This repository includes the experiment codes and experiment results for the Skip Attention Module (SAM). The SAM is a parameter-free attention module using in fMRI decoding to increase the decoding performance, which can be able to stack on any architecture of convolutional neural network without any parameters that need to train, and does not increase any burden of training.
It is authored by Yong Qi, Huawei Lin, Yanping Li, and Jiashu Chen. Currently, it is being maintained by Huawei Lin and Yanping Li.
@article{qi2021parameter,
title={Parameter-Free Attention in fMRI Decoding},
author={Qi, Yong and Lin, Huawei and Li, Yanping and Chen, Jiashu},
journal={IEEE Access},
volume={9},
pages={48704--48712},
year={2021},
publisher={IEEE}
}
label_ID = {
'EMOTION': 0,
'GAMBLING': 1,
'LANGUAGE': 2,
'MOTOR': 3,
'RELATIONAL': 4,
'SOCIAL': 5,
'Working Memory': 6
}
| network | aver acc |
|---|---|
| PlainNet | 87.90% |
| PlainNet-SAM | 88.69% |
| network | aver acc |
|---|---|
| 3DResNet | 83.35% |
| 3DResNet-SAM | 86.41% |
| network | aver acc |
|---|---|
| Inception | 85.08% |
| Inception-SAM | 86.07% |
| Network-ID | BS | LR | Aver ACC | 0 ACC | 1 ACC | 2 ACC | 3 ACC | 4 ACC | 5 ACC | 6 ACC |
|---|---|---|---|---|---|---|---|---|---|---|
| PlainNet-1 | 16 | 0.0001 | 91.33% | 83.10% | 92.86% | 91.55% | 98.61% | 88.73% | 100.00% | 84.06% |
| PlainNet-2 | 16 | 0.0001 | 86.09% | 78.87% | 95.71% | 76.06% | 97.22% | 87.32% | 97.22% | 69.57% |
| PlainNet-3 | 16 | 0.0001 | 86.69% | 77.46% | 100.00% | 84.51% | 94.44% | 84.51% | 100.00% | 65.22% |
| PlainNet-4 | 16 | 0.0001 | 91.33% | 84.51% | 94.29% | 97.18% | 97.22% | 78.87% | 100.00% | 86.96% |
| PlainNet-5 | 16 | 0.0001 | 88.71% | 88.73% | 87.14% | 98.59% | 97.22% | 81.69% | 91.67% | 75.36% |
| PlainNet-6 | 16 | 0.0001 | 85.28% | 95.77% | 72.86% | 97.18% | 94.44% | 81.69% | 77.78% | 76.81% |
| PlainNet-7 | 16 | 0.0001 | 88.51% | 80.28% | 90.00% | 84.51% | 98.61% | 80.28% | 100.00% | 85.51% |
| PlainNet-9 | 16 | 0.0001 | 81.25% | 100.00% | 57.14% | 95.77% | 98.61% | 54.93% | 88.89% | 72.46% |
| PlainNet-10 | 16 | 0.0001 | 91.94% | 98.59% | 91.43% | 92.96% | 97.22% | 83.10% | 97.22% | 82.61% |
| Network-ID | BS | LR | Aver ACC | 0 ACC | 1 ACC | 2 ACC | 3 ACC | 4 ACC | 5 ACC | 6 ACC |
|---|---|---|---|---|---|---|---|---|---|---|
| PlainNet-SAM-1 | 16 | 0.0001 | 87.70% | 76.06% | 97.14% | 94.37% | 97.22% | 74.65% | 100.00% | 73.91% |
| PlainNet-SAM-2 | 16 | 0.0001 | 87.10% | 91.55% | 88.57% | 98.59% | 97.22% | 54.93% | 97.22% | 81.16% |
| PlainNet-SAM-3 | 16 | 0.0001 | 90.93% | 91.55% | 94.29% | 88.73% | 100.00% | 88.73% | 100.00% | 72.46% |
| PlainNet-SAM-4 | 16 | 0.0001 | 84.88% | 73.24% | 98.57% | 87.32% | 94.44% | 77.46% | 97.22% | 65.22% |
| PlainNet-SAM-5 | 16 | 0.0001 | 87.90% | 84.51% | 84.29% | 100.00% | 93.06% | 74.65% | 91.67% | 86.96% |
| PlainNet-SAM-6 | 16 | 0.0001 | 87.50% | 85.92% | 95.71% | 85.92% | 93.06% | 87.32% | 98.61% | 65.22% |
| PlainNet-SAM-7 | 16 | 0.0001 | 89.31% | 83.10% | 97.14% | 87.32% | 100.00% | 80.28% | 100.00% | 76.81% |
| PlainNet-SAM-8 | 16 | 0.0001 | 90.12% | 95.77% | 97.14% | 91.55% | 94.44% | 88.73% | 97.22% | 65.22% |
| PlainNet-SAM-9 | 16 | 0.0001 | 90.73% | 95.77% | 90.00% | 98.59% | 97.22% | 85.92% | 97.22% | 69.57% |
| PlainNet-SAM-10 | 16 | 0.0001 | 90.73% | 98.59% | 88.57% | 91.55% | 93.06% | 80.28% | 97.22% | 85.51% |
| Network-ID | BS | LR | Aver ACC | 0 ACC | 1 ACC | 2 ACC | 3 ACC | 4 ACC | 5 ACC | 6 ACC |
|---|---|---|---|---|---|---|---|---|---|---|
| ResNet-1 | 16 | 0.0001 | 83.06% | 73.24% | 75.71% | 97.18% | 83.33% | 85.92% | 87.50% | 78.26% |
| ResNet-2 | 16 | 0.0001 | 84.27% | 78.87% | 87.14% | 84.51% | 94.44% | 91.55% | 100.0% | 52.17% |
| ResNet-3 | 16 | 0.0001 | 77.02% | 46.48% | 85.714% | 61.97% | 98.61% | 92.958% | 98.61% | 53.62% |
| ResNet-4 | 16 | 0.0001 | 78.63% | 83.10% | 84.286% | 98.59% | 97.22% | 57.75% | 90.28% | 37.68% |
| ResNet-5 | 16 | 0.0001 | 83.87% | 63.39% | 94.29% | 88.73% | 94.44% | 60.56% | 97.22% | 88.41% |
| ResNet-6 | 16 | 0.0001 | 81.45% | 70.42% | 98.57% | 64.79% | 95.83% | 88.73% | 98.61% | 52.17% |
| ResNet-7 | 16 | 0.0001 | 86.90% | 88.73% | 81.43% | 98.59% | 97.22% | 70.42% | 94.44% | 76.81% |
| ResNet-8 | 16 | 0.0001 | 81.65% | 85.92% | 90.00% | 84.51% | 87.50% | 92.96% | 98.61% | 30.43% |
| ResNet-9 | 16 | 0.0001 | 89.31% | 85.92% | 92.86% | 95.77% | 95.83% | 78.87% | 97.22% | 78.26% |
| ResNet-10 | 16 | 0.0001 | 87.30% | 85.92% | 95.71% | 94.37% | 94.44% | 87.32% | 100.0% | 52.17% |
| Network-ID | BS | LR | Aver ACC | 0 ACC | 1 ACC | 2 ACC | 3 ACC | 4 ACC | 5 ACC | 6 ACC |
|---|---|---|---|---|---|---|---|---|---|---|
