import random
import numpy as np

timetable = [[60, 'Classroom J', 'Hobert Pascarella \xa0', 'Subject 25', 'Lecture'],
             [38, 'Classroom J', 'Eliza Biddle \xa0', 'Subject 25', 'Lecture'],
             [45, 'Classroom J', 'Katherina Boutwell \xa0', 'Subject 4', 'Lecture'],
             [29, 'Classroom D', 'Katherina Boutwell \xa0', 'Subject 20', 'Lecture'],
             [53, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 17', 'Lecture'],
             [42, 'Classroom B', 'Hobert Pascarella \xa0', 'Subject 23', 'Lecture'],
             [21, 'Classroom K', 'Tyesha Gong \xa0', 'Subject 6', 'Lecture'],
             [11, 'Classroom F', 'Irina Foose \xa0', 'Subject 15', 'Lecture'],
             [25, 'Classroom D', 'Kristle Benshoof \xa0', 'Subject 33', 'Lecture'],
             [31, 'Classroom K', 'Katherina Boutwell \xa0', 'Subject 14', 'Lecture'],
             [35, 'Classroom F', 'Joi Shriver \xa0', 'Subject 20', 'Lecture'],
             [47, 'Classroom H', 'Tiffani Iannotti \xa0', 'Subject 31', 'Lecture'],
             [20, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 15', 'Lecture'],
             [9, 'Classroom H', 'Hobert Pascarella \xa0', 'Subject 25', 'Lecture'],
             [43, 'Classroom H', 'Tiffani Iannotti \xa0', 'Subject 11', 'Lecture'],
             [13, 'Classroom H', 'Joi Shriver \xa0', 'Subject 10', 'Lecture'],
             [15, 'Classroom H', 'Paul Vandergrift \xa0', 'Subject 15', 'Lecture'],
             [6, 'Classroom I', 'Freddie Seabrook \xa0', 'Subject 34', 'Lecture'],
             [10, 'Classroom B', 'Tiffani Iannotti \xa0', 'Subject 5', 'Lecture'],
             [0, 'Classroom A', 'Lavenia Abdalla \xa0', 'Subject 22', 'Lecture'],
             [28, 'Classroom J', 'Ruth Frew \xa0', 'Subject 31', 'Lecture'],
             [4, 'Classroom E', 'Jane Courtney ', 'Subject 32', 'Lecture'],
             [28, 'Classroom C', 'Nancy Riess \xa0', 'Subject 15', 'Lecture'],
             [55, 'Classroom H', 'Nisha Pal \xa0', 'Subject 19', 'Lecture'],
             [15, 'Classroom G', 'Paul Vandergrift \xa0', 'Subject 13', 'Lecture'],
             [61, 'Classroom E', 'Tiffani Iannotti \xa0', 'Subject 31', 'Lecture'],
             [9, 'Classroom D', 'Cathryn Bendel \xa0', 'Subject 20', 'Lecture'],
             [60, 'Classroom C', 'Freddie Seabrook \xa0', 'Subject 18', 'Lecture'],
             [24, 'Classroom J', 'Lavenia Abdalla \xa0', 'Subject 23', 'Lecture'],
             [4, 'Classroom A', 'Hobert Pascarella \xa0', 'Subject 26', 'Lecture'],
             [17, 'Classroom H', 'Freddie Seabrook \xa0', 'Subject 8', 'Lecture'],
             [34, 'Classroom E', 'Kristle Benshoof \xa0', 'Subject 31', 'Lecture'],
             [24, 'Classroom I', 'Lavenia Abdalla \xa0', 'Subject 33', 'Lecture'],
             [47, 'Classroom G', 'Lavenia Abdalla \xa0', 'Subject 19', 'Lecture'],
             [23, 'Classroom B', 'Kylee Giblin \xa0', 'Subject 8', 'Lecture'],
             [9, 'Classroom E', 'Freddie Seabrook \xa0', 'Subject 7', 'Lecture'],
             [25, 'Classroom D', 'Freddie Seabrook \xa0', 'Subject 24', 'Lecture'],
             [41, 'Lab A', 'Paul Vandergrift \xa0', 'Subject 21-Lab', 'Lab'],
             [5, 'Classroom G', 'Nisha Pal \xa0', 'Subject 28', 'Lecture'],
             [35, 'Classroom K', 'Joi Shriver \xa0', 'Subject 24', 'Lecture'],
             [21, 'Classroom A', 'Lavenia Abdalla \xa0', 'Subject 22', 'Lecture'],
             [55, 'Classroom F', 'Waltraud Fill \xa0', 'Subject 3', 'Lecture'],
             [26, 'Classroom D', 'Nancy Riess \xa0', 'Subject 21', 'Lecture'],
             [14, 'Classroom D', 'Jane Courtney ', 'Subject 32', 'Lecture'],
             [63, 'Classroom H', 'Irina Foose \xa0', 'Subject 28', 'Lecture'],
             [25, 'Classroom D', 'Nisha Pal \xa0', 'Subject 32', 'Lecture'],
             [1, 'Classroom I', 'Nisha Pal \xa0', 'Subject 13', 'Lecture'],
             [8, 'Classroom C', 'Nancy Riess \xa0', 'Subject 11', 'Lecture'],
             [29, 'Classroom B', 'Waltraud Fill \xa0', 'Subject 3', 'Lecture'],
             [54, 'Classroom H', 'Kylee Giblin \xa0', 'Subject 5', 'Lecture'],
             [32, 'Classroom E', 'Nam Mckeller \xa0', 'Subject 18', 'Lecture'],
             [31, 'Classroom F', 'Freddie Seabrook \xa0', 'Subject 34', 'Lecture'],
             [40, 'Classroom H', 'Freddie Seabrook \xa0', 'Subject 14', 'Lecture'],
             [32, 'Classroom A', 'Ian Hooper \xa0', 'Subject 2', 'Lecture'],
             [46, 'Classroom H', 'Ruth Frew \xa0', 'Subject 30', 'Lecture'],
             [3, 'Classroom B', 'Ruth Frew \xa0', 'Subject 1', 'Lecture'],
             [17, 'Classroom B', 'Freddie Seabrook \xa0', 'Subject 19', 'Lecture'],
             [9, 'Classroom K', 'Nisha Pal \xa0', 'Subject 15', 'Lecture'],
             [21, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 11', 'Lecture'],
             [7, 'Classroom C', 'Waltraud Fill \xa0', 'Subject 24', 'Lecture'],
             [15, 'Classroom J', 'Tyesha Gong \xa0', 'Subject 31', 'Lecture'],
             [10, 'Classroom I', 'Nancy Riess \xa0', 'Subject 5', 'Lecture'],
