Title: Bayesian Nonparametric Mixture Models
Description: Functions to perform Bayesian nonparametric univariate and multivariate density estimation and clustering, by means of Pitman-Yor mixtures, and dependent Dirichlet process mixtures for partially exchangeable data. See Corradin et al. (2021) <doi:10.18637/jss.v100.i15> for more details.
Author: Riccardo Corradin [aut, cre], Antonio Canale [ctb], Bernardo Nipoti [ctb]
Maintainer: Riccardo Corradin <riccardo.corradin@gmail.com>
Diff between BNPmix versions 1.0.1 dated 2022-07-08 and 1.0.2 dated 2022-07-15
DESCRIPTION | 8 +-- MD5 | 18 ++++---- R/DDPdensity.R | 10 ++-- R/RcppExports.R | 4 - inst/doc/BNPmix.pdf |binary man/DDPdensity.Rd | 4 + src/DdpFunctions.cpp | 107 ++++++++++++++++++++++++++++++++++++++++----------- src/DdpFunctions.h | 2 src/RcppExports.cpp | 8 +-- src/cDDP.cpp | 14 +----- 10 files changed, 117 insertions(+), 58 deletions(-)
Title: Meta-Analysis of Diagnostic Accuracy
Description: Provides functions for diagnostic meta-analysis. Next to basic analysis and visualization the bivariate Model of Reitsma et al. (2005) that is equivalent to the HSROC of Rutter & Gatsonis (2001) can be fitted. A new approach based to diagnostic meta-analysis of Holling et al. (2012) is also available. Standard methods like summary, plot and so on are provided.
Author: Philipp Doebler with contributions from Bernardo Sousa-Pinto
Maintainer: Philipp Doebler <philipp.doebler@googlemail.com>
Diff between mada versions 0.5.10 dated 2020-05-25 and 0.5.11 dated 2022-07-15
DESCRIPTION | 18 - MD5 | 44 ++- NAMESPACE | 25 + R/AUC.R | 74 ++--- R/beta_parms.R |only R/predv_d.R |only R/predv_r.R |only R/reitsma.R | 549 ++++++++++++++++++++++++------------------- build/vignette.rds |binary data/AuditC.rda |binary data/Dementia.rda |binary data/IAQ.rda |binary data/SAQ.rda |binary data/skin_tests.rda |only data/smoking.rda |binary inst/doc/mada.R | 98 ++++--- inst/doc/mada.Rnw | 46 +++ inst/doc/mada.pdf |binary man/mada-data.Rd | 116 ++++----- man/predv_d-class.Rd |only man/predv_d.Rd |only man/predv_r-class.Rd |only man/predv_r.Rd |only man/reitsma-class.Rd | 218 ++++++++--------- man/reitsma.Rd | 182 +++++++------- vignettes/mada.Rnw | 46 +++ vignettes/mada.bib | 644 +++++++++++++++++++++++++++------------------------ 27 files changed, 1150 insertions(+), 910 deletions(-)
Title: Analysis and Visualization of Macroevolutionary Dynamics on
Phylogenetic Trees
Description: Provides functions for analyzing and visualizing complex
macroevolutionary dynamics on phylogenetic trees. It is a companion
package to the command line program BAMM (Bayesian Analysis of
Macroevolutionary Mixtures) and is entirely oriented towards the analysis,
interpretation, and visualization of evolutionary rates. Functionality
includes visualization of rate shifts on phylogenies, estimating
evolutionary rates through time, comparing posterior distributions of
evolutionary rates across clades, comparing diversification models using
Bayes factors, and more.
Author: Dan Rabosky, Mike Grundler, Pascal Title, Carlos Anderson, Jeff Shi,
Joseph Brown, Huateng Huang, Jon Mitchell
Maintainer: Pascal Title <ptitle@umich.edu>
Diff between BAMMtools versions 2.1.9 dated 2022-04-23 and 2.1.10 dated 2022-07-15
DESCRIPTION | 9 -- MD5 | 10 +- R/getCladeRates.R | 4 R/getRateThroughTimeMatrix.R | 181 +++++++++---------------------------------- R/ratesHistogram.R | 5 - R/samplingProbs.R | 4 6 files changed, 54 insertions(+), 159 deletions(-)
Title: Isotope Calculations in R
Description: Perform common calculations based on published stable isotope theory, such as calculating carbon isotope discrimination and intrinsic water use efficiency from wood or leaf carbon isotope composition. See Farquhar, O'Leary, and Berry (1982) <doi:10.1071/PP9820121>.
