Calculate VPD#
Author: Lukas Hörtnagl (holukas@ethz.ch)
Imports#
import importlib.metadata
import warnings
from datetime import datetime
from pathlib import Path
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.gridspec as gridspec
import diive as dv
from diive.core.io.files import save_parquet, load_parquet
from diive.pkgs.createvar.vpd import calc_vpd_from_ta_rh
from diive.pkgs.gapfilling.xgboost_ts import XGBoostTS
warnings.filterwarnings(action='ignore', category=FutureWarning)
warnings.filterwarnings(action='ignore', category=UserWarning)
version_diive = importlib.metadata.version("diive")
print(f"diive version: v{version_diive}")
diive version: v0.87.1
Load data#
SOURCEDIR = r""
FILENAME = r"12.3_METEO6_GAPFILLED_2004-2024.parquet"
FILEPATH = Path(SOURCEDIR) / FILENAME
df = load_parquet(filepath=FILEPATH)
df
Loaded .parquet file 12.3_METEO6_GAPFILLED_2004-2024.parquet (0.057 seconds).
--> Detected time resolution of <30 * Minutes> / 30min
LW_IN_T1_47_1 | PA_T1_47_1 | PPFD_IN_T1_47_1 | RH_T1_47_1 | SW_IN_T1_47_1 | TA_T1_47_1 | SW_IN_T1_47_1_gfXG | TA_T1_47_1_gfXG | PPFD_IN_T1_47_1_gfXG | |
---|---|---|---|---|---|---|---|---|---|
TIMESTAMP_MIDDLE | |||||||||
2004-09-20 10:45:00 | NaN | NaN | 1070.543364 | 80.503701 | NaN | 13.300000 | 602.874084 | 13.300000 | 1070.543364 |
2004-09-20 11:15:00 | NaN | NaN | 881.543364 | 77.503701 | NaN | 13.390000 | 703.762207 | 13.390000 | 881.543364 |
2004-09-20 11:45:00 | NaN | NaN | 1022.543364 | 75.803704 | NaN | 13.810000 | 537.947327 | 13.810000 | 1022.543364 |
2004-09-20 12:15:00 | NaN | NaN | 1284.543364 | 71.503701 | NaN | 14.470000 | 634.747437 | 14.470000 | 1284.543364 |
2004-09-20 12:45:00 | NaN | NaN | 742.543364 | 72.703705 | NaN | 13.980000 | 634.747437 | 13.980000 | 742.543364 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
2024-12-31 21:45:00 | 232.595527 | 94.211806 | 0.000000 | 87.254008 | 0.0 | -0.504794 | 0.000000 | -0.504794 | 0.000000 |
2024-12-31 22:15:00 | 232.609777 | 94.189013 | 0.000000 | 87.430236 | 0.0 | -0.296828 | 0.000000 | -0.296828 | 0.000000 |
2024-12-31 22:45:00 | 232.345020 | 94.169525 | 0.000000 | 89.787920 | 0.0 | -0.392922 | 0.000000 | -0.392922 | 0.000000 |
2024-12-31 23:15:00 | 234.211100 | 94.168413 | 0.000000 | 81.809355 | 0.0 | 0.792661 | 0.000000 | 0.792661 | 0.000000 |
2024-12-31 23:45:00 | 231.760533 | 94.170793 | 0.000000 | 88.311314 | 0.0 | -0.422600 | 0.000000 | -0.422600 | 0.000000 |
355563 rows × 9 columns
df.index
DatetimeIndex(['2004-09-20 10:45:00', '2004-09-20 11:15:00', '2004-09-20 11:45:00', '2004-09-20 12:15:00', '2004-09-20 12:45:00', '2004-09-20 13:15:00', '2004-09-20 13:45:00', '2004-09-20 14:15:00', '2004-09-20 14:45:00', '2004-09-20 15:15:00',
...
'2024-12-31 19:15:00', '2024-12-31 19:45:00', '2024-12-31 20:15:00', '2024-12-31 20:45:00', '2024-12-31 21:15:00', '2024-12-31 21:45:00', '2024-12-31 22:15:00', '2024-12-31 22:45:00', '2024-12-31 23:15:00', '2024-12-31 23:45:00'], dtype='datetime64[ns]', name='TIMESTAMP_MIDDLE', length=355563, freq='30min')
Calculate VPD (kPa)#
vpd = calc_vpd_from_ta_rh(df=df, rh_col='RH_T1_47_1', ta_col='TA_T1_47_1_gfXG')
vpd
TIMESTAMP_MIDDLE
2004-09-20 10:45:00 0.298200
2004-09-20 11:15:00 0.346113
2004-09-20 11:45:00 0.382596
2004-09-20 12:15:00 0.470299
2004-09-20 12:45:00 0.436409
...
2024-12-31 21:45:00 0.075030
2024-12-31 22:15:00 0.075127
2024-12-31 22:45:00 0.060608
2024-12-31 23:15:00 0.117695
2024-12-31 23:45:00 0.069221
Freq: 30min, Name: VPD, Length: 355563, dtype: float64
df['VPD_T1_47_1'] = vpd
Gap-filling#
_df = pd.DataFrame()
_df['VPD_T1_47_1'] = df[['VPD_T1_47_1']].copy()
_df['SW_IN_T1_47_1_gfXG'] = df[['SW_IN_T1_47_1_gfXG']].copy()
_df['TA_T1_47_1_gfXG'] = df[['TA_T1_47_1_gfXG']].copy()
_df
VPD_T1_47_1 | SW_IN_T1_47_1_gfXG | TA_T1_47_1_gfXG | |
---|---|---|---|
TIMESTAMP_MIDDLE | |||
2004-09-20 10:45:00 | 0.298200 | 602.874084 | 13.300000 |
2004-09-20 11:15:00 | 0.346113 | 703.762207 | 13.390000 |
2004-09-20 11:45:00 | 0.382596 | 537.947327 | 13.810000 |
2004-09-20 12:15:00 | 0.470299 | 634.747437 | 14.470000 |
2004-09-20 12:45:00 | 0.436409 | 634.747437 | 13.980000 |
... | ... | ... | ... |
2024-12-31 21:45:00 | 0.075030 | 0.000000 | -0.504794 |
2024-12-31 22:15:00 | 0.075127 | 0.000000 | -0.296828 |
2024-12-31 22:45:00 | 0.060608 | 0.000000 | -0.392922 |
2024-12-31 23:15:00 | 0.117695 | 0.000000 | 0.792661 |
2024-12-31 23:45:00 | 0.069221 | 0.000000 | -0.422600 |
355563 rows × 3 columns
_df['VPD_T1_47_1'].isnull().sum()
np.int64(2789)
Fill#
xgb = XGBoostTS(
input_df=_df,
target_col='VPD_T1_47_1',
perm_n_repeats=10,
include_timestamp_as_features=True,
add_continuous_record_number=True,
n_estimators=1000,
random_state=42,
early_stopping_rounds=50,
n_jobs=-1
)
Adding new data columns ...
++ Added new columns with timestamp info: ['.YEAR', '.SEASON', '.MONTH', '.WEEK', '.DOY', '.HOUR', '.YEARMONTH', '.YEARDOY', '.YEARWEEK']
++ Added new column .RECORDNUMBER with record numbers from 1 to 355563.
xgb.reduce_features()
xgb.report_feature_reduction()
[ FEATURE REDUCTION ] Feature reduction based on permutation importance ...
