{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tune a CNN on MNIST\n",
"\n",
"This tutorial walks through using Ax to tune two hyperparameters (learning rate and momentum) for a PyTorch CNN on the MNIST dataset trained using SGD with momentum.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:33:21] ipy_plotting: Injecting Plotly library into cell. Do not overwrite or delete cell.\n"
]
},
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import torch\n",
"import numpy as np\n",
"\n",
"from ax.plot.contour import plot_contour\n",
"from ax.plot.trace import optimization_trace_single_method\n",
"from ax.service.managed_loop import optimize\n",
"from ax.utils.notebook.plotting import render, init_notebook_plotting\n",
"from ax.utils.tutorials.cnn_utils import load_mnist, train, evaluate, CNN\n",
"\n",
"init_notebook_plotting()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"torch.manual_seed(12345)\n",
"dtype = torch.float\n",
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Load MNIST data\n",
"First, we need to load the MNIST data and partition it into training, validation, and test sets.\n",
"\n",
"Note: this will download the dataset if necessary."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.1%"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"100.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"100.1%"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting ./data/MNIST/raw/train-images-idx3-ubyte.gz to ./data/MNIST/raw\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"113.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"1.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.0%"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./data/MNIST/raw/train-labels-idx1-ubyte.gz\n",
"Extracting ./data/MNIST/raw/train-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"2.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"3.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"4.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"5.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"6.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"7.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"8.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"9.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"10.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"11.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"12.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"13.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"14.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"15.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"16.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"17.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"18.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"19.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"20.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"21.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"22.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"23.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"24.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"25.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"26.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"27.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"28.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"29.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"30.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"31.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"32.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"33.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"34.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"35.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"36.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"37.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.3%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"38.8%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"39.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"40.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"41.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"42.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"43.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"44.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"45.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"46.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"47.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"48.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"49.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"50.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"51.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"52.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"53.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.2%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"54.7%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"55.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"56.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"57.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"58.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"59.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"60.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"61.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"62.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"63.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"64.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"65.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"66.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"67.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"68.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"69.6%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.1%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"70.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"71.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"72.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"73.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"74.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"75.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"76.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"77.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"78.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"79.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"80.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"81.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"82.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"83.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"84.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"85.5%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"86.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"87.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"88.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"89.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"90.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"91.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"92.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"93.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"94.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"95.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"96.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"97.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"98.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"99.9%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"100.4%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"180.4%"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting ./data/MNIST/raw/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n",
"Extracting ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
"Processing...\n",
"Done!\n"
]
}
],
"source": [
"BATCH_SIZE = 512\n",
"train_loader, valid_loader, test_loader = load_mnist(batch_size=BATCH_SIZE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Define function to optimize\n",
"In this tutorial, we want to optimize classification accuracy on the validation set as a function of the learning rate and momentum. The function takes in a parameterization (set of parameter values), computes the classification accuracy, and returns a dictionary of metric name ('accuracy') to a tuple with the mean and standard error."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def train_evaluate(parameterization):\n",
" net = CNN()\n",
" net = train(net=net, train_loader=train_loader, parameters=parameterization, dtype=dtype, device=device)\n",
" return evaluate(\n",
" net=net,\n",
" data_loader=valid_loader,\n",
" dtype=dtype,\n",
" device=device,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Run the optimization loop\n",
"Here, we set the bounds on the learning rate and momentum and set the parameter space for the learning rate to be on a log scale. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:33:24] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 5 arms, GPEI for subsequent arms], generated 0 arm(s) so far). Iterations after 5 will take longer to generate due to model-fitting.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:33:24] ax.service.managed_loop: Started full optimization with 20 steps.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:33:24] ax.service.managed_loop: Running optimization trial 1...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:33:35] ax.service.managed_loop: Running optimization trial 2...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:33:44] ax.service.managed_loop: Running optimization trial 3...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:33:54] ax.service.managed_loop: Running optimization trial 4...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:34:04] ax.service.managed_loop: Running optimization trial 5...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:34:14] ax.service.managed_loop: Running optimization trial 6...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:34:25] ax.service.managed_loop: Running optimization trial 7...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:34:36] ax.service.managed_loop: Running optimization trial 8...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:34:47] ax.service.managed_loop: Running optimization trial 9...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:34:58] ax.service.managed_loop: Running optimization trial 10...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:35:09] ax.service.managed_loop: Running optimization trial 11...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:35:21] ax.service.managed_loop: Running optimization trial 12...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:35:32] ax.service.managed_loop: Running optimization trial 13...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:35:44] ax.service.managed_loop: Running optimization trial 14...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:35:55] ax.service.managed_loop: Running optimization trial 15...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:06] ax.service.managed_loop: Running optimization trial 16...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:17] ax.service.managed_loop: Running optimization trial 17...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:17] ModelBridge: Leaving out out-of-design observations for arms: 15_0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:28] ax.service.managed_loop: Running optimization trial 18...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:28] ModelBridge: Leaving out out-of-design observations for arms: 15_0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:39] ax.service.managed_loop: Running optimization trial 19...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:40] ModelBridge: Leaving out out-of-design observations for arms: 15_0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:51] ax.service.managed_loop: Running optimization trial 20...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-26 23:36:51] ModelBridge: Leaving out out-of-design observations for arms: 15_0\n"
]
}
],
"source": [
"best_parameters, values, experiment, model = optimize(\n",
" parameters=[\n",
" {\"name\": \"lr\", \"type\": \"range\", \"bounds\": [1e-6, 0.4], \"log_scale\": True},\n",
" {\"name\": \"momentum\", \"type\": \"range\", \"bounds\": [0.0, 1.0]},\n",
" ],\n",
" evaluation_function=train_evaluate,\n",
" objective_name='accuracy',\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can introspect the optimal parameters and their outcomes:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'lr': 1.2238136822908984e-05, 'momentum': 1.0}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_parameters"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"({'accuracy': 0.8666553213494451},\n",
" {'accuracy': {'accuracy': 1.0112789939571624e-08}})"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"means, covariances = values\n",
"means, covariances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Plot response surface\n",
"\n",
"Contour plot showing classification accuracy as a function of the two hyperparameters.\n",
"\n",
"The black squares show points that we have actually run, notice how they are clustered in the optimal region."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"autocolorscale": false,
"autocontour": true,
"colorbar": {
"tickfont": {
"size": 8
},
"ticksuffix": "",
"x": 0.45,
"y": 0.5
},
"colorscale": [
[
0.0,
"rgb(247,252,253)"
],
[
0.125,
"rgb(229,245,249)"
],
[
0.25,
"rgb(204,236,230)"
],
[
0.375,
"rgb(153,216,201)"
],
[
0.5,
"rgb(102,194,164)"
],
[
0.625,
"rgb(65,174,118)"
],
[
0.75,
"rgb(35,139,69)"
],
[
0.875,
"rgb(0,109,44)"
],
[
1.0,
"rgb(0,68,27)"
]
],
"contours": {
"coloring": "heatmap"
},
"hoverinfo": "x+y+z",
"ncontours": 25,
"type": "contour",
"x": [
1e-06,
1.3011511650442548e-06,
1.692994354296022e-06,
2.2028415765056147e-06,
2.866229883678204e-06,
3.729398352432554e-06,
4.852511011181743e-06,
6.3138503555892e-06,
8.215273746089953e-06,
1.0689313005882424e-05,
1.390841207112662e-05,
1.809694657026198e-05,
2.354686311364001e-05,
3.063802837345029e-05,
3.986470631277378e-05,
5.1870009063012666e-05,
6.749072272319499e-05,
8.781563250096393e-05,
0.00011426141253772724,
0.00014867137004306603,
0.00019344392634026088,
0.0002516997901283655,
0.0003274994751669172,
0.0004261263236648159,
0.0005544547624925005,
0.0007214294601814526,
0.000938688782612345,
0.0012213760031100258,
0.0015891948094037057,
0.002067782677737912,
0.0026904978401970136,
0.0035007443993213955,
0.004554997653699184,
0.005926740503884541,
0.007711585311544345,
0.010033938212454078,
0.013055670395116691,
0.01698740074503987,
0.02210317627048227,
0.028759573555516536,
0.03742055263793628,
0.04868979566145066,
0.06335278435066323,
0.0824315491666629,
0.10725590623460621,
0.13955614735503497,
0.18158364372009145,
0.23626776957937787,
0.3074200836506151,
0.4
],
"xaxis": "x",
"y": [
0.0,
0.02040816326530612,
0.04081632653061224,
0.061224489795918366,
0.08163265306122448,
0.1020408163265306,
0.12244897959183673,
0.14285714285714285,
0.16326530612244897,
0.18367346938775508,
0.2040816326530612,
0.22448979591836732,
0.24489795918367346,
0.26530612244897955,
0.2857142857142857,
0.3061224489795918,
0.32653061224489793,
0.3469387755102041,
0.36734693877551017,
0.3877551020408163,
0.4081632653061224,
0.42857142857142855,
0.44897959183673464,
0.4693877551020408,
0.4897959183673469,
0.5102040816326531,
0.5306122448979591,
0.5510204081632653,
0.5714285714285714,
0.5918367346938775,
0.6122448979591836,
0.6326530612244897,
0.6530612244897959,
0.673469387755102,
0.6938775510204082,
0.7142857142857142,
0.7346938775510203,
0.7551020408163265,
0.7755102040816326,