Author: Justin Mathias
Maintainer: Justin Mathias <justin.m.mathias@gmail.com>
Diff between isocalcR versions 0.0.2 dated 2021-07-31 and 0.1.0 dated 2022-07-15
DESCRIPTION | 12 - MD5 | 45 ++++--- NAMESPACE | 9 + NEWS.md | 6 R/custom.calc.R |only R/d13C.to.Ci.R | 64 ++++++++-- R/d13C.to.CiCa.R | 63 ++++++++- R/d13C.to.D13C.R | 20 +-- R/d13C.to.diffCaCi.R | 61 ++++++++- R/d13C.to.iWUE.R | 64 ++++++++-- R/piru13C.R |only README.md | 236 ++++++++++++++++++++++++++++++++----- data/piru13C.rda |only inst/doc/isocalcR-vignette.R | 125 +++++++++++++++++++ inst/doc/isocalcR-vignette.Rmd | 180 ++++++++++++++++++++++++++++ inst/doc/isocalcR-vignette.html | 230 +++++++++++++++++++++++++++++++++++- man/custom.calc.Rd |only man/d13C.to.Ci.Rd | 49 ++++++- man/d13C.to.CiCa.Rd | 47 ++++++- man/d13C.to.D13C.Rd | 12 + man/d13C.to.diffCaCi.Rd | 46 ++++++- man/d13C.to.iWUE.Rd | 49 ++++++- man/figures/README-piru13C-1.png |only man/piru13C.Rd |only tests/testthat/test_check_output.R | 6 vignettes/iWUE.PNG |only vignettes/isocalcR-vignette.Rmd | 180 ++++++++++++++++++++++++++++ 27 files changed, 1369 insertions(+), 135 deletions(-)
Title: Framework for Specifying and Simulating Individual Based Models
Description: A framework which provides users a set of useful primitive elements for
specifying individual based simulation models, with special attention models for
infectious disease epidemiology. Users build models by specifying variables for
each characteristic of individuals in the simulated population by using data
structures exposed by the package. The package provides efficient methods for
finding subsets of individuals based on these variables, or cohorts. Cohorts can
then be targeted for variable updates or scheduled for events. Variable updates
queued during a time step are executed at the end of a discrete time step, and
the code places no restrictions on how individuals are allowed to interact.
These data structures are designed to provide an intuitive way for users to turn
their conceptual model of a system into executable code, which is fast and
memory efficient.
Author: Giovanni Charles [aut, cre] ,
Sean L. Wu [aut] ,
Peter Winskill [aut] ,
Imperial College of Science, Technology and Medicine [cph]
Maintainer: Giovanni Charles <giovanni.charles@gmail.com>
Diff between individual versions 0.1.7 dated 2021-10-25 and 0.1.9 dated 2022-07-15
individual-0.1.7/individual/tests/testthat/test-updates.R |only individual-0.1.9/individual/DESCRIPTION | 8 individual-0.1.9/individual/MD5 | 125 +- individual-0.1.9/individual/NAMESPACE | 2 individual-0.1.9/individual/NEWS.md | 22 individual-0.1.9/individual/R/RcppExports.R | 180 +++ individual-0.1.9/individual/R/bitset.R | 22 individual-0.1.9/individual/R/categorical_variable.R | 38 individual-0.1.9/individual/R/double_variable.R | 56 - individual-0.1.9/individual/R/event.R | 12 individual-0.1.9/individual/R/integer_variable.R | 97 + individual-0.1.9/individual/R/ragged_double.R |only individual-0.1.9/individual/R/ragged_integer.R |only individual-0.1.9/individual/R/simulation.R | 6 individual-0.1.9/individual/R/targeted_event.R | 53 individual-0.1.9/individual/README.md | 2 individual-0.1.9/individual/build/vignette.rds |binary individual-0.1.9/individual/inst/CITATION |only individual-0.1.9/individual/inst/doc/API.html | 3 individual-0.1.9/individual/inst/doc/Changing_Populations.R |only individual-0.1.9/individual/inst/doc/Changing_Populations.Rmd |only individual-0.1.9/individual/inst/doc/Changing_Populations.html |only individual-0.1.9/individual/inst/doc/Contributing.html | 1 individual-0.1.9/individual/inst/doc/Performance.Rmd | 2 individual-0.1.9/individual/inst/doc/Performance.html | 3 individual-0.1.9/individual/inst/doc/Tutorial.html | 3 individual-0.1.9/individual/inst/include/CategoricalVariable.h | 119 +- individual-0.1.9/individual/inst/include/DoubleVariable.h | 160 -- individual-0.1.9/individual/inst/include/Event.h | 149 ++ individual-0.1.9/individual/inst/include/IntegerVariable.h | 141 -- individual-0.1.9/individual/inst/include/IterableBitset.h | 96 + individual-0.1.9/individual/inst/include/NumericVariable.h |only individual-0.1.9/individual/inst/include/RaggedDouble.h |only individual-0.1.9/individual/inst/include/RaggedInteger.h |only individual-0.1.9/individual/inst/include/RaggedVariable.h |only individual-0.1.9/individual/inst/include/Variable.h | 4 individual-0.1.9/individual/inst/include/individual_types.h | 2 individual-0.1.9/individual/inst/include/utils.h |only individual-0.1.9/individual/man/Bitset.Rd | 101 + individual-0.1.9/individual/man/CategoricalVariable.Rd | 99 + individual-0.1.9/individual/man/DoubleVariable.Rd | 103 + individual-0.1.9/individual/man/Event.Rd | 64 - individual-0.1.9/individual/man/IntegerVariable.Rd | 101 + individual-0.1.9/individual/man/RaggedDouble.Rd |only individual-0.1.9/individual/man/RaggedInteger.Rd |only individual-0.1.9/individual/man/Render.Rd | 30 individual-0.1.9/individual/man/TargetedEvent.Rd | 130 +- individual-0.1.9/individual/src/RcppExports.cpp | 546 +++++++++- individual-0.1.9/individual/src/bitset.cpp | 5 individual-0.1.9/individual/src/categorical_variable.cpp | 44 individual-0.1.9/individual/src/double_variable.cpp | 26 individual-0.1.9/individual/src/event.cpp | 55 - individual-0.1.9/individual/src/integer_variable.cpp | 31 individual-0.1.9/individual/src/prefab.cpp | 2 individual-0.1.9/individual/src/ragged_double.cpp |only individual-0.1.9/individual/src/ragged_integer.cpp |only individual-0.1.9/individual/src/test-bitset.cpp | 107 + individual-0.1.9/individual/src/utils.h | 16 individual-0.1.9/individual/src/variable.cpp |only individual-0.1.9/individual/tests/testthat/test-bitset.R | 169 ++- individual-0.1.9/individual/tests/testthat/test-categoricalvariable-resize.R |only individual-0.1.9/individual/tests/testthat/test-categoricalvariable-update.R |only individual-0.1.9/individual/tests/testthat/test-categoricalvariable.R | 124 +- individual-0.1.9/individual/tests/testthat/test-doublevariable-resize.R |only individual-0.1.9/individual/tests/testthat/test-doublevariable-update.R |only individual-0.1.9/individual/tests/testthat/test-doublevariable.R | 198 ++- individual-0.1.9/individual/tests/testthat/test-events.R | 32 individual-0.1.9/individual/tests/testthat/test-integervariable-resize.R |only individual-0.1.9/individual/tests/testthat/test-integervariable-update.R |only individual-0.1.9/individual/tests/testthat/test-integervariable.R | 298 ++--- individual-0.1.9/individual/tests/testthat/test-raggeddouble-resize.R |only individual-0.1.9/individual/tests/testthat/test-raggeddouble-update.R |only individual-0.1.9/individual/tests/testthat/test-raggeddouble.R |only individual-0.1.9/individual/tests/testthat/test-raggedinteger-resize.R |only individual-0.1.9/individual/tests/testthat/test-raggedinteger-update.R |only individual-0.1.9/individual/tests/testthat/test-raggedinteger.R |only individual-0.1.9/individual/tests/testthat/test-targetedevent-resize.R |only individual-0.1.9/individual/vignettes/Changing_Populations.Rmd |only individual-0.1.9/individual/vignettes/Performance.Rmd | 2 79 files changed, 2502 insertions(+), 1087 deletions(-)
Title: Cross-Validation for Model Selection
Description: Cross-validate one or multiple regression and classification models
and get relevant evaluation metrics in a tidy format. Validate the
best model on a test set and compare it to a baseline evaluation.