[0] validation_0-rmse:0.34637 validation_1-rmse:0.34637
[1] validation_0-rmse:0.27214 validation_1-rmse:0.27214
[2] validation_0-rmse:0.22540 validation_1-rmse:0.22540
[3] validation_0-rmse:0.19683 validation_1-rmse:0.19683
[4] validation_0-rmse:0.17973 validation_1-rmse:0.17973
[5] validation_0-rmse:0.16975 validation_1-rmse:0.16975
[6] validation_0-rmse:0.16336 validation_1-rmse:0.16336
[7] validation_0-rmse:0.15913 validation_1-rmse:0.15913
[8] validation_0-rmse:0.15654 validation_1-rmse:0.15654
[9] validation_0-rmse:0.15435 validation_1-rmse:0.15435
[10] validation_0-rmse:0.15245 validation_1-rmse:0.15245
[11] validation_0-rmse:0.15119 validation_1-rmse:0.15119
[12] validation_0-rmse:0.14975 validation_1-rmse:0.14975
[13] validation_0-rmse:0.14830 validation_1-rmse:0.14830
[14] validation_0-rmse:0.14713 validation_1-rmse:0.14713
[15] validation_0-rmse:0.14625 validation_1-rmse:0.14625
[16] validation_0-rmse:0.14550 validation_1-rmse:0.14550
[17] validation_0-rmse:0.14454 validation_1-rmse:0.14454
[18] validation_0-rmse:0.14415 validation_1-rmse:0.14415
[19] validation_0-rmse:0.14317 validation_1-rmse:0.14317
[20] validation_0-rmse:0.14235 validation_1-rmse:0.14235
[21] validation_0-rmse:0.14193 validation_1-rmse:0.14193
[22] validation_0-rmse:0.14046 validation_1-rmse:0.14046
[23] validation_0-rmse:0.14015 validation_1-rmse:0.14015
[24] validation_0-rmse:0.13956 validation_1-rmse:0.13956
[25] validation_0-rmse:0.13925 validation_1-rmse:0.13925
[26] validation_0-rmse:0.13877 validation_1-rmse:0.13877
[27] validation_0-rmse:0.13828 validation_1-rmse:0.13828
[28] validation_0-rmse:0.13792 validation_1-rmse:0.13792
[29] validation_0-rmse:0.13753 validation_1-rmse:0.13753
[30] validation_0-rmse:0.13690 validation_1-rmse:0.13690
[31] validation_0-rmse:0.13632 validation_1-rmse:0.13632
[32] validation_0-rmse:0.13614 validation_1-rmse:0.13614
[33] validation_0-rmse:0.13502 validation_1-rmse:0.13502
[34] validation_0-rmse:0.13472 validation_1-rmse:0.13472
[35] validation_0-rmse:0.13417 validation_1-rmse:0.13417
[36] validation_0-rmse:0.13351 validation_1-rmse:0.13351
[37] validation_0-rmse:0.13334 validation_1-rmse:0.13334
[38] validation_0-rmse:0.13310 validation_1-rmse:0.13310
[39] validation_0-rmse:0.13285 validation_1-rmse:0.13285
[40] validation_0-rmse:0.13224 validation_1-rmse:0.13224
[41] validation_0-rmse:0.13205 validation_1-rmse:0.13205
[42] validation_0-rmse:0.13136 validation_1-rmse:0.13136
[43] validation_0-rmse:0.13113 validation_1-rmse:0.13113
[44] validation_0-rmse:0.13086 validation_1-rmse:0.13086
[45] validation_0-rmse:0.13051 validation_1-rmse:0.13051
[46] validation_0-rmse:0.13003 validation_1-rmse:0.13003
[47] validation_0-rmse:0.12955 validation_1-rmse:0.12955
[48] validation_0-rmse:0.12890 validation_1-rmse:0.12890
[49] validation_0-rmse:0.12859 validation_1-rmse:0.12859
[50] validation_0-rmse:0.12788 validation_1-rmse:0.12788
[51] validation_0-rmse:0.12752 validation_1-rmse:0.12752
[52] validation_0-rmse:0.12715 validation_1-rmse:0.12715
[53] validation_0-rmse:0.12682 validation_1-rmse:0.12682
[54] validation_0-rmse:0.12664 validation_1-rmse:0.12664
[55] validation_0-rmse:0.12650 validation_1-rmse:0.12650
[56] validation_0-rmse:0.12623 validation_1-rmse:0.12623
[57] validation_0-rmse:0.12601 validation_1-rmse:0.12601
[58] validation_0-rmse:0.12593 validation_1-rmse:0.12593
[59] validation_0-rmse:0.12570 validation_1-rmse:0.12570
[60] validation_0-rmse:0.12521 validation_1-rmse:0.12521
[61] validation_0-rmse:0.12506 validation_1-rmse:0.12506
[62] validation_0-rmse:0.12464 validation_1-rmse:0.12464
[63] validation_0-rmse:0.12441 validation_1-rmse:0.12441
[64] validation_0-rmse:0.12405 validation_1-rmse:0.12405
[65] validation_0-rmse:0.12384 validation_1-rmse:0.12384
[66] validation_0-rmse:0.12358 validation_1-rmse:0.12358
[67] validation_0-rmse:0.12342 validation_1-rmse:0.12342
[68] validation_0-rmse:0.12318 validation_1-rmse:0.12318
[69] validation_0-rmse:0.12300 validation_1-rmse:0.12300
[70] validation_0-rmse:0.12267 validation_1-rmse:0.12267
[71] validation_0-rmse:0.12229 validation_1-rmse:0.12229
[72] validation_0-rmse:0.12210 validation_1-rmse:0.12210
[73] validation_0-rmse:0.12146 validation_1-rmse:0.12146
[74] validation_0-rmse:0.12127 validation_1-rmse:0.12127
[75] validation_0-rmse:0.12116 validation_1-rmse:0.12116
[76] validation_0-rmse:0.12095 validation_1-rmse:0.12095
[77] validation_0-rmse:0.12082 validation_1-rmse:0.12082
[78] validation_0-rmse:0.12057 validation_1-rmse:0.12057
[79] validation_0-rmse:0.12036 validation_1-rmse:0.12036
[80] validation_0-rmse:0.12010 validation_1-rmse:0.12010
[81] validation_0-rmse:0.11995 validation_1-rmse:0.11995
[82] validation_0-rmse:0.11961 validation_1-rmse:0.11961
[83] validation_0-rmse:0.11944 validation_1-rmse:0.11944
[84] validation_0-rmse:0.11932 validation_1-rmse:0.11932
[85] validation_0-rmse:0.11920 validation_1-rmse:0.11920
[86] validation_0-rmse:0.11912 validation_1-rmse:0.11912
[87] validation_0-rmse:0.11887 validation_1-rmse:0.11887
[88] validation_0-rmse:0.11871 validation_1-rmse:0.11871
[89] validation_0-rmse:0.11818 validation_1-rmse:0.11818
[90] validation_0-rmse:0.11800 validation_1-rmse:0.11800
[91] validation_0-rmse:0.11791 validation_1-rmse:0.11791
[92] validation_0-rmse:0.11772 validation_1-rmse:0.11772
[93] validation_0-rmse:0.11757 validation_1-rmse:0.11757
[94] validation_0-rmse:0.11743 validation_1-rmse:0.11743
[95] validation_0-rmse:0.11726 validation_1-rmse:0.11726
[96] validation_0-rmse:0.11694 validation_1-rmse:0.11694
[97] validation_0-rmse:0.11682 validation_1-rmse:0.11682
[98] validation_0-rmse:0.11658 validation_1-rmse:0.11658
[99] validation_0-rmse:0.11648 validation_1-rmse:0.11648
[100] validation_0-rmse:0.11636 validation_1-rmse:0.11636
[101] validation_0-rmse:0.11620 validation_1-rmse:0.11620
[102] validation_0-rmse:0.11603 validation_1-rmse:0.11603
[103] validation_0-rmse:0.11581 validation_1-rmse:0.11581
[104] validation_0-rmse:0.11549 validation_1-rmse:0.11549
[105] validation_0-rmse:0.11528 validation_1-rmse:0.11528
[106] validation_0-rmse:0.11514 validation_1-rmse:0.11514
[107] validation_0-rmse:0.11487 validation_1-rmse:0.11487
[108] validation_0-rmse:0.11474 validation_1-rmse:0.11474
