Tickets
Any day
Thursday, October 8 · typical odds for a Thursday (too early for a weather forecast) · issued Sun 12:00 PM ET · connections flying that day

Thu, Oct 8: Delta via Atlanta, leaving 07:50, is the safest bet: 82% chance of reaching Washington on time.

Nonstops that day

All 1 nonstop →
YX 4789 Republic ECP 13:10 DCA 16:50 19% 4% 0.9% no record

Best connections that day, one ticket

Ranked by chance you reach Washington on time, from each leg’s forecast for the day. Total trip = scheduled departure to arrival (Washington is 1 h ahead of Panama City Beach). Layovers up to 4 hours. Pick a connection for its 12-month details.

DeltaDetails → ECP 06:00 → ATL 08:13DL 3114 1h 27m Atlanta ATL 09:40 → DCA 11:27DL 380 4h 27m 96% 86%
DeltaDetails → ECP 07:50 → ATL 10:00DL 1674 59m Atlanta ATL 10:59 → DCA 12:47DL 1798 3h 57m 94% 82%
SouthwestDetails → ECP 10:53 → BNA 12:33WN 311 1h 37m Nashville BNA 14:10 → DCA 17:04WN 537 5h 11m 99% 80%
AmericanDetails → ECP 07:44 → DFW 10:08AA 4120 · flown by Envoy 1h 46m Dallas-Fort Worth DFW 11:54 → DCA 15:59AA 1414 7h 15m 95% 78%
DeltaDetails → ECP 09:12 → ATL 11:20DL 3048 1h 49m Atlanta ATL 13:09 → DCA 14:56DL 360 4h 44m 97% 77%
DeltaDetails → ECP 11:38 → ATL 13:51DL 3045 2h 49m Atlanta ATL 16:40 → DCA 18:37DL 950 5h 59m 98% 76%
DeltaDetails → ECP 14:47 → ATL 17:00DL 2823 2h 55m Atlanta ATL 19:55 → DCA 21:49DL 727 6h 02m 99% 73%
UnitedDetails → ECP 09:00 → IAH 10:57UA 4034 · flown by Mesa 58m Houston IAH 11:55 → DCA 16:03UA 654 6h 03m 86% 71%
How these are worked out. Each flight’s odds are our forecast for that day (typical odds until the weather forecast covers it); flights of airlines we don’t forecast yet use their 12-month record and are marked. Makes the connection: the first flight’s 12-month lateness curve, scaled so its chance of arriving 15+ min late matches the day’s forecast, at the layover minus the 45-minute minimum (90 on separate tickets). Arrives on time: first flight not cancelled × connection made × second flight not cancelled × second flight within 15 minutes, each from the day’s forecast.

About this data: forecast odds from our model for Thu, Oct 8 (newest published update); 12-month records from US DOT on-time data, Aug 2025 – Jul 2026, all US airlines; regional flights count under the airline that sells them. JSON