Notebook

Etiquetado de Secuencias Parte 2¶

Evaluación y Análisis de Errores¶

Primero entrenamos y evaluamos el modelo. Para la evaluación usamos la opción '-c' para imprimir la matriz de confusión.

In [20]:

%run tagging/scripts/train.py -m base -o base

In [21]:

%run tagging/scripts/eval.py -c -i base

0.0% (92.68% / 100.00% / 0.000.0% (89.01% / 93.10% / 0.000.1% (88.07% / 91.43% / 0.000.1% (91.57% / 94.41% / 0.000.1% (91.22% / 95.41% / 0.000.1% (90.94% / 95.06% / 0.000.2% (91.64% / 95.64% / 0.000.2% (91.89% / 95.62% / 0.000.2% (91.89% / 95.77% / 0.000.3% (91.95% / 95.93% / 0.000.3% (92.18% / 95.93% / 0.000.3% (91.98% / 95.72% / 0.000.3% (91.92% / 95.79% / 0.000.4% (91.99% / 95.92% / 0.000.4% (91.68% / 95.49% / 0.000.4% (91.89% / 95.62% / 0.000.5% (92.22% / 95.67% / 0.000.5% (92.30% / 95.79% / 0.000.5% (92.59% / 95.90% / 0.000.5% (92.63% / 96.05% / 0.000.6% (92.61% / 96.11% / 0.000.6% (92.61% / 96.10% / 0.000.6% (92.65% / 96.24% / 0.000.7% (92.52% / 96.06% / 0.000.7% (92.66% / 96.14% / 0.000.7% (92.72% / 96.22% / 0.000.7% (92.63% / 96.13% / 0.000.8% (92.47% / 96.14% / 0.000.8% (92.40% / 96.10% / 0.000.8% (92.09% / 96.10% / 0.000.9% (91.70% / 96.10% / 0.000.9% (91.72% / 96.10% / 0.000.9% (91.24% / 95.79% / 0.000.9% (91.28% / 95.83% / 1.641.0% (91.20% / 95.82% / 3.121.0% (91.03% / 95.76% / 2.991.0% (90.75% / 95.67% / 2.821.1% (90.57% / 95.71% / 2.671.1% (90.44% / 95.71% / 4.881.1% (90.44% / 95.73% / 4.761.1% (90.40% / 95.70% / 5.811.2% (90.54% / 95.76% / 6.901.2% (90.64% / 95.75% / 9.891.2% (90.65% / 95.81% / 9.681.3% (90.65% / 95.74% / 9.681.3% (90.75% / 95.79% / 9.681.3% (90.81% / 95.81% / 9.571.3% (90.97% / 95.94% / 9.381.4% (91.12% / 96.03% / 9.281.4% (90.95% / 95.89% / 9.001.4% (91.05% / 95.85% / 9.001.5% (90.84% / 95.80% / 8.491.5% (90.81% / 95.82% / 8.261.5% (90.71% / 95.75% / 8.041.5% (90.78% / 95.80% / 7.891.6% (90.80% / 95.85% / 7.691.6% (90.90% / 95.91% / 7.631.6% (90.88% / 95.97% / 7.441.7% (90.93% / 96.01% / 7.381.7% (90.96% / 96.06% / 7.261.7% (91.03% / 96.09% / 8.001.7% (91.04% / 96.09% / 7.871.8% (91.11% / 96.13% / 7.751.8% (91.21% / 96.12% / 7.751.8% (91.16% / 96.14% / 7.521.9% (91.20% / 96.16% / 7.461.9% (91.30% / 96.24% / 7.351.9% (91.45% / 96.31% / 7.351.9% (91.51% / 96.35% / 7.302.0% (91.50% / 96.35% / 7.192.0% (91.45% / 96.37% / 7.642.0% (91.33% / 96.25% / 7.532.1% (91.19% / 96.09% / 7.432.1% (91.23% / 96.12% / 7.332.1% (91.19% / 96.01% / 7.282.1% (91.14% / 95.99% / 7.142.2% (91.19% / 95.99% / 7.142.2% (91.17% / 96.01% / 7.592.2% (91.21% / 96.01% / 7.592.3% (91.28% / 96.04% / 7.552.3% (91.33% / 96.04% / 7.552.3% (91.39% / 96.08% / 7.502.3% (91.39% / 96.08% / 7.452.4% (91.34% / 96.09% / 7.272.4% (91.42% / 96.09% / 7.232.4% (91.40% / 96.18% / 6.942.5% (91.47% / 96.20% / 6.902.5% (91.48% / 96.26% / 6.742.5% (91.52% / 96.27% / 6.702.5% (91.55% / 96.25% / 6.702.6% (91.63% / 96.32% / 6.632.6% (91.48% / 96.34% / 6.842.6% (91.41% / 96.28% / 6.742.7% (91.33% / 96.27% / 6.602.7% (91.35% / 96.31% / 6.502.7% (91.26% / 96.24% / 6.402.7% (91.23% / 96.22% / 6.802.8% (91.24% / 96.23% / 6.762.8% (91.21% / 96.23% / 6.702.8% (91.28% / 96.24% / 6.672.9% (91.31% / 96.23% / 6.642.9% (91.25% / 96.22% / 6.482.9% (91.22% / 96.15% / 6.482.9% (91.21% / 96.07% / 6.483.0% (91.27% / 96.10% / 6.453.0% (91.26% / 96.07% / 6.423.0% (91.22% / 96.00% / 6.363.1% (91.22% / 96.01% / 6.313.1% (91.32% / 96.06% / 6.733.1% (91.33% / 96.06% / 6.703.2% (91.40% / 96.09% / 6.703.2% (91.36% / 96.09% / 6.613.2% (91.31% / 96.10% / 6.873.2% (91.31% / 96.13% / 6.783.3% (91.27% / 96.15% / 6.643.3% (91.25% / 96.15% / 6.583.3% (91.21% / 96.14% / 6.503.4% (91.23% / 96.18% / 6.433.4% (91.22% / 96.21% / 6.323.4% (91.14% / 96.14% / 6.613.4% (91.22% / 96.17% / 6.613.5% (91.22% / 96.20% / 6.543.5% (91.21% / 96.18% / 6.513.5% (91.27% / 96.22% / 6.493.6% (91.30% / 96.24% / 6.463.6% (91.26% / 96.22% / 6.393.6% (91.24% / 96.24% / 6.963.6% (91.23% / 96.26% / 6.863.7% (91.24% / 96.26% / 6.863.7% (91.23% / 96.24% / 6.833.7% (91.24% / 96.28% / 6.743.8% (91.25% / 96.26% / 6.713.8% (91.27% / 96.26% / 7.343.8% (91.22% / 96.25% / 7.223.8% (91.24% / 96.25% / 7.483.9% (91.22% / 96.23% / 7.433.9% (91.28% / 96.27% / 7.383.9% (91.25% / 96.22% / 7.644.0% (91.20% / 96.18% / 7.574.0% (91.21% / 96.17% / 7.574.0% (91.19% / 96.14% / 7.494.0% (91.16% / 96.11% / 7.744.1% (91.20% / 96.15% / 7.694.1% (91.22% / 96.13% / 7.694.1% (91.20% / 96.13% / 7.624.2% (91.20% / 96.11% / 7.594.2% (91.22% / 96.13% / 7.574.2% (91.06% / 95.97% / 7.484.2% (90.97% / 95.88% / 7.434.3% (90.93% / 95.87% / 7.344.3% (90.94% / 95.88% / 7.324.3% (90.88% / 95.87% / 7.214.4% (90.91% / 95.89% / 7.194.4% (90.90% / 95.90% / 7.144.4% (90.83% / 95.84% / 7.084.4% (90.80% / 95.79% / 7.064.5% (90.80% / 95.79% / 7.024.5% (90.83% / 95.83% / 6.964.5% (90.83% / 95.85% / 6.924.6% (90.82% / 95.86% / 6.864.6% (90.82% / 95.89% / 6.804.6% (90.81% / 95.90% / 6.744.6% (90.83% / 95.93% / 6.694.7% (90.84% / 95.94% / 6.654.7% (90.81% / 95.96% / 6.544.7% (90.73% / 95.99% / 6.384.8% (90.77% / 96.01% / 6.384.8% (90.79% / 96.03% / 6.354.8% (90.80% / 96.03% / 6.334.8% (90.80% / 96.01% / 6.324.9% (90.85% / 96.03% / 6.324.9% (90.86% / 96.05% / 6.284.9% (90.87% / 96.06% / 6.255.0% (90.89% / 96.06% / 6.495.0% (90.90% / 96.06% / 6.465.0% (90.93% / 96.07% / 6.465.0% (90.93% / 96.06% / 6.435.1% (90.97% / 96.08% / 6.875.1% (90.96% / 96.07% / 7.075.1% (91.01% / 96.08% / 7.305.2% (91.04% / 96.07% / 7.305.2% (91.04% / 96.08% / 7.255.2% (91.01% / 96.07% / 7.415.2% (91.01% / 96.07% / 7.375.3% (91.05% / 96.08% / 7.355.3% (91.05% / 96.05% / 7.335.3% (90.97% / 96.05% / 7.195.4% (90.97% / 96.07% / 7.365.4% (90.88% / 96.02% / 7.265.4% (90.90% / 96.03% / 7.245.4% (90.90% / 96.05% / 7.195.5% (90.89% / 96.06% / 7.145.5% (90.87% / 96.07% / 7.085.5% (90.88% / 96.07% / 7.265.6% (90.89% / 96.07% / 7.245.6% (90.89% / 96.06% / 7.215.6% (90.90% / 96.07% / 7.195.6% (90.89% / 96.07% / 7.145.7% (90.91% / 96.08% / 7.145.7% (90.93% / 96.09% / 7.145.7% (90.97% / 96.09% / 7.145.8% (91.00% / 96.11% / 7.145.8% (91.03% / 96.11% / 7.145.8% (91.07% / 96.12% / 7.145.8% (91.07% / 96.11% / 7.115.9% (91.06% / 96.13% / 7.055.9% (91.08% / 96.13% / 7.055.9% (91.11% / 96.13% / 7.056.0% (91.09% / 96.11% / 7.026.0% (91.12% / 96.14% / 7.176.0% (91.13% / 96.14% / 7.146.0% (91.12% / 96.12% / 7.116.1% (91.08% / 96.11% / 7.056.1% (91.11% / 96.13% / 7.026.1% (91.13% / 96.14% / 7.016.2% (91.14% / 96.15% / 7.196.2% (91.12% / 96.14% / 7.136.2% (91.15% / 96.15% / 7.116.2% (91.15% / 96.17% / 7.076.3% (91.08% / 96.14% / 6.986.3% (91.08% / 96.16% / 6.946.3% (91.06% / 96.15% / 6.916.4% (91.07% / 96.15% / 6.906.4% (91.06% / 96.16% / 6.856.4% (91.06% / 96.14% / 6.856.4% (91.07% / 96.16% / 6.836.5% (91.04% / 96.14% / 6.796.5% (91.05% / 96.13% / 6.796.5% (91.06% / 96.15% / 6.766.6% (91.08% / 96.15% / 6.756.6% (91.09% / 96.15% / 6.756.6% (91.05% / 96.11% / 6.716.6% (91.07% / 96.12% / 6.716.7% (91.05% / 96.10% / 6.686.7% (91.06% / 96.11% / 6.686.7% (91.07% / 96.11% / 6.676.8% (91.07% / 96.10% / 6.676.8% (91.06% / 96.10% / 6.636.8% (91.02% / 96.08% / 6.596.8% (91.04% / 96.08% / 6.596.9% (91.03% / 96.08% / 6.556.9% (91.02% / 96.06% / 6.546.9% (91.04% / 96.06% / 6.547.0% (91.03% / 96.06% / 6.497.0% (91.03% / 96.07% / 6.457.0% (91.01% / 96.07% / 6.407.0% (91.02% / 96.09% / 6.377.1% (91.00% / 96.07% / 6.347.1% (90.99% / 96.07% / 6.317.1% (90.98% / 96.06% / 6.287.2% (90.97% / 96.06% / 6.277.2% (90.94% / 96.07% / 6.197.2% (90.93% / 96.06% / 6.347.2% (90.92% / 96.04% / 6.337.3% (90.93% / 96.05% / 6.477.3% (90.93% / 96.06% / 6.437.3% (90.90% / 96.06% / 6.377.4% (90.91% / 96.05% / 6.537.4% (90.93% / 96.06% / 6.537.4% (90.93% / 96.06% / 6.507.4% (90.88% / 96.03% / 6.467.5% (90.84% / 95.99% / 6.427.5% (90.85% / 96.00% / 6.557.5% (90.85% / 95.99% / 6.547.6% (90.86% / 95.99% / 6.537.6% (90.84% / 95.99% / 6.647.6% (90.83% / 95.99% / 6.617.6% (90.83% / 95.99% / 6.597.7% (90.86% / 96.01% / 6.597.7% (90.86% / 96.02% / 6.547.7% (90.87% / 96.04% / 6.527.8% (90.83% / 96.01% / 6.487.8% (90.84% / 96.02% / 6.467.8% (90.83% / 96.03% / 6.577.8% (90.83% / 96.04% / 6.547.9% (90.81% / 96.05% / 6.487.9% (90.80% / 96.06% / 6.437.9% (90.80% / 96.07% / 6.408.0% (90.78% / 96.07% / 6.388.0% (90.77% / 96.08% / 6.338.0% (90.74% / 96.08% / 6.288.0% (90.72% / 96.05% / 6.268.1% (90.70% / 96.05% / 6.218.1% (90.70% / 96.06% / 6.208.1% (90.68% / 96.05% / 6.178.2% (90.64% / 96.06% / 6.118.2% (90.66% / 96.06% / 6.108.2% (90.66% / 96.06% / 6.108.2% (90.67% / 96.07% / 6.088.3% (90.66% / 96.07% / 6.058.3% (90.65% / 96.06% / 6.178.3% (90.69% / 96.08% / 6.308.4% (90.64% / 96.09% / 6.36%)8.4% (90.64% / 96.09% / 6.338.4% (90.65% / 96.10% / 6.308.4% (90.66% / 96.11% / 6.288.5% (90.63% / 96.09% / 6.258.5% (90.62% / 96.08% / 6.378.5% (90.64% / 96.09% / 6.368.6% (90.66% / 96.10% / 6.498.6% (90.68% / 96.10% / 6.488.6% (90.70% / 96.10% / 6.478.6% (90.69% / 