diff --git a/NAMESPACE b/NAMESPACE index 67bb981..5350123 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -5,8 +5,8 @@ export(.nixtla_data_prep) export(.validate_exogenous) export(date_conversion) export(infer_frequency) -export(nixtla_client_anomaly_detection) export(nixtla_client_cross_validation) +export(nixtla_client_detect_anomalies) export(nixtla_client_forecast) export(nixtla_client_historic) export(nixtla_client_plot) diff --git a/R/nixtla_client_cross_validation.R b/R/nixtla_client_cross_validation.R index ade492e..23ec4cb 100644 --- a/R/nixtla_client_cross_validation.R +++ b/R/nixtla_client_cross_validation.R @@ -11,6 +11,7 @@ #' @param n_windows Number of windows to evaluate. #' @param step_size Step size between each cross validation window. If NULL, it will equal the forecast horizon (h). #' @param finetune_steps Number of steps used to finetune TimeGPT in the new data. +#' @param finetune_loss Loss function to use for finetuning. Options are: "default", "mae", "mse", "rmse", "mape", and "smape". #' @param clean_ex_first Clean exogenous signal before making the forecasts using TimeGPT. #' @param model Model to use, either "timegpt-1" or "timegpt-1-long-horizon". Use "timegpt-1-long-horizon" if you want to forecast more than one seasonal period given the frequency of the data. #' @@ -24,7 +25,7 @@ #' fcst <- nixtlar::nixtla_client_cross_validation(df, h = 8, id_col = "unique_id", n_windows = 5) #' } #' -nixtla_client_cross_validation <- function(df, h=8, freq=NULL, id_col=NULL, time_col="ds", target_col="y", X_df=NULL, level=NULL, n_windows=1, step_size=NULL, finetune_steps=0, clean_ex_first=TRUE, model="timegpt-1"){ +nixtla_client_cross_validation <- function(df, h=8, freq=NULL, id_col=NULL, time_col="ds", target_col="y", X_df=NULL, level=NULL, n_windows=1, step_size=NULL, finetune_steps=0, finetune_loss="default", clean_ex_first=TRUE, model="timegpt-1"){ # Prepare data ---- names(df)[which(names(df) == time_col)] <- "ds" @@ -55,6 +56,7 @@ nixtla_client_cross_validation <- function(df, h=8, freq=NULL, id_col=NULL, time n_windows = n_windows, step_size = step_size, finetune_steps = finetune_steps, + finetune_loss = finetune_loss, clean_ex_first = clean_ex_first ) diff --git a/R/nixtla_client_anomaly_detection.R b/R/nixtla_client_detect_anomalies.R similarity index 96% rename from R/nixtla_client_anomaly_detection.R rename to R/nixtla_client_detect_anomalies.R index 4f1546a..92574ae 100644 --- a/R/nixtla_client_anomaly_detection.R +++ b/R/nixtla_client_detect_anomalies.R @@ -19,7 +19,7 @@ #' fcst <- nixtlar::nixtla_client_anomaly_detection(df, id_col="unique_id") #' } #' -nixtla_client_anomaly_detection <- function(df, freq=NULL, id_col=NULL, time_col="ds", target_col="y", level=c(99), clean_ex_first=TRUE, model="timegpt-1"){ +nixtla_client_detect_anomalies <- function(df, freq=NULL, id_col=NULL, time_col="ds", target_col="y", level=c(99), clean_ex_first=TRUE, model="timegpt-1"){ # Prepare data ---- names(df)[which(names(df) == time_col)] <- "ds" diff --git a/R/nixtla_client_forecast.R b/R/nixtla_client_forecast.R index 48fd14e..8b5d543 100644 --- a/R/nixtla_client_forecast.R +++ b/R/nixtla_client_forecast.R @@ -9,6 +9,7 @@ #' @param X_df A tsibble or a data frame with future exogenous variables. #' @param level The confidence levels (0-100) for the prediction intervals. #' @param finetune_steps Number of steps used to finetune TimeGPT in the new data. +#' @param finetune_loss Loss function to use for finetuning. Options are: "default", "mae", "mse", "rmse", "mape", and "smape". #' @param clean_ex_first Clean exogenous signal before making the forecasts using TimeGPT. #' @param add_history Return fitted values of the model. #' @param model Model