Created
July 8, 2015 15:57
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Demonstrates some mechanisms in M for applying or enforcing a predefined schema onto a table.
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let | |
EnforceTypes = (table as table, schema as table) as table => | |
let | |
map = (t) => if t = type list or t = type record or t = type any then null else t, | |
mapped = Table.TransformColumns(schema, {"Value", map}), | |
omitted = Table.SelectRows(mapped, each [Value] <> null), | |
transforms = Table.ToRows(omitted), | |
changedType = Table.TransformColumnTypes(table, transforms) | |
in | |
changedType, | |
EnforceSchema = (table as table, schema as table, optional trim as logical) as table => | |
let | |
schemaNames = schema[Name], | |
foundNames = Table.ColumnNames(table), | |
addNames = List.RemoveItems(schemaNames, foundNames), | |
extraNames = if trim = true then {} else List.RemoveItems(foundNames, schemaNames), | |
tmp = Text.NewGuid(), | |
added = Table.AddColumn(table, tmp, each []), | |
expanded = Table.ExpandRecordColumn(added, tmp, addNames), | |
result = if List.IsEmpty(addNames) then table else expanded, | |
reordered = Table.SelectColumns(result, schemaNames & extraNames), | |
changedType = EnforceTypes(reordered, schema) | |
in | |
changedType, | |
EmptyTable = (schema as table) => | |
let | |
schemaNames = schema[Name], | |
table = Table.FromRows({}, schemaNames), | |
changedType = EnforceTypes(table, schema) | |
in | |
changedType, | |
ClassSchema = Record.ToTable([ | |
Id = Int32.Type, | |
Name = type text, | |
SubClass = type text, | |
FullyQualifiedName = type text, | |
Active = type any | |
]), | |
SampleTable = Table.FromRows({{"Curt", "Hagenlocher", "Curt Hagenlocher", "Person"}}, {"Name", "LastName", "FullyQualifiedName", "SubClass"}), | |
Enforced = EnforceSchema(SampleTable, ClassSchema, true) | |
in | |
Enforced |
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