Tickets
Any day
Friday, October 9 · typical odds for a Friday (too early for a weather forecast) · issued Mon 12:00 PM ET · connections flying that day

Fri, Oct 9: one nonstop, AA 5173 at 13:17, with a 29% chance of arriving 15+ min late.

Nonstops that day

All 1 nonstop →
AA 5173 American flown by PSA Flight history → ECP 13:17 PHL 16:48 29% 10% 3.3% 59%

Best connections that day, one ticket

Ranked by chance you reach Philadelphia on time, from each leg’s forecast for the day. Total trip = scheduled departure to arrival (Philadelphia 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 3h 08m Atlanta ATL 11:21 → PHL 13:24DL 2279 6h 24m 97% 84%
SouthwestDetails → ECP 07:50 → BNA 09:15WN 1785 1h 00m Nashville BNA 10:15 → PHL 13:20WN 623 4h 30m 96% 82%
DeltaDetails → ECP 07:50 → ATL 10:00DL 1674 3h 00m Atlanta ATL 13:00 → PHL 15:02DL 2131 6h 12m 99% 81%
DeltaDetails → ECP 09:12 → ATL 11:20DL 3048 3h 45m Atlanta ATL 15:05 → PHL 17:12DL 1169 7h 00m 99% 80%
AmericanDetails → ECP 07:05 → CLT 09:59AA 5175 · flown by PSA 3h 03m Charlotte CLT 13:02 → PHL 14:50AA 2573 6h 45m 99% 79%
DeltaDetails → ECP 17:03 → ATL 19:21DL 3094 3h 35m Atlanta ATL 22:56 → PHL 00:59 +1DL 2642 6h 56m 98% 79%
AmericanDetails → ECP 16:17 → CLT 19:04AA 3552 · flown by Envoy 3h 25m Charlotte CLT 22:29 → PHL 00:22 +1AA 2189 7h 05m 100% 77%
DeltaDetails → ECP 13:36 → ATL 15:50DL 1359 3h 25m Atlanta ATL 19:15 → PHL 21:20DL 2065 6h 44m 97% 75%
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 Fri, Oct 9 (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