import gzip
import csv
import tempfile
import random

from pathlib import Path

# We fucked up and used an unorder iterator to iterate on directories.
# Not reproducible...
# So here is the order of directories used during the generation of the RASTA dataset.
# This abomination allows us to reproduce the generation of the RASTA dataset...
ORDER_REPRO_RASTA = [
    (2010, 0, 3),
    (2010, 0, 41),
    (2010, 0, 42),
    (2010, 0, 39),
    (2010, 0, 11),
    (2010, 0, 43),
    (2010, 0, 0),
    (2010, 0, 1),
    (2010, 0, 12),
    (2010, 0, 9),
    (2010, 0, 6),
    (2010, 0, 2),
    (2010, 1, 3),
    (2010, 1, 22),
    (2010, 1, 0),
    (2010, 1, 1),
    (2010, 1, 2),
    (2010, 2, 0),
    (2010, 2, 1),
    (2010, 3, 3),
    (2010, 3, 7),
    (2010, 3, 0),
    (2010, 4, 3),
    (2010, 4, 13),
    (2010, 4, 14),
    (2010, 4, 0),
    (2010, 4, 10),
    (2010, 5, 0),
    (2010, 5, 1),
    (2010, 5, 2),
    (2010, 6, 0),
    (2010, 6, 1),
    (2011, 0, 3),
    (2011, 0, 4),
    (2011, 0, 25),
    (2011, 0, 33),
    (2011, 0, 37),
    (2011, 0, 26),
    (2011, 0, 28),
    (2011, 0, 13),
    (2011, 0, 14),
    (2011, 0, 24),
    (2011, 0, 7),
    (2011, 0, 15),
    (2011, 0, 8),
    (2011, 0, 18),
    (2011, 0, 27),
    (2011, 0, 22),
    (2011, 0, 29),
    (2011, 0, 34),
    (2011, 0, 35),
    (2011, 0, 21),
    (2011, 0, 41),
    (2011, 0, 16),
    (2011, 0, 42),
    (2011, 0, 44),
    (2011, 0, 39),
    (2011, 0, 11),
    (2011, 0, 45),
    (2011, 0, 32),
    (2011, 0, 38),
    (2011, 0, 48),
    (2011, 0, 43),
    (2011, 0, 23),
    (2011, 0, 31),
    (2011, 0, 40),
    (2011, 0, 0),
    (2011, 0, 1),
    (2011, 0, 20),
    (2011, 0, 17),
    (2011, 0, 30),
    (2011, 0, 12),
    (2011, 0, 9),
    (2011, 0, 6),
    (2011, 0, 10),
    (2011, 0, 19),
    (2011, 0, 5),
    (2011, 0, 36),
    (2011, 0, 2),
    (2011, 1, 3),
    (2011, 1, 4),
    (2011, 1, 25),
    (2011, 1, 33),
    (2011, 1, 37),
    (2011, 1, 26),
    (2011, 1, 28),
    (2011, 1, 13),
    (2011, 1, 14),
    (2011, 1, 24),
    (2011, 1, 7),
    (2011, 1, 15),
    (2011, 1, 8),
    (2011, 1, 18),
    (2011, 1, 27),
    (2011, 1, 22),
    (2011, 1, 29),
    (2011, 1, 34),
    (2011, 1, 35),
    (2011, 1, 21),
    (2011, 1, 16),
    (2011, 1, 42),
    (2011, 1, 11),
    (2011, 1, 45),
    (2011, 1, 32),
    (2011, 1, 43),
    (2011, 1, 23),
    (2011, 1, 31),
    (2011, 1, 40),
    (2011, 1, 0),
    (2011, 1, 1),
    (2011, 1, 20),
    (2011, 1, 17),
    (2011, 1, 30),
    (2011, 1, 12),
    (2011, 1, 9),
    (2011, 1, 6),
    (2011, 1, 10),
    (2011, 1, 19),
    (2011, 1, 5),
    (2011, 1, 36),
    (2011, 1, 2),
    (2011, 2, 3),
    (2011, 2, 4),
    (2011, 2, 25),
    (2011, 2, 26),
    (2011, 2, 28),
    (2011, 2, 13),
    (2011, 2, 14),
    (2011, 2, 24),
    (2011, 2, 7),
    (2011, 2, 15),
    (2011, 2, 8),
    (2011, 2, 18),
    (2011, 2, 22),
    (2011, 2, 35),
    (2011, 2, 21),
    (2011, 2, 16),
    (2011, 2, 11),
    (2011, 2, 32),
    (2011, 2, 23),
    (2011, 2, 31),
    (2011, 2, 40),
    (2011, 2, 0),
    (2011, 2, 1),
    (2011, 2, 20),
    (2011, 2, 17),
    (2011, 2, 12),
    (2011, 2, 9),
    (2011, 2, 10),
    (2011, 2, 19),
    (2011, 2, 5),
    (2011, 2, 2),
    (2011, 3, 3),
    (2011, 3, 4),
    (2011, 3, 13),
    (2011, 3, 14),
