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Robotics

Tagged under: artificial-intelligence, computer-science, robotics, machine-learning, deep-learning, learning, prediction, training, supervised-learning, unsupervised learning, semi-supervised-learning, reinforcement-learning, computer-vision, mechanics, and beginner

Posted on 18 Feb 2024



12. Robotics


Preface

  • In this module…

License


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Quantum Machine Learning

Tagged under: artificial-intelligence, computer-science, quantum-machine-learning, machine-learning, learning, prediction, training, supervised-learning, unsupervised learning, semi-supervised-learning, reinforcement-learning, and intermediate

Posted on 18 Feb 2024



4. Quantum Machine Learning


Preface

  • In this module…

License


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Quantum Deep Learning

Tagged under: artificial-intelligence, computer-science, quantum-deep-learning, deep-learning, learning, prediction, training, supervised learning, unsupervised learning, semi-supervised-learning, reinforcement-learning, and intermediate

Posted on 18 Feb 2024



6. Quantum Deep Learning


Preface

  • In this module…

License


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Multi-Agent Systems

Tagged under: artificial-intelligence, computer-science, multi-agent-systems, agents, autonomous, behaviour, environment, learning, prediction, reaction, and intermediate

Posted on 18 Feb 2024



11. Multi-Agent Systems


Preface

  • In this module…

License


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(Logical) Reasoners

Tagged under: artificial-intelligence, computer-science, reasoners, knowledge, logics, and intermediate

Posted on 18 Feb 2024



2. (Logical) Reasoners


Preface

  • In this module…

License


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Introduction to Artificial Intelligence

Tagged under: artificial-intelligence, computer-science, introduction, and beginner

Posted on 18 Feb 2024



1. Introduction to Artificial Intelligence


Preface

  • In this module…

License


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(Classical) Machine Learning

Tagged under: artificial-intelligence, computer-science, classical-machine-learning, machine-learning, learning, prediction, training, supervised-learning, unsupervised learning, semi-supervised-learning, reinforcement-learning, and intermediate

Posted on 18 Feb 2024



3. (Classical) Machine Learning


Preface

  • In this module…

License


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(Classical) Deep Learning

Tagged under: artificial-intelligence, computer-science, classical-deep-learning, deep-learning, learning, prediction, training, supervised learning, unsupervised learning, semi-supervised-learning, reinforcement-learning, and advanced

Posted on 18 Feb 2024



5. (Classical) Deep Learning


Preface

  • In this module…

License


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Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) with Quantum Kernel Training (QKT) on NSL-KDD Dataset

Tagged under: artificial-intelligence, computer-science, quantum-support-vector-machine, support-vector-machine, quantum-kernel-training, kernel-training, quantum-kernel-alignment, kernel-alignment, quantum-machine-learning, machine-learning, supervised-learning, training, classification, iris-dataset, and intermediate

Posted on 18 Feb 2024



Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) with Quantum Kernel Training (QKT)/Quantum Kernel Alignment (QKA) on NSL-KDD Dataset


Preface

  • In this page...

Experimental Results

  • The experimental results will be available soon...

Local Optimizers


ADAptive Moment (ADAM)
  • The experimental results...


Note(s):


Footnote(s):

  • ¥ - This hyperparameter represents the Maximum Number of Iterations of the optimizer.
  • § - This hyperparameter represents the Tolerance Error of the optimizer.
  • † - This hyperparameter represents the Learning Rate of the optimizer.
  • ‡ - The higher Accuracy values are highlighted in green and the lowest Accuracy values are highlighted in red.

AccuMulated Squared GRADient (AMSGRAD)
  • The experimental results will be available soon...
Conjugate Gradient (CG)
  • The experimental results will be available soon...
Constrained Optimization By Linear Approximation (COBYLA)
  • The experimental results will be available soon...
Limited-memory - Broyden-Fletcher-Goldfarb-Shanno - Bound (L-BFGS-B)
  • The experimental results will be available soon...
Gaussian-Smoothed Line Search (GSLS)
  • The experimental results will be available soon...
Gradient Descent (GD)
  • The experimental results will be available soon...
Nakanishi-Fujii-Todo (NFT)
  • The experimental results will be available soon...
Nelder Mead (NM)
  • The experimental results will be available soon...
Parallelized - limited-memory - Broyden-Fletcher-Goldfarb-Shanno (P-BFGS)
  • The experimental results will be available soon...
Powell
  • The experimental results will be available soon...
Sequential Least SQuares Programming (SLSQP)
  • The experimental results will be available soon...
Simultaneous Perturbation Stochastic Approximation (SPSA)
  • The experimental results will be available soon...
Quantum Natural - Simultaneous Perturbation Stochastic Approximation (QNSPSA)
  • The experimental results will be available soon...
Truncated Newton Conjugate (TNC)
  • The experimental results will be available soon...
(Continuous) Univariate Marginal Distribution Algorithm (UMDA)
  • The experimental results will be available soon...

Global Optimizers


Controlled Random Search (CRS)
  • The experimental results will be available soon...
DIviding RECTangles Locally-biased (DIRECT-L)
  • The experimental results will be available soon...
DIviding RECTangles Locally-biased RANDndomized (DIRECT-L-RAND)
  • The experimental results will be available soon...
Evolutionary Strategy-Carlos Henrique (ESCH)
  • The experimental results will be available soon...
Improved Stochastic Ranking Evolution Strategy (ISRES)
  • The experimental results will be available soon...


Note(s):


Footnote(s):

  • TODO

License


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Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) with Quantum Kernel Training (QKT) on IRIS Dataset

Tagged under: artificial-intelligence, computer-science, quantum-support-vector-machine, support-vector-machine, quantum-kernel-training, kernel-training, quantum-kernel-alignment, kernel-alignment, quantum-machine-learning, machine-learning, supervised-learning, training, classification, iris-dataset, and intermediate

Posted on 18 Feb 2024



Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) with Quantum Kernel Training (QKT)/Quantum Kernel Alignment (QKA) on IRIS Dataset


Preface

  • In this page...

Experimental Results

  • The experimental results will be available soon...

Local Optimizers


ADAptive Moment (ADAM)
  • The experimental results...
No. MaxIter¥ Tol§ LR Accuracy
0 20 1e-08 1e-06 0.95556
1 20 1e-08 5e-06 0.95556
2 20 1e-08 1e-05 0.95556
3 20 1e-08 5e-05 0.95556
4 20 1e-08 0.0001 0.95556
5 20 1e-08 0.0005 0.95556
6 20 1e-08 0.001 0.95556
7 20 1e-08 0.005 0.95556
8 20 1e-08 0.01 0.95556
9 20 1e-08 0.05 0.95556
10 20 1e-08 0.1 0.95556
11 20 1e-08 0.5 0.95556
12 20 1e-08 1.0 1.00000
13 20 1e-07 1e-06 0.95556
14 20 1e-07 5e-06 0.95556
15 20 1e-07 1e-05 0.95556
16 20 1e-07 5e-05 0.95556
17 20 1e-07 0.0001 0.95556
18 20 1e-07 0.0005 0.95556
19 20 1e-07 0.001 0.95556
20 20 1e-07 0.005 0.95556
21 20 1e-07 0.01 0.95556
22 20 1e-07 0.05 0.95556
23 20 1e-07 0.1 0.95556
24 20 1e-07 0.5 0.95556
25 20 1e-07 1.0 1.00000
26 20 1e-06 1e-06 0.95556
27 20 1e-06 5e-06 0.95556
28 20 1e-06 1e-05 0.95556
29 20 1e-06 5e-05 0.95556
30 20 1e-06 0.0001 0.95556
31 20 1e-06 0.0005 0.95556
32 20 1e-06 0.001 0.95556
33 20 1e-06 0.005 0.95556
34 20 1e-06 0.01 0.95556
35 20 1e-06 0.05 0.95556
36 20 1e-06 0.1 0.95556
37 20 1e-06 0.5 0.95556
38 20 1e-06 1.0 1.00000
39 20 1e-05 1e-06 0.95556
40 20 1e-05 5e-06 0.95556
41 20 1e-05 1e-05 0.95556
42 20 1e-05 5e-05 0.95556
43 20 1e-05 0.0001 0.95556
44 20 1e-05 0.0005 0.95556
45 20 1e-05 0.001 0.95556
46 20 1e-05 0.005 0.95556
47 20 1e-05 0.01 0.95556
48 20 1e-05 0.05 0.95556
49 20 1e-05 0.1 0.95556
50 20 1e-05 0.5 0.95556
51 20 1e-05 1.0 1.00000
52 20 0.0001 1e-06 0.95556
53 20 0.0001 5e-06 0.95556
54 20 0.0001 1e-05 0.95556
55 20 0.0001 5e-05 0.95556
56 20 0.0001 0.0001 0.95556
57 20 0.0001 0.0005 0.95556
58 20 0.0001 0.001 0.95556
59 20 0.0001 0.005 0.95556
60 20 0.0001 0.01 0.95556
61 20 0.0001 0.05 0.95556
62 20 0.0001 0.1 0.95556
63 20 0.0001 0.5 0.95556
64 20 0.0001 1.0 1.00000


Note(s):


Footnote(s):

  • ¥ - This hyperparameter represents the Maximum Number of Iterations of the optimizer.
  • § - This hyperparameter represents the Tolerance Error of the optimizer.
  • † - This hyperparameter represents the Learning Rate of the optimizer.
  • ‡ - The higher Accuracy values are highlighted in green and the lowest Accuracy values are highlighted in red.

AccuMulated Squared GRADient (AMSGRAD)
  • The experimental results will be available soon...
Conjugate Gradient (CG)
  • The experimental results will be available soon...
Constrained Optimization By Linear Approximation (COBYLA)
  • The experimental results will be available soon...
Limited-memory - Broyden-Fletcher-Goldfarb-Shanno - Bound (L-BFGS-B)
  • The experimental results will be available soon...
Gaussian-Smoothed Line Search (GSLS)
  • The experimental results will be available soon...
Gradient Descent (GD)
  • The experimental results will be available soon...
Nakanishi-Fujii-Todo (NFT)
  • The experimental results will be available soon...
Nelder Mead (NM)
  • The experimental results will be available soon...
Parallelized - limited-memory - Broyden-Fletcher-Goldfarb-Shanno (P-BFGS)
  • The experimental results will be available soon...
Powell
  • The experimental results will be available soon...
Sequential Least SQuares Programming (SLSQP)
  • The experimental results will be available soon...
Simultaneous Perturbation Stochastic Approximation (SPSA)
  • The experimental results will be available soon...
Quantum Natural - Simultaneous Perturbation Stochastic Approximation (QNSPSA)
  • The experimental results will be available soon...
Truncated Newton Conjugate (TNC)
  • The experimental results will be available soon...
(Continuous) Univariate Marginal Distribution Algorithm (UMDA)
  • The experimental results will be available soon...

Global Optimizers


Controlled Random Search (CRS)
  • The experimental results will be available soon...
DIviding RECTangles Locally-biased (DIRECT-L)
  • The experimental results will be available soon...
DIviding RECTangles Locally-biased RANDndomized (DIRECT-L-RAND)
  • The experimental results will be available soon...
Evolutionary Strategy-Carlos Henrique (ESCH)
  • The experimental results will be available soon...
Improved Stochastic Ranking Evolution Strategy (ISRES)
  • The experimental results will be available soon...


Note(s):


Footnote(s):

  • TODO

License


Read More

Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) on NSL-KDD Dataset

Tagged under: artificial-intelligence, computer-science, quantum-support-vector-machine, support-vector-machine, quantum-machine-learning, machine-learning, supervised-learning, training, classification, iris-dataset, and intermediate

Posted on 18 Feb 2024



Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) on NSL-KDD Dataset


Preface

  • In this page...

Experimental Results

  • The experimental results...


Note(s):


Footnote(s):

  • ¥ - This hyperparameter represents the Pauli Operators Sequences' Combination.
  • § - This hyperparameter represents the Quantum Entanglement Structure.
  • † - This hyperparameter represents the Number of Quantum Circuit Repetitions.
  • ‡ - This hyperparameter represents the Pauli Rotation Factor. This hyperparameter is also denoted by the Greek letter α.
  • ¶ - The higher Accuracy values are highlighted in green and the lowest Accuracy values are highlighted in red.

License


Read More

Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) on IRIS Dataset

Tagged under: artificial-intelligence, computer-science, quantum-support-vector-machine, support-vector-machine, quantum-machine-learning, machine-learning, supervised-learning, training, classification, iris-dataset, and intermediate

Posted on 18 Feb 2024



Experimental Results for Quantum (Enhanced) Support Vector Machine (QSVM) on IRIS Dataset


Preface

  • In this page...

