MathModifier module
The MathModifier provides different functions to run pre-defined formulas on a table, or to calculate the pre-filled formulas loaded into the table cells. MathModifier's integrated formula system supports a subset of known spreadsheet functions, but more can be defined by your needs.
As in spreadsheets you can use cell and range references. The MathModifier supports the following reference syntaxes:
A1
: One or more capital letters are the index for the column, while one or more digits are the index for the row. The$
syntax for fixed indexes is also supported.A1:Z9
: Capital letters are the start index and end index for the columns of the range, while digits are the start index and end index for the rows of the range.R1C1
: R followed by one or more digits is the index for the row, while C followed by one ore more digits is the index for the column. This syntax also supports negative values for back-references.R1C1:R9C9
: R followed by digits is the start index and end index for the rows of the range, while C followed by digits is the start index and end index for the columns of the range.
For performance reasons, a reference to a formular cell is only supported as:
A back-reference from the current column back to the first column.
A back-reference from the current row back to the first row.
As with every DataModifier the original table will not be altered by the MathModifier and instead a table clone is created, containing the calculated values.
Pre-defined Column Calculations
You can pre-define formulas in the options of the MathModifier to create new columns with calculations based on existing columns. You can also replace an existing column with calculations, e.g. replace metric values. References in your formulas will be adjusted accordingly to each row.
{type: 'MathModifier'columns: {'My New Column': 'A1 / 7 * 5'// A1 is here the first cell of each row}}
Pre-filled Column Calculations
If the table already contains cells pre-filled with formulas, then these will be
automatically processed by the MathModifier. A formula in a cell has to start
with a equal sign (=
) as the first character, to get calculated by the
MathModifier.
{id: 'My DataTable',columns: {'First Column': [ 1, 2, 3 ], // = Column A'Second Column': [ 4, 5, 6 ], // = Column B'Total Column': [ '=SUM(A1:B1)', '=SUM(A2:B2)', '=SUM(A3:B3)' ]}}
Supported Calculations & Functions
The formula system of the MathModifier support infinite combinations of calculations and function calls. Additionally custom functions can be added as described in a later section.
Operators
For calculations the following operators are supported:
+
: Addition, e.g.=1+2
.-
: Subtraction, e.g.=7-4
.*
: Multiplication, e.g.=1*3
./
: Division, e.g.=21/7
.^
: Exponentiation, e.g.=3^1
.=
: Equal Comparison, e.g.=3=3
.<
: Lower Comparison, e.g.=1<3
.<=
: Lower-or-equal Comparison, e.g.=2<=3
.>
: Higher Comparison, e.g.=3>2
.>=
: Higher-or-equal Comparison, e.g.=9>=3
.
Functions
The following functions are already included:
ABS(value)
: Returns positive numbers.AND(...tests)
: ReturnsTRUE
, if all test results are not0
orFALSE
.AVERAGE(...values)
: Calculates the average of the given values that are numbers.AVERAGEA(...values)
: Calculates the average of the given values. Strings andFALSE
are calculated as0
.COUNT(...values)
: Returns the count of given values that are numbers.COUNTA(...values)
: Returns the count of given values that are not empty.IF(test, value1, value2)
: Returns one of the values based on the test result.value1
will be returned, if the test result is not0
orFALSE
.ISNA(value)
: ReturnsTRUE
if value is not a number.MAX(...values)
: Calculates the largest of the given values that are numbers.MEDIAN(...values)
: Calculates the median average of the given values.MIN(...values)
: Calculates the lowest of the given values that are numbers.MOD(value1, value2)
: Calculates the rest of the division with the given values.MODE.MULT(...values)
: Calculates the most frequent values of the give values.MODE.SNGL(...values)
: Calculates the lowest most frequent value of the give values.MODE(...values)
is an alias.NOT(value)
: Returns the opposite test result.OR(...tests)
: ReturnsTRUE
, if one test result is not0
orFALSE
.PRODUCT(...values)
: Calculates the product of the given values.SUM(...values)
: Calculates the sum of the given values.XOR(...tests)
: ReturnsTRUE
, if at least one of the given tests differs in result of other tests.
Custom-defined Functions
In case you need to support another function, you can define it in the formula system of the MathModifier. Depending on the implementation, you might need to support cell references and range references.
const Formula = Dashboards.DataModifier.types.Math.Formula;function MYFUNC(args, table): number {// Calculate values and map referencesconst values = Formula.getArgumentsValues(args, table);let result = 0;// Loop over the argument valuesfor (const value of values) {switch (typeof value) {case 'number': // Calculateif (!isNaN(value)) {result += value * 2;}break;case 'object': // Calculate with range array of valuesresult += MYFUNC(value, table);break;}}return result;}Formula.registerProcessorFunction('MYFUNC', MYFUNC);