Stop Frequency and Collinearity Screen#

Evaluating Collinearity#

Transit agencies have wide flexibility in designing their networks. Where we determine multiple routes are providing a combined service, we combine their frequencies on the shared segment. See our README for a longer explaination.

We use combined or single-route frequencies as appropriate for our spatial pathway for locating bus intersection Major Transit Stops.

The branching pathway uses exclusively single-route frequencies, so we always calculate both.

Current Analysis Date#

November 05 2025 (Wednesday)

If we are missing data on that date for a particular operator, we will patch in data from the previous three months. Currently patching in:

{'2025-08-20': ['eTrans Schedule', 'Roseville Transit GMV Schedule'],
 '2025-09-24': ['San Juan Capistrano Trolley Schedule',
  'Culver City Schedule'],
 '2025-10-15': ['Yolobus Schedule',
  'Go West Schedule',
  'Bay Area 511 Angel Island-Tiburon Ferry Schedule',
  'El Monte Schedule',
  'Nevada County Schedule']}

Single and Multi-Route Frequencies#

Example Data (first 10 rows)#

schedule_gtfs_dataset_key stop_id am_max_trips route_dir pm_max_trips am_max_trips_hr pm_max_trips_hr n_trips route_dir_count route_id name caltrans_district analysis_name
0 0089bd1b0a2b78a8590d8749737d7146 40414 12 35_1 14.0 4.00 3.5 26.0 1 35 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
1 0089bd1b0a2b78a8590d8749737d7146 40467 11 35_1 14.0 3.67 3.5 25.0 1 35 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
2 0089bd1b0a2b78a8590d8749737d7146 44005 13 35_1 14.0 4.33 3.5 27.0 1 35 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
3 0089bd1b0a2b78a8590d8749737d7146 40418 12 22_1 14.0 4.00 3.5 26.0 2 22 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
4 0089bd1b0a2b78a8590d8749737d7146 40418 12 23_1 14.0 4.00 3.5 26.0 2 23 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
5 0089bd1b0a2b78a8590d8749737d7146 40419 12 22_1 14.0 4.00 3.5 26.0 2 22 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
6 0089bd1b0a2b78a8590d8749737d7146 40419 12 23_1 14.0 4.00 3.5 26.0 2 23 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
7 0089bd1b0a2b78a8590d8749737d7146 40421 12 22_1 14.0 4.00 3.5 26.0 2 22 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
8 0089bd1b0a2b78a8590d8749737d7146 40421 12 23_1 14.0 4.00 3.5 26.0 2 23 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
9 0089bd1b0a2b78a8590d8749737d7146 40424 12 22_1 14.0 4.00 3.5 26.0 2 22 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District

Single-Route Frequencies Only#

Example Data (first 10 rows)#

schedule_gtfs_dataset_key stop_id am_max_trips route_dir pm_max_trips am_max_trips_hr pm_max_trips_hr n_trips route_dir_count name caltrans_district analysis_name
0 0089bd1b0a2b78a8590d8749737d7146 40090 6 17_1 6.0 2.00 1.5 12.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
1 0089bd1b0a2b78a8590d8749737d7146 40090 1 61_0 2.0 0.33 0.5 3.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
2 0089bd1b0a2b78a8590d8749737d7146 40091 4 17_0 6.0 1.33 1.5 10.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
3 0089bd1b0a2b78a8590d8749737d7146 40091 1 61_1 2.0 0.33 0.5 3.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
4 0089bd1b0a2b78a8590d8749737d7146 40092 4 17_0 6.0 1.33 1.5 10.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
5 0089bd1b0a2b78a8590d8749737d7146 40092 1 61_1 2.0 0.33 0.5 3.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
6 0089bd1b0a2b78a8590d8749737d7146 40093 6 17_1 6.0 2.00 1.5 12.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
7 0089bd1b0a2b78a8590d8749737d7146 40093 1 61_0 2.0 0.33 0.5 3.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
8 0089bd1b0a2b78a8590d8749737d7146 40094 6 17_1 6.0 2.00 1.5 12.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District
9 0089bd1b0a2b78a8590d8749737d7146 40094 1 61_0 2.0 0.33 0.5 3.0 1 Bay Area 511 Marin Schedule 04 - Bay Area / Oakland Marin County Transit District