0.7959183673469387,
0.8163265306122448,
0.836734693877551,
0.8571428571428571,
0.8775510204081632,
0.8979591836734693,
0.9183673469387754,
0.9387755102040816,
0.9591836734693877,
0.9795918367346939,
1.0
],
"yaxis": "y",
"z": [
[
0.12419047655522247,
0.14535225245800432,
0.18317475806536065,
0.23721291157042285,
0.3042685782686965,
0.3776917699711081,
0.4498460867470824,
0.5143215104964396,
0.5659857814638567,
0.5991611419712242,
0.6081749929936223,
0.5927500277295865,
0.5622085393450067,
0.5260549458546333,
0.4869500222584423,
0.44545670322892106,
0.40256167035109147,
0.35982220222458927,
0.31896282166646983,
0.2816031675883701,
0.24913868088698427,
0.22263053724820675,
0.20262666474092306,
0.18897255689810122,
0.1807614140202306,
0.17651594855048114,
0.17453489358317903,
0.17324994902364066,
0.1714857700279354,
0.16860239135368638,
0.16454120534607536,
0.15978299718317707,
0.15518717337504717,
0.15166702285802924,
0.14976514052472417,
0.14942297816672373,
0.15018325187498427,
0.15157946984931958,
0.15328295372886802,
0.15495483539791494,
0.15607116258231357,
0.1559113875879654,
0.15370791286302848,
0.1488669831058182,
0.14119001341445975,
0.1310726792076583,
0.11967657278371935,
0.10903580374993732,
0.10197015220755296,
0.10150002701114125
],
[
0.12486783381641431,
0.1467792066387369,
0.18557769745728514,
0.2407259985904721,
0.30891162261350535,
0.38331124686727414,
0.45612492734853766,
0.5208438781206713,
0.5723306053654175,
0.6049744375617301,
0.6132192490717971,
0.5971021932532403,
0.56632903459637,
0.5301119227845144,
0.4907385068924545,
0.44868754094912805,
0.4050235856125385,
0.36141697294780745,
0.31968511112465503,
0.28151426920165074,
0.2483504755922344,
0.22129597212606766,
0.20092576247843624,
0.18708703241219987,
0.1788435557533835,
0.17466593987006684,
0.1727951730287488,
0.17161379186183295,
0.16991240460786827,
0.16703321181869452,
0.1629155977497162,
0.15805445513027705,
0.15333892909586588,
0.14971983106563247,
0.14776479739616666,
0.14741296339775217,
0.14819218791474015,
0.1496338890769951,
0.15142266538999904,
0.15323112964476104,
0.15453229509308591,
0.15458883124443235,
0.15261119953897856,
0.14798665154838375,
0.14050428738370685,
0.1305541052439229,
0.11929682505724776,
0.10876828772522579,
0.10179061212675755,
0.10138537006625903
],
[
0.12569488060256828,
0.14838009974524535,
0.18817652354449171,
0.24444784996216712,
0.3137618473384009,
0.38912660634592156,
0.46258121352107656,
0.5275172924420244,
0.5787928494049258,
0.6108755265199716,
0.6183407481094998,
0.601551460091195,
0.570589378255708,
0.5343210654027808,
0.49466281323819966,
0.4520248058522927,
0.40756127501185513,
0.36306117683101746,
0.3204359082880722,
0.2814376334289172,
0.24756220218352692,
0.21995288567547971,
0.19921222145328993,
0.18518912275992921,
0.17691691967040524,
0.1728124407584684,
0.17105745726160498,
0.16998449484021677,
0.16834977137300483,
0.16547750244014964,
0.1613048769294248,
0.15634067215786684,
0.15150384447267212,
0.1477834756051657,
0.14577303050244328,
0.14540909304093003,
0.14620428285848952,
0.14768870122738958,
0.14956173982331256,
0.1515084712832781,
0.15299887743043317,
0.15327827743900235,
0.151534678045531,
0.1471362021311351,
0.1398598215437319,
0.13009009971336494,
0.11898680423076591,
0.10858656617683549,
0.10171117567498622,
0.10137751735285772
],
[
0.12667424486518103,
0.15015701559459876,
0.1909724643509103,
0.24837880893346498,
0.318818225291861,
0.3951359112097401,
0.46921257323132753,
0.5343393496788518,
0.5853713640299547,
0.6168676452018288,
0.6235514415253994,
0.6061168029693706,
0.5750049259743696,
0.5386915848012219,
0.4987276213864333,
0.45547042137310384,
0.4101753178525405,
0.36475497847251054,
0.32121545498587334,
0.28137376556848515,
0.24677463972374247,
0.21860227502316287,
0.1974872135506302,
0.18328015507267015,
0.1749829531216539,
0.17095695712035736,
0.16932325831547734,
0.16836356751072723,
0.16679941872466247,
0.16393692495410023,
0.1597108935656935,
0.1546437184633253,
0.14968415314445882,
0.14586023438779672,
0.14379204229564463,
0.1434133751523849,
0.14422127058619577,
0.145745369441234,
0.14770143647201095,
0.14978798523303322,
0.15147193179890245,
0.15198063533845213,
0.1504791155144824,
0.14631623566876428,
0.13925703783910426,
0.1296808993032173,
0.11874655142941226,
0.10849045997615314,
0.10173139511154394,
0.10147573635674711
],
[
0.127808273956662,
0.15211158716221662,
0.19396605024346975,
0.2525183220821554,
0.324078894308766,
0.40133647620734153,
0.47601591124443277,
0.5413068626280926,
0.5920642115277793,
0.6229534361759657,
0.6288632814717539,
0.6108177392867552,
0.5795905609867914,
0.543231951143307,
0.5029369750079342,
0.4590258328124538,
0.41286596953335314,
0.3664983483992286,
0.32202389926323693,
0.2813231511115588,
0.245988599106864,
0.21724520134763775,
0.19575199144497202,
0.18136154241590285,
0.1730431843841499,
0.16910106257766172,
0.16759413924438582,
0.16675255537425188,
0.16526292111866575,
0.16241316477953655,
0.15813552907940992,
0.1529657116122526,
0.14788215613648625,
0.1439524648938892,
0.14182411447473425,
0.14142788695937025,
0.1422449449296408,
0.14380541335640573,
0.14584306978257155,
0.14807084695509642,
0.1499525209529992,
0.15069683821517826,
0.1494452809397792,
0.14552732722902312,
0.13869629793668253,
0.12932663482591472,
0.1185759383583822,
0.10847952937109001,
0.10185043365824781,
0.1016788071359902
],
[
0.1290990159816598,
0.15424497367642265,
0.19715708131971788,
0.2568648487230696,
0.329541130921905,
0.40772485232617056,
0.4829873997282664,
0.5484158668999204,
0.5988686464229775,
0.6291347588446131,
0.6342876201617934,
0.6156734723694981,
0.5843602264825081,
0.5479496937838629,
0.5072941910133272,
0.46269196389566536,
0.41563314103018734,
0.36829105399455053,
0.322861292000179,
0.2812862554526989,
0.24520492469717436,
0.21588279262635163,
0.19400789167602656,
0.17943478652058253,
0.17109922444190007,
0.1672463989568539,
0.16587171338271078,
0.16515303815117222,
0.16374187649922572,
0.1609079276597587,
0.15658069164661748,
0.1513088126086875,
0.14610021901301085,
0.14206260244354302,
0.13987160650767788,
0.13945477312847565,
0.14027715866895063,
0.14187040954311264,
0.14398801057288746,
0.14635828401830875,
0.14844174947937389,
0.1494278442310939,
0.1484339455574472,
0.14477002640431175,
0.13817790377396177,
0.12902733256563098,
0.1184746704200711,
0.10855308138340691,
0.10206708656223212,
0.10198508184906702
],
[
0.13054820108689796,
0.1565578401203085,
0.20054460615068959,
0.26141581234865024,
0.33520133579990974,
0.4142968166406676,
0.4901224744961694,
0.5556616350466697,
0.6057811007382186,
0.6354125030331086,
0.6398345784014265,
0.620701985080219,
0.5893264306984366,
0.5528512065020538,
0.5118017737170182,
0.46646917611802885,
0.4184763801140893,
0.370132651435481,
0.3237275840387679,
0.2812635238100497,
0.24442449604031208,
0.21451624640388545,
0.19225633771035605,
0.1775014804517821,
0.16915276863825424,
0.16539467659703233,
0.16415764341479944,
0.163566627872962,
0.16223790355103473,
0.1594229360676166,
0.15504831184529788,
0.14967522142683004,
0.14434076843864369,
0.14019315793921605,
0.13793695367636016,
0.13749624362357976,
0.13831982231594564,
0.13994199190845297,
0.14213768740492455,
0.14465157765096204,
0.14694076504255582,
0.14817463718336893,
0.14744588323014335,
0.14404485768837166,
0.1377020983921619,
0.12878291623387933,
0.11844229108217041,
0.1087101798763111,
0.10237980789664042,
0.10239253934570436
],
[
0.13215722253371726,
0.159050339103674,
0.20412691254022902,
0.2661676416557764,
0.34105503142494176,
0.4210473677358647,
0.497415836421056,
0.5630386949580485,
0.6127971720259789,
0.64178641467845,
0.645512432160971,
0.6259191124339866,
0.5944997509869382,
0.5579415645753397,
0.5164613353299273,
0.4703572315144867,
0.4213948545668337,
0.3720224787443541,
0.32462262385135016,
0.2812553813531429,
0.2436482296300907,
0.21314683256218986,
0.1904988429694321,
0.17556331119378177,
0.167205598177824,
0.1635476744591765,
0.16245364024215597,
0.16199496679163067,
0.1607526387732266,
0.15795992538122583,
0.15354033793337735,
0.14806717197601438,
0.1426062880917371,
0.13834671502075874,
0.13602266459263557,
0.13555457112865305,
0.136374902686757,
0.13802185207666062,
0.14029358795459557,
0.14295206426498808,
0.14545075957958148,
0.14693822719783628,
0.14648187082442,
0.14335232094729022,
0.1372690670393698,
0.12859320950286535,
0.1184781874079539,
0.10894965795806516,
0.10278674113093911,
0.10289883516523052
],
[
0.1339271173478599,
0.16172209493617085,
0.20790152963934566,
0.2711158380791162,
0.34709687143775175,
0.4279707265691093,
0.5048614574478171,
0.5705408503762848,
0.6199116148163868,
0.6482549428071845,
0.651327059316904,
0.6313375996852277,
0.5998883684878032,
0.5632243603489556,
0.5212735244986293,
0.47435525945130463,
0.42438733763963155,
0.37395965005206266,
0.32554615577719576,
0.28126223353248136,
0.24287708071164882,
0.21177589607107472,
0.1887370138022963,
0.17362206212847675,
0.1652595814534541,
0.16170724001574793,
0.16076146163608024,
0.1604397251042904,
0.1592877333801987,
0.15652063983931325,
0.15205873076110782,
0.14648692647318734,
0.1408993138696495,
0.1365259265673064,
0.13413131812832635,
0.13363208801260662,
0.1344444212701984,
0.1361117397513925,
0.13845726036915068,
0.1412611369378608,
0.1439729704273333,
0.1457196513547101,
0.14554268856782604,
0.14269289197268187,
0.13687893852609156,
0.12845793907805042,
0.11858159664085632,
0.10927013233640898,
0.10328575168433773,
0.10350134726538468
],
[
0.13585854629211913,
0.16457218962429432,
0.21186523967899962,
0.2762550391109466,
0.35332066016338093,
0.43506034249099607,
0.5124525905809277,
0.5781612025349909,
0.6271183370784199,
0.6548151163883463,
0.6572814818274787,
0.6369661442256964,
0.6054976678658366,
0.56870156343519,
0.5262379644320235,
0.4784617279842892,
0.42745219598054424,
0.3759430511596249,
0.32649781884929036,
0.28128446660125017,
0.2421120450981631,
0.21040485969427558,
0.1869725523784308,
0.171679615381513,
0.163316675171717,
0.1598752888985328,
0.15908291066360236,
0.1589025984909357,
0.15784485003568927,
0.15510682828798678,
0.1506054583255021,
0.14493676920081605,
0.13922242832233522,
0.13473351047423465,
0.1322655596956469,
0.13173118281652502,
0.1325304524030907,
0.13421346306579873,
0.13663031459953262,
0.13958024683538556,
0.14250868136484723,
0.14451997423011004,
0.14462912037210962,
0.14206702310371072,
0.1365317868129859,
0.128376738265137,
0.11875161372033355,
0.10967001921258773,
0.10387446001852935,
0.10419721778403473
],
[
0.13795177285975035,
0.16759915044590262,
0.21601409702842744,
0.28157907679859023,
0.35971938028591477,
0.44230890402826745,
0.5201817832209796,
0.5858921726144086,
0.6344104033906733,
0.6614624584111142,
0.6633755315100138,
0.6428084274048342,
0.6113299349767692,
0.5743734107120364,
0.5313532019168277,
0.4826744202611819,
0.4305873802316956,
0.37797133647375314,
0.3274771462271544,
0.28132244831519376,
0.24135416097480278,
0.20903522662322832,
0.18520725947374017,
0.16973795400812658,
0.1613789252478955,
0.15805380428151167,
0.15741983387440178,
0.1573853054641362,
0.15642565942791586,
0.15372023973347881,
0.14918248997962297,
0.1434189996331619,
0.13757825424761422,
0.1329722446266306,
0.13042809680723122,
0.1298542962480772,
0.130635121269165,
0.13232888892452288,
0.13481442369183938,
0.13791090455642335,
0.1410592235512219,
0.14334028833575546,
0.1437419541080005,
0.14147514390357246,
0.13622763280822248,
0.12834915098142202,
0.11898719959512444,
0.11014755130079174,
0.10455027420526608,
0.10498339111687538
],
[
0.14020664094102603,
0.17080093874738767,
0.22034345227398777,
0.2870810320213998,
0.3662852265114185,
0.4497083539444998,
0.5280408932534912,
0.5937255250420095,
0.6417800462434967,
0.6681909427649005,
0.6696056588544119,
0.6488624193330877,
0.6173841778714655,
0.580238329943051,
0.5366166682323698,
0.48699041636947443,
0.4337904184708033,
0.38004292737949236,
0.3284835652449143,
0.2813765287926533,
0.24060451065959426,
0.20766858300752405,
0.18344303711983473,
0.1677991639878213,
0.15944846743927904,
0.15624483597423,
0.15577411923665208,
0.15588958453024954,
0.15503183669502435,
0.1523626187182679,
0.14779179031513895,
0.14193592492047147,
0.135969447378951,
0.13124496098362182,
0.12862169383659855,
0.12800391667390482,
0.12876060174427445,
0.13045994333886873,
0.13301132501829538,
0.1362546813783847,
0.1396259763381164,
0.14218171443810945,
0.1428819818163925,
0.14091766187518467,
0.13596644635001076,
0.1283746361573504,
0.11928719019354356,
0.11070079557538048,
0.1053104212446101,
0.10585664857605431
],
[
0.14262255077384534,
0.1741749396761913,
0.22484797939185164,
0.29275328512955456,
0.37300964325419383,
0.45724990804246596,
0.5360211073435264,
0.6016523917900414,
0.6492186864482905,
0.6749929973293906,
0.6759648934541617,
0.6551206060007032,
0.6236560836385411,
0.5862928992086821,
0.5420246526450871,
0.4914060809460328,
0.4370584126405331,
0.38215601209927186,
0.3295163980773457,
0.28144704151279876,
0.23986422228721205,
0.20630660034722792,
0.1816818910834216,
0.1658654359941507,
0.15752752768284328,
0.15445049920017295,
0.1541476938097593,
0.1544171911625849,
0.15366505771153716,
0.15103570054080506,
0.14643531274277477,
0.14048985172915618,
0.13439868809491318,
0.12955453868046407,
0.12684916589041406,
0.12618257510860992,
0.12690911411743516,
0.12860861175170907,
0.13122282142398484,
0.13461321038004892,
0.13821036793414165,
0.14104540173722718,
0.14204999984020594,
0.14039496320015787,
0.13574814834831872,
0.12845257247117498,
0.11965030590811548,
0.11132767137957772,
0.10615197668041082,
0.10681363987759801
],
[
0.14519843275191469,
0.1777179527231853,
0.22952170463591726,
0.29858756350312166,
0.37988336475599405,
0.46492407715591216,
0.5441129609500943,
0.6096632978239293,
0.6567169630997979,
0.6818595542600828,
0.6824429529080582,
0.6615707150615882,
0.630138108024657,
0.5925318425709151,
0.5475722888135672,
0.49591705677496434,
0.44038803807747723,
0.3843085470730173,
0.3305748630194725,
0.28153430442503297,
0.2391344713776043,
0.20495103770888035,
0.17992593313974425,
0.16393906690260335,
0.15561842210095317,
0.15267297303353816,
0.15254252114248007,
0.15296989458788357,
0.1523269952478858,
0.1497412063419452,
0.1451149928018402,
0.1390830774466385,
0.13286867207917358,
0.12790389604756908,
0.12511337169342107,
0.12439283970874926,
0.12508292272456145,
0.1267769393418381,
0.12945078226114665,
0.13298818741595975,
0.13681387589675226,
0.13993252788461064,
0.1412468088608217,
0.13990741348465008,
0.1355726130586855,
0.12858226335780437,
0.12007516145336472,
0.11202596857048325,
0.10707189225872737,
0.1078509116894546
],
[
0.14793271863079505,
0.18142618321502518,
0.23435803631356933,
0.3045749865642935,
0.3868964564707249,
0.47272069179352455,
0.5523063596360014,
0.6177481877991391,
0.6642647729785589,
0.688780145938822,
0.6890264867691572,
0.6681964574452819,
0.6368196807460751,
0.5989480606372761,
0.5532535540831659,
0.5005182645092142,
0.44377554621837706,
0.3864982598788179,
0.33165807636833555,
0.2816386211393127,
0.23841648224728007,
0.20360374372268408,
0.17817738310009673,
0.16202246099649414,
0.15372355663590437,
0.1509144984669175,
0.1509605983853014,
0.15154947438851885,
0.15101931501651178,
0.14848083808390533,
0.14383274123698764,
0.13771788077255104,
0.1313820998616415,
0.1262959814378523,
0.12341720537568801,
0.12263730979199983,
0.12328433353950452,
0.12496703128790998,
0.12769714427818135,
0.13138137191433535,
0.13543802742554306,
0.13884429881851895,
0.1404732138227508,
0.1394553584954527,
0.13543967046036648,
0.12876294223232043,
0.12056027596047114,
0.11279336542171364,
0.10806702151371866,
0.10896493345693664
],
[
0.15082330964348772,
0.18529523526678832,
0.23934979508124454,
0.3107061087472779,
0.3940383569351381,
0.4806289289412069,
0.5605906013097608,