| ResNet-SAM-1 | 16 | 0.0001 | 90.73% | 94.37% | 90.00% | 97.18% | 98.61% | 76.06% | 97.22% | 81.16% |
| ResNet-SAM-2 | 16 | 0.0001 | 85.08% | 80.28% | 94.29% | 80.28% | 100.0% | 70.42% | 100.0% | 69.57% |
| ResNet-SAM-3 | 16 | 0.0001 | 83.67% | 85.92% | 85.71% | 88.73% | 100.0% | 59.15% | 95.83% | 69.56% |
| ResNet-SAM-4 | 16 | 0.0001 | 88.10% | 98.59% | 94.29% | 91.55% | 98.61% | 85.91% | 97.22% | 49.28% |
| ResNet-SAM-5 | 16 | 0.0001 | 88.10% | 84.51% | 87.14% | 88.73% | 100.0% | 94.37% | 100.0% | 60.87% |
| ResNet-SAM-6 | 16 | 0.0001 | 84.88% | 87.32% | 81.43% | 76.06% | 90.28% | 97.18% | 88.89% | 72.47% |
| ResNet-SAM-7 | 16 | 0.0001 | 87.90% | 90.14% | 92.86% | 98.59% | 98.61% | 71.83% | 95.83% | 66.67% |
| ResNet-SAM-8 | 16 | 0.0001 | 87.90% | 80.28% | 95.71% | 84.51% | 95.83% | 83.10% | 97.22% | 78.26% |
| ResNet-SAM-9 | 16 | 0.0001 | 86.69% | 84.51% | 85.71% | 91.55% | 98.61% | 70.42% | 95.83% | 79.71% |
| ResNet-SAM-10 | 16 | 0.0001 | 81.048% | 73.24% | 78.57% | 95.77% | 98.61% | 50.70% | 95.83% | 73.91% |
| Network-ID | BS | LR | Aver ACC | 0 ACC | 1 ACC | 2 ACC | 3 ACC | 4 ACC | 5 ACC | 6 ACC |
|---|---|---|---|---|---|---|---|---|---|---|
| Inception-1 | 16 | 0.0001 | 84.48% | 67.61% | 84.29% | 91.55% | 97.22% | 78.87% | 97.22% | 73.91% |
| Inception-2 | 16 | 0.0001 | 87.90% | 83.10% | 88.57% | 95.77% | 95.83% | 90.14% | 91.67% | 69.57% |
| Inception-3 | 16 | 0.0001 | 86.90% | 87.32% | 92.86% | 88.73% | 100.00% | 85.92% | 90.28% | 62.32% |
| Inception-4 | 16 | 0.0001 | 87.30% | 80.28% | 94.29% | 91.55% | 97.22% | 77.46% | 97.22% | 72.46% |
| Inception-5 | 16 | 0.0001 | 80.65% | 61.97% | 100.00% | 84.51% | 94.44% | 73.24% | 91.67% | 57.97% |
| Inception-6 | 16 | 0.0001 | 83.27% | 83.10% | 88.57% | 80.28% | 98.61% | 85.92% | 91.67% | 53.62% |
| Inception-7 | 16 | 0.0001 | 86.49% | 92.96% | 85.71% | 85.92% | 100.00% | 69.01% | 97.22% | 73.91% |
| Inception-8 | 16 | 0.0001 | 83.47% | 81.69% | 95.71% | 83.10% | 100.00% | 78.87% | 95.83% | 47.83% |
| Inception-9 | 16 | 0.0001 | 86.90% | 84.51% | 100.00% | 91.55% | 95.83% | 76.06% | 94.44% | 65.22% |
| Inception-10 | 16 | 0.0001 | 83.47% | 87.32% | 97.14% | 74.65% | 98.61% | 78.87% | 91.67% | 55.07% |
| Network-ID | BS | LR | Aver ACC | 0 ACC | 1 ACC | 2 ACC | 3 ACC | 4 ACC | 5 ACC | 6 ACC |
|---|---|---|---|---|---|---|---|---|---|---|
| Inception-SAM-1 | 16 | 0.0001 | 88.51% | 85.92% | 97.14% | 90.14% | 100.00% | 71.83% | 95.83% | 78.26% |
| Inception-SAM-2 | 16 | 0.0001 | 80.04% | 70.42% | 91.43% | 64.79% | 97.22% | 91.55% | 98.61% | 44.93% |
| Inception-SAM-3 | 16 | 0.0001 | 86.09% | 88.73% | 92.86% | 87.32% | 95.83% | 61.97% | 95.83% | 79.71% |
| Inception-SAM-4 | 16 | 0.0001 | 87.70% | 83.10% | 94.29% | 90.14% | 95.83% | 84.51% | 93.06% | 72.46% |
| Inception-SAM-5 | 16 | 0.0001 | 85.28% | 80.28% | 78.57% | 94.37% | 95.83% | 78.87% | 93.06% | 75.36% |
| Inception-SAM-6 | 16 | 0.0001 | 88.91% | 90.14% | 85.71% | 88.73% | 95.83% | 85.92% | 93.06% | 82.61% |
| Inception-SAM-7 | 16 | 0.0001 | 86.90% | 81.69% | 80.00% | 94.37% | 98.61% | 76.06% | 97.22% | 79.71% |
| Inception-SAM-8 | 16 | 0.0001 | 87.50% | 84.51% | 90.00% | 94.37% | 94.44% | 87.32% | 100.00% | 60.87% |
| Inception-SAM-9 | 16 | 0.0001 | 85.89% | 77.46% | 90.00% | 92.96% | 95.83% | 76.06% | 97.22% | 71.01% |
| Inception-SAM-10 | 16 | 0.0001 | 85.89% | 83.10% | 94.29% | 94.37% | 98.61% | 69.01% | 88.89% | 72.46% |
Actual ⬇️, Prediction ➡️
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 0.00% | 1.41% | 1.41% | 2.82% | 5.63% | 5.63% |
| 1 | 0.00% | 92.86% | 0.00% | 0.00% | 1.43% | 1.43% | 4.29% |
| 2 | 1.41% | 0.00% | 91.55% | 4.23% | 0.00% | 0.00% | 2.82% |
| 3 | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% | 0.00% | 1.39% |
| 4 | 0.00% | 0.00% | 0.00% | 0.00% | 88.73% | 5.63% | 5.63% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 4.35% | 2.90% | 0.00% | 0.00% | 8.70% | 0.00% | 84.06% |
| Actual\Predict | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 78.87% | 1.41% | 0.00% | 1.41% | 5.63% | 8.45% | 4.23% |
| 1 | 0.00% | 95.71% | 0.00% | 0.00% | 1.43% | 1.43% | 1.43% |
| 2 | 2.82% | 0.00% | 76.06% | 2.82% | 2.82% | 0.00% | 15.49% |
| 3 | 2.78% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 2.82% | 0.00% | 0.00% | 87.32% | 4.23% | 4.23% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 4.35% | 2.90% | 1.45% | 0.00% | 21.74% | 0.00% | 69.57% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 77.46% | 2.82% | 0.00% | 0.00% | 8.45% | 8.45% | 2.82% |
| 1 | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| 2 | 2.82% | 1.41% | 84.51% | 1.41% | 1.41% | 0.00% | 8.45% |
| 3 | 1.39% | 1.39% | 0.00% | 94.44% | 1.39% | 1.39% | 0.00% |
