{
"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 10-01 15:37:47] ax.utils.notebook.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": "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",
"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": "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": "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",
"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": "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": "stderr",
"output_type": "stream",
"text": [
"/home/travis/virtualenv/python3.7.1/lib/python3.7/site-packages/torchvision/datasets/mnist.py:469: UserWarning:\n",
"\n",
"The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)\n",
"\n"
]
},
{
"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"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"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 10-01 15:37:50] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter lr. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:37:50] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter momentum. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:37:50] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 5 trials, GPEI for subsequent trials]). Iterations after 5 will take longer to generate due to model-fitting.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:37:50] ax.service.managed_loop: Started full optimization with 20 steps.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:37:50] ax.service.managed_loop: Running optimization trial 1...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:38:01] ax.service.managed_loop: Running optimization trial 2...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:38:11] ax.service.managed_loop: Running optimization trial 3...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:38:21] ax.service.managed_loop: Running optimization trial 4...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:38:31] ax.service.managed_loop: Running optimization trial 5...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:38:41] ax.service.managed_loop: Running optimization trial 6...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:38:52] ax.service.managed_loop: Running optimization trial 7...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:39:04] ax.service.managed_loop: Running optimization trial 8...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:39:15] ax.service.managed_loop: Running optimization trial 9...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:39:27] ax.service.managed_loop: Running optimization trial 10...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:39:38] ax.service.managed_loop: Running optimization trial 11...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:39:50] ax.service.managed_loop: Running optimization trial 12...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:40:01] ax.service.managed_loop: Running optimization trial 13...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:40:12] ax.service.managed_loop: Running optimization trial 14...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:40:23] ax.service.managed_loop: Running optimization trial 15...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:40:34] ax.service.managed_loop: Running optimization trial 16...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:40:46] ax.service.managed_loop: Running optimization trial 17...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:40:57] ax.service.managed_loop: Running optimization trial 18...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:41:08] ax.service.managed_loop: Running optimization trial 19...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 10-01 15:41:20] ax.service.managed_loop: Running optimization trial 20...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\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': 0.00032609607345790854, 'momentum': 0.5589304304482358}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_parameters"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"({'accuracy': 0.9391661306353767},\n",
" {'accuracy': {'accuracy': 9.507152920732499e-09}})"
]
},
"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": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/travis/build/facebook/Ax/ax/modelbridge/torch.py:311: UserWarning:\n",
"\n",
"To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
"\n"
]
},
{
"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": [
[
0.17784860452397577,
0.17798551170792076,
0.17862921515456776,
0.17977343548814662,
0.18138715931744154,
0.18341268278968959,
0.1857666492562262,
0.1883435082575512,
0.1910201067300662,
0.19366036156790445,
0.1961195460462276,
0.19824814793350642,
0.19989545308895407,
0.2009130628258537,
0.20115854033217156,
0.20049933777772666,
0.19881709630849675,
0.1960123415006797,
0.19200951945442235,
0.186762235426298,
0.1802584698586971,
0.17252545815155118,
0.16363383240935725,
0.15370053643480597,
0.14288993867281807,
0.1314124801566564,
0.11952010753580644,
0.10749767272424327,
0.09564950231064095,
0.08428068042998338,
0.07367382892242447,
0.06406513584230955,
0.055627222343942906,
0.04846596303103645,
0.04263059508782918,
0.038129560881003055,
0.03494519324553991,
0.03304431486846604,
0.03238451595562564,
0.032916944277676,
0.034586720013541905,
0.037332064920051145,
0.041083083990175795,
0.045760910143335276,
0.051277648876358106,
0.05753728002457492,
0.06443743450713524,
0.071871802082493,
0.07973285513349493,
0.08791458170121547
],
[
0.17640648472914622,
0.17687276004593588,
0.1779117709423681,
0.17952107704561326,
0.1816707814057843,
0.1843009109503817,
0.1873228012796141,
0.1906234644713951,
0.19407093105925155,
0.1975192741723848,
0.2008129572216889,
0.20379062078775495,
0.20628857076191187,
0.2081442401119964,
0.20919985866988489,
0.20930650825938057,
0.20832867224597285,
0.20614931093144978,
0.20267540794959005,
0.19784383960466956,
0.1916273217804949,
0.18404009121704523,
0.1751428829156626,
0.16504667494673686,
0.15391458498261978,
0.14196121511501236,
0.1294486463466381,
0.11667817841929062,
0.10397681662873126,
0.09167756120045278,
0.08009334366646759,
0.06948774504052357,
0.06005265613729316,
0.05190507698524072,
0.045101756854105,
0.0396589706120023,
0.0355686826652013,
0.03280900343864912,
0.03134960356952221,
0.03115339141022133,
0.03217580676298393,
0.03436297888209627,
0.03764981174317994,
0.04195879298875893,
0.04719998935960967,
0.05327234150130833,
0.06006607459097313,
0.06746585363376745,
0.0753542500664347,
0.08361512684803629
],
[
0.1752324665050088,
0.1760705923263276,
0.17755074592768438,
0.17967493280076663,
0.18241496518353617,
0.18570891410322,
0.1894630619849621,
0.19355745721749928,
0.19785197312994596,
0.20219150749292175,
0.20641023909539336,
0.21033524535552484,
0.21378983578210464,
0.21659692216457482,
0.21858269117060253,
0.21958078033845807,
0.21943708438902065,
0.21801523383445598,
0.2152026917370552,
0.21091730904368855,
0.20511406827110434,
0.1977916350179203,
0.1889982324867151,
0.1788362597596359,
0.1674649900755949,
0.1551006056957025,
0.14201274041388723,
0.1285165945026503,
0.11495954698617772,
0.10170103656847718,
0.08908458576294076,
0.07740317029015076,
0.0668697926535945,
0.05761447727755309,
0.0497050794272742,
0.043170619987330294,
0.038017907059986644,
0.034241238782772965,
0.03182668648860232,
0.030752537477055752,
0.030987388793878523,
0.032487274148246814,
0.03519302943614211,
0.03902880750730553,
0.0439022440147957,
0.0497063282810718,
0.05632265733834463,
0.06362553343123356,
0.07148632385956344,
0.07977759354860425
],
[
0.1743443230444035,
0.17559957387715408,
0.17756887375829533,
0.18025904745165444,
0.18364420234836276,
0.18766086161790074,
0.19221082701196412,
0.1971681299609821,
0.202385563656521,
0.207699813797668,
0.21293549149001517,
0.21790851546189527,
0.22242925331820412,
0.22630577484491526,
0.22934751022342992,
0.23136953956910805,
0.2321976627019144,
0.23167430596250627,
0.22966521523306455,
0.22606676345367827,
0.22081357259085915,
0.21388602253123395,
0.20531710176149565,
0.1951979540249924,
0.18368139369268677,
0.1709825955868317,
0.15737609973584377,
0.1431881881162823,
0.12878356409969016,
0.1145450706752168,
0.10084491784142169,
0.08800626279577273,
0.0762653042921646,
0.06576874271422928,
0.05660153456039829,
0.04881196734460602,
0.04242769449466577,
0.03746441775803866,
0.03392901870322251,
0.03181877430152258,
0.031118222387079064,
0.031795201542488716,
0.033797461051424116,
0.03705092048605141,
0.041460146352611194,
0.04691102101685696,
0.05327508981313378,
0.06041482083306027,
0.06818901341599093,
0.07645776226347645
],
[
0.1737515628559394,
0.17547179544694858,
0.17798030127292963,
0.1812885665300774,
0.18537342862328665,
0.19017048399706016,
0.1955782295484313,
0.2014662143037662,
0.20768159798266794,
0.21405402735532403,
0.22039938525086739,
0.2265229113566346,
0.23222213047707518,
0.237289967282117,
0.24151836985797426,
0.2447026998095087,
0.24664706718888058,
0.24717068901336398,
0.24611522879467684,
0.24335293407890685,
0.23879523724491775,
0.23240133366335097,
0.22418611448723902,
0.21422672059601672,
0.20266690518433694,
0.18971834129754628,
0.17565797245145498,
0.16082045470656947,
0.14558464610537436,
0.13035293114737423,
0.11552189306631311,
0.10144250489097084,
0.08837679567415424,
0.07649540384402909,
0.06590874816004655,
0.05669176257249642,
0.04889913328896667,
0.04257311344301695,
0.03774566511826827,
0.03443653293383786,
0.032648868836881784,
0.0323641046777946,
0.033537734104319705,
0.03609733992244257,
0.03994354404484013,
0.04495374566235155,
0.05098785868427591,
0.05789497733684712,
0.06551998397974879,
0.07370940589231167
],
[
0.17345253043271824,
0.175687360355419,
0.17878673249469001,
0.1827658348796838,
0.18760409828042668,
0.19323740434000425,
0.19956299968822655,
0.20644793586181914,
0.21373538080479632,
0.2212492136461371,
0.2287974915198221,
0.2361753030556199,
0.2431674656560197,
0.24955147452359677,
0.25510106150553036,
0.25959066153451016,
0.2628010044961257,
0.2645259434052491,
0.26458049249635446,
0.2628098839509371,
0.25909926948006917,
0.25338350947268934,
0.24565632814530397,
0.2359779866857013,
0.22448054851954113,
0.21136977922381456,
0.19692272062306093,
0.18147997297551377,
0.16543167127991276,
0.1491960114659715,
0.13318895206941817,
0.11778403316643471,
0.10327246200800932,
0.08985903232930492,
0.07768872685985928,
0.06687052212476119,
0.057492126829194246,
0.049627233115667746,
0.04333691019036645,
0.03866666694410703,
0.03564082833751425,
0.034256120398939105,
0.034476493339347436,
0.03623091108558929,
0.039414966262765416,
0.04389602528340686,
0.04952070992327373,
0.056123228640101,
0.06353331332661083,
0.07158299171013871
],
[
0.17343205536641149,
0.17623104987227367,
0.17997301730829274,
0.18467548680858015,
0.19031969346352418,
0.19684367045529527,
0.20414593382317353,
0.21209314773945281,
0.22052618579931632,
0.2292644771424206,
0.23810920549704606,
0.2468458894105362,
0.25524682438952284,
0.2630738283999719,
0.2700816918947944,
0.2760226805478516,
0.2806523609645372,
0.2837369061701895,
0.28506188256636417,
0.2844423251197868,
0.2817336850183434,
0.27684300650193555,
0.26973948637086365,
0.2604634194272243,
0.24913245442784143,
0.23594407851045252,
0.22117329238795042,
0.2051644945673805,
0.188316615185263,
0.17106051480103146,
0.1538278228438842,
0.13701266479121854,
0.12093846516213025,
0.10585175700460658,
0.0919404121133719,
0.07935451251809778,
0.06822047395376873,
0.05864799242105445,
0.05073097313360064,
0.04454376959453299,
0.040134325261371284,
0.037516307891364176,
0.03666276109812905,
0.037503605447923416,
0.03992815243701209,
0.043792086049806334,
0.048927105302179696,
0.055151179230979674,
0.0622778950610231,
0.07012411308846367
],
[
0.17366081178706316,
0.17707113514627137,
0.18150507151785766,
0.186981572651574,
0.193483586732356,
0.20095250588364155,
0.2092901766629695,
0.21836490078405568,
0.22801696513564285,
0.23806271023123132,
0.24829746050201534,
0.25849781775983444,
0.2684238154320612,
0.27782141034315133,
0.2864257631110047,
0.29396571720748305,
0.30016981512858903,
0.3047740726953589,
0.3075315586385739,
0.3082235956519232,
0.30667212501435454,
0.30275248976341906,
0.2964056332490972,
0.287648524283177,
0.2765815380809985,
0.2633915498010975,
0.24834961102956288,
0.23180223455819204,
0.21415547676701158,
0.19585126074206782,
0.1773362715607253,
0.15902706370804987,
0.1412821372228117,
0.12439381849022613,
0.10859877065589574,
0.0940940890877483,
0.08104989103974392,
0.06961589047045547,
0.05992208624152173,
0.05207440913899508,
0.04614668527293875,
0.04217111688558617,
0.040130432027253304,
0.03995497191623809,
0.04152639957029636,
0.044687073163211743,
0.04925232413685754,
0.055022852384846055,
0.061795483992838185,
0.06937160358104177
],
[
0.17409699968939096,
0.1781616630457844,
0.18333311856066214,
0.18963163545515982,
0.19704234958778388,
0.20551066183270889,
0.21494295871774766,
0.22521078410772738,
0.2361554037174144,
0.2475914115906966,
0.25930932698991627,
0.2710775608604021,
0.2826442331449324,
0.29373934439659244,
0.30407780542317087,
0.31336380784756374,
0.32129696040630035,
0.32758049981750664,
0.33193169357675306,
0.33409427929589314,
0.3338524456106987,
0.33104549232188474,
0.32558197203204164,
0.31745187817496867,
0.3067353561382625,
0.2936064918772454,
0.27833095208414455,
0.2612565651296878,
0.24279633053351884,
0.22340397747733765,
0.20354359658817228,
0.18365789339350358,
0.16414345629382787,
0.14534080784268855,
0.12753878737394908,
0.11098548424174537,
0.09589839235171016,
0.08247025292834809,
0.07086958393061238,
0.06123598210479553,
0.05367103899542569,
0.048226949795860063,
0.044896666517348915,
0.04361031841189522,
0.04424050308478,
0.04661477341020237,
0.05053104638253669,
0.05577224114585022,
0.06211831789359623,
0.06935530808147672
],
[
0.1746897100841477,
0.17944682794824818,
0.18539713600226948,
0.1925626420061275,
0.2009312906692095,
0.2104529387875404,
0.2210391401754746,
0.23256572114241608,
0.24487615942550256,
0.25778449587814317,
0.27107746398818056,
0.2845160460138418,
0.29783687754821253,
0.31075401010695297,
0.32296158372128153,
0.3341379733509294,
0.34395193986404665,
0.3520712115752519,
0.35817371824793004,
0.36196138083973595,
0.3631759389519878,
0.3616158231023231,
0.35715263491500837,
0.34974548523542814,