             [3, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 33', 'Lecture'],
             [11, 'Classroom E', 'Nam Mckeller \xa0', 'Subject 7', 'Lecture'],
             [44, 'Classroom H', 'Kristle Benshoof \xa0', 'Subject 13', 'Lecture'],
             [11, 'Classroom K', 'Tyesha Gong \xa0', 'Subject 9', 'Lecture'],
             [21, 'Classroom C', 'Hobert Pascarella \xa0', 'Subject 23', 'Lecture'],
             [19, 'Classroom G', 'Waltraud Fill \xa0', 'Subject 22', 'Lecture'],
             [33, 'Classroom F', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
             [55, 'Classroom D', 'Ian Hooper \xa0', 'Subject 26', 'Lecture'],
             [26, 'Classroom C', 'Lavenia Abdalla \xa0', 'Subject 14', 'Lecture'],
             [41, 'Classroom D', 'Freddie Seabrook \xa0', 'Subject 26', 'Lecture'],
             [62, 'Classroom D', 'Kylee Giblin \xa0', 'Subject 7', 'Lecture'],
             [45, 'Classroom C', 'Waltraud Fill \xa0', 'Subject 11', 'Lecture'],
             [6, 'Classroom G', 'Tiffani Iannotti \xa0', 'Subject 16', 'Lecture'],
             [62, 'Lab D', 'Lavenia Abdalla \xa0', 'Subject 17-Lab', 'Lab'],
             [26, 'Lab F', 'Irina Foose \xa0', 'Subject 13-Lab', 'Lab'],
             [42, 'Classroom D', 'Freddie Seabrook \xa0', 'Subject 34', 'Lecture'],
             [15, 'Lab C', 'Lavenia Abdalla \xa0', 'Subject 1-Lab', 'Lab'],
             [41, 'Classroom H', 'Katherina Boutwell \xa0', 'Subject 4', 'Lecture'],
             [18, 'Classroom J', 'Ruth Frew \xa0', 'Subject 9', 'Lecture'],
             [13, 'Classroom I', 'Lavenia Abdalla \xa0', 'Subject 10', 'Lecture'],
             [43, 'Classroom H', 'Jane Courtney ', 'Subject 9', 'Lecture'],
             [0, 'Classroom K', 'Nam Mckeller \xa0', 'Subject 30', 'Lecture'],
             [38, 'Classroom E', 'Lavenia Abdalla \xa0', 'Subject 29', 'Lecture'],
             [4, 'Classroom I', 'Irina Foose \xa0', 'Subject 23', 'Lecture'],
             [12, 'Classroom J', 'Jane Courtney ', 'Subject 13', 'Lecture'],
             [51, 'Lab B', 'Joi Shriver \xa0', 'Subject 12-Lab', 'Lab'],
             [3, 'Classroom C', 'Katherina Boutwell \xa0', 'Subject 31', 'Lecture'],
             [57, 'Classroom H', 'Tiffani Iannotti \xa0', 'Subject 3', 'Lecture'],
             [21, 'Classroom H', 'Jane Courtney ', 'Subject 26', 'Lecture'],
             [14, 'Classroom D', 'Tiffani Iannotti \xa0', 'Subject 28', 'Lecture'],
             [35, 'Classroom G', 'Paul Vandergrift \xa0', 'Subject 17', 'Lecture'],
             [44, 'Classroom F', 'Lavenia Abdalla \xa0', 'Subject 11', 'Lecture'],
             [46, 'Classroom G', 'Paul Vandergrift \xa0', 'Subject 6', 'Lecture'],
             [54, 'Classroom B', 'Joi Shriver \xa0', 'Subject 27', 'Lecture'],
             [42, 'Classroom J', 'Nisha Pal \xa0', 'Subject 12', 'Lecture'],
             [33, 'Classroom K', 'Tiffani Iannotti \xa0', 'Subject 3', 'Lecture'],
             [43, 'Classroom D', 'Lavenia Abdalla \xa0', 'Subject 7', 'Lecture'],
             [19, 'Classroom J', 'Ian Hooper \xa0', 'Subject 7', 'Lecture'],
             [60, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 17', 'Lecture'],
             [49, 'Classroom H', 'Katherina Boutwell \xa0', 'Subject 26', 'Lecture'],
             [27, 'Lab E', 'Nisha Pal \xa0', 'Subject 32-Lab', 'Lab'],
             [6, 'Classroom F', 'Jane Courtney ', 'Subject 21', 'Lecture'],
             [24, 'Classroom G', 'Ruth Frew \xa0', 'Subject 30', 'Lecture'],
             [10, 'Classroom K', 'Tyesha Gong \xa0', 'Subject 32', 'Lecture'],
             [50, 'Classroom D', 'Paul Vandergrift \xa0', 'Subject 1', 'Lecture'],
             [49, 'Classroom H', 'Katherina Boutwell \xa0', 'Subject 5', 'Lecture'],
             [26, 'Classroom K', 'Katherina Boutwell \xa0', 'Subject 10', 'Lecture'],
             [42, 'Classroom D', 'Paul Vandergrift \xa0', 'Subject 25', 'Lecture'],
             [28, 'Classroom D', 'Jane Courtney ', 'Subject 2', 'Lecture'],
             [40, 'Classroom C', 'Ruth Frew \xa0', 'Subject 34', 'Lecture'],
             [24, 'Lab D', 'Freddie Seabrook \xa0', 'Subject 2-Lab', 'Lab'],
             [40, 'Lab D', 'Freddie Seabrook \xa0', 'Subject 10-Lab', 'Lab'],
             [62, 'Classroom H', 'Joi Shriver \xa0', 'Subject 28', 'Lecture'],
             [23, 'Classroom G', 'Nam Mckeller \xa0', 'Subject 30', 'Lecture'],
             [36, 'Classroom C', 'Tyesha Gong \xa0', 'Subject 6', 'Lecture'],
             [3, 'Classroom A', 'Katherina Boutwell \xa0', 'Subject 5', 'Lecture'],
             [12, 'Classroom F', 'Katherina Boutwell \xa0', 'Subject 13', 'Lecture'],
             [16, 'Classroom A', 'Joi Shriver \xa0', 'Subject 5', 'Lecture'],
             [50, 'Classroom A', 'Lavenia Abdalla \xa0', 'Subject 20', 'Lecture'],
             [57, 'Classroom B', 'Freddie Seabrook \xa0', 'Subject 10', 'Lecture'],
             [7, 'Classroom G', 'Eliza Biddle \xa0', 'Subject 17', 'Lecture'],
             [3, 'Classroom B', 'Hobert Pascarella \xa0', 'Subject 17', 'Lecture'],
             [18, 'Classroom G', 'Waltraud Fill \xa0', 'Subject 22', 'Lecture'],
             [32, 'Classroom C', 'Jane Courtney ', 'Subject 19', 'Lecture'],