96.11% / 6.468.7% (90.69% / 96.11% / 6.448.7% (90.68% / 96.13% / 6.398.7% (90.69% / 96.13% / 6.528.8% (90.72% / 96.14% / 6.528.8% (90.69% / 96.15% / 6.448.8% (90.68% / 96.14% / 6.428.8% (90.68% / 96.14% / 6.418.9% (90.67% / 96.14% / 6.398.9% (90.66% / 96.12% / 6.378.9% (90.65% / 96.11% / 6.479.0% (90.67% / 96.12% / 6.469.0% (90.69% / 96.13% / 6.449.0% (90.69% / 96.12% / 6.449.0% (90.70% / 96.12% / 6.429.1% (90.69% / 96.12% / 6.409.1% (90.69% / 96.12% / 6.399.1% (90.68% / 96.09% / 6.399.2% (90.68% / 96.07% / 6.389.2% (90.68% / 96.07% / 6.379.2% (90.68% / 96.08% / 6.359.2% (90.70% / 96.08% / 6.359.3% (90.71% / 96.09% / 6.599.3% (90.72% / 96.09% / 6.599.3% (90.72% / 96.10% / 6.699.4% (90.71% / 96.09% / 6.669.4% (90.69% / 96.08% / 6.769.4% (90.69% / 96.08% / 6.879.5% (90.70% / 96.09% / 6.979.5% (90.72% / 96.11% / 6.959.5% (90.74% / 96.12% / 6.939.5% (90.70% / 96.10% / 6.889.6% (90.71% / 96.09% / 6.889.6% (90.70% / 96.09% / 6.879.6% (90.69% / 96.09% / 6.829.7% (90.70% / 96.09% / 6.939.7% (90.73% / 96.11% / 7.059.7% (90.74% / 96.10% / 7.059.7% (90.70% / 96.09% / 6.999.8% (90.68% / 96.07% / 6.969.8% (90.68% / 96.07% / 6.949.8% (90.68% / 96.06% / 6.949.9% (90.70% / 96.06% / 6.949.9% (90.70% / 96.06% / 6.939.9% (90.70% / 96.05% / 6.929.9% (90.67% / 96.04% / 6.87%10.0% (90.69% / 96.05% / 6.87%10.0% (90.72% / 96.06% / 6.87%10.0% (90.71% / 96.07% / 6.83%10.1% (90.70% / 96.06% / 6.93%10.1% (90.70% / 96.06% / 7.04%10.1% (90.69% / 96.07% / 7.00%10.1% (90.68% / 96.06% / 6.97%10.2% (90.66% / 96.03% / 6.95%10.2% (90.65% / 96.01% / 6.95%10.2% (90.66% / 96.01% / 6.94%10.3% (90.63% / 96.01% / 6.88%10.3% (90.63% / 96.02% / 6.86%10.3% (90.60% / 96.02% / 6.81%10.3% (90.60% / 96.02% / 6.79%10.4% (90.59% / 96.01% / 6.76%10.4% (90.58% / 96.02% / 6.72%10.4% (90.56% / 96.03% / 6.68%10.5% (90.55% / 96.04% / 6.64%10.5% (90.53% / 96.04% / 6.60%10.5% (90.52% / 96.05% / 6.56%10.5% (90.49% / 96.05% / 6.51%10.6% (90.48% / 96.05% / 6.48%10.6% (90.49% / 96.04% / 6.47%10.6% (90.48% / 96.03% / 6.46%10.7% (90.46% / 96.02% / 6.43%10.7% (90.45% / 96.02% / 6.40%10.7% (90.46% / 96.02% / 6.50%10.7% (90.47% / 96.03% / 6.48%10.8% (90.47% / 96.02% / 6.58%10.8% (90.47% / 96.02% / 6.56%10.8% (90.46% / 96.01% / 6.54%10.9% (90.45% / 96.00% / 6.53%10.9% (90.45% / 96.01% / 6.50%10.9% (90.45% / 96.01% / 6.48%10.9% (90.45% / 96.01% / 6.46%11.0% (90.44% / 96.00% / 6.45%11.0% (90.46% / 96.01% / 6.45%11.0% (90.44% / 96.01% / 6.41%11.1% (90.41% / 96.01% / 6.37%11.1% (90.40% / 96.01% / 6.34%11.1% (90.39% / 96.00% / 6.31%11.1% (90.38% / 96.01% / 6.28%11.2% (90.37% / 96.02% / 6.25%11.2% (90.37% / 96.02% / 6.23%11.2% (90.36% / 96.03% / 6.20%11.3% (90.36% / 96.04% / 6.17%11.3% (90.35% / 96.03% / 6.16%11.3% (90.34% / 96.03% / 6.13%11.3% (90.34% / 96.03% / 6.13%11.4% (90.33% / 96.03% / 6.11%11.4% (90.31% / 96.03% / 6.08%11.4% (90.29% / 96.00% / 6.06%11.5% (90.28% / 96.00% / 6.04%11.5% (90.29% / 96.00% / 6.03%11.5% (90.29% / 95.99% / 6.03%11.5% (90.29% / 95.98% / 6.02%11.6% (90.29% / 95.96% / 6.01%11.6% (90.28% / 95.95% / 6.00%11.6% (90.28% / 95.96% / 5.99%11.7% (90.30% / 95.97% / 5.98%11.7% (90.31% / 95.97% / 5.97%11.7% (90.31% / 95.96% / 5.97%11.7% (90.30% / 95.94% / 5.96%11.8% (90.30% / 95.94% / 5.95%11.8% (90.30% / 95.94% / 5.94%11.8% (90.30% / 95.95% / 5.91%11.9% (90.30% / 95.96% / 5.90%11.9% (90.30% / 95.95% / 5.99%11.9% (90.31% / 95.96% / 5.98%11.9% (90.31% / 95.96% / 6.06%12.0% (90.30% / 95.96% / 6.03%12.0% (90.30% / 95.96% / 6.03%12.0% (90.30% / 95.96% / 6.02%12.1% (90.32% / 95.96% / 6.19%12.1% (90.34% / 95.98% / 6.18%12.1% (90.34% / 95.97% / 6.18%12.1% (90.33% / 95.97% / 6.15%12.2% (90.32% / 95.96% / 6.14%12.2% (90.33% / 95.95% / 6.13%12.2% (90.32% / 95.94% / 6.13%12.3% (90.34% / 95.94% / 6.12%12.3% (90.34% / 95.94% / 6.11%12.3% (90.34% / 95.94% / 6.09%12.3% (90.35% / 95.95% / 6.09%12.4% (90.34% / 95.95% / 6.06%12.4% (90.34% / 95.96% / 6.05%12.4% (90.33% / 95.96% / 6.02%12.5% (90.35% / 95.97% / 6.02%12.5% (90.36% / 95.98% / 6.10%12.5% (90.35% / 95.97% / 6.08%12.5% (90.35% / 95.98% / 6.05%12.6% (90.35% / 95.98% / 6.05%12.6% (90.36% / 95.99% / 6.04%12.6% (90.35% / 95.98% / 6.03%12.7% (90.35% / 95.99% / 6.10%12.7% (90.35% / 95.99% / 6.08%12.7% (90.36% / 96.00% / 6.07%12.7% (90.37% / 96.00% / 6.07%12.8% (90.36% / 95.99% / 6.06%12.8% (90.35% / 95.99% / 6.05%12.8% (90.34% / 95.98% / 6.03%12.9% (90.35% / 95.98% / 6.03%12.9% (90.36% / 95.99% / 6.12%12.9% (90.35% / 95.98% / 6.11%12.9% (90.37% / 95.98% / 6.11%13.0% (90.38% / 95.99% / 6.11%13.0% (90.37% / 95.99% / 6.09%13.0% (90.36% / 95.99% / 6.07%13.1% (90.35% / 95.98% / 6.06%13.1% (90.34% / 95.97% / 6.04%13.1% (90.31% / 95.96% / 6.02%13.1% (90.32% / 95.95% / 6.11%13.2% (90.33% / 95.95% / 6.19%13.2% (90.35% / 95.96% / 6.18%13.2% (90.35% / 95.97% / 6.15%13.3% (90.36% / 95.98% / 6.15%13.3% (90.34% / 95.98% / 6.12%13.3% (90.33% / 95.98% / 6.10%13.3% (90.33% / 95.98% / 6.09%13.4% (90.34% / 95.99% / 6.08%13.4% (90.34% / 95.99% / 6.08%13.4% (90.36% / 96.00% / 6.07%13.5% (90.36% / 96.00% / 6.07%13.5% (90.36% / 96.00% / 6.07%13.5% (90.38% / 96.01% / 6.06%13.5% (90.36% / 96.00% / 6.04%13.6% (90.37% / 96.00% / 6.03%13.6% (90.36% / 96.00% / 6.01%13.6% (90.38% / 96.01% / 6.00%13.7% (90.38% / 96.01% / 6.00%13.7% (90.38% / 95.99% / 5.99%13.7% (90.37% / 95.99% / 5.99%13.7% (90.36% / 95.98% / 5.97%13.8% (90.37% / 95.98% / 5.96%13.8% (90.36% / 95.99% / 5.94%13.8% (90.36% / 95.98% / 5.93%13.9% (90.36% / 95.99% / 5.99%13.9% (90.37% / 95.98% / 5.99%13.9% (90.36% / 95.98% / 5.98%13.9% (90.36% / 95.97% / 6.06%14.0% (90.36% / 95.98% / 6.04%14.0% (90.36% / 95.98% / 6.03%14.0% (90.37% / 95.97% / 6.01%14.1% (90.36% / 95.96% / 6.01%14.1% (90.35% / 95.96% / 5.98%14.1% (90.35% / 95.95% / 6.05%14.1% (90.36% / 95.95% / 6.04%14.2% (90.36% / 95.95% / 6.03%14.2% (90.37% / 95.96% / 6.01%14.2% (90.37% / 95.96% / 6.00%14.3% (90.36% / 95.97% / 5.98%14.3% (90.37% / 95.96% / 6.05%14.3% (90.35% / 95.96% / 6.03%14.3% (90.37% / 95.96% / 6.03%14.4% (90.37% / 95.96% / 6.03%14.4% (90.36% / 95.96% / 6.01%14.4% (90.37% / 95.96% / 6.08%14.5% (90.37% / 95.97% / 6.06%14.5% (90.36% / 95.97% / 6.04%14.5% (90.36% / 95.97% / 6.04%14.5% (90.38% / 95.98% / 6.04%14.6% (90.39% / 95.97% / 6.04%14.6% (90.41% / 95.98% / 6.04%14.6% (90.42% / 95.99% / 6.04%14.7% (90.42% / 95.98% / 6.11%14.7% (90.43% / 95.99% / 6.18%14.7% (90.44% / 96.00% / 6.32%14.7% (90.44% / 96.00% / 6.31%14.8% (90.44% / 96.01% / 6.29%14.8% (90.43% / 96.01% / 6.35%14.8% (90.42% / 96.01% / 6.40%14.9% (90.42% / 96.01% / 6.46%14.9% (90.41% / 96.01% / 6.43%14.9% (90.39% / 96.00% / 6.41%14.9% (90.38% / 96.00% / 6.39%15.0% (90.37% / 95.99% / 6.38%15.0% (90.36% / 95.98% / 6.37%15.0% (90.38% / 95.99% / 6.43%15.1% (90.37% / 95.98% / 6.42%15.1% (90.35% / 95.98% / 6.39%15.1% (90.36% / 95.98% / 6.38%15.1% (90.35% / 95.98% / 6.36%15.2% (90.34% / 95.98% / 6.34%15.2% (90.34% / 95.99% / 6.32%15.2% (90.34% / 95.99% / 6.32%15.3% (90.31% / 95.97% / 6.37%15.3% (90.31% / 95.97% / 6.37%15.3% (90.31% / 95.98% / 6.35%15.3% (90.30% / 95.98% / 6.34%15.4% (90.30% / 95.98% / 6.33%15.4% (90.29% / 95.99% / 6.58%15.4% (90.28% / 95.98% / 6.70%15.5% (90.27% / 95.97% / 6.70%15.5% (90.27% / 95.98% / 7.02%15.5% (90.26% / 95.97% / 7.01%15.5% (90.26% / 95.97% / 7.07%15.6% (90.25% / 95.97% / 7.13%15.6% (90.25% / 95.96% / 7.13%15.6% (90.26% / 95.96% / 7.12%15.7% (90.23% / 95.96% / 7.15%15.7% (90.22% / 95.96% / 7.19%15.7% (90.22% / 95.97% / 7.44%15.8% (90.23% / 95.98% / 7.74%15.8% (90.22% / 95.98% / 7.78%15.8% (90.21% / 95.98% / 7.83%15.8% (90.22% / 95.97% / 8.09%15.9% (90.22% / 95.98% / 8.09%15.9% (90.22% / 95.99% / 8.29%15.9% (90.21% / 95.99% / 8.27%16.0% (90.21% / 95.99% / 8.39%16.0% (90.21% / 95.99% / 8.39%16.0% (90.22% / 96.00% / 8.39%16.0% (90.22% / 96.00% / 8.39%16.1% (90.20% / 95.99% / 8.42%16.1% (90.20% / 96.00% / 8.42%16.1% (90.20% / 96.00% / 8.41%16.2% (90.20% / 96.00% / 8.40%16.2% (90.20% / 96.00% / 8.52%16.2% (90.19% / 95.99% / 8.51%16.2% (90.19% / 96.00% / 8.56%16.3% (90.17% / 95.99% / 8.58%16.3% (90.17% / 95.99% / 8.64%)16.3% (90.15% / 96.00% / 8.59%16.4% (90.14% / 96.00% / 8.56%16.4% (90.14% / 96.00% / 8.56%16.4% (90.13% / 96.00% / 8.53%16.4% (90.13% / 96.00% / 8.53%16.5% (90.12% / 96.00% / 8.51%16.5% (90.12% / 96.00% / 8.50%16.5% (90.12% / 96.00% / 8.50%16.6% (90.12% / 96.00% / 8.49%16.6% (90.11% / 96.00% / 8.47%16.6% (90.11% / 96.00% / 8.46%16.6% (90.10% / 95.99% / 8.45%16.7% (90.10% / 95.99% / 8.45%16.7% (90.09% / 96.00% / 8.50%16.7% (90.08% / 96.00% / 8.55%16.8% (90.05% / 96.00% / 8.54%16.8% (90.05% / 96.00% / 8.54%16.8% (90.06% / 96.00% / 8.54%16.8% (90.05% / 96.01% / 8.64%16.9% (90.05% / 96.01% / 8.63%16.9% (90.05% / 96.02% / 8.68%16.9% (90.04% / 96.01% / 8.66%17.0% (90.03% / 96.00% / 8.65%17.0% (90.02% / 96.00% / 8.65%17.0% (90.03% / 96.00% / 8.65%17.0% (90.02% / 95.99% / 8.65%17.1% (90.00% / 95.99% / 8.68%17.1% (90.00% / 95.99% / 