0.3394513413360123,
0.3264296848470226,
0.3109401577443713,
0.2933324172467995,
0.2740281108705048,
0.2534958393694503,
0.2322215022970519,
0.2106786476869622,
0.18930522287660367,
0.16849176939228805,
0.14858100691956033,
0.1298740524441082,
0.11263775196993464,
0.0971094410855674,
0.08349730983130488,
0.07197562825924253,
0.0626748912924493,
0.05566841829540414,
0.05095982029072077,
0.048478285247883335,
0.04808598481017545,
0.04959459629460983,
0.05278424823671912,
0.0574202818311661,
0.06326629287750252,
0.07009353357508752
],
[
0.17538282161639795,
0.1808654966714741,
0.18763173302001357,
0.1957059208234796,
0.20507942853422811,
0.21570690913908452,
0.22750538786653096,
0.24035554301892237,
0.2541038939203478,
0.2685648623947549,
0.28352228839427696,
0.2987304627372776,
0.31391501677455613,
0.3287741627734351,
0.34298087508565656,
0.35618666076352784,
0.36802757582686474,
0.3781330655683898,
0.38613800185659086,
0.3916979257253926,
0.39450698272722623,
0.3943174203604848,
0.390958919217042,
0.38435560376300026,
0.3745384590778388,
0.3616511301701612,
0.3459476707195899,
0.32778164396507165,
0.3075869777873659,
0.28585214540371323,
0.2630906431570196,
0.2398121804507955,
0.21649960607363156,
0.193595144330456,
0.17149611900078776,
0.15055715326348906,
0.13109473225692314,
0.11339070977019905,
0.09769249347030962,
0.08420848276046333,
0.07309794140918957,
0.06445576013856591,
0.05829642763004017,
0.05454736954470263,
0.053059241282221614,
0.05362756777405686,
0.05601529763879842,
0.05997124611033855,
0.06524375856491671,
0.07159028123475608
],
[
0.17611868449706936,
0.18235515620010467,
0.1899701848474996,
0.19899123767329718,
0.20941365207096974,
0.2211971199512343,
0.23426423736191943,
0.24850075560662777,
0.2637566835944557,
0.27984744714949616,
0.29655468335333585,
0.3136266384259925,
0.3307784289090906,
0.3476926294586278,
0.36402080308966406,
0.3793867068439383,
0.393391972375368,
0.4056250327841119,
0.415673881002471,
0.42314284197214586,
0.4276729031721919,
0.42896433968007086,
0.426799552873436,
0.4210634446206324,
0.41175848609812987,
0.39901202027094085,
0.38307421196132013,
0.3643062577839881,
0.34315979056352897,
0.3201497183095475,
0.29582392155331616,
0.2707340532675857,
0.24541162718545795,
0.22035216806520902,
0.19600773192948073,
0.17278578298290437,
0.15105128823701908,
0.13112897746244345,
0.11330333865339137,
0.0978144917492253,
0.0848484372740177,
0.0745207732183698,
0.0668566471513451,
0.0617808795958662,
0.0591322587303289,
0.05869120766268254,
0.06020530694413484,
0.06340871786646651,
0.06803614180897222,
0.07383246969018242
],
[
0.17684134316576883,
0.18385523359119638,
0.19234778883008474,
0.20235020794458164,
0.21386223608196903,
0.22684873201652422,
0.24123779228875392,
0.25692018713214626,
0.2737495232577481,
0.2915425286978485,
0.31007907698057996,
0.3291018672401782,
0.34831595295171514,
0.3673885446612434,
0.385949715274843,
0.40359481908505745,
0.41988958034117013,
0.43437885901887574,
0.44659996925874457,
0.4561010063437305,
0.4624638710603201,
0.46533062158320193,
0.4644306496214434,
0.459605313833766,
0.4508264136663642,
0.4382054306798693,
0.4219917200831858,
0.40255949804200464,
0.3803851629554635,
0.35601790920573306,
0.3300475483082449,
0.3030737779380361,
0.2756806338500495,
0.24841844985561318,
0.22179367462332622,
0.19626507137636495,
0.17224376864405266,
0.15009441741606389,
0.1301349926603127,
0.1126331513843063,
0.09779729209719712,
0.085760533700318,
0.07655748184643119,
0.07010981372999314,
0.06624577949791943,
0.06473351835418961,
0.06530814012805941,
0.06769158451634083,
0.0716067903057549,
0.07678747764585381
],
[
0.17749929321163704,
0.18530989368023532,
0.19470469808238933,
0.20571920208384042,
0.21835786385597789,
0.2325906957195557,
0.2483510488864994,
0.2655344082902282,
0.28399777077479216,
0.3035591343397961,
0.32399675973553294,
0.3450480927101481,
0.3664084847548975,
0.38773009522211105,
0.40862160096759187,
0.42864958824786425,
0.4473427411762357,
0.4642001104806447,
0.47870472131735403,
0.4903433892807382,
0.49863271947099486,
0.5031498808724348,
0.5035651558711448,
0.49967198131568724,
0.49140978059870144,
0.4788756392541751,
0.4623226606682743,
0.4421451323555885,
0.4188527975380775,
0.39303807838329174,
0.3653408186918301,
0.33641498561979444,
0.30690086862267196,
0.2774048150851404,
0.2484867917372316,
0.2206545235100829,
0.19436199414922506,
0.17000975488005332,
0.147944576345865,
0.12845621794009487,
0.11176927279604265,
0.09802807700147398,
0.0872730598139313,
0.07942365530192497,
0.07430162703391452,
0.07166704238358301,
0.07124597291670887,
0.07275077530005314,
0.0758945971069106,
0.08040142347056611
],
[
0.17804784427456022,
0.186670428942753,
0.1969883561419976,
0.20904186386968077,
0.22284027275689267,
0.2383585647204048,
0.25553489922618705,
0.274268913330575,
0.2944204685779384,
0.31580845498372523,
0.3382093444904926,
0.36135536159002896,
0.3849323613895871,
0.4085777511402194,
0.4318790605013799,
0.45437407169047284,
0.47555376409579964,
0.4948696561328316,
0.5117472866648304,
0.5256073060789003,
0.5358946616029823,
0.5421145734762551,
0.543871738641655,
0.5409072476975938,
0.5331269765191977,
0.5206162418628852,
0.5036380616918148,
0.48261555706173775,
0.45810183427865525,
0.4307423907553558,
0.4012355148479258,
0.3702955070741846,
0.3386221979652758,
0.3068785462563444,
0.2756764194946545,
0.24556929294965124,
0.21704973873260464,
0.19054922075051828,
0.16643771452310607,
0.14502083112600872,
0.12653227507338127,
0.11111956048315053,
0.09882265187608075,
0.08956140065426499,
0.08315663964924114,
0.07936490603267432,
0.07790675862004748,
0.07848766941213658,
0.0808130317415745,
0.08459860808473318
],
[
0.17845117120278242,
0.18789733729146252,
0.19915562706065237,
0.21227133089991812,
0.22725860718158536,
0.24409702360632285,
0.2627288670314706,
0.28305707767440264,
0.304943515214944,
0.3282072083819082,
0.35262229126254746,
0.3779154711148187,
0.40376307420119106,
0.42978795644705187,
0.4555568440585422,
0.48057901044733675,
0.5043076336799694,
0.5261456995378466,
0.545458761760776,
0.5615968674115885,
0.5739269850639397,
0.5818750104458277,
0.5849731964512561,
0.5829058322444249,
0.5755447185998603,
0.56296739103596,
0.5454547549745552,
0.5234693284337739,
0.4976189628293374,
0.46861275290546933,
0.43721581601178644,
0.40420829041329814,
0.3703519745305685,
0.3363660507807693,
0.3029116451567201,
0.2705837380686801,
0.23990820747444797,
0.21134148808862907,
0.1852703324421543,
0.16200930811544456,
0.14179388612978128,
0.124767640509996,
0.11096590566325715,
0.10030948833123943,
0.09262215986865108,
0.08766111768271312,
0.08514492727898915,
0.08477497399840228,
0.08625107430317203,
0.08928243706978056
],
[
0.17868412624733898,
0.18896216280058575,
0.20117469142840633,
0.21537222171650328,
0.23157353697010657,
0.24976217984143628,
0.2698836121894828,
0.29184290305937877,
0.3155026647570611,
0.3406808949534882,
0.3671484148316653,
0.3946257166020915,
0.42277922697989645,
0.4512172302991547,
0.47948596602445615,
0.5070667532647969,
0.533375483282947,
0.5577665367617751,
0.5795440317543396,
0.5979838154054732,
0.6123688996585456,
0.6220382960898684,
0.626444588289916,
0.6252108212927946,
0.6181750197464616,
0.6054125894757232,
0.5872323906579124,
0.5641488203379202,
0.5368370911280811,
0.5060807406724342,
0.472719585439465,
0.4376040166130722,
0.4015588675803092,
0.36535776032736006,
0.32970713031930543,
0.29523804775754814,
0.2625033969703469,
0.231977806425485,
0.20405780112952798,
0.1790598877860058,
0.15721477185427868,
0.13865732418057786,
0.12341599449257401,
0.11141137587193517,
0.10247121145672367,
0.09635615386474905,
0.09278585405589346,
0.09146036447024442,
0.09207621746462058,
0.0943379167005588
],
[
0.1787338712103239,
0.18984915618615528,
0.20302675953220334,
0.21832243401377727,
0.2357591783851784,
0.2553236487251641,
0.27696322050409233,
0.3005835470001492,
0.32604632214902285,
0.3531668793004064,
0.3817112731506265,
0.4113926110294261,
0.4418666054126258,
0.4727265716028949,
0.503498353298891,
0.5336359409962401,
0.5625189893591949,
0.5894542754967119,
0.6136844784088205,
0.6344090298858434,
0.6508218176686497,
0.6621674689949619,
0.667811375668865,
0.6673110143885675,
0.6604720644748401,
0.6473755731942217,
0.6283709001908997,
0.6040388132220312,
0.575135460967016,
0.5425294335753885,
0.5071419157682984,
0.46989620950643807,
0.43167933675782844,
0.3933157880515209,
0.35555184320178185,
0.31904804626194355,
0.2843771100446381,
0.2520245503657136,
0.22238957846455581,
0.19578419476000553,
0.17242922428820906,
0.15244777029319423,
0.13585973427821585,
0.12258382988269556,
0.11245108022870143,
0.10522666968611105,
0.10063344642307515,
0.09837249385520386,
0.098139283105937,
0.09963555228016907
],
[
0.1786013750785017,
0.19055679701644523,
0.20470763764893285,
0.22111478280053842,
0.23980483868912245,
0.26076644371810437,
0.2839472799471636,
0.3092516208564869,
0.33653809230520765,
0.36561721732618707,
0.396248309022065,
0.4281354002618094,
0.4609221478905832,
0.49418596183723296,
0.5274318849513081,
0.5600869312121781,
0.5914958215288751,
0.6209197900625054,
0.6475419146742745,
0.6704850930954336,
0.6888504518072783,
0.7017812265961902,
0.7085479700649668,
0.7086386040606106,
0.7018295228151676,
0.6882179630530475,
0.6682092591903741,
0.6424670095690224,
0.6118422739168956,
0.5772981927394918,
0.5398418553323012,
0.5004695830289245,
0.46012726837708806,
0.41968460433964755,
0.3799206528771896,
0.3415177275551109,
0.30506058599124336,
0.2710381964633255,
0.23984575762038624,
0.21178524750298588,
0.18706375066914827,
0.16579043860487896,
0.1479752129695393,
0.1335331803831774,
0.1222972374884208,
0.11403694831424915,
0.10847941391502625,
0.10532847355584773,
0.10428047110307626,
0.105036257771424
],
[
0.17830281098565326,
0.19109920779855738,
0.20622917172720567,
0.22375849549561322,
0.2437165933159096,
0.2660926729539644,
0.29083273520623065,
0.3178372354917035,
0.3469590398596353,
0.37800114765816156,
0.41071360415491254,
0.44478915433349037,
0.47985751746813693,
0.515478618856325,
0.551135506876426,
0.5862277823237888,
0.6200661872242192,
0.6518691821749976,
0.6807641780592856,
0.705800410499437,
0.7259852315901331,
0.7403547241826907,
0.7480771858110015,
0.748567747402259,
0.7415789991579305,
0.7272385973120514,
0.7060266933070755,
0.6787077757950919,
0.6462411500296191,
0.6096915854566045,
0.5701532909937321,
0.5286923115585798,
0.48630714439739686,
0.44390477413760915,
0.40228847972690207,
0.3621538112689772,
0.3240895402888514,
0.2885809100828187,
0.25601309881182044,
0.22667352485929204,
0.20075261054232174,
0.17834394748776716,
0.15944615239103954,
0.1439691224085463,
0.13174604632087106,
0.12255006189002904,
0.11611276403212001,
0.11214180921560213,
0.11033593219661131,
0.11039677870565923
],
[
0.17787087632471443,
0.19150748074826374,
0.20762058376456827,
0.2262805718683481,
0.24751869536380217,
0.2713230342762658,
0.2976355073285774,
0.3263497762003001,
0.35730963045784836,
0.39030718977590045,
0.4250801257756389,
0.4613072070987457,
0.4986019013152041,
0.5365044866805257,
0.5744738476985197,
0.6118803261383913,
0.648000279172146,
0.6820119195563952,
0.7129928512949586,
0.7399254974748649,
0.7617266698228525,
0.7773220670631072,
0.7857712317971428,
0.7864147635169393,
0.7789905851624208,
0.7636758503768354,
0.7410479387292284,
0.7119908590940812,
0.6775830773965265,
0.6389938339197749,
0.5974009789810131,
0.5539328038424068,
0.5096309389748779,
0.4654296082045487,
0.4221465502595484,
0.3804815925845783,
0.34101964968601195,
0.30423565313810236,
0.2704996170088148,
0.24008079123301107,
0.21315074610333185,
0.1897862365912566,
0.16997352110905561,
0.15361591438087197,
0.14054541036328105,
0.13053766994598281,
0.1233285234100312,
0.11862996955802596,
0.11614422620104559,
0.11557514377938838
],
[
0.1773560509296518,
0.1918309305934569,
0.2089297094680827,
0.2287270096890487,
0.25125480903871306,
0.27649809273035053,
0.30439186019773085,
0.33481939443354275,
0.3676113514961171,
0.40254484696842546,
0.43934142496791045,
0.4776627884394382,
0.5171036685849211,
0.5571823096453608,
0.5973304412174198,
0.6368853961818306,
0.6750859765693673,
0.7110705383656898,
0.7438735247068052,
0.7724221432563492,
0.7955524624717931,
0.812081270468641,
0.8209550556372073,
0.8214409730543436,
0.8132769581100315,
0.7967149043363002,
0.7724548886533276,
0.7415174246760629,
0.7051058630647976,
0.6644902541291969,
0.6209225974112095,
0.5755813253778368,
0.529538670091553,
0.48374435357148116,
0.43902018019296984,
0.39606140031803744,
0.3554417931272443,
0.31762026799577187,
0.28294750566261684,
0.2516718625198147,
0.22394450451102232,
0.19982446764539918,
0.1792848456257532,
0.1622212866431968,
0.14846332801932471,
0.13778810474877945,
0.12993518544540883,
0.12462107355325835,
0.12155220252046339,
0.12043575620268332
],
[
0.17682779959728068,
0.19213828055057158,
0.210224140978305,
0.23116389162487783,
0.2549890506069858,
0.28167931263717955,
0.31115948300818635,
0.3432982007965694,
0.3779080360571039,
0.4147459917102546,
0.45351289533620337,
0.4938498959964701,
0.5353306983726669,
0.5774496610990851,
0.6196083773403682,
0.6611056490971198,
0.7011353435901649,
0.7387911403286151,
0.7730687406015473,
0.8028562103195629,
0.8269282782984632,
0.8440026585229339,
0.8529131221113837,
0.8528596976770335,
0.8436033236891027,
0.8255030446737622,
0.799407991515736,
0.7664864292028383,
0.7280633018535949,
0.6854969734701943,
0.6400972926140434,
0.5930763412561505,
0.5455220997237434,
0.49838722034973676,
0.45248732437667905,
0.40850495119375224,
0.3669964819799769,
0.3284002028107985,
0.2930443358195252,
0.26115446959341687,
0.2328604058972008,
0.20820295825191892,
0.1871415470817578,
0.16956337942047683,
0.1552945505286566,
0.1441127518682741,
0.1357607316042465,
0.1299594525899085,
0.1264200308617397,
0.12485386230266338
],
[
0.17637571553420683,
0.19251878284906354,
0.21159227554471122,
0.23367832604746563,
0.25880681295586244,
0.28694979932968,
0.31801822971978794,
0.35186111306352136,
0.3882669071593837,
0.4269660766512881,
0.4676328971725133,
0.5098838148941536,
0.5532696660530153,
0.5972607010872243,
0.6412272255823689,
0.6844237818886172,
0.7259872222634418,
0.7649525774223261,
0.8002729633606325,
0.8308146873570114,
0.8553233745995561,
0.8724419319744521,
0.8809011681284069,
0.8798499323197662,
0.869107113239514,
0.8491778354566213,
0.8210820661502632,
