From 6f248c4a713e10cba2b515abb86129589d95f3ce Mon Sep 17 00:00:00 2001
From: Jason Altekruse <jaltekruse@usgs.gov>
Date: Fri, 23 Feb 2024 16:39:50 -0700
Subject: [PATCH] add BA08 site scaling term following AM09 implementation.
adjust coefficient file (and tests) accordingly
---
.../nshmp/gmm/MotazedianAtkinson_2005.java | 57 +-
.../gmm/coeffs/MotazedianAtkinson05.csv | 24 +-
.../gmm/motazedian-atkinson-2005-inputs.csv | 496 +-
.../gmm/motazedian-atkinson-2005-results.csv | 9129 +++--------------
4 files changed, 1787 insertions(+), 7919 deletions(-)
diff --git a/src/main/java/gov/usgs/earthquake/nshmp/gmm/MotazedianAtkinson_2005.java b/src/main/java/gov/usgs/earthquake/nshmp/gmm/MotazedianAtkinson_2005.java
index 41086aa5..aae4c3c8 100644
--- a/src/main/java/gov/usgs/earthquake/nshmp/gmm/MotazedianAtkinson_2005.java
+++ b/src/main/java/gov/usgs/earthquake/nshmp/gmm/MotazedianAtkinson_2005.java
@@ -1,23 +1,23 @@
package gov.usgs.earthquake.nshmp.gmm;
+import static gov.usgs.earthquake.nshmp.gmm.Gmm.BA_08_BASE;
import static gov.usgs.earthquake.nshmp.gmm.GmmInput.Field.MW;
import static gov.usgs.earthquake.nshmp.gmm.GmmInput.Field.RRUP;
import static gov.usgs.earthquake.nshmp.gmm.GmmInput.Field.VS30;
import static gov.usgs.earthquake.nshmp.gmm.GmmUtils.BASE_10_TO_E;
import static gov.usgs.earthquake.nshmp.gmm.GmmUtils.LN_G_CM_TO_M;
+import static gov.usgs.earthquake.nshmp.gmm.Imt.PGA;
import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P01;
import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P02;
import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P03;
import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P05;
-import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P06;
import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P075;
-import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P08;
-import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P12;
+import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P1;
import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P15;
-import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P16;
-import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P6;
+import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P2;
+import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P5;
import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P75;
-import static gov.usgs.earthquake.nshmp.gmm.Imt.SA0P8;
+import static gov.usgs.earthquake.nshmp.gmm.Imt.SA1P0;
import static java.lang.Math.log10;
import static java.lang.Math.sqrt;
@@ -39,6 +39,20 @@ import gov.usgs.earthquake.nshmp.tree.LogicTree;
* prohibited. Use {@link Gmm#instance(Imt)} to retrieve an instance for a
* desired {@link Imt}.
*
+ * <p><b>Implementation notes:</b><ul>
+ *
+ * <li>Published coefficients are defined in frequency-space. Frequencies are
+ * converted to the closest existing spectral period in IMT.</li>
+ *
+ * <li>Support for spectral period 0.01s is provided using the same coefficients
+ * as PGA.</li>
+ *
+ * <li>Support for spectral periods 0.02s, 0.03s, 0.075s, 0.15s, 0.25s, and 1.5s
+ * is provided via interpolation of ground motion and sigma of adjacent periods
+ * for which there are coefficients.</li>
+ *
+ * <li>Uses site-scaling model of BA08.</li>
+ *
* <p><b>Reference:</b> Motazedian, D. and Atkinson, G., 2005, Ground-motion
* relations for Puerto Rico, in Mann, P., ed., Active tectonics and seismic
* hazards of Puerto Rico, the Virgin Islands, and offshore areas: Geological
@@ -75,12 +89,17 @@ public class MotazedianAtkinson_2005 implements GroundMotionModel {
*/
private static final Map<Imt, Range<Imt>> INTERPOLATED_IMTS = Maps.immutableEnumMap(
ImmutableMap.<Imt, Range<Imt>> builder()
- .put(SA0P02, Range.closed(SA0P01, SA0P06))
- .put(SA0P03, Range.closed(SA0P01, SA0P06))
- .put(SA0P05, Range.closed(SA0P01, SA0P06))
- .put(SA0P075, Range.closed(SA0P06, SA0P08))
- .put(SA0P15, Range.closed(SA0P12, SA0P16))
- .put(SA0P75, Range.closed(SA0P6, SA0P8))
+ // .put(SA0P02, Range.closed(SA0P01, SA0P06))
+ // .put(SA0P03, Range.closed(SA0P01, SA0P06))
+ // .put(SA0P05, Range.closed(SA0P01, SA0P06))
+ // .put(SA0P075, Range.closed(SA0P06, SA0P08))
+ .put(SA0P02, Range.closed(SA0P01, SA0P1))
+ .put(SA0P03, Range.closed(SA0P01, SA0P1))
+ .put(SA0P05, Range.closed(SA0P01, SA0P1))
+ .put(SA0P075, Range.closed(SA0P01, SA0P1))
+ // .put(SA0P15, Range.closed(SA0P12, SA0P16))
+ .put(SA0P15, Range.closed(SA0P1, SA0P2))
+ .put(SA0P75, Range.closed(SA0P5, SA1P0))
.build());
// distance centering coefficients
@@ -111,12 +130,18 @@ public class MotazedianAtkinson_2005 implements GroundMotionModel {
}
private final Coefficients coeffs;
+ private final Coefficients coeffsPGA;
+
+ /* Boore and Atkinson (2008) site scaling model */
+ private final BooreAtkinson_2008 siteAmp;
private final boolean interpolated;
private final GroundMotionModel interpolatedGmm;
MotazedianAtkinson_2005(Imt imt) {
coeffs = new Coefficients(imt, COEFFS);
+ coeffsPGA = new Coefficients(PGA, COEFFS);