8.66%17.1% (89.99% / 95.98% / 8.65%17.2% (89.99% / 95.98% / 8.64%17.2% (89.98% / 95.98% / 8.62%17.2% (89.99% / 95.98% / 8.62%17.2% (89.98% / 95.99% / 8.60%17.3% (89.98% / 95.98% / 8.60%17.3% (89.98% / 95.98% / 8.60%17.3% (89.98% / 95.99% / 8.59%17.4% (89.97% / 95.99% / 8.57%17.4% (89.97% / 95.99% / 8.57%17.4% (89.97% / 95.99% / 8.55%17.4% (89.97% / 95.98% / 8.54%17.5% (89.97% / 95.99% / 8.54%17.5% (89.96% / 95.98% / 8.53%17.5% (89.93% / 95.96% / 8.55%17.6% (89.94% / 95.96% / 8.55%17.6% (89.95% / 95.97% / 8.61%17.6% (89.95% / 95.96% / 8.66%17.6% (89.93% / 95.96% / 8.63%17.7% (89.91% / 95.94% / 8.67%17.7% (89.91% / 95.94% / 8.71%17.7% (89.91% / 95.94% / 8.70%17.8% (89.92% / 95.95% / 8.75%17.8% (89.91% / 95.94% / 8.75%17.8% (89.90% / 95.94% / 8.72%17.8% (89.89% / 95.94% / 8.70%17.9% (89.89% / 95.95% / 8.70%17.9% (89.89% / 95.94% / 8.69%17.9% (89.89% / 95.94% / 8.85%18.0% (89.88% / 95.94% / 8.98%18.0% (89.87% / 95.94% / 8.97%18.0% (89.86% / 95.94% / 8.94%18.0% (89.84% / 95.94% / 8.97%18.1% (89.85% / 95.94% / 8.97%18.1% (89.85% / 95.93% / 9.29%18.1% (89.83% / 95.92% / 9.44%18.2% (89.84% / 95.93% / 9.60%18.2% (89.83% / 95.93% / 9.57%18.2% (89.81% / 95.93% / 9.52%18.2% (89.82% / 95.94% / 9.57%18.3% (89.81% / 95.93% / 9.55%18.3% (89.81% / 95.93% / 9.55%18.3% (89.81% / 95.92% / 9.58%18.4% (89.80% / 95.91% / 9.69%18.4% (89.79% / 95.90% / 9.67%18.4% (89.79% / 95.91% / 9.72%18.4% (89.78% / 95.91% / 9.9418.5% (89.77% / 95.91% / 10.0818.5% (89.76% / 95.91% / 10.0618.5% (89.76% / 95.90% / 10.0518.6% (89.76% / 95.90% / 10.0418.6% (89.76% / 95.91% / 10.0418.6% (89.75% / 95.91% / 10.0318.6% (89.73% / 95.91% / 10.0418.7% (89.73% / 95.90% / 10.0918.7% (89.72% / 95.89% / 10.1318.7% (89.71% / 95.87% / 10.1818.8% (89.71% / 95.87% / 10.2218.8% (89.71% / 95.87% / 10.2218.8% (89.69% / 95.88% / 10.2218.8% (89.69% / 95.88% / 10.2518.9% (89.68% / 95.88% / 10.2718.9% (89.68% / 95.88% / 10.2718.9% (89.68% / 95.87% / 10.3119.0% (89.68% / 95.87% / 10.4619.0% (89.68% / 95.87% / 10.4619.0% (89.68% / 95.86% / 10.6119.0% (89.67% / 95.85% / 10.6019.1% (89.68% / 95.86% / 10.6919.1% (89.67% / 95.85% / 10.6819.1% (89.67% / 95.86% / 10.7219.2% (89.67% / 95.85% / 10.8819.2% (89.67% / 95.85% / 11.0019.2% (89.67% / 95.85% / 11.0019.2% (89.68% / 95.85% / 11.1519.3% (89.65% / 95.84% / 11.1119.3% (89.66% / 95.84% / 11.5019.3% (89.66% / 95.84% / 11.4819.4% (89.64% / 95.83% / 11.4419.4% (89.63% / 95.84% / 11.4019.4% (89.62% / 95.84% / 11.4119.4% (89.62% / 95.85% / 11.4019.5% (89.62% / 95.85% / 11.3819.5% (89.62% / 95.85% / 11.3719.5% (89.63% / 95.85% / 11.3719.6% (89.64% / 95.86% / 11.3619.6% (89.63% / 95.86% / 11.3419.6% (89.63% / 95.86% / 11.3819.6% (89.62% / 95.86% / 11.3419.7% (89.60% / 95.86% / 11.3219.7% (89.59% / 95.86% / 11.2819.7% (89.59% / 95.86% / 11.2719.8% (89.61% / 95.87% / 11.4619.8% (89.62% / 95.87% / 11.4619.8% (89.61% / 95.87% / 11.4519.8% (89.62% / 95.88% / 11.4519.9% (89.61% / 95.88% / 11.4319.9% (89.61% / 95.88% / 11.4219.9% (89.62% / 95.88% / 11.4720.0% (89.62% / 95.88% / 11.4620.0% (89.62% / 95.89% / 11.4420.0% (89.61% / 95.88% / 11.4320.0% (89.61% / 95.88% / 11.4320.1% (89.61% / 95.88% / 11.4320.1% (89.62% / 95.88% / 11.4620.1% (89.62% / 95.88% / 11.4520.2% (89.62% / 95.88% / 11.4820.2% (89.61% / 95.89% / 11.4720.2% (89.62% / 95.89% / 11.5220.2% (89.61% / 95.88% / 11.5020.3% (89.60% / 95.88% / 11.4820.3% (89.60% / 95.89% / 11.4720.3% (89.60% / 95.88% / 11.4720.4% (89.60% / 95.88% / 11.4520.4% (89.59% / 95.87% / 11.4920.4% (89.58% / 95.86% / 11.4820.4% (89.58% / 95.85% / 11.4820.5% (89.58% / 95.85% / 11.4820.5% (89.58% / 95.85% / 11.4620.5% (89.58% / 95.86% / 11.4620.6% (89.58% / 95.86% / 11.4620.6% (89.58% / 95.86% / 11.4520.6% (89.58% / 95.85% / 11.4520.6% (89.57% / 95.84% / 11.4420.7% (89.57% / 95.83% / 11.4320.7% (89.57% / 95.83% / 11.4820.7% (89.57% / 95.83% / 11.4820.8% (89.57% / 95.83% / 11.4720.8% (89.56% / 95.83% / 11.4620.8% (89.56% / 95.83% / 11.4620.8% (89.56% / 95.83% / 11.5420.9% (89.56% / 95.83% / 11.5420.9% (89.56% / 95.82% / 11.5420.9% (89.55% / 95.81% / 11.5821.0% (89.54% / 95.81% / 11.5621.0% (89.54% / 95.81% / 11.5621.0% (89.54% / 95.81% / 11.5521.0% (89.54% / 95.81% / 11.5521.1% (89.54% / 95.81% / 11.5521.1% (89.55% / 95.81% / 11.5421.1% (89.55% / 95.81% / 11.5921.2% (89.55% / 95.82% / 11.5821.2% (89.55% / 95.82% / 11.5721.2% (89.56% / 95.82% / 11.6121.2% (89.56% / 95.81% / 11.6121.3% (89.56% / 95.82% / 11.7021.3% (89.56% / 95.82% / 11.7021.3% (89.56% / 95.82% / 11.6821.4% (89.56% / 95.82% / 11.6821.4% (89.56% / 95.82% / 11.6721.4% (89.56% / 95.82% / 11.6721.4% (89.56% / 95.82% / 11.6721.5% (89.57% / 95.83% / 11.6721.5% (89.57% / 95.83% / 11.7121.5% (89.57% / 95.83% / 11.7621.6% (89.56% / 95.83% / 11.7521.6% (89.57% / 95.83% / 11.8421.6% (89.57% / 95.83% / 11.9321.6% (89.57% / 95.83% / 11.9821.7% (89.57% / 95.83% / 11.9621.7% (89.54% / 95.81% / 11.9321.7% (89.53% / 95.80% / 11.9121.8% (89.53% / 95.80% / 11.9121.8% (89.52% / 95.80% / 11.8921.8% (89.52% / 95.80% / 11.8821.8% (89.51% / 95.80% / 11.8521.9% (89.50% / 95.80% / 11.8421.9% (89.50% / 95.80% / 11.8321.9% (89.50% / 95.80% / 11.8322.0% (89.50% / 95.80% / 11.8322.0% (89.51% / 95.80% / 11.8722.0% (89.50% / 95.80% / 11.8922.1% (89.50% / 95.80% / 11.8822.1% (89.47% / 95.80% / 11.8622.1% (89.46% / 95.80% / 11.9222.1% (89.46% / 95.80% / 11.9122.2% (89.45% / 95.79% / 11.8922.2% (89.44% / 95.80% / 11.8722.2% (89.44% / 95.80% / 11.9022.3% (89.43% / 95.80% / 11.8922.3% (89.43% / 95.80% / 11.8922.3% (89.43% / 95.80% / 11.8622.3% (89.42% / 95.80% / 11.8922.4% (89.42% / 95.80% / 11.8822.4% (89.40% / 95.80% / 11.8522.4% (89.40% / 95.80% / 11.9822.5% (89.41% / 95.80% / 12.1522.5% (89.41% / 95.80% / 12.1722.5% (89.41% / 95.80% / 12.3022.5% (89.40% / 95.81% / 12.3222.6% (89.39% / 95.80% / 12.2922.6% (89.38% / 95.80% / 12.3222.6% (89.37% / 95.79% / 12.3122.7% (89.37% / 95.79% / 12.3022.7% (89.36% / 95.79% / 12.2922.7% (89.36% / 95.79% / 12.2922.7% (89.34% / 95.78% / 12.3022.8% (89.33% / 95.77% / 12.2922.8% (89.33% / 95.77% / 12.2722.8% (89.33% / 95.77% / 12.2622.9% (89.33% / 95.77% / 12.2622.9% (89.33% / 95.78% / 12.2822.9% (89.32% / 95.77% / 12.3122.9% (89.32% / 95.77% / 12.3523.0% (89.33% / 95.77% / 12.3523.0% (89.32% / 95.77% / 12.3723.0% (89.32% / 95.77% / 12.3623.1% (89.31% / 95.76% / 12.3623.1% (89.30% / 95.75% / 12.3423.1% (89.30% / 95.74% / 12.3423.1% (89.29% / 95.74% / 12.3323.2% (89.29% / 95.73% / 12.3223.2% (89.30% / 95.73% / 12.3223.2% (89.31% / 95.74% / 12.3623.3% (89.31% / 95.74% / 12.3623.3% (89.31% / 95.74% / 12.3523.3% (89.30% / 95.73% / 12.3423.3% (89.29% / 95.72% / 12.3323.4% (89.29% / 95.72% / 12.3323.4% (89.30% / 95.72% / 12.3323.4% (89.29% / 95.71% / 12.3323.5% (89.29% / 95.70% / 12.3323.5% (89.29% / 95.71% / 12.3223.5% (89.30% / 95.71% / 12.3623.5% (89.30% / 95.71% / 12.3423.6% (89.30% / 95.70% / 12.3423.6% (89.30% / 95.70% / 12.3323.6% (89.30% / 95.70% / 12.3723.7% (89.30% / 95.70% / 12.3723.7% (89.30% / 95.70% / 12.4423.7% (89.30% / 95.70% / 12.4323.7% (89.30% / 95.70% / 12.4223.8% (89.30% / 95.71% / 12.4123.8% (89.30% / 95.71% / 12.4023.8% (89.30% / 95.71% / 12.3923.9% (89.29% / 95.71% / 12.3723.9% (89.28% / 95.71% / 12.4023.9% (89.28% / 95.71% / 12.3823.9% (89.28% / 95.71% / 12.4124.0% (89.29% / 95.72% / 12.3824.0% (89.29% / 95.72% / 12.4624.0% (89.29% / 95.72% / 12.4424.1% (89.28% / 95.71% / 12.4624.1% (89.28% / 95.71% / 12.4624.1% (89.28% / 95.72% / 12.4524.1% (89.27% / 95.72% / 12.42%)24.2% (89.26% / 95.72% / 12.4024.2% (89.25% / 95.71% / 12.4224.2% (89.23% / 95.72% / 12.4424.3% (89.23% / 95.72% / 12.4224.3% (89.24% / 95.72% / 12.4724.3% (89.23% / 95.72% / 12.4524.3% (89.23% / 95.72% / 12.5624.4% (89.23% / 95.72% / 12.5624.4% (89.23% / 95.72% / 12.6224.4% (89.24% / 95.73% / 12.8124.5% (89.24% / 95.73% / 12.8024.5% (89.24% / 95.73% / 12.8624.5% (89.23% / 95.73% / 12.8224.5% (89.23% / 95.73% / 12.8124.6% (89.23% / 95.73% / 12.9724.6% (89.22% / 95.73% / 13.0324.6% (89.23% / 95.73% / 13.1524.7% (89.23% / 95.74% / 13.2024.7% (89.23% / 95.74% / 13.2624.7% (89.22% / 95.73% / 13.2424.7% (89.21% / 95.73% / 13.2324.8% (89.20% / 95.73% / 13.2124.8% (89.20% / 95.74% / 13.2624.8% (89.20% / 95.74% / 13.2924.9% (89.20% / 95.74% / 13.3124.9% (89.19% / 95.74% / 13.3024.9% (89.19% / 95.74% / 13.3124.9% (89.17% / 95.74% / 13.3225.0% (89.17% / 95.74% / 13.3425.0% (89.17% / 95.74% / 13.3425.0% (89.17% / 95.74% / 13.3825.1% (89.18% / 95.74% / 13.3625.1% (89.16% / 95.73% / 13.4025.1% (89.16% / 95.73% / 13.4025.1% (89.14% / 95.72% / 13.4125.2% (89.14% / 95.72% / 13.4125.2% (89.14% / 95.72% / 13.4025.2% (89.14% / 95.72% / 13.3925.3% (89.14% / 95.72% / 13.3925.3% (89.14% / 95.73% / 13.3925.3% (89.13% / 95.72% / 13.3725.3% (89.13% / 95.72% / 13.3725.4% (89.13% / 95.72% / 13.4025.4% (89.12% / 95.72% / 13.3725.4% (89.13% / 95.72% / 13.3725.5% (89.13% / 95.72% / 13.3725.5% (89.13% / 