to use, either "timegpt-1" or "timegpt-1-long-horizon". Use "timegpt-1-long-horizon" if you want to forecast more than one seasonal period given the frequency of the data. @@ -23,7 +24,7 @@ #' fcst <- nixtlar::nixtla_client_forecast(df, h=8, id_col="unique_id", level=c(80,95)) #' } #' -nixtla_client_forecast <- function(df, h=8, freq=NULL, id_col=NULL, time_col="ds", target_col="y", X_df=NULL, level=NULL, finetune_steps=0, clean_ex_first=TRUE, add_history=FALSE, model="timegpt-1"){ +nixtla_client_forecast <- function(df, h=8, freq=NULL, id_col=NULL, time_col="ds", target_col="y", X_df=NULL, level=NULL, finetune_steps=0, finetune_loss="default", clean_ex_first=TRUE, add_history=FALSE, model="timegpt-1"){ # Prepare data ---- names(df)[which(names(df) == time_col)] <- "ds" @@ -49,6 +50,7 @@ nixtla_client_forecast <- function(df, h=8, freq=NULL, id_col=NULL, time_col="ds y = y, freq = freq, finetune_steps = finetune_steps, + finetune_loss = finetune_loss, clean_ex_first = clean_ex_first ) diff --git a/R/nixtla_client_historic.R b/R/nixtla_client_historic.R index 6811c3e..9c086b1 100644 --- a/R/nixtla_client_historic.R +++ b/R/nixtla_client_historic.R @@ -7,6 +7,7 @@ #' @param target_col Column that contains the target variable. #' @param level The confidence levels (0-100) for the prediction intervals. #' @param finetune_steps Number of steps used to finetune TimeGPT in the new data. +#' @param finetune_loss Loss function to use for finetuning. Options are: "default", "mae", "mse", "rmse", "mape", and "smape". #' @param clean_ex_first Clean exogenous signal before making the forecasts using TimeGPT. #' #' @return TimeGPT's forecast for the in-sample period. @@ -19,7 +20,7 @@ #' fcst <- nixtlar::nixtla_client_historic(df, id_col="unique_id", level=c(80,95)) #' } #' -nixtla_client_historic <- function(df, freq=NULL, id_col=NULL, time_col="ds", target_col="y", level=NULL, finetune_steps=0, clean_ex_first=TRUE){ +nixtla_client_historic <- function(df, freq=NULL, id_col=NULL, time_col="ds", target_col="y", level=NULL, finetune_steps=0, finetune_loss="default", clean_ex_first=TRUE){ # Prepare data ---- names(df)[which(names(df) == time_col)] <- "ds" @@ -43,6 +44,7 @@ nixtla_client_historic <- function(df, freq=NULL, id_col=NULL, time_col="ds", ta y = y, freq = freq, finetune_steps = finetune_steps, + finetune_loss = finetune_loss, clean_ex_first = clean_ex_first ) diff --git a/R/nixtla_client_plot.R b/R/nixtla_client_plot.R index 3592ac2..9d1adb5 100644 --- a/R/nixtla_client_plot.R +++ b/R/nixtla_client_plot.R @@ -1,4 +1,4 @@ -#' Plot forecast and insample values. +#' Plot the output of the following nixtla_client functions: forecast, historic, anomaly_detection, and cross_validation. #' #' @param df A tsibble or a data frame with time series data (insample values). #' @param fcst A tsibble or a data frame with the TimeGPT point forecast and the prediction intervals (if available). @@ -10,7 +10,7 @@ #' @param max_insample_length Max number of insample observations to be plotted. #' @param plot_anomalies Whether or not to plot anomalies. #' -#' @return Plot with the forecast and insample values +#' @return Corresponding plot. #' @export #' #' @examples diff --git a/cran-comments.md b/cran-comments.md index 2145331..658b20d 100644 --- a/cran-comments.md +++ b/cran-comments.md @@ -1,18 +1,13 @@ -## Resubmission 9 Feb 2024 -This is a resubmission. In this version I have: +## Resumbmission -## Resubmission 3 Feb 2024 -This is a resubmission. In this version I have: +This is a resumbmission. In this version, I have: -* Fixed issue with .Renviron file in vignette to comply with CRAN's policies. - -## Resubmission 1 Feb 2024 -This is a resubmission. In this version I have: - -* Fixed