Comments (2)
fkiraly
commented on September 21, 2024
Thanks for reporting, could you kindly add dummy data in your example, to provoke the bug?
The get_expected_pred_idx seems to work, so possibly it is something with the reducer - fyi @benHeid
from sktime.
PyBrown
commented on September 21, 2024
@fkiraly Thanks for your reply. I have attached a dummy training data to provoke the bug.
dummy_data.xlsx
Code:
regressor = HistGradientBoostingRegressor(random_state=1234)
fh = ForecastingHorizon(np.arange(1, 200), is_relative=True)
forecaster = make_reduction(
estimator=regressor,
window_length=10,
transformers=None,
strategy="recursive",
pooling="global",
)
forecaster_fit = forecaster.fit(y_hat)
y_pred = forecaster_fit.predict(fh=fh)
list(y_pred.groupby(["field_abbr_num", "reservoir_num", "string_num"]))Output:
[((0, 19, 8),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 19 8 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 24, 3),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 24 3 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 24, 7),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 24 7 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 47, 1),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 47 1 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 78, 0),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 78 0 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 78, 4),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 78 4 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 78, 8),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 78 8 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 82, 0),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 82 0 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 82, 2),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 82 2 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 82, 5),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 82 5 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 82, 6),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 82 6 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 82, 7),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 82 7 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 82, 14),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 82 14 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 82, 16),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 82 16 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 92, 10),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 92 10 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 93, 9),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 93 9 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 93, 12),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 93 12 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 93, 13),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 93 13 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 93, 15),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 93 15 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 93, 17),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 93 17 2020-02 801.262014
2020-03 742.962152
2020-04 810.083172
2020-05 776.543897
2020-06 786.970838
... ...
2036-04 670.084600
2036-05 670.084600
2036-06 670.084600
2036-07 670.084600
2036-08 670.084600
[199 rows x 1 columns]),
((0, 93, 18),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 93 18 2020-02 884.892978
2020-03 809.800789
2020-04 757.269487
2020-05 746.294392
2020-06 763.567299
... ...
2036-04 641.225662
2036-05 641.225662
2036-06 641.225662
2036-07 641.225662
2036-08 641.225662
[199 rows x 1 columns]),
((0, 94, 9),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 94 9 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((0, 94, 11),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
0 94 11 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 68, 36),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 68 36 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 72, 26),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 72 26 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 72, 30),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 72 30 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 94, 27),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 94 27 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 95, 29),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 95 29 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 95, 41),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 95 41 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 98, 26),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 98 26 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 98, 32),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 98 32 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 98, 34),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 98 34 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 98, 35),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 98 35 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 98, 39),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 98 39 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 98, 41),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 98 41 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 98, 43),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 98 43 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 99, 31),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 99 31 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 99, 37),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 99 37 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 99, 40),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 99 40 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 100, 44),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 100 44 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 101, 38),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 101 38 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 103, 28),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 103 28 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 103, 33),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 103 33 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 103, 35),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 103 35 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns]),
((4, 103, 42),
oil_pd[bbl/d]
field_abbr_num reservoir_num string_num m_date
4 103 42 2020-02 51.424132
2020-03 54.017321
2020-04 54.017321
2020-05 54.017321
2020-06 54.017321
... ...
2036-04 180.965867
2036-05 180.965867
2036-06 180.965867
2036-07 180.965867
2036-08 180.965867
[199 rows x 1 columns])]from sktime.
Related Issues (20)
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from sktime.