Tropi-Dry

Biophysical dimensions of tropical dry forests in the Americas.

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11 to 20 of 102 Results

stage 1- Model MissForest.R Dec 18, 2024 - Replication Data for: A Machine learning approach for filling long gaps in Eddy Covariance time series data in a Tropical Dry Forest R Syntax - 1.2 KB - MD5: d97a29751e427b0724dee290116a5399
stage 2- Model Prophet.R Dec 18, 2024 - Replication Data for: A Machine learning approach for filling long gaps in Eddy Covariance time series data in a Tropical Dry Forest R Syntax - 1.0 KB - MD5: bb515d46e579fd7ed4f070ecb5bcb66b
bayes_all_results.tab Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" Tabular Data - 6.1 KB - 18 Variables, 50 Observations - UNF:6:vyCOC/6yBQGgNkQdl3UmaQ== Results of the comparison of trends from zero using bayes t-test.
bayes_realm_results.tab Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" Tabular Data - 27.8 KB - 19 Variables, 205 Observations - UNF:6:fRZ/l9Plbg8qVonGl10m2g== Results of the comparison of trends from zero at the realm level using bayes t-test.
cloud_trends.tiff Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" TIFF Image - 14.5 MB - MD5: 1eb235b8779b71d19b060f7ba637efe2 A raster file for trends of low cloud fraction derived from ERA5
PLSR_coefficients.tab Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" Tabular Data - 958.0 KB - 10 Variables, 5000 Observations - UNF:6:EzoLTw306J6X9QozYrAwmg== Coefficients of the iterative PLSR model.
PLSR_components.tab Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" Tabular Data - 167.0 KB - 1001 Variables, 8 Observations - UNF:6:4E0KwcMEGQdZIh2MKl3vFw== Error of prediction at the component level of the iterative PLSR model.
PLSR_performance.tab Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" Tabular Data - 216.5 KB - 6 Variables, 5000 Observations - UNF:6:6kP5qRBJHtMNsRe1arfyeg== PLSR performance
PLSR_predicted.tab Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" Tabular Data - 52.4 MB - 5000 Variables, 517 Observations - UNF:6:2f0OENPLzY2YiTyUtiHBPw== Predicted values of PLSR
PLSR_VIP.tab Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests" Tabular Data - 702.5 KB - 9 Variables, 5000 Observations - UNF:6:9Oo0vvEdlDD3CdQfrWLeTA== Variable of Importance of Prediction of the iterative PLSR models.

stage 1- Model MissForest.R

Dec 18, 2024 - Replication Data for: A Machine learning approach for filling long gaps in Eddy Covariance time series data in a Tropical Dry Forest

R Syntax - 1.2 KB -

stage 2- Model Prophet.R

Dec 18, 2024 - Replication Data for: A Machine learning approach for filling long gaps in Eddy Covariance time series data in a Tropical Dry Forest

R Syntax - 1.0 KB -

bayes_all_results.tab

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Tabular Data - 6.1 KB - 18 Variables, 50 Observations -

Results of the comparison of trends from zero using bayes t-test.

bayes_realm_results.tab

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Tabular Data - 27.8 KB - 19 Variables, 205 Observations -

Results of the comparison of trends from zero at the realm level using bayes t-test.

cloud_trends.tiff

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

TIFF Image - 14.5 MB -

A raster file for trends of low cloud fraction derived from ERA5

PLSR_coefficients.tab

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Tabular Data - 958.0 KB - 10 Variables, 5000 Observations -

Coefficients of the iterative PLSR model.

PLSR_components.tab

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Tabular Data - 167.0 KB - 1001 Variables, 8 Observations -

Error of prediction at the component level of the iterative PLSR model.

PLSR_performance.tab

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Tabular Data - 216.5 KB - 6 Variables, 5000 Observations -

PLSR performance

PLSR_predicted.tab

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Tabular Data - 52.4 MB - 5000 Variables, 517 Observations -

Predicted values of PLSR

PLSR_VIP.tab

Jan 18, 2024 - Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Tabular Data - 702.5 KB - 9 Variables, 5000 Observations -

Variable of Importance of Prediction of the iterative PLSR models.

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