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https://gitee.com/sunhf/gprMax.git
已同步 2025-08-08 15:27:57 +08:00
771 行
912 KiB
Plaintext
771 行
912 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"source": [
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"# Fitting multi-pole Debye model to dielectric data\r\n",
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"\r\n",
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"In the ``user_libs`` sub-package is a module called ``DebyeFit`` which can be used to to fit a multi-Debye expansion to dielectric data, defined as\r\n",
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"$$\r\n",
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"\\epsilon(\\omega) = \\epsilon_{\\infty} + \\sum_{i=1}^{N}\\frac{\\Delta\\epsilon_{i}}{1+j\\omega t_{0,i}},\r\n",
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"$$\r\n",
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"where $\\epsilon(\\omega)$ is frequency dependent dielectric properties, $\\Delta\\epsilon$ - difference between the real permittivity at zero and infinity frequency.\r\n",
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"$\\tau_{0}$ is relaxation time, $\\epsilon_{\\infty}$ - real part of relative permittivity at infinity frequency, and $N$ is number of the Debye poles.\r\n",
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"\r\n",
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"The user can choose between Havriliak-Negami, Jonsher, Complex Refractive Index Mixing models, and arbitrary dielectric data derived experimentally or calculated using some other function."
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],
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"metadata": {}
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Havriliak-Negami Function\r\n",
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"\r\n",
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"The Havriliak–Negami relaxation is an empirical modification of the Debye relaxation model in electromagnetism, which in additionto the Debye equation has two exponential parameters\r\n",
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"$$\r\n",
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"\\epsilon(\\omega) = \\epsilon_{\\infty} + \\frac{\\Delta\\epsilon}{\\left(1+\\left(j\\omega t_{0}\\right)^{a}\\right)^{b}}\r\n",
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"$$\r\n",
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"\r\n",
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"The ```HavriliakNegami``` class has the following structure:\r\n",
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"\r\n",
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"```\r\n",
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"HavriliakNegami(f_min, f_max,\r\n",
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" alpha, beta, e_inf, de, tau_0,\r\n",
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" sigma, mu, mu_sigma, material_name,\r\n",
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" number_of_debye_poles=-1, f_n=50,\r\n",
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" plot=False, save=True,\r\n",
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" optimizer=PSO_DLS,\r\n",
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" optimizer_options={})\r\n",
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"```\r\n",
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"\r\n",
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"* ``f_min`` is first bound of the frequency range used to approximate the given function (Hz),\r\n",
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"* ``f_max`` is second bound of the frequency range used to approximate the given function (Hz),\r\n",
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"* ``alpha`` is real positive float number which varies 0 < $\\alpha$ < 1,\r\n",
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"* ``beta`` is real positive float number which varies 0 < $\\beta$ < 1,\r\n",
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"* ``e_inf`` is a real part of relative permittivity at infinity frequency,\r\n",
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"* ```de``` is a difference between the real permittivity at zero and infinity frequency,\r\n",
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"* ```tau_0``` is a relaxation time,\r\n",
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"* ```sigma``` is a conductivity (Siemens/metre),\r\n",
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"* ```mu``` is a relative permeability,\r\n",
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"* ```mu_sigma``` is a magnetic loss,\r\n",
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"* ```material_name``` is definition of material name,\r\n",
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"* ```number_of_debye_poles``` is choosen number of Debye poles,\r\n",
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"* ```f_n``` is choosen number of frequences,\r\n",
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"* ```plot``` is a switch to turn on the plotting,\r\n",
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"* ```save``` is a switch to turn on the saving final material properties,\r\n",
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"* ```optimizer``` is a choosen optimizer to fit model to dielectric data,\r\n",
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"* ```optimizer_options``` is a dict for options of choosen optimizer.\r\n"
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],
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"source": [
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"import timeit\n",
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"import os, sys\n",
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"sys.path.append(os.path.abspath(os.path.join('..')))"
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],
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"outputs": [],
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"source": [
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"from Debye_Fit import HavriliakNegami\n",
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"\n",
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"start = timeit.default_timer()\n",
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"setup = HavriliakNegami(1e12, 1e-3, 0.5, 1, 10, 5,\n",
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" 1e-6, 0.1, 1, 0, \"M2\", 6, plot=True)\n",
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"setup.run()\n",
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"stop = timeit.default_timer()\n",
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"print(f'Time for aproximating {setup.name}: {stop - start:.2f}s')"
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],
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"outputs": [
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{
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"output_type": "stream",
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"name": "stderr",
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"text": [
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"Debye fitting: 52%|█████▏ | 26/50 [00:00<00:00, 256.09it/s]"
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]
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},
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Approximating Havriliak-Negami function using 6 Debye poles\n",
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"Havriliak-Negami function parameters: \n",
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"f_min = 0.001\n",
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"f_max = 1000000000000.0\n",
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"eps_inf = 10\n",
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"Delta_eps = 5\n",
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"tau_0 = 1e-06\n",
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"alpha = 0.5\n",
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"beta = 1\n",
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"\n"
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]
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},
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{
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"output_type": "stream",
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"name": "stderr",
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"text": [
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"Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 253.83it/s]\n"
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]
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},
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Debye expansion parameters: \n",
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" | e_inf | De | log(tau_0) |\n",
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"_________________________________________________________________\n",
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"Debye 1| 1.68278 | 0.25029 | -3.21578 |\n",
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"_________________________________________________________________\n",
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"Debye 2| 1.68278 | 1.26642 | -4.79258 |\n",
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"_________________________________________________________________\n",
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"Debye 3| 1.68278 | 0.87791 | -7.25196 |\n",
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"_________________________________________________________________\n",
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"Debye 4| 1.68278 | 2.10929 | -6.12691 |\n",
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"_________________________________________________________________\n",
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"Debye 5| 1.68278 | 0.30611 | -8.22091 |\n",
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"_________________________________________________________________\n",
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"Debye 6| 1.68278 | 0.02039 | -11.65543 |\n",
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"_________________________________________________________________\n",
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"#material: 10.096690645291206 0.1 1 0 M2\n",
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"#add_dispersion_debye: 6 0.250293910476842 0.0006084441969598834 1.2664234829021161 1.612191560628052e-05 0.8779138285286197 5.598152026757871e-08 2.1092934177438933 7.46605783700219e-07 0.30610929677869525 6.012920235880843e-09 0.020392924773474083 2.2108971271510627e-12 M2\n",
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"The average fractional error for:\n",
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"- real part: 0.5011577983597835\n",
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"- imaginary part: 41.383801937146934\n",
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"\n"
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]
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},
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{
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"output_type": "display_data",
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"data": {
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"text/plain": [
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"<Figure size 1600x800 with 2 Axes>"
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],
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"image/png": 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"
|
|
},
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Time for aproximating Havriliak-Negami function: 0.70s\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"source": [
|
|
"## Jonsher Function\r\n",
|
|
"\r\n",
|
|
"Jonscher function is mainly used to describe the dielectric properties of concrete and soils. The frequency domain expression of Jonscher\r\n",
|
|
"function is given by\r\n",
|
|
"$$\r\n",
|
|
"\\epsilon(\\omega) = \\epsilon_{\\infty} - a_{p}*\\left( -j*\\frac{\\omega}{\\omega_{p}} \\right)^{n}\r\n",
|
|
"$$\r\n",
|
|
"\r\n",
|
|
"The ```Jonscher``` class has the following structure:\r\n",
|
|
"\r\n",
|
|
"```\r\n",
|
|
"Jonscher(f_min, f_max,\r\n",
|
|
" e_inf, a_p, omega_p, n_p,\r\n",
|
|
" sigma, mu, mu_sigma,\r\n",
|
|
" material_name, number_of_debye_poles=-1,\r\n",
|
|
" f_n=50, plot=False, save=True,\r\n",
|
|
" optimizer=PSO_DLS,\r\n",
|
|
" optimizer_options={})\r\n",
|
|
"```\r\n",
|
|
"\r\n",
|
|
"* ``f_min`` is first bound of the frequency range used to approximate the given function (Hz),\r\n",
|
|
"* ``f_max`` is second bound of the frequency range used to approximate the given function (Hz),\r\n",
|
|
"* ``e_inf`` is a real part of relative permittivity at infinity frequency,\r\n",
|
|
"* ```a_p``` is a Jonscher parameter. Real positive float number,\r\n",
|
|
"* ```omega_p``` is a Jonscher parameter. Real positive float number,\r\n",
|
|
"* ```n_p``` Jonscher parameter, 0 < n_p < 1.\r\n",
|
|
" "
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"source": [
|
|
"from Debye_Fit import Jonscher\n",
|
|
"\n",
|
|
"start = timeit.default_timer()\n",
|
|
"setup = Jonscher(1e6, 1e-5, 50, 1, 1e5, 0.7,\n",
|
|
" 0.1, 1, 0.1, \"M3\", 4, plot=True)\n",
|
|
"setup.run()\n",
|
|
"stop = timeit.default_timer()\n",
|
|
"print(f'Time for aproximating {setup.name}: {stop - start:.2f}s')"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"Debye fitting: 48%|████▊ | 24/50 [00:00<00:00, 239.68it/s]"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Approximating Jonsher function using 4 Debye poles\n",
|
|
"Jonsher function parameters: \n",
|
|
"f_min = 1e-05\n",
|
|
"f_max = 1000000.0\n",
|
|
"eps_inf = 50\n",
|
|
"n_p = 0.7\n",
|
|
"omega_p = 100000.0\n",
|
|
"a_p = 1\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 250.12it/s]\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Debye expansion parameters: \n",
|
|
" | e_inf | De | log(tau_0) |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 1| 14.40105 | 214.09801 | 2.84540 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 2| 14.40105 | 77.62168 | 0.90085 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 3| 14.40105 | 555.12273 | 4.15861 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 4| 14.40105 | 18.74902 | -1.13626 |\n",
|
|
"_________________________________________________________________\n",
|
|
"#material: 57.60418344496923 0.1 1 0.1 M3\n",
|
|
"#add_dispersion_debye: 4 214.09801270316856 700.491611742703 77.6216785269603 7.95876404374941 555.1227348381002 14408.326257806304 18.749021089018743 0.0730709217890299 M3\n",
|
|
"The average fractional error for:\n",
|
|
"- real part: 7.810841025744093\n",
|
|
"- imaginary part: 121.13176190506076\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "display_data",
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1600x800 with 2 Axes>"
|
|
],
|
|
"image/png": 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|
|
},
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Time for aproximating Jonsher function: 0.53s\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"source": [
|
|
"## Complex Refractive Index Mixing (CRIM) Function\r\n",
|
|
"\r\n",
|
|
"CRIM is the most mainstream approach for estimating the bulk permittivity of heterogeneous materials and has been widely applied for GPR applications. The function takes form of\r\n",
|
|
"$$\r\n",
|
|
"\\epsilon(\\omega)^{d} = \\sum_{i=1}^{m}f_{i}\\epsilon_{m,i}(\\omega)^{d}\r\n",
|
|
"$$\r\n",
|
|
"\r\n",
|
|
"The ```CRIM``` class has the following structure:\r\n",
|
|
"\r\n",
|
|
"```\r\n",
|
|
"CRIM(f_min, f_max, a, volumetric_fractions,\r\n",
|
|
" materials, sigma, mu, mu_sigma, material_name, \r\n",
|
|
" number_of_debye_poles=-1, f_n=50,\r\n",
|
|
" plot=False, save=True,\r\n",
|
|
" optimizer=PSO_DLS,\r\n",
|
|
" optimizer_options={})\r\n",
|
|
"```\r\n",
|
|
"\r\n",
|
|
"* ``f_min`` is first bound of the frequency range used to approximate the given function (Hz),\r\n",
|
|
"* ``f_max`` is second bound of the frequency range used to approximate the given function (Hz),\r\n",
|
|
"* ``a`` is a shape factor,\r\n",
|
|
"* ```volumetric_fractions``` is a volumetric fraction for each material,\r\n",
|
|
"* ```materials``` are arrays of materials properties, for each material [e_inf, de, tau_0].\r\n"
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"from Debye_Fit import Crim\n",
|
|
"\n",
|
|
"f = np.array([0.5, 0.5])\n",
|
|
"material1 = [3, 25, 1e6]\n",
|
|
"material2 = [3, 0, 1e3]\n",
|
|
"materials = np.array([material1, material2])\n",
|
|
"\n",
|
|
"start = timeit.default_timer()\n",
|
|
"setup = Crim(1*1e-1, 1e-9, 0.5, f, materials, 0.1,\n",
|
|
" 1, 0, \"M4\", 2, plot=True)\n",
|
|
"setup.run()\n",
|
|
"stop = timeit.default_timer()\n",
|
|
"print(f'Time for aproximating {setup.name}: {stop - start:.2f}s')"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 276.24it/s]"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Approximating Complex Refractive Index Model (CRIM) using 2 Debye poles\n",
|
|
"CRIM parameters: \n",
|
|
"Material 1.:\n",
|
|
"---------------------------------\n",
|
|
" Vol. fraction = 0.5\n",
|
|
" e_inf = 3.0\n",
|
|
" De = 25.0\n",
|
|
" log(tau_0) = 6.0\n",
|
|
"Material 2.:\n",
|
|
"---------------------------------\n",
|
|
" Vol. fraction = 0.5\n",
|
|
" e_inf = 3.0\n",
|
|
" De = 0.0\n",
|
|
" log(tau_0) = 3.0\n",
|
|
"Debye expansion parameters: \n",
|
|
" | e_inf | De | log(tau_0) |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 1| 1.50061 | 1.32740 | 5.50471 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 2| 1.50061 | 8.01450 | 5.99723 |\n",
|
|
"_________________________________________________________________\n",
|
|
"#material: 3.0012262961979665 0.1 1 0 M4\n",
|
|
"#add_dispersion_debye: 2 1.3273966405052697 319672.5598039884 8.014496885727139 993632.2510789174 M4\n",
|
|
"The average fractional error for:\n",
|
|
"- real part: 0.0968389318454638\n",
|
|
"- imaginary part: 1.437688801957827\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "display_data",
|
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"data": {
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"text/plain": [
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"<Figure size 1600x800 with 2 Axes>"
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],
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"image/png": 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|
|
},
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Time for aproximating CRIM function: 0.52s\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"source": [
|
|
"## Rawdata Class\r\n",
|
|
"\r\n",
|
|
"The present package has the ability to model dielectric properties obtained experimentally by fitting multi-Debye functions to data given from a file.\r\n",
|
|
"The format of the file should be three columns. The first column contains the frequencies (Hz) associated with the electric permittivity point.\r\n",
|
|
"The second column contains the real part of the relative permittivity. The third column contains the imaginary part of the relative permittivity.\r\n",
|
|
"The columns should separated by coma by default (is it posible to define different separator).\r\n",
|
|
"\r\n",
|
|
"The ```Rawdata``` class has the following structure:\r\n",
|
|
"\r\n",
|
|
"```\r\n",
|
|
"Rawdata(self, filename,\r\n",
|
|
" sigma, mu, mu_sigma,\r\n",
|
|
" material_name, number_of_debye_poles=-1,\r\n",
|
|
" f_n=50, delimiter =',',\r\n",
|
|
" plot=False, save=True,\r\n",
|
|
" optimizer=PSO_DLS,\r\n",
|
|
" optimizer_options={})\r\n",
|
|
"```\r\n",
|
|
"\r\n",
|
|
"* ``filename`` is a path to text file which contains three columns,\r\n",
|
|
"* ``delimiter`` is a separator for three data columns.\r\n"
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"source": [
|
|
"from Debye_Fit import Rawdata\n",
|
|
"\n",
|
|
"start = timeit.default_timer()\n",
|
|
"setup = Rawdata(\"Test.txt\", 0.1, 1, 0.1, \"M1\", 3, plot=True,\n",
|
|
" optimizer_options={'seed': 111})\n",
|
|
"setup.run()\n",
|
|
"stop = timeit.default_timer()\n",
|
|
"print(f'Time for aproximating {setup.name}: {stop - start:.2f}s')"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 260.93it/s]"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Approximating Relaxation function using 3 Debye poles\n",
|
|
"Relaxation function parameters: \n",
|
|
"filename = /home/sylwia/Documents/gprMax/user_libs/DebyeFit/examples/Test.txt\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Debye expansion parameters: \n",
|
|
" | e_inf | De | log(tau_0) |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 1| 3.32035 | 4.99124 | -8.96280 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 2| 3.32035 | 0.03699 | -10.93662 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 3| 3.32035 | 15.01141 | -9.01306 |\n",
|
|
"_________________________________________________________________\n",
|
|
"#material: 9.961043943504956 0.1 1 0.1 M1\n",
|
|
"#add_dispersion_debye: 3 4.991239097827594 1.0894257684137825e-09 0.03699445058789408 1.1571367374759199e-11 15.011414652196171 9.703714972155782e-10 M1\n",
|
|
"The average fractional error for:\n",
|
|
"- real part: 0.013831247652175764\n",
|
|
"- imaginary part: 0.05611483297678474\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "display_data",
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1600x800 with 2 Axes>"
|
|
],
|
|
"image/png": 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},
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Time for aproximating Relaxation function: 0.65s\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
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"source": [
|
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"# Optimisation algorithms\r\n",
|
|
"\r\n",
|
|
"The package uses a hybrid linear-nonlinear optimisations techniques - combination of one of three optimisation method like Particle Swarm, Dual Annealing and Differential Evolution with Damped Least Square.\r\n",
|
|
"The weights for a linear combination of Debye functions are found using a damped least squares (DLS) method, while relaxation frequencies using a one of other nonlinear methods.\r\n",
|
|
"We compared with the PSO-DLSM, DA-DLSM, and DE-DLSM optimisatiom methods using the Havriliak-Negami (HN) model for relative permittivity given as\r\n",
|
|
"$$\r\n",
|
|
"\\epsilon(\\omega) = \\epsilon_\\infty + \\frac{\\Delta \\epsilon}{[1+(j\\omega\\tau_0)^\\alpha]^\\beta},\r\n",
|
|
"$$\r\n",
|
|
"where $\\epsilon_\\infty$ is relative permittivity at infinity frequency, $\\Delta \\epsilon$ is the difference of relative permittivity at infinite frequency and the relative permittivity at zero frequency, and $\\tau_0$ is the relaxation time. $\\alpha$ and $\\beta$ are constants. If $\\alpha$ = $\\beta$ = 1, then above equation reduces to **Debye** medium, if $\\beta$ = 1 and 0 < $\\alpha$ < 1 to **Cole-Cole** medium and if $\\alpha$ = 1 and 0 < $\\beta$ < 1 to **Cole-Davidson** medium.\r\n",
|
|
"\r\n",
|
|
"For a fair comparison, the same parameters as those reported by Kelley et al. [1] are used. The parameters are presented in below Table.\r\n",
|
|
"\r\n",
|
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"| Parameter | $\\Delta \\epsilon$ | $\\epsilon_\\infty$ | $\\tau_0 (s)$ | $\\alpha$ | $\\beta$ |\r\n",
|
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"|-----------|------|---------|---------|-------|------|\r\n",
|
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"| Value | 5.6 | 2.7 | 9.4e-10 | 0.91 | 0.45 |\r\n",
|
|
"\r\n",
|
|
"To illustrate the application of the method, a Havriliak-Negami permittivity model was approximated over the frequency range of 10 MHz to 100 GHz.\r\n",
|
|
"\r\n",
|
|
"[1] D. F. Kelley, T. J. Destan and R. J. Luebbers, \"Debye Function Expansions of Complex Permittivity Using a Hybrid Particle Swarm-Least Squares Optimization Approach,\" in IEEE Transactions on Antennas and Propagation, vol. 55, no. 7, pp. 1999-2005, July 2007."