             [9, 'Classroom B', 'Kristle Benshoof \xa0', 'Subject 30', 'Lecture'],
             [38, 'Classroom I', 'Eliza Biddle \xa0', 'Subject 34', 'Lecture'],
             [12, 'Classroom E', 'Hobert Pascarella \xa0', 'Subject 2', 'Lecture'],
             [62, 'Classroom A', 'Eliza Biddle \xa0', 'Subject 6', 'Lecture'],
             [56, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 14', 'Lecture'],
             [35, 'Classroom J', 'Hobert Pascarella \xa0', 'Subject 2', 'Lecture'],
             [1, 'Classroom K', 'Waltraud Fill \xa0', 'Subject 8', 'Lecture'],
             [28, 'Classroom A', 'Tyesha Gong \xa0', 'Subject 30', 'Lecture'],
             [20, 'Classroom A', 'Waltraud Fill \xa0', 'Subject 14', 'Lecture'],
             [11, 'Classroom C', 'Ruth Frew \xa0', 'Subject 1', 'Lecture'],
             [30, 'Classroom F', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
             [43, 'Classroom B', 'Joi Shriver \xa0', 'Subject 27', 'Lecture'],
             [54, 'Classroom A', 'Nam Mckeller \xa0', 'Subject 4', 'Lecture'],
             [56, 'Classroom J', 'Tyesha Gong \xa0', 'Subject 1', 'Lecture'],
             [2, 'Classroom D', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
             [50, 'Classroom G', 'Irina Foose \xa0', 'Subject 7', 'Lecture'],
             [18, 'Classroom J', 'Nisha Pal \xa0', 'Subject 33', 'Lecture'],
             [38, 'Classroom G', 'Freddie Seabrook \xa0', 'Subject 27', 'Lecture'],
             [61, 'Classroom A', 'Nisha Pal \xa0', 'Subject 9', 'Lecture'],
             [28, 'Classroom H', 'Ian Hooper \xa0', 'Subject 8', 'Lecture'],
             [32, 'Classroom B', 'Paul Vandergrift \xa0', 'Subject 33', 'Lecture'],
             [15, 'Classroom F', 'Katherina Boutwell \xa0', 'Subject 20', 'Lecture'],
             [48, 'Classroom I', 'Tiffani Iannotti \xa0', 'Subject 9', 'Lecture'],
             [60, 'Classroom K', 'Lavenia Abdalla \xa0', 'Subject 29', 'Lecture'],
             [41, 'Classroom K', 'Ruth Frew \xa0', 'Subject 34', 'Lecture'],
             [4, 'Classroom K', 'Kristle Benshoof \xa0', 'Subject 30', 'Lecture'],
             [60, 'Classroom C', 'Cathryn Bendel \xa0', 'Subject 23', 'Lecture'],
             [3, 'Lab A', 'Paul Vandergrift \xa0', 'Subject 15-Lab', 'Lab'],
             [9, 'Classroom C', 'Joi Shriver \xa0', 'Subject 1', 'Lecture'],
             [57, 'Classroom E', 'Jane Courtney ', 'Subject 28', 'Lecture'],
             [14, 'Classroom G', 'Cathryn Bendel \xa0', 'Subject 13', 'Lecture'],
             [35, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 25', 'Lecture'],
             [3, 'Classroom A', 'Paul Vandergrift \xa0', 'Subject 25', 'Lecture'],
             [46, 'Lab C', 'Kristle Benshoof \xa0', 'Subject 8-Lab', 'Lab'],
             [16, 'Classroom C', 'Lavenia Abdalla \xa0', 'Subject 19', 'Lecture'],
             [47, 'Lab B', 'Lavenia Abdalla \xa0', 'Subject 23-Lab', 'Lab'],
             [58, 'Classroom B', 'Nisha Pal \xa0', 'Subject 16', 'Lecture'],
             [53, 'Lab C', 'Waltraud Fill \xa0', 'Subject 6-Lab', 'Lab'],
             [18, 'Classroom A', 'Cathryn Bendel \xa0', 'Subject 29', 'Lecture'],
             [0, 'Classroom F', 'Katherina Boutwell \xa0', 'Subject 26', 'Lecture'],
             [23, 'Classroom F', 'Tyesha Gong \xa0', 'Subject 9', 'Lecture'],
             [52, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 29', 'Lecture'],
             [22, 'Classroom E', 'Freddie Seabrook \xa0', 'Subject 2', 'Lecture'],
             [1, 'Classroom H', 'Lavenia Abdalla \xa0', 'Subject 7', 'Lecture'],
             [57, 'Classroom C', 'Nisha Pal \xa0', 'Subject 28', 'Lecture'],
             [29, 'Classroom D', 'Lavenia Abdalla \xa0', 'Subject 12', 'Lecture'],
             [43, 'Classroom J', 'Nisha Pal \xa0', 'Subject 32', 'Lecture'],
             [34, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 28', 'Lecture'],
             [33, 'Classroom I', 'Nancy Riess \xa0', 'Subject 21', 'Lecture'],
             [4, 'Classroom K', 'Freddie Seabrook \xa0', 'Subject 24', 'Lecture'],
             [5, 'Classroom F', 'Irina Foose \xa0', 'Subject 19', 'Lecture'],
             [44, 'Classroom F', 'Kristle Benshoof \xa0', 'Subject 16', 'Lecture'],
             [47, 'Classroom I', 'Waltraud Fill \xa0', 'Subject 3', 'Lecture'],
             [5, 'Classroom B', 'Waltraud Fill \xa0', 'Subject 21', 'Lecture'],
             [5, 'Classroom J', 'Katherina Boutwell \xa0', 'Subject 3', 'Lecture'],
             [42, 'Classroom B', 'Joi Shriver \xa0', 'Subject 12', 'Lecture'],
             [32, 'Classroom F', 'Tiffani Iannotti \xa0', 'Subject 24', 'Lecture'],
             [55, 'Classroom A', 'Paul Vandergrift \xa0', 'Subject 21', 'Lecture'],
             [3, 'Classroom I', 'Lavenia Abdalla \xa0', 'Subject 29', 'Lecture'],
             [21, 'Classroom K', 'Waltraud Fill \xa0', 'Subject 20', 'Lecture'],
             [34, 'Classroom C', 'Kylee Giblin \xa0', 'Subject 27', 'Lecture'],
             [60, 'Classroom J', 'Ruth Frew \xa0', 'Subject 27', 'Lecture'],
             [33, 'Classroom K', 'Freddie Seabrook \xa0', 'Subject 2', 'Lecture'],
