MonaryParam ExampleΒΆ
A MonaryParam
represents a single column, i.e. a single field, in a set of
BSON documents. It contains three pieces of data: the name of the field it
represents, the type of the data stored in that field, and the values of the
field itself. For example, say you had a set of 12 documents that all contained
the field “count” with the values 1-12:
>>> import numpy as np
>>> count_field = "count"
>>> count_type = "int64"
>>> count_values = np.ma.masked_array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
If you wanted to make a MonaryParam that represented the field count
, you could:
>>> from monary import MonaryParam
>>> mp = MonaryParam(count_values, count_field, count_type)
Or, because some types can be determined by the type of the NumPy masked array, you could simply call:
>>> p = MonaryParam(count_values, count_field)
See also
If you wanted to represent a few different fields, you can create a set of
MonaryParams using lists. Say you have another field, month
, in your
set of 12 BSON documents:
>>> month_field = "month"
>>> month_type = "string:9"
>>> month_values = np.ma.masked_array(["january", "february", "march", "april", "may",
... "june", "july", "august", "september", "october",
... "november", "december"])
You can create multiple MonaryParams using from_lists
:
>>> fields = [count_field, month_field]
>>> types = [count_type, month_type]
>>> values = [count_values, month_values]
>>> params = MonaryParam.from_lists(values, fields, types)