A data set containing 2,000 microbial isolates with their full antibiograms. The data set reflects reality and can be used to practice AMR data analysis. For examples, please read the tutorial on our website.
Format
A data.frame with 2,000 observations and 49 variables:
date
date of receipt at the laboratoryhospital_id
ID of the hospital, from A to Dward_icu
logical to determine if ward is an intensive care unitward_clinical
logical to determine if ward is a regular clinical wardward_outpatient
logical to determine if ward is an outpatient clinicage
age of the patientgender
gender of the patientpatient_id
ID of the patientmo
ID of microorganism created withas.mo()
, see also microorganismsPEN:RIF
40 different antibiotics with classrsi
(seeas.rsi()
); these column names occur in the antibiotics data set and can be translated withab_name()
Reference Data Publicly Available
All reference data sets (about microorganisms, antibiotics, R/SI interpretation, EUCAST rules, etc.) in this AMR
package are publicly and freely available. We continually export our data sets to formats for use in R, SPSS, SAS, Stata and Excel. We also supply flat files that are machine-readable and suitable for input in any software program, such as laboratory information systems. Please find all download links on our website, which is automatically updated with every code change.
Examples
head(example_isolates)
#> # A tibble: 6 × 49
#> date hospita…¹ ward_…² ward_…³ ward_…⁴ age gender patie…⁵ mo
#> <date> <fct> <lgl> <lgl> <lgl> <dbl> <chr> <chr> <mo>
#> 1 2002-01-02 D FALSE TRUE FALSE 65 F A77334 B_ESCHR_COLI
#> 2 2002-01-03 D FALSE TRUE FALSE 65 F A77334 B_ESCHR_COLI
#> 3 2002-01-07 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR
#> 4 2002-01-07 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR
#> 5 2002-01-13 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR
#> 6 2002-01-13 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR
#> # … with 40 more variables: PEN <rsi>, OXA <rsi>, FLC <rsi>, AMX <rsi>,
#> # AMC <rsi>, AMP <rsi>, TZP <rsi>, CZO <rsi>, FEP <rsi>, CXM <rsi>,
#> # FOX <rsi>, CTX <rsi>, CAZ <rsi>, CRO <rsi>, GEN <rsi>, TOB <rsi>,
#> # AMK <rsi>, KAN <rsi>, TMP <rsi>, SXT <rsi>, NIT <rsi>, FOS <rsi>,
#> # LNZ <rsi>, CIP <rsi>, MFX <rsi>, VAN <rsi>, TEC <rsi>, TCY <rsi>,
#> # TGC <rsi>, DOX <rsi>, ERY <rsi>, CLI <rsi>, AZM <rsi>, IPM <rsi>,
#> # MEM <rsi>, MTR <rsi>, CHL <rsi>, COL <rsi>, MUP <rsi>, RIF <rsi>, and …