| 4 | 0.00% | 8.45% | 0.00% | 0.00% | 84.51% | 4.23% | 2.82% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 2.90% | 10.14% | 0.00% | 0.00% | 21.74% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 84.51% | 0.00% | 2.82% | 1.41% | 0.00% | 0.00% | 11.27% |
| 1 | 0.00% | 94.29% | 0.00% | 0.00% | 1.43% | 0.00% | 4.29% |
| 2 | 0.00% | 0.00% | 97.18% | 1.41% | 0.00% | 0.00% | 1.41% |
| 3 | 0.00% | 0.00% | 2.78% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 0.00% | 0.00% | 0.00% | 78.87% | 4.23% | 16.90% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 4.35% | 0.00% | 2.90% | 1.45% | 4.35% | 0.00% | 86.96% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 88.73% | 0.00% | 2.82% | 1.41% | 0.00% | 0.00% | 7.04% |
| 1 | 0.00% | 87.14% | 1.43% | 0.00% | 4.29% | 0.00% | 7.14% |
| 2 | 0.00% | 0.00% | 98.59% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 0.00% | 0.00% | 2.78% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 0.00% | 1.41% | 0.00% | 81.69% | 0.00% | 15.49% |
| 5 | 4.17% | 2.78% | 0.00% | 0.00% | 1.39% | 91.67% | 0.00% |
| 6 | 4.35% | 1.45% | 10.14% | 2.90% | 5.80% | 0.00% | 75.36% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 95.77% | 0.00% | 2.82% | 0.00% | 0.00% | 0.00% | 1.41% |
| 1 | 5.71% | 72.86% | 0.00% | 0.00% | 2.86% | 0.00% | 18.57% |
| 2 | 1.41% | 0.00% | 97.18% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 1.39% | 0.00% | 4.17% | 94.44% | 0.00% | 0.00% | 0.00% |
| 4 | 7.04% | 0.00% | 0.00% | 0.00% | 81.69% | 0.00% | 11.27% |
| 5 | 20.83% | 1.39% | 0.00% | 0.00% | 0.00% | 77.78% | 0.00% |
| 6 | 7.25% | 0.00% | 8.70% | 2.90% | 4.35% | 0.00% | 76.81% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 80.28% | 0.00% | 0.00% | 1.41% | 4.23% | 1.41% | 12.68% |
| 1 | 0.00% | 90.00% | 0.00% | 0.00% | 1.43% | 1.43% | 7.14% |
| 2 | 1.41% | 0.00% | 84.51% | 2.82% | 0.00% | 0.00% | 11.27% |
| 3 | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% | 0.00% | 1.39% |
| 4 | 0.00% | 4.23% | 0.00% | 0.00% | 80.28% | 2.82% | 12.68% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 1.45% | 1.45% | 1.45% | 1.45% | 8.70% | 0.00% | 85.51% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 66.20% | 0.00% | 28.17% | 4.23% | 0.00% | 0.00% | 1.41% |
| 1 | 2.86% | 32.86% | 4.29% | 0.00% | 0.00% | 0.00% | 60.00% |
| 2 | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| 3 | 0.00% | 0.00% | 8.33% | 91.67% | 0.00% | 0.00% | 0.00% |
| 4 | 14.08% | 0.00% | 5.63% | 2.82% | 38.03% | 0.00% | 39.44% |
| 5 | 13.89% | 0.00% | 1.39% | 2.78% | 0.00% | 80.56% | 1.39% |
| 6 | 1.45% | 0.00% | 34.78% | 5.80% | 0.00% | 0.00% | 57.97% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| 1 | 11.43% | 57.14% | 0.00% | 0.00% | 1.43% | 0.00% | 30.00% |
| 2 | 1.41% | 0.00% | 95.77% | 1.41% | 0.00% | 0.00% | 1.41% |
| 3 | 0.00% | 0.00% | 1.39% | 98.61% | 0.00% | 0.00% | 0.00% |
| 4 | 18.31% | 0.00% | 0.00% | 1.41% | 54.93% | 0.00% | 25.35% |
| 5 | 11.11% | 0.00% | 0.00% | 0.00% | 0.00% | 88.89% | 0.00% |
| 6 | 18.84% | 0.00% | 5.80% | 2.90% | 0.00% | 0.00% | 72.46% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 98.59% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 1.41% |
| 1 | 1.43% | 91.43% | 0.00% | 0.00% | 1.43% | 0.00% | 5.71% |
| 2 | 2.82% | 0.00% | 92.96% | 1.41% | 0.00% | 0.00% | 2.82% |
| 3 | 2.78% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 2.82% | 2.82% | 0.00% | 0.00% | 83.10% | 1.41% | 9.86% |
| 5 | 2.78% | 0.00% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 7.25% | 2.90% | 2.90% | 1.45% | 2.90% | 0.00% | 82.61% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 76.06% | 1.41% | 2.82% | 2.82% | 1.41% | 5.63% | 9.86% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 0.00% | 1.43% | 1.43% |
| 2 | 0.00% | 0.00% | 94.37% | 2.82% | 1.41% | 0.00% | 1.41% |
| 3 | 1.39% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 1.39% |
| 4 | 0.00% | 11.27% | 0.00% | 0.00% | 74.65% | 5.63% | 8.45% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 2.90% | 11.59% | 1.45% | 2.90% | 7.25% | 0.00% | 73.91% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 91.55% | 0.00% | 4.23% | 1.41% | 0.00% | 0.00% | 2.82% |
| 1 | 0.00% | 88.57% | 2.86% | 0.00% | 0.00% | 1.43% | 7.14% |
| 2 | 0.00% | 0.00% | 98.59% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 1.39% | 0.00% | 1.39% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 7.04% | 7.04% | 1.41% | 0.00% | 54.93% | 1.41% | 28.17% |
| 5 | 2.78% | 0.00% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 4.35% | 1.45% | 10.14% | 2.90% | 0.00% | 0.00% | 81.16% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 91.55% | 0.00% | 0.00% | 4.23% | 1.41% | 0.00% | 2.82% |
