{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Simulation NREL 5MW wind turbine"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"![](\"https://raw.githubusercontent.com/ImperialCollegeLondon/sharpy/dev_doc/docs/source/content/example_notebooks/images/turbulence_no_legend.png\")
"
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%config InlineBackend.figure_format = 'svg'\n",
"from IPython.display import Image\n",
"url = 'https://raw.githubusercontent.com/ImperialCollegeLondon/sharpy/dev_doc/docs/source/content/example_notebooks/images/turbulence_no_legend.png'\n",
"Image(url=url, width=800)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this notebook the blade loads on the NREL-5MW reference wind turbine computed with SHARPy and OpenFAST will be compared. However, zero-drag airfoils have been used."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"OpenFAST: _https://openfast.readthedocs.io_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"NREL-5MW: Jonkman, J.; Butterfield, S.; Musial, W. and Scott, G.. _Definition of a 5-MW Reference Wind Turbine for Offshore System Development_, Technical Report, NREL 2009"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the required packages:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Required packages\n",
"import numpy as np\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Required SHARPy modules\n",
"import sharpy.sharpy_main\n",
"import sharpy.utils.algebra as algebra\n",
"import sharpy.utils.generate_cases as gc\n",
"import cases.templates.template_wt as template_wt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These are the results from the OpenFAST simulation for comparison: out-of-plane `of_cNdrR` and in-plane `of_cTdrR` coefficients along the blade and thrust `of_ct` and power `of_cp` rotor coefficients"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"of_rR = np.array([0.20158356, 0.3127131, 0.40794048, 0.5984148, 0.6936519, 0.85238045, 0.899999, 0.95555407, 0.98729974, 1.0])\n",
"of_cNdrR = np.array([0.08621394, 0.14687876, 0.19345148, 0.2942731, 0.36003628, 0.43748564, 0.44762507, 0.38839236, 0.29782477, 0.0])\n",
"of_cTdrR = np.array([0.048268348, 0.051957503, 0.05304592, 0.052862607, 0.056001827, 0.0536646, 0.050112925, 0.038993906, 0.023664437, 0.0])\n",
"\n",
"of_ct = 0.69787693\n",
"of_cp = 0.48813498"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create SHARPy case"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Definition of parameters"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Mathematical constants\n",
"deg2rad = np.pi/180.\n",
"\n",
"# Case\n",
"case = 'rotor'\n",
"# route = os.path.dirname(os.path.realpath(__file__)) + '/'\n",
"route = './'\n",
"\n",
"# Geometry discretization\n",
"chord_panels = np.array([8], dtype=int)\n",
"revs_in_wake = 5\n",
"\n",
"# Operation\n",
"rotation_velocity = 12.1*2*np.pi/60\n",
"pitch_deg = 0. #degrees\n",
"\n",
"# Wind\n",
"WSP = 12.\n",
"air_density = 1.225\n",
"\n",
"# Simulation\n",
"dphi = 4.*deg2rad\n",
"revs_to_simulate = 5"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Computation of associated parameters"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"dt = dphi/rotation_velocity\n",
"time_steps = int(revs_to_simulate*2.*np.pi/dphi)\n",
"mstar = int(revs_in_wake*2.*np.pi/dphi)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generation of the rotor geometry based on the information in the excel file"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[33mrotor_from_excel_type02 is obsolete! rotor_from_excel_type03 instead!\u001b[0m\n",
"\u001b[33mWARNING: The poisson cofficient is assumed equal to 0.3\u001b[0m\n",
"\u001b[33mWARNING: Cross-section area is used as shear area\u001b[0m\n",
"\u001b[33mWARNING: Using perpendicular axis theorem to compute the inertia around xB\u001b[0m\n",
"\u001b[33mWARNING: Replacing node 49 by node 0\u001b[0m\n",
"\u001b[33mWARNING: Replacing node 98 by node 0\u001b[0m\n"
]
}
],
"source": [
"rotor = template_wt.rotor_from_excel_type02(\n",
" chord_panels,\n",
" rotation_velocity,\n",
" pitch_deg,\n",
" excel_file_name= 'source/type02_db_NREL5MW_v01.xlsx',\n",
" excel_sheet_parameters = 'parameters',\n",
" excel_sheet_structural_blade = 'structural_blade',\n",
" excel_sheet_discretization_blade = 'discretization_blade',\n",
" excel_sheet_aero_blade = 'aero_blade',\n",
" excel_sheet_airfoil_info = 'airfoil_info',\n",
" excel_sheet_airfoil_coord = 'airfoil_coord',\n",
" m_distribution = 'uniform',\n",
" n_points_camber = 100,\n",
" tol_remove_points = 1e-8,\n",
" wsp = WSP,\n",
" dt = dt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define simulation details. The steady simulation is faster than the dynamic simulation. However, the dynamic simulation includes wake self-induction and provides more accurate results."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"steady simulation? False\n"
]
}
],
"source": [
"steady_simulation = False\n",
"print(\"steady simulation? \", steady_simulation)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"SimInfo = gc.SimulationInformation()\n",
"SimInfo.set_default_values()\n",
"\n",
"if steady_simulation:\n",
" SimInfo.solvers['SHARPy']['flow'] = ['BeamLoader',\n",
" 'AerogridLoader',\n",
" 'StaticCoupledRBM',\n",
" 'BeamPlot',\n",
" 'AerogridPlot', \n",
" 'SaveData'] \n",
"else:\n",
" SimInfo.solvers['SHARPy']['flow'] = ['BeamLoader',\n",
" 'AerogridLoader',\n",
" 'StaticCoupledRBM',\n",
" 'DynamicCoupled']\n",
"SimInfo.solvers['SHARPy']['case'] = case\n",
"SimInfo.solvers['SHARPy']['route'] = route\n",
"SimInfo.solvers['SHARPy']['write_log'] = True\n",
"SimInfo.set_variable_all_dicts('dt', dt)\n",
"SimInfo.set_variable_all_dicts('rho', air_density)\n",
"\n",
"SimInfo.solvers['SteadyVelocityField']['u_inf'] = WSP\n",
"SimInfo.solvers['SteadyVelocityField']['u_inf_direction'] = np.array([0., 0., 1.])\n",
"SimInfo.set_variable_all_dicts('velocity_field_input', SimInfo.solvers['SteadyVelocityField'])\n",
"\n",
"SimInfo.solvers['BeamLoader']['unsteady'] = 'on'\n",
"\n",
"SimInfo.solvers['AerogridLoader']['unsteady'] = 'on'\n",
"SimInfo.solvers['AerogridLoader']['mstar'] = mstar\n",
"SimInfo.solvers['AerogridLoader']['freestream_dir'] = np.array([0.,0.,0.])\n",
"# added helicoidalwake per suggestion:\n",
"SimInfo.solvers['AerogridLoader']['wake_shape_generator'] = 'HelicoidalWake'\n",
"SimInfo.solvers['AerogridLoader']['wake_shape_generator_input'] = {'u_inf': WSP,\n",
" 'u_inf_direction': np.array([0., 0., 1.]),\n",
" 'dt': dt,\n",
" 'rotation_velocity': rotation_velocity*np.array([0., 0., 1.])}\n",
"\n",
"\n",
"\n",
"SimInfo.solvers['StaticCoupledRBM']['structural_solver'] = 'RigidDynamicPrescribedStep'\n",
"SimInfo.solvers['StaticCoupledRBM']['structural_solver_settings'] = SimInfo.solvers['RigidDynamicPrescribedStep']\n",
"#SimInfo.solvers['StaticCoupledRBM']['aero_solver'] = 'SHWUvlm'\n",
"SimInfo.solvers['StaticCoupledRBM']['aero_solver'] = 'StaticUvlm'\n",
"SimInfo.solvers['StaticCoupledRBM']['aero_solver_settings'] = SimInfo.solvers['StaticUvlm']\n",
"\n",
"SimInfo.solvers['StaticCoupledRBM']['tolerance'] = 1e-8\n",
"SimInfo.solvers['StaticCoupledRBM']['n_load_steps'] = 0\n",
"SimInfo.solvers['StaticCoupledRBM']['relaxation_factor'] = 0.\n",
"\n",
"#SimInfo.solvers['SHWUvlm']['convection_scheme'] = 2\n",
"#SimInfo.solvers['SHWUvlm']['num_cores'] = 8\n",
"#SimInfo.solvers['SHWUvlm']['rot_vel'] = rotation_velocity\n",
"#SimInfo.solvers['SHWUvlm']['rot_axis'] = np.array([0.,0.,1.])\n",
"#SimInfo.solvers['SHWUvlm']['rot_center'] = np.zeros((3),)\n",
"#SimInfo.solvers['SHWUvlm']['velocity_field_generator'] = 'SteadyVelocityField'\n",
"#SimInfo.solvers['SHWUvlm']['velocity_field_input'] = SimInfo.solvers['SteadyVelocityField']\n",
"SimInfo.solvers['StaticUvlm']['horseshoe'] = False\n",
"SimInfo.solvers['StaticUvlm']['num_cores'] = 14\n",
"SimInfo.solvers['StaticUvlm']['n_rollup'] = 0\n",
"SimInfo.solvers['StaticUvlm']['rollup_dt'] = dt\n",
"SimInfo.solvers['StaticUvlm']['rollup_aic_refresh'] = 1\n",
"SimInfo.solvers['StaticUvlm']['rollup_tolerance'] = 1e-8\n",