issue with tests that require a secret token to make an API call +- Updated names of functions. +- Fixed issues to comply with CRAN's policies. ## R CMD check results + 0 errors | 0 warnings | 1 note * This is a new release. diff --git a/man/nixtla_client_cross_validation.Rd b/man/nixtla_client_cross_validation.Rd index 878b10f..9febfd6 100644 --- a/man/nixtla_client_cross_validation.Rd +++ b/man/nixtla_client_cross_validation.Rd @@ -16,6 +16,7 @@ nixtla_client_cross_validation( n_windows = 1, step_size = NULL, finetune_steps = 0, + finetune_loss = "default", clean_ex_first = TRUE, model = "timegpt-1" ) @@ -43,6 +44,8 @@ nixtla_client_cross_validation( \item{finetune_steps}{Number of steps used to finetune TimeGPT in the new data.} +\item{finetune_loss}{Loss function to use for finetuning. Options are: "default", "mae", "mse", "rmse", "mape", and "smape".} + \item{clean_ex_first}{Clean exogenous signal before making the forecasts using TimeGPT.} \item{model}{Model to use, either "timegpt-1" or "timegpt-1-long-horizon". Use "timegpt-1-long-horizon" if you want to forecast more than one seasonal period given the frequency of the data.} diff --git a/man/nixtla_client_anomaly_detection.Rd b/man/nixtla_client_detect_anomalies.Rd similarity index 87% rename from man/nixtla_client_anomaly_detection.Rd rename to man/nixtla_client_detect_anomalies.Rd index 511e26a..787da15 100644 --- a/man/nixtla_client_anomaly_detection.Rd +++ b/man/nixtla_client_detect_anomalies.Rd @@ -1,10 +1,10 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/nixtla_client_anomaly_detection.R -\name{nixtla_client_anomaly_detection} -\alias{nixtla_client_anomaly_detection} +% Please edit documentation in R/nixtla_client_detect_anomalies.R +\name{nixtla_client_detect_anomalies} +\alias{nixtla_client_detect_anomalies} \title{Detect anomalies with TimeGPT} \usage{ -nixtla_client_anomaly_detection( +nixtla_client_detect_anomalies( df, freq = NULL, id_col = NULL, diff --git a/man/nixtla_client_forecast.Rd b/man/nixtla_client_forecast.Rd index e372f62..9c5169b 100644 --- a/man/nixtla_client_forecast.Rd +++ b/man/nixtla_client_forecast.Rd @@ -14,6 +14,7 @@ nixtla_client_forecast( X_df = NULL, level = NULL, finetune_steps = 0, + finetune_loss = "default", clean_ex_first = TRUE, add_history = FALSE, model = "timegpt-1" @@ -38,6 +39,8 @@ nixtla_client_forecast( \item{finetune_steps}{Number of steps used to finetune TimeGPT in the new data.} +\item{finetune_loss}{Loss function to use for finetuning. Options are: "default", "mae", "mse", "rmse", "mape", and "smape".} + \item{clean_ex_first}{Clean exogenous signal before making the forecasts using TimeGPT.} \item{add_history}{Return fitted values of the model.} diff --git a/man/nixtla_client_historic.Rd b/man/nixtla_client_historic.Rd index 023e302..52536fe 100644 --- a/man/nixtla_client_historic.Rd +++ b/man/nixtla_client_historic.Rd @@ -12,6 +12,7 @@ nixtla_client_historic( target_col = "y", level = NULL, finetune_steps = 0, + finetune_loss = "default", clean_ex_first = TRUE ) } @@ -30,6 +31,8 @@ nixtla_client_historic( \item{finetune_steps}{Number of steps used to finetune TimeGPT in the new data.} +\item{finetune_loss}{Loss function to use for finetuning. Options are: "default", "mae", "mse", "rmse", "mape", and "smape".} + \item{clean_ex_first}{Clean exogenous signal before making the forecasts using TimeGPT.} } \value{ diff --git a/man/nixtla_client_plot.Rd b/man/nixtla_client_plot.Rd index 4fd0350..ea5aefc 100644 --- a/man/nixtla_client_plot.Rd +++ b/man/nixtla_client_plot.Rd @@ -2,7 +2,7 @@ % Please edit documentation in R/nixtla_client_plot.R \name{nixtla_client_plot} \alias{nixtla_client_plot} -\title{Plot forecast and insample values.