    (2011, 3, 24),
    (2011, 3, 7),
    (2011, 3, 15),
    (2011, 3, 8),
    (2011, 3, 18),
    (2011, 3, 22),
    (2011, 3, 34),
    (2011, 3, 21),
    (2011, 3, 16),
    (2011, 3, 11),
    (2011, 3, 31),
    (2011, 3, 0),
    (2011, 3, 1),
    (2011, 3, 20),
    (2011, 3, 17),
    (2011, 3, 30),
    (2011, 3, 12),
    (2011, 3, 6),
    (2011, 3, 10),
    (2011, 3, 19),
    (2011, 3, 5),
    (2011, 3, 2),
    (2011, 4, 3),
    (2011, 4, 4),
    (2011, 4, 25),
    (2011, 4, 33),
    (2011, 4, 26),
    (2011, 4, 13),
    (2011, 4, 14),
    (2011, 4, 7),
    (2011, 4, 15),
    (2011, 4, 8),
    (2011, 4, 18),
    (2011, 4, 27),
    (2011, 4, 29),
    (2011, 4, 21),
    (2011, 4, 44),
    (2011, 4, 11),
    (2011, 4, 23),
    (2011, 4, 0),
    (2011, 4, 1),
    (2011, 4, 20),
    (2011, 4, 17),
    (2011, 4, 12),
    (2011, 4, 6),
    (2011, 4, 10),
    (2011, 4, 19),
    (2011, 4, 2),
    (2011, 5, 3),
    (2011, 5, 4),
    (2011, 5, 24),
    (2011, 5, 8),
    (2011, 5, 16),
    (2011, 5, 11),
    (2011, 5, 0),
    (2011, 5, 1),
    (2011, 5, 20),
    (2011, 5, 12),
    (2011, 5, 6),
    (2011, 5, 10),
    (2011, 5, 5),
    (2011, 5, 2),
    (2011, 6, 3),
    (2011, 6, 4),
    (2011, 6, 13),
    (2011, 6, 22),
    (2011, 6, 0),
    (2011, 6, 1),
    (2011, 6, 20),
    (2011, 6, 17),
    (2011, 6, 9),
    (2011, 6, 6),
    (2011, 6, 5),
    (2011, 6, 2),
    (2011, 7, 0),
    (2011, 7, 1),
    (2012, 0, 3),
    (2012, 0, 4),
    (2012, 0, 25),
    (2012, 0, 33),
    (2012, 0, 37),
    (2012, 0, 26),
    (2012, 0, 28),
    (2012, 0, 13),
    (2012, 0, 14),
    (2012, 0, 24),
    (2012, 0, 7),
    (2012, 0, 15),
    (2012, 0, 8),
    (2012, 0, 18),
    (2012, 0, 27),
    (2012, 0, 22),
    (2012, 0, 29),
    (2012, 0, 34),
    (2012, 0, 35),
    (2012, 0, 21),
    (2012, 0, 41),
    (2012, 0, 16),
    (2012, 0, 42),
    (2012, 0, 46),
    (2012, 0, 44),
    (2012, 0, 39),
    (2012, 0, 11),
    (2012, 0, 45),
    (2012, 0, 32),
    (2012, 0, 38),
    (2012, 0, 48),
    (2012, 0, 43),
    (2012, 0, 23),
    (2012, 0, 31),
    (2012, 0, 40),
    (2012, 0, 0),
    (2012, 0, 1),
    (2012, 0, 20),
    (2012, 0, 17),
    (2012, 0, 30),
    (2012, 0, 12),
    (2012, 0, 9),
    (2012, 0, 6),
    (2012, 0, 10),
    (2012, 0, 19),
    (2012, 0, 5),
    (2012, 0, 36),
    (2012, 0, 2),
    (2012, 1, 3),
    (2012, 1, 4),
    (2012, 1, 25),
    (2012, 1, 33),
    (2012, 1, 37),
    (2012, 1, 26),
    (2012, 1, 28),
    (2012, 1, 13),
    (2012, 1, 14),
    (2012, 1, 24),
    (2012, 1, 7),
    (2012, 1, 15),
    (2012, 1, 8),
    (2012, 1, 18),
    (2012, 1, 27),
    (2012, 1, 22),
    (2012, 1, 29),
    (2012, 1, 34),
    (2012, 1, 35),
    (2012, 1, 21),
    (2012, 1, 41),
    (2012, 1, 16),
    (2012, 1, 42),
    (2012, 1, 44),
    (2012, 1, 39),
    (2012, 1, 11),
    (2012, 1, 32),
    (2012, 1, 38),
    (2012, 1, 43),
    (2012, 1, 23),
    (2012, 1, 31),
    (2012, 1, 40),
    (2012, 1, 0),
    (2012, 1, 1),
    (2012, 1, 20),
    (2012, 1, 17),
    (2012, 1, 30),
    (2012, 1, 12),
    (2012, 1, 9),
    (2012, 1, 6),
    (2012, 1, 10),
    (2012, 1, 19),
    (2012, 1, 5),
    (2012, 1, 36),
    (2012, 1, 2),
    (2012, 2, 3),
    (2012, 2, 4),
    (2012, 2, 25),
    (2012, 2, 33),
    (2012, 2, 37),
