data/test.csv

row_id,series_id,timepoint_h,organism,strain_id,antibiotic_name,antibiotic_class,drug_trough_mg_L,mic_mg_L,media,assay_method,source_type,resistance_signal,earliest_signal,notes
ABXPD001-TE-0001,S4,0,Pseudomonas aeruginosa,PA-CLIN014,piperacillin-tazobactam,penicillin_beta_lactamase_inhibitor,22.0,4.0,CAMHB,broth_microdilution,simulated,0,0,baseline
ABXPD001-TE-0002,S4,24,Pseudomonas aeruginosa,PA-CLIN014,piperacillin-tazobactam,penicillin_beta_lactamase_inhibitor,23.0,8.0,CAMHB,broth_microdilution,simulated,0,0,early drift not yet break
ABXPD001-TE-0003,S4,48,Pseudomonas aeruginosa,PA-CLIN014,piperacillin-tazobactam,penicillin_beta_lactamase_inhibitor,22.0,16.0,CAMHB,broth_microdilution,simulated,1,1,coverage breaks here
ABXPD001-TE-0004,S4,72,Pseudomonas aeruginosa,PA-CLIN014,piperacillin-tazobactam,penicillin_beta_lactamase_inhibitor,21.0,16.0,CAMHB,broth_microdilution,simulated,1,0,persistent
ABXPD001-TE-0005,S5,0,Escherichia coli,EC-CLIN203,levofloxacin,fluoroquinolone,1.8,0.25,CAMHB,broth_microdilution,simulated,0,0,baseline
ABXPD001-TE-0006,S5,24,Escherichia coli,EC-CLIN203,levofloxacin,fluoroquinolone,1.0,0.25,CAMHB,broth_microdilution,simulated,0,0,trough falls
ABXPD001-TE-0007,S5,48,Escherichia coli,EC-CLIN203,levofloxacin,fluoroquinolone,0.9,1.0,CAMHB,broth_microdilution,simulated,0,0,failure driven by trough not resistance
ABXPD001-TE-0008,S6,0,Staphylococcus aureus,SA-CLIN071,vancomycin,glycopeptide,11.0,1.0,CAMHB,broth_microdilution,simulated,0,0,baseline
ABXPD001-TE-0009,S6,24,Staphylococcus aureus,SA-CLIN071,vancomycin,glycopeptide,11.5,32.0,CAMHB,broth_microdilution,simulated,0,0,spike likely error
ABXPD001-TE-0010,S6,48,Staphylococcus aureus,SA-CLIN071,vancomycin,glycopeptide,11.2,1.0,CAMHB,broth_microdilution,simulated,0,0,snap back