Experimental Results

  • The experimental results...
No. Paulis¥ Entanglement§ Reps. Alpha Accuracy
0 [X] full 1 0.0 0.28889
1 [X] full 1 0.25 0.28889
2 [X] full 1 0.5 0.28889
3 [X] full 1 0.75 0.28889
4 [X] full 1 1.0 0.28889
5 [X] full 1 1.25 0.28889
6 [X] full 1 1.5 0.28889
7 [X] full 1 1.75 0.28889
8 [X] full 1 2.0 0.28889
9 [X] full 1 2.25 0.28889
10 [X] full 1 2.5 0.28889
11 [X] full 1 2.75 0.28889
12 [X] full 1 3.0 0.28889
13 [X] full 1 3.25 0.28889
14 [X] full 1 3.5 0.28889
15 [X] full 1 3.75 0.28889
16 [X] full 1 4.0 0.28889
17 [X] full 1 4.25 0.28889
18 [X] full 1 4.5 0.28889
19 [X] full 1 4.75 0.28889
20 [X] full 1 5.0 0.28889
21 [X] full 1 5.25 0.28889
22 [X] full 1 5.5 0.28889
23 [X] full 1 5.75 0.28889
24 [X] full 1 6.0 0.28889
25 [X] full 1 6.25 0.28889
26 [X] full 2 0.0 0.28889
27 [X] full 2 0.25 0.93333
28 [X] full 2 0.5 0.95556
29 [X] full 2 0.75 0.95556
30 [X] full 2 1.0 0.97778
31 [X] full 2 1.25 0.95556
32 [X] full 2 1.5 0.97778
33 [X] full 2 1.75 0.95556
34 [X] full 2 2.0 0.95556
35 [X] full 2 2.25 0.95556
36 [X] full 2 2.5 0.95556
37 [X] full 2 2.75 0.91111
38 [X] full 2 3.0 0.80000
39 [X] full 2 3.25 0.82222
40 [X] full 2 3.5 0.80000
41 [X] full 2 3.75 0.82222
42 [X] full 2 4.0 0.86667
43 [X] full 2 4.25 0.82222
44 [X] full 2 4.5 0.84444
45 [X] full 2 4.75 0.77778
46 [X] full 2 5.0 0.77778
47 [X] full 2 5.25 0.75556
48 [X] full 2 5.5 0.75556
49 [X] full 2 5.75 0.62222
50 [X] full 2 6.0 0.57778
51 [X] full 2 6.25 0.51111
52 [X] full 3 0.0 0.28889
53 [X] full 3 0.25 0.93333
54 [X] full 3 0.5 0.95556
55 [X] full 3 0.75 0.97778
56 [X] full 3 1.0 0.95556
57 [X] full 3 1.25 0.95556
58 [X] full 3 1.5 0.95556
59 [X] full 3 1.75 0.93333
60 [X] full 3 2.0 0.95556
61 [X] full 3 2.25 0.95556
62 [X] full 3 2.5 0.91111
63 [X] full 3 2.75 0.80000
64 [X] full 3 3.0 0.73333
65 [X] full 3 3.25 0.75556
66 [X] full 3 3.5 0.71111
67 [X] full 3 3.75 0.66667
68 [X] full 3 4.0 0.68889
69 [X] full 3 4.25 0.86667
70 [X] full 3 4.5 0.77778
71 [X] full 3 4.75 0.77778
72 [X] full 3 5.0 0.64444
73 [X] full 3 5.25 0.57778
74 [X] full 3 5.5 0.55556
75 [X] full 3 5.75 0.46667
76 [X] full 3 6.0 0.35556
77 [X] full 3 6.25 0.51111
78 [X] linear 1 0.0 0.28889
79 [X] linear 1 0.25 0.28889
80 [X] linear 1 0.5 0.28889
81 [X] linear 1 0.75 0.28889
82 [X] linear 1 1.0 0.28889
83 [X] linear 1 1.25 0.28889
84 [X] linear 1 1.5 0.28889
85 [X] linear 1 1.75 0.28889
86 [X] linear 1 2.0 0.28889
87 [X] linear 1 2.25 0.28889
88 [X] linear 1 2.5 0.28889
89 [X] linear 1 2.75 0.28889
90 [X] linear 1 3.0 0.28889
91 [X] linear 1 3.25 0.28889
92 [X] linear 1 3.5 0.28889
93 [X] linear 1 3.75 0.28889
94 [X] linear 1 4.0 0.28889
95 [X] linear 1 4.25 0.28889
96 [X] linear 1 4.5 0.28889
97 [X] linear 1 4.75 0.28889
98 [X] linear 1 5.0 0.28889
99 [X] linear 1 5.25 0.28889
100 [X] linear 1 5.5 0.28889
101 [X] linear 1 5.75 0.28889
102 [X] linear 1 6.0 0.28889
103 [X] linear 1 6.25 0.28889
104 [X] linear 2 0.0 0.28889
105 [X] linear 2 0.25 0.93333
106 [X] linear 2 0.5 0.95556
107 [X] linear 2 0.75 0.95556
108 [X] linear 2 1.0 0.97778
109 [X] linear 2 1.25 0.95556
110 [X] linear 2 1.5 0.97778
111 [X] linear 2 1.75 0.95556
112 [X] linear 2 2.0 0.95556
113 [X] linear 2 2.25 0.95556
114 [X] linear 2 2.5 0.95556
115 [X] linear 2 2.75 0.91111
116 [X] linear 2 3.0 0.80000
117 [X] linear 2 3.25 0.82222
118 [X] linear 2 3.5 0.80000
119 [X] linear 2 3.75 0.82222
120 [X] linear 2 4.0 0.86667
121 [X] linear 2 4.25 0.82222
122 [X] linear 2 4.5 0.84444
123 [X] linear 2 4.75 0.77778
124 [X] linear 2 5.0 0.77778
125 [X] linear 2 5.25 0.75556
126 [X] linear 2 5.5 0.75556
127 [X] linear 2 5.75 0.62222
128 [X] linear 2 6.0 0.57778
129 [X] linear 2 6.25 0.51111
130 [X] linear 3 0.0 0.28889
131 [X] linear 3 0.25 0.93333
132 [X] linear 3 0.5 0.95556
133 [X] linear 3 0.75 0.97778
134 [X] linear 3 1.0 0.95556
135 [X] linear 3 1.25 0.95556
136 [X] linear 3 1.5 0.95556
137 [X] linear 3 1.75 0.93333
138 [X] linear 3 2.0 0.95556
139 [X] linear 3 2.25 0.95556
140 [X] linear 3 2.5 0.91111
141 [X] linear 3 2.75 0.80000
142 [X] linear 3 3.0 0.73333
143 [X] linear 3 3.25 0.75556
144 [X] linear 3 3.5 0.71111
145 [X] linear 3 3.75 0.66667
146 [X] linear 3 4.0 0.68889
147 [X] linear 3 4.25 0.86667
148 [X] linear 3 4.5 0.77778
149 [X] linear 3 4.75 0.77778
150 [X] linear 3 5.0 0.64444
151 [X] linear 3 5.25 0.57778
152 [X] linear 3 5.5 0.55556
153 [X] linear 3 5.75 0.46667
154 [X] linear 3 6.0 0.35556
155 [X] linear 3 6.25 0.51111
156 [X] reverse_linear 1 0.0 0.28889
157 [X] reverse_linear 1 0.25 0.28889
158 [X] reverse_linear 1 0.5 0.28889
159 [X] reverse_linear 1 0.75 0.28889
160 [X] reverse_linear 1 1.0 0.28889
161 [X] reverse_linear 1 1.25 0.28889
162 [X] reverse_linear 1 1.5 0.28889
163 [X] reverse_linear 1 1.75 0.28889
164 [X] reverse_linear 1 2.0 0.28889
165 [X] reverse_linear 1 2.25 0.28889
166 [X] reverse_linear 1 2.5 0.28889
167 [X] reverse_linear 1 2.75 0.28889
168 [X] reverse_linear 1 3.0 0.28889
169 [X] reverse_linear 1 3.25 0.28889
170 [X] reverse_linear 1 3.5 0.28889
171 [X] reverse_linear 1 3.75 0.28889
172 [X] reverse_linear 1 4.0 0.28889
173 [X] reverse_linear 1 4.25 0.28889
174 [X] reverse_linear 1 4.5 0.28889
175 [X] reverse_linear 1 4.75 0.28889
176 [X] reverse_linear 1 5.0 0.28889
177 [X] reverse_linear 1 5.25 0.28889
178 [X] reverse_linear 1 5.5 0.28889
179 [X] reverse_linear 1 5.75 0.28889
180 [X] reverse_linear 1 6.0 0.28889
181 [X] reverse_linear 1 6.25 0.28889
182 [X] reverse_linear 2 0.0 0.28889
183 [X] reverse_linear 2 0.25 0.93333
184 [X] reverse_linear 2 0.5 0.95556
185 [X] reverse_linear 2 0.75 0.95556
186 [X] reverse_linear 2 1.0 0.97778
187 [X] reverse_linear 2 1.25 0.95556
188 [X] reverse_linear 2 1.5 0.97778
189 [X] reverse_linear 2 1.75 0.95556
190 [X] reverse_linear 2 2.0 0.95556
191 [X] reverse_linear 2 2.25 0.95556
192 [X] reverse_linear 2 2.5 0.95556
193 [X] reverse_linear 2 2.75 0.91111
194 [X] reverse_linear 2 3.0 0.80000
195 [X] reverse_linear 2 3.25 0.82222
196 [X] reverse_linear 2 3.5 0.80000
197 [X] reverse_linear 2 3.75 0.82222
198 [X] reverse_linear 2 4.0 0.86667
199 [X] reverse_linear 2 4.25 0.82222
200 [X] reverse_linear 2 4.5 0.84444
201 [X] reverse_linear 2 4.75 0.77778
202 [X] reverse_linear 2 5.0 0.77778
203 [X] reverse_linear 2 5.25 0.75556
204 [X] reverse_linear 2 5.5 0.75556
205 [X] reverse_linear 2 5.75 0.62222
206 [X] reverse_linear 2 6.0 0.57778
207 [X] reverse_linear 2 6.25 0.51111
208 [X] reverse_linear 3 0.0 0.28889
209 [X] reverse_linear 3 0.25 0.93333
210 [X] reverse_linear 3 0.5 0.95556
211 [X] reverse_linear 3 0.75 0.97778
212 [X] reverse_linear 3 1.0 0.95556
213 [X] reverse_linear 3 1.25 0.95556
214 [X] reverse_linear 3 1.5 0.95556
215 [X] reverse_linear 3 1.75 0.93333
216 [X] reverse_linear 3 2.0 0.95556
217 [X] reverse_linear 3 2.25 0.95556
218 [X] reverse_linear 3 2.5 0.91111
219 [X] reverse_linear 3 2.75 0.80000
220 [X] reverse_linear 3 3.0 0.73333
221 [X] reverse_linear 3 3.25 0.75556
222 [X] reverse_linear 3 3.5 0.71111
223 [X] reverse_linear 3 3.75 0.66667
224 [X] reverse_linear 3 4.0 0.68889
225 [X] reverse_linear 3 4.25 0.86667
226 [X] reverse_linear 3 4.5 0.77778
227 [X] reverse_linear 3 4.75 0.77778
228 [X] reverse_linear 3 5.0 0.64444
229 [X] reverse_linear 3 5.25 0.57778
230 [X] reverse_linear 3 5.5 0.55556
231 [X] reverse_linear 3 5.75 0.46667
232 [X] reverse_linear 3 6.0 0.35556
233 [X] reverse_linear 3 6.25 0.51111
234 [X] pairwise 1 0.0 0.28889
235 [X] pairwise 1 0.25 0.28889
236 [X] pairwise 1 0.5 0.28889
237 [X] pairwise 1 0.75 0.28889
238 [X] pairwise 1 1.0 0.28889
239 [X] pairwise 1 1.25 0.28889
240 [X] pairwise 1 1.5 0.28889
241 [X] pairwise 1 1.75 0.28889
242 [X] pairwise 1 2.0 0.28889
243 [X] pairwise 1 2.25 0.28889
244 [X] pairwise 1 2.5 0.28889
245 [X] pairwise 1 2.75 0.28889
246 [X] pairwise 1 3.0 0.28889
247 [X] pairwise 1 3.25 0.28889
248 [X] pairwise 1 3.5 0.28889
249 [X] pairwise 1 3.75 0.28889
250 [X] pairwise 1 4.0 0.28889
251 [X] pairwise 1 4.25 0.28889
252 [X] pairwise 1 4.5 0.28889
253 [X] pairwise 1 4.75 0.28889
254 [X] pairwise 1 5.0 0.28889
255 [X] pairwise 1 5.25 0.28889
256 [X] pairwise 1 5.5 0.28889
257 [X] pairwise 1 5.75 0.28889
258 [X] pairwise 1 6.0 0.28889
259 [X] pairwise 1 6.25 0.28889
260 [X] pairwise 2 0.0 0.28889
261 [X] pairwise 2 0.25 0.93333
262 [X] pairwise 2 0.5 0.95556
263 [X] pairwise 2 0.75 0.95556
264 [X] pairwise 2 1.0 0.97778
265 [X] pairwise 2 1.25 0.95556
266 [X] pairwise 2 1.5 0.97778
267 [X] pairwise 2 1.75 0.95556
268 [X] pairwise 2 2.0 0.95556
269 [X] pairwise 2 2.25 0.95556
270 [X] pairwise 2 2.5 0.95556
271 [X] pairwise 2 2.75 0.91111
272 [X] pairwise 2 3.0 0.80000
273 [X] pairwise 2 3.25 0.82222
274 [X] pairwise 2 3.5 0.80000
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1794 [IX] sca 1 0.0 0.28889
1795 [IX] sca 1 0.25 0.28889
1796 [IX] sca 1 0.5 0.28889
1797 [IX] sca 1 0.75 0.28889
1798 [IX] sca 1 1.0 0.28889
1799 [IX] sca 1 1.25 0.28889
1800 [IX] sca 1 1.5 0.28889
1801 [IX] sca 1 1.75 0.28889
1802 [IX] sca 1 2.0 0.28889
1803 [IX] sca 1 2.25 0.28889
1804 [IX] sca 1 2.5 0.28889
1805 [IX] sca 1 2.75 0.28889
1806 [IX] sca 1 3.0 0.28889
1807 [IX] sca 1 3.25 0.28889
1808 [IX] sca 1 3.5 0.28889
1809 [IX] sca 1 3.75 0.28889
1810 [IX] sca 1 4.0 0.28889
1811 [IX] sca 1 4.25 0.28889
1812 [IX] sca 1 4.5 0.28889
1813 [IX] sca 1 4.75 0.28889
1814 [IX] sca 1 5.0 0.28889
1815 [IX] sca 1 5.25 0.28889
1816 [IX] sca 1 5.5 0.28889
1817 [IX] sca 1 5.75 0.28889
1818 [IX] sca 1 6.0 0.28889
1819 [IX] sca 1 6.25 0.28889
1820 [IX] sca 2 0.0 0.28889
1821 [IX] sca 2 0.25 0.95556
1822 [IX] sca 2 0.5 0.91111
1823 [IX] sca 2 0.75 0.93333
1824 [IX] sca 2 1.0 0.91111
1825 [IX] sca 2 1.25 0.86667
1826 [IX] sca 2 1.5 0.86667
1827 [IX] sca 2 1.75 0.86667
1828 [IX] sca 2 2.0 0.75556
1829 [IX] sca 2 2.25 0.60000
1830 [IX] sca 2 2.5 0.53333
1831 [IX] sca 2 2.75 0.48889
1832 [IX] sca 2 3.0 0.51111
1833 [IX] sca 2 3.25 0.53333
1834 [IX] sca 2 3.5 0.46667
1835 [IX] sca 2 3.75 0.40000
1836 [IX] sca 2 4.0 0.48889
1837 [IX] sca 2 4.25 0.35556
1838 [IX] sca 2 4.5 0.40000
1839 [IX] sca 2 4.75 0.37778
1840 [IX] sca 2 5.0 0.35556
1841 [IX] sca 2 5.25 0.42222
1842 [IX] sca 2 5.5 0.37778
1843 [IX] sca 2 5.75 0.46667
1844 [IX] sca 2 6.0 0.44444
1845 [IX] sca 2 6.25 0.33333
1846 [IX] sca 3 0.0 0.28889
1847 [IX] sca 3 0.25 0.95556
1848 [IX] sca 3 0.5 0.91111
1849 [IX] sca 3 0.75 0.93333
1850 [IX] sca 3 1.0 0.86667
1851 [IX] sca 3 1.25 0.86667
1852 [IX] sca 3 1.5 0.91111
1853 [IX] sca 3 1.75 0.86667
1854 [IX] sca 3 2.0 0.84444
