{
"cells": [
{
"cell_type": "markdown",
"id": "278b5e71",
"metadata": {
"originalKey": "e23719d9-8a24-4208-8439-34e7b8270c79",
"papermill": {
"duration": 0.003898,
"end_time": "2023-12-09T18:38:22.817188",
"exception": false,
"start_time": "2023-12-09T18:38:22.813290",
"status": "completed"
},
"tags": []
},
"source": [
"# Visualizations\n",
"\n",
"This tutorial illustrates the core visualization utilities available in Ax."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b803fdcd",
"metadata": {
"code_folding": [],
"execution": {
"iopub.execute_input": "2023-12-09T18:38:22.825029Z",
"iopub.status.busy": "2023-12-09T18:38:22.824416Z",
"iopub.status.idle": "2023-12-09T18:38:25.990472Z",
"shell.execute_reply": "2023-12-09T18:38:25.989651Z"
},
"executionStartTime": 1627652821316,
"executionStopTime": 1627652822868,
"hidden_ranges": [],
"originalKey": "101b0e96-5b3d-48c5-bf3c-677b4ddf90c7",
"papermill": {
"duration": 3.187267,
"end_time": "2023-12-09T18:38:26.007653",
"exception": false,
"start_time": "2023-12-09T18:38:22.820386",
"status": "completed"
},
"requestMsgId": "c0dd9aaf-896d-4ea9-912f-1e58d301d114",
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:25] ax.utils.notebook.plotting: Injecting Plotly library into cell. Do not overwrite or delete cell.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:25] ax.utils.notebook.plotting: Please see\n",
" (https://ax.dev/tutorials/visualizations.html#Fix-for-plots-that-are-not-rendering)\n",
" if visualizations are not rendering.\n"
]
},
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"\n",
"from ax.modelbridge.cross_validation import cross_validate\n",
"from ax.plot.contour import interact_contour\n",
"from ax.plot.diagnostic import interact_cross_validation\n",
"from ax.plot.scatter import interact_fitted, plot_objective_vs_constraints, tile_fitted\n",
"from ax.plot.slice import plot_slice\n",
"from ax.service.ax_client import AxClient, ObjectiveProperties\n",
"from ax.utils.measurement.synthetic_functions import hartmann6\n",
"from ax.utils.notebook.plotting import init_notebook_plotting, render\n",
"\n",
"init_notebook_plotting()"
]
},
{
"cell_type": "markdown",
"id": "3268843c",
"metadata": {
"code_folding": [],
"hidden_ranges": [],
"originalKey": "8449378f-890e-4e76-8d73-ce2aa4120a69",
"papermill": {
"duration": 0.034776,
"end_time": "2023-12-09T18:38:26.077315",
"exception": false,
"start_time": "2023-12-09T18:38:26.042539",
"status": "completed"
},
"showInput": true,
"tags": []
},
"source": [
"## 1. Create experiment and run optimization\n",
"\n",
"The vizualizations require an experiment object and a model fit on the evaluated data. The routine below is a copy of the Service API tutorial, so the explanation here is omitted. Retrieving the experiment and model objects for each API paradigm is shown in the respective tutorials"
]
},
{
"cell_type": "markdown",
"id": "464a76c5",
"metadata": {
"originalKey": "f7544e06-6c6a-4841-b659-3be6a198a948",
"papermill": {
"duration": 0.034481,
"end_time": "2023-12-09T18:38:26.146288",
"exception": false,
"start_time": "2023-12-09T18:38:26.111807",
"status": "completed"
},
"tags": []
},
"source": [
"#### 1a. Define search space and evaluation function"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "332a7e75",
"metadata": {
"code_folding": [],
"execution": {
"iopub.execute_input": "2023-12-09T18:38:26.217359Z",
"iopub.status.busy": "2023-12-09T18:38:26.216854Z",
"iopub.status.idle": "2023-12-09T18:38:26.221920Z",
"shell.execute_reply": "2023-12-09T18:38:26.221274Z"
},
"executionStartTime": 1627652824829,
"executionStopTime": 1627652824877,
"hidden_ranges": [],
"originalKey": "28f6cb76-828f-445d-bdda-ba057c87dcd0",
"papermill": {
"duration": 0.042442,
"end_time": "2023-12-09T18:38:26.223340",
"exception": false,
"start_time": "2023-12-09T18:38:26.180898",
"status": "completed"
},
"requestMsgId": "7495e7e2-1025-4292-b3aa-e953739cef3e",
"tags": []
},
"outputs": [],
"source": [
"noise_sd = 0.1\n",
"param_names = [f\"x{i+1}\" for i in range(6)] # x1, x2, ..., x6\n",
"\n",
"\n",
"def noisy_hartmann_evaluation_function(parameterization):\n",
" x = np.array([parameterization.get(p_name) for p_name in param_names])\n",
" noise1, noise2 = np.random.normal(0, noise_sd, 2)\n",
"\n",
" return {\n",
" \"hartmann6\": (hartmann6(x) + noise1, noise_sd),\n",
" \"l2norm\": (np.sqrt((x**2).sum()) + noise2, noise_sd),\n",
" }"
]
},
{
"cell_type": "markdown",
"id": "f59f1010",
"metadata": {
"originalKey": "17a51543-298e-47d4-bcd9-33459fe1169e",
"papermill": {
"duration": 0.034081,
"end_time": "2023-12-09T18:38:26.291514",
"exception": false,
"start_time": "2023-12-09T18:38:26.257433",
"status": "completed"
},
"tags": []
},
"source": [
"#### 1b. Create Experiment"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "04aea579",
"metadata": {
"code_folding": [],
"execution": {
"iopub.execute_input": "2023-12-09T18:38:26.361849Z",
"iopub.status.busy": "2023-12-09T18:38:26.361211Z",
"iopub.status.idle": "2023-12-09T18:38:26.375510Z",
"shell.execute_reply": "2023-12-09T18:38:26.374877Z"
},
"executionStartTime": 1627654956712,
"executionStopTime": 1627654956823,
"hidden_ranges": [],
"originalKey": "6fca889c-a4ff-42ef-a669-6eb8803de89c",
"papermill": {
"duration": 0.051186,
"end_time": "2023-12-09T18:38:26.377053",
"exception": false,
"start_time": "2023-12-09T18:38:26.325867",
"status": "completed"
},
"requestMsgId": "905eff52-e649-4bd5-abf0-ff69c1549852",
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter x1. If that is not the expected value type, you can explicitly specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter x2. If that is not the expected value type, you can explicitly specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter x3. If that is not the expected value type, you can explicitly specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter x4. If that is not the expected value type, you can explicitly specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter x5. If that is not the expected value type, you can explicitly specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.utils.instantiation: Inferred value type of ParameterType.FLOAT for parameter x6. If that is not the expected value type, you can explicitly specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='x1', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x2', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x3', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x4', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x5', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x6', parameter_type=FLOAT, range=[0.0, 1.0])], parameter_constraints=[]).\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.modelbridge.dispatch_utils: Using Models.BOTORCH_MODULAR since there are more ordered parameters than there are categories for the unordered categorical parameters.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.modelbridge.dispatch_utils: Calculating the number of remaining initialization trials based on num_initialization_trials=None max_initialization_trials=None num_tunable_parameters=6 num_trials=None use_batch_trials=False\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.modelbridge.dispatch_utils: calculated num_initialization_trials=12\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.modelbridge.dispatch_utils: num_completed_initialization_trials=0 num_remaining_initialization_trials=12\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.modelbridge.dispatch_utils: `verbose`, `disable_progbar`, and `jit_compile` are not yet supported when using `choose_generation_strategy` with ModularBoTorchModel, dropping these arguments.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+BoTorch', steps=[Sobol for 12 trials, BoTorch for subsequent trials]). Iterations after 12 will take longer to generate due to model-fitting.\n"
]
}
],
"source": [
"ax_client = AxClient()\n",
"ax_client.create_experiment(\n",
" name=\"test_visualizations\",\n",
" parameters=[\n",
" {\n",
" \"name\": p_name,\n",
" \"type\": \"range\",\n",
" \"bounds\": [0.0, 1.0],\n",
" }\n",
" for p_name in param_names\n",
" ],\n",
" objectives={\"hartmann6\": ObjectiveProperties(minimize=True)},\n",
" outcome_constraints=[\"l2norm <= 1.25\"],\n",
")"
]
},
{
"cell_type": "markdown",
"id": "79bb0e6f",
"metadata": {
"code_folding": [],
"hidden_ranges": [],
"originalKey": "ab892f7c-4830-4c1d-b476-ec1078ec3faf",
"papermill": {
"duration": 0.034957,
"end_time": "2023-12-09T18:38:26.447164",
"exception": false,
"start_time": "2023-12-09T18:38:26.412207",
"status": "completed"
},
"showInput": false,
"tags": []
},
"source": [
"#### 1c. Run the optimization and fit a GP on all data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f914548c",
"metadata": {
"code_folding": [],
"execution": {
"iopub.execute_input": "2023-12-09T18:38:26.519521Z",
"iopub.status.busy": "2023-12-09T18:38:26.518865Z",
"iopub.status.idle": "2023-12-09T18:39:28.472978Z",
"shell.execute_reply": "2023-12-09T18:39:28.472311Z"
},
"executionStartTime": 1627654642967,
"executionStopTime": 1627654862819,
"hidden_ranges": [],
"originalKey": "7269a5ba-45c8-4acf-ac83-a5ea8a52d6c1",
"papermill": {
"duration": 61.992526,
"end_time": "2023-12-09T18:39:28.474950",
"exception": false,
"start_time": "2023-12-09T18:38:26.482424",
"status": "completed"
},
"requestMsgId": "c7a4dea8-fd6d-4e1a-84de-ad973ede0cd7",
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 0 with parameters {'x1': 0.717836, 'x2': 0.867509, 'x3': 0.411843, 'x4': 0.557453, 'x5': 0.930346, 'x6': 0.487641}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 0 with data: {'hartmann6': (-0.026916, 0.1), 'l2norm': (1.669672, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 1 with parameters {'x1': 0.364309, 'x2': 0.48863, 'x3': 0.479126, 'x4': 0.708059, 'x5': 0.833789, 'x6': 0.258907}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 1 with data: {'hartmann6': (-0.428, 0.1), 'l2norm': (1.481896, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 2 with parameters {'x1': 0.881429, 'x2': 0.640834, 'x3': 0.583128, 'x4': 0.379465, 'x5': 0.394699, 'x6': 0.083646}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 2 with data: {'hartmann6': (-0.035703, 0.1), 'l2norm': (1.407078, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 3 with parameters {'x1': 0.22264, 'x2': 0.546985, 'x3': 0.938589, 'x4': 0.811344, 'x5': 0.799448, 'x6': 0.3494}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 3 with data: {'hartmann6': (-0.157674, 0.1), 'l2norm': (1.601964, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 4 with parameters {'x1': 0.264638, 'x2': 0.787066, 'x3': 0.569831, 'x4': 0.4533, 'x5': 0.135156, 'x6': 0.178554}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 4 with data: {'hartmann6': (-1.446214, 0.1), 'l2norm': (1.153204, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 5 with parameters {'x1': 0.963348, 'x2': 0.129555, 'x3': 0.196904, 'x4': 0.302237, 'x5': 0.831323, 'x6': 0.860621}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 5 with data: {'hartmann6': (0.037397, 0.1), 'l2norm': (1.583259, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 6 with parameters {'x1': 0.724607, 'x2': 0.829436, 'x3': 0.814764, 'x4': 0.874378, 'x5': 0.484756, 'x6': 0.200474}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 6 with data: {'hartmann6': (-0.13446, 0.1), 'l2norm': (1.634034, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 7 with parameters {'x1': 0.560857, 'x2': 0.444827, 'x3': 0.482693, 'x4': 0.193291, 'x5': 0.153528, 'x6': 0.630369}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 7 with data: {'hartmann6': (-1.113004, 0.1), 'l2norm': (1.123313, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 8 with parameters {'x1': 0.6662, 'x2': 0.966202, 'x3': 0.300971, 'x4': 0.321722, 'x5': 0.42957, 'x6': 0.909311}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 8 with data: {'hartmann6': (-0.227831, 0.1), 'l2norm': (1.708066, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 9 with parameters {'x1': 0.218835, 'x2': 0.060056, 'x3': 0.419158, 'x4': 0.823246, 'x5': 0.631888, 'x6': 0.78678}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 9 with data: {'hartmann6': (-0.14057, 0.1), 'l2norm': (1.285344, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 10 with parameters {'x1': 0.700078, 'x2': 0.638961, 'x3': 0.642547, 'x4': 0.728778, 'x5': 0.786412, 'x6': 0.768077}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 10 with data: {'hartmann6': (-0.083595, 0.1), 'l2norm': (1.72349, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Generated new trial 11 with parameters {'x1': 0.438328, 'x2': 0.132198, 'x3': 0.392784, 'x4': 0.340328, 'x5': 0.979764, 'x6': 0.811956}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:26] ax.service.ax_client: Completed trial 11 with data: {'hartmann6': (-0.103516, 0.1), 'l2norm': (1.556576, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:31] ax.service.ax_client: Generated new trial 12 with parameters {'x1': 0.301999, 'x2': 0.692386, 'x3': 0.546606, 'x4': 0.380032, 'x5': 0.111498, 'x6': 0.272188}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:31] ax.service.ax_client: Completed trial 12 with data: {'hartmann6': (-0.959199, 0.1), 'l2norm': (1.079562, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:38] ax.service.ax_client: Generated new trial 13 with parameters {'x1': 0.21781, 'x2': 0.819848, 'x3': 0.550377, 'x4': 0.451543, 'x5': 0.105043, 'x6': 0.112515}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:38] ax.service.ax_client: Completed trial 13 with data: {'hartmann6': (-1.306366, 0.1), 'l2norm': (1.167894, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:44] ax.service.ax_client: Generated new trial 14 with parameters {'x1': 0.251789, 'x2': 0.855182, 'x3': 0.590875, 'x4': 0.517109, 'x5': 0.14953, 'x6': 0.186671}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:44] ax.service.ax_client: Completed trial 14 with data: {'hartmann6': (-1.36519, 0.1), 'l2norm': (1.191117, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:52] ax.service.ax_client: Generated new trial 15 with parameters {'x1': 0.282151, 'x2': 0.798814, 'x3': 0.595753, 'x4': 0.482203, 'x5': 0.179543, 'x6': 0.098228}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:52] ax.service.ax_client: Completed trial 15 with data: {'hartmann6': (-2.001797, 0.1), 'l2norm': (1.187921, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:59] ax.service.ax_client: Generated new trial 16 with parameters {'x1': 0.300518, 'x2': 0.747963, 'x3': 0.593445, 'x4': 0.446647, 'x5': 0.211808, 'x6': 0.061964}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:38:59] ax.service.ax_client: Completed trial 16 with data: {'hartmann6': (-1.92168, 0.1), 'l2norm': (0.995027, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:39:04] ax.service.ax_client: Generated new trial 17 with parameters {'x1': 0.320803, 'x2': 0.808672, 'x3': 0.626271, 'x4': 0.512085, 'x5': 0.189916, 'x6': 0.043484}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:39:04] ax.service.ax_client: Completed trial 17 with data: {'hartmann6': (-2.674456, 0.1), 'l2norm': (1.305926, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:39:19] ax.service.ax_client: Generated new trial 18 with parameters {'x1': 0.355405, 'x2': 0.791758, 'x3': 0.601559, 'x4': 0.502884, 'x5': 0.134105, 'x6': 0.003507}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:39:19] ax.service.ax_client: Completed trial 18 with data: {'hartmann6': (-2.760813, 0.1), 'l2norm': (1.159587, 0.1)}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:39:28] ax.service.ax_client: Generated new trial 19 with parameters {'x1': 0.360559, 'x2': 0.81132, 'x3': 0.639645, 'x4': 0.534901, 'x5': 0.155799, 'x6': 0.0}.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:39:28] ax.service.ax_client: Completed trial 19 with data: {'hartmann6': (-2.954836, 0.1), 'l2norm': (1.256104, 0.1)}.\n"
]
}
],
"source": [
"for i in range(20):\n",
" parameters, trial_index = ax_client.get_next_trial()\n",
" # Local evaluation here can be replaced with deployment to external system.\n",
" ax_client.complete_trial(\n",