Alternatively, evaluate predictions from an external model. Currently
supports regression and classification (binary and multiclass).
Described in chp. 5 of Jeyaraman, B. P., Olsen, L. R.,
& Wambugu M. (2019, ISBN: 9781838550134).
Author: Ludvig Renbo Olsen [aut, cre],
Hugh Benjamin Zachariae [aut],
Indrajeet Patil [ctb]
Maintainer: Ludvig Renbo Olsen <r-pkgs@ludvigolsen.dk>
Diff between cvms versions 1.3.3 dated 2021-11-14 and 1.3.4 dated 2022-07-15
DESCRIPTION | 11 - MD5 | 22 +-- NEWS.md | 6 build/cvms.pdf |binary inst/doc/Creating_a_confusion_matrix.html | 4 inst/doc/available_metrics.html | 4 inst/doc/cross_validating_custom_functions.html | 8 - inst/doc/evaluate_by_id.html | 4 inst/doc/picking_the_number_of_folds_for_cross-validation.html | 4 tests/testthat/test_baseline.R | 66 +++++++--- tests/testthat/test_cross_validate.R | 8 - tests/testthat/test_example_functions.R | 4 12 files changed, 89 insertions(+), 52 deletions(-)
Title: Tools to Manage a Parametric Function that Describes Phenology
and More
Description: Functions used to fit and test the phenology of species based on counts. Based on Girondot, M. (2010) <doi:10.3354/esr00292> for the phenology function, Girondot, M. (2017) <doi:10.1016/j.ecolind.2017.05.063> for the convolution of negative binomial, Girondot, M. and Rizzo, A. (2015) <doi:10.2993/etbi-35-02-337-353.1> for Bayesian estimate, Pfaller JB, ..., Girondot M (2019) <doi:10.1007/s00227-019-3545-x> for tag-loss estimate, Hancock J, ..., Girondot M (2019) <doi:10.1016/j.ecolmodel.2019.04.013> for nesting history, Laloe J-O, ..., Girondot M, Hays GC (2020) <doi:10.1007/s00227-020-03686-x> for aggregating several seasons.
Author: Marc Girondot
Maintainer: Marc Girondot <marc.girondot@gmail.com>
Diff between phenology versions 7.6 dated 2020-10-22 and 7.8 dated 2022-07-15
DESCRIPTION | 20 - MD5 | 203 ++++++++++---------- NAMESPACE | 7 NEWS | 53 +++++ R/AutoFitPhenology.R | 2 R/Bayesian.remigration.R | 4 R/CI.RMU.R | 113 ++++++----- R/ECFOCF_f.R | 28 +- R/ECFOCF_full.R |only R/ExponentialRegression.R |only R/IPFit.R | 4 R/IPModel.R | 6 R/IPlnL.R | 28 +- R/LikelihoodRMU.R | 5 R/Likelihood_phenology.R | 18 - R/Lnegbin.R | 154 +++------------ R/Parameter_Global_Year.R | 13 - R/TableECFOCF.R | 2 R/Tagloss_L.R | 88 ++++---- R/Tagloss_LengthObs.R | 4 R/Tagloss_Lind.R | 2 R/Tagloss_cumul.R | 71 +++++-- R/Tagloss_daymax.R | 16 - R/Tagloss_fit.R | 67 ++++-- R/Tagloss_format.R | 243 +++++++++++++++++------- R/Tagloss_mcmc.R | 34 ++- R/Tagloss_mcmc_p.R |only R/Tagloss_model.R | 435 +++++++++++++++++++++++-------------------- R/Tagloss_simulate.R | 2 R/adapt_parameters.R | 2 R/add_phenology.R | 30 +- R/daily_count.R | 23 +- R/fitCF.R | 373 +++++++++++++++++++----------------- R/fitCF_MHmcmc.R |only