1855 [IX] sca 3 2.25 0.64444
1856 [IX] sca 3 2.5 0.51111
1857 [IX] sca 3 2.75 0.51111
1858 [IX] sca 3 3.0 0.55556
1859 [IX] sca 3 3.25 0.55556
1860 [IX] sca 3 3.5 0.53333
1861 [IX] sca 3 3.75 0.40000
1862 [IX] sca 3 4.0 0.55556
1863 [IX] sca 3 4.25 0.37778
1864 [IX] sca 3 4.5 0.40000
1865 [IX] sca 3 4.75 0.37778
1866 [IX] sca 3 5.0 0.40000
1867 [IX] sca 3 5.25 0.44444
1868 [IX] sca 3 5.5 0.37778
1869 [IX] sca 3 5.75 0.44444
1870 [IX] sca 3 6.0 0.37778
1871 [IX] sca 3 6.25 0.28889
1872 [IY] full 1 0.0 0.28889
1873 [IY] full 1 0.25 0.93333
1874 [IY] full 1 0.5 0.86667
1875 [IY] full 1 0.75 0.71111
1876 [IY] full 1 1.0 0.75556
1877 [IY] full 1 1.25 0.73333
1878 [IY] full 1 1.5 0.66667
1879 [IY] full 1 1.75 0.62222
1880 [IY] full 1 2.0 0.62222
1881 [IY] full 1 2.25 0.71111
1882 [IY] full 1 2.5 0.51111
1883 [IY] full 1 2.75 0.46667
1884 [IY] full 1 3.0 0.44444
1885 [IY] full 1 3.25 0.53333
1886 [IY] full 1 3.5 0.42222
1887 [IY] full 1 3.75 0.44444
1888 [IY] full 1 4.0 0.42222
1889 [IY] full 1 4.25 0.42222
1890 [IY] full 1 4.5 0.22222
1891 [IY] full 1 4.75 0.28889
1892 [IY] full 1 5.0 0.31111
1893 [IY] full 1 5.25 0.33333
1894 [IY] full 1 5.5 0.31111
1895 [IY] full 1 5.75 0.40000
1896 [IY] full 1 6.0 0.42222
1897 [IY] full 1 6.25 0.46667
1898 [IY] full 2 0.0 0.28889
1899 [IY] full 2 0.25 0.28889
1900 [IY] full 2 0.5 0.28889
1901 [IY] full 2 0.75 0.28889
1902 [IY] full 2 1.0 0.28889
1903 [IY] full 2 1.25 0.28889
1904 [IY] full 2 1.5 0.28889
1905 [IY] full 2 1.75 0.28889
1906 [IY] full 2 2.0 0.28889
1907 [IY] full 2 2.25 0.28889
1908 [IY] full 2 2.5 0.28889
1909 [IY] full 2 2.75 0.28889
1910 [IY] full 2 3.0 0.28889
1911 [IY] full 2 3.25 0.28889
1912 [IY] full 2 3.5 0.28889
1913 [IY] full 2 3.75 0.28889
1914 [IY] full 2 4.0 0.28889
1915 [IY] full 2 4.25 0.28889
1916 [IY] full 2 4.5 0.28889
1917 [IY] full 2 4.75 0.28889
1918 [IY] full 2 5.0 0.28889
1919 [IY] full 2 5.25 0.28889
1920 [IY] full 2 5.5 0.28889
1921 [IY] full 2 5.75 0.28889
1922 [IY] full 2 6.0 0.28889
1923 [IY] full 2 6.25 0.28889
1924 [IY] full 3 0.0 0.28889
1925 [IY] full 3 0.25 0.93333
1926 [IY] full 3 0.5 0.86667
1927 [IY] full 3 0.75 0.71111
1928 [IY] full 3 1.0 0.75556
1929 [IY] full 3 1.25 0.73333
1930 [IY] full 3 1.5 0.66667
1931 [IY] full 3 1.75 0.62222
1932 [IY] full 3 2.0 0.62222
1933 [IY] full 3 2.25 0.71111
1934 [IY] full 3 2.5 0.51111
1935 [IY] full 3 2.75 0.46667
1936 [IY] full 3 3.0 0.44444
1937 [IY] full 3 3.25 0.53333
1938 [IY] full 3 3.5 0.42222
1939 [IY] full 3 3.75 0.44444
1940 [IY] full 3 4.0 0.42222
1941 [IY] full 3 4.25 0.42222
1942 [IY] full 3 4.5 0.22222
1943 [IY] full 3 4.75 0.28889
1944 [IY] full 3 5.0 0.31111
1945 [IY] full 3 5.25 0.33333
1946 [IY] full 3 5.5 0.31111
1947 [IY] full 3 5.75 0.40000
1948 [IY] full 3 6.0 0.42222
1949 [IY] full 3 6.25 0.46667
1950 [IY] linear 1 0.0 0.28889
1951 [IY] linear 1 0.25 0.66667
1952 [IY] linear 1 0.5 0.66667
1953 [IY] linear 1 0.75 0.75556
1954 [IY] linear 1 1.0 0.73333
1955 [IY] linear 1 1.25 0.77778
1956 [IY] linear 1 1.5 0.68889
1957 [IY] linear 1 1.75 0.68889
1958 [IY] linear 1 2.0 0.57778
1959 [IY] linear 1 2.25 0.64444
1960 [IY] linear 1 2.5 0.55556
1961 [IY] linear 1 2.75 0.53333
1962 [IY] linear 1 3.0 0.60000
1963 [IY] linear 1 3.25 0.51111
1964 [IY] linear 1 3.5 0.46667
1965 [IY] linear 1 3.75 0.44444
1966 [IY] linear 1 4.0 0.42222
1967 [IY] linear 1 4.25 0.44444
1968 [IY] linear 1 4.5 0.48889
1969 [IY] linear 1 4.75 0.37778
1970 [IY] linear 1 5.0 0.44444
1971 [IY] linear 1 5.25 0.35556
1972 [IY] linear 1 5.5 0.44444
1973 [IY] linear 1 5.75 0.37778
1974 [IY] linear 1 6.0 0.44444
1975 [IY] linear 1 6.25 0.44444
1976 [IY] linear 2 0.0 0.28889
1977 [IY] linear 2 0.25 0.28889
1978 [IY] linear 2 0.5 0.28889
1979 [IY] linear 2 0.75 0.28889
1980 [IY] linear 2 1.0 0.28889
1981 [IY] linear 2 1.25 0.28889
1982 [IY] linear 2 1.5 0.28889
1983 [IY] linear 2 1.75 0.28889
1984 [IY] linear 2 2.0 0.28889
1985 [IY] linear 2 2.25 0.28889
1986 [IY] linear 2 2.5 0.28889
1987 [IY] linear 2 2.75 0.28889
1988 [IY] linear 2 3.0 0.28889
1989 [IY] linear 2 3.25 0.28889
1990 [IY] linear 2 3.5 0.28889
1991 [IY] linear 2 3.75 0.28889
1992 [IY] linear 2 4.0 0.28889
1993 [IY] linear 2 4.25 0.28889
1994 [IY] linear 2 4.5 0.28889
1995 [IY] linear 2 4.75 0.28889
1996 [IY] linear 2 5.0 0.28889
1997 [IY] linear 2 5.25 0.28889
1998 [IY] linear 2 5.5 0.28889
1999 [IY] linear 2 5.75 0.28889
2000 [IY] linear 2 6.0 0.28889
2001 [IY] linear 2 6.25 0.28889
2002 [IY] linear 3 0.0 0.28889
2003 [IY] linear 3 0.25 0.66667
2004 [IY] linear 3 0.5 0.66667
2005 [IY] linear 3 0.75 0.75556
2006 [IY] linear 3 1.0 0.73333
2007 [IY] linear 3 1.25 0.77778
2008 [IY] linear 3 1.5 0.68889
2009 [IY] linear 3 1.75 0.68889
2010 [IY] linear 3 2.0 0.57778
2011 [IY] linear 3 2.25 0.64444
2012 [IY] linear 3 2.5 0.55556
2013 [IY] linear 3 2.75 0.53333
2014 [IY] linear 3 3.0 0.60000
2015 [IY] linear 3 3.25 0.51111
2016 [IY] linear 3 3.5 0.46667
2017 [IY] linear 3 3.75 0.44444
2018 [IY] linear 3 4.0 0.42222
2019 [IY] linear 3 4.25 0.44444
2020 [IY] linear 3 4.5 0.48889
2021 [IY] linear 3 4.75 0.37778
2022 [IY] linear 3 5.0 0.44444
2023 [IY] linear 3 5.25 0.35556
2024 [IY] linear 3 5.5 0.44444
2025 [IY] linear 3 5.75 0.37778
2026 [IY] linear 3 6.0 0.44444
2027 [IY] linear 3 6.25 0.44444
2028 [IY] reverse_linear 1 0.0 0.28889
2029 [IY] reverse_linear 1 0.25 0.66667
2030 [IY] reverse_linear 1 0.5 0.66667
2031 [IY] reverse_linear 1 0.75 0.75556
2032 [IY] reverse_linear 1 1.0 0.73333
2033 [IY] reverse_linear 1 1.25 0.77778
2034 [IY] reverse_linear 1 1.5 0.68889
2035 [IY] reverse_linear 1 1.75 0.68889
2036 [IY] reverse_linear 1 2.0 0.57778
2037 [IY] reverse_linear 1 2.25 0.64444
2038 [IY] reverse_linear 1 2.5 0.55556
2039 [IY] reverse_linear 1 2.75 0.53333
2040 [IY] reverse_linear 1 3.0 0.60000
2041 [IY] reverse_linear 1 3.25 0.51111
2042 [IY] reverse_linear 1 3.5 0.46667
2043 [IY] reverse_linear 1 3.75 0.44444
2044 [IY] reverse_linear 1 4.0 0.42222
2045 [IY] reverse_linear 1 4.25 0.44444
2046 [IY] reverse_linear 1 4.5 0.48889
2047 [IY] reverse_linear 1 4.75 0.37778
2048 [IY] reverse_linear 1 5.0 0.44444
2049 [IY] reverse_linear 1 5.25 0.35556
2050 [IY] reverse_linear 1 5.5 0.44444
2051 [IY] reverse_linear 1 5.75 0.37778
2052 [IY] reverse_linear 1 6.0 0.44444
2053 [IY] reverse_linear 1 6.25 0.44444
2054 [IY] reverse_linear 2 0.0 0.28889
2055 [IY] reverse_linear 2 0.25 0.28889
2056 [IY] reverse_linear 2 0.5 0.28889
2057 [IY] reverse_linear 2 0.75 0.28889
2058 [IY] reverse_linear 2 1.0 0.28889
2059 [IY] reverse_linear 2 1.25 0.28889
2060 [IY] reverse_linear 2 1.5 0.28889
2061 [IY] reverse_linear 2 1.75 0.28889
2062 [IY] reverse_linear 2 2.0 0.28889
2063 [IY] reverse_linear 2 2.25 0.28889
2064 [IY] reverse_linear 2 2.5 0.28889
2065 [IY] reverse_linear 2 2.75 0.28889
2066 [IY] reverse_linear 2 3.0 0.28889
2067 [IY] reverse_linear 2 3.25 0.28889
2068 [IY] reverse_linear 2 3.5 0.28889
2069 [IY] reverse_linear 2 3.75 0.28889
2070 [IY] reverse_linear 2 4.0 0.28889
2071 [IY] reverse_linear 2 4.25 0.28889
2072 [IY] reverse_linear 2 4.5 0.28889
2073 [IY] reverse_linear 2 4.75 0.28889
2074 [IY] reverse_linear 2 5.0 0.28889
2075 [IY] reverse_linear 2 5.25 0.28889
2076 [IY] reverse_linear 2 5.5 0.28889
2077 [IY] reverse_linear 2 5.75 0.28889
2078 [IY] reverse_linear 2 6.0 0.28889
2079 [IY] reverse_linear 2 6.25 0.28889
2080 [IY] reverse_linear 3 0.0 0.28889
2081 [IY] reverse_linear 3 0.25 0.66667
2082 [IY] reverse_linear 3 0.5 0.66667
2083 [IY] reverse_linear 3 0.75 0.75556
2084 [IY] reverse_linear 3 1.0 0.73333
2085 [IY] reverse_linear 3 1.25 0.77778
2086 [IY] reverse_linear 3 1.5 0.68889
2087 [IY] reverse_linear 3 1.75 0.68889
2088 [IY] reverse_linear 3 2.0 0.57778
2089 [IY] reverse_linear 3 2.25 0.64444
2090 [IY] reverse_linear 3 2.5 0.55556
2091 [IY] reverse_linear 3 2.75 0.53333
2092 [IY] reverse_linear 3 3.0 0.60000
2093 [IY] reverse_linear 3 3.25 0.51111
2094 [IY] reverse_linear 3 3.5 0.46667
2095 [IY] reverse_linear 3 3.75 0.44444
2096 [IY] reverse_linear 3 4.0 0.42222
2097 [IY] reverse_linear 3 4.25 0.44444
2098 [IY] reverse_linear 3 4.5 0.48889
2099 [IY] reverse_linear 3 4.75 0.37778
2100 [IY] reverse_linear 3 5.0 0.44444
2101 [IY] reverse_linear 3 5.25 0.35556
2102 [IY] reverse_linear 3 5.5 0.44444
2103 [IY] reverse_linear 3 5.75 0.37778
2104 [IY] reverse_linear 3 6.0 0.44444
2105 [IY] reverse_linear 3 6.25 0.44444
2106 [IY] pairwise 1 0.0 0.28889
2107 [IY] pairwise 1 0.25 0.66667
2108 [IY] pairwise 1 0.5 0.66667
2109 [IY] pairwise 1 0.75 0.75556
2110 [IY] pairwise 1 1.0 0.73333
2111 [IY] pairwise 1 1.25 0.77778
2112 [IY] pairwise 1 1.5 0.68889
2113 [IY] pairwise 1 1.75 0.68889
2114 [IY] pairwise 1 2.0 0.57778
2115 [IY] pairwise 1 2.25 0.64444
2116 [IY] pairwise 1 2.5 0.55556
2117 [IY] pairwise 1 2.75 0.53333
2118 [IY] pairwise 1 3.0 0.60000
2119 [IY] pairwise 1 3.25 0.51111
2120 [IY] pairwise 1 3.5 0.46667
2121 [IY] pairwise 1 3.75 0.44444
2122 [IY] pairwise 1 4.0 0.42222
2123 [IY] pairwise 1 4.25 0.44444
2124 [IY] pairwise 1 4.5 0.48889
2125 [IY] pairwise 1 4.75 0.37778
2126 [IY] pairwise 1 5.0 0.44444
2127 [IY] pairwise 1 5.25 0.35556
2128 [IY] pairwise 1 5.5 0.44444
2129 [IY] pairwise 1 5.75 0.37778
2130 [IY] pairwise 1 6.0 0.44444
2131 [IY] pairwise 1 6.25 0.44444
2132 [IY] pairwise 2 0.0 0.28889
2133 [IY] pairwise 2 0.25 0.28889
2134 [IY] pairwise 2 0.5 0.28889
2135 [IY] pairwise 2 0.75 0.28889
2136 [IY] pairwise 2 1.0 0.28889
2137 [IY] pairwise 2 1.25 0.28889
2138 [IY] pairwise 2 1.5 0.28889
2139 [IY] pairwise 2 1.75 0.28889
2140 [IY] pairwise 2 2.0 0.28889
2141 [IY] pairwise 2 2.25 0.28889
2142 [IY] pairwise 2 2.5 0.28889
2143 [IY] pairwise 2 2.75 0.28889
2144 [IY] pairwise 2 3.0 0.28889
2145 [IY] pairwise 2 3.25 0.28889
2146 [IY] pairwise 2 3.5 0.28889
2147 [IY] pairwise 2 3.75 0.28889
2148 [IY] pairwise 2 4.0 0.28889
2149 [IY] pairwise 2 4.25 0.28889
2150 [IY] pairwise 2 4.5 0.28889
2151 [IY] pairwise 2 4.75 0.28889
2152 [IY] pairwise 2 5.0 0.28889
2153 [IY] pairwise 2 5.25 0.28889
2154 [IY] pairwise 2 5.5 0.28889
2155 [IY] pairwise 2 5.75 0.28889
2156 [IY] pairwise 2 6.0 0.28889
2157 [IY] pairwise 2 6.25 0.28889
2158 [IY] pairwise 3 0.0 0.28889
2159 [IY] pairwise 3 0.25 0.66667
2160 [IY] pairwise 3 0.5 0.66667
2161 [IY] pairwise 3 0.75 0.75556
2162 [IY] pairwise 3 1.0 0.73333
2163 [IY] pairwise 3 1.25 0.77778
2164 [IY] pairwise 3 1.5 0.68889
2165 [IY] pairwise 3 1.75 0.68889
2166 [IY] pairwise 3 2.0 0.57778
2167 [IY] pairwise 3 2.25 0.64444
2168 [IY] pairwise 3 2.5 0.55556
