diff --git a/InteractionPrototype.csv b/InteractionPrototype.csv
deleted file mode 100644
index c54337061480f2e29f726e995b0e53ca0f5bf810..0000000000000000000000000000000000000000
--- a/InteractionPrototype.csv
+++ /dev/null
@@ -1,63 +0,0 @@
-id,user_id,inst_book_id,inst_section_id,inst_book_section_exercise_id,name,description,action_time,uiid,browser_family,browser_version,os_family,os_version,device,ip_address,created_at,updated_at,inst_course_offering_exercise_id,inst_chapter_module_id,inst_module_version_id,inst_module_section_exercise_id
-33030,56,5,603,NULL,window-focus,"User looking at 09.03.01 - Doubly Linked Lists""""",8/29/2016 15:17,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33031,56,5,603,982,jsav-forward,"{ev_num"":0currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33032,56,5,603,982,jsav-forward,"{ev_num"":1currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33033,56,5,603,982,jsav-forward,"{ev_num"":2currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33034,56,5,603,982,jsav-forward,"{ev_num"":3currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33035,56,5,603,982,jsav-forward,"{ev_num"":4currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33036,56,5,603,982,jsav-forward,"{ev_num"":5currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33037,56,5,603,982,jsav-forward,"{ev_num"":6currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33038,56,5,603,982,jsav-forward,"{ev_num"":7currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33039,56,5,603,982,jsav-forward,"{ev_num"":8currentStep:9}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33042,56,5,603,983,jsav-forward,"{ev_num"":9currentStep:7}""",8/29/2016 15:19,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33043,56,5,603,983,jsav-forward,"{ev_num"":10currentStep:7}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33044,56,5,603,983,jsav-forward,"{ev_num"":11currentStep:7}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33045,56,5,603,983,jsav-forward,"{ev_num"":12currentStep:7}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33046,56,5,603,983,jsav-forward,"{ev_num"":13currentStep:7}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33047,56,5,603,983,jsav-forward,"{ev_num"":14currentStep:7}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33048,56,5,603,983,jsav-forward,"{ev_num"":15currentStep:7}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:20,8/29/2016 15:20,NULL,NULL,NULL,NULL
-33050,56,5,603,984,jsav-forward,"{ev_num"":16currentStep:8}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33051,56,5,603,984,jsav-forward,"{ev_num"":17currentStep:8}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33052,56,5,603,984,jsav-forward,"{ev_num"":18currentStep:8}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33053,56,5,603,984,jsav-forward,"{ev_num"":19currentStep:8}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33054,56,5,603,984,jsav-forward,"{ev_num"":20currentStep:8}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33055,56,5,603,984,jsav-forward,"{ev_num"":21currentStep:8}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33056,56,5,603,984,jsav-forward,"{ev_num"":22currentStep:8}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33057,56,5,603,985,jsav-forward,"{ev_num"":23currentStep:4}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33058,56,5,603,985,jsav-forward,"{ev_num"":24currentStep:4}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33059,56,5,603,985,jsav-forward,"{ev_num"":25currentStep:4}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33060,56,5,603,985,jsav-forward,"{ev_num"":26currentStep:4}""",8/29/2016 15:20,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:21,8/29/2016 15:21,NULL,NULL,NULL,NULL
-33092,56,5,603,NULL,hyperlink-ui-id-6,"{href"":""#DList_XOR_code_Java""}""",8/29/2016 15:22,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33093,56,5,603,NULL,hyperlink-ui-id-6,"{href"":""#DList_XOR_code_Java""}""",8/29/2016 15:22,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33094,56,5,603,NULL,hyperlink-ui-id-5,"{href"":""#DList_XOR_code_Processing""}""",8/29/2016 15:22,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33095,56,5,603,NULL,hyperlink-ui-id-4,"{href"":""#DList_XOR_code_Java_Generic""}""",8/29/2016 15:22,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33096,56,5,603,NULL,hyperlink-ui-id-6,"{href"":""#DList_XOR_code_Java""}""",8/29/2016 15:22,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33097,56,5,603,NULL,window-blur,"User is no longer looking at 09.03.01 - Doubly Linked Lists""""",8/29/2016 15:34,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33098,56,5,603,NULL,window-focus,"User looking at 09.03.01 - Doubly Linked Lists""""",8/29/2016 15:39,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33099,56,5,603,NULL,window-blur,"User