0.6258964540210312,
0.6718513187399591,
0.6957430426005067,
0.6956994353159854,
0.6749782468781244,
0.6436875002778006,
0.6055326931019135,
0.5590612813136201,
0.505203908560412,
0.44721677052590963,
0.3887226536975539,
0.3327650548885154,
0.28176028216245874,
0.2377115292168892,
0.2022666583146811,
0.17643857055012374,
0.16011813082681725,
0.15184542627138925,
0.14917737608169201,
0.14940395310671284,
0.15015771692388552,
0.14974367161931396,
0.1472562734501811,
0.14259043688744172,
0.13639651173354017,
0.1299416651760093,
0.12473376274593628,
0.1217635870405438,
0.12091860941492921,
0.12151569177479349,
0.12318105295946619,
0.12596391232584364,
0.12979458746814315,
0.134084399429151,
0.13778194839444502,
0.13973002373015536,
0.1390391248696361,
0.135349108710768,
0.12899377786904026,
0.12110408318011884,
0.11362744605286185,
0.1091341432582002,
0.11015212070815211
],
[
0.15386754101296296,
0.18932010715288206,
0.24448924472641442,
0.3169709608966911,
0.4012979196605926,
0.4886373405915338,
0.5689543990911984,
0.6340969655943228,
0.6794651647447713,
0.7027354253747096,
0.7024434802558386,
0.6818938996678853,
0.6507258886857762,
0.612275209038835,
0.564987182580821,
0.5099674891163898,
0.4507071356416991,
0.39097901330895773,
0.3338947188360327,
0.2818995661419121,
0.23702093756470216,
0.20094181412281908,
0.17471193625131864,
0.15822869767866815,
0.14998661379607758,
0.14746396329241207,
0.14787463980389287,
0.14879641157561085,
0.14850170441245403,
0.14606916069722659,
0.14138991944108237,
0.13512118117704414,
0.12855004207808535,
0.1232202154950951,
0.1201554519816011,
0.11923938055623695,
0.11977937955163687,
0.12142122998672927,
0.12425315983859953,
0.12822972218676026,
0.13275461833627877,
0.1367467377878721,
0.13901805129898498,
0.1386590207812825,
0.13530067664829148,
0.12927387987841354,
0.12170494167469675,
0.11452571720149429,
0.11026998301582591,
0.11140885602876072
],
[
0.15706214232790872,
0.19349519051044722,
0.2497681236174436,
0.3233590905297988,
0.40866345481923455,
0.49673388364841264,
0.5773859045464136,
0.6423380986080136,
0.6870942989832931,
0.7097435865409585,
0.7092385650319337,
0.6889193155898486,
0.6579171785556962,
0.6191635197860742,
0.5710218838403437,
0.5148018201654807,
0.4542416697381797,
0.39326441259015193,
0.33504589550864794,
0.28205674107518947,
0.23634608417137853,
0.1996313375417702,
0.17300003315432472,
0.15635689159229593,
0.14814978806166884,
0.14577667113612525,
0.14637473609951102,
0.14746734682242152,
0.1472950333056861,
0.14492111349081022,
0.14023298211265411,
0.13389404982012798,
0.12720987078469131,
0.12175830936049098,
0.11859573841085097,
0.11760227596285855,
0.11807781370384263,
0.11968984814212141,
0.12256702904504302,
0.12668872877347487,
0.1314503596197018,
0.13573995464600108,
0.13833811244885424,
0.13831533654928013,
0.13529408631625078,
0.12960230422634,
0.12236114489237165,
0.1154856241964824,
0.11147123246879426,
0.11273150788289682
],
[
0.16040319322957342,
0.19781427512975452,
0.25517767711156225,
0.3298596013574947,
0.4161227706658932,
0.5049059509399607,
0.5858727310858244,
0.650607767133543,
0.6947261992539441,
0.7167531473103083,
0.7160634641560584,
0.6960291375773205,
0.6652421081685831,
0.6261841087241247,
0.5771549694450274,
0.5196990533375664,
0.4578150200073058,
0.3955757234717617,
0.3362173232841871,
0.2822320654397946,
0.23568839779749817,
0.19833744933616804,
0.17130552696777007,
0.15450555088295076,
0.14633770168486926,
0.14411796057775772,
0.14490633861769986,
0.14617230615184534,
0.14612525451436148,
0.14381370576168623,
0.1391213643117729,
0.13271721695228983,
0.12592374221733593,
0.120350992990375,
0.11708737356058196,
0.11600995171745393,
0.11641344378000323,
0.11798925294595886,
0.12090773085783835,
0.125173624292015,
0.13017334700050942,
0.13476291196491536,
0.13769102561938223,
0.13800834517082544,
0.13532901548143073,
0.12997805874348317,
0.12307093102788386,
0.11650456602998799,
0.11273456701663537,
0.11411644744537258
],
[
0.1638860739775576,
0.20227056115182573,
0.2607086912380055,
0.33646119241506234,
0.4236632147514814,
0.5131404031637284,
0.5944019773685506,
0.6588934547651005,
0.7023479015979021,
0.7237492825558837,
0.722896380937954,
0.7031973822945656,
0.6726802059709511,
0.6333221721056982,
0.5833750352789101,
0.5246507073102633,
0.46142147118992766,
0.39790962629075666,
0.3374076561028264,
0.28242578919634026,
0.23504935893168288,
0.19706246475704187,
0.16963119622198553,
0.15267762109882005,
0.14455318813996532,
0.14249033830305563,
0.1434715585339919,
0.14491306381723335,
0.14499393628319168,
0.14274846661654483,
0.13805674437205956,
0.1315927089156097,
0.12469418127202764,
0.11900117698067958,
0.11563325803535562,
0.11446505956554998,
0.11478875029404328,
0.11632184888846386,
0.1192775443911015,
0.12368648958330664,
0.12892535129828475,
0.13381694666866079,
0.13707761089654374,
0.1377383027661847,
0.13540511012211925,
0.13040010857584028,
0.1238324925877562,
0.11757990945888697,
0.11405666155322586,
0.11556006359931847
],
[
0.1675054249078955,
0.20685668015230668,
0.26635152793656264,
0.3431521971067274,
0.43127171505796985,
0.5214236016761823,
0.6029602506064751,
0.6671822464014083,
0.7099460689792028,
0.7307169417493911,
0.7297155468866965,
0.7103980247792372,
0.6802101500536664,
0.6405617652950689,
0.5896697492098824,
0.5296477024806977,
0.46505496701785026,
0.4002626214644236,
0.3386154683440984,
0.28263815461550545,
0.2344304991431736,
0.19580879309088367,
0.1679799317618222,
0.15087615335164734,
0.14279915818598243,
0.14089635197157524,
0.14207251679601218,
0.14369138045008434,
0.14390261460149217,
0.14172687534103207,
0.13704073241727716,
0.13052246751051766,
0.12352362889100588,
0.1177117148528356,
0.11423624832431051,
0.11297023897963038,
0.11320624322387851,
0.11469009814322301,
0.11767881605164299,
0.12222946829176179,
0.12770818889147512,
0.13290341786701443,
0.13649868893569278,
0.13750544892139877,
0.13552198686200007,
0.13086738153191807,
0.12464398559040535,
0.11870900209463336,
0.11543420457410558,
0.11705877624305411
],
[
0.17125517781466337,
0.2115647258343341,
0.2720961620510045,
0.34992062241974586,
0.4389348212284355,
0.529741442124706,
0.6115336897137678,
0.675460859956521,
0.717507058330815,
0.7376410559906854,
0.7364997798135138,
0.7176055096121373,
0.6878100924300534,
0.6478859492587073,
0.5960259175666578,
0.5346804005649043,
0.46870913441060075,
0.402631042394992,
0.33983926004489123,
0.28286939687853885,
0.23383339987013552,
0.19457893656525876,
0.16635473559726205,
0.14910430194932067,
0.1410785955699983,
0.1393385849036619,
0.14071133901404398,
0.14250899853908822,
0.14285278893033182,
0.14075035653189827,
0.1360748634435287,
0.12950833849961413,
0.12241442308933853,
0.11648538187977736,
0.11289913744934477,
0.11152810881452146,
0.11166846061713859,
0.11309651863729892,
0.11611395815014819,
0.12080476545856011,
0.12652371975085336,
0.13202370476931863,
0.13595507966926973,
0.13731000691695355,
0.13567923532811377,
0.13137877328637232,
0.12550353834419853,
0.11988918446394403,
0.1168639107269493,
0.11860904804035438
],
[
0.17512864229640995,
0.21638629404376908,
0.2779322201698769,
0.35675418851230656,
0.4466387460896497,
0.5380793889997998,
0.620107988305981,
0.6837156776939728,
0.725016984360916,
0.7445067224497193,
0.7432289371483058,
0.7247951548838275,
0.6954579413946258,
0.6552769328416133,
0.6024295564144179,
0.539738648759172,
0.4723773102392177,
0.40501106950150756,
0.34107746240115444,
0.2831197444009107,
0.2332596905720024,
0.19337548852932634,
0.16475871903518463,
0.1473653212544218,
0.13939455194597933,
0.1378196501775255,
0.1393901500232828,
0.14136763778890948,
0.14184591796225993,
0.1398202753950873,
0.13516059069803515,
0.1285520604033294,
0.12136877919420958,
0.11532485160084327,
0.11162463383448357,
0.11014125822633147,
0.11017796683149489,
0.11154368134413722,
0.1145854469791629,
0.11941464563756582,
0.1253738450077923,
0.13117920423275004,
0.13544760078888018,
0.13715218383199068,
0.13587642041315656,
0.13193315240466041,
0.12640925975835265,
0.1211178010414996,
0.11834253191606509,
0.12020739473915448
],
[
0.17911859231974608,
0.22131253084449126,
0.28384902129006123,
0.3636403688300326,
0.4543694076720968,
0.5464225112581697,
0.6286684176183087,
0.6919327768945687,
0.7324617789098162,
0.7512993596319502,
0.7498842044697722,
0.7319434231797612,
0.7031315982659094,
0.662716207193209,
0.6088659665218706,
0.5448118280793638,
0.47605257044389265,
0.4073987452631477,
0.3423284434934381,
0.2833894188293258,
0.2327110461723787,
0.19220113082113166,
0.1631951000093716,
0.1456625616867387,
0.13775014094691207,
0.1363421841154676,
0.1381110681226942,
0.14026899037331036,
0.14088341543460947,
0.13893793324565173,
0.13429927943462028,
0.12765525379778575,
0.12038876968997958,
0.11423266986253972,
0.11041533865037018,
0.1088122363655945,
0.1087373493731405,
0.11003420667975305,
0.11309582030653631,
0.1180614304876822,
0.12426050401808142,
0.13037132792478745,
0.13497706599336123,
0.13703217051535976,
0.13611308442461217,
0.13252936515810448,
0.12735924715269464,
0.12239221027075137,
0.11986686706821986,
0.12185039417525323
],
[
0.18321734695819902,
0.2263341867142203,
0.289835619165675,
0.3705664308549336,
0.4621124719286284,
0.5547555192320289,
0.6371998494859552,
0.7000979595936425,
0.7398272451463849,
0.7580048293772172,
0.7564482084793472,
0.7390280577840761,
0.7108091474369411,
0.6701846696087677,
0.6153198110755214,
0.5498889054835663,
0.4797277612662809,
0.40978999014740236,
0.3435905141749488,
0.2836786346646254,
0.23218918371765723,
0.1910586302280466,
0.16166719951954633,
0.14399946478184034,
0.13614853134699106,
0.13490883914202328,
0.13687619899874937,
0.13921471609886882,
0.13996664601733816,
0.1381045632438787,
0.1334922011234439,
0.12681941133468666,
0.11947630422382238,
0.11321122621866614,
0.10927372212569025,
0.10754354039010189,
0.10734921289188626,
0.10857075991037812,
0.1116476742354659,
0.11674749579351851,
0.123185670881298,
0.12960149908153928,
0.13454428299671184,
0.13695014141671924,
0.1363887491056045,
0.13316624010359562,
0.12835159354243852,
0.12370979360039136,
0.12143377066252031,
0.12353469406959328
],
[
0.187416845589284,
0.2314416746629322,
0.2958808461058726,
0.3775194775433266,
0.469853396340578,
0.5630628030951905,
0.6456867796142147,
0.7081967811491319,
0.7470991064657254,
0.7646095240594699,
0.7629050010163092,
0.7460281088817189,
0.7184690008784747,
0.677662734970929,
0.6217751953894034,
0.5549584893767224,
0.4833955323349339,
0.41218061928753874,
0.34486193406004473,
0.2839875984662693,
0.23169585817702038,
0.18995083393979784,
0.16017843708343582,
0.14237955721141488,
0.13459293925033883,
0.13352227600155997,
0.135687629346193,
0.13820643749718065,
0.13909692129624934,
0.13732132639993427,
0.13274052818777876,
0.12604588870314754,
0.11863311049919051,
0.11226272252004454,
0.10820209962046928,
0.10633760170928996,
0.10601616947823539,
0.10715604551751978,
0.11024365938511166,
0.11547526786416218,
0.12215135037537256,
0.12887114884602074,
0.13415005129230623,
0.13690625427294295,
0.13670291751482183,
0.13384259240694862,
0.12938439438325483,
0.12506796357258898,
0.1230401601219393,
0.1252570187201854
],
[
0.19170871783019955,
0.2366251301887392,
0.30197335790909496,
0.3844864894632669,
0.47757747458010874,
0.5713284732029448,
0.6541133514613187,
0.7162145774227469,
0.7542630505658932,
0.7711004197446782,
0.7692399753427022,
0.7529238874810665,
0.7260900000043092,
0.6851304338743529,
0.6282157480691868,
0.560008888092048,
0.48704837132142387,
0.4145663597658011,
0.3461409175521878,
0.2843165075983935,
0.23123285731037818,
0.1888806638872918,
0.15873232509864893,
0.14080644366422918,
0.13308661924389487,
0.13218515532873187,
0.13454742020216043,
0.1372457348651548,
0.1382754958720731,
0.13658930787662105,
0.13204532933366314,
0.1253358967425568,
0.11786071693505029,
0.11138913852234622,
0.10720260858861302,
0.10519677093698854,
0.10474082586964156,
0.10579280050802681,
0.10888647634842169,
0.11424721925755527,
0.12115957326607307,
0.12818171217351454,
0.13379515967265304,
0.1369006496472639,
0.13705507575542503,
0.13455722789354785,
0.13045575377000723,
0.12646417100532892,
0.1246830221587793,
0.1270141746827872
],
[
0.19608434848217132,
0.24187447132804624,
0.30810167956958023,
0.3914543675999177,
0.48526988237115426,
0.5795364026560546,
0.6624633811662514,
0.7241364903701544,
0.7613047698090738,
0.7774650978192915,
0.7754397561995252,
0.7596968818125432,
0.7336514790643418,
0.6925674973597281,
0.6346247033036106,
0.5650281709402803,
0.4906786398650106,
0.4169428683540165,
0.34742563985206176,
0.2846655484840632,
0.23080199553404218,
0.18785110985393078,
0.15733246200345935,
0.13928379847997502,
0.13163285445432094,
0.13090012857207523,
0.1334576000144685,
0.13633414127466975,
0.1375035635953804,
0.1359095136166651,
0.13140756552922572,
0.12469049489272238,
0.11716043804907633,
0.11059219436647455,
0.1062771878339746,
0.10412330244247892,
0.10352576905797745,
0.1044837866947701,
0.10757887038583569,
0.11306586377538569,
0.12021239095180569,
0.1275346232948673,
0.13348038350709773,
0.1369334503208628,
0.13744469454539426,
0.13530894681433725,
0.1315637900895525,
0.12789591131536493,
0.12635941816090485,
0.12880305552782245
],
[
0.20053493774240022,
0.24717945747937375,
0.3142542513659945,
0.3984099767584057,
0.49291572465970296,
0.5876702724619787,
0.670720384074359,
0.7319474918388049,
0.768209999578119,
0.7836917387378146,
0.7814920831596963,
0.7663296609266838,
0.7411332949577609,
0.6999534289611794,
0.6409849841612387,
0.5700042314093726,
0.4942786104480856,
0.4193057495588566,
0.34871424288994735,
0.28503489434128637,
0.23040510671925468,
0.1868652212394301,
0.15598252411749297,
0.13781535592091831,
0.1302349454532108,
0.12966982827952322,
0.13242015746974745,
0.13547313757444351,
0.13678225395664084,
0.13528286731730732,
0.1308280866796001,
0.12411058613315484,
0.11653336347923465,
0.10987331063819589,
0.1054275605558308,
0.10311933944433926,
0.10237355155105426,
0.10323178200129585,
0.10632362531444428,
0.11193375067048988,
0.11931186940558003,
0.12693131073302788,
0.13320648178326966,
0.13700476053895683,
0.1378712306243306,
0.13609654731937443,
0.13270664113405667,
0.12936073003098608,
0.12806648870026904,
0.13062064575491011
],
[
0.2050515569324809,
0.25252974607982365,
0.32041947493816014,
0.4053401894597789,
0.500500084166444,
0.5957136196728376,
0.6788676035486564,
0.7396324053677317,
0.7749645568886334,
0.7897690920922451,
0.7873856941986892,
0.772805780939454,
0.74851582859473,
0.7072675654671927,
0.6472792869542018,
0.5749248520843191,
0.4978405038893325,
0.42165057381849935,
0.35000484113039043,
0.28542470238412637,
0.2300440358659332,
0.18592609735025223,
0.15468625603462682,
0.13640489895940588,
0.1288961979613779,
0.12849685776394815,
0.1314370341121907,
0.13466414740864335,
0.1361126286498927,
0.13471020777094017,
0.13030762903099513,
0.12359691351876767,
0.11598035135603274,
0.10923357711378545,
0.10465522246171832,
0.1021869003786568,
0.10128667694222349,
0.10203957085734378,
0.1051235565515693,
0.11085345800547453,
0.11846008237840533,
0.1263731918733877,
0.13297419392172077,
0.13711466511582565,
0.13833412799422207,
0.13691882863503696,
0.1338824686863721,
0.13085622754518833,
0.12980145724006775,
0.1324640239406129
],
[
0.20962519998131568,
0.25791494654319685,
0.3265857589719894,
0.41223193019376814,
0.508008071351633,
0.6036498888706572,
0.6868880428978396,
0.7471759257815769,
0.7815543819674701,
0.7956864273281755,
0.7931102107337547,
0.7791097034054116,
0.7557799627711681,
0.7144891284131363,
0.6534901668787165,
0.5797777708352551,
0.5013565271107556,
0.4239728956982567,
0.3512955272034347,
0.28583511048225696,
0.22972062960506368,
0.1850368760846023,
0.15344745943116078,
0.13505624645203412,
0.1276199093125761,
