| \n", " | location | \n", "time | \n", "w10 | \n", "temp_diff | \n", "w40 | \n", "w60 | \n", "w80 | \n", "w100 | \n", "w120 | \n", "w140 | \n", "w160 | \n", "w180 | \n", "w200 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "Hudson South | \n", "2019-09-04 00:00:00 | \n", "3.679043 | \n", "-1.1400 | \n", "3.8218 | \n", "3.8193 | \n", "3.8479 | \n", "3.8223 | \n", "3.8095 | \n", "3.8747 | \n", "3.9162 | \n", "3.9656 | \n", "4.0334 | \n", "
| 1 | \n", "Hudson South | \n", "2019-09-04 00:10:00 | \n", "3.727250 | \n", "-1.1100 | \n", "3.8689 | \n", "3.8416 | \n", "3.8418 | \n", "3.8766 | \n", "3.9057 | \n", "3.9557 | \n", "3.9679 | \n", "4.0759 | \n", "4.0526 | \n", "
| 2 | \n", "Hudson South | \n", "2019-09-04 00:20:00 | \n", "3.737587 | \n", "-1.0900 | \n", "3.9316 | \n", "3.8941 | \n", "3.9455 | \n", "3.9555 | \n", "4.0147 | \n", "4.0512 | \n", "4.0993 | \n", "4.0715 | \n", "4.1344 | \n", "
| 3 | \n", "Hudson South | \n", "2019-09-04 00:30:00 | \n", "3.680078 | \n", "-1.0400 | \n", "3.7904 | \n", "3.8552 | \n", "3.8465 | \n", "3.8560 | \n", "3.8717 | \n", "3.8937 | \n", "3.9033 | \n", "3.9032 | \n", "3.9683 | \n", "
| 4 | \n", "Hudson South | \n", "2019-09-04 00:40:00 | \n", "4.139271 | \n", "-0.9900 | \n", "4.2358 | \n", "4.3596 | \n", "4.3647 | \n", "4.3550 | \n", "4.3521 | \n", "4.3278 | \n", "4.3442 | \n", "4.3641 | \n", "4.4056 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 276572 | \n", "Humboldt | \n", "2022-06-29 21:00:00 | \n", "4.460659 | \n", "-1.6405 | \n", "3.1200 | \n", "3.2500 | \n", "3.3000 | \n", "3.3900 | \n", "3.3400 | \n", "3.1800 | \n", "2.9500 | \n", "2.6800 | \n", "2.5700 | \n", "
| 276573 | \n", "Humboldt | \n", "2022-06-29 21:10:00 | \n", "4.894301 | \n", "-1.6430 | \n", "3.6500 | \n", "3.8300 | \n", "3.9500 | \n", "4.0200 | \n", "3.9900 | \n", "3.8600 | \n", "3.6400 | \n", "3.3700 | \n", "3.2600 | \n", "
| 276574 | \n", "Humboldt | \n", "2022-06-29 21:20:00 | \n", "4.935618 | \n", "-1.5585 | \n", "3.7900 | \n", "4.1600 | \n", "4.3700 | \n", "4.3800 | \n", "4.3300 | \n", "4.2000 | \n", "3.9900 | \n", "3.7700 | \n", "3.5200 | \n", "
| 276575 | \n", "Humboldt | \n", "2022-06-29 21:30:00 | \n", "5.171281 | \n", "-1.5140 | \n", "3.7800 | \n", "3.9800 | \n", "4.0500 | \n", "4.1400 | \n", "4.1000 | \n", "4.0500 | \n", "3.9900 | \n", "3.9200 | \n", "3.7500 | \n", "
| 276576 | \n", "Humboldt | \n", "2022-06-29 21:40:00 | \n", "5.688028 | \n", "-1.4890 | \n", "3.8500 | \n", "3.9300 | \n", "3.9800 | \n", "4.1000 | \n", "4.2100 | \n", "4.2200 | \n", "4.2100 | \n", "4.1900 | \n", "4.1500 | \n", "
276577 rows × 13 columns