+ siteAmp = (BooreAtkinson_2008) BA_08_BASE.instance(imt);
interpolated = INTERPOLATED_IMTS.containsKey(imt);
interpolatedGmm = interpolated
@@ -135,9 +160,13 @@ public class MotazedianAtkinson_2005 implements GroundMotionModel {
return interpolatedGmm.calc(in);
}
- double μ = calcMean(coeffs, in);
+ double μRef = calcMean(coeffs, in);
+ double μPga = calcMean(coeffsPGA, in);
+ double site = siteAmp.siteAmp(μPga, in.vs30);
+ double μAm = μRef + site;
+
double σ = SIGMA;
- return GroundMotions.createTree(μ, σ);
+ return GroundMotions.createTree(μAm, σ);
}
private static final double calcMean(
diff --git a/src/main/resources/gmm/coeffs/MotazedianAtkinson05.csv b/src/main/resources/gmm/coeffs/MotazedianAtkinson05.csv
index 34a7a937..1969c8b6 100644
--- a/src/main/resources/gmm/coeffs/MotazedianAtkinson05.csv
+++ b/src/main/resources/gmm/coeffs/MotazedianAtkinson05.csv
@@ -1,30 +1,36 @@
T, f, c1, c2, c3, c4
10, 0.10, 1.62, 0.91212, -0.10486, -0.00092
7.5, 0.13, 1.80, 0.90635, -0.11886, -0.00081
-6, 0.16, 1.98, 0.89009, -0.13157, -0.00064
+#6, 0.16, 1.98, 0.89009, -0.13157, -0.00064
5, 0.20, 2.16, 0.87177, -0.14444, -0.00052
4, 0.25, 2.36, 0.84583, -0.15306, -0.00048
3, 0.32, 2.55, 0.81112, -0.16625, -0.00044
-2.5, 0.40, 2.74, 0.78035, -0.17792, -0.00050
+#2.5, 0.40, 2.74, 0.78035, -0.17792, -0.00050
2, 0.50, 2.89, 0.73416, -0.17060, -0.00056
1.5, 0.63, 3.04, 0.67664, -0.15973, -0.00061
-1.25, 0.79, 3.20, 0.63441, -0.15706, -0.00080
+#1.25, 0.79, 3.20, 0.63441, -0.15706, -0.00080
1, 1.00, 3.35, 0.56986, -0.14377, -0.00086
-0.8, 1.26, 3.47, 0.49700, -0.11945, -0.00105
+#0.8, 1.26, 3.47, 0.49700, -0.11945, -0.00105
+#0.8, 0, 0, 0, 0, 0x
0.75, 0, 0, 0, 0, 0
-0.6, 1.59, 3.58, 0.47303, -0.11486, -0.00118
+#0.6, 1.59, 3.58, 0.47303, -0.11486, -0.00118
+#0.6, 0, 0, 0, 0, 0x
0.5, 2.00, 3.68, 0.44246, -0.10831, -0.00126
0.4, 2.51, 3.74, 0.40472, -0.08864, -0.00139
0.3, 3.16, 3.83, 0.38087, -0.09045, -0.00159
0.25, 3.98, 3.88, 0.35932, -0.07932, -0.00185
0.2, 5.01, 3.94, 0.33077, -0.06816, -0.00204
-0.16, 6.31, 3.97, 0.33046, -0.07344, -0.00219
+#0.16, 6.31, 3.97, 0.33046, -0.07344, -0.00219
+#0.16, 0, 0, 0, 0, 0x
0.15, 0, 0, 0, 0, 0
-0.12, 7.94, 3.98, 0.32515, -0.07216, -0.00234
+#0.12, 7.94, 3.98, 0.32515, -0.07216, -0.00234
+#0.12, 0, 0, 0, 0, 0x
0.1, 10.00, 3.96, 0.32088, -0.06542, -0.00244
-0.08, 12.59, 3.94, 0.32165, -0.06523, -0.00253
+#0.08, 12.59, 3.94, 0.32165, -0.06523, -0.00253
+#0.08, 0, 0, 0, 0, 0x
0.075, 0, 0, 0, 0, 0
-0.06, 15.85, 3.88, 0.33249, -0.06818, -0.00251
+#0.06, 15.85, 3.88, 0.33249, -0.06818, -0.00251
+#0.06, 0, 0, 0, 0, 0x
0.05, 0, 0, 0, 0, 0
0.03, 0, 0, 0, 0, 0
0.02, 0, 0, 0, 0, 0
diff --git a/src/test/resources/gmm/motazedian-atkinson-2005-inputs.csv b/src/test/resources/gmm/motazedian-atkinson-2005-inputs.csv
index 1ccd66d1..08631bad 100644
--- a/src/test/resources/gmm/motazedian-atkinson-2005-inputs.csv
+++ b/src/test/resources/gmm/motazedian-atkinson-2005-inputs.csv
@@ -1,241 +1,305 @@
#Mw,rjB,rRup,rX,dip,width,zTor,zHyp,rake,vs30,z1p0,z2p5,zSed
-4.0,0,5,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,5,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,5,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,6,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,6,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,6,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,8,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,8,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,8,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,50,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,50,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,60,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,60,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,60,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,80,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,80,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,80,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.0,0,100,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.0,0,100,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.0,0,100,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.0,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,5,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,5,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,5,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,6,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,6,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,6,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,8,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,8,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,8,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,50,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,50,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,60,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,60,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,60,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,80,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