is no longer looking at 09.03.01 - Doubly Linked Lists""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33100,56,5,603,NULL,window-unload,"User closed or refreshed 09.03.01 - Doubly Linked Lists""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33101,56,5,603,NULL,window-unload,"User closed or refreshed 09.03.01 - Doubly Linked Lists""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33102,56,5,604,NULL,document-ready,"User loaded the 09.04.01 - List Element Implementations""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33103,56,5,604,NULL,document-ready,"User loaded the 09.04.01 - List Element Implementations""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33104,56,5,604,NULL,window-unload,"User closed or refreshed 09.04.01 - List Element Implementations""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33105,56,5,604,NULL,document-ready,"User loaded the 09.04.01 - List Element Implementations""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:41,8/29/2016 15:41,NULL,NULL,NULL,NULL
-33106,56,5,604,NULL,window-unload,"User closed or refreshed 09.04.01 - List Element Implementations""""",8/29/2016 15:40,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:43,8/29/2016 15:43,NULL,NULL,NULL,NULL
-33107,56,5,604,NULL,window-focus,"User looking at 09.04.01 - List Element Implementations""""",8/29/2016 15:42,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:43,8/29/2016 15:43,NULL,NULL,NULL,NULL
-33108,56,5,604,986,jsav-forward,"{""ev_num"":0,""currentStep"":2}",8/29/2016 15:42,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:43,8/29/2016 15:43,NULL,NULL,NULL,
-33109,56,5,604,986,jsav-forward,"{""ev_num"":1,""currentStep"":2}",8/29/2016 15:43,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:43,8/29/2016 15:43,NULL,NULL,NULL,
-33110,56,5,604,NULL,window-blur,"User is no longer looking at 09.04.01 - List Element Implementations""""",8/29/2016 15:44,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:47,8/29/2016 15:47,NULL,NULL,NULL,NULL
-33111,56,5,604,NULL,window-focus,"User looking at 09.04.01 - List Element Implementations""""",8/29/2016 15:44,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:47,8/29/2016 15:47,NULL,NULL,NULL,NULL
-33112,56,5,604,987,jsav-forward,"{""ev_num"":2,""currentStep"":1}",8/29/2016 15:47,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:47,8/29/2016 15:47,NULL,NULL,NULL,
-33113,56,5,604,988,jsav-forward,"{""ev_num"":3,""currentStep"":1}",8/29/2016 15:47,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:48,8/29/2016 15:48,NULL,NULL,NULL,
-33114,56,5,604,NULL,window-blur,"User is no longer looking at 09.04.01 - List Element Implementations""""",8/29/2016 15:48,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:50,8/29/2016 15:50,NULL,NULL,NULL,NULL
-33115,56,5,604,NULL,window-unload,"User closed or refreshed 09.04.01 - List Element Implementations""""",8/29/2016 15:49,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:50,8/29/2016 15:50,NULL,NULL,NULL,NULL
-33116,56,5,604,NULL,window-unload,"User closed or refreshed 09.04.01 - List Element Implementations""""",8/29/2016 15:49,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:50,8/29/2016 15:50,NULL,NULL,NULL,NULL
-33117,56,5,605,NULL,document-ready,"User loaded the 09.05.01 - Freelists""""",8/29/2016 15:49,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:50,8/29/2016 15:50,NULL,NULL,NULL,NULL
-33118,56,5,605,NULL,window-unload,"User closed or refreshed 09.05.01 - Freelists""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:50,8/29/2016 15:50,NULL,NULL,NULL,NULL
-33119,56,5,606,NULL,document-ready,"User loaded the 09.06.01 - Practice Questions""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:51,8/29/2016 15:51,NULL,NULL,NULL,NULL
-33120,56,5,606,NULL,window-unload,"User closed or refreshed 09.06.01 - Practice Questions""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:51,8/29/2016 15:51,NULL,NULL,NULL,NULL
-33121,56,5,607,NULL,document-ready,"User loaded the 09.06.02 - Chapter Review Questions""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:51,8/29/2016 15:51,NULL,NULL,NULL,NULL
-33122,56,5,NULL,NULL,window-unload,"User closed or refreshed 11.01.01 - Glossary""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:51,8/29/2016 15:51,NULL,NULL,NULL,NULL
-33123,56,5,607,NULL,window-unload,"User closed or refreshed 09.06.02 - Chapter Review Questions""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:51,8/29/2016 15:51,NULL,NULL,NULL,NULL
-33150,56,5,NULL,NULL,document-ready,"User loaded the 10.01.01 - Binary Trees Chapter Introduction""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 16:00,8/29/2016 16:00,NULL,NULL,NULL,NULL
-33151,56,5,NULL,NULL,window-unload,"User closed or refreshed 10.01.01 - Binary Trees Chapter Introduction""""",8/29/2016 15:50,1.47E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 16:00,8/29/2016 16:00,NULL,NULL,NULL,NULL