" trial_index=trial_index, raw_data=noisy_hartmann_evaluation_function(parameters)\n",
" )"
]
},
{
"cell_type": "markdown",
"id": "c72222de",
"metadata": {
"originalKey": "72f4d3e7-fa04-43d0-8451-ded292e705df",
"papermill": {
"duration": 0.049645,
"end_time": "2023-12-09T18:39:28.587032",
"exception": false,
"start_time": "2023-12-09T18:39:28.537387",
"status": "completed"
},
"tags": []
},
"source": [
"## 2. Contour plots\n",
"\n",
"The plot below shows the response surface for `hartmann6` metric as a function of the `x1`, `x2` parameters.\n",
"\n",
"The other parameters are fixed in the middle of their respective ranges, which in this example is 0.5 for all of them."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "cf9ab70f",
"metadata": {
"code_folding": [],
"execution": {
"iopub.execute_input": "2023-12-09T18:39:28.662023Z",
"iopub.status.busy": "2023-12-09T18:39:28.661273Z",
"iopub.status.idle": "2023-12-09T18:39:29.385964Z",
"shell.execute_reply": "2023-12-09T18:39:29.385230Z"
},
"executionStartTime": 1627654870209,
"executionStopTime": 1627654871972,
"hidden_ranges": [],
"originalKey": "843df85c-965d-4a83-9fe1-696225d81c0f",
"papermill": {
"duration": 0.766865,
"end_time": "2023-12-09T18:39:29.390532",
"exception": false,
"start_time": "2023-12-09T18:39:28.623667",
"status": "completed"
},
"requestMsgId": "4a643541-867c-46b6-868d-64337920c2a3",
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO 12-09 18:39:28] ax.service.ax_client: Retrieving contour plot with parameter 'x1' on X-axis and 'x2' on Y-axis, for metric 'hartmann6'. Remaining parameters are affixed to the middle of their range.\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": [
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
],
"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": [
[
-0.35758501237858564,
-0.3552178216814582,
-0.353074639376578,
-0.3512397037220101,
-0.34980116782676085,
-0.34884773846795725,
-0.3484646027225634,
-0.3487288121659884,
-0.34970438600895737,
-0.351437471906894,
-0.3539519496091337,
-0.35724586414078197,
-0.36128902512465,
-0.366022011115953,
-0.3713566876030938,
-0.37717820788901113,
-0.3833483427088066,
-0.38970989748462737,
-0.39609193544806537,
-0.40231552782798863,
-0.40819978553654845,
-0.4135679710173244,
-0.4182535251506858,
-0.42210585929375627,
-0.42499575321515426,
-0.42682017272808187,
-0.4275062910304572,
-0.42701448308875944,
-0.42534007816557595,
-0.42251370937404725,
-0.4186001880574744,
-0.4136959419625352,
-0.40792517027518715,
-0.4014349652424244,
-0.39438971334334827,
-0.3869651110691804,
-0.37934211301356313,
-0.37170108276920144,
-0.36421635421212883,
-0.3570513467533244,
-0.35035432463946725,
-0.34425485376088005,
-0.338860990261711,
-0.3342572292452013,
-0.3305032417365501,
-0.32763342583756083,
-0.3256572871824731,
-0.3245606409118377,
-0.32430759267995424,
-0.32484321348340506
],
[
-0.35662842614474677,
-0.3542506576194656,
-0.35211921319742256,
-0.350323211177096,
-0.3489557593414421,
-0.3481103657284621,
-0.3478765913297024,
-0.3483351244540155,
-0.34955255422933085,
-0.35157620382819477,
-0.35442943480321076,
-0.3581078373839801,
-0.3625766701950651,
-0.3677698102386737,
-0.37359033566677524,
-0.3799127141795946,
-0.3865864357400344,
-0.39344083180398437,
-0.4002907758380828,
-0.4069429597115567,
-0.41320247410988004,
-0.41887946809206056,
-0.4237957026391565,
-0.42779083078390734,
-0.43072822815895573,
-0.43250016945241054,
-0.4330321143346748,
-0.4322858508884323,
-0.43026126277936966,
-0.42699654713177443,
-0.4225668101904078,
-0.41708109271289373,
-0.4106780045240199,
-0.4035202544700995,
-0.3957884300555525,
-0.3876744019237964,
-0.3793747046319711,
-0.3710841885057291,
-0.36299016435788123,
-0.35526719029924936,
-0.3480725906545098,
-0.341542757713141,
-0.3357902675485387,
-0.3309018358187312,
-0.32693713964592186,
-0.32392852838489883,
-0.3218816324955943,
-0.3207768527358562,
-0.32057167265010944,
-0.3212036907373367
],
[
-0.3557006128666971,
-0.35332056615914675,
-0.35121098983456744,
-0.34946612092056883,
-0.3481842464937238,
-0.34746387134275314,
-0.34739907924831515,
-0.34807427808772984,
-0.3495586231136676,
-0.3519005019771211,
-0.3551225206606442,
-0.359217435350509,
-0.3641454229603679,
-0.3698329756659281,
-0.3761735581118695,
-0.3830300051861434,
-0.39023849195871796,
-0.39761379967134886,
-0.4049555458394604,
-0.41205504201797744,
-0.4187024762834067,
-0.4246941676829228,
-0.42983968428062963,
-0.433968638175364,
-0.4369369639606106,
-0.4386324581687373,
-0.43897932345992274,
-0.43794144484103725,
-0.4355241457393942,
-0.43177423960020894,
-0.42677830458229005,
-0.42065924836441515,
-0.41357137181720877,
-0.40569425774937323,
-0.39722588365946104,
-0.3883753763194525,
-0.37935579474666725,
-0.37037726071900423,
-0.3616406719121892,
-0.35333215119412886,
-0.34561832085967037,
-0.33864244930091225,
-0.33252149860360736,
-0.32734409756814953,
-0.3231694653227689,
-0.3200273059170188,
-0.3179186769580138,
-0.31681780301814744,
-0.31667475962294855,
-0.3174189024456664
],
[
-0.3548018628671762,
-0.3524279274118275,
-0.35035050284308433,
-0.3486692036382084,
-0.3474877422703523,
-0.34690983734000425,
-0.34703426405716287,
-0.34794924824982043,
-0.3497265159845714,
-0.3524154066731121,
-0.35603751847654785,
-0.36058236365795515,
-0.366004458769814,
-0.3722221626403204,
-0.37911841967778315,
-0.38654339311407737,
-0.39431881264791774,
-0.40224373991574075,
-0.41010138897313875,
-0.41766662872562543,
-0.4247138272889141,
-0.4310247524010908,
-0.43639629263482566,
-0.4406477918634495,
-0.44362778613277515,
-0.44521990370971637,
-0.44534765382463626,
-0.4439778120514475,
-0.44112213284827634,
-0.43683719469937665,
-0.43122230739385375,
-0.4244155657407213,
-0.41658829079165954,
-0.4079382281467101,
-0.3986819500774164,
-0.38904692420361164,
-0.37926367129469485,
-0.3695583552592274,
-0.36014605225401763,
-0.3512248549946977,
-0.3429708984651232,
-0.3355343508682449,
-0.3290363962567824,
-0.3235672334622699,
-0.3191851173218243,
-0.3159164613823445,
-0.3137569989877239,
-0.3126739604322807,
-0.31260917182258097,
-0.31348292460079774
],
[
-0.35393196751294187,
-0.3515725265346701,
-0.3495375869478573,
-0.3479324216010329,
-0.3468664388508721,
-0.3464488132667046,
-0.34678320381918604,
-0.34796177219242475,
-0.3500588319963658,
-0.3531245625939512,
-0.35717928823307465,
-0.3622088357155018,
-0.36816143121262057,
-0.374946480540684,
-0.38243541254073743,
-0.3904645788504797,
-0.3988400271975621,
-0.4073438283845681,
-0.4157415579891832,
-0.42379051612964685,
-0.43124830082439203,
-0.4378814095788049,
-0.4434736028337325,
-0.4478337991743141,
-0.4508032748266518,
-0.45226191364795604,
-0.45213321760769587,
-0.4503877688364918,
-0.44704485840003605,
-0.44217207861498264,
-0.43588281215238645,
-0.4283317218241734,
-0.4197085173852856,
-0.41023041551984013,
-0.4001337904030509,
-0.38966552428595014,
-0.37907451701920614,
-0.3686037203785454,
-0.35848295390859364,
-0.34892265867952565,
-0.34010867100278297,
-0.3321980560080001,
-0.32531602662105163,
-0.31955397491983006,
-0.3149686452313285,
-0.31158246879080453,
-0.30938505103483915,
-0.30833575454133566,
-0.3083672596639728,
-0.3093899215666811
],
[
-0.3530902470671612,
-0.35075358350723174,
-0.3487714095234016,
-0.34725496158570923,
-0.34631964167190377,
-0.3460803510706276,
-0.3466458524374342,
-0.348112384693128,
-0.35055688128742224,
-0.3540302531700986,
-0.3585512716958441,
-0.3641016038406738,
-0.3706225003526069,
-0.37801351701739727,
-0.3861334747279488,
-0.39480366257782845,
-0.40381309340480553,
-0.41292546512087885,
-0.4218873860820629,
-0.4304373956146586,
-0.4383153417246613,
-0.4452717434671941,
-0.45107683561484085,
-0.45552904145756,
-0.45846263115428043,
-0.4597543007688742,
-0.4593283706373479,
-0.45716028107103224,
-0.45327808813734055,
-0.44776174995635337,
-0.4407401425186493,
-0.43238593086369337,
-0.422908610006787,
-0.4125461813006035,
-0.4015560146881208,
-0.3902054542163886,
-0.37876266169473294,
-0.3674880852832616,
-0.35662681673273167,
-0.34640199121658843,
-0.3370093058643693,
-0.3286126928420926,
-0.3213411733383794,
-0.3152869248772884,
-0.31050459815146014,
-0.30701190646200305,
-0.3047914737336741,
-0.3037938677597042,
-0.3039416732046729,
-0.3051343874836492
],
[
-0.3522755932709075,
-0.349969800180877,
-0.34805052213452514,
-0.34663529085912714,
-0.3458458297269995,
-0.34580306949250916,
-0.34662112780477083,
-0.3484004895030143,
-0.3512207591271803,
-0.35513347667953465,
-0.36015556954003947,
-0.36626403631326276,
-0.37339240838439614,
-0.38142941065413494,
-0.3902200578662576,
-0.3995692043435834,
-0.40924734828965825,
-0.41899831268023896,
-0.42854831005510513,
-0.4376158594780689,
-0.4459220531628873,
-0.4532007438842891,
-0.45920830918861677,
-0.46373271284649004,
-0.4666016084013478,
-0.46768921394424967,
-0.4669216513417702,
-0.46428042025023375,
-0.45980370141259813,
-0.45358527629375445,
-0.4457710101834107,
-0.4365530488678853,
-0.426162083830685,
-0.4148582036494443,
-0.40292093690604697,
-0.39063909236694144,
-0.37830092605986054,
-0.36618504020248144,
-0.3545522811255426,
-0.34363878432497585,
-0.3336502347953214,
-0.32475737453165254,
-0.31709278676224006,
-0.3107489988679841,
-0.30577795158878884,
-0.30219186442254997,
-0.2999654793072538,
-0.29903959112828027,
-0.29932568755909705,
-0.3007114395373851
],
[
-0.3514865254886649,
-0.34921942318477084,
-0.347372930434407,
-0.3460712342057515,
-0.3454427397411728,
-0.3456147452564159,
-0.3467070096971262,
-0.3488244634184485,
-0.35204945540947485,
-0.35643406016460066,
-0.3619930584557831,
-0.36869823620777953,
-0.3764745985123217,
-0.3851989679909411,
-0.3947012402176984,
-0.40476833075503754,
-0.41515060593235886,
-0.42557038257541796,
-0.4357319430727922,
-0.4453324582801216,
-0.45407323788904663,
-0.4616708120281206,
-0.46786745200576946,
-0.47244082418278954,
-0.4752125130576813,
-0.4760551436697747,
-0.4748977991729077,
-0.4717294035587108,
-0.4665997613953016,
-0.4596180421149474,
-0.45094866678418905,
-0.44080477391827416,
-0.42943966195694416,
-0.4171367798692934,
-0.4041989270611699,
-0.39093731628324696,
-0.3776610617021605,
-0.36466751152271537,
-0.35223369126206994,
-0.34060899601290784,
-0.33000918962185133,
-0.3206117390619606,
-0.3125525199200502,
-0.30592394974744963,
-0.30077461415872864,
-0.2971104270532925,
-0.29489730498590905,
-0.2940652442913416,
-0.2945135862791043,
-0.29611716272735966
],
[
-0.35072125869623805,
-0.34850032057850355,
-0.3467361798597063,
-0.3455600689298197,
-0.34510747059877833,
-0.34551242685583006,
-0.34690066262006036,
-0.34938178761865624,
-0.35304099361054475,
-0.35793080483008066,
-0.3640635415120099,
-0.3714051949910975,
-0.37987136983761094,
-0.3893258175879077,
-0.3995818776764279,
-0.41040688058362773,
-0.4215292953626242,
-0.43264816328957845,
-0.4434441910479109,
-0.4535918045963843,
-0.46277148944499946,
-0.47068184068400826,
-0.47705087512941585,
-0.4816462724036338,
-0.4842842775773754,
-0.4848370057020375,
-0.4832378572591848,
-0.4794847237206802,
-0.47364067974648394,
-0.4658319548643268,
-0.45624315635244805,
-0.4451099483115359,
-0.4327096286722921,
-0.4193502303706791,
-0.40535886371912944,
-0.3910700000881792,
-0.37681428828387575,
-0.36290833263134903,
-0.3496456924152903,
-0.3372892265401157,
-0.3260648285719896,
-0.3161565774629097,
-0.3077033502568408,
-0.30079697490673507,
-0.2954820127500869,
-0.2917572294125901,
-0.2895787346027259,
-0.28886465755793256,
-0.2895011003147161,
-0.29134900352058013
],
[
-0.3499777811202184,
-0.3478100695524059,
-0.3461374538275447,
-0.3450986338562607,
-0.3448366032947151,
-0.3454925653993002,
-0.3471985772425864,
-0.3500691990825776,
-0.35419259124759406,
-0.3596216542525319,
-0.3663659224953918,
-0.3743849710920252,
-0.3835840580581137,
-0.3938125906391437,
-0.4048657820533764,
-0.4164895785448201,
-0.4283886278528893,
-0.4402367794766011,
-0.45168940276967073,
-0.4623967140245599,
-0.4720173252348097,
-0.48023134200832307,
-0.4867524989356726,
-0.4913389718164724,
-0.4938026030465045,
-0.494016302647313,
-0.4919193606042255,
-0.4875203710885837,
-0.48089747895189966,
-0.4721957525461692,
-0.46162167162769185,
-0.44943496533993077,
-0.43593828679999225,
-0.42146540516456343,
-0.4063686868497586,
-0.3910066096730525,
-0.37573192600052785,
-0.3608809075848204,
-0.34676391889521985,
-0.33365742292723455,
-0.3217974490558364,
-0.3113745461747286,
-0.30253028276646354,
-0.2953554014859824,
-0.28988975155156527,
-0.28612408249602383,
-0.2840036834696079,
-0.28343371100200554,
-0.2842858973987321,
-0.28640620719413923
],
[
-0.3492539389903936,
-0.34714605203646975,
-0.345573680582116,
-0.34468344765244785,
-0.3446263308031541,
-0.34555115590129004,
-0.34759672274685116,
-0.35088285334751046,
-0.3555008320665788,
-0.36150387466466394,
-0.36889839261897917,
-0.3776368810784435,
-0.38761322897082284,
-0.3986611145939553,
-0.4105559126852706,
-0.42302022299410463,
-0.43573277921060183,
-0.4483401679905537,
-0.4604705397056422,
-0.47174836996342046,
-0.48180934888099763,
-0.49031461156324724,
-0.49696372435313163,
-0.5015060392165414,
-0.5037501655449029,
-0.5035713590617859,
-0.5009166069581916,
-0.495807146328696,
-0.488338151477593,
-0.4786754123911359,
-0.46704901361251955,
-0.45374427955461233,
-0.4390905171413726,
-0.42344828984657834,
-0.4071960468274934,
-0.3907168904337574,
-0.3743861170618714,
-0.35855996060185047,
-0.3435657650209226,
-0.32969366404153455,
-0.3171897787136406,
-0.3062509552647339,
-0.2970211261798319,
-0.2895894412451223,
-0.28399033658230277,
-0.28020565905306094,
-0.2781688381414854,
-0.2777709222340773,
-0.2788681135862361,
-0.28129029079933243
],
[
-0.34854752566811387,
-0.3465055548243763,
-0.3450416445069039,
-0.34431083135710117,
-0.34447259168733635,
-0.34568388166530706,
-0.34809070148346766,
-0.35181848870452814,
-0.35696183876933707,
-0.3635742348938419,
-0.37165861603546857,
-0.3811596888379596,
-0.39195886924422446,
-0.40387260343078973,
-0.41665456429936226,
-0.4300018698756588,
-0.44356506896184833,
-0.45696125239369256,
-0.4697893471493994,
-0.4816464941871379,
-0.4921444246158315,
-0.500924912461671,
-0.5076736339565415,
-0.5121320198755887,
-0.5141068750684268,
-0.513477620734544,
-0.5102010026447836,
-0.5043130572664067,
-0.49592811015994376,
-0.4852346553712444,
-0.4724881490590543,
-0.4580010146961389,
-0.4421304333689358,
-0.4252647034034823,
-0.4078090408061809,
-0.39017163768095964,
-0.372750625354093,
-0.3559223597511506,
-0.3400312269168885,
-0.3253810136824963,
-0.3122278319688303,
-0.3007746196820609,
-0.2911673294336866,
-0.28349300239764363,
-0.27777995313831516,
-0.2740002275020532,
-0.2720743387839215,
-0.27187807081139637,
-0.2732509152811462,
-0.2760055405844771
],
[
-0.3478563723839405,
-0.3458858707774466,
-0.34453809764831544,
-0.34397702988000245,
-0.3443712010673352,
-0.3458862540782506,
-0.34867589683202926,
-0.35287158123297935,
-0.3585714341588847,
-0.3658291723340805,
-0.3746438990991897,
-0.38495177635915,
-0.39662055680691716,
-0.40944782577522587,
-0.42316353126648004,
-0.43743699210923304,
-0.4518881148138906,
-0.4661020937426159,
-0.47964650421214355,
-0.4920895007748235,
-0.503017841747146,
-0.5120536585742258,
-0.5188692031730129,
-0.5231991362656083,
-0.524850170639952,
-0.5237080035392095,
-0.5197414703143679,
-0.5130037881310765,
-0.5036307189251417,
-0.49183553605266445,
-0.47790085531714377,
-0.46216765826371436,
-0.4450221205708907,
-0.426881075063704,
-0.4081770226181075,
-0.38934353481426603,
-0.3708016984157384,
-0.3529479981780719,
-0.3361437978978252,
-0.3207064240663995,
-0.3069018143167457,
-0.29493875577169437,
-0.2849648607474925,
-0.27706454092144206,
-0.2712592789180043,
-0.2675104170239232,
-0.2657244876344971,
-0.2657608433148698,
-0.26744107647598603,
-0.27055951947818313
],
[
-0.3471784379654743,
-0.3452843978587792,
-0.3440598674102744,
-0.34367832745862203,
-0.34431797276308473,
-0.34615374027196055,
-0.34934760519045194,
-0.35403747993428014,
-0.3603252782211902,
-0.368264930705572,
-0.3778513273925288,
-0.3890112784494996,
-0.40159759158319086,
-0.4153872300659381,
-0.4300842260040903,
-0.445327590840041,
-0.4607039376355252,
-0.47576399192815316,