             [37, 'Lab E', 'Irina Foose \xa0', 'Subject 30-Lab', 'Lab'],
             [41, 'Classroom A', 'Nisha Pal \xa0', 'Subject 29', 'Lecture'],
             [40, 'Classroom D', 'Waltraud Fill \xa0', 'Subject 10', 'Lecture'],
             [17, 'Classroom E', 'Nisha Pal \xa0', 'Subject 6', 'Lecture'],
             [47, 'Classroom F', 'Ruth Frew \xa0', 'Subject 24', 'Lecture'],
             [28, 'Classroom J', 'Nisha Pal \xa0', 'Subject 15', 'Lecture'],
             [42, 'Classroom C', 'Hobert Pascarella \xa0', 'Subject 2', 'Lecture'],
             [4, 'Classroom B', 'Nisha Pal \xa0', 'Subject 22', 'Lecture'],
             [36, 'Classroom E', 'Tyesha Gong \xa0', 'Subject 14', 'Lecture'],
             [23, 'Classroom C', 'Ruth Frew \xa0', 'Subject 21', 'Lecture'],
             [4, 'Classroom A', 'Irina Foose \xa0', 'Subject 23', 'Lecture'],
             [20, 'Classroom C', 'Nam Mckeller \xa0', 'Subject 4', 'Lecture'],
             [39, 'Classroom H', 'Paul Vandergrift \xa0', 'Subject 27', 'Lecture'],
             [48, 'Classroom F', 'Joi Shriver \xa0', 'Subject 8', 'Lecture'],
             [1, 'Classroom F', 'Irina Foose \xa0', 'Subject 23', 'Lecture'],
             [6, 'Classroom D', 'Joi Shriver \xa0', 'Subject 10', 'Lecture'],
             [54, 'Classroom J', 'Tyesha Gong \xa0', 'Subject 17', 'Lecture'],
             [5, 'Classroom E', 'Nisha Pal \xa0', 'Subject 1', 'Lecture'],
             [28, 'Classroom J', 'Nisha Pal \xa0', 'Subject 18', 'Lecture'],
             [42, 'Classroom K', 'Nisha Pal \xa0', 'Subject 33', 'Lecture'],
             [42, 'Classroom A', 'Freddie Seabrook \xa0', 'Subject 19', 'Lecture'],
             [35, 'Classroom I', 'Hobert Pascarella \xa0', 'Subject 18', 'Lecture'],
             [9, 'Classroom C', 'Ruth Frew \xa0', 'Subject 25', 'Lecture'],
             [16, 'Classroom F', 'Freddie Seabrook \xa0', 'Subject 14', 'Lecture'],
             [17, 'Classroom E', 'Ruth Frew \xa0', 'Subject 27', 'Lecture'],
             [59, 'Classroom E', 'Tyesha Gong \xa0', 'Subject 4', 'Lecture'],
             [15, 'Classroom H', 'Katherina Boutwell \xa0', 'Subject 16', 'Lecture'],
             [18, 'Classroom H', 'Tyesha Gong \xa0', 'Subject 9', 'Lecture'],
             [57, 'Classroom C', 'Eliza Biddle \xa0', 'Subject 3', 'Lecture'],
             [24, 'Classroom K', 'Nam Mckeller \xa0', 'Subject 18', 'Lecture'],
             [21, 'Classroom E', 'Nam Mckeller \xa0', 'Subject 18', 'Lecture'],
             [9, 'Classroom C', 'Lavenia Abdalla \xa0', 'Subject 22', 'Lecture'],
             [22, 'Classroom G', 'Ian Hooper \xa0', 'Subject 26', 'Lecture'],
             [17, 'Classroom K', 'Hobert Pascarella \xa0', 'Subject 32', 'Lecture'],
             [11, 'Classroom I', 'Hobert Pascarella \xa0', 'Subject 15', 'Lecture'],
             [35, 'Classroom A', 'Joi Shriver \xa0', 'Subject 10', 'Lecture'],
             [42, 'Classroom J', 'Nisha Pal \xa0', 'Subject 29', 'Lecture'],
             [36, 'Lab F', 'Paul Vandergrift \xa0', 'Subject 4-Lab', 'Lab'],
             [2, 'Classroom I', 'Tiffani Iannotti \xa0', 'Subject 31', 'Lecture'],
             [4, 'Classroom I', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
             [3, 'Classroom K', 'Hobert Pascarella \xa0', 'Subject 22', 'Lecture'],
             [31, 'Classroom K', 'Irina Foose \xa0', 'Subject 13', 'Lecture'],
             [31, 'Classroom E', 'Jane Courtney ', 'Subject 17', 'Lecture'],
             [52, 'Classroom E', 'Ruth Frew \xa0', 'Subject 11', 'Lecture'],
             [33, 'Classroom B', 'Hobert Pascarella \xa0', 'Subject 16', 'Lecture'],
             [15, 'Classroom E', 'Kristle Benshoof \xa0', 'Subject 16', 'Lecture'],
             [40, 'Classroom F', 'Joi Shriver \xa0', 'Subject 4', 'Lecture'],
             [43, 'Classroom D', 'Hobert Pascarella \xa0', 'Subject 4', 'Lecture'],
             [5, 'Classroom C', 'Paul Vandergrift \xa0', 'Subject 32', 'Lecture'],
             [12, 'Classroom H', 'Joi Shriver \xa0', 'Subject 24', 'Lecture'],
             [58, 'Classroom E', 'Lavenia Abdalla \xa0', 'Subject 20', 'Lecture'],
             [31, 'Classroom E', 'Kylee Giblin \xa0', 'Subject 6', 'Lecture'],
             [28, 'Classroom K', 'Nisha Pal \xa0', 'Subject 1', 'Lecture'],
             [24, 'Classroom B', 'Eliza Biddle \xa0', 'Subject 6', 'Lecture'],
             [51, 'Classroom I', 'Lavenia Abdalla \xa0', 'Subject 11', 'Lecture'],
             [10, 'Classroom G', 'Tyesha Gong \xa0', 'Subject 33', 'Lecture'],
             [35, 'Classroom H', 'Ian Hooper \xa0', 'Subject 8', 'Lecture'],
             [45, 'Classroom A', 'Joi Shriver \xa0', 'Subject 8', 'Lecture'],
             [33, 'Classroom E', 'Nisha Pal \xa0', 'Subject 18', 'Lecture'],
             [16, 'Classroom I', 'Kylee Giblin \xa0', 'Subject 34', 'Lecture'],
             [28, 'Classroom F', 'Jane Courtney ', 'Subject 21', 'Lecture'],
             [58, 'Classroom E', 'Jane Courtney ', 'Subject 16', 'Lecture'],
             [30, 'Classroom C', 'Ruth Frew \xa0', 'Subject 5', 'Lecture']]


rooms = ['Classroom A', 'Classroom B', 'Classroom C', 'Classroom D', 'Classroom E', 'Classroom F', 'Classroom G',
