From 429814c29b479f2749164dcc7a1c08ae53ffd00c Mon Sep 17 00:00:00 2001 From: "Matthijs S. Berends" Date: Wed, 27 Mar 2019 11:22:36 +0100 Subject: [PATCH] v0.6.0 --- DESCRIPTION | 4 +- NEWS.md | 8 +- docs/LICENSE-text.html | 2 +- docs/articles/AMR.html | 497 +++++++++--------- .../AMR_files/figure-html/plot 1-1.png | Bin 35915 -> 36049 bytes .../AMR_files/figure-html/plot 3-1.png | Bin 20485 -> 20517 bytes .../AMR_files/figure-html/plot 4-1.png | Bin 70495 -> 70463 bytes .../AMR_files/figure-html/plot 5-1.png | Bin 51984 -> 51956 bytes docs/articles/EUCAST.html | 4 +- docs/articles/G_test.html | 4 +- docs/articles/SPSS.html | 16 +- docs/articles/WHONET.html | 35 +- docs/articles/atc_property.html | 4 +- docs/articles/benchmarks.html | 201 +++---- .../figure-html/unnamed-chunk-5-1.png | Bin 26119 -> 26653 bytes .../figure-html/unnamed-chunk-6-1.png | Bin 27046 -> 26724 bytes docs/articles/freq.html | 21 +- docs/articles/index.html | 2 +- docs/articles/mo_property.html | 4 +- docs/articles/resistance_predict.html | 4 +- .../figure-html/unnamed-chunk-4-1.png | Bin 28365 -> 28410 bytes .../figure-html/unnamed-chunk-5-1.png | Bin 30994 -> 30881 bytes .../figure-html/unnamed-chunk-5-2.png | Bin 31032 -> 31481 bytes .../figure-html/unnamed-chunk-6-1.png | Bin 32379 -> 32667 bytes .../figure-html/unnamed-chunk-7-1.png | Bin 30138 -> 30393 bytes docs/authors.html | 2 +- docs/extra.js | 4 +- docs/index.html | 6 +- docs/news/index.html | 15 +- docs/reference/AMR-deprecated.html | 2 +- docs/reference/AMR.html | 2 +- docs/reference/WHOCC.html | 2 +- docs/reference/WHONET.html | 2 +- docs/reference/abname.html | 2 +- docs/reference/age.html | 2 +- docs/reference/age_groups.html | 2 +- docs/reference/antibiotics.html | 2 +- docs/reference/as.atc.html | 2 +- docs/reference/as.mic.html | 2 +- docs/reference/as.mo.html | 2 +- docs/reference/as.rsi.html | 2 +- docs/reference/atc_online.html | 2 +- docs/reference/atc_property.html | 2 +- docs/reference/availability.html | 2 +- docs/reference/catalogue_of_life.html | 2 +- docs/reference/catalogue_of_life_version.html | 2 +- docs/reference/count.html | 2 +- docs/reference/eucast_rules.html | 2 +- docs/reference/filter_ab_class.html | 2 +- docs/reference/first_isolate.html | 2 +- docs/reference/freq.html | 2 +- docs/reference/g.test.html | 2 +- docs/reference/get_locale.html | 2 +- docs/reference/ggplot_rsi.html | 20 +- docs/reference/guess_ab_col.html | 2 +- docs/reference/index.html | 2 +- docs/reference/join.html | 2 +- docs/reference/key_antibiotics.html | 2 +- docs/reference/kurtosis.html | 2 +- docs/reference/like.html | 2 +- docs/reference/mdro.html | 2 +- docs/reference/microorganisms.codes.html | 2 +- docs/reference/microorganisms.html | 2 +- docs/reference/microorganisms.old.html | 2 +- docs/reference/mo_property.html | 2 +- docs/reference/mo_source.html | 2 +- docs/reference/p.symbol.html | 2 +- docs/reference/portion.html | 2 +- docs/reference/read.4D.html | 2 +- docs/reference/resistance_predict.html | 16 +- docs/reference/rsi.html | 2 +- docs/reference/septic_patients.html | 2 +- docs/reference/skewness.html | 2 +- index.md | 4 +- pkgdown/extra.js | 4 +- vignettes/AMR.Rmd | 2 +- vignettes/SPSS.Rmd | 14 +- 77 files changed, 488 insertions(+), 489 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index dc718674..598c0391 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: AMR -Version: 0.5.0.9025 -Date: 2019-03-26 +Version: 0.6.0 +Date: 2019-03-27 Title: Antimicrobial Resistance Analysis Authors@R: c( person( diff --git a/NEWS.md b/NEWS.md index 2d7bed2b..ff88a349 100755 --- a/NEWS.md +++ b/NEWS.md @@ -1,5 +1,4 @@ -# AMR 0.5.0.90xx -**Note: this is the development version, which will eventually be released as AMR 0.6.0.** +# AMR 0.6.0 **New website!** @@ -11,7 +10,7 @@ We've got a new website: [https://msberends.gitlab.io/AMR](https://msberends.git #### New * **BREAKING**: removed deprecated functions, parameters and references to 'bactid'. Use `as.mo()` to identify an MO code. * Catalogue of Life as a new taxonomic source for data about microorganisms, which also contains all ITIS data we used previously. The `microorganisms` data set now contains: - * All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria, Protozoa and Viruses + * All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria and Protozoa * All ~3,000 (sub)species from these orders of the kingdom of Fungi: Eurotiales, Onygenales, Pneumocystales, Saccharomycetales and Schizosaccharomycetales (covering at least like all species of *Aspergillus*, *Candida*, *Pneumocystis*, *Saccharomyces* and *Trichophyton*) * All ~2,000 (sub)species from ~100 other relevant genera, from the kingdoms of Animalia and Plantae (like *Strongyloides* and *Taenia*) * All ~15,000 previously accepted names of included (sub)species that have been taxonomically renamed @@ -122,7 +121,8 @@ We've got a new website: [https://msberends.gitlab.io/AMR](https://msberends.git as.mo(..., allow_uncertain = 0) ``` Using `as.mo(..., allow_uncertain = 3)` could lead to very unreliable results. - * All microbial IDs that are found with zero uncertainty are now saved to a local file `~/.Rhistory_mo`. Use the new function `clean_mo_history()` to delete this file, which resets the algorithms. + * Implemented the latest publication of Becker *et al.* (2019), for categorising coagulase-negative *Staphylococci* + * All microbial IDs that found are now saved to a local file `~/.Rhistory_mo`. Use the new function `clean_mo_history()` to delete this file, which resets the algorithms. * Incoercible results will now be considered 'unknown', MO code `UNKNOWN`. On foreign systems, properties of these will be translated to all languages already previously supported: German, Dutch, French, Italian, Spanish and Portuguese: ```r mo_genus("qwerty", language = "es") diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html index a8fb96d7..3cf55fe5 100644 --- a/docs/LICENSE-text.html +++ b/docs/LICENSE-text.html @@ -78,7 +78,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html index 6c761450..d2cef62d 100644 --- a/docs/articles/AMR.html +++ b/docs/articles/AMR.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 @@ -192,7 +192,7 @@

How to conduct AMR analysis

Matthijs S. Berends

-

26 March 2019

+

27 March 2019

@@ -201,7 +201,7 @@ -

Note: values on this page will change with every website update since they are based on randomly created values and the page was written in RMarkdown. However, the methodology remains unchanged. This page was generated on 26 March 2019.

+

Note: values on this page will change with every website update since they are based on randomly created values and the page was written in R Markdown. However, the methodology remains unchanged. This page was generated on 27 March 2019.

Introduction

@@ -217,21 +217,21 @@ -2019-03-26 +2019-03-27 abcd Escherichia coli S S -2019-03-26 +2019-03-27 abcd Escherichia coli S R -2019-03-26 +2019-03-27 efgh Escherichia coli R @@ -327,71 +327,71 @@ -2014-08-13 -C5 +2015-10-28 +A4 +Hospital B +Escherichia coli +S +R +S +S +M + + +2011-07-22 +Y8 +Hospital C +Streptococcus pneumoniae +S +S +S +S +F + + +2014-09-30 +N3 +Hospital B +Streptococcus pneumoniae +S +S +S +S +M + + +2013-02-14 +Z6 +Hospital A +Escherichia coli +S +S +R +S +F + + +2015-02-01 +D5 Hospital C Escherichia coli -R S -R +I +S S M -2017-11-08 -R4 -Hospital A -Escherichia coli -S -I -S -S -F - - -2015-01-27 -U9 -Hospital D -Klebsiella pneumoniae -S -S -S -S -F - - -2010-09-17 -R7 -Hospital A -Escherichia coli -R -I -R -S -F - - -2017-04-07 -Z10 +2013-12-28 +V6 Hospital B Staphylococcus aureus +R S -S -S +R S F - -2015-08-27 -C7 -Hospital A -Escherichia coli -S -S -S -S -M -

Now, let’s start the cleaning and the analysis!

