diff --git a/adjust_logs.html b/adjust_logs.html index 738fa7c..043968e 100644 --- a/adjust_logs.html +++ b/adjust_logs.html @@ -839,6 +839,24 @@

Using existing mapping

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/advanced_maps.html b/advanced_maps.html index 8ca6fa0..dbcd680 100644 --- a/advanced_maps.html +++ b/advanced_maps.html @@ -666,8 +666,8 @@

Combining different profiles

patients %>%
     process_map(type_nodes = frequency("relative_case"),
                 type_edges = performance(mean))
-
- +
+

Adding secondary information

@@ -676,8 +676,8 @@

Adding secondary information

patients %>%
     process_map(type = frequency("relative_case"),
                 sec = frequency("absolute"))
-
- +
+

Both primary and secondary layers can be differentiated between nodes and edges.

patients %>%
@@ -685,8 +685,8 @@ 
Adding secondary information

                 type_edges = performance(units = "hours"),
                 sec_nodes = frequency("absolute"),
                 sec_edges = performance(FUN = max, units = "hours"))
-
- +
+

Customizing colors

@@ -708,8 +708,8 @@

Customizing colors

patients %>%
     process_map(type_nodes = frequency("relative_case", color_scale = "PuBu"),
                 type_edges = performance(mean, color_edges = "dodgerblue4"))
-
- +
+

Customizing the layout

@@ -749,6 +749,24 @@

Customizing the layout

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/analyze.html b/analyze.html index b3a1e49..38a2369 100644 --- a/analyze.html +++ b/analyze.html @@ -519,6 +519,24 @@

Analyze process data

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/animate_maps.html b/animate_maps.html index 25f8b87..530c460 100644 --- a/animate_maps.html +++ b/animate_maps.html @@ -672,29 +672,29 @@

Animate Process Maps

eventdataR package.

A basic animation with static color and token size:

animate_process(patients)
-
- +
+

Default token color, size, or image can be changed as follows:

animate_process(patients, mapping = token_aes(size = token_scale(12), shape = "rect"))
-
- +
+ 
animate_process(patients, mapping = token_aes(color = token_scale("red")))
-
- +
+

The example animation on the top of this site:

animate_process(patients, mode = "relative", jitter = 10, legend = "color",
   mapping = token_aes(color = token_scale("employee", 
     scale = "ordinal", 
     range = RColorBrewer::brewer.pal(7, "Paired"))))
-
- +
+

Tokens can also be assigned images, for example:

animate_process(patients,
    mapping = token_aes(shape = "image",
     size = token_scale(10),
     image = token_scale("https://upload.wikimedia.org/wikipedia/en/5/5f/Pacman.gif")))
-
- +
+

Use external data

It is possible to use a secondary data frame to determine the @@ -730,8 +730,8 @@

Use external data

mapping = token_aes(color = token_scale(lactic, scale = "linear", range = c("#fff5eb","#7f2704"))))
-
- +
+

processanimateR animation can be also used interactively as part of a (Shiny) web-application. Here, an example application that expects attributes are of an appropriate data type and automatically @@ -955,50 +955,49 @@

User defined bins

## ## contains 
library(lubridate)        ##date time manipulation
-
## Loading required package: timechange
## 
 ## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
 ## 
 ##     date, intersect, setdiff, union
-
library(bupaR)            ##buisness process analytics
-library(processanimateR)  ##animates process
-
-
-# Create performance time flags ------------------------------------------------
-my_flags <- data.frame(value = c(0,2,4,8,16)) %>% 
-            mutate(day = days(value)) #convert numeric value into days
+
library(bupaR)            ##buisness process analytics
+library(processanimateR)  ##animates process
+
+
+# Create performance time flags ------------------------------------------------
+my_flags <- data.frame(value = c(0,2,4,8,16)) %>% 
+            mutate(day = days(value)) #convert numeric value into days

This will change the colour of the token at 0, 2, 4, 8, and 16 days.

crossing() joins the cases from patients to my_flags and creates all possible combinations.

-
# Create timestamps of flags ----------------------------------------------
-
-my_timeflags <- patients %>% 
-                cases %>%
-                crossing(my_flags) %>% ##similar to a SQL outer join
-                mutate(time = start_timestamp + day) %>% 
-                filter(time <= complete_timestamp) %>% 
-                select("case" = patient,time,value) ##must be case, time, value
+
# Create timestamps of flags ----------------------------------------------
+
+my_timeflags <- patients %>% 
+                cases %>%
+                crossing(my_flags) %>% ##similar to a SQL outer join
+                mutate(time = start_timestamp + day) %>% 
+                filter(time <= complete_timestamp) %>% 
+                select("case" = patient,time,value) ##must be case, time, value

The data for the token_scale() must have the column headings ‘case, time, value’.

Without setting domain = my_flags$value the flags follow alphabetic order (e.g. 0, 16, 2, 4, 8) rather than the numeric order we want. See d3-legend for further information.

-
# Animate process ---------------------------------------------------------
-
-patients %>%
-  animate_process(mode ="absolute",
-                  jitter=10,
-                  legend = "color", 
-                  mapping = token_aes(
-                    color = token_scale(my_timeflags
-                                        , scale = "ordinal"
-                                        , domain = my_flags$value
-                                        , range = rev(RColorBrewer::brewer.pal(5,"Spectral"))
-                    )))
-
- +
# Animate process ---------------------------------------------------------
+
+patients %>%
+  animate_process(mode ="absolute",
+                  jitter=10,
+                  legend = "color", 
+                  mapping = token_aes(
+                    color = token_scale(my_timeflags
+                                        , scale = "ordinal"
+                                        , domain = my_flags$value
+                                        , range = rev(RColorBrewer::brewer.pal(5,"Spectral"))
+                    )))
+
+

The colors can be adjusted by the range argument. In this case the scale is reversed with rev() to go from blue to red. See Token scales based on event log attributes using D3 scales.

Ordinal scales

-
animate_process(patients, 
-                legend = "color", 
-                mapping = token_aes(color = token_scale("employee", 
-                                                        scale = "ordinal", 
-                                                        range = RColorBrewer::brewer.pal(8, "Paired"))))
-
- +
animate_process(patients, 
+                legend = "color", 
+                mapping = token_aes(color = token_scale("employee", 
+                                                        scale = "ordinal", 
+                                                        range = RColorBrewer::brewer.pal(8, "Paired"))))
+
+

Linear scales

-
animate_process(sample_n(traffic_fines, 1000) %>% filter_trace_frequency(percentage = 0.95),
-                mode = "relative",
-                legend = "color", 
-                mapping = token_aes(color = token_scale("amount", 
-                                                        scale = "linear", 
-                                                        range = c("yellow","red"))))
+
animate_process(sample_n(traffic_fines, 1000) %>% filter_trace_frequency(percentage = 0.95),
+                mode = "relative",
+                legend = "color", 
+                mapping = token_aes(color = token_scale("amount", 
+                                                        scale = "linear", 
+                                                        range = c("yellow","red"))))