         'Classroom H', 'Classroom I', 'Classroom J', 'Classroom K']
labs = ['Lab A', 'Lab B', 'Lab C', 'Lab D', 'Lab E', 'Lab F']
lecturers = ['Jane Courtney ', 'Nam Mckeller \xa0', 'Kristle Benshoof \xa0', 'Freddie Seabrook \xa0',
             'Katherina Boutwell \xa0', 'Irina Foose \xa0', 'Nancy Riess \xa0', 'Tyesha Gong \xa0',
             'Cathryn Bendel \xa0', 'Paul Vandergrift \xa0', 'Nisha Pal \xa0', 'Ian Hooper \xa0',
             'Lavenia Abdalla \xa0', 'Tiffani Iannotti \xa0', 'Hobert Pascarella \xa0', 'Kylee Giblin \xa0',
             'Eliza Biddle \xa0', 'Waltraud Fill \xa0', 'Joi Shriver \xa0', 'Ruth Frew \xa0']

mutation_prob = 0.03





import pandas as pd

fitness, ls = calc_fitness(timetable, 0, 1, 2)
chromosome = timetable
new = genetic_algorithm(chromosome, ls, mutation_prob)

"""
new_tt = [[33, 'Classroom J', 'Hobert Pascarella \xa0', 'Subject 25', 'Lecture'],
          [44, 'Classroom J', 'Eliza Biddle \xa0', 'Subject 25', 'Lecture'],
          [56, 'Classroom K', 'Katherina Boutwell \xa0', 'Subject 4', 'Lecture'],
          [41, 'Classroom E', 'Irina Foose \xa0', 'Subject 20', 'Lecture'],
          [53, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 17', 'Lecture'],
          [28, 'Classroom B', 'Hobert Pascarella \xa0', 'Subject 23', 'Lecture'],
          [21, 'Classroom K', 'Tyesha Gong \xa0', 'Subject 6', 'Lecture'],
          [44, 'Classroom G', 'Nancy Riess \xa0', 'Subject 15', 'Lecture'],
          [45, 'Classroom D', 'Kristle Benshoof \xa0', 'Subject 33', 'Lecture'],
          [15, 'Classroom K', 'Katherina Boutwell \xa0', 'Subject 14', 'Lecture'],
          [56, 'Classroom F', 'Joi Shriver \xa0', 'Subject 20', 'Lecture'],
          [47, 'Classroom H', 'Tiffani Iannotti \xa0', 'Subject 31', 'Lecture'],
          [17, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 15', 'Lecture'],
          [9, 'Classroom H', 'Hobert Pascarella \xa0', 'Subject 25', 'Lecture'],
          [17, 'Classroom I', 'Hobert Pascarella \xa0', 'Subject 11', 'Lecture'],
          [13, 'Classroom H', 'Joi Shriver \xa0', 'Subject 10', 'Lecture'],
          [19, 'Classroom H', 'Paul Vandergrift \xa0', 'Subject 15', 'Lecture'],
          [6, 'Classroom I', 'Freddie Seabrook \xa0', 'Subject 34', 'Lecture'],
          [44, 'Classroom B', 'Tiffani Iannotti \xa0', 'Subject 5', 'Lecture'],
          [47, 'Classroom D', 'Kylee Giblin \xa0', 'Subject 22', 'Lecture'],
          [13, 'Classroom A', 'Nam Mckeller \xa0', 'Subject 31', 'Lecture'],
          [34, 'Classroom F', 'Jane Courtney ', 'Subject 32', 'Lecture'],
          [28, 'Classroom C', 'Nancy Riess \xa0', 'Subject 15', 'Lecture'],
          [36, 'Classroom H', 'Nisha Pal \xa0', 'Subject 19', 'Lecture'],
          [62, 'Classroom G', 'Paul Vandergrift \xa0', 'Subject 13', 'Lecture'],
          [45, 'Classroom H', 'Eliza Biddle \xa0', 'Subject 31', 'Lecture'],
          [9, 'Classroom D', 'Cathryn Bendel \xa0', 'Subject 20', 'Lecture'],
          [60, 'Classroom C', 'Freddie Seabrook \xa0', 'Subject 18', 'Lecture'],
          [15, 'Classroom B', 'Kylee Giblin \xa0', 'Subject 23', 'Lecture'],
          [38, 'Classroom A', 'Hobert Pascarella \xa0', 'Subject 26', 'Lecture'],
          [50, 'Classroom H', 'Freddie Seabrook \xa0', 'Subject 8', 'Lecture'],
          [34, 'Classroom E', 'Kristle Benshoof \xa0', 'Subject 31', 'Lecture'],
          [25, 'Classroom I', 'Lavenia Abdalla \xa0', 'Subject 33', 'Lecture'],
          [54, 'Classroom G', 'Lavenia Abdalla \xa0', 'Subject 19', 'Lecture'],
          [23, 'Classroom B', 'Kylee Giblin \xa0', 'Subject 8', 'Lecture'],
          [9, 'Classroom E', 'Freddie Seabrook \xa0', 'Subject 7', 'Lecture'],
          [14, 'Classroom E', 'Katherina Boutwell \xa0', 'Subject 24', 'Lecture'],
          [41, 'Lab A', 'Paul Vandergrift \xa0', 'Subject 21-Lab', 'Lab'],
          [35, 'Classroom G', 'Nisha Pal \xa0', 'Subject 28', 'Lecture'],
          [33, 'Classroom K', 'Joi Shriver \xa0', 'Subject 24', 'Lecture'],
          [59, 'Classroom A', 'Lavenia Abdalla \xa0', 'Subject 22', 'Lecture'],
          [28, 'Classroom F', 'Waltraud Fill \xa0', 'Subject 3', 'Lecture'],
          [26, 'Classroom D', 'Nancy Riess \xa0', 'Subject 21', 'Lecture'],
          [28, 'Classroom D', 'Jane Courtney ', 'Subject 32', 'Lecture'],
          [63, 'Classroom H', 'Irina Foose \xa0', 'Subject 28', 'Lecture'],
          [56, 'Classroom D', 'Nisha Pal \xa0', 'Subject 32', 'Lecture'],
          [1, 'Classroom I', 'Nisha Pal \xa0', 'Subject 13', 'Lecture'],
          [12, 'Classroom C', 'Nancy Riess \xa0', 'Subject 11', 'Lecture'],
          [63, 'Classroom D', 'Ruth Frew \xa0', 'Subject 3', 'Lecture'],
          [54, 'Classroom H', 'Kylee Giblin \xa0', 'Subject 5', 'Lecture'],
          [1, 'Classroom E', 'Nam Mckeller \xa0', 'Subject 18', 'Lecture'],
          [31, 'Classroom F', 'Freddie Seabrook \xa0', 'Subject 34', 'Lecture'],
          [17, 'Classroom H', 'Freddie Seabrook \xa0', 'Subject 14', 'Lecture'],
          [32, 'Classroom A', 'Ian Hooper \xa0', 'Subject 2', 'Lecture'],
          [25, 'Classroom H', 'Ruth Frew \xa0', 'Subject 30', 'Lecture'],