@@ -411,8 +411,8 @@ #> #> Item Count Percent Cum. Count Cum. Percent #> --- ----- ------- -------- ----------- ------------- -#> 1 M 10,435 52.2% 10,435 52.2% -#> 2 F 9,565 47.8% 20,000 100.0% +#> 1 M 10,344 51.7% 10,344 51.7% +#> 2 F 9,656 48.3% 20,000 100.0%

So, we can draw at least two conclusions immediately. From a data scientist perspective, the data looks clean: only values M and F. From a researcher perspective: there are slightly more men. Nothing we didn’t already know.

The data is already quite clean, but we still need to transform some variables. The bacteria column now consists of text, and we want to add more variables based on microbial IDs later on. So, we will transform this column to valid IDs. The mutate() function of the dplyr package makes this really easy:

+#> -> changed 4,068 test results (0 to S; 0 to I; 4,068 to R)

@@ -489,8 +489,8 @@ #> NOTE: Using column `bacteria` as input for `col_mo`. #> NOTE: Using column `date` as input for `col_date`. #> NOTE: Using column `patient_id` as input for `col_patient_id`. -#> => Found 5,648 first isolates (28.2% of total)

-

So only 28.2% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

+#> => Found 5,665 first isolates (28.3% of total) +

So only 28.3% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

data_1st <- data %>% 
   filter(first == TRUE)

For future use, the above two syntaxes can be shortened with the filter_first_isolate() function:

@@ -516,111 +516,111 @@ 1 -2010-01-29 -P7 +2010-09-11 +L7 B_ESCHR_COL -S -S +R +I S S TRUE 2 -2010-05-18 -P7 +2010-11-07 +L7 B_ESCHR_COL S +S +S R -S -S FALSE 3 -2010-06-01 -P7 +2011-01-16 +L7 B_ESCHR_COL -R S R S +S FALSE 4 -2010-07-21 -P7 +2011-02-25 +L7 B_ESCHR_COL +R S -I S S FALSE 5 -2010-08-20 -P7 +2011-08-07 +L7 B_ESCHR_COL S -R +S S S FALSE 6 -2010-12-14 -P7 +2011-08-16 +L7 B_ESCHR_COL S -I S +R S FALSE 7 -2011-03-02 -P7 +2011-10-08 +L7 B_ESCHR_COL S -S -S R +S +S TRUE 8 -2011-03-14 -P7 +2011-10-26 +L7 B_ESCHR_COL -S -S R S +S +S FALSE 9 -2011-05-28 -P7 +2012-01-15 +L7 B_ESCHR_COL S I -S +R S FALSE 10 -2011-08-09 -P7 +2012-02-08 +L7 B_ESCHR_COL -I S -R +S +S S FALSE @@ -637,7 +637,7 @@ #> NOTE: Using column `patient_id` as input for `col_patient_id`. #> NOTE: Using column `keyab` as input for `col_keyantibiotics`. Use col_keyantibiotics = FALSE to prevent this. #> [Criterion] Inclusion based on key antibiotics, ignoring I. -#> => Found 15,891 first weighted isolates (79.5% of total) +#> => Found 15,729 first weighted isolates (78.6% of total) @@ -654,11 +654,11 @@ - - + + - - + + @@ -666,35 +666,35 @@ - - + + + + - - - - + + - + - - + + + - @@ -702,83 +702,83 @@ - - + + - + - + - - + + - - - - - - - - - - - - - + + + + + + + + + + + + + - - + + - - + + - - + + - + - - + + - - + +
isolate
12010-01-29P72010-09-11L7 B_ESCHR_COLSSRI S S TRUE
22010-05-18P72010-11-07L7 B_ESCHR_COL SSS RSS FALSE TRUE
32010-06-01P72011-01-16L7 B_ESCHR_COLR S R SS FALSE TRUE
42010-07-21P72011-02-25L7 B_ESCHR_COLR SI S S FALSE
52010-08-20P72011-08-07L7 B_ESCHR_COL SRS S S FALSEFALSETRUE
62010-12-14P72011-08-16L7 B_ESCHR_COL SISSFALSEFALSE
72011-03-02P7B_ESCHR_COLSS S RSFALSETRUE
72011-10-08L7B_ESCHR_COLSRSS TRUE TRUE
82011-03-14P72011-10-26L7 B_ESCHR_COLSS R SSS FALSE TRUE
92011-05-28P72012-01-15L7 B_ESCHR_COL S ISR S FALSE TRUE
102011-08-09P72012-02-08L7 B_ESCHR_COLI SRSS S FALSE TRUE
-

Instead of 2, now 8 isolates are flagged. In total, 79.5% of all isolates are marked ‘first weighted’ - 51.2% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

+

Instead of 2, now 10 isolates are flagged. In total, 78.6% of all isolates are marked ‘first weighted’ - 50.3% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

As with filter_first_isolate(), there’s a shortcut for this new algorithm too:

data_1st <- data %>% 
   filter_first_weighted_isolate()
-

So we end up with 15,891 isolates for analysis.

+

So we end up with 15,729 isolates for analysis.

We can remove unneeded columns:

data_1st <- data_1st %>% 
   select(-c(first, keyab))
@@ -786,7 +786,6 @@
head(data_1st)
- @@ -803,15 +802,14 @@ - - - - + + + - + @@ -819,13 +817,42 @@ - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + @@ -835,14 +862,28 @@ - - - + + + + + + + + + + + + + + + + + + - - + @@ -850,54 +891,6 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
date patient_id hospital
12014-08-13C5Hospital C2015-10-28A4Hospital B B_ESCHR_COLR S R SS M Gram negative EscherichiaTRUE
42010-09-17R72011-07-22Y8Hospital CB_STRPT_PNESSSRFGram positiveStreptococcuspneumoniaeTRUE
2014-09-30N3Hospital BB_STRPT_PNESSSRMGram positiveStreptococcuspneumoniaeTRUE
2013-02-14Z6 Hospital A B_ESCHR_COLRISS R S FTRUE
52017-04-07Z102015-02-01D5Hospital CB_ESCHR_COLSISSMGram negativeEscherichiacoliTRUE
2013-12-28V6 Hospital B B_STPHY_AURR SSSR S F Gram positiveaureus TRUE
72012-04-03J2Hospital AB_ESCHR_COLRRRSMGram negativeEscherichiacoliTRUE
92017-09-09U3Hospital AB_ESCHR_COLRSSSFGram negativeEscherichiacoliTRUE
102015-12-21E1Hospital BB_ESCHR_COLSSSSMGram negativeEscherichiacoliTRUE

Time for the analysis!

@@ -915,9 +908,9 @@
freq(paste(data_1st$genus, data_1st$species))

Or can be used like the dplyr way, which is easier readable:

data_1st %>% freq(genus, species)
-

Frequency table of genus and species from a data.frame (15,891 x 13)

+

Frequency table of genus and species from a data.frame (15,729 x 13)

Columns: 2
-Length: 15,891 (of which NA: 0 = 0.00%)
+Length: 15,729 (of which NA: 0 = 0.00%)
Unique: 4

Shortest: 16
Longest: 24

@@ -934,33 +927,33 @@ Longest: 24

1 Escherichia coli -7,952 -50.0% -7,952 -50.0% +7,807 +49.6% +7,807 +49.6% 2 Staphylococcus aureus -3,895 -24.5% -11,847 +3,919 +24.9% +11,726 74.6% 3 Streptococcus pneumoniae -2,502 -15.7% -14,349 -90.3% +2,426 +15.4% +14,152 +90.0% 4 Klebsiella pneumoniae -1,542 -9.7% -15,891 +1,577 +10.0% +15,729 100.0% @@ -971,7 +964,7 @@ Longest: 24