    (2012, 2, 26),
    (2012, 2, 28),
    (2012, 2, 13),
    (2012, 2, 14),
    (2012, 2, 24),
    (2012, 2, 7),
    (2012, 2, 15),
    (2012, 2, 8),
    (2012, 2, 18),
    (2012, 2, 27),
    (2012, 2, 22),
    (2012, 2, 29),
    (2012, 2, 34),
    (2012, 2, 35),
    (2012, 2, 21),
    (2012, 2, 41),
    (2012, 2, 16),
    (2012, 2, 42),
    (2012, 2, 39),
    (2012, 2, 11),
    (2012, 2, 32),
    (2012, 2, 38),
    (2012, 2, 23),
    (2012, 2, 31),
    (2012, 2, 0),
    (2012, 2, 1),
    (2012, 2, 20),
    (2012, 2, 17),
    (2012, 2, 30),
    (2012, 2, 12),
    (2012, 2, 9),
    (2012, 2, 6),
    (2012, 2, 10),
    (2012, 2, 19),
    (2012, 2, 5),
    (2012, 2, 36),
    (2012, 2, 2),
    (2012, 3, 3),
    (2012, 3, 4),
    (2012, 3, 25),
    (2012, 3, 33),
    (2012, 3, 37),
    (2012, 3, 26),
    (2012, 3, 28),
    (2012, 3, 13),
    (2012, 3, 14),
    (2012, 3, 24),
    (2012, 3, 7),
    (2012, 3, 15),
    (2012, 3, 8),
    (2012, 3, 18),
    (2012, 3, 27),
    (2012, 3, 22),
    (2012, 3, 29),
    (2012, 3, 34),
    (2012, 3, 35),
    (2012, 3, 21),
    (2012, 3, 16),
    (2012, 3, 11),
    (2012, 3, 32),
    (2012, 3, 23),
    (2012, 3, 31),
    (2012, 3, 0),
    (2012, 3, 1),
    (2012, 3, 20),
    (2012, 3, 17),
    (2012, 3, 30),
    (2012, 3, 12),
    (2012, 3, 9),
    (2012, 3, 6),
    (2012, 3, 10),
    (2012, 3, 19),
    (2012, 3, 5),
    (2012, 3, 36),
    (2012, 3, 2),
    (2012, 4, 3),
    (2012, 4, 4),
    (2012, 4, 25),
    (2012, 4, 33),
    (2012, 4, 37),
    (2012, 4, 26),
    (2012, 4, 28),
    (2012, 4, 13),
    (2012, 4, 14),
    (2012, 4, 24),
    (2012, 4, 7),
    (2012, 4, 15),
    (2012, 4, 8),
    (2012, 4, 18),
    (2012, 4, 27),
    (2012, 4, 22),
    (2012, 4, 29),
    (2012, 4, 34),
    (2012, 4, 35),
    (2012, 4, 21),
    (2012, 4, 16),
    (2012, 4, 11),
    (2012, 4, 32),
    (2012, 4, 23),
    (2012, 4, 31),
    (2012, 4, 0),
    (2012, 4, 1),
    (2012, 4, 20),
    (2012, 4, 17),
    (2012, 4, 30),
    (2012, 4, 12),
    (2012, 4, 9),
    (2012, 4, 6),
    (2012, 4, 10),
    (2012, 4, 19),
    (2012, 4, 5),
    (2012, 4, 36),
    (2012, 4, 2),
    (2012, 5, 3),
    (2012, 5, 4),
    (2012, 5, 25),
    (2012, 5, 33),
    (2012, 5, 37),
    (2012, 5, 26),
    (2012, 5, 28),
    (2012, 5, 13),
    (2012, 5, 14),
    (2012, 5, 24),
    (2012, 5, 7),
    (2012, 5, 15),
    (2012, 5, 8),
    (2012, 5, 18),
    (2012, 5, 27),
    (2012, 5, 22),
    (2012, 5, 29),
    (2012, 5, 34),
    (2012, 5, 35),
    (2012, 5, 21),
    (2012, 5, 16),
    (2012, 5, 11),
    (2012, 5, 32),
    (2012, 5, 23),
    (2012, 5, 31),
    (2012, 5, 0),
    (2012, 5, 1),
    (2012, 5, 20),
    (2012, 5, 17),
    (2012, 5, 30),
    (2012, 5, 12),
    (2012, 5, 9),
    (2012, 5, 6),
    (2012, 5, 10),
    (2012, 5, 19),
    (2012, 5, 5),
    (2012, 5, 2),
    (2012, 6, 3),
    (2012, 6, 4),
    (2012, 6, 25),
    (2012, 6, 33),
    (2012, 6, 26),
    (2012, 6, 28),
    (2012, 6, 13),
    (2012, 6, 14),
    (2012, 6, 24),
    (2012, 6, 7),
    (2012, 6, 15),
    (2012, 6, 8),
    (2012, 6, 18),
    (2012, 6, 27),
    (2012, 6, 22),
    (2012, 6, 29),
    (2012, 6, 34),
    (2012, 6, 35),
    (2012, 6, 21),
    (2012, 6, 16),
    (2012, 6, 11),
    (2012, 6, 32),
    (2012, 6, 23),
    (2012, 6, 31),
