| Modifier and Type | Interface and Description |
|---|---|
interface |
Transform
A Transform converts an example to another example, or a sequence to another sequence
|
| Modifier and Type | Interface and Description |
|---|---|
interface |
Condition
The Condition interface defines a binary state that either holds/is satisfied for an example/sequence,
or does not hold.
Example: number greater than x, String is one of {X,Y,Z}, etc. Typical uses for conditions: filtering, conditional replacement, conditional reduction, etc |
| Modifier and Type | Class and Description |
|---|---|
class |
BooleanCondition
BooleanCondition: used for creating compound conditions,
such as AND(ConditionA, ConditionB, ...)
As a BooleanCondition is a condition, these can be chained together, like NOT(OR(AND(...),AND(...))) |
| Modifier and Type | Interface and Description |
|---|---|
interface |
ColumnCondition
Created by agibsonccc on 11/26/16.
|
| Modifier and Type | Class and Description |
|---|---|
class |
BaseColumnCondition
Abstract class for column conditions
|
class |
BooleanColumnCondition
Created by agibsonccc on 11/26/16.
|
class |
CategoricalColumnCondition
Condition that applies to the values in a Categorical column, using a
ConditionOp |
class |
DoubleColumnCondition
Condition that applies to the values in a Double column, using a
ConditionOp |
class |
IntegerColumnCondition
Condition that applies to the values in an Integer column, using a
ConditionOp |
class |
InvalidValueColumnCondition
A Condition that applies to a single column.
|
class |
LongColumnCondition
Condition that applies to the values in a Long column, using a
ConditionOp |
class |
NullWritableColumnCondition
Condition that applies to the values in any column.
|
class |
StringColumnCondition
Condition that applies to the values in a String column, using a
ConditionOp |
class |
TimeColumnCondition
Condition that applies to the values
in a Time column, using a
ConditionOp |
| Modifier and Type | Class and Description |
|---|---|
class |
StringRegexColumnCondition
Condition that applies to the values in a String column, using a provided regex.
|
| Modifier and Type | Interface and Description |
|---|---|
interface |
Filter
Filter: a method of removing examples
(or sequences) according to some condition
|
| Modifier and Type | Class and Description |
|---|---|
class |
BaseColumnFilter
Abstract class for filtering examples
based on the values in a
single column
|
class |
ConditionFilter
A filter based on a
Condition.If condition is satisfied (returns true): remove the example or sequence If condition is not satisfied (returns false): keep the example or sequence |
class |
FilterInvalidValues
FilterInvalidValues: a filter operation that removes any examples (or sequences)
if the examples/sequences contains
invalid values in any of a specified set of columns.
|
class |
InvalidNumColumns
Remove invalid records of a certain size.
|
| Modifier and Type | Class and Description |
|---|---|
class |
CalculateSortedRank
CalculateSortedRank: calculate the rank of each example, after sorting example.
|
| Modifier and Type | Interface and Description |
|---|---|
interface |
ColumnReduction
A column reduction defines how a single column should be reduced.
|
| Modifier and Type | Class and Description |
|---|---|
class |
BaseColumnComparator
Compare/sort a sequence by the values of a specific column
|
class |
NumericalColumnComparator
Sequence comparator: compare elements in a sequence using the values in a single column
Can be applied on any numerical column (Integer, Long, Double or Time columns)
|
class |
StringComparator
A comparator for comparing
String values in a single column
|
| Modifier and Type | Class and Description |
|---|---|
class |
ReduceSequenceByWindowTransform
Idea: do two things.
|
| Modifier and Type | Class and Description |
|---|---|
class |
BaseColumnsMathOpTransform
Base class for multiple column math operations.
|
class |
BaseColumnTransform
Map the values in a single column to new values.
|
class |
BaseTransform
BaseTransform: an
abstract transform class, that handles transforming
sequences by transforming
each example individually
|
| Modifier and Type | Class and Description |
|---|---|
class |
CategoricalToIntegerTransform
Created by Alex on 4/03/2016.
|
class |
CategoricalToOneHotTransform
Created by Alex on 4/03/2016.
|
class |
IntegerToCategoricalTransform
Convert an integer column to a categorical column, using a provided
Map<Integer,String> |
class |
StringToCategoricalTransform
Convert a String column
to a categorical column
|
| Modifier and Type | Class and Description |
|---|---|
class |
AddConstantColumnTransform
Add a new column, where the values in that column for all records are identical (according to the specified value)
|
class |
DuplicateColumnsTransform
Duplicate one or more columns.
