diff --git a/user_libs/DebyeFit/Debye_Fit.py b/user_libs/DebyeFit/Debye_Fit.py
index 9f86894a..0bcb6aaa 100644
--- a/user_libs/DebyeFit/Debye_Fit.py
+++ b/user_libs/DebyeFit/Debye_Fit.py
@@ -180,6 +180,9 @@ class Relaxation(object):
self.rl, self.im = q.real, q.imag
if self.number_of_debye_poles == -1:
+ print("\n#########",
+ "Try to automaticaly fit number of Debye poles, up to 20!",
+ "##########\n", sep="")
error = np.infty # artificial best error starting value
self.number_of_debye_poles = 1
iteration = 1
diff --git a/user_libs/DebyeFit/example_BiologicalTissues.ipynb b/user_libs/DebyeFit/example_BiologicalTissues.ipynb
new file mode 100644
index 00000000..95c424ec
--- /dev/null
+++ b/user_libs/DebyeFit/example_BiologicalTissues.ipynb
@@ -0,0 +1,471 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Multi-pole Debye model for biological tissues\r\n",
+ "\r\n",
+ "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. As an adaptation of Debye model, the Cole-Cole model develops by introducing an exponent parameter $\\alpha$. By applying the variable ```alpha```, the Cole-Cole model not only can achieve broader dispersions but also it flats the relaxation spectra. Due to these advantages and improvements, the **Cole-Cole model** is widely used in characterizing the complex permittivity of biological materials under high frequencies. Cole-Cole media cannot be directly implemented to FDTD, that's why approximations of the model (in the script by a multi-Debye function) are employed. In the gprMax code the **Cole-Cole model** could be approximated by using a variation of Havriliak-Negami function with ```beta = 1```, and given as\r\n",
+ "\r\n",
+ "$$\r\n",
+ "\\epsilon(\\omega) = \\epsilon_{\\infty} + \\frac{\\Delta\\epsilon}{1+\\left(j\\omega t_{0}\\right)^{a}}\r\n",
+ "$$\r\n",
+ "where $\\epsilon(\\omega)$ is frequency dependent dielectric properties, $\\Delta\\epsilon$ - difference between the real permittivity at zero and infinity frequency.\r\n",
+ "$\\tau_{0}$ is relaxation time, $\\epsilon_{\\infty}$ - real part of relative permittivity at infinity frequency.\r\n",
+ "\r\n",
+ "In the notebook to model biological tissues in wide range of frequences we used data from Gabriel et al. [1,2] and the ```HavriliakNegami``` class has the following structure:\r\n",
+ "\r\n",
+ "```\r\n",
+ "HavriliakNegami(f_min, f_max,\r\n",
+ " alpha, beta, e_inf, de, tau_0,\r\n",
+ " 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",
+ "* ``alpha`` is real positive float number which varies 0 < $\\alpha$ < 1,\r\n",
+ "* ``beta`` is real positive float number which varies 0 < $\\beta$ < 1,\r\n",
+ "* ``e_inf`` is a real part of relative permittivity at infinity frequency,\r\n",
+ "* ```de``` is a difference between the real permittivity at zero and infinity frequency,\r\n",
+ "* ```tau_0``` is a relaxation time,\r\n",
+ "* ```sigma``` is a conductivity (Siemens/metre),\r\n",
+ "* ```mu``` is a relative permeability,\r\n",
+ "* ```mu_sigma``` is a magnetic loss,\r\n",
+ "* ```material_name``` is definition of material name,\r\n",
+ "* ```number_of_debye_poles``` is choosen number of Debye poles,\r\n",
+ "* ```f_n``` is choosen number of frequences,\r\n",
+ "* ```plot``` is a switch to turn on the plotting,\r\n",
+ "* ```save``` is a switch to turn on the saving final material properties,\r\n",
+ "* ```optimizer``` is a choosen optimizer to fit model to dielectric data,\r\n",
+ "* ```optimizer_options``` is a dict for options of choosen optimizer.\r\n",
+ "\r\n",
+ "[1] S Gabriel et al 1996 Phys. Med. Biol. 41 2271
\r\n",
+ "[2] A Peyman and C Gabriel 2010 Phys. Med. Biol. 55 N413\r\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 0%| | 0/50 [00:00, ?it/s]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Using Bone\n",
+ "Approximating Havriliak-Negami function using 5 Debye poles\n",
+ "Havriliak-Negami function parameters: \n",
+ "f_min = 10.0\n",
+ "f_max = 100000000000.0\n",
+ "eps_inf = 2\n",
+ "Delta_eps = 39.8\n",
+ "tau_0 = 8.42e-12\n",
+ "alpha = 0.72\n",
+ "beta = 1\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 100%|██████████| 50/50 [00:01<00:00, 29.60it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Debye expansion parameters: \n",
+ " | e_inf | De | log(tau_0) |\n",
+ "_________________________________________________________________\n",
+ "Debye 1| 1.04811 | 14.37070 | -11.50424 |\n",
+ "_________________________________________________________________\n",
+ "Debye 2| 1.04811 | 0.00024 | -2.50506 |\n",
+ "_________________________________________________________________\n",
+ "Debye 3| 1.04811 | 16.42907 | -10.85246 |\n",
+ "_________________________________________________________________\n",
+ "Debye 4| 1.04811 | 5.53418 | -10.06703 |\n",
+ "_________________________________________________________________\n",
+ "Debye 5| 1.04811 | 0.54964 | 2.00000 |\n",
+ "_________________________________________________________________\n",
+ "#material: 5.240573088303778 0 0 0 Bone\n",
+ "#add_dispersion_debye: 5 14.37070353612557 3.1315860992152602e-12 0.000235873304298161 0.0031256545048699257 16.42907022488462 1.4045512404478602e-11 5.534175174392425 8.569821922995581e-11 0.5496448720532435 100.0 Bone\n",
+ "The average fractional error for:\n",
+ "- real part: 0.8110311586222546\n",
+ "- imaginary part: 129.9960612050196\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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hTrRwVBtS0oq9weOcq+icW+ScW+6c+845d1fO/vHOuY3OuWU521nFnYuIiIiIiIhEqP0WY3adk/i///MvuHzPPVC5Mrz5JjRvDrfdBnv3hjthkchS7IssO+ccUMXM9jrnKgBfANcDZwB7zezBwsbSIssSSpmZmQDExcWFORORyKLaEAlOtSESnGpDSsrGjTB2LEyf7n9cpw4895z/rluRSLUhxSVsiyybX25vtULOpnlqIiIiIiIiUmh168JLL0FaGlzaLI1LNk3knr5pDB8OO3eGOzuR8IspiYM456KBpcDJwFNm9pVz7kxglHPuEmAJ8C8z+7OgOGYW6ILmiV3kfILNWgpFnEjKJVRxIimXUMXJjZGVlVXomKXlnCIhl1DFiaRcQhUnknIpKE5BtVFaz6kocSIpl1DFiaRcQhUnHLnk1kYwpfWcijtOJOUSqjiRlEuo4vzTGEX5nepQuYQqTiTlEqo4kZRLqOIcbozEzIU8v/5MzHnIsFh6Tk2hxcedePrpbM48s3BzCUrinApbG2X161QcuYQqTiTlcrhxgimRRZbNzGtmCUA9oINzriXwX+AkIAHYDDwU7LXOuSucc0ucc0u2bdtWEumKiIiIiIhIhIqaNw88HqJy7rZ1Sf25bNrk6N+/ApdfHq3ZPFJuFfsaPAcc0Lk7gb/yrr3jnGsAvGdmLQt6rdbgkVDyeDwAxMbGhjkTkcii2hAJTrUhEpxqQ0pcWhr07AkeD8TG4v04hUe/SuL22yEjw782z+TJcFaYb+Oj2pDiErY1eJxzxzjnqud8XgnoBfzgnKudZ9i5wMrizkVERERERERKuf3uthV9ShL/+hcsW+Z/atMm/8LLWptHypuSuESrNjDXOfctsBj4xMzeA+53zq3I2d8duLEEchEREREREZHSLinJf0utpKTAriZNYP58eOABiIuDqVOhRQv44IPwpSlSkkr8Eq1/QpdoSShpyqRIcKoNkeBUGyLBqTYkEv3wg38Gz8KF/sdjx/on/ERHl1wOqg0pLmG7REtERERERESkJDVtCl98AS9dlcatbiJzJ6Zx9tnwZ4H3bRYp3dTgERERERERkTInelEaF0/tyQR3Byn05M85abRvDyu1+quUUWrwiIiIiIiISNmTmuq/nbrPfzv1C2unsnYtdOoEb7wR7uREQk8NHhERERERESl7kpMhNhaio3GxsVw+I5kLL4S//oKBA+G228DrDXeSIqGjBo+IiIiIiIiUPfvdTr1i9yRefhkeegiiouC+++Dss3UrdSk71OARERERERGRsmm/26k7B6NHwyefQM2aMGcOtG8P330X5jxFQkANHhERERERESlXevSAJUsgIQF++gk6dtS6PFL6qcEj5ZaZYWbhTkMk4qg2RIJTbYgEp9qQ0qpBA/jyS/Kty/Pkk6GLr9qQkqYGj4iIiIiIiJRLlSvDyy/D/ff7H1977d+fi5Q2avCIiIiIiIhIueUc3HRKGl/1n0gSadxyC4wfD5p8I6VNTLgTEBEREREREQmbtDTo2ZMOHg/zYmPplpXCXXclkZ4Okyb5G0AipYFm8IiIiIiIiEj5lZoKHg94vcR4PTxzfioxMf5Lta67Dny+cCcoUjhq8Ei55ZzDqR0vcgDVhkhwqg2R4FQbUuolJ0NsLERHQ2wsra5N5o03/LuefBKuvBK83qKHVW1ISdMlWiIiIiIiIlJ+JSVBSop/Jk9yMiQlcQ7w7rvQvz88/zykp8PUqRCjv6AlgunbU0RERERERMq3pCT/lkfv3jBnDvTpAzNmQEYGvPKKf2aPSCTSJVoiIiIiIiIiQXTrBp98AtWqwRtvwIAB/kaPSCRSg0dERERERETkIJKS4LPPoGZNeP996NvXf8mWSKRRg0dERERERESkAImJ/iV6atXyL9dz/vmQnR3urETyK/YGj3OuonNukXNuuXPuO+fcXTn7j3LOfeKc+zHnY43izkVERERERETkcLRsCWkPp3FXxYlsnZ3GNdeAWbizEvlbSczgyQR6mFk8kACc4ZzrBIwBUsysEZCS81hEREREREQk8qSl0XBET+7w3EEKPfn2uTQmTAh3UiJ/K/YGj/ntzXlYIWczoB8wLWf/NKB/ceciIiIiIiIiclhSU8Hjwfm8VIzy0N2lcuedMHlyuBMT8Sv0bdKdc9Fm5j2cgzjnooGlwMnAU2b2lXOulpltBjCzzc65Yw8Vx8zIzMzcP3aR87Eg8+hCESeScglVnEjKJVRxcmN4PJ6w5xKqOJGUS6jiRFIuoYoTSbkUFKeg2iit51SUOJGUS6jiRFIuoYoTjlxya6MsnVNxx4mkXEIVJ5JyCVWcfxojKyuryK8/WC6hyCdUMSItTiTlEqo4kZRLYeK4Ll2IiY31N3liY0m86hR4GEaONI46Kpu+fX35YhT27w19nUo+TiTlcrhxginKDJ6fnHMPOOeaF/UgZuY1swSgHtDBOdeysK91zl3hnFvinFuybdu2oh5aRERERERE5B+zTp3I/vBDvOPHk/3hh5wzsSO33pqNz+e46KIY0tJC80e6yOFywbpHQQc6VxU4HxiOvzH0IvCame0u0gGduxP4C7gcSM6ZvVMbSDWzJgW9tl27drZkyZKiHE7koHI76rGxsWHORCSyqDZEglNtiASn2pDyzAyuuAKefx6OOgq++AKaNfM/p9qQ4uKcW2pm7fbfX+gZPGa2x8wmm1ln4GbgTmCzc26ac+7kAg58jHOues7nlYBewA/AbGBozrChwDuFzUVEREREREQk3JyD//4Xzj4bduyAM86ATZvCnZWUV4Vu8Djnop1z5zjn3gIeAx4CTgTeBT4o4KW1gbnOuW+BxcAnZvYeMAk4zTn3I3BazmOREmNmQa9/FCnvVBsiwak2RIJTbUh5FxMDr70GnTrBr7/6mzw7d6o2pOQVepFl4EdgLvCAmS3Is3+Wc+7Ug73IzL4F2gTZ/wfQswjHFxEREREREYk4lSvDe+9Bly6wYgX07w/vvAMVK4Y7MylPirLI8iVmdlne5o5zrguAmV0X8sxERERERERESomaNeGjj6B2bfj8c7j00hi8h3UfapHDU5QGz+NB9j0RqkRERERERERESrMTToAPP4Qjj4Q334zmzjujw52SlCOHvETLOZcEdAaOcc6NzvPUkYC+W0VERERERERytG4Nn96TxtvXz+WzB7szIyGJIUPCnZWUB4VZgycWOCJnbNU8+3cDA4sjKZGS4JwLdwoiEUm1IRKcakMkONWGyH7S0mh/S0/a4uE2YjlzeAqNGiXRoUO4E5Oy7pANHjP7HPjcOTfVzH4pgZxERERERERESqfUVPB4iDIvcc5D56xU+vdPYskSqFMn3MlJWVaYS7QeNbMbgCedcwfc483MzimOxERERERERERKneRkiI3FPB6iYmPZ1SSZzcv8d9b6/HOoVCnM+UmZVZhLtKbnfHywOBMRERERERERKfWSkiAlBW9KCnbqqdzdPIk57WHxYhgxAl5+GXRloxSHwlyitTTn06OAD8wss3hTEhERERERESnFkpLwtW0LwNGxMHs2dO4Mr7wCrVrBmDFhzk/KpKLcJv0cYI1zbrpzro9zrjCzf0RERERERETKtVat/DN3AG69Fd59N7z5SNlU6AaPmQ0HTgZmAhcCa51zzxdXYiIiIiIiIiJlRb9+cM89YAYXXgjffRfujKSsKcoMHswsC5gDvAYsBfoVR1IiIiIiIiIiZc2tt8L558PevXDOOfDHH+HOSMqSQjd4nHNnOOemAj8BA4HngdrFlJeIiIiIiIhImeIcvPACtG0L69bBoEGQlRXurKSsKMo6OsPwz9y5MpIWWs7KymLDhg1kZGSEOxUpZcwMAKcl7CNOxYoVqVevHhUqVAh3KiIiIiIiIVW5Mrz9NrRvD3Pnwg03wFNPhTsrKQsK3eAxs/OLM5HDtWHDBqpWrUqDBg30h7oUic/nAyAqqkhXKkoxMzP++OMPNmzYQMOGDcOdjoiIiIhIyNWrB2+9BcnJ8PTT0Lo1XHlluLOS0u6Qf9k6577I+bjHObc7z7bHObe7+FMsWEZGBjVr1lRzR6SMcM5Rs2ZNzcoTERERkTKtUyd48+Y0xjCRl69J48svw52RlHaHnMFjZqfkfKxa/OkcHjV3RMoW1bSIiIiIlHlpaZz1YE9Odx4yvbEMOjuFZ79Nol69cCcmpVVRFlmeXph9IiJSuplZYI0qEfmbakMkONWGSHCHrI3UVPB4iDYvsXho/WcqAwaAJrLL4SrK4iMt8j5wzsUAbUObTukUHR1NQkICLVq0ID4+nocffjiwvsvBpKam0rdv35DnkpycTJMmTUhISCAhIYGBAweG/BhFMW7cOD799NOQx819z1u2bMnZZ5/Nzp07DyvO1KlTGTVqVGiTy3HfffcVS1wRERERESkDkpMhNhaio4muGMvq45JZvBhGjgT1TOVwFGYNnrHOuT1A67zr7wBbgNnFnmEpUKlSJZYtW8Z3333HJ598wgcffMBdd90VtnxmzJjBsmXLWLZsGbNmzQpbHgB33303vXr1Cnnc3Pd85cqVHHXUUTwVQcvOmxk+n08NHhERERERObikJEhJgQkTcJ+lcOeHSVSqBNOmwZNPhjs5KY0O2eAxs4k56+88YGZH5mxVzaymmY051Oudc/Wdc3Odc6ucc985567P2T/eObfRObcsZzsrBOcTdsceeyzPPfccTz75JGaG1+vlpptuon379rRu3Zpnn302MHb37t2ce+65NG/enJEjR+Lz+XjhhRe48cYbA2MmT57M6NGjAXj55Zfp0KEDCQkJXHnllXi93kLn1a9fP1566SUAnn32WYYMGQL4Z/zccMMNdO7cmZYtW7Jo0SIAFi1aROfOnWnTpg2dO3dm9erVgH/Gy4ABAzjjjDNo1KgRN998MwBer5dhw4bRsmVLWrVqxSOPPALAsGHDAk2mlJQU2rRpQ6tWrbj00kvJzMwEoEGDBtx5550kJibSqlUrfvjhhyK950lJSWzcuBGAtWvXcsYZZ9C2bVu6du0aiPXuu+/SsWNH2rRpQ69evdiyZUuBMcePH8/FF19Mjx49aNSoEZMnTwZg79699OzZM5DrO++8A8D69etp1qwZV199NYmJiVx22WWkp6eTkJAQeK9FRERERETySUqCsWMhKYn4eJgyxb/7xhv9t1AXKZLc6wIPtQEphdkXZExtIDHn86rAGqA5MB74d2GPb2a0bdvW9vf9998HPvdPZAv9dihVqlQ5YF/16tXt999/t2effdYmTJhgZmYZGRnWtm1bW7dunc2dO9fi4uJs7dq1lp2dbb169bKZM2fa3r177cQTTzSPx2NmZklJSfbtt9/a999/b3379g3sv+qqq2zatGkHHLdbt27WuHFji4+Pt/j4ePv3v/9tZma///67nXTSSTZv3jxr1KiR/fHHH4HxI0aMMDOzzz//3Fq0aGFmZrt27bKsrCwzM/vkk09swIABZmY2ZcoUa9iwoe3cudPS09Pt+OOPt19//dWWLFlivXr1CuTx559/mpnZ0KFDbebMmZaenm716tWz1atXm5nZxRdfbI888oiZmZ1wwgn2+OOPm5nZU089ZZdddpmZmS1evDjw+cHe8+zsbBs4cKDNmTPHzMx69Ohha9asMTOzhQsXWvfu3c3MbMeOHebz+czMbPLkyTZ69Gjzer32wgsv2DXXXHNA/DvvvNNat25t+/bts23btlm9evVs48aNlpWVZbt27TIzs23bttlJJ51kPp/Pfv75Z3POWVpa2gE5yuHJW9tSsjIzMy0zMzPcaYhEHNWGSHCqDZHgDrc2brnF/3dozZpmP/8c+ryk9AOWWJCeySHvouWcqwhUAY52ztUAcm9vcyRQpxANpM3A5pzP9zjnVgF1C9+CyhcrMOsj776/17spypJChXeo9XSCjcnN66OPPmLFihWBWSy7du1i9erVxMbG0qFDBxo0aADA4MGDmT9/PgMGDKB79+7Mnj2bZs2akZWVRYsWLXjqqadYunQp7du3ByA9PZ1jjjkmaG7Tp0+nXbt2+XI75phjGD9+PN27d+eNN96gevXqgdcOHjwYn8/HKaecwu7du9mxYwd79uzhkksu4aeffsI5R1ZWFj6fD5/PR48ePaha1X9TtWbNmvHzzz/TokUL1q1bx6hRozjrrLPo3bs3Pp8v8D6sWrWKhg0bcvLJJ+Pz+bj44ot5+umnue666wDo378/Pp+PNm3a8Oabb+Lz+UhMTOS5554Leo65s2PWr19P27Zt6dmzJ7t372bBggUMGjQoMC4zMxOfz8evv/7Keeedx++//47H46FBgwaBBc/yfw/9/fU755xziIuLIy4ujuTkZBYuXEifPn0YO3Ys8+fPJyoqio0bN7J582Z8Ph8nnHACHTp0yBerMN87EpyZ4fF4ivya/R3OHbmKK04k5VJQnILe99J6TkWJE0m5hCpOJOUSqjjhyCW3NsrSORV3nEjKJVRxIimXUMX5pzGysrKK/PqD5RKKfEIVI9LiRFIuoYoTSbmEKk7eGIX9XXb/GOPGwTffVODjj6Po399Hamo2lSsXPc7++RRWefs6hTuXw40TTGE6IlcCS4CmwNfA0pztHaBIC5845xoAbYCvcnaNcs5965x7Mad5FOw1Vzjnljjnlmzbtq3A+F6vr1i2olq3bh3R0dEce+yxmBmPPfYYX3/9NV9//TVr166ld+/euee2/7kCcNlllzFt2jSmTp3KsGHDAP83wSWXXBKIs2rVKu68884i5bVy5Upq1qzJpk2bgh437+Nx48bRvXt3vv32W9555x0y8izlHhcXF/g8Ojqa7OxsatSowTfffEO3bt14+umnufzyy/PFDPZNnFduzNx4h1KpUiW+/vprfv75ZzweD08//TQ+n4/q1asH3qOvv/6a7777DoDrr7+ea665huXLl/Pf//73gEZhMMHelxkzZrBt2zYWL17M119/Ta1atQLvTZUqVQ4ZU0REREREpCDR0fDSS9mcdJKxfHkUI0dGa9FlKZRDzuAxs8eAx5xz15rZE4d7IOfcEcAbwA1mtts5919gAmA5Hx8CLg1y/OeA5wDatWtneZsLOXGJiiqemTtFkZvDtm3buPrqqxk1ahTR0dGcccYZPPvss/Tq1YsKFSqwZs0a6tatS1RUFIsWLeKXX37hhBNOYObMmVxxxRVERUWRlJTEhg0b+Oabb/j222+JioqiV69e9OvXj9GjR3PssccGZtmccMIJQXPZ/z1ZtGgRH374YaAJc8YZZ9CwYUMAZs6cSc+ePfniiy+oVq0aNWrUYPfu3dSrV4+oqKjA2j25cfO+57mf79ixg9jYWAYNGkSjRo0YNmxYvrHNmzdn/fr1rFu3jpNPPpkZM2aQnJwciJMbO+/jwrznNWrU4PHHH6dfv35cffXVNGzYkDfeeINBgwZhZnz77bfEx8eza9cu6tevT1RUFNOnTw/knvcc8nLO8c4773Drrbfy119/8fnnn/Of//yHmTNnUqtWLeLi4pg7dy6//PJLvtfm/bxChQp4vV4qVKhwyHORAznniI2NDXca5Zref5HgVBsi+eX+TqXaEAnucGqjVi145x3o1Alefz2atm2juemmYkhOypTC3EWrR86nG51zA/bfCnMQ51wF/M2dGWb2JoCZbTEzr5n5gMlAh8M8h7DLvVyoRYsW9OrVi969ewdm14wYMYLmzZuTmJhIy5YtufLKKwMzVJKSkhgzZgwtW7akYcOGnHvuuYGY5513Hl26dKFGDf/EpubNm3PPPffQu3dvWrduzWmnncbmzZuD5jNkyJDAbdJ79epFZmYml19+OS+++CJ16tThoYce4tJLLw3MqqlRowadO3dm5MiRvPDCCwDcfPPNjB07li5duhRqMeeNGzeSnJxMQkICw4YNY+LEifmer1ixIlOmTGHQoEG0atWKqKgoRo4cWWDMJUuWMGLEiEMeu02bNsTHx/Paa68xY8YMXnjhBeLj42nRokVgEeTx48czaNAgunbtytFHH33ImAAdOnSgT58+dOrUiTvuuIM6deowZMgQlixZQrt27ZgxYwZNmzY96OuvuOIKWrdurUWWRURERESkyFq0gJz/m2bMGPjoo/DmI5HPHerSGefcXWZ2p3NuSpCnzcwOmHWz3+sdMA3YYWY35NlfO2d9HpxzNwIdzez8gmK1a9fOlixZkm/fqlWraNasWYHnUBr17duXG2+8kZ49exbrcZKTk3nwwQfzrdlTXuSujxNsttD48eM54ogj+Pe//13SaUmOslrbpUHu9eL6n1iR/FQbIsGpNkSCC1VtjB8Pd90F1avD4sVw8sn/PDcp3ZxzS83sgD/iC3OJ1p05H4cf5rG7ABcDK5xzy3L23Qpc4JxLwH+J1nr8a/2Uezt37qRDhw7Ex8cXe3NHREREREREItu4cZD+WRpR81O5o1cyzyxPolq1cGclkeiQDZ5czrnqwCVAg7yvM7PrCnqdmX3B33feyuuDwh67PKlevTpr1qwpseOlpqaW2LFKk/Hjx4c7BREREREREaK+SmPSkp548eD5JZY7zkzh/vlJREeHOzOJNEVZnfgD/M2dFfx9J62lxZCTiIiIiIiIiACkpuI8HmLwUgEPsWmpjB0b7qQkEhV6Bg9Q0cxGF1smIiIiIiIiIpJfcjLExoLHQ1RMLF9kJ/PFA9CyJVxySbiTk0hSlBk8051zlzvnajvnjsrdii0zERERERERkfIuKQlSUmDCBKLnpjDkySQALr8cFi4Mc24SUYoyg8cDPADchn9hZHI+nhjqpEREREREREQkR1KSfwNGJsGKFfD009C/v//OWvXrhzc9iQxFmcEzGjjZzBqYWcOcTc0dIDo6moSEBFq0aEF8fDwPP/xw4BbcB5Oamkrfvn1DnktycjJNmjQhISGBhIQEBg4cGPJjFMW4ceP49NNPQx73iCOOCHnM/XXu3LnYjxFKO3fu5Omnnw53GiIiIiIiUswefRS6d4ctW/xNnn37wp2RRIKizOD5DtC3TRCVKlVi2bJlAGzdupULL7yQXbt2cdddd4UlnxkzZtCuXbuwHHt/d999d7hTOGwLFiwISZzs7GxiYopSakXn9XoDDZ6rr766WI8lZZ+ZHXqQSDmk2hAJTrUhElxx1kaFCjBzJnTsCF9/DcOHw2uvgQt2/2opN4oyg8cLLHPOPeucezx3K67ESqtjjz2W5557jieffBIzw+v1ctNNN9G+fXtat27Ns88+Gxi7e/duzj33XJo3b87IkSPx+Xy88MIL3HjjjYExkydPZvRo/9rWL7/8Mh06dCAhIYErr7wSr9db6Lz69evHSy+9BMCzzz7LkCFDAP+MnxtuuIHOnTvTsmVLFi1aBMCiRYvo3Lkzbdq0oXPnzqxevRqAqVOnMmDAAM444wwaNWrEzTffDPgbDMOGDaNly5a0atWKRx55BIBhw4Yxa9YsAFJSUmjTpg2tWrXi0ksvJTMzE4AGDRpw5513kpiYSKtWrfjhhx8KfV6pqal069aN8847j8aNGzNmzBhmzJhBhw4daNWqFWvXrgXg3XffpWPHjrRp04ZevXqxZcsWALZt28Zpp51GYmIiV155JSeccALbt28H/p4llJqaSnJyMgMHDqRp06YMGTIk8I/13XffTfv27WnZsiVXXHFFYH9ycjK33nor3bp1495776Vhw4ZkZWUB/q97gwYNAo9zDRs2jJEjR9K1a1caN27Me++9B8D69evp2rUriYmJJCYmBhpPqampdO/enQsvvJBWrVoxZswY1q5dS0JCAjfddFOh30MRERERESl9ataE2bOhalX43//gnnvCnZGEnZkVagOGBtsK+/pQbG3btrX9ff/994HP8a8JFPLtUKpUqXLAvurVq9vvv/9uzz77rE2YMMHMzDIyMqxt27a2bt06mzt3rsXFxdnatWstOzvbevXqZTNnzrS9e/faiSeeaB6Px8zMkpKS7Ntvv7Xvv//e+vbtG9h/1VVX2bRp0w44brdu3axx48YWHx9v8fHx9u9//9vMzH7//Xc76aSTbN68edaoUSP7448/AuNHjBhhZmaff/65tWjRwszMdu3aZVlZWWZm9sknn9iAAQPMzGzKlCnWsGFD27lzp6Wnp9vxxx9vv/76qy1ZssR69eoVyOPPP/80M7OhQ4fazJkzLT093erVq2erV682M7OLL77YHnnkETMzO+GEE+zxxx83M7OnnnrKLrvsMjMzW7x4ceDzg73nc+fOtWrVqtmmTZssIyPD6tSpY+PGjTMzs0cffdSuv/56MzPbsWOH+Xw+MzObPHmyjR492rxer1199dV23333mZnZnDlzDLBt27YdcIwjjzzSfvvtN/N6vdapUyebP3++mVngfTQzu+iii2z27NmB9/Wqq64KPDds2DB76623zMzs2WeftdGjRx9wTkOHDrXTTz/dvF6vrVmzxurWrWvp6en2119/WXp6upmZrVmzxnLrYO7cuVa5cmVbt26dmZn9/PPPga9fWZC3tqVkZWRkWEZGRrjTEIk4qg2R4FQbIsGVVG28/76Zc2Zg9sYbxX44iQDAEgvSMynUdSPOuWjgYjPr9U8bSuWF5czk+Pjjj/n2228Ds1h27drFjz/+SGxsLB06dODEE/3LGF1wwQV88cUXDBw4kB49evDee+/RrFkzsrKyaNWqFU8++SRLly6lffv2AKSnp3PssccGPXawS7Rq1arF3XffTffu3Xnrrbc46qi/b4B2wQUXAHDqqaeye/dudu7cyZ49exg6dCg//vgjzrl8s0169uxJtWrVAGjevDm//PILLVq0YN26dVx77bX06dOH3r175zv+6tWradiwIY0bNwZg6NChPPXUU9xwww0ADBgwAIC2bdvy5ptvAtCuXTuef/75Q77X7du3p3bt2gCcdNJJgWO3atWKuXPnArBhwwYGDx7M5s2b8Xg8NGzYEIAvv/ySt956C4AzzjiDGjVqBD1Ghw4dqFevHgAJCQmsX7+eU045hblz53L//fezb98+duzYQYsWLTj77LMBGDx4cOD1I0aM4P7776d///5MmTKFyZMnBz3OeeedR1RUFI0aNeLEE0/khx9+oGHDhowaNYply5YRHR3NmjVr8uWVey4iIiIiIlL+nHUW/Oc/cPPNcPHFcNJJEB8f7qwkHArV4DEzr3Nun3OumpntKu6kDlduUyXc1q1bR3R0NMceeyxmxhNPPMHpp5+eb0xqaipuvwskcx+PGDGC++67j6ZNmzJ8+HDAf25Dhw5l4sSJh53XihUrqFmzJps2bQp63LyP77jjjkAzaP369SQnJweej4uLC3weHR1NdnY2NWrUYPny5Xz00Uc89dRT/O9//+PFF18MjDvU1yY3Zm68osibT1RUVOBxVFRUINa1117L6NGjOeecc0hNTWX8+PGFyivYMXJzzMjI4Oqrr2bJkiXUr1+f8ePHk5GRERhXpUqVwOddunRh/fr1fP7553i9Xlq2bBn0OMG+Fo888gi1atVi+fLl+Hw+KlasGPQYIiIiIiJSPv373/47a02fDuec47+z1kHmA0gZVpQ1eDKAFc65F7QGz8Ft27aNkSNHMmrUKJxznH766fz3v/8NzIBZs2YNf/31F+Bf5+bnn3/G5/Px+uuvc8oppwDQsWNHfvvtN1555ZXA7JqePXsya9Ystm7dCsCOHTv45ZdfCp3XokWLmDNnDt988w0PPvggP//8c+C5119/HYAvvviCatWqUa1aNXbt2kXdunUB/7o7h7J9+3Z8Ph//93//x4QJE/j666/zPd+0aVPWr1/PTz/9BMD06dPp1q1bofP/p/Kez7Rp0wL7u3Tpwv/+9z/AP9vqzz//LHTM3GbO0Ucfzd69ewOztA7mkksu4YILLgg07YKZOXMmPp+PtWvXsm7dOpo0acKuXbuoXbs2UVFRTJ8+/aBrL1WtWpU9e/YUOn+Rg3HOHdBsFBHVhsjBqDZEgivJ2nAOnnsOOnWCX3+Ffv0gPb1EDi0RpCgNnveBO4B5wNI8W7mXnp4euE16r1696N27N3feeSfgn43TvHlzEhMTadmyJVdeeWVgVklSUhJjxoyhZcuWNGzYkHPPPTcQ87zzzqNLly6BS4aaN2/OPffcQ+/evWndujWnnXYamzdvDprPkCFDArdJ79WrF5mZmVx++eW8+OKL1KlTh4ceeohLL700MHulRo0adO7cmZEjR/LCCy8AcPPNNzN27Fi6dOlSqMWcN27cSHJyMgkJCQwbNuyAmUYVK1ZkypQpDBo0iFatWhEVFcXIkSMLjLlkyRJGjBhxyGMXxvjx4xk0aBBdu3bl6KOPDuwfN24cH3/8MYmJicyZM4fatWtTtWrVQsWsXr06l19+Oa1ataJ///6By+cOZsiQIfz555+Bpl0wTZo0oVu3bpx55pk888wzVKxYkauvvppp06bRqVMn1qxZc9BZOzVr1qRLly60bNlSiyyLiIiIiJQzFSvCe7elManaRFiYxvDh4POFOyspSa4olzU55yoBx5vZ6uJL6eDatWtnS5Ysybdv1apVNGvWLBzpFKu+ffty44030rNnz2I9TnJyMg8++GDE3Fa9JPl8PjIzM6lQoQIxMTGkpaVx1VVXBW55H2qzZs3inXfeYfr06UGfHzZsGH379mXgwIHFcvzSpqzWdmng8XgAiI2NDXMmIpFFtSESnGpDJLgSr420NOjZE8v0kO6LpScp9LwtSXfXKoOcc0vN7IA/4gu1Bk9OgLOBB4FYoKFzLgG428zOCVmWws6dO+nQoQPx8fHF3twR+PXXXzn//PPx+XzExsYedPHjf+raa69lzpw5fPDBB8USX0REREREyrnUVPB4cD4vFaM89LBU7r03iZNPhmHDwp2clIRCN3iA8UAHIBXAzJY553T7nhCrXr16vrskFbfU1NQSO1YkatSoEd98802xH+eJJ5445JjCrHUkIiIiIiISVHIyxMaCx0NUbCxtr0mGB+GKK6BBA//TUrYVZQ2e7CB30IqM21aJiIiIiIiIlGdJSZCSAhMmQEoKAx5I4sYbISsLBgyA1WFZaEVKUlFm8Kx0zl0IRDvnGgHXAQuKJy0RERERERERKZKkJP+W44EHYO1amD0b+vSBhQshzz1npIwpygyea4EWQCbwKrAbuKEYchIRERERERGRfyg6Gl55Bdq08Td6zj0XMjPDnZUUl0I3eMxsn5ndBvQEupvZbWaWcajXOefqO+fmOudWOee+c85dn7P/KOfcJ865H3M+1jj80xARERERERGR/VWpAu++C3XrwhdfwKWXQhFupi2lSKEbPM659s65FcC3wArn3HLnXNtCvDQb+JeZNQM6Adc455oDY4AUM2sEpOQ8LpWOOOKIfI+nTp3KqFGjQhJ79uzZTJo0CYDx48fz4IMPAjBu3Dg+/fTTAl+bnJzM/reV319qairOOd59993Avr59+4Zt8eVnnnmGl1566YD927Zto2PHjrRp04b58+eH7HhTp05l06ZNgccjRozg+++/D1l8gPXr11OpUiUSEhJo3rw5l1xyCVlZWYcVK+/3QCjt3LmTp59+OuRxRUREREQk/OrWhffe8zd7XnkF7ror3BlJcSjKGjwvAFeb2XwA59wpwBSgdUEvMrPNwOacz/c451YBdYF+QHLOsGn47851yyFikbnffDIzw+fzFeE0ikfeHHw+X0jyys7Opm/fvvTt2zcQMzfu+PHjDzjuwfIqaIzP56NevXrce++99OnTB/j7PQ3H+3rFFVcE8srrk08+oUmTJoE7TYUiNzNj2rRptGzZkuOOOw6A5557LmTxc/l8Pk466SS+/vprvF4vp59+Oq+99hpDhgw5rJxD/T3v9XrZsWMHTz/9NCNHjgxZ3H/KzPB4PEV+zf6cc4d17OKIE0m5FBSnoPe9tJ5TUeJEUi6hihNJuYQqTjhyya2NsnROxR0nknIJVZxIyiVUcf5pjMP9j6tguYQin1DFiLQ4kZRLqOJEUi6hipM3RmF/ly2pc2reHF5+2fF//xfDXXc5GjTI5sILD/y7orx9ncKdy+HGCaYoa/DsyW3uAJjZF8CeohzMOdcAaAN8BdTKaf7kNoGOPchrrnDOLXHOLdm2bVtRDndwaWkwaZL/YzF79913SUpKom3btvTu3ZstW7bg8/k48cQT2blzZ2Bc48aN2bJlC8OHD+df//oXPXv2ZMyYMUydOpVrr732gLjDhw9n1qxZAEyYMIGOHTvSunVrrrzyygO+YXw+H8OGDeOOO+4ImmPr1q058sgj+eSTTw54bunSpXTv3p327dtzxhlnsHnzZgAWL15MQkICXbp04eabb6Z1a3+fb/369XTr1o127drRrl07Fizwr8OdmppK9+7dGTx4ME2bNmXs2LHMmDGDTp06ER8fz9q1awG46667eOihh/LlsGzZMsaMGcOcOXNITEwkPT2dI488MvD8rFmzGD58eOB9uf766znllFM4+eSTA+8RwAMPPEB8fDxt2rRh7NixvPHGGyxdupSLL744ELdHjx6BWU+vvvoq8fHxtG7dmjFj/p5gduSRR3L77bfTpk0bOnfuzJYtW4K+r8FER0fTvn37wKyhg72/kydPDsxYGjhwIPv27Ssw7vDhw7nqqqvo1q0bTZs25b333jvk16Nnz54MGTKE+Ph4xo4dy9q1a0lMTOTmm28u9PmIiIiIiEjpcdZZxgMPeAG48spovvgiNI0FiRC5MwIOtQGPAM/in3XTDXgauBdIBBIL8fojgKXAgJzHO/d7/s9DxWjbtq3t7/vvvz9gX4EWLDCrVMksOtr/ccGCor0+iKioKIuPjw9s9evXt2uuucbMzHbs2GE+n8/MzCZPnmyjR482M7PrrrvOXnzxRTMzW7hwofXs2dPMzIYOHWp9+vSx7OxsMzObMmVKINadd95pDzzwQGDczJkzzczsjz/+CORy0UUX2ezZs83MrFu3bpaWlmbnn3++3XPPPUFznzt3rvXp08fmzZtnp556qpmZ9enTx+bOnWsej8eSkpJs69atZmb22muv2fDhw83MrEWLFvbll1+amdktt9xiLVq0MDOzv/76y9LT083MbM2aNZb7NZs7d65Vq1bNNm3aZBkZGVanTh0bN26cmZk9+uijdv311x9wjnnlfR/MzKpUqRL4fObMmTZ06NDA+zJw4EDzer323Xff2UknnWRmZh988IElJSXZX3/9FXjPvF6vdevWzRYvXhyIlft448aNVr9+fdu6datlZWVZ9+7d7a233jIzMyDwHt900002YcIEMzN755137I477jgg959//jnw/qSnp1tycrItX768wPd3+/btgdffdttt9vjjjxf4/gwdOtROP/1083q9tmbNGqtbt66lp6cX+PWoXLmyrVu37oAcI0WRa1tCJjMz0zIzM8OdhkjEUW2IBKfaEAkukmtj1CgzMKtRw+yHH8KdjRQVsMSC9EyKcolWQs7HO/fb3xkwoMfBXuicqwC8Acwwszdzdm9xztU2s83OudrA1iLkcvhSU8HjAa/X/zE1Nd9t5A5HpUqVWLZsWeDx1KlTA7NANmzYwODBg9m8eTMej4eGDRsCMHjwYO6++26GDx/Oa6+9xuDBgwOvHzRoENHR0YU+/ty5c7n//vvZt28fO3bsoEWLFpx99tkAXHnllZx33nncdtttBcbo2rUrQL71bVavXs3KlSs57bTTAP+lPLVr12bnzp3s2bOHzp07A3DhhRcGZoxkZWUxatQoli1bRnR0NGvWrAnEa9++PbVr1wbgpJNOonfv3gC0atWKuXPnFvp8D6V///5ERUXRvHnzwOyaTz/9lOHDh1O5cmUAjjrqqAIvc1q8eDHJyckcc8wxAAwZMoR58+bRv39/YmNj6du3LwBt27YNzHw655xzOOecc4LGW7t2LQkJCfz4448MHDiQ1q1bs3LlyqDvL8DKlSu5/fbb2blzJ3v37uX0008/5Hmfd955REVF0ahRI0488UR++OEHGjZseNCvR4cOHQLfjyJ5mVbdEwlKtSESnGpDJLhIro1HHoG4b9Ko8GUqt3ZP5r/Lkjg26DU1UpoUusFjZt0P5wDOfzHZC8AqM3s4z1OzgaHApJyP7xxO/CJLTobYWH9zJzbW/7gYXXvttYwePZpzzjmH1NTUwNo5SUlJ/PTTT2zbto23336b22+/PfCaKlWqFDp+RkYGV199NUuWLKF+/fqMHz+ejIy/b27WuXNn5s6dy7/+9S8qVqzIW2+9xV05K2o9//zz+WLddttt3HvvvcTE+L8tzIwWLVqQtt+lbH/++edB83nkkUeoVasWy5cvx+fzUbFixcBzcXFxgc+joqICj6OiosjOzi70OUP+axTznu/+x8n9R9XMinRdY0H/GFeoUCEQKzo6ulC5n3TSSSxbtozNmzeTnJzM7NmzadiwYdD3F2DYsGG8/fbbxMfHM3Xq1EIter3/+TnnCvx6FOX7TEREREREyo6YxWk88HVPvHjwbI7l2uQUnliSRM7/h0spVZQ1eA5XF+BioIdzblnOdhb+xs5pzrkfgdNyHhe/pCRISYEJE/wf/+HsnUPZtWsXdevWBWDatGmB/c45zj33XEaPHk2zZs2oWbPmYcXPbW4cffTR7N27N9+aMwCXXXYZZ511FoMGDSI7O5tzzz2XZcuWsWzZMtq1a5dvbO/evfnzzz9Zvnw5AE2aNGHbtm2BBkRWVhbfffcdNWrUoGrVqixcuBCA1157Ld/51q5dm6ioKKZPn47X6z2s8zqUWrVqsWrVKnw+H2+99dYhx/fu3ZsXX3wxsJbNjh07AP8d0PbsOXApqY4dO/L555+zfft2vF4vr776Kt26dfvHedeuXZtJkyYxceLEg76/AHv27KF27dpkZWUxY8aMQsWeOXMmPp+PtWvXsm7dOpo0aVLor0fVqlWDvg8iIiIiIlIGpabiPB5i8BKLh2NXpTJkiP9CFym