From 8381580885f4fe473bc32c80b6f4a963c3719fa9 Mon Sep 17 00:00:00 2001
From: Gerard <g.roma@hud.ac.uk>
Date: Thu, 11 Jun 2020 19:25:10 +0100
Subject: [PATCH] KDTree further formatting review and typos

---
 release-packaging/Classes/FluidKDTree.sc      | 40 ++++++++++---------
 .../HelpSource/Classes/FluidKDTree.schelp     | 14 +++----
 2 files changed, 29 insertions(+), 25 deletions(-)

diff --git a/release-packaging/Classes/FluidKDTree.sc b/release-packaging/Classes/FluidKDTree.sc
index 2bc8b3e..4cf622f 100644
--- a/release-packaging/Classes/FluidKDTree.sc
+++ b/release-packaging/Classes/FluidKDTree.sc
@@ -1,27 +1,31 @@
 FluidKDTree : FluidManipulationClient {
 
-    var id;
+	var id;
 
-    *new {|server|
-        var uid = UniqueID.next;
-        ^super.new(server,uid)!?{|inst|inst.init(uid);inst}
-    }
+	*new {|server|
+		var uid = UniqueID.next;
+		^super.new(server,uid)!?{|inst|inst.init(uid);inst}
+	}
 
-    init {|uid|
-        id = uid;
-    }
+	init {|uid|
+		id = uid;
+	}
 
-    fit{|dataset,action|
+	fit{|dataset,action|
 		dataset.asSymbol.postln;
-		this.prSendMsg(\fit,[dataset.asSymbol],action);
-    }
+		this.prSendMsg(\fit, [dataset.asSymbol], action);
+	}
 
-    kNearest{ |buffer, k,action|
-        this.prSendMsg(\kNearest,[buffer.asUGenInput,k],action,k.collect{string(FluidMessageResponse,_,_)});
-    }
-
-    kNearestDist { |buffer, k,action|
-        this.prSendMsg(\kNearestDist,[buffer.asUGenInput,k],action,[numbers(FluidMessageResponse,_,k,_)]);
-    }
+	kNearest{ |buffer, k,action|
+		this.prSendMsg(\kNearest,
+			[buffer.asUGenInput,k], action,
+			k.collect{string(FluidMessageResponse,_,_)}
+		);
+	}
 
+	kNearestDist { |buffer, k,action|
+		this.prSendMsg(\kNearestDist, [buffer.asUGenInput,k], action,
+			[numbers(FluidMessageResponse,_,k,_)]
+		);
+	}
 }
diff --git a/release-packaging/HelpSource/Classes/FluidKDTree.schelp b/release-packaging/HelpSource/Classes/FluidKDTree.schelp
index 66877ef..679934e 100644
--- a/release-packaging/HelpSource/Classes/FluidKDTree.schelp
+++ b/release-packaging/HelpSource/Classes/FluidKDTree.schelp
@@ -11,9 +11,9 @@ See https://scikit-learn.org/stable/modules/neighbors.html#nearest-neighbor-algo
 CLASSMETHODS::
 
 METHOD:: new
-Make a new KDTree model for the given server
+Make a new KDTree model for the given server.
 ARGUMENT:: server
-The server on which to make the model
+The server on which to make the model.
 
 INSTANCEMETHODS::
 
@@ -24,24 +24,24 @@ ARGUMENT:: dataset
 The LINK::Classes/FluidDataSet:: of interest. This can either be a data set object itself, or the name of one.
 
 ARGUMENT:: action
-A function to run when indexing is complete
+A function to run when indexing is complete.
 
 
 METHOD:: kNearest
-Returns the IDs of the CODE::k:: points nearest to the one passed
+Returns the IDs of the CODE::k:: points nearest to the one passed.
 
 ARGUMENT:: buffer
 A LINK::Classes/Buffer:: containing a data point to match against. The number of frames in the buffer must match the dimensionality of the LINK::Classes/FluidDataSet:: the tree was fitted to.
 
 ARGUMENT:: k
-The number of neighbours to return
+The number of neighbours to return.
 
 
 ARGUMENT:: action
 A function that will run when the query returns, whose argument is an array of point IDs from the tree's LINK::Classes/FluidDataSet::
 
 METHOD:: kNearestDist
-Get the distances of the K nearest neighbours to a point
+Get the distances of the K nearest neighbours to a point.
 
 ARGUMENT:: buffer
 A LINK::Classes/Buffer:: containing a data point to match against. The number of frames in the buffer must match the dimensionality of the LINK::Classes/FluidDataSet:: the tree was fitted to.
@@ -50,7 +50,7 @@ ARGUMENT:: k
 The number of neighbours to search
 
 ARGUMENT:: action
-A function that will run when the query returns, whose argument is an array of distances
+A function that will run when the query returns, whose argument is an array of distances.
 
 
 EXAMPLES::