0.7861348101873991,
0.7457659921512918,
0.7013994832528644,
0.6543803188830375,
0.6059346420934215,
0.5571504297054893,
0.5089710882385383,
0.462196861028745,
0.4174907675686838,
0.37538689029017824,
0.33629954551416735,
0.30053242357610177,
0.26828726531783087,
0.23967208726119799,
0.2147093339209471,
0.19334453187932366,
0.1754559634572812,
0.16086557056804096,
0.14935086579214374,
0.14065725722487143,
0.13451002724745276,
0.13062526427804888,
0.12871925329682365
],
[
0.17611058861226947,
0.1930832685040187,
0.21314427011360226,
0.23637923611930195,
0.26281534695435116,
0.2924146867787775,
0.32507040970920004,
0.36060623527054325,
0.3987792733379173,
0.43928528675457096,
0.48176420064039727,
0.5258021556865671,
0.5709254185458379,
0.6165825173979174,
0.6621159305884966,
0.7067338796790914,
0.7495017420606281,
0.7893697813903837,
0.8252269159038798,
0.8559268928131274,
0.8802322877968795,
0.8967595061367564,
0.9041654577784111,
0.901581385166073,
0.8889343830593633,
0.8669156340999474,
0.8367223004007452,
0.7997945177279467,
0.7576343399196761,
0.7116989270381574,
0.6633418694877583,
0.6137831407421809,
0.5640960114388506,
0.5152042020845434,
0.467885266337827,
0.42277766297303343,
0.380389811436643,
0.34110996796115234,
0.30521617749722835,
0.27288592752875246,
0.24420546539651106,
0.2191790060296765,
0.19773819266960235,
0.17975213424069658,
0.1650381403532294,
0.15337298913675135,
0.14450431067478575,
0.13816154080924536,
0.13406592061487943,
0.13193914794958972
],
[
0.17616536348865086,
0.19396511074533251,
0.2150129019213552,
0.2393980005901289,
0.26714408262191247,
0.2982010997295664,
0.3324404705255285,
0.36965451522468806,
0.4095605952439391,
0.4518095104673835,
0.4959961020999971,
0.5416676029309209,
0.588322631290969,
0.6353928380671895,
0.6822038071082417,
0.7279254313118223,
0.771542126555436,
0.8118832041981419,
0.8477240494825167,
0.8778872264528839,
0.9012035624321034,
0.9163484262683154,
0.9219747362502803,
0.9172606348940098,
0.9023052212317046,
0.8780106734438965,
0.8457255499189806,
0.8069666409636811,
0.7632609985678535,
0.7160621662345343,
0.6667060831190519,
0.6163888203874335,
0.566157225931943,
0.5169076802648115,
0.4693900872991674,
0.42421518551003945,
0.38186381367511335,
0.3426971422094617,
0.30696719357604874,
0.27482726354558645,
0.24634211721467153,
0.2214980397523844,
0.2002129317028728,
0.18234662649118283,
0.16771148447620532,
0.15608313594192147,
0.14721107825055113,
0.14082873999939804,
0.136662629196312,
0.13444026599357173
],
[
0.1766959230384164,
0.19532106741172728,
0.21735433247557112,
0.2428889670009376,
0.2719447061344684,
0.30445764728911545,
0.34027389198587654,
0.37914828520799393,
0.42074930433667573,
0.464670453132907,
0.5104469326877088,
0.5575732485232294,
0.6055126105109025,
0.6536842991724273,
0.7014161765686986,
0.7478651392746662,
0.7919433061854281,
0.8323248219270751,
0.8675934526256923,
0.8964690422125738,
0.9178742372793327,
0.930675685740081,
0.9336786484600152,
0.9262193736266948,
0.9086277362630394,
0.8819942398262796,
0.8477460290970472,
0.807405835294056,
0.7624742824588678,
0.7143678088591607,
0.6643838980081023,
0.613682060636432,
0.5632750860422748,
0.5140274215334024,
0.4666585702583533,
0.4217499392993362,
0.3797539170993195,
0.34100423162110327,
0.3057268889287986,
0.2740512312440395,
0.2460208747682221,
0.22160446576406218,
0.2007063001714,
0.18317687104362446,
0.16882334753816786,
0.15741988320847133,
0.14871754728572517,
0.14245361101257747,
0.13835992027466615,
0.13617013959493507
],
[
0.17788158591464753,
0.19733193095133572,
0.22034875695716827,
0.24702987699007867,
0.2773910704802702,
0.31135349968529974,
0.3487351891224345,
0.3892482406723472,
0.4325033988903353,
0.47802336185630456,
0.5252652646188807,
0.5736497232222271,
0.622587125376678,
0.6714817019516395,
0.7196863488606771,
0.7663916331267902,
0.8104806210254923,
0.8504630750576636,
0.8846401065683449,
0.9114987632305473,
0.9299979851857626,
0.9393572191157065,
0.9388321805730072,
0.9280850649639272,
0.9076802104052377,
0.8787885452945017,
0.8428077811612461,
0.8011961247350569,
0.7553869703210637,
0.7067367939938813,
0.656491893486481,
0.6057681051602325,
0.5555401459164021,
0.5066382222346393,
0.45975007256342254,
0.4154269499235275,
0.37409231083085204,
0.33605220320349194,
0.3015065643375353,
0.27056085638089583,
0.24323767117970463,
0.21948810862474322,
0.19920285107774882,
0.18222290883566994,
0.1683500026156396,
0.15735650072863283,
0.1489947722392495,
0.1430057812632074,
0.1391267470762514,
0.13709772977644608
],
[
0.1799251364864327,
0.2002028480261857,
0.2242008747593534,
0.2520222429533823,
0.2836790945530029,
0.31907727721442053,
0.3580051798298996,
0.40012863524985615,
0.4449937595056779,
0.4920399986568681,
0.5406260435010689,
0.5900698191531291,
0.6396968645390528,
0.688875689525441,
0.7369972105069283,
0.7833478003655564,
0.8268729797335431,
0.8659662834824895,
0.8985727275708044,
0.9227774670592259,
0.937465463845822,
0.9423452996678626,
0.9374739946525351,
0.923074039575682,
0.8998349227335736,
0.8688444905786591,
0.8313789535940099,
0.7887864448674258,
0.7424103552991381,
0.6935353052855106,
0.6433498792926271,
0.5929224503807274,
0.5431872947974502,
0.4949387458541745,
0.44883152964247325,
0.4053857185795501,
0.3649949727475368,
0.32793694729295725,
0.29438494909639684,
0.26442013438106354,
0.23804374283126573,
0.21518904538742273,
0.19573282313136364,
0.17950628182974004,
0.166305341812798,
0.15590023983188517,
0.1480443597402311,
0.14248219308248256,
0.13895633241134897,
0.13721342283840054
],
[
0.18305210590323173,
0.20416306045890265,
0.22914001299000297,
0.2580916535357623,
0.29102684635512127,
0.32783620408175584,
0.3682781459537924,
0.4119711642114317,
0.4583937819204954,
0.506894469289401,
0.5567160661292486,
0.6070414279121222,
0.6570635523377161,
0.7060653826396298,
0.7534566218936849,
0.7986735340493277,
0.8408634134957157,
0.8784498466165275,
0.9090257176971853,
0.9301164256433395,
0.9404247682382394,
0.9402056543625135,
0.930506086224039,
0.9122445935679265,
0.8861554783908407,
0.8531521909552776,
0.8143459973169833,
0.7709539666925503,
0.7242176927086174,
0.6753424194660111,
0.6254537726812854,
0.5755687346619948,
0.5265780020028068,
0.47923737335238314,
0.4341662060046169,
0.39185126419076194,
0.3526544988844459,
0.31682349055206327,
0.2845034817980128,
0.25575013642839767,
0.23054237733764005,
0.20879485903058798,
0.19036980106295576,
0.1750880323763656,
0.16273917084599576,
0.15309089592271685,
0.14589728062755347,
0.14090614897994036,
0.13786542874099117,
0.13652848302971743
],
[
0.18750889603752818,
0.2094646569377317,
0.23541954534708076,
0.26548780228164887,
0.29967490921922846,
0.33785611596865484,
0.37976009293812957,
0.42495922172107675,
0.47286677183491654,
0.5227414568896263,
0.5737037674507052,
0.6247760946515711,
0.6749638717535777,
0.7233824336200746,
0.769384590872877,
0.8125575945654616,
0.8524006863210457,
0.8876370343134612,
0.9156792064938528,
0.9334162787440169,
0.939273478010798,
0.9339858005454872,
0.9194507171060774,
0.89721533665641,
0.8681429732962372,
0.8330377505630051,
0.7928588419661471,
0.7486881330793532,
0.7016575911006867,
0.6528852333282593,
0.6034267606436146,
0.5542417608428898,
0.5061721514031146,
0.45993061359568965,
0.4160970296928933,
0.3751211529295802,
0.3373299092813584,
0.3029378900717209,
0.27205977804011516,
0.24472366725569883,
0.22088447731181,
0.20043689982814372,
0.18322752446183976,
0.16906595436565142,
0.1577348314374517,
0.14899875531029072,
0.14261210971792693,
0.13832582062468513,
0.13589307497943348,
0.13507403502358428
],
[
0.19355919731854176,
0.21637971797665095,
0.24331496135026437,
0.2744836716812462,
0.3098867569100269,
0.3493827050976055,
0.39266962901897906,
0.439275590145963,
0.48855555857388744,
0.539691269748252,
0.5916940124389715,
0.6434238094955613,
0.6936578072342238,
0.7412460146120011,
0.7853452880167842,
0.8255915094025881,
0.8619054406123934,
0.8936436966776714,
0.9184477723613949,
0.932672522609456,
0.9343948640719323,
0.9246087331237267,
0.9056340571226058,
0.8794554498003928,
0.8472364760311354,
0.8098258032004789,
0.7681005434201346,
0.7230300738471842,
0.6756397267641813,
0.6269560696500454,
0.5779584246797085,
0.5295421782640333,
0.48249394145150115,
0.43747719229406185,
0.3950267130711171,
0.355550089478183,
0.3193345657168948,
0.2865576331414395,
0.25729988723265707,
0.23155891709355964,
0.20926326787054145,
0.19028580105996185,
0.17445603417015132,
0.16157124559149494,
0.15140627424746456,
0.1437220313701546,
0.13827278637647078,
0.13481230571917702,
0.13309892647167587,
0.13289964498415052
],
[
0.20147802793712366,
0.22519502082120757,
0.2531195842926767,
0.28537275365257003,
0.3219481005869677,
0.36268352266213605,
0.4072424040923174,
0.4551071499348892,
0.5055817920191633,
0.5577932977641292,
0.6106811334641902,
0.6629813638979103,
0.7132482841583747,
0.7599944609128105,
0.8020108686086699,
0.8387674959155719,
0.870496282132704,
0.8973930776506136,
0.9178798658273687,
0.9282410471588196,
0.9261958752477795,
0.9125886648065566,
0.8897409954122253,
0.859865491612871,
0.8244650787486781,
0.784573279833534,
0.741090128198312,
0.6949276090761445,
0.6470278252414751,
0.598332915759747,
0.5497451062193653,
0.5020914177641708,
0.45609755684652314,
0.41237168986267364,
0.3713973310911281,
0.3335339385480235,
0.2990235213534874,
0.26800148155612824,
0.24051000948660056,
0.21651258951294394,
0.19590849605015548,
0.17854650356508184,
0.16423734579949134,
0.15276470664893693,
0.14389469819216982,
0.13738388667526635,
0.13298598003826634,
0.13045730838383895,
0.12956122717189344,
0.13007156329525105
],
[
0.21154266383934656,
0.23620331725846772,
0.265136605818446,
0.29846254617696266,
0.3361630487484754,
0.37804853965831925,
0.4237378738083828,
0.47265832023767096,
0.524062650735516,
0.5770452490248753,
0.6305295415703042,
0.6832128350258215,
0.733506692867756,
0.7795935707922733,
0.8197667874122757,
0.8530697820780259,
0.8797739009818908,
0.9008112859124018,
0.9157270365167567,
0.9214430724172411,
0.9155642188357879,
0.8984664395124959,
0.8721742192597934,
0.8389170867857066,
0.8004382619786646,
0.7579955369552845,
0.7125935604804382,
0.6651519146139897,
0.6165686425528204,
0.5677213922152833,
0.5194434239099025,
0.47249479513091075,
0.4275379690741294,
0.38512141067913724,
0.3456719198431047,
0.3094949763272921,
0.2767815731245909,
0.24761966025217785,
0.2220083103153444,
0.19987295775691027,
0.18108044469450935,
0.16545302135491657,
0.15278082077185862,
0.1428326153049726,
0.13536485795137065,
0.130129125590408,
0.12687813428457118,
0.12537050961440388,
0.12537448552216013,
0.12667068611884935
],
[
0.2240197934323272,
0.24969020347963988,
0.279665967058075,
0.3140620894059426,
0.35284375749719277,
0.39578472820212246,
0.442443171453632,
0.4921692730199837,
0.5441465394810888,
0.5974426515960504,
0.6510193749453198,
0.7036524261636278,
0.7537707161808324,
0.7993527790473796,
0.8381690314434903,
0.8686094006566423,
0.8906664163420899,
0.9056749147785321,
0.9141273928644355,
0.9141513082644964,
0.9037750989788474,
0.8829873830665809,
0.8533545888178088,
0.8169208587641863,
0.7755062471361432,
0.7305349563594984,
0.6831367926137684,
0.634282953076236,
0.5848662920978719,
0.535726527137766,
0.4876434690128719,
0.4413176959958456,
0.3973504890546314,
0.35622912997643963,
0.3183200172713873,
0.2838697607153994,
0.2530130145857784,
0.2257851020610942,
0.20213733760069397,
0.1819532056861881,
0.16506401275013827,
0.15126312861789437,
0.14031836720572033,
0.13198237735167984,
0.12600112088328919,
0.12212062644265664,
0.12009225135172319,
0.11967668526795605,
0.12064690841781922,
0.12279028748409371
],
[
0.23914846674481877,
0.2659158607810957,
0.29698486666333523,
0.33246138006218695,
0.3722897107810328,
0.41619812725569,
0.46366410778215505,
0.513925844203325,
0.5660546837625622,
0.6190638386132624,
0.6719770133253771,
0.7237590499138081,
0.7730634482415034,
0.8179102595767925,
0.8556756149311613,
0.8839509272155617,
0.9021241823436402,
0.9115750943748067,
0.9134693009788035,
0.9072157883224142,
0.8916697209195829,
0.8667619552750665,
0.8336595315235077,
0.7941169680338767,
0.7498863986038242,
0.7024615231965001,
0.6530679642378607,
0.6027406490383427,
0.55239309111121,
0.5028518269314387,
0.45486177684135654,
0.4090758695959343,
0.3660403021039855,
0.3261828589511991,
0.2898080982174407,
0.2571003689853078,
0.2281336536746767,
0.20288616060915005,
0.18125733450345805,
0.16308526002528445,
0.14816300792552206,
0.13625307376716422,
0.12709955089182023,
0.1204380190398211,
0.11600332998876095,
0.11353556555476896,
0.11278446728905933,
0.11351262076576285,
0.11549764163488341,
0.11853356917183111
],
[
0.25711883809671376,
0.28509150001369227,
0.31732144207522206,
0.35390149790991315,
0.3947537201734483,
0.4395568717641092,
0.48769053313640554,
0.5382392465816395,
0.5900958430975932,
0.6421494581796239,
0.6934545073813156,
0.7432222511069578,
0.790518466514287,
0.8337150238642366,
0.8700988762163209,
0.8965201060772923,
0.9115385950114405,
0.916298782746455,
0.9123393936964815,
0.9000619593410422,
0.8792099437971608,
0.8499553550793084,
0.8132693455932086,
0.7706495239103099,
0.7237137157973126,
0.6739464405413484,
0.6226234472853738,
0.5708331799573335,
0.5195204922440461,
0.4695167565670414,
0.4215495035214272,
0.3762376149065374,
0.3340810040602433,
0.29545226526158735,
0.26059482705137677,
0.22962903898232867,
0.20256515992675833,
0.17932084919546953,
0.15974049019126269,
0.1436141423816415,
0.13069467302075488,
0.12071234050957769,
0.11338663895897771,
0.10843554828722068,
0.1055825051824355,
0.10456146999591431,
0.10512045826326666,
0.10702386549787346,
0.11005386099837267,
0.11401107282622247
],
[
0.2780473170240938,
0.30735114504859723,
0.3408223881409141,
0.3785362620183022,
0.4203947464020744,
0.46603241834921727,
0.514726351572072,
0.5653725508896813,
0.6166088160230045,
0.6670986504882092,
0.7158418441856268,
0.7622759040940477,
0.805980498285839,
0.8459571861124269,
0.8798159138488557,
0.9040534127855983,
0.9164585849115241,
0.9175715242084648,
0.908905108945061,
0.8914738912579244,
0.8657629424097111,
0.8323249021593289,
0.7921372383327849,
0.7465512171807217,
0.6970613757944111,
0.6451075860855993,
0.5919801112657617,
0.53880386270085,
0.48655568813373373,
0.43608271752454064,
0.38810940663589305,
0.34323386315403237,
0.3019196852478765,
0.2644902453932565,
0.23113019184334987,
