Process Fragments Discovery from Emails: Functional, Data and Behavioral Perspectives Discovery

Introduction

In this site, we provide more detailed experiment results in relation to BP discovery from emails w.r.t multiple perspectives (i.e. functional, data, organizational and behavioral). We first provide more details concerning emails belonging to the evaluation dataset. Then, we report the obtained results in relation to two key phases in our approach: (1) event log generation, and (2) event log mining.

Experiments data

For discovering BP fragments, we used emails (of Enron) sent by nine employees to different collaborators as a first step. The followig table describes the data used for discovering activities. For each employee, it shows : (1) his/her name, (2) his/her organizational role (3) his/her business role in Enron, (4) the number of his/her sent emails (only emails of non empty main bodies were considered), and (5) the IDs of the analysed emails.

After that, to generate a structured event log to be used in the event log mining phase, activities' patterns were used to detect activities' occurrences in emails sent by: (1) the same set of nine employees, (2) employees that frequently receive activities' oriented emails, and (3) emails belonging to the same threads as that of the discovered activities.

ID	Employee Name	Organizational Role	Business Role	Number of analyzed emails	Download the IDs of the analysed emails
E1	John Forney	Managing Director	Trading	343	allOriginIds_m__forney.txt
E2	David Portz	Senior Counsel	Legal	102	allOriginIds_david_portz.txt
E3	Vince Kaminski	Managing Director	Risk Management	2283	allOriginIds_vince_kaminski.txt
E4	Shirley Crenshaw	Assistant	Risk Management	357	allOriginIds_shirley_crenshaw.txt
E5	Daren Farmer	Manager	Logistics	738	allOriginIds_daren_farmer.txt
E6	Megan Parker	Specialist	Settlements	108	allOriginIds_megan_parker.txt
E7	Mary Poorman	Specialist	Logistics	100	allOriginIds_mary_poorman.txt
E8	Robert Cotten	Employee	Employee	158	allOriginIds_robert_cotten.txt
E9	Aimee Lannou	Specialist	Logistics	80	allOriginIds_aimee_lannou.txt

First Step Towards Event Log Generation: Unsupervised Learning For Activity Discovery

Visualization of Activities Per Employee

In this section, we provide the graph visualizations that we obtained for each employee after analysing his/her emails to discover his/her activities. We addionally provide for each employee a csv file that mainly reports for each discovered activity: (i) its frequency, (ii) the IDs of the emails where it appeared, (iii) the patterns assigned to it, (iv) the employees receiving activity related emails as well as their number of occurrences in the email interlocutors lists.

Click here to display/hide the activities of the employee E1

Click here to download the activities of the employee E1
Click here to display/hide the activities of the employee E2

Click here to download the activities of the employee E2
Click here to display/hide the activities of the employee E3

Click here to download the activities of the employee E3
Click here to display/hide the activities of the employee E3

Click here to download the activities of the employee E4
Click here to display/hide the activities of the employee E5

Click here to download the activities of the employee E5
Click here to display/hide the activities of the employee E6

Click here to download the activities of the employee E6
Click here to display/hide the activities of the employee E7

Click here to download the activities of the employee E7
Click here to display/hide the activities of the employee E8

Click here to download the activities of the employee E8
Click here to display/hide the activities of the employee E9

Click here to download the activities of the employee E9

Event Log Generation

The second phase in our approach aims to generate a structured event log from an email log. Each event in our event log has the following attributes:

• The occurring activity including the occurring activity name, business data and business information
• The email in which the activity occurred including its ID, its timestamp, its conversation ID, its sender and recipients
• Speech Act of each activity occurrence
• The set of relevant information values approximating BP instance notion
• The set of process threads ID where the event appears

We provide our generated event log after organizing its events according to their threads and email IDs. This event log (combined with our thread structure) is a dictionary (json) file having the following format: dic_allThreads[threadkey] = {emailKey:(email.timestamp, email.sender, email.to',email.cc, email.body, email.subject, email.relation, email.activities, email.mainBody, email.ID, email.BDValues,email.relation), emailKey ∈ dic_allThreads[threadkey].keys()}

The attribute 'email.relation' denotes email relation with its previous email (according to the chronological order of sending emails). An activity in email.activities is a tuple that has the following format : (activity label, activity pattern, activity speech act, pattern Origin in email, Verb position of activity in email, activity sentence)

