Table 1 List of top 5 selected indicators across types of classifiers

From: Artificial Intelligence (AI)-driven approach to climate action and sustainable development

 

Code

Score

Indicator

Logistic Regression (LR)

n_sdg8_unemp

0.015778

Unemployment rate

n_sdg16_detain

0.013914

Unsentenced detainees

n_sdg14_cpma

0.013680

Mean area that is protected in marine sites important to biodiversity

n_sdg17_govex

0.012044

Government spending on health and education

n_sdg15_forchg

0.011985

Permanent deforestation (3-year average)

Extra Trees (ET)

n_sdg12_explastic

0.050472

Exports of plastic waste

n_sdg17_govex

0.049064

Government spending on health and education

n_sdg12_ewaste

0.047990

Electronic waste

n_sdg13_co2import

0.041699

CO2 emissions embodied in imports

n_sdg15_cpfa

0.040307

Mean area that is protected in freshwater sites important to biodiversity

Random Forest (RF)

n_sdg16_cpi

0.047178

Corruption Perceptions Index

n_sdg3_u5mort

0.042754

Mortality rate, under-5

n_sdg12_explastic

0.041532

Exports of plastic waste

n_sdg17_govex

0.039496

Government spending on health and education

n_sdg14_cpma

0.034024

Mean area that is protected in marine sites important to biodiversity