0.2018956099045407,
0.17673133182569767,
0.15549231565042898,
0.13796591872814246,
0.12389269155380778,
0.11298434476350772,
0.10493839430528729,
0.09944954639705905,
0.09621817952243894,
0.09495639609667905,
0.09539212527769292,
0.0972717129022086,
0.10036136710716959,
0.1044477571824508,
0.10933799797025656
],
[
0.30194953560917676,
0.33272033928853373,
0.36751664905605147,
0.40638870340087146,
0.4492223052038852,
0.49562411664252715,
0.5447860301496205,
0.5954051089999188,
0.6457997796026981,
0.6943015801889685,
0.7397495810335856,
0.7817350562717773,
0.8203465202142338,
0.8553720153874387,
0.8851372046772272,
0.9062853901204059,
0.9161080216567161,
0.9142991590141641,
0.901991393817243,
0.8804387553730569,
0.850626846000311,
0.8134789446068817,
0.7700940017613694,
0.7217844293165611,
0.6699690075413195,
0.6160429914831266,
0.5612939114876669,
0.5068694226285425,
0.4537751326091613,
0.4028798024634294,
0.3549156508985072,
0.3104718140278764,
0.26998550319968984,
0.23373751264117099,
0.20185701577798842,
0.1743366830560007,
0.15105549493956172,
0.13180497224540877,
0.11631494358123107,
0.10427635825333947,
0.09536004583705637,
0.08923129136029972,
0.08556062001931664,
0.08403139826421391,
0.08434489125456857,
0.08622336174383771,
0.08941170608526228,
0.0936780275444451,
0.09881345893348636,
0.10463147119081673
],
[
0.32871354427622773,
0.36108443148691355,
0.39727851153865684,
0.43730755805235566,
0.4810416228154242,
0.5280820031475438,
0.5775775963260008,
0.6280564386269184,
0.6774888805127319,
0.7237949826458532,
0.7655741904368419,
0.802507072373631,
0.8351179611998061,
0.8639357954644112,
0.8881668608958584,
0.9049637099237853,
0.9114934892338322,
0.9067780458633091,
0.8914015096971885,
0.8665332817803397,
0.833381264170999,
0.7931215668726033,
0.7469883050019984,
0.6963131619046439,
0.6424823263489179,
0.5868605340437446,
0.5307284323488503,
0.4752483216833716,
0.42145090848589134,
0.3702294779406268,
0.3223319104757587,
0.278348338622948,
0.23869874833867055,
0.2036278887233438,
0.17321307167842903,
0.14738513970342348,
0.12595798944712067,
0.10866050020171047,
0.09516612265722924,
0.08511768243380269,
0.07814675814792427,
0.07388800206125079,
0.07198918653465425,
0.07211784343358185,
0.07396529506786442,
0.07724875157836408,
0.08171201751977486,
0.08712522958102964,
0.09328394483453317,
0.10000781561668048
],
[
0.3580769131222303,
0.39216049831736555,
0.42979458890801764,
0.4709296174136771,
0.5154099658938698,
0.5628487263905544,
0.6124085569069482,
0.6625250989626167,
0.7108467515184803,
0.7548542743721159,
0.792886872614152,
0.8246925555295976,
0.8511320819495478,
0.873242436602215,
0.8908945315283041,
0.9020438468978367,
0.9041896660415801,
0.8960241318742381,
0.8776240923856067,
0.849877193008705,
0.8139691946665747,
0.771166604577174,
0.7227800828565418,
0.6701636518989603,
0.6146893301662144,
0.5577017518150564,
0.5004743805866146,
0.4441791673732949,
0.3898683213344624,
0.3384605183365909,
0.2907247407159026,
0.2472602363609745,
0.20847782331572057,
0.1745921108040145,
0.14563198429036028,
0.12146854178283151,
0.10185258947663633,
0.0864528625300095,
0.07488940296500957,
0.06676005188337952,
0.06166013684569338,
0.059196324418167356,
0.058995819279710204,
0.060712012575845575,
0.0640275080514936,
0.06865526807260236,
0.07433845387701443,
0.08084939401850766,
0.08798800199459644,
0.09557987542270918
],
[
0.3896127915815327,
0.42547894280427767,
0.4645413619937331,
0.5066545802773343,
0.551611791006645,
0.5990372073424833,
0.648153666157419,
0.6974132012726597,
0.7442429209598429,
0.7857386761709823,
0.8200225163133845,
0.8469130027309448,
0.8674666999661994,
0.8829326096938959,
0.8936186063778062,
0.8983339120985704,
0.8952139887909221,
0.8829658413656658,
0.8613305818815244,
0.8308699833346873,
0.792597368798919,
0.7477277039089651,
0.6975641768221248,
0.6434509609017666,
0.586739743129977,
0.5287546048184439,
0.47075890389297087,
0.4139289906792538,
0.35933401118272923,
0.3079167569221517,
0.26047030000834587,
0.21760923728342835,
0.17974205284817035,
0.14705821680239373,
0.11954119672145103,
0.09700496393767,
0.07914071833086811,
0.06556150869587074,
0.05583887073932936,
0.04953043073580499,
0.046199514151434085,
0.04542834326989387,
0.04682634502482108,
0.05003484815191106,
0.0547291860373067,
0.06061898862049231,
0.06744725465574841,
0.07498864271816919,
0.08304730002598215,
0.09145445645772765
],
[
0.42273073127132643,
0.4603827275485605,
0.5007838116558155,
0.54364453255851,
0.5886619846930947,
0.6354474509686595,
0.6833015509834459,
0.7307872449272691,
0.7753153113873543,
0.8137927047134271,
0.8442184835637164,
0.8664840807691823,
0.8816767415784242,
0.8910094654538747,
0.8950555572868442,
0.8933383267338734,
0.8846794696036634,
0.8680352925516641,
0.8430193092113674,
0.809937102732979,
0.7695858967522919,
0.7230461925364552,
0.6715440534179032,
0.6163727874544777,
0.5588443515405347,
0.500252723312406,
0.4418438695939057,
0.3847912043386643,
0.3301742284204101,
0.2789558230315419,
0.2319531618796984,
0.18980020881566573,
0.15290864808107518,
0.12144681896855691,
0.09535542672863762,
0.07439494754450282,
0.05820250874646982,
0.046342176487718434,
0.03834379098675378,
0.033730954030984917,
0.032040214958196866,
0.032833526495401166,
0.03570571383117327,
0.04028833669514731,
0.04625100613897115,
0.053300958707990564,
0.061181485982679695,
0.06966965823183802,
0.07857365844570086,
0.08772994979052984
],
[
0.45669686970158313,
0.49605146109788956,
0.5376074071768894,
0.5808694504732576,
0.6253695534390004,
0.6706504891647401,
0.716079461132955,
0.7604145844958198,
0.8013639308968205,
0.8360082229562924,
0.8623650584972181,
0.8803543990281594,
0.890902069389168,
0.8950042739927392,
0.8933264687091946,
0.885881963666213,
0.872072819182873,
0.8512008591947902,
0.8229218236982035,
0.7874028732882244,
0.7452591515944306,
0.6974164825083362,
0.6449876047783418,
0.5891844444627343,
0.5312591841419959,
0.4724628073513588,
0.4140139247759217,
0.357073732667804,
0.30272328634382123,
0.25193832659027676,
0.2055562644207536,
0.16423133135918733,
0.12838239353884062,
0.09815974864313448,
0.07346423852659456,
0.05400859326077334,
0.0393841890061547,
0.029115149459142176,
0.022698035414829065,
0.019629610664834374,
0.019425451462500187,
0.021631725494382525,
0.025831977060420064,
0.031650335141890196,
0.03875222165598091,
0.046843369181213124,
0.055667748385703986,
0.06500484380691607,
0.07466659278832521,
0.08449420831741938
],
[
0.49067409722427013,
0.5315511924036297,
0.5739861001747136,
0.61721030381122,
0.6605034902498054,
0.703253456381083,
0.7448608108157395,
0.7844016198231482,
0.8202222173299083,
0.8500561538505189,
0.8721757599995758,
0.8863294324823222,
0.8930565934384067,
0.8930427759026607,
0.886886108528383,
0.8748461415931014,
0.856745844681317,
0.8322303016037855,
0.8010985780236864,
0.7634899458400245,
0.7199056726997077,
0.6711399360651793,
0.6181885980672173,
0.5621695900892908,
0.504262540869494,
0.44566453687225804,
0.38755697626499186,
0.33107897051528706,
0.2773028972221268,
0.22720722701163132,
0.18164111310449693,
0.14127507860758992,
0.10653668941488192,
0.07756067178688208,
0.05421277549092718,
0.0361675473382822,
0.022982110666616706,
0.014151570533456725,
0.009148573582315578,
0.007450649224684303,
0.008558344490578573,
0.012006531475772797,
0.017370736495568417,
0.024269912101414604,
0.03236673252428701,
0.041366224818171426,
0.051013338477488346,
0.06108989405619558,
0.07141122672447098,
0.08182274590713534
],
[
0.5237775180968463,
0.5659008107436638,
0.6088676213586556,
0.6515838252301287,
0.6930012455173709,
0.732271255055149,
0.768799304307459,
0.8020883796655874,
0.8313994809437737,
0.8555464873881972,
0.8732820585291057,
0.8839761832578819,
0.887617373065929,
0.8845129002582844,
0.8750866857121276,
0.8596601663786269,
0.8383117179378761,
0.810965424966553,
0.7775952823435215,
0.7383853774226001,
0.6937891428736858,
0.6445095648165176,
0.5914427539342136,
0.5356156461748273,
0.4781317671217191,
0.4201280722576957,
0.36274107044409826,
0.3070788080246052,
0.25419462552731653,
0.20505802779233212,
0.16051740177695883,
0.12124871214622002,
0.08768448571872423,
0.05994666761045975,
0.03787598661918001,
0.021123244590163903,
0.009225117516942993,
0.0016594096495101684,
-0.0021156428169433195,
-0.002634250594898302,
-0.0004051351717234697,
0.004099582537637536,
0.010450508366084299,
0.01826353497787292,
0.027199918746369733,
0.03696469009489911,
0.047304005049487396,
0.05800188323034583,
0.06887665221535999,
0.07977732254971703
],
[
0.5551371387539071,
0.5981410112484681,
0.6412460671223683,
0.6830195452592502,
0.7220593842497737,
0.7572452872915206,
0.7879758854885867,
0.8142339368512054,
0.8363070536288028,
0.8542346179035396,
0.8673234358167534,
0.8746139741765471,
0.8755525290361823,
0.870035592934637,
0.8582452742210663,
0.8404441104889636,
0.816821686283976,
0.7874859825230421,
0.752563557394369,
0.7123109761950162,
0.6671775861836013,
0.6178126777755618,
0.5650364775688945,
0.5097966098905273,
0.45312392354107567,
0.39609360546597777,
0.33979237191649153,
0.2852898351544871,
0.23361074341222737,
0.18570390236992207,
0.14240286435099225,
0.10437278571195585,
0.07203784208221808,
0.04551247693391047,
0.024630330496424047,
0.009035587708276283,
-0.001741306099849238,
-0.008228349335784868,
-0.010972565032921544,
-0.01051274497531196,
-0.007361394481710581,
-0.0019935365309128317,
0.005159457153685709,
0.013712427581478726,
0.023326470340312322,
0.03370728157387792,
0.044602423576561745,
0.055797962679159374,
0.06711480600345743,
0.07840496697116084
],
[
0.5839596692923839,
0.6273972292980357,
0.6702098317257538,
0.7106640365535908,
0.7470481492925625,
0.7780012175588189,
0.8029194660513725,
0.8222457415939973,
0.8371783797833611,
0.8487675577193795,
0.8568760601450763,
0.8604824431725331,
0.858681423340421,
0.8510043950956081,
0.8373617014606444,
0.8178769791524255,
0.7927384671581542,
0.7621397667323478,
0.7263073115605649,
0.685561615889423,
0.6403648907681244,
0.5913367465054391,
0.5392419462723725,
0.4849621174604556,
0.4294619661695931,
0.3737561279339855,
0.3188787389780869,
0.2658550266092573,
0.21567246123490946,
0.16924785233402584,
0.12738592007653593,
0.0907244617760471,
0.059665227816939614,
0.03432009572917716,
0.014533307400620088,
-4.0906091512527e-05,
-0.009864575178115564,
-0.015460399072318332,
-0.017371824409370018,
-0.016135300728005952,
-0.012261796678245007,
-0.006225250529064641,
0.0015438749520205741,
0.010661357174785668,
0.020789394006676787,
0.03163503346724672,
0.0429474787966736,
0.054514731596129185,
0.06615990868587163,
0.0777374704290319
],
[
0.6095814147728136,
0.65293567295618,
0.6949826687414135,
0.7337689259715051,
0.7673769012998107,
0.7942994957847085,
0.8139482799563733,
0.8271312714814115,
0.8356782406503789,
0.8412351023603934,
0.8441783078524974,
0.8437439145775629,
0.8389362470763254,
0.8290438463562998,
0.8137297323286012,
0.7929418385614945,
0.7667915613473016,
0.7354761310360819,
0.699261728238631,
0.6585038773751043,
0.6136734781012702,
0.56536933790229,
0.5143130323262057,
0.46133045535116085,
0.40732640090216893,
0.35325694305260563,
0.30010182682214204,
0.2488367908683678,
0.20040402721004758,
0.15567778591891424,
0.11542150329037115,
0.08023384692489222,
0.0504888902382884,
0.026297326642244157,
0.00752284107675083,
-0.006157176455254265,
-0.015184730304233729,
-0.020066635306017377,
-0.02133416371963681,
-0.019514604331530405,
-0.015112096680334974,
-0.008595485795291569,
-0.00039138356400403307,
0.009118989604718242,
0.019600288367982888,
0.030761697290102585,
0.042354395712509985,
0.05416830768638248,
0.06602848388287741,
0.0777913631486834
],
[
0.631500062047989,
0.6742074095677989,
0.7149782648975661,
0.7517424109458016,
0.7825013363023829,
0.805729812274806,
0.8209117897572646,
0.8290617794561347,
0.8322808163524344,
0.8324910553521697,
0.8304792813676967,
0.8258826273605583,
0.8178484704799774,
0.805589965860098,
0.7886034328966897,
0.7666740749490734,
0.739803268885966,
0.7081379066792644,
0.6719332088173501,
0.6315457421345823,
0.5874394738734974,
0.5401899115095206,
0.4904794521736606,
0.4390837041659363,
0.3868515365777789,
0.3346817450017607,
0.2834979635396247,
0.23422187210100115,
0.1877433690889021,
0.14488546534224533,
0.10636167373894412,
0.07272612254282118,
0.044324543129520166,
0.02126639212514503,
0.0034370778003982583,
-0.009455586174659913,
-0.017824156244921507,
-0.02215040296179227,
-0.022945455878743304,
-0.02072087149491697,
-0.015968721437742528,
-0.009148699990995546,
-0.0006805213320210113,
0.009059796932013309,
0.019740869967122432,
0.03107495727906584,
0.04281570126742473,
0.05475508123584383,
0.06671994255168279,
0.07856836016705415
]
],
"zauto": true,
"zmax": 0.9423452996678626,
"zmin": -0.9423452996678626
},
{
"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": [
[
0.160676691125245,
0.1474979481172553,
0.13880759759819342,
0.13590509561395606,
0.13917601442792696,
0.14783164422486667,
0.1603210614756345,
0.17497260932954428,
0.19037945660517916,
0.20549180898552558,
0.21957057711986108,
0.2321105619923827,
0.24277286045972601,
0.25133394628910305,
0.2576492597427865,
0.26162776550136857,
0.26321467832928735,
0.2623805166665855,
0.25911541141956534,
0.2534281710890267,
0.24535007998204725,
0.23494390241671276,
0.22231923483468832,
0.207656417875706,
0.19124304989183066,
0.17353018191215552,
0.15521936751683493,
0.13739230198311825,
0.12166800723361644,
0.11024585270635301,
0.10542665439321239,
0.10835360625113633,
0.11808549538433864,
0.13233461822311657,
0.1488203826032663,
0.16588790124027022,
0.18250996548308673,
0.1981227635803163,
0.2124766089669482,
0.22552794598270837,
0.23736234989377036,
0.24813758632931712,
0.25804052126948546,
0.26725518732486586,
0.27594099289919555,
0.284220372490107,
0.292174728190572,
0.2998468741122979,
0.3072477820023991,
0.3143654200212298
],
[
0.14169682495744185,
0.12541229147852365,
0.1142707508134187,
0.11046289337623874,
0.11476908427092658,
0.12587105921469957,
0.14132535507859262,
0.1588382221474598,
0.1767377255533938,
0.19391690142414403,
0.20966483199466013,
0.22352935045194178,
0.23522545427181055,
0.24457640524828292,
0.2514754305771112,
0.2558603967016521,
0.257697100779575,
0.25696878319758415,
0.2536705919708322,
0.2478084064155835,
0.2394018972650364,
0.22849213923606246,
0.2151546826366974,
0.19952002193152674,
0.1818054542310869,