0.12738378017804053,
0.1305101167889774,
0.13390853227814875,
0.13549567832749954,
0.13419228658625104,
0.12984681332414222,
0.1231500583674312,
0.11550202638828982,
0.10867375613597469,
0.10396143567114557,
0.1013278669869695,
0.10026758603446873,
0.1009099337508616,
0.10398150326931804,
0.10982758509761281,
0.11765910383207195,
0.12586166709457597,
0.13278423637706882,
0.13726322840561528,
0.13883281899409494,
0.1377745939445107,
0.13508946259322324,
0.13238006316022238,
0.1315616331118169,
0.13433036518958563
],
[
0.214246830890079,
0.26332467111462216,
0.332741564140077,
0.4190722198668203,
0.5154248757755826,
0.6114624873419428,
0.6947645014017358,
0.7545626363880502,
0.7879655858148582,
0.8014334693245495,
0.7986560229653389,
0.7852267321451054,
0.762907041082912,
0.7215972688621117,
0.6596001252451857,
0.584550747791133,
0.5048189108269361,
0.4262682719355937,
0.35258437732215875,
0.2862662332850586,
0.229436725497203,
0.1842007208756506,
0.1522699801427106,
0.1337732385649673,
0.12640935364997707,
0.1263331070400791,
0.1296412299638302,
0.13320758667182697,
0.13493231956243212,
0.13372976629989602,
0.12944614370341007,
0.1227704400994743,
0.115098782595291,
0.10819431147856146,
0.10334722837632365,
0.10054397432493933,
0.09931864357324555,
0.09984563598842794,
0.10290031961229662,
0.10885874398110124,
0.11691099957452189,
0.12539811347333352,
0.13263729904298477,
0.1374504931481223,
0.13936672521078863,
0.13866265297441738,
0.1363258443453954,
0.13392995847417638,
0.1333444138289106,
0.1362169429543021
],
[
0.21890742739659586,
0.2687485824719061,
0.3388754469798694,
0.42584822025917557,
0.5227358187846668,
0.6191348442333982,
0.7024796155626323,
0.7617770236513592,
0.7941845068613116,
0.8070003228590119,
0.8040141732333634,
0.7911429733679538,
0.7698788118336739,
0.728571108490367,
0.6655916986573821,
0.589231632575788,
0.5082199468008751,
0.42853227919214776,
0.35386945645484646,
0.286718157829707,
0.22919414011270622,
0.1834208057529687,
0.15115769335261442,
0.1325597203090152,
0.12526776584597893,
0.1253472862656504,
0.12883212794558624,
0.13256253329635365,
0.13442339203323972,
0.1333232188842044,
0.1291060073741097,
0.12245831767456655,
0.11477079020833908,
0.10779543913325412,
0.10281339951277235,
0.0998368027161235,
0.09844212556233278,
0.09884941569383615,
0.10188286492434412,
0.10794954981358151,
0.11621781807822579,
0.1249838780849361,
0.13253404148250503,
0.137676479201071,
0.13993525823025926,
0.1395818242932929,
0.13758987018678814,
0.13550370015927254,
0.1351472867986246,
0.13812113028377115
],
[
0.22359802104540688,
0.27417643801998604,
0.3449761024305948,
0.43254727828634076,
0.5299264073979872,
0.6266504739075526,
0.7100159068445984,
0.7688034893671707,
0.8001977796279608,
0.8123773898030372,
0.8091762345119966,
0.7968453231187577,
0.7766773603310094,
0.7353897803772795,
0.6714475504810866,
0.5938084312328306,
0.5115520243125136,
0.4307605313771348,
0.3551488232273158,
0.28719093866723633,
0.22899465590303342,
0.18270029838176977,
0.15011448672378297,
0.13141952303889454,
0.12419832415829973,
0.1244286897753234,
0.12808448708390402,
0.13197451843420488,
0.13396965594562837,
0.13297312465200728,
0.12882667498718697,
0.12221379252166753,
0.11451800596705286,
0.10747709529014726,
0.10236052724064859,
0.0992077715559414,
0.09764020710470889,
0.0979239710484367,
0.10093199292196153,
0.10710261014964617,
0.11558158047158684,
0.12462027092933631,
0.13247508900932936,
0.137941182172599,
0.1405378202358309,
0.14053093733015842,
0.13887983377626667,
0.1370991421802089,
0.13696783049024125,
0.14004040055725808
],
[
0.22830973386003328,
0.27959813090024155,
0.3510324047889122,
0.4391569698427752,
0.5369823892085615,
0.633993043616367,
0.7173558372669949,
0.7756263606565506,
0.805992417678913,
0.8175552827100152,
0.8141341808394209,
0.8023214852170093,
0.7832850325577627,
0.7420324731927714,
0.677150564850785,
0.5982693722084599,
0.5148076654938654,
0.4329486964186541,
0.35642053454053135,
0.28768459255671663,
0.22884000689993383,
0.18204234094208593,
0.1491442412940568,
0.1303564437696101,
0.12320413166313388,
0.1235796007636763,
0.12739989798942314,
0.13144460746012243,
0.1335717897032172,
0.1326798715553602,
0.12860830171837978,
0.12203681281630502,
0.11434018589577699,
0.10723902152397469,
0.10198897991798744,
0.09865813479454988,
0.09691495069934669,
0.09707194675072961,
0.10005053974226757,
0.10632051300019946,
0.11500426970588906,
0.12430855752268727,
0.13246102864992532,
0.13824457196974527,
0.14117380446165956,
0.1415088341236223,
0.14019406842774446,
0.1387142074991729,
0.13880371511288947,
0.1419723277548856
],
[
0.2330338118033844,
0.28500372778301974,
0.3570334468802622,
0.4456651429928728,
0.543889808053482,
0.6411464454865632,
0.7244818742718415,
0.7822298985956486,
0.8115559119673965,
0.8225247382463932,
0.8188802479087494,
0.807560021367862,
0.789684353089086,
0.7484784826644467,
0.6826839432909457,
0.6026029706994772,
0.5179795591987019,
0.43509251237147334,
0.35768264989693344,
0.2881990927936836,
0.22873186331419265,
0.18145002871946775,
0.14825080994264667,
0.1293742221655329,
0.12228819654083528,
0.12280220073150949,
0.12677985784010765,
0.1309737805470611,
0.13323038783852603,
0.13244375487097848,
0.12845092899822802,
0.12192717892867494,
0.11423689965407713,
0.10708076741535061,
0.1016989283867164,
0.09818897788381442,
0.0962682949253203,
0.09629591964984724,
0.09924131078206311,
0.10560581359354931,
0.1144878189161761,
0.12404995120405676,
0.13249240502027138,
0.1385865912806169,
0.14184259551130596,
0.14251437081377727,
0.14153094895490315,
0.14034688931223016,
0.140652702852836,
0.14391458631310772
],
[
0.23776165520217962,
0.2903835035375032,
0.3629685772763972,
0.4520599602627289,
0.5506350601424672,
0.6480948726554192,
0.7313765662592131,
0.7885983070730869,
0.816876343732113,
0.8272765337410297,
0.8234068191099334,
0.8125504325915738,
0.7958579404398635,
0.7547072742561411,
0.688031303777041,
0.6067980906141317,
0.5210605930985204,
0.4371878027650899,
0.3589332354387641,
0.28873436325527313,
0.2286718151447789,
0.18092638629588437,
0.1474379932218488,
0.12847651506720664,
0.12145341133073984,
0.12209855639919331,
0.1262257628398279,
0.13056292859270974,
0.13294595921390356,
0.13226497726146247,
0.1283544868404642,
0.1218845498470143,
0.11420754566724384,
0.10700171083297844,
0.1014903586596485,
0.09780121595616259,
0.09570204345355171,
0.09559838349060801,
0.09850706623220756,
0.10496101975283151,
0.11403409901424377,
0.1238456052177862,
0.13256971615488494,
0.1389671540096053,
0.14254356955277508,
0.14354641889072772,
0.14288889314755693,
0.14199525185974265,
0.14251264771637118,
0.14586495060946025
],
[
0.24248484630187217,
0.2957279728876707,
0.3688274354196355,
0.45832993977887404,
0.5572049502741749,
0.6548228992192786,
0.7380226300531431,
0.7947157445772616,
0.8219425082000744,
0.8318014103066385,
0.8277064016441964,
0.8172832673273475,
0.801788423905591,
0.7606985608534723,
0.69317678172725,
0.6108440033414718,
0.5240438837270257,
0.4392304911128118,
0.36017036771020144,
0.28929027226060433,
0.22866135495515644,
0.18047434126085066,
0.14670951233415758,
0.12766686844142394,
0.12070253132032605,
0.12147060663517456,
0.125738900898416,
0.13021284939765038,
0.1327189255005095,
0.13214364919820148,
0.12831879670951973,
0.12190845037321069,
0.11425136640417771,
0.10700107609056886,
0.10136308438111036,
0.09749559300656152,
0.09521785434278496,
0.09498173269895677,
0.09785050519826638,
0.10438857580606259,
0.11364490557600565,
0.12369660464281906,
0.1326934093292405,
0.13938614368645713,
0.143276094402571,
0.14460386621477855,
0.14426636290685857,
0.1436574308512894,
0.14438149502099967,
0.14782129411758288
],
[
0.2471951741090272,
0.30102791916804117,
0.37459998453908583,
0.46446399499463936,
0.5635867477087798,
0.6613155634573553,
0.7444030512877229,
0.800566343096319,
0.8267440413263651,
0.8360900071952688,
0.83177163265002,
0.8217502465478532,
0.8074583675397196,
0.7664323988673938,
0.6981051320068491,
0.6147304424927047,
0.5269228042374025,
0.4412166145200255,
0.36139213716364893,
0.28986662636009564,
0.22870186002337528,
0.18009669541257567,
0.14606897901964122,
0.12694868667690773,
0.12003815228879072,
0.12092014954838076,
0.12532044460495095,
0.1299242441257668,
0.13254961994199865,
0.1320797897289963,
0.12834357486316433,
0.1219982788903402,
0.11436746333816922,
0.10707795017923,
0.10131675867530843,
0.09727268186819177,
0.09481722959944544,
0.0944482451383094,
0.09727424828451631,
0.10389084495182682,
0.11332194511419452,
0.1236039582511213,
0.13286387691971036,
0.1398434118711559,
0.14403952951234872,
0.14568561782430084,
0.14566186506646167,
0.14533163354338213,
0.1462572805744779,
0.14978158827037552
],
[
0.25188465666896154,
0.30627442029369434,
0.38027654226621976,
0.470451472742696,
0.5697682412120134,
0.6675584535777546,
0.7505011982607761,
0.8061342401215161,
0.8312715366252817,
0.8401328151887224,
0.8355952768906627,
0.8259443902475431,
0.8128502092771539,
0.7718893054621089,
0.702801830555085,
0.6184476537761847,
0.5296910096853865,
0.4431423363485907,
0.3625966514382284,
0.29046316417991624,
0.22879457412673826,
0.17979609349730574,
0.14551986210257295,
0.12632519921129964,
0.11946268788545938,
0.12044882990624561,
0.12497144456745946,
0.12969771407661745,
0.13243828640799715,
0.1320733275711572,
0.12842843610367188,
0.12215331551297276,
0.11455481127531864,
0.10723129726323827,
0.10135088517686663,
0.09713288480269722,
0.09450150501022542,
0.09400006378263681,
0.09678081850409326,
0.10347009001836333,
0.11306682086058262,
0.12356859038762902,
0.13308145234762409,
0.14033877657743227,
0.14483322587248498,
0.14679059654793852,
0.14707395192637773,
0.1470161385060364,
0.14813812957822164,
0.1517439010661818
],
[
0.25654556091841874,
0.31145887205640777,
0.3858478088751962,
0.47628218935354577,
0.575737792736747,
0.673537795013022,
0.7563009491706659,
0.811403631731257,
0.8355166331316989,
0.8439201628471173,
0.8391702247582082,
0.8298601232426367,
0.8179462264060208,
0.7770503985093709,
0.7072531737234085,
0.6219864392079466,
0.5323424597102512,
0.4450039579134376,
0.3637820384452412,
0.2910795504593457,
0.2289405892760819,
0.17957498965218505,
0.14506545042913338,
0.12579942457673854,
0.11897834698678739,
0.1200581270504788,
0.12469282319226188,
0.1295337577982028,
0.13238507874097194,
0.13212410250904655,
0.12857289787028392,
0.12237273044835967,
0.11481227185550619,
0.10745997161449677,
0.10146482816198055,
0.0970764345625778,
0.09427184029051822,
0.09363917728528331,
0.09637262036346622,
0.10312845258135972,
0.11288101821924751,
0.12359133297353037,
0.1333464061558306,
0.14087202073822308,
0.14565652584745042,
0.14791774343827718,
0.14850122152571238,
0.14870929511207404,
0.15002225528880442,
0.15370639545014886
],
[
0.26117042024472203,
0.3165730088547466,
0.3913048930884867,
0.4819464645836225,
0.5814843891710297,
0.679240538072363,
0.7617868318236365,
0.8163588565619999,
0.8394720496219863,
0.8474422591130419,
0.842489511009986,
0.8334933322841928,
0.8227285424867863,
0.7818975593180659,
0.7114463728728786,
0.6253381949612358,
0.5348714385499824,
0.4467979292051779,
0.364946449300249,
0.2917153704254256,
0.22914082776758193,
0.1794356118865103,
0.14470881190972995,
0.12537413211041237,
0.11858711143835521,
0.11974934348948102,
0.12448536897527246,
0.12943276856695973,
0.13239006039853551,
0.1322318670736785,
0.12877638460682106,
0.12265559241774088,
0.11513860612104371,
0.10776272914875829,
0.10165782177890825,
0.0971033958222845,
0.0941292096296204,
0.09336739947918515,
0.09605191695462123,
0.10286793045308501,
0.11276589009274574,
0.12367291774262196,
0.1336589422671644,
0.14144289073657368,
0.1465087629581706,
0.14906601804429787,
0.14994231767970512,
0.15040952278087782,
0.15190795746863855,
0.15566732750034445
],
[
0.26575204987531276,
0.32160892196080615,
0.3966393354022191,
0.4874351531052473,
0.5869976915538548,
0.6846544445576883,
0.7669441738929889,
0.820984521581823,
0.843131536468158,
0.8506893292689892,
0.8455463885322418,
0.8368413427458722,
0.8271791950823529,
0.7864136161555009,
0.7153696412447988,
0.6284949423289181,
0.5372725723955266,
0.44852085864986385,
0.3660880611456123,
0.292370124653732,
0.22939602496566874,
0.17937992517191703,
0.14445274836036137,
0.12505180181373426,
0.1182907146455221,
0.11952359434899401,
0.12434973137479949,
0.12939503225959093,
0.13245320439174507,
0.1323962884812377,
0.12903823234093992,
0.12300087701008994,
0.11553248611261074,
0.1081382377148919,
0.10192897842579085,
0.09721366691254524,
0.09407439275276852,
0.09318634793140096,
0.09582080487337974,
0.10269035363270185,
0.11272264232456763,
0.12381396882640783,
0.13401919447436555,
0.14205109502526952,
0.14738926162665222,
0.15023439853993165,
0.15139592980560823,
0.15211531000619144,
0.15379362065443863,
0.1576250444457888
],
[
0.2702835602150091,
0.3265590754220748,
0.40184312889747636,
0.49273967332198887,
0.5922680811480144,
0.6897681717801804,
0.7717592606820145,
0.8252656801524746,
0.8464897185003888,
0.8536518972307251,
0.8483345092401942,
0.8399027845417738,
0.8312802875473586,
0.7905825441395806,
0.719012269638752,
0.6314493515249133,
0.5395408441582054,
0.45016952193205945,
0.367205079908937,
0.29304322456289,
0.2297067132652446,
0.17940959402105983,
0.14429974581655747,
0.12483458318201862,
0.11809062152181005,
0.11938179786016762,
0.12428641633149229,
0.12942072563889256,
0.1325743935184382,
0.1326169508069125,
0.1293576934153594,
0.12340747486387055,
0.11599250549602846,
0.10858508627706287,
0.1022772963521772,
0.0974069818269081,
0.09410796665777543,
0.09309742180040598,
0.09568118676715143,
0.10259735892824912,
0.112752319541154,
0.12401499580700825,
0.13442722321020611,
0.14269630285790968,
0.1482973368980291,
0.1514218817258613,
0.1528607925609411,
0.15382521319554993,
0.15567771226979327,
0.1595779825413567
],
[
0.27475836824148314,
0.3314163196912846,
0.40690873751431694,
0.4978520332892018,
0.5972867017601532,
0.6945713522877521,
0.7762194961668912,
0.8291880698941978,
0.8495418154888287,
0.8563212800214055,
0.8508482817753271,
0.8426773277162367,
0.8350142502399094,
0.7943896744146878,
0.7223646870495835,
0.6341947583834112,
0.5416716057883272,
0.4517408699199459,
0.36829574304316215,
0.29373398868467726,
0.2300732076990859,
0.17952594580804282,
0.1442519199719337,
0.12472425427364381,
0.11798801033129985,
0.11932466705659528,
0.124295782495565,
0.12950991507279996,
0.13275342088920344,
0.13289335737051233,
0.12973394131611604,
0.12387419959469342,
0.11651718925227583,
0.10910179311878088,
0.102701666575302,
0.09768291249868744,
0.09423029821702578,
0.0931017794142942,
0.09563474130011168,
0.10259036364077667,
0.11285579171146065,
0.12427638735733654,
0.13488301264480757,
0.1433781431531953,
0.1492322941548455,
0.15262748292135236,
0.15433568531655795,
0.15553785534692033,
0.15755878060596812,
0.16152466482237576
],
[
0.2791702070640095,
0.33617390307424155,
0.41182911177684056,
0.5027648535391146,
0.602045497719758,
0.6990546675491615,
0.7803135620060698,
0.832738411410228,
0.8522832581710368,
0.8586903539430246,
0.8530834785669258,
0.8451652930042719,
0.8383642344392659,
0.7978219029899221,
0.7254185022102503,
0.6367251744103787,
0.5436605883396269,
0.45323203574064186,
0.3693583222921001,
0.29444163984167254,
0.23049559365188121,
0.1797299364842016,
0.14431095636958152,
0.12472218281815178,
0.11798375696288388,
0.11935270283814664,
0.12437803821452997,
0.12966255570259372,
0.13298999074209905,
0.13322493331065283,
0.13016607554833587,
0.12439979540719037,
0.11710500248093719,
0.10968681318726858,
0.1032008792079242,
0.09804087136940604,
0.09444153786026172,
0.09320031620116886,
0.09568289030822758,
0.10267053895404443,
0.11303374176716324,
0.1245984055849314,
0.1353864681543313,
0.1440962035128941,
0.1501934288378678,