-0.49004172628102355,
-0.5030746067614391,
-0.5144234427653244,
-0.523690571037275,
-0.5305354969399789,
-0.5346875362842758,
-0.5359553299846537,
-0.5342332718524845,
-0.5295049000944885,
-0.5218432238587262,
-0.5114078873047911,
-0.4984391016409179,
-0.48324843637267684,
-0.4662068261573675,
-0.4477304401934207,
-0.42826528204672726,
-0.4082714670527833,
-0.38820803910297325,
-0.3685189706286023,
-0.3496207109716427,
-0.33189139493388975,
-0.3156616668060067,
-0.30120705126014624,
-0.28874189996239075,
-0.2784151063840211,
-0.27030792871442055,
-0.2644343106072814,
-0.2607439921588114,
-0.25912846258341793,
-0.259429479008765,
-0.2614495522240452,
-0.26496356697014745
],
[
-0.3465118952575542,
-0.3446987331605995,
-0.34360395688302703,
-0.3434111526396606,
-0.34430882706232524,
-0.34648187174692857,
-0.35010114360465494,
-0.35531151169471853,
-0.3622189689432359,
-0.3708776553839225,
-0.38127785425220206,
-0.3933361630950664,
-0.4068890662949884,
-0.42169100456307046,
-0.43741772747519875,
-0.4536752327559193,
-0.4700139895807301,
-0.4859475088601521,
-0.5009737902417768,
-0.514597869244577,
-0.5263536847515566,
-0.5358237781429064,
-0.5426558227578466,
-0.5465755131176804,
-0.5473957672802021,
-0.5450224214458248,
-0.5394566203100729,
-0.5307940066430152,
-0.519220706632343,
-0.5050060984417727,
-0.4884924882889281,
-0.47008207528184304,
-0.4502218786850264,
-0.4293875247348448,
-0.40806686413171284,
-0.38674428972950403,
-0.3658863813419384,
-0.34592920054743237,
-0.3272672883863328,
-0.3102442630925336,
-0.295144913341423,
-0.28218882104839316,
-0.27152576069952317,
-0.2632333105910085,
-0.2573171765137996,
-0.2537146103054,
-0.2523010103244976,
-0.2528993918494934,
-0.25529202569500364,
-0.2592332705732783
],
[
-0.345855212415207,
-0.3441267597122212,
-0.3431676350511764,
-0.34317216928996297,
-0.34433987963261925,
-0.3468663282124943,
-0.3509319257348744,
-0.35668904693669146,
-0.36424809565334937,
-0.3736634328383299,
-0.3849203249848814,
-0.3979242392625091,
-0.41249385675157496,
-0.42835904928609325,
-0.4451647346141245,
-0.46248098617039535,
-0.4798190761139349,
-0.49665238259795647,
-0.5124404502909741,
-0.5266541159632898,
-0.538799600805074,
-0.5484398255272751,
-0.5552118076749715,
-0.5588396651986582,
-0.5591432885116847,
-0.5560430374551806,
-0.5495608593335546,
-0.53981809704351,
-0.5270301007244909,
-0.5114976987697566,
-0.49359568705242,
-0.47375873684605063,
-0.4524654120975036,
-0.43022121085900994,
-0.40754161415817997,
-0.3849360079566384,
-0.36289307682751404,
-0.3418679385077724,
-0.32227100214646076,
-0.30445837956607325,
-0.2887237033511505,
-0.2752913920150002,
-0.2643116735991927,
-0.25585791670543423,
-0.24992690262114248,
-0.2464425306094612,
-0.24526308902549787,
-0.2461917406055314,
-0.24898940271782388,
-0.2533888851855842
],
[
-0.34520722785438673,
-0.34356672465965765,
-0.3427485151545272,
-0.34295835140611597,
-0.34440750858722713,
-0.3473029925761625,
-0.3518355006539967,
-0.3581655186458511,
-0.3664082354204452,
-0.3766182622834976,
-0.3887754222479097,
-0.40277307488093306,
-0.418410511595661,
-0.4353908371165008,
-0.4533253992766222,
-0.47174522799429264,
-0.490119141831502,
-0.5078773004373183,
-0.5244382109034136,
-0.5392367349742051,
-0.5517506266934398,
-0.5615235619099599,
-0.5681833648692193,
-0.5714549625580831,
-0.5711682714372668,
-0.5672615950965485,
-0.5597811667653161,
-0.548877308216464,
-0.5347974598050396,
-0.5178762170951096,
-0.49852256750359325,
-0.47720473878917496,
-0.45443335467853935,
-0.43074381617447555,
-0.4066788902833017,
-0.3827723552571475,
-0.35953426087054896,
-0.3374380076912791,
-0.3169091468358316,
-0.2983156516281146,
-0.2819594668164621,
-0.2680693821995137,
-0.2567956162747287,
-0.24820679179930494,
-0.24229009444162497,
-0.23895523807647845,
-0.23804242628370553,
-0.23933391523377434,
-0.24256822472105788,
-0.2474556743106785
],
[
-0.34456721833243276,
-0.34301730834114463,
-0.3423446206987817,
-0.3427670410361954,
-0.344508398586411,
-0.3477879751885866,
-0.3528075513865263,
-0.3597363900165348,
-0.368694885623012,
-0.3797379501143572,
-0.39283952030849895,
-0.40787980966551335,
-0.42463702304033696,
-0.4427851425053188,
-0.4618990141929791,
-0.48146729434459246,
-0.500912890432097,
-0.5196194993447165,
-0.5369619238971042,
-0.5523372894632954,
-0.5651942583688883,
-0.5750578660363145,
-0.581548515738717,
-0.5843946858286868,
-0.5834397367179853,
-0.5786436698350894,
-0.5700807606423856,
-0.5579337798178943,
-0.5424852239869555,
-0.5241057814757095,
-0.5032402591208507,
-0.48039138280482374,
-0.45610215656534003,
-0.4309376862422302,
-0.405467432514107,
-0.38024871240533753,
-0.3558119558415457,
-0.33264784493841215,
-0.31119614522938877,
-0.29183589209750027,
-0.27487668267504317,
-0.26055112610677034,
-0.24900892147810982,
-0.24031339806042085,
-0.23444149262780623,
-0.23128794269186792,
-0.23067395459703055,
-0.23235990474158585,
-0.2360609687322116,
-0.24146414550485995
],
[
-0.343934960342278,
-0.34247768477866114,
-0.3419544399577422,
-0.34259599037589294,
-0.3446395630413437,
-0.3483176080702848,
-0.3538438531022069,
-0.3613970692545292,
-0.3711033292550723,
-0.3830179211596152,
-0.39710843923210165,
-0.4132408505464719,
-0.43117046294302025,
-0.4505396187522095,
-0.4708835337038109,
-0.4916449497155403,
-0.5121972113632154,
-0.5318741644237354,
-0.550004179042086,
-0.565944926480942,
-0.5791155089504343,
-0.5890231835251756,
-0.5952830363850474,
-0.5976302068510673,
-0.5959252789861642,
-0.5901540253286395,
-0.5804227683134349,
-0.5669503584122713,
-0.5500573823426584,
-0.5301529256006006,
-0.507719143424431,
-0.48329404028954986,
-0.4574531145026579,
-0.43079074275396145,
-0.4039022359093303,
-0.3773673412855466,
-0.3517356346846704,
-0.32751384341073686,
-0.3051548069933061,
-0.2850476406008209,
-0.2675087880928416,
-0.2527740218882363,
-0.2409919510541535,
-0.23222004481628444,
-0.22642435691787266,
-0.2234839103265842,
-0.22320008411639825,
-0.22531050994192625,
-0.22950620194865567,
-0.23545015190387142
],
[
-0.34331078567321527,
-0.3419475750804304,
-0.3415769711783734,
-0.34244339095177045,
-0.3447983478874197,
-0.34888841282753924,
-0.3549401944232653,
-0.363142774107888,
-0.3736284339247774,
-0.38645294537318564,
-0.4015770946653938,
-0.41885144198426805,
-0.43800647291473377,
-0.45865020901658854,
-0.4802749091713347,
-0.5022736538010732,
-0.5239663900430739,
-0.5446336008249619,
-0.5635544628405961,
-0.5800455540433833,
-0.5934961398224629,
-0.6033968485965978,
-0.6093599036217685,
-0.6111305857877816,
-0.6085908320415193,
-0.6017565521559494,
-0.5907703324897922,
-0.5758908542774637,
-0.5574798559217734,
-0.5359870685150888,
-0.5119333990903308,
-0.4858927326047371,
-0.4584729604349549,
-0.4302970587021263,
-0.401985096524217,
-0.3741378918963908,
-0.34732268480025397,
-0.3220607735464782,
-0.29881670966618956,
-0.27798850844208467,
-0.25989849024343603,
-0.2447848109281353,
-0.23279434161006407,
-0.22397809636681854,
-0.21829063122508297,
-0.21559458080837968,
-0.2156707715771743,
-0.2182333642559271,
-0.2229485587554645,
-0.2294548325869452
],
[
-0.3426956325393119,
-0.3414272961049122,
-0.3412117619761762,
-0.3423078946229463,
-0.34498242286863234,
-0.3494970491803273,
-0.3560922692913393,
-0.36496835341733036,
-0.3762643908467109,
-0.3900367843897896,
-0.40623904496749,
-0.42470510966644437,
-0.4451386034146597,
-0.4671103825083862,
-0.4900662273678036,
-0.5133456117400046,
-0.5362110856921705,
-0.5578861622575584,
-0.577598068555176,
-0.5946207701800623,
-0.6083136501870838,
-0.6181521756432451,
-0.6237485256123373,
-0.624861969267053,
-0.6214002513250181,
-0.613414038429885,
-0.6010865610909468,
-0.5847201506213194,
-0.564720738303674,
-0.5415808535779582,
-0.5158614047760886,
-0.48817256456116764,
-0.45915429610346165,
-0.42945726984609917,
-0.3997249817356097,
-0.3705777200128949,
-0.34259866763421065,
-0.316321984322103,
-0.29222234503937816,
-0.2707052754740392,
-0.2520978191620814,
-0.23663959084018604,
-0.22447497975702335,
-0.21564790971119907,
-0.21010084324881684,
-0.20767942942629825,
-0.2081433456547176,
-0.21118272757575152,
-0.21643851039381945,
-0.2235243672184799
],
[
-0.34209109402245086,
-0.34091780736326704,
-0.34085894745154877,
-0.3421886327528365,
-0.3451897686411043,
-0.3501402542897559,
-0.35729555110788147,
-0.3668680782778344,
-0.37900440640092914,
-0.39376176947392394,
-0.41108594519051445,
-0.4307929842937696,
-0.4525575053363478,
-0.4759101961805952,
-0.50024664940964,
-0.5248486033644897,
-0.5489170713368922,
-0.5716149306514572,
-0.5921147528673676,
-0.6096465406496073,
-0.623540023169569,
-0.6332573196565565,
-0.6384137561789838,
-0.6387867875128403,
-0.6343147094239431,
-0.6250877649414358,
-0.6113343098837545,
-0.5934041504468548,
-0.5717503754310256,
-0.5469103254559535,
-0.5194859762015127,
-0.490123986061128,
-0.4594958474714639,
-0.4282787954358223,
-0.3971381970116845,
-0.3667119863731326,
-0.3375973431518957,
-0.3103393517499764,
-0.2854209951496588,
-0.26325370024868944,
-0.2441678801777124,
-0.22840351821048388,
-0.21610166212066473,
-0.20729845756980259,
-0.20192369569641677,
-0.19980553206975848,
-0.2006820532317214,
-0.20421902274498405,
-0.21003190223385182,
-0.2177095252068486
],
[
-0.3414994656398239,
-0.3404207594193761,
-0.3405192922123723,
-0.3420852411270038,
-0.34541867002752014,
-0.35081478613142303,
-0.3585451651606739,
-0.36883542107345346,
-0.38184036590075154,
-0.3976183307745949,
-0.41610692693917256,
-0.4371030226395086,
-0.4602499888548834,
-0.48503519422206964,
-0.5108001605260479,
-0.536764600606729,
-0.562063745109741,
-0.5857961571537503,
-0.6070771512285352,
-0.625091639592321,
-0.6391402446635122,
-0.6486739227214372,
-0.6533147096816245,
-0.6528627655092365,
-0.6472919163614923,
-0.6367369321887653,
-0.6214758002588581,
-0.6019095583199268,
-0.578541277279133,
-0.5519549337345306,
-0.5227944229712754,
-0.49174286516434107,
-0.4595025207362333,
-0.4267758488936487,
-0.3942483289043657,
-0.36257351606761123,
-0.3323604363463142,
-0.30416294967075097,
-0.278470310318085,
-0.25569801293702554,
-0.23617827253360013,
-0.22015016536833587,
-0.20775040310965853,
-0.19900659980528845,
-0.19383531390569975,
-0.19204680196253743,
-0.19335729887489228,
-0.19740809198337095,
-0.20378924117502795,
-0.21206499679739
],
[
-0.3409237935537972,
-0.33993854687204605,
-0.34019424159015643,
-0.34199789879771314,
-0.3456677271500921,
-0.3515173866780025,
-0.35983577931612565,
-0.37086284633786626,
-0.38476249678856156,
-0.40159450728385976,
-0.4212879344207975,
-0.44361915594734963,
-0.4681979785798617,
-0.4944651731707619,
-0.5217041576616206,
-0.5490682001345334,
-0.5756224411203523,
-0.6003974949913107,
-0.6224489853471403,
-0.6409158894839433,
-0.6550706334611505,
-0.664355585895606,
-0.6684034147110827,
-0.6670417834263597,
-0.6602851951649417,
-0.6483179438214632,
-0.631472090099966,
-0.6102035084378823,
-0.5850678667517661,
-0.5566973634474943,
-0.5257784214572268,
-0.4930303660180444,
-0.45918525145060946,
-0.42496922876227045,
-0.3910859537351449,
-0.3582024068010945,
-0.3269371333795178,
-0.29785042888781277,
-0.27143557319242617,
-0.24811007248468808,
-0.2282061531062729,
-0.21196050794873322,
-0.19950436598103616,
-0.19085597888005834,
-0.18591812710283218,
-0.1844828782121506,
-0.1862445617462114,
-0.19082016197723073,
-0.19777472633240778,
-0.2066485031842853
],
[
-0.34036792424269713,
-0.3394743682764346,
-0.3398859867284354,
-0.34192738878332374,
-0.3459358966090307,
-0.35224478220810507,
-0.36116153609544477,
-0.37294164256830953,
-0.3877590660458379,
-0.405675477047808,
-0.4266110597341446,
-0.45032041089895897,
-0.4763774114086677,
-0.5041728597533184,
-0.5329279229356484,
-0.5617249208961812,
-0.5895545922129553,
-0.6153760799719317,
-0.638183122330099,
-0.6570682631572948,
-0.6712770473518932,
-0.6802462310707823,
-0.6836233687669896,
-0.6812686437668904,
-0.6732424635856789,
-0.659783589558512,
-0.6412824324969669,
-0.6182530656452352,
-0.5913060851088804,
-0.5611232056354107,
-0.5284337119910485,
-0.4939926363974542,
-0.45856064922722406,
-0.42288589111733704,
-0.3876881125902017,
-0.3536453864047421,
-0.32138330749741384,
-0.29146610425905906,
-0.26438864742936496,
-0.24056818521939993,
-0.22033494079796878,
-0.20392153735681007,
-0.1914524104905324,
-0.18293553284669728,
-0.17825937819685944,
-0.17719766355075195,
-0.17942299048504118,
-0.1845285214952309,
-0.19205502985000222,
-0.2015196947571133
],
[
-0.33983655532206547,
-0.33903229401589496,
-0.3395975467701038,
-0.34187518721240184,
-0.34622257400413015,
-0.352993738154465,
-0.36251605092461503,
-0.37506182802434673,
-0.3908161533395262,
-0.40984315718267106,
-0.4320539339134338,
-0.457180065257531,
-0.48475714350131555,
-0.5141225713707317,
-0.5444310561858137,
-0.5746894434504703,
-0.6038098256778905,
-0.6306765441859861,
-0.6542195751902626,
-0.6734849405360466,
-0.6876930587049894,
-0.6962784445748064,
-0.6989080811482751,
-0.69547982544736,
-0.6861051933186765,
-0.6710821890163238,
-0.6508635736082845,
-0.6260246410703831,
-0.5972328870145478,
-0.5652204938349397,
-0.530759640658142,
-0.4946403211373301,
-0.45765045180461567,
-0.4205583160451272,
-0.3840975651072416,
-0.3489549327033403,
-0.3157604888292127,
-0.285079764895803,
-0.25740662694889993,
-0.23315560121530177,
-0.21265267790369946,
-0.1961245142754774,
-0.18368727328460532,
-0.17533764251963146,
-0.17094927985170727,
-0.17027753057552364,
-0.17297369706949162,
-0.17860793394375551,
-0.18669785100323566,
-0.19673886053893175
],
[
-0.33933528566836835,
-0.338617341156773,
-0.3393328689946439,
-0.3418435848922916,
-0.3465277265810227,
-0.3537611840090408,
-0.3638925007945305,
-0.3772121651900088,
-0.3939175461559648,
-0.41407593181269337,
-0.43758924312582986,
-0.46416491762634765,
-0.4932979543728762,
-0.5242689544950705,
-0.5561619683048775,
-0.587903898843313,
-0.618324105466212,
-0.646229081657009,
-0.6704835673681993,
-0.6900874444608358,
-0.7042382227575344,
-0.7123719213529954,
-0.7141797154491254,
-0.7096023262992264,
-0.6988074367106416,
-0.6821567743044858,
-0.6601690556293367,
-0.6334833773553442,
-0.6028256705822013,
-0.5689791439532164,
-0.5327585770264215,
-0.4949879284916631,
-0.45648081298147497,
-0.41802369180360277,
-0.38036184623943226,
-0.3441881816858383,
-0.31013460664615033,
-0.2787652391438621,
-0.2505702206059105,
-0.22595872614729162,
-0.20525008856787308,
-0.18866290514921147,
-0.17630342430264234,
-0.16815595707105746,
-0.1640788617339941,
-0.16380924161861588,
-0.16697779437775873,
-0.17313282831132415,
-0.18177028479883317,
-0.1923654868756567
],
[
-0.33887066112719777,
-0.3382355517641723,
-0.3390969444609512,
-0.3418358413019492,
-0.34685208035577486,
-0.35454441940938086,
-0.3652838239717098,
-0.3793803167951014,
-0.3970448043635447,
-0.41834857132789327,
-0.4431844496581877,
-0.471234766392061,
-0.5019517570597529,
-0.5345559220065563,
-0.5680565667687109,
-0.601296347294568,
-0.6330180685154401,
-0.6619477189807499,
-0.686883817136624,
-0.7067810109816851,
-0.7208165897274805,
-0.7284321528937947,
-0.7293479637532905,
-0.7235527128564604,
-0.7112750255595766,
-0.6929444017408952,
-0.6691486018220089,
-0.6405925684705608,
-0.608061697220285,
-0.5723903440777599,
-0.5344352480987022,
-0.4950530854395979,
-0.45508145813266826,
-0.4153229499934534,
-0.37653216076253426,
-0.3394056618475797,
-0.30457454644553006,
-0.27259876221766133,
-0.24396192616481127,
-0.21906510849144312,
-0.19821839957857623,
-0.18163007127643171,
-0.1693946719140721,
-0.16148297241776133,
-0.15773758340657595,
-0.157877655226081,
-0.16151424734179098,
-0.1681753338181694,
-0.17733706458128418,
-0.18845671824098442
],
[
-0.3384502100262544,
-0.3378940681735969,
-0.3388959326199936,
-0.34185636570465183,
-0.34719735961979115,
-0.3553414052652776,
-0.3666830440079625,
-0.3815531698382053,
-0.4001775375001945,
-0.422632406003598,
-0.4488018020747615,
-0.47834220363411734,
-0.5106611402156285,
-0.5449159331242555,
-0.5800372920463793,
-0.6147796174397171,
-0.6477957347487546,
-0.6777289756553818,
-0.7033112275048428,
-0.7234533760319309,
-0.7373156343936984,
-0.7443495203088643,
-0.744309298843619,
-0.7372365071376272,
-0.7234250549063119,
-0.7033756896551288,
