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Feat/add australian tourism dataset (#1141)
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* add australian tourism dataset CSV

* add Australian tourism dataset
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@hrzn
hrzn authored Aug 11, 2022
1 parent a93296b commit 334f1a1
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25 changes: 25 additions & 0 deletions darts/datasets/__init__.py
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A few popular time series datasets
"""

from pathlib import Path
from typing import List

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)


class AustralianTourismDataset(DatasetLoaderCSV):
"""
A single multivariate TimeSeries, containing monthly tourism numbers over
36 months in Australia. The numbers are broken down per region
("NSW", "VIC", "QLD", "SA", "WA", "TAS", "NT"), reason ("Hol", "VFR", "Bus", "Oth"),
(region, reason) pairs, and (region, reason, <city>) tuples, where <city>
can be either "city" or "noncity".
This is an augmented version of the Australian tourism dataset available in [1]_,
where we pre-computed the groupings per region (not available in the original dataset).
"""

def __init__(self):
super().__init__(
metadata=DatasetLoaderMetadata(
"australian_tourism.csv",
uri=_DEFAULT_PATH + "/australian_tourism.csv",
hash="0d660d9eb9eb118afcceed54e0a0a9bf",
header_time=None,
format_time=None,
)
)


class EnergyDataset(DatasetLoaderCSV):
"""
Hourly energy dataset coming from [1]_.
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4 changes: 3 additions & 1 deletion darts/tests/datasets/test_dataset_loaders.py
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_DEFAULT_PATH,
AirPassengersDataset,
AusBeerDataset,
AustralianTourismDataset,
ElectricityDataset,
EnergyDataset,
ETTh1Dataset,
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datasets = [
AirPassengersDataset,
AusBeerDataset,
AustralianTourismDataset,
EnergyDataset,
HeartRateDataset,
IceCreamHeaterDataset,
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_DEFAULT_PATH_TEST = _DEFAULT_PATH + "/tests"

width_datasets = [1, 1, 28, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 7, 7, 7, 7, 370, 262]
width_datasets = [1, 1, 96, 28, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 7, 7, 7, 7, 370, 262]