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"source": [
|
|
"from Debye_Fit import HavriliakNegami\n",
|
|
"from optimization import PSO_DLS, DA_DLS, DE_DLS\n",
|
|
"\n",
|
|
"optimizers = {'Hybrid Particle Swarm-Damped Least Squares optimisation': PSO_DLS,\n",
|
|
" 'Hybrid Dual Annealing-Damped Least Squares optimisation': DA_DLS,\n",
|
|
" 'Hybrid Differential Evolution-Damped Least Squares optimisation': DE_DLS}\n",
|
|
"results = []\n",
|
|
"for key, value in optimizers.items():\n",
|
|
" print(f'Using {key}')\n",
|
|
"\n",
|
|
" start = timeit.default_timer()\n",
|
|
" setup = HavriliakNegami(f_min=1e7, f_max=1e11,\n",
|
|
" alpha=1-0.09, beta=0.45,\n",
|
|
" e_inf=2.7, de=8.6-2.7, tau_0=9.4e-10,\n",
|
|
" sigma=0, mu=0, mu_sigma=0,\n",
|
|
" material_name=\"Kelley\",\n",
|
|
" number_of_debye_poles=5, f_n=100,\n",
|
|
" plot=True, save=False,\n",
|
|
" optimizer=value,\n",
|
|
" optimizer_options={'seed':111})\n",
|
|
" error, _ = setup.run()\n",
|
|
" stop = timeit.default_timer()\n",
|
|
"\n",
|
|
" print(f'Time for {key} aproximating {setup.name}: {stop - start}')\n",
|
|
" results.append({'optimizer': key, 'duration': stop - start, 'average error': error})\n",
|
|
"\n",
|
|
"print(f\"{'Optimizer':^70s}|{'Duration':^10s}|{'Average Error':^20s}\")\n",
|
|
"for v in results:\n",
|
|
" print(f\"{v['optimizer']:^70s}|{v['duration']:^10.4f}|{v['average error']:^20.4f}\")\n"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"Debye fitting: 34%|███▍ | 17/50 [00:00<00:00, 167.55it/s]"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Using Hybrid Particle Swarm-Damped Least Squares optimisation\n",
|
|
"Approximating Havriliak-Negami function using 5 Debye poles\n",
|
|
"Havriliak-Negami function parameters: \n",
|
|
"f_min = 10000000.0\n",
|
|
"f_max = 100000000000.0\n",
|
|
"eps_inf = 2.7\n",
|
|
"Delta_eps = 5.8999999999999995\n",
|
|
"tau_0 = 9.4e-10\n",
|
|
"alpha = 0.91\n",
|
|
"beta = 0.45\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stderr",
|
|
"text": [
|
|
"Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 167.21it/s]\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Debye expansion parameters: \n",
|
|
" | e_inf | De | log(tau_0) |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 1| 0.56690 | 2.35633 | -9.35975 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 2| 0.56690 | 0.67364 | -10.93469 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 3| 0.56690 | 1.10087 | -8.81873 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 4| 0.56690 | 1.29263 | -10.04073 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 5| 0.56690 | 0.30908 | -11.95347 |\n",
|
|
"_________________________________________________________________\n",
|
|
"#material: 2.834483987492076 0 0 0 Kelley\n",
|
|
"#add_dispersion_debye: 5 2.3563346313339864 4.367650372500618e-10 0.6736357027690343 1.162279864609756e-11 1.100873961125374 1.5180020068673154e-09 1.2926339435348342 9.104751881847403e-11 0.3090810021083572 1.1130961860272225e-12 Kelley\n",
|
|
"The average fractional error for:\n",
|
|
"- real part: 0.20937274487234764\n",
|
|
"- imaginary part: 8.269191291732191\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "display_data",
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1600x800 with 2 Axes>"
|
|
],
|
|
"image/png": 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|
|
},
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Time for Hybrid Particle Swarm-Damped Least Squares optimisation aproximating Havriliak-Negami function: 0.9700208659996861\n",
|
|
"Using Hybrid Dual Annealing-Damped Least Squares optimisation\n",
|
|
"Approximating Havriliak-Negami function using 5 Debye poles\n",
|
|
"Havriliak-Negami function parameters: \n",
|
|
"f_min = 10000000.0\n",
|
|
"f_max = 100000000000.0\n",
|
|
"eps_inf = 2.7\n",
|
|
"Delta_eps = 5.8999999999999995\n",
|
|
"tau_0 = 9.4e-10\n",
|
|
"alpha = 0.91\n",
|
|
"beta = 0.45\n",
|
|
"\n",
|
|
"['Maximum number of iteration reached']\n",
|
|
"Debye expansion parameters: \n",
|
|
" | e_inf | De | log(tau_0) |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 1| 0.58797 | 2.36360 | -9.26676 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 2| 0.58797 | 0.77069 | -8.75108 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 3| 0.58797 | 0.72579 | -10.60914 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 4| 0.58797 | 0.42905 | -11.46483 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 5| 0.58797 | 1.34000 | -9.88816 |\n",
|
|
"_________________________________________________________________\n",
|
|
"#material: 2.9398627028471838 0 0 0 Kelley\n",
|
|
"#add_dispersion_debye: 5 2.3635992590887445 5.410508273042163e-10 0.7706936113204781 1.7738714530101554e-09 0.7257940511718137 2.4595924723465977e-11 0.4290518754997406 3.4290126668460575e-12 1.3399997207174392 1.293714528789946e-10 Kelley\n",
|
|
"The average fractional error for:\n",
|
|
"- real part: 0.13630736570958824\n",
|
|
"- imaginary part: 4.235900653482191\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "display_data",
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1600x800 with 2 Axes>"
|
|
],
|
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"image/png": 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|
|
},
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Time for Hybrid Dual Annealing-Damped Least Squares optimisation aproximating Havriliak-Negami function: 2.5565557340014493\n",
|
|
"Using Hybrid Differential Evolution-Damped Least Squares optimisation\n",
|
|
"Approximating Havriliak-Negami function using 5 Debye poles\n",
|
|
"Havriliak-Negami function parameters: \n",
|
|
"f_min = 10000000.0\n",
|
|
"f_max = 100000000000.0\n",
|
|
"eps_inf = 2.7\n",
|
|
"Delta_eps = 5.8999999999999995\n",
|
|
"tau_0 = 9.4e-10\n",
|
|
"alpha = 0.91\n",
|
|
"beta = 0.45\n",
|
|
"\n",
|
|
"Optimization terminated successfully.\n",
|
|
"Debye expansion parameters: \n",
|
|
" | e_inf | De | log(tau_0) |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 1| 0.58709 | 1.32628 | -9.90608 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 2| 0.58709 | 0.41779 | -11.48866 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 3| 0.58709 | 2.37916 | -9.27566 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 4| 0.58709 | 0.71377 | -10.63151 |\n",
|
|
"_________________________________________________________________\n",
|
|
"Debye 5| 0.58709 | 0.79624 | -8.75713 |\n",
|
|
"_________________________________________________________________\n",
|
|
"#material: 2.935447470503485 0 0 0 Kelley\n",
|
|
"#add_dispersion_debye: 5 1.3262813057613172 1.2414281937862673e-10 0.41778752470540015 3.2459426737094792e-12 2.3791618443653233 5.300793690239281e-10 0.7137690226073399 2.3360892148999538e-11 0.7962373452061446 1.74931841895717e-09 Kelley\n",
|
|
"The average fractional error for:\n",
|
|
"- real part: 0.13340867502115428\n",
|
|
"- imaginary part: 4.346165174324155\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "display_data",
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1600x800 with 2 Axes>"
|
|
],
|