95.72% / 13.3725.5% (89.13% / 95.72% / 13.3925.5% (89.12% / 95.72% / 13.3825.6% (89.13% / 95.72% / 13.3825.6% (89.12% / 95.72% / 13.4125.6% (89.12% / 95.72% / 13.4225.7% (89.12% / 95.72% / 13.4125.7% (89.11% / 95.72% / 13.3925.7% (89.10% / 95.72% / 13.3725.7% (89.09% / 95.72% / 13.3625.8% (89.10% / 95.72% / 13.3525.8% (89.09% / 95.72% / 13.3425.8% (89.09% / 95.72% / 13.3225.9% (89.08% / 95.71% / 13.3225.9% (89.08% / 95.71% / 13.3225.9% (89.09% / 95.71% / 13.3525.9% (89.09% / 95.71% / 13.3526.0% (89.09% / 95.71% / 13.3526.0% (89.09% / 95.71% / 13.3426.0% (89.08% / 95.70% / 13.3826.1% (89.08% / 95.71% / 13.3826.1% (89.07% / 95.70% / 13.3726.1% (89.07% / 95.70% / 13.4026.1% (89.07% / 95.70% / 13.4026.2% (89.07% / 95.70% / 13.3926.2% (89.06% / 95.70% / 13.3826.2% (89.05% / 95.69% / 13.4626.3% (89.04% / 95.69% / 13.4426.3% (89.03% / 95.69% / 13.4426.3% (89.03% / 95.69% / 13.4426.3% (89.03% / 95.69% / 13.4726.4% (89.03% / 95.69% / 13.4626.4% (89.02% / 95.69% / 13.4426.4% (89.02% / 95.69% / 13.4426.5% (89.02% / 95.69% / 13.4426.5% (89.02% / 95.69% / 13.4426.5% (89.02% / 95.69% / 13.4626.5% (89.02% / 95.69% / 13.4626.6% (89.02% / 95.69% / 13.4526.6% (89.02% / 95.69% / 13.4526.6% (89.02% / 95.69% / 13.4426.7% (89.02% / 95.69% / 13.4326.7% (89.02% / 95.68% / 13.4326.7% (89.02% / 95.68% / 13.4726.7% (89.01% / 95.68% / 13.4926.8% (89.01% / 95.68% / 13.5126.8% (89.01% / 95.69% / 13.4826.8% (89.00% / 95.68% / 13.5026.9% (89.01% / 95.69% / 13.4926.9% (89.01% / 95.69% / 13.5226.9% (89.00% / 95.69% / 13.5026.9% (88.99% / 95.68% / 13.5127.0% (88.96% / 95.67% / 13.5227.0% (88.96% / 95.67% / 13.5227.0% (88.97% / 95.67% / 13.5527.1% (88.97% / 95.67% / 13.5527.1% (88.96% / 95.67% / 13.6127.1% (88.96% / 95.66% / 13.6127.1% (88.96% / 95.66% / 13.6027.2% (88.96% / 95.66% / 13.5827.2% (88.96% / 95.65% / 13.5627.2% (88.96% / 95.65% / 13.5627.3% (88.96% / 95.65% / 13.5827.3% (88.96% / 95.66% / 13.5627.3% (88.96% / 95.66% / 13.5527.3% (88.95% / 95.65% / 13.5327.4% (88.94% / 95.65% / 13.5227.4% (88.93% / 95.64% / 13.5127.4% (88.93% / 95.64% / 13.5127.5% (88.94% / 95.64% / 13.5027.5% (88.93% / 95.63% / 13.4927.5% (88.94% / 95.63% / 13.4927.5% (88.94% / 95.63% / 13.4927.6% (88.96% / 95.65% / 13.4727.6% (88.95% / 95.65% / 13.4527.6% (88.95% / 95.66% / 13.4127.7% (88.95% / 95.66% / 13.4027.7% (88.94% / 95.66% / 13.3827.7% (88.94% / 95.66% / 13.3727.7% (88.94% / 95.66% / 13.3427.8% (88.95% / 95.66% / 13.3627.8% (88.94% / 95.65% / 13.3927.8% (88.94% / 95.65% / 13.3827.9% (88.94% / 95.65% / 13.3827.9% (88.94% / 95.65% / 13.4427.9% (88.94% / 95.64% / 13.5327.9% (88.94% / 95.65% / 13.5228.0% (88.94% / 95.65% / 13.5428.0% (88.94% / 95.65% / 13.5428.0% (88.94% / 95.65% / 13.5728.1% (88.94% / 95.65% / 13.5628.1% (88.94% / 95.65% / 13.5528.1% (88.93% / 95.65% / 13.5928.2% (88.92% / 95.64% / 13.6128.2% (88.93% / 95.64% / 13.6528.2% (88.93% / 95.64% / 13.6428.2% (88.92% / 95.65% / 13.6228.3% (88.92% / 95.65% / 13.5928.3% (88.91% / 95.64% / 13.6528.3% (88.91% / 95.64% / 13.6428.4% (88.92% / 95.64% / 13.6428.4% (88.91% / 95.64% / 13.6628.4% (88.92% / 95.64% / 13.6928.4% (88.92% / 95.64% / 13.7228.5% (88.91% / 95.65% / 13.8128.5% (88.91% / 95.65% / 13.8328.5% (88.91% / 95.65% / 13.8528.6% (88.90% / 95.66% / 13.8128.6% (88.91% / 95.66% / 13.8128.6% (88.90% / 95.66% / 13.8128.6% (88.91% / 95.66% / 13.9528.7% (88.90% / 95.66% / 13.9428.7% (88.90% / 95.66% / 13.9128.7% (88.90% / 95.66% / 13.9428.8% (88.90% / 95.66% / 13.9928.8% (88.90% / 95.66% / 13.9828.8% (88.91% / 95.67% / 14.0028.8% (88.91% / 95.67% / 14.0328.9% (88.90% / 95.67% / 14.0328.9% (88.89% / 95.68% / 13.9928.9% (88.88% / 95.68% / 13.9529.0% (88.88% / 95.68% / 14.0029.0% (88.88% / 95.68% / 13.9829.0% (88.88% / 95.69% / 13.9929.0% (88.88% / 95.69% / 14.0329.1% (88.87% / 95.70% / 14.2129.1% (88.86% / 95.69% / 14.1929.1% (88.84% / 95.68% / 14.2429.2% (88.82% / 95.67% / 14.2429.2% (88.82% / 95.67% / 14.2329.2% (88.82% / 95.68% / 14.2229.2% (88.81% / 95.68% / 14.2329.3% (88.80% / 95.68% / 14.2229.3% (88.80% / 95.68% / 14.2229.3% (88.80% / 95.68% / 14.2129.4% (88.80% / 95.68% / 14.2129.4% (88.80% / 95.67% / 14.2329.4% (88.80% / 95.67% / 14.2329.4% (88.80% / 95.67% / 14.2329.5% (88.80% / 95.67% / 14.2229.5% (88.80% / 95.67% / 14.2229.5% (88.78% / 95.67% / 14.1729.6% (88.77% / 95.67% / 14.1829.6% (88.75% / 95.66% / 14.1729.6% (88.74% / 95.65% / 14.2229.6% (88.74% / 95.64% / 14.2129.7% (88.73% / 95.63% / 14.2229.7% (88.71% / 95.61% / 14.2029.7% (88.70% / 95.61% / 14.1829.8% (88.69% / 95.61% / 14.1929.8% (88.68% / 95.60% / 14.1729.8% (88.68% / 95.60% / 14.2029.8% (88.67% / 95.60% / 14.2429.9% (88.67% / 95.60% / 14.2829.9% (88.67% / 95.60% / 14.2729.9% (88.67% / 95.60% / 14.3230.0% (88.67% / 95.60% / 14.3130.0% (88.66% / 95.60% / 14.2930.0% (88.65% / 95.60% / 14.2930.0% (88.64% / 95.58% / 14.2930.1% (88.64% / 95.57% / 14.3030.1% (88.64% / 95.58% / 14.3230.1% (88.64% / 95.58% / 14.3230.2% (88.64% / 95.58% / 14.3130.2% (88.63% / 95.58% / 14.2930.2% (88.63% / 95.57% / 14.2930.2% (88.63% / 95.58% / 14.3030.3% (88.61% / 95.57% / 14.2930.3% (88.61% / 95.57% / 14.2930.3% (88.61% / 95.57% / 14.2830.4% (88.60% / 95.56% / 14.2730.4% (88.60% / 95.57% / 14.2330.4% (88.60% / 95.57% / 14.2330.4% (88.59% / 95.57% / 14.2330.5% (88.58% / 95.57% / 14.2330.5% (88.58% / 95.57% / 14.2830.5% (88.57% / 95.57% / 14.2930.6% (88.57% / 95.57% / 14.2930.6% (88.57% / 95.56% / 14.2930.6% (88.57% / 95.56% / 14.3530.6% (88.57% / 95.56% / 14.3430.7% (88.58% / 95.56% / 14.3730.7% (88.58% / 95.56% / 14.3630.7% (88.57% / 95.56% / 14.3530.8% (88.56% / 95.55% / 14.3330.8% (88.56% / 95.55% / 14.3530.8% (88.56% / 95.55% / 14.3530.8% (88.56% / 95.55% / 14.3530.9% (88.56% / 95.54% / 14.3530.9% (88.56% / 95.54% / 14.3430.9% (88.56% / 95.54% / 14.3431.0% (88.55% / 95.54% / 14.3531.0% (88.55% / 95.54% / 14.3531.0% (88.56% / 95.54% / 14.3531.0% (88.56% / 95.54% / 14.3731.1% (88.55% / 95.54% / 14.3631.1% (88.55% / 95.55% / 14.3631.1% (88.55% / 95.55% / 14.3531.2% (88.55% / 95.55% / 14.3231.2% (88.52% / 95.54% / 14.2931.2% (88.51% / 95.54% / 14.2531.2% (88.50% / 95.54% / 14.3031.3% (88.50% / 95.54% / 14.3131.3% (88.49% / 95.54% / 14.3031.3% (88.50% / 95.54% / 14.2931.4% (88.49% / 95.54% / 14.2631.4% (88.46% / 95.53% / 14.2231.4% (88.47% / 95.53% / 14.2431.4% (88.46% / 95.53% / 14.2231.5% (88.46% / 95.53% / 14.2531.5% (88.46% / 95.53% / 14.2731.5% (88.46% / 95.53% / 14.2631.6% (88.46% / 95.53% / 14.2531.6% (88.46% / 95.53% / 14.2431.6% (88.46% / 95.53% / 14.2631.6% (88.46% / 95.53% / 14.2631.7% (88.46% / 95.53% / 14.2431.7% (88.46% / 95.53% / 14.2631.7% (88.45% / 95.52% / 14.2531.8% (88.44% / 95.52% / 14.2631.8% (88.44% / 95.52% / 14.3131.8% (88.44% / 95.51% / 14.3431.8% (88.43% / 95.51% / 14.3431.9% (88.43% / 95.51% / 14.3531.9% (88.42% / 95.51% / 14.3331.9% (88.42% / 95.51% / 14.3432.0% (88.42% / 95.51% / 14.3932.0% (88.41% / 95.50% / 14.38%)32.0% (88.40% / 95.51% / 14.3732.0% (88.41% / 95.51% / 14.3732.1% (88.40% / 95.51% / 14.4032.1% (88.41% / 95.51% / 14.4032.1% (88.40% / 95.51% / 14.4032.2% (88.41% / 95.51% / 14.4032.2% (88.41% / 95.51% / 14.3932.2% (88.41% / 95.51% / 14.4432.2% (88.41% / 95.51% / 14.4432.3% (88.41% / 95.51% / 14.4632.3% (88.40% / 95.51% / 14.4532.3% (88.40% / 95.51% / 14.4532.4% (88.40% / 95.51% / 14.4432.4% (88.40% / 95.51% / 14.4532.4% (88.39% / 95.50% / 14.4532.4% (88.39% / 95.50% / 14.4832.5% (88.38% / 95.49% / 14.4732.5% (88.37% / 95.49% / 14.4632.5% (88.36% / 95.47% / 14.4432.6% (88.35% / 95.47% / 14.4332.6% (88.34% / 95.47% / 14.3932.6% (88.35% / 95.47% / 14.4232.6% (88.33% / 95.46% / 14.4732.7% (88.32% / 95.45% / 14.5132.7% (88.33% / 95.45% / 14.5732.7% (88.32% / 95.45% / 14.5832.8% (88.31% / 95.45% / 14.6632.8% (88.31% / 95.44% / 14.7132.8% (88.31% / 95.44% / 14.6932.8% (88.30% / 95.44% / 14.6932.9% (88.30% / 95.44% / 14.7132.9% (88.30% / 95.43% / 14.7432.9% (88.30% / 95.44% / 14.7333.0% (88.30% / 95.44% / 14.7333.0% (88.30% / 95.44% / 14.7333.0% (88.31% / 95.44% / 14.7333.0% (88.31% / 95.44% / 14.7433.1% (88.31% / 95.44% / 14.7833.1% (88.30% / 95.43% / 14.7733.1% (88.27% / 95.42% / 14.7033.2% (88.27% / 95.41% / 14.7133.2% (88.27% / 95.41% / 14.7033.2% (88.27% / 95.42% / 14.6833.2% (88.27% / 95.42% / 14.6733.3% (88.27% / 95.42% / 14.6733.3% (88.26% / 95.42% / 14.6633.3% (88.26% / 95.41% / 14.6933.4% (88.26% / 95.41% / 14.6933.4% (88.26% / 95.41% / 14.6833.4% (88.26% / 95.41% / 14.7033.4% (88.25% / 95.40% / 14.6933.5% (88.25% / 95.40% / 14.6733.5% (88.24% / 95.38% / 14.6833.5% (88.23% / 95.39% / 14.6933.6% (88.23% / 95.39% / 14.6633.6% (88.22% / 95.39% / 14.6633.6% (88.23% / 95.39% / 14.6833.6% (88.22% / 95.39% / 14.6833.7% (88.23% / 95.39% / 14.6733.7% (88.23% / 95.39% / 14.6733.7% (88.23% / 95.39% / 14.6733.8% (88.23% / 95.39% / 14.7433.8% (88.23% / 95.39% / 14.7333.8% (88.23% / 95.39% / 14.7533.8% (88.23% / 95.39% / 14.7433.9% (88.23% / 