Time scales

-
animate_process(patients, 
-                mapping = token_aes(color = token_scale("time", 
-                                                        scale = "time", 
-                                                        range = c("blue","red"))))
-
- +
animate_process(patients, 
+                mapping = token_aes(color = token_scale("time", 
+                                                        scale = "time", 
+                                                        range = c("blue","red"))))
+
+

Source: https://bupaverse.github.io/processanimateR/

@@ -1071,6 +1070,24 @@

Time scales

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/augment.html b/augment.html index 76b284b..e2ea482 100644 --- a/augment.html +++ b/augment.html @@ -866,6 +866,24 @@

Adding multiple metrics

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/case_filters.html b/case_filters.html index 4cdfcf9..6caaa47 100644 --- a/case_filters.html +++ b/case_filters.html @@ -1055,8 +1055,8 @@

Endpoints

patients %>%
     filter_endpoints(start_activities = "Registration", end_activities = "Check-out") %>%
     process_map()
-
- +
+

Endpoints Condition

@@ -1323,16 +1323,16 @@

Infrequent Flows

href="https://bupaverse.github.io/docs/frequency_maps.html">process map below.

traffic_fines %>% process_map()
-
- +
+

In this map, we can observe several unique directly follows relations, as well as flows occurring only 2 or 3 times. Using the filter, we can remove the cases that lead to these flows as follows:

traffic_fines %>%
     filter_infrequent_flows(min_n = 5) %>%
     process_map()
-
- +
+

We can immediately observe less very infrequent flows in the process map.

It is important to note that filter_infrequent_flows() @@ -1582,25 +1582,22 @@

Interval-based

patients %>%
     filter_throughput_time(interval = c(1,5), units = "days") %>%
     throughput_time(unit = "days")
-
## Warning: between() called on numeric vector with S3 class
## # A tibble: 1 × 8
 ##   min           q1            median        mean        q3    max   st_dev iqr  
 ##   <drtn>        <drtn>        <drtn>        <drtn>      <drt> <drt>  <dbl> <drt>
 ## 1 1.496088 days 3.028145 days 3.772008 days 3.687445 d… 4.44… 4.99…  0.887 1.42…

Also here you can use half-open intervals.

-
patients %>%
-    filter_throughput_time(interval = c(10,NA), units = "days") %>%
-    throughput_time(unit = "days")
-
## Warning: between() called on numeric vector with S3 class
+
patients %>%
+    filter_throughput_time(interval = c(10,NA), units = "days") %>%
+    throughput_time(unit = "days")
## # A tibble: 1 × 8
 ##   min           q1            median        mean        q3    max   st_dev iqr  
 ##   <drtn>        <drtn>        <drtn>        <drtn>      <drt> <drt>  <dbl> <drt>
 ## 1 10.00119 days 10.61541 days 11.51726 days 12.38279 d… 13.2… 23.1…   2.59 2.60…

And use reverse = TRUE.

-
patients %>%
-    filter_throughput_time(interval = c(10,NA), units = "days", reverse = TRUE) %>%
-    throughput_time(unit = "days")
-
## Warning: between() called on numeric vector with S3 class
+
patients %>%
+    filter_throughput_time(interval = c(10,NA), units = "days", reverse = TRUE) %>%
+    throughput_time(unit = "days")
## # A tibble: 1 × 8
 ##   min           q1            median        mean        q3    max   st_dev iqr  
 ##   <drtn>        <drtn>        <drtn>        <drtn>      <drt> <drt>  <dbl> <drt>
@@ -1615,18 +1612,18 @@ 
Percentage-based

 throughput time. For example, setting percentage = 0.5 will
 select 50% of the cases, starting with those that have the lowest
 throughput time.

-
patients %>%
-    filter_throughput_time(percentage = 0.5) %>%
-    throughput_time(unit = "days")

+
patients %>%
+    filter_throughput_time(percentage = 0.5) %>%
+    throughput_time(unit = "days")

 
## # A tibble: 1 × 8
 ##   min           q1            median       mean         q3    max   st_dev iqr  
 ##   <drtn>        <drtn>        <drtn>       <drtn>       <drt> <drt>  <dbl> <drt>
 ## 1 1.496088 days 3.381942 days 4.31294 days 4.160352 da… 5.03… 6.07…   1.11 1.64…

 
You can again set reverse = TRUE if you instead want 50%
 of the cases with the highest throughput time.

-
patients %>%
-    filter_throughput_time(percentage = 0.5, reverse = TRUE) %>%
-    throughput_time(unit = "days")

+
patients %>%
+    filter_throughput_time(percentage = 0.5, reverse = TRUE) %>%
+    throughput_time(unit = "days")

 
## # A tibble: 1 × 8
 ##   min           q1            median        mean        q3    max   st_dev iqr  
 ##   <drtn>        <drtn>        <drtn>        <drtn>      <drt> <drt>  <dbl> <drt>
@@ -1656,36 +1653,36 @@ 
Time Period

 

 
Start

 

-
sepsis %>%
-    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "start") %>%
-    dotted_chart() 

+
sepsis %>%
+    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "start") %>%
+    dotted_chart() 

 

 

 

 

 
Complete

 

-
sepsis %>%
-    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "complete") %>%
-    dotted_chart()

+
sepsis %>%
+    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "complete") %>%
+    dotted_chart()

 

 

 

 

 
Contained

 

-
sepsis %>%
-    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "contained") %>%
-    dotted_chart()

+
sepsis %>%
+    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "contained") %>%
+    dotted_chart()

 

 

 

 

 
Intersecting

 

-
sepsis %>%
-    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "intersecting") %>%
-    dotted_chart()

+
sepsis %>%
+    filter_time_period(interval = ymd(c(20150101, 20150131)), filter_method = "intersecting") %>%
+    dotted_chart()

 

 

 

@@ -1709,9 +1706,9 @@ 
Interval-based

 from sepsis with a trace frequency between 10 and 50. traces() is used to show the
 changes to the log data after applying the filter.

-
sepsis %>%
-    filter_trace_frequency(interval = c(10,50)) %>%
-    traces()

+
sepsis %>%
+    filter_trace_frequency(interval = c(10,50)) %>%
+    traces()

 
## # A tibble: 5 × 3
 ##   trace                                                          absol…¹ relat…²
 ##   <chr>                                                            <int>   <dbl>
@@ -1722,9 +1719,9 @@ 
Interval-based

 ## 5 ER Registration,ER Triage,ER Sepsis Triage,Leucocytes,CRP,Lac…      11   0.105
 ## # … with abbreviated variable names ¹​absolute_frequency, ²​relative_frequency

 
Also here you can use half-open intervals.

-
sepsis %>%
-    filter_trace_frequency(interval = c(5,NA)) %>%
-    traces()

+
sepsis %>%
+    filter_trace_frequency(interval = c(5,NA)) %>%
+    traces()

 
## # A tibble: 11 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1741,9 +1738,9 @@ 
Interval-based

 ## 11 ER Registration,ER Triage,CRP,Leucocytes,ER Sepsis Triage           5  0.0355
 ## # … with abbreviated variable names ¹​absolute_frequency, ²​relative_frequency

 
And use reverse = TRUE.