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"image/png": 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RwW9RUfzYAAiOjgobkdCxQa4CgHlkK8IFhQ2EC3IVAMxjKqrA0bEBAAgbkdqxAQAABi4KGwAAAP6jsAG/tba2qrW1NdjDADAARWrHBrkKAOaRrQgXFDYQLshVADCPqagCRx8h/Eb7KYBgidSODXIVAMwjWxEuWDwc4YJcBQDzmIoqcHRsAADCQkNDg6c7Iz4+3nN9JHRsAACAgcmyLDo2AACIMNOmTdPVV18d7GFEPAob8FtLS4taWlqCPQwAA0xxcbHn8tixYz2XI6Fjg1wFAPPIVoSDXbt2qampyes6ChsIVeQqgFA2Z84cnXLKKcEehiTp1Vdf1d13392jfSNtKqr8/HwtWLCgX+6Lwgb8Fh0drejo6GAPA8AA034aqvaFjUjo2CBXAcA8shXhYPduDYnCBkIXuQoAPZOenq6kpKQe7Wuz2QKajirUCs3Nzc39fp8UNgAAYaF9YWPPPff0XI6Ejg0AADAw7b6+hsQaGwAAmDBt2jRdccUVuvrqq5WWlqbs7GwtWbJEdXV1Ou+885SUlKQ99thD//znPz3HOJ1OzZ07VyNHjtSgQYO055576uGHH/a63dbWVl155ZVKTU1VRkaGbrzxRs2ePdurW2T3qajy8/P1+9//Xueff76SkpI0fPhwLVmyxOt2b7zxRo0dO1bx8fEaNWqUbr31Vq/ixR133KEJEyboySef1KhRoxQbG6unn35aGRkZPt2fp512ms4999wOH5eCggLZbDa9+OKLmjp1quLi4rTPPvvogw8+8OtxcHfIzJ8/X0OHDtXYsWM1bdo0bdmyRddcc03ABRt/UNiA32g/BRAM7QsbI0aM8LxbLBIKG+QqAJhHtiIc0LGBcEKuAgg3Tz/9tDIzM/X555/riiuu0CWXXKLTTz9dU6dO1Zdffqnp06dr1qxZqq+vlyS5XC7l5ubqpZde0nfffafbbrtNv/3tb/XSSy95bvPee+/Vc889p6eeekorV65UdXW1Xn/99W7H8sADD2jy5Mn66quvdOmll+qSSy7R999/75mKKikpScuWLdN3332nhx9+WH/+85/10EMPed3Ghg0b9NJLL+mVV17R119/rTPOOENOp1NvvPGGZ5+ysjK9+eabOu+887ocz/XXX6/rrrtOX331laZOnaqTTjpJ5eXlPX4cJOm9997T2rVrtWLFCr355pt69dVXlZubq7vuuktFRUUqKirq9nHpjag+vXVEJFpPAQRD+8LGkCFDlJKSorKysoiZigoAYBbZinBAYQPhhFwFBq7Jkyd7/U/eX3JycvTFF18EfPz++++vW265RZJ000036Q9/+IMyMzN14YUXSpJuu+02LVq0SN98840OOeQQRUdH68477/QcP3LkSK1atUovvfSSzjjjDEnSo48+qptuukmnnnqqJOmxxx7TW2+91e1YTjjhBF166aWS2rozHnroIX3wwQeeqbbd45TaOjyuu+46LV++XDfccIPn+ubmZj3zzDMaPHiw57qzzjpLTz31lE4//XRJ0nPPPafc3FxNmzaty/FcfvnlOu200yRJixYt0ttvv60nnnhCN9xwQ48eB0lKSEjQ0qVLFRMT47nO4XAoKSlJOTk53T4mvUVhAwAQFtovHp6Tk6Pk5GSVlZVFRMcGAAAYmChsAADCwc6dOzucPjHU7bfffp7LDodDGRkZ2nfffT3XZWdnS5JKSko81z3++ONaunSptmzZooaGBjU3N2vChAmS2tb4LC4u1kEHHeR1u5MmTZLL5erxWGw2m3Jycrzu9+WXX9aCBQu0YcMG1dbWqrW1VcnJyV63MWLECK+ihiRdeOGFOvDAA7V9+3YNGzZMTz31lObMmdPtNFBTpkzxXI6KitLkyZO1du3aHj0Obvvuu69XUaO/UdiA31pbWyVJsbGxQR4JgIGk/btDcnJylJKSIqntiYVlWX0+d2NfIlcBwDyyFeGAwgbCCbkKDFz98e77vrjf3TvNbDab13Xu1xHcRYmXXnpJ11xzjR544AFNmTJFSUlJ+uMf/6h///vfPrfTnmVZAY3F5XLJsix99tln+tWvfqU777xT06dPV0pKil588UU98MADXsckJCT43O4BBxyg/fffX3/5y180ffp0rVmzRn//+9+7HU9H3OfV08eho/H0Jwob8JvD4Qj2EAAMQO0LG4MHD/a8c6G1tVWNjY0aNGhQsIbWa+QqAJhHtiIcsHg4wgm5CgxcvZkOKpx8/PHHmjp1qmfKKEnauHGj53JKSoqys7P1+eef67DDDpPUttD2V1995dPN0FM2m02ffvqpRowYoZtvvtlz/ZYtW3p8GxdccIEeeughbd++XUcffbTy8vK6Peazzz7T4YcfLqntdZXVq1fr8ssvl9T949CVmJgYOZ3OHo+9N1g8HH7rj1XtAWB37sJGZmamoqOjvVoyw32dDXIVAMwjWxEO3B0b2dnZiopqe98hHRsIVeQqgEg3evRoffHFF3rnnXe0bt063XrrrfrPf/7jtc8VV1yh+fPn629/+5t++OEHXXXVVdq1a1ev8nGPPfbQ1q1b9eKLL2rjxo165JFH9Nprr/X4+LPPPlvbt2/Xn//8Z51//vk9OuZPf/qTXnvtNX3//fe67LLLtGvXLs+xPXkcOpOfn6+PPvpI27dvV1lZWY/PIRAUNuA3p9PZb5U3AJDa2jrdhQ13K6p7KipJYb/OBrkKAOaRrQh1TqfT8/xm2LBhSkxMlERhA6GLXAUQ6ebNm6df/OIXmjlzpg4++GCVl5d7dS1IbQt/n3nmmTr33HM1ZcoUJSYmavr06YqLiwvoPi3L0kknnaRrrrlGl19+uSZMmKBVq1bp1ltv7fFtJCcn67TTTlNiYqJOOeWUHh3zhz/8Qffee6/2339/ffzxx/rb3/6mzMxMST17HDpz1113qaCgQHvssYfPeiCm2ayeTAI2gFVXVyslJUVVVVU+C7YMVA0NDZIU1tO+AAgvVVVVSk1NlSQdffTRWrFihS677DItXLhQkvT555/rwAMPDOIIe4dcBQDzyFaEup07d2rIkCGSpBkzZujrr7/Wtm3bNGTIkA7X3gCCjVwFBobGxkZt3rxZI0eODPjF+oHE5XJp3LhxOuOMM3T33XcHdLwk2e296z845phjNG7cOD3yyCNd7ldQUKCRI0f2avqs3urqZ8yf1+JZYwN+6+0vGgD4a/eFw6XI6tggVwHAPLIVoa598WLo0KHasGGDJDo2ELrIVQBoW/vi3Xff1RFHHKGmpiY99thj2rx5s84666ygjKeiokLvvvuu/vWvf+mxxx4LyhiChcIG/OauJAJAf+mosNG+ch/uhQ1yFQDMI1sR6tovHD506FCvqagsy2ItA4QcchUA2oq8y5Yt069//WtZlqXx48fr//7v/zRu3LigjGfixInatWuX7r33Xu25555BGUOwUNgAAIS87jo2wn3xcAAAMPDs3rHhLmxYlqX6+nolJCQEa2gAAKATeXl5WrlyZbCH4VFQUODX/vn5+YqUlSnoI4Tf7HY7LagA+lWkd2yQqwBgHtmKUNe+sNF+8XCJ6agQmshVAEAoCbu/SAsXLvQsLDJp0iR9/PHHXe7f1NSkm2++WSNGjFBsbKz22GMPPfnkk/002sjkcrloQQXQryK9Y4NcBQDzyFaEut07NpKSkjyfU9hAKCJXAQChJKymolq+fLmuvvpqLVy4UIceeqgWL16s448/Xt99952GDx/e4TFnnHGGiouL9cQTT2j06NEqKSlRa2trP48cANAbxcXFnsuR2LEBAAAGns7W2JCkmpqaYAwJAACPSJmuCKHH1M9WWBU2HnzwQc2dO1cXXHCBJGnBggV65513tGjRIs2fP99n/7ffflsffvihNm3apPT0dElt84ihd2g9BdDf2ndsZGdnS4qsjg1yFQDMI1sR6twdG9HR0crIyGAqKoQ8chUYGBwOhySpublZgwYNCvJoEInq6+sltT0H6o2wKWw0Nzdr9erV+s1vfuN1/bHHHqtVq1Z1eMwbb7yhyZMn67777tMzzzyjhIQEnXTSSbr77rv5xewFWk8B9Dd3YSMqKspTqI6kjg1yFQDMI1sR6tyFjSFDhshut1PYQMgjV4GBISoqSvHx8SotLVV0dDRFzT7mztaB8DhblqX6+nqVlJQoNTXVU0QLVNgUNsrKyuR0Oj3v1HXLzs72eidve5s2bdInn3yiuLg4vfbaayorK9Oll16qioqKTtfZaGpqUlNTk+dz94tl7utbWlo81aTW1lY5HA7ZbDY5nU7ZbDbZ7XavH8jdL1uWJYfDIcuy5HQ6FRXV9i1of7u734d7n57eX2f30f62urq/7u6joaEh4s4pEr9PnBPnFEnn5M75rKwstbS0yOVyeVX2Kyoq1NTUFFbn1P7+mpqaIuL7FIk/e5wT58Q5he85dZSt4X5Okfh9Gqjn5HQ6VVpaKqltGqqmpiav5zZlZWWe/0vD5Zwi8fvEOXmfU3Nzs2w2myzLiphzisTvE+fEOZk4p5SUFBUVFamgoMDzOy/J78u7681t9fQ++vv+enu77UXKOXV3H4mJiUpJSfE8X2//s1dXV9ftY+AWNoUNt90fjK6+CS6XSzabTc8995xnypIHH3xQv/zlL/WnP/2pw66N+fPn68477zQ/8Aji/kEDgP7gdDpVUlIiSV7F7fYdG+E+D7X7CScAwJzevgMM6Evt35w3ZMgQSWLxcIQ8u90+IN5RDKBtiqD8/Hy1tLRETLEmVAtQ7tev7XZ7xJxTV/cRExNj7PUPmxUmr1A3NzcrPj5ef/3rX3Xqqad6rr/qqqv09ddf68MPP/Q5Zvbs2Vq5cqU2bNjguW7t2rXae++9tW7dOo0ZM8bnmI46NvLy8lRVVeX1ItpA1tjYKEmKi4sL8kgADAQlJSWegsaJJ56oN9980/O1+Ph4NTQ0aJ999tG3334brCH2GrkKAOaRrQhln376qaZOnSpJuuKKK/TII4/o2Wef1axZsyRJjzzyiK644opgDhHwQa4CgHlkq7fq6mqlpKT06LX4sCm1x8TEaNKkSVqxYoXX9StWrPA8IdzdoYceqh07dni922XdunWy2+3Kzc3t8JjY2FglJyd7bfDmdDrldDqDPQwAA0T7dzTm5OR4fc3djRfua2yQqwBgHtmKUOZeX0Nqm4pKEmtsIOSRqwBgHtkauLApbEjStddeq6VLl+rJJ5/U2rVrdc0112jr1q2aN2+eJOmmm27Sueee69n/rLPOUkZGhs477zx99913+uijj3T99dfr/PPPZ/HwXoiKivK0HQFAX+uqsOEuPod7YYNcBQDzyFaEMgobCEfkKgCYR7YGLqwetZkzZ6q8vFx33XWXioqKNH78eL311lsaMWKEJKmoqEhbt2717J+YmKgVK1boiiuu0OTJk5WRkaEzzjhD99xzT7BOAQDgp552bLhcLub8BQAAYaF9YWPYsGGSWGMDAADAH2FV2JCkSy+9VJdeemmHX1u2bJnPdXvttZfP9FXonZaWFklt03YBQF/rSceGZVmqq6vzekEgnJCrAGAe2YpQRscGwhG5CgDmka2BC7vCBoLPvco9APSHnnRsSFJVVVXYFjbIVQAwj2xFKNu+fbvnckeFjZqamn4fE9AdchUAzCNbA8ecHQCAkFZcXOy53FnHhhT+62wAAICBw92xER8f73k+Q8cGAABAz1HYgN9aWlo8bVIA0Nfad2xkZ2d7fW33jo1wRa4CgHlkK0KZu7AxbNgw2Ww2SRQ2EPrIVQAwj2wNHFNRwW+0SAHoT+7CRnx8vNc//FLkdGyQqwBgHtmKUFVXV+d5Q4Z7GiqpbW7t6OhotbS0UNhASCJXAcA8sjVwdGwAAEKau7CRk5PjeUejW/vCRjh3bAAAgIGjo4XD3dxv4qCwAQAA0DW/ChstLS0677zztGnTpr4aD8JAa2urWltbgz0MAANAU1OTKioqJPmuryF5T0UVzh0b5CoAmEe2IlT1pLDB4uEIReQqAJhHtgbOr8JGdHS0Xnvttb4aC8JEVFSUoqKYxQxA3yspKfFc7qiwESkdG+QqAJhHtiJU0bGBcEWuAoB5ZGvg/J6K6tRTT9Xrr7/eB0MBAMBb+4XDI7ljAwAADBztCxvDhg3z+pq7sFFXVyeXy9Wv4wIAAAgnfpeDRo8erbvvvlurVq3SpEmTlJCQ4PX1K6+80tjgEJrc7VGxsbFBHgmASNddYSNSFg8nVwHAPLIVoaqrjo2kpCRJkmVZamho8Pl/GwgmchUAzCNbA+d3YWPp0qVKTU3V6tWrtXr1aq+v2Ww2ChsDgMPhCPYQAAwQ/nRshPNUVOQqAJhHtiJUbd++3XO5s6mopLZ1NihsIJSQqwBgHtkaOL8LG5s3b+6LcSCM2Gy2YA8BwAAxUDo2yFUAMI9sRahq37ExZMgQr6+1L2ywzgZCDbkKAOaRrYHr1coklmVJ4hsw0DidzmAPAcAAMVA6NshVADCPbEWochc2UlNTFR8f7/U1ChsIZeQqAJhHtgbO78XDJekvf/mL9t13Xw0aNEiDBg3Sfvvtp2eeecb02BCibDYbxSwA/aK4uNhzOTs72+friYmJnjwK944NchUAzCJbEYosy/IUNnZfOFz6aY0NicIGQg+5CgDmka2B87tj48EHH9Stt96qyy+/XIceeqgsy9LKlSs1b948lZWV6ZprrumLcSKE2O0B1cMAwG/tOzY6KmzY7XYlJSWpuro6rDs2yFUAMI9sRSiqqqpSQ0ODJN/1NSQ6NhDayFUAMI9sDZzfhY1HH31UixYt0rnnnuu57uSTT9Y+++yjO+64g8LGAOByuYI9BAADhLuwkZaWptjY2A73SU5OVnV1dVh3bJCrAGAe2YpQ1NXC4ZLv4uFAKCFXAcA8sjVwfpeEioqKNHXqVJ/rp06dqqKiIiODAgBA+qmw0dH6Gm7uBcTDuWMDAAAMDO0XDqdjAwAAIHB+FzZGjx6tl156yef65cuXa8yYMUYGhdBmt9tpkwLQ52pra1VXVyep68KGewHx+vp6tba29svYTCNXAcA8shWhiMIGwhm5CgDmka2B83sqqjvvvFMzZ87URx99pEMPPVQ2m02ffPKJ3nvvvQ4LHog8tEgB6A/t19foSceG1DZlQ1paWp+Oqy+QqwBgHtmKUNS+sMHi4Qg35CoAmEe2Bs7vctBpp52mzz//XJmZmXr99df16quvKjMzU59//rlOPfXUvhgjQoxlWbIsK9jDABDhelrYcHdsSOE7HRW5CgDmka0IRf6ssUFhA6GGXAUA88jWwPnVsdHS0qKLLrpIt956q5599tm+GhNCnMPhCPYQAAwAgXRshOsC4uQqAJhHtiIU+TMVFYuHI9SQqwBgHtkaOL86NqKjo/Xaa6/11VgQJqgkAugPdGwAAHqDbEUochc2bDZbh89v6NhAKCNXAcA8sjVwfk9Fdeqpp+r111/vg6EgXDidTjmdzmAPA0CEG0gdG+QqAJhHtiIUuQsbWVlZio6O9vk6hQ2EMnIVAMwjWwPn9+Lho0eP1t13361Vq1Zp0qRJSkhI8Pr6lVdeaWxwCE1RUX7/2ACAfnoj3QAAhJFJREFU3wZSxwa5CgDmka0INS6XS0VFRZI6noZKYvFwhDZyFQDMI1sD5/cjt3TpUqWmpmr16tVavXq119dsNhuFDQCAEe0LG9nZ2Z3uFwkdGwAAIPKVlpaqtbVVUueFDTo2AAAAesavwoZlWXr//feVlZWl+Pj4vhoTQpz7yXhsbGyQRwIgkhUXF0uS7Ha7MjMzO90vEjo2yFUAMI9sRajpbuFwSYqJiVF0dLRaWlpYPBwhh1wFAPPI1sD5tcaGZVkaO3astm/f3lfjQRiIioqiTQpAn3N3bGRlZcnhcHS6XyR0bJCrAGAe2YpQ05PChvRT1wYdGwg15CoAmEe2Bs6vwobdbteYMWNUXl7eV+MBAEAul8vTsdHV+hqSd2EjXDs2AABA5Gtf2Bg2bFin+7nX2aCwAQAA0Dm/ChuSdN999+n666/Xt99+2xfjQRhoaWlRS0tLsIcBIILt2rXLkzPdFTbaT0UVrh0b5CoAmEe2ItS0n/mAjg2EI3IVAMwjWwPnd5/LOeeco/r6eu2///6KiYnRoEGDvL5eUVFhbHAITdHR0cEeAoAI137hcH86NsK1sEGuAoB5ZCtCTSBTUblcLtntfr8fEegT5CoAmEe2Bs7vwsaCBQv6YBgAAPzEn8JGJCweDgAAIp+/hQ1Jqq+v9/ocAAAAbfwubMyePbsvxoEw4m6Pio2NDfJIAEQqfwobgwYNksPhkNPpDNuODXIVAMwjWxFq3IWNqKgoDR48uNP92hcyamtrKWwgZJCrAGAe2Rq4gHpaN27cqFtuuUVnnnmmSkpKJElvv/22/ve//xkdHEJTdHQ0bVIA+pQ/hQ2bzebp2gjXjg1yFQDMI1sRatyFjSFDhnQ5vZR78XCJdTYQWshVADCPbA2c34WNDz/8UPvuu6/+/e9/69VXX/U80frmm290++23Gx8gAGDg8aewIf20zka4dmwAAIDI1tLS4nlTYFfTUEm+HRsAAADw5Xdh4ze/+Y3uuecerVixQjExMZ7rjzzySH366adGB4fQ1NraqtbW1mAPA0AEa1/YyM7O7nb/cO/YIFcBwDyyFaFk586dsixLkn+FjZqamj4dF+APchUAzCNbA+d3YWPNmjU69dRTfa4fPHiwysvLjQwKoc3hcMjhcAR7GAAiWKAdG83NzWpqauqzcfUVchUAzCNbEUp6unC4RMcGQhe5CgDmka2B87uwkZqaqqKiIp/rv/rqKw0bNszIoBDabDabbDZbsIcBIIIVFxdLals8y92N0ZX2+4Rj1wa5CgDmka0IJe0LG93938waGwhV5CoAmEe2Bs7vwsZZZ52lG2+8UTt37pTNZpPL5dLKlSv161//Wueee25fjBEhxul0yul0BnsYACKYu2MjJyenR3/g3R0bUnius0GuAoB5ZCtCCR0biATkKgCYR7YGzu/Cxu9+9zsNHz5cw4YNU21trfbee28dfvjhmjp1qm655Za+GCNCDJVEAH2ppaVFZWVlkno2DZXkXdigYwMAIJGtCC3bt2/3XKawgXBFrgKAeWRr4KL8PSA6OlrPPfec7r77bn355ZdyuVw64IADNGbMmL4YH0KQ3e53PQwAeqy0tNSzuGZPCxvtp6IKx44NchUAzCNbEUoC7dhg8XCEEnIVAMwjWwPnd2HDbdSoURo1apTJsSBMuFyuYA8BQATzd+FwKfynoiJXAcA8shWhhKmoEAnIVQAwj2wNXNiVhBYuXKiRI0cqLi5OkyZN0scff9yj41auXKmoqChNmDChbwcIAOiVQAob4b54OAAAiGzuwsagQYOUmpra5b4sHg4AANC9sCpsLF++XFdffbVuvvlmffXVVzrssMN0/PHHa+vWrV0eV1VVpXPPPVf/7//9v34aaWSz2+20SQHoMwOxY4NcBQDzyFaEEvcaG0OHDu12Hm06NhCqyFUAMI9sDVxYPWoPPvig5s6dqwsuuEDjxo3TggULlJeXp0WLFnV53MUXX6yzzjpLU6ZM6aeRRjaXy0WbFIA+MxA7NshVADCPbEWoqK+vV2VlpaTup6GSWGMDoYtcBQDzyNbAhU1ho7m5WatXr9axxx7rdf2xxx6rVatWdXrcU089pY0bN+r222/v6yECAAwYiB0bAAAgchUVFXku+1vYoGMDAACgYwEtHl5ZWanPP/9cJSUlPhWlc88918jAdldWVian06ns7Gyv67Ozs71eBGtv/fr1+s1vfqOPP/5YUVE9O9WmpiY1NTV5Pne/QOa+vqWlRdHR0ZKk1tZWORwO2Ww2OZ1O2Ww22e12z2PS0WXLsuRwOGRZlpxOp2dc7W939/tw79PT++vsPtrfVlf31919NDc3y7KsiDqnSPw+cU6cU7ieU2FhodySkpLU2NjY7f3FxMR4jikrK/PkeKicU3ffp9bW1rD7PkXizx7nxDlxTpF1Tq2trXI6nRF1TpH4fRoI57R582a5ZWVlqb6+vstzct+21Pb/aF1dXcidUyR+nzin7s+ptbVVdrtd9fX1EXNOkfh94pw4J84pvM7JfdtdZWu4nVNvvk91dXXqKb8LG3//+9919tlnq66uTklJSV7zg9pstj4rbLS/j/Ysy+pwjlKn06mzzjpLd955p8aOHdvj258/f77uvPPOXo8zkrl/+ACgLxQXF3suZ2Vl9eiY9h0b4Thlg8tF6ykAmOb+JwkINn87NmJiYhQTE6Pm5ma//rkH+pplWXK5XHI4HMEeCgBEDJfLJZvNRrYGwGb5+Wx/7NixOuGEE/T73/9e8fHxfTUuH83NzYqPj9df//pXnXrqqZ7rr7rqKn399df68MMPvfavrKxUWlqa1w9F+wrQu+++q6OOOsrnfjrq2MjLy1NVVZXXC2cDWX19vST16/cfwMCx5557at26dUpOTu7xehllZWUaPHiwJOmEE07QP/7xj74conHkKgCYR7YiVDz44IO67rrrJEnPP/+8zjzzzG6PycjIUEVFhUaPHq3169f39RCBHiFXAcA8stVbdXW1UlJSevRavN8dG9u3b9eVV17Z7w92TEyMJk2apBUrVngVNlasWKGTTz7ZZ//k5GStWbPG67qFCxfqX//6l15++WWNHDmyw/uJjY1VbGys2cFHGCqIAPqSe3rBnq6vIbVNWeUWjmtskKsAYB7ZilCxY8cOz+WedGxIbetsVFRUhGUnKiIXuQoA5pGtgfO7sDF9+nR98cUXGjVqVF+Mp0vXXnutZs2apcmTJ2vKlClasmSJtm7dqnnz5kmSbrrpJm3fvl1/+ctfZLfbNX78eK/js7KyFBcX53M9/ENLP4C+Ul9f7ylM+FPYcBelm5qawrKwQa4CgHlkK0JFoIUNicXDEVrIVQAwj2wNnN+FjRNPPFHXX3+9vvvuO+27775eC5tJ0kknnWRscLubOXOmysvLddddd6moqEjjx4/XW2+9pREjRkhqm7t069atfXb/aONehBEATGu/voY/hQ1JSklJUUlJSY+nrwol5CoAmEe2IlQEUthwd6PW1dXJ5XLJbrf3ydgAf5CrAGAe2Ro4v9fY6OoJlXu180jiz7xeA4V7DRKm7AJg2qeffqqpU6dKkq688ko9/PDDPT52zJgx2rBhg9LS0lRRUdFXQ+wT5CoAmEe2IlSMHTtW69evV0pKiiorK3t0zNFHH6333ntPklRTU+Pp4ACCiVwFAPPIVm99usaGy+UKeGAAAHTFvb6GFFjHhtT2R9CyLNlsNqNjAwAA8JdlWdq+fbuknndrSPIqZNTW1lLYAAAA2A39rPBbS0uLWlpagj0MABGoN4UNdyXf6XSqvr7e6Lj6GrkKAOaRrQgF1dXVnuclgRY2WEAcoYJcBQDzyNbABVTY+PDDDzVjxgyNHj1aY8aM0UknnaSPP/7Y9NgQoqKjo33WVgEAE0x0bEgKu3U2yFUAMI9sRSgIZH0NybdjAwgF5CoAmEe2Bs7vwsazzz6ro48+WvHx8bryyit1+eWXa9CgQfp//+//6fnnn++LMQIABoj2hY3s7Gy/jm0/92J1dbWxMQEAAASqfWFj2LBhPT7OvXi4RGEDAACgI36vsfG73/1O9913n6655hrPdVdddZUefPBB3X333TrrrLOMDhChx90exaI2AEwbqB0b5CoAmEe2IhS419eQ6NhA+CNXAcA8sjVwfndsbNq0STNmzPC5/qSTTtLmzZuNDAqhjRYpAH3FXdiw2WwaPHiwX8eGc8cGuQoA5pGtCAVMRYVIQq4CgHlka+D8Lmzk5eXpvffe87n+vffeU15enpFBAQAGpuLiYklSZmam33/Yw7ljAwAARCYThQ0WDwcAAPDl91RU1113na688kp9/fXXmjp1qmw2mz755BMtW7ZMDz/8cF+MESGmtbVVEi1SAMyyLMvTseHvNFRSeHdskKsAYB7ZilBAxwYiCbkKAOaRrYHzu7BxySWXKCcnRw888IBeeuklSdK4ceO0fPlynXzyycYHiNATFeX3jw0AdKuqqkpNTU2SBl5hg1wFAPPIVoSC9oWNIUOG9Pg4Fg9HKCJXAcA8sjVwAT1yp556qk499VTTYwEADGC9WThcYioqAAAQetyLhw8ePFgxMTE9Po6ODQAAgK75vcYG0Nra6mmTAgBTelvYCOeODXIVAMwjWxFsLpdLRUVFkvybhkpijQ2EJnIVAMwjWwPXo46N9PR0rVu3TpmZmUpLS5PNZut034qKCmODQ2hyOBzBHgKACDSQOzbIVQAwj2xFsJWXl6ulpUVS7wobdGwgVJCrAGAe2Rq4HhU2HnroIc8cnw899FCXhQ1EPr7/APrCQO7YIFcBwDyyFcEW6MLhEmtsIDSRqwBgHtkauB4VNmbPnu25PGfOnL4aC8KE0+kM9hAARKCB3LFBrgKAeWQrgq19YWPYsGF+HUvHBkIRuQoA5pGtgfN7jQ2Hw6GSkhKf68vLy2mdGSBsNhvVRADGtS9sZGdn+318+3c2hmPHBrkKAGaRrQg298Lhkv8dGwkJCZ7LFDYQKshVADCPbA2c34UNy7I6vL6pqUkxMTG9HhBCn91ul93OuvMAzOptx4bD4fC8uzHcOjbIVQAwj2xFsPVmKqqYmBjP/9csHo5QQa4CgHlka+B6NBWVJD3yyCOS2qpIS5cu9WqNdTqd+uijj7TXXnuZHyFCjsvlCvYQAEQgd2EjOjpaaWlpAd1GcnKyamtrw65jg1wFAPPIVgRbbwobUtt0VBUVFXRsIGSQqwBgHtkauB4XNh566CFJbR0bjz/+uNe0UzExMcrPz9fjjz9ufoQAgAHBXdjIzs4O+N0KKSkp2rFjR9gVNgAAQOTpbWEjKSmJwgYAAEAnelzY2Lx5syTpyCOP1Kuvvhrwu2kR/miPAmCa0+lUaWmppMCmoXJLTk6W1DZlg9PpDJu1n8hVADCPbEWwudfYcDgcysrK8vt49ywJFDYQKshVADCPbA1cjwsbbu+//35fjANhhBYpAKaVlZV5ssVEYUNqexEgJSWl12PrD+QqAJhHtiLY3B0bOTk5Ab3Zwl3YqKurk8vl4oUPBB25CgDmka2B87uwIUmFhYV64403tHXrVjU3N3t97cEHHzQyMISuzhaQB4BA9XbhcLf2hYyqqqqwKWyQqwBgHtmKYGptbVVxcbGkwKahkuS1rmVdXZ2SkpKMjA0IFLkKAOaRrYHzu7Dx3nvv6aSTTtLIkSP1ww8/aPz48SooKJBlWZo4cWJfjBEhJlymdgEQPkwVNtp3bITTOhvkKgCYR7YimIqLiz0vVJgobNTW1lLYQNCRqwBgHtkaOL97WW+66SZdd911+vbbbxUXF6dXXnlF27Zt0xFHHKHTTz+9L8aIEGNZFtVEAEb1VcdGuCBXAcA8shXB1H7h8GHDhgV0G+0LGayzgVBArgKAeWRr4PwubKxdu1azZ8+WJEVFRamhoUGJiYm66667dO+99xofIEKP0+mU0+kM9jAARJCB3rFBrgKAeWQrgsm9cLhkrmMDCDZyFQDMI1sD53dhIyEhQU1NTZLanqBt3LjR87WysjJzI0PIioqKUlRUQMuzAECH2hc2srOzA76dcO3YIFcBwDyyFcHUvmODwgYiBbkKAOaRrYHz+1E75JBDtHLlSu2999468cQTdd1112nNmjV69dVXdcghh/TFGAEAEW6gd2wAAIDIYrqwUVNT0+sxAQAARBK/CxsPPvig590id9xxh2pra7V8+XKNHj1aDz30kPEBIvS0trZKkmJjY4M8EgCRYqCvsUGuAoB5ZCuCyURhgzU2EGrIVQAwj2wNnN+FjVGjRnkux8fHa+HChUYHhNBHexQA09yFjYSEBK93J/orXDs2yFUAMI9sRTC1X2Mj0MXDmYoKoYZcBQDzyNbA9eqRq62tlcvl8rqu/YtKAAD0hLuw0ZtuDcm7YyOcChsAACCyuDs2YmNjlZaWFtBtUNgAAADonN+Lh2/evFknnniiEhISlJKSorS0NKWlpSk1NTXgJ2wILy0tLWppaQn2MABEiKamJlVWVkrqfWGjfXE9nKaiIlcBwDyyFcHkLmwMHTpUNpstoNtgjQ2EGnIVAMwjWwPnd8fG2WefLUl68sknlZ2dHfCTNISv6OjoYA8BQAQpLi72XDZZ2Ainjg1yFQDMI1sRLI2NjaqoqJAU+PoaEh0bCD3kKgCYR7YGzu/CxjfffKPVq1drzz337IvxAAAGGFMLh0vhu3g4AACIHEVFRZ7LvSlssHg4AABA5/yeiurAAw/Utm3b+mIsCBO0SAEwyWRhIyEhQXZ725+2cOrYIFcBwDyyFcFiYuFwiY4NhB5yFQDMI1sD53fHxtKlSzVv3jxt375d48eP92mX2W+//YwNDqGJFikAJpksbNhsNiUnJ6uysjKsOjbIVQAwj2xFsLjX15CYigqRhVwFAPPI1sD5XdgoLS3Vxo0bdd5553mus9lssixLNptNTqfT6AABAJHNZGFDkqewEU4dGwAAIHL0RWGDxcMBAAC8+V3YOP/883XAAQfohRdeYPHwAaq1tVWSFBsbG+SRAIgE7Qsb2dnZvb499zob4dSxQa4CgHlkK4KFjg1EKnIVAMwjWwPnd2Fjy5YteuONNzR69Oi+GA/CgMPhCPYQAESQvujYkKTGxkY1NzcrJiam17fZ18hVADCPbEWwtC9s9GaNjejoaMXGxqqpqYnCBkICuQoA5pGtgfN78fCjjjpK//3vf/tiLAgTNpuNTh0AxrQvbGRlZfX69twdG1L4LCBOrgKAeWQrgqX94uFDhgzp1W25uzYobCAUkKsAYB7ZGji/OzZmzJiha665RmvWrNG+++7rs8DJSSedZGxwCE2sowLAJHdhIz093UjrpbtjQ2orbGRmZvb6NvsauQoA5pGtCBZ3x0ZSUpKSkpJ6dVuJiYkqLy+nsIGQQK4CgHlka+D8LmzMmzdPknTXXXf5fI3FwwcGqogATLEsy1PYMDENlRS+HRsAALPIVgSLu7DRm/U13NwdGywejlBArgKAeWRr4PyeisrlcnW69UdRY+HChRo5cqTi4uI0adIkffzxx53u++qrr+qYY47R4MH/v707j2+izv84/k7Sg54pUAoUChQQcJVDVBRvXMQbj/VWEEX8+VPXgxV112M9dpdd1xUPfrreCnivsp6r4ioeeOCJ4MFlS7kKFOhBzzTJ74+QIWnTNkknZ1/Px2MemUwmmc80zSeT+cz3++2l3NxcjR8/Xu+8807EY0x2VqtVVmvI/zoA0MquXbtUX18vybzChm+LjUQZQJy8CgDmI7ciFmpqaozWFWYUNrwtPurq6riIEDFHXgUA85Fbw5dQf7UXXnhB11xzjW666SZ9++23Ovzww3X88cerrKws4PofffSRjjnmGL311lv6+uuvNWHCBJ188sn69ttvoxx5cvEWsgCgs8weOFxq3RVVIiCvAoD5yK2IBd/xNTozcLiXt8WG5CluALFEXgUA85FbwxdUV1T333+/Lr30UnXr1k33339/u+teddVVpgQWyD333KPp06frkksukSTde++9euedd/TQQw9p9uzZrda/9957/e7/5S9/0auvvqrXX39d++23X8TiBAAEJxKFDd+uqBKlxQYAAEgO3m6oJHO7opI8LV07O2YHAABAsgiqsDFnzhydf/756