Contents:
The following changes have been applied to Wrangle in this release of Trifacta® Wrangler Enterprise.
Release 6.4
Improvements to metadata references
Broader support for metadata references: For Excel files, $filepath
references now return the location of the source Excel file. Sheet names are appended to the end of the reference. See Source Metadata References.
Release 6.3
New Functions
Function Name | Description |
---|---|
PARSEDATE Function | Evaluates an input against an array of Datetime format strings in their listed order. If the input matches one of the listed formats, the function outputs a Datetime value. |
Optional input formats for DateFormat task
The DateFormat task now supports a new parameter: Input Formats. This parameter specifies the date format to use when attempting to parse the input column.
- If the parameter is specified, then the value of the parameter is used to parse the inputs.
(default) if the parameter is not specified, then the following common formats are used for parsing the input:
'M/d/yy', 'MM/dd/yy', 'MM-dd-yy', 'M-d-yy', 'MMM d, yyyy', 'MMMM d, yyyy', 'EEEE, MMMM d, yyyy', 'MMM d yyyy', 'MMMM d yyyy', 'MM-dd-yyyy', 'M-d-yyyy', 'yyyy-MM-ddXXX', 'dd/MM/yyyy', 'd/M/yyyy', 'MM/dd/yyyy', 'M/d/yyyy', 'yyyy/M/d', 'M/d/yy h:mm a', 'MM/dd/yy h:mm a', 'MM-dd-yy h:mm a', 'MMM dd yyyy HH.MM.SS xxx', 'M-d-yy h:mm a', 'MMM d, yyyy h:mm:ss a', 'EEEE, MMMM d, yyyy h:mm:ss a X', 'EEE MMM dd HH:mm:ss X yyyy', 'EEE, d MMM yyyy HH:mm:ss X', 'd MMM yyyy HH:mm:ss X', 'MM-dd-yyyy h:mm:ss a', 'M-d-yyyy h:mm:ss a', 'yyyy-MM-dd h:mm:ss a', 'yyyy-M-d h:mm:ss a', 'yyyy-MM-dd HH:mm:ss.S', 'dd/MM/yyyy h:mm:ss a', 'd/M/yyyy h:mm:ss a', 'MM/dd/yyyy h:mm:ss a', 'M/d/yyyy h:mm:ss a', 'MM/dd/yy h:mm:ss a', 'MM/dd/yy H:mm:ss', 'M/d/yy H:mm:ss', 'dd/MM/yyyy h:mm a', 'd/M/yyyy h:mm a', 'MM/dd/yyyy h:mm a', 'M/d/yyyy h:mm a', 'MM-dd-yy h:mm:ss a', 'M-d-yy h:mm:ss a', 'MM-dd-yyyy h:mm a', 'M-d-yyyy h:mm a', 'yyyy-MM-dd h:mm a', 'yyyy-M-d h:mm a', 'MMM.dd.yyyy', 'd/MMM/yyyy H:mm:ss X', 'dd/MMM/yy h:mm a',
These formats are a subset of the date formatting strings supported by the product. For more information, see Datetime Data Type.
Release 6.2
New Functions
Function Name | Description |
---|---|
RANK Function | Computes the rank of an ordered set of value within groups. Tie values are assigned the same rank, and the next ranking is incremented by the number of tie values. |
DENSERANK Function | Computes the rank of an ordered set of value within groups. Tie values are assigned the same rank, and the next ranking is incremented by 1. |
ARRAYELEMENTAT function accepts new inputs
In previous releases, the ARRAYELEMENTAT function accepted a second input parameter to specify the index value of the element to retrieve. This "at" parameter had to be an Integer literal.
Beginning in this release, the function also accepts for this second "at" parameter:
- Names of columns containing Integer values
- Functions that return Integer values
For more information, see ARRAYELEMENTAT Function.
Release 6.1
None.
Release 6.0
New Functions
Function Name | Description |
---|---|
ARRAYINDEXOF Function | Computes the index at which a specified element is first found within an array. Indexing is left to right. |
ARRAYRIGHTINDEXOF Function | Computes the index at which a specified element is first found within an array, when searching right to left. Returned value is based on left-to-right indexing. |
ARRAYSLICE Function | Returns an array containing a slice of the input array, as determined by starting and ending index parameters. |
ARRAYMERGEELEMENTS Function | Merges the elements of an array in left to right order into a string. Values are optionally delimited by a provided delimiter. |
Changes to LIST* inputs
The following LIST-based functions have been changed to narrow the accepted input data types. In previous releases, any data type was accepted for input, which was not valid for most data types.
In Release 6.0 and later, these functions accept only Array inputs. Inputs can be Array literals, a column of Arrays, or a function returning Arrays.
NOTE: You should references to these functions in your recipes.