2169 [IY] pairwise 3 2.75 0.53333
2170 [IY] pairwise 3 3.0 0.60000
2171 [IY] pairwise 3 3.25 0.51111
2172 [IY] pairwise 3 3.5 0.46667
2173 [IY] pairwise 3 3.75 0.44444
2174 [IY] pairwise 3 4.0 0.42222
2175 [IY] pairwise 3 4.25 0.44444
2176 [IY] pairwise 3 4.5 0.48889
2177 [IY] pairwise 3 4.75 0.37778
2178 [IY] pairwise 3 5.0 0.44444
2179 [IY] pairwise 3 5.25 0.35556
2180 [IY] pairwise 3 5.5 0.44444
2181 [IY] pairwise 3 5.75 0.37778
2182 [IY] pairwise 3 6.0 0.44444
2183 [IY] pairwise 3 6.25 0.44444
2184 [IY] circular 1 0.0 0.28889
2185 [IY] circular 1 0.25 0.95556
2186 [IY] circular 1 0.5 0.91111
2187 [IY] circular 1 0.75 0.93333
2188 [IY] circular 1 1.0 0.91111
2189 [IY] circular 1 1.25 0.86667
2190 [IY] circular 1 1.5 0.86667
2191 [IY] circular 1 1.75 0.86667
2192 [IY] circular 1 2.0 0.75556
2193 [IY] circular 1 2.25 0.60000
2194 [IY] circular 1 2.5 0.53333
2195 [IY] circular 1 2.75 0.48889
2196 [IY] circular 1 3.0 0.51111
2197 [IY] circular 1 3.25 0.53333
2198 [IY] circular 1 3.5 0.46667
2199 [IY] circular 1 3.75 0.40000
2200 [IY] circular 1 4.0 0.48889
2201 [IY] circular 1 4.25 0.35556
2202 [IY] circular 1 4.5 0.40000
2203 [IY] circular 1 4.75 0.37778
2204 [IY] circular 1 5.0 0.35556
2205 [IY] circular 1 5.25 0.42222
2206 [IY] circular 1 5.5 0.37778
2207 [IY] circular 1 5.75 0.46667
2208 [IY] circular 1 6.0 0.44444
2209 [IY] circular 1 6.25 0.33333
2210 [IY] circular 2 0.0 0.28889
2211 [IY] circular 2 0.25 0.28889
2212 [IY] circular 2 0.5 0.28889
2213 [IY] circular 2 0.75 0.28889
2214 [IY] circular 2 1.0 0.28889
2215 [IY] circular 2 1.25 0.28889
2216 [IY] circular 2 1.5 0.28889
2217 [IY] circular 2 1.75 0.28889
2218 [IY] circular 2 2.0 0.28889
2219 [IY] circular 2 2.25 0.28889
2220 [IY] circular 2 2.5 0.28889
2221 [IY] circular 2 2.75 0.28889
2222 [IY] circular 2 3.0 0.28889
2223 [IY] circular 2 3.25 0.28889
2224 [IY] circular 2 3.5 0.28889
2225 [IY] circular 2 3.75 0.28889
2226 [IY] circular 2 4.0 0.28889
2227 [IY] circular 2 4.25 0.28889
2228 [IY] circular 2 4.5 0.28889
2229 [IY] circular 2 4.75 0.28889
2230 [IY] circular 2 5.0 0.28889
2231 [IY] circular 2 5.25 0.28889
2232 [IY] circular 2 5.5 0.28889
2233 [IY] circular 2 5.75 0.28889
2234 [IY] circular 2 6.0 0.28889
2235 [IY] circular 2 6.25 0.28889
2236 [IY] circular 3 0.0 0.28889
2237 [IY] circular 3 0.25 0.95556
2238 [IY] circular 3 0.5 0.91111
2239 [IY] circular 3 0.75 0.93333
2240 [IY] circular 3 1.0 0.91111
2241 [IY] circular 3 1.25 0.86667
2242 [IY] circular 3 1.5 0.86667
2243 [IY] circular 3 1.75 0.86667
2244 [IY] circular 3 2.0 0.75556
2245 [IY] circular 3 2.25 0.60000
2246 [IY] circular 3 2.5 0.53333
2247 [IY] circular 3 2.75 0.48889
2248 [IY] circular 3 3.0 0.51111
2249 [IY] circular 3 3.25 0.53333
2250 [IY] circular 3 3.5 0.46667
2251 [IY] circular 3 3.75 0.40000
2252 [IY] circular 3 4.0 0.48889
2253 [IY] circular 3 4.25 0.35556
2254 [IY] circular 3 4.5 0.40000
2255 [IY] circular 3 4.75 0.37778
2256 [IY] circular 3 5.0 0.35556
2257 [IY] circular 3 5.25 0.42222
2258 [IY] circular 3 5.5 0.37778
2259 [IY] circular 3 5.75 0.46667
2260 [IY] circular 3 6.0 0.44444
2261 [IY] circular 3 6.25 0.33333
2262 [IY] sca 1 0.0 0.28889
2263 [IY] sca 1 0.25 0.95556
2264 [IY] sca 1 0.5 0.91111
2265 [IY] sca 1 0.75 0.93333
2266 [IY] sca 1 1.0 0.91111
2267 [IY] sca 1 1.25 0.86667
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3252 [XI] sca 3 0.5 0.91111
3253 [XI] sca 3 0.75 0.93333
3254 [XI] sca 3 1.0 0.84444
3255 [XI] sca 3 1.25 0.91111
3256 [XI] sca 3 1.5 0.91111
3257 [XI] sca 3 1.75 0.84444
3258 [XI] sca 3 2.0 0.80000
3259 [XI] sca 3 2.25 0.64444
3260 [XI] sca 3 2.5 0.55556
3261 [XI] sca 3 2.75 0.60000
3262 [XI] sca 3 3.0 0.51111
3263 [XI] sca 3 3.25 0.44444
3264 [XI] sca 3 3.5 0.51111
3265 [XI] sca 3 3.75 0.51111
3266 [XI] sca 3 4.0 0.37778
3267 [XI] sca 3 4.25 0.33333
3268 [XI] sca 3 4.5 0.42222
3269 [XI] sca 3 4.75 0.37778
3270 [XI] sca 3 5.0 0.37778
3271 [XI] sca 3 5.25 0.48889
3272 [XI] sca 3 5.5 0.35556
3273 [XI] sca 3 5.75 0.40000
3274 [XI] sca 3 6.0 0.46667
3275 [XI] sca 3 6.25 0.33333
3276 [XX] full 1 0.0 0.28889
3277 [XX] full 1 0.25 0.28889
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3283 [XX] full 1 1.75 0.28889
3284 [XX] full 1 2.0 0.28889
3285 [XX] full 1 2.25 0.28889
3286 [XX] full 1 2.5 0.28889
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3289 [XX] full 1 3.25 0.28889
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3299 [XX] full 1 5.75 0.28889
3300 [XX] full 1 6.0 0.28889
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3330 [XX] full 3 0.5 0.93333
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3332 [XX] full 3 1.0 0.86667
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3334 [XX] full 3 1.5 0.53333
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3337 [XX] full 3 2.25 0.57778
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3339 [XX] full 3 2.75 0.37778
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3342 [XX] full 3 3.5 0.26667
3343 [XX] full 3 3.75 0.37778
3344 [XX] full 3 4.0 0.33333
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3346 [XX] full 3 4.5 0.33333
3347 [XX] full 3 4.75 0.22222
3348 [XX] full 3 5.0 0.40000
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3350 [XX] full 3 5.5 0.24444
3351 [XX] full 3 5.75 0.31111
3352 [XX] full 3 6.0 0.28889
3353 [XX] full 3 6.25 0.22222
3354 [XX] linear 1 0.0 0.28889
3355 [XX] linear 1 0.25 0.28889
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3360 [XX] linear 1 1.5 0.28889
3361 [XX] linear 1 1.75 0.28889
3362 [XX] linear 1 2.0 0.28889
3363 [XX] linear 1 2.25 0.28889
3364 [XX] linear 1 2.5 0.28889
3365 [XX] linear 1 2.75 0.28889
3366 [XX] linear 1 3.0 0.28889
3367 [XX] linear 1 3.25 0.28889
3368 [XX] linear 1 3.5 0.28889
3369 [XX] linear 1 3.75 0.28889
3370 [XX] linear 1 4.0 0.28889
3371 [XX] linear 1 4.25 0.28889
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3373 [XX] linear 1 4.75 0.28889
3374 [XX] linear 1 5.0 0.28889
3375 [XX] linear 1 5.25 0.28889
3376 [XX] linear 1 5.5 0.28889
3377 [XX] linear 1 5.75 0.28889
3378 [XX] linear 1 6.0 0.28889
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3396 [XX] linear 2 4.0 0.42222
3397 [XX] linear 2 4.25 0.44444
3398 [XX] linear 2 4.5 0.48889
3399 [XX] linear 2 4.75 0.37778
3400 [XX] linear 2 5.0 0.44444
3401 [XX] linear 2 5.25 0.35556
3402 [XX] linear 2 5.5 0.44444
3403 [XX] linear 2 5.75 0.37778
3404 [XX] linear 2 6.0 0.44444
3405 [XX] linear 2 6.25 0.44444
3406 [XX] linear 3 0.0 0.28889
3407 [XX] linear 3 0.25 0.66667
3408 [XX] linear 3 0.5 0.71111
3409 [XX] linear 3 0.75 0.75556
3410 [XX] linear 3 1.0 0.73333
3411 [XX] linear 3 1.25 0.80000
3412 [XX] linear 3 1.5 0.71111
3413 [XX] linear 3 1.75 0.71111
3414 [XX] linear 3 2.0 0.62222
3415 [XX] linear 3 2.25 0.57778
3416 [XX] linear 3 2.5 0.53333
3417 [XX] linear 3 2.75 0.53333
3418 [XX] linear 3 3.0 0.57778
3419 [XX] linear 3 3.25 0.62222
3420 [XX] linear 3 3.5 0.51111
3421 [XX] linear 3 3.75 0.53333
3422 [XX] linear 3 4.0 0.48889
3423 [XX] linear 3 4.25 0.51111
3424 [XX] linear 3 4.5 0.60000
3425 [XX] linear 3 4.75 0.35556
3426 [XX] linear 3 5.0 0.48889
3427 [XX] linear 3 5.25 0.40000
3428 [XX] linear 3 5.5 0.51111
3429 [XX] linear 3 5.75 0.40000
3430 [XX] linear 3 6.0 0.33333
3431 [XX] linear 3 6.25 0.35556
3432 [XX] reverse_linear 1 0.0 0.28889
3433 [XX] reverse_linear 1 0.25 0.28889
3434 [XX] reverse_linear 1 0.5 0.28889
3435 [XX] reverse_linear 1 0.75 0.28889
3436 [XX] reverse_linear 1 1.0 0.28889
3437 [XX] reverse_linear 1 1.25 0.28889
3438 [XX] reverse_linear 1 1.5 0.28889
3439 [XX] reverse_linear 1 1.75 0.28889
3440 [XX] reverse_linear 1 2.0 0.28889
3441 [XX] reverse_linear 1 2.25 0.28889
3442 [XX] reverse_linear 1 2.5 0.28889
3443 [XX] reverse_linear 1 2.75 0.28889
3444 [XX] reverse_linear 1 3.0 0.28889
3445 [XX] reverse_linear 1 3.25 0.28889
3446 [XX] reverse_linear 1 3.5 0.28889
3447 [XX] reverse_linear 1 3.75 0.28889
3448 [XX] reverse_linear 1 4.0 0.28889
3449 [XX] reverse_linear 1 4.25 0.28889
3450 [XX] reverse_linear 1 4.5 0.28889
3451 [XX] reverse_linear 1 4.75 0.28889
3452 [XX] reverse_linear 1 5.0 0.28889
3453 [XX] reverse_linear 1 5.25 0.28889
3454 [XX] reverse_linear 1 5.5 0.28889
3455 [XX] reverse_linear 1 5.75 0.28889
3456 [XX] reverse_linear 1 6.0 0.28889
3457 [XX] reverse_linear 1 6.25 0.28889
3458 [XX] reverse_linear 2 0.0 0.28889
3459 [XX] reverse_linear 2 0.25 0.66667
3460 [XX] reverse_linear 2 0.5 0.66667
3461 [XX] reverse_linear 2 0.75 0.75556
3462 [XX] reverse_linear 2 1.0 0.73333
3463 [XX] reverse_linear 2 1.25 0.77778
3464 [XX] reverse_linear 2 1.5 0.68889
3465 [XX] reverse_linear 2 1.75 0.68889
3466 [XX] reverse_linear 2 2.0 0.57778
3467 [XX] reverse_linear 2 2.25 0.64444
3468 [XX] reverse_linear 2 2.5 0.55556
3469 [XX] reverse_linear 2 2.75 0.53333
3470 [XX] reverse_linear 2 3.0 0.60000
3471 [XX] reverse_linear 2 3.25 0.51111
3472 [XX] reverse_linear 2 3.5 0.46667
3473 [XX] reverse_linear 2 3.75 0.44444
3474 [XX] reverse_linear 2 4.0 0.42222
3475 [XX] reverse_linear 2 4.25 0.44444
3476 [XX] reverse_linear 2 4.5 0.48889
3477 [XX] reverse_linear 2 4.75 0.37778
3478 [XX] reverse_linear 2 5.0 0.44444
3479 [XX] reverse_linear 2 5.25 0.35556
3480 [XX] reverse_linear 2 5.5 0.44444
3481 [XX] reverse_linear 2 5.75 0.37778
3482 [XX] reverse_linear 2 6.0 0.44444
3483 [XX] reverse_linear 2 6.25 0.44444
3484 [XX] reverse_linear 3 0.0 0.28889
3485 [XX] reverse_linear 3 0.25 0.66667
3486 [XX] reverse_linear 3 0.5 0.71111
3487 [XX] reverse_linear 3 0.75 0.75556
3488 [XX] reverse_linear 3 1.0 0.73333
3489 [XX] reverse_linear 3 1.25 0.80000
3490 [XX] reverse_linear 3 1.5 0.71111
3491 [XX] reverse_linear 3 1.75 0.71111
3492 [XX] reverse_linear 3 2.0 0.62222
3493 [XX] reverse_linear 3 2.25 0.57778
3494 [XX] reverse_linear 3 2.5 0.53333
3495 [XX] reverse_linear 3 2.75 0.53333
3496 [XX] reverse_linear 3 3.0 0.57778
3497 [XX] reverse_linear 3 3.25 0.62222
3498 [XX] reverse_linear 3 3.5 0.51111
3499 [XX] reverse_linear 3 3.75 0.53333
3500 [XX] reverse_linear 3 4.0 0.48889
3501 [XX] reverse_linear 3 4.25 0.51111
3502 [XX] reverse_linear 3 4.5 0.60000
3503 [XX] reverse_linear 3 4.75 0.35556
3504 [XX] reverse_linear 3 5.0 0.48889
3505 [XX] reverse_linear 3 5.25 0.40000
3506 [XX] reverse_linear 3 5.5 0.51111
3507 [XX] reverse_linear 3 5.75 0.40000
3508 [XX] reverse_linear 3 6.0 0.33333
3509 [XX] reverse_linear 3 6.25 0.35556
3510 [XX] pairwise 1 0.0 0.28889
3511 [XX] pairwise 1 0.25 0.28889
3512 [XX] pairwise 1 0.5 0.28889
3513 [XX] pairwise 1 0.75 0.28889