} +\title{Plot the output of the following nixtla_client functions: forecast, historic, anomaly_detection, and cross_validation.} \usage{ nixtla_client_plot( df, @@ -36,10 +36,10 @@ nixtla_client_plot( \item{plot_anomalies}{Whether or not to plot anomalies.} } \value{ -Plot with the forecast and insample values +Corresponding plot. } \description{ -Plot forecast and insample values. +Plot the output of the following nixtla_client functions: forecast, historic, anomaly_detection, and cross_validation. } \examples{ \dontrun{ diff --git a/tests/mocks/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json b/tests/mocks/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json index d1387b0..5aa5092 100644 --- a/tests/mocks/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json +++ b/tests/mocks/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json @@ -17,70200 +17,70200 @@ "2016-10-27 00:00:00", 52.58, 0, - 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16.782626227412663, + 16.78262624823172, 31.476686477661133, - 46.1707467279096 + 46.170746707090544 ], [ "PJM", "2018-12-23 08:00:00", 28.130064, 0, - 16.824544028315984, + 16.82454404913504, 31.518604278564453, - 46.21266452881292 + 46.212664507993864 ], [ "PJM", "2018-12-23 09:00:00", 28.175779, 0, - 16.163222388301335, + 16.16322240912039, 30.857282638549805, - 45.551342888798274 + 45.551342867979216 ], [ "PJM", "2018-12-23 10:00:00", 26.228533, 0, - 15.772311286006415, - 30.466371536254883, - 45.16043178650335 + 15.772313214174101, + 30.466373443603516, + 45.16043367303293 ], [ "PJM", "2018-12-23 11:00:00", 24.60231, 0, - 14.518078879390204, + 14.518078900209257, 29.212139129638672, - 43.90619937988714 + 43.90619935906808 ], [ "PJM", "2018-12-23 12:00:00", 23.972597, 0, - 13.158671454463446, - 27.852731704711914, - 42.54679195496038 + 13.158673382631132, + 27.852733612060547, + 42.54679384148996 ], [ "PJM", "2018-12-23 13:00:00", 23.5824, 0, - 12.488030509028876, - 27.182090759277344, - 41.87615100952581 + 12.488028622499296, + 27.18208885192871, + 41.87614908135812 ], [ "PJM", "2018-12-23 14:00:00", 23.103575, 0, - 11.587576941523993, + 11.587576962343046, 26.28163719177246, - 40.97569744202093 + 40.97569742120187 ], [ "PJM", "2018-12-23 15:00:00", 23.121456, 0, - 12.082039908442939, + 12.082039929261992, 26.776100158691406, - 41.470160408939876 + 41.47016038812082 ], [ "PJM", "2018-12-23 16:00:00", 25.109049, 0, - 14.033047751460517, + 14.03304777227957, 28.727108001708984, - 43.421168251957454 + 43.421168231138395 ], [ "PJM", "2018-12-23 17:00:00", 33.418392, 0, - 20.803330496821843, + 20.803330517640898, 35.49739074707031, - 50.19145099731878 + 50.19145097649972 ], [ "PJM", "2018-12-23 18:00:00", 33.149221999999995, 0, - 20.765259818110906, + 20.76525983892996, 35.459320068359375, - 50.153380318607844 + 50.153380297788786 ], [ "PJM", "2018-12-23 19:00:00", 32.46197, 0, - 19.169415549312077, + 19.169415570131132, 33.86347579956055, - 48.557536049809016 + 48.55753602898996 ], [ "PJM", "2018-12-23 20:00:00", 32.052178999999995, 0, - 17.82664974120661, - 32.52070999145508, - 47.21477024170355 + 17.82665357672293, + 32.520713806152344, + 47.214774035581755 ], [ "PJM", "2018-12-23 21:00:00", 27.632347, 0, - 15.06831462768122, + 15.068314648500273, 29.762374877929688, - 44.45643512817816 + 44.4564351073591 ], [ "PJM", "2018-12-23 22:00:00", 24.746053, 0, - 12.476235465083564, + 12.476235485902617, 27.17029571533203, - 41.8643559655805 + 41.86435594476144 ], [ "PJM", "2018-12-23 23:00:00", 23.333499, 0, - 10.041012839351142, + 10.041012860170195, 24.73507308959961, - 39.42913333984808 + 39.42913331902902 ] ] }, @@ -70221,6 +70221,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "4AP36NA3QX" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: 