95.40% / 14.7433.9% (88.23% / 95.40% / 14.7433.9% (88.23% / 95.40% / 14.7434.0% (88.21% / 95.39% / 14.7234.0% (88.21% / 95.38% / 14.7434.0% (88.21% / 95.38% / 14.7734.0% (88.20% / 95.38% / 14.7734.1% (88.21% / 95.38% / 14.7734.1% (88.19% / 95.35% / 14.7734.1% (88.19% / 95.35% / 14.7634.2% (88.18% / 95.34% / 14.7934.2% (88.17% / 95.33% / 14.8134.2% (88.18% / 95.33% / 14.8034.2% (88.17% / 95.33% / 14.7734.3% (88.17% / 95.33% / 14.7734.3% (88.17% / 95.33% / 14.7734.3% (88.18% / 95.33% / 14.7734.4% (88.17% / 95.33% / 14.7834.4% (88.18% / 95.33% / 14.8034.4% (88.18% / 95.33% / 14.8034.5% (88.18% / 95.33% / 14.8034.5% (88.19% / 95.33% / 14.8334.5% (88.20% / 95.33% / 14.8234.5% (88.19% / 95.33% / 14.8134.6% (88.19% / 95.33% / 14.8034.6% (88.20% / 95.33% / 14.8034.6% (88.19% / 95.33% / 14.7934.7% (88.19% / 95.33% / 14.7834.7% (88.19% / 95.33% / 14.7834.7% (88.20% / 95.33% / 14.8334.7% (88.20% / 95.33% / 14.8534.8% (88.20% / 95.33% / 14.8534.8% (88.20% / 95.33% / 14.8434.8% (88.20% / 95.33% / 14.8334.9% (88.20% / 95.32% / 14.8834.9% (88.19% / 95.32% / 14.8734.9% (88.19% / 95.32% / 14.8634.9% (88.20% / 95.32% / 14.8635.0% (88.20% / 95.33% / 14.8535.0% (88.20% / 95.32% / 14.8535.0% (88.19% / 95.31% / 14.8435.1% (88.19% / 95.31% / 14.8335.1% (88.18% / 95.30% / 14.8435.1% (88.18% / 95.31% / 14.8335.1% (88.19% / 95.31% / 14.8835.2% (88.18% / 95.30% / 14.9035.2% (88.18% / 95.30% / 14.9435.2% (88.19% / 95.31% / 14.9335.3% (88.19% / 95.31% / 14.9235.3% (88.20% / 95.31% / 14.9235.3% (88.19% / 95.31% / 14.9135.3% (88.20% / 95.31% / 14.9135.4% (88.20% / 95.31% / 14.9035.4% (88.21% / 95.32% / 14.9035.4% (88.21% / 95.32% / 14.9035.5% (88.20% / 95.31% / 14.8935.5% (88.20% / 95.31% / 14.8835.5% (88.20% / 95.31% / 14.8835.5% (88.21% / 95.31% / 14.8835.6% (88.22% / 95.31% / 14.9135.6% (88.22% / 95.31% / 14.9135.6% (88.23% / 95.31% / 14.9135.7% (88.23% / 95.30% / 14.8935.7% (88.23% / 95.30% / 14.8935.7% (88.23% / 95.30% / 14.9135.7% (88.23% / 95.31% / 14.9035.8% (88.23% / 95.31% / 14.9035.8% (88.23% / 95.31% / 14.9135.8% (88.24% / 95.31% / 14.9035.9% (88.23% / 95.30% / 14.9035.9% (88.24% / 95.31% / 14.8835.9% (88.24% / 95.31% / 14.8835.9% (88.23% / 95.31% / 14.8636.0% (88.23% / 95.31% / 14.8636.0% (88.23% / 95.31% / 14.8636.0% (88.23% / 95.31% / 14.8636.1% (88.23% / 95.31% / 14.8436.1% (88.23% / 95.31% / 14.8736.1% (88.24% / 95.32% / 14.8536.1% (88.24% / 95.32% / 14.8436.2% (88.24% / 95.32% / 14.8536.2% (88.24% / 95.32% / 14.8536.2% (88.23% / 95.33% / 14.8536.3% (88.24% / 95.33% / 14.8536.3% (88.24% / 95.33% / 14.8536.3% (88.24% / 95.33% / 14.8736.3% (88.25% / 95.33% / 14.8636.4% (88.25% / 95.33% / 14.8636.4% (88.25% / 95.34% / 14.8536.4% (88.24% / 95.33% / 14.8736.5% (88.24% / 95.33% / 14.8636.5% (88.25% / 95.33% / 14.8636.5% (88.25% / 95.33% / 14.8536.5% (88.25% / 95.33% / 14.8536.6% (88.24% / 95.33% / 14.8336.6% (88.24% / 95.33% / 14.8136.6% (88.24% / 95.33% / 14.8036.7% (88.24% / 95.33% / 14.8036.7% (88.24% / 95.32% / 14.7936.7% (88.24% / 95.32% / 14.8136.7% (88.24% / 95.32% / 14.8136.8% (88.24% / 95.32% / 14.8136.8% (88.25% / 95.32% / 14.8136.8% (88.25% / 95.33% / 14.7836.9% (88.26% / 95.33% / 14.7836.9% (88.26% / 95.33% / 14.7836.9% (88.26% / 95.33% / 14.7736.9% (88.26% / 95.33% / 14.7737.0% (88.26% / 95.33% / 14.7637.0% (88.26% / 95.33% / 14.7637.0% (88.26% / 95.33% / 14.7737.1% (88.27% / 95.34% / 14.8237.1% (88.27% / 95.33% / 14.8137.1% (88.27% / 95.33% / 14.8037.1% (88.26% / 95.33% / 14.7937.2% (88.25% / 95.32% / 14.7637.2% (88.25% / 95.32% / 14.7437.2% (88.25% / 95.32% / 14.7337.3% (88.24% / 95.32% / 14.7837.3% (88.25% / 95.32% / 14.7737.3% (88.24% / 95.32% / 14.7637.3% (88.24% / 95.32% / 14.7637.4% (88.24% / 95.31% / 14.7537.4% (88.24% / 95.32% / 14.7537.4% (88.24% / 95.32% / 14.7337.5% (88.24% / 95.32% / 14.7037.5% (88.25% / 95.32% / 14.7037.5% (88.25% / 95.32% / 14.6937.5% (88.24% / 95.32% / 14.6937.6% (88.25% / 95.32% / 14.6937.6% (88.25% / 95.32% / 14.7237.6% (88.25% / 95.32% / 14.7137.7% (88.25% / 95.32% / 14.7137.7% (88.25% / 95.32% / 14.7137.7% (88.24% / 95.32% / 14.7037.7% (88.24% / 95.32% / 14.7037.8% (88.24% / 95.32% / 14.7037.8% (88.25% / 95.32% / 14.7037.8% (88.25% / 95.32% / 14.6937.9% (88.25% / 95.33% / 14.6937.9% (88.26% / 95.33% / 14.6937.9% (88.25% / 95.32% / 14.6937.9% (88.25% / 95.33% / 14.6838.0% (88.26% / 95.33% / 14.6738.0% (88.26% / 95.33% / 14.6938.0% (88.26% / 95.33% / 14.7038.1% (88.26% / 95.33% / 14.7038.1% (88.26% / 95.33% / 14.6938.1% (88.27% / 95.33% / 14.6838.1% (88.26% / 95.33% / 14.6738.2% (88.25% / 95.33% / 14.6538.2% (88.24% / 95.32% / 14.6938.2% (88.24% / 95.32% / 14.6838.3% (88.24% / 95.33% / 14.6738.3% (88.25% / 95.33% / 14.6738.3% (88.25% / 95.33% / 14.6838.3% (88.26% / 95.33% / 14.6838.4% (88.25% / 95.33% / 14.6738.4% (88.25% / 95.33% / 14.6638.4% (88.25% / 95.33% / 14.6438.5% (88.24% / 95.33% / 14.6038.5% (88.24% / 95.33% / 14.6238.5% (88.24% / 95.33% / 14.6338.5% (88.23% / 95.33% / 14.6838.6% (88.22% / 95.32% / 14.6738.6% (88.22% / 95.32% / 14.6538.6% (88.22% / 95.32% / 14.6538.7% (88.22% / 95.31% / 14.6438.7% (88.22% / 95.32% / 14.6338.7% (88.22% / 95.31% / 14.6338.7% (88.22% / 95.31% / 14.6438.8% (88.21% / 95.31% / 14.6238.8% (88.21% / 95.31% / 14.6138.8% (88.21% / 95.31% / 14.6338.9% (88.21% / 95.31% / 14.6338.9% (88.20% / 95.31% / 14.6138.9% (88.20% / 95.31% / 14.6138.9% (88.20% / 95.31% / 14.6039.0% (88.20% / 95.31% / 14.6339.0% (88.20% / 95.31% / 14.6239.0% (88.20% / 95.32% / 14.6139.1% (88.19% / 95.31% / 14.6139.1% (88.19% / 95.31% / 14.6139.1% (88.19% / 95.31% / 14.6339.1% (88.19% / 95.31% / 14.6339.2% (88.18% / 95.31% / 14.6439.2% (88.18% / 95.31% / 14.6439.2% (88.18% / 95.31% / 14.6239.3% (88.18% / 95.31% / 14.6239.3% (88.17% / 95.31% / 14.6139.3% (88.17% / 95.31% / 14.6139.3% (88.17% / 95.31% / 14.6039.4% (88.17% / 95.30% / 14.5939.4% (88.16% / 95.30% / 14.5839.4% (88.17% / 95.30% / 14.6139.5% (88.16% / 95.30% / 14.6039.5% (88.16% / 95.30% / 14.5939.5% (88.16% / 95.29% / 14.5939.5% (88.15% / 95.29% / 14.5839.6% (88.15% / 95.29% / 14.6139.6% (88.15% / 95.29% / 14.6039.6% (88.14% / 95.29% / 14.5939.7% (88.14% / 95.29% / 14.5839.7% (88.13% / 95.29% / 14.5739.7% (88.13% / 95.29% / 14.5639.7% (88.13% / 95.29% / 14.5539.8% (88.13% / 95.29% / 14.5539.8% (88.13% / 95.29% / 14.5439.8% (88.12% / 95.29% / 14.53%)39.9% (88.12% / 95.29% / 14.5239.9% (88.13% / 95.29% / 14.5239.9% (88.13% / 95.29% / 14.5239.9% (88.13% / 95.30% / 14.5340.0% (88.13% / 95.30% / 14.5340.0% (88.13% / 95.30% / 14.5240.0% (88.13% / 95.30% / 14.5140.1% (88.13% / 95.30% / 14.5340.1% (88.12% / 95.30% / 14.5140.1% (88.13% / 95.30% / 14.5040.1% (88.13% / 95.30% / 14.5040.2% (88.13% / 95.30% / 14.5240.2% (88.13% / 95.30% / 14.5240.2% (88.13% / 95.30% / 14.5240.3% (88.12% / 95.30% / 14.5140.3% (88.12% / 95.30% / 14.4840.3% (88.11% / 95.30% / 14.4740.3% (88.11% / 95.30% / 14.4640.4% (88.11% / 95.31% / 14.4740.4% (88.11% / 95.31% / 14.4640.4% (88.11% / 95.31% / 14.4640.5% (88.11% / 95.31% / 14.4640.5% (88.11% / 95.31% / 14.4540.5% (88.12% / 95.31% / 14.4540.5% (88.12% / 95.31% / 14.4540.6% (88.11% / 95.29% / 14.4440.6% (88.11% / 95.30% / 14.4440.6% (88.11% / 95.29% / 14.4340.7% (88.11% / 95.29% / 14.4340.7% (88.11% / 95.29% / 14.4340.7% (88.11% / 95.29% / 14.4340.8% (88.12% / 95.29% / 14.4340.8% (88.12% / 95.29% / 14.4340.8% (88.12% / 95.29% / 14.4540.8% (88.13% / 95.30% / 14.4440.9% (88.13% / 95.29% / 14.4340.9% (88.13% / 95.29% / 14.4240.9% (88.13% / 95.30% / 14.4141.0% (88.13% / 95.30% / 14.4141.0% (88.12% / 95.30% / 14.3941.0% (88.12% / 95.30% / 14.3841.0% (88.12% / 95.30% / 14.3741.1% (88.12% / 95.30% / 14.3641.1% (88.12% / 95.30% / 14.3541.1% (88.12% / 95.30% / 14.3541.2% (88.11% / 95.29% / 14.3541.2% (88.11% / 95.29% / 14.3441.2% (88.11% / 95.29% / 14.3341.2% (88.11% / 95.29% / 14.3541.3% (88.11% / 95.29% / 14.3641.3% (88.11% / 95.30% / 14.4141.3% (88.11% / 95.29% / 14.4041.4% (88.12% / 95.30% / 14.4441.4% (88.11% / 95.29% / 14.4341.4% (88.11% / 95.29% / 14.4241.4% (88.11% / 95.29% / 14.4141.5% (88.11% / 95.29% / 14.4141.5% (88.11% / 95.29% / 14.4041.5% (88.11% / 95.29% / 14.4041.6% (88.10% / 95.29% / 14.3741.6% (88.09% / 95.28% / 14.3641.6% (88.09% / 95.28% / 14.3641.6% (88.09% / 95.27% / 14.3541.7% (88.09% / 95.27% / 14.3541.7% (88.09% / 95.28% / 14.3541.7% (88.09% / 95.27% / 14.3441.8% (88.09% / 95.27% / 14.3341.8% (88.09% / 95.28% / 14.3341.8% (88.08% / 95.27% / 14.3241.8% (88.07% / 95.27% / 14.3141.9% (88.08% / 95.28% / 14.3341.9% (88.08% / 95.28% / 14.3341.9% (88.08% / 95.28% / 14.3542.0% (88.07% / 95.28% / 14.3442.0% (88.07% / 95.28% / 14.3342.0% (88.07% / 95.28% / 14.3142.0% (88.06% / 95.28% / 14.3042.1% (88.06% / 95.28% / 14.3042.1% (88.06% / 95.28% / 14.3542.1% (88.06% / 95.27% / 14.3542.2% (88.08% / 95.27% / 14.3642.2% (88.08% / 95.28% / 14.3642.2% (88.09% / 95.28% / 14.3842.2% (88.09% / 95.28% / 