9ir3BY2ZfmJkzs9ZmlpCzfWBmf5hZTzNrlPNxR3HnEpCUBGPHFntzB/y3tR40aBBdu3bl6KOPzvfc4MGDefnll/NdnlVU1atX5/LLL6dVq1b079+f9u3bHzBm9OjRJCYmcvHFFx/y7ku33XYbGzZsACA2NpZZs2Zxyy23EB8fT0JCQmCR3hdeeIErrriCpKQkzIxq1aoBcPXVVzNt2jQ6derEmjVrim2WyKRJk+jbty89evQIXNZUkDPOOINzzjmHdu3akZCQELjV+NChQxk5ciQJCQmkp6cHxteuXZuJEyfSvXt34uPjSUxMpF+/fgUeY/bs2YwbN+6QufTv3599+/bx1VdfHfT9zV04+7TTTqNp06aHjAn+hly3bt0488wzeeaZZ6hYsWKhvx41a9akS5cutGzZkptuuqlQxxMRERERkVIq98qW6GiiKsay9Ihk3n4b/vWvcCcm/4SL5OsC99euXTvLXdsm16pVq2jWrFmYMiq/9u7dyxFHHAH4my2bN2/mscceC3NWRZPb7IqKKomJbMVr2LBh9O3bl4EDB4Y7lZBRbYdPZmYmkP9yRxFRbYgcjGpDJLiIr420NP+atMnJfO5J4rTTICsLHn0Urr8+3MlJQZxzS82s3f77C70Gj3OuMvAv4Hgzu9w51whoYmbvhTBPKSXef/99Jk6cSHZ2NieccAJTp04Nd0oiEiJFWa9KpDxRbYgEp9oQCS7iayMpKXBVSzdgyhS46CK48UY4/ng499zwpidFV5S7aE3Bf5vz3OuaNgAzATV4yqHBgwf/o0vLJLTUYBMRERERkX9iyBBYvx5uvx0uvNA/uadjx3BnJUVRlGtTTjKz+4EsADNLByK8JSkiIiIiIiIihXHrrTBiBGRkwNlnw9q14c5IiqIoDR6Pc64SYADOuZOAzGLJSkRERERERERKlHPw9NNw+umwbRuceSb88Ue4s5LCKkqDZzzwIVDfOTcDSAFuLo6kRERERERERKTkVagAM2dCfDz8+CP06+ef0SORr9ANHjP7GBgADANeBdqZWWrxpCUiIiIiIiIi4VC1Krz/PtSrB19+CUOHQs5NiCWCFbrB45ybDfQGUs3sPTPbXnxplS65twvPNXXqVEaNGhWS2LNnz2bSpEkAjB8/ngcffBCAcePG8emnnxb42uTkZPa/rfz+UlNTcc7x7rvvBvb17duX1NTUf5b4YXrmmWd46aWXDti/bds2OnbsSJs2bZg/f37Ijjd16lQ2bdoUeDxixAi+//77kMUHWL9+PS1btgxpzP1t2rSp1N0iff369bzyyivhTkNERERERIKoWxc++ACOPBL+9z8YMybcGcmhFOUSrYeArsD3zrmZzrmBzrmKxZSXANnZ2ZxzzjmMCVJJd999N7169QrJcerVq8e9994bklj/1MiRI7nkkksO2J+SkkLTpk355ptv6Nq1a8iO99JLL+Vr8Dz//PM0b948ZPFLSp06dZg1a1ZIYnm93pDEKUh2drYaPCIiIiIiEa5VK/h0Qhq3Rk1k/gNpPPVUuDOSghTlEq3Pzexq4ETgOeA8YGtxJVac0n5LY+L8iaT9llbsx3r33XcDM0969erFli1b8Pl8NGjQgJ07dwbGnXzyyWzZsoVhw4YxevRounfvzi233HLQ2UDDhg0L/EF/99130759e1q2bMkVV1yBmeUb6/P5GDp0KLfffnvQHOPj46lWrRqffPLJAc8tXbqUbt260bZtW04//XQ2b94MwOLFi2ndujVJSUncdNNNgRkq69evp2vXriQmJpKYmMiCBQsA/0yhbt26cd5559G4cWPGjBnDjBkz6NChA61atWJtzvLseWcp5Vq2bBk333wzH3zwAQkJCaSnp+ebNTVr1iyGDRsWeF+uu+46OnfuzIknnpiv6XH//ffTqlUr4uPjGTNmDLNmzWLJkiUMGTIkEDfvrKdXX32VVq1a0bJlS2655ZZAnCOOOILbbruN+Ph4OnXqxJYtW4K+r8FMnTqV/v37c/bZZ9OwYUOefPJJHn74Ydq0aUOnTp3YsWMHAJMnT6Z9+/bEx8fzf//3f+zbtw+AtWvX0qlTJ9q3b8+4ceMC70PeWUJTp05lwIABnHHGGTRq1Iibb/57qayrrrqKdu3a0aJFC+68887A/gYNGnD33XdzyimnMGnSJBITEwPP/fjjj7Rt2/aAc0lOTuaGG26gc+fOtGzZkkWLFgGwaNEiOnfuTJs2bejcuTOrV68O5DVo0CDOPvtsevfuzZgxY5g/fz4JCQk88sgjhX4PRURERESkhKSl0X5MTybYHaTQk1euTWP27HAnJQdTlBk85NxF6/+AkUB7YFpxJFWc0n5Lo+dLPblj7h30fKlnSJo86enpJCQkBLZx48YFnjvllFNYuHAh33zzDeeffz73338/UVFR9OvXj7feeguAr776igYNGlCrVi0A1qxZw6effspDDz1UqOOPGjWKxYsXs3LlStLT03nvvfcCz2VnZzNkyBAaN27MPffcc9AYt99++wHPZ2Vlce211zJr1iyWLl3KpZdeym233QbA8OHDeeaZZ0hLSyM6OjrwmmOPPZZPPvmEr7/+mtdff53rrrsu8Nzy5ct57LHHWLFiBdOnT2fNmjUsWrSIESNG8MQTTxw0t4SEBO6++24GDx7MsmXLqFSpUoHvx+bNm/niiy947733ArOf5syZw9tvv81XX33F8uXLufnmmxk4cCDt2rVjxowZB8TdtGkTt9xyC5999hnLli1j8eLFvP322wD89ddfdOrUieXLl3PqqacyefJkwH85Xd6v/cGsXLmSV155hUWLFnHbbbdRuXJlvvnmG5KSkgKXpw0YMIDFixezfPlymjVrxgsvvADA9ddfz/XXX8/ixYupU6fOQY+xbNkyXn/9dVasWMHrr7/Ob7/9BsC9997LkiVL+Pbbb/n888/59ttvA6+pWLEiX3zxBbfddhvVqlVj2bJlAEyZMiXQQNvfX3/9xYIFC3j66ae59NJLAWjatCnz5s3jm2++4e677+bWW28NjE9LS2PatGl89tlnTJo0ia5du7Js2TJuvPHGQ75vIiIiIiJSwlJTweMhyrzEOQ+nWirnnw+LF4c7MQmmKGvwvA6sAnoATwEnmdm1xZVYcUldn4rH68FrXjxeD6nrU/9xzEqVKrFs2bLAdvfddwee27BhA6effjqtWrXigQce4LvvvgNg8ODBvP766wC89tprDB48OPCaQYMG5WuaHMrcuXPp2LEjrVq14rPPPgscA+DKK6+kZcuWgcbMweRe9pR3fZvVq1ezcuVKTjvtNBISErjnnnvYsGEDO3fuZM+ePXTu3BmACy+8MPCarKwsLr/8clq1asWgQYPyrWfTvn17ateuTVxcHCeddBK9e/cGoFWrVqxfv77Q53so/fv3JyoqiubNmwdm13z66acMHz6cypUrA3DUUUcVGGPx4sUkJydzzDHHEBMTw5AhQ5g3bx4AsbGx9O3bF4C2bdsGcj/nnHPyfe0Ppnv37lStWpVjjjmGatWqcfbZZwP534eVK1fStWtXWrVqxYwZMwJf07S0NAYNGgTkf9/317NnT6pVq0bFihVp3rw5v/zyCwD/+9//SExMpE2bNnz33Xf5vj55vwdHjBjBlClT8Hq9vP766wc91gUXXADAqaeeyu7du9m5cye7du1i0KBBtGzZkhtvvDHf9+Npp512yPdeREREREQiRHIyxMZCdDRRFWOp2jeZ9HTo2xfWrQt3crK/oszgmYK/qTPSzD4zs1K5hnZyg2Rio2OJdtHERseS3CC5WI937bXXMmrUKFasWMGzzz5LRs795ZKSkvjpp5/Ytm0bb7/9NgMGDAi8pkqVKoWOn5GRwdVXX82sWbNYsWIFl19+eeAYAJ07d2bu3LmBfW+99VZgptH+CzDfdttt+dbiMTNatGgRaFytWLGCjz/++IBLwPJ65JFHqFWrFsuXL2fJkiV4PJ7Ac3FxcYHPo6KiAo+joqLIzs4u9DkDOOfyvQd55T1Obq5mlu81h1LQOVaoUCEQKzo6usi5F+Z9GDZsGE8++SQrVqzgzjvvPOAci3KM3Bx//vlnHnzwQVJSUvj222/p06dPvrh5v+/+7//+jzlz5vDee+/Rtm1batasGfQ4+7+nzjnuuOMOunfvzsqVK3n33XcPegwREREREYlwSUmQkgITJuBSUrjpzSR694atW+HMM+GPP8KdoOR1yAaPc65HzqeVgX7OuQF5t+JNL/SS6ieRckkKE7pPIOWSFJLqJxXr8Xbt2kXdunUBmDbt7yvanHOce+65jB49mmbNmh30D+hDyf3j+eijj2bv3r0HLLR72WWXcdZZZzFo0CCys7M599xzAw2bdu3a5Rvbu3dv/vzzT5YvXw5AkyZN2LZtG2lp/svYsrKy+O6776hRowZVq1Zl4cKFgH8GUt7zrV27NlFRUUyfPr3YFuytVasWq1atwufzBS51K0jv3r158cUXA2vZ5K51c8QRR7Bnz54Dxnfs2JHPP/+c7du34/V6efXVV+nWrVtoT6IAe/bsoXbt2mRlZTFjxozA/k6dOvHGG28A+d/3wti9ezdVqlShWrVqbNmyhTlz5hx0bMWKFTn99NO56qqrGD58+EHH5c5C++KLL6hWrRrVqlXL9z0/derUg762atWqQd97ERERERGJIElJMHYsJCVRoQLMnAnx8bBmDfTrB0X8v2gpRoWZwZP7V+3ZQba+xZRXsUqqn8TYrmOLvbkD/kWDBw0aRNeuXTn66KPzPTd48GBefvnlfJfGFFX16tUDl0T179+f9u3bHzBm9OjRJCYmcvHFF+PzFTzx6rbbbmPDhg2A/1KkWbNmccsttxAfH09CQkJg0eQXXniBK664gqSkJMyMatWqAXD11Vczbdo0OnXqxJo1a4ptxsakSZPo27cvPXr0oHbt2occf8YZZ3DOOefQrl07EhISAgs5Dx06lJEjRwYWWc5Vu3ZtJk6cSPfu3YmPjycxMZF+/foVeIzCrsFTGBMmTKBjx46cdtppNG3aNLD/0Ucf5eGHH6ZDhw5s3rw58L4XRnx8PG3atKFFixZceumldOnSpcDxQ4YMwTkXuJQumBo1atC5c2dGjhwZWCfo5ptvZuzYsXTp0qXABl/r1q2JiYkhPj5eiyxHGDMrcBabSHml2hAJTrUhElxZrY0jj4T334d69eDLL+GSS+AQf2ZKCXGF/YZzzjU0s58Pta84tWvXzva/rGjVqlU0a9aspFKQHHv37g3cwWnSpEls3ryZxx57LMxZFU1usysqqkhrjYfVvn37qFSpEs45XnvtNV599VXeeeedYjnWgw8+yK5du5gwYULQ55OTk3nwwQcPmAkWKqrt8MnMzATyX+onIqoNkYNRbYgEV9ZrY8UKOOUU2L0b/v1veOCBcGdUfjjnlprZAX+IxRQhxhtA4n77ZgEH3j9Zyrz333+fiRMnkp2dzQknnFDgpTgSOkuXLmXUqFGYGdWrV+fFF18sluOce+65rF27ls8++6xY4ouIiIiISOnWqhW8+aZ/LZ4HH4QTToBRo8KdVfl2yBk8zrmmQAvgfuCmPE8dCdxkZi2KL738NINHQqk0zuApT1Tb4VPW/7dJ5HCpNkSCU22IBFdeamP6dP9lWs75Gz79+4c7o7LvYDN4CvOXbRP8a+1UJ//6O4nA5YU48IvOua3OuZV59o13zm10zi3L2c4q5HkEVRavaxQpz1TT4eWcK9Jd50TKC9WGSHCqDZHgykttXHwxTJgAZnDBBZCzbKuEwSEv0TKzd4B3nHNJZpZ2GMeYCjwJvLTf/kfM7MHDiJdPxYoV+eOPP6hZs2a5KB6Rss7M+OOPP6hYsWK4UxERERERkUK47Tb49VeYPBnOPtu/+HKee8VICSnKGjzfOOeuwX+5VuAvLzO7tKAXmdk851yDw0vvgFiBaW65atWqxebNm9m6dWsoDiHlSO4sETUGI09cXBy1a9fG4/EU6XXBZv4czte3uOJEUi4FxSnofS+t51SUOJGUS6jiRFIuoYoTjlxya6MsnVNxx4mkXEIVJ5JyCVWcfxojKyuryK8/WC6hyCdUMSItTiTlEqo4kZRLqOLkjVHY32VL0zkV5PELFtJl/hc880N3evfuxOefe6hTJ7S5hCpOJOVyuHGCKUqDZzrwA3A6cDcwBFj1D449yjl3CbAE+JeZ/RlskHPuCuAKgPr16x/wfExMTND9BdE3SeHjRFIuoYqTGyP3H9zY2Niw5RKqOJGUS6jiqPEmIiIiIlI6uIULietzBpd4PAyOiqX7byn079+RTz7Jolq1cGdXfhSlwXOymQ1yzvUzs2nOuVeAjw7zuP8FJgCW8/EhIOhMIDN7DngO/Issl/UFqqTkFabBI1IeqTZEglNtiOSX+58yqg2R4MpFbXz5JXg84PUSF+1h4NGp/PvbJC64II45c6A8vAWRoCi3D8qde7nTOdcSqAY0OJyDmtkWM/OamQ+YDHQ4nDgiIiIiIiIiEmbJyf4uTnQ0LjaWC59N5rjj4LPPYNgwyLmBsRSzoszgec45VwO4A5gNHAGMO5yDOudqm9nmnIfnAisLGi8iIiIiIiIiESopCVJSIDUVkpOpnZTEBw2hWzd49VWoUwce/Me3WJJDKXSDx8yez/n0c+DEwr7OOfcqkAwc7ZzbANwJJDvnEvBforUeuLKw8UREREREREQkwiQl+bccbdrAm2/CmWfCQw9B3bpw441hzK8cOGSDxzk3uqDnzezhQzx/QZDdLxzquCIiIiIiIiJSevXqBVOnwkUXwejR/pk8gweHO6uyqzBr8FQ9xCYiIiIiIiIicoAhQ+D++/2fX3IJzJ0b3nzKskPO4DGzu0oiEREREREREREpe/79b9i4ER57DPr3h/nzoXXrcGdV9hT6LlrOucbOuRTn3Mqcx62dc7cXX2oiIiIiIiIiUto5Bw8/DIMGwe7d0Ls3rFkT7qzKnqLcJn0yMJac26Wb2bfA+cWRlIiIiIiIiIiUHVFR8NJLcG27NIZvmchNp6Sxfn24sypbinKb9Mpmtsg5l3dfdojzESkxZhbuFEQikmpDJDjVhkhwqg2R4FQbB6r4TRqPfdcTLx4822K5pEsKjy1Kom7dcGdWNhRlBs9259xJ+G9tjnNuILC5WLISEREREREREQDSfktj4vyJpP2WFpJxYZOaivN4iMFLLB4abUqlVy/YujXciZUNRZnBcw3wHNDUObcR+BkYUixZiYiIiIiIiJRDPp+P7du3s3HjRjZs2MD8n+fzyI5H8OIliij67+pPfeoTExOTb9sUvYkp3ilkk00FV4EHWz1Ij8Y9OO644zjqqKPY72oc0n5LI3V9KskNkkmqn1QyJ5ecDLGx4PEQHRvLb7WT+eEH/5o8c+dCjRolk0ZZ5Yo6bcw5VwX/zJ90YLCZzSiOxIJp166dLVmypKQOJ2VcZmYmAHFxcWHORCSyqDZEglNtiASn2hAJ7lC1sX37dp557xk+WvMRcZvjyPgxg40bN7Jx40aysrL+HngK0AP/X+FeYC7wRZCABYyrUKECxx13XGBzxzs+OPoDfM5HhagKvDvwXU5rdlpIzvuQ0tIgNRWSk9lyYhKnnupfcLljR/jkE6hatWTSKM2cc0vNrN0B+w/V4HHOHYl/9k5d4B3g05zH/waWm1m/0KcbnBo8Ekr6ZUQkONWGSHCqDZHgVBsiwe1fG3v37mX+/PmkpKSQkpLCsu3LYCgQjb8hMw3Y4H9tjRo1qFevHnXr1qXCiRWYc8wcfM5HNNGMqjqK+q4+2dnZgS0rK4v13vW8WuFV/0wfi6LVN61IX5PO77//zq5du/InF6QZVOvHWjRp0uSA7fcKv/PFb18U20yfDRuga1dYvx5OPRXmzIHKlUN+mDLlnzR43gH+BNKAnkANIBa43syWhT7Vg1ODR0LJ4/EAEBsbG+ZMRCKLakMkONWGSHCqDZHg/vrrLxYvXsznn39OSkoKCxcuzDczJzo5Gm83LziIIopLG17KzUk3U7duXSrv1+Eo7OVUBxuXnp7Oli1b+P333/n999/58tcveXTHo3jxghcqvFoBz1rPgQHrEWhCxbgYxp84nuG9hlOnTp1/+O7kt26dv8mzaZP/cq3Zs0E944P7Jw2eFWbWKufzaGA7cLyZ7SmWTAugBo+Ekn4ZEQlOtSESnGpDJDjVhsjfzIy0tDQmTJnAZ+s+w7PGE5iVExUVRdu2benZsye9evUi+oRoznr9LDxeD7HRsaRcklJya+GQvxnUsW5HNmzYwOrVq/Nti+IWsStx1wGXfTVo0IDOnTvTuXNnunTpQsuWLYmJKcoSvwf64Qf/DJ5t26BfP5g5EypUCMWZlj3/pMHztZklHuxxSVKDR0JJv4yIBKfaEAlOtSESnGpDBHbv3s2MGTP473//y4o/VwRmvTifY8CeAVyUfBHdunWjxn6rCIdloeMiSPstjZ4v9SQzO5Mookj8NpFVn6xiz5788z2OOOIImvZqSq2Otbii9xWck3jOYR1v+XL/Osw7d8IFF8D06RAd/c/Po6z5Jw0eL/BX7kOgErAv53MzsyNDnOtBqcEjoaRfRkSCU22IBKfaEAlOtSHl2TfffMMzzzzDjBkz+Osv/5/NVU6vwr5O+zBnRLtoJnSfwNiuY8Oc6eHbvwnl9Xr57rvvWLBgAV9++SULFixgnWddvvWEEpYncPmZlzNw4ECOPfbYIh3vq6+gVy9ouTeNGxNSGfB4MjFdI6/5FU6H3eCJJGrwSCjplxGR4FQbIsGpNkSCU21IebNv3z7+97//8cwzz/DVV18F9nfr1o2RI0dSu0Ntznz1zLBdehUOt865lf8s+g8+fPku5YqKiqJHjx4MHjyYAQMGcNRRRxUq3jdPp9Hkmp7E4sEbFYt9mkLF7mX7PSyKgzV4osKRjIiIiIiIiEhpsn37di659RJq9q/J8DuG89VXX1GtWjWuv/56vv/+e1JTUzn//PPpdmI3Ui5JYfyp4/nwgg/LfHMH4OyWZxMXE0e0i6ZSXCXGDR1Hnz59iI6O5tNPP+Xyyy+nVq1a9OnTh5deeikw2+lg2uxKpVKUhxi8RPk8TBmWyo4dJXQypZhm8Ei5pf9tEglOtSESnGpDJDjVhpR127Zt48EHH+Txtx4n47wMiIYoi2JMnTHcdsltB9zxKld5q41g6wnt2LGDt956i9dff52UlBR8Ph/Ug8rNKzPklCH8Z9R/DliXyB8sDXr2xDweMnyx9LAUdjdP4qOPoF69Ej6xCKRLtET2U97+wRUpLNWGSHCqDZHgVBtSVm3dupUHH3yQp556in379sEpQE/AUai1dVQb+W3dupUHXnuAh7c/jM/5L+WqPLMyo/qP4sYbb+S4447L/4K0NEhNZWvzZLrfmsT330P9+vDRR9CsWXjOIVLoEi0RERERERGRQ9i6dSs33XQTDRs25IEHHmDfvn306dOH529/nkoVKhHtoomNjiW5QXK4Uy1Vjj32WI5qcxQuxvk7EdGw79h93H///TRo0IBrrrmG9evX//2CpCQYO5Zj+yUxfz507gy//QannOJfiFkOVOwNHufci865rc65lXn2HeWc+8Q592POxyBzskRERERERESKX9pvadw651YuuPkCGjRowIMPPsi+ffvo27cvixYt4r333uOy0y8j5ZIUJnSfUC4WTi4OyQ2SiY2O9a/VE1uJ529/nv79+5OZmcnTTz/NySefzNChQ1m1alW+1x11FHzyCfTpAzt2QI8eMGdOmE4ighX7JVrOuVOBvcBLZtYyZ9/9wA4zm+ScGwPUMLNbDhVLl2hJKGnKpEhwqg2R4FQbIsGpNqS0+2DFB/R7ox/Zlu2/A9Q0OCfxHMaNG0fbtm0PO65qI7hga/V89913/Oc//+GVV17B6/XinOPcc8/lzjvvpHXr1oHXZmXB5ZfDtGkQEwNTpsBFF4XrTMInrGvwOOcaAO/lafCsBpLNbLNzrjaQamZNDhWnbdu2tmDBgv1jFzmfYOccijiRlEuo4kRSLqGKkxujKP/glpZzioRcQhUnknIJVZxIyqWgOAXVRmk9p6LEiaRcQhUnknIJVZxw5JJbGxUqVPhHcQ6WTyS9v6GKE0m5hCpOJOUSqjj/NEZWVhZweH/ERuo5RWKcSMolVHHCncvOnTt59NFHeXjRw3hO8fivbzG4qvFVPDrw0cPKJ28uhf17Q1+nv/388888/PDDTJs2jcxjMnENHf0S+vHfW/+bZzFmx223RfPQQ9EATL96PufX/hw79VSsU6dC5RNJ7+/hxImLi4uoNXhqmdlmgJyPxx5soHPuCufcEufckm3btpVYgiIiIiIiIlL27N27l//85z80bdqUSZMm4VnjIcqiiCKKShUqcX6n88OdYrnVsGFDnnjiCV6Z/woxl8Vg3Y23j3ybpqc15YUXXsiZ3QP33eflP//JphNpDHj6dNy48cSccQZu4cJwn0JYxYQ7gUMxs+eA58B/iVZcXFyYM5KyIrdzqimTIvmpNkSCy60N/S4iEpx+bkiky8jI4JlnnmHixIls3boVgOTkZO655x6ijo864LKhf0q/Ux2+1RmrsSiDnMkuu6rv4pprrmHKlCk8+eSTdOzYkZtvhtOWpBI700O0eclO97B79pfUPPXU8CYfRuFq8GxxztXOc4nW1jDlISIiIiIiImVU2m9ppKxLYc+KPbzyn1fYsGEDAB07duTee++lR48egctjtGhy5MhdjNnj9RAbG8vYy8by7M/PsmTJEjp16sTw4cOZNGkSbW5Mxjs7luxMDx5iOe/pZC5LhAsvDPcZhEe41uB5APgjzyLLR5nZzYeKo0WWJZQyMzMB/U+syP5UGyLBqTZEglNtSKSa//N8ek3vhcfrCSyeHF8zngkTJtC3b9/DWj+lKFQb/8z+izHv3buXe++9l4ceeoisrCyqVavG3XffTZsTKzB38dusXf5/vPTOFQAMGwZPPAFHHBHecyguYVtk2Tn3KpAMHA1sAe4E3gb+BxwP/AoMMrMdh4qlBo+Ekv7BFQlOtSESnGpDJDjVhkQaj8fDtGnTuOXdW/izzZ/+lWd9cH6t85kxcgZRUSWzFK1qo3isWbOGG264gTlz5kA9cMMcLsYRFxPHtdVSePymJDIyoEkTeO01SEgId8ahd7AGT7F/Z5vZBWZW28wqmFk9M3vBzP4ws55m1ijn4yGbOyIiIiIiIiIHk5GRwZNPPslJJ53EFVdcwZ/f/InzOf/iybGVuO7s60qsuSPFp3Hjxrz//vvMnj2bGok1sCjDh4+MrAwqNfuIxYuhRQtYvRo6doQnn4QSuHApIui7W8ot51yxT8sUKY1UGyLBqTZEglNtSLj99ddfPPzwwzRs2JBrr72WDRs20KJFC1594FXmjZjHPT3uIeWSlBJfY0e1UXycc5x99tm8+fCbxLgY8IJlG8/c8gybNn3MokVw5ZXg8cC118K558KuD9Ng4kRISwt3+sWmRNbgCRVdoiWh5PF4AK1qL7I/1YZIcKoNkeBUGxIOab+l8eHqD9n61VZmPTqL7du3A9CmTRvuuOMO+vXrF/bZOqqNkpH2WxqvLXyNj577iNWfrgbg0ksv5aGHHuLTT6szYgQ025XGZ64nFZ0HFxcLKSmQVHoX1Q7bJVoiIiIiIiIiofLusnc59YVTuXv+3TyT/gzbK26nY8eOvPfeeyxdupRzzz037M0dKTlJ9ZN4bNBjrJyzkkmTJhEXF8eLL75I8+bNiY2dzbJlcMnxqSypm8mkzl4WHJMJqanhTrtYhOs26SIiIiIiIiKFtnTpUh577DFm/DoDXzdfYLrCpRMu5fmhz+tyqHIuJiaGW265hf79+3PppZeyYMEC+vXrxwUXXMBFk9py+nc+PNEQ6/WRklCT0jt/5+DU1hQREREREZGIlJ2dzRtvvEHXrl1p164d06dPx342ookOLJ48oucINXckoEmTJsybN4/HHnuMypUr8+qrrzJo2jgyKzi8UeCpEEXqEX+EO81ioRk8IiIiIiIiElF27tzJ888/z5NPPskvv/wCwJFHHsmIESMYNWoUv8f8Tur6VJIbJJf44skS+aKjo7nuuuvo27cvl19+OZ999xm0A2IgtkIcyQ2Sw51isVCDR0RERERERCLCq1+8yuPvPM6yd5aR8WMGACeffDLXX389Q4cOpWrVqgA0pKEaO3JIJ554Ip9++inPP/88Nzx4A8d2OJaX7325zH7vqMEjIiIiIiIiYZOens6sWbN46PWHWJ6wHCoD50G779tx56V3ctZZZ2nRZDlszjkuv/xyzjzzTLKysmh4fMNwp1Rs1OARERERERGRErdixQomT57M9OnT2blzJ5wCRANREB0VzYAbB9C3a98wZyllRb169cKdQrFTg0dERERERERKxN69e3n99deZPHkyX331VWB/u3bt6DG4B0/segKP10NsdGyZXSdFpLiowSMiIiIiIiLFxsx48ZMXefajZ1n57krSf0wH/IsmX3TRRVx++eUkJCQA0P+3/lo8WeQwqcEjIiIiIiIiIbdlyxZefvllnp79NOu6roMjgPOg1Tet+Nd5/2LQoEFUrlw532uS6iepsSNymNTgERERERERkZDweDy8//77TJkyhQ8++ACv13vA2joXjLmAoV2HhjtVkTJHDR4pt8ws3CmIRCTVhkhwqg2R4FQbArBs2TKmTp3KjBkz2L59OwDR0dGcc845JJ2XxN3r7y53a+uoNqSkqcEjIiIiIiIiRbZ9+3ZeeeUVpkyZwrJlywL7W7ZsyfDhwxkyZAi1atUCoNtv3bS2jkgxU4NHRERERERECiU7O5sPP/yQKVOm8O6775JVKwsaQNVmVbmkxyUMHz6cxMREnHP5Xqe1dUSKnxo8IiIiIiIiUqBVq1YxZcoUpk+fzu+//w6AO94RNTQKoiE7Jpshlwyhbf22Yc5UpPxSg0fKrf3/V0FE/FQbIsGpNkSCU22UXbt27eK1115jypQpfPXVV4H9jRs3Zvjw4exqtYsHlj6A17x4vB5S16dqlk4eqg0paWFt8Djn1gN7AC+QbWbtwpmPiIiIiIhIeebz+UhNTeXFF1/kjTfeICMjA4CqVasyePBghg8fTlJSEs450n5L47Flj5W7xZNFIlUkzODpbmbbw52EiIiIiIhIefXrr78ydepUpkyZwvr166Ee0A4SayZyw//dwIABA6hSpUq+1yTVTyLlkhQtniwSISKhwVNoZkZmZma+fYcz7S3Y7epCESeScglVnEjKJVRxcmN4PJ6w5xKqOJGUS6jiRFIuoYoTSbkUFKeg2iit51SUOJGUS6jiRFIuoYoTjlxya6MsnVNxx4mkXEIVJ5JyCVWcfxojKyuryK8/WC6hyCdUMSItTnHkkpmZyezZs5k6dSopKSmB8ce2PZYdfXfgcz5Wxazi+C7HExMTk+9vsdw4bWu1pW0t/7o7h/r9urx9nQr790ZpOqdw5xKqOJGUy+HGCSYqJFEOnwEfO+eWOueuCDbAOXeFc26Jc27Jtm3bSjg9ERERERGRsmX58uXceOONNGjQgIsuuohPP/2U2NhYzjvvPN5//32ueeAaLMrw4cPj9TDv13nhTllECiHcM3i6mNkm59yxwCfOuR/MLN+/Hmb2HPAcQLt27SwuLi4ceUoZFhsbG+4URCKSakMkONWGSH65//Os2ohs27dv59VXX+XJt59kjWcNrAd2QGJiIpdeeikXXHABRx11FAA1fqvBpAWTAmvr9DqpF/o77PCpNqSkhLXBY2abcj5udc69BXQA1B4WERERERH5h7Kzs/nwww+ZOnUqs2fPJqtWFgwFoiHGxfD8qc8ztMfQA16ntXVESqewNXicc1WAKDPbk/N5b+DucOUjIiIiIiJSFnz33XdMnTqV6dOns2XLFgCioqJofHpjfqrwEz58mDM2Vdh00BhJ9ZPU2BEpZcI5g6cW8FbOlM4Y4BUz+zCM+YiIiIiIiJRKf/75J6+++ipTp05l8eLFgf1NmzZl2LBhXHzxxfzi/YWeL/XUbc1FyqiwNXjMbB0QH67ji4iIiIiIlGbp6em89957vPLKK7y3/D2y62bDZqhWrRrnn38+w4YNo2PHjoF1kupQR5deiZRh4V5kWURERERERAopOzubzz77jFdeeYU333yTPXv2QD38a+vEQGxULG9f+DbJJycHfb0uvRIpu9TgERERERERiVBpv6Uxd/1cjvnrGFZ8sILXX3+drVu3Bp5v3749xw44lg89H+I1L168pG1OO2iDR0TKLjV4REREREREIoyZMS1lGpd/cTnZlg1e4C1gKzRu3JgLL7yQCy64gMaNG5P2WxqfvfSZ1tYRKefU4JFyy8zCnYJIRFJtiASn2hAJTrUROtnZ2XzxxRe89dZbvP322/x6/K/QA4jyP3/KRafw6MBHSUxMDKyrA7qteaRSbUhJU4NHRERERESkhKX9lkbq+lSSaiex+/vdvPXWW7z77rv88ccfgTE1j6rJTrcTw4iLjeP+EffTtn7boPG0to6IqMEjIiIiIiJSgt5f/j4D3hmAx+eBbGAasMH/XOPGjTn33HPp378/HTp04KuNX2lmjogUiho8IiIiIiIiIZI7MydvQyY9PZ358+fzySef8PHHH/Ptkd/+felVFNTtUperW19N//79adas2QGXX6mxIyKFoQaPiIiIiIhICKT9lkbPl3ri8XqIcTGMqDCC1SmrmT9/PpmZmYFxsSfF+hdOBmJjY5n5wEw1cUTkH1ODR8qtvP8zIiJ/U22IBKfaEAmuvNRGsJk5ubKzs1m5ciWTPp1EelY6OPBme3nq46fgC/+YxMRETjvtNHr37k3nzp35Zts3uvSqjCsvtSGRQw0eERERERGRAuSdmRMbHcvbA97G94uPBQsWsGDBAr766iv27t0L9YChQBQ4c/Rp2Ych1wyhZ8+eHHPMMfli6tIrEQk1NXhERERERKTcKmhmDoDH4+HVha+SkZ2BYaR70jn9ytNhfv5xJ554Ip07d6bWMbXw1fcxsN1AOh/fuYTOQkREDR4RERERESljDtW0yTsu78yct/q/RezWWJYtW8by5ctZtmwZ33//PVm1sgIzc/BBzIYYOnTuQOfOnencuTNJSUkcd9xxJXZ+IiLBqMEjIiIiIiKlQmEaN/s3bVIuSTlg7O7du1mzZg2Ppj1KRlYG5vwzc84YeUZgzZxczjkaVWpEvV/rUbFZRfon9GfoHUOJi4srrtMUETksavCIiIiIiEhYhapxA5C6PhWP14PXvHi8Hp758BkW7F7AmjVrWL16NatXr+b333/3D86zZg4+iN0cS5uObUhISCA+Pp6EhARatWrFEUccUWznLiISKmrwiIiIiIhIsSjOxs2naz/lmMxj+OWXX/Jt3/75Lb7WPv+drHxeXrr7JdiQP1bFihVp1KgRjRs3pgpV8BznoV98PwbdNYjo6OjieCtERIqdGjwiIiIiIgIUbe2a3HFta7U96JjDadx89vNnNKzQkM2bN7N582Z+//13Nm/ezDfbvoFq/td4vV7GXTyOcRvGBU/wa6AB1EqvRetmrWncrzFNmjShSZMmNG7cmOOPP56oqKgivjsiIpFNDR4RERERkVLqcBoy/3Qmzf7jPrzgQzrV63TAuP0bN6999RoZP2Xwxx9/sH379sC2au8qrI75Z9zkNG5u//X24CdSD2gArIfozdHUO6EeJ5xwQtDt+OOPp2LFiod+E0VEygg1eERERERE/qFQNloKO+5wGzJFmUnT/Mjm7N27lz179gQ+TvlpCpnZmfjwkZGdwR0v3EHT7U3Zs2cPO3fuZNeuXezcuZOtsVvx9vFClP9SqcdvfJzHNzwe/ITzNG58G3zUrFmT2rVrH3Q74YQTqFOnDjEx+nNGRCRXWP9FdM6dATwGRAPPm9mkcOYjIiIiIqERjoZHuMaFutGy/7iPL/qYtse2JTMzE4/HE9j+t+x/gUZLZnYmkz+dzPajt5ORkZFv+2DPB2RkZ2AYGVkZXP/o9TTZ2oR9+/bl27ZX2o6vm8/fkPF6uX3I7dy+IchMmjwLE5vPmPfSPOZtmBf8DdwO7kRH9Z3VqVOtDkefdDQ1a9bk6KOPDmx5H9euXZtatWoRGxt70K+JiIgE58wsPAd2LhpYA5yGf9mzxcAFZvb9wV7Trl07W7JkSQllGHpmxpe/fsnnv3xOtxO6kVSvgF8mNqRpXDGP83g8fLXxK77c9GVE5lcc40pDjhoX/nEejweA2NjYiMzvcMaVhhwX/LaAeb/M49QTTj1kvLCM+y2Nz3/9nG7Hdwt6KUauhRsWFn7cL59z6vGnHnLcvF/nFWrc57/mxKtbwLiNC5n3yzy6Ht8137j9fx/6auNX/nj1T6Vj3Y5A/trIO27eb/PoWr8rHet0PHi8TV8x/7f5nFLvlALHLdq0KDCufe32B4zL/bh482K+2PAFXep2oX3t9gfEyft40eZFLNi0gM61O9PuuHYHxMr9uOT3JaRtTqPTcZ1IPDbxgDG5ny/dupSFmxfS8biOtDm6TeC5vGO/3vY1l6ZeGmhQTO46mfij4vONNTOW/7GckWkjyfJlUSGqAk91eIqW1Vvi8/nyjVuxcwU3fnNjYNwDLR+g6RFNMbPAWJ/Px/e7v+f2H28n27KJcTGMazCORhUb4fP58m1r0tdw/5b7/eOI4foa19MgugFerxefzxf4+HP2zzzveZ5ssom2aC7yXkRtb22ys7Pxer2BbXHcYhYdsQhzhjNH6z9a03RbU7Kzs/NtPx33E2tPWBu4Y1PtH2pT8/uaZGVl5dt2t97Nvk77/OO8wFwOuHU3cMAdoJjGAYsJF2lc7tgGwHpwGx1HHHEERxxxBFWrVs33MfOYTHbW2Enj2MY0qdyEatWqcfTRR1O9evXAVq1aNapXr06VKlVwzh3kgCJlV7CfGyKh4JxbambtDtgfxgZPEjDezE7PeTwWwMwmHuw1bdu2tQULFuwfp8jHDnbOoYhzqBgPz3yYsavG+ucreTn0D2GN07hQjisNOWqcxhXHuNKQo8ZpXHGMC+exTwF6cOgGRVkZF+pGy/7jXoKK2yoSGxt7wJZ9XDYZx2VQc29Njsk4hooVK1KxYkXi4uLyffyj0h9sittEk9gmNKvajEqVKlG5cuUDttz9VatWpVKlSgddiDjv78FZWVnA4f0RG67fy0syl1DFiaRcQhUnknIJVZy8MQrb4ClN5xTuXEIVJ5JyOZw4cXFxQRs84bxEqy7wW57HG4CO+w9yzl0BXAFQv379ksmsmHy39zv/L0RRgIFr6HCbDvxCWkPDok3jNC6k40pDjhqnccUxrjTkeMC4Ex1Rmw/8o8p3oi8ixkWdGEXU78HH+aJ9RR93UhTRWw68LbH3JO9hjYs+KZrorcHHeaO9f487OZqYbX//KpT7y1X2ydlkR2cHxsU0iqHCHxUOiJfVKCvfuAqNKlBhR4UD4nkae8iKzgqMi20cS+zO2APGZTbJxBPt8Y8D4prEUXFPxQPGZTTLICM6IzCuUvNKVNpX6YBfDp1z7Guxj33R+wJjq7SsQhXP37Mpcj/+1eov9kTvCYw7svWRHMmR+cY459jdejc7o3cGxlVvU50aFWrgnAtsABneDDb6NmL4Z7Qcz/FUaV4l3zjnHPsq7GOtb61/HI7GFRtzZPsjD4j315F/8Z19h8/nI4oo4o+Kp3r36kRFReGcIyoqiqioKHZW3ckiW4TPfES5KE454RSOqXVMYFx0dDRRUVH8UekPPuGTwLg+8X2o3aI2UVFRgTFRUVFsqbCFmW4mXvMSHRXNxd0vpsFpDYiJiQmMzd1+9f3KWt9amlVsRpMJTYiJiSEmJobo6OjA51FRUaxJX8PKvStpd3Q72vRtQ4UKFYiJiaFChQr5tmV/LOOr37+ie8PudL6jM865iPpDp6B4IuKn2pASt/9U2ZLagEH4193JfXwx8ERBr2nbtq2VZgt+XWCV7qlk0XdFW6V7KtmCXxdoXBjHpa5Njej8Qj2uNOSocZExLiMjwzIyMiI2v6KOKw05alzpGJdbG5GaXyQe+7559xU4piyNK8/2rw0R8VNtSHEBlliQnkmpukSrtK/BA5G9QGB5G5eZmcnCjQtZsHFBROZXHONKQ44aF/5xmZmZAMTFxUVkfoczrjTkqHGRPy5vbURifpF4bCkfgtWGiKg2pPhE4ho8MfgXWe4JbMS/yPKFZvbdwV5TFho8Ejn0D65IcKoNkeBUGyLBqTZEglNtSHE5WIMnbGvwmFm2c24U8BH+lWleLKi5IyIiIiIiIiIiwYVtBs/hcM5tA34Jdx5SphwNbA93EiIRSLUhEpxqQyQ41YZIcKoNKQ4nmNkx++8sVQ0ekVBzzi0JNrVNpLxTbYgEp9oQCU61IRKcakNK0oH3LhURERERERERkVJFDR4RERERERERkVJODR4p754LdwIiEUq1IRKcakMkONWGSHCqDSkxWoNHRERERERERKSU0wweEREREREREZFSTg0eEREREREREZFSTg0eEREREREREZFSTg0eEREREREREZFSTg0ekQI456o455Y65/qGOxeRSOGc6++cm+yce8c51zvc+YiEU87PiWk5NTEk3PmIRAr9rBA5OP2NIcVFDR4pk5xzLzrntjrnVu63/wzn3Grn3E/OuTGFCHUL8L/iyVKk5IWiNszsbTO7HBgGDC7GdEXCooh1MgCYlVMT55R4siIlqCi1oZ8VUp4cxu9X+htDioUaPFJWTQXOyLvDORcNPAWcCTQHLnDONXfOtXLOvbffdqxzrhfwPbClpJMXKUZT+Ye1keelt+e8TqSsmUoh6wSoB/yWM8xbgjmKhMNUCl8bufSzQsqDqRT+9yv9jSHFJibcCYgUBzOb55xrsN/uDsBPZrYOwDn3GtDPzCYCB0yPdM51B6rg/wc53Tn3gZn5ijdzkeIVotpwwCRgjpl9Xcwpi5S4otQJsAF/k2cZ+o8zKeOKUhvOuVXoZ4WUE0X8uXEE+htDiokaPFKe1OXv/2UF/y/lHQ822MxuA3DODQO26x9eKcOKVBvAtUAvoJpz7mQze6Y4kxOJEAerk8eBJ51zfYB3w5GYSJgdrDb0s0LKu6C1YWajQH9jSPFQg0fKExdknx3qRWY2NfSpiESUItWGmT2O/49akfIkaJ2Y2V/A8JJORiSCHKw29LNCyrsCf7/S3xhSHDSVWMqTDUD9PI/rAZvClItIJFFtiBya6kQkONWGSHCqDSlxavBIebIYaOSca+iciwXOB2aHOSeRSKDaEDk01YlIcKoNkeBUG1Li1OCRMsk59yqQBjRxzm1wzl1mZtnAKOAjYBXwPzP7Lpx5ipQ01YbIoalORIJTbYgEp9qQSOHMDrkEiYiIiIiIiIiIRDDN4BERERERERERKeXU4BERERERERERKeXU4BERERERERERKeXU4BERERERERERKeXU4BERERERERERKeXU4BERERERERERKeXU4BEREZGI4JzzOueW5dkahDunUHHOtXHOPZ/z+TDnnDnneuZ5/tycfQNzHqc659rleb6Bc25lAfGPcc59WJznICIiIpFNDR4RERGJFOlmlpBnW5/7hPMrzb+33Ao8kefxCuCCPI/PB5YfbnAz2wZsds51OdwYIiIiUrqV5l+UREREpAzLmbWyyjn3NPA1UN85d5NzbrFz7lvn3F15xt7mnFvtnPvUOfeqc+7fOfsDM2Gcc0c759bnfB7tnHsgT6wrc/Yn57xmlnPuB+fcDOecy3muvXNugXNuuXNukXOuqnNuvnMuIU8eXzrnWu93HlWB1maWt4EzH+jgnKvgnDsCOBlYVsj35fk8s5y2OefuzHnqbWBIId9eERERKWNiwp2AiIiISI5KzrllOZ//DNwINAGGm9nVzrneQCOgA+CA2c65U4G/8M+AaYP/d5uvgaWHONZlwC4za++ciwO+dM59nPNcG6AFsAn4EujinFsEvA4MNrPFzrkjgXTgeWAYcINzrjEQZ2bf7nesdsD+l1cZ8ClwOlANmA003G/MDOdces7nsYAPwMxGADjnTgA+AqbmjFkC3HOI8xYREZEySg0eERERiRTpZpaQ+yBnDZ5fzGxhzq7eOds3OY+PwN/wqQq8ZWb7cl43uxDH6g20zl3zBn+TpRHgARaZ2YacWMuABsAuYLOZLQYws905z88E7nDO3QRcyt/NlrxqA9uC7H8NuC7n2P/CfxlXXkPMbEnOcRoA7+U+4ZyrCMwERpnZLzm7twJ1CnHuIiIiUgapwSMiIiKR7K88nztgopk9m3eAc+4G/DNigsnm70vSK+4X61oz+2i/WMlAZp5dXvy/L7lgxzCzfc65T4B+wHn4Z+vsL32/Y+e+dpFzriX+xtaanCvBCusZ4E0z+zTPvoo5xxIREZFySGvwiIiISGnxEXBpzpo1OOfqOueOBeYB5zrnKuWsd3N2ntesB9rmfD5wv1hXOecq5MRq7JyrUsCxfwDqOOfa54yv6pzL/Y+y54HHgcVmtiPIa1fhX2MnmLEcOHOnQM65a4CqZjZpv6cac+ClYCIiIlJOaAaPiIiIlApm9rFzrhmQljPbZS9wkZl97Zx7Hf8ixb/gX8A414PA/5xzFwOf5dn/PP5Lr77OWUR5G9C/gGN7nHODgSecc5Xwz5TpBew1s6XOud3AlIO89gfnXDXnXFUz27Pfc3MK/Qb87d9AVp71ip4xs2eA7sD7hxFPREREygBndrAZzSIiIiKlj3NuPP7Gy4MldLw6QCrQ1Mx8BxlzI7DHzJ4vxjzmAf3M7M/iOoaIiIhELl2iJSIiInKYnHOXAF8Btx2suZPjv+Rf2yfUeRwDPKzmjoiISPmlGTwiIiIiIiIiIqWcZvCIiIiIiIiIiJRyavCIiIiIiIiIiJRyavCIiIiIiIiIiJRyavCIiIiIiIiIiJRyavCIiIiIiIiIiJRyavCIiIiIiIiIiJRyavCIiIiIiIiIiJRyavCIiIiIiIiIiJRyavCIiIiIiIiIiJRyMeFOoCiOPvpoa9CgQbjTkDLCzABwzoU5E5HIotoQCU61IRKcakMkONWGFJelS5duN7Nj9t9fqho8DRo0YMmSJeFOQ8oIj8cDQGxsbJgzEYksqg2R4FQbIsGpNkSCU21IcXHO/RJsf6lq8IiEUm5HXUTyU22IBKfaEAlOtSESnGpDSprW4BERERERERERKeXU4BERERERERERKeVK/SVaWVlZbNiwgYyMjHCnIoVUsWJF6tWrR4UKFcKdioiIiIiIiEiZUOobPBs2bKBq1ao0aNBAq5OXAmbGH3/8wYYNG2jYsGG40xEREREREREpE0r9JVoZGRnUrFlTzZ1SwjlHzZo1I2LGlXNO3zciQag2RIJTbYgEp9oQCU61ISWt1Dd4ABVNKaOvl4iIiIiIiEholYkGj4iIiIiIiIiEz8aNoDvDh1fYGzzOuWjn3DfOuffCncvhio6OJiEhgZYtW3L22Wezc+fOw4ozdepURo0aFdrkctx3333FEldERERERETKt7vugnr14Jpr/r+9+w6Pqkz7OP59ElLooHSMNGlKL4IgCHZfXWyAIgsIq6wi6GLZtRfEtrZdO3YFVgUsgCg2QFRAem+C0qQISAmkJ8/7x8mEJEzCJDkzZyb5fa7rXHPmzJn73JPkyWTuPMXrTMo2zws8wG3AOq+TKIny5cuzfPlyVq9ezUknncTLL7/sdUo5rLVkZWWpwCMiIiIiIiKue/xxePhhZ/+112D1ak/TKdM8XUXLGHMKcCnwGHD7ic631pKamnrcsaysrOAkWAS+HLp06cKqVavIyspi8+bNjBw5kn379lGhQgXGjRtHixYtmD59Oo8//jhpaWmcfPLJjB8/ntq1a5OVleX39TzyyCNs3ryZnTt3sn37du68805uvPFGjhw5wpVXXsmBAwdIT09nzJgxXH755WzZsoVLL72UXr16sWDBAtq2bUtycjLt2rXj9NNPZ8KECV58ifKw1pKWlnbCc/Irzvw9+eP4Ypzo+qHIxa044ZSLW3HCKRe34oRTLoXFKaxtROprKkqccMrFrTjhlItbcbzIxdc2StNrCnaccMrFrTjhlItbcUoaIz09vcjPLygXN/JxK0a4xQmnXNyKE065uBUnd4xAP29E0mvK7/nno7jvvnIYY+nc2bJwYRT33JPFlCnH/16IlNcU6lyKG8cfr5dJ/w/wT6ByQScYY4YDwwESEhIKDRYdHZwOSZmZgRWQMjMzmTVrFsOGDQPgpptu4pVXXqFp06b8/PPPjBw5km+//Zazzz6befPmYYzhzTff5Omnn+aZZ54pNPaqVauYN28eR48epWPHjlx66aXUqlWLjz/+mCpVqrBv3z66detGnz59ANiwYQNvvfVWTm+iKVOmsHTp0hJ8FUREREREREQcL78cxd13OyWFceMyufjiLFq2jOHzz6OYN8/QrZsm5Ak1zwo8xpjLgD+stUuMMb0KOs9a+zrwOkCnTp1sXFxc/jhERQV3pNmJ4icnJ9OhQwe2bNlCx44dueiii0hKSmLevHlcc801OeelpqYSFRXFzp07GTBgALt27SItLY1GjRoRFRVFVFSU39djjOHyyy+nYsWKVKxYkd69e7N48WIuvfRS7r//fubOnUtUVBS///47e/fuJSoqigYNGtCtW7civY5QMsYQGxvrdRoAYZOHSLhR2xDxT21DJC/ff57VNkT8K41tY9w4uD17DM5rr8GNNzqlhdGjYexYePDBWObOBS2gHFpefuLvDvQxxmwBPgTONcaUaOyQtcHZTsQ3B8/WrVtJS0vj5ZdfJisri2rVqrF8+fKcbd06Z6qhUaNGMXLkSFatWsW4ceNISUk54TXyd9kyxjBx4kT27t3LkiVLWL58ObVr186JVbFixaJ/AUVEREREREQK8fbbcNNNzv4LL8Df/37ssbvugpNPhh9/hC++8Ca/ssyzAo+19h5r7SnW2obAtcAsa+1fvcrHDVWrVuWFF17gmWeeoXz58jRq1IjJkycDzji7FStWAHDo0CHq168PwHvvvRdQ7KlTp5KSksL+/fuZM2cOnTt35tChQ9SqVYuYmBhmz57N1q1bC3x+TExMicZHi4iIiIiISNk2YQLccIOz/8wzMGpU3serVIH77nP277kHMjNDm19ZFz5jdkqJ9u3b07ZtWz788EMmTpzIW2+9Rdu2bTnjjDOYOnUqAA8//DD9+vWjR48e1KhRI6C4Z555Jpdeeildu3blgQceoF69egwcOJDFixfTqVMnJk6cSIsWLQp8/vDhw2nTpg0DBw505XWKiIiIiIhI2fHRRzBkiDPK5fHH4Y47/J93882QkACrVsEHH4Q2x7LO+JvBOVx16tTJLl68OM+xdevW0bJlS48yCo2HH36YSpUqceedd3qdimvC4fvmm9W+NI6JFSkJtQ0R/9Q2RPxT2xDxrzS1jU8/hX79nB45Dz10bFn0grz7LgwdCg0bwvr1kG8qXSkhY8wSa22n/MfVg0dERERERERE/Pr8c7jmGqe4c889ToHnRAYNgtNPhy1bnAmZJTS8XiZdAvDwicqjUiyR1HtNJJTUNkT8U9sQ8U9tQ8S/0tA2Fi+Gq6+G9HRnSNZjjwW2MlZ0tDOM64ornFW1hg6FypWDnm6Zpx48IiIiIiIiInKc//4X0tJg2DB4+umiLXvepw+cdRbs3QvPPRe8HOUYFXhEREREREREJI8jR+CTT5z9++4rWnEHnPOffNLZf+YZ+OMPd/OT46nAIyIiIiIiIiJ5fPIJJCXB2WdD48bFi9GzJ/zf/znFoscfdzc/OZ4KPCIiIiIiIiKSx/vvO7eDBpUszhNPOL15Xn3VmXRZgkcFHhdUqlQp6Nfo1q1b0K/hpoMHD/LKK694nUahjDGYovYzFCkD1DZE/FPbEPFPbUPEv0huGzt2wKxZzvLm/fqVLFabNnDddc5cPoGswCXFpwJPhJg3b54rcTIyMlyJU5jMzMyIKPCIiIiIiIjI8SZOBGudiZKrVy95vDFjICYGxo+HVatKHk/8U4HHRXPmzOGcc86hf//+NGvWjLvvvpuJEydy5pln0rp1azZv3gzA9OnT6dKlC+3bt+f8889nz549AOzdu5cLLriADh068Pe//50GDRqwb98+4FgvoTlz5tCrVy/69u1LixYtGDhwYM7ye2PGjKFz5860atWK4cOH5xzv1asX9957L+eccw6PPfYYjRo1Ij09HYDDhw/TsGHDnPs+119/PTfddBM9evSgWbNmfP755wBs2bKFHj160KFDBzp06JBTeJozZw69e/fmuuuuo3Xr1tx9991s3ryZdu3acddddwXzyy4iIiIiIiIusfbY8KzBg92J2bgx/P3vTux773UnphyvVBV4fF3g3N6KYsWKFfz3v/9l1apVjB8/no0bN7Jw4UJuuOEGXnzxRQDOPvtsFixYwLJly7j22mv597//DcAjjzzCueeey9KlS7nyyivZtm2b32ssW7aM//znP6xdu5Zff/2Vn376CYCRI0eyaNEiVq9eTXJyck5RBpwhU99//z0PPfQQvXr1YsaMGQB8+OGHXH311cTExBx3nS1btvD9998zY8YMbrrpJlJSUqhVqxbffPMNS5cu5aOPPuLWW2/NOX/hwoU89thjrF27lieffJImTZqwfPlynn766SJ9DUVERERERMQbS5fC2rVQsyZcdJF7ce+/HypWhM8/hx9/dC+uHFOqCjzhoHPnztStW5e4uDiaNGnChRdeCEDr1q3Zkj2j1I4dO7joooto3bo1Tz/9NGvWrAHgxx9/5NprrwXg4osvpnoBfeHOPPNMTjnlFKKiomjXrl1O3NmzZ9OlSxdat27NrFmzcuICXHPNNTn7N9xwA++88w4A77zzDkOHDvV7nf79+xMVFUXTpk1p3Lgx69evJz09nRtvvJHWrVvTr18/1q5dmyevRo0aFeOrJiIiIiIiIuFg/HjndsAAZ1iVW2rXhjvucPafe869uHJMqSrwWGuDshVFXFxczn5UVFTO/aioqJz5b0aNGsXIkSNZtWoV48aNIyUlJSf/ol4jOjqajIwMUlJSGDFiBFOmTGHVqlXceOONOXEBKlasmLPfvXv3nN45mZmZtGrVyu918vdeMsbw/PPPU7t2bVasWMHixYtJS0vzew0RERERERGJLOnp8L//OftuDc/KzRfzxx+d4VrirlJV4IkUhw4don79+gC89957OcfPPvtsJk2aBMDXX3/NgQMHAo7pK+bUqFGDI0eOMGXKlELPHzx4MAMGDCiw9w7A5MmTycrKYvPmzfz66680b96cQ4cOUbduXaKiohg/fjyZmZl+n1u5cmUSExMDzl9ERERERES89dVXsHcvtGwJHTq4H79xY6hVy7nGpk3uxy/rVODxwMMPP0y/fv3o0aMHNWrUyDn+0EMP8fXXX9OhQwe+/PJL6tatS+XKlQOKWa1atZyhU1dccQWdO3cu9PyBAwdy4MABBgwYUOA5zZs355xzzuGSSy7htddeIz4+nhEjRvDee+/RtWtXNm7cWGCvnZNPPpnu3bvTqlUrTbIsIiIiIiISAXzDswYPhmCs8G4MdO/u7Lu0ULTkYoo6BMlLnTp1sosXL85zbN26dbRs2dKjjNyVmppKdHQ05cqVY/78+dx8880sX748KNeaMmUKU6dOZbyvBedz/fXXc9lll9G3b9+gXD8cvm++4WWxsbGe5iESbtQ2RPxT2xDxT21DxL9IaxsHD0KdOpCWBlu3QkJCcK7zzDNw111w443w+uvBuUZpZ4xZYq3tlP94OS+SEf+2bdtG//79ycrKIjY2ljfeeCMo1xk1ahRffvklX3zxRVDii4iIiIiISGSZPBlSU+Hcc4NX3AHo1s25VQ8e96nAE0aaNm3KsmXLgn4d33LthXn33XeDnoeIiIiIiIiEh9zDs4KpQweIjYU1a5xeQ9WqBfd6ZUmpmIMnkoaZib5fIiIiIiIi4eTXX+GHH6BCBbjqquBeKz4eOmUPLlqwILjXKmsivsATHx/P/v37VTSIENZa9u/fT3x8vNepiIiIiIiICDBhgnN71VUQ4Do/JeIbpvXTT8G/Vlni2RAtY0w8MBeIy85jirX2oaLGOeWUU9ixYwd79+51O0UJkvj4eE455RSv01BRUKQAahsi/qltiPintiHiX6S0DWvh/fed/UGDQnNNzcMTHF7OwZMKnGutPWKMiQF+NMZ8aa0tUietmJgYGjVqFJwMRUREREREREqxBQtg82aoWxfOOy801/QVeH7+GTIyoJxmB3aFZ19G65Qzj2TfjcneCi1xWmtJTU3Nc8wYU5xrH3fMjTjhlItbccIpF7fi+GL4li0MJGakvKZwyMWtOOGUi1txwimXwuIU1jYi9TUVJU445eJWnHDKxa04XuTiaxv+ROprCnaccMrFrTjhlItbcUoaoyh/U50oF7fihFMubsUJp1zcihNOubgVJ3eMQNuG16/pnXeigWgGDMgkMzOTjIzgf5+qV4fGjWP49VfDkiXptG/vvxSgn72i8XQOHmNMtDFmOfAH8I219mc/5ww3xiw2xizWMCwRERERERERd6SmwpQpTllg4MCskF77rLOc682f705xQzxeJt1amwm0M8ZUAz41xrSy1q7Od87rwOsAnTp1snFxcaFPVEq12NhYr1MQCUtqGyL+qW2I5OX7z7Pahoh/4dw2Pv8cDhyAdu2gQ4eYkF777LNh4kRYuLAc//hHSC9daoXFKlrW2oPAHOBibzMRERERERERKRt8kysPHhz6a3fv7txqomX3eFbgMcbUzO65gzGmPHA+sN6rfERERERERETKin37YMYMiI6GAQNCf/3TT4cqVWDrVvj999BfvzTysgdPXWC2MWYlsAhnDp7PPcxHREREREREpEz46CNnBasLL4Q6dUJ//eho6NrV2VcvHnd4VuCx1q601ra31rax1ray1o7xKhcRERERERGRssTL4Vk+vuXSVeBxR1jMwSMiIiIiIiIiobFhAyxc6AyRuvxy7/LQPDzuUoFHREREREREpAzx9d7p2xfKl/cujzPPhKgoWLoUkpK8y6O0UIFHREREREREpIzIzDxW4BkyxNtcqlSB1q2duYAWL/Y2l9JABR4RERERERGRMmL2bNixAxo3hrPP9jobzcPjJhV4RERERERERMqId991bocMcYZHec03D89PP3mbR2kQBt9OEREREREREQm2Q4fgk0+cfS9Xz8otdw8ea73NJdKpwCMiIiIiIiJSBkyeDMnJ0KsXNGzodTaOhg2hTh3480/YuNHrbCKbCjwiIiIiIiIiZcB77zm311/vaRp5GKPl0t2iAo+UWdZarPoAihxHbUPEP7UNEf/UNkT8C7e2sWkT/PgjVKwIV1/tdTZ5+YZpaR6eklGBR0RERERERKSU8/Xe6dsXKlXyNpf8tJKWO1TgERERERERESnFsrLg/fed/XAanuXTvj3ExcG6dc5cPFI8KvCIiIiIiIiIlGJz5sC2bdCgAfTs6XU2x4uLg86dnf35873NJZKpwCMiIiIiIiJSir37rnM7ZAhEhWkVQMO0Sq7ciU4wxkQBbYF6QDKwxlq7J9iJiQSbMcbrFETCktqGiH9qGyL+qW2I+BcubSMxET7+2NkfPNjbXAqjAk/JFVjgMcY0Af4FnA/8AuwF4oFmxpgkYBzwnrU2KxSJioiIiIiIiEjRTJkCSUnQowc0aeJ1NgXzFXgWLoT0dIiJ8TafSFRY56yxwASgibX2ImvtX621fa21bYA+QFVgUCiSFBEREREREZGi8w3PCsfJlXOrWROaNnWKUStWeJ1NZCqwwGOtHWCtnWuttX4e+8Na+x9r7XvBTU9EREREREREiuPXX2HuXKhQAfr18zqbE9MwrZIJeHolY8xpxpgJxpiPjTFnBTMpERERERERESkZ39LoV10FlSt7m0sgVOApmcLm4Im31qbkOvQo8BBggclAu+CmJiIiIiIiIiLFkZUF72WPuQn34Vk+3bs7tyrwFE9hPXimG2Nyz7GTDjTM3jJLemFjTIIxZrYxZp0xZo0x5raSxhQRERERERERZ2jWli2QkAC9e3udTWBatoSqVWH7dmeToimswHMxUNUYM9MY0wO4E+gJXAIMdOHaGcAd1tqWQFfgFmPM6S7EFRERERERESnTfL13Bg+GqIAnZ/FWVBSclT0hjHrxFF2BQ7SstZnAS8aY8cCDQF3gAWvtZjcubK3dBezK3k80xqwD6gNrC3kOqampeY4ZY4pz7eOOuREnnHJxK0445eJWHF+MtLQ0z3NxK0445eJWnHDKxa044ZRLYXEKaxuR+pqKEieccnErTjjl4lYcL3LxtY3S9JqCHSeccnErTjjl4lacksZIT08v8vMLysWNfNyK4WUca2H7dsvq1VGsW2eoUcPSrh20bGmJjQ1tLsGME065uBUnd4xAP28EI5cjR2Dy5FjAMGBAGkX46OP596lLlyhmzizHDz9kcsUVGcWOU1g+4fQzU9w4/hQ2B08X4C4gDXgcSAYeM8bsAB611h5yJQPnWg2B9sDPfh4bDgwHSEhIcOuSIiIiIiIinktKgrVrDStXGlatMqxe7dweOHD8B76YGEvLlpa2bS1t2hy7rV7dg8QlrH36aRRHjxq6dcuiaVOvsymas85yCiDz57tT9ChLCizwAK8BfYFKwDhrbXfgWmPMOcAk4CI3EjDGVAI+Bv5hrT2c/3Fr7evA6wCdOnWycXFxblxWJEdsUf4NIlKGqG2I+Ke2IZKX7z/PahuBsRbmzIE334TFi+GXX5xj+Z18MrRtC6efDnv3wvLlsHGjUwhauTLvuQ0aQLt20L8/DBgALnUGEJd40Tb+9z/n9vrroyKubXbv7gzVWrEiioyMOCpW9DqjyFFYgScTZ0LlCji9eACw1n4PfO/GxY0xMTjFnYnW2k/ciCkiIiIiIhJuUlPhgw/gP/+BFSuOHS9XDlq0gDZtnIJOmzbOVrfu8YWao0dh1Sqn2LNsmXO7ciVs3epsU6fCa6/Byy9D69YhfHESVrZsgdmzIT7eKfpFmkqVnLawbBksWgS9enmdUeQorMBzHfB3nOLOYLcvbJxS/1vAOmvtc27HFxERERER8doff8Crr8Irrzj7ALVqwYgRcMUVTnEn0EEKFStC167O5pOR4fQCmj0bHn4YfvgB2reHW2917lep4vILkrD3/vvO7VVXOStSRaLu3Z0Cz7x5KvAURWFzaf9irb3DWnuPtdbvAmWmZDMBdQcGAecaY5Znb/9XgngiRWKt9TvBlUhZp7Yh4p/ahoh/ahv+rVwJw4Y5S1Q//LBT3GnbFt59F7Ztg4cecu6XdAaKcuWcpaVHjIANG2DkSGfI1/PPQ/PmzlAdfXu84UXbsPbY6llDhoT00q7q1s25/eknb/OINIUVeGYbY0YZY07NfdAYE2uMOdcY8x5Q7B8Za+2P1lpjrW1jrW2XvX1R3HgiIiIiIiJeshZmzIDzznOKN++8A+np0KeP08Nm2TLnQ3ewphWtXh1efNGZ26drV9i9GwYOhN69Yc2a4FyztEtLc4p1EybAP/8Jl1wC554Ln38enoWzH3+EX3+F+vWdn8NI1aWLc7toUXh+ncNVYUO0LgaGAR8YYxoBB4F4IBr4GnjeWrs82AmKiIiIiIiEuxUrnGFRc+c69ytWdHrwjBpFyFcxat/e6fnw7rvwr3/B9987Bad//MPpOVS5cmjziQTWwu+/O8Uc37ZqFaxf7wyDy2/2bDj/fHjuufCZ7yg9He6809kfPBiio73NpyQaNYKTTnImGN++HU499cTPETCBdBnLngy5BpBsrT0Y7KQK0qlTJ7t48WKvLi+lTGpqKgBamU0kL7UNEf/UNkT8K+ttY/9+eOABGDcOsrKgRg2nqHLDDVCtmtfZwZ9/wv33O5MvWwv16jlzAvXp43Vm4ePAAWf1sa++Ov4xY+C0045Nft26Nfz2Gzz6KBw86Kz2dMMNMGYM1K6d97mhbhv33gtPPOEMC1yxwunRFW6Sk5N56KGHyMrK4tRTT82znXzyyeSeBeaii+Drr2HKFLj6ag+TDkPGmCXW2k7HHY+k8bIq8IibyvofIyIFUdsQ8U9tQ8S/sto2MjLg9ded4smBA05viZEjnfl2wqGwk9+SJc48PQsXOkWLl15y7pd1GzfCX/7i3FaqBJ07O0UcX0Hn9NPxu0z3/v3wyCPO5NmZmc5z770XRo92Vq+C0LaNWbOcHkXGOD22zj476JcslhdeeIHbbrvN72Ply5cnISEhp+CzaVMD5s79K//6V2OefDLEiYY5FXhE8klLSwMgNjbW40xEwovahoh/ahsi/pXFtjFnjjMca9Uq5/5558F//wtnnOFpWieUleX08Lj/fuf+I484vY9KtHROBPvuO+jb1+mJ06YNTJsGDRoULcb69c6wqBkznPsNGsBTTznLk6enh6Zt7N/v5L9zpzME7+GHg3q5EunUqRNLlixh6NChxMfHs23btpzt0KFDfp5xPued9w3ffhvyVMOaCjwi+ZTFP0ZEAqG2IeKf2oaIf2WpbWzbBnfdBZMmOfcbNoRnn4Urr4ysIskbb8BNNzkFn5EjneJUVGHL75RC48bBLbc4vW/69IGJE51eOMX1zTdwxx3Hin5nnQX//nc6Z55pg9o2rHV+/qZOdZYWnzPHWVktHK1Zs4ZWrVpRtWpVdu3aRfny5fM8fujQIbZv38727dvZtGkTt956K1CJKlUOcuBAdJn7GS1MQQWeQr9ExphoY4xqZSIiIiIiUmalpDhzrrRo4RR3ypd35lxZuxauuiqyijsAN94IkydDbKwzVOuvf3VWiyoLMjKcyaZvuskp7vzzn/DJJyUr7gBccIGzStq4cVCrFsyfDz16xPDww9FkZrqSul+vveYUd6pWdYpU4VrcARg/fjwA/fv3P664A1C1alVatWrFJZdcwqhRo0hISACOcPjwBjZtCnGyEarQAo+1NhNIMsZUDVE+IiIiIiIiYeOHH6BdO3jwQUhOdoberF/vDG3y8xk1Ylx1FXz5pVPY+OADuPxyOHrU66yC69AhZ76d//4XYmKcZeyfesq91aaio2H4cPjlF6dwFBVleeKJaC67zJns2m2rV8Pttzv7r79e9OFloZSZmZlT4BkyZEhAz+ncuXP23iI0kCcwgXRySgFWGWPeMsa84NuCnZiIiIiIiIhXDh+Gm2+Gnj1hwwan987s2fDRR6VnyeZzz3WG9NSsCTNnOr1QglGICAebNzvDpmbOdFY6mzULrr8+ONeqUsUpHH3+eQYnn2yZORM6dnR6+LglOdlZ+SslBYYNcwqP4WzWrFns3LmTxo0b061bt4Cek7vAs2hR8HIrTQIp8MwAHgDmAktybSIiIiIiIqXOtGnO6kmvveYMeXngAefDea9eXmfmvo4d4ccfnaLV/PlOQev3373Oyl1z50KXLrBunTMR9sKFoVll6rzzLAsWpNOpE2zZAt26wXvvuRP7rrucHjzNmjk9ksLd+++/D8DgwYPzLIVeGPXgKbqAJlk2xsQCzbLvbrDWpgc1qwJokmVxU1maEFCkKNQ2RPxT2xDxrzS1jT17nNWxfJMon3kmvPmms2x2aff773Dhhc68Qg0awNdfO8WDSPf++3DDDZCeDv/3f85wtCpVQnNtX9vIyopl1CjnZwmc+X/+8x8o7urp06c7E0PHxMCCBdChgzv5BktiYiJ16tQhKSmJzZs307hx44Ced/DgQapXrw7EUr58IocPx4b1HEOhVKxJlrOf2Av4BXgZeAXYaIzp6XaCIiIiIiIiXrAW3n0XWrZ0ijsVKjgfwOfNKxvFHYD69Z35hrp2ha1bnR4uSyJ83MY77zjDsNLTYfRop2dWqIo7ucXHOyuXvfGGM7H1a6/BOefAjh1Fj7VzJwwd6uw/8UT4F3cAPv74Y5KSkujRo0fAxR2AatWq0axZMyCN5ORVrFsXvBxLi0CGaD0LXGitPcda2xO4CHg+uGmJiIiIiIgE36+/Oj1Xhg6FAwfgootgzRq47Tb3Jt+NFCedBN9+CxdfDHv3OnP0/PST11kVz/jx8Le/OcW7f/8bnnvO++/nDTccGw7388/O8Lg5cwJ/flYWDB4M+/c7P7OjRwctVVflHp5VVBqmVTSBFHhirLUbfHestRuBmOClJCIiIiIiElwZGc6H/latnKLGySc7RYEvv4SGDb3OzjsVKzrLbl9zjTPR9IUXwnffeZ1V0XzwgdNzx1p4/HFnvppw0bmz0zPq/PPhjz+c28cfh0WLnNW39u51ehz58/TTzveiZk1nLp+oQD7Ne2zr1q3Mnj2b+Ph4+vXrV+Tna6LloglkBNsSY8xbwPjs+wPRJMsiIiIiIhKhli93elP4hiANGOAMyapVy8uswkdsLEyc6CwD/+67cOml8PHHzm24mzQJ/vpXp7fLmDFwzz1eZ3S8GjWc1bzuvx+efBLuu8/ZcqtQAapXh2rVnK1qVWdeJHC+J3XqhDjpYpo4cSIAV1xxBVWrVi3y81XgKZpACjw3AbcAtwIGZzWtV4KZlIiIiIiIiNuSk+GRR+CZZyAzExISnPlQ/u//vM4s/ERHw1tvOYWGV16BK65wesb07et1ZgX75BO47jqnuPPgg87qZ+EqOtqZQ+ess5yv7759cPDgsS0pydnyr2h2222R8/NqreW97GXDijM8C6Bdu3ZER0eTmbmG5cuPkppasdiTU5cFha6iZYyJAlZaa1uFLqWCaRUtcVNpWvFBxE1qGyL+qW2I+BcpbWP2bBg+HDZtAmNg1CgYOxYqV/Y6s/BmLfzzn05RLCrK6T0yaJDXWR1v6lSn+JSR4fTaeewx5/vspeK2DWvhyJG8BZ8DB5zC1WWXETErSf3888907dqV2rVrs2PHDsoVM/F27dqxYsUK4AcWLTqbTsetHVX2FLSKVqFfYWttljFmhTHmVGvttuClJxJ6hRU3RcoytQ0R/9Q2RPwL97Zx4IAzB8tbbzn3zzjDWa66a1dv84oUxjiTFFes6PR+GjLE6Qk1fLjXmR3z+efQr59T3LnrrvAo7kDx24YxTuGxcmWnl1mk8k2uPHDgwGIXd8AZpuUUeBapwHMCgUzLVBdYY4z5zhgzzbcFOzEREREREZHishamTHGWPn/rLWdemUcfhaVLVdwpKmPg4YedQo+18Pe/O3MWhYOZM+Hqq48thf7UU+FR3CnrUlNT+fDDDwEYMmRIiWJpJa3ABVJGeyToWYiIiIiIiLhk+3YYORKmZf9bukcPeP11aNHC27wi3V13OXPyjBzpFFOOHj1+cuBQ+vZbZ26gtDRnyN2zz6q4Ey5mzJjBn3/+Sdu2bWnTpk2JYmmi5cAVWuDJnoPn5WDNwWOMeRu4DPgjXOb5ERERERGRyJSW5ix9/uijzgS1Vao4vU5uvDEylpSOBLfc4qyudcMNzipQR496MyTqu+/gL3+B1FS4+Wb4739V3AknvuFZxZ1cObdWrVoRHx9PSsomVq8+QFJSdSpUKHHYUqnQX3PW2ixghTHm1CBd/13g4iDFFimUMQajdwGR46htiPintiHiX7i0jW+/hTZtnAl2k5KcOVnWrnWGE6m4465hw5xl1H0rQd18s1PoCYWUFLj7brjwQmf/xhvhpZfCs7gTLm0j1Pbt28eMGTOIjo7muuuuK3G8mJgY2rVrB4C1i1m2rMQhS61Ahmj55uBZCOQ0W2ttn5Je3Fo71xjTsAjnk5qamudYcRqMv8mu3IgTTrm4FSeccnErji+Gb1Z7L3NxK0445eJWnHDKxa044ZRLYXEKaxuR+pqKEieccnErTjjl4lYcL3LxtY3S9JqCHSeccnErTjjl4lacksZIT08v8vMLyqU4+ezYAf/6VzRTpkQD0LRpFv/5Tybnn+/EDvRPvtL+fXI7ztVXG8qVM/z1r+UYN87w5ZeW557L4C9/KXhi4ZK+psWLDTfcEM26dVFERVnuvDOTMWMyycgIn69N7hiBft4obT97EyZMICMjg4svvpjq1avnfIYvSS4dOnRgwYIFwCLmz+9N585ZxYrjE05f3+LG8Sfs5+AxxgwHhgMkRPIU4iIiIiIi4pq0NHjxxSgeeyyao0cNFSpY7rknk1tvzSQ+vuz1mvDC5Zdb5szJYMSIaJYvj6Jv3xj+8pcsnnsug1NdHAOSmgqPPx7N009HkZlpaNo0izfeyKBr1/Bewa2smjBhAuCsnuWWjh07Zu8tYulSte+CmECWbjPGNACaWmu/NcZUAKKttYmuJOD04Pk8kDl4OnXqZBdr2mxxia+iHhsb63EmIuFFbUPEP7UNEf+8aBuzZjkT/a5b59y/+mpn7h03iwoSuIwMeOUVZ06exERnIuZHHoHbboOYmJLFXroUrr8eVq1yhmGNHg1jxzrzAIW7svi+sXbtWs444wyqVKnC7t27Ke/SN2r9+vW0bNkSqE+zZjvYsMGVsBHLGLPEWnvcgvEnHI1qjLkRmAKMyz5UH/jM1exEREREREROYPt2GDAAzjvPKe40beoskz1lioo7XipXDm691fme9OvnzIF0113QsSPMm1e8mGlpztLsXbo4xZ3TToO5c52VsiKhuFNWjR8/HoD+/fu7VtwBaNasGVWqVAF+Z+PGXRw86FroUiWQ6cZuAboDhwGstb8AtYKZlIiIiIiIiM/Bg87Eus2awYcfOh/wH3vM+eB/0UVeZyc+9evDpEnwxRfQqJHz/eneHYYPhz//DDzOihVOYeeRR5zeQbfeCsuXw9lnBy11cUFmZmbO8KwhQ4a4GjsqKirfMC1Xw5cagczBk2qtTfNN+mOMKQe4MtjRGPMB0AuoYYzZATxkrX3LjdgiIiIiIhLZUlPh1VedZc99BYL+/Z2lzxs08DY3Kdgll8CaNU4R7t//hjfegM8+c1bfio52ija+LT097/2kJJg2zTneuDG8/Tacc47Xr0gCMXv2bHbs2EGjRo3o3r276/E7d+7M7NmzgUUsWtSHc891/RIRL5ACz/fGmHuB8saYC4ARwHQ3Lm6tHeBGHBERERERKT2ysmDyZGfJ899+c4717AlPPw1nnultbhKY8uWduXIGDnSWUf/+e3jqqcCff8st8OSTUKlS8HIUd73//vsADB48OCjLw3fu3Dl7bxGLFrkevlQIpMBzN/A3YBXwd+AL4M1gJiUiIiIiImXTnDnwz3+S8wGuZUunF8illzqT7EpoZGU5y1BHRQUyq0fBWraE2bPhk09g5Upn0uVy5ZzNt5//WIsW0L69G69CQuXIkSN8/PHHgFPgCYa8BR4L6BdCfics8Fhrs4A3sjcRERERERHXrVnjzLPz+efO/Tp1YMwYGDrU+eAvwZeens53333HBx98wKeffkpUVBRnnXUW3bp1o3v37nTp0oWKFSsWOa4xzkpnV18dhKQlLHz22WckJSVx9tln07hx46Bc49RTT6VmzZrs3buXbdt+Y+/extSsGZRLRSz9qhQREREREc+sXw+PPw4TJzpDsypVcnrw3H47FKOWIEWUlZXFTz/9xAcffMDkyZPZt29fnsdnzpzJzJkzAYiOjqZt27Z0796d7t27061bNxISErxIW8LMpEmTABgwIHizsBhj6Ny5M1988QWwiMWLG3PJJUG7XERSgUdEREREREJu5UpnEt7Jk8FaZ/LdESPgwQehdm2vsyvdrLUsW7aMDz74gI8++ojt27fnPNaiRQsGDBjAtddeS4UKFZg3bx4//fQTP/30E8uXL2fp0qUsXbqUF198EYCEhAT69+/P2LFjiY+P9+oliYcOHz7MV199hTGGq666KqjXyl3gWbToGhV48lGBR0REREREQmbRImfy3WnTnPuxsc4wrH/9y1laW4InPT2d5557jrfffpuNGzfmHG/QoAHXXnst1157LW3bts0zQW7//v3p378/4MyzsmjRopyCz/z589m+fTvPPvsss2bNYvLkyTRp0iTkr0u8NX36dNLS0ujZsyd16tQJ6rU00XLhTljgMcY0A+4CGuQ+31qrRckkollrvU5BJCypbYj4p7Yh4l+gbePHH53CzldfOffj4+Hvf4c774RTTgliggLA1q1bufbaa1mwYAEAtWrVon///gwYMICuXbsGNJlypUqV6N27N7179wac4V3z5s1jyJAhLFu2jI4dO/LOO+9w5ZVXBvW1RIqy8r4xefJkAPr16xf0ax0r8Cxh0aJMrI3W5Ou5mBP90BljVgCvAUuATN9xa+2S4KZ2vE6dOtnFixeH+rJSSqWmpgIQFxfncSYi4UVtQ8Q/tQ0R/wprG9bCrFnw6KPOMtngzLEzYoQzx46GYoXG9OnTGTJkCAcOHCAhIYFXX32Viy66iHIuzV598OBBhg4dymeffQbA7bffzpNPPklMTIwr8SNVWXjfSExMpGbNmqSlpbFjxw7q1asX9Gs2aNCAbdu2AavZvv2MMlkgNsYssdZ2yn88kDXvMqy1r1prF1prl/i2IOQoIiIiIiKlQHIyvPMOdOoE55/vFHeqVnXm19myBZ56SsWdUEhPT+fOO++kT58+HDhwgMsuu4zly5dz6aWXulbcAahWrRqffPIJzz77LOXKleO5556jV69e7Nixw7VrSHj6/PPPSU1NpXv37iEp7oCGaRUmkALPdGPMCGNMXWPMSb4t6JmJiIiIiEhE2brVWeo8IQGGDYOlS6FGDWcy5a1b4ZFH4OSTvc6ybNi6dSs9e/bMKbo888wzTJs2jZNOCs5HOWMMt99+O99//z3169dn3rx5tG/fnq+//joo15PwEMrhWT7HCjyL0QCfvAIp8AzBmYNnHs4wrSWAvowiIiIiIoK1MHu24coroXFjp3fO/v3QsSO8+y5s3w733uv04JHQmD59Ou3bt2fBggUkJCQwd+5c7rjjjjyTJwdLt27dWLZsGRdeeCH79u3j4osv5qGHHiIzM/PETy4lfvvtN6655hqaNm3KiBEj+Pnnn0vlfDxHjhzhyy+/BAj66lm5qQdPwU5Y4LHWNvKzNQ5FciLBZIwJyZucSKRR2xDxT21DJK8jR+DVV6FDhxguuSSWzz5zljq/7jqYP99ZLWvIEGcyZQmN9PR07rrrrpwhWZdeeinLli3jrLPOCmkeNWvW5IsvvuCRRx4BYMyYMVx88cX88ccfIc0j1A4fPsy//vUvWrRowaRJk9i+fTtvv/02Xbt2pXXr1jz//PPs27fP6zRdM2PGDFJSUujWrRunhHAinI4dO2bvLWfRojRKYe2s2E5Y4DHGxBhjbjXGTMneRhpjyvZsWSIiIiIiZZC1sGAB3HKLs/LViBGwbl0UdetaHnkEtm2DiROha1e0sk2Ibdu2jZ49e/LMM88QHR3N008/zbRp0zjZozFx0dHRPPjgg3z99dfUrFmTb7/9lo4dO/LLL794kk8wZWRkMG7cOE477TT+/e9/k5aWxqBBg5g1axajR4+mZs2arFmzhttvv5169erRr18/vvrqq4jv1eTF8CyAqlWr0rx5cyCNgwdX8euvIb18WAtkFa03gRjgvexDg4BMa+0NQc7tOFpFS9yUlpYGQGxsrMeZiIQXtQ0R/9Q2pCzbsgUmTID334fcn8+7d4ebb87g8suzqFRJbcMrP/30E3369OHPP/8kISGBDz/8kG7dunmdVo6dO3dy9dVXs2DBAurVq8esWbOyP6BHvm+++Ybbb7+d1atXA9C9e3eef/55OnfunPO+Ac5kxG+99RYzZ84kKysLgISEBIYOHcrQoUNp2LChF+kX29GjR6lZsybJycls27aNhISEkF5/0KBBTJgwAXiVDz64iWuvDenlPVeSVbQ6W2uHWGtnZW9Dgc4nfJaIiIiIiESsw4fh7behVy9o1AgeeMAp7tSpA3fcAStWwI8/Qr9+Waju6Z3p06dz/vnn8+eff3LJJZewbNmysCruANSrV49vvvmGnj17snPnTnr16sXatWu9TqtE1q9fz2WXXcaFF17I6tWradiwIZMmTeKHH37INUeMIzY2lquuuooZM2awdetWxo4dS6NGjdi+fTtjxoyhadOmTJ061aNXUjxffPEFycnJdO3aNeTFHcg7D4/6gBwTSIEn0xjTxHfHGNMYiOy+ZCIiIiIicpyMDPjySxgwwFnG/G9/c5Y4j493jn35pTNp8jPPQJs2Xmcrb7/9NldeeSUpKSkMHz7c0yFZJ1KpUiW++OILzj33XHbv3k3v3r1zer1EkgMHDnDbbbfRunVrZsyYQeXKlXniiSdYt24d/fr1O+Fcbaeccgr33XcfmzZt4rvvvuOqq64iIyOD66+/nq1bt4boVZScb3hW3759Pbl+p06+ziuaaDm3QIZonQe8A/wKGKABMNRaOzv46eWlIVriJnW1F/FPbUPEP7UNKa2SkuCbb+DTT2H6dPjzz2OP9eoFgwfD1VdDlSr+n6+2EXrWWp588knuvfdeAB544AEeeeSRiJgIPikpiSuuuIJvvvmGGjVq8O2339K2bVuv0wrIb7/9xoUXXsimTZuIiorihhtuYMyYMdSuXdvv+YG0DWstl19+OdOnT+ess87i+++/JyYmvKe8TUpKombNmiQlJbFlyxYaNGjgSQ5VqlQhM9NSocJhDh+uSHR0yNPwTLGHaFlrvwOaArdmb829KO6IiIiIiIg7/vzTmU/nqqugRg244gp47z3nePPmMHYs/PYbzJ4NQ4cWXNyR0MvKyuIf//gH9957L8YYXn75ZcaMGRMRxR2AChUqMG3aNC6++GL27dvHueeey7Jly7xO64RWrFhBt27d2LRpE+3atWPZsmWMGzeuwOJOoIwxvPPOO5xyyinMnz+fBx980KWMg+fLL78kKSmJM88805PiDjg/R61atQKySEpaxoYNnqQRdgos8Bhjzs2+vQq4FDgNaAJcmn1MREREREQixI4d8NJLcP75UKuWs4T5p59CcjJ07gyPPw5r18L69XDffRBhc76WCampqVx33XW88MILxMbGMmnSJEaMGOF1WkUWHx/PZ599xqWXXsqff/7JueeeSziP1Pj+++/p2bMnu3fv5txzz+X777+njYtjFE8++WT+97//ERUVxZNPPsnXX3/tWuxgmDJlCuDd8Cyf3PPwaJiWo7AePOdk3/7Fz3aZGxc3xlxsjNlgjNlkjLnbjZgiIiIiIuIUbr7+Gu66C9q3h4QEGDUKvvvOefy885yCz/btsHAh3HMPtGzpbc5SsMTERC677DI++ugjKleuzMyZMz3/gF0ScXFxfPLJJ1x++eUcPHiQ888/n59//tnrtI7zySefcNFFF3H48GH69evHF198QZUgdGnr0aMHDz/8MOCsELV7927Xr+GG5ORkpk+fDqjAE47KFfSAtfah7N0x1trfcj9mjGlU0gsbY6KBl4ELgB3AImPMNGttZE+nLiIiIiLigawsWLbMmU/n22+dFa5SU489XqECXHyxMxzrssugenXPUpUi+uOPP7jkkktYunQptWvX5ssvv6R9+/Zep1VisbGxTJ48mQEDBvDxxx9zwQUXMHPmzLBZBey1115jxIgRWGu55ZZb+O9//0t0ECd6uffee5kzZw6zZs1i0KBBfPXVV0RFBbIuUujMnDmTo0eP0qlTJxo1KnFZoERyF3i+/x6shQgZqRg0BRZ4cvkY6JDv2BSgYwmvfSawyVr7K4Ax5kPgcqDUFnh27drFjz/+6HUapYIbY4wzMjIAKFcukGbg3nWLw+3rKl5ozivo3HA95ttPT0/HGJNngj9/5/mL6bvv75zCjrlxG+h+Uc470fGiblFRUSfcj5Q5FETEe9bC5s3OPDnffAOzZsH+/cceNwY6dIALLnC27t2d1bAksvz6669cdNFFbNq0iSZNmvD111/TuHFjr9NyTUxMDB988AF//etfmTRpEhdddBFffvklZ599tmc5WWsZM2ZMTo+aRx99lPvuuy/o79HR0dFMmDCBtm3b8u233+aZSDtchMvwLIBWrVoRHx9PSsomVq8+wNKl1elY0ipFhCvwk60xpgVwBlA135w7VQA33hrqA9tz3d8BdCnsCdZaUnP/G4LifRD0t3KYG3FOFOPnn3+mf//+Rb6OiIiULfkLP/6KQVFRUcc9XtixQLfo6Og8z/Xdz70fHR1d6L6/+7mPlytXjujo6Jzb3Pu5b/Mfi4mJyTlerly5PPfz7/vbfDFy/ze0KO//vtVQvPo7IpAY4RYnnHJxK46XuaSkWJYuNSxYEMX8+c7tH3/kjdOggeW887I47zxLr15Z1KiRN0ZamvuvKT09vcjP9xfHrXzcihEOcZYsWcJVV13Fnj17aN++PVOnTqV27do5v49CmUsw4uSO8c477xAVFcWHH37IBRdcwHPPPcewYcOOu06wX1NmZib/+Mc/eP3114mKiuKll17ib3/7W4E/54W9puJ8n0466STeeust+vTpw4MPPki3bt0C7tEU7O9TSkpKzvCsPn36FPr6QvWz17Zt2+yhfYsZN+5cXnopM6A44dQOihvHn8K6LjTHmWunGs68Oz6JwI0uXNvfKzjulRpjhgPDARISEly4rHfq1KnDVVdpfuqS8tcgiiMrKwsg4G6Pbl23qNy+ruKF5ryCzg33YwCZmc4bo69t5D7P1258x3O/GfnOy31+IMfcuA10vzjPyf/8kmxZWVkF3s//tc1/TNwTHR1NbGwsMTExxMbG5uz77uc/HhcXR1xcHOXKlSMuLo74+HhiY2OJi4vLuY2Pj8+5zb2f/1j58uWJj4/PcxsTE6OeW+LX3r0wf75h/nynoLNkiSEtLe/PSs2alm7dfEWdLJo00RCF0mLatGkMGTKE5ORkevfuzeTJk6lcubLXaQVNuXLlePvtt6lUqRJvvvkmI0aM4Pvvv+fll18O2etOSUnh+uuv59NPPyUuLo7x48dz+eWXh+TauV144YXccccdPPvsswwePJiFCxdy0kknhTyP/L7++msSExNp164dTZo08TodADp27Jhd4FnEhx+ez1NPZVKxotdZecec6MOKMeYsa+181y9szFnAw9bai7Lv3wNgrX2ioOd06tTJhvPs6hJZfL3B4uLiPM5EJLyobXjLX+HH361v39/j+Y8XtmVmZuacl5mZmed4/vN8t/n3/d0PZMvIyDjhrb8tPT3d7/309PQTbr7hueEkKiqK8uXL59kqVKhAxYoVqVChQqH7lSpVOuEWGxvr9UuUAOzZA0uXOnPo+G5//fX48844A7p1c4Zbde9OWBR09L7hLmst//nPf7jjjjuw1jJ06FBee+21MtWWx48fz80338zRo0dp2rQpkyZNol27dkG95qFDh7jiiiuYM2cOVatWZdq0afTs2bNEMUvSNtLT0+nRowc///wzl19+OZ9++qnn/wwYNGgQEyZM4PHHH+eee+7xNBef8ePHM3jwYKpXv4IDBz7lnXfg+uu9zir4jDFLrLWdjjseQIEnHvgbznCtnKFZ1tphJUyoHLAROA/4HVgEXGetXVPQc1TgETfpjxER/9Q2pDSz1uYUg9LS0khLSytw37elpqaSmprK0aNHSU1NJSsrK89x35aSkkJKSkqe/dz3k5OTc7bc94NddIqJiaFy5cpUqVKFKlWq5NnPf79q1apUq1aNatWqHbdflDnrpGDWwrZtxxdzdu48/twKFeDMM48Vc7p2Dc+JkfW+4Z6MjAxuu+02XnnlFQAee+wx7rnnHs8/2Hth/fr1XHPNNaxcuZK4uDief/55brrpJte/FtZaJk2axL/+9S+2bt1KnTp1+Oqrr1xZBr2kbWPLli20a9eOQ4cO8cILLzBq1KgS51Rcqamp1KpVi8OHD7Nx40aaNm3qWS65rVixgnbt2lG3bkt27VpL9+7OBPOlXUkKPJOB9cB1wBhgILDOWnubC0n9H/AfIBp421r7WGHnq8AjbtIfIyL+qW2I+BestpGRkZGn+JOUlERycjJHjx4lKSmJpKSknP38x44ePcqRI0f8bkePHiUxMdG1AlLFihVzCj7Vq1fnpJNOOuFWo0YNKlWqVCY/nFoLO3bAmjWwdm3e7dCh48+vXNlZyrx9e2di5PbtoUULyDXffdjS+4Y7Dh8+zLXXXsuXX35JXFwc7733Htdcc43XaXkqOTmZ0aNHM27cOAD69evHG2+8QdWqVV2Jv3DhQkaPHs28efMAZz6XTz/91LXVodxoGx9//DF9+/YlNjaW+fPn06FD/vWPQmP69On06dOHtm3bsnz5ck9y8Gffvn3UrFmTatWqkZFxgCNHnN+7p5/udWbBVZICzzJrbXtjzEprbRtjTAzwlbX23GAlWxAVeMRN+mNExD+1DRH/IrVtpKamkpiYyOHDh3NufVv++4cOHeLgwYM5m+/+oUOHij0nVFxcHDVq1KBGjRrUrFnT722tWrWoU6cOtWvXpmrVqhFVEEpJgd9+g02bYP36vIWcI0f8P6dGjWNFHN9tkyYQZqshByxS20Y42b59O5dddhkrV66kRo0aTJ06NWyWCg8HH374IcOHDycxMZHGjRvz0Ucf0anTcZ9tA7Zjxw7uueceJkyYAECtWrUYO3Ysw4YNc3UZdLfaxogRI3j11Vc57bTTWLp0qSdzMQ0ZMoT333+fsWPHct9994X8+gWx1hIXF0d6ejrDhh3l7bcrcPvt8OyzXmcWXCUp8Cy01p5pjJkLjAB2AwuttSFfm08FHnGT/hgR8U9tQ8S/stw2rLUcOXKEgwcPcuDAAQ4cOMCff/5Z6LZ//372799PUlJSka4VFxeXp+Dj2+rUqUPdunWpV68e9evXp06dOiH7XiQmOsuRb97sFHI2bTq2v2OH01vHn5o1nf8in366M3eOb79WLe/nzXFTWW4bbli6dCmXXXYZu3btonnz5syYMSNsJrANJ5s2baJ///4sW7aMmJgYnnnmGUaNGlWkgvDRo0d5+umn+fe//01ycjKxsbGMHj2ae++9lypVqries1ttIyUlhS5durBy5UqGDx+e06MpVFJTU6lduzaHDh1i/fr1NG/ePKTXP5GGDRuydetWPvlkE1dd1YQaNZzfzaX5V1JJCjw3AB8DbYB3gErAg9ba14KRaGFU4BE3+Zb1K0sT1okEQm1DxD+1jeJJSkpi37597N27l3379uXZ37t3L3v37uWPP/5gz5497N69myMFdXvxo0aNGtSrVy+n6OPbP+WUUzj11FNJSEigWrVqhX4AtBb++MOZFyf/tnWrc7t3b8E5REdDw4ZOD5ymTZ1CzhlnQMuWToGnLFDbKL5p06YxYMAAkpKS6NWrF5988gnVw3GipTCRkpLCXXfdxUsvvQRAjx496NSpEw0bNsyz5S/WZGVlMXHiRO655x5+//13APr27ctTTz1F48bB67fgZttYs2YN7du3Jz09nW+//ZbzzjuvxDEDNWPGDC677DJat27NypUrQ3bdQHXr1o358+fz/fdzGTWqBytXwkcfQf/+XmcWPAUVeE44W5619s3s3e+BkPfaEREREZHIVaFCBU499VROPfXUgM5PSkrKKfbs2bMnz/6uXbv4/fff2blzJ7t3784pGBX2gaNixUrUqJFA1aqnUr58AuXKnUpmZgIpKady4EADdu06lbS0wie6iYtzCjhNmsBpp+W9bdAgMubJkfBireWFF15g9OjRWGu5/vrrGTdunIpkJxAfH8+LL75Ir169+Nvf/sYPP/zADz/8cNx5J510Up6Cz9y5c/F1FOjYsSPPP/88PXr0CHX6JXLGGWfw4IMP8sADD3DDDTewatUqKlWqFJJrT5kyBXDmQApH9erVA2DXrp3ceCOMGgVvvlm6CzwFCaQHTzVgMNCQXAUha+2twUzMH/XgETfpv00i/qltiPintuG9rCz480+nR82uXZls3ryXzZt3sm2bU/TZu3cnf/75O4cP7yAlZRtZWduBE/UIiiIqqj4VKjSievVG1K3biEaNGtKiRSM6dGhEhw71qFcvOmLnxwkFtY2i2bdvHzfddBMff/wxAGPHjuXee++NqLmnwsGePXuYO3cuW7Zs4bfffmPLli05W3Jy8nHn16tXj8cff5xBgwYRFaIG7XbbSE9Pp0uXLixbtoyRI0fy4osvuhK3MGlpadSuXZuDBw+ydu1aWrZsGfRrFtWtt97Kiy++yHPPPcf114+mbl1ITYVffwWX5ssOO8XuwQN8ASwAVgHFm11PRERERCRbWhocPOisJnXokFO0yb/t3+//WGamL0o0UCd787+qTFycpXbtg5x00nYqVNhGbOx2YDupqdtITNzGvn1b2LNnB1lZ2zlyZDtHjsxl+3ZYuPBYjJiYGBo2bEjTpk057bTTOO2003L2GzRoQIy670gRzJw5k6FDh7J7924qV67MG2+8UeZXyiqu2rVr++1RYq3ljz/+yFP4qVixIsOGDaNixYoeZOqemJgY3n77bTp37sxLL71E//79g94TaebMmRw8eJAzzjgjLIs7cKwHz86dO6leHfr2hYkT4e234dFHPU4uxAIp8MRba28PeiYiIiIiErYyM+HoUWdLTAxs8xVwDh06VtA5eNBZeaq4qld3JimuWbPg2zp1oF49qFrVYEx1oDrOdJLHS0tLY/v27fz22285HwZ9+7/99ht79uzhl19+4ZdffjnuudHR0XmKP02bNqVFixa0aNGCU045JWS9BCT8HT16lH/+85+88sorgDN3zPvvv0/Dhg29TawUMsbkTM7epUsXr9NxXbt27bjnnnt49NFHGTZsGCtWrKBChQpBudbRo0cZPXo04KyiFa5yF3gAbrzRKfC88w489BCUC6TqUUoE8lLHG2NuBD4HUn0HrbV/Bi0rERERESmUtU5PmJSUY1tqat77vi05GZKSnFvf5u++r4Djb0