We provide also a sublog extract for each discovered activity to give an idea on its functional aspect. The following table describes sublogs of all activities used in our work. For each activity, it shows : (1) its ID, (2) its label (as it was discovered by our activity discovery approach), (3) the size of its sublogs (number of events, i.e. N_Occ), (4) the precision of activity occurrences discovery (Pr_Occ), (5) the precision of the speech act discovery, (6) the number of senders frequently involved (N_senders), (7) the activity sublog in xlsx format, (8) a dictionary file detailing employees' affectation to their groups (Groups), (9) a dictionary file detaling visualization labels associated to each employee (Employee_Viz_Labels), and (10) the obtained visualization (in png format) of the corresponding actor perspective visualization

For each activity, the provided sublog extract reports for each event the following attributes: (1) emailID, (2) email timestamp, (3) email sender, (4) activity name, (5) activity speech act, and (6) the sentence where the activity occurred to better understand its context of use.

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ID	Activity	Size (N_Occ)	Pr_Occ	Pr_SA	N_sender	sublog	Groups	Employee_Viz_Labels	Actor Perspective Visualization
1	flow deal{gas}{price}	189	0.95 ± 0.07	0.95 ± 0.04	11	subLog1.xlsx	actors_labels_el1.text	dic_groups_el1.txt	Click here to display/hide el1 results
2	change_convert deal{numeric}{price}{ticket}{pricing}{counterparty}	118	0.98 ± 0.02	0.92 ± 0.04	5	subLog2.xlsx	actors_labels_el2.text	dic_groups_el2.txt	Click here to display/hide el2 results
3	enter deal{numeric}{ticket}{meter}{purchase}{wellhead}	117	1.0 ± 0.0	0.9 ± 0.09	5	subLog3.xlsx	actors_labels_el3.text	dic_groups_el3.txt	Click here to display/hide el3 results
4	create deal{numeric}{ticket}	113	1.0 ± 0.0	0.93 ± 0.08	4	subLog4.xlsx	actors_labels_el4.text	dic_groups_el4.txt	Click here to display/hide el4 results
5	sell_trade numeric0mw{pricenumeric}{hour0end}{he0numeric}{object}{power}	99	1.0 ± 0.0	0.91 ± 0.0	1	subLog5.xlsx	actors_labels_el5.text	dic_groups_el5.txt	Click here to display/hide el5 results
6	set_put_fix_determine_adjust deal{numeric}	94	0.94 ± 0.05	0.76 ± 0.14	4	subLog6.xlsx	actors_labels_el6.text	dic_groups_el6.txt	Click here to display/hide el6 results
7	conduct interview{telephone}{informal}{eb0numeric}	93	0.98 ± 0.04	0.9 ± 0.04	2	subLog7.xlsx	actors_labels_el7.text	dic_groups_el7.txt	Click here to display/hide el7 results
8	extend deal{numeric}{rest}	90	1.0 ± 0.0	0.8 ± 0.22	5	subLog8.xlsx	actors_labels_el8.text	dic_groups_el8.txt	Click here to display/hide el8 results
9	see_determine_check_view deal{numeric}	83	0.89 ± 0.11	0.85 ± 0.1	5	subLog9.xlsx	actors_labels_el9.text	dic_groups_el9.txt	Click here to display/hide el9 results
10	send_attach resume{version}{electronic}	81	0.88 ± 0.03	0.94 ± 0.03	3	subLog10.xlsx	actors_labels_el10.text	dic_groups_el10.txt	Click here to display/hide el10 results
11	allocate volume0management{deal}{contract}{meter_mtr}{numeric}	71	1.0 ± 0.0	0.78 ± 0.01	3	subLog11.xlsx	actors_labels_el11.text	dic_groups_el11.txt	Click here to display/hide el11 results
12	purchase_buy gas{plant}	69	0.9 ± 0.06	0.92 ± 0.01	2	subLog12.xlsx	actors_labels_el12.text	dic_groups_el12.txt	Click here to display/hide el12 results