|
class |
RemoveAllColumnsExceptForTransform
Transform that removes all columns except
for those that are explicitly
specified as ones to keep
To specify only the columns
to remove, use
RemoveColumnsTransform |
class |
RemoveColumnsTransform
Remove the specified columns from the data.
|
class |
RenameColumnsTransform
Rename one or more columns
|
class |
ReorderColumnsTransform
Rearrange the order of the columns.
|
| Modifier and Type | Class and Description |
|---|---|
class |
ConditionalCopyValueTransform
Replace the value in a specified column with a new value taken from another column, if a condition is satisfied/true.
Note that the condition can be any generic condition, including on other column(s), different to the column that will be modified if the condition is satisfied/true. |
class |
ConditionalReplaceValueTransform
Replace the value in a specified column with a new value, if a condition is satisfied/true.
Note that the condition can be any generic condition, including on other column(s), different to the column that will be modified if the condition is satisfied/true. |
| Modifier and Type | Class and Description |
|---|---|
class |
BaseDoubleTransform |
class |
DoubleColumnsMathOpTransform
Add a new double column, calculated from one or more other columns.
|
class |
DoubleMathFunctionTransform
A simple transform to do common mathematical operations, such as sin(x), ceil(x), etc.
Operations are specified by MathFunction |
class |
DoubleMathOpTransform
Double mathematical operation.
This is an in-place operation of the double column value and a double scalar. |
class |
Log2Normalizer
Normalize by taking scale * log2((in-columnMin)/(mean-columnMin) + 1)
Maps values in range (columnMin to infinity) to (0 to infinity)
Most suitable for values with a geometric/negative exponential type distribution.
|
class |
MinMaxNormalizer
Normalizer to map (min to max) -> (newMin-to newMax) linearly.
|
class |
StandardizeNormalizer
Normalize using (x-mean)/stdev.
|
class |
SubtractMeanNormalizer
Normalize by substracting the mean
|
| Modifier and Type | Class and Description |
|---|---|
class |
BaseIntegerTransform
Abstract integer transformation (single column)
|
class |
IntegerColumnsMathOpTransform
Add a new integer column, calculated from one or more other columns.
|
class |
IntegerMathOpTransform
Integer mathematical operation.
This is an in-place operation of the integer column value and an integer scalar. |
class |
ReplaceEmptyIntegerWithValueTransform
Replace an empty/missing integer with a certain value.
|
class |
ReplaceInvalidWithIntegerTransform
Replace an invalid (non-integer) value in a column with a specified integer
|
| Modifier and Type | Class and Description |
|---|---|
class |
LongColumnsMathOpTransform
Add a new long column, calculated from one or more other columns.
|
class |
LongMathOpTransform
Long mathematical operation.
This is an in-place operation of the long column value and an long scalar. |
| Modifier and Type | Class and Description |
|---|---|
class |
ParseDoubleTransform
Convert string writables to doubles
|
| Modifier and Type | Class and Description |
|---|---|
class |
SequenceDifferenceTransform
SequenceDifferenceTransform: for an input sequence, calculate the difference on one column.
For each time t, calculate someColumn(t) - someColumn(t-s), where s >= 1 is the 'lookback' period. Note: at t=0 (i.e., the first step in a sequence; or more generally, for all times t < s), there is no previous value from which to calculate the difference. |
| Modifier and Type | Class and Description |
|---|---|
class |
AppendStringColumnTransform
Append a String to the
values in a single column
|
class |
BaseStringTransform
Abstract String column transform
|
class |
ConvertToString
Convert any value to a string.
|
class |
MapAllStringsExceptListTransform
This method maps all String values, except those is the specified list, to a single String value
|
class |
RemoveWhiteSpaceTransform
String transform that removes all whitespace charaters
|
class |
ReplaceEmptyStringTransform
Replace empty String values with the specified String
|
class |
StringListToCategoricalSetTransform
Convert a delimited String to a list of binary categorical columns.
|
class |
StringMapTransform
A simple String -> String map function.
|
| Modifier and Type | Class and Description |
|---|---|
class |
DeriveColumnsFromTimeTransform
Create a number of new columns by deriving their values from a Time column.
|
class |
StringToTimeTransform
Convert a String column to a time column by parsing the date/time String, using a JodaTime.
|
class |
TimeMathOpTransform
Transform math op on a time column
|
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