tNPXFOgSpXDqpWPbaddBKcfLJzm3vLfax6dWd5cbc7zMTGxtKkSZMCVy1KSkrit99+45dffmHTpk052y+//ML27dvZvHkzmzdvPu555cuXp3nz5rRo0SLPbbNmzSK+F4EUzcKFCxk0aBAbN24kJiaGsWPHcscdd7i6HLeULffffz+ffvopq1ev5oEHHuDZIK0Jfvfdd/Prr7/Stm1bbrvttqBcww35Czw9ezrzpG3aBF99BZde6mV2oRXIHDy3AI8BBwHfyVbLpEuk03hxEf/UNqS0sdbZMjPzbhkZx+/nP5Z7S05OJyMDjInJczw93dkC2U9Pd4oyaWkF7/u21NTjb/MfCyVjoEIFqFgRKlcObKtaFapVO1bI8e1XqFA6lglPSUnht99+yyn4bNy4kfXr17N+/Xr27NlT4PMaNGjA6aefzhlnnJGztWzZMmQTprpN7xv+paen8/jjj/Poo4+SmZlJq1atmDBhAm3btvU6NQmRYLaNxYsX06VLF6y1zJs3j65du7oaf86cOfTu3Zty5cqxaNEi2rVr52p8N61du5YzzjiDZs2asWHDBgCeegruvhsuvxw++8zb/IKhJMukbwa6WGv3BSu5QEV6gWfXLpg3z+ssTszLP7jcvnZh8dLT0wE0dj5ETvCrJmKuW5R4obh2oMcCjQeQkZEBQLns/qwlua5bx/I/XtBjRT3PjWO+4kFRHivoWCD3T3S8pFtWVsH3/e0Xdiwr69iW/35Bx/xtmZmB3+bf990vrWJiID7e/xYXd2y/fHlnq1Dh+P3cxypW9L/5zikNRZlQOXjwIBs2bMgp+Kxfv54NGzbwyy+/5Pyeza9hw4Z5Cj+tWrXi9NNPp3z58iHOvmhU4Dnexo0bGTRoEAsXLsQYw+23387YsWOJj4/3OjUJoWC3jbvvvpunnnqKFi1asGzZMtd+vo4cOULr1q3ZsmULDz/8MA899JArcYPl4MGDVK9enUqVKpGYmAjA7t2QkOD8rbF9O9St63GSLitJgWcacK21NilYyQUq0gs8M2bAZZd5nYWIiEjZYwxERUF0tLOVKxf4rW+Ljs6iXDmIiYnKc9w5duy2sP3Y2GO3Be3HxDjFmbg4537u2/zHNMVL5ElPT2fz5s2sWbMmZ1u7di0bNmzI+edTblFRUTRt2pTWrVvTpk2bnNuGDRuGzRw/KvAck5mZyeuvv84dd9xBcnIyCQkJvPfee/Tu3dvr1MQDwW4bKSkptG/fnvXr13P33XfzxBNPuBL3lltu4ZVXXqFdu3YsXLgw7P8hbq2lYsWKJCcnc/jwYSpXrgzAVVfBp5/CE084vXlKk5IUeD4FzgBmk3cOHi2TXkRLlsDjj3udReG86mURjGufKF5W9r90w+WPo7LAq//8hrJnmBfXDvRYoPGyspwlaqKiogs9L9TH8j9e0GNFPc+NY8b4P1bYYwUdC+T+iY4Xd4uKCux+/lt/+7m3go4Z4xRR8j/mb/OdF8ht/v3oaHfaoj7ESjClp6ezadOmPIWf1atXs3HjRjKPLR2Wo1KlSrRq1Sqn4NO2bVvatGlD1apVQ5672oZT2Jk0aRKPPvoo69atA2DQoEG88MILVKtWzdvkxDOhaBvz58+ne/fuREVFsWDBAjp1Ou4zf5HMmjWL8847j3LlyrF48eKIGVJ42mmnsXnzZtavX0/z5s0B+OILZ/6dJk1g48bS9U+RkhR4/E6Xba19z6XcAhbpBR4JL/pjRMQ/tQ0R/9Q2xAspKSmsW7eOVatWsXLlypzb3bt3+z2/UaNGtG3bNs/WqFEjTBD/y1KW20ZmZiYffvghY8eOZf369YAzx9LTTz/tdwlvKVtC1TZuv/12nn/+eVq3bs3ixYuLfb3cQ7PGjBnDAw884HKmwdOzZ09++OEHZs2aldNjLjMTGjaEHTtg1iwoTR3pCirwnHAVLS8KOSIiIiIiAvHx8bRv35727dvnOb53796cYs/KlStZsWIFa9asyVne/bNcs4pWrlyZNm3a0K5dO9q2bUu7du1o1apV2M/tE84yMjL44IMPGDt2LBs3bgScOZTuu+8+Bg8eXCaLXeKdsWPHMn36dFatWsVjjz3GI488Uqw4//znP9myZQsdOnTg7ggb05R/JS1wevAOGwZjxsCbb5auAk9BCuzBY4yZZK3tb4xZxbHVs3JYa9sEO7n81INH3FSW/9skUhi1DRH/1DYk3KWnp7Nx40aWL1/OihUrcjZ/K3pFRUXRvHnznIKP77ZOnTpFvm5ZahsZGRlMnDiRxx57jF9++QWAxo0bc9999zFo0KCwn6tEQiuUbWPu3Lmcc845xR5a5RuaFRMTw5IlS2jdunWQMg0OXy+mp59+mjvvvDPn+JYt0LixM2/dzp1w0kne5eim4vTg8S10r2mBpVQ60fBEkbJKbUPEP7UNCXcxMTE5K3ANHDgw5/iePXtYsWJFnsLP+vXrWbduHevWrePDDz/MObdWrVo58/n4JnVu2bJloavzlIW2kZiYyOTJk3n88cfZvHkzAE2aNOH+++9n4MCBKuyIX6FsGz179mTkyJG89NJLDB06lJ9//jngn8vExESGDRsGwIMPPhhxxR3w34MHnCFaF1wAX38NEybArSGfSTi0ApmD53Rr7dp8x3pZa+cEMzF/1INH3JSa6swZHhcX53EmIuFFbUPEP7UNKU1SUlJYs2ZNTtHHd3v48OHjzo2OjqZZs2Z5ij5t2rTh1FNPxRhTatvG77//zvTp05k6dSqzZs3K6Y1x2mmn5RR2ypU74YwXUoaFum3knkOnadOmjBo1iiFDhlClSpVCn3fzzTfz2muv0aFDBxYsWBCRBcv//e9/DBw4kGuuuSZP0RpgyhTo1w9atYKVK71b+MVNJZlkeTUwHvg3EJ9928lae1YwEi2MCjziptL6x4hISaltiPintiGlnbWWLVu2sGLFClatWpUzx88vv/ySs/pobpUrV6Zly5Y0bdqUFi1a0Lp1a1q0aEGTJk0isvBhrWXlypVMnTqVadOmsWTJkpzHjDGcddZZ3HTTTQwYMCAiX5+EnhfvGwsWLKB///5s374dcNrp0KFDGTlyJE2bNj3u/O+++47zzz8/Yodm+cyZM4fevXvTo0cP5s6dm+extDSoXx/27YMFC6BLF4+SdFFJCjwVgaeAjkBlYCLwlLX2+N/yQaYCj7hJf6iL+Ke2IeKf2oaUVcnJyaxduzbPKl4rV65k7969fs+PiYnhtNNOo2XLlrRs2ZLmzZvTsGFDGjRoQP369YmOjg7xK/DPWsuePXtYuXIl06dPZ9q0aWzbti3n8QoVKnDhhRfSp08fLr30UmrVquVhthKJvHrfyMjIYOrUqbzwwgt5ih3/93//x6233soFF1xAVFQUiYmJtG7dmq1btzJ27Fjuu+++kObppo0bN9K8eXOaNGnCpk2bjnv8zjvh2WfhhhvgjTc8SNBlJSnwxAKPARcAlYD7rbUfFvqkIFGBR9xUliYEFCkKtQ0R/9Q2RPL6448/WL9+PatXr2b9+vVs3LiR9evXs3Xr1gKfEx0dTUJCAg0aNDhuO/XUUznppJOoWrWqq0NEDhw4wMaNG/nll1+Ou01MTMxzbp06dfjLX/5Cnz59OO+887TSmJRIOLxvLF++nBdffJH//e9/pKSkANC8eXNGjRrF0qVLefvtt+nYsSMLFiyI6J5piYmJVKlShfLly3P06FFMvnFY69dDy5ZQpQrs2QOFTCsWEUpS4FkBTAUeBU4GxgHp1tq+JUimH/Aw0BI401obUNVGBR5xUzj8whUJR2obIv6pbYj4l79tHD16lI0bN7Ju3bqcws/WrVvZsmULu3fvDihmxYoVqVatGtWqVaN69eo5+9WqVaNy5cpkZGSQmppKWloaaWlpfvePHDnC5s2b2b9/f4HXqVatGs2bN+e8886jT58+dO7cmaioqJJ/UUQIr/eNffv28eabb/Lyyy+zY8eOnOOxsbEsWbKEVq1aeZidO6pUqUJiYiIHDhygWrVqxz3++utw4YXOxMuRriQFnk75CzDGmEHW2vElSKYlkIVTLLpTBR7xQjj9whUJJ2obIv6pbYj4V5S2kZKSwvbt29m6dWtO0ce3v2PHDg4ePMjBgwf9zvlTXBUqVKBZs2Y0bdr0uNuTTz75uP/0i7glHN83MjIy+Oyzz3jhhRf44YcfeO655xg9erTXabmiRYsWbNiwgTVr1nD66ad7nU5QFWeZdJ8VxphbgZ7Z9+fgFGaKzVq7LjupkoQREREREZEIEh8fT9OmTf1O9upjrSUxMTGn2JN7O3DgAImJicTExBAXF0dsbCyxsbF+9+Pj42ncuDF169bV5w6RbOXKlaNv37707duXo0ePUrFiRa9Tck29evXYsGEDO3fuLPUFnoIEUuB5FYgBXsm+Pyh7/8ZgJVUQa23ORFU+xfll7a/XkhtxwikXt+KEUy5uxfHF8FXUvczFrTjhlItbccIpF7fihFMuhcUprG1E6msqSpxwysWtOOGUi1txvMjF1zZK02sKdpxwysWtOOGUi1txShojPT29yM8vKBdfPvHx8dSpU4c6deoUK07u1xRofqX9+xSOccIpF7fi5I4R6OcNr15TTEyM3xwj9fvk+32xbdu2415XpL6mogqkwNPZWts21/1Z2fPyFMoY8y3g7zfyfdbaqYEmaIwZDgwHSEhICPRpIiIiIiIiIlJG1K1bF4Bdu3Z5nIl3AinwZBpjmlhrNwMYYxoDmSd6krX2/JImlx3ndeB1cObg0dKk4rZwGhMrEk7UNkT8U9sQycv3n2e1DRH/1DZCw9chZM+ePWX2ax5IgedOYLYx5lfAAA2AoUHNSkREREREREQkQPXq1QNg586dHmfinUILPMaYaKAt0BRojlPgWW+tTS3seSdijLkSeBGoCcwwxiy31l5UkpgiIiIiIiIiUjb5hmipwFMAa22mMaaPtfZ5YKVbF7XWfgp86lY8ERERERERESm71IMnsCFa84wxLwEfAUd9B621S4OWlYiIiIiIiIhIgHL34LHWurYyVSQJpMDTLft2TK5jFjjX/XRERERERERERIqmQoUKVKtWjYMHD7J//35q1KjhdUohd8ICj7W2dygSEREREREREREprnr16nHw4EF27txZJgs8USc6wRhzsjHmBWPMUmPMEmPMf40xJ4ciOZFgstZirfU6DZGwo7Yh4p/ahoh/ahsi/qlthF5Zn4fnhAUe4ENgL3A10Dd7/6NgJiUiIiIiIiIiUhRlvcATyBw8J1lrH811f6wx5oog5SMiIiIiIiIiUmRlvcATSA+e2caYa40xUdlbf2BGsBMTEREREREREQmUCjwn9nfgf0Ba9vYhcLsxJtEYcziYyYmIiIiIiIiIBKKsF3gCWUWrcigSEQk1Y4zXKYiEJbUNEf/UNkT8U9sQ8U9tI/RU4AmAMeYq4GzAAj9Yaz8LZlIiIiIiIiIiIkVR1gs8gSyT/gpwE7AKWA3cZIx5OdiJiYiIiIiIiIgEqk6dOgDs3r2bzMxMj7MJvUB68JwDtLLWWgBjzHs4xR4RERERERERkbAQFxdHjRo12LdvH3v37s0p+JQVgUyyvAE4Ndf9BGBlcNIRERERERERESke3zCtXbt2eZxJ6AVS4DkZWGeMmWOMmQOsBWoZY6YZY6YFNTsRERERERERkQCV5Xl4Ahmi9WDQsxARERERERERKSEVeAphrf0+931jTHfgOmvtLUHLSkRERERERESkiFTgOQFjTDvgOqA/8BvwcRBzEhEREREREREpMhV4/DDGNAOuBQYA+4GPAGOt7R2i3EREREREREREAqYCj3/rgR+Av1hrNwEYY0aHJCsRERERERERkSIqywWewlbRuhrYDcw2xrxhjDkPMG5c1BjztDFmvTFmpTHmU2NMNTfiioiIiIiIiEjZpQKPH9baT6211wAtgDnAaKC2MeZVY8yFJbzuN0Ara20bYCNwTwnjiYiIiIiIiEgZV7t2bYwx7Nmzh4yMDK/TCalAVtE6CkwEJhpjTgL6AXcDXxf3otba3M9dAPQN8HmkpqbmOWZM0TsVWWuPO+ZGnHDKxa044ZSLW3F8MfL/LHmRi1txwikXt+KEUy5uxQmnXAqLU1jbiNTXVJQ44ZSLW3HCKRe34niRi69tlKbXFOw44ZSLW3HCKRe34pQ0RlpaWpGfX1AubuTjVoxwixNOubgVJ5xycStO7hiBft6IpNfkdS6Bxqlduza7d+9m+/bt1K9fv1S8pkAUNkTLXyJ/WmvHWWvPdeXqjmHAlwU9aIwZboxZbIxZvHfvXhcvKyIiIiIiIiKlTd26dQHYtWuXx5mEVkDLpBeHMeZboI6fh+6z1k7NPuc+IAOnh5Bf1trXgdcBOnXqZOPi4oKQrZRFvsppbGysx5mIhBe1DRH/fG1Df4uI+Kf3DZG89DeVd+rXr8+yZcvYu3dvmfr6B63AY609v7DHjTFDgMuA86y/PkoiIiIiIiIiIkVUVidaDlqBpzDGmIuBfwHnWGuTvMhBREREREREREofFXhC6yUgDvgmezKhBdbamzzKRcootyayEilt1DZE/FPbEPFPbUPEP7UN76jAE0LW2tO8uK6IiIiIiIiIlG6+SZbLWoGnSKtoiYiIiIiIiIiEs7Lag0cFHhEREREREREpNVTgERERERERERGJcDVr1iQ6Opp9+/aRmprqdTohowKPiIiIiIiIiJQa0dHR1KlTB4Ddu3d7nE3oqMAjIiIiIiIiIqVKWRympQKPiIiIiIiIiJQqKvCIiIiIiIiIiEQ4FXhERERERERERCKcCjwiIiIiIiIiIhFOBR4RERERERERkQinAo+IiIiIiIiISIQriwWecl4nIOIVa63XKYiEJbUNEf/UNkT8U9sQ8U9tw1u+As+uXbs8ziR01INHREREREREREqVk08+mZiYGA4cOEBycrLX6YSECjwiIiIiIiIiUqoYY8pcLx4VeERERERERESk1Clr8/BoDh4ps4wxXqcgEpbUNkT8U9sQ8U9tQ8Q/tQ3vlbUCj3rwiIiIiIiIiEipowKPiIiIiIiIiEiEU4FHRERERERERCTCqcATAsaYR40xK40xy40xXxtj6nmRh4iIiIiIiIiUTirwhMbT1to21tp2wOfAgx7lISIiIiIiIiKlUFkr8Hiyipa19nCuuxUBG+DzSE1NzXOsODOTW3v85dyIE065uBUnnHJxK44vRlpamue5uBUnnHJxK0445eJWnHDKpbA4hbWNSH1NRYkTTrm4FSeccnErjhe5+NpGaXpNwY4TTrm4FSeccnErTkljpKenF/n5BeXiRj5uxQi3OOGUi1txwikXt+LkjhHo541Iek1e51LUODVq1ACcAk/uWkIkv6bCeLZMujHmMWAwcAjoXch5w4HhAAkJCaFJTkREREREREQiWtWqVSlfvjyJiYkkJiZSuXJlr1MKKuOveuRKYGO+Ber4eeg+a+3UXOfdA8Rbax86UcxOnTrZxYsXu5illGW+inpsbKzHmYiEF7UNEf/UNkT8U9sQ8U9tIzycdtppbN68mQ0bNtCsWTOv03GFMWaJtbZT/uNBm4PHWnu+tbaVn21qvlP/B1wdrDxEREREREREpGwqS/PweLWKVtNcd/sA673IQ0RERERERERKr7JU4PFqDp4njTHNgSxgK3CTR3mIiIiIiIiISCmlAk+QWWs1JEtEREREREREgkoFHpEyIFgTjItEOrUNEf/UNkT8U9sQ8U9tIzzUrVsXKBsFHk/m4BERERERERERCbay1INHBR4RERERERERKZVU4BERERERERERiXC5CzylfdicCjwiIiIiIiIiUipVrlyZSpUqkZyczKFDh7xOJ6hU4JEyyxiDMcbrNETCjtqGiH9qGyL+qW2I+Ke2ET7KyjAtFXhEREREREREpNRSgUdEREREREREJMKpwCMiIiIiIiIiEuFU4BERERERERERiXAq8IiIiIiIiIiIRDhfgWfXrl0eZxJcKvCIiIiIiIiISKmlHjwiIiIiIiIiIhGurBR4ynmdgIiIiIiIiIhIsCQkJPDNN99Qv359r1MJKhV4RERERERERKTUio2N5fzzz/c6jaDTEC0RERERERERkQinAo+IiIiIiIiISIRTgUdEREREREREJMJpDh4ps6y1XqcgEpbUNkT8U9sQ8U9tQ8Q/tQ0JNU978Bhj7jTGWGNMDS/zEBERERERERGJZJ4VeIwxCcAFwDavchARERERERERKQ28HKL1PPBPYGqgT7DWkpqamueYMabIF/bXVc6NOOGUi1txwikXt+L4YqSlpQUcM1JeUzjk4laccMrFrTjhlEthcQprG5H6mooSJ5xycStOOOXiVhwvcvG1DX8i9TUFO0445eJWnHDKxa04JY1RlL+pTpSLW3HCKRe34oRTLm7FCadc3IqTO0agbSOSXpPXubgVJ5xyKW4cfzzpwWOM6QP8bq1dEcC5w40xi40xi/fu3RuC7EREREREREREIosJ1sRPxphvgTp+HroPuBe40Fp7yBizBehkrd0XQMy9wFZXE5WyrgZwwp89kTJIbUPEP7UNEf/UNkT8U9uQYGhgra2Z/2DQCjwFMca0Br4DkrIPnQLsBM601u4OaTJS5hljFltrO3mdh0i4UdsQ8U9tQ8Q/tQ0R/9Q2JJRCPgePtXYVUMt3vyg9eERERERERERE5HieLpMuIiIiIiIiIiIl5+UqWgBYaxt6nYOUaa97nYBImFLbEPFPbUPEP7UNEf/UNiRkQj4Hj4iIiIiIiIiIuEtDtEREREREREREIpwKPCIiIiIiIiIiEU4FHhERERERERGRCKcCj4iIiIiIiIhIhFOBR6QQxpiKxpglxpjLvM5FJFwYY64wxrxhjJlqjLnQ63xEvJT9PvFedpsY6HU+IuFC7xUiBdNnDAkWFXikVDLGvG2M+cMYszrf8YuNMRuMMZuMMXcHEOpfwKTgZCkSem60DWvtZ9baG4HrgWuCmK6IJ4rYTq4CpmS3iT4hT1YkhIrSNvReIWVJMf6+0mcMCQoVeKS0ehe4OPcBY0w08DJwCXA6MMAYc7oxprUx5vN8Wy1jzPnAWmBPqJMXCaJ3KWHbyPXU+7OfJ1LavEuA7QQ4BdiefVpmCHMU8cK7BN42fPReIWXBuwT+95U+Y0jQlPM6AZFgsNbONcY0zHf4TGCTtfZXAGPMh8Dl1tongOO6RxpjegMVcX4hJxtjvrDWZgU3c5HgcqltGOBJ4Etr7dIgpywSckVpJ8AOnCLPcvSPMynlitI2jDHr0HuFlBFFfN+ohD5jSJCowCNlSX2O/ZcVnD/KuxR0srX2PgBjzPXAPv3ilVKsSG0DGAWcD1Q1xpxmrX0tmMmJhImC2skLwEvGmEuB6V4kJuKxgtqG3iukrPPbNqy1I0GfMSQ4VOCRssT4OWZP9CRr7bvupyISVorUNqy1L+B8qBUpS/y2E2vtUWBoqJMRCSMFtQ29V0hZV+jfV/qMIcGgrsRSluwAEnLdPwXY6VEuIuFEbUPkxNRORPxT2xDxT21DQk4FHilLFgFNjTGNjDGxwLXANI9zEgkHahsiJ6Z2IuKf2oaIf2obEnIq8EipZIz5AJgPNDfG7DDG/M1amwGMBL4C1gGTrLVrvMxTJNTUNkROTO1ExD+1DRH/1DYkXBhrTzgFiYiIiIiIiIiIhDH14BERERERERERiXAq8IiIiIiIiIiIRDgVeEREREREREREIpwKPCIiIiIiIiIiEU4FHhERERERERGRCKcCj4iIiIiIiIhIhFOBR0RERMKCMSbTGLM819bQ65zcYoxpb4x5M3v/emOMNcacl+vxK7OP9c2+P8cY0ynX4w2NMasLiV/TGDMzmK9BREREwpsKPCIiIhIukq217XJtW3wPGEck/91yL/BirvurgAG57l8LrChucGvtXmCXMaZ7cWOIiIhIZIvkP5RERESkFMvutbLOGPMKsBRIMMbcZYxZZIxZaYx5JNe59xljNhhjvjXGfGCMuTP7eE5PGGNMDWPMluz9aGPM07li/T37eK/s50wxxqw3xkw0xpjsxzobY+YZY1YYYxYaYyobY34wxrTLlcdPxpg2+V5HZaCNtTZ3AecH4ExjTIwxphJwGrA8wK/Lm7l6Oe01xjyU/dBnwMAAv7wiIiJSypTzOgERERGRbOWNMcuz938DRgPNgaHW2hHGmAuBpsCZgAGmGWN6AkdxesC0x/nbZimw5ATX+htwyFrb2RgTB/xkjPk6+7H2wBnATuAnoLsxZiHwEXCNtXaRMaYKkAy8CVwP/MMY0wyIs9auzHetTkD+4VUW+Ba4CKgKTAMa5TtnojEmOXs/FsgCsNbeAGCMaQB8Bbybfc5iYOwJXreIiIiUUirwiIiISLhItta2893JnoNnq7V2QfahC7O3Zdn3K+EUfCoDn1prk7KfNy2Aa10ItPHNeYNTZGkKpAELrbU7smMtBxoCh4Bd1tpFANbaw9mPTwYeMMbcBQzjWLElt7rAXj/HPwRuzb72HTjDuHIbaK1dnH2dhsDnvgeMMfHAZGCktXZr9uE/gHoBvHYREREphVTgERERkXB2NNe+AZ6w1o7LfYIx5h84PWL8yeDYkPT4fLFGWWu/yherF5Ca61Amzt9Lxt81rLVJxphvgMuB/ji9dfJLzndt33MXGmNa4RS2NmaPBAvUa8An1tpvcx2Lz76WiIiIlEGag0dEREQixVfAsOw5azDG1DfG1ALmAlcaY8pnz3fzl1zP2QJ0zN7vmy/WzcaYmOxYzYwxFQu59nqgnjGmc/b5lY0xvn+UvQm8ACyy1v7p57nrcObY8eceju+5UyhjzC1AZWvtk/keasbxQ8FERESkjFAPHhEREYkI1tqvjTEtgfnZvV2OAH+11i41xnyEM0nxVpwJjH2eASYZYwYBs3IdfxNn6NXS7EmU9wJXFHLtNGPMNcCLxpjyOD1lzgeOWGuXGGMOA+8U8Nz1xpiqxpjK1trEfI99GfAX4Jg7gfRc8xW9Zq19DegNzChGPBERESkFjLUF9WgWERERiTzGmIdxCi/PhOh69YA5QAtrbVYB54wGEq21bwYxj7nA5dbaA8G6hoiIiIQvDdESERERKSZjzGDgZ+C+goo72V4l79w+budRE3hOxR0REZGySz14REREREREREQinHrwiIiIiIiIiIhEOBV4REREREREREQinAo8IiIiIiIiIiIRTgUeEREREREREZEIpwKPiIiIiIiIiEiE+38mAa8fDA6t9QAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 8%|▊ | 4/50 [00:00<00:01, 36.18it/s]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Time for Bone tissue in aproximating Havriliak-Negami function: 3.6270371\n",
