Open KathyGCY opened 6 years ago
Dear Developer,
Thank you so much for the wonderful package and beautiful demo! I can't wait to use it!
I was replicating the code and testing it on my own dataset where and error occured.
library(data.table) library(ggplot2) library(scales) old_signals = read.csv("~/Desktop/demo_signals.txt") old_signals = na.omit(old_signals) long_sig = melt(old_signals, id.vars = "FM") long_sig$FM = as.Date(long_sig$FM, "%m/%d/%y") long_sig$FM = as.Date(as.yearmon(long_sig$FM)) library(tidyverse) library(anomalize) long_sig %>% ggplot(aes(FM, value)) + geom_line(color = "#0000CD", alpha = 0.25) + facet_wrap(~ variable, scale = "free_y", ncol = 3) + theme_minimal() + scale_x_date(date_breaks = "12 month", date_labels = "%Y-%m", date_minor_breaks = "3 month")+ theme(axis.text.x = element_text(angle = 30, hjust = 1)) + labs(title = "Validate anomalize package", subtitle = "Using Merge and Acquisition* signals")
This code generates the plot below:
I then converted it to tbl_time, instead of data.table using the code below:
names(long_sig)[1] = "FM" long_sig$variable = as.character(long_sig$variable) long_sig = prep_tbl_time(long_sig) class(long_sig) <- c("grouped_tbl_time", class(long_sig)) long_sig %>% # Data Manipulation / Anomaly Detection time_decompose(value, method = "stl") %>% anomalize(remainder, method = "iqr") %>% time_recompose() %>% # Anomaly Visualization plot_anomalies(time_recomposed = TRUE, ncol = 3, alpha_dots = 0.25) + labs(title = "Tidyverse Anomalies", subtitle = "STL + IQR Methods")
However, and error occured:
I couldn't seem to figure out what went wrong. Help! Thank you so much for your time and have a wonderful day! All the best, Kathy Gao cg2908@columbia.edu
P.S. Below is the link to the demo dataset: demo_signals.txt
Dear Developer,
Thank you so much for the wonderful package and beautiful demo! I can't wait to use it!
I was replicating the code and testing it on my own dataset where and error occured.
This code generates the plot below:
I then converted it to tbl_time, instead of data.table using the code below:
However, and error occured:
I couldn't seem to figure out what went wrong. Help! Thank you so much for your time and have a wonderful day! All the best, Kathy Gao cg2908@columbia.edu
P.S. Below is the link to the demo dataset: demo_signals.txt