7VFX7CJE7K", + "requestID": "7VFX7CJE7K" } diff --git a/tests/testthat/dashboard.nixtla.io/api/cross_validation_multi_series-5fafd2-POST.json b/tests/mocks/dashboard.nixtla.io/api/cross_validation_multi_series-5a2791-POST.json similarity index 99% rename from tests/testthat/dashboard.nixtla.io/api/cross_validation_multi_series-5fafd2-POST.json rename to tests/mocks/dashboard.nixtla.io/api/cross_validation_multi_series-5a2791-POST.json index 8e9c013..bf94e4e 100644 --- a/tests/testthat/dashboard.nixtla.io/api/cross_validation_multi_series-5fafd2-POST.json +++ b/tests/mocks/dashboard.nixtla.io/api/cross_validation_multi_series-5a2791-POST.json @@ -1419,6 +1419,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "ZAEDA6VL8P" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: MVF69ZZXQG", + "requestID": "MVF69ZZXQG" } diff --git a/tests/mocks/dashboard.nixtla.io/api/forecast.json b/tests/mocks/dashboard.nixtla.io/api/forecast.json index 1f56270..32e2ca9 100644 --- a/tests/mocks/dashboard.nixtla.io/api/forecast.json +++ b/tests/mocks/dashboard.nixtla.io/api/forecast.json @@ -26,6 +26,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "A4EA5BL736" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: M5CAMPBXXE", + "requestID": "M5CAMPBXXE" } diff --git a/tests/testthat/dashboard.nixtla.io/api/forecast_multi_series-eb96f0-POST.json b/tests/mocks/dashboard.nixtla.io/api/forecast_multi_series-dbf99e-POST.json similarity index 99% rename from tests/testthat/dashboard.nixtla.io/api/forecast_multi_series-eb96f0-POST.json rename to tests/mocks/dashboard.nixtla.io/api/forecast_multi_series-dbf99e-POST.json index 3400179..216da54 100644 --- a/tests/testthat/dashboard.nixtla.io/api/forecast_multi_series-eb96f0-POST.json +++ b/tests/mocks/dashboard.nixtla.io/api/forecast_multi_series-dbf99e-POST.json @@ -381,6 +381,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "P8HPPYSHX4" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: ZJDFXLRM4E", + "requestID": "ZJDFXLRM4E" } diff --git a/tests/mocks/dashboard.nixtla.io/api/historic_forecast_multi_series-63bea1-POST.json b/tests/mocks/dashboard.nixtla.io/api/historic_forecast_multi_series-2bae8b-POST.json similarity index 99% rename from tests/mocks/dashboard.nixtla.io/api/historic_forecast_multi_series-63bea1-POST.json rename to tests/mocks/dashboard.nixtla.io/api/historic_forecast_multi_series-2bae8b-POST.json index ecabc0e..ec10e81 100644 --- a/tests/mocks/dashboard.nixtla.io/api/historic_forecast_multi_series-63bea1-POST.json +++ b/tests/mocks/dashboard.nixtla.io/api/historic_forecast_multi_series-2bae8b-POST.json @@ -78022,6 +78022,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "5RD86Y9FPK" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: WK62STBWF8", + "requestID": "WK62STBWF8" } diff --git a/tests/testthat/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json b/tests/testthat/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json index d1387b0..5aa5092 100644 --- a/tests/testthat/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json +++ b/tests/testthat/dashboard.nixtla.io/api/anomaly_detection_multi_series-bd6f43-POST.json @@ -17,70200 +17,70200 @@ "2016-10-27 00:00:00", 52.58, 0, - -28.583361773780283, + -28.58336271191095, 56.07622528076172, - 140.7358123353037 + 140.7358132734344 ], [ "BE", "2016-10-27 01:00:00", 44.86, 0, - -32.23985591440528, + -32.23985685253595, 52.41973114013672, - 137.0793181946787 + 137.0793191328094 ], [ "BE", "2016-10-27 02:00:00", 42.31, 0, - -31.84484782724708, + -31.844848765377748, 52.81473922729492, - 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17.82664974120661, - 32.52070999145508, - 47.21477024170355 + 