13	attach spreadsheet	62	1.0 ± 0.0	1.0 ± 0.0	2	subLog13.xlsx	actors_labels_el13.text	dic_groups_el13.txt	Click here to display/hide el13 results
14	attach_transmit_send agreement{sheet}{discussion}{cover}{draft}{document}	60	0.85 ± 0.24	0.97 ± 0.0	2	subLog14.xlsx	actors_labels_el14.text	dic_groups_el14.txt	Click here to display/hide el14 results
15	set_determine_arrange interview{phone}	60	0.82 ± 0.1	1.0 ± 0.0	2	subLog15.xlsx	actors_labels_el15.text	dic_groups_el15.txt	Click here to display/hide el15 results
16	make decision{deal_trade}	59	0.69 ± 0.4	0.9 ± 0.0	2	subLog16.xlsx	actors_labels_el16.text	dic_groups_el16.txt	Click here to display/hide el16 results
17	handle_cover deal{numeric}{meter_mtr}	58	1.0 ± 0.0	0.82 ± 0.07	3	subLog17.xlsx	actors_labels_el17.text	dic_groups_el17.txt	Click here to display/hide el17 results
18	show deal	57	0.82 ± 0.14	0.76 ± 0.18	4	subLog18.xlsx	actors_labels_el18.text	dic_groups_el18.txt	Click here to display/hide el18 results
19	forward resume{request}{associate0program}	52	0.93 ± 0.04	1.0 ± 0.0	2	subLog19.xlsx	actors_labels_el19.text	dic_groups_el19.txt	Click here to display/hide el19 results
20	send_attach_ship transport0contract{deal}{term}	49	0.83 ± 0.0	0.79 ± 0.0	1	subLog20.xlsx	actors_labels_el20.text	dic_groups_el20.txt	Click here to display/hide el20 results
21	invite_receive personnelpronoun{audience_interview}{meeting}{iris}{site}{preliminary}	49	0.85 ± 0.0	0.88 ± 0.0	1	subLog21.xlsx	actors_labels_el21.text	dic_groups_el21.txt	Click here to display/hide el21 results
22	set_arrange_put_order_rank_prepare_determine_define_adjust personname{meeting}{assistant}	44	0.76 ± 0.0	0.85 ± 0.0	1	subLog22.xlsx	actors_labels_el22.text	dic_groups_el22.txt	Click here to display/hide el22 results
23	revise numeric{meter}{deal}{volume}{nomination}{effective}	41	1.0 ± 0.0	0.95 ± 0.0	1	subLog23.xlsx	actors_labels_el23.text	dic_groups_el23.txt	Click here to display/hide el23 results
24	sell_trade natural0gas{plant}{counterparty}	41	1.0 ± 0.0	0.89 ± 0.0	1	subLog24.xlsx	actors_labels_el24.text	dic_groups_el24.txt	Click here to display/hide el24 results
25	make change	40	1.0 ± 0.0	0.82 ± 0.17	2	subLog25.xlsx	actors_labels_el25.text	dic_groups_el25.txt	Click here to display/hide el25 results
26	schedule locname{zone}{load}	37	1.0 ± 0.0	0.94 ± 0.0	1	subLog26.xlsx	actors_labels_el26.text	dic_groups_el26.txt	Click here to display/hide el26 results
27	add deal{numeric}	36	0.89 ± 0.09	0.88 ± 0.11	2	subLog27.xlsx	actors_labels_el27.text	dic_groups_el27.txt	Click here to display/hide el27 results
28	use_apply model_simulation{case0study}{example_model}{case_example}	35	0.52 ± 0.0	0.87 ± 0.0	1	subLog28.xlsx	actors_labels_el28.text	dic_groups_el28.txt	Click here to display/hide el28 results
29	purchase_buy numeric0mw{pricenumeric}{hour0end}	34	1.0 ± 0.0	0.92 ± 0.0	1	subLog29.xlsx	actors_labels_el29.text	dic_groups_el29.txt	Click here to display/hide el29 results
30	make reservation{hotel}{dinner}	33	1.0 ± 0.0	0.79 ± 0.08	2	subLog30.xlsx	actors_labels_el30.text	dic_groups_el30.txt	Click here to display/hide el30 results
31	make presentation{topic}{student}{energy0derivative}{university}{progress}	30	0.88 ± 0.0	0.9 ± 0.0	1	subLog31.xlsx	actors_labels_el31.text	dic_groups_el31.txt	Click here to display/hide el31 results
32	long numeric0mw{hour0end}{orgname0book}{pricenumeric}{offpeak}{deal}	27	0.96 ± 0.0	0.96 ± 0.0	1	subLog32.xlsx	actors_labels_el32.text	dic_groups_el32.txt	Click here to display/hide el32 results
