get_query_types: Look up query types

In CausalQueries: Make, Update, and Query Binary Causal Models

Look up query types

Description

Find which nodal or causal types are satisfied by a query.

Usage

get_query_types(model, query, map = "causal_type", join_by = "|")

Arguments

model	A causal_model. A model object generated by make_model.
query	A character string. An expression defining nodal types to interrogate realise_outcomes. An expression of the form "Y[X=1]" asks for the value of Y when X is set to 1
map	Types in query. Either nodal_type or causal_type. Default is causal_type.
join_by	A logical operator. Used to connect causal statements: AND ('&') or OR ('|'). Defaults to '|'.

Value

A list containing some of the following elements

types	A named vector with logical values indicating whether a nodal_type or a causal_type satisfy 'query'
query	A character string as specified by the user
expanded_query	A character string with the expanded query. Only differs from ‘query' if this contains wildcard ’.'
evaluated_nodes	Value that the nodes take given a query
node	A character string of the node whose nodal types are being queried
type_list	List of causal types satisfied by a query

Examples

model <- make_model('X -> M -> Y; X->Y')
query <- '(Y[X=0] > Y[X=1])'

get_query_types(model, query, map="nodal_type")
get_query_types(model, query, map="causal_type")
get_query_types(model, query)

# Examples with map = "nodal_type"

query <- '(Y[X=0, M = .] > Y[X=1, M = 0])'
get_query_types(model, query, map="nodal_type")

query <- '(Y[] == 1)'
get_query_types(model, query, map="nodal_type")
get_query_types(model, query, map="nodal_type", join_by = '&')

# Root nodes specified with []
get_query_types(model, '(X[] == 1)', map="nodal_type")

query <- '(M[X=1] == M[X=0])'
get_query_types(model, query, map="nodal_type")

# Nested do operations
get_query_types(
 model = make_model('A -> B -> C -> D'),
 query = '(D[C=C[B=B[A=1]], A=0] > D[C=C[B=B[A=0]], A=0])')

# Helpers
model <- make_model('M->Y; X->Y')
query <- complements('X', 'M', 'Y')
get_query_types(model, query, map="nodal_type")

# Examples with map = "causal_type"

model <- make_model('X -> M -> Y; X->Y')
query <- 'Y[M=M[X=0], X=1]==1'
get_query_types(model, query, map= "causal_type")

query <- '(Y[X = 1, M = 1] >  Y[X = 0, M = 1]) &
          (Y[X = 1, M = 0] >  Y[X = 0, M = 0])'
get_query_types(model, query, "causal_type")

query <- 'Y[X=1] == Y[X=0]'
get_query_types(model, query, "causal_type")

query <- '(X == 1) & (M==1) & (Y ==1) & (Y[X=0] ==1)'
get_query_types(model, query, "causal_type")

query <- '(Y[X = .]==1)'
get_query_types(model, query, "causal_type")

CausalQueries documentation built on June 22, 2024, 6:50 p.m.