          [16, 'Classroom B', 'Ruth Frew \xa0', 'Subject 1', 'Lecture'],
          [53, 'Classroom C', 'Katherina Boutwell \xa0', 'Subject 19', 'Lecture'],
          [40, 'Classroom K', 'Nisha Pal \xa0', 'Subject 15', 'Lecture'],
          [56, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 11', 'Lecture'],
          [0, 'Classroom C', 'Waltraud Fill \xa0', 'Subject 24', 'Lecture'],
          [58, 'Classroom J', 'Tyesha Gong \xa0', 'Subject 31', 'Lecture'],
          [10, 'Classroom I', 'Nancy Riess \xa0', 'Subject 5', 'Lecture'],
          [16, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 33', 'Lecture'],
          [11, 'Classroom E', 'Nam Mckeller \xa0', 'Subject 7', 'Lecture'],
          [33, 'Classroom H', 'Kristle Benshoof \xa0', 'Subject 13', 'Lecture'],
          [44, 'Classroom A', 'Cathryn Bendel \xa0', 'Subject 9', 'Lecture'],
          [42, 'Classroom F', 'Waltraud Fill \xa0', 'Subject 23', 'Lecture'],
          [19, 'Classroom G', 'Waltraud Fill \xa0', 'Subject 22', 'Lecture'],
          [20, 'Classroom F', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
          [42, 'Classroom E', 'Lavenia Abdalla \xa0', 'Subject 26', 'Lecture'],
          [1, 'Classroom D', 'Tiffani Iannotti \xa0', 'Subject 14', 'Lecture'],
          [43, 'Classroom D', 'Freddie Seabrook \xa0', 'Subject 26', 'Lecture'],
          [62, 'Classroom D', 'Kylee Giblin \xa0', 'Subject 7', 'Lecture'],
          [61, 'Classroom C', 'Waltraud Fill \xa0', 'Subject 11', 'Lecture'],
          [16, 'Classroom H', 'Hobert Pascarella \xa0', 'Subject 16', 'Lecture'],
          [50, 'Lab D', 'Lavenia Abdalla \xa0', 'Subject 17-Lab', 'Lab'],
          [26, 'Lab F', 'Irina Foose \xa0', 'Subject 13-Lab', 'Lab'],
          [3, 'Classroom D', 'Freddie Seabrook \xa0', 'Subject 34', 'Lecture'],
          [15, 'Lab C', 'Lavenia Abdalla \xa0', 'Subject 1-Lab', 'Lab'],
          [11, 'Classroom I', 'Irina Foose \xa0', 'Subject 4', 'Lecture'],
          [4, 'Classroom J', 'Ruth Frew \xa0', 'Subject 9', 'Lecture'],
          [13, 'Classroom I', 'Lavenia Abdalla \xa0', 'Subject 10', 'Lecture'],
          [56, 'Classroom H', 'Jane Courtney ', 'Subject 9', 'Lecture'],
          [0, 'Classroom K', 'Nam Mckeller \xa0', 'Subject 30', 'Lecture'],
          [37, 'Classroom G', 'Hobert Pascarella \xa0', 'Subject 29', 'Lecture'],
          [24, 'Classroom I', 'Irina Foose \xa0', 'Subject 23', 'Lecture'],
          [12, 'Classroom J', 'Jane Courtney ', 'Subject 13', 'Lecture'],
          [51, 'Lab B', 'Joi Shriver \xa0', 'Subject 12-Lab', 'Lab'],
          [7, 'Classroom D', 'Katherina Boutwell \xa0', 'Subject 31', 'Lecture'],
          [57, 'Classroom H', 'Tiffani Iannotti \xa0', 'Subject 3', 'Lecture'],
          [21, 'Classroom H', 'Jane Courtney ', 'Subject 26', 'Lecture'],
          [63, 'Classroom E', 'Tiffani Iannotti \xa0', 'Subject 28', 'Lecture'],
          [11, 'Classroom H', 'Nisha Pal \xa0', 'Subject 17', 'Lecture'],
          [61, 'Classroom G', 'Tiffani Iannotti \xa0', 'Subject 11', 'Lecture'],
          [37, 'Classroom H', 'Paul Vandergrift \xa0', 'Subject 6', 'Lecture'],
          [10, 'Classroom B', 'Joi Shriver \xa0', 'Subject 27', 'Lecture'],
          [59, 'Classroom K', 'Ian Hooper \xa0', 'Subject 12', 'Lecture'],
          [19, 'Classroom K', 'Tiffani Iannotti \xa0', 'Subject 3', 'Lecture'],
          [52, 'Classroom D', 'Lavenia Abdalla \xa0', 'Subject 7', 'Lecture'],
          [7, 'Classroom J', 'Ian Hooper \xa0', 'Subject 7', 'Lecture'],
          [17, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 17', 'Lecture'],
          [4, 'Classroom H', 'Katherina Boutwell \xa0', 'Subject 26', 'Lecture'],
          [41, 'Lab F', 'Ian Hooper \xa0', 'Subject 32-Lab', 'Lab'],
          [53, 'Classroom F', 'Jane Courtney ', 'Subject 21', 'Lecture'],
          [24, 'Classroom G', 'Ruth Frew \xa0', 'Subject 30', 'Lecture'],
          [60, 'Classroom K', 'Tyesha Gong \xa0', 'Subject 32', 'Lecture'],
          [50, 'Classroom E', 'Nisha Pal \xa0', 'Subject 1', 'Lecture'],
          [10, 'Classroom H', 'Katherina Boutwell \xa0', 'Subject 5', 'Lecture'],
          [26, 'Classroom K', 'Katherina Boutwell \xa0', 'Subject 10', 'Lecture'],
          [38, 'Classroom D', 'Paul Vandergrift \xa0', 'Subject 25', 'Lecture'],
          [19, 'Classroom F', 'Kristle Benshoof \xa0', 'Subject 2', 'Lecture'],
          [46, 'Classroom C', 'Ruth Frew \xa0', 'Subject 34', 'Lecture'],
          [24, 'Lab D', 'Freddie Seabrook \xa0', 'Subject 2-Lab', 'Lab'],
          [53, 'Lab D', 'Freddie Seabrook \xa0', 'Subject 10-Lab', 'Lab'],
          [62, 'Classroom H', 'Joi Shriver \xa0', 'Subject 28', 'Lecture'],
          [23, 'Classroom G', 'Nam Mckeller \xa0', 'Subject 30', 'Lecture'],
          [11, 'Classroom D', 'Cathryn Bendel \xa0', 'Subject 6', 'Lecture'],
          [23, 'Classroom A', 'Katherina Boutwell \xa0', 'Subject 5', 'Lecture'],
          [12, 'Classroom F', 'Katherina Boutwell \xa0', 'Subject 13', 'Lecture'],
          [16, 'Classroom A', 'Joi Shriver \xa0', 'Subject 5', 'Lecture'],
          [52, 'Classroom B', 'Tiffani Iannotti \xa0', 'Subject 20', 'Lecture'],
