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ModelGroup and ModelGroupMember
These two classes are designed to be used in models that are considered as model groups, i.e. models that are to be run
multiple times, each time on different subsets of one dataset.
A model group is defined by the following:
- There must be a dataset whose one attribute defines the names of the group members.
These names must be unique within the dataset.
We will call this dataset and its attribute grouping dataset and grouping attribute respectively.
Values of the unique identifier of the grouping dataset will be called member codes.
- A dataset that is going to be subset for running the model member on must contain an attribute whose values
represent the member codes. We will call this attribute agents grouping attribute.
Example: Suppose we would like to run a model on a 'job' dataset, subset according to its building type. Then
our grouping dataset, say 'job_building_type', can contain the following data:
id name
1 'commercial'
2 'industrial'
3 'residential'
The attribute 'name' is our grouping attribute, values of the 'id' attribute are member codes.
The dataset 'job' contains an attribute, say 'building_type' that has
value 1 for all commercial jobs, 2 for all industrial and 3 for all residential jobs. 'building_type' is then the
agents grouping attribute.
The class ModelGroup is initialized by
- dataset
- - Object of class Dataset that is the grouping dataset.
- grouping_attribute
- - Name of the grouping attribute.
The class offers useful methods for accessing member names and codes of this group.
The class ModelGroupMember is initialized by
- model_group
- - An object of class ModelGroup.
- member_name
- - Name of this specific member. It must be contained in the grouping attribute of 'model_group'.
A model that uses this class should use the method set_agents_grouping_attribute(attribute) to set
the agents grouping attribute. Then the class can be used for subsetting any dataset according to the member codes,
e.g. by the method get_index_of_my_agents(dataset, index) which selects those entries from the given index that
correspond to this group member.
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