3514 [XX] pairwise 1 1.0 0.28889
3515 [XX] pairwise 1 1.25 0.28889
3516 [XX] pairwise 1 1.5 0.28889
3517 [XX] pairwise 1 1.75 0.28889
3518 [XX] pairwise 1 2.0 0.28889
3519 [XX] pairwise 1 2.25 0.28889
3520 [XX] pairwise 1 2.5 0.28889
3521 [XX] pairwise 1 2.75 0.28889
3522 [XX] pairwise 1 3.0 0.28889
3523 [XX] pairwise 1 3.25 0.28889
3524 [XX] pairwise 1 3.5 0.28889
3525 [XX] pairwise 1 3.75 0.28889
3526 [XX] pairwise 1 4.0 0.28889
3527 [XX] pairwise 1 4.25 0.28889
3528 [XX] pairwise 1 4.5 0.28889
3529 [XX] pairwise 1 4.75 0.28889
3530 [XX] pairwise 1 5.0 0.28889
3531 [XX] pairwise 1 5.25 0.28889
3532 [XX] pairwise 1 5.5 0.28889
3533 [XX] pairwise 1 5.75 0.28889
3534 [XX] pairwise 1 6.0 0.28889
3535 [XX] pairwise 1 6.25 0.28889
3536 [XX] pairwise 2 0.0 0.28889
3537 [XX] pairwise 2 0.25 0.66667
3538 [XX] pairwise 2 0.5 0.66667
3539 [XX] pairwise 2 0.75 0.75556
3540 [XX] pairwise 2 1.0 0.73333
3541 [XX] pairwise 2 1.25 0.77778
3542 [XX] pairwise 2 1.5 0.68889
3543 [XX] pairwise 2 1.75 0.68889
3544 [XX] pairwise 2 2.0 0.57778
3545 [XX] pairwise 2 2.25 0.64444
3546 [XX] pairwise 2 2.5 0.55556
3547 [XX] pairwise 2 2.75 0.53333
3548 [XX] pairwise 2 3.0 0.60000
3549 [XX] pairwise 2 3.25 0.51111
3550 [XX] pairwise 2 3.5 0.46667
3551 [XX] pairwise 2 3.75 0.44444
3552 [XX] pairwise 2 4.0 0.42222
3553 [XX] pairwise 2 4.25 0.44444
3554 [XX] pairwise 2 4.5 0.48889
3555 [XX] pairwise 2 4.75 0.37778
3556 [XX] pairwise 2 5.0 0.44444
3557 [XX] pairwise 2 5.25 0.35556
3558 [XX] pairwise 2 5.5 0.44444
3559 [XX] pairwise 2 5.75 0.37778
3560 [XX] pairwise 2 6.0 0.44444
3561 [XX] pairwise 2 6.25 0.44444
3562 [XX] pairwise 3 0.0 0.28889
3563 [XX] pairwise 3 0.25 0.66667
3564 [XX] pairwise 3 0.5 0.71111
3565 [XX] pairwise 3 0.75 0.75556
3566 [XX] pairwise 3 1.0 0.73333
3567 [XX] pairwise 3 1.25 0.80000
3568 [XX] pairwise 3 1.5 0.71111
3569 [XX] pairwise 3 1.75 0.71111
3570 [XX] pairwise 3 2.0 0.62222
3571 [XX] pairwise 3 2.25 0.57778
3572 [XX] pairwise 3 2.5 0.53333
3573 [XX] pairwise 3 2.75 0.53333
3574 [XX] pairwise 3 3.0 0.57778
3575 [XX] pairwise 3 3.25 0.62222
3576 [XX] pairwise 3 3.5 0.51111
3577 [XX] pairwise 3 3.75 0.53333
3578 [XX] pairwise 3 4.0 0.48889
3579 [XX] pairwise 3 4.25 0.51111
3580 [XX] pairwise 3 4.5 0.60000
3581 [XX] pairwise 3 4.75 0.35556
3582 [XX] pairwise 3 5.0 0.48889
3583 [XX] pairwise 3 5.25 0.40000
3584 [XX] pairwise 3 5.5 0.51111
3585 [XX] pairwise 3 5.75 0.40000
3586 [XX] pairwise 3 6.0 0.33333
3587 [XX] pairwise 3 6.25 0.35556
3588 [XX] circular 1 0.0 0.28889
3589 [XX] circular 1 0.25 0.28889
3590 [XX] circular 1 0.5 0.28889
3591 [XX] circular 1 0.75 0.28889
3592 [XX] circular 1 1.0 0.28889
3593 [XX] circular 1 1.25 0.28889
3594 [XX] circular 1 1.5 0.28889
3595 [XX] circular 1 1.75 0.28889
3596 [XX] circular 1 2.0 0.28889
3597 [XX] circular 1 2.25 0.28889
3598 [XX] circular 1 2.5 0.28889
3599 [XX] circular 1 2.75 0.28889
3600 [XX] circular 1 3.0 0.28889
3601 [XX] circular 1 3.25 0.28889
3602 [XX] circular 1 3.5 0.28889
3603 [XX] circular 1 3.75 0.28889
3604 [XX] circular 1 4.0 0.28889
3605 [XX] circular 1 4.25 0.28889
3606 [XX] circular 1 4.5 0.28889
3607 [XX] circular 1 4.75 0.28889
3608 [XX] circular 1 5.0 0.28889
3609 [XX] circular 1 5.25 0.28889
3610 [XX] circular 1 5.5 0.28889
3611 [XX] circular 1 5.75 0.28889
3612 [XX] circular 1 6.0 0.28889
3613 [XX] circular 1 6.25 0.28889
3614 [XX] circular 2 0.0 0.28889
3615 [XX] circular 2 0.25 0.95556
3616 [XX] circular 2 0.5 0.91111
3617 [XX] circular 2 0.75 0.93333
3618 [XX] circular 2 1.0 0.88889
3619 [XX] circular 2 1.25 0.84444
3620 [XX] circular 2 1.5 0.88889
3621 [XX] circular 2 1.75 0.82222
3622 [XX] circular 2 2.0 0.82222
3623 [XX] circular 2 2.25 0.64444
3624 [XX] circular 2 2.5 0.60000
3625 [XX] circular 2 2.75 0.57778
3626 [XX] circular 2 3.0 0.53333
3627 [XX] circular 2 3.25 0.62222
3628 [XX] circular 2 3.5 0.55556
3629 [XX] circular 2 3.75 0.44444
3630 [XX] circular 2 4.0 0.42222
3631 [XX] circular 2 4.25 0.42222
3632 [XX] circular 2 4.5 0.37778
3633 [XX] circular 2 4.75 0.40000
3634 [XX] circular 2 5.0 0.40000
3635 [XX] circular 2 5.25 0.33333
3636 [XX] circular 2 5.5 0.31111
3637 [XX] circular 2 5.75 0.35556
3638 [XX] circular 2 6.0 0.48889
3639 [XX] circular 2 6.25 0.35556
3640 [XX] circular 3 0.0 0.28889
3641 [XX] circular 3 0.25 0.93333
3642 [XX] circular 3 0.5 0.91111
3643 [XX] circular 3 0.75 0.91111
3644 [XX] circular 3 1.0 0.84444
3645 [XX] circular 3 1.25 0.82222
3646 [XX] circular 3 1.5 0.82222
3647 [XX] circular 3 1.75 0.77778
3648 [XX] circular 3 2.0 0.75556
3649 [XX] circular 3 2.25 0.48889
3650 [XX] circular 3 2.5 0.68889
3651 [XX] circular 3 2.75 0.62222
3652 [XX] circular 3 3.0 0.57778
3653 [XX] circular 3 3.25 0.53333
3654 [XX] circular 3 3.5 0.42222
3655 [XX] circular 3 3.75 0.44444
3656 [XX] circular 3 4.0 0.57778
3657 [XX] circular 3 4.25 0.44444
3658 [XX] circular 3 4.5 0.24444
3659 [XX] circular 3 4.75 0.35556
3660 [XX] circular 3 5.0 0.35556
3661 [XX] circular 3 5.25 0.42222
3662 [XX] circular 3 5.5 0.42222
3663 [XX] circular 3 5.75 0.35556
3664 [XX] circular 3 6.0 0.46667
3665 [XX] circular 3 6.25 0.40000
3666 [XX] sca 1 0.0 0.28889
3667 [XX] sca 1 0.25 0.28889
3668 [XX] sca 1 0.5 0.28889
3669 [XX] sca 1 0.75 0.28889
3670 [XX] sca 1 1.0 0.28889
3671 [XX] sca 1 1.25 0.28889
3672 [XX] sca 1 1.5 0.28889
3673 [XX] sca 1 1.75 0.28889
3674 [XX] sca 1 2.0 0.28889
3675 [XX] sca 1 2.25 0.28889
3676 [XX] sca 1 2.5 0.28889
3677 [XX] sca 1 2.75 0.28889
3678 [XX] sca 1 3.0 0.28889
3679 [XX] sca 1 3.25 0.28889
3680 [XX] sca 1 3.5 0.28889
3681 [XX] sca 1 3.75 0.28889
3682 [XX] sca 1 4.0 0.28889
3683 [XX] sca 1 4.25 0.28889
3684 [XX] sca 1 4.5 0.28889
3685 [XX] sca 1 4.75 0.28889
3686 [XX] sca 1 5.0 0.28889
3687 [XX] sca 1 5.25 0.28889
3688 [XX] sca 1 5.5 0.28889
3689 [XX] sca 1 5.75 0.28889
3690 [XX] sca 1 6.0 0.28889
3691 [XX] sca 1 6.25 0.28889
3692 [XX] sca 2 0.0 0.28889
3693 [XX] sca 2 0.25 0.95556
3694 [XX] sca 2 0.5 0.91111
3695 [XX] sca 2 0.75 0.93333
3696 [XX] sca 2 1.0 0.88889
3697 [XX] sca 2 1.25 0.84444
3698 [XX] sca 2 1.5 0.88889
3699 [XX] sca 2 1.75 0.82222
3700 [XX] sca 2 2.0 0.82222
3701 [XX] sca 2 2.25 0.64444
3702 [XX] sca 2 2.5 0.60000
3703 [XX] sca 2 2.75 0.57778
3704 [XX] sca 2 3.0 0.53333
3705 [XX] sca 2 3.25 0.62222
3706 [XX] sca 2 3.5 0.55556
3707 [XX] sca 2 3.75 0.44444
3708 [XX] sca 2 4.0 0.42222
3709 [XX] sca 2 4.25 0.42222
3710 [XX] sca 2 4.5 0.37778
3711 [XX] sca 2 4.75 0.40000
3712 [XX] sca 2 5.0 0.40000
3713 [XX] sca 2 5.25 0.33333
3714 [XX] sca 2 5.5 0.31111
3715 [XX] sca 2 5.75 0.35556
3716 [XX] sca 2 6.0 0.48889
3717 [XX] sca 2 6.25 0.35556
3718 [XX] sca 3 0.0 0.28889
3719 [XX] sca 3 0.25 0.93333
3720 [XX] sca 3 0.5 0.91111
3721 [XX] sca 3 0.75 0.91111
3722 [XX] sca 3 1.0 0.84444
3723 [XX] sca 3 1.25 0.82222
3724 [XX] sca 3 1.5 0.82222
3725 [XX] sca 3 1.75 0.77778
3726 [XX] sca 3 2.0 0.75556
3727 [XX] sca 3 2.25 0.48889
3728 [XX] sca 3 2.5 0.68889
3729 [XX] sca 3 2.75 0.62222
3730 [XX] sca 3 3.0 0.57778
3731 [XX] sca 3 3.25 0.53333
3732 [XX] sca 3 3.5 0.42222
3733 [XX] sca 3 3.75 0.44444
3734 [XX] sca 3 4.0 0.57778
3735 [XX] sca 3 4.25 0.44444
3736 [XX] sca 3 4.5 0.24444
3737 [XX] sca 3 4.75 0.35556
3738 [XX] sca 3 5.0 0.35556
3739 [XX] sca 3 5.25 0.42222
3740 [XX] sca 3 5.5 0.42222
3741 [XX] sca 3 5.75 0.35556
3742 [XX] sca 3 6.0 0.46667
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8016 [ZZ] full 3 2.0 0.33333
8017 [ZZ] full 3 2.25 0.37778
8018 [ZZ] full 3 2.5 0.33333
8019 [ZZ] full 3 2.75 0.35556
8020 [ZZ] full 3 3.0 0.46667
8021 [ZZ] full 3 3.25 0.48889
8022 [ZZ] full 3 3.5 0.33333
8023 [ZZ] full 3 3.75 0.46667
8024 [ZZ] full 3 4.0 0.33333
8025 [ZZ] full 3 4.25 0.44444
8026 [ZZ] full 3 4.5 0.28889
8027 [ZZ] full 3 4.75 0.26667
8028 [ZZ] full 3 5.0 0.35556
8029 [ZZ] full 3 5.25 0.42222
8030 [ZZ] full 3 5.5 0.28889
8031 [ZZ] full 3 5.75 0.26667
8032 [ZZ] full 3 6.0 0.33333
8033 [ZZ] full 3 6.25 0.31111
8034 [ZZ] linear 1 0.0 0.28889
8035 [ZZ] linear 1 0.25 0.66667
8036 [ZZ] linear 1 0.5 0.66667
8037 [ZZ] linear 1 0.75 0.75556
8038 [ZZ] linear 1 1.0 0.73333
8039 [ZZ] linear 1 1.25 0.77778
8040 [ZZ] linear 1 1.5 0.68889
8041 [ZZ] linear 1 1.75 0.68889
8042 [ZZ] linear 1 2.0 0.57778
8043 [ZZ] linear 1 2.25 0.64444
8044 [ZZ] linear 1 2.5 0.55556
8045 [ZZ] linear 1 2.75 0.53333
8046 [ZZ] linear 1 3.0 0.60000
8047 [ZZ] linear 1 3.25 0.51111
8048 [ZZ] linear 1 3.5 0.46667
8049 [ZZ] linear 1 3.75 0.44444
8050 [ZZ] linear 1 4.0 0.42222
8051 [ZZ] linear 1 4.25 0.44444
8052 [ZZ] linear 1 4.5 0.48889
8053 [ZZ] linear 1 4.75 0.37778
8054 [ZZ] linear 1 5.0 0.44444
8055 [ZZ] linear 1 5.25 0.35556
8056 [ZZ] linear 1 5.5 0.44444
8057 [ZZ] linear 1 5.75 0.37778
8058 [ZZ] linear 1 6.0 0.44444
8059 [ZZ] linear 1 6.25 0.44444
8060 [ZZ] linear 2 0.0 0.28889
8061 [ZZ] linear 2 0.25 0.66667
8062 [ZZ] linear 2 0.5 0.71111
8063 [ZZ] linear 2 0.75 0.75556
8064 [ZZ] linear 2 1.0 0.73333
8065 [ZZ] linear 2 1.25 0.80000
8066 [ZZ] linear 2 1.5 0.71111
8067 [ZZ] linear 2 1.75 0.71111
8068 [ZZ] linear 2 2.0 0.62222
8069 [ZZ] linear 2 2.25 0.57778
8070 [ZZ] linear 2 2.5 0.53333
8071 [ZZ] linear 2 2.75 0.53333
8072 [ZZ] linear 2 3.0 0.57778
8073 [ZZ] linear 2 3.25 0.62222
8074 [ZZ] linear 2 3.5 0.51111
8075 [ZZ] linear 2 3.75 0.53333
8076 [ZZ] linear 2 4.0 0.48889
8077 [ZZ] linear 2 4.25 0.51111
8078 [ZZ] linear 2 4.5 0.60000
8079 [ZZ] linear 2 4.75 0.35556
8080 [ZZ] linear 2 5.0 0.48889
8081 [ZZ] linear 2 5.25 0.40000
8082 [ZZ] linear 2 5.5 0.51111
8083 [ZZ] linear 2 5.75 0.40000
8084 [ZZ] linear 2 6.0 0.33333
8085 [ZZ] linear 2 6.25 0.35556
8086 [ZZ] linear 3 0.0 0.28889
8087 [ZZ] linear 3 0.25 0.66667
8088 [ZZ] linear 3 0.5 0.64444
8089 [ZZ] linear 3 0.75 0.64444
8090 [ZZ] linear 3 1.0 0.53333
8091 [ZZ] linear 3 1.25 0.48889
8092 [ZZ] linear 3 1.5 0.51111
8093 [ZZ] linear 3 1.75 0.55556
8094 [ZZ] linear 3 2.0 0.51111
8095 [ZZ] linear 3 2.25 0.33333
8096 [ZZ] linear 3 2.5 0.28889
8097 [ZZ] linear 3 2.75 0.33333
8098 [ZZ] linear 3 3.0 0.31111
8099 [ZZ] linear 3 3.25 0.22222
8100 [ZZ] linear 3 3.5 0.31111
8101 [ZZ] linear 3 3.75 0.26667
8102 [ZZ] linear 3 4.0 0.33333
8103 [ZZ] linear 3 4.25 0.40000
8104 [ZZ] linear 3 4.5 0.40000
8105 [ZZ] linear 3 4.75 0.44444
8106 [ZZ] linear 3 5.0 0.57778
8107 [ZZ] linear 3 5.25 0.37778
8108 [ZZ] linear 3 5.5 0.35556
8109 [ZZ] linear 3 5.75 0.31111
8110 [ZZ] linear 3 6.0 0.31111
8111 [ZZ] linear 3 6.25 0.35556
8112 [ZZ] reverse_linear 1 0.0 0.28889
8113 [ZZ] reverse_linear 1 0.25 0.66667