0.1623666785279489,
0.14178687229490683,
0.12103971946806089,
0.10178559440566948,
0.08678354301924762,
0.07976322082505052,
0.08313276399524938,
0.09528063748258847,
0.11236628540353444,
0.1312608168830583,
0.1501207768198537,
0.16798626906010003,
0.18442127806314149,
0.199303440453318,
0.21270146074048693,
0.2247954819796634,
0.23581938666350116,
0.24601685922022776,
0.25560894531741496,
0.26477291429766364,
0.2736321624476733,
0.2822558428443235,
0.29066579314199004,
0.2988477533226862,
0.3067639953754759
],
[
0.12401768809882371,
0.10381519864501647,
0.08911685839200288,
0.08382263025723717,
0.08970427126638958,
0.10425146851074993,
0.1233835245109913,
0.14406410459527585,
0.1644933769655435,
0.18364089545526172,
0.2009062625786008,
0.21593451087311205,
0.2285169932035513,
0.2385349520212077,
0.24592504611956054,
0.2506571349236551,
0.25271970055994797,
0.25211065414783634,
0.24883242014666487,
0.24289078640172088,
0.23429735863253554,
0.22307573873619982,
0.20927190089680128,
0.19296988382619693,
0.1743153272817678,
0.15355281455804895,
0.13109213483455498,
0.10764515098901371,
0.08455608545697096,
0.06465591029304274,
0.053724943798089855,
0.0576836534038714,
0.07342572311148483,
0.09390152917274278,
0.11514879549594594,
0.1354681013277185,
0.1541599316494004,
0.1710027058876799,
0.18603897150641507,
0.19946700708951784,
0.21157010848773716,
0.2226618850094493,
0.23304215604422535,
0.24296395549599117,
0.25261341377888263,
0.2621030376754762,
0.27147668560206806,
0.2807226806056111,
0.2897908046973446,
0.2986094145648979
],
[
0.10916619708041894,
0.08433425011246268,
0.06432142879502839,
0.05622611787429288,
0.06485221632798963,
0.08440602837248512,
0.10783744830332763,
0.1316792018571646,
0.15438090268222826,
0.1751744318526216,
0.1936452816832255,
0.2095632414576459,
0.22280449581236583,
0.23330961620652388,
0.24105781080671232,
0.24604983795725907,
0.24829641067997252,
0.24781069389472604,
0.24460426220669154,
0.238686235208584,
0.23006547512845169,
0.21875582837906565,
0.20478448876083513,
0.18820373634692325,
0.16910672725540188,
0.14764914211345878,
0.12408192605035022,
0.09881241221142835,
0.07256336492913912,
0.04700016235115341,
0.028320620658951134,
0.03320151518219511,
0.054643515959367055,
0.0785778743496359,
0.10153355388389362,
0.1225648685698878,
0.14139551298566302,
0.1580531252426086,
0.17274901216424607,
0.18580976518042444,
0.1976207310042789,
0.20857343021024075,
0.21901898181049828,
0.2292329078607295,
0.23939602045952424,
0.24959269214134908,
0.259823659675741,
0.2700276830363635,
0.28010585816140166,
0.2899437530216142
],
[
0.09919102840540259,
0.06998268538338336,
0.0426510104398653,
0.02799547748884406,
0.04262556912018595,
0.06901698157836034,
0.09653788662200051,
0.12284809412100921,
0.14712786236189904,
0.16897508357119756,
0.18816896255884002,
0.20459122247833325,
0.21818840000346484,
0.2289485944966209,
0.23688498847164577,
0.24202356231737046,
0.24439407133563734,
0.24402395603422689,
0.2409350902204687,
0.23514335183030052,
0.22666100980324907,
0.2155018944220792,
0.2016892793456904,
0.18526636156228254,
0.166309180928004,
0.14494176368314773,
0.1213531856798581,
0.09581610970441799,
0.06870615288425665,
0.04052133501379615,
0.011905109159856883,
0.01639207949330298,
0.04346266179084103,
0.06867663969576553,
0.09160899621068892,
0.11206221567225697,
0.13004341815424966,
0.14573856902439408,
0.15947845701751187,
0.17169426310564892,
0.18286316080449597,
0.19344860465284833,
0.20384441261974393,
0.21433365681294764,
0.22507054573627341,
0.23608663798973178,
0.24731554214830292,
0.2586264474723712,
0.2698573909374772,
0.28084242555897004
],
[
0.0960825075342606,
0.06504818748375267,
0.033066479223741084,
0.0008443019388529678,
0.031296108384947396,
0.062206023512562124,
0.0914461917721075,
0.11857754219683041,
0.14328391765282023,
0.16535078344395193,
0.18464565709464,
0.20110001760817034,
0.2146928543304192,
0.2254360300280815,
0.2333616264140941,
0.23851144653322862,
0.24092886155591423,
0.24065319599745014,
0.23771683373164637,
0.2321451938869467,
0.22395967829896843,
0.2131836499867062,
0.19985149731393304,
0.1840209253435501,
0.1657889111541078,
0.145312589952065,
0.1228387912829556,
0.09875424539172688,
0.07370259593863303,
0.048997365863974685,
0.028851296423934268,
0.02752114261892742,
0.04511039374585928,
0.06621057122647139,
0.08636072446948076,
0.1045009319287547,
0.12040221871471987,
0.13420110100216934,
0.1462579947047086,
0.15707228157921324,
0.1672010510421332,
0.1771743866429588,
0.18741797645281646,
0.19820038961640768,
0.20961733775830066,
0.22161209291909253,
0.23401910202536166,
0.24661391272943003,
0.2591565518557575,
0.27142245770488743
],
[
0.10051374414949871,
0.0715697415326243,
0.04439221403810794,
0.028674765782545956,
0.041202212347772035,
0.06662993846199138,
0.09351947112274318,
0.11927782407761918,
0.14303229180978166,
0.16437195809847005,
0.18308153810090158,
0.19905484589446376,
0.21225434505924665,
0.2226865166421893,
0.23038441777988777,
0.2353946141013987,
0.23776755052794704,
0.23755112278876933,
0.23478748273271438,
0.22951320108973014,
0.2217629292394368,
0.21157672447265236,
0.19901132074405922,
0.18415597936372502,
0.167154425990945,
0.1482364729454949,
0.12776818018051775,
0.10634355399877118,
0.08498067602778067,
0.0655858501285196,
0.05186444344191697,
0.04892134262873488,
0.05715109249377349,
0.07100584146886901,
0.08601363764746642,
0.10014634747829797,
0.11268450712919853,
0.12356982907620567,
0.13312594277941792,
0.14190157197977302,
0.15053848282982205,
0.159639792413111,
0.16965327277911132,
0.1808000959402604,
0.19306803955204982,
0.20626016487644871,
0.22006957391916349,
0.23415101769224964,
0.24817342346604884,
0.2618506272191727
],
[
0.1112387600897661,
0.08650336312705034,
0.06598945826752751,
0.056091482960312,
0.06220744352887515,
0.079843682539679,
0.10186293647287405,
0.12450538407080253,
0.14609752268778328,
0.16583568991638895,
0.18330699799383154,
0.19830070067226105,
0.21072241081701693,
0.22054815331936198,
0.22779608410984367,
0.23250747669268984,
0.2347336517211339,
0.2345275658503105,
0.23193964058686498,
0.2270177707264035,
0.21981159251480886,
0.2103811832046064,
0.1988105530815301,
0.18522675083070106,
0.1698263908245332,
0.15291337828612855,
0.1349553230855793,
0.11667223977492057,
0.09917551232526745,
0.08414368519580112,
0.07382009224175104,
0.07017669916356753,
0.0731982690090968,
0.08062696827651579,
0.08979308560172346,
0.09887656264805517,
0.10700048601465868,
0.11399199664699855,
0.12017143428461649,
0.1261802885553497,
0.1328001980626748,
0.14074881475187276,
0.15049412359243527,
0.1621571853996033,
0.17553640921212668,
0.1902169279882421,
0.20569691441008353,
0.22148386482218474,
0.2371492328775848,
0.25235010817740966
],
[
0.12605749247471842,
0.10555148627635336,
0.08977149142486958,
0.08233759927428462,
0.08547329348557896,
0.09744859936915179,
0.11439696304685586,
0.1331602063452862,
0.15182297448911472,
0.16930452480332536,
0.18500037076068632,
0.1985792230970266,
0.2098730205179845,
0.21881401419378796,
0.2253958360170742,
0.22964782118725324,
0.2316177070163336,
0.2313605803817475,
0.2289332354403926,
0.22439367081370082,
0.21780566550612826,
0.20924844888365024,
0.1988315921212471,
0.18671552713337722,
0.17313860264298278,
0.15845218196619926,
0.14316522783196464,
0.12799641802137948,
0.113917243650512,
0.10212835143688477,
0.09384542992685667,
0.08980328455043246,
0.08973995046535267,
0.09243686530519754,
0.09635006588773176,
0.10022536609019553,
0.10336906464633402,
0.10568231817685728,
0.10760591894237685,
0.11000660809133084,
0.1139630156710401,
0.12043609498750481,
0.12993742317749848,
0.1423926543523597,
0.15726593280825055,
0.17380705272965893,
0.1912580590959157,
0.2089634870685831,
0.22640604194913155,
0.24320338862160032
],
[
0.14297107934267866,
0.1259577397748563,
0.11330202100044227,
0.10709720403416616,
0.10842990645615078,
0.11647820765703637,
0.12907131001307617,
0.14394078817848724,
0.15936416244360996,
0.174200621119766,
0.1877402718115291,
0.19956161288394175,
0.20943167255417353,
0.21723997643225526,
0.22295430898152452,
0.22659028337227993,
0.22819033173736714,
0.22780998571979608,
0.22551054825591296,
0.22135780889396842,
0.21542658500516343,
0.2078107869351566,
0.19863857002569857,
0.18809202215108997,
0.1764306184608982,
0.1640168632132764,
0.15133999374926102,
0.13902732354023084,
0.1278208130679582,
0.11848282658179572,
0.11160345150366928,
0.10735298324421379,
0.10533469135688064,
0.10468612159882672,
0.10438399793604963,
0.10356587711684215,
0.10175175901782076,
0.09897533911943707,
0.09586926248212821,
0.09368587100941109,
0.09410950626242351,
0.09868453153248369,
0.10806939267508041,
0.12179347155746655,
0.13870684599630678,
0.15755385382935858,
0.17727265999930078,
0.1970614523138615,
0.21634947879664987,
0.23474823411866602
],
[
0.16055758053317065,
0.14625432740345526,
0.13569112696042146,
0.13013498002199742,
0.13017675986655813,
0.1353599740056857,
0.14438600419993172,
0.15568778488204843,
0.16787804585726823,
0.1799108054882947,
0.1910676075346416,
0.2008883316754242,
0.2091011098110524,
0.21556574265249304,
0.2202307761630013,
0.22310148040183142,
0.22421646916591428,
0.2236317456539077,
0.22141171509514687,
0.217626989329796,
0.2123586678410401,
0.2057083634972693,
0.19781271741528425,
0.18886058867860323,
0.17911035851733725,
0.16890340115067132,
0.15866711123447347,
0.14889678913081042,
0.14010228209981465,
0.13270952365762043,
0.12692926970832508,
0.12264362383448063,
0.11938160201774257,
0.11641741836200196,
0.11295216571561029,
0.10830697256041635,
0.10208883357781601,
0.09434545246397207,
0.085762371906774,
0.07793843589747194,
0.07354376819098293,
0.07554411122466369,
0.08513868180705358,
0.10095273277810915,
0.12064349204665412,
0.14225460450908223,
0.16445222848422486,
0.1863714014080532,
0.20745767442843382,
0.22736277076075925
],
[
0.17789071444974627,
0.1656509220017743,
0.15651623890230637,
0.15128432674745665,
0.15029587768381564,
0.15326411379933189,
0.15936290319166524,
0.1675083073773644,
0.1766373946655374,
0.18586710091988445,
0.1945397406723651,
0.20220645597323567,
0.20858850111536795,
0.21353590572685313,
0.2169905227166763,
0.21895521982670163,
0.21946951233014186,
0.21859189252312303,
0.2163892904741377,
0.2129339676341203,
0.2083075546451384,
0.20261101050835334,
0.1959782462061987,
0.18859021571902876,
0.1806854170048188,
0.17256176205854457,
0.16456362921879153,
0.15704745809623075,
0.15032195815087052,
0.144568212847595,
0.13976060223486236,
0.135622209716448,
0.13164285569177994,
0.12716092355410857,
0.12148188718886976,
0.11400068734754303,
0.10431417793830776,
0.09234251006712328,
0.0785292541637517,
0.06430370752839833,
0.053135730896038576,
0.05115240299139,
0.06176428431403767,
0.08108547239744227,
0.10439020830978334,
0.12904698767165168,
0.15369669296761562,
0.1775800207332352,
0.2002481504677867,
0.22143631029780014
],
[
0.19438205748702372,
0.18370258881590495,
0.17554924096157393,
0.1704371820103828,
0.1685659180331786,
0.16973525817629656,
0.17338971837575623,
0.17876757193500312,
0.18507134090666646,
0.19159179066278853,
0.19776799239271523,
0.20319895920897524,
0.2076285014466657,
0.2109187611258014,
0.2130208433817261,
0.2139466734800103,
0.2137444009630279,
0.21247919228717155,
0.21022107873195603,
0.2070409786067722,
0.20301481985312192,
0.1982340069783312,
0.19281876828356223,
0.18692967637821192,
0.1807721072559365,
0.17458859931114967,
0.1686351191126979,
0.16313981136780967,
0.15824793922557945,
0.15396431132068397,
0.15011125701160713,
0.14632015559239842,
0.14206429930910883,
0.13672532625068087,
0.1296748882709334,
0.12035381653310886,
0.10834063335602116,
0.09341546544252345,
0.07565063441595062,
0.05565410312366233,
0.035689681596200916,
0.02576842230636287,
0.03980859179054676,
0.06472406859080546,
0.09198616417986064,
0.11938014374160645,
0.14601114863113185,
0.17138849073316928,
0.1952171617896029,
0.21732562497958327
],
[
0.20966156497076746,
0.20015392880616595,
0.19266638383843984,
0.1875345503227841,
0.18487077022256593,
0.18452129230137354,
0.18609280534529848,
0.18903802523635338,
0.1927622514059395,
0.1967134198672802,
0.20043805529207728,
0.20360420531909923,
0.20600063461870305,
0.20752172355395979,
0.20814487995821787,
0.20790498217637204,
0.20686931134808523,
0.20511626157692073,
0.2027210296924012,
0.19975067068803065,
0.19626895487034024,
0.1923486724196162,
0.18808632845249096,
0.18361262538671524,
0.17909236550750302,
0.17470942015102572,
0.17063587139256325,
0.16698898670492526,
0.1637846767460448,
0.1608998335741793,
0.1580559014446584,
0.15483072513316704,
0.15069697324769366,
0.14507777376217507,
0.13740736252050748,
0.12718679171220915,
0.1140295265810778,
0.09769623256830923,
0.07812076117870909,
0.05543026225695581,
0.029962217055736526,
0.002286085768151406,
0.026822651163280926,
0.056481302547043886,
0.08597286821411514,
0.11472383370395754,
0.14229796651649987,
0.16837967026345518,
0.19275659135685033,
0.21530255094806328
],
[
0.22350118221683882,
0.21486280869529126,
0.20780967911832773,
0.20255766526632718,
0.1991610858063673,
0.19749114387554267,
0.19725462550104686,
0.1980475449047546,
0.19942480162778733,
0.20096498261552487,
0.20231721892544913,
0.20322663994291248,
0.2035410259726339,
0.2032031718266028,
0.2022331721728613,
0.20070426410958536,
0.19871599260602177,
0.19636925906192712,
0.1937484252111087,
0.19091487456321649,
0.18791352576618653,
0.18478923955215787,
0.18160568688776446,
0.17845722777558212,
0.17546587078923265,
0.17276002926056302,
0.17043798969763133,
0.16852477025429785,
0.16693436943914597,
0.16544871989493654,
0.1637198329444034,
0.1612946843279857,
0.15765661770393008,
0.15227471748633953,
0.14465379148468357,
0.13438092940110927,
0.1211689477743248,
0.10490331465219703,
0.08571482717889002,
0.06416528031537852,
0.042023131513318907,
0.02683250826636811,
0.03605421029243578,
0.06045162093575302,
0.088075384309413,
0.11595624670051427,
0.1430604456764573,
0.16886551215330226,
0.19307058622512718,
0.21550601314769113
],
[
0.23576717905583075,
0.22775943579205937,
0.22096610030327107,
0.2155197898342412,
0.21143363627030368,
0.20859133848134465,
0.20676219787685926,
0.2056379581244004,
0.20488121640996493,
0.20417335663131186,
0.2032529966220673,
0.2019406922773611,
0.20014929858676675,
0.19788109154332312,
0.19521320335923173,
0.1922733423751983,
0.1892091056628359,