LIST* Functions |
---|
LISTAVERAGE Function |
LISTMIN Function |
LISTMAX Function |
LISTMODE Function |
LISTSTDEV Function |
LISTSUM Function |
LISTVAR Function |
Renamed functions
The following functions have been renamed in Release 6.0.
Release 5.9 and earlier | Release 6.0 and later |
---|---|
LISTUNIQUE Function | UNIQUE Function |
FILL Function has new before and after parameters
Prior to Release 6.0, the FILL function replaced empty cells with the most recent non-empty value.
In Release 6.0, before
and after
function parameters have been added. These parameters define the window of rows before and after the row being tested to search for non-empty values. Within this window, the most recent non-empty value is used.
The default values for these parameters are -1
and 0
respectively, which performs a search of an unlimited number of preceding rows for a non-empty value.
NOTE: Upon upgrade, the FILL function retains its preceding behavior, as the default values for the new parameters perform the same unlimited row search for non-empty values.
For more information, see FILL Function.
Release 5.9
New functions
The following functions can now be applied directly to arrays to derive meaningful statistics about them.
Function | Description |
---|---|
ARRAYSORT Function | Sorts array values in the specified column, array literal, or function that returns an array in ascending or descending order. |
TRANSLITERATE Function | Transliterates Asian script characters from one script form to another. The string can be specified as a column reference or a string literal. |
Release 5.8
File lineage information using source metadata references
Beginning in Release 5.8, you can insert the following references into the formulas of your transformations. These source metadata references enable you to continue to track file lineage information from within your datasets as part of your wrangling project.
NOTE: These references apply only to file-based sources. Some additional limitations may apply.
reference | Description |
---|---|
$filepath | Returns the full path and filename of the source of the dataset. |
$sourcerownumber | Returns the row number for the current row from the original source of the dataset. NOTE: This reference is equivalent to the SOURCEROWNUMBER function, which is likely to be deprecated in a future release. You should begin using this reference in your recipes. |
For more information, see Source Metadata References.
New math and statistical functions for arrays
The following functions can now be applied directly to arrays to derive meaningful statistics about them.
Function | Description |
---|---|
LISTSUM Function | Computes the sum of all numeric values found in input array. Input can be an array literal, a column of arrays, or a function returning an array. Input values must be of Integer or Decimal type. |
LISTMAX Function | Computes the maximum of all numeric values found in input array. Input can be an array literal, a column of arrays, or a function returning an array. Input values must be of Integer or Decimal type. |
LISTMIN Function | Computes the minimum of all numeric values found in input array. Input can be an array literal, a column of arrays, or a function returning an array. Input values must be of Integer or Decimal type. |
LISTAVERAGE Function | Computes the average of all numeric values found in input array. Input can be an array literal, a column of arrays, or a function returning an array. Input values must be of Integer or Decimal type. |
LISTVAR Function | Computes the variance of all numeric values found in input array. Input can be an array literal, a column of arrays, or a function returning an array. Input values must be of Integer or Decimal type. |
LISTSTDEV Function | Computes the standard deviation of all numeric values found in input array. Input can be an array literal, a column of arrays, or a function returning an array. Input values must be of Integer or Decimal type. |
LISTMODE Function | Computes the most common value of all numeric values found in input array. Input can be an array literal, a column of arrays, or a function returning an array. Input values must be of Integer or Decimal type. |
Release 5.7
WEEKNUM function now behaves consistently across running environments
In Release 5.6 and earlier, the WEEKNUM function treated the first week of the year differently between the Trifacta Photon and Spark running environments:
- Trifacta Photon week 1 of the year: The week that contains January 1.
- Spark week 1 of the year: The week that contains at least four days in the specified year.
This issue was caused by Spark following an ISO-8601 standard and relying on the joda datetimeformatter.
Beginning in Release 5.7, the WEEKNUM function behaves consistently for both Trifacta Photon and Spark:
- Week 1 of the year: The week that contains January 1.
For more information, see WEEKNUM Function.
Release 5.6
URLPARAMS function returns null values
In Release 5.1 and earlier, the URLPARAMS function returned empty Objects when no answer was computed for the function.
In Release 5.6 and later, this function returns null values in the above case.
See URLPARAMS Function.
Release 5.1
Wrangle now supports nested expressions
Beginning in Release 5.1, all Wrangle functions now supported nested expressions, which can be arithmetic calculations, column references, or other function calls.
NOTE: This feature is enabled by default, as this change does not break any steps created in previous versions of the product. It can be disabled if needed. See Miscellaneous Configuration.
NOTE: This capability represents a powerful enhancement to the language, as you can now use dynamic inputs for all functions.
