Input Features type
Input Features type
Feature name (key) -> value lookup, e.g Row, Map etc.
Feature name (key) -> value lookup, e.g Row, Map etc.
Checks the input length
Checks the input length
input features
true is input size as expected, false otherwise
Check if the stage is serializable
Check if the stage is serializable
Failure if not serializable
This method is used to make a copy of the instance with new parameters in several methods in spark internals Default will find the constructor and make a copy for any class (AS LONG AS ALL CONSTRUCTOR PARAMS ARE VALS, this is why type tags are written as implicit vals in base classes).
This method is used to make a copy of the instance with new parameters in several methods in spark internals Default will find the constructor and make a copy for any class (AS LONG AS ALL CONSTRUCTOR PARAMS ARE VALS, this is why type tags are written as implicit vals in base classes).
Note: that the convention in spark is to have the uid be a constructor argument, so that copies will share a uid with the original (developers should follow this convention).
new parameters want to add to instance
a new instance with the same uid
Gets an input feature Note: this method IS NOT safe to use outside the driver, please use getTransientFeature method instead
Gets an input feature Note: this method IS NOT safe to use outside the driver, please use getTransientFeature method instead
array of features
NoSuchElementException
if the features are not set
RuntimeException
in case one of the features is null
Gets the input features Note: this method IS NOT safe to use outside the driver, please use getTransientFeatures method instead
Gets the input features Note: this method IS NOT safe to use outside the driver, please use getTransientFeatures method instead
array of features
NoSuchElementException
if the features are not set
RuntimeException
in case one of the features is null
Output features that will be created by this stage
Output features that will be created by this stage
feature of type OutputFeatures
Name of output feature (i.e.
Name of output feature (i.e. column created by this stage)
Gets an input feature at index i
Gets an input feature at index i
input index
maybe an input feature
Gets the input Features
Function to convert InputFeatures to an Array of FeatureLike
Function to convert InputFeatures to an Array of FeatureLike
an Array of FeatureLike
Function to be called on getMetadata
Function to be called on getMetadata
Function to be called on setInput
Function to be called on setInput
unique name of the operation this stage performs
unique name of the operation this stage performs
Function to convert OutputFeatures to an Array of FeatureLike
Function to convert OutputFeatures to an Array of FeatureLike
an Array of FeatureLike
Should output feature be a response? Yes, if any of the input features are.
Should output feature be a response? Yes, if any of the input features are.
true if the the output feature should be a response
Initialize with country name and their codes.
Initialize with country name and their codes. The strings are upper cased when set.
By default this transformer will validate against the regional codes provided by Google's PhoneNumber library.
If the user would like to use country names as the second argument to this transformer, a mapping between the names and their code must be provided here.
country Code -> country Name eg "US" -> "United States of America"
reference to self
Sets the default country code to use when a valid code cannot be determined
Sets the default country code to use when a valid code cannot be determined
Country code to check phone number validity against by default
Input features that will be used by the stage
Input features that will be used by the stage
feature of type InputFeatures
Sets input features
Sets input features
feature like type
array of input features
this stage
If set to true, phone number will be compared strictly checked.
If set to true, phone number will be compared strictly checked. If set to false, an input, that is too long, will be considered valid if a substring can be found to be valid
Stage unique name consisting of the stage operation name and uid
Stage unique name consisting of the stage operation name and uid
stage name
Spark operation on dataset to produce new output feature column using defined function
Spark operation on dataset to produce new output feature column using defined function
input data for this stage
a new dataset containing a column for the transformed feature
Function used to convert input to output
Function used to convert input to output
Creates a transform function to transform any key/value to a value
Creates a transform function to transform any key/value to a value
a transform function to transform any key/value to a value
Creates a transform function to transform Map to a value
Creates a transform function to transform Map to a value
a transform function to transform Map to a value
Creates a transform function to transform Row to a value
Creates a transform function to transform Row to a value
a transform function to transform Row to a value
This function translates the input and output features into spark schema checks and changes that will occur on the underlying data frame
This function translates the input and output features into spark schema checks and changes that will occur on the underlying data frame
schema of the input data frame
a new schema with the output features added
type tag for first input
type tag for first input
type tag for second input
type tag for second input
type tag for output
type tag for output
type tag for output value
type tag for output value
uid for instance
uid for instance
Determine whether a phone number is valid given the country's regional code. By default the regional code will be checked against those provided in Google's PhoneNumber library. If the input regional code is not found, the default locale will be used for validation.
If the User provided a Country name to code mapping, the phone number can only be validated against the input mapping. This transformer will first match on regional code, failing that, it will select the country with the closest Q-Distance.
All phone numbers with less than 2 characters will be categorized as invalid
All phone numbers that starts with "+" will be evaluated with international formatting
Returns binary feature true if phone is valid false if invalid and none if phone number is none