"SimInfo.solvers['StaticUvlm']['rbm_vel_g'] = np.array([0., 0., 0.,\n",
" 0., 0., rotation_velocity])\n",
"\n",
"\n",
"SimInfo.solvers['SaveData']['compress_float'] = True\n",
" \n",
"# Only used for steady_simulation = False\n",
"SimInfo.solvers['StepUvlm']['convection_scheme'] = 3\n",
"SimInfo.solvers['StepUvlm']['num_cores'] = 14\n",
"SimInfo.solvers['StepUvlm']['velocity_field_generator'] = 'SteadyVelocityField'\n",
"SimInfo.solvers['StepUvlm']['velocity_field_input'] = SimInfo.solvers['SteadyVelocityField']\n",
"\n",
"SimInfo.solvers['DynamicCoupled']['structural_solver'] = 'RigidDynamicPrescribedStep'\n",
"SimInfo.solvers['DynamicCoupled']['structural_solver_settings'] = SimInfo.solvers['RigidDynamicPrescribedStep']\n",
"SimInfo.solvers['DynamicCoupled']['aero_solver'] = 'StepUvlm'\n",
"SimInfo.solvers['DynamicCoupled']['aero_solver_settings'] = SimInfo.solvers['StepUvlm']\n",
"SimInfo.solvers['DynamicCoupled']['postprocessors'] = ['BeamPlot', 'AerogridPlot', 'Cleanup', 'SaveData']\n",
"SimInfo.solvers['DynamicCoupled']['postprocessors_settings'] = {'BeamPlot': SimInfo.solvers['BeamPlot'],\n",
" 'AerogridPlot': SimInfo.solvers['AerogridPlot'],\n",
" 'Cleanup': SimInfo.solvers['Cleanup'],\n",
" 'SaveData': SimInfo.solvers['SaveData']}\n",
"SimInfo.solvers['DynamicCoupled']['minimum_steps'] = 0\n",
"SimInfo.solvers['DynamicCoupled']['include_unsteady_force_contribution'] = True\n",
"SimInfo.solvers['DynamicCoupled']['relaxation_factor'] = 0.\n",
"SimInfo.solvers['DynamicCoupled']['final_relaxation_factor'] = 0.\n",
"SimInfo.solvers['DynamicCoupled']['dynamic_relaxation'] = False\n",
"SimInfo.solvers['DynamicCoupled']['relaxation_steps'] = 0\n",
"\n",
"# Define dynamic simulation (used regardless the value of \"steady_simulation\" variable)\n",
"SimInfo.define_num_steps(time_steps)\n",
"SimInfo.with_forced_vel = True\n",
"SimInfo.for_vel = np.zeros((time_steps,6), dtype=float)\n",
"SimInfo.for_vel[:,5] = rotation_velocity\n",
"SimInfo.for_acc = np.zeros((time_steps,6), dtype=float)\n",
"SimInfo.with_dynamic_forces = True\n",
"SimInfo.dynamic_forces = np.zeros((time_steps,rotor.StructuralInformation.num_node,6), dtype=float)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate simulation files"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"gc.clean_test_files(SimInfo.solvers['SHARPy']['route'], SimInfo.solvers['SHARPy']['case'])\n",
"rotor.generate_h5_files(SimInfo.solvers['SHARPy']['route'], SimInfo.solvers['SHARPy']['case'])\n",
"SimInfo.generate_solver_file()\n",
"SimInfo.generate_dyn_file(time_steps)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run SHARPy case"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--------------------------------------------------------------------------------\u001b[0m\n",
" ###### ## ## ### ######## ######## ## ##\u001b[0m\n",
" ## ## ## ## ## ## ## ## ## ## ## ##\u001b[0m\n",
" ## ## ## ## ## ## ## ## ## ####\u001b[0m\n",
" ###### ######### ## ## ######## ######## ##\u001b[0m\n",
" ## ## ## ######### ## ## ## ##\u001b[0m\n",
" ## ## ## ## ## ## ## ## ## ##\u001b[0m\n",
" ###### ## ## ## ## ## ## ## ##\u001b[0m\n",
"--------------------------------------------------------------------------------\u001b[0m\n",
"Aeroelastics Lab, Aeronautics Department.\u001b[0m\n",
" Copyright (c), Imperial College London.\u001b[0m\n",
" All rights reserved.\u001b[0m\n",
" License available at /~https://github.com/imperialcollegelondon/sharpy\u001b[0m\n",
"\u001b[36mRunning SHARPy from /home/wm/src/sharpy/docs/source/content/example_notebooks\u001b[0m\n",
"\u001b[36mSHARPy being run is in /home/wm/src/sharpy\u001b[0m\n",
"\u001b[36mThe branch being run is master\u001b[0m\n",
"\u001b[36mThe version and commit hash are: v1.2-2-g6dc2353b-6dc2353b\u001b[0m\n",
"\u001b[36mThe available solvers on this session are:\u001b[0m\n",
"\u001b[36m_BaseStructural \u001b[0m\n",
"\u001b[36mAerogridLoader \u001b[0m\n",
"\u001b[36mBeamLoader \u001b[0m\n",
"\u001b[36mDynamicCoupled \u001b[0m\n",
"\u001b[36mDynamicUVLM \u001b[0m\n",
"\u001b[36mLinDynamicSim \u001b[0m\n",
"\u001b[36mLinearAssembler \u001b[0m\n",
"\u001b[36mModal \u001b[0m\n",
"\u001b[36mNoAero \u001b[0m\n",
"\u001b[36mNonLinearDynamic \u001b[0m\n",
"\u001b[36mNonLinearDynamicCoupledStep \u001b[0m\n",
"\u001b[36mNonLinearDynamicMultibody \u001b[0m\n",
"\u001b[36mNonLinearDynamicPrescribedStep \u001b[0m\n",
"\u001b[36mNonLinearStatic \u001b[0m\n",
"\u001b[36mNonLinearStaticMultibody \u001b[0m\n",
"\u001b[36mPrescribedUvlm \u001b[0m\n",
"\u001b[36mRigidDynamicPrescribedStep \u001b[0m\n",
"\u001b[36mStaticCoupled \u001b[0m\n",
"\u001b[36mStaticCoupledRBM \u001b[0m\n",
"\u001b[36mStaticTrim \u001b[0m\n",
"\u001b[36mStaticUvlm \u001b[0m\n",
"\u001b[36mStepLinearUVLM \u001b[0m\n",
"\u001b[36mStepUvlm \u001b[0m\n",
"\u001b[36mTrim \u001b[0m\n",
"\u001b[36mAeroForcesCalculator \u001b[0m\n",
"\u001b[36mAerogridPlot \u001b[0m\n",
"\u001b[36mAsymptoticStability \u001b[0m\n",
"\u001b[36mBeamLoads \u001b[0m\n",
"\u001b[36mBeamPlot \u001b[0m\n",
"\u001b[36mCleanup \u001b[0m\n",
"\u001b[36mCreateSnapshot \u001b[0m\n",
"\u001b[36mFrequencyResponse \u001b[0m\n",
"\u001b[36mLiftDistribution \u001b[0m\n",
"\u001b[36mPickleData \u001b[0m\n",
"\u001b[36mPlotFlowField \u001b[0m\n",
"\u001b[36mSaveData \u001b[0m\n",
"\u001b[36mSaveParametricCase \u001b[0m\n",
"\u001b[36mStallCheck \u001b[0m\n",
"\u001b[36mUDPout \u001b[0m\n",
"\u001b[36mWriteVariablesTime \u001b[0m\n",
"\u001b[36mPreSharpy \u001b[0m\n",
"\u001b[36mGenerating an instance of BeamLoader\u001b[0m\n",
"\u001b[36mGenerating an instance of AerogridLoader\u001b[0m\n",
"Variable dphi1 has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: -1.0\u001b[0m\n",
"Variable ndphi1 has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: 1\u001b[0m\n",
"Variable r has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: 1.0\u001b[0m\n",
"Variable dphimax has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: -1.0\u001b[0m\n",
"Variable shear_direction has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: [1. 0. 0.]\u001b[0m\n",
"Variable shear_exp has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: 0.0\u001b[0m\n",
"Variable h_ref has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: 1.0\u001b[0m\n",
"Variable h_corr has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: 1.0\u001b[0m\n",
"\u001b[34mThe aerodynamic grid contains 3 surfaces\u001b[0m\n",
"\u001b[34m Surface 0, M=8, N=48\u001b[0m\n",
" Wake 0, M=450, N=48\u001b[0m\n",
"\u001b[34m Surface 1, M=8, N=48\u001b[0m\n",
" Wake 1, M=450, N=48\u001b[0m\n",
"\u001b[34m Surface 2, M=8, N=48\u001b[0m\n",
" Wake 2, M=450, N=48\u001b[0m\n",
" In total: 1152 bound panels\u001b[0m\n",
" In total: 64800 wake panels\u001b[0m\n",
" Total number of panels = 65952\u001b[0m\n",
"\u001b[36mGenerating an instance of StaticCoupledRBM\u001b[0m\n",
"\u001b[36mGenerating an instance of RigidDynamicPrescribedStep\u001b[0m\n",
"\u001b[36mGenerating an instance of StaticUvlm\u001b[0m\n",
"i_step: 0, i_iter: 0\u001b[0m\n",
"Resultant forces and moments: (array([-1.69961822e-10, 1.27556632e-10, 8.51720550e+05]), array([1.35041773e-08, 5.00276656e-08, 6.02114324e+06]))\u001b[0m\n",
"\u001b[36mGenerating an instance of DynamicCoupled\u001b[0m\n",
"\u001b[36mGenerating an instance of RigidDynamicPrescribedStep\u001b[0m\n",
"\u001b[36mGenerating an instance of StepUvlm\u001b[0m\n",
"\u001b[36mGenerating an instance of BeamPlot\u001b[0m\n",
"\u001b[36mGenerating an instance of AerogridPlot\u001b[0m\n",
"\u001b[36mGenerating an instance of Cleanup\u001b[0m\n",
"\u001b[36mGenerating an instance of SaveData\u001b[0m\n",
"Variable save_linear has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: c_bool(False)\u001b[0m\n",
"Variable save_linear_uvlm has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: c_bool(False)\u001b[0m\n",