tatm+bMmdPmehaLJWKFjaamJn399de68cYb/ZZPmjRJn376aVCv4XK5VFNTox49erS5TmNjoxobG4373qt9vcsdDocxYHpzc7NsNpsxtojFYpHVajWqbIHm3W63bDab3G63nE6nUlI8b4Hv67bchnedYLfX1jZ8X6u97XW0jaamJrnd7qTap2R8n9gn9ikR9mn9+vXyys/PV2NjY6f3yXcA8m3bthk5PZ7fp+bm5rh+n5Lxf499Yp/Yp+Tfp+bmZqPrnmTZp2R8n5Jtn0pLS+XVq1cvNTY2dmqfMjIyjNfbvn27cnNzeZ/Yp5jtU3Nzs6xWq+rq6pJmn5LxfWKf2Cf2KbH2yfva7eXWRNunzrxPtbW1ClZQhY2SkpKA89FUUVEhp9Op3r17+y3v3bu33xW/7fnHP/6h2tpanXXWWW2uM3v2bN1+++2dijXZef/5AKCztmzZYsy3zO/hoisqAIAk40cSEE2bN2825vv27dvp12vZYgOIJbfbLZfLJZvNFutQACBpuFwuWSwWcmsYgips+Kqvr/e7asTX5s2bTTl4a0/LkeLdbndQo8c/99xzuu222/Tqq6+qoKCgzfV+//vfa+bMmcb96upqFRUVKT093Zi8fOc7q63XNXN7Zm3De/Kto3UTaZ/iaXvsU+exT/G7jZbbq6ioMO7379/flDzrm+MbGhqM10iE96mt71cztxGqZP3fi/T22KfOY5/idxvR3l40cquZ24uXbUR7e+yTx7Zt24z5QYMGhRRDoNfNy8szljU1NSkrKyvo1wt2G+3Nd1a8vk/xvr143af6+npJoefVULZhlq78PsX7NqK9Pfap89inyG6jM7k1nO3F+zZCOdYJefDw/fbbT998802r5f/61780atSoUF8uaPn5+bLZbK1aZ2zdurXDq3xfeOEFTZ8+XS+++KImTpzY7rrp6enKzc31m+DParXKak2ocecBxCnG2PAgrwKA+citiIUNGzYY82YPHk6LDcQaeRUAzEduDV/If7VjjjlGhxxyiP7617/K7XZr165dmjZtmi688ELdeuutkYhRkpSWlqb9999fixYt8lu+aNEiHXLIIW0+77nnntO0adP07LPP6sQTT4xYfF0JXaYAMEskCht0RQUAkMitiL6NGzfqrbfekiR169aNrqiQdMirAGA+cmv4Qu6K6oEHHtCJJ56oiy66SG+++aY2bdqk3Nxcffnll/rVr34ViRgNM2fO1JQpU3TAAQdo/PjxeuSRR1RWVqbLLrtMkqcbqY0bN2revHmSPEWNqVOn6r777tPBBx9snEDLyMjwu6IXoaGvYgBm8eZlm82mnj17mvKavvk9UQob5FUAMB+5FdF2yy23GN1J/O///q8pXWb4FjZqamo6/XpAZ5BXAcB85NbwhVzYkKRJkybp9NNP10MPPaSUlBS9/vrrES9qSNLZZ5+t7du364477tDmzZu177776q233tLAgQMlecb4KCsrM9Z/+OGH1dzcrCuuuEJXXHGFsfzCCy/UU089FfF4kxWD2QAwi7ewUVBQYFpu8W2xkShdUZFXAcB85FZE0/fff2/8xszLy9PNN99syuvSYgPxhLwKAOYjt4Yv5MLG2rVrdd5556m8vFzvvPOOPvzwQ51yyim66qqr9Oc//1mpqamRiNNw+eWX6/LLLw/4WMtixeLFiyMaS1dFJRGAGVwul7Zs2SLJvG6oJE/XD2lpaWpqaqLFBgB0YeRWRNP1119v/M/ddNNN6tGjhymvm5OTY8xT2ECskVcBwHzk1vCFPMbGmDFjVFxcrGXLlumYY47Rn/70J73//vt65ZVXNG7cuEjEiDjjdDrldDpjHQaABPfxxx8buaR3796mvra31UaitNggrwKA+citiJZFixbpnXfekSQNHDhQV155pWmvTYsNxBPyKgCYj9wavpALGw8++KCef/555eXlGcsOOeQQffvttxo7dqyZsSFOpaSkKCUlrF7MAECSVFFRofPPP9+4f+yxx5r6+t7CRqK02CCvAoD5yK2IBqfTqVmzZhn3//KXv6hbt26mvT6FDcQT8ioAmI/cGr6QCxtTpkwx5jds2KCNGzdK8jSRffzxx82LDACQlFwuly688ELj++PII4/Ub3/7W1O34R1AvKqqimadAAAgYhYsWKBly5ZJkvbff3+dc845pr4+g4cDAAAEFnJhw+Vy6Y477pDdbtfAgQM1YMAA5eXl6c4775TL5YpEjIgzDodDDocj1mEASFB333233nrrLUlSr1699Oyzz5o+WJa3xUZzc7MaGhpMfe1IIK8CgPnIrYi0+vp6v0HC7777blmtIf/EbhdjbCCekFcBwHzk1vCF3M7lpptu0uOPP66//vWvOvTQQ+V2u7VkyRLddtttamho0J///OdIxIk4EukB4gEkr08//VR/+MMfJEkWi0ULFixQYWGh6dvxttiQPK02MjIyTN+GmcirAGA+cisi7d5779WGDRskSSeddJKOOuoo07dBV1SIJ+RVADAfuTV8IRc2nn76aT322GOaPHmysWz06NHq16+fLr/8cgobAICAtm/frrPPPtsYFOsPf/iDJk2aFJFteVtsSJ5xNvr06ROR7QAAgK5p27Ztmj17tiTJarXqb3/7W0S2k5WVZcxT2AAAANgj5HayO3bs0IgRI1otHzFihHbs2GFKUIhvNJECECrvuBreqxqPOOII3XbbbRHbXssWG/GOvAoA5iO3IpLuuOMOY8yLSy65RL/61a8isp3U1FSlp6dLorCB2COvAoD5yK3hC7mwMXr0aM2dO7fV8rlz52r06NGmBIX4lpqaSjMpACG555579Oabb0qS8vPz9eyzzyolJeRGg0Fr2WIj3pFXAcB85FZEyqpVq/TPf/5TkqdFxe233x7R7Xm7o2LwcMQaeRUAzEduDV/IZ5XuuusunXjiiXrvvfc0fvx4WSwWffrpp1q/fr0xGCwAAF6fffaZbrzxRuP+ggUL1K9fv4hu07fFRiIUNgAAQOL4/e9/r+bmZknSrFmzIt7lZU5OjrZv306LDQAAAB8ht9g48sgjtWrVKp122mmqrKzUjh07dPrpp2vlypU6/PDDIxEj4kxzc7NxIA8A7dmxY4ffuBq///3vdeyxx0Z8u74tNhKhKyryKgCYj9yKSFiyZIleeeUVSVKfPn30u9/9LuLb9LbYoLCBWCOvAoD5yK3hC6nFhsPh0KRJk/Twww8zSHgXFsnuYwAkD7fbrWnTpmn9+vWSpMMOO0x33HFHVLadaC02yKsAYD5yK8zmdrs1a9Ys4/4dd9xhFB0iybuNuro6OZ1O2Wy2iG8TCIS8CgDmI7eGL6QWG6mpqVqxYoUsFkuk4gEAJIk5c+bo9ddfl+QZV+O5556L2hd2orXYAAAA8e/ll1/WZ599Jkn61a9+pYsuuigq2/UtntTW1kZlmwAAAPEu5K6opk6dqscffzwSsSBB0EQKQEc+//xz3XDDDcb9+fPnq3///lHbfqINHk5eBQDzkVthpqamJr8xw+66666oXbDhW9igOyrEEnkVAMxHbg1fyEdiTU1Neuyxx7Ro0SIdcMABysrK8nv8nnvuMS04xCeaPgNoz44dO3TOOecYX8w33nijjjvuuKjG4NsVVSK02CCvAoD5yK0w00MPPaS1a9dKkiZMmKATTjghatvOyckx5ilsIJbIqwBgPnJr+EIubKxYsUJjx46VJK1atcrvMbqo6hp4nwG0xe1266KLLtK6deskSYceeqjuvPPOqMeRaC02yKsAYD5yK8xSWVnpN07Y3//+96j+f9FiA/GCvAoA5iO3hi/kwsYHH3wQiTiQQJxOZ6xDABCn7rvvPr322muSpJ49e0Z1XA1fidZig7wKAOYjt8Iss2fP1o4dOyRJ559/vvbff/+obp/CBuIFeRUAzEduDV+nzjatX79eFoslqv2mI/aoJAIIZOnSpbr++uuN+/PmzVNRUVFMYvHtsoEWGwDQNZFbYYZ169bpvvvukySlp6frz3/+c9Rj8C1s1NTURH37gBd5FQDMR24NX8iDhzc3N+uWW26R3W7XoEGDNHDgQNntdt18881yOByRiBFxxmq1ymoN+V8HQBLbuXOnzj77bON74Prrr49q39MtpaamKjMzU1JitNggrwKA+citMMPNN9+sxsZGSdJVV12lgQMHRj0GxthAvCCvAoD5yK3hC7nFxpVXXqmFCxfqrrvu0vjx4yVJn332mW677TZVVFTon//8p+lBIr64XK5YhwAgjvzwww+65JJLVFpaKkk65JBD9Kc//Sm2QckzzkZdXV1CtNggrwKA+cit6KxvvvlGCxYskCT16NFDf/jDH2ISB11RIV6QVwHAfOTW8IVc2Hjuuef0/PPP6/jjjzeWjRo1SgMGDNA555xDYQMAuojq6mrdfvvtuu+++4w+IXv06KHnn39eqampMY7OM85GeXl5QhQ2AABAfHG73Zo1a5Zx/5ZbblFeXl5MYqGwAQAA0FrIhY1u3bpp0KBBrZYPGjRIaWlpZsSEOEfzKKBrc7vdevbZZ3XdddepvLzcWD548GAtWLAgZuNqtJSbmyvJU4BxuVxxnbviOTYASFTkVnTGM888o/fff1+S5xjn8ssvj1ksFDYQL8irAGA+cmv4Qv7LXXHFFbrzzjuNfkYlqbGxUX/+85915ZVXmhoc4pPL5aKZFNBFLV++XEcddZQuuOACo6jRrVs33X777frhhx+MLgrjgd1ul+QpxNTW1sY4mvaRVwHAfORWhOvee+/V1KlTjfuzZ8+O6UV8DB6OeEFeBQDzkVvDF3KLjW+//Vb//e9/1b9/f40ePVqStGzZMjU1NenXv/61Tj/9dGPdV155xbxIETfcbnesQwAQZVVVVfrjH/+ouXPnGt1OSdIpp5yiOXPmqLi4OIbRBeZtsSF54vcdeDPekFcBwHzkVoTK5XLpuuuu05w5c4xl06dP15lnnhnDqBg8HPGDvAoA5iO3hi/kwkZeXp5+85vf+C2Ll25HEB02my3WIQCIErfbrfnz5+v666/Xli1bjOVDhw7V/fff7zfeUrzxLWzE+zgb5FUAMB+5FaFoaGjQ1KlT9dJLLxnLbr31Vt12222yWCwxjIyuqBA/yKsAYD5ya/hCLmw8+eSTkYgDCYRKItA1LFu2TFdccYWWLFliLMvIyNBNN92k3/3ud+rWrVsMo+uYtysqydNiI56RVwHAfORWBGvHjh065ZRT9Mknn0jynGB4+OGHNX369BhH5kFhA/GCvAoA5iO3hi/kwobX1q1btXLlSlksFg0bNkwFBQVmxoU45tsNDYDkU1lZqVtuuUUPPvigXz+Pp59+uu655x4NHDgwhtEFL5FabJBXAcB85FYEo6SkRMcff7xWrlwpScrKytJLL70UV61SKWwgXpBXAcB85NbwhVzYqK6u1hVXXKHnn3/e+MPbbDadffbZ+r//+z+/K2SRnFJSwq6HAYhj69at07x58zR37lxt3brVWL7XXnvpgQce0LHHHhvD6EKXSC02yKsAYD5yKzry9ddf68QTTzS62+zdu7fefPNN7b///jGOzB+DhyNekFcBwHzk1vBZQ33CJZdcoi+++EJvvPGGKisrVVVVpTfeeENfffWVZsyYEYkYAQARUltbq3nz5unoo4/WoEGDdOuttxpFjczMTP3lL3/R8uXLE66oISVWiw0AABBdb731lo488kijqDF8+HB9/vnncVfUkDwnPLxdgNJiAwAAwCPkktCbb76pd955R4cddpix7Nhjj9Wjjz6q4447ztTgEJ+am5slSenp6TGOBEA43G63Pv74Yz311FN66aWXWv1AtlgsOuOMM3T33XdrwIABMYqy83xbbMR7YYO8CgDmI7eiLY8++qj+93//1+iB4LDDDtOrr76qHj16xDiytmVnZ6uhoYHCBmKKvAoA5iO3hi/kwkbPnj0Ddjdlt9vVvXt3U4JCfKOJFJCYSktLNW/ePD399NP65ZdfWj0+dOhQTZs2TVOmTEnogoaXb4sNuqICgK6H3IqW3G63/vjHP+rOO+80lp1xxhmaP3++0SIiXmVnZ6uiooLCBmKKvAoA5iO3hi/kv9zNN9+smTNnat68eerbt68kqby8XLNmzdItt9xieoAAgPDt2rVLL7/8sp566iktXry41eO5ubk6++yzNW3aNI0fP14WiyX6QUZIIrXYAAAAkdXU1KRLL71UTz/9tLHs2muv1d133y2rNeQemqPOO84GY2wAAAB4hFzYeOihh7RmzRoNHDjQuKK3rKxM6enp2rZtmx5++GFj3W+++ca8SBE3HA6HJJpIAfFq+/bt+u9//6s333xTL7/8smpra/0et1gsmjhxoqZNm6ZTTz1VmZmZMYo0shKpxQZ5FQDMR26FV3V1tX7zm9/ovffek+Q5Frrnnnt0zTXXxDawEOTk5EiS6uvr5XQ6ZbPZYhwRuiLyKgCYj9wavpALG6eeemoEwkAiSU1NjXUIAHw0Njbqs88+07vvvqtFixbp66+/ltvtbrXesGHDNG3aNF1wwQUqKiqKQaTRlUgtNsirAGA+ciskaenSpbrkkku0fPlySZ6TBs8884x+85vfxDiy0HhbbEhSbW2t3wUcQLSQVwHAfOTW8IVc2PjjH/8YiTgAAEFyu9366aefjELG4sWLVVdXF3Bdu91udDV18MEHJ1VXUx1JpBYbAADAXGvXrtUf/vAHvfjii8ayHj166LXXXtOhhx4aw8jC41vY2LVrF4UNkzmdTq1bt05lZWWqrq5WTU1NSFNTU5PS0tKUnp5u3AYzn5OTo4KCAhUUFKhXr17GfEFBQdK2qgYAwCyMToKQ0UQKiL6tW7fqvffe06JFi/Tuu+9q06ZNba47atQoTZo0Scccc4wOP/xwZWRkRDHS+JGdnS2LxSK32x33LTbIqwBgPnJr11RRUaE//elPevDBB43/AUkaMWKEFi5cqBEjRsQwuvC1LGwgdG63W1u2bNGqVataTWvXrlVTU1OsQ/STmZnpV+jwLX7069dPgwYN0qBBg1RQUBC1i5fIqwBgPnJr+EIubDidTs2ZM0cvvviiysrKWn3579ixw7TgEJ9oIgVEVnNzs3744QctXbpUS5cu1RdffGF0nxBInz59jELGxIkT1adPnyhGG7+sVqtycnJUXV0d9y02yKsAYD5ya9dSX1+v+++/X7Nnz/b73u/Vq5duu+02zZgxI6H/J3wLGwwg3j6Hw6Hvv/9eK1eubFXAMPNv521xkZOTo7S0NDU1NampqUmNjY3G1JliSV1dnUpLS1VaWtruehkZGRo4cKBR6PBOxcXFGjRokHr16mVa4SORP0MAEK/IreELubBx++2367HHHtPMmTN1yy236KabblJpaan+/e9/69Zbb41EjACQtNxut0pLS40ixtKlS/X111+rvr6+zedkZGToyCOP1DHHHKNJkyZpn3326VJdTIUiNzdX1dXVcd9iAwAAhMflcmnBggW6+eabtX79emN5RkaGfve732nWrFlJ0W2Td/BwiRYbLbndbq1Zs8Zo2fz++++HVMBIT0/XXnvtpWHDhmnw4MHKy8szChYtp9zcXOXk5Cg7O1tpaWlBxeZwOPwKHb6Fj+rqam3dutWYtm3b1mp++/btAcfP86qvr9fPP/