0.18615654048287544,
0.18321582366350903,
0.1804418606395386,
0.17785350365303623,
0.17545754426177929,
0.17327617698983208,
0.17136367229204,
0.16980167128887608,
0.16867127329370318,
0.1680098869376276,
0.16776730778116222,
0.1677758556139983,
0.16774372476875318,
0.16727219997674547,
0.16589057566579016,
0.16310021881997788,
0.15842086081955678,
0.15143584761054968,
0.1418372634767091,
0.12947705141353144,
0.11444015286892292,
0.09718198055609747,
0.07885189976047402,
0.062133851172702585,
0.05279115037420571,
0.05749021073100673,
0.07458915240711049,
0.09769083700984406,
0.12284604684968896,
0.14819163093405413,
0.17278927282504436,
0.19612572219148403,
0.2179146818300525
],
[
0.2463896345442414,
0.23882204305111746,
0.23215415708150422,
0.22645866074520132,
0.22171784896562824,
0.21782028004349577,
0.2145739445469466,
0.21173386253523965,
0.2090381559050323,
0.20624532772396095,
0.20316664305485233,
0.19968974725590888,
0.1957915164226752,
0.19153898014195822,
0.1870773381115334,
0.182604661520903,
0.17833509186595187,
0.17445680705139746,
0.17109631163774164,
0.16830276023570948,
0.16606069958958178,
0.1643268218028477,
0.16307284101534092,
0.16231164767180312,
0.1620914347202503,
0.16245827991011844,
0.16340284109138,
0.16481351563199478,
0.16645385705439325,
0.1679699996881619,
0.16892209050601653,
0.16882833103864506,
0.16721174286199908,
0.16364475783924753,
0.15779184318738662,
0.14945461716695024,
0.13862863005182205,
0.12558933609106435,
0.11104150786575903,
0.0963904082005447,
0.08415443618040401,
0.07806822274156763,
0.0813732969387837,
0.09386044608174794,
0.11248027147950362,
0.13420215719309833,
0.15702217797827991,
0.1797438246715764,
0.2016590577207358,
0.22235091908374163
],
[
0.2553420586005125,
0.24806103150187706,
0.24141409287317295,
0.23542958334956324,
0.23006574920981923,
0.22521121954941803,
0.22069708092436557,
0.2163191135115048,
0.21186652830150235,
0.20715267156910777,
0.20204359148364007,
0.19648135179026677,
0.19049965352710063,
0.1842291872547321,
0.17788937131642282,
0.17176283037410817,
0.1661511671974974,
0.16131734066888476,
0.15743059307193327,
0.15453771520404505,
0.15257903185682223,
0.15144553536256217,
0.15104791182204746,
0.15135887504624643,
0.15240518029085012,
0.15421427843121252,
0.1567442528081351,
0.15983122955680248,
0.16317507377763268,
0.16636309137352254,
0.16891685286416372,
0.17034523565712845,
0.17019332786107375,
0.16808485342911364,
0.1637613660754769,
0.15712462065303245,
0.14829098148430686,
0.13766976915929885,
0.12607900094032126,
0.11489670538158259,
0.10616118447747035,
0.10231337175153091,
0.10520889221989632,
0.11496632620405173,
0.1300694680087154,
0.14850755555567846,
0.16858352800124002,
0.18909320892541165,
0.2092395794018256,
0.22851420699934955
],
[
0.2626271921894825,
0.25550783681129363,
0.2488001994348415,
0.24249919529934413,
0.23654382056930345,
0.23081984616218315,
0.22517112387505991,
0.21941848981432266,
0.2133839253960064,
0.2069171072888272,
0.19992168004658026,
0.19237903564481218,
0.18436742129587705,
0.17607325092448414,
0.16778940935805042,
0.15989297736665767,
0.1527950298879387,
0.14686297225488243,
0.14233438909821045,
0.13926213927183495,
0.137530092871656,
0.13694179466525533,
0.1373331708191074,
0.1386411148827786,
0.14088972783832834,
0.14410883966524113,
0.1482367134937206,
0.1530593892012404,
0.15820909467523314,
0.16320970675919733,
0.16754153789996232,
0.17070291187358727,
0.17225936276689668,
0.1718817967092429,
0.16937974363118666,
0.16473683342626175,
0.1581550677865096,
0.15011247039840597,
0.14143149369293753,
0.13333243791884067,
0.12739262392436715,
0.1252729205675006,
0.12816294294726854,
0.13626087937475354,
0.1487752856489356,
0.16441492499505087,
0.1818842896689708,
0.20012412712371122,
0.21835352883103126,
0.23603104559154017
],
[
0.2682667785013177,
0.2612067220979466,
0.2543746000811477,
0.24773993899477437,
0.24122617586235476,
0.2347146175487216,
0.2280551302703748,
0.22108280634514055,
0.21363904622077393,
0.20559522987914267,
0.19687737430684027,
0.1874905309594292,
0.17754159207661818,
0.16725790634074258,
0.15699588637734813,
0.14722850067830703,
0.1384957557791765,
0.13130655080195242,
0.12600660218575613,
0.12267325720139692,
0.12111920261618105,
0.12102858601194626,
0.12214326865289185,
0.12437362448444719,
0.1277699032007856,
0.13239057469193913,
0.13816251104974628,
0.14481311765953314,
0.15189233502370572,
0.15884927326120016,
0.1651176221214701,
0.1701834794622463,
0.17363114938907817,
0.17517372852494378,
0.17467746036188891,
0.17218693328476714,
0.16795500455652154,
0.16247665571252878,
0.15651715900228302,
0.15110824280553747,
0.14746377535879315,
0.14676544923046508,
0.1498424632595826,
0.15690738760063586,
0.1675386804875095,
0.1809084672538215,
0.1960712334600625,
0.2121622572324768,
0.22848167911813116,
0.24450531581207088
],
[
0.27229406471200596,
0.26520859641847366,
0.2582022205064617,
0.2512253092038012,
0.2441888232173279,
0.236968984071491,
0.22941746693306916,
0.2213764937774298,
0.21269768549664939,
0.20326345370471552,
0.193010055900826,
0.18195196562053007,
0.1702074513709139,
0.15802439434202223,
0.14580202003412604,
0.13409649864363027,
0.12358594945561947,
0.11496196669279198,
0.10873884481091536,
0.10505685606613926,
0.10364184105486257,
0.10400973398771225,
0.10577970015997899,
0.10885377011473382,
0.11335272262102569,
0.11939488025405995,
0.1268935752138022,
0.13549234096273385,
0.14463244499296982,
0.15367332772334158,
0.16199832667304742,
0.16908266904461136,
0.17453006468166624,
0.17809195844530834,
0.17968073404319349,
0.1793831568739401,
0.17747558529691346,
0.1744373799662718,
0.17095206594354595,
0.1678770416296041,
0.1661571881504653,
0.16666985368308662,
0.17003177104360004,
0.1764516139791893,
0.18571115753637885,
0.19727872460058885,
0.21047833916112707,
0.22463340494603037,
0.239151578461046,
0.25355793519823006
],
[
0.2747483290272194,
0.2675663976892285,
0.2603468381393778,
0.253025964774688,
0.24550500628742639,
0.23765519412062047,
0.22932762186931543,
0.22036728154202045,
0.2106302901623558,
0.20000333542935753,
0.18842482269277885,
0.17590798834521476,
0.16256706939845453,
0.14864783503398893,
0.13456186472547407,
0.12091651441393043,
0.10851388482436893,
0.09826130002292263,
0.09092755117560612,
0.08679397046829082,
0.0854900359721103,
0.0862862548017075,
0.08863471656750666,
0.09246442219470073,
0.09803553483035016,
0.10555822392629167,
0.11490666503516858,
0.12559106883186075,
0.13690867382990812,
0.14811828603709584,
0.15855719654755768,
0.16769775655760452,
0.17516773343924033,
0.18075538526424179,
0.18441092759209748,
0.1862488728370459,
0.18655080744726174,
0.18576407127775907,
0.18448763716683542,
0.1834331077760659,
0.1833498782196713,
0.1849149999595772,
0.18861135982820246,
0.19463880045732,
0.2028977893052786,
0.21304917018946545,
0.2246156335380286,
0.2370813708217638,
0.24996368526518845,
0.2628519416277551
],
[
0.27567102785741393,
0.2683318028078757,
0.26086818314958954,
0.25320680303821047,
0.2452416921272581,
0.23683964535712654,
0.22784998650817095,
0.21811807953304185,
0.20750155360951136,
0.19588821175271168,
0.1832150699261161,
0.1694889300361614,
0.15481025697389927,
0.13940364472043784,
0.12365887496144964,
0.1081833508495855,
0.09385031434280043,
0.0817780872531225,
0.07309181856982883,
0.06836716555083104,
0.06715795914717151,
0.06836262412562776,
0.07119396648830494,
0.07567813846345182,
0.08232101225578546,
0.09144146151073239,
0.10280145452355285,
0.11570046558877523,
0.12926043018898364,
0.1426458004631852,
0.15516681609058466,
0.16630915168539012,
0.175732858486026,
0.18326318840151834,
0.18888197373410612,
0.19272122313862444,
0.19505692469123803,
0.19629853457840346,
0.19696768975278714,
0.1976591429866798,
0.19897981321615962,
0.2014700791756219,
0.20552355108880005,
0.21133008972598086,
0.21886247642583173,
0.22790933390993467,
0.2381377561757067,
0.24916173816380807,
0.26059834513407687,
0.2721044716710097
],
[
0.27510332859885633,
0.2675531434083047,
0.259820097867819,
0.25182508538460585,
0.243457305461785,
0.2345798641621555,
0.22503974725273668,
0.21468142693285194,
0.20336287770708708,
0.1909726689118841,
0.1774471850414215,
0.16278797703936979,
0.14708086375192847,
0.13052081179545394,
0.1134498055229244,
0.09641782931194838,
0.0802737428854962,
0.06625639282997803,
0.055905777798305724,
0.05036680103977705,
0.04924583618865849,
0.050852910156353674,
0.05403601212539535,
0.05906392986263395,
0.06684613286216652,
0.07776370470274643,
0.0913114815366714,
0.10649113269513658,
0.12225293391669938,
0.1377053812551939,
0.1521666230546975,
0.1651565950661716,
0.1763759499378278,
0.1856865267432861,
0.19309620430996505,
0.1987469182407053,
0.20290293265578463,
0.20593541597048207,
0.2082988455441898,
0.21049542809243424,
0.2130265561673394,
0.21633570712754147,
0.22075357312529753,
0.22645972511045884,
0.23347198153758142,
0.241665238129471,
0.25081126099935724,
0.2606258728234999,
0.27081161085371214,
0.28108931154541766
],
[
0.27308489152681276,
0.26527446408971966,
0.2572497658985452,
0.24892967074160458,
0.24020077647272572,
0.23092319079918752,
0.22094104760845684,
0.21009692088946696,
0.19824863525971212,
0.1852866706678142,
0.17115055311032665,
0.1558433999829569,
0.13944529707310063,
0.12212875695774497,
0.10418372643250418,
0.08606629064488436,
0.06849513633091815,
0.05262731399165943,
0.04026995830290404,
0.03350250152637361,
0.032462577011063566,
0.034490023108847745,
0.03782603482029715,
0.04330508085085064,
0.05243952083575612,
0.06543601340942864,
0.08127849739648266,
0.09865076155575767,
0.11640998758734944,
0.13367901948127967,
0.14982345912416303,
0.16441392397062338,
0.17719480627787593,
0.1880609063378222,
0.1970397173115315,
0.20427667972161645,
0.21002055242747592,
0.21460586741254892,
0.21842957436401475,
0.22191995611115548,
0.2254981399197518,
0.22953592346521115,
0.23431703898689504,
0.2400104005619793,
0.24666173416932458,
0.2542047158405952,
0.26248697113532987,
0.2713029539731594,
0.28042590849462756,
0.2896337364102449
],
[
0.26965382183984227,
0.26153568892150597,
0.2531980112861587,
0.24456136603216327,
0.235511894562973,
0.22590714717325172,
0.2155874386318548,
0.20439182549001386,
0.1921768828983052,
0.17883590465938218,
0.1643161145006668,
0.14863200049892414,
0.13187405829496718,
0.11421440420253746,
0.09591464838116832,
0.07734818117250779,
0.05906054753060725,
0.0419174504652269,
0.027472861068125035,
0.018658957904766016,
0.017641226462055955,
0.020162529382801456,
0.023300224813916012,
0.02926133976312709,
0.04021775174681683,
0.055533116583376604,
0.07353168084388971,
0.09275672877711566,
0.11211777444601477,
0.1308188039417795,
0.1482947058630667,
0.1641689955936413,
0.1782244685907868,
0.19038118162358725,
0.20067860758386433,
0.2092597327091985,
0.21635504557217308,
0.22226439472780102,
0.22733498687058898,
0.23193468259309566,
0.23642136159463495,
0.2411112297861631,
0.24625077417816216,
0.2519975972541659,
0.25841390383518487,
0.2654733173118229,
0.27307832143971844,
0.2810834625656361,
0.2893191904135709,
0.2976124818867303
],
[
0.26484774900996233,
0.2563738794751774,
0.24770065539194575,
0.23875435325502342,
0.22942286684769467,
0.21956130633117088,
0.20900437105260508,
0.1975846219104073,
0.18515447567484022,
0.17160888240902014,
0.15690540207564194,
0.14107872013081016,
0.12424745539385182,
0.10661267204534443,
0.08845076217347299,
0.07010972250702995,
0.052027099976689556,
0.03479536363200011,
0.019315150460280418,
0.0074365693441148335,
0.0060056463016201125,
0.009187674631130138,
0.011237666427158843,
0.018194619965739685,
0.03160589823049499,
0.04903405110579237,
0.0686263530416605,
0.08910698961680616,
0.10953276858907261,
0.1292013137244875,
0.1476076716380391,
0.16441562968310916,
0.17943476574590608,
0.19260064718949202,
0.2039570697402241,
0.21363936207223821,
0.22185761889562353,
0.2288786556937709,
0.23500571851312763,
0.24055566055103814,
0.24583440105474647,
0.2511127700103208,
0.25660583323685876,
0.2624589359979973,
0.26874271039214925,
0.27545741095466814,
0.28254490493081824,
0.28990525088216207,
0.2974144681710287,
0.30494070796358075
],
[
0.2587060164950944,
0.24982558632265822,
0.240790918840569,
0.23153862178517592,
0.22196090204983898,
0.21191032622696465,
0.2012131848766294,
0.18969071114977407,
0.1771855556723139,
0.16358965810288448,
0.14886926356507668,
0.13308314447457173,
0.11639070997160872,
0.0990475576538709,
0.0813883238141048,
0.06380375924885669,
0.046734849015970706,
0.030727399557165143,
0.016604665653988056,
0.006089760178254069,
0.004673975459724813,
0.00517426042848727,
0.002422147199425867,
0.012207495809478167,
0.027681059714991504,
0.046230045237237304,
0.06655750208722418,
0.08761151656087914,
0.10854959618804957,
0.12872421564003017,
0.1476654229226548,
0.16506104691661017,
0.18073637324810377,
0.1946344873552509,
0.20679772051454737,
0.21735002799637132,
0.22647973152898235,
0.23442191667945955,
0.24143993889733575,
0.2478059760348987,
0.253781299263079,
0.25959772103833934,
0.26544221571460147,
0.2714467006578598,
0.2776842943835896,
0.28417220367410656,
0.2908801430580353,
0.29774229825343906,
0.3046705591389787,
0.31156703727591295
],
[
0.2512729853144063,
0.241930323915231,
0.23250288032890423,
0.22294334260085075,
0.2131516160590458,
0.20297772417565002,
0.1922358425514048,
0.1807290218282732,
0.16828144572216955,
0.15477320173176068,
0.1401720650632765,
0.1245574283674811,
0.10813234900973508,
0.09121994515366227,
0.07424069498244303,
0.057672544338733825,
0.042020124074577135,
0.027882008465128106,
0.01630903146885841,
0.009604584255798604,
0.008573891361982488,
0.006944381456644333,
0.002458612752776461,
0.012028125376963522,
0.027718278672849723,
0.04637545848549708,
0.06675878242009078,
0.08785784224179256,
0.10886238787363614,
0.12915165275332433,
0.14827790821685596,
0.16594627154819316,
0.18199336938765454,
0.19636646182983875,
0.20910376073066986,
0.22031604655410214,
0.2301692938321966,
0.23886786090837414,
0.246637894060001,
0.25371092041087634,
0.2603080804263921,
0.26662593157692743,
0.27282505054589073,
0.2790226117822619,
0.2852896790148521,
0.2916532261885157,
0.29810213881670483,
0.30459588271039456,
0.3110743122747984,
0.31746722576287967
],
[
0.2426024676746531,
0.2327352379507341,
0.2228760601517742,
0.21300118245842267,
0.20302311292618827,
0.19279001141750762,
0.18209964856244573,
0.17072813660815978,