"Variable skip_attr has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: ['fortran', 'airfoils', 'airfoil_db', 'settings_types', 'ct_dynamic_forces_list', 'ct_gamma_dot_list', 'ct_gamma_list', 'ct_gamma_star_list', 'ct_normals_list', 'ct_u_ext_list', 'ct_u_ext_star_list', 'ct_zeta_dot_list', 'ct_zeta_list', 'ct_zeta_star_list', 'dynamic_input', ['fortran', 'airfoils', 'airfoil_db', 'settings_types', 'ct_dynamic_forces_list', 'ct_forces_list', 'ct_gamma_dot_list', 'ct_gamma_list', 'ct_gamma_star_list', 'ct_normals_list', 'ct_u_ext_list', 'ct_u_ext_star_list', 'ct_zeta_dot_list', 'ct_zeta_list', 'ct_zeta_star_list', 'dynamic_input']]\u001b[0m\n",
"Variable format has no assigned value in the settings file.\u001b[0m\n",
"\u001b[34m will default to the value: h5\u001b[0m\n",
"\u001b[0m\n",
"\u001b[0m\n",
"\u001b[0m\n",
"|=======|========|======|==============|==============|==============|==============|==============|\u001b[0m\n",
"| ts | t | iter | struc ratio | iter time | residual vel | FoR_vel(x) | FoR_vel(z) |\u001b[0m\n",
"|=======|========|======|==============|==============|==============|==============|==============|\u001b[0m\n",
"| 1 | 0.0551 | 1 | 0.000485 | 34.843854 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 2 | 0.1102 | 1 | 0.000410 | 34.761563 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 3 | 0.1653 | 1 | 0.000404 | 34.932218 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 4 | 0.2204 | 1 | 0.000483 | 35.284282 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 5 | 0.2755 | 1 | 0.000406 | 35.083160 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 6 | 0.3306 | 1 | 0.000405 | 35.132987 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 7 | 0.3857 | 1 | 0.000404 | 35.060116 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 8 | 0.4408 | 1 | 0.000488 | 35.029655 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 9 | 0.4959 | 1 | 0.000467 | 36.258882 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 10 | 0.5510 | 1 | 0.000406 | 35.032129 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 11 | 0.6061 | 1 | 0.000481 | 35.362523 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 12 | 0.6612 | 1 | 0.000411 | 34.975506 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 13 | 0.7163 | 1 | 0.000398 | 35.608281 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 14 | 0.7713 | 1 | 0.000402 | 35.100920 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 15 | 0.8264 | 1 | 0.000410 | 35.017352 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 16 | 0.8815 | 1 | 0.000407 | 35.425095 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 17 | 0.9366 | 1 | 0.000462 | 36.604027 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 18 | 0.9917 | 1 | 0.000401 | 35.275673 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 19 | 1.0468 | 1 | 0.000390 | 36.274420 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 20 | 1.1019 | 1 | 0.000399 | 35.564413 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 21 | 1.1570 | 1 | 0.000397 | 35.707034 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 22 | 1.2121 | 1 | 0.000484 | 35.184307 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 23 | 1.2672 | 1 | 0.000393 | 35.890493 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 24 | 1.3223 | 1 | 0.000402 | 35.255084 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 25 | 1.3774 | 1 | 0.000403 | 35.065845 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 26 | 1.4325 | 1 | 0.000404 | 35.190785 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"| 27 | 1.4876 | 1 | 0.000399 | 35.229580 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 28 | 1.5427 | 1 | 0.000403 | 35.334666 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 29 | 1.5978 | 1 | 0.000402 | 35.127491 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 30 | 1.6529 | 1 | 0.000393 | 36.075205 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 31 | 1.7080 | 1 | 0.000399 | 36.461376 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 32 | 1.7631 | 1 | 0.000401 | 36.586069 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 33 | 1.8182 | 1 | 0.000401 | 35.661475 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 34 | 1.8733 | 1 | 0.000479 | 35.590713 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 35 | 1.9284 | 1 | 0.000401 | 35.274358 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 36 | 1.9835 | 1 | 0.000398 | 35.457478 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 37 | 2.0386 | 1 | 0.000493 | 36.019366 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 38 | 2.0937 | 1 | 0.000401 | 35.421036 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 39 | 2.1488 | 1 | 0.000403 | 35.596356 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 40 | 2.2039 | 1 | 0.000480 | 35.415416 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 41 | 2.2590 | 1 | 0.000396 | 36.031187 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 42 | 2.3140 | 1 | 0.000400 | 35.487847 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 43 | 2.3691 | 1 | 0.000415 | 35.585801 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 44 | 2.4242 | 1 | 0.000402 | 35.510973 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 45 | 2.4793 | 1 | 0.000400 | 35.585651 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 46 | 2.5344 | 1 | 0.000401 | 35.422684 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 47 | 2.5895 | 1 | 0.000401 | 35.797867 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 48 | 2.6446 | 1 | 0.000402 | 35.605142 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 49 | 2.6997 | 1 | 0.000403 | 35.564439 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 50 | 2.7548 | 1 | 0.000404 | 35.421701 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 51 | 2.8099 | 1 | 0.000399 | 35.504787 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 52 | 2.8650 | 1 | 0.000400 | 35.506078 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 53 | 2.9201 | 1 | 0.000406 | 35.096757 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 54 | 2.9752 | 1 | 0.000400 | 35.181271 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 55 | 3.0303 | 1 | 0.000404 | 35.218832 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 56 | 3.0854 | 1 | 0.000408 | 35.265684 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 57 | 3.1405 | 1 | 0.000396 | 35.665076 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 58 | 3.1956 | 1 | 0.000559 | 35.759023 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 59 | 3.2507 | 1 | 0.000389 | 36.328286 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 60 | 3.3058 | 1 | 0.000403 | 35.422803 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 61 | 3.3609 | 1 | 0.000402 | 35.402071 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 62 | 3.4160 | 1 | 0.000406 | 34.949019 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 63 | 3.4711 | 1 | 0.000405 | 34.993716 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 64 | 3.5262 | 1 | 0.000404 | 35.043047 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 65 | 3.5813 | 1 | 0.000487 | 35.074952 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 66 | 3.6364 | 1 | 0.000396 | 35.737198 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 67 | 3.6915 | 1 | 0.000402 | 35.036806 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 68 | 3.7466 | 1 | 0.000403 | 35.025218 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 69 | 3.8017 | 1 | 0.000397 | 35.635562 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 70 | 3.8567 | 1 | 0.000480 | 35.045761 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 71 | 3.9118 | 1 | 0.000405 | 35.053802 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 72 | 3.9669 | 1 | 0.000404 | 35.034261 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 73 | 4.0220 | 1 | 0.000401 | 35.563820 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 74 | 4.0771 | 1 | 0.000409 | 35.004013 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 75 | 4.1322 | 1 | 0.000406 | 34.937238 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 76 | 4.1873 | 1 | 0.000400 | 35.550421 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 77 | 4.2424 | 1 | 0.000402 | 35.059801 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 78 | 4.2975 | 1 | 