Singapore estimated-name transition
match ← All flat growth benchmarks96 daily training rows from 2024 and every day of 2028. Estimated suffixes stay distinct, and future-only names never become fitted columns.
Input
benchmark/inputs/v5/country-estimated-96.json: 96 history rows and 366 forecast rows.
Output
Largest difference: 1.4e-11 (< 0.0001% of the input's range).
Every forecast row from both libraries.
| Date | Effect Prophet | Python Prophet | Difference |
|---|---|---|---|
| 2028-01-01 | 23.0350 | 23.0350 | 1.4e-11 |
| 2028-01-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-01-31 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-02-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-03-31 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-14 | 20.0988 | 20.0988 | 3.6e-12 |
| 2028-04-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-04-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-01 | 20.0151 | 20.0151 | 5.9e-12 |
| 2028-05-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-05-31 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-06-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-07-31 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-09 | 20.0151 | 20.0151 | 1.4e-11 |
| 2028-08-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-08-31 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-09-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-10-31 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-15 | 20.0151 | 20.0151 | 1.2e-11 |
| 2028-11-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-25 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-11-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-01 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-02 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-03 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-04 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-05 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-06 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-07 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-08 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-09 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-10 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-11 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-12 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-13 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-14 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-15 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-16 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-17 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-18 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-19 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-20 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-21 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-22 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-23 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-24 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-25 | 20.0151 | 20.0151 | 3.8e-12 |
| 2028-12-26 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-27 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-28 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-29 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-30 | 20.0151 | 20.0151 | 3.7e-12 |
| 2028-12-31 | 20.0151 | 20.0151 | 3.7e-12 |
Timing
Median of all measured repetitions.
| Step | Effect Prophet | Python Prophet | Effect Prophet is |
|---|---|---|---|
| Convert input rows | 56 µs | 591 µs | 10× faster |
| Fit | 19.4 ms | 63.8 ms | 3.3× faster |
| Predict | 1.65 ms | 5.35 ms | 3.2× faster |
| Fit and predict | 19.9 ms | 70.3 ms | 3.5× faster |
| Convert, fit and predict | 20.7 ms | 71.0 ms | 3.4× faster |
| First forecast in a new process | 198 ms | 1.69 s | 8.5× faster |
| Save model to JSON | 100 µs | 518 µs | 5.2× faster |
| Load model from JSON | 1.11 ms | 3.27 ms | 2.9× faster |
| Load and predict in a new process | 164 ms | 1.63 s | 9.9× faster |
Settings
The case declaration both libraries ran.
json
{
"kind": "map",
"comparison": {
"kind": "equivalent-objective",
"evidenceId": "country-calendar-public-v1"
},
"configuration": {
"growth": "flat",
"countryHolidays": {
"country": "SG",
"coverage": "reject-known-gaps",
"priorScale": 10
},
"scaling": "absmax",
"seasonalityMode": "additive",
"holidaysMode": "additive",
"changepoints": {
"mode": "auto",
"count": 25,
"range": 0.8
},
"changepointPriorScale": 0.05,
"seasonalities": [],
"events": [],
"regressors": []
},
"pythonOptimizer": {
"algorithm": "Auto",
"maxIterations": 10000,
"newtonFallback": true,
"sigFigs": 12
}
}