+ "Using Fat\n",
+ "Approximating Havriliak-Negami function using 5 Debye poles\n",
+ "Havriliak-Negami function parameters: \n",
+ "f_min = 10.0\n",
+ "f_max = 100000000000.0\n",
+ "eps_inf = 2\n",
+ "Delta_eps = 12.68\n",
+ "tau_0 = 1.049e-11\n",
+ "alpha = 0.85\n",
+ "beta = 1\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 66.82it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Debye expansion parameters: \n",
+ " | e_inf | De | log(tau_0) |\n",
+ "_________________________________________________________________\n",
+ "Debye 1| 0.47214 | 5.16053 | -11.30045 |\n",
+ "_________________________________________________________________\n",
+ "Debye 2| 0.47214 | 0.74747 | -10.08593 |\n",
+ "_________________________________________________________________\n",
+ "Debye 3| 0.47214 | 0.00853 | 2.00000 |\n",
+ "_________________________________________________________________\n",
+ "Debye 4| 0.47214 | 6.26922 | -10.77351 |\n",
+ "_________________________________________________________________\n",
+ "Debye 5| 0.47214 | 0.14272 | -8.97388 |\n",
+ "_________________________________________________________________\n",
+ "#material: 2.360704504770143 0 0 0 Fat\n",
+ "#add_dispersion_debye: 5 5.160532033592277 5.006714100876374e-12 0.7474652212872243 8.204764375295631e-11 0.008531792470817133 100.0 6.269220303547074 1.6845742584224683e-11 0.1427165648100098 1.0619824232122886e-09 Fat\n",
+ "The average fractional error for:\n",
+ "- real part: 0.1864418437428912\n",
+ "- imaginary part: 45.40982661240141\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 10%|█ | 5/50 [00:00<00:00, 48.64it/s]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Time for Fat tissue in aproximating Havriliak-Negami function: 1.902980200000001\n",
+ "Using Skin\n",
+ "Approximating Havriliak-Negami function using 5 Debye poles\n",
+ "Havriliak-Negami function parameters: \n",
+ "f_min = 10.0\n",
+ "f_max = 100000000000.0\n",
+ "eps_inf = 3.0\n",
+ "Delta_eps = 46.03\n",
+ "tau_0 = 7.8e-12\n",
+ "alpha = 0.66\n",
+ "beta = 1\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 73.77it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Debye expansion parameters: \n",
+ " | e_inf | De | log(tau_0) |\n",
+ "_________________________________________________________________\n",
+ "Debye 1| 1.66252 | 1.95580 | -9.15926 |\n",
+ "_________________________________________________________________\n",
+ "Debye 2| 1.66252 | 5.79020 | -10.11055 |\n",
+ "_________________________________________________________________\n",
+ "Debye 3| 1.66252 | 18.81482 | -11.45058 |\n",
+ "_________________________________________________________________\n",
+ "Debye 4| 1.66252 | 0.00151 | -0.75446 |\n",
+ "_________________________________________________________________\n",
+ "Debye 5| 1.66252 | 14.06417 | -10.76816 |\n",
+ "_________________________________________________________________\n",
+ "#material: 8.312601692424884 0 0 0 Skin\n",
+ "#add_dispersion_debye: 5 1.9557969629582168 6.930176568266116e-10 5.790204194784269 7.75267724949524e-11 18.81481684105414 3.5433661281622673e-12 0.0015054765098016798 0.17600956236449705 14.064166821997466 1.705467512748438e-11 Skin\n",
+ "The average fractional error for:\n",
+ "- real part: 0.4586543518435971\n",
+ "- imaginary part: 57.159814839124984\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 10%|█ | 5/50 [00:00<00:01, 39.91it/s]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Time for Skin tissue in aproximating Havriliak-Negami function: 1.6799385000000004\n",
+ "Using Tongue\n",
+ "Approximating Havriliak-Negami function using 5 Debye poles\n",
+ "Havriliak-Negami function parameters: \n",
+ "f_min = 10.0\n",
+ "f_max = 100000000000.0\n",
+ "eps_inf = 4.0\n",
+ "Delta_eps = 53.0\n",
+ "tau_0 = 8.35e-12\n",
+ "alpha = 0.74\n",
+ "beta = 1\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 60.32it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Debye expansion parameters: \n",
+ " | e_inf | De | log(tau_0) |\n",
+ "_________________________________________________________________\n",
+ "Debye 1| 1.80231 | 14.40514 | -10.42732 |\n",
+ "_________________________________________________________________\n",
+ "Debye 2| 1.80231 | 6.44283 | -0.25680 |\n",
+ "_________________________________________________________________\n",
+ "Debye 3| 1.80231 | 1.80828 | -9.36282 |\n",
+ "_________________________________________________________________\n",
+ "Debye 4| 1.80231 | 31.72802 | -11.25421 |\n",
+ "_________________________________________________________________\n",
+ "Debye 5| 1.80231 | 1162.95358 | 2.00000 |\n",
+ "_________________________________________________________________\n",
+ "#material: 9.011559960433011 0 0 0 Tongue\n",
+ "#add_dispersion_debye: 5 14.405141198038853 3.7383341800690826e-11 6.442834112697982 0.5536090608748777 1.8082778093242473 4.336867530031606e-10 31.72802244118469 5.569106732416047e-12 1162.9535774413346 100.0 Tongue\n",
+ "The average fractional error for:\n",
+ "- real part: 0.6277687926330228\n",
+ "- imaginary part: 168478.75168899304\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 12%|█▏ | 6/50 [00:00<00:00, 56.11it/s]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Time for Tongue tissue in aproximating Havriliak-Negami function: 1.7726655000000004\n",
+ "Using Skull\n",
+ "Approximating Havriliak-Negami function using 5 Debye poles\n",
+ "Havriliak-Negami function parameters: \n",
+ "f_min = 10.0\n",
+ "f_max = 100000000000.0\n",
+ "eps_inf = 2.0\n",
+ "Delta_eps = 42.42\n",
+ "tau_0 = 8.84e-12\n",
+ "alpha = 0.67\n",
+ "beta = 1\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Debye fitting: 100%|██████████| 50/50 [00:00<00:00, 73.85it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Debye expansion parameters: \n",
+ " | e_inf | De | log(tau_0) |\n",
+ "_________________________________________________________________\n",
+ "Debye 1| 1.16879 | 4.30502 | -9.67771 |\n",
+ "_________________________________________________________________\n",
+ "Debye 2| 1.16879 | 0.62742 | -8.53248 |\n",
+ "_________________________________________________________________\n",
+ "Debye 3| 1.16879 | 17.10244 | -10.69921 |\n",
+ "_________________________________________________________________\n",
+ "Debye 4| 1.16879 | 0.01483 | 0.32694 |\n",
+ "_________________________________________________________________\n",
+ "Debye 5| 1.16879 | 16.50320 | -11.48368 |\n",
+ "_________________________________________________________________\n",
+ "#material: 5.84393363881644 0 0 0 Skull\n",
+ "#add_dispersion_debye: 5 4.3050151370179846 2.1003222415557671e-10 0.6274192635853854 2.934398792362933e-09 17.10244026183596 1.9988873987666217e-11 0.01483384084998588 2.122947489067248 16.50320470767174 3.2833617893895855e-12 Skull\n",
+ "The average fractional error for:\n",
+ "- real part: 0.4092880417039328\n",
+ "- imaginary part: 51.669343577970366\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Time for Skull tissue in aproximating Havriliak-Negami function: 1.5778152999999993\n",
+ " Tissue | Duration | Average Error \n",
+ " Bone | 3.6270 | 130.8071 \n",
+ " Fat | 1.9030 | 45.5963 \n",
+ " Skin | 1.6799 | 57.6185 \n",
+ " Tongue | 1.7727 | 168479.3795 \n",
+ " Skull | 1.5778 | 52.0786 \n"
+ ]
+ }
+ ],
+ "source": [
+ "import timeit\r\n",
+ "from Debye_Fit import HavriliakNegami\r\n",
+ "\r\n",
+ "tissues = { 'Bone': [2, 39.8, 8.42e-12, 0.72],\r\n",
+ " 'Fat': [2, 12.68, 10.49e-12, 0.85],\r\n",
+ " 'Skin': [3.0, 46.03, 7.80e-12, 0.66],\r\n",
+ " 'Tongue': [4.0, 53.00, 8.35e-12, 0.74],\r\n",
+ " 'Skull': [2.0, 42.42, 8.84e-12, 0.67]\r\n",
+ " }\r\n",
+ "results = []\r\n",
+ "for key, value in tissues.items():\r\n",
+ " print(f'Using {key}')\r\n",
+ "\r\n",
+ " start = timeit.default_timer()\r\n",
+ " setup = HavriliakNegami(f_min=1e1, f_max=1e11,\r\n",
+ " alpha=value[3], beta=1,\r\n",
+ " e_inf=value[0], de=value[1], tau_0=value[2],\r\n",
+ " sigma=0, mu=0, mu_sigma=0,\r\n",
+ " material_name=key,\r\n",
+ " number_of_debye_poles=5, f_n=100,\r\n",
+ " plot=True, save=False,\r\n",
+ " optimizer_options={'seed':111})\r\n",
+ " error = setup.run()\r\n",
+ " stop = timeit.default_timer()\r\n",
+ "\r\n",
+ " print(f'Time for {key} tissue in aproximating {setup.name}: {stop - start}')\r\n",
+ " results.append({'tissue': key, 'duration': stop - start, 'average error': error})\r\n",
+ "\r\n",
+ "print(f\"{'Tissue':^70s}|{'Duration':^10s}|{'Average Error':^20s}\")\r\n",
+ "for v in results:\r\n",
+ " print(f\"{v['tissue']:^70s}|{v['duration']:^10.4f}|{v['average error']:^20.4f}\")\r\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "interpreter": {
+ "hash": "f2e147b290d62c5b3fc5a5ad175474efea81eef3972d419dbc01547d9ed603d6"
+ },
+ "kernelspec": {
+ "display_name": "Python 3.7.4 64-bit (conda)",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python",
+ "version": ""
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/user_libs/DebyeFit/example_ColeCole.py b/user_libs/DebyeFit/example_ColeCole.py
new file mode 100644
index 00000000..229a33c8
--- /dev/null
+++ b/user_libs/DebyeFit/example_ColeCole.py
@@ -0,0 +1,43 @@
+# I. Giannakis, A. Giannopoulos and N. Davidson,
+# "Incorporating dispersive electrical properties in FDTD GPR models
+# using a general Cole-Cole dispersion function,"
+# 2012 14th International Conference on Ground Penetrating Radar (GPR), 2012, pp. 232-236
+
+from Debye_Fit import HavriliakNegami
+
+if __name__ == "__main__":
+ # set Havrilak-Negami function with initial parameters
+ setup = HavriliakNegami(f_min=1e4, f_max=1e11,
+ alpha=0.3, beta=1,
+ e_inf=3.4, de=2.7, tau_0=.8e-10,
+ sigma=0.45e-3, mu=1, mu_sigma=0,
+ material_name="dry_sand", f_n=100,
+ plot=True, save=False,
+ optimizer_options={'swarmsize':30,
+ 'maxiter':100,
+ 'omega':0.5,
+ 'phip':1.4,
+ 'phig':1.4,
+ 'minstep':1e-8,
+ 'minfun':1e-8,
+ 'seed': 111,
+ 'pflag': True})
+ ### Dry Sand in case of 3, 5
+ # and automatically set number of Debye poles (-1)
+ for number_of_debye_poles in [3, 5, -1]:
+ setup.number_of_debye_poles = number_of_debye_poles
+ setup.run()
+
+ ### Moist sand
+ # set Havrilak-Negami function parameters
+ setup.material_name="moist_sand"
+ setup.alpha = 0.25
+ setup.beta = 1
+ setup.e_inf = 5.6
+ setup.de = 3.3
+ setup.tau_0 = 1.1e-10,
+ setup.sigma = 2e-3
+ # calculate for different number of Debye poles
+ for number_of_debye_poles in [3, 5, -1]:
+ setup.number_of_debye_poles = number_of_debye_poles
+ setup.run()
diff --git a/user_libs/DebyeFit/optimization.py b/user_libs/DebyeFit/optimization.py
index 470273ee..0f30f74f 100644
--- a/user_libs/DebyeFit/optimization.py
+++ b/user_libs/DebyeFit/optimization.py
@@ -97,6 +97,8 @@ class Optimizer(object):
x (array): The number of current iterations.
y (array): The objective value at for all x points.
"""
+ # it clears an axes
+ plt.cla()
plt.plot(x, y, "b-", linewidth=1.0)
plt.ylim(min(y) - 0.1 * min(y),
max(y) + 0.1 * max(y))