0.000403 | 35.040280 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 79 | 4.3526 | 1 | 0.000398 | 35.126306 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 80 | 4.4077 | 1 | 0.000404 | 35.013848 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 81 | 4.4628 | 1 | 0.000404 | 34.998984 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 82 | 4.5179 | 1 | 0.000398 | 35.593557 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 83 | 4.5730 | 1 | 0.000404 | 35.024937 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 84 | 4.6281 | 1 | 0.000419 | 35.055118 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 85 | 4.6832 | 1 | 0.000404 | 34.900097 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 86 | 4.7383 | 1 | 0.000393 | 35.614877 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 87 | 4.7934 | 1 | 0.000405 | 34.956673 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 88 | 4.8485 | 1 | 0.000406 | 34.979990 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 89 | 4.9036 | 1 | 0.000402 | 35.015081 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 90 | 4.9587 | 1 | 0.000403 | 35.092176 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 91 | 5.0138 | 1 | 0.000401 | 35.046211 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 92 | 5.0689 | 1 | 0.000401 | 35.046779 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 93 | 5.1240 | 1 | 0.000400 | 35.034448 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 94 | 5.1791 | 1 | 0.000398 | 35.034049 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 95 | 5.2342 | 1 | 0.000406 | 34.988538 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 96 | 5.2893 | 1 | 0.000398 | 35.269648 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 97 | 5.3444 | 1 | 0.000404 | 34.972387 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 98 | 5.3994 | 1 | 0.000403 | 35.014380 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 99 | 5.4545 | 1 | 0.000400 | 35.136493 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 100 | 5.5096 | 1 | 0.000405 | 35.056979 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 101 | 5.5647 | 1 | 0.000479 | 35.102823 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 102 | 5.6198 | 1 | 0.000401 | 35.018139 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 103 | 5.6749 | 1 | 0.000403 | 35.111360 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 104 | 5.7300 | 1 | 0.000406 | 35.048090 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 105 | 5.7851 | 1 | 0.000406 | 34.995252 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"| 106 | 5.8402 | 1 | 0.000476 | 35.000510 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 107 | 5.8953 | 1 | 0.000474 | 35.010273 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 108 | 5.9504 | 1 | 0.000405 | 35.016181 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 109 | 6.0055 | 1 | 0.000478 | 35.545543 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 110 | 6.0606 | 1 | 0.000397 | 35.374309 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 111 | 6.1157 | 1 | 0.000404 | 35.005756 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 112 | 6.1708 | 1 | 0.000492 | 35.024691 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 113 | 6.2259 | 1 | 0.000477 | 35.436690 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 114 | 6.2810 | 1 | 0.000405 | 34.969606 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 115 | 6.3361 | 1 | 0.000404 | 34.944303 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 116 | 6.3912 | 1 | 0.000402 | 35.074717 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 117 | 6.4463 | 1 | 0.000408 | 35.166313 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 118 | 6.5014 | 1 | 0.000399 | 35.048361 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 119 | 6.5565 | 1 | 0.000401 | 35.061432 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 120 | 6.6116 | 1 | 0.000404 | 34.953936 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 121 | 6.6667 | 1 | 0.000481 | 35.107045 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 122 | 6.7218 | 1 | 0.000483 | 35.020663 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 123 | 6.7769 | 1 | 0.000406 | 34.999084 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 124 | 6.8320 | 1 | 0.000403 | 35.041239 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 125 | 6.8871 | 1 | 0.000404 | 34.985621 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 126 | 6.9421 | 1 | 0.000404 | 35.015430 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 127 | 6.9972 | 1 | 0.000486 | 35.004876 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 128 | 7.0523 | 1 | 0.000407 | 34.912113 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 129 | 7.1074 | 1 | 0.000488 | 34.950935 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 130 | 7.1625 | 1 | 0.000408 | 34.916967 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 131 | 7.2176 | 1 | 0.000405 | 35.177190 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 132 | 7.2727 | 1 | 0.000420 | 34.986353 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 133 | 7.3278 | 1 | 0.000482 | 34.966281 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 134 | 7.3829 | 1 | 0.000404 | 35.033954 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 135 | 7.4380 | 1 | 0.000410 | 34.977703 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 136 | 7.4931 | 1 | 0.000401 | 35.221768 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 137 | 7.5482 | 1 | 0.000404 | 34.972268 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 138 | 7.6033 | 1 | 0.000400 | 35.256782 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 139 | 7.6584 | 1 | 0.000401 | 34.960220 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 140 | 7.7135 | 1 | 0.000405 | 34.935449 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 141 | 7.7686 | 1 | 0.000403 | 35.122049 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 142 | 7.8237 | 1 | 0.000489 | 34.998549 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 143 | 7.8788 | 1 | 0.000483 | 35.035859 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 144 | 7.9339 | 1 | 0.000402 | 35.037067 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 145 | 7.9890 | 1 | 0.000479 | 35.160826 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 146 | 8.0441 | 1 | 0.000405 | 34.994949 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 147 | 8.0992 | 1 | 0.000397 | 35.590914 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 148 | 8.1543 | 1 | 0.000483 | 35.598171 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 149 | 8.2094 | 1 | 0.000402 | 35.025956 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 150 | 8.2645 | 1 | 0.000406 | 34.904905 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 151 | 8.3196 | 1 | 0.000405 | 34.883507 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 152 | 8.3747 | 1 | 0.000399 | 34.990311 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 153 | 8.4298 | 1 | 0.000396 | 35.416597 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 154 | 8.4848 | 1 | 0.000402 | 34.964640 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 155 | 8.5399 | 1 | 0.000403 | 34.995596 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 156 | 8.5950 | 1 | 0.000400 | 34.989531 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 157 | 8.6501 | 1 | 0.000481 | 35.020522 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 158 | 8.7052 | 1 | 0.000402 | 35.049288 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 159 | 8.7603 | 1 | 0.000402 | 34.955673 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 160 | 8.8154 | 1 | 0.000404 | 35.006943 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 161 | 8.8705 | 1 | 0.000405 | 35.156192 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 162 | 8.9256 | 1 | 0.000401 | 34.933962 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 163 | 8.9807 | 1 | 0.000403 | 35.109843 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 164 | 9.0358 | 1 | 0.000485 | 35.075494 