-
sepsis %>%
-    filter_trace_frequency(interval = c(5,NA), reverse = TRUE) %>%
-    traces()

+
sepsis %>%
+    filter_trace_frequency(interval = c(5,NA), reverse = TRUE) %>%
+    traces()

 
## # A tibble: 835 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1769,10 +1766,9 @@ 
Percentage-based

 trace. For example, setting percentage = 0.2 will select at
 least 20% of the cases, starting with those that have the highest
 frequency.

-
sepsis %>%
-    filter_trace_frequency(percentage = 0.8) %>%
-    traces()

+
sepsis %>%
+    filter_trace_frequency(percentage = 0.8) %>%
+    traces()

 
## # A tibble: 846 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1790,10 +1786,9 @@ 
Percentage-based

 ## #   ²​relative_frequency

 
You can again set reverse = TRUE if you instead want 80%
 of the cases with the lowest frequency.

-
sepsis %>%
-    filter_trace_frequency(percentage = 0.2, reverse = TRUE) %>%
-    traces()

+
sepsis %>%
+    filter_trace_frequency(percentage = 0.2, reverse = TRUE) %>%
+    traces()

 
## # A tibble: 784 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1838,10 +1833,10 @@ 
Interval-based

 falls within a certain interval. For example, all the cases of sepsis
 with a trace length between 10 and 50. Changes are illustrated with traces().

-
sepsis %>%
-    filter_trace_length(interval = c(10,50)) %>%
-    traces()

+
sepsis %>%
+    filter_trace_length(interval = c(10,50)) %>%
+    traces()

 
## # A tibble: 703 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1858,10 +1853,10 @@ 
Interval-based

 ## # … with 693 more rows, and abbreviated variable names ¹​absolute_frequency,
 ## #   ²​relative_frequency

 
Also here you can use half-open intervals.

-
sepsis %>%
-    filter_trace_length(interval = c(10,NA)) %>%
-    traces()

+
sepsis %>%
+    filter_trace_length(interval = c(10,NA)) %>%
+    traces()

 
## # A tibble: 715 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1878,10 +1873,10 @@ 
Interval-based

 ## # … with 705 more rows, and abbreviated variable names ¹​absolute_frequency,
 ## #   ²​relative_frequency

 
And use reverse = TRUE.

-
sepsis %>%
-    filter_trace_length(interval = c(10,NA), reverse = TRUE) %>%
-    traces()

+
sepsis %>%
+    filter_trace_length(interval = c(10,NA), reverse = TRUE) %>%
+    traces()

 
## # A tibble: 131 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1908,10 +1903,10 @@ 
Percentage-based

 50% of the cases, starting with those that have the highest length.
 Again, changes are illustrated with traces().

-
sepsis %>%
-    filter_trace_length(percentage = 0.5) %>%
-    traces()

+
sepsis %>%
+    filter_trace_length(percentage = 0.5) %>%
+    traces()

 
## # A tibble: 514 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1929,10 +1924,10 @@ 
Percentage-based

 ## #   ²​relative_frequency

 
You can again set reverse = TRUE if you instead want 50%
 of the cases with the lowest frequency.

-
sepsis %>%
-    filter_trace_length(percentage = 0.5, reverse = TRUE) %>%
-    traces()

+
sepsis %>%
+    filter_trace_length(percentage = 0.5, reverse = TRUE) %>%
+    traces()

 
## # A tibble: 337 × 3
 ##    trace                                                         absol…¹ relat…²
 ##    <chr>                                                           <int>   <dbl>
@@ -1976,6 +1971,24 @@ 

 

 
Copyright © 2023 bupaR - Hasselt University

 
+
+
+
diff --git a/collapse.html b/collapse.html index 188e3bd..4fc51b3 100644 --- a/collapse.html +++ b/collapse.html @@ -576,16 +576,16 @@

Collapse Activities

the process map of patients data set.

patients %>%
     process_map()
-
- +
+

Let’s say we want to combine the activities Blood test, MRI SCAN and X-Ray scan into a single Examination activity. This can be done as follows:

patients %>%
     act_collapse(Examination = c("Blood test","MRI SCAN","X-Ray")) %>%
     process_map()
-
- +
+

Read more:

@@ -606,6 +606,24 @@

Collapse Activities

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/control_flow_analysis.html b/control_flow_analysis.html index 1d46cfc..598d0fa 100644 --- a/control_flow_analysis.html +++ b/control_flow_analysis.html @@ -1095,6 +1095,24 @@

xor

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/create_logs.html b/create_logs.html index 7969fdc..4a235c4 100644 --- a/create_logs.html +++ b/create_logs.html @@ -724,51 +724,51 @@

Logs: eventlog vs activitylog

Registration -89 +470 r1 -89 +470 start -2017-04-04 06:54:12 +2018-04-06 01:29:41 Registration -89 +470 r1 -89 +470 complete -2017-04-04 09:08:36 +2018-04-06 03:00:23 Triage and Assessment -89 +470 r2 -589 +970 start -2017-04-04 22:17:12 +2018-04-06 20:04:09 Triage and Assessment -89 +470 r2 -589 +970 complete -2017-04-05 11:45:27 +2018-04-07 09:22:23 -X-Ray -89 -r5 -1518 +Blood test +470 +r3 +1226 start -2017-04-05 20:55:30 +2018-04-12 01:53:27 -X-Ray -89 -r5 -1518 +Blood test +470 +r3 +1226 complete -2017-04-06 04:16:10 +2018-04-12 06:57:58 @@ -859,27 +859,27 @@

Logs: eventlog vs activitylog

Registration -89 +470 r1 -89 -2017-04-04 09:08:36 -2017-04-04 06:54:12 +470 +2018-04-06 03:00:23 +2018-04-06 01:29:41 Triage and Assessment -89 +470 r2 -589 -2017-04-05 11:45:27 -2017-04-04 22:17:12 +970 +2018-04-07 09:22:23 +2018-04-06 20:04:09 -X-Ray -89 -r5 -1518 -2017-04-06 04:16:10 -2017-04-05 20:55:30 +Blood test +470 +r3 +1226 +2018-04-12 06:57:58 +2018-04-12 01:53:27 @@ -951,40 +951,34 @@

Scenario 1

-170 -Blood test -2017-06-18 22:51:07 -2017-06-19 03:01:11 - - -170 +188 Check-out -2017-06-20 03:48:37 -2017-06-20 05:36:40 - - -170 -Discuss Results -2017-06-19 22:46:10 -2017-06-20 01:44:29 +2017-07-09 16:27:02 +2017-07-09 18:01:06 -170 -MRI SCAN -2017-06-19 06:44:30 -2017-06-19 11:40:53 +188 +Discuss Results +2017-07-09 12:17:58 +2017-07-09 16:27:02 -170 +188 Registration -2017-06-17 15:10:30 -2017-06-17 16:31:58 +2017-07-03 05:21:36 +2017-07-03 09:22:46 -170 +188 Triage and Assessment -2017-06-17 16:31:58 -2017-06-18 04:14:55 +2017-07-03 16:49:13 +2017-07-04 08:14:12 + + +188 +X-Ray +2017-07-09 01:43:34 +2017-07-09 06:55:29 @@ -1008,12 +1002,12 @@