diff --git a/InteractionPrototype.csv_merged_result_unannotated.csv b/InteractionPrototype.csv_merged_result_unannotated.csv
deleted file mode 100644
index fc886ee76c8b828531613d07462547714d5e87ad..0000000000000000000000000000000000000000
--- a/InteractionPrototype.csv_merged_result_unannotated.csv
+++ /dev/null
@@ -1,29 +0,0 @@
-session,user ID,Inst Book,Event name,Event Description,Start time,End Time,Action Time,Exercise Type,Number of events
-1,56,5,Window open,Attempted to solve Chrome frame ,8/29/2016 15:17,8/29/2016 15:17,Reading time: 120.0 sec,nan,1
-1,56,5,FF event,Attempted to solve Chrome frame ,8/29/2016 15:19,8/29/2016 15:20,60.0 seconds,nan,27
-1,56,5,Other event,Attempted to solve Chrome frame ,8/29/2016 15:22,8/29/2016 15:22,,nan,2
-1,56,5,Other event,Attempted to solve Chrome frame ,8/29/2016 15:22,8/29/2016 15:22,,nan,1
-1,56,5,Other event,Attempted to solve Chrome frame ,8/29/2016 15:22,8/29/2016 15:22,,nan,1
-1,56,5,Other event,Attempted to solve Chrome frame ,8/29/2016 15:22,8/29/2016 15:22,,nan,1
-2,56,5,Window close,Attempted to solve Chrome frame ,8/29/2016 15:34,8/29/2016 15:34,Away time: 300.0 sec,nan,1
-2,56,5,Window open,Attempted to solve Chrome frame ,8/29/2016 15:39,8/29/2016 15:39,Reading time: 60.0 sec,nan,1
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:40,8/29/2016 15:40,,nan,1
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:40,8/29/2016 15:40,,nan,2
-2,56,5,document event,Attempted to solve Chrome frame ,8/29/2016 15:40,8/29/2016 15:40,,nan,2
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:40,8/29/2016 15:40,,nan,1
-2,56,5,document event,Attempted to solve Chrome frame ,8/29/2016 15:40,8/29/2016 15:40,,nan,1
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:40,8/29/2016 15:40,,nan,1
-2,56,5,Window open,Attempted to solve Chrome frame ,8/29/2016 15:42,8/29/2016 15:42,Reading time: 0.0 sec,nan,1
-2,56,5,FF event,Attempted to solve Chrome frame ,8/29/2016 15:42,8/29/2016 15:43,60.0 seconds,nan,2
-2,56,5,Window close,Attempted to solve Chrome frame ,8/29/2016 15:44,8/29/2016 15:44,Away time: 0.0 sec,nan,1
-2,56,5,Window open,Attempted to solve Chrome frame ,8/29/2016 15:44,8/29/2016 15:44,Reading time: 180.0 sec,nan,1
-2,56,5,FF event,Attempted to solve Chrome frame ,8/29/2016 15:47,8/29/2016 15:47,0.0 seconds,nan,2
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:48,8/29/2016 15:48,,nan,1
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:49,8/29/2016 15:49,,nan,2
-2,56,5,document event,Attempted to solve Chrome frame ,8/29/2016 15:49,8/29/2016 15:49,,nan,1
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:50,8/29/2016 15:50,,nan,1
-2,56,5,document event,Attempted to solve Chrome frame ,8/29/2016 15:50,8/29/2016 15:50,,nan,1
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:50,8/29/2016 15:50,,nan,1
-2,56,5,document event,Attempted to solve Chrome frame ,8/29/2016 15:50,8/29/2016 15:50,,nan,1
-2,56,5,window event,Attempted to solve Chrome frame ,8/29/2016 15:50,8/29/2016 15:50,,nan,2
-2,56,5,document event,"User loaded the 10.01.01 - Binary Trees Chapter Introduction""""",8/29/2016 15:50,8/29/2016 15:50,,nan,1
diff --git a/abstracting_script.py b/abstracting_script.py
index e0b489514ffee04ec699ef25629207b255e22f50..e95a7a59a9c465e04fd369ef443cc1b9b85c6d50 100644
--- a/abstracting_script.py
+++ b/abstracting_script.py
@@ -300,8 +300,8 @@ def abstract(file_name):
else: # Starts a new session for new student
# For the last event of a session, we need to add one more row of event at the end of the session
end_time = action_time
- start = dt.strptime(start_time, "%Y-%m-%d %H:%M:%S")
- end = dt.strptime(end_time, "%Y-%m-%d %H:%M:%S")
+ start = dt.strptime(start_time, "%m/%d/%Y %H:%M")
+ end = dt.strptime(end_time, "%m/%d/%Y %H:%M")
diff = writeTime(curr, start, end)
# diff = f'{(end - start).total_seconds()} seconds' if (end - start).total_seconds() > 0 else None
if is_pe_exercise:
@@ -325,7 +325,7 @@ def abstract(file_name):
session_end_time = end
# writer.writerow([f'Session lasted for {session_end_time - dt.strptime(session_start_time, "%Y-%m-%d %H:%M:%S")}'])
# writer.writerow([f'All User Session Ended for User: {user_id}'])
- total_session_time = total_session_time + (session_end_time - dt.strptime(session_start_time, "%Y-%m-%d %H:%M:%S")).total_seconds()
+ total_session_time = total_session_time + (session_end_time - dt.strptime(session_start_time, "%m/%d/%Y %H:%M")).total_seconds()
is_pe_exercise = False
is_ff_exercise = False
@@ -335,7 +335,7 @@ def abstract(file_name):
start_time = time.time()
-abstract("InteractionPrototype.csv")
+abstract("InteractionPrototype2.csv")
print(total_session_count, total_session_time)
print("--- %s seconds ---" % (time.time() - start_time))