Resistance percentages

The functions portion_S(), portion_SI(), portion_I(), portion_IR() and portion_R() can be used to determine the portion of a specific antimicrobial outcome. They can be used on their own:

data_1st %>% portion_IR(amox)
-#> [1] 0.4711472
+#> [1] 0.4796236

Or can be used in conjuction with group_by() and summarise(), both from the dplyr package:

data_1st %>% 
   group_by(hospital) %>% 
@@ -984,19 +977,19 @@ Longest: 24

Hospital A -0.4674370 +0.4841779 Hospital B -0.4698925 +0.4800215 Hospital C -0.4813574 +0.4663419 Hospital D -0.4712389 +0.4815057 @@ -1014,23 +1007,23 @@ Longest: 24

Hospital A -0.4674370 -4760 +0.4841779 +4835 Hospital B -0.4698925 -5580 +0.4800215 +5581 Hospital C -0.4813574 -2387 +0.4663419 +2258 Hospital D -0.4712389 -3164 +0.4815057 +3055 @@ -1050,27 +1043,27 @@ Longest: 24

Escherichia -0.7272384 -0.9034205 -0.9763581 +0.7376713 +0.8986807 +0.9754067 Klebsiella -0.7457847 -0.9014267 -0.9760052 +0.7305010 +0.8953710 +0.9727330 Staphylococcus -0.7245186 -0.9181001 -0.9756098 +0.7305435 +0.9275325 +0.9793315 Streptococcus -0.7234213 +0.7320692 0.0000000 -0.7234213 +0.7320692 diff --git a/docs/articles/AMR_files/figure-html/plot 1-1.png b/docs/articles/AMR_files/figure-html/plot 1-1.png index bb00739ebbd01b3ed280842892c85316ecd50b66..b76ef17b343246904d66637051340d441cbd3f22 100644 GIT binary patch literal 36049 zcmeFa2|U(oyEd%VDjMW2VU;PO%vMEaib^H(lzFL0Dx}EFDiV@pDr1UF86(P6NslHb8u}xL4`|WQthz@-v+_CJFZi2dUye}m#~QoC1{Y~)*nP?WRs{8pTF}sJqd9V5 zzm8M%V4JgBSVO$%a9)V&FXo%K(DQLCo?oTeNvHRy(@Q@-Pv$GVTHC~o7bV~y?4 zjG4?RzE*7ZQ1ooNgr1?{R$LIxeWCPtTJnuu)~{^%V_)wYN&MmUhS84vZSc-c@&~v2 z^A-5xK&;nF{Bd1&1$ha@`Iim&W82u@@j}z0c-jx4=Q~P@b8~a!m0wUp?%r*F=J1`O z=&}5z#6VkB{pO8T-9uG6^Y^iGg_lQczIN?%eitczw&lrrI`fhCVrOS(dO0>eQI4Se 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-40,7 +40,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0

@@ -192,7 +192,7 @@

How to apply EUCAST rules

Matthijs S. Berends

-

15 March 2019

+

27 March 2019

diff --git a/docs/articles/G_test.html b/docs/articles/G_test.html index d7cbe252..9f07c8e3 100644 --- a/docs/articles/G_test.html +++ b/docs/articles/G_test.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 @@ -192,7 +192,7 @@

How to use the G-test

Matthijs S. Berends

-

15 March 2019

+

27 March 2019

diff --git a/docs/articles/SPSS.html b/docs/articles/SPSS.html index 9d08b222..30afa341 100644 --- a/docs/articles/SPSS.html +++ b/docs/articles/SPSS.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 @@ -192,7 +192,7 @@

How to import data from SPSS / SAS / Stata

Matthijs S. Berends

-

15 March 2019

+

27 March 2019

@@ -213,7 +213,7 @@
  • R is highly modular.

    -

    The official R network (CRAN) features almost 14,000 packages at the time of writing, our AMR package being one of them. All these packages were peer-reviewed before publication. Aside from this official channel, there are also developers who choose not to submit to CRAN, but rather keep it on their own public repository, like GitLab or GitHub. So there may even be a lot more than 14,000 packages out there.

    +

    The official R network (CRAN) features almost 14,000 packages at the time of writing, our AMR package being one of them. All these packages were peer-reviewed before publication. Aside from this official channel, there are also developers who choose not to submit to CRAN, but rather keep it on their own public repository, like GitLab or GitHub. So there may even be a lot more than 14,000 packages out there.

    Bottom line is, you can really extend it yourself or ask somebody to do this for you. Take for example our AMR package. Among other things, it adds reliable reference data to R to help you with the data cleaning and analysis. SPSS, SAS and Stata will never know what a valid MIC value is or what the Gram stain of E. coli is. Or that all species of Klebiella are resistant to amoxicillin and that Floxapen® is a trade name of flucloxacillin. These facts and properties are often needed to clean existing data, which would be very inconvenient in a software package without reliable reference data. See below for a demonstration.

  • @@ -227,17 +227,17 @@
  • R has a huge community.

    -

    Many R users just ask questions on websites like StackOverflow.com, the largest online community for programmers. At the time of writing, more than 275,000 R-related questions have already been asked on this platform (which covers questions and answers for any programming language). In my own experience, most questions are answered within a couple of minutes.

    +

    Many R users just ask questions on websites like StackOverflow.com, the largest online community for programmers. At the time of writing, almost 300,000 R-related questions have already been asked on this platform (which covers questions and answers for any programming language). In my own experience, most questions are answered within a couple of minutes.

  • R understands any data type, including SPSS/SAS/Stata.

    -

    And that’s not vice versa I’m afraid. You can import data from any source into R. As said, from SPSS/SAS/Stata (link), but also from Excel (link), from flat files like CSV, TXT or TSV (link), or directly from databases or datawarehouses from anywhere on the world (link). You can even scrape websites to download tables that are live on the internet (link).

    -

    And the best part - you can export from R to all data formats as well. So you can import an SPSS file, do your analysis neatly in R and export back to SPSS. Although you might omit that very last step.

    +

    And that’s not vice versa I’m afraid. You can import data from any source into R. From SPSS, SAS and Stata (link), from Minitab, Epi Info and EpiData (link), from Excel (link), from flat files like CSV, TXT or TSV (link), or directly from databases and datawarehouses from anywhere on the world (link). You can even scrape websites to download tables that are live on the internet (link).

    +

    And the best part - you can export from R to most data formats as well. So you can import an SPSS file, do your analysis neatly in R and export the resulting tables to Excel files.

  • R is completely free and open-source.

    No strings attached. It was created and is being maintained by volunteers who believe that (data) science should be open and publicly available to everybody. SPSS, SAS and Stata are quite expensive. IBM SPSS Staticstics only comes with subscriptions nowadays, varying between USD 1,300 and USD 8,500 per computer per year. SAS Analytics Pro costs around USD 10,000 per computer. Stata also has a business model with subscription fees, varying between USD 600 and USD 1,200 per computer per year, but lower prices come with a limitation of the number of variables you can work with.

    -

    If you are working at a midsized or small company, you can save it tens of thousands of dollars by using R instead of SPSS - gaining even more functions and flexibility. And all R enthousiasts can do as much PR as they want (like I do here), because nobody is officially associated with or affiliated by R. It is really free.

    +

    If you are working at a midsized or small company, you can save it tens of thousands of dollars by using R instead of e.g. SPSS - gaining even more functions and flexibility. And all R enthousiasts can do as much PR as they want (like I do here), because nobody is officially associated with or affiliated by R. It is really free.

If you sometimes write syntaxes in SPSS to run a complete analysis or to ‘automate’ some of your work, you should perhaps do this in R. You will notice that writing syntaxes in R is a lot more nifty and clever than in SPSS.

@@ -280,7 +280,7 @@

RStudio

-

To work with R, probably the best option is to use RStudio. It is an open-source and free desktop environment which not only allows you to run R code, but also supports project management, version management, package management and convenient import menus to work with other data sources. You can also run RStudio Server, which is nothing less than the complete RStudio software available as a website (e.g. in your corporate network or at home).

+

To work with R, probably the best option is to use RStudio. It is an open-source and free desktop environment which not only allows you to run R code, but also supports project management, version management, package management and convenient import menus to work with other data sources. You can also install RStudio Server on a private or corporate server, which brings nothing less than the complete RStudio software to you as a website (at home or at work).

