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Autonomni_system.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Autonomni_system.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyO611ePhKEuI0vwQTZA+GnU",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/robert-marik/faec576e20ca03398960437ad6a81e75/autonomni_system.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "sbpWuxs49R_D"
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt # knihovna pro statické grafy, grafy budeme kreslit sem do zápisníku\n",
"%matplotlib inline \n",
"\n",
"import numpy as np # knihovna pro numerické výpočty\n",
"from scipy.integrate import solve_ivp # řešení diferenciálních rovnic\n"
]
},
{
"cell_type": "markdown",
"source": [
"Autonomní systém je soustava diferenciálních rovnic $$\\begin{aligned}\n",
"\\frac{\\mathrm dx}{\\mathrm dt}=f(x,y),\\\\\n",
"\\frac{\\mathrm dy}{\\mathrm dt}=g(x,y).\n",
"\\end{aligned}$$\n",
"Knihovna v Pythonu pracuje s vektorovým zadáním a umožňuje pracovat i s pravou stranou závislou na čase. Je výhodnější si pravou stranu nadefinovat do samostatné funkce."
],
"metadata": {
"id": "1hVCGLvt_PZR"
}
},
{
"cell_type": "code",
"source": [
"def rovnice(t, X): # Definice prave strany\n",
" x, y = X\n",
" return [x - x**2 - 0.2*x*y, y - 0.9*y**2 - 0.6*x*y]\n",
"\n",
"# vyřešení rovnice na zadaném intevalu se zadanou počáteční podmínkou\n",
"reseni = solve_ivp(rovnice, [0, 20], [0.1,0.1], dense_output=True, max_step=0.5)"
],
"metadata": {
"id": "QrXFCOTO9cUb"
},
"execution_count": 13,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Nakreslit můžeme každou komponentu jako funkci času."
],
"metadata": {
"id": "VYH5omidAFX-"
}
},
{
"cell_type": "code",
"source": [
"plt.plot(reseni.t,reseni.y[0], label='komponenta x')\n",
"plt.plot(reseni.t,reseni.y[1], label='komponenta y')\n",
"plt.legend()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
},
"id": "BXiBqtBK99RN",
"outputId": "d86e23c0-288f-4f7e-d270-d4b9756c687e"
},
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa2f3c12450>"
]
},
"metadata": {},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"Můžeme najít hodnotu řešení (obou komponent) v libovolném čase. Má smysl použít jenom hodnotu z intervalu, na kterém jsme počítali řešení. "
],
"metadata": {
"id": "h58adMw5AKbT"
}
},
{
"cell_type": "code",
"source": [
"reseni.sol(10)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "q-stIuK5-Wwp",
"outputId": "d47bc259-ee3e-41cd-effe-8e36859cb603"
},
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([0.89300264, 0.52467275])"
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"source": [
"fig,ax = plt.subplots(1,1)\n",
"ax.plot(reseni.y[0],reseni.y[1])\n",
"ax.set_xlim([0,None])\n",
"ax.set_ylim([0,None])\n",
"ax.set_aspect(1)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
},
"id": "OldCC5h9_MS2",
"outputId": "9908ae59-5d7d-4593-a255-cc636befef88"
},
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"Můžeme nakreslit trajektorie."
],
"metadata": {
"id": "K-C28hkkCaZL"
}
},
{
"cell_type": "code",
"source": [
"x,y = np.meshgrid(np.linspace(0,1.2,30),np.linspace(0,1,30)) # mřížka pro vykreslení trajektorií\n",
"U,V = rovnice(0,[x,y]) # směrové pole\n",
"plt.streamplot(x, y, U, V) \n",
"plt.plot(reseni.y[0],reseni.y[1], color='red')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 288
},
"id": "vox_2rQdAgcN",
"outputId": "949176fc-6e98-4bf4-98e6-e87f682cb2be"
},
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fa307fc9790>]"
]
},
"metadata": {},
"execution_count": 17
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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pSB9bQlysGBPkSLS/PV8u7FwiqbC6iU0xeWy8kMdj6y7iYGHM3CEezI/0xMeh84K4P+OKaO4QvAY4nlrOqA8Ps/GRaDxszZBKBLLKG9rfF4G00no+PZDKi9P+SuUbHejIrqdG8/i6izy27iIPjfLlpekhvcooCXe35plJgfxnV1L7aweTSrhzqGc3e3WNF6cGsye+iGXb49mwZLjOq77p4S58ciCV4hrZDdlMvYGNqWF7XKY7NLQo9XaNl9U1k1hUywtTg/Uy3pW8agB8Hcx4ZnJQl9udzaxg++VCnpoYiLe97oWa+xKK+eJQGnOHeHBvdPcpoJpg++UCnt14+W8le+gj/HacTCvjz6tFzBrgxivTu1/imhhK2f3UaL0UAf03YWIobbfonxivdmclFdVyPruSk2nl/H4xn7VnczCUCgz2smVMkCNjgxwJdbVq/+xuNqY8MymIpRMCOZ5axvrzuXx/IpNvjmUwP9KT0YGOTA51vqb6dkZ/V+RKEZlcqU5NbWxhT1wxBdUyJn5yjEfG+rNkjB8VDS03nPPXRzNILalj1aIh7aTuZmPKpkeieXdXIj+czKKqoYXnpwbjZqNdBWdqSR0f7ku55rVdV4t6Tfi25ka8ODWEV7fFseNKYbeZTZpgen814e9LKOa+ET46jQVgbWZEdeON3/H1aGhWYNGFT1xbnExXp2OOCdRPttGXh9OwNjVkx5OjutxGrlSxbHs8HramPK6HQG1aSR3PbbzMAA9r3pkTrvNE3kb2w3ztWH3/30f20Ef4ADS2KHjp9zhMDCV8eEd/jYj8f4XsRVGkWaGisUWJqaEUE0NJry9AqUQg3N2acHdrHhjpS7NCSWxOFcdTyzmWWsbH+1L4eF8KDhZGjApwYFKoMzMj3Nr3bVs9lNTK2ByTxx+tef0OFsbcNdSDBcO88LQzw8HCmAevW0G9M6c/WeUNLN+fwheH0lh3NoelEwL4Yv4gaprklNY1czmvii8PpXMwqZRbPj/B+3dEMMRbnVVjZCDhrdnhRPra8dof8RxMLuXjuRFMCXPR6juwNzeiqOYvN8ex1DKqGlp65dYBmBfpyYYLubyzK4kJIU46BXADnCwJcLJgb7x+CN/WzJCcioZut1G1Zr7oi4SOp5Zjb25EmJvuVeTxBTUcTCrl+clB3X6va05nk1pSz3f3DNE5qFrTJGfJ2lhMjaR8o4fxtl8uYPm+lH+E7KGP8AFYcTCNguomNj8a/T/lnmlsUZBYWMvV/BoqGprJr2qipklOTZOc2iY5NU0KapvktChV7Tn9ggBmhlLMjA0wN5JiZmSAufFfjy5WJpgYSvGyM8PLzgxPOzNcrU06zRc3NpAywt+BEf4OvDw9hNI6GSdSyzmeVsbxtHIqGlraCb8jnK1MeHJCII+NC+B4ahnrzuXyzbEMVh3LYEygI3dHeTEhxOmGY/o6mLNy4WCWjK7mgz3JvLkzkdWnsnl+ShCzItwY4m3Lg6P82J9QzBs7Epj7zWnujvLihakh7VlUMyPcCHOzZulvF1myNpZ7o715dUY/jW7MIGdLTr88gUt51ey4XMjGC3k0yZXM+Pw4J16cgEEvdIekEoH/zA5nzten+Opweo8B0p4wPdyFlUfSqahvxl5HmQNNXDpNcnVhVldZL9pApRI5kVbGqEAHvRhMXxxKw8rEgPu6yXsvrZXx1eE0xgU79joA3walSuTl369ia2bIR3MjbohzaYttl/J5ftMVJvVzZsX8gf8I9/zvsNt/CfEFNfx4MosFwzx1LuTRBTK5kqSiWuIKariaX0Ncfg1ppXXtefb93a2plcnb9XncrE2xMjXEytQAa1NDrEwMmdTPmaYWBQ0tShpbFDQ0K2ls/b+6SU5hdRNldS1cyq1CoforO8tAIuBua