[109] validation_0-rmse:0.11456 validation_1-rmse:0.11456
[110] validation_0-rmse:0.11439 validation_1-rmse:0.11439
[111] validation_0-rmse:0.11413 validation_1-rmse:0.11413
[112] validation_0-rmse:0.11404 validation_1-rmse:0.11404
[113] validation_0-rmse:0.11387 validation_1-rmse:0.11387
[114] validation_0-rmse:0.11374 validation_1-rmse:0.11374
[115] validation_0-rmse:0.11354 validation_1-rmse:0.11354
[116] validation_0-rmse:0.11340 validation_1-rmse:0.11340
[117] validation_0-rmse:0.11316 validation_1-rmse:0.11316
[118] validation_0-rmse:0.11300 validation_1-rmse:0.11300
[119] validation_0-rmse:0.11286 validation_1-rmse:0.11286
[120] validation_0-rmse:0.11273 validation_1-rmse:0.11273
[121] validation_0-rmse:0.11259 validation_1-rmse:0.11259
[122] validation_0-rmse:0.11234 validation_1-rmse:0.11234
[123] validation_0-rmse:0.11218 validation_1-rmse:0.11218
[124] validation_0-rmse:0.11206 validation_1-rmse:0.11206
[125] validation_0-rmse:0.11166 validation_1-rmse:0.11166
[126] validation_0-rmse:0.11155 validation_1-rmse:0.11155
[127] validation_0-rmse:0.11144 validation_1-rmse:0.11144
[128] validation_0-rmse:0.11113 validation_1-rmse:0.11113
[129] validation_0-rmse:0.11083 validation_1-rmse:0.11083
[130] validation_0-rmse:0.11066 validation_1-rmse:0.11066
[131] validation_0-rmse:0.11046 validation_1-rmse:0.11046
[132] validation_0-rmse:0.11032 validation_1-rmse:0.11032
[133] validation_0-rmse:0.11019 validation_1-rmse:0.11019
[134] validation_0-rmse:0.11010 validation_1-rmse:0.11010
[135] validation_0-rmse:0.11004 validation_1-rmse:0.11004
[136] validation_0-rmse:0.10991 validation_1-rmse:0.10991
[137] validation_0-rmse:0.10985 validation_1-rmse:0.10985
[138] validation_0-rmse:0.10978 validation_1-rmse:0.10978
[139] validation_0-rmse:0.10966 validation_1-rmse:0.10966
[140] validation_0-rmse:0.10929 validation_1-rmse:0.10929
[141] validation_0-rmse:0.10923 validation_1-rmse:0.10923
[142] validation_0-rmse:0.10918 validation_1-rmse:0.10918
[143] validation_0-rmse:0.10908 validation_1-rmse:0.10908
[144] validation_0-rmse:0.10897 validation_1-rmse:0.10897
[145] validation_0-rmse:0.10885 validation_1-rmse:0.10885
[146] validation_0-rmse:0.10867 validation_1-rmse:0.10867
[147] validation_0-rmse:0.10862 validation_1-rmse:0.10862
[148] validation_0-rmse:0.10845 validation_1-rmse:0.10845
[149] validation_0-rmse:0.10836 validation_1-rmse:0.10836
[150] validation_0-rmse:0.10830 validation_1-rmse:0.10830
[151] validation_0-rmse:0.10826 validation_1-rmse:0.10826
[152] validation_0-rmse:0.10814 validation_1-rmse:0.10814
[153] validation_0-rmse:0.10800 validation_1-rmse:0.10800
[154] validation_0-rmse:0.10791 validation_1-rmse:0.10791
[155] validation_0-rmse:0.10778 validation_1-rmse:0.10778
[156] validation_0-rmse:0.10769 validation_1-rmse:0.10769
[157] validation_0-rmse:0.10757 validation_1-rmse:0.10757
[158] validation_0-rmse:0.10749 validation_1-rmse:0.10749
[159] validation_0-rmse:0.10746 validation_1-rmse:0.10746
[160] validation_0-rmse:0.10743 validation_1-rmse:0.10743
[161] validation_0-rmse:0.10736 validation_1-rmse:0.10736
[162] validation_0-rmse:0.10712 validation_1-rmse:0.10712
[163] validation_0-rmse:0.10702 validation_1-rmse:0.10702
[164] validation_0-rmse:0.10681 validation_1-rmse:0.10681
[165] validation_0-rmse:0.10675 validation_1-rmse:0.10675
[166] validation_0-rmse:0.10650 validation_1-rmse:0.10650
[167] validation_0-rmse:0.10642 validation_1-rmse:0.10642
[168] validation_0-rmse:0.10634 validation_1-rmse:0.10634
[169] validation_0-rmse:0.10626 validation_1-rmse:0.10626
[170] validation_0-rmse:0.10613 validation_1-rmse:0.10613
[171] validation_0-rmse:0.10596 validation_1-rmse:0.10596
[172] validation_0-rmse:0.10587 validation_1-rmse:0.10587
[173] validation_0-rmse:0.10571 validation_1-rmse:0.10571
[174] validation_0-rmse:0.10558 validation_1-rmse:0.10558
[175] validation_0-rmse:0.10546 validation_1-rmse:0.10546
[176] validation_0-rmse:0.10528 validation_1-rmse:0.10528
[177] validation_0-rmse:0.10515 validation_1-rmse:0.10515
[178] validation_0-rmse:0.10511 validation_1-rmse:0.10511
[179] validation_0-rmse:0.10491 validation_1-rmse:0.10491
[180] validation_0-rmse:0.10469 validation_1-rmse:0.10469
[181] validation_0-rmse:0.10461 validation_1-rmse:0.10461
[182] validation_0-rmse:0.10450 validation_1-rmse:0.10450
[183] validation_0-rmse:0.10440 validation_1-rmse:0.10440
[184] validation_0-rmse:0.10426 validation_1-rmse:0.10426
[185] validation_0-rmse:0.10410 validation_1-rmse:0.10410
[186] validation_0-rmse:0.10405 validation_1-rmse:0.10405
[187] validation_0-rmse:0.10399 validation_1-rmse:0.10399
[188] validation_0-rmse:0.10392 validation_1-rmse:0.10392
[189] validation_0-rmse:0.10389 validation_1-rmse:0.10389
[190] validation_0-rmse:0.10371 validation_1-rmse:0.10371
[191] validation_0-rmse:0.10364 validation_1-rmse:0.10364
[192] validation_0-rmse:0.10358 validation_1-rmse:0.10358
[193] validation_0-rmse:0.10353 validation_1-rmse:0.10353
[194] validation_0-rmse:0.10342 validation_1-rmse:0.10342
[195] validation_0-rmse:0.10336 validation_1-rmse:0.10336
[196] validation_0-rmse:0.10327 validation_1-rmse:0.10327
[197] validation_0-rmse:0.10313 validation_1-rmse:0.10313
[198] validation_0-rmse:0.10294 validation_1-rmse:0.10294
[199] validation_0-rmse:0.10279 validation_1-rmse:0.10279
[200] validation_0-rmse:0.10274 validation_1-rmse:0.10274
[201] validation_0-rmse:0.10263 validation_1-rmse:0.10263
[202] validation_0-rmse:0.10253 validation_1-rmse:0.10253
[203] validation_0-rmse:0.10247 validation_1-rmse:0.10247
[204] validation_0-rmse:0.10242 validation_1-rmse:0.10242
[205] validation_0-rmse:0.10233 validation_1-rmse:0.10233
[206] validation_0-rmse:0.10215 validation_1-rmse:0.10215
[207] validation_0-rmse:0.10196 validation_1-rmse:0.10196
[208] validation_0-rmse:0.10186 validation_1-rmse:0.10186
[209] validation_0-rmse:0.10161 validation_1-rmse:0.10161
[210] validation_0-rmse:0.10154 validation_1-rmse:0.10154
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[809] validation_0-rmse:0.07090 validation_1-rmse:0.07090
[810] validation_0-rmse:0.07086 validation_1-rmse:0.07086
[811] validation_0-rmse:0.07084 validation_1-rmse:0.07084