To import a data file, just click Import Dataset in the Environment tab:

If additional packages are needed, RStudio will ask you if they should be installed on beforehand.

diff --git a/docs/articles/WHONET.html b/docs/articles/WHONET.html index e3c39870..ff1d5e4b 100644 --- a/docs/articles/WHONET.html +++ b/docs/articles/WHONET.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0
@@ -192,7 +192,7 @@

How to work with WHONET data

Matthijs S. Berends

-

15 March 2019

+

27 March 2019

@@ -234,10 +234,10 @@

Frequency table of mo from a data.frame (500 x 54)

Class: mo (character)
Length: 500 (of which NA: 0 = 0.00%)
-Unique: 37

+Unique: 39

Families: 10
Genera: 17
-Species: 35

+Species: 38

@@ -258,7 +258,7 @@ Species: 35

- + @@ -314,33 +314,34 @@ Species: 35

- - - - - - - - - - + + + + + + + + + +
2B_STPHYB_STPHY_CNS 74 14.8% 319
9B_STRPT81.6%44288.4%
10 B_ENTRB_CLO 5 1.0%44789.4%43987.8%
10B_ENTRC_COL40.8%44388.6%
-

(omitted 27 entries, n = 53 [10.6%])

+

(omitted 29 entries, n = 57 [11.4%])

Frequency table of AMC_ND2 from a data.frame (500 x 54)

+
# Warning: These values could not be coerced to a valid atc: "AMCND".

Class: factor > ordered > rsi (numeric)
Length: 500 (of which NA: 19 = 3.80%)
Levels: 3: S < I < R
Unique: 3

-

%IR: 25.00% (ratio 2.8:1)

+

%IR: 25.99%

diff --git a/docs/articles/atc_property.html b/docs/articles/atc_property.html index bcc1f409..4f0f304b 100644 --- a/docs/articles/atc_property.html +++ b/docs/articles/atc_property.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 @@ -192,7 +192,7 @@

How to get properties of an antibiotic

Matthijs S. Berends

-

15 March 2019

+

27 March 2019

diff --git a/docs/articles/benchmarks.html b/docs/articles/benchmarks.html index 90cf473b..08ac4c56 100644 --- a/docs/articles/benchmarks.html +++ b/docs/articles/benchmarks.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9024 + 0.6.0 @@ -192,7 +192,7 @@

Benchmarks

Matthijs S. Berends

-

18 March 2019

+

27 March 2019

@@ -218,13 +218,13 @@ print(S.aureus, unit ="ms", signif =2)#> Unit: milliseconds#> expr min lq mean median uq max neval -#> as.mo("sau") 18.0 18.0 22 18.0 18.0 61 10 -#> as.mo("stau") 49.0 50.0 62 50.0 50.0 130 10 -#> as.mo("staaur") 18.0 18.0 27 18.0 18.0 66 10 -#> as.mo("STAAUR") 18.0 18.0 23 18.0 19.0 66 10 -#> as.mo("S. aureus") 29.0 29.0 39 29.0 42.0 73 10 -#> as.mo("S. aureus") 29.0 29.0 38 29.0 31.0 72 10 -#> as.mo("Staphylococcus aureus") 8.3 8.3 12 8.3 8.8 44 10 +#> as.mo("sau") 18.0 18.0 22 18.0 20.0 48 10 +#> as.mo("stau") 48.0 48.0 76 67.0 92.0 150 10 +#> as.mo("staaur") 18.0 18.0 24 19.0 22.0 62 10 +#> as.mo("STAAUR") 18.0 18.0 23 18.0 20.0 61 10 +#> as.mo("S. aureus") 29.0 29.0 35 29.0 30.0 76 10 +#> as.mo("S. aureus") 29.0 29.0 37 29.0 30.0 79 10 +#> as.mo("Staphylococcus aureus") 8.2 8.2 13 8.2 8.4 52 10

In the table above, all measurements are shown in milliseconds (thousands of seconds). A value of 5 milliseconds means it can determine 200 input values per second. It case of 100 milliseconds, this is only 10 input values per second. The second input is the only one that has to be looked up thoroughly. All the others are known codes (the first one is a WHONET code) or common laboratory codes, or common full organism names like the last one. Full organism names are always preferred.

To achieve this speed, the as.mo function also takes into account the prevalence of human pathogenic microorganisms. The downside is of course that less prevalent microorganisms will be determined less fast. See this example for the ID of Thermus islandicus (B_THERMS_ISL), a bug probably never found before in humans:

-

That takes 7.9 times as much time on average. A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. Full names (like Thermus islandicus) are almost fast - these are the most probable input from most data sets.

+#> as.mo("theisl") 460 460 500 510 510 560 10 +#> as.mo("THEISL") 460 470 490 490 510 530 10 +#> as.mo("T. islandicus") 74 74 84 75 78 120 10 +#> as.mo("T. islandicus") 74 75 88 75 120 120 10 +#> as.mo("Thermus islandicus") 73 73 84 74 75 130 10 +

That takes 7.6 times as much time on average. A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. Full names (like Thermus islandicus) are almost fast - these are the most probable input from most data sets.

In the figure below, we compare Escherichia coli (which is very common) with Prevotella brevis (which is moderately common) and with Thermus islandicus (which is very uncommon):

par(mar = c(5, 16, 4, 2)) # set more space for left margin text (16)
 
@@ -257,6 +257,7 @@
         main = "Benchmarks per prevalence")

In reality, the as.mo() functions learns from its own output to speed up determinations for next times. In above figure, this effect was disabled to show the difference with the boxplot below - when you would use as.mo() yourself:

+
#> File /home/uscloud/.Rhistory_mo removed.

The highest outliers are the first times. All next determinations were done in only thousands of seconds.

Still, uncommon microorganisms take a lot more time than common microorganisms, especially the first time. To relieve this pitfall and further improve performance, two important calculations take almost no time at all: repetitive results and already precalculated results.

@@ -264,103 +265,103 @@

Repetitive results

Repetitive results are unique values that are present more than once. Unique values will only be calculated once by as.mo(). We will use mo_fullname() for this test - a helper function that returns the full microbial name (genus, species and possibly subspecies) which uses as.mo() internally.

- -

So transforming 500,000 values (!!) of 50 unique values only takes 0.82 seconds (816 ms). You only lose time on your unique input values.

+ +

So transforming 500,000 values (!!) of 50 unique values only takes 0.87 seconds (867 ms). You only lose time on your unique input values.

Precalculated results

What about precalculated results? If the input is an already precalculated result of a helper function like mo_fullname(), it almost doesn’t take any time at all (see ‘C’ below):

- -

So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0008 seconds - it doesn’t even start calculating if the result would be the same as the expected resulting value. That goes for all helper functions:

- +

So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0008 seconds - it doesn’t even start calculating if the result would be the same as the expected resulting value. That goes for all helper functions:

+

Of course, when running mo_phylum("Firmicutes") the function has zero knowledge about the actual microorganism, namely S. aureus. But since the result would be "Firmicutes" too, there is no point in calculating the result. And because this package ‘knows’ all phyla of all known bacteria (according to the Catalogue of Life), it can just return the initial value immediately.

Results in other languages

When the system language is non-English and supported by this AMR package, some functions will have a translated result. This almost does’t take extra time:

-
mo_fullname("CoNS", language = "en") # or just mo_fullname("CoNS") on an English system
-#> [1] "Coagulase-negative Staphylococcus (CoNS)"
-
-mo_fullname("CoNS", language = "es") # or just mo_fullname("CoNS") on a Spanish system
-#> [1] "Staphylococcus coagulasa negativo (CoNS)"
-
-mo_fullname("CoNS", language = "nl") # or just mo_fullname("CoNS") on a Dutch system
-#> [1] "Coagulase-negatieve Staphylococcus (CNS)"
-
-run_it <- microbenchmark(en = mo_fullname("CoNS", language = "en"),
-                         de = mo_fullname("CoNS", language = "de"),
-                         nl = mo_fullname("CoNS", language = "nl"),
-                         es = mo_fullname("CoNS", language = "es"),
-                         it = mo_fullname("CoNS", language = "it"),
-                         fr = mo_fullname("CoNS", language = "fr"),
-                         pt = mo_fullname("CoNS", language = "pt"),
-                         times = 10)
-print(run_it, unit = "ms", signif = 4)
-#> Unit: milliseconds
-#>  expr   min    lq  mean median    uq   max neval
-#>    en 19.22 19.33 20.42  19.58 19.84 28.13    10
-#>    de 31.28 31.62 41.16  32.79 34.86 75.79    10
-#>    nl 31.56 31.71 36.86  31.97 33.34 78.40    10
-#>    es 31.32 31.94 42.76  32.98 41.72 81.33    10
-#>    it 31.31 31.67 31.96  31.90 32.15 33.26    10
-#>    fr 31.09 31.43 37.49  32.53 33.73 75.53    10
-#>    pt 31.24 31.82 36.35  31.95 32.12 76.57    10
+
mo_fullname("CoNS", language = "en") # or just mo_fullname("CoNS") on an English system
+#> [1] "Coagulase-negative Staphylococcus (CoNS)"
+
+mo_fullname("CoNS", language = "es") # or just mo_fullname("CoNS") on a Spanish system
+#> [1] "Staphylococcus coagulasa negativo (SCN)"
+
+mo_fullname("CoNS", language = "nl") # or just mo_fullname("CoNS") on a Dutch system
+#> [1] "Coagulase-negatieve Staphylococcus (CNS)"
+
+run_it <- microbenchmark(en = mo_fullname("CoNS", language = "en"),
+                         de = mo_fullname("CoNS", language = "de"),
+                         nl = mo_fullname("CoNS", language = "nl"),
+                         es = mo_fullname("CoNS", language = "es"),
+                         it = mo_fullname("CoNS", language = "it"),
+                         fr = mo_fullname("CoNS", language = "fr"),
+                         pt = mo_fullname("CoNS", language = "pt"),
+                         times = 10)
+print(run_it, unit = "ms", signif = 4)
+#> Unit: milliseconds
+#>  expr   min    lq  mean median    uq   max neval
+#>    en 18.83 19.19 24.20  19.53 20.67 63.66    10
+#>    de 31.53 32.10 36.79  32.22 33.81 75.80    10
+#>    nl 31.24 31.78 32.22  32.10 32.24 33.43    10
+#>    es 31.40 32.07 45.82  33.08 75.31 76.95    10
+#>    it 31.17 31.95 36.82  32.09 32.19 79.48    10
+#>    fr 31.48 31.64 31.89  31.96 32.07 32.33    10
+#>    pt 31.27 31.66 36.80  32.06 32.34 80.53    10