0.1538502357624007,
0.15581943148581595,
0.15725192458626175,
0.15943545269307347,
0.1634636987598299
],
[
0.28351313374479103,
0.3408254810810111,
0.41659770196691115,
0.5074713866336383,
0.6065372469628311,
0.7032099138425676,
0.7840315683295872,
0.8359047585690584,
0.8547092731644885,
0.8607545872053683,
0.8550381150360806,
0.8473671837005295,
0.8413146520467862,
0.8008678877650113,
0.7281665220937454,
0.6390352910683935,
0.5455039100154054,
0.45464034105966133,
0.3703911265220716,
0.2951653033478582,
0.23097371711297782,
0.18002212068583978,
0.14447804495067496,
0.12482929168528639,
0.11807842214543501,
0.11946618854060198,
0.12453323932641952,
0.12987849107258087,
0.13328371954085239,
0.13361102832498767,
0.13065312651571542,
0.12498294434760321,
0.11775435837749448,
0.11033854468652571,
0.10377362929450779,
0.09848011428602521,
0.09474161456646735,
0.09339364384473464,
0.09582676290070025,
0.10283878399923835,
0.11328665463751592,
0.12498118118910112,
0.1359374142014611,
0.14485002941229985,
0.15118002618701182,
0.15508919192185777,
0.15731089772993317,
0.15896617258789003,
0.16130643208182133,
0.16539377383524895
],
[
0.28778153547779095,
0.3453651237640974,
0.4212084687557123,
0.5119655332957453,
0.6107555887217944,
0.7070300586810059,
0.7873651896303281,
0.8386768775903255,
0.8568145900720078,
0.8625131287738557,
0.8567134358196413,
0.8492832354375383,
0.8438518503177883,
0.8035182218030872,
0.7306027441973592,
0.6411204795674403,
0.5471980824567898,
0.45596330162068005,
0.37139250465418133,
0.29590400632829006,
0.23150717784293345,
0.18040262839230037,
0.14475380854793674,
0.12504603137720766,
0.11827224205004228,
0.11966518612522759,
0.1247612877941427,
0.13015745322974043,
0.1336341373498341,
0.1340509195547951,
0.1311940603657999,
0.1256222731691522,
0.11846362544977868,
0.11105533501783682,
0.10441852224873083,
0.09899974377372295,
0.09513023239121271,
0.09368207177087995,
0.09606715624837303,
0.1030957019308773,
0.11361480804527596,
0.125424709530487,
0.13653559266336168,
0.14563912358004505,
0.15219136101509873,
0.15634342076645324,
0.1588089930583801,
0.16067941289779697,
0.16317049655433075,
0.16731365905267265
],
[
0.29197013421556317,
0.34978732112490574,
0.4256558913125488,
0.5162418550013881,
0.6146950453927601,
0.7105092862684975,
0.7903077790880066,
0.8410466182802782,
0.8585935166773333,
0.8639692669548236,
0.8581143651227984,
0.8509131133031231,
0.8459648685381422,
0.8057655724525901,
0.7327223218674548,
0.6429767877161137,
0.5487400155360643,
0.4571986321001961,
0.37236084872551567,
0.2966566782288226,
0.23209532574575742,
0.1808711501383532,
0.14513822680691418,
0.12537236213985442,
0.11856512262974189,
0.11994953407378228,
0.1250619312061988,
0.13049906329766653,
0.13404068947780357,
0.13454381459333642,
0.13178778376892297,
0.1263163597953198,
0.1192311340402924,
0.11183548615724442,
0.105134078979022,
0.09959871273411891,
0.09560686873717028,
0.09406559223098299,
0.09640449278696372,
0.10344157967156231,
0.11401826538093884,
0.1259288476979476,
0.13718066163721482,
0.14646294558187012,
0.1532266975261457,
0.15761200896480593,
0.1603126678419209,
0.1623905191784336,
0.1650264957807997,
0.16922220040351432
],
[
0.2960739898304421,
0.3540869866682975,
0.42993497292173716,
0.5202955829472214,
0.6183510382355659,
0.7136430307225998,
0.7928544552569775,
0.8430082309224785,
0.8600407027723873,
0.8651287330124433,
0.8592478665335712,
0.8522558480987543,
0.8476461661001007,
0.8076047795069105,
0.7345215084838439,
0.6446009354739287,
0.5501270208995516,
0.4583442503264249,
0.37329459709878865,
0.29742215256051163,
0.2327372606339687,
0.1814269322397477,
0.14563058929281675,
0.12580774765245195,
0.11895663792294808,
0.1203188470413839,
0.12543476315799384,
0.13090283252496887,
0.1345027383810788,
0.13508885459856507,
0.1324331486042789,
0.12706373937683663,
0.12005518222010014,
0.11267725955066671,
0.10591874078093344,
0.10027582861631412,
0.09617077453976208,
0.09454387025462657,
0.09683877375488759,
0.10387637311746506,
0.11449687092076755,
0.12649331264014724,
0.137872194747107,
0.14732091162047728,
0.15428528918875123,
0.1588940600595991,
0.161820912754653,
0.1640984233918793,
0.16687334893729983,
0.17111831829866553
]
],
"zauto": true,
"zmax": 0.8651287330124433,
"zmin": -0.8651287330124433
},
{
"autocolorscale": false,
"autocontour": true,
"colorbar": {
"tickfont": {
"size": 8
},
"ticksuffix": "",
"x": 1,
"y": 0.5
},
"colorscale": [
[
0.0,
"rgb(255,247,251)"
],
[
0.14285714285714285,
"rgb(236,231,242)"
],
[
0.2857142857142857,
"rgb(208,209,230)"
],
[
0.42857142857142855,
"rgb(166,189,219)"
],
[
0.5714285714285714,
"rgb(116,169,207)"
],
[
0.7142857142857143,
"rgb(54,144,192)"
],
[
0.8571428571428571,
"rgb(5,112,176)"
],
[
1.0,
"rgb(3,78,123)"
]
],
"contours": {
"coloring": "heatmap"
},
"hoverinfo": "x+y+z",
"ncontours": 25,
"type": "contour",
"x": [
1e-06,
1.3011511650442548e-06,
1.692994354296022e-06,
2.2028415765056147e-06,
2.866229883678204e-06,
3.729398352432554e-06,
4.852511011181743e-06,
6.3138503555892e-06,
8.215273746089953e-06,
1.0689313005882424e-05,
1.390841207112662e-05,
1.809694657026198e-05,
2.354686311364001e-05,
3.063802837345029e-05,
3.986470631277378e-05,
5.1870009063012666e-05,
6.749072272319499e-05,
8.781563250096393e-05,
0.00011426141253772724,
0.00014867137004306603,
0.00019344392634026088,
0.0002516997901283655,
0.0003274994751669172,
0.0004261263236648159,
0.0005544547624925005,
0.0007214294601814526,
0.000938688782612345,
0.0012213760031100258,
0.0015891948094037057,
0.002067782677737912,
0.0026904978401970136,
0.0035007443993213955,
0.004554997653699184,
0.005926740503884541,
0.007711585311544345,
0.010033938212454078,
0.013055670395116691,
0.01698740074503987,
0.02210317627048227,
0.028759573555516536,
0.03742055263793628,
0.04868979566145066,
0.06335278435066323,
0.0824315491666629,
0.10725590623460621,
0.13955614735503497,
0.18158364372009145,
0.23626776957937787,
0.3074200836506151,
0.4
],
"xaxis": "x2",
"y": [
0.0,
0.02040816326530612,
0.04081632653061224,
0.061224489795918366,
0.08163265306122448,
0.1020408163265306,
0.12244897959183673,
0.14285714285714285,
0.16326530612244897,
0.18367346938775508,
0.2040816326530612,
0.22448979591836732,
0.24489795918367346,
0.26530612244897955,
0.2857142857142857,
0.3061224489795918,
0.32653061224489793,
0.3469387755102041,
0.36734693877551017,
0.3877551020408163,
0.4081632653061224,
0.42857142857142855,
0.44897959183673464,
0.4693877551020408,
0.4897959183673469,
0.5102040816326531,
0.5306122448979591,
0.5510204081632653,
0.5714285714285714,
0.5918367346938775,
0.6122448979591836,
0.6326530612244897,
0.6530612244897959,
0.673469387755102,
0.6938775510204082,
0.7142857142857142,
0.7346938775510203,
0.7551020408163265,
0.7755102040816326,
0.7959183673469387,
0.8163265306122448,
0.836734693877551,
0.8571428571428571,
0.8775510204081632,
0.8979591836734693,
0.9183673469387754,
0.9387755102040816,
0.9591836734693877,
0.9795918367346939,
1.0
],
"yaxis": "y2",
"z": [
[
0.09324574439342095,
0.07232574463676295,
0.04561346528238498,
0.021066902181439355,
0.035374671040214946,
0.04907320226336408,
0.04240327623267191,
0.018201421167683272,
0.009868714156923267,
0.023075541179066367,
0.014585405350189396,
0.009701552935343388,
0.04295992237584935,
0.08062411211347396,
0.11650833989047987,
0.1467176574631288,
0.1699700515008608,
0.18631631173351731,
0.19636741577379555,
0.20117073844559338,
0.20231713191634934,
0.20186739458094985,
0.20185482489245127,
0.20347926959310583,
0.2065633372896355,
0.20975891752443537,
0.21127363900901136,
0.20953246350323063,
0.2035447191621017,
0.19312686459554543,
0.17914562490878172,
0.16364109637299015,
0.14918361356097343,
0.13698802902149682,
0.12597096482861656,
0.1165511457000293,
0.11495036763341222,
0.12649809789395647,
0.1467476236002118,
0.1678876715396005,
0.18530614943651932,
0.19719844031364833,
0.20283731256394,
0.20159104507095188,
0.1925656688576103,
0.17457919292919916,
0.1463731298612683,
0.10711105901091968,
0.05726922283938395,
0.00010067755068445424
],
[
0.08885283937666744,
0.06827755226779762,
0.041664671306561665,
0.015534635361904336,
0.03368261942628751,
0.0484752699565072,
0.042249795490511145,
0.018623191947610477,
0.010715584250406274,
0.02336998236526569,
0.015436529163146176,
0.008097160146079533,
0.040922862680646196,
0.07876538177435553,
0.11485051257642434,
0.14520553372549186,
0.16856720172865156,
0.18497671571855026,
0.19500868081808329,
0.19968698653129968,
0.20062614903992218,
0.19996809099333152,
0.19985471180426875,
0.20155293332584615,
0.20485847812515415,
0.2083235432555707,
0.21004592881529208,
0.2083684556209263,
0.20224799295715218,
0.19147244956894305,
0.17691790111455488,
0.1607174069917911,
0.14564643139372463,
0.13308733852592408,
0.121816149744658,
0.11204659863941523,
0.11040897600044584,
0.1226758384353275,
0.14389781472170068,
0.1658178325783023,
0.18379566326131566,
0.19610186687817124,
0.20205973363224047,
0.20106069663058154,
0.19222419612530517,
0.17438201496533368,
0.14629364985245036,
0.10715186103711644,
0.05752774323571275,
0.006297746439585644
],
[
0.08437728271310437,
0.06426709793940776,
0.038014089723682185,
0.010040937410735813,
0.03275700191970841,
0.048340337284428256,
0.04259020599677285,
0.020094636867122043,
0.012805067203463546,
0.023977482100089417,
0.016437670273764415,
0.006762127986252185,
0.03900309567667441,
0.07700085954525508,
0.11324068444488834,
0.14370392086365197,
0.1671529216640806,
0.18361440109948376,
0.19361897787457025,
0.19816151330582787,
0.19887880775545566,
0.1979976663849791,
0.19777604937491358,
0.19955314727226048,
0.20309541311580556,
0.20684819709192453,
0.2087938046677397,
0.20719059533320267,
0.20094204993451692,
0.1898055827337992,
0.1746627441754558,
0.15773762393431337,
0.14202288412693845,
0.12909396977182777,
0.11758198860544153,
0.10745787853244841,
0.10578500870523098,
0.11881707208197362,
0.14103796748822814,
0.16373797034278684,
0.18227191600086637,
0.19499457256601585,
0.2012801832498866,
0.20054286200150798,
0.19191732787440954,
0.1742550028515804,
0.14634692353408452,
0.10745167251548228,
0.0583992308427671,
0.012581576407244898
],
[
0.0798184530140367,
0.060309213044846585,
0.03475374911902873,
0.004656139871044868,
0.032642558970947394,
0.04865089499364438,
0.0433804153530622,
0.022333987312037222,
0.015539200060191645,
0.024811459037054413,
0.017458621078034763,
0.005658772751220073,
0.03721464132957567,
0.07533861180371532,
0.11168074651077246,
0.14221219803850088,
0.16572612321287766,
0.18222857987300953,
0.192197825843903,
0.19659378740349234,
0.1970740582355357,
0.195954292685369,
0.19561657024480816,
0.19747802504384204,
0.20127320675366606,
0.20533288433164185,
0.2075179792938202,
0.20600021311801334,
0.19962897074107136,
0.18812929062083783,
0.17238391907231218,
0.1547049226675933,
0.1383138444630908,
0.1250080378136693,
0.11327121063674503,
0.1027886167659836,
0.10108243147497076,
0.11492898251423121,
0.1381728426907277,
0.16164956579002382,
0.18073488107211236,
0.1938762136229077,
0.20049841479877883,
0.20003741210333825,
0.19164493042683056,
0.17419779798751578,
0.14653182036714457,
0.10800622636677502,
0.05985121612282313,
0.018841844371623152
],
[
0.07517589558615208,
0.05642200282921847,
0.0319953586970023,
0.0016543646060328079,
0.03332104560072515,
0.04937424765196825,
0.044561226738020245,
0.025061390363279774,
0.018539534555753544,
0.02579133241177337,
0.018407786721628513,
0.004731258241284786,
0.03557610970235494,
0.07378667244116024,
0.11017209745619021,
0.140729398137708,
0.1642855540485266,
0.18081843090491875,
0.19074478706844805,
0.19498335576112813,
0.19521092276129193,
0.19383617087928787,
0.19337400427628695,
0.19532570668350757,
0.1993910062427972,
0.2037777199457285,
0.20621927269753018,
0.2047987462172637,
0.19831097704336467,
0.18644684500227646,
0.1700856269903101,
0.1516230636807165,
0.1345205734142981,
0.120829791342113,
0.10888695148631126,
0.09804300369953445,
0.09630579265221147,
0.11101955458144411,
0.13530733053437055,
0.1595539599994477,
0.17918441147527256,
0.192746388665862,
0.1997141507901331,
0.19954416445173287,
0.19140673230878177,
0.17420969776157505,
0.14684630627411752,
0.10880829082335844,
0.0618339596898314,
0.025068034193087677
],
[
0.07044937493183734,
0.05262795912156976,
0.029864215350949876,
0.006500689633389585,
0.03471442750476393,
0.0504659349198836,
0.046065353494017934,
0.02806221797407149,
0.02160908459738314,
0.026848294026005817,
0.019223993810669096,
0.0039142327294489875,
0.03411040023706751,
0.0723526475430866,
0.10871552433784347,
0.13925417625191028,
0.16282979487985752,
0.17938310660110715,
0.189259476888043,
0.1933298549469505,
0.1932885076292224,
0.19164153984783272,
0.19104608419153452,
0.1930943671441564,
0.19744805364532045,
0.20218293913389884,
0.2048986181213233,
0.20358774022892856,
0.19699043056173934,
0.18476176513651213,
0.1677725281902404,
0.14849645725847016,
0.13064478218895284,
0.11655961964326811,
0.10443279146734208,
0.09322584944509821,
0.09146028046597852,
0.10709762819535519,
0.13244640171737845,
0.15745232128640116,
0.1776202313469571,
0.19160464122651513,
0.19892708784346172,
0.19906288766516425,
0.19120232894437406,
0.1742896653696365,
0.14728748296203723,
0.10984795137684475,
0.06428681003343079,
0.031250561807319985
],
[
0.06563893298699874,
0.048955431303503494,
0.028481060323440822,
0.0117454768402679,
0.03670612797069019,
0.05187411454759999,
0.04782384044498277,
0.03118824820674296,
0.024644256983328495,
0.027926989312345326,
0.019868166939754097,
0.003146970103229794,
0.03284354833951907,
0.07104325242933403,
0.10731108420623248,
0.13778478202381006,
0.1613572594281493,
0.17792174123537463,
0.18774157421491944,
0.19163302340606206,
0.19130601614508538,
0.18936868607790597,
0.1886305516769337,
0.19078222561356545,
0.19544369915590448,
0.20054890854478782,
0.2035570680723956,
0.20236885026448032,
0.19566983101717172,
0.1830778179819217,
0.16544976332444208,
0.14533023414825386,
0.12668870565978502,
0.11219806043196448,
0.09991280197794936,
0.08834265844745506,
0.08655179151326167,
0.10317295212463123,
0.12959504924176615,
0.15534561139798156,
0.17604192894034054,
0.19045046365273668,
0.19813690255938105,
0.19859330672039321,
0.19103118870659308,
0.17443634366463973,
0.14785164287941624,
0.11111297937642385,
0.06714450109858179,
0.03738060879950809
],
[
0.060744952726019055,
0.04544050945148638,
0.02793131586665718,
0.016942693613150574,
0.03916729949584128,
0.05354389511672916,
0.049770787028646415,
0.034339853261598295,
0.027586666020734875,
0.028984795267573773,
0.020317028164859228,
0.002390751734054928,
0.03180254108581957,
0.06986380756327909,
0.10595799226055298,
0.13631903713580076,
0.1598661974970198,
0.17643346106559352,
0.18619083316824042,
0.18989271465997903,
0.18926276279226034,
0.18701595432277265,
0.18612516397465145,
0.18838755576788396,
0.19337741560359564,
0.1988761381756261,
0.20219580037672694,
0.2011438416192808,
0.19435181289019618,
0.18139901606865202,
0.1631229724670352,
0.1421303222568609,
0.12265519006404978,
0.10774580881615708,
0.0953316032887567,
0.08339972365374834,
0.08158701502586968,
0.0992562359458734,
0.126758220534832,
0.15323455137587536,
0.17444895137011537,
0.18928330249198488,
0.19734325829913635,
0.19813510892304775,
0.19089266024503787,
0.17464807272562372,
0.14853433763604681,
0.11258925726068898,
0.07034223234921308,
0.043450072090732414
],
[
0.05576822663257293,
0.042129295156330536,
0.028233771872363242,
0.022054174913520214,
0.041976458976785265,
0.055420898228806297,
0.051846151911473785,
0.03744941322710554,
0.030400874432286965,
0.029990076705750324,
0.020558776727788098,
0.001660317740236342,
0.031012127580218898,
0.06881773013126263,
0.10465452243355987,
0.13485431914375606,
0.1583547014953306,
0.17491739635988715,
0.1846070958020708,
0.1881089114952042,