0.15846949982576136,
0.14517923162550492,
0.13081442374925523,
0.11546449112138556,
0.09936831318551084,
0.0829138672752138,
0.06661415296431228,
0.051051113500376895,
0.036796736907892424,
0.024416758063110045,
0.01485784910618549,
0.009979854917691239,
0.008960983079039104,
0.006455732987646717,
0.003387860655553764,
0.014045556379326245,
0.02978745915371872,
0.0483202470376349,
0.06848302466475104,
0.0893260058778174,
0.11008753062125139,
0.1301860214114194,
0.1492047157016287,
0.16687167285835092,
0.18303807199102617,
0.19765676247400463,
0.210762110780984,
0.22245152008862767,
0.23286856336945083,
0.24218745653972085,
0.2505985979936102,
0.25829508392774747,
0.2654604043509966,
0.272257822857262,
0.27882212090631286,
0.2852543516534128,
0.29161997980465293,
0.2979503525786061,
0.30424698628648295,
0.31048780307509993,
0.31663430146869187,
0.3226387029298079
],
[
0.23276330056180178,
0.22230107857465603,
0.21196128268881967,
0.2017536719719127,
0.19161073952643284,
0.18138099896260132,
0.17084146455121754,
0.15973089484361536,
0.147798811478167,
0.13486043540410822,
0.12084688895498213,
0.10584295459063911,
0.09010852916875246,
0.07408132937707373,
0.058355170943422276,
0.04361788449383225,
0.030520448382098834,
0.01952211910859883,
0.011170391979484457,
0.007195830040069048,
0.006627981952856049,
0.0035708426156094066,
0.0044651859400675255,
0.01698309355191348,
0.032981520456048435,
0.05137944408987507,
0.07119498627320589,
0.09158597480477604,
0.11187075294156051,
0.13152920617003191,
0.15019123840177742,
0.1676185449958162,
0.18368367768447733,
0.198348943429777,
0.2116466128161155,
0.22366113486535963,
0.2345135104614168,
0.2443476503576352,
0.253318426556841,
0.261581187153763,
0.26928268143559275,
0.2765535457806815,
0.28350264065513386,
0.2902135402330343,
0.29674334367831917,
0.3031237399807208,
0.3093639924580996,
0.3154552957448909,
0.3213758526669187,
0.3270960348376519
],
[
0.2218460207573247,
0.2107096255059325,
0.19982807909342185,
0.1892579006475067,
0.17896271923578286,
0.16879638616995482,
0.15851142159469683,
0.1477972474667164,
0.13634196867511472,
0.12390288396823033,
0.11036945223843646,
0.09580803384490413,
0.0804852937429632,
0.06487056668603336,
0.049614828581037225,
0.03549616779719186,
0.023289026982307313,
0.013448210288581007,
0.0059126497947838644,
0.003081697660662043,
0.0050425575681271205,
0.005328638240042115,
0.010150293134421416,
0.02184527667369012,
0.037459032617506695,
0.05540696240172799,
0.07463733365708293,
0.09434827037071658,
0.11392382309515044,
0.13290842173577008,
0.15098646612319216,
0.16796104974322884,
0.1837320104967844,
0.19827471249113568,
0.21162079781493223,
0.22384161990881565,
0.23503452695309754,
0.24531175468180816,
0.25479147702321964,
0.26359054896863576,
0.27181860571013644,
0.2795733720735998,
0.2869372022950763,
0.2939749526653147,
0.30073326829832203,
0.3072412594238881,
0.31351239755860405,
0.319547329280444,
0.32533722436971974,
0.3308672623496168
],
[
0.20997047153737683,
0.19807270136935567,
0.18657400325857273,
0.17559499906272738,
0.16514709610199543,
0.1550990540649142,
0.14517668267969033,
0.1350061893766349,
0.12419395856165286,
0.11241976545625099,
0.0995172813387092,
0.08552608149659895,
0.07071404443984143,
0.0555754853432369,
0.04080284149056152,
0.027225058763523664,
0.01572255801523292,
0.007033705151100004,
0.0012202308339095613,
0.004073853333505838,
0.007722534654824555,
0.01106234216689918,
0.0173729788401765,
0.028435497564773156,
0.0432238462022626,
0.06032135038765133,
0.07863991407932908,
0.09738819831860318,
0.11599668610307354,
0.13406818354469718,
0.1513427382193194,
0.16766860670750985,
0.1829764685821553,
0.1972567135167753,
0.21054035892275205,
0.2228839787874156,
0.23435853278124272,
0.24504152341559438,
0.255011653531822,
0.26434514656191505,
0.27311307115385625,
0.28137927769402743,
0.28919880699448475,
0.29661680378915367,
0.3036680354457828,
0.3103770922231805,
0.31675926475876237,
0.32282199857341654,
0.3285667482202808,
0.3339910145563683
],
[
0.19729389036907166,
0.1845428005241778,
0.17233632993975445,
0.1608810847615581,
0.15026063564047643,
0.14037568584870921,
0.13092616377366145,
0.12145842837047201,
0.11147112467560163,
0.10054314255753954,
0.08843994991535285,
0.07517343395631566,
0.06101884626801869,
0.04650842309600505,
0.032402817465678975,
0.01959665292017608,
0.008948365995728251,
0.0012177694836978835,
0.0036375067453809588,
0.006912965016818108,
0.010856813961999693,
0.016313028781525848,
0.02432926074899806,
0.03559206500430181,
0.04971756175681102,
0.06579776119054258,
0.08294228658582754,
0.10045276770489342,
0.11783154745727742,
0.13474916787202745,
0.15100711329398514,
0.16650340454853393,
0.18120253511670997,
0.19511056684317243,
0.20825605201778957,
0.22067691974295697,
0.2324127238987678,
0.24350103809196844,
0.25397651794734577,
0.26387125807443773,
0.2732154317343276,
0.28203764864395814,
0.29036486216988017,
0.2982219258000435,
0.30563102493324046,
0.3126112186611637,
0.3191782603817561,
0.3253447697970201,
0.3311207368176469,
0.3365142712415797
],
[
0.18401849014077,
0.17032504231644802,
0.15730664446741258,
0.14528163859820944,
0.1344405732741454,
0.12474535791523753,
0.11587703339036927,
0.10728156144182105,
0.09831383200459475,
0.08842051719810959,
0.07728614938143942,
0.06490130826650557,
0.05156311027056634,
0.03785777468018979,
0.024671635978160317,
0.013182808008660472,
0.004867600753708007,
0.00329697649970366,
0.004962776993038655,
0.007013988450257561,
0.012355988423268705,
0.020387691679018025,
0.030435329612441223,
0.042450971281549045,
0.05624760358118028,
0.07134830268634099,
0.08717791712277877,
0.10323172428921258,
0.11914133552128878,
0.1346758163039641,
0.14971563518060807,
0.16421890572923878,
0.17818897006827683,
0.19164788754910939,
0.20461803023152086,
0.21711210534524947,
0.22913034531613918,
0.24066261957024648,
0.2516929959998887,
0.2622046862441465,
0.27218403909257965,
0.28162299485315057,
0.2905199898065688,
0.2988796414466835,
0.30671167637548,
0.31402954553496765,
0.32084907186161776,
0.32718734682533207,
0.33306197071922117,
0.33849063683067776
],
[
0.1703966021192866,
0.15568940626059224,
0.141748701140411,
0.12903074964738726,
0.11788058548077852,
0.10837067767440436,
0.10018316814523778,
0.09263854465212418,
0.08489542656311004,
0.07622225285125225,
0.06620540825717149,
0.05482734947436632,
0.042431750415179305,
0.02965545709966472,
0.017479451823110854,
0.0076735587712354,
0.004607486760391545,
0.005839408611738926,
0.003981827934286501,
0.0043854717394886085,
0.013082309458660393,
0.023943468981271802,
0.035916405077159735,
0.04876656063458394,
0.06237844515197474,
0.07654203419913858,
0.09097128684528763,
0.10539560616527859,
0.11962402678992178,
0.13356231248662218,
0.14719689346540962,
0.16056323737880318,
0.17371200029982314,
0.18668171636681033,
0.19948257236342928,
0.21209189773263304,
0.22445894973002942,
0.23651503431223445,
0.2481850398686781,
0.25939753153278766,
0.2700919332944242,
0.280222488433031,
0.28975942588370146,
0.29868809129415486,
0.30700684570297265,
0.31472441858497446,
0.32185722134129413,
0.32842694196433925,
0.3344585829916841,
0.33997898553271566
],
[
0.15672993858924092,
0.14098058561723986,
0.12601924016023594,
0.1124574487840973,
0.10085362557044508,
0.09147231721140879,
0.08404472601083857,
0.0777381052345302,
0.07143663422225223,
0.06416175820897489,
0.05537412745585241,
0.04506279050736526,
0.033665560868701094,
0.021893666789403302,
0.01064125924248534,
0.0023328423519912733,
0.006286805460503452,
0.007955679057219013,
0.005082373515912654,
0.005805364665558646,
0.016024127261967454,
0.028405187851723072,
0.04148297824243673,
0.05475144181373698,
0.06800705462503304,
0.08113390203082561,
0.09403722862075874,
0.10665759103797709,
0.11899863342699224,
0.13113349569452032,
0.1431848041124303,
0.15528815785518954,
0.16755327045687224,
0.18003511650120424,
0.19272194746871513,
0.20554026915927495,
0.2183716485660744,
0.231074280837555,
0.24350331099881842,
0.2555264014550649,
0.2670334584672881,
0.27794103948128357,
0.2881927049433831,
0.2977567126919307,
0.30662226916080126,
0.3147952539830359,
0.3222940354928653,
0.3291457426880503,
0.3353831679008269,
0.34104234093453917
],
[
0.1433574838286743,
0.12661958317072344,
0.1105890807646813,
0.09602226992706946,
0.08374754698894238,
0.07434956364349075,
0.06771726079711257,
0.06284306386823449,
0.05821831976736451,
0.05252050764508188,
0.04504606186676198,
0.03578645272114957,
0.025320865511509073,
0.01459432422465249,
0.004672914411120745,
0.004480230686206266,
0.010121890704570771,
0.01216860085023526,
0.011755224008381313,
0.014245229589038904,
0.022909287928362977,
0.03487088703540141,
0.047845201128595576,
0.060790124356409625,
0.07325387602792381,
0.08507034088257168,
0.09622770069640886,
0.10682250137910378,
0.11704388276026614,
0.12715199974563623,
0.13743675688138599,
0.14816189867097712,
0.15951097817127236,
0.17155311138478657,
0.18423804931851998,
0.197417630958956,
0.2108819401170371,
0.2243972281768906,
0.23773684187325891,
0.25070178617083444,
0.26313140952136904,
0.2749064774136132,
0.28594721324153,
0.2962084948869797,
0.30567380756652723,
0.31434900855395115,
0.3222565341803034,
0.32943037633741523,
0.3359119522892884,
0.3417468627408201
],
[
0.13062468168441765,
0.11308568546960994,
0.09605488321416263,
0.08036618970363878,
0.06712734216632874,
0.05741610620650856,
0.05151961089130683,
0.04827135776856311,
0.045577912299011744,
0.041649750267737026,
0.03559903120028243,
0.027381352307603114,
0.01764360477397272,
0.0077293488833435646,
0.0037506602222839706,
0.01040207486651107,
0.01570277989636942,
0.018709516384204684,
0.02070514599076567,
0.024708261709442823,
0.03258791860184309,
0.04337036739479408,
0.055311832116255386,
0.06718236778878735,
0.07831400139443452,
0.08843234484761088,
0.09753315458404613,
0.10581401890605978,
0.1136305893686574,
0.12144566421243784,
0.12975336578235586,
0.13898349062342547,
0.14941307617815075,
0.1611180915511713,
0.17398074797098417,
0.18774068424634002,
0.20206285992191253,
0.21659830877313713,
0.23102641457288325,
0.24507805960919957,
0.2585440678096236,
0.2712742136168893,
0.28317106386955404,
0.29418155859060907,
0.30428810832991904,
0.3135002008865147,
0.3218470095880913,
0.3293711914977317,
0.3361238864669987,
0.3421608292480199
],
[
0.11882736412211893,
0.10086090445191186,
0.08311520984910113,
0.0663609996744015,
0.0518536385559618,
0.04128428546585059,
0.03584429640975709,
0.0343889864273007,
0.03387352839818663,
0.0318978961217007,
0.027476040443388514,
0.020519789635998667,
0.011519745108727058,
0.001576017364261525,
0.00790391511564885,
0.0157630212667168,
0.021807130229240308,
0.026342097227665902,
0.030464336409222883,
0.03585689341970432,
0.04356081588362353,
0.05322611399078801,
0.06373877458082769,
0.07402293690624065,
0.08335237886664851,
0.09137507403632875,
0.09806729420669226,
0.10369041483070177,
0.10875080615977332,
0.11393577744560807,
0.11999879323386058,
0.12759685834980303,
0.13713174573850265,
0.14866964092919505,
0.16197299843642293,
0.17660918274163298,
0.19207141744768969,
0.20786923213419972,
0.2235789531757678,
0.2388631206197084,
0.2534711337470487,
0.2672305278928788,
0.28003461359414983,
0.29182954650013254,
0.3026023070499077,
0.3123702063734769,
0.32117209139300207,
0.32906120301509434,
0.336099538601075,
0.3423535272602608
],
[
0.10813167955520803,
0.09031938245044448,
0.07245681712541546,
0.055090173241059685,
0.039288189446810375,
0.027032514711426755,
0.021191176213507565,
0.02161070323584781,
0.023420037016943205,
0.023437092654618324,
0.020891939919520163,
0.015750250109910668,
0.008432818069187416,
0.0038533233073988365,
0.011765441528064325,
0.02026531619222037,
0.027667817058147057,
0.03410063373756241,
0.04023925391127594,
0.04697480150845308,
0.0548442357451322,
0.06367039425125605,
0.07274337323735419,
0.0812313697202458,
0.088471552798175,
0.09409368536976659,
0.09805721424384352,
0.1006632155725069,
0.10255448152657512,
0.10467393355980144,
0.10812473466853058,
0.11390418826092989,
0.12259939304777365,
0.13423200279561892,
0.14834719425453674,
0.16424283270573878,
0.18117932826680716,
0.19850099697186888,
0.21568138279420673,
0.23232600112101054,
0.24815711542422858,
0.26299337751225604,
0.27672983834138415,
0.2893202918052715,
0.30076241413053445,
0.3110855912264379,
0.32034114007726566,
0.32859459146251296,
0.33591971442812896,
0.34239399178341734
],
[
0.09848914739589723,
0.08157000842298957,
0.06449432010590748,
0.04754210875155741,
0.03135175716927885,
0.017161446059904883,
0.008420945558856722,
0.010494891878197122,
0.014454355802152256,
0.01610215305204701,
0.015492173219609164,
0.012534165666396549,
0.007504841841320299,
0.006400829499977806,
0.014368504487155436,
0.02388247739138985,
0.03303231676043101,
0.041529535931445566,
0.049601534107717095,
0.057638833403961844,
0.06586446869737911,
0.07412613721947382,
0.0819332869883124,
0.08865689042874811,
0.09373568470637288,
0.09681706732176246,
0.09784448899476615,
0.09712672816932094,
0.09540729928756209,
0.09390431447939321,
0.09420781395246375,
0.09787932270211223,
0.10582852042948347,
0.11795792183099982,
0.13340219648211943,
0.15103321764862032,
0.16981016513913255,
0.18890575742484897,
0.2077109144070866,
0.2257998144480555,
0.24289024944885815,
0.258809450806347,
0.27346677232968963,
0.2868322936268217,
0.2989201174056384,
0.30977533551522096,
0.3194638851098237,
0.32806470935153775,
0.3356637727816958,
0.34234957517113646
],
[
0.08958621770775456,
0.07432034765686549,
0.059031352531187645,
0.04382940555868949,
0.029166332453361067,
0.01586717125545503,
0.005158197524424406,
0.0034619253117751272,
0.007313873111407988,
0.009511107152818525,
0.010643968630907006,
0.009559173752125939,
0.005618220700951099,
0.006323851815489274,
0.015863256806954242,
0.026983669667042656,
0.03806547944252019,
0.04857783372391553,
0.05842250182867275,
0.06767045251626672,
0.07633999383304735,
0.0842547261474998,
0.09103156779723452,
0.09617576093228151,
0.09921367817195965,
0.09981345182711403,
0.09788634418606913,
0.09369188430385601,
0.0879805205216195,
0.08218450170825173,
0.07852734955551456,
0.07958368992696611,
0.0869434892355822,
0.10021224013979864,
0.11769975167944748,
0.13761589903948898,
0.15857928716292968,
0.17963242250480987,
0.20013642503173776,
0.21967635413329906,
0.23799470800924272,
0.25494622025838004,