    (2012, 6, 0),
    (2012, 6, 1),
    (2012, 6, 20),
    (2012, 6, 17),
    (2012, 6, 30),
    (2012, 6, 12),
    (2012, 6, 9),
    (2012, 6, 6),
    (2012, 6, 10),
    (2012, 6, 19),
    (2012, 6, 5),
    (2012, 6, 36),
    (2012, 6, 2),
    (2012, 7, 3),
    (2012, 7, 4),
    (2012, 7, 25),
    (2012, 7, 33),
    (2012, 7, 26),
    (2012, 7, 28),
    (2012, 7, 13),
    (2012, 7, 14),
    (2012, 7, 24),
    (2012, 7, 7),
    (2012, 7, 15),
    (2012, 7, 8),
    (2012, 7, 18),
    (2012, 7, 27),
    (2012, 7, 22),
    (2012, 7, 29),
    (2012, 7, 34),
    (2012, 7, 21),
    (2012, 7, 16),
    (2012, 7, 11),
    (2012, 7, 32),
    (2012, 7, 23),
    (2012, 7, 31),
    (2012, 7, 0),
    (2012, 7, 1),
    (2012, 7, 20),
    (2012, 7, 17),
    (2012, 7, 30),
    (2012, 7, 12),
    (2012, 7, 9),
    (2012, 7, 6),
    (2012, 7, 10),
    (2012, 7, 19),
    (2012, 7, 5),
    (2012, 7, 2),
    (2012, 8, 3),
    (2012, 8, 4),
    (2012, 8, 25),
    (2012, 8, 26),
    (2012, 8, 13),
    (2012, 8, 14),
    (2012, 8, 24),
    (2012, 8, 7),
    (2012, 8, 15),
    (2012, 8, 8),
    (2012, 8, 18),
    (2012, 8, 27),
    (2012, 8, 22),
    (2012, 8, 29),
    (2012, 8, 21),
    (2012, 8, 16),
    (2012, 8, 11),
    (2012, 8, 23),
    (2012, 8, 0),
    (2012, 8, 1),
    (2012, 8, 20),
    (2012, 8, 17),
    (2012, 8, 30),
    (2012, 8, 12),
    (2012, 8, 9),
    (2012, 8, 6),
    (2012, 8, 10),
    (2012, 8, 19),
    (2012, 8, 5),
    (2012, 8, 2),
    (2012, 9, 0),
    (2013, 0, 3),
    (2013, 0, 4),
    (2013, 0, 25),
    (2013, 0, 33),
    (2013, 0, 37),
    (2013, 0, 26),
    (2013, 0, 28),
    (2013, 0, 13),
    (2013, 0, 14),
    (2013, 0, 24),
    (2013, 0, 7),
    (2013, 0, 15),
    (2013, 0, 8),
    (2013, 0, 18),
    (2013, 0, 27),
    (2013, 0, 22),
    (2013, 0, 29),
    (2013, 0, 34),
    (2013, 0, 35),
    (2013, 0, 21),
    (2013, 0, 41),
    (2013, 0, 16),
    (2013, 0, 42),
    (2013, 0, 46),
    (2013, 0, 44),
    (2013, 0, 39),
    (2013, 0, 11),
    (2013, 0, 45),
    (2013, 0, 32),
    (2013, 0, 38),
    (2013, 0, 48),
    (2013, 0, 43),
    (2013, 0, 23),
    (2013, 0, 31),
    (2013, 0, 40),
    (2013, 0, 0),
    (2013, 0, 1),
    (2013, 0, 20),
    (2013, 0, 17),
    (2013, 0, 30),
    (2013, 0, 12),
    (2013, 0, 9),
    (2013, 0, 6),
    (2013, 0, 10),
    (2013, 0, 19),
    (2013, 0, 5),
    (2013, 0, 36),
    (2013, 0, 2),
    (2013, 0, 47),
    (2013, 1, 3),
    (2013, 1, 4),
    (2013, 1, 25),
    (2013, 1, 33),
    (2013, 1, 37),
    (2013, 1, 26),
    (2013, 1, 28),
    (2013, 1, 13),
    (2013, 1, 14),
    (2013, 1, 24),
    (2013, 1, 7),
    (2013, 1, 15),
    (2013, 1, 8),
    (2013, 1, 18),
    (2013, 1, 27),
    (2013, 1, 22),
    (2013, 1, 29),
    (2013, 1, 34),
    (2013, 1, 35),
    (2013, 1, 21),
    (2013, 1, 41),
    (2013, 1, 16),
    (2013, 1, 42),
    (2013, 1, 44),
    (2013, 1, 39),
    (2013, 1, 11),
    (2013, 1, 45),
    (2013, 1, 32),
    (2013, 1, 38),
    (2013, 1, 48),
    (2013, 1, 43),
    (2013, 1, 23),
    (2013, 1, 50),
    (2013, 1, 31),
    (2013, 1, 40),
    (2013, 1, 0),
    (2013, 1, 1),
    (2013, 1, 20),
    (2013, 1, 17),
    (2013, 1, 30),
    (2013, 1, 12),
    (2013, 1, 9),
    (2013, 1, 6),
    (2013, 1, 10),
    (2013, 1, 19),
    (2013, 1, 5),
    (2013, 1, 36),