-0.677747666249278,
-0.6473131844388729,
-0.6129175614324218,
-0.5754459463562778,
-0.5357960347036788,
-0.4948557242972837,
-0.45348474787698206,
-0.41249969261428665,
-0.3726621588211231,
-0.3346699024944322,
-0.2991505760531329,
-0.2666572086502699,
-0.23766406473042379,
-0.21256128249901407,
-0.19164701263084016,
-0.1751168069164465,
-0.1630516183039864,
-0.15540746633076463,
-0.15201081627043678,
-0.15256331919138366,
-0.15665763154754342,
-0.16380324393534407,
-0.17345875472593897,
-0.18506578601766144
],
[
-0.338082460667978,
-0.3376011955531837,
-0.33873728374737366,
-0.34191091369553306,
-0.3475665683883039,
-0.3561511335465656,
-0.36808371960680786,
-0.3837173418465055,
-0.4032939267778911,
-0.4268958083702302,
-0.4543987146875,
-0.48543283134450405,
-0.5193593760357996,
-0.555269773896818,
-0.5920126831014811,
-0.6282506998756887,
-0.6625437947220782,
-0.6934511225108457,
-0.7196381883987009,
-0.739974177697285,
-0.7536057895874608,
-0.7599989623330157,
-0.7589467552617712,
-0.7505480417703353,
-0.7351657645557639,
-0.7133746782807772,
-0.6859072298797987,
-0.6536035708430702,
-0.6173687711044781,
-0.5781379143929278,
-0.5368482787707016,
-0.49441724607868925,
-0.4517246943565844,
-0.40959905660483753,
-0.36880664150727094,
-0.33004397074383585,
-0.2939327035313203,
-0.2610162624564861,
-0.2317567601568743,
-0.20653056374391032,
-0.18562113665336288,
-0.16920884503804745,
-0.15735909079127997,
-0.15001191911214928,
-0.14697732221722992,
-0.14794007239381135,
-0.15247591252296422,
-0.16007801141335654,
-0.17018998202885516,
-0.1822404805118698
],
[
-0.33777693121775965,
-0.3373664391115714,
-0.3386298433519127,
-0.342006780540836,
-0.34796429361389636,
-0.35697405648028946,
-0.3694805059138827,
-0.38585986505762704,
-0.40637150389625654,
-0.43110501926614986,
-0.45992857956626837,
-0.4924459948715588,
-0.527971021258827,
-0.5655269956524802,
-0.6038776549283862,
-0.6415908971187373,
-0.6771316886842195,
-0.7089742556257068,
-0.7357187042031457,
-0.7561951757728873,
-0.7695407683437726,
-0.7752403825473222,
-0.7731303817687575,
-0.7633709048969168,
-0.7463969207221927,
-0.7228590979551384,
-0.693563916212039,
-0.6594193861435763,
-0.6213894937640249,
-0.5804578762962197,
-0.5375996481679265,
-0.4937597055868936,
-0.4498359751991302,
-0.4066665629788673,
-0.3650202478093153,
-0.32558999518928256,
-0.28898903398885556,
-0.2557486035979474,
-0.22631595539668947,
-0.20105090355438815,
-0.18021950051354085,
-0.16398446308242653,
-0.15239368995076907,
-0.14537006437918154,
-0.14270687175992236,
-0.14407279120018834,
-0.14902837017428217,
-0.15705288461487932,
-0.16757780059608207,
-0.18002174554565498
],
[
-0.3375440812456624,
-0.3372005009563097,
-0.33858391855142234,
-0.34215296590522704,
-0.3483969997477615,
-0.3578125413351716,
-0.3708697932857983,
-0.38796901965153696,
-0.4093881698025535,
-0.4352253206403895,
-0.46534204169856164,
-0.49931609752072614,
-0.5364132111653521,
-0.575587146227549,
-0.6155146531434652,
-0.6546669176266784,
-0.6914126779523478,
-0.7241413898548775,
-0.751389544509462,
-0.77195147226623,
-0.7849588386848322,
-0.7899199373704369,
-0.7867184841928304,
-0.7755790732047159,
-0.7570107786828036,
-0.7317411127314085,
-0.7006504833102252,
-0.6647138265677047,
-0.6249525139050782,
-0.5823968256961405,
-0.53805760013912,
-0.49290505930067796,
-0.4478529876032967,
-0.40374699592659885,
-0.36135617309012436,
-0.32136773335376234,
-0.28438419177469965,
-0.2509221889642742,
-0.22141155773247112,
-0.19619290914587262,
-0.17551226758630345,
-0.15951232295212348,
-0.14822159771348098,
-0.1415447168568199,
-0.13925814632930777,
-0.14101541723854716,
-0.14636379278652945,
-0.15477129432975079,
-0.1656602830667685,
-0.17844247246800993
],
[
-0.3373952139498695,
-0.33711522038994224,
-0.3386112835092099,
-0.3423602790293866,
-0.3488732748445478,
-0.3586713023418696,
-0.3722503683563786,
-0.39003525829902785,
-0.41232339974576016,
-0.4392225141679313,
-0.47058871847022454,
-0.505974507914208,
-0.5445976939530606,
-0.5853418781573019,
-0.6267958029626355,
-0.6673330566651574,
-0.7052260664751795,
-0.7387807336702925,
-0.7664725731819438,
-0.7870638732360925,
-0.7996851716981188,
-0.8038723040379309,
-0.7995597375399333,
-0.7870387946500319,
-0.7668936746996278,
-0.739928578457228,
-0.7070967257198221,
-0.669438169292599,
-0.6280294313710456,
-0.5839450013179805,
-0.5382289753812026,
-0.4918745102097862,
-0.44580897950750026,
-0.40088335257120083,
-0.35786496478208607,
-0.3174332352557475,
-0.28017786894524355,
-0.24659869934428913,
-0.21710579672305674,
-0.19201812671995155,
-0.17155926275884215,
-0.15584966736452344,
-0.14489677566529402,
-0.1385860105624397,
-0.13667705568473787,
-0.13880938975642798,
-0.14451905193323666,
-0.15326558806811408,
-0.1644654200069653,
-0.17752656080116624
],
[
-0.33734231908410384,
-0.3371234418412563,
-0.33872510018467095,
-0.3426413503100967,
-0.3494039815916875,
-0.35955774893364634,
-0.3736240221900342,
-0.392052134519657,
-0.4151595398828026,
-0.44306461178779505,
-0.47561928065630854,
-0.512351998888982,
-0.5524335742720676,
-0.5946779368122893,
-0.6375860886089497,
-0.6794345269138644,
-0.7184006525437772,
-0.7527092311812473,
-0.7807783372698778,
-0.8013424615726896,
-0.8135353165560716,
-0.8169239657021403,
-0.8114961901401397,
-0.7976112330510451,
-0.7759282530654411,
-0.7473268188150184,
-0.7128307905406734,
-0.6735426411299619,
-0.630591112143466,
-0.5850919610748726,
-0.5381197433471945,
-0.4906879746210119,
-0.4437352871628421,
-0.39811589709152967,
-0.3545934338334865,
-0.3138376472531089,
-0.2764235509253533,
-0.24283221134785704,
-0.213451863048851,
-0.1885776656614725,
-0.1684085998047138,
-0.15304096894379027,
-0.14245965565444874,
-0.1365301514129006,
-0.13499557205299972,
-0.1374825776915447,
-0.14351814382293837,
-0.1525561859676634,
-0.16401038973780668,
-0.17728829646259558
],
[
-0.337397849038218,
-0.33723879707292403,
-0.33893973259136234,
-0.343010515755635,
-0.3500022642981755,
-0.36048218220559924,
-0.37499601540440897,
-0.3940171217512747,
-0.41788306145990406,
-0.4467235892211858,
-0.4803877405434071,
-0.5183815697975298,
-0.5598306353225702,
-0.603480923526164,
-0.6477474867420621,
-0.6908118881957239,
-0.7307593786547766,
-0.7657373487639929,
-0.7941108940108841,
-0.8145913537416029,
-0.8263197676712468,
-0.8288974716141264,
-0.8223671133987611,
-0.8071558276074053,
-0.7839962846890355,
-0.7538408822426427,
-0.7177808791666604,
-0.6769775938068407,
-0.6326083822795208,
-0.5858268504568345,
-0.5377349065730965,
-0.4893636855951011,
-0.4416606995361913,
-0.3954813445222453,
-0.3515837115258742,
-0.3106261898464161,
-0.2731674571540492,
-0.2396681364235803,
-0.2104928750434264,
-0.1859112153878305,
-0.1660957651835202,
-0.15111709176104549,
-0.14093638456314983,
-0.13539874620153614,
-0.1342311407486979,
-0.13704876690687284,
-0.14337174666481511,
-0.152651201180122,
-0.16430123459850754,
-0.1777320770891826
],
[
-0.3375744244467196,
-0.3374753930038692,
-0.33927043798004863,
-0.343483545927214,
-0.3506833667523017,
-0.3614577721586032,
-0.37637530476632486,
-0.39593219493292037,
-0.42048560963118586,
-0.4501770068375654,
-0.4848537257448982,
-0.5240014160758399,
-0.5667030018250491,
-0.6116396064885568,
-0.6571438451368262,
-0.7013063885445356,
-0.7421250103779092,
-0.7776749506847271,
-0.8062737286022604,
-0.8266144980907779,
-0.8378494858211205,
-0.8396165401311777,
-0.832013573859004,
-0.8155342563442411,
-0.7909819812506906,
-0.759378200483423,
-0.7218772726712303,
-0.679694940517626,
-0.6340529350359387,
-0.5861388487623094,
-0.5370785589624796,
-0.4879179371547929,
-0.43961096079966194,
-0.39301219070214166,
-0.34887247168721125,
-0.3078373316130313,
-0.2704477198636758,
-0.23714245013931168,
-0.20826119532001686,
-0.1840464758925744,
-0.1646431775025068,
-0.15009498249182374,
-0.14033863826401105,
-0.1351987208996709,
-0.13438667836690932,
-0.13750771208025014,
-0.14407730220996273,
-0.15354653179198718,
-0.16533294977988555,
-0.178852489815016
],
[
-0.3378844709979044,
-0.33784740337920305,
-0.33973292699762225,
-0.34407720123209873,
-0.35146422713494097,
-0.36250025922947315,
-0.37777444394546855,
-0.3978040482035844,
-0.4229646746979684,
-0.4534092766933991,
-0.4889844708311855,
-0.5291577397469658,
-0.5729728120499734,
-0.6190504368516543,
-0.6656461663566998,
-0.7107658875241512,
-0.7523265305544861,
-0.7883379664542949,
-0.8170764817828687,
-0.8372222505728029,
-0.847942127684771,
-0.8489117803174557,
-0.8402835275449437,
-0.8226148298635035,
-0.7967756587758341,
-0.7638515298337136,
-0.7250545877284079,
-0.6816497841897263,
-0.6348984023488313,
-0.5860177619572755,
-0.5361540812343399,
-0.4863649637443608,
-0.437608413640634,
-0.3907361964961528,
-0.34649032912116173,
-0.30550217025470305,
-0.26829380977776884,
-0.23528121617067632,
-0.2067780957781723,
-0.18299899278781295,
-0.1640602053676592,
-0.14997786617541975,
-0.14066397334339054,
-0.1359227926581551,
-0.13545112137698423,
-0.13884571713308014,
-0.14561958848890721,
-0.1552263957392669,
-0.16708996114237162,
-0.1806347227616697
],
[
-0.3383397954397521,
-0.3383685712149894,
-0.34034279652792176,
-0.3448086105649051,
-0.3523628350196282,
-0.36362734581760947,
-0.3792090953464712,
-0.39964384586564466,
-0.4253237321107721,
-0.45641236249756034,
-0.4927562500491671,
-0.5338070635914949,
-0.5785735110126229,
-0.6256218464038104,
-0.6731378534524854,
-0.7190509143166484,
-0.7612058084031207,
-0.7975554250372212,
-0.82634208440399,
-0.8462383526502703,
-0.8564286410355617,
-0.8566267258235769,
-0.84703716927712,
-0.8282770879476242,
-0.8012775621497871,
-0.7671820232656044,
-0.7272541445464269,
-0.6828021482805107,
-0.6351215266160608,
-0.5854547190135995,
-0.5349644471859123,
-0.4847169414530283,
-0.4356717789849975,
-0.3886760273099847,
-0.3444614171368122,
-0.30364402202981566,
-0.2667262050278325,
-0.2341003932076251,
-0.20605374845358382,
-0.18277236170131828,
-0.1643435952075838,
-0.1507558857584974,
-0.14189664589487805,
-0.1375504188373733,
-0.1374004470976936,
-0.1410366693113928,
-0.1479717155568785,
-0.1576642494473779,
-0.1695469425245163,
-0.18305527028243984
],
[
-0.3389511155651146,
-0.33905163868402555,
-0.3411148526315032,
-0.3456944891530891,
-0.3533973606985733,
-0.3648577760277827,
-0.38069713002110395,
-0.4014664504301715,
-0.4275717480300695,
-0.4591857485991169,
-0.49615501596792744,
-0.5379177381645037,
-0.5834523819372257,
-0.6312778830488077,
-0.6795194295229262,
-0.7260403465706687,
-0.7686240217696632,
-0.8051763426615178,
-0.8339138082009667,
-0.8535068544990502,
-0.8631598112573986,
-0.8626238148611339,
-0.8521522214152549,
-0.8324163337747335,
-0.8044016330482295,
-0.7693022594755125,
-0.7284263114345975,
-0.6831187079722438,
-0.6347033586232624,
-0.5844429205171472,
-0.5335126077874326,
-0.48298409178826984,
-0.4338160624139967,
-0.3868490434916339,
-0.34280314093793585,
-0.30227821336834526,
-0.2657562900975168,
-0.23360590085112942,
-0.20608750439560364,
-0.1833587482027743,
-0.16547823862446776,
-0.15240709964826638,
-0.1440087995688768,
-0.14004911814819054,
-0.14019906081549716,
-0.14404342496026512,
-0.15109645106573866,
-0.16082400866345714,
-0.1726699038437749,
-0.18608287589923167
],
[
-0.33972756547354366,
-0.33990773082792547,
-0.3420623552631592,
-0.3467502319910942,
-0.3545850959487221,
-0.36621014134063423,
-0.38225734485399043,
-0.4032891377076643,
-0.42972202691670175,
-0.46173560435417305,
-0.4991761038767815,
-0.5414704222667687,
-0.587572011777266,
-0.6359607984044536,
-0.684712275972046,
-0.7316362039063662,
-0.7744672976484368,
-0.811075923494133,
-0.8396617073584645,
-0.8588984910376657,
-0.8680123125127602,
-0.8667899231466432,
-0.8555288254338214,
-0.8349478247901511,
-0.8060789923241007,
-0.7701590466092839,
-0.7285326844484794,
-0.6825744148033469,
-0.6336304034320352,
-0.5829783847691831,
-0.531801916790597,
-0.4811748655170703,
-0.43205257419344195,
-0.3852672335638554,
-0.34152609945099865,
-0.3014120634855111,
-0.2653864655530833,
-0.23379391324948728,
-0.2068684140658461,
-0.18473965941681392,
-0.16743819765599455,
-0.15489873943159738,
-0.14696191237360923,
-0.14337604593177633,
-0.14380142962978093,
-0.14781943198574743,
-0.15494776985589853,
-0.1646614780541944,
-0.17641747041155253,
-0.18967964721110164
],
[
-0.34067620282902744,
-0.340945727927765,
-0.3431962293782085,
-0.34798893867777136,
-0.355941273926754,
-0.3677014908986008,
-0.38390788322222,
-0.40512988537373407,
-0.4317904757999194,
-0.4640731899322323,
-0.5018229992374003,
-0.544457465050801,
-0.5909105336601135,
-0.6396323372713032,
-0.6886610492381446,
-0.735767139970934,
-0.7786511015607159,
-0.8151605774182197,
-0.8434879556184014,
-0.8623160390893461,
-0.870893832401284,
-0.8690410694452007,
-0.8570937109252472,
-0.8358103492375308,
-0.8062609165442562,
-0.7697158255779826,
-0.7275479661070111,
-0.681153911698426,
-0.6318956384526176,
-0.5810606376737473,
-0.5298365614927092,
-0.479296183172563,
-0.43038904823504254,
-0.3839372801191243,
-0.3406341656785703,
-0.3010450440637591,
-0.26561044647319365,
-0.2346513464917408,
-0.2083759404116119,
-0.18688690183796908,
-0.1701879056299579,
-0.15818863022329,
-0.1507083928493863,
-0.14747970711244496,
-0.14815384492315886,
-0.15231047460114677,
-0.15947252134267487,
-0.1691258946612293,
-0.18074227152504585,
-0.1938022741211155
],
[
-0.34180154836960575,
-0.3421716672819288,
-0.34452429666468987,
-0.34942044074446443,
-0.3574778595127903,
-0.3693458606818344,
-0.3856644973006068,
-0.40700539466947927,
-0.43379345880481646,
-0.46621267688705886,
-0.5041053202918035,
-0.5468812949393203,
-0.5934606786480858,
-0.6422736686904016,
-0.6913346146979327,
-0.7383903766585739,
-0.7811230432308497,
-0.8173713734379652,
-0.8453306780763165,
-0.8636982618976712,
-0.8717469034640618,
-0.8693259668204293,
-0.8568033607388258,
-0.834968953321104,
-0.80492111716683,
-0.7679545203786261,
-0.7254614242127585,
-0.678852647745912,
-0.629499336437092,
-0.5786932980754933,
-0.5276219652012193,
-0.4773537098682387,
-0.4288298450507016,
-0.3828607471571853,
-0.34012471431145097,
-0.3011691009159223,
-0.26641372706137845,
-0.23615650663997367,
-0.210580818493328,
-0.18976366492762575,
-0.17368346895208697,
-0.16222668624938563,
-0.15519322831393212,
-0.15230170342657823,
-0.15319620827803881,
-0.15745643766211248,
-0.1646121181976694,
-0.17416149770187783,
-0.1855923615054884,
-0.19840328485938574
],
[
-0.34310518894156294,
-0.3435882174743935,
-0.3460505867356881,
-0.3510504108903104,
-0.3592024156803878,
-0.3711528591605383,
-0.3875388267190996,
-0.4089290597415124,
-0.4357454941243336,
-0.46816866385316747,
-0.5060363057036461,
-0.5487520874623979,
-0.5952278591966143,
-0.6438841016813497,
-0.6927255421912759,
-0.7394920223714441,
-0.7818639497191866,
-0.8176857124425879,
-0.8451660220129412,
-0.8630221725059359,
-0.8705511812276385,
-0.867628181491587,
-0.854645963853524,
-0.8324166427215132,
-0.8020571772710688,
-0.7648767187018417,
-0.7222778388012918,
-0.6756776217303404,
-0.6264496398208447,
-0.5758845191420583,
-0.5251651331669362,
-0.47535214451662855,
-0.4273762242995666,
-0.38203437707384724,
-0.3399889844425621,
-0.30176912213655227,
-0.26777418982550283,
-0.2382798683074251,
-0.21344602143785674,
-0.1933256793853041,
-0.17787400811393894,
-0.1669564106001814,
-0.1603556068223161,
-0.15777843189790663,
-0.15886375603763958,
-0.1631930069356451,
-0.17030416650051872,
-0.1797090509372099,
-0.190912607027513,
-0.20343228213031395
],
[
-0.3445854734677338,
-0.34519426632775974,
-0.3477747850627516,
-0.35287963300445035,
-0.3611171531285505,
-0.37312645276334877,
-0.38953688098003114,
-0.4109091227275453,
-0.437657085072277,
-0.4699537284494579,
-0.5076301839315693,
-0.5500850998875445,
-0.59622765103411,
-0.644478897636827,
-0.6928483939473935,
-0.7390859112100064,
-0.780887251929704,
-0.8161171896893197,
-0.8430083835011215,
-0.8603035016144465,
-0.8673240422290226,
-0.8639667742167214,
-0.8506420407788229,
-0.8281749573061116,
-0.7976910599767657,
-0.7605041117550153,
-0.7180178795456802,
-0.6716477084099536,
-0.622762850287224,
-0.5726472578292868,
-0.5224749205189833,
-0.4732955068010027,
-0.4260266733320457,
-0.3814504848842425,
-0.3402125641773992,