14.3942.3% (88.09% / 95.28% / 14.3842.3% (88.10% / 95.29% / 14.3842.3% (88.10% / 95.29% / 14.3742.4% (88.11% / 95.29% / 14.3942.4% (88.10% / 95.29% / 14.4342.4% (88.11% / 95.28% / 14.4342.4% (88.10% / 95.28% / 14.4342.5% (88.11% / 95.28% / 14.4542.5% (88.10% / 95.28% / 14.4342.5% (88.10% / 95.28% / 14.4342.6% (88.10% / 95.29% / 14.4242.6% (88.10% / 95.29% / 14.4242.6% (88.11% / 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14.3243.6% (88.12% / 95.30% / 14.3143.6% (88.12% / 95.29% / 14.3243.6% (88.12% / 95.29% / 14.3243.7% (88.11% / 95.29% / 14.3343.7% (88.11% / 95.29% / 14.3043.7% (88.11% / 95.30% / 14.3043.8% (88.11% / 95.30% / 14.3043.8% (88.12% / 95.30% / 14.3043.8% (88.12% / 95.30% / 14.3243.8% (88.12% / 95.30% / 14.3443.9% (88.12% / 95.30% / 14.3843.9% (88.12% / 95.30% / 14.3743.9% (88.13% / 95.31% / 14.3744.0% (88.12% / 95.30% / 14.3744.0% (88.12% / 95.30% / 14.3644.0% (88.12% / 95.30% / 14.3844.0% (88.12% / 95.30% / 14.3944.1% (88.12% / 95.31% / 14.3944.1% (88.12% / 95.31% / 14.3844.1% (88.12% / 95.31% / 14.3944.2% (88.12% / 95.31% / 14.3944.2% (88.12% / 95.30% / 14.3844.2% (88.11% / 95.29% / 14.4044.2% (88.11% / 95.29% / 14.4044.3% (88.11% / 95.29% / 14.4144.3% (88.11% / 95.29% / 14.4144.3% (88.11% / 95.29% / 14.4544.4% (88.12% / 95.29% / 14.4644.4% (88.12% / 95.29% / 14.4644.4% (88.12% / 95.30% / 14.4644.4% (88.12% / 95.30% / 14.4544.5% (88.12% / 95.30% / 14.4644.5% (88.11% / 95.30% / 14.4644.5% 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(88.21% / 95.35% / 14.3447.4% (88.20% / 95.35% / 14.3447.5% (88.20% / 95.35% / 14.3347.5% (88.20% / 95.35% / 14.3347.5% (88.20% / 95.35% / 14.3247.5% (88.20% / 95.35% / 14.3247.6% (88.19% / 95.35% / 14.3347.6% (88.19% / 95.35% / 14.3347.6% (88.19% / 95.34% / 14.3247.7% (88.19% / 95.34% / 14.3347.7% (88.18% / 95.34% / 14.32%)47.7% (88.19% / 95.34% / 14.3247.7% (88.19% / 95.34% / 14.3147.8% (88.17% / 95.33% / 14.3447.8% (88.17% / 95.33% / 14.3447.8% (88.17% / 95.32% / 14.3247.9% (88.17% / 95.32% / 14.3347.9% (88.16% / 95.31% / 14.3247.9% (88.16% / 95.31% / 14.3147.9% (88.16% / 95.32% / 14.3048.0% (88.16% / 95.32% / 14.3048.0% (88.15% / 95.32% / 14.3248.0% (88.15% / 95.31% / 14.3148.1% (88.15% / 95.31% / 14.3148.1% (88.15% / 95.31% / 14.3048.1% (88.14% / 95.31% / 14.2948.1% (88.14% / 95.31% / 14.2848.2% (88.14% / 95.31% / 14.3348.2% (88.13% / 95.31% / 14.3548.2% (88.13% / 95.32% / 14.3448.3% (88.12% / 95.31% / 14.3348.3% (88.12% / 95.31% / 14.3448.3% (88.12% / 95.31% / 14.3648.3% (88.12% 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(88.11% / 95.46% / 15.7962.7% (88.10% / 95.45% / 15.7962.7% (88.10% / 95.46% / 15.7862.7% (88.09% / 95.46% / 15.8062.8% (88.09% / 95.45% / 15.8162.8% (88.09% / 95.45% / 15.8162.8% (88.09% / 95.46% / 15.8062.9% (88.09% / 95.46% / 15.7962.9% (88.09% / 95.46% / 15.7962.9% (88.09% / 95.46% / 15.8162.9% (88.09% / 95.46% / 15.8363.0% (88.10% / 95.46% / 15.8663.0% (88.10% / 95.46% / 15.8863.0% (88.10% / 95.46% / 15.9163.1% (88.10% / 95.46% / 15.9063.1% (88.09% / 95.46% / 15.9663.1% (88.08% / 95.46% / 15.9763.1% (88.08% / 95.46% / 15.9563.2% (88.08% / 95.46% / 15.9563.2% (88.08% / 95.46% / 15.9663.2% (88.08% / 95.46% / 15.9563.3% (88.08% / 95.46% / 15.9563.3% (88.08% / 95.46% / 15.9663.3% (88.08% / 95.47% / 15.9563.3% (88.08% / 95.47% / 15.9863.4% (88.08% / 95.47% / 16.04%)63.4% (88.08% / 95.47% / 16.0363.4% (88.07% / 95.47% / 16.0463.5% (88.07% / 95.47% / 16.0763.5% (88.07% / 95.47% / 16.0963.5% (88.07% / 95.47% / 16.1463.5% (88.07% / 95.47% / 16.2063.6% (88.08% / 95.47% / 16.2563.6% (88.08% 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/ 95.27% / 17.8495.1% (87.67% / 95.28% / 17.8395.1% (87.67% / 95.27% / 17.8395.2% (87.67% / 95.27% / 17.8395.2% (87.67% / 95.28% / 17.8395.2% (87.67% / 95.28% / 17.8295.2% (87.67% / 95.28% / 17.8195.3% (87.67% / 95.28% / 17.8295.3% (87.67% / 95.28% / 17.8195.3% (87.66% / 95.28% / 17.8295.4% (87.66% / 95.27% / 17.8295.4% (87.66% / 95.28% / 17.8295.4% (87.66% / 95.27% / 17.8195.4% (87.66% / 95.27% / 17.8195.5% (87.66% / 95.27% / 17.8195.5% (87.66% / 95.28% / 17.8295.5% (87.66% / 95.28% / 17.8295.6% (87.66% / 95.28% / 17.8295.6% (87.66% / 95.28% / 17.8395.6% (87.66% / 95.28% / 17.8395.6% (87.66% / 95.28% / 17.8495.7% (87.66% / 95.28% / 17.8495.7% (87.66% / 95.28% / 17.8495.7% (87.66% / 95.28% / 17.8495.8% (87.66% / 95.28% / 17.8595.8% (87.66% / 95.28% / 17.8595.8% (87.65% / 95.27% / 17.8395.8% (87.65% / 95.27% / 17.8495.9% (87.65% / 95.28% / 17.8495.9% (87.65% / 95.27% / 17.8395.9% (87.65% / 95.27% / 17.8396.0% (87.65% / 95.27% / 17.8396.0% (87.65% / 95.27% / 17.8396.0% (87.65% / 95.27% / 17.8296.0% (87.64% / 95.27% / 17.8196.1% (87.64% / 95.27% / 17.8096.1% (87.64% / 95.27% / 17.8096.1% (87.64% / 95.27% / 17.8096.2% (87.63% / 95.27% / 17.8096.2% (87.63% / 95.27% / 17.7996.2% (87.62% / 95.27% / 17.7996.2% (87.62% / 95.27% / 17.7996.3% (87.62% / 95.27% / 17.7996.3% (87.62% / 95.27% / 17.7996.3% (87.62% / 95.27% / 17.8096.4% (87.62% / 95.27% / 17.8096.4% (87.62% / 95.27% / 17.7996.4% (87.62% / 95.27% / 17.8196.4% (87.61% / 95.27% / 17.8096.5% (87.62% / 95.27% / 17.8196.5% (87.62% / 95.27% / 17.8196.5% (87.62% / 95.27% / 17.8196.6% (87.62% / 95.27% / 17.8396.6% (87.62% / 95.28% / 17.8396.6% (87.62% / 95.27% / 17.8396.6% (87.62% / 95.27% / 17.8296.7% (87.62% / 95.27% / 17.8296.7% (87.62% / 95.27% / 17.8296.7% (87.62% / 95.28% / 17.8296.8% (87.62% / 95.28% / 17.8296.8% (87.62% / 95.27% / 17.8696.8% (87.61% / 95.27% / 17.8596.8% (87.61% / 95.28% / 17.8696.9% (87.61% / 95.27% / 17.8796.9% (87.62% / 95.27% / 17.8896.9% (87.62% / 95.27% / 17.8897.0% (87.62% / 95.28% / 17.8897.0% (87.61% / 95.27% / 17.8897.0% (87.61% / 95.27% / 17.8897.1% (87.61% / 95.27% / 17.8797.1% (87.61% / 95.27% / 17.8797.1% (87.61% / 95.27% / 17.8797.1% (87.61% / 95.27% / 17.8797.2% (87.61% / 95.27% / 17.8897.2% (87.61% / 95.27% / 17.8897.2% (87.61% / 95.27% / 17.8997.3% (87.61% / 95.27% / 17.8897.3% (87.61% / 95.27% / 17.8897.3% (87.61% / 95.27% / 17.8897.3% (87.61% / 95.27% / 17.9097.4% (87.61% / 95.27% / 17.8997.4% (87.60% / 95.27% / 17.8997.4% (87.60% / 95.27% / 17.9197.5% (87.60% / 95.26% / 17.9197.5% (87.60% / 95.26% / 17.9197.5% (87.60% / 95.26% / 17.9397.5% (87.60% / 95.26% / 17.9397.6% (87.60% / 95.26% / 17.9397.6% (87.60% / 95.27% / 17.9497.6% (87.60% / 95.27% / 17.9497.7% (87.60% / 95.27% / 17.9497.7% (87.60% / 95.27% / 17.9497.7% (87.60% / 95.27% / 17.9497.7% (87.60% / 95.27% / 17.9497.8% (87.60% / 95.27% / 17.9497.8% (87.60% / 95.26% / 17.9597.8% (87.60% / 95.26% / 17.9697.9% (87.60% / 95.26% / 17.9997.9% (87.60% / 95.26% / 17.9997.9% (87.60% / 95.26% / 18.0197.9% (87.61% / 95.26% / 18.0198.0% (87.60% / 95.26% / 18.0098.0% (87.60% / 95.26% / 18.0098.0% (87.61% / 95.27% / 18.0098.1% (87.61% / 95.27% / 18.0198.1% (87.61% / 95.26% / 18.0298.1% (87.61% / 95.26% / 18.0198.1% (87.60% / 95.26% / 18.0198.2% (87.60% / 95.26% / 18.0198.2% (87.60% / 95.26% / 18.0298.2% (87.60% / 95.26% / 18.0398.3% (87.60% / 95.26% / 18.0398.3% (87.60% / 95.26% / 18.0398.3% (87.60% / 95.26% / 18.0398.3% (87.60% / 95.26% / 18.0498.4% (87.60% / 95.26% / 18.0498.4% (87.60% / 95.26% / 18.0398.4% (87.60% / 95.26% / 18.0498.5% (87.59% / 95.26% / 18.0398.5% (87.60% / 95.26% / 18.0398.5% (87.60% / 95.26% / 18.0398.5% (87.60% / 95.26% / 18.0298.6% (87.60% / 95.26% / 18.0498.6% (87.59% / 95.26% / 18.0298.6% (87.59% / 95.26% / 18.0298.7% (87.59% / 95.26% / 18.0298.7% (87.59% / 95.26% / 18.0298.7% (87.59% / 95.26% / 18.0398.7% (87.58% / 95.26% / 18.0498.8% (87.58% / 95.26% / 18.0598.8% (87.58% / 95.26% / 18.0598.8% (87.58% / 95.26% / 18.0598.9% (87.58% / 95.26% / 18.0598.9% (87.58% / 95.26% / 18.0598.9% (87.58% / 95.26% / 18.0498.9% (87.58% / 95.26% / 18.0499.0% (87.58% / 95.26% / 18.0499.0% (87.57% / 95.26% / 18.0499.0% (87.57% / 95.26% / 18.0499.1% (87.57% / 95.26% / 18.0599.1% (87.58% / 95.26% / 18.0599.1% (87.58% / 95.26% / 18.0499.1% (87.58% / 95.26% / 18.0499.2% (87.58% / 95.26% / 18.0499.2% (87.58% / 95.25% / 18.0499.2% (87.58% / 95.26% / 18.0599.3% (87.58% / 95.26% / 18.0599.3% (87.58% / 95.26% / 18.0699.3% (87.58% / 95.26% / 18.0499.3% (87.58% / 95.26% / 18.0399.4% (87.58% / 95.26% / 18.0499.4% (87.58% / 95.26% / 18.0399.4% (87.58% / 95.26% / 18.0399.5% (87.58% / 95.26% / 18.0399.5% (87.58% / 95.26% / 18.0399.5% (87.57% / 95.25% / 18.0499.5% (87.58% / 95.26% / 18.0299.6% (87.58% / 95.25% / 18.0299.6% (87.58% / 95.25% / 18.0299.6% (87.58% / 95.25% / 18.0199.7% (87.58% / 95.25% / 18.0399.7% (87.57% / 95.25% / 18.0399.7% (87.58% / 95.25% / 18.0399.7% (87.58% / 95.25% / 18.0399.8% (87.57% / 95.25% / 18.0399.8% (87.58% / 95.25% / 18.0399.8% (87.58% / 95.25% / 18.0499.9% (87.57% / 95.25% / 18.0399.9% (87.57% / 95.25% / 18.0399.9% (87.57% / 95.25% / 18.0199.9% (87.57% / 95.25% / 18.01%100.0% (87.57% / 95.25% / 18.01%)
Accuracy: 87.57% / 95.25% / 18.01%