    (2013, 1, 2),
    (2013, 2, 3),
    (2013, 2, 4),
    (2013, 2, 25),
    (2013, 2, 33),
    (2013, 2, 37),
    (2013, 2, 26),
    (2013, 2, 28),
    (2013, 2, 13),
    (2013, 2, 14),
    (2013, 2, 24),
    (2013, 2, 7),
    (2013, 2, 15),
    (2013, 2, 8),
    (2013, 2, 18),
    (2013, 2, 27),
    (2013, 2, 22),
    (2013, 2, 29),
    (2013, 2, 34),
    (2013, 2, 35),
    (2013, 2, 21),
    (2013, 2, 41),
    (2013, 2, 16),
    (2013, 2, 42),
    (2013, 2, 39),
    (2013, 2, 11),
    (2013, 2, 32),
    (2013, 2, 38),
    (2013, 2, 23),
    (2013, 2, 31),
    (2013, 2, 40),
    (2013, 2, 0),
    (2013, 2, 1),
    (2013, 2, 20),
    (2013, 2, 17),
    (2013, 2, 30),
    (2013, 2, 12),
    (2013, 2, 9),
    (2013, 2, 6),
    (2013, 2, 10),
    (2013, 2, 19),
    (2013, 2, 5),
    (2013, 2, 36),
    (2013, 2, 2),
    (2013, 3, 3),
    (2013, 3, 4),
    (2013, 3, 25),
    (2013, 3, 33),
    (2013, 3, 37),
    (2013, 3, 26),
    (2013, 3, 28),
    (2013, 3, 13),
    (2013, 3, 14),
    (2013, 3, 24),
    (2013, 3, 7),
    (2013, 3, 15),
    (2013, 3, 8),
    (2013, 3, 18),
    (2013, 3, 27),
    (2013, 3, 22),
    (2013, 3, 29),
    (2013, 3, 34),
    (2013, 3, 35),
    (2013, 3, 21),
    (2013, 3, 16),
    (2013, 3, 39),
    (2013, 3, 11),
    (2013, 3, 32),
    (2013, 3, 38),
    (2013, 3, 23),
    (2013, 3, 31),
    (2013, 3, 0),
    (2013, 3, 1),
    (2013, 3, 20),
    (2013, 3, 17),
    (2013, 3, 30),
    (2013, 3, 12),
    (2013, 3, 9),
    (2013, 3, 6),
    (2013, 3, 10),
    (2013, 3, 19),
    (2013, 3, 5),
    (2013, 3, 36),
    (2013, 3, 2),
    (2013, 4, 3),
    (2013, 4, 4),
    (2013, 4, 25),
    (2013, 4, 33),
    (2013, 4, 37),
    (2013, 4, 26),
    (2013, 4, 28),
    (2013, 4, 13),
    (2013, 4, 14),
    (2013, 4, 24),
    (2013, 4, 7),
    (2013, 4, 15),
    (2013, 4, 8),
    (2013, 4, 18),
    (2013, 4, 27),
    (2013, 4, 22),
    (2013, 4, 29),
    (2013, 4, 34),
    (2013, 4, 35),
    (2013, 4, 21),
    (2013, 4, 16),
    (2013, 4, 42),
    (2013, 4, 39),
    (2013, 4, 11),
    (2013, 4, 32),
    (2013, 4, 38),
    (2013, 4, 23),
    (2013, 4, 31),
    (2013, 4, 0),
    (2013, 4, 1),
    (2013, 4, 20),
    (2013, 4, 17),
    (2013, 4, 30),
    (2013, 4, 12),
    (2013, 4, 9),
    (2013, 4, 6),
    (2013, 4, 10),
    (2013, 4, 19),
    (2013, 4, 5),
    (2013, 4, 36),
    (2013, 4, 2),
    (2013, 5, 3),
    (2013, 5, 4),
    (2013, 5, 25),
    (2013, 5, 33),
    (2013, 5, 37),
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    (2014, 1, 44),
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    (2014, 1, 32),
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    (2015, 2, 26),
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    (2015, 2, 43),
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    (2015, 3, 33),
    (2015, 3, 37),
    (2015, 3, 26),
    (2015, 3, 28),
    (2015, 3, 13),
    (2015, 3, 14),
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    (2015, 3, 7),
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    (2015, 3, 27),
    (2015, 3, 22),
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    (2015, 4, 6),
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    (2023, 4, 11),
    (2023, 4, 23),
    (2023, 4, 0),
    (2023, 4, 1),