Scenario 1

activitylog(case_id = "patient", activity_id = "handling", timestamps = c("start", "complete")) -
## # Log of 12 events consisting of:
+
## # Log of 10 events consisting of:
 ## 1 trace 
 ## 1 case 
-## 6 instances of 6 activities 
+## 5 instances of 5 activities 
 ## 0 resources 
-## Events occurred from 2017-06-17 15:10:30 until 2017-06-20 05:36:40 
+## Events occurred from 2017-07-03 05:21:36 until 2017-07-09 18:01:06 
 ##  
 ## # Variables were mapped as follows:
 ## Case identifier:     patient 
@@ -1021,15 +1015,14 @@ 
Scenario 1

 ## Resource identifier:     employee 
 ## Timestamps:      start, complete 
 ## 
-## # A tibble: 6 × 5
+## # A tibble: 5 × 5
 ##   patient handling              start               complete            .order
 ##   <chr>   <fct>                 <dttm>              <dttm>               <int>
-## 1 170     Blood test            2017-06-18 22:51:07 2017-06-19 03:01:11      1
-## 2 170     Check-out             2017-06-20 03:48:37 2017-06-20 05:36:40      2
-## 3 170     Discuss Results       2017-06-19 22:46:10 2017-06-20 01:44:29      3
-## 4 170     MRI SCAN              2017-06-19 06:44:30 2017-06-19 11:40:53      4
-## 5 170     Registration          2017-06-17 15:10:30 2017-06-17 16:31:58      5
-## 6 170     Triage and Assessment 2017-06-17 16:31:58 2017-06-18 04:14:55      6

+## 1 188     Check-out             2017-07-09 16:27:02 2017-07-09 18:01:06      1
+## 2 188     Discuss Results       2017-07-09 12:17:58 2017-07-09 16:27:02      2
+## 3 188     Registration          2017-07-03 05:21:36 2017-07-03 09:22:46      3
+## 4 188     Triage and Assessment 2017-07-03 16:49:13 2017-07-04 08:14:12      4
+## 5 188     X-Ray                 2017-07-09 01:43:34 2017-07-09 06:55:29      5

Note that in case a resource identifier is available, this information can be added in the activitylog call.

@@ -1060,100 +1053,100 @@

Scenario 2

-59 +470 Registration r1 -59 +470 started -2017-03-07 02:53:18 +2018-04-06 01:29:41 -59 -Triage and Assessment -r2 -559 -started -2017-03-07 04:27:53 - - -59 +470 Registration r1 -59 +470 completed -2017-03-07 04:27:53 +2018-04-06 03:00:23 + + +470 +Triage and Assessment +r2 +970 +started +2018-04-06 20:04:09 -59 +470 Triage and Assessment r2 -559 +970 completed -2017-03-07 18:45:53 +2018-04-07 09:22:23 -59 +470 Blood test r3 -1027 +1226 started -2017-03-08 04:52:55 +2018-04-12 01:53:27 -59 +470 Blood test r3 -1027 +1226 completed -2017-03-08 12:23:02 +2018-04-12 06:57:58 -59 +470 MRI SCAN r4 -1264 +1463 started -2017-03-11 19:31:13 +2018-04-12 11:00:16 -59 +470 MRI SCAN r4 -1264 +1463 completed -2017-03-12 01:24:26 +2018-04-12 13:47:54 -59 +470 Discuss Results r6 -1793 +2204 started -2017-03-12 06:50:13 +2018-04-13 00:40:10 -59 -Check-out -r7 -2288 -started -2017-03-12 08:49:18 - - -59 +470 Discuss Results r6 -1793 +2204 completed -2017-03-12 08:49:18 +2018-04-13 03:03:07 + + +470 +Check-out +r7 +2699 +started +2018-04-13 15:38:18 -59 +470 Check-out r7 -2288 +2699 completed -2017-03-12 10:24:35 +2018-04-13 17:48:09 @@ -1220,84 +1213,84 @@

Scenario 3

-182 +198 Registration -r1 -182 +r6 +198 started -2017-06-25 11:18:08 +2017-07-12 06:43:07 -182 +198 Registration r6 -182 +198 completed -2017-06-25 15:01:00 +2017-07-12 10:27:51 -182 +198 Triage and Assessment r7 -682 +698 started -2017-06-25 22:36:32 +2017-07-12 15:46:36 -182 +198 Triage and Assessment -r2 -682 +r5 +698 completed -2017-06-26 16:03:00 +2017-07-13 06:31:09 -182 +198 X-Ray -r5 -1568 +r2 +1576 started -2017-06-28 07:03:55 +2017-07-18 14:10:06 -182 +198 X-Ray -r5 -1568 +r2 +1576 completed -2017-06-28 11:30:00 +2017-07-18 20:56:08 -182 +198 Discuss Results -r7 -1916 +r5 +1932 started -2017-07-02 11:16:08 +2017-07-19 06:02:50 -182 +198 Discuss Results r1 -1916 +1932 completed -2017-07-02 14:19:52 +2017-07-19 08:20:45 -182 +198 Check-out -r2 -2411 +r1 +2427 started -2017-07-03 03:39:52 +2017-07-19 10:33:43 -182 +198 Check-out -r6 -2411 +r7 +2427 completed -2017-07-03 06:45:20 +2017-07-19 12:13:53 @@ -1325,13 +1318,13 @@

Scenario 3

timestamp = "time", resource_id = "employee") 
## Warning in validate_eventlog(eventlog): The following activity instances are
-## connected to more than one resource: 182,1916,2411,682
+## connected to more than one resource: 1932,2427,698 
## # Log of 10 events consisting of:
 ## 1 trace 
 ## 1 case 
 ## 5 instances of 5 activities 
 ## 5 resources 
-## Events occurred from 2017-06-25 11:18:08 until 2017-07-03 06:45:20 
+## Events occurred from 2017-07-12 06:43:07 until 2017-07-19 12:13:53 
 ##  
 ## # Variables were mapped as follows:
 ## Case identifier:     patient 
@@ -1344,16 +1337,16 @@ 
Scenario 3

 ## # A tibble: 10 × 7
 ##    patient handling           emplo…¹ handl…² regis…³ time                .order
 ##    <chr>   <fct>              <fct>   <chr>   <fct>   <dttm>               <int>
-##  1 182     Registration       r1      182     start   2017-06-25 11:18:08      1
-##  2 182     Registration       r6      182     comple… 2017-06-25 15:01:00      2
-##  3 182     Triage and Assess… r7      682     start   2017-06-25 22:36:32      3
-##  4 182     Triage and Assess… r2      682     comple… 2017-06-26 16:03:00      4
-##  5 182     X-Ray              r5      1568    start   2017-06-28 07:03:55      5
-##  6 182     X-Ray              r5      1568    comple… 2017-06-28 11:30:00      6
-##  7 182     Discuss Results    r7      1916    start   2017-07-02 11:16:08      7
-##  8 182     Discuss Results    r1      1916    comple… 2017-07-02 14:19:52      8
-##  9 182     Check-out          r2      2411    start   2017-07-03 03:39:52      9
-## 10 182     Check-out          r6      2411    comple… 2017-07-03 06:45:20     10
+##  1 198     Registration       r6      198     start   2017-07-12 06:43:07      1
+##  2 198     Registration       r6      198     comple… 2017-07-12 10:27:51      2
+##  3 198     Triage and Assess… r7      698     start   2017-07-12 15:46:36      3
+##  4 198     Triage and Assess… r5      698     comple… 2017-07-13 06:31:09      4
+##  5 198     X-Ray              r2      1576    start   2017-07-18 14:10:06      5
+##  6 198     X-Ray              r2      1576    comple… 2017-07-18 20:56:08      6
+##  7 198     Discuss Results    r5      1932    start   2017-07-19 06:02:50      7
+##  8 198     Discuss Results    r1      1932    comple… 2017-07-19 08:20:45      8
+##  9 198     Check-out          r1      2427    start   2017-07-19 10:33:43      9
+## 10 198     Check-out          r7      2427    comple… 2017-07-19 12:13:53     10
 ## # … with abbreviated variable names ¹​employee, ²​handling_id, ³​registration_type