,80,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,80,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.7,0,100,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.7,0,100,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.7,0,100,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.7,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,5,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,5,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,5,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,6,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,6,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,6,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,8,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,8,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,8,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,50,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,50,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,60,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,60,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,60,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,80,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,80,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,80,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
-4.8,0,100,0,90,5,1,1,1,150,NaN,NaN,NaN
-4.8,0,100,0,90,5,1,1,1,250,NaN,NaN,NaN
-4.8,0,100,0,90,5,1,1,1,450,NaN,NaN,NaN
-4.8,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
+5.0,0,2,0,90,5,1,1,1,760,NaN,NaN,NaN
+5.0,0,3,0,90,5,1,1,1,760,NaN,NaN,NaN
+5.0,0,4,0,90,5,1,1,1,760,NaN,NaN,NaN
+5.0,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
+5.0,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
+5.0,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
5.0,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,50,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,50,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,60,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,60,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,60,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,80,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,80,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,80,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,100,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,100,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,100,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,200,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,200,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,200,0,90,5,1,1,1,450,NaN,NaN,NaN
+5.0,0,150,0,90,5,1,1,1,760,NaN,NaN,NaN
5.0,0,200,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,300,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,300,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,300,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,300,0,90,5,1,1,1,760,NaN,NaN,NaN
-5.0,0,500,0,90,5,1,1,1,150,NaN,NaN,NaN
-5.0,0,500,0,90,5,1,1,1,250,NaN,NaN,NaN
-5.0,0,500,0,90,5,1,1,1,450,NaN,NaN,NaN
5.0,0,500,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
+6.0,0,2,0,90,5,1,1,1,760,NaN,NaN,NaN
+6.0,0,3,0,90,5,1,1,1,760,NaN,NaN,NaN
+6.0,0,4,0,90,5,1,1,1,760,NaN,NaN,NaN
+6.0,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
+6.0,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
+6.0,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
6.0,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,50,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,50,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,60,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,60,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,60,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,80,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,80,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,80,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,100,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,100,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,100,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,200,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,200,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,200,0,90,5,1,1,1,450,NaN,NaN,NaN
+6.0,0,150,0,90,5,1,1,1,760,NaN,NaN,NaN
6.0,0,200,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,300,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,300,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,300,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,300,0,90,5,1,1,1,760,NaN,NaN,NaN
-6.0,0,500,0,90,5,1,1,1,150,NaN,NaN,NaN
-6.0,0,500,0,90,5,1,1,1,250,NaN,NaN,NaN
-6.0,0,500,0,90,5,1,1,1,450,NaN,NaN,NaN
6.0,0,500,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,2,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,3,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,4,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,150,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,200,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,300,0,90,5,1,1,1,760,NaN,NaN,NaN