-0.30282353679116325,
-0.2696628388506046,
-0.24098495738401382,
-0.21692779954539787,
-0.19752240994582182,
-0.1827029912183029,
-0.17231634681227315,
-0.16613045609280874,
-0.16384267479580972,
-0.1650886612141793,
-0.16945324401812756,
-0.17648397766739576,
-0.18570726102265023,
-0.1966459885738826,
-0.2088371125988896
],
[
-0.3462373265106288,
-0.3469846575360799,
-0.3496918669696446,
-0.3549035018605121,
-0.36321825826520593,
-0.3752640804207168,
-0.3916578978641595,
-0.412947238242731,
-0.43953296634027267,
-0.4715763547352479,
-0.50889981439079,
-0.5508980959474434,
-0.5964831038240128,
-0.6440865866333026,
-0.6917371619161233,
-0.7372112519072174,
-0.7782368992255777,
-0.8127137925697451,
-0.8389088780167846,
-0.8555954151729326,
-0.8621195178641806,
-0.8583954216095117,
-0.8448437284120073,
-0.8222934007552682,
-0.7918686683053119,
-0.7548781729370238,
-0.7127178941227534,
-0.6667935493867921,
-0.6184634169031806,
-0.5689993572276373,
-0.5195622082223714,
-0.4711874087369501,
-0.42477727879606036,
-0.38109743622618664,
-0.34077598232020556,
-0.3043050271171547,
-0.2720446372389267,
-0.24422931466405107,
-0.22097676592071225,
-0.2022982529646732,
-0.18810952767843614,
-0.17824144788520235,
-0.17244986340935076,
-0.17042504379966172,
-0.17180147441889437,
-0.17616899685751986,
-0.1830859229417624,
-0.19209405325019724,
-0.20273477898560321,
-0.2145649351619241
],
[
-0.34805219682862476,
-0.34895010098094226,
-0.35179195334456104,
-0.35711180286278543,
-0.3654955698963577,
-0.37755619400272966,
-0.3938937086273055,
-0.41503761993897437,
-0.4413709869879856,
-0.4730395107857669,
-0.5098549271702939,
-0.5512092320387254,
-0.5960222819928724,
-0.6427461993610126,
-0.6894422554373587,
-0.7339294582872412,
-0.7739841320228917,
-0.8075547153901703,
-0.8329522880804837,
-0.848985669361349,
-0.8550257117401298,
-0.8510001311658955,
-0.8373328101001936,
-0.8148477880872294,
-0.784658501208014,
-0.748059105598075,
-0.7064291263733029,
-0.6611570185019975,
-0.6135836258513642,
-0.564963439458973,
-0.5164399805400848,
-0.46903130096151013,
-0.42362212867677557,
-0.380960194133934,
-0.34165539002689826,
-0.30618133530461644,
-0.2748794283249162,
-0.2479655190268123,
-0.22553900695414975,
-0.2075937174558169,
-0.19402960162577243,
-0.18466434336368298,
-0.1792443580479237,
-0.17745526028769854,
-0.1789323853817122,
-0.18327212646526825,
-0.1900446097432742,
-0.19880768281323147,
-0.20912157658479713,
-0.22056316557009648
],
[
-0.3500181492552006,
-0.35107726901215286,
-0.35406040595604726,
-0.3594887975653691,
-0.3679326411209516,
-0.37998627569464993,
-0.396228680211905,
-0.41716686399039776,
-0.44316175566059407,
-0.47434003859038737,
-0.5105011654995157,
-0.5510356543574757,
-0.5948763302859653,
-0.6405047494084862,
-0.686027404032161,
-0.7293205416618114,
-0.7682234919031117,
-0.8007461540051113,
-0.8252528212416606,
-0.8405924981968022,
-0.8461609535675871,
-0.8418957604635435,
-0.8282176611346226,
-0.8059376450582432,
-0.7761495082310692,
-0.7401241357076243,
-0.6992164180050152,
-0.6547902974966646,
-0.6081630129676556,
-0.5605666186968736,
-0.5131233043130006,
-0.46683068675317707,
-0.4225537320949726,
-0.38102091765419954,
-0.34282331256309173,
-0.3084161433554238,
-0.27812291882968065,
-0.25214224929956763,
-0.23055719895066118,
-0.21334657400588553,
-0.2003972331091729,
-0.19151649619390176,
-0.18644405092255623,
-0.18486326830219624,
-0.18641230209348203,
-0.190695546029638,
-0.19729587431740514,
-0.2057876738343567,
-0.21575018299625492,
-0.2267802858979291
],
[
-0.352120098301006,
-0.3533490769632882,
-0.3564781605714955,
-0.36201361321200687,
-0.3705071849802415,
-0.38253133169310927,
-0.39864023579884256,
-0.4193144549747896,
-0.4448890617237187,
-0.4754688850484248,
-0.5108399850736927,
-0.5503928995447305,
-0.5930782087602818,
-0.6374151729144244,
-0.6815667470040139,
-0.7234793937790025,
-0.7610684379191417,
-0.7924164669197571,
-0.8159490604608024,
-0.830559592357743,
-0.8356690115373817,
-0.8312216186684314,
-0.8176293419567681,
-0.7956828475067818,
-0.7664482905743447,
-0.7311652618557598,
-0.6911564761613469,
-0.6477546191270576,
-0.6022475355853032,
-0.55584005396995,
-0.5096292161569583,
-0.46458929914185604,
-0.42156344397253,
-0.38125959345020877,
-0.3442494485366677,
-0.3109700017490806,
-0.28172770011269277,
-0.2567053633122084,
-0.23597171339725298,
-0.21949295919733403,
-0.20714556038668275,
-0.19872924811894643,
-0.19397963476659008,
-0.19258018659348441,
-0.19417375531851866,
-0.19837407982496358,
-0.20477759635994164,
-0.21297558925896853,
-0.222566325910589,
-0.23316651644046815
],
[
-0.3543401721265428,
-0.3557451324622666,
-0.3590222769015652,
-0.3646609079326406,
-0.37319186588754816,
-0.3851628122450569,
-0.4010998896732672,
-0.4214538753911254,
-0.44653098108840455,
-0.4764120775587778,
-0.5108693221942036,
-0.5492950395276399,
-0.5906620905594229,
-0.633534793402731,
-0.6761422650578428,
-0.7165122022931214,
-0.7526468833763093,
-0.7827110652149433,
-0.8051984894443814,
-0.8190505461979212,
-0.8237137145342525,
-0.8191364630968225,
-0.8057171068025737,
-0.784219722073418,
-0.7556758258814343,
-0.721286600015575,
-0.6823358094122254,
-0.6401187505629722,
-0.5958885516150451,
-0.5508183691096261,
-0.5059765281915121,
-0.46231123837076676,
-0.4206418815686602,
-0.3816546800564605,
-0.3459014917505908,
-0.3138012802920397,
-0.2856442817408119,
-0.2615989715532071,
-0.24172169337287563,
-0.22596842442076137,
-0.21420783908852348,
-0.20623475600501495,
-0.20178325282877763,
-0.20053911172930383,
-0.20215164260083096,
-0.20624515631518114,
-0.21243034870386845,
-0.220315642267932,
-0.22951823442254804,
-0.23967435456688413
],
[
-0.3566581869446992,
-0.35824232617611174,
-0.3616666679671262,
-0.3674017608222824,
-0.3759553686964773,
-0.38784786813903743,
-0.40357468071596525,
-0.4235541749502355,
-0.44806149602017853,
-0.47715225412891876,
-0.5105848368535888,
-0.5477553966350243,
-0.5876632973468223,
-0.6289242632055967,
-0.6698416010230221,
-0.7085331465261603,
-0.7430968911630915,
-0.7717873372578345,
-0.7931719383844411,
-0.8062431296890877,
-0.8104733286601585,
-0.8058132062358414,
-0.7926436041886771,
-0.7716968415479566,
-0.7439639069140852,
-0.7106014728407141,
-0.6728484456949521,
-0.6319572990121272,
-0.5891416608609756,
-0.5455389722505315,
-0.5021855660984402,
-0.46000106855061224,
-0.4197793201889451,
-0.38218374383174447,
-0.34774594967145134,
-0.31686711319894234,
-0.289822110389392,
-0.26676648197241826,
-0.24774608320683822,
-0.23270891807097183,
-0.22151835465685787,
-0.2139668226246847,
-0.20978924572622082,
-0.20867578649476115,
-0.2102838287553438,
-0.21424935336480933,
-0.22019789926513844,
-0.2277551644298097,
-0.23655707939926995,
-0.24625898990138761
]
],
"zauto": true,
"zmax": 0.8717469034640618,
"zmin": -0.8717469034640618
},
{
"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": [
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
],
"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": [
[
0.7384196296835435,
0.7372810627013686,
0.7360225379485102,
0.7346599381811496,
0.7332173250301771,
0.7317266171531126,
0.7302263582379016,
0.728759559305959,
0.7273707691228616,
0.7261027030202241,
0.7249928952556847,
0.7240708843840528,
0.7233563660721575,
0.7228585610509803,
0.7225767952577159,
0.7225020479671768,
0.7226190626901591,
0.7229085751388162,
0.7233492882456073,
0.7239193731747112,
0.7245974378928579,
0.7253630302913894,
0.7261968059556629,
0.7270804950735007,
0.7279967717838963,
0.7289290905034198,
0.7298615276823622,
0.7307786604785772,
0.7316655199148899,
0.7325076628189123,
0.7332914029122185,
0.7340042217809502,
0.7346353477547364,
0.7351764531100785,
0.7356223872489178,
0.7359718432601198,
0.7362278512266083,
0.7363980035565334,
0.7364943427307742,
0.736532876465093,
0.7365327256688547,
0.7365149530906845,
0.7365011611428023,
0.7365119813318837,
0.7365655997434135,
0.7366764683198967,
0.736854337247288,
0.7371037097297978,
0.7374237706735832,
0.7378087826590026
],
[
0.7381634822806994,
0.7369687175404853,
0.7356451553859067,
0.7342082692893449,
0.7326819703335358,
0.7310983551812351,
0.7294965397185043,
0.727920557181259,
0.7264164683803747,
0.7250290075284053,
0.7237982211908189,
0.7227566014296568,
0.7219271391868484,
0.7213225394920476,
0.7209455955004854,
0.7207904875620773,
0.7208446259496387,
0.7210906280926025,
0.7215081035741486,
0.7220750652712827,
0.7227689317394127,
0.7235671863842009,
0.7244477950129113,
0.7253894671681312,
0.7263718080559833,
0.7273753771232917,
0.728381663632055,
0.7293730084473847,
0.7303325305432411,
0.731244137676676,
0.7320926991594553,
0.7328644307431104,
0.7335474939660117,
0.7341327581499018,
0.7346146267571018,
0.7349918013676419,
0.7352678504771625,
0.7354514656402404,
0.7355563199508032,
0.7356004881813852,
0.735605438947784,
0.73559466200946,
0.7355920427925032,
0.7356201351937908,
0.7356985062095548,
0.7358423265978656,
0.7360613582082186,
0.7363594426226187,
0.7367345337305898,
0.7371792487291099
],
[
0.7379086616042977,
0.7366573799775014,
0.7352679967527737,
0.7337553527461018,
0.7321429412483766,
0.7304627401345949,
0.7287541371134754,
0.7270619215456717,
0.7254334817805781,
0.7239155189199163,
0.7225507180104761,
0.7213748585662493,
0.7204147717883863,
0.7196873730307412,
0.7191997655752884,
0.7189501989835618,
0.7189295383848041,
0.7191228907607083,
0.7195111240670362,
0.7200721521290208,
0.7207819807460641,
0.7216155755629156,
0.7225476118256047,
0.7235531235793263,
0.7246080232894391,
0.7256894445450013,
0.7267758828583522,
0.7278471626313241,
0.7288843174771416,
0.7298695096333971,
0.7307861149649018,
0.7316190610029151,
0.7323554385943547,
0.7329853327836277,
0.73350275512316,
0.7339065211455553,
0.7342009082538741,
0.734395948719968,
0.7345072537886118,
0.7345553209736004,
0.7345643407277098,
0.7345605841371868,
0.7345705128250632,
0.7346187975953259,
0.734726455300053,
0.7349093078817334,
0.7351769318996532,
0.7355322053240011,
0.7359714807951678,
0.736485334278306
],
[
0.7376537111770318,
0.7363452121838373,
0.7348887574309121,
0.7332983166773982,
0.7315966824908748,
0.7298154021912583,
0.7279938228743964,
0.7261772178986635,
0.7244141225281179,
0.7227531708333953,
0.7212398486419057,
0.7199136134138477,
0.7188057582002594,
0.7179382271999766,
0.7173233766735541,
0.7169644887307246,
0.7168567476855467,
0.7169884016668181,
0.7173419303857953,
0.7178951643303834,
0.7186223891667711,
0.7194954866139007,
0.7204851148576387,
0.7215618558190048,
0.7226972015494986,
0.7238642516839529,
0.7250380536104988,
0.7261956141843714,
0.72731570842646,
0.7283786705299174,
0.7293663551554306,
0.7302624032973581,
0.7310528559306892,
0.7317270580226224,
0.7322787114346492,
0.7327068847245625,
0.7330167764632737,
0.7332200529251227,
0.7333346327375002,
0.7333838611814933,
0.7333950967760782,
0.7333978140368138,
0.7334213992136513,
0.7334928693917575,
0.7336347689325868,
0.7338634836443584,
0.7341881617094419,
0.7346103487811653,
0.735124347309916,
0.7357182150636014
],
[
0.7373966708239786,
0.7360297506248764,
0.7345043678942861,
0.7328333697415691,
0.7310385528413863,
0.7291507123901764,
0.7272088371869281,
0.725258414562764,
0.7233489589041469,
0.7215310305087695,
0.7198531230069786,
0.7183588263674215,
0.7170845997172736,
0.7160583313697816,
0.7152986755590693,
0.7148150052328751,
0.7146077612222925,
0.7146690214078708,
0.7149832217831509,
0.7155280677544938,
0.7162757171695494,
0.7171942718373674,
0.7182495049860848,
0.7194066352165719,
0.7206318937359567,
0.7218936561828565,
0.7231630186480942,
0.7244138504007894,
0.7256224986725749,
0.7267674060906462,
0.727828905148121,
0.7287893815276791,
0.7296338770416495,
0.7303510711156056,
0.7309344709376533,
0.7313835755351724,
0.731704764093425,
0.7319116885183213,
0.7320250139932091,
0.7320714378543143,
0.7320820161330834,
0.7320899279252467,
0.7321278976884021,
0.7322255599351767,
0.7324070754851433,
0.7326892846042177,
0.7330806107202973,
0.7335808209196533,
0.7341816269694835,
0.7348679973203699
],
[
0.7371351051676827,
0.7357079425938116,
0.7341110401826062,
0.7323558597219775,
0.73046289828858,
0.7284618729636391,
0.7263910982617607,
0.7242960157455319,
0.7222269728481476,
0.7202364854581192,
0.7183763150496997,
0.7166947098204588,
0.7152340873023612,
0.7140292954839615,
0.7131064350294919,
0.712482121643482,
0.7121630584994252,
0.7121458706517826,
0.7124172740460023,
0.7129547345444319,
0.713727756994734,
0.7146998202720557,
0.7158307880878345,
0.7170794582175967,
0.71840584041243,
0.7197728111897167,
0.7211469638688977,
0.7224986943146625,
0.7238017616897001,
0.7250326783008513,
0.726170286328436,
0.7271957827650469,
0.7280932962803198,
0.7288509505269614,
0.729462210330468,
0.7299272254575174,
0.7302538673351905,
0.7304581896981182,
0.7305641214317643,
0.7306023055105165,
0.7306081197512198,
0.7306190400759321,
0.7306716186524156,
0.7307984279226569,
0.7310253482109336,
0.7313695399733153,
0.7318383441464693,
0.7324292133732165,
0.7331306225430171,
0.7339237713934154
],
[
0.7368661531999239,
0.7353762097065897,
0.7337043483512069,
0.7318603742499477,
0.7298631765181315,
0.7277410691082655,
0.7255313847522837,
0.7232792776365509,
0.721035812276381,
0.7188555339384484,
0.7167937926136885,
0.7149040979738206,
0.7132357110891423,
0.7118315581748138,
0.710726438567965,
0.709945453737005,
0.7095026375370697,
0.7093998985882971,
0.7096265219484735,
0.7101595301516964,
0.7109651144789313,
0.712001123777474,
0.7132203168951613,
0.7145738571294223,
0.7160144468698292,
0.7174986024818272,
0.7189878172318284,
0.7204486666762506,
0.7218521764670249,
0.7231729210321887,
0.724388323353905,
0.7254784998560285,
0.7264267929072596,
0.7272209201754933,
0.7278544978590931,
0.7283285933928905,
0.7286529384482548,
0.728846474754162,
0.7289369974065398,
0.7289597876530215,
0.7289552759787038,
0.728965931075866,
0.7290327097333817,
0.729191500330331,
0.7294700227780625,
0.7298855953867095,
0.7304440484825705,
0.7311398814480562,
0.731957565062038,
0.7328737277065084
],
[
0.7365865974426298,
0.7350305364352852,
0.7332793404647148,
0.7313408806484827,
0.7292321291080816,
0.7269796779006505,
0.7246195853528112,
0.7221965019813184,
0.7197621310461838,
0.7173731727199301,
0.715088953396362,
0.7129689303588821,
0.7110701898919746,
0.7094449596746462,
0.7081380929037727,
0.7071845069132455,
0.7066066893321884,
0.7064125758618025,
0.7065942597531774,
0.7071280090990125,
0.7079758873277869,
0.7090889258631824,
0.7104114004602204,
0.7118854632426015,
0.7134552962498233,
0.7150701110860757,
0.7166856629393634,
0.7182643555834894,
0.7197743575990899,
0.721188336202377,
0.7224824122639617,
0.7236357774268255,
0.7246311608141487,
0.7254560683495462,
0.7261045062397528,
0.7265787760271923,
0.726890896960596,
0.7270632589765883,
0.7271282174778777,
0.7271264926550632,
0.7271044166832635,
0.7271102634941135,
0.7271900707868627,
0.7273834869524954,
0.72772021157652,
0.7282175267099241,
0.7288792435913322,
0.7296961521398554,
0.7306478144626535,
0.7317053462476366
],
[
0.7362929500928511,
0.7346665802838277,
0.7328306777966356,
0.7307908994743536,
0.7285619948044254,
0.7261685264474479,
0.7236450063585003,
0.7210353966454827,
0.7183920049227575,
0.7157738695259516,
0.71324475360484,
0.7108708352088304,
0.7087181066286165,
0.706849425429586,
0.7053211545438343,
0.7041794385719357,
0.7034563867704762,
0.7031666982383952,
0.703305445567408,
0.7038477044699444,
0.7047504240585714,
0.7059564359535571,
0.7073999627294933,
0.7090126028774022,
0.7107286807128477,
0.7124890812936759,
0.7142431511996217,
0.7159487750023988,
0.7175711707361122,
0.7190811748032744,
0.720453775796188,
0.7216674500208883,
0.7227045376416799,
0.7235525753331742,
0.7242062453405165,
0.724669450735349,
0.7249569862390232,
0.7250953264467094,
0.7251221771948972,
0.7250846139107311,
0.7250358483338244,
0.725030901223595,
0.7251216789713419,
0.7253521088661877,
0.7257540331262585,
0.7263444674039986,
0.727124604159667,
0.7280806349060803,
0.7291861543392604,
0.7304056700401879
],
[
0.735981552585662,
0.7342797989381957,
0.7323527952462298,
0.730203704238202,
0.7278447546434546,
0.7252981881951235,
0.7225967242174921,
0.7197834883415338,
0.7169114069922726,