| 1 | 0.00% | 94.29% | 0.00% | 0.00% | 2.86% | 1.43% | 1.43% |
| 2 | 1.41% | 0.00% | 88.73% | 7.04% | 1.41% | 0.00% | 1.41% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 1.41% | 0.00% | 0.00% | 88.73% | 4.23% | 5.63% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 5.80% | 4.35% | 4.35% | 4.35% | 8.70% | 0.00% | 72.46% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 73.24% | 4.23% | 0.00% | 1.41% | 7.04% | 9.86% | 4.23% |
| 1 | 0.00% | 98.57% | 0.00% | 0.00% | 0.00% | 0.00% | 1.43% |
| 2 | 2.82% | 0.00% | 87.32% | 1.41% | 1.41% | 0.00% | 7.04% |
| 3 | 1.39% | 1.39% | 0.00% | 94.44% | 2.78% | 0.00% | 0.00% |
| 4 | 1.41% | 12.68% | 0.00% | 0.00% | 77.46% | 4.23% | 4.23% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 5.80% | 14.49% | 0.00% | 2.90% | 11.59% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 84.51% | 0.00% | 4.23% | 1.41% | 0.00% | 0.00% | 9.86% |
| 1 | 0.00% | 84.29% | 2.86% | 0.00% | 1.43% | 0.00% | 11.43% |
| 2 | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| 3 | 0.00% | 0.00% | 5.56% | 93.06% | 0.00% | 0.00% | 1.39% |
| 4 | 4.23% | 0.00% | 1.41% | 0.00% | 74.65% | 0.00% | 19.72% |
| 5 | 4.17% | 4.17% | 0.00% | 0.00% | 0.00% | 91.67% | 0.00% |
| 6 | 2.90% | 0.00% | 8.70% | 0.00% | 1.45% | 0.00% | 86.96% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 85.92% | 1.41% | 0.00% | 0.00% | 5.63% | 5.63% | 1.41% |
| 1 | 0.00% | 95.71% | 0.00% | 0.00% | 1.43% | 1.43% | 1.43% |
| 2 | 2.82% | 0.00% | 85.92% | 1.41% | 1.41% | 0.00% | 8.45% |
| 3 | 4.17% | 1.39% | 1.39% | 93.06% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 5.63% | 0.00% | 0.00% | 87.32% | 4.23% | 2.82% |
| 5 | 0.00% | 1.39% | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% |
| 6 | 2.90% | 8.70% | 0.00% | 0.00% | 23.19% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 1.41% | 0.00% | 2.82% | 0.00% | 5.63% | 7.04% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 0.00% | 1.43% | 1.43% |
| 2 | 0.00% | 0.00% | 87.32% | 5.63% | 1.41% | 0.00% | 5.63% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 8.45% | 0.00% | 0.00% | 80.28% | 4.23% | 7.04% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 2.90% | 5.80% | 1.45% | 2.90% | 10.14% | 0.00% | 76.81% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 95.77% | 0.00% | 0.00% | 0.00% | 0.00% | 1.41% | 2.82% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 1.43% | 1.43% | 0.00% |
| 2 | 1.41% | 0.00% | 91.55% | 2.82% | 0.00% | 0.00% | 4.23% |
| 3 | 5.56% | 0.00% | 0.00% | 94.44% | 0.00% | 0.00% | 0.00% |
| 4 | 2.82% | 1.41% | 0.00% | 0.00% | 88.73% | 1.41% | 5.63% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 8.70% | 10.14% | 2.90% | 1.45% | 11.59% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 95.77% | 0.00% | 4.23% | 0.00% | 0.00% | 0.00% | 0.00% |
| 1 | 2.86% | 90.00% | 0.00% | 0.00% | 1.43% | 1.43% | 4.29% |
| 2 | 0.00% | 0.00% | 98.59% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 2.78% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 5.63% | 1.41% | 1.41% | 0.00% | 85.92% | 1.41% | 4.23% |
| 5 | 1.39% | 1.39% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 5.80% | 0.00% | 11.59% | 1.45% | 11.59% | 0.00% | 69.57% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 98.59% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 1.41% |
| 1 | 4.29% | 88.57% | 0.00% | 0.00% | 0.00% | 0.00% | 7.14% |
| 2 | 4.23% | 0.00% | 91.55% | 1.41% | 1.41% | 0.00% | 1.41% |
| 3 | 5.56% | 0.00% | 1.39% | 93.06% | 0.00% | 0.00% | 0.00% |
| 4 | 2.82% | 0.00% | 0.00% | 0.00% | 80.28% | 2.82% | 14.08% |
| 5 | 2.78% | 0.00% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 7.25% | 1.45% | 2.90% | 0.00% | 2.90% | 0.00% | 85.51% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 73.24% | 0.00% | 14.08% | 1.41% | 1.41% | 0.00% | 9.86% |
| 1 | 2.86% | 75.71% | 0.00% | 0.00% | 7.14% | 0.00% | 14.29% |
| 2 | 0.00% | 0.00% | 97.18% | 1.41% | 0.00% | 0.00% | 1.41% |
| 3 | 1.39% | 0.00% | 13.89% | 83.33% | 0.00% | 0.00% | 1.39% |
| 4 | 2.82% | 0.00% | 0.00% | 0.00% | 85.92% | 0.00% | 11.27% |
| 5 | 4.17% | 1.39% | 0.00% | 0.00% | 5.56% | 87.50% | 1.39% |
| 6 | 1.45% | 0.00% | 13.04% | 1.45% | 5.80% | 0.00% | 78.26% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 78.87% | 2.82% | 0.00% | 0.00% | 5.63% | 5.63% | 7.04% |
| 1 | 0.00% | 87.14% | 0.00% | 0.00% | 1.43% | 8.57% | 2.86% |
| 2 | 0.00% | 0.00% | 84.51% | 2.82% | 1.41% | 0.00% | 11.27% |
| 3 | 4.17% | 0.00% | 1.39% | 94.44% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 1.41% | 0.00% | 0.00% | 91.55% | 4.23% | 2.82% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 2.90% | 10.14% | 0.00% | 0.00% | 31.88% | 2.90% | 52.17% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 46.48% | 1.41% | 0.00% | 2.82% | 21.13% | 19.72% | 8.45% |