33	schedule_reschedule interview{telephone}	27	0.95 ± 0.06	0.95 ± 0.03	2	subLog33.xlsx	actors_labels_el33.text	dic_groups_el33.txt	Click here to display/hide el33 results
34	keep_hold personnelpronoun	26	0			subLog34.xlsx
35	schedule_reschedule meeting{assistant}	26	1.0 ± 0.0	0.92 ± 0.06	2	subLog35.xlsx	actors_labels_el35.text	dic_groups_el35.txt	Click here to display/hide el35 results
36	send_attach info_information{unit}{numeric}	26	0.96 ± 0.07	0.91 ± 0.06	2	subLog36.xlsx	actors_labels_el36.text	dic_groups_el36.txt	Click here to display/hide el36 results
37	wrap_roll deal{numeric}	24	1.0 ± 0.0	0.86 ± 0.12	2	subLog37.xlsx	actors_labels_el37.text	dic_groups_el37.txt	Click here to display/hide el37 results
38	reach cell0phone	24	1.0 ± 0.0	0.82 ± 0.11	2	subLog38.xlsx	actors_labels_el38.text	dic_groups_el38.txt	Click here to display/hide el38 results
39	run oomc0mean{calc}	23	0.95 ± 0.0	0.94 ± 0.0	1	subLog39.xlsx	actors_labels_el39.text	dic_groups_el39.txt	Click here to display/hide el39 results
40	see file	21	0.92 ± 0.07	1.0 ± 0.0	2	subLog40.xlsx	actors_labels_el40.text	dic_groups_el40.txt	Click here to display/hide el40 results
41	pay cost_price{balance0energy}	20	1.0 ± 0.0	0.79 ± 0.0	1	subLog41.xlsx	actors_labels_el41.text	dic_groups_el41.txt	Click here to display/hide el41 results
42	receive price{numeric0mw}{balance0energy}	20	0.92 ± 0.0	0.82 ± 0.0	1	subLog42.xlsx	actors_labels_el42.text	dic_groups_el42.txt	Click here to display/hide el42 results
43	attend meeting	20	1.0 ± 0.0	1.0 ± 0.0	2	subLog43.xlsx	actors_labels_el43.text	dic_groups_el43.txt	Click here to display/hide el43 results
44	bill pricenumeric{deal}	19	1.0 ± 0.0	0.89 ± 0.0	1	subLog44.xlsx	actors_labels_el44.text	dic_groups_el44.txt	Click here to display/hide el44 results
45	receive gas	19	0.36 ± 0.0	0.75 ± 0.0	1	subLog45.xlsx	actors_labels_el45.text	dic_groups_el45.txt	Click here to display/hide el45 results
46	settle_resolve issue	18	1.0 ± 0.0	1.0 ± 0.0	1	subLog46.xlsx	actors_labels_el46.text	dic_groups_el46.txt	Click here to display/hide el46 results
47	use_apply deal{numeric}	18	0.85 ± 0.12	0.91 ± 0.08	2	subLog47.xlsx	actors_labels_el47.text	dic_groups_el47.txt	Click here to display/hide el47 results
48	expire deal	18	1.0 ± 0.0	1.0 ± 0.0	2	subLog48.xlsx	actors_labels_el48.text	dic_groups_el48.txt	Click here to display/hide el48 results
49	deliver gas	18	0.92 ± 0.0	1.0 ± 0.0	1	subLog49.xlsx	actors_labels_el49.text	dic_groups_el49.txt	Click here to display/hide el49 results
50	receive_incur gas	18	0.71 ± 0.0	1.0 ± 0.0	1	subLog50.xlsx	actors_labels_el50.text	dic_groups_el50.txt	Click here to display/hide el50 results
51	see_understand_determine_check gas	17	0.88 ± 0.0	0.43 ± 0.0	1	subLog51.xlsx	actors_labels_el51.text	dic_groups_el51.txt	Click here to display/hide el51 results
52	develop_produce_prepare_evolve example_model{model_simulation}	17	0.91 ± 0.0	1.0 ± 0.0	1	subLog52.xlsx	actors_labels_el52.text	dic_groups_el52.txt	Click here to display/hide el52 results
53	pay pricenumeric{txu}	16	1.0 ± 0.0	0.83 ± 0.0	1	subLog53.xlsx	actors_labels_el53.text	dic_groups_el53.txt	Click here to display/hide el53 results
54	forward deal{ticket}	16	0			subLog54.xlsx
55	supply_provide info_information	16	1.0 ± 0.0	0.86 ± 0.0	1	subLog55.xlsx	actors_labels_el55.text	dic_groups_el55.txt	Click here to display/hide el55 results