0.7140421020757685,
0.7112443100108029,
0.7085917924551421,
0.7061606288237176,
0.7040257392461269,
0.7022565489602691,
0.7009119144788629,
0.700034766498436,
0.6996472792368407,
0.699747587261937,
0.700308988071669,
0.7012821396498532,
0.7026000842298461,
0.7041852246762621,
0.7059569004770653,
0.7078381249210866,
0.7097603690029294,
0.7116658796604746,
0.7135076898671254,
0.7152480130509157,
0.7168559847143874,
0.7183056903159022,
0.7195751594446662,
0.7206466231764302,
0.7215079425600611,
0.722154810483312,
0.7225931496361203,
0.7228410776681736,
0.7229298662004057,
0.7229034596070912,
0.7228163259129352,
0.7227296723274907,
0.722706348884707,
0.7228050417201056,
0.7230745593208493,
0.7235490749610698,
0.7242450669296908,
0.7251604064445148,
0.7262756490519988,
0.7275571923087826,
0.7289616716628375
],
[
0.7356486842815886,
0.73386558875531,
0.7318400757200476,
0.7295725381658406,
0.7270723976664252,
0.7243593038569778,
0.7214639671640091,
0.7184285692635797,
0.7153067220588405,
0.7121629412891577,
0.7090715512810467,
0.7061148508661051,
0.7033802876602097,
0.7009563786491126,
0.6989272545082736,
0.6973660306808057,
0.6963276747842068,
0.6958425021348983,
0.695911679635412,
0.6965059701682483,
0.697568356083275,
0.6990202847708364,
0.7007703776654832,
0.7027238569046882,
0.7047908710386481,
0.7068923411605305,
0.708962719290444,
0.7109498828704552,
0.7128130364021876,
0.7145198057006902,
0.7160436675653699,
0.7173625373833769,
0.7184588759756442,
0.7193212151687213,
0.7199466412257304,
0.72034356273218,
0.7205340235504829,
0.720554877130307,
0.7204572911187268,
0.7203042869693105,
0.7201663280313483,
0.7201153269750232,
0.7202177947788527,
0.7205281148456728,
0.721083007493362,
0.7218980965415118,
0.7229671147765028,
0.7242637798045272,
0.7257458754172098,
0.7273607196245845
],
[
0.7352906755516452,
0.7334194283698274,
0.7312870304494425,
0.7288908378551252,
0.7262371946900821,
0.7233429118245998,
0.7202365080956934,
0.7169591570984427,
0.7135652769238796,
0.7101226532030949,
0.7067118910642666,
0.7034248700291921,
0.7003617847617403,
0.6976263803155203,
0.6953192177468618,
0.6935292665082343,
0.6923247417838295,
0.6917446946526571,
0.6917931550774277,
0.692437400185455,
0.6936111287040044,
0.6952221680044359,
0.6971632098344034,
0.699323366209737,
0.7015982906331083,
0.7038971942917893,
0.7061460556180765,
0.7082873369337724,
0.7102772902919641,
0.7120822917480087,
0.7136755743377206,
0.7150353392217027,
0.7161446768748351,
0.7169931892667825,
0.7175797845840968,
0.7179158668291447,
0.7180280582931517,
0.7179596442189922,
0.7177700913970309,
0.7175322573310731,
0.7173272701035139,
0.7172374965885614,
0.7173384606206958,
0.7176909124296285,
0.7183343642457014,
0.7192832164350859,
0.7205261195923681,
0.722028572161091,
0.7237381268258045,
0.725591148127666
],
[
0.7349040204305568,
0.7329370210453133,
0.7306884769903199,
0.7281524533589634,
0.7253319671449412,
0.722240772322158,
0.7189050500653932,
0.715364946879754,
0.7116758622133131,
0.7079092926582118,
0.7041528935223479,
0.7005092557244136,
0.6970927932852025,
0.6940242002909092,
0.6914222630238048,
0.6893934296746383,
0.6880203433861032,
0.6873512837631404,
0.6873928037430184,
0.6881075234790652,
0.689418013328929,
0.6912162381745539,
0.693376642960866,
0.6957701309987835,
0.6982761869495674,
0.7007911593202889,
0.7032319163804778,
0.7055353081621312,
0.7076547629390509,
0.7095557422567064,
0.7112116744514534,
0.7126015159701887,
0.7137094485245836,
0.7145265951054192,
0.7150541558839671,
0.7153070754729336,
0.7153172453658225,
0.7151352860896896,
0.7148301200547077,
0.7144858382782834,
0.7141957883008009,
0.7140543441073283,
0.7141473790641574,
0.7145429050244796,
0.7152835000366339,
0.7163819141612984,
0.7178206344587761,
0.7195553670966712,
0.7215216054416533,
0.7236429292762383
],
[
0.7344854842501449,
0.7324144296932561,
0.7300397069995729,
0.7273518546126578,
0.7243503384009878,
0.7210456699638181,
0.7174615861231222,
0.7136372334480412,
0.7096292216104176,
0.7055132618613941,
0.7013849018468734,
0.6973586568176131,
0.693564719110927,
0.6901425324041391,
0.6872309572657367,
0.6849555518370046,
0.6834145064266495,
0.6826656840669791,
0.6827176148544718,
0.6835268448489366,
0.6850027250465747,
0.6870189083870455,
0.6894291353128787,
0.6920839358861245,
0.6948449516699297,
0.6975945616489471,
0.7002399592588645,
0.702712267247555,
0.7049623021438468,
0.7069550268499913,
0.7086645802388374,
0.7100712133989902,
0.7111607214746977,
0.7119262477662966,
0.712371789772028,
0.7125164034225884,
0.7123979647750287,
0.7120753702300369,
0.7116282184758654,
0.7111533328258386,
0.7107579727487324,
0.7105502308076787,
0.7106278162879289,
0.7110670018172397,
0.7119137327075736,
0.7131786180178805,
0.7148367531969341,
0.7168322783324591,
0.71908658393412,
0.7215084409293199
],
[
0.7340322022373617,
0.7318481992154992,
0.7293366367868819,
0.7264843152017529,
0.7232869562401035,
0.7197516807501033,
0.7158997167180293,
0.7117692848085005,
0.7074184858895811,
0.7029278084313956,
0.6984016017154268,
0.6939675930657412,
0.6897733889402546,
0.6859790489577144,
0.6827453910821926,
0.6802186925463523,
0.6785137119919046,
0.6776980715642161,
0.6777814888665807,
0.6787127477196464,
0.680385638468512,
0.6826528656131238,
0.6853449070733582,
0.688289740980892,
0.6913295440309952,
0.6943317102593041,
0.697193298837294,
0.699839693028921,
0.7022194032731176,
0.704297393767894,
0.7060491052358863,
0.7074566909598702,
0.7085081396009933,
0.709199157881052,
0.7095370733801717,
0.7095456371358845,
0.7092694323051631,
0.7087765874116372,
0.7081586391756153,
0.7075267218240132,
0.7070038200853492,
0.706713604286894,
0.7067672500662641,
0.7072503910995878,
0.7082126651700177,
0.7096619802157231,
0.7115646593398198,
0.7138512992362619,
0.7164269324400125,
0.7191833159968268
],
[
0.7335417659284054,
0.7312354619485439,
0.7285759350482003,
0.7255460661726434,
0.7221376771327821,
0.7183543918008359,
0.7142149103477953,
0.7097566493124865,
0.7050395318786337,
0.7001494403160594,
0.6952004944369745,
0.6903349860009772,
0.6857196348181295,
0.6815370303357342,
0.6779718396105642,
0.6751926114908763,
0.6733315531272126,
0.6724659959583237,
0.6726057714883671,
0.6736899195004729,
0.6755940815494812,
0.678147221516782,
0.6811539497534065,
0.6844175635080404,
0.6877592674322875,
0.6910305976178102,
0.694118160317607,
0.6969417102592163,
0.6994478595894249,
0.7016021589212954,
0.7033820157749153,
0.7047721577496439,
0.7057634007912039,
0.7063545963020706,
0.7065569531796088,
0.7063995003654517,
0.7059342374662334,
0.7052394706739785,
0.7044199472631499,
0.7036027399963648,
0.7029284655451181,
0.7025383574477077,
0.7025588173117341,
0.7030860314655255,
0.7041736722911369,
0.7058263124101993,
0.7079999682732863,
0.7106095181902387,
0.7135411849967397,
0.7166673499557316
],
[
0.7330122953535189,
0.7305740234314989,
0.7277551240155884,
0.7245344148277247,
0.72089970562642,
0.7168510651499888,
0.7124046964874067,
0.7075973831714594,
0.7024912502207323,
0.6971782388179771,
0.6917832584679309,
0.6864645690879025,
0.6814097487423849,
0.6768258544357275,
0.6729232708828208,
0.6698942733287515,
0.6678892076823041,
0.666994789152325,
0.6672195653992157,
0.6684905391238242,
0.6706623815583209,
0.6735374126522602,
0.676891789950036,
0.6805021257067212,
0.6841673294896761,
0.6877224033665555,
0.6910433586401155,
0.6940445742670626,
0.6966712799473906,
0.6988902813347666,
0.700681686434526,
0.7020335283996058,
0.7029401326166662,
0.703404108448255,
0.7034411066935521,
0.7030860012788772,
0.7023988820040887,
0.7014691367601437,
0.7004159688205115,
0.6993840246655557,
0.6985335125617012,
0.698025305987609,
0.6980028943188109,
0.698574280863504,
0.699797520810814,
0.7016731401606668,
0.7041451671351394,
0.707110406691324,
0.7104336532785454,
0.7139654327775284
],
[
0.7324424962093918,
0.729862427390376,
0.7268726523994229,
0.7234478260991496,
0.7195716853230257,
0.7152407405826627,
0.7104687838936802,
0.7052921891830823,
0.6997757103785166,
0.6940180556622124,
0.6881559827852837,
0.6823651583119271,
0.6768557862462098,
0.6718613224288013,
0.6676196755514572,
0.6643481559711069,
0.6622156941413159,
0.6613177353532081,
0.6616597840664936,
0.6631541923598725,
0.6656316325816996,
0.6688648256041404,
0.6725989908842613,
0.6765822609341648,
0.6805901855321503,
0.6844408086129786,
0.6879996148794698,
0.6911760174624558,
0.6939144899169122,
0.6961838403070618,
0.6979676722862952,
0.699258107979902,
0.7000537069696176,
0.7003614761574295,
0.7002020699780555,
0.6996167446546724,
0.6986742951512601,
0.6974760192622357,
0.696156749427367,
0.6948802955575952,
0.6938284146814663,
0.6931837366199158,
0.6931087600338718,
0.693724612248745,
0.6950940696578243,
0.6972128227020203,
0.7000110986980473,
0.703365127546836,
0.7071155377113021,
0.7110884595929379
],
[
0.7318317025652753,
0.7291000006184739,
0.7259279408246103,
0.7222859670187051,
0.718153741467315,
0.7135242766282801,
0.7084091020222686,
0.7028444625667004,
0.6968982165725014,
0.6906765854033983,
0.6843292610396764,
0.678050769931595,
0.6720757037209893,
0.6666658037704677,
0.662088199002822,
0.6585863413376665,
0.6563478875761478,
0.6554759787631559,
0.6559709240348794,
0.6577274939439303,
0.6605491687941304,
0.6641761386428517,
0.6683203918484599,
0.6727000867253633,
0.6770666819330435,
0.6812211431365544,
0.6850187360680585,
0.688364485491603,
0.6912028437011604,
0.693505439307688,
0.69526021889012,
0.696464221265415,
0.697121002022115,
0.6972426271732073,
0.6968553117138665,
0.6960071899200563,
0.6947762959052713,
0.6932765533988623,
0.6916594730866946,
0.6901095074949359,
0.6888318447080695,
0.6880329556735859,
0.6878962681892584,
0.6885573391343702,
0.6900839726572785,
0.6924661601515618,
0.69561841328255,
0.6993937912045474,
0.7036059700524365,
0.7080541618903604
],
[
0.7311799069406049,
0.7282868802084502,
0.7249214028246175,
0.7210497178342276,
0.7166474789161871,
0.7117043332796099,
0.7062297683721303,
0.7002602453551375,
0.693867254173018,
0.6871653103893951,
0.6803181413143312,
0.6735405780401587,
0.667093320358134,
0.6612681900210979,
0.6563630644458224,
0.6526483764854577,
0.6503302833957627,
0.6495181572734563,
0.6502045465138526,
0.6522634119429184,
0.6554677457012938,
0.6595223904133506,
0.6641041048327689,
0.6688999721179002,
0.6736370330128562,
0.6780994035563607,
0.6821326985213387,
0.6856383029481176,
0.6885614845803436,
0.6908775703637094,
0.6925797381910139,
0.6936708074083338,
0.6941601239957356,
0.6940654947702235,
0.6934192450295581,
0.6922768334871034,
0.6907259671351106,
0.6888937630872848,
0.6869492783063913,
0.6850988998605703,
0.6835729638458098,
0.6826037419797648,
0.6823974258451881,
0.6831052448136489,
0.6848002763372464,
0.6874658826966388,
0.6909988881486634,
0.6952265675482673,
0.699932905132162,
0.7048877889041759
],
[
0.7304877807335441,
0.7274240272162154,
0.7238544466903956,
0.719741156281734,
0.7150559430289316,
0.709785304609,
0.7039369899463028,
0.6975480967776063,
0.690694332425999,
0.6834993219578857,
0.6761419326454884,
0.6688587106961524,
0.6619381016148255,
0.6557036533298556,
0.6504852826619266,
0.6465809015254287,
0.6442145070723098,
0.6434997635024391,
0.6444184745797058,
0.6468203076046433,
0.6504444510524381,
0.6549578063550382,
0.6600003073830203,
0.665227344982689,
0.6703416816847904,
0.6751111946519744,
0.6793726866196765,
0.6830248183770325,
0.6860145997003266,
0.6883219793543932,
0.6899462839704317,
0.6908970055603113,
0.691190104745158,
0.6908498323887559,
0.6899151690184566,
0.688449292557894,
0.686549902109479,
0.6843576929639199,
0.6820598954849428,
0.6798858490149999,
0.6780924808229835,
0.676939580710083,
0.6766577454288883,
0.677414977083445,
0.6792897740781673,
0.6822578872357525,
0.6861964886942058,
0.6909045402912894,
0.6961337644477681,
0.7016225586764655
],
[
0.7297566888552387,
0.7265132321605043,
0.722729465393166,
0.7183635241980051,
0.7133835545828149,
0.7077732139904945,
0.7015389125169232,
0.6947188933948012,
0.6873937362783482,
0.6796970286175437,
0.6718238763377414,
0.6640338897819891,
0.6566447669851828,
0.6500132110658137,
0.6445021500784994,
0.640437047874155,
0.6380585771620846,
0.6374822463200123,
0.6386757270090317,
0.6414607211809829,
0.6455393859757256,
0.6505384327124073,
0.6560598888712347,
0.6617274011518223,
0.6672201074072932,
0.672290656657779,
0.6767681471151444,
0.6805495843701023,
0.6835847195728321,
0.6858590761796877,
0.6873790634823944,
0.6881617596881312,
0.688230593703917,
0.6876169904398326,
0.6863671335824008,
0.6845522679602366,
0.6822802822091207,
0.6797056228182309,
0.6770340200660849,
0.6745184148090253,
0.6724433703000814,
0.6710975290427947,
0.6707372078446435,
0.6715480391396024,
0.6736139474712459,
0.6769020596577697,
0.6812680233352569,
0.6864801743729158,
0.6922557232797777,
0.6982997922042148
],
[
0.7289887029200232,
0.725557118631348,
0.7215498232138198,
0.716921187813534,
0.7116360329156449,
0.705675588840586,
0.6990454367723542,
0.6917855792590835,
0.6839822074536202,
0.6757797697880495,
0.667390697810207,
0.6590989267922761,
0.6512527309087114,
0.6442431031887899,
0.6384665415126269,
0.634275615568494,
0.6319259357075168,
0.6315318752696837,
0.633043221891695,
0.6362499487942526,
0.6408141727766504,
0.6463206436679001,
0.6523330213726696,
0.658443788486395,
0.6643096532851861,
0.6696694466741266,
0.6743459218910858,
0.6782356296258155,
0.6812921126701768,
0.6835074334024699,
0.6848960217256671,
0.685483471258324,
0.6853015640241397,
0.6843896645916983,
0.6828017239826258,
0.6806173663138582,
0.6779547463472267,
0.6749820014145302,
0.6719233317780897,
0.6690554633042138,
0.666691105313857,
0.6651485447498646,
0.6647106505896252,
0.6655811821021178,
0.667849301677844,
0.6714725005107065,
0.676283228860718,
0.6820172576285166,
0.6883555293459755,
0.6949686447162993
],
[
0.7281866173542134,
0.7245591515463223,
0.7203198484127102,
0.7154196044366581,
0.709820323808077,
0.7035013353111551,
0.6964680253629061,
0.6887628927971513,
0.6804785826853667,
0.671771362334012,
0.6628720635916885,
0.6540900950467998,
0.6458053926472025,
0.6384439943348559,
0.6324360079628747,
0.6281600419136268,
0.6258842643757864,
0.6257183963918441,
0.6275902915607537,
0.6312544656693023,
0.636330356736085,
0.6423595971178898,
0.6488677340826965,
0.6554173437349711,
0.6616444456979603,
0.6672758410842327,
0.6721295187535924,
0.6761028752373747,
0.6791543204652595,
0.6812834122814712,
0.6825135311332619,
0.682879726342804,
0.6824230525450216,
0.6811916267660977,
0.6792477654477487,
0.6766797674581796,
0.673616019126561,
0.6702380428587326,
0.6667880746499458,
0.6635662489107886,
0.6609132553186968,
0.6591771012429474,
0.6586673839971489,
0.6596059927021936,
0.6620868911570658,
0.6660569651792467,
0.6713241215102095,
0.6775901815819119,
0.6844987486732281,
0.6916853582732647
],
[
0.7273539722333952,
0.7235236561223609,
0.7190448410615686,
0.7138653085446268,
0.7079445497746422,
0.701260635758244,
0.6938195288567558,
0.6856671029779994,
0.6769034247914064,
0.6676976165161375,
0.6582999783952639,
0.6490464090554353,
0.6403493000319284,
0.6326700197007089,
0.6264716947973348,
0.6221571771417473,
0.6200041076320773,
0.6201135115127072,
0.6223870550237259,
0.6265402563462588,
0.6321477740278777,
0.63870771755592,
0.6457085703328321,
0.652684956984985,
0.6592544738481315,
0.665134017587385,
0.6701385701082321,
0.6741677371914209,
0.6771858682870708,
0.6792009462111837,
0.6802462123355928,
0.6803671189613545,
0.6796149514053209,
0.6780474515934549,
0.6757359533173389,
0.6727777318326015,
0.669311276817862,
0.6655309432325265,
0.6616961283453413,
0.6581293548233222,
0.6551983156044506,
0.653279924810214,
0.6527098493847571,
0.6537274802405517,
0.6564308444827087,
0.6607553452457717,
0.6664834681390504,
0.6732824480475313,
0.6807583572934066,
0.6885119820832605
],
[
0.7264950854919145,
0.7224558523229515,
0.7177311038576499,
0.7122659292568432,
0.7060180000276576,
0.6989648925254276,
0.6911140609993758,
0.6825157918911604,
0.6732786893518519,
0.6635858675686962,
0.653708168794496,
0.64400885435098,
0.6349332242334995,
0.6269777044493335,
0.6206371039503803,
0.6163358886585959,
0.6143573284144765,
0.6147892162236357,
0.6175026964539441,
0.6221711135764372,