| 1 | 0.00% | 85.71% | 0.00% | 0.00% | 7.14% | 5.71% | 1.43% |
| 2 | 0.00% | 0.00% | 61.97% | 11.27% | 5.63% | 2.82% | 18.31% |
| 3 | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% | 0.00% | 1.39% |
| 4 | 0.00% | 1.41% | 0.00% | 0.00% | 92.96% | 4.23% | 1.41% |
| 5 | 0.00% | 1.39% | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% |
| 6 | 1.45% | 4.35% | 0.00% | 1.45% | 37.68% | 1.45% | 53.62% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 0.00% | 12.68% | 4.23% | 0.00% | 0.00% | 0.00% |
| 1 | 2.86% | 84.29% | 0.00% | 0.00% | 0.00% | 1.43% | 11.43% |
| 2 | 0.00% | 0.00% | 98.59% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 0.00% | 0.00% | 2.78% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 9.86% | 2.82% | 1.41% | 7.04% | 57.75% | 1.41% | 19.72% |
| 5 | 8.33% | 1.39% | 0.00% | 0.00% | 0.00% | 90.28% | 0.00% |
| 6 | 11.59% | 0.00% | 37.68% | 13.04% | 0.00% | 0.00% | 37.68% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 63.38% | 7.04% | 0.00% | 2.82% | 0.00% | 8.45% | 18.31% |
| 1 | 0.00% | 94.29% | 0.00% | 0.00% | 0.00% | 1.43% | 4.29% |
| 2 | 0.00% | 0.00% | 88.73% | 1.41% | 0.00% | 0.00% | 9.86% |
| 3 | 1.39% | 1.39% | 2.78% | 94.44% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 9.86% | 0.00% | 0.00% | 60.56% | 4.23% | 25.35% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 1.45% | 7.25% | 1.45% | 0.00% | 1.45% | 0.00% | 88.41% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 70.42% | 4.23% | 0.00% | 0.00% | 9.86% | 11.27% | 4.23% |
| 1 | 0.00% | 98.57% | 0.00% | 0.00% | 1.43% | 0.00% | 0.00% |
| 2 | 4.23% | 0.00% | 64.79% | 9.86% | 1.41% | 0.00% | 19.72% |
| 3 | 2.78% | 1.39% | 0.00% | 95.83% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 5.63% | 0.00% | 0.00% | 88.73% | 4.23% | 1.41% |
| 5 | 0.00% | 1.39% | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% |
| 6 | 2.90% | 14.49% | 0.00% | 1.45% | 27.54% | 1.45% | 52.17% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 88.73% | 0.00% | 5.63% | 4.23% | 0.00% | 0.00% | 1.41% |
| 1 | 2.86% | 81.43% | 0.00% | 0.00% | 1.43% | 0.00% | 14.29% |
| 2 | 0.00% | 0.00% | 98.59% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 0.00% | 0.00% | 2.78% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 5.63% | 0.00% | 0.00% | 1.41% | 70.42% | 1.41% | 21.13% |
| 5 | 4.17% | 1.39% | 0.00% | 0.00% | 0.00% | 94.44% | 0.00% |
| 6 | 2.90% | 0.00% | 13.04% | 5.80% | 1.45% | 0.00% | 76.81% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 85.92% | 1.41% | 0.00% | 0.00% | 8.45% | 4.23% | 0.00% |
| 1 | 1.43% | 90.00% | 0.00% | 0.00% | 5.71% | 2.86% | 0.00% |
| 2 | 2.82% | 0.00% | 84.51% | 1.41% | 1.41% | 0.00% | 9.86% |
| 3 | 9.72% | 1.39% | 1.39% | 87.50% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 0.00% | 0.00% | 0.00% | 92.96% | 5.63% | 1.41% |
| 5 | 0.00% | 1.39% | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% |
| 6 | 11.59% | 20.29% | 0.00% | 0.00% | 37.68% | 0.00% | 30.43% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 85.92% | 0.00% | 2.82% | 1.41% | 0.00% | 0.00% | 9.86% |
| 1 | 0.00% | 92.86% | 0.00% | 0.00% | 0.00% | 1.43% | 5.71% |
| 2 | 0.00% | 0.00% | 95.77% | 1.41% | 0.00% | 0.00% | 2.82% |
| 3 | 0.00% | 0.00% | 4.17% | 95.83% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 5.63% | 0.00% | 0.00% | 78.87% | 4.23% | 9.86% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 1.45% | 1.45% | 7.25% | 2.90% | 8.70% | 0.00% | 78.26% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 85.92% | 1.41% | 0.00% | 2.82% | 5.63% | 1.41% | 2.82% |
| 1 | 0.00% | 95.71% | 0.00% | 0.00% | 1.43% | 2.86% | 0.00% |
| 2 | 1.41% | 0.00% | 94.37% | 2.82% | 0.00% | 0.00% | 1.41% |
| 3 | 0.00% | 1.39% | 1.39% | 94.44% | 0.00% | 0.00% | 2.78% |
| 4 | 0.00% | 4.23% | 0.00% | 0.00% | 87.32% | 5.63% | 2.82% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 5.80% | 15.94% | 4.35% | 0.00% | 21.74% | 0.00% | 52.17% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 76.06% | 1.41% | 2.82% | 2.82% | 1.41% | 5.63% | 9.86% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 0.00% | 1.43% | 1.43% |
| 2 | 0.00% | 0.00% | 94.37% | 2.82% | 1.41% | 0.00% | 1.41% |
| 3 | 1.39% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 1.39% |
| 4 | 0.00% | 11.27% | 0.00% | 0.00% | 74.65% | 5.63% | 8.45% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 2.90% | 11.59% | 1.45% | 2.90% | 7.25% | 0.00% | 73.91% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 91.55% | 0.00% | 4.23% | 1.41% | 0.00% | 0.00% | 2.82% |