Currently supported are German, Dutch, Spanish, Italian, French and Portuguese.

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    How to create frequency tables

    Matthijs S. Berends

    -

    15 March 2019

    +

    27 March 2019

    @@ -258,16 +258,17 @@ Longest: 1

    -

    If we compare the dimensions between the old and new dataset, we can see that these 13 variables were added:

    +# [11] "subspecies" "rank" "ref" "species_id" "source" +# [16] "prevalence" +

    If we compare the dimensions between the old and new dataset, we can see that these 15 variables were added:

    dim(septic_patients)
     # [1] 2000   49
     dim(my_patients)
    -# [1] 2000   62
    +# [1] 2000 64

    So now the genus and species variables are available. A frequency table of these combined variables can be created like this:

    my_patients %>%
       freq(genus, species, nmax = 15)
    -

    Frequency table of genus and species from a data.frame (2,000 x 62)

    +

    Frequency table of genus and species from a data.frame (2,000 x 64)

    Columns: 2
    Length: 2,000 (of which NA: 0 = 0.00%)
    Unique: 95

    @@ -293,7 +294,7 @@ Longest: 34

- + @@ -604,7 +605,8 @@ Unique: 4

Length: 2,000 (of which NA: 771 = 38.55%)
Levels: 3: S < I < R
Unique: 3

-

%IR: 34.30% (ratio 1:1.3)

+

Drug: Amoxicillin
+%IR: 55.82%

2Staphylococcus coagulase negativeStaphylococcus coagulase-negative 313 15.7% 780
@@ -735,7 +737,8 @@ Median: 31 July 2009 (47.39%)

Length: 2,000 (of which NA: 771 = 38.55%)
Levels: 3: S < I < R
Unique: 4

-

%IR: 34.30% (ratio 1:1.3)

+

Drug: Amoxicillin
+%IR: 55.82%

diff --git a/docs/articles/index.html b/docs/articles/index.html index 9f777dc6..ffcbca60 100644 --- a/docs/articles/index.html +++ b/docs/articles/index.html @@ -78,7 +78,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/articles/mo_property.html b/docs/articles/mo_property.html index 1ba5e03b..a730030e 100644 --- a/docs/articles/mo_property.html +++ b/docs/articles/mo_property.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 @@ -192,7 +192,7 @@

How to get properties of a microorganism

Matthijs S. Berends

-

15 March 2019

+

27 March 2019

diff --git a/docs/articles/resistance_predict.html b/docs/articles/resistance_predict.html index b98b3bf3..8a7b74d3 100644 --- a/docs/articles/resistance_predict.html +++ b/docs/articles/resistance_predict.html @@ -40,7 +40,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 @@ -192,7 +192,7 @@

How to predict antimicrobial resistance

Matthijs S. Berends

-

15 March 2019

+

27 March 2019

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zwPS%zb4uwLv*Mt`M7gMCvG!7H^3|a7sVhJ%j<1UE-IXF^rVB%FLz2i!_z~#vS*#wb za<5@Hi6N7_i`~UeUdp93GMG1>GJIq{+9w%^uCfW%tQ}T{|!~y5uWCJw15w2>?ts;UEp`MPGrJ9VIKf7qGCg_^P3F9R>pOfw1+^OzC zBltorzhp)FmdDM>goBH=k~n<7M&P&L*MBW-<4A#@_awTqe(#9<(AymAxU?h zRUP%c#pAeS)6nn!Pz*j@8L*n5my++49_5o-6Y?B7ALWxCq-r4&67EY!t39i9IvyaZAUfzUVZqPydxOHaazb$jzKNSr8RR@g%5VKGpU`l^cdZ?GiZxXa(e^z0$mEZ9oC7$wIp__Hz#%xQ>5Ha zl>PzvAMCDadL4G9*LU0QKp!ycX=K1#X27R;{AF4D>4R!`$|b&#os6is%N%E)bSm=~ z*TzBAb8o-8GCG*}I!4SH#!qYH=24mbEeI@hCcDl)Z_rqN?V!1+4(HJlPIEhyz8 z>&6l_)i93I7h3dASz7y1bavj-+t21$YZ57RbFOo~0M&U>Yvx?s&Ib^lyHQ(belBEb zf?FQ|pHg>gMegkB#8h>*DmXeKZHbi>V+S!KVnXiIDmuY&&Ybo1{^V7QGXKEe4bh+Z zXx#y(p%mE2G1eQ{PT5N}hWp2;wfYZpS(WDaaw24)bo`OXZa|FnXvkH1-+rDBU949H z4Hhf1G5b?^5k10WNRT@B9}qVp;zxh!l#<~-`H9nTEO;b1NYOf28j2Y#Cf^I*g+wnE z4TuD$yQ)Vml@TG69%D&U32f$gWLB&Ca`>kg`AN(>?|r>V#`kj)fg6cXyPwUI7KyFi zQ!%nN^UF-VeokjhvodMNK3&nUd9Z5uzLGYIjeC~#- AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/extra.js b/docs/extra.js index a8fbe436..876bc3fb 100644 --- a/docs/extra.js +++ b/docs/extra.js @@ -42,7 +42,7 @@ $( document ).ready(function() { ' Learn R reading this great book: R for Data Science.' + '

' + ' Click to read it online - it was published for free.' + - ' ' + + ' ' + ' ' + '


' + ''); @@ -53,7 +53,7 @@ $( document ).ready(function() { '

' + $('footer .copyright p').html().replace( "Developed by", 'AMR (for R). Developed at the University of Groningen.
Authors:') + '

' + - '' + + '' + ''); // doctoral titles of authors diff --git a/docs/index.html b/docs/index.html index 7712b63e..1a6a6a25 100644 --- a/docs/index.html +++ b/docs/index.html @@ -42,7 +42,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 @@ -197,7 +197,7 @@

(TLDR - to find out how to conduct AMR analysis, please continue reading here to get started.


AMR is a free and open-source R package to simplify the analysis and prediction of Antimicrobial Resistance (AMR) and to work with microbial and antimicrobial properties by using evidence-based methods. It supports any data format, including WHONET/EARS-Net data.

-

After installing this package, R knows ~65,000 microorganisms and ~500 antibiotics by name and code, and knows all about valid RSI and MIC values.

+

After installing this package, R knows ~65,000 microorganisms and ~500 antibiotics by name and code, and knows all about valid RSI and MIC values.

Used to SPSS? Read our tutorial on how to import data from SPSS, SAS or Stata and learn in which ways R outclasses any of these statistical packages.

We created this package for both academic research and routine analysis at the Faculty of Medical Sciences of the University of Groningen, the Netherlands, and the Medical Microbiology & Infection Prevention (MMBI) department of the University Medical Center Groningen (UMCG). This R package is actively maintained and is free software; you can freely use and distribute it for both personal and commercial (but not patent) purposes under the terms of the GNU General Public License version 2.0 (GPL-2), as published by the Free Software Foundation. Read the full license here.