Note that we need an eventlog irrespective of which attribute values are differing, i.e. it can be resources, but also any @@ -1500,112 +1493,94 @@

Inconsistent Resources

-139 +232 Registration -r7 -139 +r5 +232 start -2017-05-17 08:37:35 +2017-08-13 19:50:42 1 -139 -Triage and Assessment -r4 -639 -start -2017-05-17 10:33:49 +232 +Registration +r7 +232 +complete +2017-08-13 23:07:38 2 -139 -Registration -r1 -139 -complete -2017-05-17 10:33:49 +232 +Triage and Assessment +r7 +732 +start +2017-08-14 16:33:50 3 -139 +232 Triage and Assessment -r6 -639 +r1 +732 complete -2017-05-18 02:32:38 +2017-08-15 05:41:07 4 -139 -Blood test -r6 -1068 -start -2017-05-18 23:10:39 -5 - - -139 -Blood test +232 +X-Ray r1 -1068 -complete -2017-05-19 03:57:40 -6 - - -139 -MRI SCAN -r2 -1305 +1596 start -2017-05-19 07:57:18 -7 +2017-08-15 22:43:19 +5 -139 -MRI SCAN +232 +X-Ray r2 -1305 +1596 complete -2017-05-19 11:34:01 -8 +2017-08-16 03:55:58 +6 -139 +232 Discuss Results -r7 -1873 +r6 +1966 start -2017-05-19 17:20:52 -9 +2017-08-16 13:20:54 +7 -139 +232 Discuss Results -r3 -1873 +r6 +1966 complete -2017-05-19 20:41:58 -10 +2017-08-16 17:14:01 +8 -139 +232 Check-out -r3 -2368 +r5 +2461 start -2017-05-21 17:29:34 -11 +2017-08-22 15:38:38 +9 -139 +232 Check-out -r4 -2368 +r2 +2461 complete -2017-05-21 18:44:55 -12 +2017-08-22 16:55:37 +10 @@ -1615,14 +1590,13 @@

Inconsistent Resources

function.

log %>%
     detect_resource_inconsistencies()
-
## # A tibble: 5 × 5
+
## # A tibble: 4 × 5
 ##   patient handling              handling_id complete start
 ##   <chr>   <fct>                 <chr>       <chr>    <chr>
-## 1 139     Blood test            1068        r1       r6   
-## 2 139     Check-out             2368        r4       r3   
-## 3 139     Discuss Results       1873        r3       r7   
-## 4 139     Registration          139         r1       r7   
-## 5 139     Triage and Assessment 639         r6       r4

+## 1 232     Check-out             2461        r2       r5   
+## 2 232     Registration          232         r7       r5   
+## 3 232     Triage and Assessment 732         r1       r7   
+## 4 232     X-Ray                 1596        r2       r1

If you want to remove these inconsistencies, a quick fix is to merge the resource labels together with fix_resource_inconsistencies(). Note that this is not @@ -1635,23 +1609,22 @@

Inconsistent Resources

log %>%
     fix_resource_inconsistencies()
## *** OUTPUT ***
-
## A total of 5 activity executions in the event log are classified as inconsistencies.
+
## A total of 4 activity executions in the event log are classified as inconsistencies.
## They are spread over the following cases and activities:
-
## # A tibble: 5 × 5
+
## # A tibble: 4 × 5
 ##   patient handling              handling_id complete start
 ##   <chr>   <fct>                 <chr>       <chr>    <chr>
-## 1 139     Blood test            1068        r1       r6   
-## 2 139     Check-out             2368        r4       r3   
-## 3 139     Discuss Results       1873        r3       r7   
-## 4 139     Registration          139         r1       r7   
-## 5 139     Triage and Assessment 639         r6       r4

+## 1 232     Check-out             2461        r2       r5   
+## 2 232     Registration          232         r7       r5   
+## 3 232     Triage and Assessment 732         r1       r7   
+## 4 232     X-Ray                 1596        r2       r1
## Inconsistencies solved succesfully.
-
## # Log of 12 events consisting of:
+
## # Log of 10 events consisting of:
 ## 1 trace 
 ## 1 case 
-## 6 instances of 6 activities 
-## 6 resources 
-## Events occurred from 2017-05-17 08:37:35 until 2017-05-21 18:44:55 
+## 5 instances of 5 activities 
+## 5 resources 
+## Events occurred from 2017-08-13 19:50:42 until 2017-08-22 16:55:37 
 ##  
 ## # Variables were mapped as follows:
 ## Case identifier:     patient 
@@ -1661,21 +1634,19 @@ 
Inconsistent Resources

 ## Timestamp:           time 
 ## Lifecycle transition:        registration_type 
 ## 
-## # A tibble: 12 × 7
+## # A tibble: 10 × 7
 ##    patient handling           emplo…¹ handl…² regis…³ time                .order
 ##    <chr>   <fct>              <chr>   <chr>   <fct>   <dttm>               <int>
-##  1 139     Registration       r1 - r7 139     start   2017-05-17 08:37:35      1
-##  2 139     Triage and Assess… r6 - r4 639     start   2017-05-17 10:33:49      2
-##  3 139     Registration       r1 - r7 139     comple… 2017-05-17 10:33:49      3
-##  4 139     Triage and Assess… r6 - r4 639     comple… 2017-05-18 02:32:38      4
-##  5 139     Blood test         r1 - r6 1068    start   2017-05-18 23:10:39      5
-##  6 139     Blood test         r1 - r6 1068    comple… 2017-05-19 03:57:40      6
-##  7 139     MRI SCAN           r2      1305    start   2017-05-19 07:57:18      7
-##  8 139     MRI SCAN           r2      1305    comple… 2017-05-19 11:34:01      8
-##  9 139     Discuss Results    r3 - r7 1873    start   2017-05-19 17:20:52      9
-## 10 139     Discuss Results    r3 - r7 1873    comple… 2017-05-19 20:41:58     10
-## 11 139     Check-out          r4 - r3 2368    start   2017-05-21 17:29:34     11
-## 12 139     Check-out          r4 - r3 2368    comple… 2017-05-21 18:44:55     12
+##  1 232     Registration       r7 - r5 232     start   2017-08-13 19:50:42      1
+##  2 232     Registration       r7 - r5 232     comple… 2017-08-13 23:07:38      2
+##  3 232     Triage and Assess… r1 - r7 732     start   2017-08-14 16:33:50      3
+##  4 232     Triage and Assess… r1 - r7 732     comple… 2017-08-15 05:41:07      4
+##  5 232     X-Ray              r2 - r1 1596    start   2017-08-15 22:43:19      5
+##  6 232     X-Ray              r2 - r1 1596    comple… 2017-08-16 03:55:58      6
+##  7 232     Discuss Results    r6      1966    start   2017-08-16 13:20:54      7
+##  8 232     Discuss Results    r6      1966    comple… 2017-08-16 17:14:01      8
+##  9 232     Check-out          r2 - r5 2461    start   2017-08-22 15:38:38      9
+## 10 232     Check-out          r2 - r5 2461    comple… 2017-08-22 16:55:37     10
 ## # … with abbreviated variable names ¹​employee, ²​handling_id, ³​registration_type