| 1 | 0.00% | 88.57% | 2.86% | 0.00% | 0.00% | 1.43% | 7.14% |
| 2 | 0.00% | 0.00% | 98.59% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 1.39% | 0.00% | 1.39% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 7.04% | 7.04% | 1.41% | 0.00% | 54.93% | 1.41% | 28.17% |
| 5 | 2.78% | 0.00% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 4.35% | 1.45% | 10.14% | 2.90% | 0.00% | 0.00% | 81.16% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 91.55% | 0.00% | 0.00% | 4.23% | 1.41% | 0.00% | 2.82% |
| 1 | 0.00% | 94.29% | 0.00% | 0.00% | 2.86% | 1.43% | 1.43% |
| 2 | 1.41% | 0.00% | 88.73% | 7.04% | 1.41% | 0.00% | 1.41% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 1.41% | 0.00% | 0.00% | 88.73% | 4.23% | 5.63% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 5.80% | 4.35% | 4.35% | 4.35% | 8.70% | 0.00% | 72.46% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 73.24% | 4.23% | 0.00% | 1.41% | 7.04% | 9.86% | 4.23% |
| 1 | 0.00% | 98.57% | 0.00% | 0.00% | 0.00% | 0.00% | 1.43% |
| 2 | 2.82% | 0.00% | 87.32% | 1.41% | 1.41% | 0.00% | 7.04% |
| 3 | 1.39% | 1.39% | 0.00% | 94.44% | 2.78% | 0.00% | 0.00% |
| 4 | 1.41% | 12.68% | 0.00% | 0.00% | 77.46% | 4.23% | 4.23% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 5.80% | 14.49% | 0.00% | 2.90% | 11.59% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 84.51% | 0.00% | 4.23% | 1.41% | 0.00% | 0.00% | 9.86% |
| 1 | 0.00% | 84.29% | 2.86% | 0.00% | 1.43% | 0.00% | 11.43% |
| 2 | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| 3 | 0.00% | 0.00% | 5.56% | 93.06% | 0.00% | 0.00% | 1.39% |
| 4 | 4.23% | 0.00% | 1.41% | 0.00% | 74.65% | 0.00% | 19.72% |
| 5 | 4.17% | 4.17% | 0.00% | 0.00% | 0.00% | 91.67% | 0.00% |
| 6 | 2.90% | 0.00% | 8.70% | 0.00% | 1.45% | 0.00% | 86.96% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 85.92% | 1.41% | 0.00% | 0.00% | 5.63% | 5.63% | 1.41% |
| 1 | 0.00% | 95.71% | 0.00% | 0.00% | 1.43% | 1.43% | 1.43% |
| 2 | 2.82% | 0.00% | 85.92% | 1.41% | 1.41% | 0.00% | 8.45% |
| 3 | 4.17% | 1.39% | 1.39% | 93.06% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 5.63% | 0.00% | 0.00% | 87.32% | 4.23% | 2.82% |
| 5 | 0.00% | 1.39% | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% |
| 6 | 2.90% | 8.70% | 0.00% | 0.00% | 23.19% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 1.41% | 0.00% | 2.82% | 0.00% | 5.63% | 7.04% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 0.00% | 1.43% | 1.43% |
| 2 | 0.00% | 0.00% | 87.32% | 5.63% | 1.41% | 0.00% | 5.63% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 8.45% | 0.00% | 0.00% | 80.28% | 4.23% | 7.04% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 2.90% | 5.80% | 1.45% | 2.90% | 10.14% | 0.00% | 76.81% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 95.77% | 0.00% | 0.00% | 0.00% | 0.00% | 1.41% | 2.82% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 1.43% | 1.43% | 0.00% |
| 2 | 1.41% | 0.00% | 91.55% | 2.82% | 0.00% | 0.00% | 4.23% |
| 3 | 5.56% | 0.00% | 0.00% | 94.44% | 0.00% | 0.00% | 0.00% |
| 4 | 2.82% | 1.41% | 0.00% | 0.00% | 88.73% | 1.41% | 5.63% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 8.70% | 10.14% | 2.90% | 1.45% | 11.59% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 95.77% | 0.00% | 4.23% | 0.00% | 0.00% | 0.00% | 0.00% |
| 1 | 2.86% | 90.00% | 0.00% | 0.00% | 1.43% | 1.43% | 4.29% |
| 2 | 0.00% | 0.00% | 98.59% | 1.41% | 0.00% | 0.00% | 0.00% |
| 3 | 2.78% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 5.63% | 1.41% | 1.41% | 0.00% | 85.92% | 1.41% | 4.23% |
| 5 | 1.39% | 1.39% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 5.80% | 0.00% | 11.59% | 1.45% | 11.59% | 0.00% | 69.57% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 98.59% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 1.41% |
| 1 | 4.29% | 88.57% | 0.00% | 0.00% | 0.00% | 0.00% | 7.14% |
| 2 | 4.23% | 0.00% | 91.55% | 1.41% | 1.41% | 0.00% | 1.41% |
| 3 | 5.56% | 0.00% | 1.39% | 93.06% | 0.00% | 0.00% | 0.00% |
| 4 | 2.82% | 0.00% | 0.00% | 0.00% | 80.28% | 2.82% | 14.08% |
| 5 | 2.78% | 0.00% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 7.25% | 1.45% | 2.90% | 0.00% | 2.90% | 0.00% | 85.51% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 67.61% | 0.00% | 7.04% | 5.63% | 2.82% | 1.41% | 15.49% |
| 1 | 1.43% | 84.29% | 0.00% | 0.00% | 2.86% | 2.86% | 8.57% |
| 2 | 0.00% | 0.00% | 91.55% | 5.63% | 0.00% | 0.00% | 2.82% |
| 3 | 0.00% | 0.00% | 2.78% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 0.00% | 0.00% | 4.23% | 78.87% | 2.82% | 12.68% |
| 5 | 1.39% | 0.00% | 0.00% | 0.00% | 1.39% | 97.22% | 0.00% |