+7.0,0,500,0,90,5,1,1,1,760,NaN,NaN,NaN
+5.0,0,100,0,90,5,1,1,1,365,NaN,NaN,NaN
+5.0,0,100,0,90,5,1,1,1,1500,NaN,NaN,NaN
+6.0,0,100,0,90,5,1,1,1,365,NaN,NaN,NaN
+6.0,0,100,0,90,5,1,1,1,1500,NaN,NaN,NaN
+7.0,0,100,0,90,5,1,1,1,365,NaN,NaN,NaN
+7.0,0,100,0,90,5,1,1,1,1500,NaN,NaN,NaN
+#
+#4.0,0,5,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,5,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,5,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,6,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,6,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,6,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,8,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,8,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,8,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,50,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,50,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,60,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,60,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,60,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,80,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,80,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,80,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.0,0,100,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.0,0,100,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.0,0,100,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.0,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,5,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,5,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,5,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,6,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,6,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,6,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,8,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,8,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,8,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,50,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,50,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,50,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,60,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,60,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,60,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,60,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,80,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,80,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,80,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,80,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.7,0,100,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.7,0,100,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.7,0,100,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.7,0,100,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,5,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,5,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,5,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,5,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,6,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,6,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,6,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,6,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,8,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,8,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,8,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,8,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,10,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,10,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,10,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,10,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,15,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,15,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,15,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,15,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,20,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,20,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,20,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,20,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,30,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,30,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,30,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,30,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,40,0,90,5,1,1,1,150,NaN,NaN,NaN
+#4.8,0,40,0,90,5,1,1,1,250,NaN,NaN,NaN
+#4.8,0,40,0,90,5,1,1,1,450,NaN,NaN,NaN
+#4.8,0,40,0,90,5,1,1,1,760,NaN,NaN,NaN
+#4.8,0,50,0,90,5,1,1,1,150,NaN,NaN,NaN
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diff --git a/src/test/resources/gmm/motazedian-atkinson-2005-results.csv b/src/test/resources/gmm/motazedian-atkinson-2005-results.csv
index 40e61726..3d1f8f05 100644
--- a/src/test/resources/gmm/motazedian-atkinson-2005-results.csv
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--
GitLab