Package: rarefun 0.1.0
rarefun: Functions for Rare Events Analysis
Functions for detecting and analyzing rare events in data. Implements isolation forest (Liu et al., 2008, <doi:10.1109/ICDM.2008.17>) and clustering for anomaly detection in time series residuals. Decomposes time series using LOESS (Locally Estimated Scatterplot Smoothing) or STL (Seasonal-Trend decomposition using LOESS). Detects marine heatwaves and cold spells following Hobday et al. (2016) <doi:10.1016/j.pocean.2015.12.014>. Provides goodness-of-fit tests for quantile regression (Haupt et al., 2011, <doi:10.1080/02664763.2011.573542>), partial dependence with quantile random forests, MCC (Matthews Correlation Coefficient) computation and testing, knee-point detection via the Kneedle algorithm (Satopaa et al., 2011, <doi:10.1109/ICDCSW.2011.20>), and spatial point matching.
Authors:
rarefun_0.1.0.tar.gz
rarefun_0.1.0.zip(r-4.7)rarefun_0.1.0.zip(r-4.6)rarefun_0.1.0.zip(r-4.5)
rarefun_0.1.0.tgz(r-4.6-any)rarefun_0.1.0.tgz(r-4.5-any)
rarefun_0.1.0.tar.gz(r-4.7-any)rarefun_0.1.0.tar.gz(r-4.6-any)
rarefun_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
rarefun/json (API)
NEWS
| # Install 'rarefun' in R: |
| install.packages('rarefun', repos = c('https://vlyubchich.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/vlyubchich/rarefun/issues
- Annapolis - Annapolis Daily Daymet Time Series
Last updated from:62c88016a4. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 163 | ||
| source / vignettes | OK | 217 | ||
| linux-release-x86_64 | OK | 151 | ||
| macos-release-arm64 | OK | 125 | ||
| macos-oldrel-arm64 | OK | 118 | ||
| windows-devel | OK | 105 | ||
| windows-release | OK | 101 | ||
| windows-oldrel | OK | 102 | ||
| wasm-release | OK | 135 |
Exports:gof_qrkneedlematch_spatial_pointsmccpartial_qrfrare_dbscanrare_heatwavesrare_iforestrare_residuals
Dependencies:bootclicodetoolscpp11dbscanfarverforeachgenericsgeosphereggplot2gluegtableisobandisotreeiteratorsjsonlitelabelinglatticelifecyclepdpR6RANNrbibutilsRColorBrewerRcppRdpackRhpcBLASctlrlangS7scalesvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Annapolis Daily Daymet Time Series (1980-2024) | Annapolis |
| Goodness-of-fit Measures for Quantile Regression | gof_qr |
| Detect Knee Point in a Curve Using the Kneedle Algorithm | kneedle |
| Match Spatial Points between Two Datasets | match_spatial_points |
| Calculate and Test the Matthews Correlation Coefficient (MCC) | mcc |
| Partial Dependence Plot for Quantile Random Forest | partial_qrf |
| Detect Rare Events Using DBSCAN | rare_dbscan |
| Detect Heatwaves (or Cold Spells) Using heatwaveR | rare_heatwaves |
| Detect Rare Events Using Isolation Forest | rare_iforest |
| Detect Rare Events in Time Series Residuals | rare_residuals |
