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Saturday, October 10 · typical odds for a Saturday (too early for a weather forecast) · issued Sun 8:00 PM ET · connections flying that day

Sat, Oct 10: Delta via Atlanta, leaving 06:00, is the safest bet: 88% chance of reaching Panama City Beach on time.

Best connections that day, one ticket

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

DeltaDetails → PHL 06:00 → ATL 08:03DL 1269 2h 38m Atlanta ATL 10:41 → ECP 10:48DL 3045 5h 48m 99% 88%
DeltaDetails → PHL 07:15 → ATL 09:17DL 1152 3h 10m Atlanta ATL 12:27 → ECP 12:40DL 2823 6h 25m 99% 88%
UnitedDetails → PHL 13:04 → IAH 15:35UA 2038 2h 30m Houston IAH 18:05 → ECP 20:03UA 4826 · flown by CommuteAir 7h 59m 98% 88%
DeltaDetails → PHL 13:25 → ATL 15:31DL 2279 3h 27m Atlanta ATL 18:58 → ECP 19:12DL 3053 6h 47m 99% 84%
DeltaDetails → PHL 11:16 → ATL 13:22DL 2270 2h 33m Atlanta ATL 15:55 → ECP 16:06DL 3094 5h 50m 99% 82%
AmericanDetails → PHL 05:00 → DFW 07:34AA 1751 2h 28m Dallas-Fort Worth DFW 10:02 → ECP 12:13AA 3625 · flown by Envoy 8h 13m 100% 80%
DeltaDetails → PHL 17:06 → ATL 19:19DL 1692 3h 32m Atlanta ATL 22:51 → ECP 22:58DL 3131 6h 52m 96% 78%
AmericanDetails → PHL 12:08 → CLT 13:48AA 1859 3h 09m Charlotte CLT 16:57 → ECP 17:45AA 5297 · flown by PSA 6h 37m 92% 68%
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 Sat, Oct 10 (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