8114 [ZZ] reverse_linear 1 0.5 0.66667
8115 [ZZ] reverse_linear 1 0.75 0.75556
8116 [ZZ] reverse_linear 1 1.0 0.73333
8117 [ZZ] reverse_linear 1 1.25 0.77778
8118 [ZZ] reverse_linear 1 1.5 0.68889
8119 [ZZ] reverse_linear 1 1.75 0.68889
8120 [ZZ] reverse_linear 1 2.0 0.57778
8121 [ZZ] reverse_linear 1 2.25 0.64444
8122 [ZZ] reverse_linear 1 2.5 0.55556
8123 [ZZ] reverse_linear 1 2.75 0.53333
8124 [ZZ] reverse_linear 1 3.0 0.60000
8125 [ZZ] reverse_linear 1 3.25 0.51111
8126 [ZZ] reverse_linear 1 3.5 0.46667
8127 [ZZ] reverse_linear 1 3.75 0.44444
8128 [ZZ] reverse_linear 1 4.0 0.42222
8129 [ZZ] reverse_linear 1 4.25 0.44444
8130 [ZZ] reverse_linear 1 4.5 0.48889
8131 [ZZ] reverse_linear 1 4.75 0.37778
8132 [ZZ] reverse_linear 1 5.0 0.44444
8133 [ZZ] reverse_linear 1 5.25 0.35556
8134 [ZZ] reverse_linear 1 5.5 0.44444
8135 [ZZ] reverse_linear 1 5.75 0.37778
8136 [ZZ] reverse_linear 1 6.0 0.44444
8137 [ZZ] reverse_linear 1 6.25 0.44444
8138 [ZZ] reverse_linear 2 0.0 0.28889
8139 [ZZ] reverse_linear 2 0.25 0.66667
8140 [ZZ] reverse_linear 2 0.5 0.71111
8141 [ZZ] reverse_linear 2 0.75 0.75556
8142 [ZZ] reverse_linear 2 1.0 0.73333
8143 [ZZ] reverse_linear 2 1.25 0.80000
8144 [ZZ] reverse_linear 2 1.5 0.71111
8145 [ZZ] reverse_linear 2 1.75 0.71111
8146 [ZZ] reverse_linear 2 2.0 0.62222
8147 [ZZ] reverse_linear 2 2.25 0.57778
8148 [ZZ] reverse_linear 2 2.5 0.53333
8149 [ZZ] reverse_linear 2 2.75 0.53333
8150 [ZZ] reverse_linear 2 3.0 0.57778
8151 [ZZ] reverse_linear 2 3.25 0.62222
8152 [ZZ] reverse_linear 2 3.5 0.51111
8153 [ZZ] reverse_linear 2 3.75 0.53333
8154 [ZZ] reverse_linear 2 4.0 0.48889
8155 [ZZ] reverse_linear 2 4.25 0.51111
8156 [ZZ] reverse_linear 2 4.5 0.60000
8157 [ZZ] reverse_linear 2 4.75 0.35556
8158 [ZZ] reverse_linear 2 5.0 0.48889
8159 [ZZ] reverse_linear 2 5.25 0.40000
8160 [ZZ] reverse_linear 2 5.5 0.51111
8161 [ZZ] reverse_linear 2 5.75 0.40000
8162 [ZZ] reverse_linear 2 6.0 0.33333
8163 [ZZ] reverse_linear 2 6.25 0.35556
8164 [ZZ] reverse_linear 3 0.0 0.28889
8165 [ZZ] reverse_linear 3 0.25 0.66667
8166 [ZZ] reverse_linear 3 0.5 0.64444
8167 [ZZ] reverse_linear 3 0.75 0.64444
8168 [ZZ] reverse_linear 3 1.0 0.53333
8169 [ZZ] reverse_linear 3 1.25 0.48889
8170 [ZZ] reverse_linear 3 1.5 0.51111
8171 [ZZ] reverse_linear 3 1.75 0.55556
8172 [ZZ] reverse_linear 3 2.0 0.51111
8173 [ZZ] reverse_linear 3 2.25 0.33333
8174 [ZZ] reverse_linear 3 2.5 0.28889
8175 [ZZ] reverse_linear 3 2.75 0.33333
8176 [ZZ] reverse_linear 3 3.0 0.31111
8177 [ZZ] reverse_linear 3 3.25 0.22222
8178 [ZZ] reverse_linear 3 3.5 0.31111
8179 [ZZ] reverse_linear 3 3.75 0.26667
8180 [ZZ] reverse_linear 3 4.0 0.33333
8181 [ZZ] reverse_linear 3 4.25 0.40000
8182 [ZZ] reverse_linear 3 4.5 0.40000
8183 [ZZ] reverse_linear 3 4.75 0.44444
8184 [ZZ] reverse_linear 3 5.0 0.57778
8185 [ZZ] reverse_linear 3 5.25 0.37778
8186 [ZZ] reverse_linear 3 5.5 0.35556
8187 [ZZ] reverse_linear 3 5.75 0.31111
8188 [ZZ] reverse_linear 3 6.0 0.31111
8189 [ZZ] reverse_linear 3 6.25 0.35556
8190 [ZZ] pairwise 1 0.0 0.28889
8191 [ZZ] pairwise 1 0.25 0.66667
8192 [ZZ] pairwise 1 0.5 0.66667
8193 [ZZ] pairwise 1 0.75 0.75556
8194 [ZZ] pairwise 1 1.0 0.73333
8195 [ZZ] pairwise 1 1.25 0.77778
8196 [ZZ] pairwise 1 1.5 0.68889
8197 [ZZ] pairwise 1 1.75 0.68889
8198 [ZZ] pairwise 1 2.0 0.57778
8199 [ZZ] pairwise 1 2.25 0.64444
8200 [ZZ] pairwise 1 2.5 0.55556
8201 [ZZ] pairwise 1 2.75 0.53333
8202 [ZZ] pairwise 1 3.0 0.60000
8203 [ZZ] pairwise 1 3.25 0.51111
8204 [ZZ] pairwise 1 3.5 0.46667
8205 [ZZ] pairwise 1 3.75 0.44444
8206 [ZZ] pairwise 1 4.0 0.42222
8207 [ZZ] pairwise 1 4.25 0.44444
8208 [ZZ] pairwise 1 4.5 0.48889
8209 [ZZ] pairwise 1 4.75 0.37778
8210 [ZZ] pairwise 1 5.0 0.44444
8211 [ZZ] pairwise 1 5.25 0.35556
8212 [ZZ] pairwise 1 5.5 0.44444
8213 [ZZ] pairwise 1 5.75 0.37778
8214 [ZZ] pairwise 1 6.0 0.44444
8215 [ZZ] pairwise 1 6.25 0.44444
8216 [ZZ] pairwise 2 0.0 0.28889
8217 [ZZ] pairwise 2 0.25 0.66667
8218 [ZZ] pairwise 2 0.5 0.71111
8219 [ZZ] pairwise 2 0.75 0.75556
8220 [ZZ] pairwise 2 1.0 0.73333
8221 [ZZ] pairwise 2 1.25 0.80000
8222 [ZZ] pairwise 2 1.5 0.71111
8223 [ZZ] pairwise 2 1.75 0.71111
8224 [ZZ] pairwise 2 2.0 0.62222
8225 [ZZ] pairwise 2 2.25 0.57778
8226 [ZZ] pairwise 2 2.5 0.53333
8227 [ZZ] pairwise 2 2.75 0.53333
8228 [ZZ] pairwise 2 3.0 0.57778
8229 [ZZ] pairwise 2 3.25 0.62222
8230 [ZZ] pairwise 2 3.5 0.51111
8231 [ZZ] pairwise 2 3.75 0.53333
8232 [ZZ] pairwise 2 4.0 0.48889
8233 [ZZ] pairwise 2 4.25 0.51111
8234 [ZZ] pairwise 2 4.5 0.60000
8235 [ZZ] pairwise 2 4.75 0.35556
8236 [ZZ] pairwise 2 5.0 0.48889
8237 [ZZ] pairwise 2 5.25 0.40000
8238 [ZZ] pairwise 2 5.5 0.51111
8239 [ZZ] pairwise 2 5.75 0.40000
8240 [ZZ] pairwise 2 6.0 0.33333
8241 [ZZ] pairwise 2 6.25 0.35556
8242 [ZZ] pairwise 3 0.0 0.28889
8243 [ZZ] pairwise 3 0.25 0.66667
8244 [ZZ] pairwise 3 0.5 0.64444
8245 [ZZ] pairwise 3 0.75 0.64444
8246 [ZZ] pairwise 3 1.0 0.53333
8247 [ZZ] pairwise 3 1.25 0.48889
8248 [ZZ] pairwise 3 1.5 0.51111
8249 [ZZ] pairwise 3 1.75 0.55556
8250 [ZZ] pairwise 3 2.0 0.51111
8251 [ZZ] pairwise 3 2.25 0.33333
8252 [ZZ] pairwise 3 2.5 0.28889
8253 [ZZ] pairwise 3 2.75 0.33333
8254 [ZZ] pairwise 3 3.0 0.31111
8255 [ZZ] pairwise 3 3.25 0.22222
8256 [ZZ] pairwise 3 3.5 0.31111
8257 [ZZ] pairwise 3 3.75 0.26667
8258 [ZZ] pairwise 3 4.0 0.33333
8259 [ZZ] pairwise 3 4.25 0.40000
8260 [ZZ] pairwise 3 4.5 0.40000
8261 [ZZ] pairwise 3 4.75 0.44444
8262 [ZZ] pairwise 3 5.0 0.57778
8263 [ZZ] pairwise 3 5.25 0.37778
8264 [ZZ] pairwise 3 5.5 0.35556
8265 [ZZ] pairwise 3 5.75 0.31111
8266 [ZZ] pairwise 3 6.0 0.31111
8267 [ZZ] pairwise 3 6.25 0.35556
8268 [ZZ] circular 1 0.0 0.28889
8269 [ZZ] circular 1 0.25 0.95556
8270 [ZZ] circular 1 0.5 0.91111
8271 [ZZ] circular 1 0.75 0.93333
8272 [ZZ] circular 1 1.0 0.88889
8273 [ZZ] circular 1 1.25 0.84444
8274 [ZZ] circular 1 1.5 0.88889
8275 [ZZ] circular 1 1.75 0.82222
8276 [ZZ] circular 1 2.0 0.82222
8277 [ZZ] circular 1 2.25 0.64444
8278 [ZZ] circular 1 2.5 0.60000
8279 [ZZ] circular 1 2.75 0.57778
8280 [ZZ] circular 1 3.0 0.53333
8281 [ZZ] circular 1 3.25 0.62222
8282 [ZZ] circular 1 3.5 0.55556
8283 [ZZ] circular 1 3.75 0.44444
8284 [ZZ] circular 1 4.0 0.42222
8285 [ZZ] circular 1 4.25 0.42222
8286 [ZZ] circular 1 4.5 0.37778
8287 [ZZ] circular 1 4.75 0.40000
8288 [ZZ] circular 1 5.0 0.40000
8289 [ZZ] circular 1 5.25 0.33333
8290 [ZZ] circular 1 5.5 0.31111
8291 [ZZ] circular 1 5.75 0.35556
8292 [ZZ] circular 1 6.0 0.48889
8293 [ZZ] circular 1 6.25 0.35556
8294 [ZZ] circular 2 0.0 0.28889
8295 [ZZ] circular 2 0.25 0.93333
8296 [ZZ] circular 2 0.5 0.91111
8297 [ZZ] circular 2 0.75 0.91111
8298 [ZZ] circular 2 1.0 0.84444
8299 [ZZ] circular 2 1.25 0.82222
8300 [ZZ] circular 2 1.5 0.82222
8301 [ZZ] circular 2 1.75 0.77778
8302 [ZZ] circular 2 2.0 0.75556
8303 [ZZ] circular 2 2.25 0.48889
8304 [ZZ] circular 2 2.5 0.68889
8305 [ZZ] circular 2 2.75 0.62222
8306 [ZZ] circular 2 3.0 0.57778
8307 [ZZ] circular 2 3.25 0.53333
8308 [ZZ] circular 2 3.5 0.42222
8309 [ZZ] circular 2 3.75 0.44444
8310 [ZZ] circular 2 4.0 0.57778
8311 [ZZ] circular 2 4.25 0.44444
8312 [ZZ] circular 2 4.5 0.24444
8313 [ZZ] circular 2 4.75 0.35556
8314 [ZZ] circular 2 5.0 0.35556
8315 [ZZ] circular 2 5.25 0.42222
8316 [ZZ] circular 2 5.5 0.42222
8317 [ZZ] circular 2 5.75 0.35556
8318 [ZZ] circular 2 6.0 0.46667
8319 [ZZ] circular 2 6.25 0.40000
8320 [ZZ] circular 3 0.0 0.28889
8321 [ZZ] circular 3 0.25 0.91111
8322 [ZZ] circular 3 0.5 0.80000
8323 [ZZ] circular 3 0.75 0.82222
8324 [ZZ] circular 3 1.0 0.64444
8325 [ZZ] circular 3 1.25 0.64444
8326 [ZZ] circular 3 1.5 0.64444
8327 [ZZ] circular 3 1.75 0.55556
8328 [ZZ] circular 3 2.0 0.60000
8329 [ZZ] circular 3 2.25 0.33333
8330 [ZZ] circular 3 2.5 0.33333
8331 [ZZ] circular 3 2.75 0.33333
8332 [ZZ] circular 3 3.0 0.33333
8333 [ZZ] circular 3 3.25 0.44444
8334 [ZZ] circular 3 3.5 0.31111
8335 [ZZ] circular 3 3.75 0.35556
8336 [ZZ] circular 3 4.0 0.28889
8337 [ZZ] circular 3 4.25 0.42222
8338 [ZZ] circular 3 4.5 0.28889
8339 [ZZ] circular 3 4.75 0.31111
8340 [ZZ] circular 3 5.0 0.33333
8341 [ZZ] circular 3 5.25 0.35556
8342 [ZZ] circular 3 5.5 0.37778
8343 [ZZ] circular 3 5.75 0.33333
8344 [ZZ] circular 3 6.0 0.24444
8345 [ZZ] circular 3 6.25 0.24444
8346 [ZZ] sca 1 0.0 0.28889
8347 [ZZ] sca 1 0.25 0.95556
8348 [ZZ] sca 1 0.5 0.91111
8349 [ZZ] sca 1 0.75 0.93333
8350 [ZZ] sca 1 1.0 0.88889
8351 [ZZ] sca 1 1.25 0.84444
8352 [ZZ] sca 1 1.5 0.88889
8353 [ZZ] sca 1 1.75 0.82222
8354 [ZZ] sca 1 2.0 0.82222
8355 [ZZ] sca 1 2.25 0.64444
8356 [ZZ] sca 1 2.5 0.60000
8357 [ZZ] sca 1 2.75 0.57778
8358 [ZZ] sca 1 3.0 0.53333
8359 [ZZ] sca 1 3.25 0.62222
8360 [ZZ] sca 1 3.5 0.55556
8361 [ZZ] sca 1 3.75 0.44444
8362 [ZZ] sca 1 4.0 0.42222
8363 [ZZ] sca 1 4.25 0.42222
8364 [ZZ] sca 1 4.5 0.37778
8365 [ZZ] sca 1 4.75 0.40000
8366 [ZZ] sca 1 5.0 0.40000
8367 [ZZ] sca 1 5.25 0.33333
8368 [ZZ] sca 1 5.5 0.31111
8369 [ZZ] sca 1 5.75 0.35556
8370 [ZZ] sca 1 6.0 0.48889
8371 [ZZ] sca 1 6.25 0.35556
8372 [ZZ] sca 2 0.0 0.28889
8373 [ZZ] sca 2 0.25 0.93333
8374 [ZZ] sca 2 0.5 0.91111
8375 [ZZ] sca 2 0.75 0.91111
8376 [ZZ] sca 2 1.0 0.84444
8377 [ZZ] sca 2 1.25 0.82222
8378 [ZZ] sca 2 1.5 0.82222
8379 [ZZ] sca 2 1.75 0.77778
8380 [ZZ] sca 2 2.0 0.75556
8381 [ZZ] sca 2 2.25 0.48889
8382 [ZZ] sca 2 2.5 0.68889
8383 [ZZ] sca 2 2.75 0.62222
8384 [ZZ] sca 2 3.0 0.57778
8385 [ZZ] sca 2 3.25 0.53333
8386 [ZZ] sca 2 3.5 0.42222
8387 [ZZ] sca 2 3.75 0.44444
8388 [ZZ] sca 2 4.0 0.57778
8389 [ZZ] sca 2 4.25 0.44444
8390 [ZZ] sca 2 4.5 0.24444
8391 [ZZ] sca 2 4.75 0.35556
8392 [ZZ] sca 2 5.0 0.35556
8393 [ZZ] sca 2 5.25 0.42222
8394 [ZZ] sca 2 5.5 0.42222
8395 [ZZ] sca 2 5.75 0.35556
8396 [ZZ] sca 2 6.0 0.46667
8397 [ZZ] sca 2 6.25 0.40000
8398 [ZZ] sca 3 0.0 0.28889
8399 [ZZ] sca 3 0.25 0.91111
8400 [ZZ] sca 3 0.5 0.80000
8401 [ZZ] sca 3 0.75 0.82222
8402 [ZZ] sca 3 1.0 0.64444
8403 [ZZ] sca 3 1.25 0.64444
8404 [ZZ] sca 3 1.5 0.64444
8405 [ZZ] sca 3 1.75 0.55556
8406 [ZZ] sca 3 2.0 0.60000
8407 [ZZ] sca 3 2.25 0.33333
8408 [ZZ] sca 3 2.5 0.33333
8409 [ZZ] sca 3 2.75 0.33333
8410 [ZZ] sca 3 3.0 0.33333
8411 [ZZ] sca 3 3.25 0.44444
8412 [ZZ] sca 3 3.5 0.31111
8413 [ZZ] sca 3 3.75 0.35556
8414 [ZZ] sca 3 4.0 0.28889
8415 [ZZ] sca 3 4.25 0.42222
8416 [ZZ] sca 3 4.5 0.28889
8417 [ZZ] sca 3 4.75 0.31111
8418 [ZZ] sca 3 5.0 0.33333
8419 [ZZ] sca 3 5.25 0.35556
8420 [ZZ] sca 3 5.5 0.37778
8421 [ZZ] sca 3 5.75 0.33333
8422 [ZZ] sca 3 6.0 0.24444
8423 [ZZ] sca 3 6.25 0.24444