56	invite personnelpronoun	16	1.0 ± 0.0	0.62 ± 0.0	1	subLog56.xlsx	actors_labels_el56.text	dic_groups_el56.txt	Click here to display/hide el56 results
57	invite personname	16	1.0 ± 0.0	0.85 ± 0.0	1	subLog57.xlsx	actors_labels_el57.text	dic_groups_el57.txt	Click here to display/hide el57 results
58	write_publish book	16	1.0 ± 0.0	0.71 ± 0.0	1	subLog58.xlsx	actors_labels_el58.text	dic_groups_el58.txt	Click here to display/hide el58 results
59	adjust_set volume{numeric}{wellhead}	15	1.0 ± 0.0	0.79 ± 0.1	2	subLog59.xlsx	actors_labels_el59.text	dic_groups_el59.txt	Click here to display/hide el59 results
60	check_break object	15	0.83 ± 0.0	0.8 ± 0.0	1	subLog60.xlsx	actors_labels_el60.text	dic_groups_el60.txt	Click here to display/hide el60 results
61	send_direct_attach request	15	0.67 ± 0.0	1.0 ± 0.0	1	subLog61.xlsx	actors_labels_el61.text	dic_groups_el61.txt	Click here to display/hide el61 results
62	replace deal_trade{sale}{power}{counterparty}	14	1.0 ± 0.0	0.83 ± 0.0	1	subLog62.xlsx	actors_labels_el62.text	dic_groups_el62.txt	Click here to display/hide el62 results
63	short numeric0mw{he0numeric}	14	0.92 ± 0.0	0.92 ± 0.0	1	subLog63.xlsx	actors_labels_el63.text	dic_groups_el63.txt	Click here to display/hide el63 results
64	read_translate_learn information	13	0.64 ± 0.0	0.86 ± 0.0	1	subLog64.xlsx	actors_labels_el64.text	dic_groups_el64.txt	Click here to display/hide el64 results
65	put_assign contract	13	0.6 ± 0.0	0.67 ± 0.0	1	subLog65.xlsx	actors_labels_el65.text	dic_groups_el65.txt	Click here to display/hide el65 results
66	submit request{access}	13	1.0 ± 0.0	1.0 ± 0.0	1	subLog66.xlsx	actors_labels_el66.text	dic_groups_el66.txt	Click here to display/hide el66 results
67	keep_continue desk	12	0.57 ± 0.0	1.0 ± 0.0	1	subLog67.xlsx	actors_labels_el67.text	dic_groups_el67.txt	Click here to display/hide el67 results
68	schedule volume	12	1.0 ± 0.0	1.0 ± 0.0	1	subLog68.xlsx	actors_labels_el68.text	dic_groups_el68.txt	Click here to display/hide el68 results
69	cut deal	12	1.0 ± 0.0	0.9 ± 0.0	1	subLog69.xlsx	actors_labels_el69.text	dic_groups_el69.txt	Click here to display/hide el69 results
70	submit schedule	12	1.0 ± 0.0	0.67 ± 0.0	1	subLog70.xlsx	actors_labels_el70.text	dic_groups_el70.txt	Click here to display/hide el70 results
71	coordinate date0time{schedule}{interview}	12	1.0 ± 0.0	1.0 ± 0.0	1	subLog71.xlsx	actors_labels_el71.text	dic_groups_el71.txt	Click here to display/hide el71 results
72	respond delay	12	1.0 ± 0.0	0.82 ± 0.0	1	subLog72.xlsx	actors_labels_el72.text	dic_groups_el72.txt	Click here to display/hide el72 results
73	leave_result line_note{middle}{majority}{area_arena}	11	0			subLog73.xlsx
74	use_apply transport0contract{pipe}	11	0.86 ± 0.0	1.0 ± 0.0	1	subLog74.xlsx	actors_labels_el74.text	dic_groups_el74.txt	Click here to display/hide el74 results
75	make business	11	0			subLog75.xlsx
76	produce_acquire_develop_grow_evolve_create cost_price{power0market}{index_power}	11	0			subLog76.xlsx
77	leave voice	11	1.0 ± 0.0	1.0 ± 0.0	1	subLog77.xlsx	actors_labels_el77.text	dic_groups_el77.txt	Click here to display/hide el77 results
78	serve_attend conference	11	0.89 ± 0.0	1.0 ± 0.0	1	subLog78.xlsx	actors_labels_el78.text	dic_groups_el78.txt	Click here to display/hide el78 results
79	send_commit_attach presentation{slide}	11	0.91 ± 0.0	1.0 ± 0.0	1	subLog79.xlsx	actors_labels_el79.text	dic_groups_el79.txt	Click here to display/hide el79 results
