From 9a695a2411c116beeae60f9c494f3b0779725787 Mon Sep 17 00:00:00 2001
From: "Joshua J. Cogliati" <joshua.cogliati@inl.gov>
Date: Fri, 6 Dec 2024 11:15:47 -0700
Subject: [PATCH] Improving test to classify better.

---
 .../ROM/SKLearn/gold/data/outNuSVC.csv        | 242 +++++++++---------
 tests/framework/ROM/SKLearn/nuSVC.xml         |   2 +-
 2 files changed, 122 insertions(+), 122 deletions(-)

diff --git a/tests/framework/ROM/SKLearn/gold/data/outNuSVC.csv b/tests/framework/ROM/SKLearn/gold/data/outNuSVC.csv
index 004e193728..087e48a9cf 100644
--- a/tests/framework/ROM/SKLearn/gold/data/outNuSVC.csv
+++ b/tests/framework/ROM/SKLearn/gold/data/outNuSVC.csv
@@ -1,122 +1,122 @@
 X,Y,Z,ProbabilityWeight
-2.0,-1000.0,1.0,0.0025
-2.0,-800.0,1.0,0.005
-2.0,-600.0,1.0,0.005
-2.0,-400.0,1.0,0.005
-2.0,-200.0,1.0,0.005
-2.0,0.0,1.0,0.005
-2.0,200.0,1.0,0.005
-2.0,400.0,1.0,0.005
-2.0,600.0,1.0,0.005
-2.0,800.0,1.0,0.005
-2.0,1000.0,1.0,0.0025
-2.1,-1000.0,1.0,0.005
-2.1,-800.0,1.0,0.01
-2.1,-600.0,1.0,0.01
-2.1,-400.0,1.0,0.01
-2.1,-200.0,1.0,0.01
-2.1,0.0,1.0,0.01
-2.1,200.0,1.0,0.01
-2.1,400.0,1.0,0.01
-2.1,600.0,1.0,0.01
-2.1,800.0,1.0,0.01
-2.1,1000.0,1.0,0.005
-2.2,-1000.0,1.0,0.005
-2.2,-800.0,1.0,0.01
-2.2,-600.0,1.0,0.01
-2.2,-400.0,1.0,0.01
-2.2,-200.0,1.0,0.01
-2.2,0.0,1.0,0.01
-2.2,200.0,1.0,0.01
-2.2,400.0,1.0,0.01
-2.2,600.0,1.0,0.01
-2.2,800.0,1.0,0.01
-2.2,1000.0,1.0,0.005
-2.3,-1000.0,1.0,0.005
-2.3,-800.0,1.0,0.01
-2.3,-600.0,1.0,0.01
-2.3,-400.0,1.0,0.01
-2.3,-200.0,1.0,0.01
-2.3,0.0,1.0,0.01
-2.3,200.0,1.0,0.01
-2.3,400.0,1.0,0.01
-2.3,600.0,1.0,0.01
-2.3,800.0,1.0,0.01
-2.3,1000.0,1.0,0.005
-2.4,-1000.0,1.0,0.005
-2.4,-800.0,1.0,0.01
-2.4,-600.0,1.0,0.01
-2.4,-400.0,1.0,0.01
-2.4,-200.0,1.0,0.01
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-2.4,600.0,1.0,0.01
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-2.4,1000.0,1.0,0.005
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-2.5,-800.0,1.0,0.01
-2.5,-600.0,1.0,0.01
-2.5,-400.0,1.0,0.01
-2.5,-200.0,1.0,0.01
-2.5,0.0,1.0,0.01
-2.5,200.0,1.0,0.01
-2.5,400.0,1.0,0.01
-2.5,600.0,1.0,0.01
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-2.6,-600.0,1.0,0.01
-2.6,-400.0,1.0,0.01
-2.6,-200.0,1.0,0.01
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-2.6,600.0,1.0,0.01
-2.6,800.0,1.0,0.01
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-2.7,400.0,1.0,0.01
-2.7,600.0,1.0,0.01
-2.7,800.0,1.0,0.01
-2.7,1000.0,1.0,0.005
-2.8,-1000.0,1.0,0.005
-2.8,-800.0,1.0,0.01
-2.8,-600.0,1.0,0.01
-2.8,-400.0,1.0,0.01
-2.8,-200.0,1.0,0.01
-2.8,0.0,1.0,0.01
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-2.8,400.0,1.0,0.01
-2.8,600.0,1.0,0.01
-2.8,800.0,1.0,0.01
-2.8,1000.0,1.0,0.005
-2.9,-1000.0,1.0,0.005
-2.9,-800.0,1.0,0.01
-2.9,-600.0,1.0,0.01
-2.9,-400.0,1.0,0.01
-2.9,-200.0,1.0,0.01
-2.9,0.0,1.0,0.01
-2.9,200.0,1.0,0.01
-2.9,400.0,1.0,0.01
-2.9,600.0,1.0,0.01
-2.9,800.0,1.0,0.01
-2.9,1000.0,1.0,0.005
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-3.0,-800.0,1.0,0.005
-3.0,-600.0,1.0,0.005
-3.0,-400.0,1.0,0.005
-3.0,-200.0,1.0,0.005
-3.0,0.0,1.0,0.005
-3.0,200.0,1.0,0.005
-3.0,400.0,1.0,0.005
-3.0,600.0,1.0,0.005
-3.0,800.0,1.0,0.005
-3.0,1000.0,1.0,0.0025
+2.0,-1000.0,1,0.0025
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+2.0,-600.0,1,0.005
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+2.0,-200.0,0,0.005
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+2.0,400.0,0,0.005
+2.0,600.0,1,0.005
+2.0,800.0,1,0.005
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+2.1,-600.0,1,0.01
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+2.1,-200.0,0,0.01
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+2.1,800.0,1,0.01
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+2.2,800.0,1,0.01
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+2.3,-1000.0,1,0.005
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+2.3,-600.0,0,0.01
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+2.3,-200.0,0,0.01
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+2.3,800.0,0,0.01
+2.3,1000.0,1,0.005
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+2.4,-600.0,0,0.01
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+2.4,-200.0,0,0.01
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+3.0,-1000.0,1,0.0025
+3.0,-800.0,1,0.005
+3.0,-600.0,1,0.005
+3.0,-400.0,1,0.005
+3.0,-200.0,1,0.005
+3.0,0.0,0,0.005
+3.0,200.0,0,0.005
+3.0,400.0,1,0.005
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diff --git a/tests/framework/ROM/SKLearn/nuSVC.xml b/tests/framework/ROM/SKLearn/nuSVC.xml
index 879173cd27..947f0a6b9d 100644
--- a/tests/framework/ROM/SKLearn/nuSVC.xml
+++ b/tests/framework/ROM/SKLearn/nuSVC.xml
@@ -42,7 +42,7 @@
     <ROM name="modelUnderTest" subType="NuSVC">
       <Features>X,Y</Features>
       <Target>Z</Target>
-      <nu>0.5</nu>
+      <nu>0.1</nu>
       <kernel>rbf</kernel>
       <degree>3</degree>
       <!-- This does not work with 0.15.2 of sklearn -->