Note(s):


Footnote(s):

  • ¥ - This hyperparameter represents the Pauli Operators Sequences' Combination.
  • § - This hyperparameter represents the Quantum Entanglement Structure.
  • † - This hyperparameter represents the Number of Quantum Circuit Repetitions.
  • ‡ - This hyperparameter represents the Pauli Rotation Factor. This hyperparameter is also denoted by the Greek letter α.
  • ¶ - The higher Accuracy values are highlighted in green and the lowest Accuracy values are highlighted in red.

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Experimental Results for (Classical) Support Vector Machine (SVM) on NSL-KDD Dataset

Tagged under: artificial-intelligence, computer-science, classical-support-vector-machine, support-vector-machine, classical-machine-learning, machine-learning, supervised-learning, training, classification, iris-dataset, and intermediate

Posted on 18 Feb 2024



Experimental Results for (Classical) Support Vector Machine (SVM) on NSL-KDD Dataset Dataset


Preface

  • In this page...

Experimental Results

  • The experimental results...


Note(s):


Footnote(s):

  • ¥ - The 'rbf' kernel stands for Radial Basis Function (RBF) kernel.
  • § - This hyperparameter represents the Regularization Factor/Parameter.
  • † - This hyperparameter represents the Polynomial Degree for 'poly' kernel.
  • ‡ - This hyperparameter represents the (non-linear) Kernel Coefficient for 'rbf', 'poly', and 'sigmoid' kernels. This hyperparameter is also denoted by the Greek letter γ.
  • ¶ - The higher Accuracy values are highlighted in green and the lowest Accuracy values are highlighted in red.

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Experimental Results for (Classical) Support Vector Machine (SVM) on IRIS Dataset

Tagged under: artificial-intelligence, computer-science, classical-support-vector-machine, support-vector-machine, classical-machine-learning, machine-learning, supervised-learning, training, classification, iris-dataset, and intermediate

Posted on 18 Feb 2024



Experimental Results for (Classical) Support Vector Machine (SVM) on IRIS Dataset


Preface

  • In this page...