This package can be used for:

@@ -275,7 +275,7 @@

This package contains the complete taxonomic tree of almost all microorganisms from the authoritative and comprehensive Catalogue of Life (www.catalogueoflife.org).

Included are:

    -
  • All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria, Protozoa and Viruses

  • +
  • All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria and Protozoa

  • All ~3,500 (sub)species from these orders of the kingdom of Fungi: Eurotiales, Onygenales, Pneumocystales, Saccharomycetales, Schizosaccharomycetales and Tremellales.

    The kingdom of Fungi is a very large taxon with almost 300,000 different (sub)species, of which most are not microbial (but rather macroscopic, like mushrooms). Because of this, not all fungi fit the scope of this package and including everything would tremendously slow down our algorithms too. By only including the aforementioned taxonomic orders, the most relevant fungi are covered (like all species of Aspergillus, Candida, Cryptococcus, Histoplasma, Pneumocystis, Saccharomyces and Trichophyton).

    diff --git a/docs/news/index.html b/docs/news/index.html index c5ab9efe..514f3081 100644 --- a/docs/news/index.html +++ b/docs/news/index.html @@ -78,7 +78,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 @@ -232,11 +232,10 @@ -
    +

    -AMR 0.5.0.90xx Unreleased +AMR 0.6.0 Unreleased

    -

    Note: this is the development version, which will eventually be released as AMR 0.6.0.

    New website!

    We’ve got a new website: https://msberends.gitlab.io/AMR (built with the great pkgdown)

      @@ -251,7 +250,7 @@ BREAKING: removed deprecated functions, parameters and references to ‘bactid’. Use as.mo() to identify an MO code.
    • Catalogue of Life as a new taxonomic source for data about microorganisms, which also contains all ITIS data we used previously. The microorganisms data set now contains:
        -
      • All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria, Protozoa and Viruses
      • +
      • All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria and Protozoa
      • All ~3,000 (sub)species from these orders of the kingdom of Fungi: Eurotiales, Onygenales, Pneumocystales, Saccharomycetales and Schizosaccharomycetales (covering at least like all species of Aspergillus, Candida, Pneumocystis, Saccharomyces and Trichophyton)
      • All ~2,000 (sub)species from ~100 other relevant genera, from the kingdoms of Animalia and Plantae (like Strongyloides and Taenia)
      • All ~15,000 previously accepted names of included (sub)species that have been taxonomically renamed
      • @@ -369,7 +368,9 @@ These functions use as.atc() as.mo(..., allow_uncertain = FALSE) as.mo(..., allow_uncertain = 0)
    Using as.mo(..., allow_uncertain = 3) could lead to very unreliable results.
  • -
  • All microbial IDs that are found with zero uncertainty are now saved to a local file ~/.Rhistory_mo. Use the new function clean_mo_history() to delete this file, which resets the algorithms.
  • +
  • Implemented the latest publication of Becker et al. (2019), for categorising coagulase-negative Staphylococci +
  • +
  • All microbial IDs that found are now saved to a local file ~/.Rhistory_mo. Use the new function clean_mo_history() to delete this file, which resets the algorithms.
  • Incoercible results will now be considered ‘unknown’, MO code UNKNOWN. On foreign systems, properties of these will be translated to all languages already previously supported: German, Dutch, French, Italian, Spanish and Portuguese:

    mo_genus("qwerty", language = "es")
    @@ -948,7 +949,7 @@ Using as.mo(..., allow_uncertain = 3)
           

    Contents

    diff --git a/docs/reference/AMR.html b/docs/reference/AMR.html index 9aa8f7c5..d83d7e74 100644 --- a/docs/reference/AMR.html +++ b/docs/reference/AMR.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/WHOCC.html b/docs/reference/WHOCC.html index 15cddfb2..5ee388ca 100644 --- a/docs/reference/WHOCC.html +++ b/docs/reference/WHOCC.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/WHONET.html b/docs/reference/WHONET.html index a742c52d..8063e468 100644 --- a/docs/reference/WHONET.html +++ b/docs/reference/WHONET.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/abname.html b/docs/reference/abname.html index 7c438b81..f6e069f7 100644 --- a/docs/reference/abname.html +++ b/docs/reference/abname.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/age.html b/docs/reference/age.html index d9212055..dfddd698 100644 --- a/docs/reference/age.html +++ b/docs/reference/age.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/age_groups.html b/docs/reference/age_groups.html index 0c5bac9b..7d4a4cb5 100644 --- a/docs/reference/age_groups.html +++ b/docs/reference/age_groups.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/antibiotics.html b/docs/reference/antibiotics.html index b90b9e67..1479e67c 100644 --- a/docs/reference/antibiotics.html +++ b/docs/reference/antibiotics.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/as.atc.html b/docs/reference/as.atc.html index f5b491aa..0d8ea53e 100644 --- a/docs/reference/as.atc.html +++ b/docs/reference/as.atc.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/as.mic.html b/docs/reference/as.mic.html index 3fb57471..6d55975a 100644 --- a/docs/reference/as.mic.html +++ b/docs/reference/as.mic.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/as.mo.html b/docs/reference/as.mo.html index af1ff7bd..59321a8d 100644 --- a/docs/reference/as.mo.html +++ b/docs/reference/as.mo.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/as.rsi.html b/docs/reference/as.rsi.html index 218c2fba..e638e498 100644 --- a/docs/reference/as.rsi.html +++ b/docs/reference/as.rsi.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/atc_online.html b/docs/reference/atc_online.html index dca6f4b4..22b38836 100644 --- a/docs/reference/atc_online.html +++ b/docs/reference/atc_online.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/atc_property.html b/docs/reference/atc_property.html index d18f6472..744f1226 100644 --- a/docs/reference/atc_property.html +++ b/docs/reference/atc_property.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/availability.html b/docs/reference/availability.html index 08bb4863..b5f13cab 100644 --- a/docs/reference/availability.html +++ b/docs/reference/availability.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/catalogue_of_life.html b/docs/reference/catalogue_of_life.html index 86b50d67..c01c24fe 100644 --- a/docs/reference/catalogue_of_life.html +++ b/docs/reference/catalogue_of_life.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/catalogue_of_life_version.html b/docs/reference/catalogue_of_life_version.html index 49dfdb5c..d4905038 100644 --- a/docs/reference/catalogue_of_life_version.html +++ b/docs/reference/catalogue_of_life_version.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/count.html b/docs/reference/count.html index 17cbcbac..fb466f12 100644 --- a/docs/reference/count.html +++ b/docs/reference/count.html @@ -81,7 +81,7 @@ count_R and count_IR can be used to count resistant isolates, count_S and count_ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/eucast_rules.html b/docs/reference/eucast_rules.html index 0073af3b..2575dd2c 100644 --- a/docs/reference/eucast_rules.html +++ b/docs/reference/eucast_rules.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/filter_ab_class.html b/docs/reference/filter_ab_class.html index 9baaef93..47ed9282 100644 --- a/docs/reference/filter_ab_class.html +++ b/docs/reference/filter_ab_class.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/first_isolate.html b/docs/reference/first_isolate.html index 97903a92..84685f3e 100644 --- a/docs/reference/first_isolate.html +++ b/docs/reference/first_isolate.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/freq.html b/docs/reference/freq.html index 12e8de40..e456932a 100644 --- a/docs/reference/freq.html +++ b/docs/reference/freq.html @@ -81,7 +81,7 @@ top_freq can be used to get the top/bottom n items of a frequency table, with co AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/g.test.html b/docs/reference/g.test.html index 394bb20a..8230bac4 100644 --- a/docs/reference/g.test.html +++ b/docs/reference/g.test.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/get_locale.html b/docs/reference/get_locale.html index b36b74ef..813bf68f 100644 --- a/docs/reference/get_locale.html +++ b/docs/reference/get_locale.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/ggplot_rsi.html b/docs/reference/ggplot_rsi.html index a9f77662..45a5ca85 100644 --- a/docs/reference/ggplot_rsi.html +++ b/docs/reference/ggplot_rsi.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 @@ -237,7 +237,7 @@
    -

    Use these functions to create bar plots for antimicrobial resistance analysis. All functions rely on internal ggplot functions.

    +

    Use these functions to create bar plots for antimicrobial resistance analysis. All functions rely on internal ggplot functions.

    @@ -328,11 +328,11 @@

    At default, the names of antibiotics will be shown on the plots using abname. This can be set with the option get_antibiotic_names (a logical value), so change it e.g. to FALSE with options(get_antibiotic_names = FALSE).