0.187158188670342,
0.18458175930793447,
0.1835277009825041,
0.18590869704753715,
0.19124881428924753,
0.19716529396113594,
0.20081612421690234,
0.1999145899011145,
0.19303914089372232,
0.17972961270420612,
0.16079831098805747,
0.13890352932228792,
0.11854779830780414,
0.10320372770496807,
0.09069443831434705,
0.0784042490842704,
0.07657353992383821,
0.09535919757514394,
0.12394073971418355,
0.15111958777530884,
0.172840601474554,
0.18810256547321866,
0.19654581287340753,
0.19768795054896418,
0.19078598098876703,
0.17492291075313074,
0.14933045728353586,
0.11426122925992913,
0.07381909603603182,
0.049451528941058503
],
[
0.050710029420362714,
0.03908032578062994,
0.029329922983101057,
0.02706429234791328,
0.04502917013821168,
0.05745374990494253,
0.053996974761692726,
0.040469894538982594,
0.03306399979731291,
0.03092022351319391,
0.020590237332644732,
0.0011454186039476471,
0.030490997556873702,
0.06790606534306379,
0.10339792615821125,
0.13338755275139605,
0.156820716741567,
0.1733726954422069,
0.18299030595275112,
0.18628174117275795,
0.18499187830905756,
0.18206459859060703,
0.18083597288331074,
0.1833440670632221,
0.18905766227695783,
0.19541721105448542,
0.19941948610141513,
0.19868308055982042,
0.19173470406624735,
0.17807409418152634,
0.15848246124883775,
0.13565763121567645,
0.11437093718915697,
0.09857286003935688,
0.08600726911019035,
0.07336451447649565,
0.07151999558672323,
0.0914946026656164,
0.1211472201683792,
0.14900086002973875,
0.17121603715667894,
0.18690763019494552,
0.19574422713159645,
0.19725146410145108,
0.19071028670397422,
0.17525865783190783,
0.1502343175957852,
0.11611234895755114,
0.07751996522137598,
0.05537820592107858
],
[
0.04557219429784179,
0.03636646810778902,
0.031103240598240902,
0.0319628264625777,
0.04824025179248036,
0.05959553973242693,
0.056177530614705116,
0.043367655368324425,
0.03556058404692297,
0.03175982816724643,
0.020415019368751737,
0.0013463546590088142,
0.0302480949422885,
0.06712710354787531,
0.10218437448044296,
0.1319152094549585,
0.15526205583893074,
0.17179854085227542,
0.1813405242224789,
0.18441149168649032,
0.18276357797295434,
0.17946306669803133,
0.17804782832504065,
0.18069217525644454,
0.18680390126887775,
0.1936329077943178,
0.19800747570383725,
0.19745140775910905,
0.1904415083992428,
0.17643716865906148,
0.1561826389352508,
0.1324014651036783,
0.11013001208939825,
0.0938544433064054,
0.08127690605542862,
0.06829010366485579,
0.06643624379234742,
0.08767629063089932,
0.11838196805524942,
0.14687816984279384,
0.16957427357063437,
0.1856978546150431,
0.19493817443041128,
0.1968252661195105,
0.19066462197021694,
0.17565288205307192,
0.1512397524052857,
0.11812550028895005,
0.08139621561106249,
0.06122394950204096
],
[
0.04035719201658627,
0.03407482322776758,
0.033414038432949295,
0.03674203846939697,
0.05154213062901598,
0.06180446489660485,
0.05834888087167273,
0.04611800473956917,
0.03787989025204227,
0.03249911357222786,
0.020042366563989146,
0.002170410616939923,
0.030280046290896312,
0.06647612461400876,
0.10100892766644305,
0.13043331627977142,
0.15367641736569979,
0.17019416769850437,
0.17965794410528285,
0.18249862909268338,
0.18047321558371643,
0.17677587069038148,
0.17516116317310024,
0.1779516379594025,
0.18448766820447174,
0.1918136003407752,
0.1965818314999003,
0.19622177253025086,
0.18916266792269168,
0.174823751393124,
0.15390659268291085,
0.12914502609627898,
0.1058316162928329,
0.08904992690349535,
0.07651118462713935,
0.06319223181932507,
0.06133365036656467,
0.08391918006191174,
0.1156488778392264,
0.1447509535671941,
0.16791418851740605,
0.18447258942322697,
0.1941273509472115,
0.1964089654624311,
0.1906479514260405,
0.17610294745747287,
0.1523402081304657,
0.12028337509929024,
0.08540569058480223,
0.06698319758525847
],
[
0.03506821194231483,
0.03230227261476295,
0.036128805392857996,
0.04139584487573663,
0.054881879175523604,
0.06404391873990749,
0.06047815210447965,
0.048702439660766164,
0.040014382709478866,
0.03313260891704054,
0.019486483182021043,
0.003228347322698273,
0.030570492913970647,
0.065945299525887,
0.09986553507582731,
0.12893747409021095,
0.1520614090771661,
0.1685588842643701,
0.17794290924935607,
0.18054381592662544,
0.1781209223994302,
0.17400184731901658,
0.17217392985606106,
0.17512119502386775,
0.18210931773763053,
0.18996071794963051,
0.19514444611916854,
0.19499648014653764,
0.1879013941861767,
0.1732389460260098,
0.15166259549370925,
0.12589956516397974,
0.10148376418899978,
0.08416099306141898,
0.0717192123889051,
0.058084229945386444,
0.05622548451587002,
0.08023924379822564,
0.11295132158715782,
0.1426182585900268,
0.16623453140577923,
0.18323119235939475,
0.19331148678931476,
0.19600217198718153,
0.19065917162516316,
0.17660604324985438,
0.15352883784615864,
0.1225687970908565,
0.08951224415224276,
0.07265095173024853
],
[
0.02970924448406847,
0.031144175774943782,
0.0391350520464587,
0.04591949422284253,
0.05821822049678539,
0.06628224942014949,
0.06253774507630054,
0.05110689085396759,
0.04195881815262283,
0.033658033888011196,
0.018766185621108794,
0.0043950537815296955,
0.03109151867321191,
0.06552376231360625,
0.09874706644876559,
0.12742288569683,
0.1504145757663355,
0.16689209490901213,
0.17619593183564983,
0.17854793071305805,
0.17570705660354993,
0.1711399819813491,
0.16908414732602,
0.17219972821918755,
0.1796694467577557,
0.18807591883662975,
0.1936973713156232,
0.19377793665739795,
0.18666098408985163,
0.17168802167121114,
0.1494594263102575,
0.12267768496776191,
0.09709618029421178,
0.07918958224176839,
0.06691172105420702,
0.05298228644746405,
0.051127528912467114,
0.0766534409166809,
0.11029203439689532,
0.14047872478015597,
0.16453393611974548,
0.18197304452046362,
0.19249035783535057,
0.1956045055267963,
0.19069712333805458,
0.17715921373852936,
0.15479859257045658,
0.12496498798325405,
0.09368509393706749,
0.07822274998915509
],
[
0.024285164550198673,
0.030676149382899514,
0.042344490066972766,
0.05030939992380801,
0.06151897971382111,
0.06849235399300782,
0.06450458162062425,
0.053320579636354976,
0.043709671282580985,
0.0340753493425672,
0.017904755282592485,
0.0056315062427291325,
0.031806665126270485,
0.0651978462095982,
0.09764537403255659,
0.1258843937253462,
0.1487334318829609,
0.16519332528161462,
0.17441771203649467,
0.17651208856619935,
0.17323222897053123,
0.1681894297110459,
0.16588991165458128,
0.16918628163707733,
0.17716892113364527,
0.18616110656337556,
0.19224282244820762,
0.19256864452198283,
0.18544480604026453,
0.17017638559186615,
0.14730634002236634,
0.11949342873977985,
0.09268065939057524,
0.07413792424280052,
0.06210157820211131,
0.04790662132901297,
0.046059049161743276,
0.07317958958606968,
0.10767299900890241,
0.1383305720629547,
0.16281093811263078,
0.180697568674707,
0.19166379822886184,
0.19521560507054636,
0.1907606041307476,
0.17775938847614525,
0.15614230783052788,
0.12745577647818876,
0.09789812663284013,
0.08369464031578122
],
[
0.018801816851167424,
0.030934411095530082,
0.04569039188832949,
0.05456303066190347,
0.06475907400730888,
0.07065121533385317,
0.0663594371513665,
0.055335251712702385,
0.045264754300598425,
0.03438594438829748,
0.01692986694977487,
0.006919666869424759,
0.03267461036442631,
0.06495145998083686,
0.09655138331241726,
0.12431652796848888,
0.1470154989670403,
0.16346224984643004,
0.17260915849938308,
0.1744376628607693,
0.17069733078977367,
0.16514953848837075,
0.1625894072851724,
0.1660800843873579,
0.17460890487113903,
0.1842184468509296,
0.1907831823483301,
0.19137119728411986,
0.18425628443046022,
0.16870955134230065,
0.14521302415116444,
0.11636235542626734,
0.0882515171166808,
0.06900857677380305,
0.057304545453301485,
0.042883411188164584,
0.041044398083261685,
0.06983616154671358,
0.10509533329882072,
0.13617159516742552,
0.1610639960213759,
0.17940424957592022,
0.19083171342778688,
0.1948351380402335,
0.1908483810529065,
0.17840341211121488,
0.15755278399179426,
0.13002575399677366,
0.1021292336820827,
0.08906315454571005
],
[
0.013266109100387084,
0.0319047609542743,
0.049123227444434,
0.058678824812282135,
0.0679189828418144,
0.07273944460441416,
0.06808637281752854,
0.05714464854637604,
0.04662295624078454,
0.03459194555175611,
0.015873437272958354,
0.008247527976153,
0.03365261912903348,
0.0647665670151751,
0.09545520866377681,
0.12271356172933882,
0.1452583479158783,
0.1616987216909399,
0.17077140977954683,
0.17232630793732184,
0.16810356424410283,
0.1620198752124455,
0.1591809189620459,
0.16288057592659608,
0.17199089188613598,
0.18225038469710753,
0.18932100443669855,
0.19018827323397922,
0.18309888247206046,
0.16729310233652947,
0.14318954052006921,
0.11330159193271674,
0.08382615480967391,
0.06380447417813682,
0.05254042317178078,
0.03794805763126076,
0.0361157839116215,
0.06664197675675529,
0.10255918490677013,
0.13399916654030866,
0.15929151806218322,
0.17809265623993595,
0.18999409369630743,
0.19446280955149264,
0.1909592032703881,
0.17908807350492562,
0.15902285925809154,
0.13266038322125692,
0.10635971344954911,
0.09432528295846311
],
[
0.007686157928935511,
0.03352712641107188,
0.05260648580307233,
0.06265611603465934,
0.07098360125266155,
0.07474086156590751,
0.06967226432463597,
0.05874413203536829,
0.04778406119436822,
0.03469564845412469,
0.014771175468465243,
0.009604353895695313,
0.03469920972738155,
0.06462372297402887,
0.09434628913159958,
0.12106957649834475,
0.14345964607536776,
0.15990280456326553,
0.1689058566199835,
0.17017998278226004,
0.1654524754526737,
0.1588002547478668,
0.15566284435589386,
0.15958743443381823,
0.1693167406025196,
0.18025966163747767,
0.18785901493696455,
0.18902262800682998,
0.18197608343893906,
0.16593265092243537,
0.14124625040913807,
0.11032985053892193,
0.0794257664928601,
0.05852899068619299,
0.04783480998718803,
0.033150924062952634,
0.03131825273256276,
0.06361577690048825,
0.10006363765801515,
0.13181024834233568,
0.1574918934318997,
0.1767624661129997,
0.18915102790795055,
0.19409837154462078,
0.1910918144834709,
0.17981013372043442,
0.16054547464984967,
0.13534606644667824,
0.1105737518995441,
0.09947844943960181
],
[
0.0020725146635177413,
0.035712560227885944,
0.056113284259548715,
0.06649506473921835,
0.07394138342903565,
0.07664212619650196,
0.07110641719464939,
0.06013041049279691,
0.04874862168830309,
0.03469908345963273,
0.013661521733117285,
0.010978571251323647,
0.03577587297745496,
0.06450262798569249,
0.09321353884296386,
0.11937853419692276,
0.14161720912771328,
0.15807480705594235,
0.1670141649485051,
0.16800097559401891,
0.16274599039962404,
0.1554907725460608,
0.1520337074055164,
0.15620060873805533,
0.1665887115878835,
0.17824933294763334,
0.18640011401887494,
0.18787708607611023,
0.18089137041732115,
0.16463379317539892,
0.13939372203284406,
0.10746739654283459,
0.07507621765519013,
0.05318602589747101,
0.04322184939638245,
0.028567663516183634,
0.02671900998310895,
0.0607756609650471,
0.09760663459956513,
0.12960141433703926,
0.15566352889876503,
0.1754134910251689,
0.18830271751092315,
0.19374163166622735,
0.1912449649802664,
0.18056635254950865,
0.1621137306249234,
0.13807018090715428,
0.11475798084306815,
0.10452048726367759
],
[
0.003571511014152011,
0.03836281745968755,
0.059623802862742485,
0.07019659317856407,
0.07678370101429986,
0.07843242433153738,
0.07238025618690173,
0.06130133315579382,
0.04951787234337768,
0.03460373241507745,
0.012583557109462937,
0.012356681983008572,
0.036847949421643725,
0.06438265523837614,
0.09204550629866036,
0.1176343561772029,
0.13972905774034428,
0.15621531882060827,
0.165098299427398,
0.16579192911067306,
0.15998645397719113,
0.1520918414515822,
0.1482921723944892,
0.15272035441660237,
0.16380950843621472,
0.1762227845347098,
0.18494737568948785,
0.18675453110691778,
0.1798482046950948,
0.1634020597782747,
0.13764261971024055,
0.10473594830207596,
0.07080912059851296,
0.04778012704219629,
0.038748557655341236,
0.024317835737855117,
0.02242527061180928,
0.058138377318615445,
0.0951849223577929,
0.1273688823588377,
0.15380489072234227,
0.17404570478207002,
0.18744949048861964,
0.19339246178097633,
0.19141742318524665,
0.1813535133015014,
0.16372093531149884,
0.14082108785435457,
0.11890110672451715,
0.10944961551961567
],
[
0.009224235742592258,
0.04138467937700799,
0.0631234020785797,
0.07376232323622244,
0.07950435859620916,
0.08010320449345347,
0.07348707708268767,
0.062255732122874115,
0.05009367333911856,
0.03441041283705451,
0.011573474426312827,
0.013722814537017541,
0.03788488827154064,
0.06424332731074313,
0.09083053694427391,
0.11583100819528618,
0.13779347894444471,
0.15432524866078762,
0.1631605473514868,
0.1635558665290186,
0.15717667237267335,
0.1486042334411412,
0.1444370587813054,
0.14914727482723214,
0.16098232209235847,
0.17418374920877067,
0.18350404623815192,
0.18565789514713738,
0.17885000296302006,
0.16224286352190015,
0.13600357483087247,
0.10215848968917275,
0.06666311111209829,
0.04231667766831326,
0.03448161376550034,
0.020596229358874313,
0.018617505054463773,
0.05571848670121991,
0.09279402107248585,
0.1251085579132635,
0.15191455199616977,
0.17265927220483476,
0.18659181513029227,
0.19305080599193727,
0.19160798657490208,
0.1821684456396859,
0.16536064456942437,
0.14358812145855615,
0.12299360068745491,
0.11426441619893457
],
[
0.014880069266500831,
0.04469708669628885,
0.06660125732076355,
0.07719451656744179,
0.08209922397953963,
0.0816479606191185,
0.07442185057905173,
0.0629932978730613,
0.050478475168671474,
0.03411933858202951,
0.010659550865935752,
0.015058821300939591,
0.038860118872636296,
0.06406472233241507,
0.08955693392791443,
0.11396259067684422,
0.1358090922253844,
0.1524058643060394,
0.1612035426438223,
0.16129621778919312,
0.15431995901882992,
0.14502912721593317,
0.14046735680110833,
0.14548236802089198,
0.15811087878336882,
0.17213632195919826,
0.18207354103016024,
0.18459014664692494,
0.17790011354133758,
0.16116144413588684,
0.13448703966327277,
0.09975897449700999,
0.06268528050586009,
0.03680221835307128,
0.030517638767322993,
0.01771142866916783,
0.015599952341024991,
0.05352743967352071,
0.090428223372687,
0.12281608932955813,
0.14999124545826978,
0.17125457938056884,
0.18573031340925034,
0.19271668804861694,
0.19181549184595084,
0.1830080463081108,
0.16702669428571798,
0.14636156274839257,
0.1270274404561044,
0.11896381196537921
],
[
0.02052807159358902,
0.04823291784593609,
0.07004936988470031,
0.08049601700051201,
0.08456594241469065,
0.08306205465222254,
0.07518106989134982,
0.0635144791529457,
0.050675296813561116,
0.03373035310512221,
0.009856466790685043,
0.016344868889534576,
0.039750720350291716,
0.06382780217519374,
0.08821311272139233,
0.1120234337694456,
0.13377492032966587,
0.15045883361817106,
0.15923028964372377,
0.15901684592998377,
0.15142018430190127,
0.14136816278537767,
0.13638224385701872,
0.141727080714945,
0.15519949167034583,
0.17008497378749055,
0.18065943943622198,
0.1835542773132777,
0.1770017918857455,
0.1601628113354435,
0.133103126184616,
0.09756190475866278,
0.058932610328885436,
0.0312450593735548,
0.02699708860282552,
0.01607573648528143,
0.013817113959962683,
0.051572647397791195,
0.08808062475629276,
0.1204869347677087,
0.14803392176403243,
0.16983226483404212,
0.18486577374900146,
0.19239021802370054,
0.19203882423588164,
0.18386929764663829,
0.1687132254453435,
0.14913260292358307,
0.13099589532379785,
0.12354704462181527
],
[
0.026158376452042865,
0.051937942197206696,
0.07346184804940764,
0.08367019519712693,
0.08690371245602632,
0.08434257310270786,
0.07576263547588188,
0.06382040108845538,
0.050687709505806276,
0.03324331490166815,
0.009160952398063329,
0.01756041346413822,
0.040537017468321564,
0.06351466310806206,
0.08678774621515883,
0.11000819692547255,
0.1316904648202978,
0.1484862669163052,
0.15724418631845485,
0.15672207313595554,
0.14848182917330957,
0.13762350445466195,
0.132181101719371,
