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titanic_dataset.py for Ch12 Programming Collective Intelli..

lolamontes69
Sep 26th, 2013
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  1. #        TITANIC PASSENGER DATASET
  2. #        *************************
  3. # Dataset in list format without passenger_name,ticket_number,fare or cabin_number.
  4. # Where a value was missing I inserted '0'.
  5. # Corrected 02/10/13 or 10/02/13.
  6. # I had messed up the sibsp variable. This time I survived. XD
  7. #                   -lolamontes69
  8. #
  9. # VARIABLE DESCRIPTIONS:
  10. # **********************
  11. # pclass      Passenger Class            upper/middle/lower
  12. # sex         Sex                        male/female
  13. # age         Age                        integer
  14. # sibsp       Siblings/Spouses Aboard    yes/no (ysibsp/nsibsp)
  15. # parch       Parents/Children Aboard    yes/no (yparch/nparch)
  16. # embarked    Port of Embarkation        (C = Cherbourg; Q = Queenstown; S = Southampton)
  17. # survival    Survival                   died/survived
  18.  
  19. my_data=[['lower', 'male', 22, 'ysibsp', 'nparch', 'S', 'died'], ['upper', 'female', 38, 'ysibsp', 'nparch', 'C', 'survived'], ['lower', 'female', 26, 'nsibsp', 'nparch', 'S', 'survived'], ['upper', 'female', 35, 'ysibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 35, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'Q', 'died'], ['upper', 'male', 54, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 2, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'female', 27, 'nsibsp', 'yparch', 'S', 'survived'], ['middle', 'female', 14, 'ysibsp', 'nparch', 'C', 'survived'], ['lower', 'female', 4, 'ysibsp', 'yparch', 'S', 'survived'], ['upper', 'female', 58, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 20, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 39, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'female', 14, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'female', 55, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 2, 'ysibsp', 'yparch', 'Q', 'died'], ['middle', 'male', 0, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 31, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'C', 'survived'], ['middle', 'male', 35, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 34, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 15, 'nsibsp', 'nparch', 'Q', 'survived'], ['upper', 'male', 28, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 8, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'female', 38, 'ysibsp', 'yparch', 'S', 'survived'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'C', 'died'], ['upper', 'male', 19, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'Q', 'survived'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 40, 'nsibsp', 'nparch', 'C', 'died'], ['upper', 'female', 0, 'ysibsp', 'nparch', 'C', 'survived'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'Q', 'survived'], ['middle', 'male', 66, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 28, 'ysibsp', 'nparch', 'C', 'died'], ['upper', 'male', 42, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'C', 'survived'], ['lower', 'male', 21, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 18, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'female', 14, 'ysibsp', 'nparch', 'C', 'survived'], ['lower', 'female', 40, 'ysibsp', 'nparch', 'S', 'died'], ['middle', 'female', 27, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'C', 'died'], ['middle', 'female', 3, 'ysibsp', 'yparch', 'C', 'survived'], ['lower', 'female', 19, 'nsibsp', 'nparch', 'Q', 'survived'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'ysibsp', 'nparch', 'Q', 'died'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'Q', 'survived'], ['lower', 'male', 0, 'ysibsp', 'nparch', 'C', 'died'], ['lower', 'female', 18, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 7, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 21, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'female', 49, 'ysibsp', 'nparch', 'C', 'survived'], ['middle', 'female', 29, 'ysibsp', 'nparch', 'S', 'survived'], ['upper', 'male', 65, 'nsibsp', 'yparch', 'C', 'died'], ['upper', 'male', 0, 'nsibsp', 'nparch', 'S', 'survived'], ['middle', 'female', 21, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 28, 'nsibsp', 'nparch', 'C', 'died'], ['middle', 'female', 5, 'ysibsp', 'yparch', 'S', 'survived'], ['lower', 'male', 11, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 22, 'nsibsp', 'nparch', 'C', 'died'], ['upper', 'female', 38, 'nsibsp', 'nparch', 'None', 'survived'], ['upper', 'male', 45, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 4, 'ysibsp', 'yparch', 'S', 'died'], ['upper', 'male', 0, 'nsibsp', 'nparch', 'C', 'died'], ['lower', 'male', 0, 'ysibsp', 'yparch', 'C', 'survived'], ['middle', 'female', 29, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 19, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 17, 'ysibsp', 'yparch', 'S', 'survived'], ['lower', 'male', 26, 'ysibsp', 'nparch', 'S', 'died'], ['middle', 'male', 32, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 16, 'ysibsp', 'yparch', 'S', 'died'], ['middle', 'male', 21, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 26, 'ysibsp', 'nparch', 'C', 'died'], ['lower', 'male', 32, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 25, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 0, 'nsibsp', 'yparch', 'S', 'survived'], ['lower', 'female', 30, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 22, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 29, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'Q', 'survived'], ['upper', 'male', 28, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'female', 17, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 33, 'ysibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 16, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'female', 23, 'ysibsp', 'yparch', 'S', 'survived'], ['lower', 'male', 24, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 29, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 20, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 46, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 26, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 59, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 71, 'nsibsp', 'nparch', 'C', 'died'], ['upper', 'male', 23, 'nsibsp', 'yparch', 'C', 'survived'], ['middle', 'female', 34, 'nsibsp', 'yparch', 'S', 'survived'], ['middle', 'male', 34, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'female', 28, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 21, 'nsibsp', 'yparch', 'S', 'died'], ['lower', 'male', 33, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 37, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 28, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 21, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 38, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'ysibsp', 'nparch', 'Q', 'survived'], ['upper', 'male', 47, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 14, 'ysibsp', 'nparch', 'C', 'died'], ['lower', 'male', 22, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 20, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'female', 17, 'nsibsp', 'nparch', 'C', 'died'], ['lower', 'male', 21, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 70, 'nsibsp', 'nparch', 'Q', 'died'], ['middle', 'male', 29, 'ysibsp', 'nparch', 'S', 'died'], ['upper', 'male', 24, 'nsibsp', 'yparch', 'C', 'died'], ['lower', 'female', 2, 'ysibsp', 'yparch', 'S', 'died'], ['middle', 'male', 21, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 32, 'ysibsp', 'nparch', 'C', 'died'], ['middle', 'female', 32, 'nsibsp', 'nparch', 'S', 'survived'], ['upper', 'male', 54, 'nsibsp', 'yparch', 'S', 'died'], ['lower', 'male', 12, 'ysibsp', 'nparch', 'C', 'survived'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'Q', 'died'], ['lower', 'male', 24, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 0, 'ysibsp', 'yparch', 'C', 'survived'], ['lower', 'male', 45, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 33, 'nsibsp', 'nparch', 'C', 'died'], ['lower', 'male', 20, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 47, 'ysibsp', 'nparch', 'S', 'died'], ['middle', 'female', 29, 'ysibsp', 'nparch', 'S', 'survived'], ['middle', 'male', 25, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 23, 'nsibsp', 'nparch', 'C', 'died'], ['upper', 'female', 19, 'nsibsp', 'yparch', 'S', 'survived'], ['upper', 'male', 37, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 16, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 24, 'nsibsp', 'nparch', 'C', 'died'], ['lower', 'female', 0, 'nsibsp', 'yparch', 'C', 'died'], ['lower', 'female', 22, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 24, 'ysibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 19, 'nsibsp', 'nparch', 'Q', 'died'], ['middle', 'male', 18, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 19, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 27, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 9, 'ysibsp', 'yparch', 'S', 'died'], ['middle', 'male', 36, 'nsibsp', 'yparch', 'S', 'died'], ['middle', 'male', 42, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 51, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'female', 22, 'ysibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 55, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 40, 'nsibsp', 'yparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 51, 'nsibsp', 'yparch', 'C', 'died'], ['lower', 'female', 16, 'nsibsp', 'nparch', 'Q', 'survived'], ['lower', 'male', 30, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 44, 'nsibsp', 'yparch', 'S', 'died'], ['middle', 'female', 40, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 26, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 17, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 1, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 9, 'nsibsp', 'yparch', 'S', 'survived'], ['upper', 'female', 0, 'nsibsp', 'yparch', 'S', 'survived'], ['lower', 'female', 45, 'ysibsp', 'yparch', 'S', 'died'], ['upper', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 28, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 61, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 4, 'ysibsp', 'yparch', 'Q', 'died'], ['lower', 'female', 1, 'ysibsp', 'yparch', 'S', 'survived'], ['lower', 'male', 21, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 56, 'nsibsp', 'nparch', 'C', 'died'], ['lower', 'male', 18, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 0, 'ysibsp', 'yparch', 'S', 'died'], ['upper', 'female', 50, 'nsibsp', 'nparch', 'C', 'died'], ['middle', 'male', 30, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 36, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'ysibsp', 'yparch', 'S', 'died'], ['middle', 'male', 0, 'nsibsp', 'nparch', 'C', 'died'], ['lower', 'male', 9, 'ysibsp', 'yparch', 'S', 'died'], ['middle', 'male', 1, 'ysibsp', 'yparch', 'S', 'survived'], ['lower', 'female', 4, 'nsibsp', 'yparch', 'S', 'survived'], ['upper', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'ysibsp', 'nparch', 'Q', 'survived'], ['upper', 'male', 45, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 40, 'ysibsp', 'yparch', 'Q', 'died'], ['lower', 'male', 36, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'female', 32, 'nsibsp', 'nparch', 'S', 'survived'], ['middle', 'male', 19, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 19, 'ysibsp', 'nparch', 'S', 'survived'], ['middle', 'male', 3, 'ysibsp', 'yparch', 'S', 'survived'], ['upper', 'female', 44, 'nsibsp', 'nparch', 'C', 'survived'], ['upper', 'female', 58, 'nsibsp', 'nparch', 'C', 'survived'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'Q', 'died'], ['lower', 'male', 42, 'nsibsp', 'yparch', 'S', 'died'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'Q', 'survived'], ['middle', 'female', 24, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 28, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 34, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 45, 'nsibsp', 'nparch', 'C', 'died'], ['lower', 'male', 18, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'female', 2, 'nsibsp', 'yparch', 'S', 'died'], ['lower', 'male', 32, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 26, 'nsibsp', 'nparch', 'C', 'survived'], ['lower', 'female', 16, 'nsibsp', 'nparch', 'Q', 'survived'], ['upper', 'male', 40, 'nsibsp', 'nparch', 'C', 'survived'], ['lower', 'male', 24, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'female', 35, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 22, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 30, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'ysibsp', 'nparch', 'Q', 'died'], ['upper', 'female', 31, 'ysibsp', 'nparch', 'C', 'survived'], ['lower', 'female', 27, 'nsibsp', 'nparch', 'S', 'survived'], ['middle', 'male', 42, 'ysibsp', 'nparch', 'S', 'died'], ['upper', 'female', 32, 'nsibsp', 'nparch', 'C', 'survived'], ['middle', 'male', 30, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 16, 'nsibsp', 'nparch', 'S', 'survived'], ['middle', 'male', 27, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 51, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['upper', 'male', 38, 'ysibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 22, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 19, 'nsibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 20, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 18, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'ysibsp', 'yparch', 'S', 'died'], ['upper', 'female', 35, 'ysibsp', 'nparch', 'S', 'survived'], ['lower', 'male', 29, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 59, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 5, 'ysibsp', 'yparch', 'S', 'survived'], ['middle', 'male', 24, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 44, 'ysibsp', 'nparch', 'S', 'died'], ['middle', 'female', 8, 'nsibsp', 'yparch', 'S', 'survived'], ['middle', 'male', 19, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'male', 33, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'ysibsp', 'nparch', 'C', 'died'], ['lower', 'female', 0, 'ysibsp', 'nparch', 'Q', 'survived'], ['middle', 'male', 29, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 22, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 30, 'nsibsp', 'nparch', 'C', 'died'], ['upper', 'male', 44, 'ysibsp', 'nparch', 'Q', 'died'], ['lower', 'female', 25, 'nsibsp', 'nparch', 'S', 'died'], ['middle', 'female', 24, 'nsibsp', 'yparch', 'S', 'survived'], ['upper', 'male', 37, 'ysibsp', 'yparch', 'S', 'survived'], ['middle', 'male', 54, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 29, 'ysibsp', 'yparch', 'S', 'died'], ['upper', 'male', 62, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 30, 'ysibsp', 'nparch', 'S', 'died'], ['lower', 'female', 41, 'nsibsp', 'yparch', 'S', 'died'], ['lower', 'female', 29, 'nsibsp', 'yparch', 'C', 'survived'], ['upper', 'female', 0, 'nsibsp', 'nparch', 'C', 'survived'], ['upper', 'female', 30, 'nsibsp', 'nparch', 'S', 'survived'], ['upper', 'female', 35, 'nsibsp', 'nparch', 'C', 'survived'], ['middle', 'female', 50, 'nsibsp', 'yparch', 'S', 'survived'], ['lower', 'male', 0, 'nsibsp', 'nparch', 'Q', 'died'], ['lower', 'male', 3, 'ysibsp', 'yparch', 'S', 'survived'], ['upper', 'male', 52, 'ysibsp', 'yparch', 'S', 'died'], ['upper', 'male', 40, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'female', 0, 'nsibsp', 'nparch', 'Q', 'died'], ['middle', 'male', 36, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 16, 'ysibsp', 'yparch', 'S', 'died'], ['lower', 'male', 25, 'ysibsp', 'nparch', 'S', 'survived'], ['upper', 'female', 58, 'nsibsp', 'yparch', 'S', 'survived'], ['upper', 'female', 35, 'nsibsp', 'nparch', 'S', 'survived'], ['upper', 'male', 0, 'nsibsp', 'nparch', 'S', 'died'], ['lower', 'male', 25, 'nsibsp', 'nparch', 'S', 'survived'], ['middle', 'female', 41, 'nsibsp', 'yparch', 'S', 'survived'], ['upper', 'male', 37, 'nsibsp', 'yparch', 'C', 'died'], ['lower', 'female', 0, 'nsibsp', 'nparch', 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