+sn3/+OeDjGRkZRrFjyJAhGjZsmIYPH65hw4apqKiIgegBAAkr5MLGM888o0cffVQnnniibr/9dp177rkaMmSIRo0apc8//1xXXXVVJOJEHGlubpZEEykgHBUVFfryyy/9ChkVFRXtPsdqtWrMmDFGIeOQQw5Rt27dohRxYrPb7dqwYUPct9iIVV6tqanR+vXrVVFRobq6OtXW1qqurs5vam+Zy+VSSkqKbDabUlJSgp4yMzNlt9uVm5sru90ecD43N5crVwB0CsesyW/RokWaNWuWli1bZiyzWq266KKLdMcdd6iwsDCG0ZmLrqj87dy5U++//77effddvfvuux22arBarRo0aJCGDRvWaurfv3/ETu5bLBalpaUpLS3NrzgViubmZm3fvt0odGzZskUbNmxQSUmJ0aKjtLS0zQuj6uvr9dNPP+mnn35q9Vh6erqGDh0a8O8SqKUHeRUAzEduDV/IhY3y8nKNHDlSkufgynuy6KSTTtItt9xibnSIS1zRAXSstrZWP/30k3744QetWLFCP/zwg3744QeVlZV1+Nzi4mKNGzfOmPbbbz9lZWVFIerk471Cs66uTs3NzUpJic+hpSKRV2tra7VhwwatX7/emFrej/eWLBkZGX7FjpaDagbqdzqYqyeBeNXc3Gx0n1dZWamqqiq/qaamxu+K30C3gZY5nc6Qio/eqVu3bn5Fx7amnJwcWa3WWP/5WuGYNXktW7ZM119/vd59912/5SeccIL+9re/ad99941RZJHT1QsbDodDX3zxhVHI+PLLL+VyuQKu26tXL02cOFH77befcZJ+8ODBCXvCKCUlRb1791bv3r3bXMftdmvbtm1+hY6WhY+GhoZWz2tsbDR+p7SUl5dn/P2GDx+uESNGqLi4WEOGDDF1/4Bk0dTUpJ07d6qyslKVlZXauXOnampq/C4Qq6+vb3XRWKDHvcdvLpcrpFubzabU1FSlpaUpNTU1qPm0tDRlZWV12FKt5ZSZmUnPESbhmDV8IZ/h6d+/vzZv3qwBAwZo6NChevfddzV27Fh9+eWXUTlQePDBB/X3v/9dmzdv1j777KN7771Xhx9+eJvrf/jhh5o5c6Z++OEHFRYW6vrrr9dll10W8TiTGYkL2KOhoUE///yzX/Hihx9+UElJSbtNxr169uzpV8Q48MAD1atXryhE3jXY7XZjvqamRt27d49hNG3rTF7dtGmTvvjiC33xxRdasWKFUbTYuXOniRHGRn19verr61VeXh70c/Ly8loVPPr27avCwkK/KT8/Py5PxCI5uFwu7dy507i6dtu2ba3mAxUuamtrYx162HJycoxCR35+vvr27dvmlJeXF5XjSY5Zk09ZWZluvfVWzZs3z+84a+zYsfr73/+uo48+OobRRVZXLGzs3LlTzz//vN555512u5dKS0vT4YcfrkmTJmnSpEkaNWpUl/uOt1gsxnHPuHHjWj3uHTh99erVrcYdWbNmTcCxQCorK40W5r68rV9GjBjhNw0fPtzU8TyAWKmtrTWO17xTRUWFUazwLVz43rbXnXS0OJ1ONTU1ReWY0mazqUePHurVq5fy8/OVn5/f4XxmZmbE40pE5M3whVzYOO200/Tf//5XBx10kK6++mqde+65evzxx1VWVqZrr702EjEaXnjhBV1zzTV68MEHdeihh+rhhx/W8ccfrx9//FEDBgxotX5JSYlOOOEEzZgxQwsWLNCSJUt0+eWXq1evXvrNb34T0ViTmdPpjHUIQFQ5nU5t2LBBa9euNaZVq1ZpxYoVWrt2bZtXi7WUm5urkSNH+hUyiouL+RKLIN8+tauqquK2sBFsXq2trdVXX31lDCr/xRdfaMOGDSFvLz09XUVFRerfv7+KiorUp08fZWVlKTMzU5mZmX7zvlPL5TabTU6nU83NzSFNtbW1xolc79Xpbc373gZTLPT+0Fi1alW766WkpBgFj379+rUqfHinaJ2ARfxzOBzaunWrNm/erPLycuPWtx903x+/8XK8lJqaanxWHQ5HxLZTU1OjmpqaoHJSenp6wIJHUVGRiouLVVxcrMLCwk6fmIyX9wCdU1tbq4ULF2r+/Pl67733/I67Bg4cqL/85S8655xzkv5EdlcaPHz16tW677779OSTT6quri7gOvvss49RyDjiiCM4WdYBi8WiPn36qE+fPq0uDHU6nSorK/MrdngHXi8rK2t1/OVyufTLL7/ol19+0VtvveX3WPfu3f0KHd6xPIYMGZKwLWaQ+HyP4bZs2dLmRSfeqa28Ew1Wq1WZmZlKT0+X1WqVzWYL6dZ7vOdwONTU1NRq3ntrBqfTafzNgpWRkaFevXoZv8G8v8Na3obbdV+i4pg1fBZ3MGcJ2vHFF19oyZIlGjp0qCZPnmxWXAEddNBBGjt2rB566CFj2d57761TTz1Vs2fPbrX+DTfcoNdee82vL8nLLrtMy5Yt02effRbUNqurq2W321VVVZUUg86ZwVuFzsjIiHEkaMntDjwFeiycZeHOh3Pru0+B5gPd74zGxgZt2FCi9evXqqxsz7R+/VqtX18ih6P1VUxtyczM0rBh+/hNI0bsq759+8lischiUcBJCrw80GS1tn+f87Ael156qR599FFJnm4rRo0aFeOIAguUV51Op3766SejgOFtkdFRIS01NVX9+/c3ihbeyfd+fn5+wp2sd7lc2rFjh98Am+1NZo2rkpGR4Xeg7Z369vUeePdT3759lZbW+se675+4rXnEltvtVnV1tV+hwnvbcllH4yGFKzs7u8Ounux2uzGYbbdu3ZSWlqb09HSj33bvfMtlqamprU72ulyuoIuQdXV1fi1KfIuP3qmysuXj5lyxmJqapsLCgerfv1j9+xerXz//KS+vpyT/D5Pvd6nk+W6XpIyMbgEf9353tnfb1jKrVbLZ/Of5/jWP0+nU+++/r/nz5+uVV15pdeVp9+7ddfPNN+uKK67oMidL33jjDZ188smSpDvvvFM333xz0M/1Hps7nZ7J5dpzG+7U1u+OQJN3/fZjdOu77z7W88/fo08+ea3VyfTu3XvpwAOP0cEHT9K4cRPVu3e/oI6X25o6etz7+bbZ/D/rXU19fb3WrFmjlStX6ueff9aPP/5oFD1CaTlktVo1cOBADRs2zBio3TsNGDCAblhiIFBO8M0LbeWIQMt9l7X83Ae633I+UGzt3fcsc6uurlo7d5Zrx47N2rmz3JjfscP3tlxVVRVBXSAVjqysLNnteerevbvy8vLUvfue+by8POXm5ga8YKytKTU1NeK/09xut9Gyw1vs2LVrl3GRineqrq5utcx3qqqqMsb/MbsYlJOT06rg0a9fPw0aNEiDBg3SwIEDk+ocLedZ/YVyLr7ThY1oaWpqUmZmpl566SWddtppxvKrr75a3333nT788MNWzzniiCO033776b777jOWLVy4UGeddZbq6uqCGpSUwoa/P/xB2rzZKbdbslptIR3QBjtJ5r9moC/WeJ9C+TugI25JOyRtkLS+xe06SWslbdy9XigyJO0taR9J++6+3UfSAEmx/+XTsujhW/wI5mROoJM6wc539MOx5bJw73d04mnJkuv03Xf/kCSdeeZHGjDg8JCLRL73ff+uLe939Fhb75G0Z7CwxsYqffXVM1qx4lWVlS1VY2P7PxjT0rJVVHSgiooO0oABB6lfvwOUnV0oi8Uacu7z/TES7nw0p/ZicLslp7NRzc3b5HSWy+ncLJdrk5zOTXK5PJPb7bmVtobz8QogX1I/SYWS+krqs3vyne8jKTvgs4MtYgY6YdPRyZmO1vE9YdPR8pbLWp7YbW8+nJNMbf0t2pr3Ts3Njaqp2aLq6s2qri5vd3I4Wvc5Hq6UlG7Kzu6lrKwCZWV5bjMze+2ePPMZGb3UrVsvpaV1V2pqriRbwBMFbd1veQIi0AmJjuZDuR8oHu9822olbQ5i2t6Jv3a2pOLd01BJw3ymQrUsekSLxdL+Z6Hl1Nbyzq4b6DnBzneUG9r6/LaXs9rLZb5KSr7X4sXz9eGHz2rHjk2t/r69exdrwoSpOvnkq5WV1T3s3wTBfLd09Nlrb1l7n61wp+rqxSormyBJys29QXb7X4P+3AfZuDhGHJJelHSPpG9aPJYp6WJJF0kao3g4vg702Qnns9nWlJIS/me8o+XtfVcH89n3fL86ZLVKqakpqqzcpA0bftbGjT9r48aV2rDhZ61f/7O2bVsf0t80NTVN/foNVVHRsN3TXurbt1h9+xaroKBINpvnvI3vb+S2bn0/x4Fu23qsoxP3bX0vh/P9avbU3Nz+423FGr/cknbKc5ywSXuOGTYFWGZm108WeY7ne+2eCnzme+1+rIekvBZT6/OK3mMB72fa+7n2zvtObS33Tqmpe27bmm/r8Y6mUNZtOVlbpOO6ujpt375dFRUVRuvllvPe+1u2bDHlgqHu3bsbRY5At4nU8r6xsVESg4d7hXIuPj5HUQ3A26S/5YBZvXv3brPv7fLy8oDrNzc3q6KiQn379m31nMbGRuMfSpIxsKp3ucPhMAoizc3Nstlsslgscjqdslgsslqt8l5NG2je7XbLZrPJWyH1DmTr+7ott+FdJ9jttbUN39dqb3vtbeO557qptJSrKRBPnJIqJJXLU6jwFi1aFjDCPejJkDQkwDRU0iBJ8ft58D1477rsxtxLL1XHMI72uCR9IOlxSQsltdU6yCpppKSDJI2TdJCamvbW2rU2rV0blUATTLqk/run9jRJ2iLPjyTfaePuyTvfUQuQit3Tsg7Wy5Z/ocNT+HC7C+R295TUU54fTd55BkP3qJPn77tt91TR4tZ3fqs8P4jNkq7WRSrf+d7y/gBubs5SZaVFlZUmbj4hZcnzPTm0g/Wa5Pn+9p6oWCeppMXUVh/RuyQt3z21lClpL/kXO7z3e4awH6Fzuz0nmRCKzZKelTRP0vcBHrdLOlvSFG3Zcqief96i55+PZnzxYk9hvLp6l6rj9bAmaDslPSLpAXm+Z30VSrpK0qWSukc5rvZ5T2pHsGe/OOd7Erff7unXLdbZJWmVpJ8lrd49751a/+M6HE0qLf1RpaU/BtieTZ5juWJJg7WnoO2d+ihWhWyEqlme47TN8nz3eyffCx68RYvGNl4jVGkKfKGRt2jhW7zoIbN+23uPBZqbpUazdiXOWK3uFkWSDKWk9FNqan+lproDFF7cSkmxqE8ft/r3l6zWRjU3l8vh2KCmps1qatqk+voNamgoV339RtXVbVJt7SY5HG2PFbJz507t3LlT3377bcDHMzJy1avXABUUDFJh4RD17VuswsJi9e8/VH37DpTValF6eoqsVsntblZaWopsNs98aqpnudPZrNRUm6xWi9xup6xWi6xWiywW9+4LNyySXLJYpJQUqyS3XK7W52E9hWH/87upqXvmPediLerdu2ucW+5oe6GMEZMwhQ2vltU2t9vdbgUu0PqBlnvNnj1bt99+eyejTF4JUuwMyJt4OjNJe65Wkdy7E1rr+T3dDXm3aWljPtDr7pl3u9vfhqdKvmd7e/az9fY8j+2Z9yRgSXLJarXufr5LFsueee/2fONwu/dcedd63r074Xvistk82/B9vsvlks1m3b18z/a860iSy+VQU9M2NTRsVUPDFjU2blFDw1bV15cb8w0NW1Rfv1VNTRVyuzt35j49vaeyswcrO3uIsrMHKyfHOz9E6el9ZLV6r37fk29cLm/rDqdcLs9+eJa7jKvlPet499sz71lnz5VF3nnPOi2vOHJL8r6Wy2/e7fbfhnfe7d4Tn8u1Z3ve4obvFYmBr16y7L71PN/3dT1Xwbd9hX+gx7yvGTu+1f2OTkxHW5mkpyQ9Ic/JvJb6y1PE8E77y3OyMPl5cknrqwQDXfnvzaN7uoFx7z7gdO9+3GK8Xsuc68mhNlmt/WSx9DOe2zKXS245nXVyOjepsXGjHI6Ncjg2qalpkxyOjWpq2qSmpo1yODbL7e7oTMcuSWt2Tx2zWrNls/XcPXWXzdZTVqvnvsXSU1ZrrjwnuzJlseRIypLb7Zl3u7PkcmVLSg34WW19RWKkPquu3ftdLc/nsLrFfMtb7/xO7SlWRKKv43z5/8jtLc8PX++PX+9tnpLhpInN5m51BW/L+57Pkuf722p1+63n+cHmnfes4+k5ZM+8xeL5jves49r9WfT9XHrWt1q9z7XKai00Pn97jlu8xwgWNTVVqKbmF9XVrdOuXSWqqSlRbW2pdu0qVW3tOrlcgT5zdfIUGVsXGtPSeignZ6hycvZSTs4w5eQMV3b2XsrIGKrU1KzdnxHPd6vvvOcz45bbbTWWez5TFjmdbuP7rrnZt+WY/+fNM1l233q+Z10uGc8JdKVtbL9DI6lK0uuS5kt6T5484StF0gmSpkg6SVK3qEYXDzyfsz2fTylL3p4+unWrUffubuNz6vlMuf0+1/5X3ntOKHk/j3vmXUpJscpqdUvas9z3c+2Zl/Hd6j2R439Sx737c26VxeLefXLCe4zvVEqK1fgdUFOzVt9994B+/PFpNTf75/ZevfbTmDFXa6+9zlRKStru42JPpdDzPeX5bt4zb939+XK1OS/5fmb3PNf7nef9LvT/zFrkcrl3fzYtfs/3XCG/Z977Wfb9jHs+1y2Xt5yS9bMteY5Lxu6efLnl+U5fFWBao8Ans53yHCevk7Q4wOPd5LnYrFjSQO1pPes79VQyfI9LrfNCoNY+e76//b/Lvd/z3u9yz2MWn+d4513G97RvvpD2fMdbrd7f9M1qaqpQU9M2NTVV7P7Nvln19VtUV1e++3az6uq2qL5+m0LvISGwbt26Kzu7r7Ky+igrq7eys/sqM7O3MjN7Kzu70Jjv1q2HJIucTpfxm97hcO0+kSo1N7tksdiMec9JaYvfd7wnX3jmva1jvN/dnnnP+r75wvfz73C4jed6nuNdvqfFjfe1vK+RCFwuixobWxZuLC1u25MpT7FycDvruOX5XeC90Gy9PLmg1Od2vTx5orX6+mqVla1QWdmKAI/a5Olpw3vRassLWb0Xl3X2IrP0oOcLC11avdq8luRdRcIUNvLz82Wz2Vq1zti6dWurVhleffr0Cbh+SkqKevYMfLXW73//e82cOdO4X11draKiIqWnpxuTl5lNhNp6XTO3Z8Y2/vMfqba2SRaLlJ6e1mERoLOFBDMn8w9mLCbNx5o1iPnwuN1u1dTUaMeOHdq+fXvA25bLvPNm9ZKXnZ3tN75Ay9uioiITupmztTFvJnPfm46Z+/8aqJl3xwWRjruHaKvI4r199dVc3XmnJ4ZZs6o1eXLb3VJ0dN+7H97J935Hj3k5HI36+uvX9MEHj+v7799t9X+ek5Ovww+foqOOmq6ion08f/0WObXlbVvLvCf/g82R3h87gboFCjTv+7xguyppWaBouzuTzvzPBTqgNiPn5kgavnsKzOVyafv27cb4DC3Ha/C9XxnkJf0u1y65XLvkcAQqfgUnNTVVWVlZys7OVlZWlrKysowBpb2DDfrOWyxWWa223dOeecli9MPb2Ni0uyVr0+77e+abmjzz3qmpqdG0nN6Rbt1ylJtbILu9j+z2PsrL6yu7vY9yc733PfM5OQVKSUn1+7yG+jnz3rb8XLT3mWm5rKOufwJ9VsLpYshzQiLYz0EoP0pbMvO7yvt96i08HdJqDafTqY0bN2r16tVatWqVcbtq1SqVlJQY3fz5amraoe3bl2r79qWtHisqKvLr933YsGEaPny4Bg4caFyZZp7g/r7+RZHQuzUJtYuUjrpqaqublva/Q93asaNUv/yyRKWlS7Ru3RJt2bIiYF4oKjpIY8ZM0b77nq2srPw2/yah/Abw/c7q6Pupre+strodamtZy6JhOFPL78KNG3PVf3cjxBNO2KWXX7a0+D/q7Gc2Ujyf5Y8//lj/+Mc/9Npr/uNnWCwWTZ48WTNnztThhx8e5jFAW8fisWxZ3fF++H7+OupOKNjPeEc5wvf4O9jPt+/zHI5muVySzZbS6rg70K3ke2uR5wr5Arndh/k95nQ6VVOzXjt3rtbOnatVXV2iqqoS47ahoa2WmA3ytAz5uc2/s82WppycvsrNLVRubj/l5hbKbt8z5eYWKDu7u7Kzeyg9PcPnBH/g7+CWuSHQhQId3TcrL3T8vxf858ntdmvXrl2qrKw0xk3oaNq5c6epx3g9e/ZU3759VVhY6HfrO9+nT58IjUMQy3yxh2/RxOHwTM3NrecDLWvrfjBTOM/p6Pm+sYbHIk+rTbs8XYAH0ixP4aNUrYse63ZPgS6CcWpP6+D3AjzeR3u6Ot3L53aoPL16mM9isSgzM7NTr5Eo55Y7kpUV/AWdCVPYSEtL0/77769Fixb5jbGxaNEinXLKKQGfM378eL3++ut+y959910dcMABbY6v0bJ4AX/Dh0v19Z5qKGPaJC+Xy6X6+nrV1taqtrbWGDjKd+DQYG537twZ8KSCGdLS0tS7d2+/qV+/fq0GSs7Nze3kSVKYwffgP5rWrbMb8z17Vumww6K7fa8VK1bo8ccf1/z587V9+3a/xywWiyZOnKhp06bpjDPOUFoaXQ8lKqvVql69eqlXr14aOXJku+s2NDRoy5Yt2rx5szEwtbe423LyFn6dYXaI7HA4VFlZGXQxJV5YrVbl5+crPz/f+LsGmve95Riua7HZbBowYIAGDBigX//6136PORwO/fzzz1q9erXKysqMgof3fiDr16/X+vXr9d///tdveWpqqoYMGWIUO4YMGaLi4mINHjxYAwcOjGje9l5da3pdJYIcDoeWLVumJUuWGNOmTa3Hy/AqLi7WBRdcoAsuuEDDhg2LYqSJJTt7T1dUoQzaHGu1tbW6+uqr9fjjj/stz8zM1EUXXaSrr75ae+21V4yiiy3vyfIghv6MG/X1nhOEGRlmJyWbPC0vBkk6ptWjVVVVKikp0S+//KKSkpJWU0ND21c5O51Nqqxcp8rKji8SSUtLU48ePdS9e3f16NHDb77lbVZWljIyMtStW7eAt1ZrZAuHLpdLjY2Nqq+v95saGhqM+draWlVVVRnHgd75tpZ5u4YxU2pqqvr06WMUJVrO+97nOM6TE7yHFclyzs23ay7fokfLKdDylst8C8Ge2xQ5nQPU3DygVZG4uVlqanKpqmqjKirWqqJijXbsWKsdO9Zq58612rlzjZqaqtuI2ttV2ietHsnMLFJOzjBlZ++l7OxhysraS1lZw5SZWaxAY64Eqv21XOZ0OtWjh1sJdJo+boT1F6usrNS//vUvrV27VrNmzVKPHj30zTffGCcWI2XmzJmaMmWKDjjgAI0fP16PPPKIysrKdNlll0nytLbYuHGj5s2bJ0m67LLLNHfuXM2cOVMzZszQZ599pscff1zPPfdcxGIEzObtz85zFWyTHA6HGhsb1dDQYBy0eOc7ul9XV2cUK1pOu3btMubr6iLR5UfHcnNz1aNHDxUUFLQqWvhOffr0kd1up2CBDvm2xqmOcmfUjY2Nmjdvnh577DEtXdr6yuBBgwbp4osv1rRp05Sf77kqlaJG19GtWzcNHDhQAwcODGp9t9ut6urqVkWPmpoavxzum8sDzXtvwy2SBGKz2ZSWlqb09HSlpaW1mu/WrZtyc3ONyW63B7xtuSwrKyviJwWQvFJTUzV06FANHTq01ZWddXV1WrNmjVavXq2VK1caRY9Vq1a1Kj5Le4okP//c+opgq9Wq/v37a/DgwQGn/Pz8pD9eqaqq0meffWYUMb744ot2jyWtVqtGjx6tww8/XGeeeaYOPfTQpP8bmcH36sVEKWwsX75cZ599tn766SdjWWFhoX7729/q0ksvVY8ePWIYHRKJ3W7XmDFjNGbMmFaPud1ulZeXa8OGDdq0aVObUzCDFTc1NRmtbDvLewzUsuhhsVj8Wjl451ve+s57Lzz0LVo0xnDwhuzsbONCE9+poKCgVQGje/fu5PguzmLZMxZH9Is1VklFu6ej/B5xu93avn271q5dq7Vr12rNmjV+81u2bAn4inV161VXt15btvhfCGOz2VRcXOzX6td7W1hY2O7noL7eO84mhY1QhfwX+/777zVx4kTZ7XaVlpZqxowZ6tGjhxYuXKh169YZRYVIOPvss7V9+3bdcccd2rx5s/bdd1+99dZbxkmBzZs3+12BVVxcrLfeekvXXnut/u///k+FhYW6//779Zvf/CZiMSa7G264QeXl5bJarUpNTd3dRYX/5O3OouXkHSzG03ey/3xHj3kTgG8iCGbe7XYbU8v7bS3zjC3gMian0+l3v63lzc3NcjqdxsA/vlNby5ubm41uPdqbotWFhxlsNptxYsp7NUvPnj2NK1688y1vu3fv3mZLKiBcdvueFhtVVVVR2+66det0+umn65tvvvFbnp6ertNPP13Tp0/XhAkTjJO2sfxhgsRgsVhkt9tlt9s1eHB7fdEGx/e7zvt95nQ6/eYD3aampvoVLdLS0mSLdlMsIEhtFcYyMzM1atQojRo1qtVj27dv9yt0eAsfq1evDnhFsMvlUllZmcrKyrR48eJWj2dnZxstO7wne3xv+/btq969e8f1Var19fUqKytTaWmpSktLtW7dOr/b9lpjSFJOTo4OPvhgHXrooTr00EN10EEHKScnJ0rRJ4+UlBR169ZNDQ0NcV/YcLvd+uc//6lrr73WOMbJysrSP/7xD1100UVcyJHA4vGCA4vFYuTT9jQ2Nqq8vNyv2LFx40a/LpJ37txpzIcyeG0g3t/y0b64KhQpKSnq3r277Ha78vLylJeXJ7vdru7duwcsXHinbt263rhHSD4Wi8VoHX7QQQe1ery6ulpr1qzx6+7Ue7tzZ+vu8ZxOp9asWaM1a9borbfe8nssKytLe+21l1+xw1sAsdvtcZlbE4XFHeIZ04kTJ2rs2LG66667lJOTo2XLlmnw4MH69NNPdd5556m0tDRCocZGdXW17Ha7qqqqTOiHP/ENGTJEv/zyS6zDgMkyMzONfte9k29f7NnZ2W1eYdvyStuMjAyuyEDcWLlypUaMGCFJmjJlSkSL717vv/++zj77bL+rwkaPHq3p06fr/PPPD3h1Yn19vSRFqL9YAOiazMytLpdL69ev1+rVq43uUHynHTt2dOr1e/To4Vfs8M736NHDOE7LzMxsc76jAqPb7VZTU5Nfa96Wt7W1tVq/fr1RsPAWL9q6YrEtAwYMMIoYhx56qEaOHEkB1CS9evVSRUWFiouL4/Y32c6dOzVjxgy9/PLLxrLRo0frhRde0PDhbY9ThcTQlY5Zm5qajEJHy9sdO3aorq6u3Zza1q1XoIsz27qg02KxGK0+vJPv/bYey8zM9CtYeOe99/ntDoTHeyFMy4LH6tWrQy6K9u7dW0OHDtVee+2lhx9+mOK/QjsXH3KLjS+//FIPP/xwq+X9+vUzpbke4lsk+lzs6nyvevVOqampAZf7Pt6ySat3anm/5TLfgoX3xzDVYSQr3xYbkb5ayu12a86cOZo1a5aRKwcPHqwFCxbo4IMPbvdHQyK1ygKARGFmbrVare12H1dZWenX/7tv0aO0tFQOR6CBK/fwnij78ccfw4ovLS3Nr+DhdDpbdUkaie+a3r17a9CgQTrwwAONQkZRUZHp24FHTk6OKioq4rbFxmeffaZzzz1X69btGcvgt7/9re666y6u8E4SXemY1XdMRwDw1bNnT40fP17jx4/3W+52u7Vp06ZWLX9XrlypkpKSgN0Bb9myRVu2bNGPP/6oJ554Ilq7kDRCLmx069Yt4MmhlStXqlevXqYEhfi1aNEi7dq1Sy6XSykpKQG7aGpv8nZ94dvlU8suoALNS4H7muxovq3urNpbFkr3Wt7lFotFKSkprSabzdbucu9zAUSGb3U/kl1R1dbW6pJLLtHzzz9vLDvuuOP0zDPPBNV/NFeyAoD5oplb8/LytN9++2m//fZr9ZjT6dTWrVu1efNmlZeXa/PmzW3OtzcAbnu8XZ4E6hohXBaLRYWFhRo4cKAGDRrU6nbAgAFd4qrteOIdQDzeChsul0t/+9vfdMsttxgnbbp3764nn3xSp5xySoyjg5k4ZgWAtlksFvXr10/9+vXThAkT/B5rampSSUmJX7HDe7tlyxYNGzaM84NhCLmwccopp+iOO+7Qiy++KMnzppWVlenGG29k7IouYOjQocYPLq66ARDvMjIylJKSoubm5oi12Pjll1902mmn6fvvvzeW3XTTTbr99tuD/vHXla5+A4BoiZfcarPZgur/3e12q7q62ih2bN68WdXV1aqtrVVdXZ3q6uqCnrfZbK1a9wZz269fP6Nw0b9//7ge+6Mr8hY26uvr5XQ64+Ikc3l5uaZMmaL33nvPWHbYYYfp2WefpfVOEoqXvAoAiSYtLU3Dhw8P2C3jli1bVFlZGf2gkkDIhY27775bJ5xwggoKClRfX68jjzxS5eXlGj9+vP785z9HIkbEmUBNpwAgHlksFuXm5mrHjh0RabHxzjvv6NxzzzWukM3Ozta8efN02mmnhfQ65FUAMF+i5VaLxSK73S673W6MDwX48hY2JE9r0ViPAfnOO+9o6tSp2rp1qyTP//DNN9+sW2+9VSkpIZ9qQAJItLwKAIkgOzvb7zsewQv5aCM3N1effPKJ3n//fX3zzTdyuVwaO3asJk6cGIn4EIc4SAWQSOx2u3bs2GFqiw23262//vWvuummm4wr14YPH66FCxdq7733Dvn1yKsAYD5yK5KN70mPmpqamBU2HA6Hbr75Zt11113Gsr59++qZZ55p1fUGkgt5FQDMR24NX8h/udLSUg0aNEhHH320jj766EjEBACAabw/+s1qsVFTU6Np06bplVdeMZZNnjxZ8+bN8xusHAAAwEw5OTnGfKzG2SgpKdG5556rL774wlh2wgkn6KmnnmLMTQAAEFXWUJ8wePBgHXbYYXr44Ye1Y8eOSMSEOOdwOORwOGIdBgAExVvYaGpqUmNjY6dea+XKlTrooIOMoobFYtEdd9yhhQsXdqqoQV4FAPORW5FsfFtsxKKw8cMPP2js2LFGUSM1NVX33HOPXn/9dYoaXQR5FQDMR24NX8iFja+++krjx4/Xn/70JxUWFuqUU07RSy+91OmTRUgcqampSk1NjXUYABAU34JDZ1ptvP766xo3bpx++ukn43Vff/113XLLLbJaQ/469UNeBQDzkVuRbGJZ2GhsbNT5559vDG46ZMgQffrpp7r22ms7fRyExEFeBQDzkVvDF/IRyNixY/X3v/9dZWVl+s9//qOCggL9z//8jwoKCnTxxRdHIkYAAMLm2/90OONsuFwu3X777Zo8ebLx/H322UdffvmlTjzxRNPiBAAAaE8sCxt//OMftWzZMkme46BvvvlGBxxwQFRjAAAA8BX2pRUWi0UTJkzQo48+qvfee0+DBw/W008/bWZsiFM0kQKQSHxbbIRT2Pi///s/3Xbbbcb9M844Q59//rn22msvM8KTRF4FgEggtyLZ+I6xUVNTE7XtfvLJJ8ZA4ampqVqwYEHMBi5HbJFXAcB85NbwhV3YWL9+ve666y6NGTNGBx54oLKysjR37lwzY0OcookUgETi+8M71K6o3G6333fb3/72N7344ot+V0yagbwKAOYjtyLZxKLFRk1NjaZOnSq32y1JuvPOOzVmzJiobBvxh7wKAOYjt4YvJdQnPPLII3rmmWe0ZMkSDR8+XOeff77+/e9/a9CgQREIDwCAzulMi42lS5dq1apVkqQJEybo+uuvNzU2AACAYMWisHHttdeqpKREknTYYYfpuuuui8p2AQAAOhJyYePOO+/UOeeco/vuu48rNbqo5uZmSVJ6enqMIwGAjnWmxca8efOM+alTp5oWU0vkVQAwH7kVySbahY1XX31Vjz/+uLHtp59+WjabLeLbRfwirwKA+cit4Qu5sFFWViaLxRKJWJAgUlJC/rcBgJgJt8VGY2Ojnn/+eUlSRkaGfvOb35gemxd5FQDMR25FsvEtbER6jI2tW7dqxowZxv17771XgwcPjug2Ef/IqwBgPnJr+IL6y33//ffad999ZbVatXz58nbXHTVqlCmBAQBghnBbbLz11lvasWOHJOn000/3G7ATAAAg2nyPRSLZYsPtdmvGjBnatm2bJGny5Mm6+OKLI7Y9AACAcARV2BgzZozKy8tVUFCgMWPGyGKxGIOHSTLuWywWOZ3OiAWL+EATKQCJJNwWG9HqhkoirwJAJJBbkWyi1RXVk08+qddee02S1KtXLz366KP02gBJ5FUAiARya/iCKmyUlJSoV69exjy6NvpVBZBIwmmxUVFRoTfffFOS1LdvX/3617+OSGxe5FUAMB+5FckmGoWNX375RVdffbVx/7HHHlNBQUFEtoXEQ14FAPORW8MXVGFj4MCBxvy6det0yCGHtOr/q7m5WZ9++qnfukhOXK0DIJGE02LjhRdekMPhkCRdcMEFET/QIK8CgPnIrUg2kS5sOJ1OXXjhhcZrT58+XZMnTzZ9O0hc5FUAMB+5NXzWUJ8wYcIEo89xX1VVVZowYYIpQSG+OZ1OuhwDkDDCabHx9NNPG/OR7oZKIq8CQCSQW5FssrKyjPlIDB5+991365NPPpEkFRcXa86cOaZvA4mNvAoA5iO3hi/kwoZ3LI2Wtm/f7negheRlsVioJgJIGL6FjWBabPz000/68ssvJUn77bef9t1334jF5kVeBQDzkVuRbFJSUpSRkSHJ/BYb3333nW655RZJns/OvHnz/AYrByTyKgBEArk1fEF1RSVJp59+uiTPH3vatGl+A5o4nU59//33OuSQQ8yPEHHHag25HgYAMZOWlqZu3bqpoaEhqMLG/PnzjflotNaQyKsAEAnkViSj7Oxs1dfXm1rYaGho0JQpU4xuOG+44QYddthhpr0+kgd5FQDMR24NX9CFDW8f5W63Wzk5OcaVIpLnpNHBBx+sGTNmmB8h4o7L5Yp1CAAQktzcXDU0NHTYFZXL5TIKGzabTeeee240wiOvAkAEkFuRjLKzs7Vt2zZTCxs333yzVqxYIUkaPXq0br/9dtNeG8mFvAoA5iO3hi/owsaTTz4pSRo0aJCuu+46up0CACQMu92urVu3dthiY/HixdqwYYMk6bjjjlPv3r2jER4AAEBQvAOIm1XYWLx4se655x5JngsWFyxYoLS0NFNeGwAAIJKCLmx4/fGPf4xEHEggNJECkGi842xUV1e3OVaUJM2bN8+Yj1Y3VBJ5FQAigdyKZOQd96K+vl7Nzc1KSQn5J72hqqpKF154odxutyRp9uzZURlbDImLvAoA5iO3hi+so6B//etfevHFF1VWVqampia/x7755htTAkP8ookUgETj7U7R6XSqrq4uYKvD2tpa/etf/zLWP/nkk6MWH3kVAMxHbkUy8rbYkDzHLt5jnHBcffXVKisrkyQdddRRuuaaazobHpIceRUAzEduDV/IJaH7779fF110kQoKCvTtt99q3Lhx6tmzp3755Rcdf/zxkYgRccbtdhtX9QBAIvC22JDU5jgbCxcuVG1trSTprLPO8htLKtLIqwBgPnIrkpFvYaMz3VG98sorevrppyV5jpOeeuoprhhFh8irAGA+cmv4Qj5yefDBB/XII49o7ty5SktL0/XXX69Fixbpqquu6nBQViQHm80mm80W6zAAIGi+VzO2Nc5GrLqhksirABAJ5FYkIzMKG9XV1br00kuN+3PnztXAgQM7HRuSH3kVAMxHbg1fyIWNsrIyHXLIIZKkjIwM1dTUSJKmTJmi5557ztzoEJeoJAJINB212Ni4caPee+89SVJxcbEOPfTQqMUmkVcBIBLIrUhGZhQ2PvroI23fvl2SdOqpp+qCCy4wJTYkP/IqAJiP3Bq+kAsbffr0MQ6CBg4cqM8//1ySVFJSwpvQRTidTjmdzliHAQBB66jFxjPPPGN8h02dOrXNwcUjhbwKAOYjtyIZeQcPl2RcZBiq7777zpg/55xzon7cg8RFXgUA85FbwxdyYePoo4/W66+/LkmaPn26rr32Wh1zzDE6++yzddppp5keIOJPSkqKUlLCGnceAGLCt8VGy8KG2+02+piWPC0Qo428CgDmI7ciGZnRYsO3sDFmzJhORoSuhLwKAOYjt4Yv5L/aI488YozWftlll6lHjx765JNPdPLJJ+uyyy4zPUAAADqrva6ovv32W/3444+SpEMPPVRDhgyJamwAAADBMrOwkZmZqaFDh5oRFgAAQNSFXNiwWq2yWvc09DjrrLN01llnmRoU4ltzc7MkKT09PcaRAEBw2uuKKpaDhnuRVwHAfORWJKPOFjaqq6u1du1aSdKoUaMYrBQhIa8CgPnIreELqrDx/fffB/2Co0aNCjsYJAaaRwFING212HA4HHr22WcleQ4izjzzzKjHJpFXASASyK1IRr6FjXDG2PD9bT969GhTYkLXQV4FAPORW8MX1F9uzJgxslgsHQ4ObrFYGOwEABB32mqx8c4772jbtm2SpMmTJ6t79+5Rjw0AACBYvoOHh9Nig/E1AABAsgiqsFFSUhLpOJBAHA6HJJpIAUgcbbXYiIduqCTyKgBEArkVyaizXVFR2EBnkFcBwHzk1vAFVdgYOHBgpONAAklNTY11CAAQkkAtNnbu3KnXXntNktSrVy8de+yxMYlNIq8CQCSQW5GMzCpsWCwWjRw50qyw0EWQVwHAfOTW8Fk7XqW1+fPn69BDD1VhYaHWrVsnSbr33nv16quvmhocAABmCNRi48UXX1RjY6Mk6bzzzuNgAgAAxL3OFDaam5u1YsUKSdKwYcOUlZVlamwAAADRFHJh46GHHtLMmTN1wgknqLKy0hhTIy8vT/fee6/Z8SEOORwOo5kUACQC3/6ovS024qUbKom8CgCRQG5FMvI9pgl18PCVK1caF3XQDRXCQV4FAPORW8MXcmHjgQce0KOPPqqbbrpJNpvNWH7AAQdo+fLlpgaH+JSamsqVzQASis1mM65wrKqq0po1a/Tpp59Kkvbdd1/tt99+sQyPvAoAEUBuRTLqTIsNxtdAZ5FXAcB85NbwhVzYKCkpCXgCKD09XbW1taYEBQCA2bzjbFRXV2v+/PnG8qlTp8piscQqLAAAgKD5dh9FYQMAAHRlIRc2iouL/Q6IvP7zn//oV7/6lRkxBbRz505NmTJFdrtddrtdU6ZMUWVlZZvrOxwO3XDDDRo5cqSysrJUWFioqVOnatOmTRGLsatobm5Wc3NzrMMAgJB4x9morKw0ChtWq1Xnn39+LMOSRF4FgEggtyIZ2Ww2ZWRkSKKwgegjrwKA+cit4UsJ9QmzZs3SFVdcoYaGBrndbi1dulTPPfecZs+ercceeywSMUryDOy6YcMGvf3225KkSy+9VFOmTNHrr78ecP26ujp98803uuWWWzR69Gjt3LlT11xzjSZPnqyvvvoqYnF2Bb5dkAFAovAWNmpra1VSUiJJmjhxogoLC2MZliTyKgBEArkVySo7O1v19fUhFTbcbrdR2CgoKFCfPn0iFB2SGXkVAMxHbg1fyIWNiy66SM3Nzbr++utVV1en8847T/369dN9992nc845JxIx6qefftLbb7+tzz//XAcddJAk6dFHH9X48eO1cuVKDR8+vNVz7Ha7Fi1a5LfsgQce0Lhx41RWVqYBAwZEJNaugC5bACQib1dUvmI9aLgXeRUAzEduRbLKycnRtm3bQho8fNOmTaqoqJBEaw2Ej7wKAOYjt4Yv5MKGJM2YMUMzZsxQRUWFXC6XCgoKJEkbN25Uv379TA1Qkj777DPZ7XajqCFJBx98sOx2uz799NOAhY1AqqqqZLFYlJeX1+Y6jY2NamxsNO5XV1f7LXc4HMaALs3NzbLZbLJYLHI6nbJYLLJarXK5XJIUcN7tdstms8ntdsvpdColxfMW+L5uy2141wl2e21tw/e12tteR9vwHUslWfYpGd8n9ol9Yp/8XyszM1O+srOzdfzxx6u2tjbm+9TY2CiXyyWXy9Xl3yf2iX1in9gns/YpUG5N9H1KxveJfQp9n7zjbOzatUv19fVBbePLL7+U18iRI1v9to31PiXj+5SM+9TU1JR0+5SM7xP7xD6xT4m1T8Hk1kTbp868T6GM4R3yGBu+8vPzVVBQoPLycv32t7/V0KFDO/NybSovLzeKJ7682w5GQ0ODbrzxRp133nlGdySBzJ492xjHw263q6ioKOy4k5XFYqGaCCDhtMz9p512mt8AnLFEXgUA85Fbkay8xy8NDQ1B98m9bNkyY37UqFERiQvJj7wKAOYjt4bP4na73cGsWFlZqSuuuELvvvuuUlNTdeONN+rKK6/Ubbfdprvvvlv77LOPZs6cqXPPPTfojd922226/fbb213nyy+/1Lvvvqunn35aK1eu9Htsr7320vTp03XjjTe2+xoOh0NnnnmmysrKtHjx4nYLG4FabBQVFamqqqrd53Ul3r9Penp6jCMBgODNnDlTc+bMMe6///77mjBhQgwj2oO8CgDmI7ciWR177LF69913JXl+pwfqbrOlM888U//6178kST/++KP23nvviMaI5EReBQDzkVv9VVdXy263B3UuPuiuqP7whz/oo48+0oUXXqi3335b1157rd5++201NDToP//5j4488siQA73yyis7HJdj0KBB+v7777Vly5ZWj23btk29e/du9/kOh0NnnXWWSkpK9P7773f4B0lPT+cfqQPe5kIAkEh8f/QXFRWF9b0VKeRVADAfuRXJKjs725ivqakJqrDhHTg8IyNDw4YNi1RoSHLkVQAwH7k1fEEXNt588009+eSTmjhxoi6//HINHTpUw4YN07333hv2xvPz85Wfn9/heuPHj1dVVZWWLl2qcePGSZK++OILVVVV6ZBDDmnzed6ixurVq/XBBx+oZ8+eYccKAEhsvuMrTZkyRVZrp3pjBAAAiImcnBxjfteuXR2uX1NTo7Vr10ryjK9hs9kiFhsAAEC0BH1WZ9OmTfrVr34lSRo8eLC6deumSy65JGKB+dp777113HHHacaMGfr888/1+eefa8aMGTrppJP8Bg4fMWKEFi5cKMkzUMkZZ5yhr776Ss8884ycTqfKy8tVXl6upqamqMSdrKxWKycEASScyZMnq0+fPioqKtIVV1wR63D8kFcBwHzkViQr3xYbwRQ2li9fLm8P1GPGjIlUWOgCyKsAYD5ya/iCbrHhcrmM0c0lyWazRXXQ1WeeeUZXXXWVJk2aJMlzgmru3Ll+66xcuVJVVVWSpA0bNui1116T1Prg7YMPPtBRRx0V8ZiTFU2kACSi4uJirVu3TqmpqXE3MBd5FQDMR25Fsgq1sOHthkqisIHOIa8CgPnIreELurDhdrs1bdo0Y/yJhoYGXXbZZa2KG6+88oq5Ee7Wo0cPLViwoMMYvQYNGqQgx0UHAHQRaWlpsQ4BAACgUzpT2Bg9enQkQgIAAIi6oAsbF154od/9Cy64wPRgkBhoHgUA5iKvAoD5yK1IVr5jbNTU1HS4vrewYbFYNHLkyEiFhS6AvAoA5iO3hi/owsaTTz4ZyTiQQGgiBQDmIq8CgPnIrUhWobTYaG5u1vLlyyVJQ4cO9SuKAKEirwKA+cit4Qu6sAF40cUXAJiLvAoA5iO3IlmFUthYtWqVGhoaJDG+BjqPvAoA5iO3ho/CBkJms9liHQIAJBXyKgCYj9yKZBVKYYOBw2Em8ioAmI/cGj4KGwgZlUQAMBd5FQDMR25FsqKwgVghrwKA+cit4aOwgZA5nc5YhwAASYW8CgDmI7ciWYUyeDiFDZiJvAoA5iO3ho/CBkKWksK/DQCYibwKAOYjtyJZBdtiw+12G4WNXr16qW/fvpEODUmOvAoA5iO3hs8a6wAAAAAAAEBwgi1slJeXa9u2bZI8rTUsFkvEYwMAAIgWChsImcPhkMPhiHUYAJA0yKsAYD5yK5JVsIUN326oRo8eHcmQ0EWQVwHAfOTW8NHWBSFLTU2NdQgAkFTIqwBgPnIrklVWVpYxH2xhg/E1YAbyKgCYj9waPlpsAAAAAACQIGw2mzIzMyW1P3g4hQ0AAJDMKGwgZDSRAgBzkVcBwHzkViQzb3dUwbTYSE9P1/Dhw6MRFpIceRUAzEduDR9dUSFkNJECAHORVwHAfORWJLPs7Gxt3bq1zcLGrl27tHr1aknSyJEjlZLCT390HnkVAMxHbg0fLTYAAAAAAEggHbXYWL58udxutyS6oQIAAMmJwgZC1tzcrObm5liHAQBJg7wKAOYjtyKZ5eTkSJIaGhoC/p8zvgYigbwKAOYjt4aP9qgIGc2YAcBc5FUAMB+5FcnM22JD8rTayMvL83ucwgYigbwKAOYjt4aPFhsAAAAAACSQloWNlnwLG6NGjYpGSAAAAFFFYQMho4kUAJiLvAoA5iO3Ipm1V9hwOp1avny5JGnIkCFGt1VAZ5FXAcB85Nbw0dYFIbPZbLEOAQCSCnkVAMxHbkUya6+wsXr1atXX10uiGyqYi7wKAOYjt4aPwgZCZrFYYh0CACQV8ioAmI/cimTm2wqjpqbG7zHG10CkkFcBwHzk1vBR2EDInE5nrEMAgKRCXgUA85Fbkczaa7FBYQORQl4FAPORW8NHYQMho5IIAOYirwKA+citSGYUNhAL5FUAMB+5NXwUNhAyq5Ux5wHATORVADAfuRXJLJjCRs+ePdWvX79ohoUkR14FAPORW8NHYQMhc7lcsQ4BAJIKeRUAzEduRTLzHWPDt7BRXl6uLVu2SPK01uAqUJiJvAoA5iO3ho+SEAAAAAAACcS3xYbv4OF0QwUAALoKWmwgZDSRAgBzkVcBwHzkViSztrqiorCBSCKvAoD5yK3ho7CBkNFECgDMRV4FAPORW5HMKGwgFsirAGA+cmv4KGwgZG63O9YhAEBSIa8CgPnIrUhmbRU2li1bJklKS0vT8OHDox4Xkht5FQDMR24NH4UNhMxms8U6BABIKuRVADAfuRXJLNDg4bW1tVq5cqUkad9991VqampMYkPyIq8CgPnIreGjsIGQUUkEAHORVwHAfORWJLNAg4evWLHC+L+nGypEAnkVAMxHbg0fhQ2EzOl0xjoEAEgq5FUAMB+5FcksMzPTmPe22GB8DUQaeRUAzEduDR+FDYQsJYV/GwAwE3kVAMxHbkUys9lsyszMVF1dHYUNRA15FQDMR24NnzXWAQAAAAAAgNB4u6MKVNgYNWpULEICAACIGgobCFlzc7Oam5tjHQYAJA3yKgCYj9yKZOcdQLympkZOp1Pff/+9JGnw4MGy2+2xDA1JirwKAOYjt4aPti4IGU2kAMBc5FUAMB+5FcnOt8XGmjVrVFdXJ4luqBA55FUAMB+5NXy02AAAAAAAIMF4CxuNjY368ssvjeUUNgAAQFdAYQMhczgccjgcsQ4DAJIGeRUAzEduRbLzFjYkacmSJcb86NGjYxEOugDyKgCYj9waPtq6IGSpqamxDgEAkgp5FQDMR25FsvOOsSH5FzZosYFIIa8CgPnIreGjxQYAAAAAAAnGt8XGihUrJEndu3dXUVFRrEICAACImoQpbOzcuVNTpkyR3W6X3W7XlClTVFlZGfTz/+d//kcWi0X33ntvxGLsKmgiBQDmIq8CgPnIrUh2voUNt9stydNaw2KxxCokJDnyKgCYj9wavoQpbJx33nn67rvv9Pbbb+vtt9/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|
|
},
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"name": "stdout",
|
|
"text": [
|
|
"Time for Hybrid Differential Evolution-Damped Least Squares optimisation aproximating Havriliak-Negami function: 3.6125879519968294\n",
|
|
" Optimizer | Duration | Average Error \n",
|
|
" Hybrid Particle Swarm-Damped Least Squares optimisation | 0.9700 | 8.4786 \n",
|
|
" Hybrid Dual Annealing-Damped Least Squares optimisation | 2.5566 | 4.3722 \n",
|
|
" Hybrid Differential Evolution-Damped Least Squares optimisation | 3.6126 | 4.4796 \n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"source": [],
|
|
"outputs": [],
|
|
"metadata": {}
|
|
}
|
|
],
|
|
"metadata": {
|
|
"interpreter": {
|
|
"hash": "37158c156ec702d2e9af767e7473a69b78166e480f95f5febe9e1d9fbe31040b"
|
|
},
|
|
"kernelspec": {
|
|
"name": "python3",
|
|
"display_name": "Python 3.8.10 64-bit ('gprMax_Debye': conda)"
|
|
},
|
|
"language_info": {
|
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"codemirror_mode": {
|
|
"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.10"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
|
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} |