          [57, 'Classroom B', 'Freddie Seabrook \xa0', 'Subject 10', 'Lecture'],
          [7, 'Classroom G', 'Eliza Biddle \xa0', 'Subject 17', 'Lecture'],
          [6, 'Classroom B', 'Hobert Pascarella \xa0', 'Subject 17', 'Lecture'],
          [18, 'Classroom G', 'Waltraud Fill \xa0', 'Subject 22', 'Lecture'],
          [19, 'Classroom C', 'Jane Courtney ', 'Subject 19', 'Lecture'],
          [18, 'Classroom B', 'Kristle Benshoof \xa0', 'Subject 30', 'Lecture'],
          [51, 'Classroom J', 'Waltraud Fill \xa0', 'Subject 34', 'Lecture'],
          [4, 'Classroom G', 'Eliza Biddle \xa0', 'Subject 2', 'Lecture'],
          [6, 'Classroom A', 'Eliza Biddle \xa0', 'Subject 6', 'Lecture'],
          [1, 'Classroom B', 'Lavenia Abdalla \xa0', 'Subject 14', 'Lecture'],
          [27, 'Classroom J', 'Hobert Pascarella \xa0', 'Subject 2', 'Lecture'],
          [54, 'Classroom B', 'Joi Shriver \xa0', 'Subject 8', 'Lecture'],
          [41, 'Classroom B', 'Cathryn Bendel \xa0', 'Subject 30', 'Lecture'],
          [20, 'Classroom A', 'Waltraud Fill \xa0', 'Subject 14', 'Lecture'],
          [5, 'Classroom E', 'Nam Mckeller \xa0', 'Subject 1', 'Lecture'],
          [51, 'Classroom F', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
          [40, 'Classroom B', 'Joi Shriver \xa0', 'Subject 27', 'Lecture'],
          [54, 'Classroom A', 'Nam Mckeller \xa0', 'Subject 4', 'Lecture'],
          [56, 'Classroom J', 'Tyesha Gong \xa0', 'Subject 1', 'Lecture'],
          [32, 'Classroom D', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
          [50, 'Classroom G', 'Irina Foose \xa0', 'Subject 7', 'Lecture'],
          [45, 'Classroom K', 'Nisha Pal \xa0', 'Subject 33', 'Lecture'],
          [38, 'Classroom G', 'Freddie Seabrook \xa0', 'Subject 27', 'Lecture'],
          [21, 'Classroom A', 'Nisha Pal \xa0', 'Subject 9', 'Lecture'],
          [28, 'Classroom H', 'Ian Hooper \xa0', 'Subject 8', 'Lecture'],
          [59, 'Classroom C', 'Nisha Pal \xa0', 'Subject 33', 'Lecture'],
          [38, 'Classroom F', 'Katherina Boutwell \xa0', 'Subject 20', 'Lecture'],
          [36, 'Classroom I', 'Tiffani Iannotti \xa0', 'Subject 9', 'Lecture'],
          [40, 'Classroom A', 'Tiffani Iannotti \xa0', 'Subject 29', 'Lecture'],
          [10, 'Classroom K', 'Ruth Frew \xa0', 'Subject 34', 'Lecture'],
          [25, 'Classroom K', 'Kristle Benshoof \xa0', 'Subject 30', 'Lecture'],
          [3, 'Classroom C', 'Cathryn Bendel \xa0', 'Subject 23', 'Lecture'],
          [2, 'Lab A', 'Paul Vandergrift \xa0', 'Subject 15-Lab', 'Lab'],
          [30, 'Classroom D', 'Joi Shriver \xa0', 'Subject 1', 'Lecture'],
          [57, 'Classroom E', 'Jane Courtney ', 'Subject 28', 'Lecture'],
          [14, 'Classroom G', 'Cathryn Bendel \xa0', 'Subject 13', 'Lecture'],
          [8, 'Classroom D', 'Tiffani Iannotti \xa0', 'Subject 25', 'Lecture'],
          [22, 'Classroom A', 'Paul Vandergrift \xa0', 'Subject 25', 'Lecture'],
          [46, 'Lab C', 'Kristle Benshoof \xa0', 'Subject 8-Lab', 'Lab'],
          [32, 'Classroom C', 'Lavenia Abdalla \xa0', 'Subject 19', 'Lecture'],
          [5, 'Lab C', 'Tiffani Iannotti \xa0', 'Subject 23-Lab', 'Lab'],
          [58, 'Classroom B', 'Nisha Pal \xa0', 'Subject 16', 'Lecture'],
          [53, 'Lab C', 'Waltraud Fill \xa0', 'Subject 6-Lab', 'Lab'],
          [18, 'Classroom A', 'Cathryn Bendel \xa0', 'Subject 29', 'Lecture'],
          [0, 'Classroom F', 'Katherina Boutwell \xa0', 'Subject 26', 'Lecture'],
          [23, 'Classroom F', 'Tyesha Gong \xa0', 'Subject 9', 'Lecture'],
          [24, 'Classroom C', 'Tiffani Iannotti \xa0', 'Subject 29', 'Lecture'],
          [54, 'Classroom E', 'Freddie Seabrook \xa0', 'Subject 2', 'Lecture'],
          [2, 'Classroom H', 'Lavenia Abdalla \xa0', 'Subject 7', 'Lecture'],
          [42, 'Classroom C', 'Nisha Pal \xa0', 'Subject 28', 'Lecture'],
          [12, 'Classroom D', 'Lavenia Abdalla \xa0', 'Subject 12', 'Lecture'],
          [31, 'Classroom K', 'Ian Hooper \xa0', 'Subject 32', 'Lecture'],
          [36, 'Classroom D', 'Hobert Pascarella \xa0', 'Subject 28', 'Lecture'],
          [3, 'Classroom J', 'Tyesha Gong \xa0', 'Subject 21', 'Lecture'],
          [17, 'Classroom A', 'Katherina Boutwell \xa0', 'Subject 24', 'Lecture'],
          [54, 'Classroom F', 'Irina Foose \xa0', 'Subject 19', 'Lecture'],
          [7, 'Classroom F', 'Kristle Benshoof \xa0', 'Subject 16', 'Lecture'],
          [30, 'Classroom I', 'Waltraud Fill \xa0', 'Subject 3', 'Lecture'],
          [5, 'Classroom B', 'Waltraud Fill \xa0', 'Subject 21', 'Lecture'],
          [19, 'Classroom J', 'Katherina Boutwell \xa0', 'Subject 3', 'Lecture'],
          [63, 'Classroom B', 'Joi Shriver \xa0', 'Subject 12', 'Lecture'],
          [41, 'Classroom H', 'Kylee Giblin \xa0', 'Subject 24', 'Lecture'],
          [9, 'Classroom A', 'Paul Vandergrift \xa0', 'Subject 21', 'Lecture'],
          [3, 'Classroom I', 'Lavenia Abdalla \xa0', 'Subject 29', 'Lecture'],
          [27, 'Classroom K', 'Waltraud Fill \xa0', 'Subject 20', 'Lecture'],