17.82665357672293, + 32.520713806152344, + 47.214774035581755 ], [ "PJM", "2018-12-23 21:00:00", 27.632347, 0, - 15.06831462768122, + 15.068314648500273, 29.762374877929688, - 44.45643512817816 + 44.4564351073591 ], [ "PJM", "2018-12-23 22:00:00", 24.746053, 0, - 12.476235465083564, + 12.476235485902617, 27.17029571533203, - 41.8643559655805 + 41.86435594476144 ], [ "PJM", "2018-12-23 23:00:00", 23.333499, 0, - 10.041012839351142, + 10.041012860170195, 24.73507308959961, - 39.42913333984808 + 39.42913331902902 ] ] }, @@ -70221,6 +70221,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "4AP36NA3QX" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: 7VFX7CJE7K", + "requestID": "7VFX7CJE7K" } diff --git a/tests/mocks/dashboard.nixtla.io/api/cross_validation_multi_series-5fafd2-POST.json b/tests/testthat/dashboard.nixtla.io/api/cross_validation_multi_series-5a2791-POST.json similarity index 99% rename from tests/mocks/dashboard.nixtla.io/api/cross_validation_multi_series-5fafd2-POST.json rename to tests/testthat/dashboard.nixtla.io/api/cross_validation_multi_series-5a2791-POST.json index 8e9c013..bf94e4e 100644 --- a/tests/mocks/dashboard.nixtla.io/api/cross_validation_multi_series-5fafd2-POST.json +++ b/tests/testthat/dashboard.nixtla.io/api/cross_validation_multi_series-5a2791-POST.json @@ -1419,6 +1419,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "ZAEDA6VL8P" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: MVF69ZZXQG", + "requestID": "MVF69ZZXQG" } diff --git a/tests/testthat/dashboard.nixtla.io/api/forecast.json b/tests/testthat/dashboard.nixtla.io/api/forecast.json index 1f56270..32e2ca9 100644 --- a/tests/testthat/dashboard.nixtla.io/api/forecast.json +++ b/tests/testthat/dashboard.nixtla.io/api/forecast.json @@ -26,6 +26,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "A4EA5BL736" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: M5CAMPBXXE", + "requestID": "M5CAMPBXXE" } diff --git a/tests/mocks/dashboard.nixtla.io/api/forecast_multi_series-eb96f0-POST.json b/tests/testthat/dashboard.nixtla.io/api/forecast_multi_series-dbf99e-POST.json similarity index 99% rename from tests/mocks/dashboard.nixtla.io/api/forecast_multi_series-eb96f0-POST.json rename to tests/testthat/dashboard.nixtla.io/api/forecast_multi_series-dbf99e-POST.json index 3400179..216da54 100644 --- a/tests/mocks/dashboard.nixtla.io/api/forecast_multi_series-eb96f0-POST.json +++ b/tests/testthat/dashboard.nixtla.io/api/forecast_multi_series-dbf99e-POST.json @@ -381,6 +381,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "P8HPPYSHX4" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: ZJDFXLRM4E", + "requestID": "ZJDFXLRM4E" } diff --git a/tests/testthat/dashboard.nixtla.io/api/historic_forecast_multi_series-63bea1-POST.json b/tests/testthat/dashboard.nixtla.io/api/historic_forecast_multi_series-2bae8b-POST.json similarity index 99% rename from tests/testthat/dashboard.nixtla.io/api/historic_forecast_multi_series-63bea1-POST.json rename to tests/testthat/dashboard.nixtla.io/api/historic_forecast_multi_series-2bae8b-POST.json index ecabc0e..ec10e81 100644 --- a/tests/testthat/dashboard.nixtla.io/api/historic_forecast_multi_series-63bea1-POST.json +++ b/tests/testthat/dashboard.nixtla.io/api/historic_forecast_multi_series-2bae8b-POST.json @@ -78022,6 +78022,6 @@ "message": "success", "details": "request successful", "code": "B10", - "support": "If you have questions or need support, please email ops@nixtla.io", - "requestID": "5RD86Y9FPK" + "support": "If you have questions or need support, please email ops@nixtla.io sharing this response and ID: WK62STBWF8", + "requestID": "WK62STBWF8" } diff --git a/tests/testthat/test-nixtla_client_anomaly_detection.R