Research Article

Prediction of the Antibacterial Activity of the Green Synthesized Silver Nanoparticles against Gram Negative and Positive Bacteria by using Machine Learning Algorithms

Table 1

Structure of primary dataset (dataset I).

FeaturesUnitMin–max of labelMissing values (%)

NumericalAgNPs sizenm3.0–183.20
Extract massg0.05–100.04.7
Solvent volumeml2.0–1,000.06
Extract volumeml0.5–250.00
AgNO3 volumeml1.0–1,800.00
AgNO3 concentrationmM0.01–20.00
Reaction temperature°C24.0–100.00
Reaction timemin10–10,080.03.5
Diameters of disks and wellsmm4.0–10.00
Incubation temperature°C30–370
Incubation timehr12–480
Bacteria concentrationCFU/ml1,00,000–1,50,000,0000
AgNPs concentrationmg/ml0.05–50,000.0

CategoricalMethodWell/disk37.6