 

 
Read more:

@@ -1714,6 +1685,24 @@ 
Inconsistent Resources

 

 
Copyright © 2023 bupaR - Hasselt University

 
+
+
+
 
 
 
diff --git a/data_quality.html b/data_quality.html
index 2bbd2ac..8b3b375 100644
--- a/data_quality.html
+++ b/data_quality.html
@@ -842,10 +842,10 @@ 
Incomplete Cases

 ## 3 Clinical exam            5 512 - 510 - 527 - 528 - 512                        
 ## 4 Treatment evaluation     2 529 - 532                                          
 ## 5 0                        1 533                                                
-## 6 registration             1 510                                                
-## 7 Trage                    1 520                                                
-## 8 Treatment                1 532                                                
-## 9 Triaga                   1 522
+## 6 Trage 1 520 +## 7 Treatment 1 532 +## 8 Triaga 1 522 +## 9 registration 1 510

Incorrect Activity Names

@@ -942,13 +942,13 @@

Missing Values

## <chr> <int> <int> <int> <int> <int> <int> <int> ## 1 0 0 1 0 0 0 0 0 ## 2 Clinical exam 0 0 1 0 1 0 0 -## 3 registration 0 0 0 0 0 0 0 -## 4 Registration 0 1 0 0 0 0 0 -## 5 Trage 0 0 0 0 0 0 0 -## 6 Treatment 0 0 0 0 0 0 0 -## 7 Treatment evaluation 0 0 0 0 0 0 0 -## 8 Triaga 0 0 0 0 0 0 0 -## 9 Triage 0 0 0 0 0 0 0 +## 3 Registration 0 1 0 0 0 0 0 +## 4 Trage 0 0 0 0 0 0 0 +## 5 Treatment 0 0 0 0 0 0 0 +## 6 Treatment evaluation 0 0 0 0 0 0 0 +## 7 Triaga 0 0 0 0 0 0 0 +## 8 Triage 0 0 0 0 0 0 0 +## 9 registration 0 0 0 0 0 0 0 ## # … with abbreviated variable names ¹​patient_visit_nr, ²​originator, ³​complete, ## # ⁴​triagecode, ⁵​specialization 
## Relative number of missing values per column (per activity, expressed as percentage):
@@ -957,13 +957,13 @@

Missing Values

## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> ## 1 0 0 1 0 0 0 0 0 ## 2 Clinical exam 0 0 0.111 0 0.111 0 0 -## 3 registration 0 0 0 0 0 0 0 -## 4 Registration 0 0.0714 0 0 0 0 0 -## 5 Trage 0 0 0 0 0 0 0 -## 6 Treatment 0 0 0 0 0 0 0 -## 7 Treatment evaluation 0 0 0 0 0 0 0 -## 8 Triaga 0 0 0 0 0 0 0 -## 9 Triage 0 0 0 0 0 0 0 +## 3 Registration 0 0.0714 0 0 0 0 0 +## 4 Trage 0 0 0 0 0 0 0 +## 5 Treatment 0 0 0 0 0 0 0 +## 6 Treatment evaluation 0 0 0 0 0 0 0 +## 7 Triaga 0 0 0 0 0 0 0 +## 8 Triage 0 0 0 0 0 0 0 +## 9 registration 0 0 0 0 0 0 0 ## # … with abbreviated variable names ¹​patient_visit_nr, ²​originator, ³​complete, ## # ⁴​triagecode, ⁵​specialization 
## Overview of activity log rows which are incomplete:
@@ -1309,6 +1309,24 @@

Value Range Violations

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/developer_guide.html b/developer_guide.html index 3a7514f..b6fddbb 100644 --- a/developer_guide.html +++ b/developer_guide.html @@ -1109,6 +1109,24 @@

Group by

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/dotted_chart.html b/dotted_chart.html index 40e3dfa..2c8a6d2 100644 --- a/dotted_chart.html +++ b/dotted_chart.html @@ -662,6 +662,24 @@

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/event_filters.html b/event_filters.html index 0facb61..47af8cb 100644 --- a/event_filters.html +++ b/event_filters.html @@ -792,8 +792,8 @@

Trim to Endpoints

patients %>%
     filter_trim(start_activities = "Registration", end_activities =  c("MRI SCAN","X-Ray")) %>%
     process_map(type = performance())
-
- +
+

Trim to Time Window

@@ -858,6 +858,24 @@

Trim to Time Window

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/faq.html b/faq.html index 17973b4..54c0f17 100644 --- a/faq.html +++ b/faq.html @@ -512,6 +512,24 @@

Visualize

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/footer.html b/footer.html index 932cf8c..02fedcd 100644 --- a/footer.html +++ b/footer.html @@ -1,2 +1,20 @@

Copyright © 2023 bupaR - Hasselt University

+ + + \ No newline at end of file diff --git a/frequency_maps.html b/frequency_maps.html index 1c58589..592879a 100644 --- a/frequency_maps.html +++ b/frequency_maps.html @@ -728,14 +728,14 @@

Absolute

the end of the case in 4436 times.

tmp %>%
     process_map(frequency("absolute"))
-
- +
+

Note that this is the default process map configuration, and is thus equivalent to the following.

tmp %>%
     process_map()
-
- +
+

Absolute case

@@ -745,8 +745,8 @@

Absolute case

because of the self-loop on the activity.

tmp %>%
     process_map(frequency("absolute-case"))
-
- +
+

Relative

@@ -756,8 +756,8 @@

Relative

was followed by another Payment.

tmp %>%
     process_map(frequency("relative"))
-
- +
+

Relative case

@@ -766,8 +766,8 @@

Relative case

Payment.

tmp %>%
     process_map(frequency("relative-case"))
-
- +
+

Relative antecedence

@@ -789,8 +789,8 @@

Relative consequent

executions.

tmp %>%
     process_map(frequency("relative-consequent"))
-
- +
+

Read more:

@@ -817,6 +817,24 @@

Relative consequent

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/generic_filtering.html b/generic_filtering.html index c2546d2..76529e8 100644 --- a/generic_filtering.html +++ b/generic_filtering.html @@ -920,12 +920,12 @@

sample_n

patients.