\n", "| \n", " | n_estimators_values | \n", "min_samples_leaf_values | \n", "max_features_values | \n", "location | \n", "OOB Score | \n", "OOB Error | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "20 | \n", "50 | \n", "1 | \n", "Hudson North | \n", "0.943946 | \n", "0.056054 | \n", "
RandomForestRegressor(max_features=1, min_samples_leaf=30, n_estimators=1000,\n",
" n_jobs=-1, oob_score=True, random_state=0)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. RandomForestRegressor(max_features=1, min_samples_leaf=30, n_estimators=1000,\n",
" n_jobs=-1, oob_score=True, random_state=0)| \n", " | time | \n", "air_temp | \n", "SST | \n", "w10 | \n", "w40 | \n", "w60 | \n", "w80 | \n", "w100 | \n", "w120 | \n", "w140 | \n", "... | \n", "temp_diff | \n", "w40_pred | \n", "w60_pred | \n", "w80_pred | \n", "w100_pred | \n", "w120_pred | \n", "w140_pred | \n", "w160_pred | \n", "w180_pred | \n", "w200_pred | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2021-05-14 16:30:00 | \n", "14.00391 | \n", "13.82178 | \n", "2.57422 | \n", "2.52954 | \n", "2.64124 | \n", "2.61890 | \n", "2.67102 | \n", "2.87952 | \n", "2.72314 | \n", "... | \n", "0.18213 | \n", "3.202995 | \n", "3.436669 | \n", "3.607690 | \n", "3.750191 | \n", "3.894891 | \n", "4.031077 | \n", "4.156238 | \n", "4.273528 | \n", "4.390401 | \n", "
| 1 | \n", "2021-05-14 16:40:00 | \n", "14.11133 | \n", "13.84229 | \n", "2.48486 | \n", "2.44763 | \n", "2.45508 | \n", "2.53699 | \n", "2.86462 | \n", "2.93164 | \n", "2.75293 | \n", "... | \n", "0.26904 | \n", "3.300581 | \n", "3.687703 | \n", "3.978933 | \n", "4.229158 | \n", "4.465177 | \n", "4.675429 | \n", "4.868366 | \n", "5.045922 | \n", "5.203589 | \n", "
| 2 | \n", "2021-05-14 16:50:00 | \n", "14.16504 | \n", "13.87305 | \n", "2.26147 | \n", "2.28381 | \n", "2.33594 | \n", "2.63379 | \n", "3.13269 | \n", "3.26672 | \n", "2.98376 | \n", "... | \n", "0.29199 | \n", "2.970773 | \n", "3.294819 | \n", "3.548855 | \n", "3.754991 | \n", "3.949965 | \n", "4.127610 | \n", "4.295326 | \n", "4.454996 | \n", "4.607855 | \n", "
| 3 | \n", "2021-05-14 17:00:00 | \n", "14.21875 | \n", "13.92432 | \n", "2.05298 | \n", "2.00085 | \n", "2.22424 | \n", "2.58911 | \n", "3.08057 | \n", "2.95398 | \n", "2.82739 | \n", "... | \n", "0.29443 | \n", "2.771960 | \n", "3.091511 | \n", "3.370940 | \n", "3.609623 | \n", "3.854418 | \n", "4.082239 | \n", "4.300752 | \n", "4.485152 | \n", "4.677612 | \n", "