    (2023, 4, 30),
    (2023, 4, 9),
    (2023, 4, 6),
    (2023, 4, 5),
    (2023, 4, 2),
    (2023, 5, 3),
    (2023, 5, 4),
    (2023, 5, 13),
    (2023, 5, 14),
    (2023, 5, 7),
    (2023, 5, 15),
    (2023, 5, 8),
    (2023, 5, 18),
    (2023, 5, 22),
    (2023, 5, 11),
    (2023, 5, 0),
    (2023, 5, 1),
    (2023, 5, 12),
    (2023, 5, 9),
    (2023, 5, 6),
    (2023, 5, 10),
    (2023, 5, 5),
    (2023, 5, 2),
    (2023, 6, 3),
    (2023, 6, 4),
    (2023, 6, 14),
    (2023, 6, 7),
    (2023, 6, 8),
    (2023, 6, 11),
    (2023, 6, 0),
    (2023, 6, 1),
    (2023, 6, 12),
    (2023, 6, 9),
    (2023, 6, 6),
    (2023, 6, 10),
    (2023, 6, 5),
    (2023, 6, 2),
    (2023, 7, 3),
    (2023, 7, 4),
    (2023, 7, 13),
    (2023, 7, 7),
    (2023, 7, 11),
    (2023, 7, 0),
    (2023, 7, 1),
    (2023, 7, 17),
    (2023, 7, 12),
    (2023, 7, 9),
    (2023, 7, 6),
    (2023, 7, 10),
    (2023, 7, 5),
    (2023, 7, 2),
    (2023, 8, 3),
    (2023, 8, 4),
    (2023, 8, 13),
    (2023, 8, 7),
    (2023, 8, 8),
    (2023, 8, 18),
    (2023, 8, 11),
    (2023, 8, 0),
    (2023, 8, 1),
    (2023, 8, 12),
    (2023, 8, 9),
    (2023, 8, 6),
    (2023, 8, 5),
    (2023, 8, 36),
    (2023, 8, 2),
    (2023, 9, 3),
    (2023, 9, 4),
    (2023, 9, 7),
    (2023, 9, 8),
    (2023, 9, 11),
    (2023, 9, 0),
    (2023, 9, 1),
    (2023, 9, 12),
    (2023, 9, 9),
    (2023, 9, 6),
    (2023, 9, 10),
    (2023, 9, 5),
    (2023, 9, 2),
]

ORDER_REPRO_RASTA_DICT: dict[int, dict[int, list[int]]] = {}
for y, s, vt in ORDER_REPRO_RASTA:
    if y not in ORDER_REPRO_RASTA_DICT:
        ORDER_REPRO_RASTA_DICT[y] = {}
    if s not in ORDER_REPRO_RASTA_DICT[y]:
        ORDER_REPRO_RASTA_DICT[y][s] = []
    ORDER_REPRO_RASTA_DICT[y][s].append(vt)


def REPRO_RASTA_ORDER(path: Path) -> int:
    """Return a numerical value to order a (year, decile, vt) uplet
    as used when sampling the RASTA dataset. (Path.iterdir is not
    reproducible 😬)
    """
    year = int(path.parent.parent.name)
    decile = int(path.parent.name)
    vt = int(path.name)
    l = ORDER_REPRO_RASTA_DICT.get(year, {}).get(decile, [])
    if vt not in l:
        return 10000 + vt
    else:
        return l.index(vt)


def fix_sizes(
    latest_csv_gz: Path, year_and_sdk_csv_gz: Path, year_and_sdk_fixed_size_csv_gz: Path
):
    """Generate a new csv.gz at year_and_sdk_fixed_size_csv_gz from latest.csv.gz
    and year_and_sdk.csv.gz to get an apk size as precize as possible.
    """
    sizes = {}
    with gzip.open(latest_csv_gz, mode="rt", encoding="utf-8") as file:
        reader = csv.DictReader(file)
        for row in reader:
            sizes[row["sha256"]] = row["apk_size"]

    with gzip.open(  # type: ignore[assignment]
        year_and_sdk_csv_gz, mode="rt", encoding="utf-8"
    ) as f_in, gzip.open(
        year_and_sdk_fixed_size_csv_gz, mode="wt", encoding="utf-8"
    ) as f_out:
        reader = csv.DictReader(f_in)
        writer = csv.DictWriter(
            f_out,
            fieldnames=[
                "sha256",
                "first_seen_year",
                "size",
                "vt_detection",
                "min_sdk",
                "max_sdk",
                "target_sdk",
            ],
        )
        writer.writeheader()