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 165 | 9.0909 | 1 | 0.000405 | 34.914076 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 166 | 9.1460 | 1 | 0.000402 | 34.943376 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 167 | 9.2011 | 1 | 0.000404 | 34.936707 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 168 | 9.2562 | 1 | 0.000401 | 35.057687 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 169 | 9.3113 | 1 | 0.000402 | 35.012661 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 170 | 9.3664 | 1 | 0.000403 | 35.066586 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 171 | 9.4215 | 1 | 0.000415 | 35.001301 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 172 | 9.4766 | 1 | 0.000407 | 34.982057 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 173 | 9.5317 | 1 | 0.000401 | 34.978029 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 174 | 9.5868 | 1 | 0.000405 | 35.109472 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 175 | 9.6419 | 1 | 0.000401 | 34.947308 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 176 | 9.6970 | 1 | 0.000405 | 34.950943 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 177 | 9.7521 | 1 | 0.000405 | 35.012108 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 178 | 9.8072 | 1 | 0.000399 | 35.422956 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 179 | 9.8623 | 1 | 0.000406 | 34.998816 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 180 | 9.9174 | 1 | 0.000405 | 34.967079 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 181 | 9.9725 | 1 | 0.000403 | 35.105527 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 182 |10.0275 | 1 | 0.000404 | 35.025924 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 183 |10.0826 | 1 | 0.000409 | 35.083685 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 184 |10.1377 | 1 | 0.000401 | 35.031384 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n"
]
},
{
"name": "stdout",
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"text": [
"| 185 |10.1928 | 1 | 0.000401 | 35.276806 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 186 |10.2479 | 1 | 0.000403 | 35.021602 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 187 |10.3030 | 1 | 0.000404 | 35.106824 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 188 |10.3581 | 1 | 0.000402 | 35.070060 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 189 |10.4132 | 1 | 0.000486 | 35.054683 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 190 |10.4683 | 1 | 0.000405 | 35.109055 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 191 |10.5234 | 1 | 0.000404 | 35.096072 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 192 |10.5785 | 1 | 0.000485 | 35.029229 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 193 |10.6336 | 1 | 0.000406 | 34.889880 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 194 |10.6887 | 1 | 0.000404 | 35.106720 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 195 |10.7438 | 1 | 0.000406 | 34.896475 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 196 |10.7989 | 1 | 0.000405 | 35.003245 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 197 |10.8540 | 1 | 0.000404 | 35.010513 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 198 |10.9091 | 1 | 0.000401 | 35.103249 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 199 |10.9642 | 1 | 0.000402 | 35.179421 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 200 |11.0193 | 1 | 0.000486 | 34.954615 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 201 |11.0744 | 1 | 0.000405 | 34.900635 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 202 |11.1295 | 1 | 0.000489 | 35.053995 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 203 |11.1846 | 1 | 0.000405 | 34.992125 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 204 |11.2397 | 1 | 0.000406 | 34.938804 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 205 |11.2948 | 1 | 0.000399 | 35.034143 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 206 |11.3499 | 1 | 0.000407 | 35.044612 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 207 |11.4050 | 1 | 0.000403 | 35.059423 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 208 |11.4601 | 1 | 0.000409 | 34.960622 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 209 |11.5152 | 1 | 0.000400 | 34.938379 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 210 |11.5702 | 1 | 0.000404 | 34.967449 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 211 |11.6253 | 1 | 0.000480 | 35.007166 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 212 |11.6804 | 1 | 0.000406 | 34.908820 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 213 |11.7355 | 1 | 0.000404 | 34.946568 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 214 |11.7906 | 1 | 0.000403 | 34.984994 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 215 |11.8457 | 1 | 0.000409 | 34.961272 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 216 |11.9008 | 1 | 0.000484 | 34.983150 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 217 |11.9559 | 1 | 0.000402 | 35.073425 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 218 |12.0110 | 1 | 0.000401 | 35.008107 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 219 |12.0661 | 1 | 0.000488 | 34.999300 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 220 |12.1212 | 1 | 0.000406 | 35.011400 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 221 |12.1763 | 1 | 0.000406 | 34.975334 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 222 |12.2314 | 1 | 0.000404 | 34.891954 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 223 |12.2865 | 1 | 0.000484 | 34.980813 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 224 |12.3416 | 1 | 0.000408 | 34.958210 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 225 |12.3967 | 1 | 0.000403 | 34.964099 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 226 |12.4518 | 1 | 0.000398 | 35.094358 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 227 |12.5069 | 1 | 0.000407 | 34.902481 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 228 |12.5620 | 1 | 0.000413 | 34.985481 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 229 |12.6171 | 1 | 0.000404 | 34.962867 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 230 |12.6722 | 1 | 0.000402 | 34.978417 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 231 |12.7273 | 1 | 0.000403 | 34.979397 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 232 |12.7824 | 1 | 0.000404 | 34.996452 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 233 |12.8375 | 1 | 0.000403 | 35.001929 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 234 |12.8926 | 1 | 0.000402 | 35.188071 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 235 |12.9477 | 1 | 0.000484 | 35.078861 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 236 |13.0028 | 1 | 0.000403 | 35.020262 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 237 |13.0579 | 1 | 0.000405 | 34.987702 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 238 |13.1129 | 1 | 0.000404 | 34.998087 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 239 |13.1680 | 1 | 0.000406 | 34.857704 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 240 |13.2231 | 1 | 0.000403 | 35.005767 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 241 |13.2782 | 1 | 0.000408 | 35.022304 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 242 |13.3333 | 1 | 0.000470 | 35.045836 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 243 |13.3884 | 1 | 0.000404 | 35.279354 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 244 |13.4435 | 1 | 0.000483 | 35.054890 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 245 |13.4986 | 1 | 0.000403 | 35.160020 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 246 |13.5537 | 1 | 0.000404 | 34.907461 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 247 |13.6088 | 1 | 0.000404 | 34.861910 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 248 |13.6639 | 1 | 0.000400 | 35.166329 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 249 |13.7190 | 1 | 0.000400 | 35.013055 