Experimental Data
My own personal calendar for September, October and November was used and generated files in .arff format for WEKA as follows:
The break in the data indicates initial information, then what was gathered as the scheduling occurred.
@relation personal-assistant
@attribute m_event
{meeting,acm_contest,theater_production,semester_begins,art_show,convocation,division_meeting,faith_forum,advisor_meeting,midterms_due,presidential_address,faculty_meeting,microsoft_conf,faculty_workshop,science_seminar,new_faculty_orientation,new_faculty_meeting,dept_meeting,division_meeting}
@attribute m_dayOfWeek {mon,tue,wed,thu,fri,sat,sun}
@attribute m_timeOfDay {morning,
@attribute m_startTime
{700,715,730,745,800,815,830,845,900,915,930,945,1000,1015,420,1030,1045,1100,1110,1115,1130,1145,1200,1215,1230,1245,1300,1315,1330,1345,1400,1415,1430,1445,1500,1515,1530,1545,1600,1615,1630,1645,1700,1715,1730,1745,1800,1815,1830,1845,1900,1915,1930,1945,2000}
@attribute m_duration
{0,5,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,105,120,180,240,420,360,300,480}
@attribute m_endTime {700,2030,2200,2300,715,720,730,740,745,750,800,815,820,830,1110,840,845,850,900,915,920,930,940,945,950,1000,1015,1020,1030,1040,1045,1050,1100,1115,1120,1130,1140,1145,1150,1200,1215,1220,1230,1240,1245,1250,1300,1315,1320,1330,1340,1345,1350,1400,1415,1420,1430,1440,1445,1450,1500,1515,1520,1530,1540,1545,1550,1600,1615,1620,1630,1640,1645,1650,1700,1715,1720,1730,1740,1745,1750,1800,1815,1820,1830,1840,1845,1850,1900,1915,1920,1930,1940,1945,1950,2000}
@attribute m_attendees
{me,cs_faculty_students,community,math_cs_dept,division_faculty],pastor_all_college,me_new_faculty,all_college,division_faculty,me_advisor,pastor,pastor_others,all_faculty,new_faculty,math_cs_faculty,division_faculty}
@attribute m_status {confirmed,180, tentative}
@data
faculty_workshop,thu,all_day,830,420,1530,all_faculty,confirmed
faculty_workshop,fri,all_day,830,360,1430,all_faculty,confirmed
new_faculty_orientation,mon,all_day,845,420,1545,new_faculty,confirmed
semester_begins,mon,morning,800,0,800,all_college,confirmed
division_meeting,thu,morning,1100,60,1200,division_faculty,confirmed
new_faculty_meeting,fri,morning,800,60,900,new_faculty,confirmed
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
dept_meeting,tue,morning,1130,60,1230,math_cs_faculty,confirmed
science_seminar,thu,morning,1100,60,1200,all_college,confirmed
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
faculty_meeting,thu,morning,1100,60,1200,all_faculty,confirmed
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
division_meeting,thu,morning,1100,60,1200,division_faculty,confirmed
new_faculty_meeting,sat,all_day,1200,360,1800,new_faculty,confirmed
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
dept_meeting,tue,morning,1130,60,1230,math_cs_dept,confirmed
midterms_due,wed,
science_seminar,thu,morning,1100,60,1200,all_college,confirmed
theater_production,fri,evening,2000,180,2300,community,tentative
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
faculty_meeting,thu,morning,1100,60,1200,all_faculty,confirmed
convocation,tue,morning,1100,60,1200,all_college,confirmed
presidential_address,thu,morning,1100,60,1200,all_faculty,confirmed
microsoft_conf,fri,all_day,800,420,1500,me,tentative
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
division_meeting,thu,morning,1100,60,1200,division_faculty,confirmed
art_show,fri,evening,2000,120,2200,community,tentative
acm_contest,sat,all_day,1000,360,1600,cs_faculty_students,confirmed
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
dept_meeting,tue,morning,1130,60,1230,math_cs_faculty,confirmed
science_seminar,thu,morning,1100,60,1200,all_college,confirmed
faith_forum,tue,morning,1100,30,1130,pastor_all_college,confirmed
dept_meeting,tue,morning,1130,60,1230,math_cs_faculty,tentative
faculty_meeting,thu,morning,1100,60,1200,all_faculty,confirmed
theater_production,fri,evening,1900,90,2030,community,tentative