wrong_hash_dataset = DatasetLoaderCSV(
metadata=DatasetLoaderMetadata(
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37 changes: 37 additions & 0 deletions datasets/australian_tourism.csv
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,Total,Hol,VFR,Bus,Oth,NSW - hol,VIC - hol,QLD - hol,SA - hol,WA - hol,TAS - hol,NT - hol,NSW - vfr,VIC - vfr,QLD - vfr,SA - vfr,WA - vfr,TAS - vfr,NT - vfr,NSW - bus,VIC - bus,QLD - bus,SA - bus,WA - bus,TAS - bus,NT - bus,NSW - oth,VIC - oth,QLD - oth,SA - oth,WA - oth,TAS - oth,NT - oth,NSW - hol - city,NSW - hol - noncity,VIC - hol - city,VIC - hol - noncity,QLD - hol - city,QLD - hol - noncity,SA - hol - city,SA - hol - noncity,WA - hol - city,WA - hol - noncity,TAS - hol - city,TAS - hol - noncity,NT - hol - city,NT - hol - noncity,NSW - vfr - city,NSW - vfr - noncity,VIC - vfr - city,VIC - vfr - noncity,QLD - vfr - city,QLD - vfr - noncity,SA - vfr - city,SA - vfr - noncity,WA - vfr - city,WA - vfr - noncity,TAS - vfr - city,TAS - vfr - noncity,NT - vfr - city,NT - vfr - noncity,NSW - bus - city,NSW - bus - noncity,VIC - bus - city,VIC - bus - noncity,QLD - bus - city,QLD - bus - noncity,SA - bus - city,SA - bus - noncity,WA - bus - city,WA - bus - noncity,TAS - bus - city,TAS - bus - noncity,NT - bus - city,NT - bus - noncity,NSW - oth - city,NSW - oth - noncity,VIC - oth - city,VIC - oth - noncity,QLD - oth - city,QLD - oth - noncity,SA - oth - city,SA - oth - noncity,WA - oth - city,WA - oth - noncity,TAS - oth - city,TAS - oth - noncity,NT - oth - city,NT - oth - noncity,NSW,VIC,QLD,SA,WA,TAS,NT
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25,66981,29457,23863,10010,3651,9191,5891,8054,2118,2478,1178,547,8799,4968,5328,1711,1940,664,453,2948,2001,2168,891,1337,346,319,963,787,797,354,552,118,80,1336,7855,1378,4513,3505,4549,394,1724,802,1676,345,833,247,300,2702,6097,2212,2756,2557,2771,832,879,1168,772,263,401,379,74,1386,1562,1296,705,726,1442,513,378,568,769,215,131,74,245,367,596,339,448,260,537,229,125,316,236,74,44,40,40,21901,13647,16347,5074,6307,2306,1399
26,73840,33643,23254,11998,4945,8525,4646,12995,1681,3869,351,1576,7892,3995,7068,1321,2057,349,572,3347,1899,3114,1142,1752,353,391,1179,522,1553,399,918,62,312,1456,7069,1376,3270,5062,7933,406,1275,823,3046,127,224,664,912,2029,5863,1786,2209,2327,4741,739,582,1172,885,113,236,254,318,1392,1955,1127,772,1098,2016,747,395,606,1146,169,184,202,189,281,898,153,369,683,870,245,154,241,677,38,24,126,186,20943,11062,24730,4543,8596,1115,2851
27,70217,29070,24212,10266,6669,8738,5145,9073,1875,2870,1108,261,8998,4543,5861,1722,1804,710,574,3009,1683,2254,755,2076,310,179,2175,600,1543,705,1265,98,283,1339,7399,1588,3557,4144,4929,614,1261,884,1986,418,690,116,145,2683,6315,2075,2468,2878,2983,982,740,1007,797,259,451,533,41,1213,1796,937,746,1076,1178,357,398,587,1489,172,138,72,107,282,1893,322,278,696,847,378,327,442,823,66,32,139,144,22920,11971,18731,5057,8015,2226,1297
28,85992,44043,28811,9084,4054,15026,10246,9844,2873,3569,2199,286,9836,6364,6838,2224,2297,1118,134,3568,1292,2150,606,918,302,248,1130,674,1125,397,462,172,94,1930,13096,2298,7948,4793,5051,698,2175,1122,2447,757,1442,180,106,2431,7405,2992,3372,3488,3350,1356,868,1281,1016,460,658,80,54,1212,2356,869,423,675,1475,301,305,279,639,182,120,82,166,459,671,298,376,660,465,266,131,357,105,76,96,86,8,29560,18576,19957,6100,7246,3791,762
29,59637,26719,19635,9161,4122,7812,4855,7551,2047,2887,741,826,6806,3863,4947,1114,1992,574,339,2927,1445,2208,475,1499,291,316,1388,485,1139,324,576,80,130,1067,6745,1550,3305,3107,4444,502,1545,936,1951,200,541,379,447,2004,4802,1653,2210,2462,2485,552,562,1213,779,273,301,152,187,1110,1817,850,595,942,1266,215,260,608,891,160,131,156,160,410,978,245,240,499,640,215,109,326,250,31,49,91,39,18933,10648,15845,3960,6954,1686,1611
30,66846,30947,19743,11000,5156,8128,4584,11262,1769,3121,624,1459,6841,3418,5132,1077,2212,474,589,3507,1748,2945,678,1379,260,483,1306,557,1536,451,647,54,605,1073,7055,1484,3100,3974,7288,546,1223,856,2265,126,498,690,769,2101,4740,1769,1649,2661,2471,574,503,1408,804,239,235,440,149,1633,1874,1125,623,1176,1769,363,315,475,904,140,120,332,151,404,902,269,288,822,714,174,277,226,421,37,17,196,409,19782,10307,20875,3975,7359,1412,3136
31,63392,26418,19954,11547,5473,7609,4960,8197,1939,2502,881,330,7468,3746,4883,1379,1981,391,106,3027,2112,3499,688,1654,291,276,1532,770,1620,615,725,103,108,1190,6419,1682,3278,3338,4859,603,1336,951,1551,335,546,110,220,2300,5168,1696,2050,2066,2817,633,746,1236,745,192,199,68,38,1318,1709,1177,935,914,2585,233,455,390,1264,178,113,144,132,691,841,462,308,789,831,388,227,340,385,50,53,49,59,19636,11588,18199,4621,6862,1666,820
32,82637,43601,26245,8712,4079,14418,10464,9766,2982,3356,2269,346,9687,5543,5763,1845,2172,792,443,2571,1257,2607,593,1204,274,206,1559,862,617,352,342,272,75,2010,12408,3364,7100,5049,4717,733,2249,1206,2150,763,1506,171,175,2927,6760,2326,3217,2756,3007,878,967,1302,870,310,482,86,357,1099,1472,642,615,1160,1447,293,300,254,950,124,150,71,135,899,660,525,337,167,450,176,176,203,139,36,236,50,25,28235,18126,18753,5772,7074,3607,1070
33,67523,30777,22948,10099,3699,9489,5489,7953,2373,2862,1792,819,8051,5192,5459,1392,1990,649,215,3151,1593,2399,829,1708,178,241,1131,672,785,434,427,169,81,1463,8026,1618,3871,3246,4707,622,1751,914,1948,757,1035,266,553,2484,5567,2700,2492,2601,2858,838,554,1037,953,333,316,162,53,1321,1830,951,642,762,1637,447,382,546,1162,85,93,123,118,395,736,299,373,469,316,239,195,193,234,84,85,29,52,21822,12946,16596,5028,6987,2788,1356
34,65938,30938,19751,11352,3897,8998,4055,10105,1443,4076,544,1717,6797,3587,5759,1048,1564,522,474,3462,2056,3129,665,1429,266,345,1116,523,1083,325,600,101,149,1264,7734,1139,2916,3266,6839,390,1053,946,3130,210,334,864,853,1835,4962,1768,1819,2213,3546,554,494,847,717,167,355,404,70,1553,1909,1233,823,1366,1763,364,301,540,889,137,129,157,188,376,740,296,227,204,879,183,142,387,213,33,68,77,72,20373,10221,20076,3481,7669,1433,2685
35,69544,31845,22758,10784,4157,9252,5288,9909,2162,3536,887,811,8079,4458,5695,1619,2178,331,398,3159,1888,2910,678,1477,281,391,1014,525,1267,332,750,104,165,1519,7733,1818,3470,4176,5733,551,1611,1228,2308,236,651,451,360,2501,5578,2055,2403,2223,3472,851,768,1241,937,133,198,160,238,1342,1817,1077,811,1313,1597,363,315,539,938,160,121,181,210,419,595,200,325,836,431,165,167,331,419,67,37,27,138,21504,12159,19781,4791,7941,1603,1765

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