patients %>%
     sample_n(size = 10)
-
## # Log of 112 events consisting of:
-## 2 traces 
+
## # Log of 108 events consisting of:
+## 3 traces 
 ## 10 cases 
-## 56 instances of 7 activities 
+## 54 instances of 7 activities 
 ## 7 resources 
-## Events occurred from 2017-04-25 03:08:21 until 2018-03-05 07:59:10 
+## Events occurred from 2017-03-29 22:12:55 until 2018-05-04 21:50:07 
 ##  
 ## # Variables were mapped as follows:
 ## Case identifier:     patient 
@@ -935,20 +935,20 @@ 
sample_n

 ## Timestamp:           time 
 ## Lifecycle transition:        registration_type 
 ## 
-## # A tibble: 112 × 7
+## # A tibble: 108 × 7
 ##    handling     patient employee handling_id regist…¹ time                .order
 ##    <fct>        <chr>   <fct>    <chr>       <fct>    <dttm>               <int>
-##  1 Registration 110     r1       110         start    2017-04-25 03:08:21      1
-##  2 Registration 204     r1       204         start    2017-07-18 11:22:29      2
-##  3 Registration 216     r1       216         start    2017-07-28 08:15:21      3
-##  4 Registration 262     r1       262         start    2017-09-16 15:08:03      4
-##  5 Registration 282     r1       282         start    2017-09-30 15:32:00      5
-##  6 Registration 347     r1       347         start    2017-11-24 08:28:44      6
-##  7 Registration 384     r1       384         start    2017-12-30 19:02:53      7
-##  8 Registration 397     r1       397         start    2018-01-21 04:23:48      8
-##  9 Registration 437     r1       437         start    2018-02-20 17:36:35      9
-## 10 Registration 442     r1       442         start    2018-02-27 16:18:24     10
-## # … with 102 more rows, and abbreviated variable name ¹​registration_type

+##  1 Registration 80      r1       80          start    2017-03-29 22:12:55      1
+##  2 Registration 92      r1       92          start    2017-04-04 17:42:26      2
+##  3 Registration 156     r1       156         start    2017-06-03 10:05:28      3
+##  4 Registration 170     r1       170         start    2017-06-17 15:10:30      4
+##  5 Registration 202     r1       202         start    2017-07-17 03:11:39      5
+##  6 Registration 231     r1       231         start    2017-08-13 19:50:42      6
+##  7 Registration 328     r1       328         start    2017-11-12 04:23:27      7
+##  8 Registration 434     r1       434         start    2018-02-19 02:53:00      8
+##  9 Registration 462     r1       462         start    2018-03-20 07:37:11      9
+## 10 Registration 497     r1       497         start    2018-04-30 09:42:11     10
+## # … with 98 more rows, and abbreviated variable name ¹​registration_type

Note that this function can also be used with a sample size bigger than the number of cases in the event log, if you allow for the replacements of drawn cases.

@@ -975,6 +975,24 @@

sample_n

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/index.html b/index.html index aee7bda..c6a9f45 100644 --- a/index.html +++ b/index.html @@ -559,6 +559,24 @@

bupaR Docs

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/inspect_logs.html b/inspect_logs.html index a3591bb..80d9eaf 100644 --- a/inspect_logs.html +++ b/inspect_logs.html @@ -811,6 +811,24 @@

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/install.html b/install.html index 6e141e4..80047af 100644 --- a/install.html +++ b/install.html @@ -700,6 +700,24 @@

processpredictR

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/manipulate.html b/manipulate.html index 3e570df..150b815 100644 --- a/manipulate.html +++ b/manipulate.html @@ -520,6 +520,24 @@

Manipulate process data

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/multi_dimensional_analysis.html b/multi_dimensional_analysis.html index 3a304f8..c87e368 100644 --- a/multi_dimensional_analysis.html +++ b/multi_dimensional_analysis.html @@ -728,6 +728,24 @@

Multi-dimensional analysis

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/mutate.html b/mutate.html index 73c98e6..9905288 100644 --- a/mutate.html +++ b/mutate.html @@ -735,6 +735,24 @@

Calculating variables

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/organisational_analysis.html b/organisational_analysis.html index 1eca8f0..20e372c 100644 --- a/organisational_analysis.html +++ b/organisational_analysis.html @@ -708,8 +708,8 @@

Handover-of-work network

process_map function.

patients %>%
     resource_map()
-
- +
+

Resource precedence matrix

@@ -725,6 +725,24 @@

Resource precedence matrix

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/performance_analysis.html b/performance_analysis.html index 569f3c2..9a4d983 100644 --- a/performance_analysis.html +++ b/performance_analysis.html @@ -726,6 +726,24 @@

Throughput Time

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/performance_maps.html b/performance_maps.html index 6f342e2..02dc319 100644 --- a/performance_maps.html +++ b/performance_maps.html @@ -662,8 +662,8 @@

Performance profile

frequency().

patients %>%
     process_map(performance())
-
- +
+

There are three different parameters specific to the performance() configuration: the aggregation function, the time units, and the flow time type.

@@ -675,8 +675,8 @@

Aggregation function

the maximum, for example.

patients %>%
     process_map(performance(FUN = max))
-
- +
+

Any function that takes a numerical vector and returns a single value can be used. For example, let’s say we want to show the 0.90 percentile.

@@ -686,8 +686,8 @@

Aggregation function

patients %>% process_map(performance(FUN = p90)) -
- +
+

Note that the ... is mandatory as process_map() will automatically add na.rm = T to the aggregation function call.

@@ -698,12 +698,12 @@

Time units

be used.

patients %>%
     process_map(performance(mean, "days"))
-
- +
+ 
patients %>%
     process_map(performance(mean, "hours"))
-
- +
+

Flow time type

@@ -744,6 +744,24 @@

Flow time type

Copyright © 2023 bupaR - Hasselt University

+ + +
diff --git a/performance_spectrum.html b/performance_spectrum.html index 8c12d0b..681d840 100644 --- a/performance_spectrum.html +++ b/performance_spectrum.html @@ -743,6 +743,24 @@

Aggregated

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/predict_adapt.html b/predict_adapt.html index bc48572..51fd213 100644 --- a/predict_adapt.html +++ b/predict_adapt.html @@ -798,6 +798,24 @@

Customize model architecture

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/predict_keras.html b/predict_keras.html index f4168c6..6a6f474 100644 --- a/predict_keras.html +++ b/predict_keras.html @@ -799,6 +799,24 @@

compile, fit, predict & evaluate

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+ + + diff --git a/predict_workflow.html b/predict_workflow.html index e2eec2b..83afca4 100644 --- a/predict_workflow.html +++ b/predict_workflow.html @@ -993,6 +993,24 @@

Evaluate model

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+ + + diff --git a/process_matrix.html b/process_matrix.html index a9acd53..d8c1117 100644 --- a/process_matrix.html +++ b/process_matrix.html @@ -747,6 +747,24 @@

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/public_logs.html b/public_logs.html index 4e47caf..136c6a2 100644 --- a/public_logs.html +++ b/public_logs.html @@ -912,6 +912,24 @@