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 250 |13.7741 | 1 | 0.000402 | 35.088800 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 251 |13.8292 | 1 | 0.000485 | 35.053793 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 252 |13.8843 | 1 | 0.000407 | 34.922104 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 253 |13.9394 | 1 | 0.000405 | 34.972141 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 254 |13.9945 | 1 | 0.000403 | 35.057171 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 255 |14.0496 | 1 | 0.000406 | 35.073741 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 256 |14.1047 | 1 | 0.000502 | 35.005126 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 257 |14.1598 | 1 | 0.000480 | 35.280310 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 258 |14.2149 | 1 | 0.000475 | 35.065014 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 259 |14.2700 | 1 | 0.000409 | 34.983943 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 260 |14.3251 | 1 | 0.000405 | 35.069824 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 261 |14.3802 | 1 | 0.000402 | 34.937582 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 262 |14.4353 | 1 | 0.000408 | 34.901083 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 263 |14.4904 | 1 | 0.000406 | 34.993648 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n"
]
},
{
"name": "stdout",
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"text": [
"| 264 |14.5455 | 1 | 0.000399 | 35.001453 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 265 |14.6006 | 1 | 0.000405 | 34.922243 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 266 |14.6556 | 1 | 0.000487 | 34.971543 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 267 |14.7107 | 1 | 0.000404 | 34.972136 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 268 |14.7658 | 1 | 0.000402 | 34.983263 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 269 |14.8209 | 1 | 0.000403 | 34.958425 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 270 |14.8760 | 1 | 0.000404 | 34.928025 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 271 |14.9311 | 1 | 0.000474 | 35.588536 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 272 |14.9862 | 1 | 0.000411 | 34.903434 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 273 |15.0413 | 1 | 0.000404 | 34.892641 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 274 |15.0964 | 1 | 0.000407 | 34.881196 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 275 |15.1515 | 1 | 0.000403 | 34.976532 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 276 |15.2066 | 1 | 0.000412 | 34.974193 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 277 |15.2617 | 1 | 0.000405 | 34.883210 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 278 |15.3168 | 1 | 0.000404 | 34.920149 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 279 |15.3719 | 1 | 0.000491 | 34.904224 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 280 |15.4270 | 1 | 0.000405 | 34.896067 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 281 |15.4821 | 1 | 0.000404 | 34.965928 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 282 |15.5372 | 1 | 0.000406 | 35.035579 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 283 |15.5923 | 1 | 0.000405 | 34.949708 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 284 |15.6474 | 1 | 0.000409 | 34.997792 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 285 |15.7025 | 1 | 0.000407 | 35.034964 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 286 |15.7576 | 1 | 0.000405 | 34.974072 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 287 |15.8127 | 1 | 0.000405 | 34.949475 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 288 |15.8678 | 1 | 0.000406 | 34.929989 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 289 |15.9229 | 1 | 0.000406 | 34.850988 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 290 |15.9780 | 1 | 0.000406 | 34.927773 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 291 |16.0331 | 1 | 0.000405 | 34.962489 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 292 |16.0882 | 1 | 0.000484 | 34.909251 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 293 |16.1433 | 1 | 0.000398 | 35.118651 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 294 |16.1983 | 1 | 0.000405 | 34.991492 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 295 |16.2534 | 1 | 0.000405 | 34.897498 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 296 |16.3085 | 1 | 0.000482 | 35.025593 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 297 |16.3636 | 1 | 0.000476 | 34.872443 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 298 |16.4187 | 1 | 0.000405 | 34.971136 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 299 |16.4738 | 1 | 0.000481 | 34.960969 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 300 |16.5289 | 1 | 0.000401 | 34.946343 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 301 |16.5840 | 1 | 0.000468 | 34.955198 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 302 |16.6391 | 1 | 0.000405 | 34.928494 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 303 |16.6942 | 1 | 0.000401 | 35.092693 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 304 |16.7493 | 1 | 0.000400 | 34.966226 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 305 |16.8044 | 1 | 0.000398 | 35.555843 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 306 |16.8595 | 1 | 0.000401 | 34.951204 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 307 |16.9146 | 1 | 0.000401 | 34.979698 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 308 |16.9697 | 1 | 0.000403 | 35.018901 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 309 |17.0248 | 1 | 0.000403 | 34.972950 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 310 |17.0799 | 1 | 0.000402 | 34.957216 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 311 |17.1350 | 1 | 0.000404 | 34.929909 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 312 |17.1901 | 1 | 0.000404 | 34.903014 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 313 |17.2452 | 1 | 0.000412 | 34.920676 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 314 |17.3003 | 1 | 0.000404 | 34.947524 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 315 |17.3554 | 1 | 0.000400 | 35.031796 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 316 |17.4105 | 1 | 0.000404 | 34.997558 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 317 |17.4656 | 1 | 0.000404 | 34.935763 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 318 |17.5207 | 1 | 0.000405 | 35.057747 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 319 |17.5758 | 1 | 0.000405 | 34.990419 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 320 |17.6309 | 1 | 0.000402 | 35.047589 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 321 |17.6860 | 1 | 0.000483 | 34.947237 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 322 |17.7410 | 1 | 0.000404 | 34.896243 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 323 |17.7961 | 1 | 0.000401 | 35.062657 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 324 |17.8512 | 1 | 0.000403 | 34.939239 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 325 |17.9063 | 1 | 0.000407 | 34.950447 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 326 |17.9614 | 1 | 0.000479 | 34.969968 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 327 |18.0165 | 1 | 0.000404 | 34.913963 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 328 |18.0716 | 1 | 0.000406 | 34.924419 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 329 |18.1267 | 1 | 0.000405 | 35.010359 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 330 |18.1818 | 1 | 0.000410 | 34.942698 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 331 |18.2369 | 1 | 0.000404 | 34.972891 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 332 |18.2920 | 1 | 0.000482 | 35.051602 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 333 |18.3471 | 1 | 0.000400 | 34.939845 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 334 |18.4022 | 1 | 0.000404 | 34.885150 