0.6283229567373185,
0.6354132803238848,
0.6428953986660259,
0.6502786277764012,
0.6571648834487027,
0.6632635607361876,
0.6683885140177913,
0.6724429419173139,
0.6753981731983953,
0.6772714990972115,
0.6781069014992501,
0.6779611853072138,
0.6768968656022848,
0.6749822519225043,
0.6722984201138793,
0.6689519541172313,
0.665091247983188,
0.6609226991041327,
0.6567215308822414,
0.6528309247764538,
0.6496436713362982,
0.647563729448602,
0.6469511741996757,
0.6480615099015498,
0.6509957417708133,
0.6556770640079778,
0.6618622784239632,
0.6691843331706218,
0.6772126385558963,
0.6855145427107491
],
[
0.7256150953682184,
0.7213619073489385,
0.7163860012237507,
0.7106302485352458,
0.7040511750041802,
0.696626740007454,
0.6883669535959651,
0.6793277230615564,
0.6696274749384415,
0.659464577712121,
0.6491315119666311,
0.6390196256710261,
0.6296071985798283,
0.6214248019556866,
0.614996737685542,
0.6107655269473693,
0.6090154305648803,
0.6098160377539384,
0.6130037010979287,
0.6182069665455964,
0.6249076404465992,
0.6325191614225799,
0.6404624353594583,
0.6482247598933034,
0.6553955199135836,
0.6616792153025512,
0.6668905127652874,
0.670937563256646,
0.6737996531157905,
0.6755042012229747,
0.6761067673360587,
0.67567645429875,
0.6742880455885136,
0.6720214367499919,
0.6689682568959431,
0.6652447829798636,
0.6610090681143754,
0.6564785423110995,
0.6519424565551023,
0.6477621738049639,
0.6443526641299653,
0.6421418977616079,
0.6415115586882378,
0.642731013024325,
0.6459027832294465,
0.650937342538789,
0.6575662975537943,
0.6653897109912955,
0.6739424060469648,
0.6827606953554661
],
[
0.7247200116175317,
0.7202490056956189,
0.7150180482265791,
0.7089683050746662,
0.7020558956514209,
0.694260142481365,
0.685594817850949,
0.6761228333235516,
0.6659739064066956,
0.6553630690164495,
0.6446055781994543,
0.6341214461374637,
0.6244215928646677,
0.616069116731311,
0.6096146822735423,
0.6055143055240702,
0.6040477986081241,
0.6052612258759335,
0.6089521061411185,
0.6147022985169808,
0.6219474323761688,
0.6300618034739136,
0.6384375176129675,
0.6465437209142999,
0.6539607343380113,
0.6603908897965314,
0.6656516029252335,
0.6696572694776737,
0.6723960233573697,
0.6739061491435603,
0.6742555672573679,
0.6735266092486116,
0.6718073971622613,
0.6691905031397741,
0.6657790111694436,
0.6616993405812801,
0.6571189329010007,
0.6522650447820703,
0.6474387087399166,
0.6430162394893976,
0.6394308207505385,
0.6371301640407433,
0.6365135484721882,
0.6378610316794617,
0.6412748146630859,
0.6466524140367707,
0.6537015884898488,
0.6619921324851105,
0.6710276484002596,
0.6803169464706565
],
[
0.723816771275132,
0.7191254325282603,
0.7136370259038933,
0.7072915426904126,
0.7000454804381504,
0.6918805872950565,
0.6828157311592142,
0.6729223793679644,
0.6623431965508753,
0.6513114473200439,
0.6401663610059203,
0.6293570514354644,
0.6194263121465302,
0.6109674006230539,
0.6045532159765636,
0.6006476740927053,
0.599519929964517,
0.601186969155881,
0.6054038353418701,
0.6117047159439631,
0.6194806909561837,
0.62807043394484,
0.6368416472428406,
0.6452496707791575,
0.6528694432033003,
0.6594038908049592,
0.6646750506149149,
0.6686047501924803,
0.6711907496561769,
0.6724828406594334,
0.6725620185071687,
0.6715247440757383,
0.6694735626339852,
0.666514869863129,
0.662764186239154,
0.658358587319816,
0.6534746193463561,
0.6483479886469042,
0.6432888497306285,
0.6386845218256381,
0.6349814155299884,
0.63264149109616,
0.6320764008505635,
0.6335728177515376,
0.6372304377052611,
0.6429339151515877,
0.6503694249279645,
0.6590803647898348,
0.6685437769989553,
0.6782456007681793
],
[
0.7229132918065663,
0.7180006618793868,
0.7122541137224674,
0.7056129942647885,
0.6980349833269522,
0.6895053714263295,
0.6800495554254345,
0.6697492567655253,
0.6587619191509562,
0.6473407680317589,
0.6358502642847546,
0.6247689254790685,
0.6146702196733588,
0.6061744297574188,
0.5998715514245899,
0.5962267935652883,
0.5954917637753449,
0.5976487328791246,
0.6024072013695767,
0.6092537355435883,
0.6175376620570604,
0.62656655839954,
0.635688806741435,
0.6443506437696985,
0.6521254129429351,
0.6587193501488422,
0.6639608684405085,
0.6677802773476779,
0.6701856122361318,
0.6712387025121849,
0.6710342476704392,
0.669683686259543,
0.6673050579127615,
0.6640197543196662,
0.6599567659492978,
0.655264384647005,
0.6501279636983903,
0.644790134080605,
0.639567149841006,
0.6348527475586971,
0.6311006558168234,
0.628780478520956,
0.6283099205470765,
0.629977385284859,
0.6338776083183447,
0.6398828433522044,
0.6476608521985185,
0.6567337032926591,
0.6665577381514626,
0.6766016426659042
],
[
0.7220185116331266,
0.7168854368183437,
0.7108820235288064,
0.7039474834282844,
0.6960414740831506,
0.6871539643381449,
0.6773183747525773,
0.6666284884525134,
0.6552585042224245,
0.6434834728978894,
0.6316943971997608,
0.6203993611384504,
0.6102008791739765,
0.6017423754563096,
0.5956248381020279,
0.5923072444270618,
0.5920162356791117,
0.5946938368056592,
0.600001673699969,
0.6073798598364456,
0.6161399120244817,
0.6255637399851597,
0.6349860346007619,
0.6438488524779412,
0.6517277254202127,
0.6583347932169307,
0.66350643851216,
0.6671823434954548,
0.669381325283848,
0.670177658426308,
0.6696802718850923,
0.668016348608116,
0.6653204403827663,
0.6617300858802617,
0.6573887834873003,
0.6524566094426657,
0.6471273957016727,
0.6416490428316058,
0.6363405842413912,
0.6315970671271333,
0.6278728812705615,
0.6256377696200617,
0.6253082914871435,
0.6271690752472732,
0.6313072828954228,
0.6375836079668048,
0.6456513866646845,
0.6550174550022465,
0.6651243117794647,
0.675429802226828
],
[
0.7211424056370874,
0.7157918247829593,
0.7095351131388675,
0.7023118168849912,
0.6940843291381753,
0.6848484122396022,
0.6746470173415605,
0.6635878513997995,
0.6518639333305517,
0.6397740906399081,
0.6277371905261989,
0.6162908853515062,
0.6060646840564431,
0.5977205645309155,
0.5918635441681562,
0.5889381032727776,
0.5891381967537663,
0.5923603997820756,
0.5982170143192059,
0.6061040097586753,
0.6153000902507859,
0.6250676656507917,
0.6347337351548741,
0.6437411714594745,
0.6516713711148281,
0.658244789338877,
0.6633071798262731,
0.666808315297054,
0.6687781510308125,
0.6693036794880576,
0.6685084584230779,
0.6665360639328783,
0.6635384731918936,
0.6596704387876612,
0.6550909432936453,
0.649972366115647,
0.6445166265611834,
0.6389751223708701,
0.6336661266847757,
0.6289805311948724,
0.6253662275733999,
0.6232850042289776,
0.6231445260565291,
0.6252197921215983,
0.6295877658947477,
0.6360987823148165,
0.6443963843921701,
0.6539790322047067,
0.6642829428217037,
0.6747620679270354
],
[
0.7202959617379872,
0.714733228287036,
0.7082294524645306,
0.7007249317275749,
0.6921854881075128,
0.6826137298615971,
0.6720636003114492,
0.660658575991449,
0.648612570256823,
0.6362501440535268,
0.6240192920806591,
0.612487029380944,
0.6023073846409395,
0.5941556748793331,
0.5886332976681286,
0.5861614940280956,
0.5868938149252365,
0.5906767627941201,
0.5970728693235781,
0.6054373688511306,
0.615022040486086,
0.6250764878103905,
0.6349261890718817,
0.644019752135248,
0.651947913439483,
0.6584416238503997,
0.6633571984908301,
0.6666550409358812,
0.6683764480981422,
0.6686212582190859,
0.667527906908331,
0.6652568519989323,
0.6619782441476695,
0.657864957481592,
0.6530922921786858,
0.6478453275306745,
0.642333571821237,
0.6368100397709127,
0.6315885756633981,
0.6270502842020588,
0.6236292008066804,
0.6217708651454497,
0.6218661562043478,
0.6241745731625467,
0.6287604090498277,
0.6354651530909899,
0.643927591709175,
0.6536450728016694,
0.6640554276328408,
0.674615885997535
],
[
0.7194911043942478,
0.7137243298639631,
0.7069828117495495,
0.6992079555891028,
0.6903696198353523,
0.6804782080504963,
0.6696000097886147,
0.6578760158768757,
0.6455430137851758,
0.632953145453974,
0.6205846269442922,
0.6090333446572734,
0.5989749403940271,
0.5910923298875312,
0.585975191517194,
0.5840126543560091,
0.585310521206547,
0.5896614552174311,
0.5965788659172211,
0.6053816629995692,
0.615301257666732,
0.6255814155049797,
0.6355522228076893,
0.6446727181780462,
0.6525461693154205,
0.6589159358844111,
0.6636498651372499,
0.6667193564461549,
0.6681770996372403,
0.6681357522974021,
0.6667487009445632,
0.6641935677445281,
0.6606591933555507,
0.656337238620026,
0.651419921657639,
0.6461052151254233,
0.6406095615478449,
0.6351856157789388,
0.6301390980711594,
0.6258357481202358,
0.6226885292879208,
0.6211186710434345,
0.6214926822472502,
0.6240490331152799,
0.6288371908428654,
0.635691545711079,
0.6442512833195669,
0.6540199118172905,
0.6644447027055759,
0.6749932276686631
],
[
0.7187405522721898,
0.7127809509821093,
0.7058145410784273,
0.6977841345834666,
0.6886641347561363,
0.6784735520247848,
0.6672922062270165,
0.6552801521068957,
0.6426988115391096,
0.6299294991605815,
0.6174814295822657,
0.6059784724686421,
0.5961145222707336,
0.5885739490067327,
0.5839264519801484,
0.5825204593696884,
0.5844074745356295,
0.5893236928205897,
0.5967352025309315,
0.6059298534341804,
0.6161256559070677,
0.6265675112795966,
0.6365959880635909,
0.6456848910436087,
0.6534528567252835,
0.6596572746899578,
0.6641782743295374,
0.6669984470239244,
0.6681817775682788,
0.6678535535541189,
0.6661819836864995,
0.6633618846694624,
0.6596010046302313,
0.6551101294429437,
0.6500986713135117,
0.6447774059548909,
0.6393688532551134,
0.6341232532267854,
0.6293345938140142,
0.6253479567842416,
0.6225485116624573,
0.6213257857218374,
0.6220150834454092,
0.6248289990779976,
0.6298004767526268,
0.6367586920666871,
0.6453482090994178,
0.6550855775081222,
0.6654348655772574,
0.6758806180595864
],
[
0.7180576005619091,
0.7119198082443786,
0.704745313710731,
0.6964785862088158,
0.687098979857766,
0.6766347596986827,
0.6651802317658044,
0.6529157714034428,
0.6401288360903431,
0.6272310760365187,
0.6147629844198992,
0.6033749892066934,
0.593775390414355,
0.5866436029086354,
0.582521257300674,
0.5817082329899083,
0.5841964141512832,
0.5896643039205722,
0.59753364504659,
0.6070671657824253,
0.617476577713581,
0.6280146309393788,
0.6380377959245536,
0.6470384978289231,
0.6546531682500533,
0.6606545390536254,
0.6649355544880923,
0.6674900339905537,
0.6683930139685562,
0.667782052111649,
0.6658398248745778,
0.6627780780556446,
0.6588233228726494,
0.6542054036823666,
0.6491507960307437,
0.6438826347140093,
0.6386284247984901,
0.6336338896301172,
0.6291778856727341,
0.625580058709521,
0.6231918888186916,
0.6223648745555839,
0.6233974175808155,
0.6264723538924956,
0.631604967877311,
0.6386211388203884,
0.6471753414648757,
0.6568033012118494,
0.6669924169684932,
0.6772501171883997
],
[
0.7174558235392792,
0.7111581566848795,
0.7037967135682044,
0.6953178429476228,
0.6857061608209913,
0.6749996557410146,
0.6633077982019446,
0.6508321527201392,
0.6378871083795533,
0.6249151959643772,
0.6124877679843787,
0.6012796910922649,
0.5920093014866087,
0.5853445393696136,
0.581791402269565,
0.5815945818248279,
0.5846826744032377,
0.5906768948145235,
0.5989587721445161,
0.6087723268820677,
0.6193299422291111,
0.6298984272122546,
0.6398549464708474,
0.6487138182512991,
0.656131239696147,
0.6618962778796554,
0.6659150123767643,
0.6681923748675623,
0.6688140682137061,
0.6679293834206148,
0.6657348645350999,
0.6624585892756134,
0.6583452736772604,
0.6536432855231781,
0.6485955610737656,
0.6434367468390009,
0.6383979927028796,
0.6337184037624355,
0.6296586407899095,
0.6265088617619097,
0.6245820711316298,
0.624186793750955,
0.6255802539300619,
0.6289128058893312,
0.6341815507444101,
0.64121092630686,
0.6496691875585661,
0.6591163478942716,
0.669068574441046,
0.6790611420086526
],
[
0.7169486997575754,
0.7105133192584865,
0.7029906594504607,
0.6943291677733082,
0.6845189544735203,
0.6736080179456332,
0.6617213559453612,
0.6490821168233323,
0.6360318704511015,
0.6230437653187738,
0.6107186895856322,
0.5997529779057421,
0.590870086319067,
0.5847200219175429,
0.5817664686927008,
0.5821939397486093,
0.5858660836609437,
0.5923490129519092,
0.6009892677812179,
0.6110188481482485,
0.6216574105388858,
0.6321913302077418,
0.6420224955148167,
0.6506897347198348,
0.6578704942771826,
0.663370844083091,
0.6671101122175755,
0.669104081574715,
0.6694485974221125,
0.6683039661852388,
0.6658797397833808,
0.6624193740090848,
0.6581847820169737,
0.6534418095018317,
0.6484487397500429,
0.6434504580649677,
0.6386801827597165,
0.6343683617571422,
0.6307548523284919,
0.628097175147041,
0.6266663920610758,
0.6267246987098467,
0.6284854567328889,
0.6320650637904327,
0.6374425282922719,
0.6444425567893105,
0.6527502504706755,
0.6619538291730136,
0.671602396075742,
0.6812629355032751
],
[
0.7165491701995307,
0.7100021130928563,
0.7023486746814653,
0.6935396447590509,
0.683570803664227,
0.6725002692482003,
0.6604685891451987,
0.6477203461106966,
0.6346237686532901,
0.621681380900523,
0.6095211954429017,
0.5988570643012113,
0.5904121048921669,
0.5848121812695953,
0.5824732055142764,
0.5835165376816986,
0.5877414793012441,
0.5946630660543272,
0.603599054489888,
0.6137761908900897,
0.6244274461219037,
0.6348634216240954,
0.6445139076834533,
0.6529441597243144,
0.6598538550494664,
0.665066407756808,
0.6685143047764435,
0.6702237786528933,
0.6703001565120885,
0.6689138600264944,
0.6662863241512347,
0.6626750619030454,
0.6583577122576594,
0.6536160283986123,
0.6487220083392747,
0.6439290874259193,
0.6394707779808717,
0.6355669678461904,
0.6324346660961845,
0.6302966346306228,
0.6293799646384624,
0.6298988430490641,
0.6320217089147186,
0.6358307645681479,
0.6412875856173498,
0.6482186554167245,
0.6563281233209294,
0.6652350769928803,
0.6745243857449341,
0.6837974371524594
],
[
0.7162691480546264,
0.7096401956695161,
0.7018910295057188,
0.6929750748114066,
0.6828939242488877,
0.6717157597813666,
0.6595963492617256,
0.6468009669998901,
0.633723112625161,
0.6208923346521569,
0.6089601404371103,
0.5986528981214005,
0.5906874400636876,
0.5856597270595132,
0.5839339523922902,
0.5855676188459176,
0.5902986510662575,
0.5975968136901012,
0.6067581028651194,
0.6170106791258058,
0.6276061711274267,
0.6378831374779572,
0.64730155999867,
0.6554543280882822,
0.662063830935525,
0.6669708472670892,
0.6701207351956223,
0.6715496382480003,
0.6713715710535302,
0.6697659911775717,
0.6669648311882328,
0.6632379803328912,
0.6588768789909356,
0.6541771091062009,
0.6494222593835127,
0.6448722527889778,
0.6407589839155257,
0.6372900904255135,
0.6346583326983115,
0.6330506846786436,
0.6326497010297251,
0.6336215238529822,
0.6360901533512047,
0.6401044934518557,
0.6456098372502457,
0.6524357193523983,
0.6603066893243515,
0.6688741425419283,
0.6777602363175989,
0.6866022938342973
],
[
0.7161190065177077,
0.7094413663379848,
0.701635802507239,
0.6926587352132928,
0.6825176960757725,
0.6712907236534648,
0.6591481226877469,
0.6463744982219048,
0.6333863173719024,
0.6207366271154316,
0.6090955336737489,
0.5991958872692498,
0.5917419208195107,
0.5872945885731308,
0.5861641398873464,
0.5883458888324121,
0.5935216616031989,
0.6011233539454724,
0.6104328325337142,
0.6206860839669703,
0.6311579610047477,
0.6412177636852789,
0.6503570811249534,
0.6581969571229145,
0.6644824939285034,
0.6690715476869494,
0.6719218689298789,
0.6730788400762865,
0.6726642393854753,
0.6708653103402922,
0.6679228529791104,
0.6641171170516759,
0.659751003259577,
0.6551313837064067,
0.6505508826617581,
0.6462735460450926,
0.6425276786950586,
0.6395072619032118,
0.637380097176595,
0.6362974313365884,
0.6363981096571832,
0.637801700339056,
0.6405896162969933,
0.6447793314994409,
0.6503013977908674,
0.6569894348088428,
0.6645889682505945,
0.672784033634738,
0.681234399044106,
0.6896137691483929
],
[
0.7161070770496084,
0.7094168687114747,
0.7015979239082045,
0.6926100880396745,
0.6824669505981945,
0.6712560560318204,
0.6591612157778938,
0.6464843896828918,
0.6336617957746232,
0.6212652977265042,
0.6099774996798393,
0.6005307962342947,
0.5936103321237192,
0.5897378079404528,
0.5891691283415891,
0.5918413856573794,
0.5973876544629197,
0.6052106567681448,
0.6145861193642014,
0.624763877385388,
0.6350457724872173,
0.6448337247780436,
0.6536515354159582,
0.6611482935539799,
0.6670913758284748,
0.6713551439433838,
0.6739090820081303,
0.6748070116256312,
0.6741774286673723,