The following expression is a valid transform in Wrangle
. It locates the substring in myString
that begins with the @
sign until the end of the string, inclusive:
derive value: substring(myString, find(myString, '@', true, 0), length(myString)
Nested arithmetic expressions:
Suppose you wanted just the value after the @
sign until the end of the string. Prior to Release 5.1, the following generated a validation error:
derive value: substring(myString, find(myString, '@', true, 0) + 1, length(myString)
In the above, the addition of +1
to the second parameter is a nested expression and was not supported. Instead, you had to use multiple steps to generate the string value.
Beginning in Release 5.1, the above single-step transform is supported.
Nested column references:
In addition to arithmetic expressions, you can nested column references. In the following example, the previous step has been modified to replace the static +1
with a reference to a column containing the appropriate value (at_sign_offset
) :
derive value: substring(myString, find(myString, '@', true, 0) + at_sign_offset, length(myString)
Nested function references:
Now, you can combine multiple function references into a single computation. The following computes the total volume of a cube of length side
and then multiplies that volume by the number of cubes (cube_count
) to compute the total cube_volume
derive type: single value: MULTIPLY(POW(cube_side,3),cube_count) as: 'cube_volume'
For more information, see Wrangle Language.
SOURCEROWNUMBER function generates null values consistently
The SOURCEROWNUMBER function returns the row number of the row as it appears in the original dataset. After some operations, such as unions, joins, and aggregations, this row information is no longer available.
In Release 5.0.1 and earlier, the results were confusing. When source row information was not available, the function was simply not available for use.
In Release 5.1 and later, the behavior of the SOURCEROWNUMBER function is more consistent:
- If the source row information is available, it is returned.
- If it is not available:
- The function can still be used.
- The function returns null values in all cases.
For more information, see SOURCEROWNUMBER Function.
New Functions
Function Name | Description |
---|---|
ARRAYELEMENTAT Function | Returns element value of input array for the provided index value. |
DOUBLEMETAPHONE Function | Returns primary and secondary phonetic spellings of an input string using the Double Metaphone algorithm. |
DOUBLEMETAPHONEEQUALS Function | Returns true if two strings match phonetic spellings using Double Metaphone algorithm. Tolerance threshold can be adjusted. |
UNIQUE Function | Generates a new column containing an array of the unique values from a source column. |
Release 5.0.1
RAND function generates true random numbers
In Release 5.0 and earlier, the RAND function produced the same set of random numbers within the browser, after browser refresh, and over subsequent runs of a job.
- During job execution, a default seed value was inserted as the basis for the function during the execution of the job.
- In some cases, this behavior is desired.
In Release 5.0.1 and later, the RAND function accepts an optional integer as a parameter. When this new seed value is inserted, the function generates deterministic, pseudo-random values.
This version matches the behavior of the old function.
NOTE: On all upgraded instances of the platform, references to the RAND function have been converted to use a default seed value, so that previous behavior is maintained in the upgraded version.
If no seed value is inserted as a parameter, the RAND function generates true random values within the browser, after browser refresh, and over subsequent job runs.
NOTE: Be aware that modifying your dataset based on the generated values of
RAND()
may have unpredictable effects later in your recipe and downstream of it.
For more information, see RAND Function.
Release 5.0
Required type parameter
Prior to Release 5.0, the following was a valid Wrangle step:
derive value:colA + colB as:'colC'
Beginning in Release 5.0, the type
parameter is required. This parameter defines whether the transform is a single or multi-row formula. In the Transform Builder, this value must be specified.
The following is valid in Release 5.0:
derive type:single value:colA + colB as:'colC'
See Derive Transform.
See Transform Builder.
Deprecated aggregate transform
In Release 4.2.1 and earlier, the aggregate transform could be used to aggregate your datasets using aggregation functions and groupings.
In Release 5.0 and later, this transform has been merged into the pivot transform. The aggregate transform has been deprecated and is no longer available.
NOTE: During upgrade to Release 5.0 and later, recipes that had previously used the aggregate transform are automatically migrated to use the pivot equivalent.
Example 1
Release 4.2.1 and earlier Aggregate:
aggregate value:AVERAGE(Scores)
Release 5.0 and later Pivot:
pivot value: AVERAGE(Score) limit: 1
The limit
parameter defines the maximum number of columns that can be generated by the pivot.
Example 2
Aggregate:
aggregate value:AVERAGE(Scores) group:studentId
Pivot:
pivot group: StudentId value: AVERAGE(Score) limit: 1
For more information, see Pivot Transform.
New search terms
In the new Search panel, you can search for terms that can be used to select transformations for quick population of parameters. In the following table, you can see Wrangle how terminology has changed in Release 5.0 for some common transforms from earlier release.
Tip: You can paste the Release 5.0 terms in the Search panel to locate the same transformations used in earlier releases.