Experimental Results

  • The experimental results...
No. Kernel C§ Degree Gamma Accuracy
0 linear 0.00001 N/A N/A 0.28889
1 linear 0.00005 N/A N/A 0.28889
2 linear 0.00027 N/A N/A 0.28889
3 linear 0.00139 N/A N/A 0.28889
4 linear 0.00720 N/A N/A 0.68889
5 linear 0.03728 N/A N/A 0.93333
6 linear 0.19307 N/A N/A 0.95556
7 linear 1.0 N/A N/A 0.97778
8 linear 5.17947 N/A N/A 0.95556
9 linear 26.82696 N/A N/A 0.93333
10 linear 138.94955 N/A N/A 0.93333
11 linear 719.68567 N/A N/A 0.93333
12 linear 3727.59372 N/A N/A 0.93333
13 linear 19306.97729 N/A N/A 0.93333
14 linear 100000.0 N/A N/A 0.93333
15 poly 0.00001 1 0.00001 0.28889
16 poly 0.00001 1 0.00005 0.28889
17 poly 0.00001 1 0.00027 0.28889
18 poly 0.00001 1 0.00139 0.28889
19 poly 0.00001 1 0.00720 0.28889
20 poly 0.00001 1 0.03728 0.28889
21 poly 0.00001 1 0.19307 0.28889
22 poly 0.00001 1 1.0 0.28889
23 poly 0.00001 1 5.17947 0.28889
24 poly 0.00001 1 26.82696 0.28889
25 poly 0.00001 1 138.94955 0.28889
26 poly 0.00001 1 719.68567 0.68889
27 poly 0.00001 1 3727.59372 0.93333
28 poly 0.00001 1 19306.97729 0.95556
29 poly 0.00001 1 100000.0 0.97778
30 poly 0.00001 2 0.00001 0.28889
31 poly 0.00001 2 0.00005 0.28889
32 poly 0.00001 2 0.00027 0.28889
33 poly 0.00001 2 0.00139 0.28889
34 poly 0.00001 2 0.00720 0.28889
35 poly 0.00001 2 0.03728 0.28889
36 poly 0.00001 2 0.19307 0.28889
37 poly 0.00001 2 1.0 0.28889
38 poly 0.00001 2 5.17947 0.86667
39 poly 0.00001 2 26.82696 0.95556
40 poly 0.00001 2 138.94955 0.95556
41 poly 0.00001 2 719.68567 0.93333
42 poly 0.00001 2 3727.59372 0.93333
43 poly 0.00001 2 19306.97729 0.93333
44 poly 0.00001 2 100000.0 0.93333
45 poly 0.00001 3 0.00001 0.28889
46 poly 0.00001 3 0.00005 0.28889
47 poly 0.00001 3 0.00027 0.28889
48 poly 0.00001 3 0.00139 0.28889
49 poly 0.00001 3 0.00720 0.28889
50 poly 0.00001 3 0.03728 0.28889
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1259 rbf¥ 1.0 N/A 100000.0 0.28889
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1343 rbf¥ 19306.97729 N/A 5.17947 0.93333
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1345 rbf¥ 19306.97729 N/A 138.94955 0.44444
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1349 rbf¥ 19306.97729 N/A 100000.0 0.28889
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1356 rbf¥ 100000.0 N/A 0.19307 0.93333
1357 rbf¥ 100000.0 N/A 1.0 0.93333
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1360 rbf¥ 100000.0 N/A 138.94955 0.44444
1361 rbf¥ 100000.0 N/A 719.68567 0.28889
1362 rbf¥ 100000.0 N/A 3727.59372 0.28889
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1376 sigmoid 0.00001 N/A 719.68567 0.28889
1377 sigmoid 0.00001 N/A 3727.59372 0.28889
1378 sigmoid 0.00001 N/A 19306.97729 0.28889
1379 sigmoid 0.00001 N/A 100000.0 0.28889
1380 sigmoid 0.00005 N/A 0.00001 0.28889
1381 sigmoid 0.00005 N/A 0.00005 0.28889
1382 sigmoid 0.00005 N/A 0.00027 0.28889
1383 sigmoid 0.00005 N/A 0.00139 0.28889
1384 sigmoid 0.00005 N/A 0.00720 0.28889
1385 sigmoid 0.00005 N/A 0.03728 0.28889
1386 sigmoid 0.00005 N/A 0.19307 0.28889
1387 sigmoid 0.00005 N/A 1.0 0.28889
1388 sigmoid 0.00005 N/A 5.17947 0.28889
1389 sigmoid 0.00005 N/A 26.82696 0.28889
1390 sigmoid 0.00005 N/A 138.94955 0.28889
1391 sigmoid 0.00005 N/A 719.68567 0.28889
1392 sigmoid 0.00005 N/A 3727.59372 0.28889
1393 sigmoid 0.00005 N/A 19306.97729 0.28889
1394 sigmoid 0.00005 N/A 100000.0 0.28889
1395 sigmoid 0.00027 N/A 0.00001 0.28889
1396 sigmoid 0.00027 N/A 0.00005 0.28889
1397 sigmoid 0.00027 N/A 0.00027 0.28889
1398 sigmoid 0.00027 N/A 0.00139 0.28889
1399 sigmoid 0.00027 N/A 0.00720 0.28889
1400 sigmoid 0.00027 N/A 0.03728 0.28889
1401 sigmoid 0.00027 N/A 0.19307 0.28889
1402 sigmoid 0.00027 N/A 1.0 0.28889
1403 sigmoid 0.00027 N/A 5.17947 0.28889
1404 sigmoid 0.00027 N/A 26.82696 0.28889
1405 sigmoid 0.00027 N/A 138.94955 0.28889
1406 sigmoid 0.00027 N/A 719.68567 0.28889
1407 sigmoid 0.00027 N/A 3727.59372 0.28889
1408 sigmoid 0.00027 N/A 19306.97729 0.28889
1409 sigmoid 0.00027 N/A 100000.0 0.28889
1410 sigmoid 0.00139 N/A 0.00001 0.28889
1411 sigmoid 0.00139 N/A 0.00005 0.28889
1412 sigmoid 0.00139 N/A 0.00027 0.28889
1413 sigmoid 0.00139 N/A 0.00139 0.28889
1414 sigmoid 0.00139 N/A 0.00720 0.28889
1415 sigmoid 0.00139 N/A 0.03728 0.28889
1416 sigmoid 0.00139 N/A 0.19307 0.28889
1417 sigmoid 0.00139 N/A 1.0 0.28889
1418 sigmoid 0.00139 N/A 5.17947 0.28889
1419 sigmoid 0.00139 N/A 26.82696 0.28889
1420 sigmoid 0.00139 N/A 138.94955 0.28889
1421 sigmoid 0.00139 N/A 719.68567 0.28889
1422 sigmoid 0.00139 N/A 3727.59372 0.28889
1423 sigmoid 0.00139 N/A 19306.97729 0.28889
1424 sigmoid 0.00139 N/A 100000.0 0.28889
1425 sigmoid 0.00720 N/A 0.00001 0.28889
1426 sigmoid 0.00720 N/A 0.00005 0.28889
1427 sigmoid 0.00720 N/A 0.00027 0.28889
1428 sigmoid 0.00720 N/A 0.00139 0.28889
1429 sigmoid 0.00720 N/A 0.00720 0.28889
1430 sigmoid 0.00720 N/A 0.03728 0.28889
1431 sigmoid 0.00720 N/A 0.19307 0.28889
1432 sigmoid 0.00720 N/A 1.0 0.28889
1433 sigmoid 0.00720 N/A 5.17947 0.28889
1434 sigmoid 0.00720 N/A 26.82696 0.28889
1435 sigmoid 0.00720 N/A 138.94955 0.28889
1436 sigmoid 0.00720 N/A 719.68567 0.28889
1437 sigmoid 0.00720 N/A 3727.59372 0.28889
1438 sigmoid 0.00720 N/A 19306.97729 0.28889
1439 sigmoid 0.00720 N/A 100000.0 0.28889
1440 sigmoid 0.03728 N/A 0.00001 0.28889
1441 sigmoid 0.03728 N/A 0.00005 0.28889
1442 sigmoid 0.03728 N/A 0.00027 0.28889
1443 sigmoid 0.03728 N/A 0.00139 0.28889
1444 sigmoid 0.03728 N/A 0.00720 0.28889
1445 sigmoid 0.03728 N/A 0.03728 0.28889
1446 sigmoid 0.03728 N/A 0.19307 0.28889
1447 sigmoid 0.03728 N/A 1.0 0.28889
1448 sigmoid 0.03728 N/A 5.17947 0.28889
1449 sigmoid 0.03728 N/A 26.82696 0.28889
1450 sigmoid 0.03728 N/A 138.94955 0.28889
1451 sigmoid 0.03728 N/A 719.68567 0.28889
1452 sigmoid 0.03728 N/A 3727.59372 0.28889
1453 sigmoid 0.03728 N/A 19306.97729 0.28889
1454 sigmoid 0.03728 N/A 100000.0 0.28889
1455 sigmoid 0.19307 N/A 0.00001 0.28889
1456 sigmoid 0.19307 N/A 0.00005 0.28889
1457 sigmoid 0.19307 N/A 0.00027 0.28889
1458 sigmoid 0.19307 N/A 0.00139 0.28889
1459 sigmoid 0.19307 N/A 0.00720 0.28889
1460 sigmoid 0.19307 N/A 0.03728 0.28889
1461 sigmoid 0.19307 N/A 0.19307 0.28889
1462 sigmoid 0.19307 N/A 1.0 0.28889
1463 sigmoid 0.19307 N/A 5.17947 0.28889
1464 sigmoid 0.19307 N/A 26.82696 0.28889
1465 sigmoid 0.19307 N/A 138.94955 0.28889
1466 sigmoid 0.19307 N/A 719.68567 0.28889
1467 sigmoid 0.19307 N/A 3727.59372 0.28889
1468 sigmoid 0.19307 N/A 19306.97729 0.28889
1469 sigmoid 0.19307 N/A 100000.0 0.28889
1470 sigmoid 1.0 N/A 0.00001 0.28889
1471 sigmoid 1.0 N/A 0.00005 0.28889
1472 sigmoid 1.0 N/A 0.00027 0.28889
1473 sigmoid 1.0 N/A 0.00139 0.28889
1474 sigmoid 1.0 N/A 0.00720 0.60000
1475 sigmoid 1.0 N/A 0.03728 0.33333
1476 sigmoid 1.0 N/A 0.19307 0.28889
1477 sigmoid 1.0 N/A 1.0 0.28889
1478 sigmoid 1.0 N/A 5.17947 0.28889
1479 sigmoid 1.0 N/A 26.82696 0.28889
1480 sigmoid 1.0 N/A 138.94955 0.28889
1481 sigmoid 1.0 N/A 719.68567 0.28889
1482 sigmoid 1.0 N/A 3727.59372 0.28889
1483 sigmoid 1.0 N/A 19306.97729 0.28889
1484 sigmoid 1.0 N/A 100000.0 0.28889
1485 sigmoid 5.17947 N/A 0.00001 0.28889
1486 sigmoid 5.17947 N/A 0.00005 0.28889
1487 sigmoid 5.17947 N/A 0.00027 0.28889
1488 sigmoid 5.17947 N/A 0.00139 0.66667
1489 sigmoid 5.17947 N/A 0.00720 0.93333
1490 sigmoid 5.17947 N/A 0.03728 0.11111
1491 sigmoid 5.17947 N/A 0.19307 0.28889
1492 sigmoid 5.17947 N/A 1.0 0.28889
1493 sigmoid 5.17947 N/A 5.17947 0.28889
1494 sigmoid 5.17947 N/A 26.82696 0.28889
1495 sigmoid 5.17947 N/A 138.94955 0.28889
1496 sigmoid 5.17947 N/A 719.68567 0.28889
1497 sigmoid 5.17947 N/A 3727.59372 0.28889
1498 sigmoid 5.17947 N/A 19306.97729 0.28889
1499 sigmoid 5.17947 N/A 100000.0 0.28889
1500 sigmoid 26.82696 N/A 0.00001 0.28889
1501 sigmoid 26.82696 N/A 0.00005 0.28889
1502 sigmoid 26.82696 N/A 0.00027 0.68889
1503 sigmoid 26.82696 N/A 0.00139 0.93333
1504 sigmoid 26.82696 N/A 0.00720 0.95556
1505 sigmoid 26.82696 N/A 0.03728 0.06667
1506 sigmoid 26.82696 N/A 0.19307 0.28889
1507 sigmoid 26.82696 N/A 1.0 0.28889
1508 sigmoid 26.82696 N/A 5.17947 0.28889
1509 sigmoid 26.82696 N/A 26.82696 0.28889
1510 sigmoid 26.82696 N/A 138.94955 0.28889
1511 sigmoid 26.82696 N/A 719.68567 0.28889
1512 sigmoid 26.82696 N/A 3727.59372 0.28889
1513 sigmoid 26.82696 N/A 19306.97729 0.28889
1514 sigmoid 26.82696 N/A 100000.0 0.28889
1515 sigmoid 138.94955 N/A 0.00001 0.28889
1516 sigmoid 138.94955 N/A 0.00005 0.68889
1517 sigmoid 138.94955 N/A 0.00027 0.93333
1518 sigmoid 138.94955 N/A 0.00139 0.95556
1519 sigmoid 138.94955 N/A 0.00720 0.95556
1520 sigmoid 138.94955 N/A 0.03728 0.06667
1521 sigmoid 138.94955 N/A 0.19307 0.28889
1522 sigmoid 138.94955 N/A 1.0 0.28889
1523 sigmoid 138.94955 N/A 5.17947 0.28889
1524 sigmoid 138.94955 N/A 26.82696 0.28889
1525 sigmoid 138.94955 N/A 138.94955 0.28889
1526 sigmoid 138.94955 N/A 719.68567 0.28889
1527 sigmoid 138.94955 N/A 3727.59372 0.28889
1528 sigmoid 138.94955 N/A 19306.97729 0.28889
1529 sigmoid 138.94955 N/A 100000.0 0.28889
1530 sigmoid 719.68567 N/A 0.00001 0.68889
1531 sigmoid 719.68567 N/A 0.00005 0.93333
1532 sigmoid 719.68567 N/A 0.00027 0.95556
1533 sigmoid 719.68567 N/A 0.00139 0.97778
1534 sigmoid 719.68567 N/A 0.00720 0.95556
1535 sigmoid 719.68567 N/A 0.03728 0.06667
1536 sigmoid 719.68567 N/A 0.19307 0.28889
1537 sigmoid 719.68567 N/A 1.0 0.28889
1538 sigmoid 719.68567 N/A 5.17947 0.28889
1539 sigmoid 719.68567 N/A 26.82696 0.28889
1540 sigmoid 719.68567 N/A 138.94955 0.28889
1541 sigmoid 719.68567 N/A 719.68567 0.28889
1542 sigmoid 719.68567 N/A 3727.59372 0.28889
1543 sigmoid 719.68567 N/A 19306.97729 0.28889
1544 sigmoid 719.68567 N/A 100000.0 0.28889
1545 sigmoid 3727.59372 N/A 0.00001 0.93333
1546 sigmoid 3727.59372 N/A 0.00005 0.95556
1547 sigmoid 3727.59372 N/A 0.00027 0.97778
1548 sigmoid 3727.59372 N/A 0.00139 0.95556
1549 sigmoid 3727.59372 N/A 0.00720 0.93333
1550 sigmoid 3727.59372 N/A 0.03728 0.06667
1551 sigmoid 3727.59372 N/A 0.19307 0.28889
1552 sigmoid 3727.59372 N/A 1.0 0.28889
1553 sigmoid 3727.59372 N/A 5.17947 0.28889
1554 sigmoid 3727.59372 N/A 26.82696 0.28889
1555 sigmoid 3727.59372 N/A 138.94955 0.28889
1556 sigmoid 3727.59372 N/A 719.68567 0.28889
1557 sigmoid 3727.59372 N/A 3727.59372 0.28889
1558 sigmoid 3727.59372 N/A 19306.97729 0.28889
1559 sigmoid 3727.59372 N/A 100000.0 0.28889
1560 sigmoid 19306.97729 N/A 0.00001 0.95556
1561 sigmoid 19306.97729 N/A 0.00005 0.97778
1562 sigmoid 19306.97729 N/A 0.00027 0.95556
1563 sigmoid 19306.97729 N/A 0.00139 0.93333
1564 sigmoid 19306.97729 N/A 0.00720 0.93333
1565 sigmoid 19306.97729 N/A 0.03728 0.06667
1566 sigmoid 19306.97729 N/A 0.19307 0.08889
1567 sigmoid 19306.97729 N/A 1.0 0.28889
1568 sigmoid 19306.97729 N/A 5.17947 0.28889
1569 sigmoid 19306.97729 N/A 26.82696 0.28889
1570 sigmoid 19306.97729 N/A 138.94955 0.28889
1571 sigmoid 19306.97729 N/A 719.68567 0.28889
1572 sigmoid 19306.97729 N/A 3727.59372 0.28889
1573 sigmoid 19306.97729 N/A 19306.97729 0.28889
1574 sigmoid 19306.97729 N/A 100000.0 0.28889
1575 sigmoid 100000.0 N/A 0.00001 0.97778
1576 sigmoid 100000.0 N/A 0.00005 0.95556
1577 sigmoid 100000.0 N/A 0.00027 0.93333
1578 sigmoid 100000.0 N/A 0.00139 0.93333
1579 sigmoid 100000.0 N/A 0.00720 0.93333
1580 sigmoid 100000.0 N/A 0.03728 0.06667
1581 sigmoid 100000.0 N/A 0.19307 0.11111
1582 sigmoid 100000.0 N/A 1.0 0.28889
1583 sigmoid 100000.0 N/A 5.17947 0.28889
1584 sigmoid 100000.0 N/A 26.82696 0.28889
1585 sigmoid 100000.0 N/A 138.94955 0.28889
1586 sigmoid 100000.0 N/A 719.68567 0.28889
1587 sigmoid 100000.0 N/A 3727.59372 0.28889
1588 sigmoid 100000.0 N/A 19306.97729 0.28889
1589 sigmoid 100000.0 N/A 100000.0 0.28889


Note(s):


Footnote(s):

  • ¥ - The 'rbf' kernel stands for Radial Basis Function (RBF) kernel.
  • § - This hyperparameter represents the Regularization Factor/Parameter.
  • † - This hyperparameter represents the Polynomial Degree for 'poly' kernel.
  • ‡ - This hyperparameter represents the (non-linear) Kernel Coefficient for 'rbf', 'poly', and 'sigmoid' kernels. This hyperparameter is also denoted by the Greek letter γ.
  • ¶ - The higher Accuracy values are highlighted in green and the lowest Accuracy values are highlighted in red.

License


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