          [4, 'Classroom C', 'Kylee Giblin \xa0', 'Subject 27', 'Lecture'],
          [22, 'Classroom K', 'Jane Courtney ', 'Subject 27', 'Lecture'],
          [2, 'Classroom K', 'Freddie Seabrook \xa0', 'Subject 2', 'Lecture'],
          [37, 'Lab E', 'Irina Foose \xa0', 'Subject 30-Lab', 'Lab'],
          [61, 'Classroom B', 'Ian Hooper \xa0', 'Subject 29', 'Lecture'],
          [40, 'Classroom D', 'Waltraud Fill \xa0', 'Subject 10', 'Lecture'],
          [32, 'Classroom E', 'Nisha Pal \xa0', 'Subject 6', 'Lecture'],
          [3, 'Classroom F', 'Ruth Frew \xa0', 'Subject 24', 'Lecture'],
          [47, 'Classroom J', 'Nisha Pal \xa0', 'Subject 15', 'Lecture'],
          [54, 'Classroom C', 'Hobert Pascarella \xa0', 'Subject 2', 'Lecture'],
          [14, 'Classroom B', 'Nisha Pal \xa0', 'Subject 22', 'Lecture'],
          [47, 'Classroom E', 'Tyesha Gong \xa0', 'Subject 14', 'Lecture'],
          [23, 'Classroom C', 'Ruth Frew \xa0', 'Subject 21', 'Lecture'],
          [46, 'Classroom B', 'Nancy Riess \xa0', 'Subject 23', 'Lecture'],
          [8, 'Classroom C', 'Nam Mckeller \xa0', 'Subject 4', 'Lecture'],
          [39, 'Classroom H', 'Paul Vandergrift \xa0', 'Subject 27', 'Lecture'],
          [37, 'Classroom F', 'Joi Shriver \xa0', 'Subject 8', 'Lecture'],
          [57, 'Classroom F', 'Irina Foose \xa0', 'Subject 23', 'Lecture'],
          [18, 'Classroom E', 'Ruth Frew \xa0', 'Subject 10', 'Lecture'],
          [39, 'Classroom J', 'Tyesha Gong \xa0', 'Subject 17', 'Lecture'],
          [57, 'Classroom G', 'Lavenia Abdalla \xa0', 'Subject 1', 'Lecture'],
          [8, 'Classroom J', 'Nisha Pal \xa0', 'Subject 18', 'Lecture'],
          [53, 'Classroom K', 'Nisha Pal \xa0', 'Subject 33', 'Lecture'],
          [2, 'Classroom B', 'Katherina Boutwell \xa0', 'Subject 19', 'Lecture'],
          [56, 'Classroom I', 'Hobert Pascarella \xa0', 'Subject 18', 'Lecture'],
          [38, 'Classroom C', 'Ruth Frew \xa0', 'Subject 25', 'Lecture'],
          [16, 'Classroom F', 'Freddie Seabrook \xa0', 'Subject 14', 'Lecture'],
          [12, 'Classroom G', 'Nam Mckeller \xa0', 'Subject 27', 'Lecture'],
          [53, 'Classroom E', 'Tyesha Gong \xa0', 'Subject 4', 'Lecture'],
          [20, 'Classroom H', 'Katherina Boutwell \xa0', 'Subject 16', 'Lecture'],
          [18, 'Classroom H', 'Tyesha Gong \xa0', 'Subject 9', 'Lecture'],
          [13, 'Classroom C', 'Eliza Biddle \xa0', 'Subject 3', 'Lecture'],
          [24, 'Classroom K', 'Nam Mckeller \xa0', 'Subject 18', 'Lecture'],
          [5, 'Classroom G', 'Freddie Seabrook \xa0', 'Subject 18', 'Lecture'],
          [47, 'Classroom C', 'Lavenia Abdalla \xa0', 'Subject 22', 'Lecture'],
          [22, 'Classroom G', 'Ian Hooper \xa0', 'Subject 26', 'Lecture'],
          [35, 'Classroom K', 'Hobert Pascarella \xa0', 'Subject 32', 'Lecture'],
          [18, 'Classroom I', 'Hobert Pascarella \xa0', 'Subject 15', 'Lecture'],
          [50, 'Classroom A', 'Joi Shriver \xa0', 'Subject 10', 'Lecture'],
          [61, 'Classroom J', 'Nisha Pal \xa0', 'Subject 29', 'Lecture'],
          [45, 'Lab F', 'Paul Vandergrift \xa0', 'Subject 4-Lab', 'Lab'],
          [31, 'Classroom I', 'Tiffani Iannotti \xa0', 'Subject 31', 'Lecture'],
          [14, 'Classroom I', 'Hobert Pascarella \xa0', 'Subject 12', 'Lecture'],
          [47, 'Classroom K', 'Hobert Pascarella \xa0', 'Subject 22', 'Lecture'],
          [7, 'Classroom K', 'Irina Foose \xa0', 'Subject 13', 'Lecture'],
          [64, 'Classroom I', 'Katherina Boutwell \xa0', 'Subject 17', 'Lecture'],
          [60, 'Classroom F', 'Jane Courtney ', 'Subject 11', 'Lecture'],
          [20, 'Classroom C', 'Kylee Giblin \xa0', 'Subject 16', 'Lecture'],
          [44, 'Classroom E', 'Kristle Benshoof \xa0', 'Subject 16', 'Lecture'],
          [36, 'Classroom F', 'Joi Shriver \xa0', 'Subject 4', 'Lecture'],
          [24, 'Classroom D', 'Hobert Pascarella \xa0', 'Subject 4', 'Lecture'],
          [31, 'Classroom C', 'Paul Vandergrift \xa0', 'Subject 32', 'Lecture'],
          [12, 'Classroom H', 'Joi Shriver \xa0', 'Subject 24', 'Lecture'],
          [2, 'Classroom G', 'Hobert Pascarella \xa0', 'Subject 20', 'Lecture'],
          [8, 'Classroom F', 'Eliza Biddle \xa0', 'Subject 6', 'Lecture'],
          [46, 'Classroom K', 'Nisha Pal \xa0', 'Subject 1', 'Lecture'],
          [24, 'Classroom B', 'Eliza Biddle \xa0', 'Subject 6', 'Lecture'],
          [13, 'Classroom K', 'Hobert Pascarella \xa0', 'Subject 11', 'Lecture'],
          [20, 'Classroom G', 'Tyesha Gong \xa0', 'Subject 33', 'Lecture'],
          [48, 'Classroom J', 'Tiffani Iannotti \xa0', 'Subject 8', 'Lecture'],
          [45, 'Classroom A', 'Joi Shriver \xa0', 'Subject 8', 'Lecture'],
          [6, 'Classroom H', 'Lavenia Abdalla \xa0', 'Subject 18', 'Lecture'],
          [50, 'Classroom I', 'Kylee Giblin \xa0', 'Subject 34', 'Lecture'],
          [0, 'Classroom G', 'Jane Courtney ', 'Subject 21', 'Lecture'],
          [43, 'Classroom E', 'Jane Courtney ', 'Subject 16', 'Lecture'],
          [30, 'Classroom C', 'Ruth Frew \xa0', 'Subject 5', 'Lecture']]
a = pd.DataFrame(new_tt)
a.to_excel("pg.xlsx")

"""