From cc13acc9523de0df20ef2580fb2548ee326e5573 Mon Sep 17 00:00:00 2001
From: Pierre Alexandre Tremblay <info@pierrealexandretremblay.com>
Date: Tue, 13 Apr 2021 09:58:36 +0100
Subject: [PATCH] and now, with less typos

---
 .../HelpSource/Classes/FluidKMeans.schelp        | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/release-packaging/HelpSource/Classes/FluidKMeans.schelp b/release-packaging/HelpSource/Classes/FluidKMeans.schelp
index 58d895c..1dcf71f 100644
--- a/release-packaging/HelpSource/Classes/FluidKMeans.schelp
+++ b/release-packaging/HelpSource/Classes/FluidKMeans.schelp
@@ -32,11 +32,11 @@ ARGUMENT:: action
 A function to run when fitting is complete, taking as its argument an array with the number of data points for each cluster.
 
 METHOD:: predict
-Given a trained object, return the cluster ID for each data point in a DataSet to a label set.
+Given a trained object, return the cluster ID for each data point in a link::Classes/FluidDataSet:: to a  link::Classes/FluidLabelSet::.
 ARGUMENT:: dataSet
-a link::Classes/FluidDataSet:: containing the data to predict.
+A link::Classes/FluidDataSet:: containing the data to predict.
 ARGUMENT:: labelSet
-a link::Classes/FluidLabelSet:: to retrieve the predicted clusters.
+A link::Classes/FluidLabelSet:: to retrieve the predicted clusters.
 ARGUMENT:: action
 A function to run when the server responds.
 
@@ -52,12 +52,12 @@ A function to run when the server responds
 METHOD:: predictPoint
 Given a trained object, return the cluster ID for a data point in a link::Classes/Buffer::
 ARGUMENT:: buffer
-a link::Classes/Buffer:: containing a data point.
+A link::Classes/Buffer:: containing a data point.
 ARGUMENT:: action
 A function to run when the server responds, taking the ID of the cluster as its argument.
 
 METHOD:: transform
-Given a trained object, return for each item of a provided DataSet its distance to each cluster as an array, often reffered to as the cluster-distance space.
+Given a trained object, return for each item of a provided link::Classes/FluidDataSet:: its distance to each cluster as an array, often reffered to as the cluster-distance space.
 ARGUMENT:: srcDataSet
 A link::Classes/FluidDataSet:: of data points to transform.
 ARGUMENT:: dstDataSet
@@ -68,7 +68,7 @@ A function to run when complete.
 METHOD:: fitTransform
 Run link::Classes/FluidKMeans#*fit:: and link::Classes/FluidKMeans#*transform:: in a single pass: i.e. train the model on the incoming link::Classes/FluidDataSet:: and then return its cluster-distance space in the destination link::Classes/FluidDataSet::
 ARGUMENT:: srcDataSet
-a link::Classes/FluidDataSet:: containing the data to fit and predict.
+A link::Classes/FluidDataSet:: containing the data to fit and transform.
 ARGUMENT:: dstDataSet
 A link::Classes/FluidDataSet:: to contain the new cluster-distance space.
 ARGUMENT:: action
@@ -77,9 +77,9 @@ A function to run when complete.
 METHOD:: transformPoint
 Given a trained object, return the distance of the provided point to each cluster. Both points are handled as link::Classes/Buffer::
 ARGUMENT:: sourceBuffer
-a link::Classes/Buffer:: containing a data point to query.
+A link::Classes/Buffer:: containing a data point to query.
 ARGUMENT:: targetBuffer
-a link::Classes/Buffer:: containing a the distance of the source point to each cluster.
+A link::Classes/Buffer:: containing a the distance of the source point to each cluster.
 ARGUMENT:: action
 A function to run when complete.