[812] validation_0-rmse:0.07082 validation_1-rmse:0.07082
[813] validation_0-rmse:0.07079 validation_1-rmse:0.07079
[814] validation_0-rmse:0.07073 validation_1-rmse:0.07073
[815] validation_0-rmse:0.07070 validation_1-rmse:0.07070
[816] validation_0-rmse:0.07064 validation_1-rmse:0.07064
[817] validation_0-rmse:0.07063 validation_1-rmse:0.07063
[818] validation_0-rmse:0.07061 validation_1-rmse:0.07061
[819] validation_0-rmse:0.07060 validation_1-rmse:0.07060
[820] validation_0-rmse:0.07058 validation_1-rmse:0.07058
[821] validation_0-rmse:0.07056 validation_1-rmse:0.07056
[822] validation_0-rmse:0.07051 validation_1-rmse:0.07051
[823] validation_0-rmse:0.07046 validation_1-rmse:0.07046
[824] validation_0-rmse:0.07045 validation_1-rmse:0.07045
[825] validation_0-rmse:0.07043 validation_1-rmse:0.07043
[826] validation_0-rmse:0.07040 validation_1-rmse:0.07040
[827] validation_0-rmse:0.07036 validation_1-rmse:0.07036
[828] validation_0-rmse:0.07034 validation_1-rmse:0.07034
[829] validation_0-rmse:0.07030 validation_1-rmse:0.07030
[830] validation_0-rmse:0.07028 validation_1-rmse:0.07028
[831] validation_0-rmse:0.07026 validation_1-rmse:0.07026
[832] validation_0-rmse:0.07019 validation_1-rmse:0.07019
[833] validation_0-rmse:0.07016 validation_1-rmse:0.07016
[834] validation_0-rmse:0.07011 validation_1-rmse:0.07011
[835] validation_0-rmse:0.07005 validation_1-rmse:0.07005
[836] validation_0-rmse:0.07000 validation_1-rmse:0.07000
[837] validation_0-rmse:0.06998 validation_1-rmse:0.06998
[838] validation_0-rmse:0.06994 validation_1-rmse:0.06994
[839] validation_0-rmse:0.06992 validation_1-rmse:0.06992
[840] validation_0-rmse:0.06990 validation_1-rmse:0.06990
[841] validation_0-rmse:0.06979 validation_1-rmse:0.06979
[842] validation_0-rmse:0.06975 validation_1-rmse:0.06975
[843] validation_0-rmse:0.06971 validation_1-rmse:0.06971
[844] validation_0-rmse:0.06970 validation_1-rmse:0.06970
[845] validation_0-rmse:0.06969 validation_1-rmse:0.06969
[846] validation_0-rmse:0.06967 validation_1-rmse:0.06967
[847] validation_0-rmse:0.06963 validation_1-rmse:0.06963
[848] validation_0-rmse:0.06962 validation_1-rmse:0.06962
[849] validation_0-rmse:0.06957 validation_1-rmse:0.06957
[850] validation_0-rmse:0.06954 validation_1-rmse:0.06954
[851] validation_0-rmse:0.06947 validation_1-rmse:0.06947
[852] validation_0-rmse:0.06943 validation_1-rmse:0.06943
[853] validation_0-rmse:0.06938 validation_1-rmse:0.06938
[854] validation_0-rmse:0.06933 validation_1-rmse:0.06933
[855] validation_0-rmse:0.06929 validation_1-rmse:0.06929
[856] validation_0-rmse:0.06925 validation_1-rmse:0.06925
[857] validation_0-rmse:0.06920 validation_1-rmse:0.06920
[858] validation_0-rmse:0.06919 validation_1-rmse:0.06919
[859] validation_0-rmse:0.06916 validation_1-rmse:0.06916
[860] validation_0-rmse:0.06912 validation_1-rmse:0.06912
[861] validation_0-rmse:0.06909 validation_1-rmse:0.06909
[862] validation_0-rmse:0.06906 validation_1-rmse:0.06906
[863] validation_0-rmse:0.06904 validation_1-rmse:0.06904
[864] validation_0-rmse:0.06902 validation_1-rmse:0.06902
[865] validation_0-rmse:0.06898 validation_1-rmse:0.06898
[866] validation_0-rmse:0.06896 validation_1-rmse:0.06896
[867] validation_0-rmse:0.06895 validation_1-rmse:0.06895
[868] validation_0-rmse:0.06894 validation_1-rmse:0.06894
[869] validation_0-rmse:0.06892 validation_1-rmse:0.06892
[870] validation_0-rmse:0.06890 validation_1-rmse:0.06890
[871] validation_0-rmse:0.06887 validation_1-rmse:0.06887
[872] validation_0-rmse:0.06884 validation_1-rmse:0.06884
[873] validation_0-rmse:0.06880 validation_1-rmse:0.06880
[874] validation_0-rmse:0.06879 validation_1-rmse:0.06879
[875] validation_0-rmse:0.06877 validation_1-rmse:0.06877
[876] validation_0-rmse:0.06876 validation_1-rmse:0.06876
[877] validation_0-rmse:0.06873 validation_1-rmse:0.06873
[878] validation_0-rmse:0.06869 validation_1-rmse:0.06869
[879] validation_0-rmse:0.06868 validation_1-rmse:0.06868
[880] validation_0-rmse:0.06866 validation_1-rmse:0.06866
[881] validation_0-rmse:0.06865 validation_1-rmse:0.06865
[882] validation_0-rmse:0.06863 validation_1-rmse:0.06863
[883] validation_0-rmse:0.06860 validation_1-rmse:0.06860
[884] validation_0-rmse:0.06856 validation_1-rmse:0.06856
[885] validation_0-rmse:0.06851 validation_1-rmse:0.06851
[886] validation_0-rmse:0.06848 validation_1-rmse:0.06848
[887] validation_0-rmse:0.06845 validation_1-rmse:0.06845
[888] validation_0-rmse:0.06844 validation_1-rmse:0.06844
[889] validation_0-rmse:0.06840 validation_1-rmse:0.06840
[890] validation_0-rmse:0.06839 validation_1-rmse:0.06839
[891] validation_0-rmse:0.06837 validation_1-rmse:0.06837
[892] validation_0-rmse:0.06834 validation_1-rmse:0.06834
[893] validation_0-rmse:0.06832 validation_1-rmse:0.06832
[894] validation_0-rmse:0.06830 validation_1-rmse:0.06830
[895] validation_0-rmse:0.06828 validation_1-rmse:0.06828
[896] validation_0-rmse:0.06827 validation_1-rmse:0.06827
[897] validation_0-rmse:0.06823 validation_1-rmse:0.06823
[898] validation_0-rmse:0.06822 validation_1-rmse:0.06822
[899] validation_0-rmse:0.06820 validation_1-rmse:0.06820
[900] validation_0-rmse:0.06818 validation_1-rmse:0.06818
[901] validation_0-rmse:0.06817 validation_1-rmse:0.06817
[902] validation_0-rmse:0.06815 validation_1-rmse:0.06815
[903] validation_0-rmse:0.06814 validation_1-rmse:0.06814
[904] validation_0-rmse:0.06810 validation_1-rmse:0.06810
[905] validation_0-rmse:0.06806 validation_1-rmse:0.06806
[906] validation_0-rmse:0.06805 validation_1-rmse:0.06805
[907] validation_0-rmse:0.06802 validation_1-rmse:0.06802
[908] validation_0-rmse:0.06801 validation_1-rmse:0.06801
[909] validation_0-rmse:0.06797 validation_1-rmse:0.06797
[910] validation_0-rmse:0.06795 validation_1-rmse:0.06795
[911] validation_0-rmse:0.06794 validation_1-rmse:0.06794
[912] validation_0-rmse:0.06791 validation_1-rmse:0.06791
[913] validation_0-rmse:0.06788 validation_1-rmse:0.06788
[914] validation_0-rmse:0.06787 validation_1-rmse:0.06787
[915] validation_0-rmse:0.06785 validation_1-rmse:0.06785
[916] validation_0-rmse:0.06784 validation_1-rmse:0.06784
[917] validation_0-rmse:0.06776 validation_1-rmse:0.06776
[918] validation_0-rmse:0.06773 validation_1-rmse:0.06773