0.1378833708054884,
0.15225311625254487,
0.1680345635662793,
0.17926547768121828,
0.18255328782495542,
0.17615817566534545,
0.15925168713669685,
0.1318614333775642,
0.09559177165128944,
0.0554730613380187,
0.025656625533088825,
0.02411716897015275,
0.01601845983875858,
0.013658574885361402,
0.0498566584618044,
0.08574318638582544,
0.11811644129367385,
0.14604181316227058,
0.16839325127506796,
0.1839991629418071,
0.1920715981429196,
0.19227692591058618,
0.18474928384162964,
0.1704147026060101,
0.15189329954108666,
0.1348933466627985,
0.12801365428738384
],
[
0.03176177672407952,
0.05576874474874704,
0.07683438164216416,
0.0867208955807506,
0.08911310722987295,
0.0854882121902012,
0.0761657719099067,
0.06391279752187176,
0.05051981814761772,
0.0326585973299095,
0.008551051866449302,
0.018685379587787692,
0.04120217995387919,
0.06310871519106911,
0.08526989789900973,
0.10791197308261735,
0.1295557864398652,
0.14649076002914097,
0.15524904645635834,
0.15441670599610977,
0.145510042730758,
0.13379791397460855,
0.12786353455221924,
0.1339537802797049,
0.14927740943233814,
0.16599034730597811,
0.17789553939735958,
0.18159017245403278,
0.17537225974032186,
0.15843244863935635,
0.13077086775522687,
0.09387235976751271,
0.052385660940289985,
0.020054956100933705,
0.022126072316890844,
0.0174922629638375,
0.015070724701586715,
0.04837657483034178,
0.08340682981908135,
0.11569993619457081,
0.14401450245669703,
0.16693877751503275,
0.18313163696967605,
0.1917611276573853,
0.19252880334914732,
0.18564520490399072,
0.17212592645290214,
0.15463652833038,
0.138715137556092,
0.13236345929483062
],
[
0.037329684405503896,
0.05969056024169903,
0.0801638556822428,
0.08965238551228523,
0.0911959292328266,
0.08649918680909706,
0.07639097336708645,
0.06379395518028652,
0.05017623256749047,
0.03197764940955603,
0.007989993588199006,
0.01970133112715858,
0.04173186456300652,
0.06259480018274344,
0.08364914172981879,
0.10573039790806625,
0.12737159036090667,
0.14447543758617315,
0.15324912031497687,
0.1521060593727928,
0.14251070370928318,
0.12989483604895313,
0.12342938778868942,
0.1299415208800036,
0.1462787919707703,
0.16395798411719897,
0.17655364367514848,
0.18066790266366933,
0.1746468713970457,
0.15770907258980923,
0.12983946311426892,
0.0924259333386676,
0.04975855886229666,
0.01447613733229464,
0.021265318975012264,
0.020101299726244422,
0.01758097678401604,
0.047123834209505236,
0.08106156168212873,
0.11323283072788658,
0.141951997068647,
0.16547043008000395,
0.18226455046538748,
0.1914592066542298,
0.19279353367118965,
0.18655438840461458,
0.17384204112368354,
0.15735593275519638,
0.14245744625639,
0.13659653681473646
],
[
0.04285411830192371,
0.06367539146987163,
0.08344806468624322,
0.09246930664558894,
0.0931550898534971,
0.0873771591343097,
0.07643997530817433,
0.06346666859412721,
0.04966202135427663,
0.03120355233513114,
0.00743344674011013,
0.020592458416804606,
0.042113913637938524,
0.061959259283255554,
0.0819156682045239,
0.10345976505297443,
0.12513931640636067,
0.1424439959407489,
0.15124911310218145,
0.14979597813731535,
0.13949048563638364,
0.1259184989436072,
0.11887876788085827,
0.1258505755019693,
0.14326451381117336,
0.1619435380621098,
0.17524393042186195,
0.17978940977697083,
0.17398464622123708,
0.15708508310831398,
0.12907420653048365,
0.09127234517686864,
0.04768379720430712,
0.00902709854433621,
0.021654783065054146,
0.02341029499429586,
0.02070380984354616,
0.04608444699897652,
0.07869662489762758,
0.11071073660423145,
0.13985480793792587,
0.16399017397673965,
0.1813994645413366,
0.19116633870956212,
0.19307026986740453,
0.18747429902953183,
0.17555853698332727,
0.1600458729091367,
0.1461171791436333,
0.140713204210486
],
[
0.04832769434805291,
0.06770050138819549,
0.08668550037557672,
0.09517662834459052,
0.09499450698436594,
0.08812518315827238,
0.076315750990956,
0.06293420586234524,
0.04898264219486968,
0.03034149920628234,
0.006837529648510069,
0.021346276193660415,
0.04233810845225215,
0.061189962165859875,
0.08006037696524028,
0.10109714893650625,
0.12286123429536772,
0.1404007449724449,
0.1492542005617936,
0.1474928558643616,
0.13645692513681904,
0.12187403363091287,
0.11421206295690677,
0.12168581911657539,
0.14024272140089056,
0.1599534749958886,
0.17397064286297004,
0.17895756683862432,
0.17338800500408336,
0.15656350398071203,
0.12848087824253518,
0.09042813222920289,
0.04624794298398659,
0.004330795525706823,
0.023212026821323825,
0.02710949550466478,
0.024121276456179935,
0.04523970808230395,
0.07630067192800041,
0.10812959571205952,
0.13772403290067056,
0.16250038199197017,
0.18053815270758003,
0.1908831322976297,
0.1933582449086763,
0.18840254604341997,
0.1772712494989681,
0.162701374903524,
0.14969187966680955,
0.14471400112477506
],
[
0.05374361459268152,
0.07174725110969672,
0.0898751932728771,
0.09777960299728396,
0.09671901563232575,
0.08874766178145455,
0.07602253221068674,
0.06220028651463765,
0.0481438445289553,
0.029399122840235374,
0.006165262916053106,
0.021953990486852606,
0.04239596767915604,
0.06027630799721018,
0.07807495695151864,
0.09864053726118394,
0.1205405438928497,
0.1383506478400947,
0.14727004081894704,
0.14520364939134997,
0.13341849249618687,
0.11776761575749561,
0.10942996443006227,
0.11745316404052844,
0.1372225256732345,
0.15799465341683977,
0.1727381070582562,
0.17817516981869572,
0.17285913208032733,
0.15614681687043747,
0.1280639131760486,
0.08990568024397197,
0.045519285757945144,
0.00465580177739135,
0.02570335366264191,
0.031009576772742107,
0.02765211538174563,
0.044567324277585925,
0.0738619546774336,
0.10548582392703007,
0.13556144405704093,
0.16100386182511803,
0.17968260459821353,
0.19061030088173608,
0.1936567747235749,
0.18933688877088817,
0.17897635482300184,
0.16531808156625283,
0.1531796504281421,
0.14859967229582824
],
[
0.05909565414265778,
0.07580022039703607,
0.09301659406820643,
0.10028372302507407,
0.09833428753673601,
0.08925031326221797,
0.07556585432190228,
0.06126907393703084,
0.04715154291720103,
0.028386598316208544,
0.005390561101374465,
0.022410533316406907,
0.04228057866502775,
0.059209207969938595,
0.07595195569205934,
0.09608897627894998,
0.11818148029035139,
0.13629935754632452,
0.145302781517121,
0.1429358879443527,
0.1303846630772293,
0.11360663577334847,
0.1045334896230961,
0.1131597356904063,
0.13421406873530392,
0.15607430827911856,
0.17155070835244726,
0.1774449183358039,
0.17239995549015044,
0.15583692669668303,
0.12782629134381948,
0.08971254780983783,
0.04553482246702403,
0.009490577086672123,
0.028864035151848093,
0.03499825413498522,
0.031194354691075364,
0.044042831260356276,
0.07136852527743985,
0.10277647033270351,
0.1333695784757285,
0.15950388027138557,
0.17883502722806682,
0.19034866162592662,
0.1939652600476863,
0.1902752402205667,
0.1806703626428402,
0.16789220500658306,
0.1565790861147954,
0.15237115109898797
],
[
0.06437814608616439,
0.07984654592338264,
0.0961094844261037,
0.10269467936235536,
0.09984675659872627,
0.08964014387039063,
0.0749526260569875,
0.0601451861895438,
0.04601166268758151,
0.027316453790651306,
0.004500108723078335,
0.022714286632031695,
0.041986450104942216,
0.05798105761941631,
0.07368483982451098,
0.0934427328144404,
0.1157894232873414,
0.1342532489275508,
0.14335906115309804,
0.14069767531511815,
0.1273659874943498,
0.10939990381788044,
0.09952400550344898,
0.1088140866008487,
0.13122858651398128,
0.1542000266861094,
0.17041286474056433,
0.17676939610390854,
0.17201212933747817,
0.15563513525010053,
0.12776946319103755,
0.08985103194289012,
0.04629205792609571,
0.01494208149145758,
0.03247466027803422,
0.03900786909919949,
0.0346892746926607,
0.04364113881531966,
0.06880844197240397,
0.09999939384031982,
0.1311518313617529,
0.15800418358785148,
0.17799784351062395,
0.19009913268173462,
0.19428318716124482,
0.19121566898804568,
0.18235010680193017,
0.1704204813995969,
0.1598892154247317,
0.1560295438069723
],
[
0.0695859646111614,
0.08387542268844975,
0.09915390960175798,
0.10501832117248813,
0.10126354751223181,
0.08992542349254652,
0.07419122491281208,
0.05883373065599452,
0.04472996296435818,
0.02620303753137507,
0.0034941356476602043,
0.02286653199609553,
0.04150937783568142,
0.056585706123653934,
0.07126804939842081,
0.09070347825084367,
0.11337101043379053,
0.13221944440048758,
0.14144600339522848,
0.1384976833548332,
0.1243741575543613,
0.1051578974126118,
0.09440325367512836,
0.10442645850574495,
0.12827846361862585,
0.15237971438825726,
0.16932899720112757,
0.1761510513321179,
0.17169701868592657,
0.15554212388410174,
0.12789331419614125,
0.09031803224528143,
0.04774949816118294,
0.020497163264725362,
0.036376882840672614,
0.042996561801274716,
0.03810240020307731,
0.04333804690983215,
0.06616997469942379,
0.09715346006416627,
0.12891255052065725,
0.1565090130929227,
0.17717368778407236,
0.1898627290213323,
0.19461012754376658,
0.19215639958072772,
0.1840127341418821,
0.17290012819346295,
0.16310945048806053,
0.15957611456013432
],
[
0.07471450658563461,
0.08787772604573166,
0.102150127181858,
0.10726061657357486,
0.10259240543708652,
0.09011566072194807,
0.0732916188567069,
0.0573403699738756,
0.04331184578391242,
0.025061615322754,
0.002388113240430132,
0.022870677780290043,
0.040846319726549125,
0.05501842907517222,
0.06869704902916403,
0.0878745011406951,
0.11093425218170647,
0.13020583148194761,
0.13957120306457826,
0.13634513484596314,
0.12142206383388111,
0.10089306158340937,
0.0891733768576181,
0.1000091046707039,
0.12537727547361968,
0.15062155207124392,
0.1683034971352572,
0.17559217732909704,
0.1714556872904303,
0.1555579458383947,
0.12819617083520451,
0.0911052324360382,
0.04983560442012721,
0.026060379968929775,
0.04046221497230685,
0.04693788765781345,
0.041413646819754145,
0.04311160939330218,
0.06344180566702291,
0.09423876241808032,
0.12665713056462383,
0.15502311497349566,
0.17636539811649782,
0.18964055680719943,
0.194945736485777,
0.19309581131122086,
0.18565569196185297,
0.1753288038319316,
0.16623954256921705,
0.16301227103612861
],
[
0.07975967187026792,
0.09184572246099387,
0.10509856769240511,
0.10942761417005202,
0.10384162491939625,
0.09022157365582902,
0.07226551469134489,
0.05567142932454131,
0.041762163272816455,
0.023907115173822612,
0.001227719038713715,
0.022731333871578593,
0.039995280275498236,
0.05327591102548119,
0.06596837964335622,
0.08496095685907575,
0.10848864680865176,
0.1282210697638689,
0.13774270238179756,
0.13424977364732574,
0.11852383936958973,
0.09662017252340642,
0.08383694722280115,
0.09557668731224082,
0.12253981137111264,
0.1489339405545256,
0.1673406911452427,
0.17509489358167757,
0.1712888884086647,
0.1556820284368255,
0.12867484758824452,
0.09219957527052636,
0.0524620492932224,
0.03159761160543033,
0.044656954965820866,
0.05081503441783424,
0.04461205394367055,
0.04294327067551419,
0.0606132212140233,
0.09125687277817086,
0.1243921048005074,
0.15355174321037302,
0.1755760051943971,
0.18943380630875295,
0.1952897507082699,
0.1940324359066321,
0.18727671444032817,
0.1777045700050347,
0.1692795430627117,
0.1663395508068206
],
[
0.08471784262103307,
0.09577284556857354,
0.10799980387600994,
0.11152540522334344,
0.1050199765839644,
0.09025505225209593,
0.07112653243489052,
0.05383405878096906,
0.040085037380642306,
0.02275259756418511,
0.0004826557101622182,
0.022453323116671243,
0.03895520999099772,
0.05135624463082826,
0.06307971556701271,
0.08197016478129221,
0.10604529154364614,
0.12627458468955874,
0.13596895605252884,
0.13222181991105847,
0.1156948823007201,
0.09235677686508346,
0.07839699720164259,
0.09114676749542776,
0.11978207055124394,
0.14732543424166877,
0.16644480348997615,
0.17466112758997063,
0.17119705887336914,
0.15591318507199978,
0.1293247322650509,
0.0935839697048697,
0.05553630962743789,
0.03709096689892101,
0.048910452096939595,
0.05461749696892371,
0.04769283381563905,
0.042818746927364065,
0.05767429241577545,
0.0882111287236486,
0.12212523209209909,
0.15210065448846957,
0.17480871764173594,
0.18924374339810357,
0.1956419850501874,
0.19496495397952796,
0.1888738083170164,
0.18002585638536045,
0.172229768977216,
0.16955960836885664
],
[
0.08958586181979868,
0.0996535204508928,
0.11085452623878314,
0.11356008634443648,
0.10613663042625551,
0.09022910771470871,
0.06989040325266001,
0.051836469581790716,
0.038283708019228084,
0.02160760362227037,
0.0014719070815014017,
0.022040733383586895,
0.037725928734762236,
0.0492589547859757,
0.06002993334836566,
0.07891196577391792,
0.10361698466452147,
0.12437654517078851,
0.134258783802455,
0.1302719081828737,
0.11295184849142649,
0.08812371817344013,
0.07285705379579073,
0.0867404065462471,
0.11712122185718414,
0.14580466248552895,
0.1656199166633905,
0.17429259774762493,
0.1711803165367648,
0.15624963656408344,
0.1301399048074963,
0.09523814579279653,
0.058970623021708427,
0.04252867554719972,
0.05318722944433399,
0.058339087097157336,
0.05065562563458156,
0.04272865623746843,
0.05461604327844366,
0.08510696630118199,
0.11986557517786442,
0.15067609394358172,
0.174066903670307,
0.18907169967992038,
0.19600232829292996,
0.19589219050286794,
0.19044523808923977,
0.18229142776977106,
0.17509077224865485,
0.17267420283307292
],
[
0.0943610112495961,
0.10348302373422961,
0.11366352307333027,
0.1155377226512098,
0.10720107483970251,
0.09015780405125015,
0.06857518545361574,
0.04968827082256938,
0.036360425348129194,
0.020476603660584146,
0.0026750521445548306,
0.02149611725988456,
0.03630808604754156,
0.04698505929596931,
0.056819201490171306,
0.07579915509866499,
0.10121831117706293,
0.12253782185313998,
0.1326213091039505,
0.12841100636549013,
0.11031260332591761,
0.08394575876603443,
0.06722117819962531,
0.08238289703269888,
0.11457551615136553,
0.14438023896096838,
0.1648699306513191,
0.17399079755496358,
0.17123846112407295,
0.1566890411798509,
0.13111328309115103,
0.09713956669034769,
0.06268681946301813,
0.04790195035964384,
0.05746193892565848,
0.06197668939602886,
0.05350339808528,
0.042668917907721746,
0.05143060697479412,
0.08195230935268646,
0.11762356593876294,
0.14928477062323287,
0.17335406902643893,
0.18891906133398845,
0.19637073819870104,
0.19681310942638833,
0.19198951093829136,
0.18450035352248442,
0.17786331234021743,
0.1756851862569494
],
[
0.09904098910966153,
0.1072573704785012,
0.11642766362890683,
0.1174643114003454,
0.10822303084172227,
0.09005616676645917,
0.06720148836593078,
0.047400944514494066,
0.03431640020944851,
0.019357807569840554,
0.003821690898392406,
0.020819933268565294,
0.03470317570542559,
0.04453718349424052,
0.05344910512930555,
0.07264800755199896,
0.09886570199959721,
0.12076992273873892,
0.13106588308521672,
0.12665031389927692,
0.10779612028231866,
0.07985229555326422,
0.061494013998467344,
0.07810463444565773,
0.11216413984862864,
0.14306065967527723,
0.16419852152666528,
0.17375698144393126,
0.17137097845755667,
0.15722853233755119,
0.13223678823208965,
0.09926431657589442,
0.066617975740204,
0.053203782561900864,
0.061716152757177116,
0.06552944762937615,
0.05624171104268966,
0.042640941281907714,
0.04811137261937447,
0.07875802841982926,
0.11541105195457947,
0.1479338216180179,
0.17267383127398472,
0.18878725677297356,
0.19674723584626744,
0.19772680756598027,
0.19350536156661197,
0.18665197920135862,
0.18054833168151155,
0.17859449260340998
],
[
0.10362388744466614,
0.11097322128158577,
0.11914788345778837,
0.11934574617453533,
0.10921236131739216,
0.08994006373543682,
0.06579268699028372,
0.044988514348329865,
0.032151823415890075,
0.018242579656026717,
0.004852813744662731,
0.02001029362015568,
0.03291362778278492,
0.0419197568816875,
0.049922828450766524,
0.06947891153546328,
0.09657745341631363,
0.1190849029858557,
0.12960199300329933,
0.1250011381414326,
0.10542231297255321,
0.07587814860707572,
0.05568085011486345,
0.07394212187103785,
0.10990699807719836,
0.14185419088022783,
0.1636091001363932,
0.17359215247675594,