| 4 | \n", "2021-05-14 17:10:00 | \n", "14.32617 | \n", "14.00635 | \n", "1.90405 | \n", "2.06787 | \n", "2.24658 | \n", "2.67847 | \n", "3.11780 | \n", "3.03589 | \n", "3.02100 | \n", "... | \n", "0.31982 | \n", "2.378450 | \n", "2.560306 | \n", "2.745461 | \n", "2.938255 | \n", "3.147448 | \n", "3.350747 | \n", "3.557519 | \n", "3.760784 | \n", "3.988345 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 14526 | \n", "2021-09-30 11:00:00 | \n", "18.62305 | \n", "21.18408 | \n", "6.62500 | \n", "7.01965 | \n", "7.15369 | \n", "7.01221 | \n", "6.98242 | \n", "6.94519 | \n", "7.33984 | \n", "... | \n", "-2.56103 | \n", "6.853582 | \n", "6.928769 | \n", "6.981764 | \n", "7.020855 | \n", "7.078331 | \n", "7.112477 | \n", "7.154793 | \n", "7.191700 | \n", "7.235197 | \n", "
| 14527 | \n", "2021-09-30 11:10:00 | \n", "18.73047 | \n", "21.18408 | \n", "6.32715 | \n", "6.52075 | \n", "7.10901 | \n", "7.12390 | \n", "7.33240 | \n", "7.25793 | \n", "6.98242 | \n", "... | \n", "-2.45361 | \n", "6.513777 | \n", "6.596303 | \n", "6.649153 | \n", "6.672806 | \n", "6.691013 | \n", "6.692535 | \n", "6.670843 | \n", "6.659621 | \n", "6.678562 | \n", "
| 14528 | \n", "2021-09-30 11:20:00 | \n", "18.62305 | \n", "21.19434 | \n", "5.01660 | \n", "6.34949 | \n", "6.47607 | \n", "6.62500 | \n", "6.61011 | \n", "6.72925 | \n", "6.69202 | \n", "... | \n", "-2.57129 | \n", "5.223161 | \n", "5.293555 | \n", "5.346480 | \n", "5.392743 | \n", "5.441021 | \n", "5.483677 | \n", "5.522090 | \n", "5.577330 | \n", "5.618545 | \n", "
| 14529 | \n", "2021-09-30 11:30:00 | \n", "18.99902 | \n", "20.60986 | \n", "4.45068 | \n", "6.17822 | \n", "6.46118 | \n", "6.28992 | \n", "6.53564 | \n", "6.53564 | \n", "6.83350 | \n", "... | \n", "-1.61084 | \n", "4.548341 | \n", "4.599918 | \n", "4.626269 | \n", "4.624768 | \n", "4.640347 | \n", "4.646031 | \n", "4.653937 | \n", "4.679275 | \n", "4.737834 | \n", "
| 14530 | \n", "2021-09-30 11:50:00 | \n", "19.05273 | \n", "18.30273 | \n", "1.93384 | \n", "7.89832 | \n", "6.44629 | \n", "6.69202 | \n", "7.13879 | \n", "6.99731 | \n", "6.55798 | \n", "... | \n", "0.75000 | \n", "2.824650 | \n", "3.284962 | \n", "3.626603 | \n", "3.921677 | \n", "4.222763 | \n", "4.534529 | \n", "4.847942 | \n", "5.163178 | \n", "5.493389 | \n", "
14531 rows × 24 columns
\n", "| \n", " | time | \n", "lat | \n", "lon | \n", "crs | \n", "mask | \n", "u_wind | \n", "v_wind | \n", "w10 | \n", "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2024-12-12 00:00:00 | \n", "15.0 | \n", "190.00 | \n", "-9999.0 | \n", "1.0 | \n", "-10.592870 | \n", "-1.297211 | \n", "10.672003 | \n", "
| 1 | \n", "2024-12-12 00:00:00 | \n", "15.0 | \n", "190.25 | \n", "-9999.0 | \n", "1.0 | \n", "-10.508510 | \n", "-1.385846 | \n", "10.599497 | \n", "
| 2 | \n", "2024-12-12 00:00:00 | \n", "15.0 | \n", "190.50 | \n", "-9999.0 | \n", "1.0 | \n", "-10.455713 | \n", "-1.541452 | \n", "10.568728 | \n", "
| 3 | \n", "2024-12-12 00:00:00 | \n", "15.0 | \n", "190.75 | \n", "-9999.0 | \n", "1.0 | \n", "-10.440518 | \n", "-1.749787 | \n", "10.586131 | \n", "
