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| 1 | + |
| 2 | + |
| 3 | +# install.packages('bupaR') |
| 4 | +# install.packages('DiagrammeR') |
| 5 | +# install.packages('DiagrammeRsvg') |
| 6 | +# install.packages('processmapR') |
| 7 | +# install.packages('rsvg') |
| 8 | +# install.packages("dplyr") |
| 9 | + |
| 10 | +setwd('D:/OneDrive/_ClientSyncDev/_Git/Power-BI-R-Process-Mining') |
| 11 | + |
| 12 | +library(bupaR) |
| 13 | +library(DiagrammeR) |
| 14 | +library(DiagrammeRsvg) |
| 15 | +library(processmapR) |
| 16 | +library(rsvg) |
| 17 | +library(dplyr) |
| 18 | + |
| 19 | +purchase_log = read.csv("PurchaseLog.csv", header = T, sep = ';') |
| 20 | + |
| 21 | +purchase_cases = |
| 22 | + purchase_log %>% |
| 23 | + group_by(case_id) %>% |
| 24 | + summarise( activity_count = n()) |
| 25 | + |
| 26 | +max(purchase_cases$activity_count) |
| 27 | +sum(purchase_cases$activity_count) |
| 28 | + |
| 29 | +hist( |
| 30 | + purchase_cases$activity_count, |
| 31 | + main="Frequency of Activity Count", |
| 32 | + xlab="Cases", |
| 33 | + ylab="Frequency", |
| 34 | + border="blue", |
| 35 | + col="green", |
| 36 | + breaks = 600 |
| 37 | +) |
| 38 | + |
| 39 | +hist( |
| 40 | + purchase_cases$activity_count, |
| 41 | + main="Frequency of Activity Count", |
| 42 | + xlab="Cases", |
| 43 | + ylab="Frequency", |
| 44 | + border="blue", |
| 45 | + col="green", |
| 46 | + xlim=c(0,10), |
| 47 | + breaks = 600 |
| 48 | +) |
| 49 | + |
| 50 | +purchase_cases_excerpt = subset(purchase_cases, |
| 51 | + activity_count >= 30 & activity_count <= 30) |
| 52 | + |
| 53 | +purchase_log_excerpt = |
| 54 | + purchase_log %>% |
| 55 | + filter(case_id %in% purchase_cases_excerpt$case_id) |
| 56 | + |
| 57 | +purchase_log_excerpt$timestamp = as.POSIXct(purchase_log_excerpt$timestamp, tz = "GMT", format = c("%Y-%m-%d %H:%M:%OS")) |
| 58 | + |
| 59 | +x = |
| 60 | + eventlog(purchase_log_excerpt, |
| 61 | + activity_id = "activity_id", |
| 62 | + case_id = "case_id", |
| 63 | + resource_id = "resource_id", |
| 64 | + activity_instance_id = "activity_instance_id", |
| 65 | + lifecycle_id = "lifecycle_id", |
| 66 | + timestamp = "timestamp" |
| 67 | + ) |
| 68 | + |
| 69 | +process_map(x, type = frequency("relative", color_scale = "Purples"), render = TRUE) |
| 70 | + |
| 71 | +trace_explorer(x, type = "frequent", coverage = 0.985) |
| 72 | + |
| 73 | + |
| 74 | + |
| 75 | + |
| 76 | + |
| 77 | + |
| 78 | + |
| 79 | + |
| 80 | + |
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