        missing = 0
        for row in reader:
            if row["sha256"] in sizes:
                size: str = sizes[row["sha256"]]
            else:
                missing += 1
                # print(f"{row['sha256']} not found in latest.csv.gz, estimate it")
                size = str(int(row["size_mb"]) * 1024 * 1024)  # todo: 1024 or 1000?
            new_row = {
                "sha256": row["sha256"],
                "first_seen_year": row["first_seen_year"],
                "size": size,
                "vt_detection": row["vt_detection"],
                "min_sdk": row["min_sdk"],
                "max_sdk": row["max_sdk"],
                "target_sdk": row["target_sdk"],
            }
            writer.writerow(new_row)


def compute_buckets(
    year_and_sdk_fixed_size_csv_gz: Path, exclution: float, nb_bucket: int
) -> list[tuple[int, int]]:
    """Compute the apk size decile"""
    sizes: list[int] = []
    with gzip.open(year_and_sdk_fixed_size_csv_gz, mode="rt", encoding="utf-8") as file:
        reader = csv.DictReader(file)
        for row in reader:
            sizes.append(int(row["size"]))
    sizes.sort()

    N = len(sizes)
    buckets = []
    for i in range(nb_bucket):
        min_i_per = exclution + ((1.0 - exclution * 2) / nb_bucket) * i
        max_i_per = exclution + ((1.0 - exclution * 2) / nb_bucket) * (i + 1)
        min_i = int(N * min_i_per)
        max_i = int(N * max_i_per) - 1
        # print(f"{min_i_per=}, {max_i_per=}")
        # print(f"{min_i=}, {max_i=}")
        # print(f"{sample[min_i]} - {sample[max_i]}")
        buckets.append((sizes[min_i], sizes[max_i]))
    return buckets


def create_file_buckets(
    buckets_path: Path,
    year_and_sdk_fixed_size_csv_gz: Path,
    exclution: float,
    nb_bucket: int,
):
    buckets = compute_buckets(
        year_and_sdk_fixed_size_csv_gz, exclution=exclution, nb_bucket=nb_bucket
    )

    with gzip.open(  # type: ignore[assignment]
        year_and_sdk_fixed_size_csv_gz, mode="rt", encoding="utf-8"
    ) as file:
        reader = csv.DictReader(file)
        for row in reader:
            buck = None
            for i, (m, M) in enumerate(buckets):
                if m <= int(row["size"]) < M:
                    buck = i
            if buck is None:
                buck = 100
                # print(
                #    f"Error for {row['sha256']}, size {row['size']} not in bucket, default to last bucket {buck}"
                # )
            path = (
                buckets_path / row["first_seen_year"] / str(buck) / row["vt_detection"]
            )
            path.mkdir(parents=True, exist_ok=True)
            with (path / "sha256s").open("a") as f:
                f.write(f"{row['sha256']}\n")


def gen_dataset(
    latest_csv_gz: Path,
    year_and_sdk_csv_gz: Path,
    path_dataset: Path,
    nb_sub_dataset: int = 10,
    nb_apk_by_bucket_by_subset: int = 50,
    proportion_malware: float = 0.07,
    vt_threshold: int = 5,
    nb_bucket: int = 10,
    exclution: float = 0.01,
    min_year: int = 2010,
    max_year: int = 2023,
    random_seed: int = 1234567890,
):
    random.seed(random_seed)
    year_and_sdk_fixed_size_csv_gz = (
        year_and_sdk_csv_gz.parent / "year_and_sdk_fixed_size.csv.gz"
    )
