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Commit a4cb4f54 authored by nickgrifasi's avatar nickgrifasi
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cleaned the prototype data. modified abstracting_script.py to fit our df headers from the csv

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InteractionPrototype.csv
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33096,56,5,603,NULL,hyperlink-ui-id-6,"{href"":""#DList_XOR_code_Java""}""",8/29/2016 15:22,1.47248E+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 15:34,1.47248E+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 15:39,1.47248E+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 15:40,1.47248E+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 15:40,1.47248E+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 15:40,1.47248E+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 15:40,1.47249E+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 15:40,1.47249E+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 15:40,1.47249E+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 15:40,1.47249E+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 15:40,1.47249E+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 15:42,1.47249E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 15:43,8/29/2016 15:43,NULL,NULL,NULL,NULL,
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33109,56,5,604,986,jsav-forward,"{""ev_num"":1,""currentStep"":2}",8/29/2016 15:43,1.47249E+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 15:44,1.47249E+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 15:44,1.47249E+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 15:47,1.47249E+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 15:47,1.47249E+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 15:48,1.47249E+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 15:49,1.47249E+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 15:49,1.47249E+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 15:49,1.47249E+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 15:50,1.47249E+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 15:50,1.47249E+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 15:50,1.47249E+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 15:50,1.47249E+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 15:50,1.47248E+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 15:50,1.47249E+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 15:50,1.47249E+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 15:50,1.47249E+12,Chrome,52,linux,,PC,172.25.132.16,8/29/2016 16:00,8/29/2016 16:00,NULL,NULL,NULL,NULL,
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
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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
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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
InteractionPrototype.csv_merged_result_unannotated.csv 0 → 100644
+ 29
− 0
View file @ a4cb4f54
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
abstracting_script.py
+ 32
− 20
View file @ a4cb4f54
......@@ -72,26 +72,26 @@ def writeEvName(row):
# Helper function to write a description for events
def writeDesc(row):
# exercise_type
if row['ex_type'] == "pe":
if row['inst_module_version_id'] == "pe":
return "Attempted to solve PE"
elif pd.isnull(row['inst_section_id']):
return row['description']
else:
# ev_name
if row['short_name']:
if row['inst_module_section_exercise_id']:
return f'Attempted to solve {row[9]} frame '
else:
return f'Attempted to solve {row[9]} exercise'
# Helper function to write a time for events
def writeTime(row, start, end):
if row['description'] == "PE" or row['ex_type'] == "pe" or check_pe_helper(row['name']):
if row['description'] == "PE" or row['inst_module_version_id'] == "pe" or check_pe_helper(row['name']):
return f'{(end - start).total_seconds()} seconds'
elif row['name'] in ff_event:
return f'{(end-start).total_seconds()} seconds'
elif "document" not in row['name']:
# ev_name
if row['short_name']:
if row['inst_module_section_exercise_id']:
return f'In slideshow for {(end - start).total_seconds()} seconds' if (end - start).total_seconds() > 0 else None
else:
return f'In exercise for {(end - start).total_seconds()} seconds' if (end - start).total_seconds() > 0 else None
......@@ -105,16 +105,16 @@ def check_pe_helper(command):
# Check whether this and next events are the same type of event (PE)
def bundle_pe(curr, next):
if not pd.isnull(curr['ex_type']) or curr['description'] == 'PE': # curr has value
if not pd.isnull(next['ex_type']): # both curr and next has values
if curr['ex_type'] != 'pe' and next['ex_type'] != 'pe':
if not pd.isnull(curr['inst_module_version_id']) or curr['description'] == 'PE': # curr has value
if not pd.isnull(next['inst_module_version_id']): # both curr and next has values
if curr['inst_module_version_id'] != 'pe' and next['inst_module_version_id'] != 'pe':
return False
else: #if only curr has value
if not check_pe_helper(next['name']) and next['description'] != 'PE':
return False
else: # curr doesn't have value
if check_pe_helper(curr['name']):
if next['ex_type'] == 'pe' or check_pe_helper(next['name']):
if next['inst_module_version_id'] == 'pe' or check_pe_helper(next['name']):
return True
else:
return False
......@@ -124,7 +124,7 @@ def bundle_pe(curr, next):
# Check whether this and next events are the same type of event (FF)
def bundle_ff(curr, next):
if not pd.isnull(curr['short_name']) and curr['short_name'] == next['short_name']:
if not pd.isnull(curr['inst_module_section_exercise_id']) and curr['inst_module_section_exercise_id'] == next['inst_module_section_exercise_id']:
return True
else:
return False
......@@ -180,13 +180,22 @@ def abstract(file_name):
action_time = curr['action_time']
module_id = curr['inst_chapter_module_id']
section_id = curr['inst_section_id']
exercise_id = curr['inst_exercise_id']
exercise_name = curr['short_name']
exercise_type = curr['ex_type']
exercise_id = curr['inst_course_offering_exercise_id']
exercise_name = curr['inst_module_section_exercise_id']
exercise_type = curr['inst_module_version_id']
#exercise_id = curr['inst_exercise_id']
#exercise_name = curr['short_name']
#exercise_type = curr['ex_type']
next_ev = row
now = dt.strptime(action_time, "%Y-%m-%d %H:%M:%S")
next_time = dt.strptime(next_ev['action_time'], "%Y-%m-%d %H:%M:%S")
# now = dt.strptime(action_time, "%Y-%m-%d %H:%M:%S")
# next_time = dt.strptime(next_ev['action_time'], "%Y-%m-%d %H:%M:%S")
now = dt.strptime(action_time, "%m/%d/%Y %H:%M")
next_time = dt.strptime(next_ev['action_time'], "%m/%d/%Y %H:%M")
time_diff = (next_time - now).total_seconds()
end_time = start_time
......@@ -205,8 +214,11 @@ def abstract(file_name):
if (time_diff > threshold): # Creating a new session
# 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, "%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:
......@@ -225,7 +237,7 @@ def abstract(file_name):
# writer.writerow([f'Session {session_count + 1}'])
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()
total_session_count = total_session_count + 1
session_count += 1
......@@ -257,8 +269,8 @@ def abstract(file_name):
continue
else:
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'In slideshow for {(end - start).total_seconds()} seconds' if (end - start).total_seconds() > 0 else None
......@@ -323,7 +335,7 @@ def abstract(file_name):
start_time = time.time()
abstract("User_Interactions.csv")
abstract("InteractionPrototype.csv")
print(total_session_count, total_session_time)
print("--- %s seconds ---" % (time.time() - start_time))
......
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