R/fitCF_MHmcmc_p.R |only R/fitRMU.R | 118 ++++++----- R/fitRMU_MHmcmc.R | 9 R/fitRMU_MHmcmc_p.R | 201 +++++++++++++++---- R/fit_phenology.R | 66 ++++-- R/format_par.R | 16 + R/generateCF.R |only R/lnLCF.R | 76 ++----- R/logLik.ECFOCF.R | 2 R/map_phenology.R | 12 - R/onAttach.R | 33 +-- R/par_init.R | 227 +++++++++++----------- R/phenology-package.R | 27 +- R/phenology_MHmcmc.R | 17 - R/phenology_MHmcmc_p.R | 78 +++++++ R/plot.ECFOCF.R | 344 +++++++++++++++++++++------------- R/plot.IP.R | 32 ++- R/plot.TableECFOCF.R | 8 R/plot.Tagloss.R | 230 +++++++++++++--------- R/plot.TaglossData.R | 7 R/plot.fitRMU.R | 60 ++++- R/plot.phenology.R | 26 +- R/print.phenology.R | 9 R/summary.phenology.R | 182 ++++++++++++++--- R/toggle_Min_PMin.R | 2 inst/shiny/server.R | 2 man/Bayesian.remigration.Rd | 6 man/CI.RMU.Rd | 15 + man/ECFOCF_f.Rd | 13 - man/ECFOCF_full.Rd |only man/ExponentialRegression.Rd |only man/IPFit.Rd | 6 man/IPModel.Rd | 2 man/Parameter_Global_Year.Rd | 5 man/TableECFOCF.Rd | 4 man/Tagloss_L.Rd | 22 +- man/Tagloss_LengthObs.Rd | 3 man/Tagloss_cumul.Rd | 13 - man/Tagloss_daymax.Rd | 3 man/Tagloss_fit.Rd | 30 +- man/Tagloss_format.Rd | 24 ++ man/Tagloss_mcmc.Rd | 18 + man/Tagloss_mcmc_p.Rd |only man/Tagloss_model.Rd | 45 +++- man/Tagloss_simulate.Rd | 3 man/adapt_parameters.Rd | 2 man/add_phenology.Rd | 11 - man/figures |only man/fitCF.Rd | 51 +++-- man/fitCF_MHmcmc.Rd |only man/fitCF_MHmcmc_p.Rd |only man/fitRMU.Rd | 32 ++- man/fitRMU_MHmcmc.Rd | 4 man/fitRMU_MHmcmc_p.Rd | 9 man/fit_phenology.Rd | 44 +++- man/generateCF.Rd |only man/likelihood_phenology.Rd | 11 - man/lnLCF.Rd | 6 man/logLik.ECFOCF.Rd | 6 man/logLik.Tagloss.Rd | 1 man/map_phenology.Rd | 2 man/o_4p_p1p2.Rd | 1 man/phenology-package.Rd | 26 +- man/phenology_MHmcmc.Rd | 10 man/phenology_MHmcmc_p.Rd | 2 man/plot.ECFOCF.Rd | 26 ++ man/plot.IP.Rd | 5 man/plot.TableECFOCF.Rd | 4 man/plot.Tagloss.Rd | 38 +++ man/plot.TaglossData.Rd | 3 man/plot.fitRMU.Rd | 29 ++ man/plot.phenology.Rd | 19 - man/print.phenology.Rd | 9 man/summary.phenology.Rd | 15 - man/toggle_Min_PMin.Rd | 2 109 files changed, 2764 insertions(+), 1650 deletions(-)
Title: Logistic Knowledge Tracing
Description: Computes Logistic Knowledge Tracing ('LKT') which is a general method for tracking human learning in an educational software system. Please see Pavlik, Eglington, and Harrel-Williams (2021) <https://ieeexplore.ieee.org/document/9616435>. 'LKT' is a method to compute features of student data that are used as predictors of subsequent performance. 'LKT' allows great flexibility in the choice of predictive components and features computed for these predictive components. The system is built on top of 'LiblineaR', which enables extremely fast solutions compared to base glm() in R.