b/tests/testthat/test-nixtla_client_detect_anomalies.R similarity index 100% rename from tests/testthat/test-nixtla_client_anomaly_detection.R rename to tests/testthat/test-nixtla_client_detect_anomalies.R diff --git a/vignettes/anomaly-detection.Rmd b/vignettes/anomaly-detection.Rmd index 003640d..a10ff70 100644 --- a/vignettes/anomaly-detection.Rmd +++ b/vignettes/anomaly-detection.Rmd @@ -40,22 +40,22 @@ head(df) ``` ## 3. Detect anomalies -To detect anomalies, use `nixtlar::nixtla_client_anomaly_detection`. The key parameters of this method are: +To detect anomalies, use `nixtlar::nixtla_client_detect_anomalies`. The key parameters of this method are: - **df**: The data frame or `tsibble` with the time series data. It should include at least a column with the datestamps and a column with the observations. Default names for these columns are `ds` and `y`. If different, please specify their names. - **id_col**: If the data contains multiple ids, as in this case, please specify the column that contains them. If working with a single series, leave it as it is by default (NULL). ```{r} -nixtla_client_anomalies <- nixtlar::nixtla_client_anomaly_detection(df, id_col = "unique_id") +nixtla_client_anomalies <- nixtlar::nixtla_client_detect_anomalies(df, id_col = "unique_id") head(nixtla_client_anomalies) ``` -The `anomaly_detection` method from `TimeGPT` evaluates each observation and uses a prediction interval to determine if it is an anomaly or not. By default, `nixtlar::nixtla_client_anomaly_detection` uses a 99% prediction interval. Observations that fall outside this interval will be considered anomalies and will have a value of 1 in the `anomaly` column (zero otherwise). To change the prediction interval, for example to 95%, use the argument `level=c(95)`. Keep in mind that multiple levels are not allowed, so when given several values, `nixtlar::nixtla_client_anomaly_detection` will use the maximum. +The `anomaly_detection` method from `TimeGPT` evaluates each observation and uses a prediction interval to determine if it is an anomaly or not. By default, `nixtlar::nixtla_client_detect_anomalies` uses a 99% prediction interval. Observations that fall outside this interval will be considered anomalies and will have a value of 1 in the `anomaly` column (zero otherwise). To change the prediction interval, for example to 95%, use the argument `level=c(95)`. Keep in mind that multiple levels are not allowed, so when given several values, `nixtlar::nixtla_client_detect_anomalies` will use the maximum. ## 4. Plot anomalies -`nixtlar` includes a function to plot the historical data and any output from `nixtlar::nixtla_client_forecast`, `nixtlar::nixtla_client_historic`, `nixtlar::nixtla_client_anomaly_detection` and `nixtlar::nixtla_client_cross_validation`. If you have long series, you can use `max_insample_length` to only plot the last N historical values (the forecast will always be plotted in full). +`nixtlar` includes a function to plot the historical data and any output from `nixtlar::nixtla_client_forecast`, `nixtlar::nixtla_client_historic`, `nixtlar::nixtla_client_detect_anomalies` and `nixtlar::nixtla_client_cross_validation`. If you have long series, you can use `max_insample_length` to only plot the last N historical values (the forecast will always be plotted in full). -When using `nixtlar::nixtla_client_plot` with the output of `nixtlar::nixtla_client_anomaly_detection`, set `plot_anomalies=TRUE` to plot the anomalies. +When using `nixtlar::nixtla_client_plot` with the output of `nixtlar::nixtla_client_detect_anomalies`, set `plot_anomalies=TRUE` to plot the anomalies. ```{r} nixtlar::nixtla_client_plot(df, nixtla_client_anomalies, id_col = "unique_id", plot_anomalies = TRUE)