g \ m	sp000	nc0s000	da0000	aq0000	fc	nc0p000	rg	np00000	fp	cc
sp000	14.28	0.05	-	-	-	-	0.01	-	-	-	
nc0s000	0.00	12.20	-	0.26	-	0.00	0.03	0.00	-	0.00	
da0000	-	0.15	9.54	-	-	-	-	-	-	-	
aq0000	0.01	2.04	-	4.86	-	0.12	0.00	-	-	-	
fc	-	-	-	-	5.85	-	-	-	-	-	
nc0p000	-	1.24	-	0.22	-	4.06	-	-	-	-	
rg	0.02	0.31	-	0.03	-	-	3.29	-	-	0.02	
np00000	0.00	2.05	-	0.00	-	0.00	-	1.52	-	0.00	
fp	-	-	-	-	-	-	-	-	3.55	-	
cc	0.00	0.01	-	-	-	-	0.05	0.00	-	3.34

La matriz de confusión muestra en la fila X columna Y la proporción de veces que el tagger eligió el tag Y pero el tag verdadero es X. Sólo se imprime la matriz para los 10 tags más frecuentes, pero la variable 'error_count' contiene los valores para todas las combinaciones posibles de los 81 tags.

Se puede ver que uno de los principales errorres del tagger es confundir nombre propio (np00000) con nombre común (nc0s000), con un 2.05% del error total.