[919] validation_0-rmse:0.06771 validation_1-rmse:0.06771
[920] validation_0-rmse:0.06769 validation_1-rmse:0.06769
[921] validation_0-rmse:0.06768 validation_1-rmse:0.06768
[922] validation_0-rmse:0.06763 validation_1-rmse:0.06763
[923] validation_0-rmse:0.06760 validation_1-rmse:0.06760
[924] validation_0-rmse:0.06758 validation_1-rmse:0.06758
[925] validation_0-rmse:0.06752 validation_1-rmse:0.06752
[926] validation_0-rmse:0.06750 validation_1-rmse:0.06750
[927] validation_0-rmse:0.06749 validation_1-rmse:0.06749
[928] validation_0-rmse:0.06744 validation_1-rmse:0.06744
[929] validation_0-rmse:0.06742 validation_1-rmse:0.06742
[930] validation_0-rmse:0.06739 validation_1-rmse:0.06739
[931] validation_0-rmse:0.06739 validation_1-rmse:0.06739
[932] validation_0-rmse:0.06736 validation_1-rmse:0.06736
[933] validation_0-rmse:0.06734 validation_1-rmse:0.06734
[934] validation_0-rmse:0.06732 validation_1-rmse:0.06732
[935] validation_0-rmse:0.06730 validation_1-rmse:0.06730
[936] validation_0-rmse:0.06726 validation_1-rmse:0.06726
[937] validation_0-rmse:0.06725 validation_1-rmse:0.06725
[938] validation_0-rmse:0.06722 validation_1-rmse:0.06722
[939] validation_0-rmse:0.06719 validation_1-rmse:0.06719
[940] validation_0-rmse:0.06717 validation_1-rmse:0.06717
[941] validation_0-rmse:0.06714 validation_1-rmse:0.06714
[942] validation_0-rmse:0.06709 validation_1-rmse:0.06709
[943] validation_0-rmse:0.06707 validation_1-rmse:0.06707
[944] validation_0-rmse:0.06705 validation_1-rmse:0.06705
[945] validation_0-rmse:0.06700 validation_1-rmse:0.06700
[946] validation_0-rmse:0.06699 validation_1-rmse:0.06699
[947] validation_0-rmse:0.06698 validation_1-rmse:0.06698
[948] validation_0-rmse:0.06696 validation_1-rmse:0.06696
[949] validation_0-rmse:0.06692 validation_1-rmse:0.06692
[950] validation_0-rmse:0.06690 validation_1-rmse:0.06690
[951] validation_0-rmse:0.06688 validation_1-rmse:0.06688
[952] validation_0-rmse:0.06685 validation_1-rmse:0.06685
[953] validation_0-rmse:0.06683 validation_1-rmse:0.06683
[954] validation_0-rmse:0.06681 validation_1-rmse:0.06681
[955] validation_0-rmse:0.06679 validation_1-rmse:0.06679
[956] validation_0-rmse:0.06675 validation_1-rmse:0.06675
[957] validation_0-rmse:0.06671 validation_1-rmse:0.06671
[958] validation_0-rmse:0.06670 validation_1-rmse:0.06670
[959] validation_0-rmse:0.06669 validation_1-rmse:0.06669
[960] validation_0-rmse:0.06668 validation_1-rmse:0.06668
[961] validation_0-rmse:0.06666 validation_1-rmse:0.06666
[962] validation_0-rmse:0.06662 validation_1-rmse:0.06662
[963] validation_0-rmse:0.06658 validation_1-rmse:0.06658
[964] validation_0-rmse:0.06653 validation_1-rmse:0.06653
[965] validation_0-rmse:0.06651 validation_1-rmse:0.06651
[966] validation_0-rmse:0.06645 validation_1-rmse:0.06645
[967] validation_0-rmse:0.06642 validation_1-rmse:0.06642
[968] validation_0-rmse:0.06639 validation_1-rmse:0.06639
[969] validation_0-rmse:0.06637 validation_1-rmse:0.06637
[970] validation_0-rmse:0.06634 validation_1-rmse:0.06634
[971] validation_0-rmse:0.06631 validation_1-rmse:0.06631
[972] validation_0-rmse:0.06629 validation_1-rmse:0.06629
[973] validation_0-rmse:0.06627 validation_1-rmse:0.06627
[974] validation_0-rmse:0.06625 validation_1-rmse:0.06625
[975] validation_0-rmse:0.06623 validation_1-rmse:0.06623
[976] validation_0-rmse:0.06619 validation_1-rmse:0.06619
[977] validation_0-rmse:0.06617 validation_1-rmse:0.06617
[978] validation_0-rmse:0.06616 validation_1-rmse:0.06616
[979] validation_0-rmse:0.06613 validation_1-rmse:0.06613
[980] validation_0-rmse:0.06610 validation_1-rmse:0.06610
[981] validation_0-rmse:0.06607 validation_1-rmse:0.06607
[982] validation_0-rmse:0.06605 validation_1-rmse:0.06605
[983] validation_0-rmse:0.06601 validation_1-rmse:0.06601
[984] validation_0-rmse:0.06596 validation_1-rmse:0.06596
[985] validation_0-rmse:0.06594 validation_1-rmse:0.06594
[986] validation_0-rmse:0.06592 validation_1-rmse:0.06592
[987] validation_0-rmse:0.06589 validation_1-rmse:0.06589
[988] validation_0-rmse:0.06585 validation_1-rmse:0.06585
[989] validation_0-rmse:0.06583 validation_1-rmse:0.06583
[990] validation_0-rmse:0.06583 validation_1-rmse:0.06583
[991] validation_0-rmse:0.06578 validation_1-rmse:0.06578
[992] validation_0-rmse:0.06576 validation_1-rmse:0.06576
[993] validation_0-rmse:0.06575 validation_1-rmse:0.06575
[994] validation_0-rmse:0.06570 validation_1-rmse:0.06570
[995] validation_0-rmse:0.06568 validation_1-rmse:0.06568
[996] validation_0-rmse:0.06567 validation_1-rmse:0.06567
[997] validation_0-rmse:0.06566 validation_1-rmse:0.06566
[998] validation_0-rmse:0.06565 validation_1-rmse:0.06565
[999] validation_0-rmse:0.06562 validation_1-rmse:0.06562
[ FEATURE REDUCTION ] >>> Calculating feature importances (permutation importance, 10 repeats) ...
[ FEATURE REDUCTION ] >>> Setting threshold for feature rejection to 0.0032965080410189973.
[ FEATURE REDUCTION ] >>> Accepted features and their importance:
PERM_IMPORTANCE
TA_T1_47_1_gfXG 3.206527
.DOY 0.434790
.YEARDOY 0.307718
.YEARMONTH 0.186269
.RECORDNUMBER 0.172322
.YEARWEEK 0.151805
.WEEK 0.087641
SW_IN_T1_47_1_gfXG 0.059746
.HOUR 0.058099
.YEAR 0.018305
.MONTH 0.011217
.SEASON 0.005815
[ FEATURE REDUCTION ] >>> Rejected features and their importance:
Empty DataFrame
Columns: [PERM_IMPORTANCE]
Index: []
[ FEATURE REDUCTION ] >>> Removing rejected features from model data ...
=================
FEATURE REDUCTION
=================
- Target variable: VPD_T1_47_1
- The random variable .RANDOM was added to the original features, used as benchmark for detecting relevant feature importances.
PERMUTATION IMPORTANCE (mean) across all splits of TimeSeriesSplit:
PERM_IMPORTANCE PERM_SD
TA_T1_47_1_gfXG 3.206527 0.008334
.DOY 0.434790 0.001067
.YEARDOY 0.307718 0.001482
.YEARMONTH 0.186269 0.000328
.RECORDNUMBER 0.172322 0.000394
.YEARWEEK 0.151805 0.000650
.WEEK 0.087641 0.000413
SW_IN_T1_47_1_gfXG 0.059746 0.000257
.HOUR 0.058099 0.000246
.YEAR 0.018305 0.000083
.MONTH 0.011217 0.000046
.SEASON 0.005815 0.000018
.RANDOM 0.003297 0.000022
- These results are from feature reduction. Note that feature importances for the final model are calculated during gap-filling.