9o+AbRNBqMDHa6xnJwsTbhjiAd3DPFApRKpbuqeLDpa/YXVTWy8kMeGC7ksWRuLi5UJ8yI9mRfpeYPrZYCnDesfjuJYahkf7Enm+U2X2RKbz0Oj/RgT6MCUMBdGBDjwyf4U1pzOZl9CCW/OCmuXcfB1MOf3x0bw0d4UfjyZxfmsSr5aOKhLzZ6OEAS1+2qwly2vzwxlzspTxBXUsHjNBdYsHtYrohrgacNTEwL4/kQWM/q7MqCHVNbuMC3che2XCzmaUsYdQzx6PQ6oXTq1TXIUSlWXBWJtefr6ICO1wJ4howN1r0JNKqqlsLqJJ8cHYNWNdf/+nmRszY15Y1aozq6Xzw6ksie+mP/MCdeZK9rIPsrXXiuy1zWr8qYmfFEUWXEwFVszI16eppvl1Rs0K5QcTiplS2w+FQ0tXG4NQNmbGxHhYc3UcBcGeFjT390aJyvdg3RtUChVFNfKyK1sJK+ykdzKRnIrm8itbGRvfDGVrb7zEy+O73KpLJEInaa+dQU3G1OenRzE0gkBHE4uZd25XD4/lMafVwvxd7Tg3mgfRvjbtxOqIAiMC3ZiTKAjexOKeG93MvetPs9wPztenBbCYC9b3pgVxm2D3HllaxxPrL/Ioihvlozxw8veDGMDKa/PDGVUgAPPb77CrC9P8dbsMO4c4qHxjS+VCGx/YgTPbrzC9iuFvLEjgbdnh/WKOB4c7cfGC/m8uOUqO5eO6lZRtDuEulphIBXYFJOnM+E7WxojCFDVKMfRsvPVgqxFhYFEwFQP+eXH08rIKm9gVDcFe5riqyPpZFc0Mi+y68K281mVbLtUwNIJAfjqWLuwJ66Ir46kMz/Sk0U6FtNtvZjP85uvMNzXntX3R2pcp3MgsYRVR9N1OvZNTfhHU8s4llLG+3dEYK1H6dnuIIoiCYW1bInN54/LBVQ3ynG2MmZepCePjvUnwsMaV2uTvzWP30AqwcPWTK1H00kMq04mJ6+ySeugp6bHnhLmwpQwF3IrGvntQi4bL+SxP7EEPwdz7h7uzdzBHu2/h0QiMKO/G5P6ufDb+Vy+PJzG7V+fZkqoM/+aGkyEhw3bnxjJuvO5fLIvhc2xeTw5PoAlY/0wNpAyPsSJPU+P5pkNl3lxy1WSi2p5elKQxpWjEomEFfMH4mxtwnfHMzGQCiybqb21aGViyLu3hfPgmhhWHknn2W4ySrqDIAjcNtCdTw6kUlDdhLsOv5GduREqUZ050xXhtyiVKFRiryeojjiZXk6gkwUuOrpC0kvr2B1XxGNj/bu8bxWtgVp3G1MeH6ebTlJKcR3Pb77CIC8b3urlhN+G32Pz+deWK0T72fPjfZqT/ZrT2by1M4Fwd91UWG/qnrbfH8/E3sK4R+0NfUCpEtl1tZDpn59g5pcnWX8+l1EBDvy8OJLTL0/kucnBTAt3wc3GVG9kn1PRwPpzuV3q83cFSxNDQt2s9KoV3xm87M14aVoIZ16ZwIp5A7ExM+Q/fyYS9f5BXtpylfiCmvZtjQwk3DfCh2MvjOdfU4I4k1HBtBXHeX7TFYprZdwX7cP+Z8cyKdSZTw6kMm3FCU6kqTNCnK1M+PWhKF6ZHsyW2HymrzjOmYwKjc9TEARemR7C4pE+/HQqm/f3JPdqaT2xnzOzB7qx8kg6v57NZsLyo+yJ015ncM4gdbbPH5d0E6V1slKTfGld17n4bemzuhJ+s0LJhezKbuU4NMXKIxmYGEhvCPx3xLpzuSQX1/HaLT0LqXWHmkY5S9bGYG5swDeLhuhUa9NG9iP8NSd7pUrkP38m8saOBCb2c2bDkuG9Pj7cxIQfX1DD6YwKHhjlo1cVwM5wJqOCmV+e5In1l3C2MuE/c8K58Ookvlo4mHHBTn8bsf56NodXt8Ux4v1DrDySrjXx/1MwNpAyZ5A7Wx8fyZ9LR3HbIHd2XClk5pcnmbPyFPlVje3bmhsb8OSEQI6/OJ6HRvux82ohE5Yf41xmBS7WJqxcOJhfHhiGKIrc8+N5nlh/keIaGVKJwCNjA/jlwSiMDaUs/OEs7+9JolnRs1okqEl/2cxQ7o325rvjmaw6mtEr0n9pWghSicBrfySQWd7A0VbVSG3gaWdGpI8t2y4V6OTTtTdXE/7ZzAr2xhfR1Ilypr4I/2JONTK5Smd3TnZ5A9svF7BouFeXQevy+mY+2Z/CqAAHpoVrl6XVEUqVyNINlyisbuKbRUNw1sGtuiU2n80xeYzws+eHezUj+6YWJY+vi+XHk1ncP8KHbxYN0TmWctO6dL4/kYmFsQHzh+kubtUGpUqkXqagVianTqbgQlYlb+xMAMDdxpSvFg7ilv76EYzqDqIoUtukaM9jr5Up+HhfCp8fSsPZ0hgHC2OCXSyxMTO6RofE2ECCgUTA1twIu9aOWHbmRtiaG2FjaqgX5ceeEO5uzfu3R/Dy9H5svZjPnvjiG0TUQJ3j/uqMfiwe6cPPp7IZ6PVXIHRMkCN7nxnDd8czWXkknaPJpTw7OYj7R/gw0NOGXU+N4p1dSXx7LJPjqeV8Pn8gQc6aBXTfnBWGnZkRH+1Loay+WSv3Tp1MzqIfzl1TdJZRXq/RvtdjziB3/r0tnoTC2l4t8+d9e4aYVqXWb46pq62/v3foDZksbequxjr+9qfSy5FKBKL8dAt2fn00HQOphIe7aW7y8d4UGluUvHmrboHazw6kUieT8/bs8Pb0395gU0weL/1+lVEBDny7aIhGZF9e38xDa2K4kl/N6zNDu13NaIObkvALqpv482oRD4z06TbCrw0q6psZt/wodbIbreipYc58Pn+Q3ppXtEEU1fr08QW1xBfUEF9Yg4FE4FhqGXLljZZfi0JFXlUTeVVNXC2oQXrdzWBrbkhJbXOXx7M2NSTc3QoBAR8HM3zszfFzNMfH3hxPOzO9rpSsTQ1ZPNKXxSO7v9BdrU07TXU0MZTy1MRA5gx0540d8Xx7LJOdVwp5dUY/ovzsee+2/kwIduKl368y80t1E5b7OmnCcj0kEoGnJwVSI5Pz06lsZHIV784J1yh7p0mupFZ2bWZTaqtOkLaY2d+Nt3Yksu1SQa8IXyZXouyQqSUVBIZ2QmoterLwT6aXM8DDWqc6hPyqRs5kVrAg0rPLJIYredVkltfzyFg/jbKyusKfVwv56kg6C4Z5skAHo3DThTxe2qom++/vHaoRB2SU1fPatjiSi2tZdfcQnVYp1+OmJPzdVwsJd7PqkUy0gYWJAZYmhjcQ/qd3DuB2HbMp2qBUiVzIriQmu5JzWZXEF9RQ1ZpHLZUIBDpZMDLAgQdHWeJgYcSJNHXBFICTpTFPTQzkrqGe3d68MrmS6kY5lQ0tVDW2XPvY0IJSFIkrqGXH5UJqO3xWqUTA09YUHwf1BBDqZomfg1ql879Z2+Blb8bq+yM5nFLKsj8SmPfdWXVmz/QQJoU6s9dzDC/9fpW3diYSX1DDC1NDepQtaHPvmBpK+fpoBs1yJR/NjehxBeRkacLxF8ez+mQWK49ktE4ACrIr6vGx1y6LxNrMkIVRnlzNr6ZFodKakJffOYAZX5xoNwzGBDl0WlymUKlwtTbBUNJ7wq9pasHUUMroIN3cOd8dz6SsrpklXWgJqVQiy3YkUFjdxOr7ey+OllRUywubrzLYy4Y3b+19g5Q2sh8d6Nht0ZdSJba7dc9nVfLwLzE4Wxnz28PDdZbrvh43HeGLosiv53LxsjPTaxaKsYGUB0b68E4HHZbFI310JnulSiQmu5JdcUXsiS+mrK6ZQV42NMtVTAl1Ibw1bTOkE917O3MjimqaWDzSlzsGe2hECiaGUlyspT2SniiKVDXKySpvIKu8gezyBrIqGsgqa+B8ViX9XKyIza1CIkCgkyURHtZEeFjT38Om03P9OyEIAhNDnBnxnANfH03n22OZHEgs4ZlJgdw3wocf7xvKr+dyWH0ymymfHeM/c8K5dYBbt+4AQRB4cVoIpoZSPjmQSrNCxYr5A3tc5ZgZqWMQC6O8WfTDWRKL6nhuw2W2PtG1NEBXGBvsxM+ncziQWKJ185ZAZ0uenxLMB3uSAbqUfVAoRYpqZEilvXeNxOaomwAtndD7bJnSOhkbLuRx20B33LvodrblYj5X8qr55M4BWq8kdlwpJL6ghgdG+rBkbQyWJroFaTecz+XlrXGMCeqe7NNL65m76jT/mhqMpYkBL2y+ioedKT/cG6m35iwdcdMRfkJhLTkVjTw6Vj/ND9qwN3QuonwAACAASURBVL6IT/anYCgRkKtEPGxNey0QJYoisTlV/Hm1iN1xRZTWNWNiKGF8sBO3RLgyPtgRc+OeL+jbB3tw+2D9rC6uhyAI7T7+6/2boqgmicTCWq4W1BCXX83h5FI2x+YD6kKvYBf1JDDEy44BntYEOFn87bENUyMpz08J5vbBHry1M4F3diWxOSaft2eHcc9wH0YFOPL8pss8veEy+xKKeWdO/x5rDZZODMTEUMq7u5NoVqhYefcgjUjCztyI3U+P4bFfY9kTX8zpjHKt2+KNCXTE3caU9edzetWt6+HRfny8LwWlStS5CrU7nMusxEgq0cla/fFkFgqlike70MKplcn5aG8yg71suG2Q9ppFq46mk1RUx7qzObQoVGx8NLrXtS+bYvJ4eWscY4Mc+bYH+YVfzmRT3STntT/iAYjytePbe4boVZ20I246wt8dV4RUIjBVS42V7rD+XA5rTucQ7GLFC1ODeWtnAu/epn1TDlEUOZpaxif7U5BKBJKL6tpJfkKIk14bIfydEARB3YLRxrS9QXTbJHA1v1pdSVxQw+64YpKK6vjXlmocLIwZ7mdHtL890X72+DqY/20TgK+DOT/dH8mBxBLe2pnIvO/Osmi4F+/M6c/mR0fw7fEMPjuQyvmsKj64vX+PTa4fHuOHiaGE709kUdMox8lKc6vwk7sGqPO8N11h79NjtKoHkUoEFgzzZPn+VBILa8muaCDaz15j3R+pRCDC3YpLeTX8HV0xVCoRiUTgbGYFAzyte50eWdMo59czOdwS4YZvFwqsnx9Mo6KhhZ/u174aWiZXktIaS2lo1aSSyTXL3roe68/l8umBFOYMdOODOyK6Jfv6ZgWbY/Lbn0sEeGl68N9G9nCTEb4oiuyOKyLaz16rKtHusP1yAa9ui2dauDowa2wgZf+zY7Ue50xGBZ/sTyEmpwoPW1OemhDIjAjX9lZ0+kRbM/L00npGBNj/Izr+HSeBNo1+URTJrmjkfFYFZzIqOJNZwZ+t7R2drYwZ7qcm/2h/e7zszPQ6AQiCwJQwF0YHOrLqaHp74ZFUIvD4uADGBzvx3KYrPPRLDHcO8WDZrNBu3QT3RPswd4in1qRmZmTAivkDuf3r07y2PZ4v5g/U6nNOCHHik/2pzFl5khalqHVGx4Oj/Xhy/SXyKhuvaTQviiIXc6uJa62FOJZaRq1MrvEqpE4mJ/r9w1iaGFBUI2NskCPppXW9CqT+fDqbhhZll0qXaSV1rDmdzfxIT/p7aB/Aji+ooUP8mia5krd3JrL3mTFajbPuXA7/3hbP+GBHPpwb0eN9tfF8brtWEYBKhH9vi2fP09odVxvcVISfVFRHdkUjS8box51zJLm0VQ/DjhXzNFvKX4/LedUs35fCyfRynK2MeWdOeI+BVU0hiiJ5VY2kFNeTVlpHekk9aaX1pJfWt19ou58aTagelAt7gzbdG18Hc+ZFeiGKIlnlDZzJVE8Ap9LVGuYAk0OdcbAwZmKIEyMDtGsb2R1MjaQ8N+VG11s/Vyu2PzGSzw+lsupoBolFtbw6I4SRAV3L+vb2nCI8bHhmUiD7EorZerFAY8mETTF5vLI1DhFoaQ2+autq92j1h+dXNV1D+KfSK1j047n25x/vS0EAUt+drlE2lqFUQrNCSX2NOrB/LLWME5+VcerlCVqJjjU0K/jpdBYTQ5yuOb82iKLIjyezMDOS8q9OfkdNsPZMTvv/UkHg1oFuPDFeu3jDr2dzeO2PeCaEOLFq0eAeueBKXhXv7v4r3mdnZsTIAHvm9lKKW1PcVIS/O64IiQBTwnT3V17IruSxdbGEuFryw32apVt1REFVI+/tTmZXXBF25ka8dks/Fg331jmYWSeTcyq9gmOpZRxPLcPTzpSzmZUAuFqbEOBkwYJhXgQ6WxDoZNHlEvm/AUEQ8HO0wM/RgrujvBFFkYyyes5kVJBcXMcflwr47XwuRq3N3SeEODE+2Enj9orawshAwgtTQ5jUz5mvDqdz9w/nuWe4Ny9PD8Hc2ACFUkVRjUwvx390rD+n0it47Y94IjysCdSgLsDcyACVKCJAu0tGWzeip62afPMqG695fbC3DXbmRu26SqCedDVNvTUxlDLIy5bzWZXtr40LdsK5k5qK7iAI6lhDVxW6BxJL2HAhj3fmhPdKPbS6sYXtV9RGxfxIT5ZODNRarmLt2Rxe/yOeiSFOfK0B2ScU1nD7qjOoRJge5szzU4Pxd/z7Y1hwkxH+pdwqZg90x0FHWdns8gYe/PkCbtam/Lx4mNYZAQcSS3hu02XC3Kx4fnIQi0f59tp1I4oiiUW1HE0p41hqGRdz1EqYFsYGjPC3Z3yIIy9NC8HfyUJvNQf/FARBaNWAV5PfslmhXMiq4lByCYeTS1m2PQFIIMjZgvEhTkwMcWaQpzWGenZRDfKy5auFg1m+P4XVp7LUvQHmRrDxQh5/XC7gz6W6r5IMpBI+nz+QGV+c4PF1F9n+5MgeyfuWCFcsTYbx+LqL7VXUpkbarQztzI0Y6m1L3XX1AWZGBjw7OYjXW4OJAI9p2TxkuJ99O+H7O5rz+fyBWvvXzYwMurS2ZXIl7+xKIsjZgvmR2lvGSpXI0xsuIxXgiwWDuKUTqe+e8MuZbJZtT2BSPydW3t0z2R9JKeXJdRexMjbgwzsjmBKqv1iiJrhpCL+6sYXTmRU8O6l3olVtkMmVPPxLDBEeNnw4N0KryUOhVLF8fyrfHMsg3N2Kj+cO6LV1WN+sYOvFfH45k9NqCTcQ6mrFw2P8GBvkyGAvW724hf6XYGwgZVSgA6MCHVg2M5TM8gaOJJdyKKmUH09k8e2xTIKdLRnsbcOM/q5E+9nrrTrY1Eitvjk1zIUXtlxh3ndn2997+89Efns4SmcLzcnKhBXzBnHP6nO8/kcCn9zVc9PwMUGO7HhyJLevOk11o5x98SXMGqB5loogCMgUyvaq246YH+nJ5wdTKa9vIdTVSussmwh39SRoKBVYfX+kTkVXnWH1qSxyKxv59cGoXv3Onx5I4VhqGe/d1r9XZL85Jq+V7J35+u7BPd5v68/l8vr2eEJcLFl9f6TWUg2n0svZcCFP6/PsiJuG8M9nVSKK6Nxs+IM9yaSV1vP6zFCtln6ldTKWrr/EuaxKFkZ5sWxmaK/cNxll9aw9k8OW2HzqmxVEeFhzz3AvxgY56VVC+X8dbc3O/R0teGi0H7UyOSfSytgbX8L2y4X8dj4PO3MjpoY565X8h/na8dvDUUxYfgxZaxXq2cwKDiaV6iW1cVSgA0snBPLFoTSi/Oy4SwOfrp+jBZuXRDN5xfFrdIc0RaCTJecybxSTM5RKGOZjx+74YkI78Z/3hPJ6ddX2cD97vfSR7YiSWhlfHU5nSqgzo3qhr78nroiVRzJYMMyLhb2QO26z7O+N9ua1W0K7JXuVSuSjfSl8cyyD8cGOfLVwcI8Zd3UyOTuuFHLHYA8MJAJfHErjyyPp+DvqJvN80xD+mcwKjA0kDPDsvbzosdQyfj6dzeKRPowJ0rwn57nMCp787RJ1Mjmf3jVA69x4URQ5lFTKmjPZnEgrx1AqMDPCjXujvfVeidfZscvrmymollHVqK62/av6Vk51axWuq7UJycV1CIKAAEgkIGn9XxAEBAFGBzjw9KSgv0UszsrEkFv6u3FLfzdkciVHU8rYHVf0t5D/L2dy28m+Dc9suMTRF8bhqKWPujM8PTGQmOxKlm2PZ4CHDcEuPfvzA10seXJ8ACuPppNd3tBlA/nOEOBkwbZLBdQ3K25wLc4b5snu+OJexb3auml9Nm+g1vv2hA/3JqNQivz7Fu37WKSW1LHuXC4DPa1589ZQrfdfczqbN3YkMDnUuUeyl8mVfLxP3Yjn7igv3ro1TKNr77MDaaw+lcXFnCryKps4n13JnUM8eGt2GObPa33K7bhpCP9sZiVDfWx7nYJY2dDCvzZfIcjZgpemhWi0jyiK/HQqi3d3J+NlZ8baB4cR4qKdpXQxt4q3diSgUIlU1LfwrylBzIv06lK/XBfUNMpJLa0jubiO1OI6UkrqSC2pQ6lUUdd8bV6yVCJga2aIrZlaXM3c2ABvezNUovpziyKoRFH9HPVrq09l8+fVIt64NYyxWkyY2sLEUMq0cBemhbt0Sv7jgx3xtjfnjsEeam0gLV0x08NdqG5sIbeykazyBoprZDS0KIl+/xA/Lx7GKB0bdEslAivmD2TG5ydYcTCVj+ZGaOQOuXeEWslz9aks3p4drvHxApzUVmNGaf0N3bhsTI3az0lbXMytxsfeTOeY2fW4lFvF1osFPD7OX+uVQ61MziNrY6mTKdi5dKTWfNBG9lNCnflqYfdunMqGFpb8EkNsbhX/mR3GouHeGl1rJbUy1p7NBuD3iwUYGUj4bN4AbhukexHlTUH41Y0tJBfX8lwv/feiKPLq1jiqG1tYs3iYxq6YTw+kcjqjgimhzhrftG0orZPx4Z4Ufr+Yj5OlMS9ND+bWAe56FSjLqVDL82aXN7Anvpji2r900S2NDQhysWR6uCvBzha42pjiaGmMXSvBWxobaBWAk8mVhLy+l/pmBfetPs/4YEeWzQr727OEOiP/46llrD+fy8+nswlytuD2wR7cNshdY5/qAE+ba4hRqRL5/FAq3x7L5J4fz/PoOH+emRSoU32Dk6UJ39w9hHnfn0W56QrfLBrS4/ftZGnCrQPd2ByTz3OTgzQu4Gkj/LROCN/YUH29NV+3oukJ6jz+Kq1WwpqO++6uJCYEO/K4lqmTKpXIcxsvk1fZyPqHh2vdk/bnU1m8uTNRI7LPLm9g8c8XKKhu4qsFg7WqhP7qcPo14odqYTv9tF+9KQj/Yk4VUkEg2r93/vsDScVUNDTz3OQgjbMxfjiRyZeH05k31IP3b++PpAvxqbYOWGV1zdQ0yaloaObrIxlUNLRgKBV4dKw/T04I0EsBlkyu5HxWJUdSSjmWUkZmeQMAgzxtiPa3J9jFkmBnS4JdLHvVdWtvfDE/nsykRaGiWaFCrlTRolTRolDdULl4JKWMIylHAXXbPstW8TkrEwOsTA1bnxvgam2KrZkRXnZmuNqY6DThdST/l6aF8GdcIb/H5vPBnmQ+2pvMqEBH7hjsztQwF63iK1KJwHOTg3lotB/v/pnEqqMZHEoqYfmdA4jw6H3/2qG+dvx7Rj/e/jORlUfSWToxsMd9HhrtS2ZZPZti8jSuN/G2M8NQKpBeeqNUs1Hr992iJeHnVjZSXt+ik6xwZ9hxpZCYnCo+mhuh9T3x1ZF0DiaV8sasUIb5akegbWQ/NcyZLxd0T/axOZU8tCYGgN8ejmKIFmS9N76ItWdzrnmtSa7kUFIJ9+tB7PGmIPzz2VUYG0gI70XqnFyp4v3dKRj1oMHdEZti8nhnVxK39HflvdsjurXMTqaXc8+P5zt9b/+zY3W2gOtkco4kl7L9ciGnMypokisxNpAw3M+ee6O9GRfspJW/tzsIAhhIJJiZGWBkIMFIKml/bJIr2dGa79wGYwMJDhZGuNmYUCtTkF/VSF1rP4H6ZgWiCJE+tlzIVmeQSCUCbjYm7U3WOzZc97Iz06ok3drMkLujvLk7ypvMsnq2XSpg68UCnt5wGUtjA+ZHejIjwpWBnjYaT3xWJoZ8ODeCaf1deOX3OG77+jSPj/Nn6YTAXmdMLR7pQ1xBDZ8eTCXM3YoJId370kNcrLA1M+LroxksjPLWiBQNpBKmh7tS3dhyw3umhlKifO1QqbQTX7icV425kVSvMSaZXMmHe5IJc7NirpZxsCPJpXx2MJXbBrlz/wgfrfZdczqb1aeyNCL7XVeLeHbTZdysTfh58TCt7q22SQXAx96MEQEO9HOxJNjFSm8T501B+PEFNfg6mmPSC5neDedzySpvYPX9QzUKtuyNL+bl368yOtCBT+cN6NH3OdDzxgIXBwsjTrw4Qadq0vTSen45k83vsfn4OphTK1Nw11APxgU7MdzPXm+Vqh0xNcylS42i9NJ6dlwpxNRIyryhntwb7Y1fNxkHKpVIQ4uCqoYWCmuub7jeyP6EkvYGLwC2ZuoGLeFuVoS7W7f/uWmwUvFztOD5KcE8OymIs1kV/B5bQEJRLd+fzCLMzYq7o7yZPdBNYy2j8cFO7Ht2DP/5M5EvD6eTVd7Ao2P9e6VbLwgC793Wn9SSOp7ecJkdT47q0QhYOjGQOStPsfZMjsa584ZSCQeTShFF8Zrvy8LEgHNZlUzqp13QNr6gBoVKJNBJt6ySjvjhRCaFNTI+naddPn9ORQNPb7hEPxcr3rutf4/XQ2VDC9amhkglQjsJ3zbInQ/viOiS7EVR5IcTWby7O4kh3rZ8f+9QjeVbZHIl7+9OYs2ZHGzNDFl19xCGd+KNOJtZcYPRpC3+zxO+KIrEFdQwvRdNBBqaFXx+KI1hvnaMD3bqcftT6eU89dslBnra8O09mkmrSgQBLzvTawj/iwWDekXISpXIkeS/snmMpBJmDnDl3mhvBnhobqn+HQhwsmDLo9GEuFppZHVKJAKWJoZYmhjiZW/eaTptfbOifRIoqm4irrURzLHUsnZtFDtzIzX5u1nRv3US8LDtvG+wRCIwwt+BEf4O1Dcr+ONSQXubyPd2JzFnkBt3R3l3WuJ/PaxNDdWa8+GuvLotjjnxp1g6IZDHx/tr7ZYyNZLy7T1DmPXlSZb8EsO2J0Z2+x0O9LRhbJAj35/I5L4R3hpV30Z4WPP7xXyKa2XX+LbNjQyQCFDTJO9m7xtxNb+Gfq5Weos5ldbK+PpoBlPDnLVKrW5qUbJ8XwoSAb69p+duU3UyOWM+OkKomxWT+znz7u4kpoQ6d0v2CqWKN3cmkFBYyy39XfjkroEauwSzyht4cv1FEgpreWiULy9OC8HIQEJ6aR2JRXXcOsCtPdNn9aksvHSs6v4/T/j5VU3UNMl7ZV19fyKT8voWvr83pEeyTCyq4eFfYvBzNOen+4dpdJOll9bz6K+xZJTW42ptQlGNjAXDPLWWya1plLMpJo+1Z3PIrWzExcqEf00JYv4wL71nSOiCoT76CTy1wcLYgH6uVjcQcFOLkqTi1i5gBTXEFdTy3fFMFCoRA4lA/FtTe7whLYwNWDTcm7ujvLiYW826czlsisnn17O5DPG25e4oL2b0d+1xnAn9nNjjNZo3diTw2cFUDiaV8MldAzRqqdgRHrZmrFw4mPt/usCZjIoec/6fmhjIHatOs+5sLg930TCkI9pEx+Lya64hfIlEwMrUUCvCV6nUcaneyBR3heX7U5ArVbwyXfM0TFEUeXVbHH/GFfHL4mEaFTkeTi6lvlnB+axKzmdVMiHEsdsAbUOzgqW/XeJwcimPjPHjxanBSDWc5LZfLuDVrXEYGkj44d6h7aqscqWKh3+JJau8gdJaGevP55JZ1sA9w715ZUYI5i9q/BXcAI0IXxCEacDngBT4QRTFD6573wtYA9i0bvOyKIq7e39aPUMmV3Iuq5L+7t1bW/Gtan/9tST8srpmvjueyYz+Lj36IWua5Dy6NpYoXzs+vCNCI4nbPXFF/GvzFUwMpax7KAonK2N+PJnNKzM0S/kE9YXx06ksTmdUcDSljGE+drw0LYQpYZprnvxfhKmRlMFetgzu8Lu1SeDmVjZqFZAVBIEh3rYM8bZl2cxQtsTms/5cLs9tusIflwvo727NvdE+3Wb42Job8cWCQUwPd+Hff8Qz84uTPDcliIdH+2mV7jgiwIHjL47vsTkNwBBvW3UP1eOZLBru3aNlG+pqhVQiEFdQw5Tr3HLWWhJ+dkUD9c0Kre+5rpBYWENGaQP3RXtr5RNfezaHbZcKeG5yEKM1zBbaHVd0jTZRdaP8mlaQHVFaK+OBNRdILKzlP3PCuWe4t0bHaGpR8uXhNL4+msFQb1u+WDDommZMbW5kgHd2JeFsaczaB4cxWsd0X9CA8AVBkAIrgclAPnBBEIQdoigmdtjsNWCTKIqrBEEIBXYDPjqfXTc4kFgM3Cj6dD3iCmraG25og19bGyG8MLVnAl62PZ6Cahmfzx+kUbXr2jPZbL9cQJCLJavuHtJ+A79/e3+Nz+90ejnLdiSQXlrP5FAndi0dRZiebrD/izAxlN6QTqktbMyMeGi0Hw+O8uVMRgXbLxfw9dEMvjueyawINx4Y5dvtSnJ6f1cife14bVs8H+xJZn9CMcvvHNBtLON6aEL2bXhqYiB3fXuGzTF53NtDoNLEUEqgkwVX82tueM/a1PCGXrzdoU1SuTer6s7wwd4UMsrr+fH+oRrvE5tTyds7E5kQ4sSTGqZvNrYo1HGMDq9dzK0mvbT+Btnl1JI6Fv90garGFn64b2iPwfQ2pJXU8cT6i6SW1PPStBAeHu17TWywVibnw70p1+wzyNtWL2QPmln4w4B0URQzAQRB2ADMBjoSvgi0mdrWgG6RBQ2wJ05N+E1yFQqlqsuAalWjnOF+9lpZdVUNLXxzLJ17or17DJD9camA7ZcLeX5ykEYZCR3Flr5cMFhrX31RTRPv7Epi19UivOzM+PG+oUzUMqDWB90gCAIjAhwYEeDA4+MD+OlUNpti8th6qYBoP3seHOXLhBCnTgOLDhbGrFo0mO2XC1m2PV7dRD3CjXuGe2stLNYThvnaccdgdz4/lMbtQzx6jJ1EeFh3GrjV1sLPq2zE1dqYQGfdA7Yn0tR1E6/d0k/jLKyyumYeX3cRNxtTPrtL8wDv4p8utFvzHjamzB7kxqwBbjcUS57OKOeRtbGYGErZuCRaYw3+Nu0dMyMpax4YdkPxYbNcyeyvTrYL4bVhX3wxNY1yrZrjdAVNCN8d6KjYkw9EXbfNm8B+QRCWAubApM4GEgRhCbAEwMur953gU4rr2B2vJvxmhYqdVwu7rEI7mlJKtJb6ORtj8mhWiMzrQYEvr7KR1/+IZ6i3rUZFIH+RvWZiSx3RolDx48ksvjychlIl8uykIB4Z6/eP9ob9OyGTK6lqbKG6UX7No4A6OCsRBARBQCKoA90Sgdbn6v/b8vjtzI1wsDDG1tzwH2ns4m1vzpu3hvHs5CA2tBZzPfRLDH4O5iwe5csdg91viOcIgsCcQe5E+9vz1o4E3tiRwMGkEj6eO0ArC14T3BPtw+8XC/jhRCbP9FB4+MhY/05Tj0NcrEgvrdP4mOezq7AzN+61W7FWJienvJFQV0ve252Mp50p90Rr5i5RKFUs/e0i1Y1ytj4eqTFJvrUjgXNZlZgbSfnlgWEM9rbtNG4nkyt5ZsNlXKxM+GlxZHs/ge7Q0Kzg9e3xbL2oNghWzB94gwsws6yeO789Q0V9C8YGEsYEORDkbImXnRlhbtZ6IXvQX9B2AfCzKIqfCIIQDawVBCFcFMVrqjVEUfwO+A5g6NChve6q9vnB1Gv8bCsOpDErwu0GK79OJqeoRoa/FqlhCqWKtWdyiPaz71YGQakSeW7TZUCtFdKTL7aj/sbKHqr0rsfFnEr+teUqmWUNTA51ZtnM0L9NA/7vQk2TnPTSetJL60grqaeqsYWEwlpqmtTELpN3Xtgz2MuGi7nVPY5vYWxwg2VkaWyAnYW67669uRH25sb4O1ngbGWMv6O6F4C+2kZamxryyFh/Hhjly574Yn44kcnrf8Sz/VIB44IduXeEzw3y1M5WJqy8ezDrzuXy7q6k9gbqXTUU7w0GetowPdyF71t9+d0F8bsS5hJFkTOZFTdY/l0hraROJ5HC1SezWHEwDR97M7IrGvligebNhb4/kcmFrEo+mjuAMDfNLO8N53P56XQ23vZm/Ll0VLcV8SaGUlbfH4mnnRnWpj2TcFJRLU+sv0hWeQPPTApk6YTAa7hCpRL55Uw2H+xNRiIIPDTKl1dnhHRaqBmbU8n+xBKNPlNX0ORqLwA6mroera91xIPANABRFM8IgmACOAClOp1dJ2hoVrRb923IqWzkUl41kddlgWSUqQMf2uQCH0wqoaC6iWWzuhdVWnU0nQvZVXw2r2eJY21KsjtCFEW+OZbJ9ycycLU25af7Ixkf0nN66H8TzQolSYW1xBfWthK8uttWSW1z+zbGBhL6uVjiYWtGuLshtmaG2JgZYWtmhI2ZITZtGj1mRlgYSxEE4S9dntZH9fO/NHsaZAqqmuRU1DdT0dBCZX2L+rGhhYqGZvKrmriaX8O+xOJ2US9QN4Xxd7TAz9G8XX3Tz9G8V5XGoM5nv3WAG7MiXLmQXck3xzJZvj+Vb49nsniED4tH+l7Tc1YQBBYN92ZkgAPPtTZQP5BYwjtzwvXW2/RfU4PZn1jCV4fTefPWMK33d7E2QSZXUduk6NHSbDOyAnTIv69tUk/c2RXq+NymC3kM97XrMT62P6GYD/em8OhYP+26hm3TrOF4GzSJTYiiyB+XCnh5axzWpoaseyjqhuy7/KpGXtxyldMZFYwLduTDOyI6Df7XNMr5YG8yv53PxVXHFaAmhH8BCBQEwRc10c8HFl63TS4wEfhZEIR+gAlQptOZdQEzIynf3TOE0rpmfjiRCaiDUxGd+NHaSsW1ufh+OpWNu41pt4UmmWX1HE0tY+4QD+b0YI2pVCIn08s1qtLriIZmBS9uucquuCJmRrjy0dwIrbsZ/RNQqUSSims5lV7OyfQKzmdV0N/dmgvZVZgZqQOBowIc2ztsBTpZ4m5rqn/FTA3jg80KJTkVjWSU1pNZ3kBGaT0Z5Q1su1hAXYcVwphABxQqkSHe6myfQV42WhGwIAgM87VnmK898QU1rDySzheH0/nhZBb3DPfmwdG+OHVQ1vR1MGfzI9F8cyyDFQfTuJCttlL1ITLn72jBXUM9WHcuhwdG+uJlr93qsC1Ns6i2qUfCb7vntE077QiFSnXNCv5kejlnsyq5dUDXmvW5FY08v/kKER7WPDtZM82sLbH5vPT7VXU2k4ZkrwnqZHJe3RbPziuFzIv05IWpwdesrERRZHNsPm/vTEQU/ghOrwAAIABJREFURT64vT/zIj1vMDBEUWT75ULe2ZVIVaOch0b58uzkICxe7f259cggoigqBEF4EtiHOuVytSiKCYIgvA3EiKK4A3ge+F4QhGdR/073i6LYa5dNd2hrPg2ws7XqrCu54bTSOoykEo2LFRILazmXVcmrM0K6JaT3dieTXFTHqruH9GgFSiQCK+8ejICgMdnnVDSw5JdY0krreHVGCA+P9vuvFk1dj7zKxlaCL+d0RkV70ViAkwXzI70Y4WfPivmaVbn+0zA2kBLkbHkDIYmiSFldMxllDWSU1ZNX2cjJ9HK+PprRHsjzczRvT/cc7G1DoJOlRhNXuLs1qxYNIbWkjq+PpPP9iUx+Pp3NgmFeLBnj156SZyCV8OSEQMYFO/Hsxsu8uSOBccHqjmW6ktHTE4PYdqmATw+ksGL+IK32dbFWk1VRjaxHtde0EjXh61Jh29iibCd7E0MJb88OZ1Y34mMyuZLH1sUiEQRWLuy56xTAjssFvLDlCqMCHPj+Xu1blHaF+IIanlx/kbyqJl6YGsxjY/2vCRqX1sp4dVs8OZUN3TZByiyr5/Xt8ZxKr2CApw1rHgjX2EXVHTQyGVtz6ndf99qyDv8nAiN1Phs9I6O0Hl8Hc421z/fGFzHAw5p5Q7sOKJ9OL+dgUgkvTQvRWKJYm+Dh0ZRSnvrtEhKJwJoH9JN7qw/kVjSyOTaPlOK6dj+is5Ux44IdGRWgrk7Vd8Dxn4QgCDhZmeBkZXKNyF5ji4IreTVczK3iUm4Vh5NL2RKbD6jjBl8tHMQ4DaqwQW31rpg/iGcmBfH/2Hvv+Kbr7v3/mXRvuvfepZQyyxIEZIMioigO3IrrVm/33tvbPVFcgBOVKSKyRxktHXTQvXeaNnu/v3+krZSupC3qh9/vejzySJq+m6RJ3ud1Xudc57o+2lvKuvRKJEod713VPQAnB3uw5e5pvLe7hA/2lHC4RMK7V42xmlp8JgI8HDt8c1vIrm6zip4a0JHhN7RrBjjSnGQ52IqH1GPallMPQJSPC5+tGj8gbfXZLfnk1cn4fNV4i553c3YdT/x6iotHB/HKspRhCfaCIPBNeiUvbC3Ay8We726d1KPEvDXH/LxqnZEnFiVydVpPZpZGb+STfWV8sLcEB1sxzy9NZuXEsGHbEf/7agTDCDsbMZOiLZvu1BlMfJ1eyYw43z63rUaTwHNb8wnxdOKGqRHD+ErNX5gP95byxs7TxPu7seY6y7685xJqnZHfTtXzw4lq0staEYlg2ZhgnlmSxLRYn7/NePmfhLO9LZOjvbsWAUEQqJSoOhaANqJ8rM9kI3xceHV5CnfPjqGvfbCjnQ0PzotnfIQnD/6Yw5L3D/LYggRWTYkY9Ht+07RI1qVX8eyWPDaunmLx4/i5OSASmTP8gaDVm5gR5zvoANWi0KLuUFbdce/0AXfFGzNq+PZYFasvjLaInvxbbj33fZ/FuHBPXl42alg0pdrVeh79OYftuQ3MjPflzStSu+noSJU6ntqcx5bsOkaHjuDNy0f3WmY+XNrCU7/mIRKZdameXJzYrew3HDhvA77RJLCroJGbLVS4PFDcTJtKzyWpfdcJf8qoprBBzvsrxwwrHdLUsZAcLGlhcUoQr1426h+r1wuCQHZNOz+cqGZLVh1yrYEwL2cemBvHsrEh3SYC/78IkUhEhI8LET4uVjuXnQ1LKH0z4/3Yce8FPPhjNs9syWdvUTOvLx89KAMcN0c7Hpofz0M/5bApq46lFkof2NmImRTpTaMFAf9wmYRo38Grr364pxQRsOu/MwYM9sWNcl76rYC0SC/+a0Hd/o/8Ru7u0Lpae/2EYTnH6tvVXPHJEerbNDy2MIGbp0V1y9r3FDbx0MYcpEqzedHtM6KxtRGzp7CJb49V8faVqah1Rl7cXsDPmbWEeTnzwtLkYfcR6MR5G/Dr29XojQLhFmbJm7Lq8HS267OEotAaeP33IsaFe7JolOVmBgPBZBJ4YtMpNhyt4u6Z0dw/N/4fyZplGn2XWFhRowJHOzELRwVyxfhQJkZ4DWooqL5dzZ8FTWj0RosX3v8fPeHj6sDa6yfwTXolL24rYME7+3l9+ehBMbaWjw1hXXolL/9WwJwkf4tpqTZiEQUNsn6PEQSBWql60I3mujY1645WsnxcyIDerWqdkTvWZxLo7si7V6YOWLbdU9jEHeszGBnswRc3TBgWfwkAfzdHpkT5sGJiaDcpD4XWwAtb8/nueDXx/m58cf2ELnZPu0rP/T9kIVXpWb0ug+yadpRaA3fNjOGuWTF9JpPZ1W0cKB4aF+a8DfhVHZQuSxq2Sq2BP/IbWTa2b0epH49XI9foeWJR4rAFZEEQeHpzHhuOVnHHhf9MsFfpDHx5uIJP95cR6+eKs70tLy8bxaKUwB688YHQaebyR34jfxY2cqrWHCBGh3j8rQG/U1pZoTWg1BqQa/66DWAS+Eur3/YvzX6HM372dLb/Vw21iUQirpscwaQob+759iRP/JrLwlGBPDgvwaqZDrFYxNNLRnLZR4f5cG+JRdIhANG+LvyUUdMvF1+q0qPWGwke5C7wvd3FCILAfy4a2Ojlmc15lDQr+ObGNPwHcK46UNzMbesyiA9w4+sbJlr9ve4PYrGIV5endLsvvUzCS9sLqJSYZbHvm9Pd/ez1nYVIO6jB+4paSA52560rUontg9lU16bm9d9P88vJ2iGLIZ63Ab+yQ2PHEgraroJG1HpjnwMvco2e/+0qYu5I/2EzdBAEgWe35PNNeiW3TY/iwXl/b7DX6I2sP1rFR3tLaFHomBnvy70XxVmtNaPRGzlSKmFXQSN/FjTRINMgEsHYME8enp/ARYl+Q+Jknw2l1kClREWlRElla8e1RIVJgPIWBQqNAaXO2Offx/u7cbpx4KnRd68a0y8N8J9CnL8bv945lfd2F/PBnlKOlbfy/sqxVvV7xoV7sjQ1iDUHylkxPsyicyTGzxWlzkijTNtnc75WqgYg2NP6gF8lUVHRouK6yREDlrp+PVnL9yequWtmDNNi+1eWPVou4Y51GUT5uPDNjWnDNrHaGzR6sxTz5x0yxmuvn9jDuORYeSvr0qu63WcjEvW6o1FoDXyyz6zVJAB3zozm9hnRuD85+Nd43gb8qlYVtmKRRb6Vm7LqCPJwZHwfrjLfHqtCrjFw87ThyVIFQeD5rQXmMfxpkTyyYGD55eGCzmDihxPVvL+7hAaZhqkx3nwyJ95qR52s6ja+OVJJVrWU0mYlzvY2TI/1ZXaiHzMT/IaciUiVOjIqpZQ2KzjdKO8I8ipaFNpux3m52BPu7Uy8vxsR3s64ONji6mC2R+y87epgi6uj+drORoTBJKAzmLouWqOp2886o4nRFuqj/BMwN3QTGBXswYM/5bDw3QO8vjyF+cmWlxofWZDIH/mNrDlYxvMWGJ53TquXNCn6DPg1UnOSNZgM/6N9JWRUSXn7ytR+jytrVvD4L7lMiPDk3gF2AhmVUm744jhTY3x4ZdmobgNvw43cmnbu/yGL4iYF10wK49EFiT3KZWv2l/Li9sIef1shUaEzmnAUm3cBRpPAjyeqeWNnES0KLZekBvHgvHiLej4D4fwN+BIVIRYO+Dy9JIkaqbrXOrXWYOTzg+VMjvIektJiJwRB4JXfCll7qJwbpkbw+DCWiPqDwWjil5O1vPNnMTVSNePDPfnfitFWae9rOmwK16VXklPTjrO9DddNDufJKG+rBerOhCAIVEhUnKhoJaNSyvGK1m5T0gqtgXBvZ2Yn+BHm7UyEtwvh3s6EeTsP6/b8/xrmJwcyMsiDuzZkcvu6TFZNDuexRYkW0YADPBx5YF48z27JZ0asb5cWe1+I6chAS5sVfWbVtW3mDD/Eygy/rk3NTxk1rJgQ2q/MtEZv5K4NJ7G3FfPuVWP6rdufqm3n+i+O4efmwItLk/E+R74QeqOJD/eU8t7uYrxd7XsVRWuSaXhuaz5bc+qxEcOiUUEsHBWIr5sDfm4O+Lo5dJ07h0tbeG5LPoUN8g7nrHHDahN53gZ8ASzW8wj3diHcu3dmwaaTdTTKtLy+fPSwvK6vDleQXiZh1eRwnlqc9LcE+7y6dp7enEeVRIW/uyMvLE1mRpyvxc9dKVGy/mgVP5yopk2lJ8bPlecuGcmlY4L71R3pCwajiVO17RyvkHKi0hzkWxTm4S0PJzvGhXuybGwI48M9SQ72GDa9m/MRoV7O/Hj7lK4kIrOqjfdXjunz+3wmrk4LZ8PRKp7enMeUGO9+WSu+bg64O9p29cZ6g1ZvYkq0t0UaM2fi0/1lCALcNoDp+od7S8mvN/Pt+9u5FzXKufbzo7g72rH+lkkWSZYPBiVNCu7/IYucmnaWpgbx7MXJ3UpGJpPA+mNVvLajEK3BxL2zY1k9M7rXBbmkSc5L2wvJqpbi7eLAByvHsnBUwLDHh/P2TDpW3spFiUPTnTGZBD7eX8rIIHcuGKBWaAmOlEp4flsBM+P9eHrJyHMe7LUGIx/sLuHDvaWMcLbn2YuTWDgq0KLnNZkE9hU189WRCvYVNSMWiZg30p9rJ0UwKcrL6tduMJpIL2tlW249O/Ma8HN3oKBeTri3M9PjfBkf7sX4CE9ifF2HXSYYzNtkiVJLk0xLo0xDo0yL3mSiuePaaBQwmAQMJhOGzttGEwaTgJ+bA+1qA+5Otrg72uHuZIeHkx3ujra4O9l13GeLh5Mdrg62f3vj3d5WzFNLkpgU5cUDP2Zz2zcZ3HtR7IAlHntbMS8sTWbFp+m8t7uEh+f33cAViUSkhI4gs1ra5zFlLUoqWpRW/f/Nci3fHqvi0jHBA/Yhbr4gkkgf53759uUtSq7+7Ch2NmLW35w26AayJahtU1MjVfPh1WNZeBZzL79OxmO/5JJV3caUaG9eWJrc6wBZq1LHO7uKWHe0Cmc7G+6aFcOqKeE42p2b0HxeBnytwUiLQjtkzvgfBY2UNSt596oxQz6Ja6Qq7tyQSaSPC2+tGH1OgtqZyKpu46GfsilqVLBsbDBPLU6ySAtGEAQOFLfw6o5CHGzF1EjV3DMrlqsmhlk9Sas3mjhSKuG3U/X8ntdIq1KHs70NsxP9WZDsz/gIr2EbLDGaBCokSvLrZNS2qaluVdEo09Ik19Ao09Ci0PVwLhof4cnJqjZsxCLsxCLztY2427WtjQiN3oWCejkytb6b3s7ZSAxwo0aqJsLHXHKK9HEhwtuFCB9zGcrLxf6cLgZzRwawPcidZzbncfu6TO6cGc39c+L7LWumRXlz+bgQ1uwv49Ixwf1q4CQFuvPl4Qp0BlOvzKB2tR53K7P7zw6WoTeaLDJbd3e061MGHczn2NVr0jGaBL6/dZJV7liDwYw4X/Y/NLMbxVOlM7D2YDlv7SpmhJMdb60YzdLU4B6fu9Zg5OvDlby7uxiVzsjKiWHce1HsOSs9deK8DPidI+BDVZbbkl3H7AQ/Fg7CAP1MKDQGbvjiOHqjiU+vHTeoMoil0OiNvPVHEWsOlOHv7miVwmZ2dRuv7ijkcKmEEE8n7p8Tx5LRQVbpmuuNJg6XStieU8/O/AakKj0uHUF+4ahALoz3HTLdsdOuML9eRl5dO/l1Mgob5Kg62Dmhnk4odUb83Bzwd3ckIcANf3dH/Nwc8HN3xN/dEX93B7xd7LG3UjPfaBJQaAzINHra1Xpkaj0yjR6Z2oBKZ6S8RUG5REVOTTvbc+s5c41xc7Ql0sesxxM8womx4Z4kB7sPq25/iKczH1w9lqc35fHBnlJya2W8e2Vqv4v9owsT+aOgkcd/yeX7Wyf3mYyMDhmBzmCisEFGSkjPfpZMrbeqnNOu0rEhvZLFKUFWuX71hia5hue25KPQGthwy6Q+KY7DjTOD/Z7TTTz56ylqpGpunxHF7TOie7zvgiCw41QDL/9WSFWripnxvjy2MPFve73nZcCvazMH/KFk+KXNCrbm1PPQ/HiLtXjOht5oYmt2Hff9kA3AWgt0QXQGE3KNflArfUaFWTe/vEXJVRPDeHRhgkVNzfIWJW/8fpptufV4udjz9JIkVqaFWRWImuVa1h+t5FBJC8crpLg62HJRoh8LRgUyI25oQb5SouRouYQjpa3k1bVT2qzsytbdHGxJDHLnivGhjAxyJynInSgfF5zO0aSyjViEh7MdHs529G+PY/4sa6QqKiRKyltUVLQoqZAoqZQo+fJwBWCeBxgV4tGlyjk2fMSQdz0Otja8clkKKSEjeHrzKZa8f5BPrhlPUlDvwmdeLvY8uiCBhzfm8nteAwv6GCxMDTMH+azqtl4DfrtaT7gVSpwbjlXj4mhnUXbfH9pVeq77/BjVrSrW3Zw2bNaKlqJJpuHZrflsy6knxs+VH26bzMTInpIuOTVtrD1Uzq8n64jzd+XrGyees4navnBeBvz6djNbYCgB//vj1diKRSy3UFf7TCi1Br49VsWaA2VdOvCuDrbMGkDrw2gSuO+HLArqZGy75wKLdT4EQWDNgTI2Z9VhMJlYf3MaU2N69hzaVDpaFDozFdFgpLRJwUf7SilvUeJoZ8M9s2O55YJIq3YgeXXtfHGogs1ZdeiMJi6MM0vNDiXIK7UG0ssk7Csy29t16qLH+bsS6unMvJEB5uAe6EGIp9M5L48NFva2YqJ8XXtd5JvkGjIr28iskpJRKeXLQ+bhNzAPC44L92Rmgi9pkd79Mlf6w8q0MBIC3Vi9LoNlHx3i1ctS+pw1uXxcKE72tj0MzM9EkIcjvm4OZFW1cd3knr+XaSzP8M1GQxVE+biQGNi/Amd/UOkM3PjVcUqbFay9fsKwMloGQldT9rdCtEYT/50Tx20zzIvXmztPs3RMMNG+rtS3q3l9x2l+PlmLt6s9ry9P4dIxwYNOJIeC8zLg13XQwwZb0tEZTGzMqGF2ot+gsq23dxWx5kB5t/tuHEBsTRAEHv8ll2059Ty2MMHiYK/WGXnkZ7M2yoLkADZcltJrHVWjN5L