    The functions
    geom_rsi will take any variable from the data that has an rsi class (created with as.rsi) using fun (count_df at default, can also be portion_df) and will plot bars with the percentage R, I and S. The default behaviour is to have the bars stacked and to have the different antibiotics on the x axis.

    -

    facet_rsi creates 2d plots (at default based on S/I/R) using facet_wrap.

    +

    facet_rsi creates 2d plots (at default based on S/I/R) using facet_wrap.

    scale_y_percent transforms the y axis to a 0 to 100% range using scale_continuous.

    scale_rsi_colours sets colours to the bars: green for S, yellow for I and red for R, using scale_brewer.

    -

    theme_rsi is a ggplot theme with minimal distraction.

    -

    labels_rsi_count print datalabels on the bars with percentage and amount of isolates using geom_text

    +

    theme_rsi is a ggplot theme with minimal distraction.

    +

    labels_rsi_count print datalabels on the bars with percentage and amount of isolates using geom_text

    ggplot_rsi is a wrapper around all above functions that uses data as first input. This makes it possible to use this function after a pipe (%>%). See Examples.

    Read more on our website!

    @@ -347,12 +347,12 @@ library(ggplot2) # get antimicrobial results for drugs against a UTI: -ggplot(septic_patients %>% select(amox, nitr, fosf, trim, cipr)) + +ggplot(septic_patients %>% select(amox, nitr, fosf, trim, cipr)) + geom_rsi() # prettify the plot using some additional functions: df <- septic_patients[, c("amox", "nitr", "fosf", "trim", "cipr")] -ggplot(df) + +ggplot(df) + geom_rsi() + scale_y_percent() + scale_rsi_colours() + @@ -392,7 +392,7 @@ # for colourblind mode, use divergent colours from the viridis package: septic_patients %>% select(amox, nitr, fosf, trim, cipr) %>% - ggplot_rsi() + scale_fill_viridis_d() + ggplot_rsi() + scale_fill_viridis_d() # it also supports groups (don't forget to use the group var on `x` or `facet`): @@ -402,7 +402,7 @@ ggplot_rsi(x = hospital_id, facet = Antibiotic, nrow = 1) + - labs(title = "AMR of Anti-UTI Drugs Per Hospital", + labs(title = "AMR of Anti-UTI Drugs Per Hospital", x = "Hospital") # genuine analysis: check 2 most prevalent microorganisms @@ -429,7 +429,7 @@ facet = mo, translate_ab = FALSE, nrow = 1) + - labs(title = "AMR of Top Three Microorganisms In Blood Culture Isolates", + labs(title = "AMR of Top Three Microorganisms In Blood Culture Isolates", subtitle = "Only First Isolates, CoNS grouped according to Becker et al. (2014)", x = "Microorganisms") # } diff --git a/docs/reference/guess_ab_col.html b/docs/reference/guess_ab_col.html index 3b071c6a..700425ec 100644 --- a/docs/reference/guess_ab_col.html +++ b/docs/reference/guess_ab_col.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/index.html b/docs/reference/index.html index 5cf8a127..71a86a3a 100644 --- a/docs/reference/index.html +++ b/docs/reference/index.html @@ -78,7 +78,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/join.html b/docs/reference/join.html index 7e0a4d5a..9187065b 100644 --- a/docs/reference/join.html +++ b/docs/reference/join.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/key_antibiotics.html b/docs/reference/key_antibiotics.html index d967f0b9..52ca71e3 100644 --- a/docs/reference/key_antibiotics.html +++ b/docs/reference/key_antibiotics.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/kurtosis.html b/docs/reference/kurtosis.html index 222a1ee9..4d1de794 100644 --- a/docs/reference/kurtosis.html +++ b/docs/reference/kurtosis.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/like.html b/docs/reference/like.html index bfb44b57..6bd7eb46 100644 --- a/docs/reference/like.html +++ b/docs/reference/like.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/mdro.html b/docs/reference/mdro.html index c2ecdc11..7ea91ae0 100644 --- a/docs/reference/mdro.html +++ b/docs/reference/mdro.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/microorganisms.codes.html b/docs/reference/microorganisms.codes.html index 1a247bd2..5a8598c1 100644 --- a/docs/reference/microorganisms.codes.html +++ b/docs/reference/microorganisms.codes.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/microorganisms.html b/docs/reference/microorganisms.html index bf77573d..a1e81a50 100644 --- a/docs/reference/microorganisms.html +++ b/docs/reference/microorganisms.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/microorganisms.old.html b/docs/reference/microorganisms.old.html index dde94272..245c5734 100644 --- a/docs/reference/microorganisms.old.html +++ b/docs/reference/microorganisms.old.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/mo_property.html b/docs/reference/mo_property.html index 314bbc64..9fcf9e5d 100644 --- a/docs/reference/mo_property.html +++ b/docs/reference/mo_property.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/mo_source.html b/docs/reference/mo_source.html index b59893e0..2aca4e00 100644 --- a/docs/reference/mo_source.html +++ b/docs/reference/mo_source.html @@ -81,7 +81,7 @@ This is the fastest way to have your organisation (or analysis) specific codes p AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/p.symbol.html b/docs/reference/p.symbol.html index 3457eb32..f964ee4e 100644 --- a/docs/reference/p.symbol.html +++ b/docs/reference/p.symbol.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/portion.html b/docs/reference/portion.html index 90d311cb..ba6a9ffa 100644 --- a/docs/reference/portion.html +++ b/docs/reference/portion.html @@ -81,7 +81,7 @@ portion_R and portion_IR can be used to calculate resistance, portion_S and port AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/read.4D.html b/docs/reference/read.4D.html index 4b642228..35e2b122 100644 --- a/docs/reference/read.4D.html +++ b/docs/reference/read.4D.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/resistance_predict.html b/docs/reference/resistance_predict.html index 7bab8273..20bc5624 100644 --- a/docs/reference/resistance_predict.html +++ b/docs/reference/resistance_predict.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 @@ -385,21 +385,21 @@ info = FALSE, minimum = 15) - ggplot(data, - aes(x = year)) + - geom_col(aes(y = value), + ggplot(data, + aes(x = year)) + + geom_col(aes(y = value), fill = "grey75") + - geom_errorbar(aes(ymin = se_min, + geom_errorbar(aes(ymin = se_min, ymax = se_max), colour = "grey50") + - scale_y_continuous(limits = c(0, 1), + scale_y_continuous(limits = c(0, 1), breaks = seq(0, 1, 0.1), labels = paste0(seq(0, 100, 10), "%")) + - labs(title = expression(paste("Forecast of amoxicillin resistance in ", + labs(title = expression(paste("Forecast of amoxicillin resistance in ", italic("E. coli"))), y = "%IR", x = "Year") + - theme_minimal(base_size = 13) + theme_minimal(base_size = 13) } # } diff --git a/docs/reference/rsi.html b/docs/reference/rsi.html index ad19d7ab..64b5737d 100644 --- a/docs/reference/rsi.html +++ b/docs/reference/rsi.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9025 + 0.6.0 diff --git a/docs/reference/septic_patients.html b/docs/reference/septic_patients.html index 2f4adc35..9bcae10a 100644 --- a/docs/reference/septic_patients.html +++ b/docs/reference/septic_patients.html @@ -80,7 +80,7 @@ AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/docs/reference/skewness.html b/docs/reference/skewness.html index a85c3618..6bd398f1 100644 --- a/docs/reference/skewness.html +++ b/docs/reference/skewness.html @@ -81,7 +81,7 @@ When negative: the left tail is longer; the mass of the distribution is concentr AMR (for R) - 0.5.0.9023 + 0.6.0 diff --git a/index.md b/index.md index 4d793ca5..00bb6ca2 100644 --- a/index.md +++ b/index.md @@ -6,7 +6,7 @@ `AMR` is a free and open-source [R package](https://www.r-project.org) to simplify the analysis and prediction of Antimicrobial Resistance (AMR) and to work with microbial and antimicrobial properties by using evidence-based methods. It supports any data format, including WHONET/EARS-Net data. -After installing this package, R knows ~65,000 microorganisms and ~500 antibiotics by name and code, and knows all about valid RSI and MIC values. +After installing this package, R knows [**~65,000 microorganisms**](./reference/microorganisms.html) and [**~500 antibiotics**](./reference/antibiotics.html) by name and code, and knows all about valid RSI and MIC values. **Used to SPSS?** Read our [tutorial on how to import data from SPSS, SAS or Stata](./articles/SPSS.html) and learn in which ways R outclasses any of these statistical packages. @@ -90,7 +90,7 @@ This package contains the complete taxonomic tree of almost all microorganisms f Included are: -* All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria, Protozoa and Viruses +* All ~55,000 (sub)species from the kingdoms of Archaea, Bacteria and Protozoa * All ~3,500 (sub)species from these orders of the kingdom of Fungi: Eurotiales, Onygenales, Pneumocystales, Saccharomycetales, Schizosaccharomycetales and Tremellales. diff --git a/pkgdown/extra.js b/pkgdown/extra.js index a8fbe436..876bc3fb 100644 --- a/pkgdown/extra.js +++ b/pkgdown/extra.js @@ -42,7 +42,7 @@ $( document ).ready(function() { ' Learn R reading this great book: R for Data Science.' + '

