Package: Rcatch22 0.2.5

Trent Henderson

Rcatch22: Calculation of 22 CAnonical Time-Series CHaracteristics

Calculate 22 summary statistics coded in C on time-series vectors to enable pattern detection, classification, and regression applications in the feature space as proposed by Lubba et al. (2019) <doi:10.1007/s10618-019-00647-x>.

Authors:Trent Henderson [cre, aut], Carl Lubba [ctb], Maximilian Mücke [ctb]

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manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
Rcatch22/json (API)

# Install 'Rcatch22' in R:

install.packages('Rcatch22', repos = c('https://hendersontrent.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/hendersontrent/rcatch22/issues

Uses libs:

c++– GNU Standard C++ Library v3

Datasets:

feature_list - All features available in Rcatch22 in tidy format

On CRAN:

machine-learning time-series cpp

6.95 score 23 stars 2 packages 32 scripts 543 downloads 25 exports 2 dependencies

Last updated from:68c143c362. Checks:13 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	144
linux-devel-x86_64	OK	132
source / vignettes	OK	188
linux-release-arm64	OK	127
linux-release-x86_64	OK	112
macos-release-arm64	OK	103
macos-release-x86_64	OK	270
macos-oldrel-arm64	OK	100
macos-oldrel-x86_64	OK	154
windows-devel	OK	114
windows-release	OK	114
windows-oldrel	OK	117
wasm-release	OK	147

Exports:catch22_all CO_Embed2_Dist_tau_d_expfit_meandiff CO_f1ecac CO_FirstMin_ac CO_HistogramAMI_even_2_5 CO_trev_1_num DN_HistogramMode_10 DN_HistogramMode_5 DN_Mean DN_OutlierInclude_n_001_mdrmd DN_OutlierInclude_p_001_mdrmd DN_Spread_Std FC_LocalSimple_mean1_tauresrat FC_LocalSimple_mean3_stderr IN_AutoMutualInfoStats_40_gaussian_fmmi MD_hrv_classic_pnn40 PD_PeriodicityWang_th0_01 SB_BinaryStats_diff_longstretch0 SB_BinaryStats_mean_longstretch1 SB_MotifThree_quantile_hh SB_TransitionMatrix_3ac_sumdiagcov SC_FluctAnal_2_dfa_50_1_2_logi_prop_r1 SC_FluctAnal_2_rsrangefit_50_1_logi_prop_r1 SP_Summaries_welch_rect_area_5_1 SP_Summaries_welch_rect_centroid

Dependencies:Rcpp rlang

Introduction to Rcatch22

Core calculation function | catch24 | Feature list

Rendered fromRcatch22.Rmdusingknitr::knitr

Last update: 2022-06-02
Started: 2021-04-10

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Automatically run every time-series feature calculation included in the catch22 set	catch22_all
Function to calculate a statistical feature	CO_Embed2_Dist_tau_d_expfit_meandiff
Function to calculate a statistical feature	CO_f1ecac
Function to calculate a statistical feature	CO_FirstMin_ac
Function to calculate a statistical feature	CO_HistogramAMI_even_2_5
Function to calculate a statistical feature	CO_trev_1_num
Function to calculate a statistical feature	DN_HistogramMode_10
Function to calculate a statistical feature	DN_HistogramMode_5
Function to calculate a statistical feature	DN_Mean
Function to calculate a statistical feature	DN_OutlierInclude_n_001_mdrmd
Function to calculate a statistical feature	DN_OutlierInclude_p_001_mdrmd
Function to calculate a statistical feature	DN_Spread_Std
Function to calculate a statistical feature	FC_LocalSimple_mean1_tauresrat
Function to calculate a statistical feature	FC_LocalSimple_mean3_stderr
All features available in Rcatch22 in tidy format	feature_list
Function to calculate a statistical feature	IN_AutoMutualInfoStats_40_gaussian_fmmi
Function to calculate a statistical feature	MD_hrv_classic_pnn40
Function to calculate a statistical feature	PD_PeriodicityWang_th0_01
Function to calculate a statistical feature	SB_BinaryStats_diff_longstretch0
Function to calculate a statistical feature	SB_BinaryStats_mean_longstretch1
Function to calculate a statistical feature	SB_MotifThree_quantile_hh
Function to calculate a statistical feature	SB_TransitionMatrix_3ac_sumdiagcov
Function to calculate a statistical feature	SC_FluctAnal_2_dfa_50_1_2_logi_prop_r1
Function to calculate a statistical feature	SC_FluctAnal_2_rsrangefit_50_1_logi_prop_r1
Function to calculate a statistical feature	SP_Summaries_welch_rect_area_5_1
Function to calculate a statistical feature	SP_Summaries_welch_rect_centroid