimate falls into.
no open market
Kalshi · tomorrow's low market volume
contracts traded, last 24h
Dollar volume (our estimate)
Volume unavailable.
Next-day forecast · track record
Forecast forHigh est.ActualErrLow est.ActualErr
08-1274.0pending58.0pending
08-1178.066.2pending57.062.6pending
08-1078.073.9+4.156.055.0+1.0
08-0979.077.0+2.057.055.0+2.0
08-0882.082.9-0.959.057.2+1.8
08-0787.086.0+1.059.059.0+0.0
08-0685.087.8-2.859.059.0+0.0
08-0588.087.8+0.259.059.0+0.0
High: MAE 1.78°F, bias +0.08°F over 20 days · Low: MAE 1.12°F, bias +0.27°F over 20 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 (6 of 7 days)
DatePredicted1h before pred.NWS 1h beforeActual1h before actualTemp ΔTime ΔKalshi peak vol.Kalshi implied
08-10no data
08-094:08pm · 78.0°75.2°78.0°3:42pm · 77.0°75.2°+1.00+26 min ✓7,127 @ 4:45pm78° (78° to 79°)
08-084:09pm · 83.0°78.8°83.0°4:53pm · 83.0°81.0°+0.00-44 min7,669 @ 4:00pm84° (83° to 84°)
08-074:10pm · 86.0°82.4°86.0°4:57pm · 86.0°84.2°+0.00-48 min3,971 @ 3:30pm86° (85° to 86°)
08-064:11pm · 86.6°84.2°87.0°5:47pm · 88.0°86.0°-1.40-96 min21,711 @ 4:45pm88° (87° to 88°)
08-054:11pm · 86.0°84.2°82.0°5:20pm · 87.0°86.0°-1.00-69 min20,436 @ 9:30pm87° (87° or below)
08-044:12pm · 81.4°80.6°82.0°4:27pm · 81.0°80.6°+0.40-16 min ✓2,710 @ 11:00am83° (83° or below)
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 (6 of 7 days)
DatePredicted1h before pred.NWS 1h beforeActual1h before actualTemp ΔTime ΔKalshi peak vol.Kalshi implied
08-10no data
08-095:58am · 55.9°55.4°57.0°6:23am · 55.0°55.4°+0.90-25 min2,474 @ 4:00am56° (55° to 56°)
08-085:56am · 57.2°57.2°59.0°5:42am · 58.0°59.0°-0.80+14 min ✓1,789 @ 4:30am58° (58° to 59°)
08-075:55am · 58.9°60.8°59.0°4:15am · 59.0°60.8°-0.10+100 min800 @ 6:15pm58° (57° to 58°)
08-065:54am · 60.2°62.1°60.0°6:30am · 59.0°60.8°+1.20-36 min2,542 @ 6:15am58° (58° to 59°)
08-055:52am · 59.5°61.0°58.0°5:37am · 59.0°62.6°+0.50+14 min1,890 @ 5:30am58° (58° to 59°)
08-045:51am · 57.8°57.2°57.0°4:50am · 58.0°62.6°-0.20+61 min353 @ 4:30am58° (57° to 58°)
Monthly performance · August 2026
High
Temp bias (signed)-0.54°F (9 days)
Temp MAE0.86°F
NWS bias (signed)-0.89°F (9 days)
NWS MAE1.33°F
model's MAE is 0.47°F lower (better) than NWS's this month.
Peak-time bias (signed)-40 min
Peak-time MAE50 min
Mean Kalshi peak volume9,594 contracts
Model in Kalshi's top bracket100% (9 days)
Low
Temp bias (signed)+0.50°F (9 days)
Temp MAE0.77°F
NWS bias (signed)+0.44°F (9 days)
NWS MAE1.11°F
model's MAE is 0.34°F lower (better) than NWS's this month.
Peak-time bias (signed)-69 min
Peak-time MAE182 min
Mean Kalshi peak volume1,717 contracts
Model in Kalshi's top bracket50% (8 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 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.
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 2 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.
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
Simulated P&L$-2.50
Win rate0% (5 bets)
Avg. edge at entry17 pts
Within stated uncertainty band80%
On the 2 bet(s) where the model and Kalshi disagreed most: model was closer to the actual outcome 0 time(s), market was closer 2 time(s).
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 4 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
4.60 mph
Cloud cover
0%
Pressure
falling
Trend confidence
68%
Marine push
rising
via KHQM + KORS
Offshore flow
quiet
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
66.2° Clear · KBFI, 12:10 am
Wind 0.0 mph
Today, per NWS
73.0° forecast high ~4:00 pm
57.0° forecast low ~4:00 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.