Patients activitylog

Copyright © 2023 bupaR - Hasselt University

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#e5c3b3}.alert-danger .alert-link{color:#511b00}.alert-light{--bs-alert-color: #959390;--bs-alert-bg: #fefdfc;--bs-alert-border-color: #fdfcfb}.alert-light .alert-link{color:#777673}.alert-dark{--bs-alert-color: #252623;--bs-alert-bg: #d8d9d8;--bs-alert-border-color: #c5c5c4}.alert-dark .alert-link{color:#1e1e1c}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress{--bs-progress-height: 1rem;--bs-progress-font-size:.75rem;--bs-progress-bg: #dfd7ca;--bs-progress-border-radius: 10px;--bs-progress-box-shadow: inset 0 1px 2px rgba(0,0,0,0.075);--bs-progress-bar-color: #399;--bs-progress-bar-bg: #399;--bs-progress-bar-transition: width 0.6s 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";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid 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768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width: 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1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{color:#99512c;background-color:#ffe7db}.list-group-item-default.list-group-item-action:hover,.list-group-item-default.list-group-item-action:focus{color:#99512c;background-color:#e6d0c5}.list-group-item-default.list-group-item-action.active{color:#fff;background-color:#99512c;border-color:#99512c}.list-group-item-primary{color:#1f5c5c;background-color:#d6ebeb}.list-group-item-primary.list-group-item-action:hover,.list-group-item-primary.list-group-item-action:focus{color:#1f5c5c;background-color:#c1d4d4}.list-group-item-primary.list-group-item-action.active{color:#fff;background-color:#1f5c5c;border-color:#1f5c5c}.list-group-item-secondary{color:#99512c;background-color:#ffe7db}.list-group-item-secondary.list-group-item-action:hover,.list-group-item-secondary.list-group-item-action:focus{color:#99512c;background-color:#e6d0c5}.list-group-item-secondary.list-group-item-action.active{color:#fff;background-color:#99512c;border-color:#99512c}.list-group-item-success{color:#204d6e;background-color:#d7e6f1}.list-group-item-success.list-group-item-action:hover,.list-group-item-success.list-group-item-action:focus{color:#204d6e;background-color:#c2cfd9}.list-group-item-success.list-group-item-action.active{color:#fff;background-color:#204d6e;border-color:#204d6e}.list-group-item-info{color:#005668;background-color:#cce9ef}.list-group-item-info.list-group-item-action:hover,.list-group-item-info.list-group-item-action:focus{color:#005668;background-color:#b8d2d7}.list-group-item-info.list-group-item-action.active{color:#fff;background-color:#005668;border-color:#005668}.list-group-item-warning{color:#594338;background-color:#eae2df}.list-group-item-warning.list-group-item-action:hover,.list-group-item-warning.list-group-item-action:focus{color:#594338;background-color:#d3cbc9}.list-group-item-warning.list-group-item-action.active{color:#fff;background-color:#594338;border-color:#594338}.list-group-item-danger{color:#652200;background-color:#eed7cc}.list-group-item-danger.list-group-item-action:hover,.list-group-item-danger.list-group-item-action:focus{color:#652200;background-color:#d6c2b8}.list-group-item-danger.list-group-item-action.active{color:#fff;background-color:#652200;border-color:#652200}.list-group-item-light{color:#959390;background-color:#fefdfc}.list-group-item-light.list-group-item-action:hover,.list-group-item-light.list-group-item-action:focus{color:#959390;background-color:#e5e4e3}.list-group-item-light.list-group-item-action.active{color:#fff;background-color:#959390;border-color:#959390}.list-group-item-dark{color:#252623;background-color:#d8d9d8}.list-group-item-dark.list-group-item-action:hover,.list-group-item-dark.list-group-item-action:focus{color:#252623;background-color:#c2c3c2}.list-group-item-dark.list-group-item-action.active{color:#fff;background-color:#252623;border-color:#252623}.btn-close{box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:#fff;background:transparent url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23fff'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e") center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:.8}.btn-close:hover{color:#fff;text-decoration:none;opacity:1}.btn-close:focus{outline:0;box-shadow:0 0 0 .25rem rgba(51,153,153,0.25);opacity:1}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:.25}.btn-close-white{filter:invert(1) grayscale(100%) brightness(200%)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: .75rem;--bs-toast-padding-y: .5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255,255,255,0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: .375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0,0,0,0.15);--bs-toast-header-color: #8e8c84;--bs-toast-header-bg: rgba(255,255,255,0.85);--bs-toast-header-border-color: rgba(0,0,0,0.05);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show):not(.in){display:none}.toast-container{--bs-toast-zindex: 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var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: .5rem;--bs-modal-color: ;--bs-modal-bg: #fff;--bs-modal-border-color: #dfd7ca;--bs-modal-border-width: 1px;--bs-modal-border-radius: .5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0,0,0,0.075);--bs-modal-inner-border-radius: calc(.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dfd7ca;--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: .5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: #dfd7ca;--bs-modal-footer-border-width: 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Set the colors

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/unite.html b/unite.html index f518db1..cdd9c40 100644 --- a/unite.html +++ b/unite.html @@ -635,6 +635,24 @@

Unite activities

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/visualize.html b/visualize.html index 5ac1997..06d4d9e 100644 --- a/visualize.html +++ b/visualize.html @@ -557,6 +557,24 @@

Visualize process data

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/wrangling.html b/wrangling.html index ee65a2b..369ea82 100644 --- a/wrangling.html +++ b/wrangling.html @@ -988,6 +988,24 @@

arrange

Copyright © 2023 bupaR - Hasselt University

+ + + diff --git a/xes_files.html b/xes_files.html index 7ca3ce7..89a287e 100644 --- a/xes_files.html +++ b/xes_files.html @@ -668,15 +668,21 @@

Read XES

## Warning: `data_frame()` was deprecated in tibble 1.1.0.
 ## ℹ Please use `tibble()` instead.
 ## ℹ The deprecated feature was likely used in the xesreadR package.
-##   Please report the issue to the authors.
+## Please report the issue to the authors. +## This warning is displayed once every 8 hours. +## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was +## generated. 
## Warning: `as_data_frame()` was deprecated in tibble 2.0.0.
-## ℹ Please use `as_tibble()` instead.
-## ℹ The signature and semantics have changed, see `?as_tibble`.
+## ℹ Please use `as_tibble()` (with slightly different semantics) to convert to a
+##   tibble, or `as.data.frame()` to convert to a data frame.
 ## ℹ The deprecated feature was likely used in the xesreadR package.
-##   Please report the issue to the authors.
+## Please report the issue to the authors. +## This warning is displayed once every 8 hours. +## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was +## generated. 
## Warning in read_xes("https://bupar.net/eventdata/exercise1.xes"): No activity
-## instance identifier specified in xes-file. By default considered each event as a
-## different activity instance. Please check!
+## instance identifier specified in xes-file. By default considered each event as +## a different activity instance. Please check! 
data
## # Log of 11 events consisting of:
 ## 3 traces 
@@ -928,6 +934,24 @@ 
Write XES

 

 
Copyright © 2023 bupaR - Hasselt University

 
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