| 6 | 4.35% | 0.00% | 2.90% | 8.70% | 8.70% | 1.45% | 73.91% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 0.00% | 8.45% | 2.82% | 2.82% | 0.00% | 2.82% |
| 1 | 2.86% | 88.57% | 0.00% | 0.00% | 1.43% | 0.00% | 7.14% |
| 2 | 1.41% | 0.00% | 95.77% | 1.41% | 0.00% | 0.00% | 1.41% |
| 3 | 1.39% | 0.00% | 2.78% | 95.83% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 0.00% | 1.41% | 0.00% | 90.14% | 0.00% | 7.04% |
| 5 | 4.17% | 4.17% | 0.00% | 0.00% | 0.00% | 91.67% | 0.00% |
| 6 | 1.45% | 0.00% | 15.94% | 2.90% | 10.14% | 0.00% | 69.57% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 87.32% | 1.41% | 0.00% | 2.82% | 4.23% | 0.00% | 4.23% |
| 1 | 0.00% | 92.86% | 0.00% | 0.00% | 0.00% | 0.00% | 7.14% |
| 2 | 0.00% | 0.00% | 88.73% | 5.63% | 0.00% | 0.00% | 5.63% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 4.23% | 0.00% | 1.41% | 85.92% | 1.41% | 5.63% |
| 5 | 1.39% | 5.56% | 0.00% | 0.00% | 2.78% | 90.28% | 0.00% |
| 6 | 4.35% | 4.35% | 7.25% | 4.35% | 17.39% | 0.00% | 62.32% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 80.28% | 1.41% | 2.82% | 2.82% | 4.23% | 4.23% | 4.23% |
| 1 | 0.00% | 94.29% | 0.00% | 0.00% | 0.00% | 2.86% | 2.86% |
| 2 | 1.41% | 0.00% | 91.55% | 2.82% | 1.41% | 0.00% | 2.82% |
| 3 | 2.78% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 2.82% | 0.00% | 0.00% | 77.46% | 5.63% | 14.08% |
| 5 | 1.39% | 1.39% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 4.35% | 5.80% | 4.35% | 0.00% | 13.04% | 0.00% | 72.46% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 61.97% | 11.27% | 0.00% | 1.41% | 7.04% | 4.23% | 14.08% |
| 1 | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| 2 | 0.00% | 0.00% | 84.51% | 4.23% | 0.00% | 0.00% | 11.27% |
| 3 | 0.00% | 5.56% | 0.00% | 94.44% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 19.72% | 0.00% | 0.00% | 73.24% | 1.41% | 5.63% |
| 5 | 0.00% | 8.33% | 0.00% | 0.00% | 0.00% | 91.67% | 0.00% |
| 6 | 0.00% | 26.09% | 1.45% | 0.00% | 14.49% | 0.00% | 57.97% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 1.41% | 0.00% | 7.04% | 7.04% | 0.00% | 1.41% |
| 1 | 1.43% | 88.57% | 0.00% | 0.00% | 1.43% | 2.86% | 5.71% |
| 2 | 0.00% | 0.00% | 80.28% | 9.86% | 1.41% | 0.00% | 8.45% |
| 3 | 1.39% | 0.00% | 0.00% | 98.61% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 4.23% | 0.00% | 4.23% | 85.92% | 2.82% | 1.41% |
| 5 | 1.39% | 2.78% | 0.00% | 0.00% | 4.17% | 91.67% | 0.00% |
| 6 | 5.80% | 11.59% | 2.90% | 5.80% | 18.84% | 1.45% | 53.62% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 92.96% | 0.00% | 2.82% | 4.23% | 0.00% | 0.00% | 0.00% |
| 1 | 4.29% | 85.71% | 0.00% | 0.00% | 1.43% | 2.86% | 5.71% |
| 2 | 4.23% | 0.00% | 85.92% | 4.23% | 0.00% | 0.00% | 5.63% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 8.45% | 4.23% | 0.00% | 5.63% | 69.01% | 5.63% | 7.04% |
| 5 | 2.78% | 0.00% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 13.04% | 1.45% | 2.90% | 7.25% | 1.45% | 0.00% | 73.91% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 81.69% | 4.23% | 1.41% | 1.41% | 7.04% | 2.82% | 1.41% |
| 1 | 0.00% | 95.71% | 0.00% | 0.00% | 1.43% | 1.43% | 1.43% |
| 2 | 2.82% | 0.00% | 83.10% | 7.04% | 1.41% | 0.00% | 5.63% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 2.82% | 11.27% | 0.00% | 0.00% | 78.87% | 4.23% | 2.82% |
| 5 | 1.39% | 2.78% | 0.00% | 0.00% | 0.00% | 95.83% | 0.00% |
| 6 | 7.25% | 11.59% | 4.35% | 8.70% | 20.29% | 0.00% | 47.83% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 84.51% | 1.41% | 0.00% | 2.82% | 2.82% | 0.00% | 8.45% |
| 1 | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| 2 | 0.00% | 0.00% | 91.55% | 4.23% | 0.00% | 0.00% | 4.23% |
| 3 | 4.17% | 0.00% | 0.00% | 95.83% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 12.68% | 0.00% | 0.00% | 76.06% | 1.41% | 8.45% |
| 5 | 1.39% | 4.17% | 0.00% | 0.00% | 0.00% | 94.44% | 0.00% |
| 6 | 7.25% | 13.04% | 4.35% | 0.00% | 10.14% | 0.00% | 65.22% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 87.32% | 1.41% | 0.00% | 2.82% | 7.04% | 1.41% | 0.00% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 0.00% | 1.43% | 1.43% |
| 2 | 7.04% | 0.00% | 74.65% | 11.27% | 0.00% | 0.00% | 7.04% |
| 3 | 1.39% | 0.00% | 0.00% | 98.61% | 0.00% | 0.00% | 0.00% |
| 4 | 2.82% | 9.86% | 0.00% | 1.41% | 78.87% | 2.82% | 4.23% |
| 5 | 1.39% | 5.56% | 0.00% | 0.00% | 1.39% | 91.67% | 0.00% |
| 6 | 8.70% | 14.49% | 2.90% | 2.90% | 14.49% | 1.45% | 55.07% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 85.92% | 0.00% | 1.41% | 1.41% | 1.41% | 1.41% | 8.45% |
| 1 | 0.00% | 97.14% | 0.00% | 0.00% | 0.00% | 1.43% | 1.43% |
| 2 | 1.41% | 0.00% | 90.14% | 5.63% | 0.00% | 0.00% | 2.82% |
