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# Data Set with Unclean Data
A data set containing 3 000 microbial isolates that are not cleaned up
and consequently not ready for AMR data analysis. This data set can be
used for practice.
## Usage
``` r
example_isolates_unclean
```
## Format
A [tibble](https://tibble.tidyverse.org/reference/tibble.html) with 3
000 observations and 8 variables:
- `patient_id`
ID of the patient
- `date`
date of receipt at the laboratory
- `hospital`
ID of the hospital, from A to C
- `bacteria`
info about microorganism that can be transformed with
[`as.mo()`](https://amr-for-r.org/reference/as.mo.md), see also
[microorganisms](https://amr-for-r.org/reference/microorganisms.md)
- `AMX:GEN`
4 different antimicrobials that have to be transformed with
[`as.sir()`](https://amr-for-r.org/reference/as.sir.md)
## Download Our Reference Data
All reference data sets in the AMR package - including information on
microorganisms, antimicrobials, and clinical breakpoints - are freely
available for download in multiple formats: R, MS Excel, Apache Feather,
Apache Parquet, SPSS, and Stata.
For maximum compatibility, we also provide machine-readable,
tab-separated plain text files suitable for use in any software,
including laboratory information systems.
Visit [our website for direct download
links](https://amr-for-r.org/articles/datasets.html), or explore the
actual files in [our GitHub
repository](https://github.com/msberends/AMR/tree/main/data-raw/datasets).
## Examples
``` r
example_isolates_unclean
#> # A tibble: 3,000 × 8
#> patient_id hospital date bacteria AMX AMC CIP GEN
#> <chr> <chr> <date> <chr> <chr> <chr> <chr> <chr>
#> 1 J3 A 2012-11-21 E. coli R I S S
#> 2 R7 A 2018-04-03 K. pneumoniae R I S S
#> 3 P3 A 2014-09-19 E. coli R S S S
#> 4 P10 A 2015-12-10 E. coli S I S S
#> 5 B7 A 2015-03-02 E. coli S S S S
#> 6 W3 A 2018-03-31 S. aureus R S R S
#> 7 J8 A 2016-06-14 E. coli R S S S
#> 8 M3 A 2015-10-25 E. coli R S S S
#> 9 J3 A 2019-06-19 E. coli S S S S
#> 10 G6 A 2015-04-27 S. aureus S S S S
#> # 2,990 more rows
```