0.27046638004472423,
0.28454871549313043,
0.297227898689601,
0.30856693003505126,
0.31864732829636094,
0.3275616239489619,
0.3354076646320174,
0.34228436709771437
],
[
0.08086801950628743,
0.06787154424599451,
0.05514125787388287,
0.042628693917975205,
0.03072669938970841,
0.020308340368218523,
0.012466773489125975,
0.007462080258037937,
0.003831405110234939,
0.0036038249970396117,
0.0066445510772741275,
0.006862188334166381,
0.0024729894736986754,
0.006241586855826053,
0.0177206494196401,
0.030415873090392644,
0.043210220067471335,
0.055440405395205575,
0.0667797873726956,
0.07707656686693908,
0.08619768192847889,
0.09392169452120534,
0.09990891591168609,
0.10374261973022943,
0.10500920340955147,
0.1033869653678812,
0.09873411775676628,
0.09119295994329872,
0.08136014569848038,
0.07062491029802041,
0.0617711146204375,
0.059193571871565306,
0.0662545244063365,
0.08176136110424893,
0.10223199824836994,
0.12495959055402243,
0.1483223486995074,
0.17136349202497508,
0.1935029673214027,
0.2143880473713381,
0.2338140663931303,
0.25167819536991515,
0.2679496602529142,
0.28264896683361024,
0.2958326158930834,
0.3075815119375112,
0.31799205826687293,
0.3271693137099454,
0.33522178377611855,
0.3422575287226866
],
[
0.07164172175346528,
0.06128784281121726,
0.051483425228447975,
0.041868010423561614,
0.032592409216035755,
0.02423504294955279,
0.01727470247967634,
0.011351019654976858,
0.005483881567291935,
0.0018147886651389224,
0.005783922917956729,
0.006923266503629968,
0.005454819718200049,
0.010269698911498966,
0.021528495415911713,
0.03496169057934072,
0.04888354210418119,
0.062359297757247634,
0.07483574354409372,
0.08597014946026597,
0.09549764759980771,
0.10313944714867036,
0.10856363657781538,
0.11139586240751433,
0.11126305511963892,
0.10785102584106555,
0.10096582940581594,
0.09060508262982828,
0.07707544184579584,
0.061284361400848884,
0.04569603703559842,
0.03709033307525559,
0.04452981829765848,
0.06425722309621251,
0.08868119742370756,
0.11443202662820742,
0.14007673700428952,
0.16487319917780907,
0.18839042591850683,
0.2103739744930436,
0.23068528773197258,
0.24926761866660024,
0.2661235186849166,
0.28129841835866004,
0.29486802045821253,
0.3069284082493283,
0.31758825322144807,
0.3269627201859861,
0.3351687728118335,
0.34232164115187036
],
[
0.06121978684514539,
0.05365105448702555,
0.04680655068542902,
0.03982970900313367,
0.03256736275612945,
0.025415783663762903,
0.01874192995104809,
0.012404854636179515,
0.006340360258093244,
0.004056470805251767,
0.007433336336029893,
0.009467719119943471,
0.010791989396014513,
0.01632222288038152,
0.027090028296433463,
0.04066672549475991,
0.05518255334977691,
0.06945740351628596,
0.08273148352274254,
0.09449519191981169,
0.10436691883037844,
0.11200838688835901,
0.11707990826024788,
0.11923300679992652,
0.11813029525569275,
0.1134795629617143,
0.1050717579847689,
0.09281852853934712,
0.07679337245955535,
0.05730238823667762,
0.035155628250917774,
0.014746846837338219,
0.024717762592629,
0.05136075553784229,
0.07961047024865082,
0.10770847973734493,
0.13495651924589583,
0.16092700624798015,
0.1853419540015912,
0.20803069563200083,
0.22890516980199588,
0.24794148383332917,
0.26516490582972135,
0.2806373585105073,
0.2944470022054915,
0.30669964441434766,
0.3175117599852597,
0.32700492374066725,
0.3353014686236042,
0.3425211936145578
],
[
0.04904916673512912,
0.044275186710065466,
0.040283723725208054,
0.03555901278273802,
0.029752144369665823,
0.023370311126897816,
0.017000378567820534,
0.0106894460658012,
0.0045358463053399335,
0.0039214159989874355,
0.008289174701097244,
0.011419690615454845,
0.014907325282288608,
0.02192193302192366,
0.0330913281608509,
0.046938038704968994,
0.0618776406179423,
0.07670120854386028,
0.09054275323967773,
0.10278198129830028,
0.11295202728116673,
0.12066803066143181,
0.12558338544031206,
0.1273739934672028,
0.1257451846519649,
0.12045319883232505,
0.11133384870612291,
0.09833428904642129,
0.08154958033030679,
0.06128170104216962,
0.03823883787940984,
0.01562067124649416,
0.022093128278257292,
0.04914160864196938,
0.07783740828348325,
0.10631401538149661,
0.13388283850588673,
0.16012567475816805,
0.18477169048183306,
0.2076558876496845,
0.22869485160620942,
0.24786857676621457,
0.2652056278753966,
0.2807707575153898,
0.2946545867474466,
0.3069650938669347,
0.31782069826840775,
0.3273447426455759,
0.33566118773228887,
0.3428913451914414
],
[
0.03479563434452452,
0.03286306650006297,
0.03168371844193894,
0.02884729041428141,
0.024011460722027065,
0.01814923773725948,
0.012481261868838127,
0.007325516774583036,
0.0023063162728084296,
0.0033930362293849367,
0.007494335241260246,
0.011287601181424202,
0.01694594217793577,
0.026113496803260552,
0.038563220963497055,
0.0531595139352406,
0.06866165586098813,
0.08399470789998098,
0.09830596679931178,
0.11094144763026406,
0.1213960220373429,
0.1292641861851922,
0.13420509623038404,
0.1359268881821004,
0.1341896762148131,
0.12882414724559602,
0.11976384577240953,
0.10709548959996211,
0.09114991532201377,
0.07271888689190624,
0.05374266177900375,
0.03971470720047491,
0.04162787056462505,
0.05976502765723683,
0.08444110885388241,
0.11087545347254951,
0.13725876209486168,
0.16274675122762633,
0.1868803505692053,
0.20940023538291216,
0.2301709184376878,
0.2491414047432355,
0.26632068854141794,
0.281760565557795,
0.29554275471592817,
0.30776894479481687,
0.318553024901983,
0.3280150385674921,
0.33627653715401784,
0.34345708222451105
],
[
0.018382933066471485,
0.019881361021334,
0.021832219527511892,
0.020521922536102556,
0.015990412753089923,
0.010028909504612125,
0.005925527118995058,
0.005943195460217265,
0.006506371689120487,
0.00596976889053659,
0.005241502645040008,
0.008540338658406263,
0.017074018382864254,
0.029027136727894715,
0.04335313837402879,
0.059126869279938134,
0.0754074366452421,
0.09131179818948315,
0.10607839273989289,
0.11908502121330157,
0.12983498039684824,
0.13793188758954747,
0.14305808273533174,
0.14496473311360006,
0.14347685669807936,
0.1385144313968066,
0.1301324349235911,
0.11859011316699301,
0.10447906249229406,
0.08898542245968889,
0.0744353771844915,
0.06506180111404784,
0.06599748391170634,
0.07822216287154282,
0.0977936276944036,
0.12076890246767014,
0.1448174943581731,
0.1686704385579313,
0.19161547941023382,
0.2132445809758483,
0.2333315611979773,
0.25176748207422867,
0.26852264551840266,
0.28362198488092805,
0.297127946865999,
0.309128017366458,
0.3197253944364782,
0.3290319440263741,
0.33716289029500146,
0.3442328620445024
],
[
9.750558602354199e-05,
0.010554893329132748,
0.015444427014922657,
0.014889117641080326,
0.010027178593496352,
0.00332447401106663,
0.005900907517172419,
0.010957843710164906,
0.012709593004777048,
0.010670362476955842,
0.004795022705451345,
0.00471915819448035,
0.01719020606474954,
0.03187823914604381,
0.04809902408034632,
0.06514471446890018,
0.08227720782435081,
0.09877505850175038,
0.11398406596934245,
0.1273456079744844,
0.13840192513813912,
0.14678867889225328,
0.15222597453027092,
0.15451600209808442,
0.15355228228107248,
0.14934401452378368,
0.14206022359807205,
0.13210323660976353,
0.1202299949778429,
0.10774648086742432,
0.09675910391766361,
0.09021508425741843,
0.09097331679315616,
0.09987878746949307,
0.11526092850200793,
0.13458545632213303,
0.1557748998541276,
0.17743721459722445,
0.19869575749187976,
0.21901109808763614,
0.23806208659732606,
0.25567222159136277,
0.27176322479305787,
0.28632443435809507,
0.29939168564638563,
0.31103219691282163,
0.32133348327206723,
0.330395118500995,
0.33832259630633665,
0.34522278671524836
]
]
},
{
"hoverinfo": "text",
"legendgroup": "In-sample",
"marker": {
"color": "black",
"opacity": 0.5,
"symbol": 1
},
"mode": "markers",
"name": "In-sample",
"text": [
"0_0",
"1_0",
"2_0",
"3_0",
"4_0",
"5_0",
"6_0",
"7_0",
"8_0",
"9_0",
"10_0",
"11_0",
"12_0",
"13_0",
"14_0",
"15_0",
"16_0",
"17_0",
"18_0"
],
"type": "scatter",
"x": [
0.049713908009726686,
0.003004758078686107,
0.003798880554187813,
2.2152784654374615e-06,
4.1602655023683215e-06,
1e-06,
1.0123937121254883e-05,
1.6065518071793503e-05,
9.144434734755025e-06,
5.42455459806357e-06,
2.5665479150032272e-05,
4.8482454012933105e-05,
3.165063646551533e-05,
0.00012643347987938662,
0.00013240804990062282,
8.999899351774179e-05,
0.00032609607345790854,
0.00029117344745977755,
0.0001714968010417991
],
"xaxis": "x",
"y": [
0.2651938898488879,
0.08206074219197035,
0.9290507500991225,
0.10171705204993486,
0.995234084315598,
1.0,
0.889975484954891,
1.0,
0.9540037893332817,
0.852349040980484,
0.8779579605631708,
0.7464198045741006,
0.7974833374507108,
0.6471703009286162,
0.7240769628751111,
0.6764215554638128,
0.5589304304482358,
0.6105445920105902,
0.5407648156355895
],
"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",
"1_0",
"2_0",
"3_0",
"4_0",
"5_0",
"6_0",
"7_0",
"8_0",
"9_0",
"10_0",
"11_0",
"12_0",
"13_0",
"14_0",
"15_0",
"16_0",
"17_0",
"18_0"
],
"type": "scatter",
"x": [
0.049713908009726686,
0.003004758078686107,
0.003798880554187813,
2.2152784654374615e-06,
4.1602655023683215e-06,
1e-06,
1.0123937121254883e-05,
1.6065518071793503e-05,
9.144434734755025e-06,
5.42455459806357e-06,
2.5665479150032272e-05,
4.8482454012933105e-05,
3.165063646551533e-05,
0.00012643347987938662,
0.00013240804990062282,
8.999899351774179e-05,
0.00032609607345790854,
0.00029117344745977755,
0.0001714968010417991
],
"xaxis": "x2",
"y": [
0.2651938898488879,
0.08206074219197035,
0.9290507500991225,
0.10171705204993486,
0.995234084315598,
1.0,
0.889975484954891,
1.0,
0.9540037893332817,
0.852349040980484,
0.8779579605631708,
0.7464198045741006,
0.7974833374507108,
0.6471703009286162,
0.7240769628751111,
0.6764215554638128,
0.5589304304482358,
0.6105445920105902,
0.5407648156355895
],
"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": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"render(plot_contour(model=model, param_x='lr', param_y='momentum', metric_name='accuracy'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Plot best objective as function of the iteration\n",
"\n",
"Show the model accuracy improving as we identify better hyperparameters."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"hoverinfo": "none",
"legendgroup": "",
"line": {
"width": 0
},
"mode": "lines",
"showlegend": false,
"type": "scatter",
"x": [
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20
],
"y": [
9.700000000000001,
10.983333333333334,
10.983333333333334,
18.28333333333333,
81.11666666666667,
81.11666666666667,
83.96666666666667,
83.96666666666667,
84.3,
84.3,
89.3,
89.61666666666666,
89.61666666666666,
92.41666666666667,
92.41666666666667,
92.41666666666667,
93.91666666666667,
93.91666666666667,
93.91666666666667,
93.91666666666667
]
},
{
"fill": "tonexty",
"fillcolor": "rgba(128,177,211,0.3)",
"legendgroup": "mean",
"line": {
"color": "rgba(128,177,211,1)"
},
"mode": "lines",
"name": "mean",
"type": "scatter",
"x": [
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20
],
"y": [
9.700000000000001,
10.983333333333334,
10.983333333333334,
18.28333333333333,
81.11666666666667,
81.11666666666667,
83.96666666666667,
83.96666666666667,
84.3,
84.3,
89.3,
89.61666666666666,
89.61666666666666,
92.41666666666667,
92.41666666666667,
92.41666666666667,
93.91666666666667,
93.91666666666667,
93.91666666666667,
93.91666666666667
]
},
{
"fill": "tonexty",
"fillcolor": "rgba(128,177,211,0.3)",
"hoverinfo": "none",
"legendgroup": "",
"line": {
"width": 0
},
"mode": "lines",
"showlegend": false,
"type": "scatter",
"x": [
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20
],
"y": [
9.700000000000001,
10.983333333333334,
10.983333333333334,
18.28333333333333,
81.11666666666667,
81.11666666666667,
83.96666666666667,
83.96666666666667,
84.3,
84.3,
89.3,
89.61666666666666,
89.61666666666666,
92.41666666666667,
92.41666666666667,
92.41666666666667,
93.91666666666667,
93.91666666666667,
93.91666666666667,
93.91666666666667
]
}
],
"layout": {
"showlegend": true,
"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
}
}
},
"title": {
"text": "Model performance vs. # of iterations"
},
"xaxis": {
"title": {
"text": "Iteration"
}
},
"yaxis": {
"title": {
"text": "Classification Accuracy, %"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# `plot_single_method` expects a 2-d array of means, because it expects to average means from multiple \n",
"# optimization runs, so we wrap out best objectives array in another array.\n",
"best_objectives = np.array([[trial.objective_mean*100 for trial in experiment.trials.values()]])\n",
"best_objective_plot = optimization_trace_single_method(\n",
" y=np.maximum.accumulate(best_objectives, axis=1),\n",
" title=\"Model performance vs. # of iterations\",\n",
" ylabel=\"Classification Accuracy, %\",\n",
")\n",
"render(best_objective_plot)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Train CNN with best hyperparameters and evaluate on test set\n",
"Note that the resulting accuracy on the test set might not be exactly the same as the maximum accuracy achieved on the evaluation set throughout optimization. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Arm(name='16_0', parameters={'lr': 0.00032609607345790854, 'momentum': 0.5589304304482358})"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = experiment.fetch_data()\n",
"df = data.df\n",
"best_arm_name = df.arm_name[df['mean'] == df['mean'].max()].values[0]\n",
"best_arm = experiment.arms_by_name[best_arm_name]\n",
"best_arm"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"combined_train_valid_set = torch.utils.data.ConcatDataset([\n",
" train_loader.dataset.dataset, \n",
" valid_loader.dataset.dataset,\n",
"])\n",
"combined_train_valid_loader = torch.utils.data.DataLoader(\n",
" combined_train_valid_set, \n",
" batch_size=BATCH_SIZE, \n",
" shuffle=True,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"net = train(\n",
" net=CNN(),\n",
" train_loader=combined_train_valid_loader, \n",
" parameters=best_arm.parameters,\n",
" dtype=dtype,\n",
" device=device,\n",
")\n",
"test_accuracy = evaluate(\n",
" net=net,\n",
" data_loader=test_loader,\n",
" dtype=dtype,\n",
" device=device,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Classification Accuracy (test set): 97.86%\n"
]
}
],
"source": [
"print(f\"Classification Accuracy (test set): {round(test_accuracy*100, 2)}%\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "python3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}