80	execute agreement	10	1.0 ± 0.0	0.89 ± 0.0	1	subLog80.xlsx	actors_labels_el80.text	dic_groups_el80.txt	Click here to display/hide el80 results
81	expect volume	10	1.0 ± 0.0	0.75 ± 0.0	1	subLog81.xlsx	actors_labels_el81.text	dic_groups_el81.txt	Click here to display/hide el81 results
82	pay supplier{pipeline}	10	1.0 ± 0.0	0.75 ± 0.0	1	subLog82.xlsx	actors_labels_el82.text	dic_groups_el82.txt	Click here to display/hide el82 results
83	provide_leave cost_price	10	0.67 ± 0.0	1.0 ± 0.0	1	subLog83.xlsx	actors_labels_el83.text	dic_groups_el83.txt	Click here to display/hide el83 results
84	show_indicate numeric0mw{resource0plan}	10	0.88 ± 0.0	0.86 ± 0.0	1	subLog84.xlsx	actors_labels_el84.text	dic_groups_el84.txt	Click here to display/hide el84 results
85	complete transaction{agreement}	10	1.0 ± 0.0	0.67 ± 0.0	1	subLog85.xlsx	actors_labels_el85.text	dic_groups_el85.txt	Click here to display/hide el85 results
86	cover_compensate cost_price{trip}	10	0.9 ± 0.0	0.78 ± 0.0	1	subLog86.xlsx	actors_labels_el86.text	dic_groups_el86.txt	Click here to display/hide el86 results
87	support_confirm wholesale0power{trading}	10	0.57 ± 0.0	0.25 ± 0.0	1	subLog87.xlsx	actors_labels_el87.text	dic_groups_el87.txt	Click here to display/hide el87 results
88	stay_remain_delay_continue line_pipeline{balance}	9	0			subLog88.xlsx
89	pathe deal	9	1.0 ± 0.0	1.0 ± 0.0	1	subLog89.xlsx	actors_labels_el89.text	dic_groups_el89.txt	Click here to display/hide el89 results
90	send_attach file	9	1.0 ± 0.0	1.0 ± 0.0	1	subLog90.xlsx	actors_labels_el90.text	dic_groups_el90.txt	Click here to display/hide el90 results
91	make contribution_part{field_theater}{area_field}	9	0.5 ± 0.0	1.0 ± 0.0	1	subLog91.xlsx	actors_labels_el91.text	dic_groups_el91.txt	Click here to display/hide el91 results
92	register conference	9	1.0 ± 0.0	1.0 ± 0.0	1	subLog92.xlsx	actors_labels_el92.text	dic_groups_el92.txt	Click here to display/hide el92 results
93	organize_prepare_coordinate power0point{power0market}{conference}{risk0management}	9	0.5 ± 0.0	1.0 ± 0.0	1	subLog93.xlsx	actors_labels_el93.text	dic_groups_el93.txt	Click here to display/hide el93 results
94	evaluate_assess project{model}{approximation_estimate}	9	1.0 ± 0.0	0.89 ± 0.0	1	subLog94.xlsx	actors_labels_el94.text	dic_groups_el94.txt	Click here to display/hide el94 results
95	note deal	8	1.0 ± 0.0	1.0 ± 0.0	1	subLog95.xlsx	actors_labels_el95.text	dic_groups_el95.txt	Click here to display/hide el95 results
96	review comment	8	1.0 ± 0.0	1.0 ± 0.0	1	subLog96.xlsx	actors_labels_el96.text	dic_groups_el96.txt	Click here to display/hide el96 results
97	reflect deal	8	1.0 ± 0.0	1.0 ± 0.0	1	subLog97.xlsx	actors_labels_el97.text	dic_groups_el97.txt	Click here to display/hide el97 results
98	reserve_hold eb0numeric	8	1.0 ± 0.0	1.0 ± 0.0	1	subLog98.xlsx	actors_labels_el98.text	dic_groups_el98.txt	Click here to display/hide el98 results
99	tie_attach transaction{line_note}	8	0.57 ± 0.0	1.0 ± 0.0	1	subLog99.xlsx	actors_labels_el99.text	dic_groups_el99.txt	Click here to display/hide el99 results
100	see_visit_realize_learn project	8	0			subLog100.xlsx
101	agree_match_fit_accord contract	7	1.0 ± 0.0	0.8 ± 0.0	1	subLog101.xlsx	actors_labels_el101.text	dic_groups_el101.txt	Click here to display/hide el101 results
102	attach schedule	7	1.0 ± 0.0	1.0 ± 0.0	1	subLog102.xlsx	actors_labels_el102.text	dic_groups_el102.txt	Click here to display/hide el102 results