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 335 |18.4573 | 1 | 0.000402 | 35.058580 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 336 |18.5124 | 1 | 0.000405 | 34.949995 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 337 |18.5675 | 1 | 0.000403 | 35.219875 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 338 |18.6226 | 1 | 0.000408 | 35.057766 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 339 |18.6777 | 1 | 0.000403 | 35.093494 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 340 |18.7328 | 1 | 0.000404 | 34.980430 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 341 |18.7879 | 1 | 0.000474 | 35.082315 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 342 |18.8430 | 1 | 0.000404 | 34.959996 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"| 343 |18.8981 | 1 | 0.000403 | 34.978989 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 344 |18.9532 | 1 | 0.000405 | 34.921896 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 345 |19.0083 | 1 | 0.000482 | 35.055967 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 346 |19.0634 | 1 | 0.000484 | 35.059547 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 347 |19.1185 | 1 | 0.000406 | 34.882427 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 348 |19.1736 | 1 | 0.000485 | 34.929670 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 349 |19.2287 | 1 | 0.000404 | 35.030135 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 350 |19.2837 | 1 | 0.000404 | 34.917900 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 351 |19.3388 | 1 | 0.000406 | 34.906021 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 352 |19.3939 | 1 | 0.000410 | 34.878147 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 353 |19.4490 | 1 | 0.000400 | 35.575919 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 354 |19.5041 | 1 | 0.000405 | 34.885343 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 355 |19.5592 | 1 | 0.000404 | 35.064812 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 356 |19.6143 | 1 | 0.000414 | 34.889593 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 357 |19.6694 | 1 | 0.000400 | 34.936806 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 358 |19.7245 | 1 | 0.000405 | 34.922380 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 359 |19.7796 | 1 | 0.000405 | 34.831662 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 360 |19.8347 | 1 | 0.000400 | 34.997990 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 361 |19.8898 | 1 | 0.000409 | 34.975629 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 362 |19.9449 | 1 | 0.000406 | 34.934425 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 363 |20.0000 | 1 | 0.000407 | 34.984877 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 364 |20.0551 | 1 | 0.000404 | 34.914035 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 365 |20.1102 | 1 | 0.000401 | 34.918552 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 366 |20.1653 | 1 | 0.000407 | 34.922920 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 367 |20.2204 | 1 | 0.000400 | 35.020901 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 368 |20.2755 | 1 | 0.000406 | 34.903633 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 369 |20.3306 | 1 | 0.000405 | 34.923715 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 370 |20.3857 | 1 | 0.000406 | 34.903226 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 371 |20.4408 | 1 | 0.000404 | 34.881464 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 372 |20.4959 | 1 | 0.000482 | 35.014424 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 373 |20.5510 | 1 | 0.000399 | 34.927816 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 374 |20.6061 | 1 | 0.000405 | 35.036523 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 375 |20.6612 | 1 | 0.000404 | 34.989133 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 376 |20.7163 | 1 | 0.000430 | 34.907440 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 377 |20.7713 | 1 | 0.000403 | 34.905243 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 378 |20.8264 | 1 | 0.000402 | 34.908657 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 379 |20.8815 | 1 | 0.000484 | 34.895756 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 380 |20.9366 | 1 | 0.000403 | 34.863879 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 381 |20.9917 | 1 | 0.000404 | 34.901009 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 382 |21.0468 | 1 | 0.000403 | 35.042084 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 383 |21.1019 | 1 | 0.000407 | 35.001383 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 384 |21.1570 | 1 | 0.000401 | 35.018700 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 385 |21.2121 | 1 | 0.000402 | 34.981036 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 386 |21.2672 | 1 | 0.000407 | 34.938597 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 387 |21.3223 | 1 | 0.000404 | 34.931995 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 388 |21.3774 | 1 | 0.000401 | 34.983975 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 389 |21.4325 | 1 | 0.000403 | 35.035008 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 390 |21.4876 | 1 | 0.000407 | 34.987274 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 391 |21.5427 | 1 | 0.000404 | 34.880774 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 392 |21.5978 | 1 | 0.000404 | 34.923799 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 393 |21.6529 | 1 | 0.000402 | 35.064792 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 394 |21.7080 | 1 | 0.000481 | 34.999040 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 395 |21.7631 | 1 | 0.000400 | 34.978871 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 396 |21.8182 | 1 | 0.000403 | 35.014952 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 397 |21.8733 | 1 | 0.000398 | 35.321654 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 398 |21.9284 | 1 | 0.000404 | 34.933441 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 399 |21.9835 | 1 | 0.000481 | 35.083763 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 400 |22.0386 | 1 | 0.000405 | 34.955963 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 401 |22.0937 | 1 | 0.000407 | 35.019140 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 402 |22.1488 | 1 | 0.000402 | 34.917419 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 403 |22.2039 | 1 | 0.000401 | 35.063426 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 404 |22.2590 | 1 | 0.000406 | 34.931833 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 405 |22.3140 | 1 | 0.000406 | 34.964507 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 406 |22.3691 | 1 | 0.000402 | 34.940467 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 407 |22.4242 | 1 | 0.000404 | 34.939148 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 408 |22.4793 | 1 | 0.000403 | 35.058306 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 409 |22.5344 | 1 | 0.000406 | 34.969397 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 410 |22.5895 | 1 | 0.000459 | 35.574806 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 411 |22.6446 | 1 | 0.000409 | 34.958899 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 412 |22.6997 | 1 | 0.000406 | 34.997108 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 413 |22.7548 | 1 | 0.000407 | 34.995659 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 414 |22.8099 | 1 | 0.000486 | 34.948501 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 415 |22.8650 | 1 | 0.000406 | 34.830029 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 416 |22.9201 | 1 | 0.000407 | 34.912432 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 417 |22.9752 | 1 | 0.000407 | 34.877342 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 418 |23.0303 | 1 | 0.000403 | 34.946514 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 419 |23.0854 | 1 | 0.000406 | 35.032182 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 420 |23.1405 | 1 | 0.000409 | 