0.1715770479385261,
0.1578647628169301,
0.13350152154588588,
0.10158790297027896,
0.07070815354104404,
0.058428399538081516,
0.06593630002099052,
0.06899820727542022,
0.058878180325859425,
0.042651613698775764,
0.044653128029268165,
0.07553848346620257,
0.11324131739919777,
0.1466307639653677,
0.17202989053827794,
0.1886777432417016,
0.19713189935352246,
0.19863250789098397,
0.1949917370962619,
0.18874590024239596,
0.1831469335753097,
0.18140412730863026
],
[
0.10810816954316237,
0.11462780478097237,
0.1218251712433395,
0.12118778177688745,
0.11017897548458042,
0.08982605377025257,
0.06437510070713809,
0.04246848979280295,
0.02986596003427996,
0.01711561194581573,
0.005725009508708799,
0.019063045663686252,
0.030943012244886242,
0.03913933952637907,
0.046245433894911175,
0.06631712428627368,
0.09437369013326696,
0.11749524610973501,
0.12823915521211196,
0.12347474884106464,
0.10321178766524616,
0.07206436366748595,
0.04978771080740645,
0.06993905926356629,
0.10782441767493471,
0.14076874885419227,
0.163104771710215,
0.17349705215500102,
0.171855553105266,
0.1585939541505697,
0.13489794556038856,
0.10408593548081914,
0.07491122262908564,
0.06357098564010417,
0.07011231294277029,
0.07238511510883529,
0.06142205825403458,
0.04271308098313945,
0.041052208846344994,
0.07231216388408797,
0.11112906999220219,
0.14538343365274284,
0.17142599692898547,
0.18859199250732833,
0.1975248570809452,
0.19952955232715716,
0.19644778215266848,
0.1907819375756969,
0.1856603622619949,
0.18411615744093404
],
[
0.11249264744222867,
0.11821885200950269,
0.12446055662877752,
0.12299600005208483,
0.11113272919286087,
0.08973119938880525,
0.06297809681718697,
0.03986320604033018,
0.02745731952311576,
0.015955868319384496,
0.0064009566284489875,
0.017972178281593903,
0.02879640957268951,
0.0362051632178497,
0.04242430869796956,
0.06319364713765642,
0.09227625201591243,
0.11601371459643176,
0.12698679327151347,
0.12208221182456128,
0.10118550559024184,
0.06845890600384463,
0.043821498914403526,
0.0661473918402691,
0.1059367640431252,
0.13981177425678903,
0.16268829727360662,
0.17347215254266346,
0.17220509502248701,
0.1594119497961921,
0.13641606224061698,
0.10673466505224055,
0.07918939261990493,
0.06862751951400164,
0.07423671681950933,
0.07569331781648159,
0.06388387997882933,
0.042842298388906,
0.03730667381210014,
0.06910243411820687,
0.10909038450270704,
0.14419991136287943,
0.17086591495941028,
0.18853147581150473,
0.19792628041369675,
0.20041739418566104,
0.19787282423478111,
0.1927601150478719,
0.18808998488195933,
0.1867327024324729
],
[
0.11677645965881484,
0.12174453998653073,
0.127055098729905,
0.12477577691463325,
0.11208332208891224,
0.08967284193465293,
0.06163406498008464,
0.0372017345930535,
0.02492389735761419,
0.014738160521574032,
0.006848262630720766,
0.016730522940490298,
0.026481049193883235,
0.033130045523350415,
0.03846991313273039,
0.06014618969634383,
0.09030848227682094,
0.11465316918683319,
0.12585410271247477,
0.12083420449855296,
0.09936434927024551,
0.06511702549676242,
0.03779025283445285,
0.06262806184102776,
0.1042639722599192,
0.13899010446575144,
0.1623620577712052,
0.17351765086696452,
0.17262400820489282,
0.16031427067833723,
0.13804558269259337,
0.10951138515257049,
0.08351177760066944,
0.07359466760812017,
0.07830400158280586,
0.07892672488647887,
0.06627514666873452,
0.04306032151492109,
0.03341654605954211,
0.06593837958816781,
0.10714259243751319,
0.14308843501654553,
0.17035338538289244,
0.1884976482753781,
0.19833637622258715,
0.20129559032083832,
0.1992663594531389,
0.19468063853003184,
0.1904372751170827,
0.18925592536509356
],
[
0.12095904925318933,
0.12520344259968322,
0.12960987514042513,
0.126532250914792,
0.11304019309406194,
0.08966833954691256,
0.06037819393192749,
0.03452260465645059,
0.022263479725524723,
0.013435107426796251,
0.0070394299140436704,
0.01533072636135524,
0.024007415832323357,
0.029931984681290918,
0.03439710152701026,
0.05722013348333348,
0.0884948946731972,
0.11342635783258724,
0.12484990496217951,
0.11974081747213802,
0.09776859524557922,
0.06210094443405593,
0.03170367220918475,
0.05945101678630368,
0.10282500189277581,
0.1383098479177481,
0.16212802179616756,
0.1736334667146608,
0.17311037873542537,
0.1612961717360736,
0.13977608391192337,
0.1123947078439837,
0.08785313098591903,
0.07846970673739063,
0.08231017551267004,
0.08208981455434138,
0.06860802924520958,
0.043391311974304056,
0.0293842075559387,
0.06285571864403017,
0.10530410738700026,
0.14205729967824776,
0.16989208496987357,
0.18849193296532274,
0.19875537910547428,
0.20216379311196706,
0.20062803870062523,
0.19654387659605274,
0.19270379832583187,
0.19168802479159128
],
[
0.12504014231621483,
0.12859448732598688,
0.13212597133295217,
0.1282702937097368,
0.11401241602099599,
0.08973477151695448,
0.05924797195465353,
0.0318776211950998,
0.019474001947389918,
0.012019193545328728,
0.006952029437713291,
0.01376653378219706,
0.021391252581896503,
0.02663706426318363,
0.030227599194232988,
0.054469304292205846,
0.08686070066144073,
0.11234567755049829,
0.12398249398063114,
0.11881134836446601,
0.09641730684531084,
0.05947839195460122,
0.02557436716660424,
0.05669380563118197,
0.10163723612437552,
0.13777626491768014,
0.16198771777387586,
0.17381924189155776,
0.17366206420877306,
0.16235269821199144,
0.14159714948463498,
0.11536473381111993,
0.09219278783522795,
0.08325046264839406,
0.08625243917379995,
0.08518746971496877,
0.070895084366891,
0.04386125681856331,
0.02521515751842531,
0.05989769217892183,
0.10359417648835599,
0.14111474598791046,
0.16948558484754742,
0.18851570484100574,
0.1991835435107874,
0.20302174235667347,
0.2019576543065054,
0.19835034266230353,
0.194891198014038,
0.19403122707350381
],
[
0.12901972695970826,
0.13191691670439887,
0.134604470428482,
0.1299944828288381,
0.11500859747886862,
0.08988861613717022,
0.05828233524791518,
0.02933698217005064,
0.016553958214374487,
0.01046468073322072,
0.006568895919011452,
0.012034612703866873,
0.018657448756936205,
0.0232850157435989,
0.02599498417696699,
0.051956208133975446,
0.08543118603214263,
0.11142291500182518,
0.1232594801792753,
0.11805409551188474,
0.09532767425198171,
0.05731946706871759,
0.01942144201937742,
0.05443795885115992,
0.10071585778852497,
0.1373936595838801,
0.16194221136379205,
0.17407434296018312,
0.17427671511315856,
0.16347874055532363,
0.14349849241359733,
0.11840313735442176,
0.09651380520544725,
0.08793525796438596,
0.09012894041510533,
0.08822483571276878,
0.07314897970094736,
0.04449644512239477,
0.020919713036153132,
0.057115751698191025,
0.10203255108340957,
0.14026883894544373,
0.16913730811298106,
0.188570274817155,
0.19962113584377153,
0.20386925715628895,
0.20325512721235575,
0.20010067848685018,
0.1970011835060072,
0.1962877792165534
],
[
0.13289803287787777,
0.1351702537402124,
0.1370464433567922,
0.1317090771257852,
0.11603677944917062,
0.09014541293054333,
0.057520413674669785,
0.02699538320071781,
0.013502891156043908,
0.00874921097704041,
0.005878296820739765,
0.010137730676911422,
0.01584826557417781,
0.0199404487922002,
0.021755555022558947,
0.04975119291395185,
0.08423094148245382,
0.11066897438836196,
0.1226876370726443,
0.117476160595042,
0.09451434307164037,
0.0556915006464903,
0.013283964340067117,
0.05276253974602005,
0.10007324555415377,
0.13716528750343918,
0.16199208872309345,
0.17439786641714106,
0.1749517972580662,
0.1646690869764198,
0.14547005935176957,
0.12149318650443754,
0.10080227342279434,
0.09252286601978375,
0.0939385852693916,
0.09120719506970111,
0.07538222920984591,
0.04532180335821048,
0.016517517366591225,
0.054569732452461786,
0.10063907433195939,
0.13952733957064176,
0.1688504875049357,
0.18865687417562843,
0.2000684266537291,
0.20470622786621862,
0.2045204946984283,
0.20179563893313593,
0.19903551869940306,
0.19845994218495258
],
[
0.13667551153759847,
0.13835427062107208,
0.13945293946391407,
0.13341799529634363,
0.11710434903363767,
0.09051942368040894,
0.05699988011235338,
0.02497721177016717,
0.010322117732290685,
0.006855039196662187,
0.0048740648578907315,
0.008092185947733073,
0.013042432636373537,
0.016716509655887557,
0.01761425613837717,
0.04792984491654708,
0.08328297282324106,
0.11009360387401443,
0.12227275673569495,
0.11708326993577875,
0.09398878403275937,
0.05465214762295671,
0.00730155554028961,
0.051735056189443296,
0.09971844014882307,
0.13709328325170383,
0.16213744612427702,
0.17478864641945827,
0.1756846148616171,
0.165918472868879,
0.14750211642802244,
0.12461971600611912,
0.10504676755259174,
0.09701246869511286,
0.09768088832934636,
0.09413985621793287,
0.07760694170848828,
0.04635924754989901,
0.012052391232419234,
0.052327035842943945,
0.09943319051536297,
0.13889757264028377,
0.16862812397428795,
0.18877663956469648,
0.2005256829970005,
0.20553260817736166,
0.20575389868055285,
0.20343607790995988,
0.20099601180289983,
0.20054998467591167
],
[
0.14035281704600858,
0.14146896027255776,
0.1418249776434383,
0.1351247978084113,
0.11821795785806405,
0.09102330938080841,
0.05675499853442726,
0.02343553544679653,
0.0070165431119896,
0.004769979643994016,
0.003555720737961754,
0.005951742305508886,
0.010402918164112871,
0.013824293150338774,
0.013791413014640147,
0.04656799590040695,
0.08260774193042782,
0.10970513381660733,
0.12201952038802502,
0.11687962416542107,
0.09375876194417411,
0.05424183854399815,
0.002945787415762289,
0.051401346575827865,
0.09965673069978048,
0.1371786111860332,
0.16237788624286317,
0.17524526492008813,
0.17647233392751985,
0.16722162649850164,
0.1495853175380008,
0.12776906787675157,
0.10923791075811916,
0.10140361721625668,
0.10135585172023028,
0.09702805458497502,
0.07983458753635315,
0.04762624285106386,
0.007660118750929778,
0.05046022159248152,
0.09843338984072154,
0.13838629430875402,
0.16847294702318286,
0.18893059881750388,
0.2009931610657018,
0.2063484073877873,
0.20695557459060857,
0.20502293540613964,
0.202884505968601,
0.2025601773358785
],
[
0.14393078773544235,
0.14451451039178626,
0.14416353807860957,
0.13683267254242515,
0.11938345345196676,
0.09166784151850402,
0.056814571575601734,
0.022535568599876887,
0.0036052077169219134,
0.0024889623905159355,
0.001928901342430138,
0.003915087217004999,
0.008291240791979711,
0.011656290850115315,
0.010787397805551735,
0.04573425310713342,
0.08222221442722578,
0.10951024121785465,
0.12193139021368204,
0.11686778501959666,
0.09382795886798935,
0.05447755367872753,
0.006552136083005241,
0.05177743044504444,
0.09988940355544614,
0.13742104189746931,
0.16271252123922447,
0.17576606402834583,
0.17731200556633145,
0.16857331053554717,
0.15171075645058565,
0.13092901115211436,
0.11336802567175278,
0.10569619535014155,
0.10496386536072513,
0.09987686518194985,
0.08207578894344489,
0.04913475117444095,
0.004074441868559194,
0.04904247210834949,
0.09765661294004152,
0.1379995638829931,
0.1683873776850072,
0.1891196578113688,
0.20147109916638523,
0.20715368291725542,
0.20812584084772184,
0.206557225544469,
0.20470287074211754,
0.2044927874002951
],
[
0.14741042849805772,
0.14749127967994255,
0.14646955468408035,
0.13854442437677342,
0.12060582461404337,
0.09246166552198146,
0.05720007627119004,
0.022416069704956746,
0.0006740073001099055,
0.0001904510382413341,
0.00010325017803723817,
0.002852576094120072,
0.007400094069598257,
0.0108020087723287,
0.009569207298335698,
0.045481076271488334,
0.08213900763816737,
0.10951375462127146,
0.12201052781041248,
0.11704860616968966,
0.0941957935674067,
0.05534998461216505,
0.012483778346447814,
0.05284642608324967,
0.10041368068723783,
0.13781915547242307,
0.16313998256023265,
0.17634916037281792,
0.1782005889473749,
0.16996835917140785,
0.15387000437428813,
0.1340886496349754,
0.11743085453469318,
0.10989038469130125,
0.10850562353536372,
0.10269112632267481,
0.08434013977162148,
0.050890689820317386,
0.004713713746067649,
0.04814083871526995,
0.09711764946311353,
0.13774262428306477,
0.16837349498829277,
0.18934458857396128,
0.20195971112587366,
0.20794853311074973,
0.20926508892241555,
0.2080400255853664,
0.20645299426233554,
0.20635007373891961
]
]
},
{
"hoverinfo": "text",
"legendgroup": "In-sample",
"marker": {
"color": "black",
"opacity": 0.5,
"symbol": 1
},
"mode": "markers",
"name": "In-sample",
"text": [
"0_0",
"10_0",
"11_0",
"12_0",
"13_0",
"14_0",
"15_0",
"16_0",
"17_0",
"18_0",
"1_0",
"2_0",
"3_0",
"4_0",
"5_0",
"6_0",
"7_0",
"8_0",
"9_0"
],
"type": "scatter",
"x": [
0.0003321257718535709,
1.3835257419136632e-05,
1.2238136822908984e-05,
8.364884023384541e-06,
1.0544193444679958e-05,
2.0055265231627602e-05,
0.40000000000000013,
0.3999999998492455,
1.3890224244565256e-05,
3.641702636498082e-05,
0.022530540960039112,
0.01174201173744873,
0.006080546665681634,
2.1803906405489848e-06,
1e-06,
7.432392575837478e-06,
1.6511772925197605e-05,
1.8303579054427957e-05,
1.5532328257580145e-05
],
"xaxis": "x",
"y": [
0.9604558348655701,
0.6945788334450949,
1.0,
0.9999999999999991,
1.0,
0.9999999238964399,
0.0,
0.0,
1.0,
1.0,
0.9914832711219788,
0.4515240788459778,
0.557227373123169,
0.07939111441373825,
0.37484552638878843,
0.0,
4.596786915871204e-16,
0.18691569336179018,
0.4211702800362558
],
"yaxis": "y"
},
{
"hoverinfo": "text",
"legendgroup": "In-sample",
"marker": {
"color": "black",
"opacity": 0.5,
"symbol": 1
},
"mode": "markers",
"name": "In-sample",
"showlegend": false,
"text": [
"0_0",
"10_0",
"11_0",
"12_0",
"13_0",
"14_0",
"15_0",
"16_0",
"17_0",
"18_0",
"1_0",
"2_0",
"3_0",
"4_0",
"5_0",
"6_0",
"7_0",
"8_0",
"9_0"
],
"type": "scatter",
"x": [
0.0003321257718535709,
1.3835257419136632e-05,
1.2238136822908984e-05,
8.364884023384541e-06,
1.0544193444679958e-05,
2.0055265231627602e-05,
0.40000000000000013,
0.3999999998492455,
1.3890224244565256e-05,
3.641702636498082e-05,
0.022530540960039112,
0.01174201173744873,
0.006080546665681634,
2.1803906405489848e-06,
1e-06,
7.432392575837478e-06,
1.6511772925197605e-05,
1.8303579054427957e-05,
1.5532328257580145e-05
],
"xaxis": "x2",
"y": [
0.9604558348655701,
0.6945788334450949,
1.0,
0.9999999999999991,
1.0,
0.9999999238964399,
0.0,
0.0,
1.0,
1.0,
0.9914832711219788,
0.4515240788459778,
0.557227373123169,
0.07939111441373825,
0.37484552638878843,
0.0,
4.596786915871204e-16,
0.18691569336179018,
0.4211702800362558
],
"yaxis": "y2"
}
],
"layout": {
"annotations": [
{
"font": {
"size": 14
},
"showarrow": false,
"text": "Mean",
"x": 0.25,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 14
},
"showarrow": false,
"text": "Standard Error",
"x": 0.8,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
}
],
"autosize": false,
"height": 450,
"hovermode": "closest",
"legend": {
"orientation": "h",
"x": 0,
"y": -0.25
},
"margin": {
"b": 100,
"l": 35,
"pad": 0,
"r": 35,
"t": 35
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
],
"sequentialminus": [
[
0.0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1.0,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"width": 950,
"xaxis": {
"anchor": "y",
"autorange": false,
"domain": [
0.05,
0.45
],
"exponentformat": "e",
"range": [
-6.0,
-0.3979400086720376
],
"tickfont": {
"size": 11
},
"tickmode": "auto",
"title": {
"text": "lr"
},
"type": "log"
},
"xaxis2": {
"anchor": "y2",
"autorange": false,
"domain": [
0.6,
1
],
"exponentformat": "e",
"range": [
-6.0,
-0.3979400086720376
],
"tickfont": {
"size": 11
},
"tickmode": "auto",
"title": {
"text": "lr"
},
"type": "log"
},
"yaxis": {
"anchor": "x",
"autorange": false,
"domain": [
0,
1
],
"exponentformat": "e",
"range": [
0.0,
1.0
],
"tickfont": {
"size": 11
},
"tickmode": "auto",
"title": {
"text": "momentum"
},
"type": "linear"
},
"yaxis2": {
"anchor": "x2",
"autorange": false,
"domain": [
0,
1
],
"exponentformat": "e",
"range": [
0.0,
1.0
],
"tickfont": {
"size": 11
},
"tickmode": "auto",
"type": "linear"
}
}
},
"text/html": [
"\n",
" \n",
" \n",
"
\n",
" \n",
"
\n",
" \n",
" \n",
"
\n",
" \n",
"