Event Log Mining

This phase aims to mine our generated event log in order to discover artifacts, BP fragments and the corresponding perspectives: functional, data, organizational and behavioral perspectives.

In what follows, we provide our experiment results in relation to:

• Artifact discovery: We provide the overlapping clustering results after varying the alpha value defining the similarity measure of each pair of activity belonging to the same artifact activity group. For each alpha value, two dictionaries are provided: dic_mainArtifacts and dic_art_act. dic_mainArtifacts contains activity artifacts. For each artifact name, (that corresponds to a dictionary key), it reports its attributes list (that corresonds to the related dictionary value). As for dic_art_act, it is a dictionary that maps each group of activities to the set of artifacts manipulated by them. Each key has the following format: artifact1--artifact2--...(e.g. deal_trade--meter_mtr, where artifact1=deal_trade and artifact2=meter_mtr). Using such dictionary, artifacts manipulated by each activity could be deduced
• BP fragments discovery: We provide the overlapping clustering results after varying the gamma and beta values defining respectively: (1) from which value an association rule is considered a causality relation, and (2) from which value an activity could be added to an initial BP fragment group. For each combination between gamma and beta values (having the following format: gamma+'BB'+value), we provide: (1) 'dic_BPfragments' mapping the discovered BP fragments to their BP elements (through 'main' to denote the set of BP elements of initial groups and 'additional' to denote the set of additional activities assigned to the initial group), and (2) 'dic_corr' that maps the discovered BP fragments to the annotated ones.
• Behavioral perspective discovery: We provide the overall set of the generated sequencing constraints candidates and the obtained BP fragment behavioral models. For each BP fragment folder (c1, c2 and c3), we provide:
• The set of activity sequencing constraint candidates discovred from emails (i.e. the file 'constrainsts_Emails.xlsx') and threads (i.e. the file 'constrainsts_throughThreads.xlsx') as well as the emails where they occurred (i.e. files in the folders 'constraints_inOneEmail' and 'constraints_fromThreads');
• The set of activity_SA sequencing constraint candidates discovred from email threads (i.e. the file 'ActivitySAconstrainsts_throughThreads.xlsx') as well as the thread extracts where they occurred (i.e. the files in the folder 'ActivitySAconstraints');
• The BP fragment activity model (i.e. the file 'seqConstraintsFINAL_all_c1.png');
• The BP fragment activity-SA model (i.e. the file 'seqConstraintsFINAL_withSA_ci.png', i ∈ {1,2,3})