34.982366 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 421 |23.1956 | 1 | 0.000408 | 34.913682 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"| 422 |23.2507 | 1 | 0.000406 | 34.907677 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 423 |23.3058 | 1 | 0.000409 | 34.941690 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 424 |23.3609 | 1 | 0.000407 | 34.826514 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 425 |23.4160 | 1 | 0.000402 | 34.967844 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 426 |23.4711 | 1 | 0.000408 | 34.917703 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 427 |23.5262 | 1 | 0.000405 | 34.842577 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 428 |23.5813 | 1 | 0.000400 | 34.999124 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 429 |23.6364 | 1 | 0.000403 | 34.861921 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 430 |23.6915 | 1 | 0.000468 | 34.903638 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 431 |23.7466 | 1 | 0.000403 | 34.974015 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 432 |23.8017 | 1 | 0.000405 | 34.988520 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 433 |23.8567 | 1 | 0.000405 | 34.981791 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 434 |23.9118 | 1 | 0.000475 | 34.915171 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 435 |23.9669 | 1 | 0.000406 | 34.957745 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 436 |24.0220 | 1 | 0.000406 | 35.011116 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 437 |24.0771 | 1 | 0.000399 | 34.940656 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 438 |24.1322 | 1 | 0.000408 | 34.928146 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 439 |24.1873 | 1 | 0.000405 | 34.953401 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 440 |24.2424 | 1 | 0.000403 | 34.899574 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 441 |24.2975 | 1 | 0.000403 | 34.973123 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 442 |24.3526 | 1 | 0.000405 | 34.949872 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 443 |24.4077 | 1 | 0.000404 | 34.958560 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 444 |24.4628 | 1 | 0.000406 | 34.936809 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 445 |24.5179 | 1 | 0.000404 | 34.864200 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 446 |24.5730 | 1 | 0.000404 | 35.068376 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 447 |24.6281 | 1 | 0.000404 | 34.851542 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 448 |24.6832 | 1 | 0.000404 | 34.941544 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 449 |24.7383 | 1 | 0.000408 | 34.975950 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"| 450 |24.7934 | 1 | 0.000408 | 34.957740 | 0.000000 | 0.000000e+00 | 0.000000e+00 |\u001b[0m\n",
"\u001b[34m...Finished\u001b[0m\n",
"\u001b[36mFINISHED - Elapsed time = 16186.9064006 seconds\u001b[0m\n",
"\u001b[36mFINISHED - CPU process time = 193852.8039516 seconds\u001b[0m\n"
]
}
],
"source": [
"sharpy_output = sharpy.sharpy_main.main(['', SimInfo.solvers['SHARPy']['route'] + SimInfo.solvers['SHARPy']['case'] + '.sharpy'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Postprocessing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read the structural and aerodynamic information of the last time step"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"tstep = sharpy_output.structure.timestep_info[-1]\n",
"astep = sharpy_output.aero.timestep_info[-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Separate the structure into blades"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Define beams\n",
"ielem = 0\n",
"nblades = np.max(sharpy_output.structure.beam_number) + 1\n",
"nodes_blade = []\n",
"first_node = 0\n",
"for iblade in range(nblades):\n",
" nodes_blade.append(np.zeros((sharpy_output.structure.num_node,), dtype=bool))\n",
" while sharpy_output.structure.beam_number[ielem] <= iblade:\n",
" ielem += 1\n",
" if ielem == sharpy_output.structure.num_elem:\n",
" break\n",
" nodes_blade[iblade][first_node:sharpy_output.structure.connectivities[ielem-1,1]+1] = True\n",
" first_node = sharpy_output.structure.connectivities[ielem-1,1]+1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the radial position of the nodes and initialise the rest of the variables"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"r = []\n",
"c = []\n",
"dr = []\n",
"forces = []\n",
"CN_drR = []\n",
"CTan_drR = []\n",
"CP_drR = []\n",
"nodes_num = []\n",
"for iblade in range(nblades):\n",
" forces.append(tstep.steady_applied_forces[nodes_blade[iblade]].copy())\n",
"\n",
" nodes_num.append(np.arange(0, sharpy_output.structure.num_node, 1)[nodes_blade[iblade]])\n",
"\n",
" r.append(np.linalg.norm(tstep.pos[nodes_blade[iblade], :], axis=1))\n",
" dr.append(np.zeros(np.sum(nodes_blade[iblade])))\n",
" dr[iblade][0] = 0.5*(r[iblade][1]-r[iblade][0])\n",
" dr[iblade][-1] = 0.5 * (r[iblade][-1] - r[iblade][-2])\n",
" for inode in range(1,len(r[iblade]) - 1):\n",
" dr[iblade][inode] = 0.5*(r[iblade][inode+1] - r[iblade][inode-1])\n",
"\n",
" CN_drR.append(np.zeros(len(r[iblade])))\n",
" c.append(np.zeros(len(r[iblade])))\n",
" CTan_drR.append(np.zeros(len(r[iblade])))\n",
" CP_drR.append(np.zeros(len(r[iblade])))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Transform the loads computed by SHARPy into out-of-plane and in-plane components"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"rho = sharpy_output.settings['StaticCoupledRBM']['aero_solver_settings']['rho'].value\n",
"uinf = sharpy_output.settings['StaticCoupledRBM']['aero_solver_settings']['velocity_field_input']['u_inf'].value\n",
"R = np.max(r[0])\n",
"Cp = 0\n",
"Ct = 0\n",
"\n",
"global_force_factor = 0.5 * rho * uinf** 2 * np.pi * R**2\n",
"global_power_factor = global_force_factor*uinf\n",
"for iblade in range(nblades):\n",
" for inode in range(len(r[iblade])):\n",
" forces[iblade][inode, 0] *= 0. # Discard the spanwise component\n",
"\n",
" node_global_index = nodes_num[iblade][inode]\n",
" ielem = sharpy_output.structure.node_master_elem[node_global_index, 0]\n",
" inode_in_elem = sharpy_output.structure.node_master_elem[node_global_index, 1]\n",
" CAB = algebra.crv2rotation(tstep.psi[ielem, inode_in_elem, :])\n",
"\n",
" c[iblade][inode] = sharpy_output.aero.aero_dict['chord'][ielem,inode_in_elem]\n",
"\n",
" forces_AFoR = np.dot(CAB, forces[iblade][inode, 0:3])\n",
"\n",
" CN_drR[iblade][inode] = forces_AFoR[2]/dr[iblade][inode]*R / global_force_factor\n",
" CTan_drR[iblade][inode] = np.linalg.norm(forces_AFoR[0:2])/dr[iblade][inode]*R / global_force_factor\n",
" CP_drR[iblade][inode] = np.linalg.norm(forces_AFoR[0:2])/dr[iblade][inode]*R * r[iblade][inode]*rotation_velocity / global_power_factor\n",
"\n",
" Cp += np.sum(CP_drR[iblade]*dr[iblade]/R)\n",
" Ct += np.sum(CN_drR[iblade]*dr[iblade]/R)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot of the loads along the blade"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, list_plots = plt.subplots(1, 2, figsize=(12, 3))\n",
"\n",
"list_plots[0].grid()\n",
"list_plots[0].set_xlabel(\"r/R [-]\")\n",
"list_plots[0].set_ylabel(\"CN/d(r/R) [-]\")\n",
"list_plots[0].plot(r[0]/R, CN_drR[0], '-', label='SHARPy')\n",
"list_plots[0].plot(of_rR, of_cNdrR, '-', label='OpenFAST')\n",
"list_plots[0].legend()\n",
"\n",
"list_plots[1].grid()\n",
"list_plots[1].set_xlabel(\"r/R [-]\")\n",
"list_plots[1].set_ylabel(\"CT/d(r/R) [-]\")\n",
"list_plots[1].plot(r[0]/R, CTan_drR[0], '-', label='SHARPy')\n",
"list_plots[1].plot(of_rR, of_cTdrR, '-', label='OpenFAST')\n",
"list_plots[1].legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Print the rotor thrust and power coefficients"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" OpenFAST SHARPy\n",
"Cp[-] 0.49 0.54\n",
"Ct[-] 0.70 0.75\n"
]
}
],
"source": [
"print(\" OpenFAST SHARPy\")\n",
"print(\"Cp[-] %.2f %.2f\" % (of_cp, Cp))\n",
"print(\"Ct[-] %.2f %.2f\" % (of_ct, Ct))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}