El script de evaluación guarda además un diccionario 'error_sents' con el índice de las oraciones en las que ocurre cada error. Por ejemplo, podemos ver algunas oraciones en las que el tagger confunde nombre propio con nombre común:

In [23]:

list(error_sents['np00000']['nc0s000'])[:10]

Out[23]:

[0, 1, 2050, 2051, 4, 5, 6, 7, 8, 9]

Analizando Error en una Oración Puntual¶

Veamos la oración 2141 en la que también se da este error:

In [39]:

sents[2141]

Out[39]:

[('No', 'rn'),
 ('queremos', 'vmip000'),
 ('pensar', 'vmn0000'),
 ('que', 'cs'),
 ('ese', 'dd0000'),
 ('lugar', 'nc0s000'),
 ('sea', 'vssp000'),
 ('la', 'da0000'),
 ('Antártida', 'np00000'),
 ('.', 'fp')]

In [38]:

sent = sents[2141]
words, tags = zip(*sent)  # separar las palabras de los tags
model.tag(words)

Out[38]:

['rn',
 'vmip000',
 'vmn0000',
 'pr000000',
 'dd0000',
 'nc0s000',
 'vssp000',
 'da0000',
 'nc0s000',
 'fp']

In [43]:

model.unknown('Antártida')

Out[43]:

True

Es claro que el tagger se puede mejorar para palabras desconocidas mirando características como el uso de mayúsculas y también de caracteres no estándar del inglés (e.g. letras acentuadas).