0.6722139569773941,
0.6691644169071491,
0.6653171121025059,
0.6609837073354021,
0.6564794444622476,
0.6521030874731019,
0.6481202326908662,
0.6447536478455097,
0.6421825921803793,
0.6405498938379149,
0.6399721563343664,
0.6405465871566611,
0.6423489430047433,
0.6454210293540343,
0.6497515286990863,
0.6552580770847385,
0.6617791850619722,
0.6690812686125945,
0.6768803954337832,
0.6848732334648526,
0.6927693541118543
],
[
0.7162391938840671,
0.7095747458236121,
0.7017882749569608,
0.6928435419630414,
0.6827602996970876,
0.6716351064204495,
0.6596639163465635,
0.6471634849359673,
0.6345857155735544,
0.6225155663682771,
0.611641017414518,
0.6026864145037264,
0.596311412191717,
0.5929952383470629,
0.5929408510592556,
0.596033129407853,
0.6018654060068209,
0.6098208152582757,
0.6191770184420152,
0.6292032249246396,
0.6392312515147346,
0.6486967011644039,
0.6571554835209807,
0.6642840798792564,
0.6698713208069115,
0.6738072504492829,
0.6760722643518937,
0.6767277056673543,
0.6759076315353633,
0.6738105071647311,
0.6706891482103212,
0.6668373753857784,
0.6625726494398,
0.6582153824353115,
0.6540673546532053,
0.6503930411189105,
0.6474078337462202,
0.6452755799188797,
0.644114779204046,
0.6440093752378233,
0.6450180454561787,
0.6471765226853377,
0.6504908408590896,
0.6549240851972126,
0.6603829818978334,
0.6667115369006993,
0.6736964444072484,
0.6810844504650099,
0.6886075757524465,
0.6960099419656849
],
[
0.7165183204477861,
0.709919301055072,
0.7022129212693881,
0.6933673802287613,
0.683408666322367,
0.6724417121846128,
0.6606729364024431,
0.6484308091692994,
0.6361781310068475,
0.6245064042707437,
0.6141011448245386,
0.6056707551026616,
0.59984339082701,
0.5970537390513577,
0.5974548493265076,
0.600887017285176,
0.6069139707658081,
0.6149092669583105,
0.6241603799277611,
0.6339608404005825,
0.6436747072531597,
0.6527716374928406,
0.6608389683328457,
0.6675794821800858,
0.6728023340308295,
0.6764122192552589,
0.6783994827475649,
0.6788319684794578,
0.6778480453836734,
0.6756493768833803,
0.6724916203674801,
0.6686714209006206,
0.664508895213069,
0.6603262667891228,
0.6564251080066111,
0.6530661152519934,
0.6504556495282737,
0.6487418429490165,
0.6480200964026778,
0.6483444105667563,
0.6497388313861642,
0.6522035919972756,
0.6557133690758605,
0.6602091927862955,
0.6655889723648224,
0.6717026461177952,
0.6783561881187672,
0.6853251229587886,
0.6923746484574257,
0.6992814931685448
],
[
0.7169442894428434,
0.7104507130257202,
0.7028725524445432,
0.6941829617939209,
0.6844141724766298,
0.6736786934606894,
0.6621914419979578,
0.6502890914665345,
0.6384400124867574,
0.6272351702993211,
0.6173494551994756,
0.609467555318694,
0.6041808284233765,
0.6018785589182669,
0.602668286817156,
0.606354436298452,
0.6124817853197865,
0.6204242599747871,
0.6294865606286522,
0.638990849890746,
0.6483350581668762,
0.6570227187123601,
0.664671483330011,
0.6710090246581565,
0.6758634657625052,
0.6791529647397817,
0.6808767434650876,
0.6811080433324275,
0.6799882253227598,
0.6777204395628558,
0.6745609602446977,
0.6708064918416088,
0.6667766049775008,
0.6627919447584945,
0.6591506811123221,
0.6561071976709645,
0.6538574128736708,
0.6525338122688074,
0.6522104093440639,
0.6529145201093098,
0.654639989064908,
0.6573565239981631,
0.6610121750488275,
0.6655296198786096,
0.6708000508244614,
0.6766796438015548,
0.6829923997099148,
0.6895403643179883,
0.6961193090428254,
0.7025361743988482
],
[
0.7175136808117774,
0.7111648420211881,
0.7037621854559647,
0.6952842822114352,
0.6857695122912337,
0.6753369932278893,
0.6642079263303516,
0.6527233645566588,
0.641351612511625,
0.630675840438908,
0.6213522792925287,
0.6140346994427844,
0.6092733540696162,
0.6074124461886173,
0.60851939977226,
0.6123719668101806,
0.6185065295882515,
0.6263067998954898,
0.6351014144478515,
0.6442448041287784,
0.6531698534432469,
0.6614133893558095,
0.6686219786513112,
0.6745465727250703,
0.6790327647504408,
0.6820108849351877,
0.6834878841312005,
0.6835412407064594,
0.6823139457531361,
0.6800088971949347,
0.6768807518628588,
0.6732235242826248,
0.6693530869039844,
0.6655852127309493,
0.6622116283810701,
0.6594780898788345,
0.6575689459050212,
0.6566014403342997,
0.6566302695688024,
0.6576596638898622,
0.6596579750677763,
0.6625695452067262,
0.6663206131869158,
0.6708192069911445,
0.6759518444271639,
0.6815811458463193,
0.6875477461108785,
0.6936777630744958,
0.6997946913073217,
0.7057330016326803
],
[
0.7182198513969223,
0.712053250146235,
0.7048711667424025,
0.696657947928781,
0.6874578903995797,
0.6773955784510638,
0.6666960869356326,
0.6557008545182675,
0.6448724323428979,
0.6347791376895939,
0.6260510830721774,
0.6193048897624697,
0.6150466019770392,
0.6135767446959152,
0.6149286050618409,
0.6188623686702868,
0.6249159137976263,
0.6324912248546795,
0.6409466874762629,
0.6496719423636849,
0.6581354505186823,
0.6659064768256507,
0.6726589494082212,
0.6781653970367224,
0.6822873250902981,
0.684965898679422,
0.6862146114660084,
0.6861139908787004,
0.6848072861219213,
0.6824954207975988,
0.6794292545592281,
0.6758974646631162,
0.6722092301675686,
0.6686723713216735,
0.6655693931973888,
0.6631354056616333,
0.6615423659488412,
0.660892965199992,
0.6612248829546135,
0.6625230100050341,
0.6647349629122341,
0.6677848331284619,
0.6715817544002886,
0.6760226786847552,
0.680991383291228,
0.6863570694578405,
0.6919755670998509,
0.6976945626133524,
0.7033623305474759,
0.7088380495352126
],
[
0.7190531179988173,
0.7131034391349139,
0.7061834805164875,
0.6982835768435526,
0.6894535456224892,
0.6798221307941996,
0.6696157435681229,
0.6591722014841075,
0.6489428268500677,
0.6394745841470304,
0.631364975187721,
0.6251885267899273,
0.6214052811439248,
0.6202744042393912,
0.6218012089280256,
0.6257368230378115,
0.6316293974332441,
0.6389064409530725,
0.6469608640736585,
0.6552197571252002,
0.6631873935815744,
0.6704644551380836,
0.6767506333905604,
0.6818383372128356,
0.6856034384658559,
0.6879966052299644,
0.6890366873733421,
0.6888060777694811,
0.6874469361219955,
0.6851565513924806,
0.682179921955063,
0.678797922291879,
0.6753102944299388,
0.672014137663136,
0.6691803071012214,
0.6670315985355996,
0.6657270636960639,
0.6653557521614706,
0.6659407318471026,
0.6674512745205203,
0.6698188724595944,
0.6729522493865302,
0.67674787844015,
0.6810949809722976,
0.6858763815118336,
0.6909679495594292,
0.6962392965450315,
0.7015572262713903,
0.7067918814329651,
0.7118243076318327
],
[
0.7200010831807657,
0.7142992909510004,
0.70767834239088,
0.7001345953710726,
0.6917228169882353,
0.6825744639515048,
0.6729147039960514,
0.663073875733487,
0.6534870545375324,
0.6446742134947367,
0.6371950127137954,
0.6315784143106233,
0.6282379758716617,
0.6273945288208483,
0.6290314038190542,
0.632898200094974,
0.6385606918237007,
0.6454777358916468,
0.6530804277685647,
0.6608348509771202,
0.6682809972261738,
0.6750498572123982,
0.6808653250456698,
0.685538068523465,
0.6889568505611041,
0.6910805603259633,
0.6919322522462549,
0.6915950371673482,
0.6902086967429696,
0.6879653300261345,
0.6851021813705159,
0.6818901073260827,
0.6786169980521846,
0.6755668525252689,
0.672996858709013,
0.6711162114501682,
0.6700708364165685,
0.6699372100353768,
0.6707261871123941,
0.6723949711949229,
0.674863240168283,
0.678028858605991,
0.68177971016948,
0.686000331897271,
0.6905742098326563,
0.6953839343277769,
0.7003115602264113,
0.7052406875423894,
0.7100605405331836,
0.7146712699491001
],
[
0.7210490820300198,
0.7156216793968596,
0.7093310319381478,
0.7021793643421268,
0.6942256535810223,
0.6856025252546124,
0.6765313749882198,
0.6673315074573468,
0.6584173955340837,
0.6502774640557301,
0.6434297335893079,
0.6383556599224597,
0.6354230428049072,
0.6348178802999094,
0.6365070660310147,
0.6402449796198141,
0.645620783369943,
0.6521289989535612,
0.6592414322262665,
0.6664640252027083,
0.6733721021304188,
0.6796258169208846,
0.6849717931018278,
0.6892374600576755,
0.692323108272272,
0.694194651432572,
0.6948782626828706,
0.694456689344995,
0.6930661382647264,
0.6908921073373224,
0.6881624124198191,
0.6851359811277973,
0.6820868219093288,
0.6792838934060709,
0.6769691448088817,
0.6753372717572343,
0.6745211200693422,
0.6745857561046253,
0.6755321208449594,
0.6773086207989253,
0.6798270168171442,
0.6829783505391839,
0.6866455397014716,
0.6907111382436438,
0.6950607166639913,
0.6995836118572331,
0.7041730905894565,
0.708727409027484,
0.7131522775373691,
0.7173643418716952
]
]
},
{
"hoverinfo": "text",
"legendgroup": "In-sample",
"marker": {
"color": "black",
"opacity": 0.5,
"symbol": 1
},
"mode": "markers",
"name": "In-sample",
"text": [
"Arm 0_0
hartmann6: -0.026916 (SEM: 0.1)
x1: 0.717836
x2: 0.867509
x3: 0.411843
x4: 0.557453
x5: 0.930346
x6: 0.487641",
"Arm 1_0
hartmann6: -0.428 (SEM: 0.1)
x1: 0.364309
x2: 0.48863
x3: 0.479126
x4: 0.708059
x5: 0.833789
x6: 0.258907",
"Arm 2_0
hartmann6: -0.0357031 (SEM: 0.1)
x1: 0.881429
x2: 0.640834
x3: 0.583128
x4: 0.379465
x5: 0.394699
x6: 0.0836464",
"Arm 3_0
hartmann6: -0.157674 (SEM: 0.1)
x1: 0.22264
x2: 0.546985
x3: 0.938589
x4: 0.811344
x5: 0.799448
x6: 0.3494",
"Arm 4_0
hartmann6: -1.44621 (SEM: 0.1)
x1: 0.264638
x2: 0.787066
x3: 0.569831
x4: 0.4533
x5: 0.135156
x6: 0.178554",
"Arm 5_0
hartmann6: 0.0373969 (SEM: 0.1)
x1: 0.963348
x2: 0.129555
x3: 0.196904
x4: 0.302237
x5: 0.831323
x6: 0.860621",
"Arm 6_0
hartmann6: -0.13446 (SEM: 0.1)
x1: 0.724607
x2: 0.829436
x3: 0.814764
x4: 0.874378
x5: 0.484756
x6: 0.200474",
"Arm 7_0
hartmann6: -1.113 (SEM: 0.1)
x1: 0.560857
x2: 0.444827
x3: 0.482693
x4: 0.193291
x5: 0.153528
x6: 0.630369",
"Arm 8_0
hartmann6: -0.227831 (SEM: 0.1)
x1: 0.6662
x2: 0.966202
x3: 0.300971
x4: 0.321722
x5: 0.42957
x6: 0.909311",
"Arm 9_0
hartmann6: -0.14057 (SEM: 0.1)
x1: 0.218835
x2: 0.0600564
x3: 0.419158
x4: 0.823246
x5: 0.631888
x6: 0.78678",
"Arm 10_0
hartmann6: -0.0835955 (SEM: 0.1)
x1: 0.700078
x2: 0.638961
x3: 0.642547
x4: 0.728778
x5: 0.786412
x6: 0.768077",
"Arm 11_0
hartmann6: -0.103516 (SEM: 0.1)
x1: 0.438328
x2: 0.132198
x3: 0.392784
x4: 0.340328
x5: 0.979764
x6: 0.811956",
"Arm 12_0
hartmann6: -0.959199 (SEM: 0.1)
x1: 0.301999
x2: 0.692386
x3: 0.546606
x4: 0.380032
x5: 0.111498
x6: 0.272188",
"Arm 13_0
hartmann6: -1.30637 (SEM: 0.1)
x1: 0.21781
x2: 0.819848
x3: 0.550377
x4: 0.451543
x5: 0.105043
x6: 0.112515",
"Arm 14_0
hartmann6: -1.36519 (SEM: 0.1)
x1: 0.251789
x2: 0.855182
x3: 0.590875
x4: 0.517109
x5: 0.14953
x6: 0.186671",
"Arm 15_0
hartmann6: -2.0018 (SEM: 0.1)
x1: 0.282151
x2: 0.798814
x3: 0.595753
x4: 0.482203
x5: 0.179543
x6: 0.0982284",
"Arm 16_0
hartmann6: -1.92168 (SEM: 0.1)
x1: 0.300518
x2: 0.747963
x3: 0.593445
x4: 0.446647
x5: 0.211808
x6: 0.0619638",
"Arm 17_0
hartmann6: -2.67446 (SEM: 0.1)
x1: 0.320803
x2: 0.808672
x3: 0.626271
x4: 0.512085
x5: 0.189916
x6: 0.0434841",
"Arm 18_0
hartmann6: -2.76081 (SEM: 0.1)
x1: 0.355405
x2: 0.791758
x3: 0.601559
x4: 0.502884
x5: 0.134105
x6: 0.00350655"
],
"type": "scatter",
"x": [
0.7178358435630798,
0.364308824762702,
0.8814287204295397,
0.2226401101797819,
0.26463759411126375,
0.9633478643372655,
0.7246069461107254,
0.5608566822484136,
0.6662000622600317,
0.2188348500058055,
0.7000782312825322,
0.4383275434374809,
0.30199850800552985,
0.21781048798021602,
0.25178938514430355,
0.2821507786340373,
0.3005176060538946,
0.32080324118302667,
0.35540453320926
],
"xaxis": "x",
"y": [
0.8675094246864319,
0.4886300740763545,
0.6408339403569698,
0.546984632499516,
0.7870658673346043,
0.1295550223439932,
0.8294364186003804,
0.4448274113237858,
0.9662022683769464,
0.06005643866956234,
0.6389608113095164,
0.13219796307384968,
0.6923863751044141,
0.8198480765300948,
0.8551820670003675,
0.7988135892406215,
0.7479634310107112,
0.8086724713373012,
0.7917580170108934
],
"yaxis": "y"
},
{
"hoverinfo": "text",
"legendgroup": "In-sample",
"marker": {
"color": "black",
"opacity": 0.5,
"symbol": 1
},
"mode": "markers",
"name": "In-sample",
"showlegend": false,
"text": [
"Arm 0_0
hartmann6: -0.026916 (SEM: 0.1)
x1: 0.717836
x2: 0.867509
x3: 0.411843
x4: 0.557453
x5: 0.930346
x6: 0.487641",
"Arm 1_0
hartmann6: -0.428 (SEM: 0.1)
x1: 0.364309
x2: 0.48863
x3: 0.479126
x4: 0.708059
x5: 0.833789
x6: 0.258907",
"Arm 2_0
hartmann6: -0.0357031 (SEM: 0.1)
x1: 0.881429
x2: 0.640834
x3: 0.583128
x4: 0.379465
x5: 0.394699
x6: 0.0836464",
"Arm 3_0
hartmann6: -0.157674 (SEM: 0.1)
x1: 0.22264
x2: 0.546985
x3: 0.938589
x4: 0.811344
x5: 0.799448
x6: 0.3494",
"Arm 4_0
hartmann6: -1.44621 (SEM: 0.1)
x1: 0.264638
x2: 0.787066
x3: 0.569831
x4: 0.4533
x5: 0.135156
x6: 0.178554",
"Arm 5_0
hartmann6: 0.0373969 (SEM: 0.1)
x1: 0.963348
x2: 0.129555
x3: 0.196904
x4: 0.302237
x5: 0.831323
x6: 0.860621",
"Arm 6_0
hartmann6: -0.13446 (SEM: 0.1)
x1: 0.724607
x2: 0.829436
x3: 0.814764
x4: 0.874378
x5: 0.484756
x6: 0.200474",
"Arm 7_0
hartmann6: -1.113 (SEM: 0.1)
x1: 0.560857
x2: 0.444827
x3: 0.482693
x4: 0.193291
x5: 0.153528
x6: 0.630369",
"Arm 8_0
hartmann6: -0.227831 (SEM: 0.1)
x1: 0.6662
x2: 0.966202
x3: 0.300971
x4: 0.321722
x5: 0.42957
x6: 0.909311",
"Arm 9_0
hartmann6: -0.14057 (SEM: 0.1)
x1: 0.218835
x2: 0.0600564
x3: 0.419158
x4: 0.823246
x5: 0.631888
x6: 0.78678",
"Arm 10_0
hartmann6: -0.0835955 (SEM: 0.1)
x1: 0.700078
x2: 0.638961
x3: 0.642547
x4: 0.728778
x5: 0.786412
x6: 0.768077",
"Arm 11_0
hartmann6: -0.103516 (SEM: 0.1)
x1: 0.438328
x2: 0.132198
x3: 0.392784
x4: 0.340328
x5: 0.979764
x6: 0.811956",
"Arm 12_0
hartmann6: -0.959199 (SEM: 0.1)
x1: 0.301999
x2: 0.692386
x3: 0.546606
x4: 0.380032
x5: 0.111498
x6: 0.272188",
"Arm 13_0
hartmann6: -1.30637 (SEM: 0.1)
x1: 0.21781
x2: 0.819848
x3: 0.550377
x4: 0.451543
x5: 0.105043
x6: 0.112515",
"Arm 14_0
hartmann6: -1.36519 (SEM: 0.1)
x1: 0.251789
x2: 0.855182
x3: 0.590875
x4: 0.517109
x5: 0.14953
x6: 0.186671",
"Arm 15_0
hartmann6: -2.0018 (SEM: 0.1)
x1: 0.282151
x2: 0.798814
x3: 0.595753
x4: 0.482203
x5: 0.179543
x6: 0.0982284",
"Arm 16_0
hartmann6: -1.92168 (SEM: 0.1)
x1: 0.300518
x2: 0.747963
x3: 0.593445
x4: 0.446647
x5: 0.211808
x6: 0.0619638",
"Arm 17_0
hartmann6: -2.67446 (SEM: 0.1)
x1: 0.320803
x2: 0.808672
x3: 0.626271
x4: 0.512085
x5: 0.189916
x6: 0.0434841",
"Arm 18_0
hartmann6: -2.76081 (SEM: 0.1)
x1: 0.355405
x2: 0.791758
x3: 0.601559
x4: 0.502884
x5: 0.134105
x6: 0.00350655"
],
"type": "scatter",
"x": [
0.7178358435630798,
0.364308824762702,
0.8814287204295397,
0.2226401101797819,
0.26463759411126375,
0.9633478643372655,
0.7246069461107254,
0.5608566822484136,
0.6662000622600317,
0.2188348500058055,
0.7000782312825322,
0.4383275434374809,
0.30199850800552985,
0.21781048798021602,
0.25178938514430355,
0.2821507786340373,
0.3005176060538946,
0.32080324118302667,
0.35540453320926
],
"xaxis": "x2",
"y": [
0.8675094246864319,
0.4886300740763545,
0.6408339403569698,
0.546984632499516,
0.7870658673346043,
0.1295550223439932,
0.8294364186003804,
0.4448274113237858,
0.9662022683769464,
0.06005643866956234,
0.6389608113095164,
0.13219796307384968,
0.6923863751044141,
0.8198480765300948,
0.8551820670003675,
0.7988135892406215,
0.7479634310107112,
0.8086724713373012,
0.7917580170108934
],
"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
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"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": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"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": [
{
"fillpattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
},
"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
},
"autotypenumbers": "strict",
"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": "hartmann6"
},
"width": 950,
"xaxis": {
"anchor": "y",
"autorange": false,
"domain": [
0.05,
0.45
],
"exponentformat": "e",
"range": [
0.0,
1.0
],
"tickfont": {
"size": 11
},
"tickmode": "auto",
"title": {
"text": "x1"
},
"type": "linear"
},
"xaxis2": {
"anchor": "y2",
"autorange": false,
"domain": [
0.6,
1
],
"exponentformat": "e",
"range": [
0.0,
1.0
],
"tickfont": {
"size": 11
},
"tickmode": "auto",
"title": {
"text": "x1"
},
"type": "linear"
},
"yaxis": {
"anchor": "x",
"autorange": false,
"domain": [
0,
1
],
"exponentformat": "e",
"range": [
0.0,
1.0
],
"tickfont": {
"size": 11
},
"tickmode": "auto",
"title": {
"text": "x2"
},
"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": [
"