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Winsorize

Winsorize the given data.

This node will process the data along a given axis (usually the instance axis), and apply winsorization. In short, it will clip the data at a level that corresponds to a lower and upper percentile (e.g., 10th and 90th) of the data. This is a technique in robust data analysis that allows for subsequent statistics to be resilient to a certain fraction of outliers. More Info... Version 0.8.0

Ports/Properties

data

Data to process.

verbose name
Data
default value
None
port type
DataPort
value type
Packet (can be None)
data direction
INOUT

axis

Axis along which to winsorize the data.

verbose name
Take Statistics Along Axis
default value
instance
port type
ComboPort
value type
str (can be None)

trim_proportion_lower

Proportion to trim on the lower end of the data.

verbose name
Lower Proportion
default value
0.1
port type
FloatPort
value type
float (can be None)

trim_proportion

Proportion to trim on the upper end of the data.

verbose name
Upper Proportion
default value
0.1
port type
FloatPort
value type
float (can be None)

set_breakpoint

Set a breakpoint on this node. If this is enabled, your debugger (if one is attached) will trigger a breakpoint.

verbose name
Set Breakpoint (Debug Only)
default value
False
port type
BoolPort
value type
bool (can be None)

metadata

User-definable meta-data associated with the node. Usually reserved for technical purposes.

verbose name
Metadata
default value
{}
port type
DictPort
value type
dict (can be None)