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base.py
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51 lines (45 loc) · 1.15 KB
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class LoadDataset:
DATASET_PATH = "./datasets"
DATASET_NAME = ""
horizons_map = {
"Yearly": 6,
"Quarterly": 8,
"Monthly": 18,
"Daily": 30,
"Hourly": 48, # Assuming a horizon of 48 hours
"15T": 96, # Assuming a horizon of 96 periods (24 hours)
"10M": 144 # Assuming a horizon of 24 hours
}
frequency_map = {
"Yearly": 1,
"Quarterly": 4,
"Monthly": 12,
"Daily": 365,
"Hourly": 24 * 365,
"15T": 4 * 24 * 365,
"10M": 6 * 24 * 365
}
context_length = {
"Yearly": 8,
"Quarterly": 10,
"Monthly": 24,
"Daily": 30,
"Hourly": 48,
"15T": 96,
"10M": 144
}
frequency_pd = {
"Yearly": "Y",
"Quarterly": "Q",
"Monthly": "M",
"Daily": "D",
"Hourly": "H",
"15T": "15T",
"10M": "10T" # 10-minute intervals are denoted as '10T' in pandas
}
data_group = [*horizons_map]
frequency = [*frequency_map.values()]
horizons = [*horizons_map.values()]
@classmethod
def load_data(cls, group):
pass