--> 12 original input features (before feature reduction): ['SW_IN_T1_47_1_gfXG', 'TA_T1_47_1_gfXG', '.YEAR', '.SEASON', '.MONTH', '.WEEK', '.DOY', '.HOUR', '.YEARMONTH', '.YEARDOY', '.YEARWEEK', '.RECORDNUMBER']
--> 5 rejected features (during feature reduction): None.
--> 12 accepted features (after feature reduction): ['TA_T1_47_1_gfXG', '.DOY', '.YEARDOY', '.YEARMONTH', '.RECORDNUMBER', '.YEARWEEK', '.WEEK', 'SW_IN_T1_47_1_gfXG', '.HOUR', '.YEAR', '.MONTH', '.SEASON']
xgb.trainmodel(showplot_scores=False, showplot_importance=False)
xgb.report_traintest()
Training final model ...
>>> Training model <class 'xgboost.sklearn.XGBRegressor'> based on data between 2004-09-20 11:15:00 and 2024-12-31 23:15:00 ...
>>> Fitting model to training data ...
[0] validation_0-rmse:0.34637 validation_1-rmse:0.34454
[1] validation_0-rmse:0.27214 validation_1-rmse:0.27076
[2] validation_0-rmse:0.22540 validation_1-rmse:0.22450
[3] validation_0-rmse:0.19683 validation_1-rmse:0.19637
[4] validation_0-rmse:0.17973 validation_1-rmse:0.17963
[5] validation_0-rmse:0.16975 validation_1-rmse:0.17005
[6] validation_0-rmse:0.16336 validation_1-rmse:0.16389
[7] validation_0-rmse:0.15913 validation_1-rmse:0.15992
[8] validation_0-rmse:0.15654 validation_1-rmse:0.15756
[9] validation_0-rmse:0.15435 validation_1-rmse:0.15553
[10] validation_0-rmse:0.15245 validation_1-rmse:0.15375
[11] validation_0-rmse:0.15119 validation_1-rmse:0.15246
[12] validation_0-rmse:0.14975 validation_1-rmse:0.15107
[13] validation_0-rmse:0.14831 validation_1-rmse:0.14962
[14] validation_0-rmse:0.14713 validation_1-rmse:0.14851
[15] validation_0-rmse:0.14626 validation_1-rmse:0.14770
[16] validation_0-rmse:0.14551 validation_1-rmse:0.14693
[17] validation_0-rmse:0.14455 validation_1-rmse:0.14599
[18] validation_0-rmse:0.14416 validation_1-rmse:0.14565
[19] validation_0-rmse:0.14318 validation_1-rmse:0.14468
[20] validation_0-rmse:0.14235 validation_1-rmse:0.14384
[21] validation_0-rmse:0.14194 validation_1-rmse:0.14346
[22] validation_0-rmse:0.14122 validation_1-rmse:0.14272
[23] validation_0-rmse:0.14063 validation_1-rmse:0.14216
[24] validation_0-rmse:0.14033 validation_1-rmse:0.14190
[25] validation_0-rmse:0.13960 validation_1-rmse:0.14118
[26] validation_0-rmse:0.13891 validation_1-rmse:0.14055
[27] validation_0-rmse:0.13834 validation_1-rmse:0.14001
[28] validation_0-rmse:0.13744 validation_1-rmse:0.13917
[29] validation_0-rmse:0.13681 validation_1-rmse:0.13860
[30] validation_0-rmse:0.13655 validation_1-rmse:0.13834
[31] validation_0-rmse:0.13606 validation_1-rmse:0.13787
[32] validation_0-rmse:0.13556 validation_1-rmse:0.13744
[33] validation_0-rmse:0.13533 validation_1-rmse:0.13721
[34] validation_0-rmse:0.13489 validation_1-rmse:0.13681
[35] validation_0-rmse:0.13461 validation_1-rmse:0.13660
[36] validation_0-rmse:0.13408 validation_1-rmse:0.13614
[37] validation_0-rmse:0.13334 validation_1-rmse:0.13546
[38] validation_0-rmse:0.13293 validation_1-rmse:0.13506
[39] validation_0-rmse:0.13239 validation_1-rmse:0.13456
[40] validation_0-rmse:0.13192 validation_1-rmse:0.13410
[41] validation_0-rmse:0.13178 validation_1-rmse:0.13396
[42] validation_0-rmse:0.13142 validation_1-rmse:0.13364
[43] validation_0-rmse:0.13109 validation_1-rmse:0.13335
[44] validation_0-rmse:0.13052 validation_1-rmse:0.13280
[45] validation_0-rmse:0.13029 validation_1-rmse:0.13260
[46] validation_0-rmse:0.13007 validation_1-rmse:0.13242
[47] validation_0-rmse:0.12997 validation_1-rmse:0.13232
[48] validation_0-rmse:0.12969 validation_1-rmse:0.13209
[49] validation_0-rmse:0.12941 validation_1-rmse:0.13186
[50] validation_0-rmse:0.12906 validation_1-rmse:0.13154
[51] validation_0-rmse:0.12878 validation_1-rmse:0.13125
[52] validation_0-rmse:0.12838 validation_1-rmse:0.13090
[53] validation_0-rmse:0.12801 validation_1-rmse:0.13056
[54] validation_0-rmse:0.12750 validation_1-rmse:0.13008
[55] validation_0-rmse:0.12716 validation_1-rmse:0.12976
[56] validation_0-rmse:0.12697 validation_1-rmse:0.12957
[57] validation_0-rmse:0.12676 validation_1-rmse:0.12940
[58] validation_0-rmse:0.12650 validation_1-rmse:0.12913
[59] validation_0-rmse:0.12630 validation_1-rmse:0.12897
[60] validation_0-rmse:0.12610 validation_1-rmse:0.12880
[61] validation_0-rmse:0.12575 validation_1-rmse:0.12849
[62] validation_0-rmse:0.12564 validation_1-rmse:0.12840
[63] validation_0-rmse:0.12500 validation_1-rmse:0.12778
[64] validation_0-rmse:0.12456 validation_1-rmse:0.12736
[65] validation_0-rmse:0.12414 validation_1-rmse:0.12694
[66] validation_0-rmse:0.12398 validation_1-rmse:0.12680
[67] validation_0-rmse:0.12372 validation_1-rmse:0.12658
[68] validation_0-rmse:0.12360 validation_1-rmse:0.12647
[69] validation_0-rmse:0.12324 validation_1-rmse:0.12615
[70] validation_0-rmse:0.12295 validation_1-rmse:0.12589
[71] validation_0-rmse:0.12268 validation_1-rmse:0.12567
[72] validation_0-rmse:0.12236 validation_1-rmse:0.12540
[73] validation_0-rmse:0.12230 validation_1-rmse:0.12534
[74] validation_0-rmse:0.12207 validation_1-rmse:0.12512
[75] validation_0-rmse:0.12181 validation_1-rmse:0.12490
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[307] validation_0-rmse:0.09289 validation_1-rmse:0.10021
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[310] validation_0-rmse:0.09272 validation_1-rmse:0.10007
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[312] validation_0-rmse:0.09261 validation_1-rmse:0.10000
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[972] validation_0-rmse:0.06669 validation_1-rmse:0.08143
[973] validation_0-rmse:0.06667 validation_1-rmse:0.08141
[974] validation_0-rmse:0.06663 validation_1-rmse:0.08138
[975] validation_0-rmse:0.06661 validation_1-rmse:0.08137
[976] validation_0-rmse:0.06660 validation_1-rmse:0.08136
[977] validation_0-rmse:0.06658 validation_1-rmse:0.08134
[978] validation_0-rmse:0.06657 validation_1-rmse:0.08134
[979] validation_0-rmse:0.06653 validation_1-rmse:0.08130
[980] validation_0-rmse:0.06648 validation_1-rmse:0.08127
[981] validation_0-rmse:0.06646 validation_1-rmse:0.08127
[982] validation_0-rmse:0.06643 validation_1-rmse:0.08126
[983] validation_0-rmse:0.06641 validation_1-rmse:0.08125
[984] validation_0-rmse:0.06640 validation_1-rmse:0.08125
[985] validation_0-rmse:0.06636 validation_1-rmse:0.08122
[986] validation_0-rmse:0.06632 validation_1-rmse:0.08119
[987] validation_0-rmse:0.06631 validation_1-rmse:0.08119
[988] validation_0-rmse:0.06628 validation_1-rmse:0.08116
[989] validation_0-rmse:0.06625 validation_1-rmse:0.08115
[990] validation_0-rmse:0.06623 validation_1-rmse:0.08114
[991] validation_0-rmse:0.06621 validation_1-rmse:0.08112
[992] validation_0-rmse:0.06616 validation_1-rmse:0.08108
[993] validation_0-rmse:0.06615 validation_1-rmse:0.08108
[994] validation_0-rmse:0.06613 validation_1-rmse:0.08106
[995] validation_0-rmse:0.06611 validation_1-rmse:0.08106
[996] validation_0-rmse:0.06609 validation_1-rmse:0.08105
[997] validation_0-rmse:0.06608 validation_1-rmse:0.08105
[998] validation_0-rmse:0.06606 validation_1-rmse:0.08105
[999] validation_0-rmse:0.06605 validation_1-rmse:0.08105
>>> Using model to predict target VPD_T1_47_1 in unseen test data ...