| 3 | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 12.68% | 0.00% | 0.00% | 71.83% | 4.23% | 11.27% |
| 5 | 0.00% | 4.17% | 0.00% | 0.00% | 0.00% | 95.83% | 0.00% |
| 6 | 2.90% | 11.59% | 0.00% | 1.45% | 5.80% | 0.00% | 78.26% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 70.42% | 1.41% | 0.00% | 1.41% | 9.86% | 2.82% | 14.08% |
| 1 | 0.00% | 91.43% | 0.00% | 0.00% | 5.71% | 1.43% | 1.43% |
| 2 | 5.63% | 0.00% | 64.79% | 7.04% | 1.41% | 0.00% | 21.13% |
| 3 | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% | 0.00% | 2.78% |
| 4 | 0.00% | 2.82% | 0.00% | 0.00% | 91.55% | 4.23% | 1.41% |
| 5 | 0.00% | 1.39% | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% |
| 6 | 1.45% | 14.49% | 0.00% | 0.00% | 39.13% | 0.00% | 44.93% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 88.73% | 0.00% | 1.41% | 1.41% | 0.00% | 1.41% | 7.04% |
| 1 | 0.00% | 92.86% | 0.00% | 0.00% | 0.00% | 1.43% | 5.71% |
| 2 | 0.00% | 0.00% | 87.32% | 1.41% | 0.00% | 0.00% | 11.27% |
| 3 | 2.78% | 0.00% | 1.39% | 95.83% | 0.00% | 0.00% | 0.00% |
| 4 | 4.23% | 9.86% | 0.00% | 1.41% | 61.97% | 1.41% | 21.13% |
| 5 | 2.78% | 1.39% | 0.00% | 0.00% | 0.00% | 95.83% | 0.00% |
| 6 | 5.80% | 5.80% | 5.80% | 0.00% | 2.90% | 0.00% | 79.71% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 4.23% | 0.00% | 0.00% | 2.82% | 1.41% | 8.45% |
| 1 | 0.00% | 94.29% | 0.00% | 0.00% | 0.00% | 2.86% | 2.86% |
| 2 | 1.41% | 0.00% | 90.14% | 4.23% | 0.00% | 0.00% | 4.23% |
| 3 | 1.39% | 0.00% | 2.78% | 95.83% | 0.00% | 0.00% | 0.00% |
| 4 | 0.00% | 7.04% | 0.00% | 0.00% | 84.51% | 2.82% | 5.63% |
| 5 | 0.00% | 2.78% | 0.00% | 0.00% | 2.78% | 93.06% | 1.39% |
| 6 | 4.35% | 5.80% | 1.45% | 1.45% | 14.49% | 0.00% | 72.46% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 80.28% | 0.00% | 1.41% | 1.41% | 2.82% | 0.00% | 14.08% |
| 1 | 2.86% | 78.57% | 0.00% | 0.00% | 2.86% | 2.86% | 12.86% |
| 2 | 0.00% | 0.00% | 94.37% | 2.82% | 0.00% | 0.00% | 2.82% |
| 3 | 0.00% | 0.00% | 2.78% | 95.83% | 0.00% | 0.00% | 1.39% |
| 4 | 4.23% | 0.00% | 0.00% | 0.00% | 78.87% | 1.41% | 15.49% |
| 5 | 2.78% | 1.39% | 0.00% | 0.00% | 2.78% | 93.06% | 0.00% |
| 6 | 2.90% | 1.45% | 5.80% | 4.35% | 10.14% | 0.00% | 75.36% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 90.14% | 0.00% | 0.00% | 1.41% | 4.23% | 0.00% | 4.23% |
| 1 | 1.43% | 85.71% | 0.00% | 0.00% | 0.00% | 1.43% | 11.43% |
| 2 | 1.41% | 0.00% | 88.73% | 4.23% | 0.00% | 0.00% | 5.63% |
| 3 | 1.39% | 0.00% | 1.39% | 95.83% | 0.00% | 0.00% | 1.39% |
| 4 | 2.82% | 0.00% | 0.00% | 1.41% | 85.92% | 2.82% | 7.04% |
| 5 | 2.78% | 4.17% | 0.00% | 0.00% | 0.00% | 93.06% | 0.00% |
| 6 | 5.80% | 0.00% | 2.90% | 2.90% | 5.80% | 0.00% | 82.61% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 81.69% | 0.00% | 2.82% | 1.41% | 2.82% | 0.00% | 11.27% |
| 1 | 0.00% | 80.00% | 0.00% | 0.00% | 1.43% | 4.29% | 14.29% |
| 2 | 0.00% | 0.00% | 94.37% | 4.23% | 0.00% | 0.00% | 1.41% |
| 3 | 0.00% | 0.00% | 0.00% | 98.61% | 0.00% | 0.00% | 1.39% |
| 4 | 1.41% | 0.00% | 0.00% | 0.00% | 76.06% | 2.82% | 19.72% |
| 5 | 1.39% | 1.39% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 1.45% | 0.00% | 5.80% | 5.80% | 5.80% | 1.45% | 79.71% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 84.51% | 0.00% | 1.41% | 2.82% | 5.63% | 5.63% | 0.00% |
| 1 | 1.43% | 90.00% | 0.00% | 0.00% | 0.00% | 2.86% | 5.71% |
| 2 | 1.41% | 0.00% | 94.37% | 2.82% | 0.00% | 0.00% | 1.41% |
| 3 | 2.78% | 0.00% | 2.78% | 94.44% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 2.82% | 0.00% | 0.00% | 87.32% | 4.23% | 4.23% |
| 5 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% |
| 6 | 5.80% | 10.14% | 7.25% | 2.90% | 13.04% | 0.00% | 60.87% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 77.46% | 0.00% | 2.82% | 2.82% | 2.82% | 1.41% | 12.68% |
| 1 | 0.00% | 90.00% | 0.00% | 0.00% | 2.86% | 1.43% | 5.71% |
| 2 | 0.00% | 0.00% | 92.96% | 4.23% | 0.00% | 0.00% | 2.82% |
| 3 | 1.39% | 0.00% | 2.78% | 95.83% | 0.00% | 0.00% | 0.00% |
| 4 | 1.41% | 9.86% | 0.00% | 1.41% | 76.06% | 1.41% | 9.86% |
| 5 | 1.39% | 1.39% | 0.00% | 0.00% | 0.00% | 97.22% | 0.00% |
| 6 | 4.35% | 5.80% | 8.70% | 2.90% | 7.25% | 0.00% | 71.01% |
| - | 0 | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|---|
| 0 | 83.10% | 0.00% | 4.23% | 4.23% | 2.82% | 0.00% | 5.63% |
| 1 | 0.00% | 94.29% | 0.00% | 0.00% | 0.00% | 0.00% | 5.71% |
| 2 | 0.00% | 0.00% | 94.37% | 5.63% | 0.00% | 0.00% | 0.00% |
| 3 | 0.00% | 0.00% | 1.39% | 98.61% | 0.00% | 0.00% | 0.00% |
| 4 | 5.63% | 7.04% | 0.00% | 4.23% | 69.01% | 1.41% | 12.68% |
| 5 | 2.78% | 8.33% | 0.00% | 0.00% | 0.00% | 88.89% | 0.00% |
| 6 | 5.80% | 7.25% | 4.35% | 7.25% | 2.90% | 0.00% | 72.46% |