Release 4.2.1 and earlier transforms | Release 5.0 and later search terms |
---|---|
aggregate | pivot |
keep | filter |
delete | filter |
extract on: | extractpatterns |
extract at: | extractpositions |
extract before: | extractbetweendelimiters |
extract after: | extractbetweendelimiters |
replace on: | replacepatterns |
replace at: | replacepositions |
replace before: | replacebetweenpatterns |
replace after: | replacebetweenpatterns |
replace from: | replacebetweenpatterns |
replace to: | replacebetweenpatterns |
split on: | splitpatterns |
split delimiters: | splitpositions |
split every: | splitpositions |
split positions: | splitpositions |
split after: | splitpatterns |
split before: | splitpatterns |
split from: | splitpatterns |
split to: | splitpatterns |
Support for <> operator
Prior to Release 5.0, the following operator was used to test "not equal" comparisons:
!=
Beginning in Release 5.0, the following operators is also supported:
<>
Example:
derive value:IF ((col1 <> col2), 'different','equal') as:'testNotEqual'
Tip: Both of the above operators are supported, although the <> operator is preferred.
For more information, see Comparison Operators.
ROUND function takes optional number of digits
The ROUND function now supports rounding to a specified number of digits. By default, values are rounded to the nearest integer, as before. See ROUND Function.
New Functions
Function Name | Description |
---|---|
DEGREES Function | Generates the value in degrees for an input radians value. |
EXACT Function | Compares two strings to see if they are exact matches. |
FILTEROBJECT Function | Filters the keys and values from an Object based on specified keys. |
HOST Function | Returns the host value from a URL. |
ISEVEN Function | Returns true if an Integer, function returning an Integer, or a column contains an even value. |
ISODD Function | Returns true if an Integer, function returning an Integer, or a column contains an odd value. |
KTHLARGESTUNIQUE Function | Computes the kth-ranked unique value in a set of values. |
LCM Function | Returns the least common multiple between two input values. |
MODE Function | Computes the mode (most common) value for a set of values. |
MODEIF Function | Computes the mode based on a conditional test. |
PAD Function | Pads the left or right side of a value with a specified character string. |
PI Function | Generates the value for pi to 15 decimal places. |
RADIANS Function | Generates the value in radians for an input degrees value. |
RANDBETWEEN Function | Generates a random Integer in a range between two specified values. |
RIGHTFIND Function | Locates a substring by searching from the right side of an input value. |
ROLLINGCOUNTA Function | Computes count of non-null values across a rolling window within a column. |
ROLLINGKTHLARGEST Function | Computes the kth largest value across a rolling window within a column. |
ROLLINGKTHLARGESTUNIQUE Function | Computes the kth largest unique value across a rolling window within a column. |
ROLLINGLIST Function | Computes list of all values across a rolling window within a column. |
ROLLINGMAX Function | Computes maximum value across a rolling window within a column. |
ROLLINGMIN Function | Computes minimum value across a rolling window within a column. |
ROLLINGMODE Function | Computes mode (most common) value across a rolling window within a column. |
ROLLINGSTDEV Function | Computes standard deviation across a rolling window within a column. |
ROLLINGVAR Function | Computes variance across a rolling window within a column. |
SIGN Function | Computes the positive or negative sign of an input value. |
TRUNC Function | Truncates a value to the nearest integer or a specified number of digits. |
URLPARAMS Function | Extracts any query parameters from a URL into an Object. |
WEEKNUM Function | Calculates the week that the date appears during the year (1-52). |
Release 4.2.1
None.
Release 4.2
New Filter transform
Perform a variety of predefined row filtrations using the new filter
transform, or apply your own custom formula to keep or delete rows from your dataset.
- See Remove Data.
- See Filter Transform.
New Case transform
Beginning in Release 4.2, you can use the Transform Builder to simplify the construction of CASE
statements. For each case, specify the conditional and resulting expression in separate textboxes.
Rename transform now supports multi-column rename
Use the rename
transform to rename multiple columns in a single transform.
- See Rename Columns.
- See Rename Transform.
Drop specified columns or drop the others
The drop
transform now supports the option of dropping all columns except the ones specified in the transform. See Drop Transform.
New string comparison functions
Compare two strings using Latin collation settings. See below.
NOW function returns 24-hour time values
In Release 4.1.1 and earlier, the NOW function returned time values for the specified time zone in 12-hour time, which was confusing.
In Release 4.2 and later, this function returns values in 24-hour time.
New Transforms
Transform Name | Documentation |
---|---|
case | Case Transform |
filter | Filter Transform |
New Functions
Function Name | Documentation |
---|---|
STRINGGREATERTHAN | |
STRINGGREATERTHANEQUAL | |
STRINGLESSTHAN | |
STRINGLESSTHANEQUAL | |
SUBSTITUTE | SUBSTITUTE Function |
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