    path_dataset.mkdir(exist_ok=True)
    if not year_and_sdk_fixed_size_csv_gz.exists():
        fix_sizes(latest_csv_gz, year_and_sdk_csv_gz, year_and_sdk_fixed_size_csv_gz)
    nb_malware_by_bucket_by_subset = int(
        nb_apk_by_bucket_by_subset * proportion_malware
    )
    nb_goodware_by_bucket_by_subset = (
        nb_apk_by_bucket_by_subset - nb_malware_by_bucket_by_subset
    )
    with tempfile.TemporaryDirectory() as tmpdirname_s:
        tmpdirname = Path(tmpdirname_s)
        buckets_path = tmpdirname / "buckets"
        create_file_buckets(
            buckets_path,
            year_and_sdk_fixed_size_csv_gz,
            exclution=exclution,
            nb_bucket=nb_bucket,
        )
        for year_i in range(min_year, max_year + 1):
            year = str(year_i)
            for size_buck in range(nb_bucket):
                # GOODWARE (vt_detection = "0")
                path_goodware = buckets_path / year / str(size_buck) / "0" / "sha256s"
                if path_goodware.exists():
                    with path_goodware.open("r") as file:
                        goodware = file.readlines()
                else:
                    goodware = []
                nb_goodware = min(
                    len(goodware), nb_sub_dataset * nb_goodware_by_bucket_by_subset
                )
                sampled_goodware = random.sample(goodware, nb_goodware)
                for j in range(nb_sub_dataset):
                    i_min = j * nb_goodware_by_bucket_by_subset
                    i_max = min(
                        len(sampled_goodware), (j + 1) * nb_goodware_by_bucket_by_subset
                    )
                    data_set_sampled_goodwares = sampled_goodware[i_min:i_max]
                    with (path_dataset / f"set{j}").open("a") as file:
                        for line in data_set_sampled_goodwares:
                            file.write(line)
                sampled_goodware.clear()

                # MALWARE ((vt_detection > 5)
                path_buck = buckets_path / year / str(size_buck)
                malware = []
                if path_buck.exists():
                    dir_list = list(path_buck.iterdir())
                    dir_list.sort(key=REPRO_RASTA_ORDER)
                    for path_vt in dir_list:
                        if int(path_vt.name) < vt_threshold:
                            continue
                        with (path_vt / "sha256s").open("r") as file:
                            malware.extend(file.readlines())
                nb_malware = min(
                    len(malware), nb_sub_dataset * nb_malware_by_bucket_by_subset
                )
                sampled_malware = random.sample(malware, nb_malware)
                for j in range(nb_sub_dataset):
                    i_min = j * nb_malware_by_bucket_by_subset
                    i_max = min(
                        len(sampled_malware), (j + 1) * nb_malware_by_bucket_by_subset
                    )
                    data_set_sampled_malwares = sampled_malware[i_min:i_max]
                    with (path_dataset / f"set{j}").open("a") as file:
                        for line in data_set_sampled_malwares:
                            file.write(line)
                sampled_malware.clear()