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helper functions for the cohorts analysis
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def generate_dummy_names(adj,sub,number_names=10): | |
""" | |
function generates random name combinations of the provided adjectives and subjects | |
>>> name_generator(adj=['cool','strong'],sub=['harry','kate'],number_names=3) | |
['cool_harry', 'strong_kate', 'strong_harry', 'cool_kate'] | |
""" | |
if number_names > len(adj)*len(sub): | |
raise ValueError(f""" | |
Can at most genereate {len(adj)*len(sub) -1} names, increase adj or sub to allow for more names | |
""") | |
res = set() | |
while len(res) < number_names: | |
new_name = f'{np.random.choice(adj)}_{np.random.choice(sub)}' | |
res = res | set([new_name]) | |
return list(res) | |
def generate_dummy_order_id(size=16, chars=list(string.ascii_uppercase + string.digits)): | |
""" | |
function generates random order ids | |
>>> generate_order_id() | |
'0BHSIX003CJKMH2A' | |
""" | |
return ''.join(np.random.choice(chars) for _ in range(size)) | |
def fortmat_quarter(x): | |
""" | |
function turns a datetime into a string representation of the corresponding quarter: | |
>>> fortmat_quarter(datetime.datetime(2018,1,3)) | |
'2018-Q1' | |
>>> fortmat_quarter(datetime.datetime(2019,5,3)) | |
'2019-Q2' | |
""" | |
quarter = (x.month-1)//3 + 1 | |
return str(x.year)+'-Q'+str(quarter) |
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