Author: Philip I. Pavlik Jr. [aut, ctb, cre]
,
Luke G. Eglington [aut, ctb]
Maintainer: Philip I. Pavlik Jr. <imrryr@gmail.com>
Diff between LKT versions 1.1.0 dated 2022-02-21 and 1.2.0 dated 2022-07-15
DESCRIPTION | 17 - MD5 | 33 ++- NAMESPACE | 65 +++--- NEWS.md | 10 - R/LKTfunctions.R | 377 +++++++++++++++++++++------------------ R/data.R | 10 + README.md | 295 ------------------------------ build/vignette.rds |binary data/largerawsample.rda |only inst/doc/Basic_Operations.Rmd | 4 inst/doc/Basic_Operations.html | 11 - inst/doc/Examples.Rmd |only inst/doc/Examples.html |only man/LKT.Rd | 34 ++- man/LKT_HDI.Rd |only man/ViewExcel.Rd |only man/largerawsample.Rd |only vignettes/Basic_Operations.Rmd | 4 vignettes/Examples.Rmd |only vignettes/Examples.Rmd.orig |only vignettes/unnamed-chunk-14-1.png |only vignettes/unnamed-chunk-14-2.png |only vignettes/unnamed-chunk-14-3.png |only 23 files changed, 335 insertions(+), 525 deletions(-)
Title: The Acute COPD Exacerbation Prediction Tool (ACCEPT)
Description: Allows clinicians to predict the rate and severity of future acute exacerbation in Chronic Obstructive Pulmonary Disease (COPD) patients, based on the clinical prediction model published in Adibi et al. (2020) <doi:10.1016/S2213-2600(19)30397-2>.
Author: Amin Adibi [aut, cre],
Mohsen Sadatsafavi [aut, cph],
Abdollah Safari [aut],
Ainsleigh Hill [aut]
Maintainer: Amin Adibi <adibi@alumni.ubc.ca>
Diff between accept versions 0.9.0 dated 2022-03-22 and 0.9.1 dated 2022-07-15
DESCRIPTION | 8 ++++---- MD5 | 6 +++--- NEWS.md | 7 +++++++ R/predict.R | 16 ++++++++++++++++ 4 files changed, 30 insertions(+), 7 deletions(-)
Title: Automated Data Preparation
Description: Do most of the painful data preparation for a data science project with a minimum amount of code; Take advantages of 'data.table' efficiency and use some algorithmic trick in order to perform data preparation in a time and RAM efficient way.
Author: Emmanuel-Lin Toulemonde [aut, cre]
Maintainer: Emmanuel-Lin Toulemonde <el.toulemonde@protonmail.com>
Diff between dataPreparation versions 1.0.4 dated 2021-12-21 and 1.0.5 dated 2022-07-15
DESCRIPTION | 8 ++-- MD5 | 23 +++++++------ NAMESPACE | 3 + NEWS | 7 ++++ NEWS.md | 7 ++++ R/factor_manipulation.R | 23 +++++++++++++ R/generate_from_factor.R | 49 +++++++++++++++++++++++++++-- R/generic_functions.R | 2 - man/build_target_encoding.Rd | 3 + man/compute_probability_ratio.Rd |only man/compute_weight_of_evidence.Rd |only man/get_most_frequent_element.Rd |only tests/testthat/test_factor_manipulation.R | 13 +++++++ tests/testthat/test_generate_from_factor.R | 22 +++++++++++++ 14 files changed, 141 insertions(+), 19 deletions(-)
More information about dataPreparation at CRAN
Permanent link
Previous versions (as known to CRANberries) which should be available via the Archive link are:
2022-03-02 0.1.18
Title: Handling Methods for Naver News Text Crawling
Description: Provides some functions to get Korean text sample from news articles in
Naver which is popular news portal service <https://news.naver.com/> in Korea.
Author: Chanyub Park [aut, cre]
Maintainer: Chanyub Park <mrchypark@gmail.com>
Diff between N2H4 versions 0.6.3 dated 2022-05-10 and 0.6.5 dated 2022-07-15
DESCRIPTION | 10 MD5 | 24 +- NAMESPACE | 1 R/getComment.R | 10 R/getContent.R | 484 +++++++++++++++++++++--------------------- R/getLike.R | 72 +++--- R/getMainCategory.R | 84 +++---- R/getMaxPageNum.R | 3 R/getSubCategory.R | 104 ++++----- R/getUrlList.R | 104 ++++----- R/setUrls.R | 204 ++++++++--------- man/getContentEditDatetime.Rd | 62 ++--- tests/testthat/test-func.R | 116 +++++----- 13 files changed, 643 insertions(+), 635 deletions(-)
Previous versions (as known to CRANberries) which should be available via the Archive link are:
2022-06-16 0.2.0
2021-12-15 0.1.0