    ' + ' Click to read it online - it was published for free.' + - ' ' + + ' ' + ' ' + '
    ' + ''); @@ -53,7 +53,7 @@ $( document ).ready(function() { '

    ' + $('footer .copyright p').html().replace( "Developed by", 'AMR (for R). Developed at the University of Groningen.
    Authors:') + '

    ' + - '' + + '' + ''); // doctoral titles of authors diff --git a/vignettes/AMR.Rmd b/vignettes/AMR.Rmd index a0aa0787..dab834d4 100755 --- a/vignettes/AMR.Rmd +++ b/vignettes/AMR.Rmd @@ -23,7 +23,7 @@ knitr::opts_chunk$set( ) ``` -**Note:** values on this page will change with every website update since they are based on randomly created values and the page was written in [RMarkdown](https://rmarkdown.rstudio.com/). However, the methodology remains unchanged. This page was generated on `r format(Sys.Date(), "%d %B %Y")`. +**Note:** values on this page will change with every website update since they are based on randomly created values and the page was written in [R Markdown](https://rmarkdown.rstudio.com/). However, the methodology remains unchanged. This page was generated on `r format(Sys.Date(), "%d %B %Y")`. # Introduction diff --git a/vignettes/SPSS.Rmd b/vignettes/SPSS.Rmd index f468b958..e15765c8 100755 --- a/vignettes/SPSS.Rmd +++ b/vignettes/SPSS.Rmd @@ -33,7 +33,7 @@ As said, SPSS is easier to learn than R. But SPSS, SAS and Stata come with major * **R is highly modular.** - The [official R network (CRAN)](https://cran.r-project.org/web/packages/) features almost 14,000 packages at the time of writing, our `AMR` package being one of them. All these packages were peer-reviewed before publication. Aside from this official channel, there are also developers who choose not to submit to CRAN, but rather keep it on their own public repository, like GitLab or GitHub. So there may even be a lot more than 14,000 packages out there. + The [official R network (CRAN)](https://cran.r-project.org/) features almost 14,000 packages at the time of writing, our `AMR` package being one of them. All these packages were peer-reviewed before publication. Aside from this official channel, there are also developers who choose not to submit to CRAN, but rather keep it on their own public repository, like GitLab or GitHub. So there may even be a lot more than 14,000 packages out there. Bottom line is, you can really extend it yourself or ask somebody to do this for you. Take for example our `AMR` package. Among other things, it adds reliable reference data to R to help you with the data cleaning and analysis. SPSS, SAS and Stata will never know what a valid MIC value is or what the Gram stain of *E. coli* is. Or that all species of *Klebiella* are resistant to amoxicillin and that Floxapen^®^ is a trade name of flucloxacillin. These facts and properties are often needed to clean existing data, which would be very inconvenient in a software package without reliable reference data. See below for a demonstration. @@ -49,19 +49,19 @@ As said, SPSS is easier to learn than R. But SPSS, SAS and Stata come with major * **R has a huge community.** - Many R users just ask questions on websites like [StackOverflow.com](https://stackoverflow.com), the largest online community for programmers. At the time of writing, more than [275,000 R-related questions](https://stackoverflow.com/questions/tagged/r?sort=votes) have already been asked on this platform (which covers questions and answers for any programming language). In my own experience, most questions are answered within a couple of minutes. + Many R users just ask questions on websites like [StackOverflow.com](https://stackoverflow.com), the largest online community for programmers. At the time of writing, almost [300,000 R-related questions](https://stackoverflow.com/questions/tagged/r?sort=votes) have already been asked on this platform (which covers questions and answers for any programming language). In my own experience, most questions are answered within a couple of minutes. * **R understands any data type, including SPSS/SAS/Stata.** - And that's not vice versa I'm afraid. You can import data from any source into R. As said, from SPSS/SAS/Stata ([link](https://haven.tidyverse.org/)), but also from Excel ([link](https://readxl.tidyverse.org/)), from flat files like CSV, TXT or TSV ([link](https://readr.tidyverse.org/)), or directly from databases or datawarehouses from anywhere on the world ([link](https://dbplyr.tidyverse.org/)). You can even scrape websites to download tables that are live on the internet ([link](https://github.com/hadley/rvest)). + And that's not vice versa I'm afraid. You can import data from any source into R. From SPSS, SAS and Stata ([link](https://haven.tidyverse.org/)), from Minitab, Epi Info and EpiData ([link](https://cran.r-project.org/package=foreign)), from Excel ([link](https://readxl.tidyverse.org/)), from flat files like CSV, TXT or TSV ([link](https://readr.tidyverse.org/)), or directly from databases and datawarehouses from anywhere on the world ([link](https://dbplyr.tidyverse.org/)). You can even scrape websites to download tables that are live on the internet ([link](https://github.com/hadley/rvest)). - And the best part - you can export from R to all data formats as well. So you can import an SPSS file, do your analysis neatly in R and export back to SPSS. Although you might omit that very last step. + And the best part - you can export from R to most data formats as well. So you can import an SPSS file, do your analysis neatly in R and export the resulting tables to Excel files. * **R is completely free and open-source.** No strings attached. It was created and is being maintained by volunteers who believe that (data) science should be open and publicly available to everybody. SPSS, SAS and Stata are quite expensive. IBM SPSS Staticstics only comes with subscriptions nowadays, varying [between USD 1,300 and USD 8,500](https://www.ibm.com/products/spss-statistics/pricing) per computer *per year*. SAS Analytics Pro costs [around USD 10,000](https://www.sas.com/store/products-solutions/sas-analytics-pro/prodPERSANL.html) per computer. Stata also has a business model with subscription fees, varying [between USD 600 and USD 1,200](https://www.stata.com/order/new/bus/single-user-licenses/dl/) per computer per year, but lower prices come with a limitation of the number of variables you can work with. - If you are working at a midsized or small company, you can save it tens of thousands of dollars by using R instead of SPSS - gaining even more functions and flexibility. And all R enthousiasts can do as much PR as they want (like I do here), because nobody is officially associated with or affiliated by R. It is really free. + If you are working at a midsized or small company, you can save it tens of thousands of dollars by using R instead of e.g. SPSS - gaining even more functions and flexibility. And all R enthousiasts can do as much PR as they want (like I do here), because nobody is officially associated with or affiliated by R. It is really free. If you sometimes write syntaxes in SPSS to run a complete analysis or to 'automate' some of your work, you should perhaps do this in R. You will notice that writing syntaxes in R is a lot more nifty and clever than in SPSS. @@ -92,10 +92,10 @@ atc_tradenames("floxapen") ## Import data from SPSS/SAS/Stata ### RStudio -To work with R, probably the best option is to use [RStudio](https://www.rstudio.com/products/rstudio/). It is an open-source and free desktop environment which not only allows you to run R code, but also supports project management, version management, package management and convenient import menus to work with other data sources. You can also run [RStudio Server](https://www.rstudio.com/products/rstudio/), which is nothing less than the complete RStudio software available as a website (e.g. in your corporate network or at home). +To work with R, probably the best option is to use [RStudio](https://www.rstudio.com/products/rstudio/). It is an open-source and free desktop environment which not only allows you to run R code, but also supports project management, version management, package management and convenient import menus to work with other data sources. You can also install [RStudio Server](https://www.rstudio.com/products/rstudio/) on a private or corporate server, which brings nothing less than the complete RStudio software to you as a website (at home or at work). To import a data file, just click *Import Dataset* in the Environment tab: - + ![](https://gitlab.com/msberends/AMR/raw/master/docs/import1.png) If additional packages are needed, RStudio will ask you if they should be installed on beforehand.