microdemic
'Microsoft Academic' API Client
The 'Microsoft Academic Knowledge' API provides programmatic access to scholarly articles in the 'Microsoft Academic Graph' (< https://academic.microsoft.com/>). Includes methods matching all 'Microsoft Academic' API routes, including search, graph search, text similarity, and interpret natural language query string.
microdemic - Microsoft Academic Client
Get a API key at https://labs.cognitive.microsoft.com/en-us/subscriptions
cran version
install.packages("microdemic")dev version
devtools::install_github("ropensci/microdemic")library("microdemic")Interpret
res <- ma_interpret(query = "papers by jaime'...")(expr <- res$interpretations$rules[[1]]$output.value)#> [1] "Composite(AA.AuN=='jaime herrera acosta')"Evaluate
ma_evaluate(expr)#> # A tibble: 10 x 8#> logprob Id Ti Y CC AA E J.JN #> * <dbl> <dbl> <chr> <int> <int> <list> <chr> <chr> #> 1 -15.1 2.49e9 k doqi clinic… 2002 8642 <data.… "{\"DN\":\"K… amer …#> 2 -18.1 2.24e9 k doqi clinic… 2002 391 <data.… "{\"DN\":\"K… amer …#> 3 -18.8 2.12e9 essential hyp… 2005 300 <data.… "{\"DN\":\"E… j ame…#> 4 -20.0 1.60e9 re encuesta n… 2005 32 <data.… "{\"DN\":\"R… rev p…#> 5 -21.9 2.03e9 hypertension … 1982 96 <data.… "{\"DN\":\"H… kidne…#> 6 -23.8 8.22e8 mecanismos es… 2004 1 <data.… "{\"DN\":\"M… rev p…#> 7 -23.9 2.20e9 hipertension … 2001 2 <data.… "{\"DN\":\"H… rev p…#> 8 -24.2 2.34e9 hipertension … 2003 1 <data.… "{\"DN\":\"H… rev p…#> 9 -24.9 2.24e9 la inhibicion… 1987 1 <data.… "{\"DN\":\"L… rev i…#> 10 -25.3 2.26e9 revasculariza… 1987 0 <data.… "{\"DN\":\"R… <NA>or go to evalulate directly
ma_evaluate(query = "Y='19'...")#> # A tibble: 10 x 8#> logprob Id Ti Y CC AA E J.JN #> * <dbl> <dbl> <chr> <int> <int> <list> <chr> <chr>#> 1 -13.1 2.14e9 molecular clo… 1989 182096 <data.… "{\"DN\":\"M… <NA> #> 2 -13.6 2.60e9 diagnostic an… 1994 127551 <data.… "{\"DN\":\"D… <NA> #> 3 -13.8 1.86e9 standard meth… 1992 80778 <data.… "{\"DN\":\"S… <NA> #> 4 -13.8 2.34e9 fuzzy sets 1996 67563 <data.… "{\"DN\":\"F… <NA> #> 5 -13.9 2.16e9 gapped blast … 1997 67879 <data.… "{\"DN\":\"G… nar #> 6 -13.9 2.89e9 computers and… 1999 56637 <data.… "{\"DN\":\"C… <NA> #> 7 -13.9 2.16e9 the nature of… 1995 67809 <data.… "{\"DN\":\"T… <NA> #> 8 -14.1 2.23e9 manufacture o… 1986 54405 <data.… "{\"DN\":\"M… <NA> #> 9 -14.2 2.15e9 particle swar… 1995 48823 <data.… "{\"DN\":\"P… <NA> #> 10 -14.2 2.43e9 numerical rec… 1988 125682 <data.… "{\"DN\":\"N… <NA>Calchistogram
res <- ma_calchist(query = "And(Composite(AA.AuN=='jaime teevan'),Y>2012)", atts = c('Y', 'F.FN'))res$histograms$histogram#> [[1]]#> value logprob count#> 1 2013 -17.240 18#> 2 2014 -17.332 13#> 3 2016 -17.818 16#> 4 2015 -17.832 14#> 5 2017 -18.709 12#> 6 2018 -19.532 3#> #> [[2]]#> value logprob count#> 1 computer science -16.111 64#> 2 data mining -16.771 28#> 3 crowdsourcing -16.992 23#> 4 search engine -17.076 16#> 5 human computer interaction -17.461 18#> 6 information retrieval -17.484 15#> 7 multimedia -17.681 16#> 8 search analytics -18.065 5#> 9 knowledge management -18.184 8#> 10 social media -18.382 6Similarity
s1 <- "Using complementary priors, we derive a fast greedy algorithm thatcan learn deep directed belief networks one layer at a time, provided thetop two layers form an undirected associative memory"s2 <- "Deepneural nets with a large number of parameters are very powerfulmachine learning systems. However, overfitting is a serious problem insuch networks"ma_similarity(s1, s2)#> [1] 0.6254586Abstract
ma_abstract(query = "Y='19'...", count = 5)#> # A tibble: 5 x 2#> Id abstract #> <dbl> <chr> #> 1 2144634347 Molecular Cloning has served as the foundation of technical …#> 2 2596886333 "" #> 3 1856219842 Apresenta as metodologias desenvolvidas em grande escala par…#> 4 2339804494 "" #> 5 2158714788 The BLAST programs are widely used tools for searching prote…Meta
- Please report any issues or bugs.
- License: MIT
- Get citation information for
microdemicin R doingcitation(package = 'microdemic') - Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms.
News
microdemic 0.4.0
MINOR IMPROVEMENTS
- do testing with
vcr(#5) (#6) - make the output of
ma_abstract()a data.frame and addIdcolumn to facilitate matching to other data (#4)
microdemic 0.3.0
MINOR IMPROVEMENTS
- Improve docs on how to use and get API keys (#3)
- Change base URL from
westus.api.cognitive.microsoft.comtoapi.labs.cognitive.microsoft.com. Because of this change, you need to get use an API key from a the microsoft labs website. Get a key at https://labs.cognitive.microsoft.com/en-us/subscriptions and see?microdemic-packagefor details on how to use it (#2)
microdemic 0.2.0
NEW FEATURES
- Many of the functions gain a new parameter
modelwith value of 'latest' or 'beta-2015'.
microdemic 0.1.0
NEW FEATURES
- released to CRAN