| 4 | \n", "2024-12-12 00:00:00 | \n", "15.0 | \n", "191.00 | \n", "-9999.0 | \n", "1.0 | \n", "-10.448401 | \n", "-1.973764 | \n", "10.633195 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 436743 | \n", "2024-12-12 18:00:00 | \n", "71.5 | \n", "309.00 | \n", "-9999.0 | \n", "0.0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
| 436744 | \n", "2024-12-12 18:00:00 | \n", "71.5 | \n", "309.25 | \n", "-9999.0 | \n", "0.0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
| 436745 | \n", "2024-12-12 18:00:00 | \n", "71.5 | \n", "309.50 | \n", "-9999.0 | \n", "0.0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
| 436746 | \n", "2024-12-12 18:00:00 | \n", "71.5 | \n", "309.75 | \n", "-9999.0 | \n", "0.0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
| 436747 | \n", "2024-12-12 18:00:00 | \n", "71.5 | \n", "310.00 | \n", "-9999.0 | \n", "0.0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
436748 rows × 8 columns
\n", "| \n", " | time | \n", "lat | \n", "lon | \n", "number | \n", "expver | \n", "t2m | \n", "sst | \n", "temp_diff | \n", "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2024-12-12 00:00:00 | \n", "71.5 | \n", "190.00 | \n", "0 | \n", "0005 | \n", "266.309509 | \n", "271.459717 | \n", "-5.150208 | \n", "
| 1 | \n", "2024-12-12 00:00:00 | \n", "71.5 | \n", "190.25 | \n", "0 | \n", "0005 | \n", "266.256775 | \n", "271.459717 | \n", "-5.202942 | \n", "
| 2 | \n", "2024-12-12 00:00:00 | \n", "71.5 | \n", "190.50 | \n", "0 | \n", "0005 | \n", "266.219666 | \n", "271.459717 | \n", "-5.240051 | \n", "
| 3 | \n", "2024-12-12 00:00:00 | \n", "71.5 | \n", "190.75 | \n", "0 | \n", "0005 | \n", "266.182556 | \n", "271.459717 | \n", "-5.277161 | \n", "
| 4 | \n", "2024-12-12 00:00:00 | \n", "71.5 | \n", "191.00 | \n", "0 | \n", "0005 | \n", "266.172791 | \n", "271.459717 | \n", "-5.286926 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 436743 | \n", "2024-12-12 18:00:00 | \n", "15.0 | \n", "309.00 | \n", "0 | \n", "0005 | \n", "297.999847 | \n", "300.692139 | \n", "-2.692291 | \n", "
| 436744 | \n", "2024-12-12 18:00:00 | \n", "15.0 | \n", "309.25 | \n", "0 | \n", "0005 | \n", "298.113129 | \n", "300.663818 | \n", "-2.550690 | \n", "
| 436745 | \n", "2024-12-12 18:00:00 | \n", "15.0 | \n", "309.50 | \n", "0 | \n", "0005 | \n", "298.361176 | \n", "300.710693 | \n", "-2.349518 | \n", "
| 436746 | \n", "2024-12-12 18:00:00 | \n", "15.0 | \n", "309.75 | \n", "0 | \n", "0005 | \n", "299.017426 | \n", "300.783936 | \n", "-1.766510 | \n", "
| 436747 | \n", "2024-12-12 18:00:00 | \n", "15.0 | \n", "310.00 | \n", "0 | \n", "0005 | \n", "299.794769 | \n", "300.822021 | \n", "-1.027252 | \n", "
436748 rows × 8 columns
\n", "