>>> Using model to calculate permutation importance based on unseen test data ...
>>> Calculating prediction scores based on predicting unseen test data of VPD_T1_47_1 ...
>>> Collecting results, details about training and testing can be accessed by calling .report_traintest().
>>> Done.
================================
MODEL TRAINING & TESTING RESULTS
================================
## DATA
> target: VPD_T1_47_1
> features: 12 ['TA_T1_47_1_gfXG', '.DOY', '.YEARDOY', '.YEARMONTH', '.RECORDNUMBER', '.YEARWEEK', '.WEEK', 'SW_IN_T1_47_1_gfXG', '.HOUR', '.YEAR', '.MONTH', '.SEASON']
> 355563 records (with missing)
> 352774 available records for target and all features (no missing values)
> training on 264580 records (75.0%) of 264580 features between 2004-09-20 11:15:00 and 2024-12-31 23:15:00
> testing on 88194 unseen records (25.0%) of VPD_T1_47_1 between 2004-09-20 10:45:00 and 2024-12-31 23:45:00
## MODEL
> the model was trained on training data (264580 records)
> the model was tested on test data (88194 values)
> estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=50,
enable_categorical=False, eval_metric=None, feature_types=None,
feature_weights=None, gamma=None, grow_policy=None,
importance_type=None, interaction_constraints=None,
learning_rate=None, max_bin=None, max_cat_threshold=None,
max_cat_to_onehot=None, max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None, missing=nan,
monotone_constraints=None, multi_strategy=None, n_estimators=1000,
n_jobs=-1, num_parallel_tree=None, ...)
> parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': 50, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'feature_weights': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': None, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': None, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 1000, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': None, 'validate_parameters': None, 'verbosity': None}
> number of features used in model: 12
> names of features used in model: ['TA_T1_47_1_gfXG', '.DOY', '.YEARDOY', '.YEARMONTH', '.RECORDNUMBER', '.YEARWEEK', '.WEEK', 'SW_IN_T1_47_1_gfXG', '.HOUR', '.YEAR', '.MONTH', '.SEASON']
## FEATURE IMPORTANCES
> feature importances were calculated based on unseen test data of VPD_T1_47_1 (88194 records).
> feature importances are showing permutation importances from 10 repeats
PERM_IMPORTANCE PERM_SD
TA_T1_47_1_gfXG 3.261028 0.016806
.DOY 0.434678 0.003029
.RECORDNUMBER 0.322456 0.001770
.YEARMONTH 0.269392 0.001758
.YEARDOY 0.220585 0.001774
.YEARWEEK 0.124488 0.001027
.WEEK 0.084372 0.000462
SW_IN_T1_47_1_gfXG 0.066325 0.000656
.HOUR 0.057451 0.000394
.MONTH 0.006994 0.000132
.SEASON 0.003797 0.000068
.YEAR 0.001361 0.000026
## MODEL SCORES
All scores were calculated based on unseen test data (88194 records).
> MAE: 0.05566625447876716 (mean absolute error)
> MedAE: 0.03682704703843394 (median absolute error)
> MSE: 0.006568388800636606 (mean squared error)
> RMSE: 0.08104559704657993 (root mean squared error)
> MAXE: 1.1500810786291717 (max error)
> MAPE: 720483612072.533 (mean absolute percentage error)
> R2: 0.9684904499209275
xgb.fillgaps(showplot_scores=False, showplot_importance=False)
xgb.report_gapfilling()
Gap-filling using final model ...
>>> Using final model on all data to predict target VPD_T1_47_1 ...
>>> Using final model on all data to calculate permutation importance ...
>>> Calculating prediction scores based on all data predicting VPD_T1_47_1 ...
>>> Predicting target VPD_T1_47_1 where all features are available ... predicted 355563 records.
>>> Collecting results for final model ...
>>> Filling 2789 missing records in target with predictions from final model ...
>>> Storing gap-filled time series in variable VPD_T1_47_1_gfXG ...
>>> Restoring original timestamp in results ...
Gap-filling 0 remaining missing records in VPD_T1_47_1_gfXG using fallback model ...
>>> Fallback model not necessary, all gaps were already filled.
>>> Combining predictions from full model and fallback model ...
===================
GAP-FILLING RESULTS
===================
Model scores and feature importances were calculated from high-quality predicted targets (2789 values, VPD_T1_47_1_gfXG where flag=1) in comparison to observed targets (352774 values, VPD_T1_47_1).
## TARGET
- first timestamp: 2004-09-20 10:45:00
- last timestamp: 2024-12-31 23:45:00
- potential number of values: 355563 values)
- target column (observed): VPD_T1_47_1
- missing records (observed): 2789 (cross-check from flag: 2789)
- target column (gap-filled): VPD_T1_47_1_gfXG (355563 values)
- missing records (gap-filled): 0
- gap-filling flag: FLAG_VPD_T1_47_1_gfXG_ISFILLED
> flag 0 ... observed targets (352774 values)
> flag 1 ... targets gap-filled with high-quality, all features available (2789 values)
> flag 2 ... targets gap-filled with fallback (0 values)
## FEATURE IMPORTANCES
- names of features used in model: ['TA_T1_47_1_gfXG', '.DOY', '.RECORDNUMBER', '.YEARMONTH', '.YEARDOY', '.YEARWEEK', '.WEEK', 'SW_IN_T1_47_1_gfXG', '.HOUR', '.MONTH', '.SEASON', '.YEAR']
- number of features used in model: 12
- permutation importances were calculated from 10 repeats.
PERM_IMPORTANCE PERM_SD
TA_T1_47_1_gfXG 3.264429 0.007092
.DOY 0.433267 0.000910
.RECORDNUMBER 0.318897 0.001120
.YEARMONTH 0.267372 0.000852
.YEARDOY 0.219419 0.000550
.YEARWEEK 0.122614 0.000469
.WEEK 0.084402 0.000274
SW_IN_T1_47_1_gfXG 0.069589 0.000448
.HOUR 0.059480 0.000330
.MONTH 0.007029 0.000045
.SEASON 0.003911 0.000029
.YEAR 0.001391 0.000012
## MODEL
The model was trained on a training set with test size 25.00%.
- estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=50,
enable_categorical=False, eval_metric=None, feature_types=None,
feature_weights=None, gamma=None, grow_policy=None,
importance_type=None, interaction_constraints=None,
learning_rate=None, max_bin=None, max_cat_threshold=None,
max_cat_to_onehot=None, max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None, missing=nan,
monotone_constraints=None, multi_strategy=None, n_estimators=1000,
n_jobs=-1, num_parallel_tree=None, ...)
- parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': 50, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'feature_weights': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': None, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': None, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 1000, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': None, 'validate_parameters': None, 'verbosity': None}
## MODEL SCORES
- MAE: 0.048506169434843094 (mean absolute error)
- MedAE: 0.032569884255757096 (median absolute error)
- MSE: 0.004913621158321431 (mean squared error)
- RMSE: 0.07009722646668291 (root mean squared error)
- MAXE: 1.1500810786291717 (max error)
- MAPE: 708038386853.597 (mean absolute percentage error)
- R2: 0.9766036669417554
Results#
results = xgb.gapfilling_df_
results
.PREDICTIONS_FULLMODEL | VPD_T1_47_1 | .GAP_PREDICTIONS | FLAG_VPD_T1_47_1_gfXG_ISFILLED | VPD_T1_47_1_gfXG | .PREDICTIONS_FALLBACK | .GAPFILLED_CUMULATIVE | .PREDICTIONS | |
---|---|---|---|---|---|---|---|---|
TIMESTAMP_MIDDLE | ||||||||
2004-09-20 10:45:00 | 0.319099 | 0.298200 | NaN | 0 | 0.298200 | None | 0.298200 | 0.319099 |
2004-09-20 11:15:00 | 0.372155 | 0.346113 | NaN | 0 | 0.346113 | None | 0.644313 | 0.372155 |
2004-09-20 11:45:00 | 0.322263 | 0.382596 | NaN | 0 | 0.382596 | None | 1.026909 | 0.322263 |
2004-09-20 12:15:00 | 0.448923 | 0.470299 | NaN | 0 | 0.470299 | None | 1.497208 | 0.448923 |
2004-09-20 12:45:00 | 0.412274 | 0.436409 | NaN | 0 | 0.436409 | None | 1.933617 | 0.412274 |
... | ... | ... | ... | ... | ... | ... | ... | ... |
2024-12-31 21:45:00 | 0.078611 | 0.075030 | NaN | 0 | 0.075030 | None | 124856.050006 | 0.078611 |
2024-12-31 22:15:00 | 0.068581 | 0.075127 | NaN | 0 | 0.075127 | None | 124856.125134 | 0.068581 |
2024-12-31 22:45:00 | 0.068581 | 0.060608 | NaN | 0 | 0.060608 | None | 124856.185742 | 0.068581 |
2024-12-31 23:15:00 | 0.112929 | 0.117695 | NaN | 0 | 0.117695 | None | 124856.303437 | 0.112929 |
2024-12-31 23:45:00 | 0.069760 | 0.069221 | NaN | 0 | 0.069221 | None | 124856.372658 | 0.069760 |
355563 rows × 8 columns
Add to data#
# Combine data
df['VPD_T1_47_1_gfXG'] = results['VPD_T1_47_1_gfXG'].copy()
df['VPD_T1_47_1_gfXG']
TIMESTAMP_MIDDLE
2004-09-20 10:45:00 0.298200
2004-09-20 11:15:00 0.346113
2004-09-20 11:45:00 0.382596
2004-09-20 12:15:00 0.470299
2004-09-20 12:45:00 0.436409
...
2024-12-31 21:45:00 0.075030
2024-12-31 22:15:00 0.075127
2024-12-31 22:45:00 0.060608
2024-12-31 23:15:00 0.117695
2024-12-31 23:45:00 0.069221
Freq: 30min, Name: VPD_T1_47_1_gfXG, Length: 355563, dtype: float64
# Flag
df['FLAG_VPD_T1_47_1_gfXG_ISFILLED'] = results['FLAG_VPD_T1_47_1_gfXG_ISFILLED'].copy()
df['FLAG_VPD_T1_47_1_gfXG_ISFILLED']
TIMESTAMP_MIDDLE
2004-09-20 10:45:00 0
2004-09-20 11:15:00 0
2004-09-20 11:45:00 0
2004-09-20 12:15:00 0
2004-09-20 12:45:00 0
..
2024-12-31 21:45:00 0
2024-12-31 22:15:00 0
2024-12-31 22:45:00 0
2024-12-31 23:15:00 0
2024-12-31 23:45:00 0
Freq: 30min, Name: FLAG_VPD_T1_47_1_gfXG_ISFILLED, Length: 355563, dtype: int64
title = "VPD"
df[['VPD_T1_47_1_gfXG', 'FLAG_VPD_T1_47_1_gfXG_ISFILLED']].plot(x_compat=True, title=title, subplots=True, figsize=(20, 6));

Plots#
_plot_df = df.copy()
_plot_df = df.replace(-9999, np.nan)
Time series plot#
_plot_df.plot(subplots=True, figsize=(20, 14), title="Downloaded data", alpha=.9, x_compat=True);

Heatmaps#
for col in _plot_df.columns:
series = _plot_df[col]
series.name = col
dv.heatmapdatetime(series, figsize=(6, 9)).show()












Stats#
df.describe().T
count | mean | std | min | 25% | 50% | 75% | max | |
---|---|---|---|---|---|---|---|---|
LW_IN_T1_47_1 | 334651.0 | 310.191939 | 45.718410 | 135.445129 | 282.017899 | 315.560983 | 343.077050 | 441.779694 |
PA_T1_47_1 | 335887.0 | 93.234546 | 0.743782 | 89.446007 | 92.851006 | 93.309998 | 93.703298 | 95.543335 |
PPFD_IN_T1_47_1 | 354281.0 | 288.553030 | 486.866078 | 0.000000 | 0.000000 | 0.000000 | 369.686569 | 2270.612673 |
RH_T1_47_1 | 352774.0 | 79.283494 | 18.817820 | 16.934985 | 65.473702 | 82.847867 | 98.043015 | 100.000000 |
SW_IN_T1_47_1 | 345624.0 | 140.243968 | 237.022077 | 0.000000 | 0.000000 | 0.000000 | 182.744032 | 1118.665920 |
TA_T1_47_1 | 352760.0 | 8.898763 | 8.170412 | -17.200001 | 2.581000 | 8.822186 | 14.940000 | 33.558765 |
SW_IN_T1_47_1_gfXG | 355563.0 | 143.758864 | 237.382005 | 0.000000 | 0.000000 | 0.000000 | 196.250065 | 1118.665920 |
TA_T1_47_1_gfXG | 355563.0 | 8.890540 | 8.173191 | -17.200001 | 2.560453 | 8.790000 | 14.947231 | 33.558765 |
PPFD_IN_T1_47_1_gfXG | 355563.0 | 289.405280 | 487.050354 | -2.392997 | 0.000000 | 0.000000 | 372.034233 | 2270.612673 |
VPD_T1_47_1 | 352774.0 | 0.351999 | 0.458276 | 0.000000 | 0.015304 | 0.170611 | 0.516567 | 4.035805 |
VPD_T1_47_1_gfXG | 355563.0 | 0.351151 | 0.457825 | -0.178991 | 0.015341 | 0.169289 | 0.515679 | 4.035805 |
FLAG_VPD_T1_47_1_gfXG_ISFILLED | 355563.0 | 0.007844 | 0.088218 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
Keep 7 meteo variables#
# keepcols = [
# 'LW_IN_T1_2_1',
# 'PA_GF1_0.9_1',
# 'FLAG_PA_GF1_0.9_1_ISFILLED',
# 'PPFD_IN_T1_2_2',
# 'FLAG_PPFD_IN_T1_2_2_ISFILLED',
# 'VPD_T1_2_1',
# 'FLAG_VPD_T1_2_1_ISFILLED',
# 'SW_IN_T1_2_1',
# 'FLAG_SW_IN_T1_2_1_ISFILLED',
# 'TA_T1_2_1',
# 'FLAG_TA_T1_2_1_ISFILLED',
# 'RH_T1_2_1',
# 'FLAG_RH_T1_2_1_ISFILLED'
# ]
# outdf = data_simple_2005_2024[keepcols].copy()
# outdf
Save measured and gap-filled data to parquet#
OUTNAME = "12.5_METEO7_GAPFILLED_2004-2024"
OUTPATH = r""
filepath = save_parquet(filename=OUTNAME, data=df, outpath=OUTPATH)
# outdf.to_csv(Path(OUTPATH) / f"{OUTNAME}.csv")
Saved file 12.5_METEO7_GAPFILLED_2004-2024.parquet (0.189 seconds).
End of notebook.#
dt_string = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
print(f"Finished. {dt_string}")
Finished. 2025-06-12 00:48:09