20p9oDT2dpSZGevHByrEW67N06hStPVjO0fJWnOxsuHJiKKumRAw4Et8bBEGgsEHO/qJm9hU1c6JCis5owsnOhinR3twwNZIZcb7nvCb7d8LPzZH5yQHM7ygXag1GTtXKyKw0LwAHils4WSWlQqIiNXQE80YGMHekv9Xv79gwT7bcPY271p/kP99lUSlRcefMmB51fbFYNOCgmUgkIjV0BFnVvTuQtVtR0tmZ30hdu4ZnLZgB6As6g4nb12VyskrK+yvHDklZtrpVxZoDZTy1OMmiQFxQb27KnqxqY2qMNy8sHdXlf/2/nad5b3cJ+4uamR7ny5oDZZgEuOPCaFZfGH1OS7oD4bwM+K1KHSkhHoPOMHcVNCJR6rhy4uB8d1emhfN7XiNVrX9R2Mb0M9jUyc3/7rh5evDWAehpnaiRqrjtmwzy62U8OC+eOy6M7rMp6GArZmSQew+7wMcXJnCLhc+n1Br47ng1Xx4up7pVTfAIJx5bmMCK8WGDmmDMr5OxMbOGvLp20staAUgIcOP6qRHMiPNlfITn3+JL+2+Ag60N48I9GRfuyS2YvxNFjXL+yG9kZ34jr+4o5NUdhUT7ujB3ZADzRgaQEuxh0e7Gz82R9bek8cbvp/lkXynZ1W28e9WYQdFdJ0V606LQIlFoe5QdI7xd8HSx7HvwxaFyQr2cmDVIB7fO3fD+omZevWxUD5ZMfzAYTewqaOrqJ23PrefhjTlAx66oH81/tc7IO38Wc6ComXqZpkdTNremnff3lACQXdNOdk07i1MCeXh+wj+ufgvnacCvalWj7cMj1RJ8e6yK4BFOTB9kxhDp48IFsT6sP/rXCHVqLzXPTny4t5RP9pdx3eRw/jvXMreePwsaeeDHbAxGgc9XjWdWwsDlovgAt24B/+q0MIuCvc5g4ttjVXywpxg7GxuCRjjy2IJE5iT5W70tbVFo2ZRVx8aMGvLrZdjbiFkxIYRlY0KYHuf7f1pTfzghEomID3AnPsCdu2bFUtem7gj+DXy6v4yP9pbi7+7A1WnhzErwG7BubWcj5tGFiYR4OfPM5jwu//gIn1/fP5+9N6SGjeD5bfkcKZOwOKX7jqCgQcZsC6jQnTMYTyxKHJSMsiAIPPHrKbbl1PP4wkRWTLAuMVvfMXuwbGwwLva2fJNeyejQEbx/1Zh+g/L+omYe/zWX6lY1N06N4O5Zsd2md7UGI6vXZXRr1Hu72PPG5aP/NbpM52XAb5Zr8HMfHL2pVqriWHkrqy+MHrSmd3qZhPVHq7hmUhg+rg40y7V9jnV/k17J67+f5tIxwTxjATdfqtSyen0m6WWtBLg78NPqSQNu8083yHnwp2xyatrxdbOnWa4jwtuZJxb179srCAK/nWrgtR2FVEhUTIry4sF58YwLt8xjoBM6g4ndhU1szKxhT2ETBpPA6BAPnrtkJEtSgs7pyPv5gqARTqyaEsGqKRG0q/TsPt3IzrxG/shv5H9/FJEaOoKr08JYMjqo3+By7aRwQj2duGvDSZZ+cIjPV02wqsk5OsQDd0db9hc19wj4YpGoT33/M/HFoQqc7W24fPxAbe/e8f7uEg6WNHPnzGhumW6d3InWYOzKwH/ONFtz33JBZL8idC0KLc9vzWdTVh1Rvi58d+ukHkOdJyulXLf2KHJtdx0niVLHkVLJsHhRFzXKOVnV9xyEJTgvA36TXEuM3+BoTr9m1eFgJ+ayQWqdK7QGHvwpm3BvZx5bmNjv9OKf+Y08szmPixL9eW15Sq/bc7XOyE+ZNZysknKiQtpVJnJ3tGXTnVP7VQo0GE18sr+Md3YV4+ZoywcrxxIf4MajP+fw9JKR/fYJjpW38tL2ArKq24jzd+WL6ydwYbzl07kApU1y1h+t4peTtUhVevzcHLhpWiSXjQsZkufpPwGN3kiTTEuDTNMxuKWhoV2DrY2I2jYNBqMJvdE8uGU0CeiNZwxwmUwEj3CiWa7Fw8ls2O7RMbzVadpu/tkeLxc7gkY49VvK8nA289EvHRNCu0rPxswa1h+t5MGfcnhhWwHLx4VwdVpYn4ywC+P9+Gn1ZG784jiXf3yE964aM6C0QidsbcRMi/Vhf1FLD+VMEWZD+f4gVWqpa1OzfGyI1RO5AOuPVvLmH0VckxbGA3Pjrf77H07U0Cz/S4/JTMwI7TXYC4LAjydqeHF7ASqdgf/MjuWOsyZl29V63t9dzNqD5RgFiPB25pLUIDyd7XFxsMXLxX5ITBxBEDhUImHNgTL2FTXj5ji0kH3eBXyTyexN6j/IDH9rTj0xvq6Drre9tL2AGqmaH2+b3G+wz6tr585vM1k8KpBXl6f0yXX/KbOGJ389hUhEV/bkYCvm8MOzcO3nhKlrU/PG72ZmwKKUQJ67eGRXzfXH26d0HSdV6pBp9Gj0JjR6I+llEr44VE6DTEuAuyOvXZbCZeNCrNrtnKyS8tHeUnbmNzImbARTYnxYPi6EC2J8/hFmgiUQBIEGmYaCehkVLSoKG2Q0dkzlNsg0tHXI2Z4JRzsxk6K8qZKoOoa0xNjZdAxwic0yy842YmzFIjyc7FBqjTQrtJQ0K2hT6ZFreg5xTYjwJLOqjTAvZ6J9XYj2cyXG19V87efag2br4WzHjdMiuWFqBOllraw7WslXhyv4/GA5U2O8uSYtnIuS/Ht8vxIC3Pn1zqnc/PUJbvnmBE8uSuLGaZEWvVfTY33ZnttAcZOi28ItFokYKMHfltvAkTIJTyxOtOi5zsSu/Eae/PUUM+N9eeZi6yfVG9s1vLA1v9t9BpPA98ereWpJ991ueYuSRzbmcLS8lYkRXry0LLlbEmkwmsucb+0qRqrScfm4EB6YGz9sMg46g4kt2XWsOVBGYYMcH1cHHpgbx9Vp4Xg9O/jHPe8CfqtKh8EkDIrKVtqsoKBexlOL+y919IWjZS2cqm3n5mmRjI/ou+zRptJx+7oMRjjZ88TipH634JeOCeaLQ+WUdYiJAdw5M6bfYH+kVMJdGzLRGky9jn13Ir9OxuL3DmDq5Sy9YnwIz16cbBU1dH9xCx/tLSG9rBUPJzvumR3Lqsnh53x60FrojSZKmxXk18nIr5NR0GC+7tQotxOL8HKxJ8DDkVAvZyZEeOHv7tAxsOVIgIcj/m6OuDsNTUbBYDQh1xhoU+tpU+loV5uHuSZHeVPSrKCkScG+omb0xr8+ID83B1JDPYjydWNytDcTIjxxtje/jk4rxia5hh+OV/PtsWpWr88kLdKLy8aGsGxsdyqgn7sj3906ifu+zxowUJ+JCzoy1v1Fzd13aqKBM/xfT9YS5+9KkpVUzKzqNu76NpPkYA/eXznW6sQht7aNZR8eRm8UcLa3IS3Si5FBHiQFufdq2CLX6ClqlPPyslGsGB/abfe993QTL24roLhJwaQoL55YlDRs3P92lZ71x8yLdqNMS5y/K69dlsIlY4KGhcBw3gX8JrkGOxsRfoOwgNuWU49IhFUd/04YjCae2pSPXKPvV7bVaBK4+9uTNLZr+f62SQNSIW3FIvzdHLoCvoOtmGsnhfd6rCAIrD1UwUvbC4jwduaTa8f3q0Uf6uWEm6Md7eq/slcbkYivbpzANAsb1kaTwG+n6vlobyl5dTIC3B15YlEiV00M+9eInrUqdRwubeF0g5zdhU0UNyrQGc1NfQdbMQkBbsxPDiAx0J2kQHfiA9z+FuqcrY0YTxf7jh5G75RTg9FEtVRNSZOi6yLX6PnsQBkf7yvFVixidOgIJkeZg/24cE/83By5a1Ysqy+MYU9hI+/tLuGhjTl8tK+Uey+KZUlKUFcAc7a35aOrx2HNuhU8woloXxf2FTV3M7YRAf2tHNWtKk5USnlovnXeDxUtSm788jh+bo58vmqC1d+rTVm1PLIxB0GAey+K5d6LBiZGpISM4PAjs7slPCVNcj7aW8rGzNqO82scc5P8h0Uuo0qi4svD5WzOrqNFoWNajA+vXpYbV0JTAAAgAElEQVRilcihJfh3nJHDiGa5Dr1RwNvV+kbg1pw6JoR7DYopsuFYFacb5Xx09VhcHPo2QV/y3kHy62W8vGzUgEMiKp2BW7/O4EhZK9dNDmddeiVXp4X32uQ8k48/N8mfN68YPWDQEjA7GZ3J3HnmkpEWBXuD0cS2nHr+t6uISomKKF8XXluewtLUYKscmM4FNHojxytaOVjSwsHiFvLqzM5bwSOciPJ14YZpESR1BPdIH5d/bZkJzItCpI8LkT4uzDmjzq7SGThRIeVImYQjpRI+2lfK+3tKsLcRkxo2gtUzopmZ4MdFSQHMTvRnV0ETb+48zX++y+LDPaXcNyeOeSPNwWowg2tPLk7C8yzZgFPPzkPcT3DalGVuklpjLNOi0LLqi2MIgsCXN0ywystXozfy/NZ81h+tYny4J++tHGMVK6kz2EuVOt75s5hv0itxtrfhhaXJXDG+97q/tciskvLZgTJ2nGrARizixqmRXJIa3OdU9FDxfzrgf39bz3E/SYdBhq+VA1NFjXKKGhU8d8lIq1+HVKnjzZ1FTI7y7hqkORMavZGfM2t5c+dpJEodHo62XDUAx1+u0XPTlyc4UdnKG5ePZvm4EG6eFkXQiJ7/V3WrmY9f0CDjv3PiuHNmzIAn8e7CRh77+RSNMg2uDrYotAamx/pwTdrAFLfOLS2Y5Yw/vmYsc5ICBs1qGiqMRhMFDXIOFLdwqKSFYxWt6Awm7GxEjAnz5L9z4pgW68OoYI+/Jbhr9MYOrrqOVqXOfFupQ6LQYjIJNCl0iACRiI5rkTk7FoEIESKReUr3pUtH9fkczva2TI/z7WoIyjX6bguA1vAXW0QkEjEnyZ/ZCX5sy63nrV1F3L4ug1HBHtw/N44LB5FFXhjfk3XSn+aSIAj8crKWiZFeFht5aA1Gntmch85o4rNVE6zS26mUKLljfSZ5dTJumx7FA/PirdKEAnPpb116JW/vKkau0bMyLYz7LoobconSaBL4I7+BNQfKyaiU4u5oy20zolk1OeKc05L/Twf83iDp0FW3NsM/WNxClI8LC6xwDerE//4oQq7R8/TFPfXt16VX8tYfRUiUuq773hrA1UejN3Ln+ky0BiPvXjWmi/7WmxWdXKNn6QeH0BlNrF01sFBam0rHs1vy+eVkLfH+bnxy7Tja1Hre2VXEG5eP7vfEL2qU8+K2AvYVNRPh7cyjCxOZk+iHWPz3Z8iCIJBT087m7Dr+LGikUaZFrTcS7+/GtZPCmRbjw8RIr3NSVjKZBGrb1BQ3mZOEokY5IuBYRSutCl2fFosOtmKi/VxQ60wIgoCAuREvIJivhb/+N2t5226OdsxM8Ov38xeLRSwZHcSC5AB+zarj7V1F3LkugwsT/HlkfoJFVoeDxalaGaXNSm6y0DVOEASe+OUUW3Pq+WDlGKsc2XYVNHLvdyexEYv57LrxFjOQznzuvaebeX5bPmXNSqbF+PDk4iTiA4bGLFPpDPx4ooa1h8qplKgI9XLi6SVJXDE+9G8rf553Ab9FocXeRoyblW/gzydr8Ha1t2rLCOYR6/VHK7lmUniPCT2jSegR7IF+G7omk8B/f8hmf3ELb68Y3YPrfDbcHO14ZEECEyK8BpQeSC+T8NmBcvaebuKe2bHceQbFrLfGVSckCi1v7Sri22PVONvb8MSiRK6bHPGPlG6KGuVszqpjS04dlRIV9jZiZsT7cu9FsUyJ9hlWswtBEKhrU1PUpKC4YwdY3CinuEnRpcwJ5kbq9DgfxoV54uXigLerPT6u9ni7OODlao9Px33O9jZ/u1Z+b7C1EbN8XAgXjw7ip4xqXtpeyO7CRh6YG88NUyPPyU7tYHEzqaEjWGCh8uwXhyr4MaOGe2bFsGiAc6ATBqOJN3YW8fG+UpaOCea/c+KsZtuVNMp5blsB+4uaifJx6Rhq9LP4c+vN5L1JpuGrIxVkVbVxqFRCaugIHp6fwNxBDC4OFedhwNfh42qd7nijTMOpWhkPzbeO1ysI5oDu7mTH/XN6NoJsxCK+v20yyz86TFtHYzTC26VPBUtBEHhuaz7bcs16Okv70f4+EwMNsAiCwKf7y3jt99NE+bjwyx1TGWWBZ6vWYOSrwxW8t7sElc7I1Wlh3HtRHF5WDkoV1MuI8XO1ekvdiSqJii05dWzJrqOwQY5YBFNjfLhzZgzzRgYMis/dG0wmgZJmBUfLJKSXt3KsvBUXe5su8TZfNwfi/F25Ynwocf5uxPm7Euvndk6Nsc8l7G3FrEwLZ2aCH4//cooXthWwNaee15anDPucxJ6iZkyCYNGQ3cHiFl7cXsCcJH+LGqxgTvTu3nCSI2USVqaF8fSSJKtYLW0qHW/9UcS3x6uJ8XXlycVJXDsp3KqkpqRJznVrj/HogkSWjA6isEHGZwfK2ZxVh95kYsX4UH6aE8e4cM9/bOE/7wK+RNlT42Mg7ClsAmD2APIEZ+NgSQv7i5p5esnIPvXGVTqzdnqghyP17RrGhvctsfDJ/jK+PFzBjVMjueUC6yYI+4JMo+eBH7LZmd/Iog7Ov6sFu59j5a18dbicbbkNg9bsLm6U89auIrbnNvDyslED9i3OhNZgZHtuPYdLJPyYUQPAuHBPnr14ZJcf6FBhNAkU1Ms4Vt7K0XIJx8pbu6iZAe6OTIn2ZnKUN1G+rsT5u1pkIPN/EYEeTny+ajybs+t4dks+i949wF0zY1l9YfSw7OI0eiNZ1W2smtw7u+xMVEqU3Lkhk2hfF95akWpRQzmzSsod6zKRqnS8vjzFqgleg9HE+qNVXWXZwdbp21V6bvjyOHVtGp7fms/3x6s4WCLB0U7MlRNDuXFq5L9C/O+8C/j2HawGa/BnYRPBI5yI87e8KSQIAv/7owhvVweWjetdclajN3L/D9n4uTmy/T8XsL+ombF9MHN+zqzhld8KWZwSyBPDZGxeUC9j9boMaqRqnlycxI1TIwZ8XJXOwGs7TvPVkQoivJytMlDpRHmLknd2FbEpuw4Xe1vumRVjMdW1UaZhfXolG45V0aLQkRjoxkPz4rk4NcjiZl9/aJJp2JnfSE5NG7+daugafjILefmTFuXFpEhvQr2c/hXll78LIpGIS1KDmRbjw3Nb8zsW6nreWjGapKChccyzqtvQGUykRfbvMa3QGrjl6xOIRLDmuvEDJiaCILAuvZLntuYT4OHIz3dMYaQVr3V/UTPPb82nuEnB1Bhvnlyc1K9wWl8wGE2sXp9BdatZpbdJbu4ndQ5K/ZukQ867gJ9XJyMtynKtF43eyMHiFpaPC7HqBN9b1MzJqjZeXjaqz63j67+fpqRJwTc3TcTT2b5PLfIDRc089FMOk6O8efOK4bE//Cmjhid+zcXd0Y5vb53EhH76Bp04WibhoY05VEpUXD8lgofmx/c7LXw2qltVvPtnMT+frMXeRsxt06O5bXrUgF94QRDMmvCHK9hxqgGjIDAr3o/rpkRwQYzPkN+PKomK3/Ma2JHXQGaVFEGAOUl+LBoVSFqUF2mR3kO2wxwMjCYBiULbNdHbKDd77Ta2a3CyF1PSpMQkCB0Xc8mp63bH/eFeLkhVOnxcHfB167i4OuDTce3r5oCXi73FdXlvVwfeuXIMS1KCeGtXEdd8foyH58dbLVB2Jo6WtSISwYReTEE6IQgCb/x+GpXOyAcrxw5owq7WGXji11NszKxlZrwvb68YY3FpraxZwYvbCvizsIlwb2c+vXYccwbJp69uVXLN58eoPMvcPd7fjbtm9T2P80/hvAv4UpUOLyu23kfLW1HrjcyywvC8s3Yf6uXUp0FKepmEtYfKuXZSeL863RUtSp7ZksfUGB/eWzlmyNN0BqOJD/aU8NauYiZHefPuVWMGLH90ZvVfHq4gzMu5V3Go/tDQrubd3SX8cLwasVjE9VMiuH1G9IDPq9Eb2Zxdx1eHK8irk+HmaMv1UyK4dnL4gCd8fzBLCyvYccoc5AvqzTz8pEB37rsojvnJAcT6uf4tGbzBaKJCoiSvTkZBvZx2tY78OrNsQ7NC28NnVyQCH1cHxoSOQKUzYCMWmbnyIrC1FXf72UYkwtnBhkaZieyaNpo6mEpnY0KEJ3KNgVHBHqSEjmB0iAfxAW79ftcuSvJnXPgI7vkui4c35nKqVsaTi5MGVeI5Wi4hKdC9317Lpqw6vjxcwQNz43o17zkT9e1qbv06A2d7G+6fE8ddFtCQwcxo+2hvKevSKzEJ8MiCBG6YGjGoc65KomLtoXK+Sa/s8RmCmVzQWwP3n8Z5FfA1eiMqndGqLVSEtzP3zI5lshUBbldBEzk17bzWhwaO1mDk5e0FzIz349GFCX0+jlpn5PZ1GUiUOr66caJFdoT9QaUzcNeGk+wubOK+i2K5c2bMgCyA9DIJD/2UQ1Wr9Vm91mDkswPlrDtSicZgZGVaGHfOjBlQ1kKjN7IuvZLN2XXk1rYT5+fGi5cmc+mYYKt2FGejokXJH/mNbDhWRXmLEpEIxod78sSiROaNDDjneuQyjZ7CejkF9TIK6mXk18s43SDvMp2xsxExI84XD2d74vzdurx1/bt8dh3xcbUfEnNDqTXQLNfSotDSLDcvKjK1nuMVUnYVNHb1Q+xtxCQEujEq2INLxwT3yhzzdHHgi+sn8Nrvp/l0fxmnG+R8cLXlRjlgXvCa5VqmxPR9ftW2qXly0ynGhXuy+sKYfh8vs0rKbd9koNIaeOdKy0TfTCaBn0/W8spvhUiUWlbPiOb6qRGDMjfKqDQPSv2eZx6UmjfSn6WpwcwdGYDBaEJjMKHWGXE6B4ysKomK043yIT3GeRXwpSoz/fHsCcDDJS08tzWf91eO6aGiGe7t0ivDpi+YTObafbi3M8vG9F6iWbO/jOyadr6+cWKfAUwQBB77JZfTjXK+umHikOvTLQotN315nNzadl68NJmr0/pvkBmMJt7ceZq9p5sB+P7WSaRZsejtK2rmmc15lLcomTfSn8cXJhI2QFau0RtZf7SKj/eV0izXMjXGm3U3pTEl2nvQJ4dGb2THqQa+O15FepmZVTM+woubL4hkTpL/kP1h+4IgCFS3qjlc2tIh26DodjJ6udiTGGieCUgKcicx0J1oX9dzTmV1cbDFxcG21wahIAjUSNXk1LSTU9tGbk07m7PqSAnx6JMqbGsj5rGFiYwMcufhjTlc/P5BPr5mHKND+yYfnIkmuZbiJgU3TO1dmM1kEnjgh2xMJoG3rkjtt/T0c2YNj/ycS4C7I+tvTrOISZRV3cbTm/PIrm5jTNgIPl813uLX3gmzYUrjgINStjZiXG3EFpEiLEVDu4atOXVsyaknu7rNarr52bDor0Ui0XzgHcAG+EwQhFd6OeYK4BnME/vZgiCsHNIrGwRaO/juXme57hQ0yClskA8Ly2JvUROuDjbcPC2y10ysulXF+3tKWDgqoF9Z1G/SK/nlZC3/nRM3ZCPjihYlq744RqNMwyfXju82gt8bmuQa7t5wkqPlrdwwNYIH51me1ddIVTy/NZ/f8xqJ9HHhqxsn9svhB3NQ/vZYFR/tLaVJrmVylDfvXzXGqgXmbOTXyfj+uFl6WaYxEO7tzIPz4lk+LmTQHrADoaFdw5GyFg6XSDhcKqG2w0rT182BixL9uDg1iKRAc3D3d3f4123nRSIRoV7OhHo5syjF3EQ3mcwSzgPhklSzP+tt32Rw01fHOfDQLIuE9TrPSZ8+BiHXHirnSJmE1y5L6XPwy2gSeG1HIZ/sL2NSlBcfXT1uwF18s1zLazsK+TGjBl83B968fDSXjgm2qh+k0hn4KaOGLw9VoNAacLAT/y2DUhKFlt9ONbA5u47jFa0IAowMcueRBQksTgkk9LnBP/aAr1okEtkAHwBzgBrguEgk2iwIQv4Zx8QCjwJTBUGQikSioav9DwJSpZlSd3aGX9KkwNPZDu9h6JZ/vK+MujYNl6T2Pgzy/NZ8RIj6NRfJqGzluS35zE7w486Z/W9hB0J2dRs3fnkckyCw/uZJA04kppdJuPvbk8g1ev53xWiWWaj7r9EbWbO/jA/2liBCxIPz4rn5gsh+658avZHvjlXx0b5SGmVa0iK9ePeqMVb1B86ETK1jc3Y9P5yoJqemHXtbMQuTA7hiQiiTIr2H3cxcptFzpLSFA8UtHC6VdAnYeTjZMTnKm9tmRDEl2pto37+nH3AuIBaLsLfwfUsO9mDzXVMpbVZarKLa0iF10tvk++kGOa/tOM2cJH8uH9/791Cm0fOfb0+y53Qz10wK4+klI/ud59B1zI68+2cJGoOR22ZEcfesWKuy7ia5hq8PV7LuaCVtKj1jwkbw6MIEZiX4nzP5EJlGz+6CJn4+WcuhkhaMJoFoXxfunR3H4tGBg/KK7g2WvAsTgRJBEMoARCLRd8AlwJnC0rcAHwiCIAUQBKFpWF6dlVDqDIwL9+yx+pc0yYkZhiZdTk0bx8pbeWJRYq/Z/Z7CJnbmN/Lw/IQ+WR/Nci13rM8k2NOJ/1nIM+4LewqbuGN9Jj5u9nx1w8R+tUZMJoFP9pfx+u+FRHi7sO6mNItHxdPLWnj8l1OUNitZkBzAE4uTCO6H1WIyCWzKrmVbTj27CpqYGOHFWytSmRLdfzOuL9S2qVl7sJzMSiknq9tIDHTn2YtHsjQ1eNiHnqRKHX/kN/LbqXoOlUhICnKnuFHOxEgvrpoQxuRob5IC3Yd9cfm/Am9XB6s46p0ZvrdL978xmgQ+2VeKm6MtLy8b1ee5mV8n43CphOeXJvepEtuJwyUtPLU5Dw8nO8ZFePLU4iSr9HeKGuWs2V/Gpo5BqblJ/tw6PcpqhzdLodQa2FXQyNacevadbmZ0qAf17RpunR7FxaODSAhwG/ZEwpKAHwxUn/FzDZB21jFxACKR6BDmss8zgiDsOPuBRCLRrcCtAGFhg6d59YUmuZaMSikjzggCgiBQ3KQYlEbO2fjsQDluDrasmNBzsEOjN/LMljyifF24qQ8jCUEQeGbzKYI8nHjx0lFDmhDdcaqeLw5VEO3rwtobJvRbq86raWfVl8doUehYlBLIq5dZNnyl1hl55bcCvjpSydwkf565eGS/jCMw10yf3ZLHyao2pkR5seHmNCYPskafXyfj0/2lbMmpB2BJSiBPX5zE6JARw3oiNMk1/J7XyI5T9aSXtWI0CQSPcOK6yeHMS/YnNdRz0FPCwwGF1kBZhz5+abOC0iYlLy8b9a/id/eFrjLrWRn+pqxafj5Zy9srUvHpZwGZFOXNgYdm9iuZ0dCu4cXtBWzJriPUy4nVF8ZzUaJlEg6CIHCotIU1+8vZV9SMo52YFRNCuWnauRmU0uiN7D3dxJbsev4sbESjN+Hv7sC1k8NZkhLI6NDh/W6fjeEqRNkCscCFQAiwXyQSjRIEoe3MgwRB+BT4FGD8+PHWeC5YhPaOpu2ZgVSi1NGm0verC28JatvUbMut58apEb3KDte1qRGLRDx3cXKfjblv0ivZltvA80uThyR/uuNUA3dtOElKiAfrb0nDw6n7yZRRKe2QBW4no0raJSh3yegg3r4y1aIvVGaVlP/+kE15i5Ibpkbw8PyEfgW9mmQaXt1xmo2Z5prpG5ePZpmVNVP4y9Ltk/2lHChuwcXehuunRHDjtMh+dxXWoqFdzfbcBn47Vc+JSjM3P8rHhdumR7EgOZDkYPe/vUzTqtBS0CCn9Kzg3iDTdB1jIxYR7u2MRNm3T/K/CRKlDjsbUbdmo0Zv5M2dRYwK9rBIKrmvYK83mvjyUAVv7ypCbxL4z2zzdLAlwnN6o4mtOXV8ur8cd0dbSpuV52xQSmcwcrCkhS3Z9ezMa0CpM+LtYs/l40JZMjqI8eGef9uO0ZKAXwucmdKGdNx3JmqAo4Ig6IFykUhUhHkBOD4sr9JCtKn0ONvbdKsrlzYpsBGLiB1iwP/yUDkA1/fBNojydeWP+6b3SakrbVbw0vYCZsT5WiRB3Bd25jVw14ZMRoV48NWNE3ssPiaTwMo16WgNpm62iMvGBPG/FWMGfHytwcg7u4r5eF8pgR5ObLglrd9SjFyj5/XfT7Mxowa9UeD2GdHcNSvGoh3EM5vzqJQocbC1wd5WTIVESX69DINRwNfNgYfmx3P1xPBhK9toDUZ25Tfx/YlqypsVVEvVJAS48Z/ZsSxIDiTO/++rxQuCQHmLkhMVUo5XtJJRKaVNre/KiN0cbInyc2VKjDcxfq5E+5ovYV7O/7jfgDVw7mBNnfm+rkuvpLZN3aePsyU4XNrC05vyKG5SMDvBj6eWJFk0uyHT6Pn2aBVfHKqgQaYh1s+Vy8eHsDilf/P3/qDRG3n999PMTw7oGnDUG00cLpWwNbuO3/Ma8HAyGw0tTgliyeggJkV5/SM+DJYE/ONArEgkisQc6K8Ezmbg/ApcBXwhEol8MJd4yobzhVqCdrW+R5mktFmJIAhEDWF7ptDo+f54NQtHBfabZfb1AeqNJu7/PgtHOxteX54y6KDyR34jd24w27z1FuzB3IS7b04cr/xW2BXs3RxteX5p39rqndiaXcdjv+Qi0xi4YnwITy5O6vYceXXtbM+tR6Y2INfoKWlScKrDXGRGnC/PXjzSqm3wzvwG6to03RYmEXDLBZE8MC9+WCzdAAobZPxwvIZfTtYgVZl1jS4fF8LFqUGDNru3FjqDiby6dk5USDlR2cqJCmmXiuoIZzvGh3syLtyT5CDzUJSv27+P5TMYyNR6ss4w2GlX63l/TwnT43wHHLDqCx/uLeG1HacJ9XKyWP64Rqrii0MVfHesCqXOyJRob16+bBQzYn2HlF1r9EZu+foEB4rN9qb/mR3Llpx6dpyqR6rS4+pgy9wkfy5JDWJytM8/vlgPGPAFQTCIRKK7gN8x1+fXCoKQJxKJngNOCIKwueN3c0UiUT5gBB4UBEFyLl94b2jrJeBXSJTY2oiHNDr/S1YdLg623DQ1YlB//8GeErJr2vlg5dhBy/f+WdDIHeszSAry4Oub+h7SEgQBpaa74fbtM6J70Mjq29V8f7yaKomK8hYlhQ3yrinNV5aN4spehM7WH61iw9Eqsx2e8Jeb3d2zYvjvXOuVRqfH+vLd8equYO9oJ+a3ey4gchgYCXKNns3ZdfxwvJrsmnbsbMwmIFeMD+WCWN+/xaylSqLiz8JGjpa3svd0Exq9eQAr3NuZGfG+TIjwYkKEJ1E+rudsSy8IAnKNnna1gXa1njaV2Te3Td3hoavS42gnRqE14mgnxsHWpuvazcEWTxd7onxdCPF0HtR75mxvi1pvxGgSsBGL2JJtPpcetlKZ9kxclOiPRm/iDgvKN7k1bXx6oJztuX/1gW6+IGpYPGg1eiM3f3WCgyUtgHlqf+VnR3G2t2F2oj+LUwKZEec76J3DuYBFNXxBELYD28+676kzbgvA/R2XfwztKn23hi2YhbzCvZwHfUIJgsCGo1V4udhbPbABZtrke7tLWJoa1MV9thb7i5pZvS6TxEB3vu5nIldrMPLIxlx+OVnLJaODOF7Rikxj4NpeVAo3ZtTw9q7ibtm1jVjExtWTSQ3tndp549QIvjtW1c30/IVLRnLN5Air/p+jZRJe//00JyqldKwdiETwybXjhxzs8+tkbMut4/OD5Wj0JuL8XXliUSKXjgk+52bqBqOJjEopuwub+LOwiZImBWC2kbxucjipoZ6MD/ccVs3+ThhNArVSNSXN8m7+t6XNSgI8HDnd0PuEpr2tmJRgDwrqZWgMpm4yAb5u9jTLzbsQexsx4d7ORPm68PjCJIvNUjpLeyqdARd7Wz7aW0qUr4tVImdnI87fjfvn9L0zM5kEdhc2seZAGXVtaqQqHTdNi+T6KRHDoplkMgmsOVDKu3+W9DC7uXJCKE8vGWkxbfXvxnk1adspHnUmKlqUQ+q2Z9e0U1Av44WlyVZvsbUGI5/uLyPIw5FnL0ke1PNnVEq574csZsT78sby0X0ye9rVem775gTpZa38d04cd82KoUWhQ67R97pAXDspgs8OltOm+ms38PjChD6DfX27mpe2F3YFexEwOdqbqwegyp2J3Jp2Xt95mv1Fzfi5OfDC0mRqpCo+3lfGI/MTBhzg6gsmk8C+omY+O1jGoRIJXi72XDommCvGh5J6jlkPbSod+4qa+bOgiX1FzbSr9djZiEiL9GblxDBmJfgNO9ujTaUjq7qN7Op2SjoavGXNii4JBwBvF3ui/VxZlBJIrJ8rLg62eDjZMcLJjhHO9ubbznY9ss9OeQCt3ohSZ6BJpqWsWWluIDcrKW5S4GBneVnC38OR1FAPpCodp2pl1LaprfadsBQavZFfTtay5kAZZc1KgjwcuWFqJCsmhOI+RM8Ek0kgs0rKttx6tufW0yjT9npck1z7rw32cJ4F/MwqKRfE/lUXNJkEKltVVsv7nokNR83GxX0NWvWHT/eVsS23nrWrJgyKglnWrODmr47j7mTHy8tG9dm8lCi0rFp7DHtbMW+tGM2lHcYpvS2AYN61/HaqHkWHNDBAiKcT10yK6PXY749X8+K2AvQmEw/MjeOzA+VoDEZevcyyfkRdm5qP95Xy9ZFKRjjb8djCBK6bHIGjnQ1ag5FpMb5M7UdrpS90egV/frCM0mYl/u4OPDw/gZUTw86pKYlCa2BnXgObsupQaA1kVErxdrHv8o2dFuszoIG8NahvV3OsvJXjFa0cL5d2STh4ONnh7mRLjK8rU6PNzd3OBq/FTBNBgMZGKC+HsjJsy8txValwNZnwNhoJM5kYbzSCyQRGI7i7w7enITLSfAkPB/u+nyvQw5Gs6nZKmhTszGvsqGlbRpm0FK1KHd8cqeTrIxVIlDqSg91558pUFo4KHBKd1mQSOFktZVtOA9tz62mQabC3FTMjzpdZCb5MjfbBw8meConSfGlRMSbM+irA34nzKuDL1N2z2bp2NTqDiYhBKi/KNHq2ZNezdEyQ1SdwRYuS9/aUsANOydQAACAASURBVGhUoFVKnJ1okmtY9cUxxCIRX90wsU+ucpNcw9VrjlItVfHJNeOY0Yu59JlQ64w8uekUP2XUMC3GB393BzZm1vLYwsQeDaW6NjUPb8zhQHELk6K8eGVZChE+LsxK8EdnNA0oRnbmdK4gwEPz47lmUni3z8jB1oZpsdY175rkGtYdqWTd0SpaO07wt1eYT/Bz1RTTGUzsL2rm16xadhWY+dPBI5xYmRbK44sSSQ0ZMSx1eJPJRLlExfHyVo5VmIN8p866q4MtY8M9WTI6kAkRXowM8sDV0YJT2GCA06ehrOyvS0eAp7wcVN2lfbG1BbEYbGzMl87bYjG0t5sfrxMiESQnw4IFMH8+TJ3abQFICnRHJIKcmnYyq6Rckho0bBlwWbOCzw6UsTGzFq3BxKwEP265IIpJUV6D3tV1ZvLbcxsobpJzoLily0bzkVEJzE706xELRjuPGFS595/AeRPwDUYTSp2x29atulVNlK8LEYM0Z950sha13miVUxOYs+InN53C3kbMU0v6lljoC0qtgZu+PEGLXMe3t07qsyRQ367m6jVHaZBp+OL6iUyO7j9Lrm5VccvXJyhskHPPrBj+c1EcRpPAyrRwxp6VmfyWW8/DG3MYFeLBC0uTWTkxrCugDTRDIAgCf+Q38vy2fKpb1SxIDuDxRYlDFoirblWx9mA535+oRq03MjvBn5sviCQtcvAneH8wmQSOV7SyKbuO7bn1tKn0eHXwpy9JDRo2qzqN3siRMgl/FjSyu6AJndFEi0KHt4s9EyK8uH5KJBMjvEgMdLOMyqfRwLFjsH8/HDgAhw+DQtH1a8HVFXVIOERG4jx3LkRFmbP1qCiIiACnfurcRiPU1kJFxV+LxoED8NZb8Npr4OkJq1fD3XdDQAAuDrZE+7qSUSmlqFHBFVa4UfWGTu+ET/eX8UdBI8lBZrXPmy+IHDTjymgSOFbeym+n6tlxqoEmuRZ7WzFXjA/hsrGpvQb5fwJNcg3VraqBD+wH503A79TsqG/76w0pb1FS1qwkfJA11OMVUsaGjSAlxLrVe2tOPQeKW3hmSZLVQl56o4k71meSXy9jzXXjSO0jc6huVbHys3TalHq+uWnigOPfxytaue3rE8QFuPPFDROY2bETsBGLuunvaPRGntuaz4ajVYwO8eClS0dZpU1f2qzg2S357C9qJtbPlfU3pw2afteJ6lYVH+4t4ccTNYhFIm6ZHsllY0OsGpu3BjVSFT+eqOHXrFoqJSqc7GyY2yGDOy3WZ1imbpvkGvYUNrGroImDxS2o9Uac7Gy4INaHOUn+jA33JMrHxbIFRSYzB/XOAH/sGOh0IBJhGpmM9LKrKIgcyUl7Hw4a3TihtMEowH9mx3KfFUqxgDnTDwszX6ZP/+t+uRz+/BO++QZefhnefBMeeQQefZS5Sf7sL2om2MOR2CEE5Z15DXx6oIyTVW2McLbj7pkxXDMpfFBNcL3RRHqZhO25DezMa0Ci1OFoJ2ZmvB/zkwOYlfDPB/mGdg1HyyWkl5ktOMualUPWAztvAv6OUw0AnKj8i/Nb1arCzkZEwCC+EIUNMjZn1/GMlRl6u1rPc1vzGRXswbVWslcEQeD5rfnsK2rmlWWjmNWHx255i5Kr16Sj1BlZf0vagAvSrydreeinHEI8nXhl2ag+dwxFjXLu2pBJUaOC26ZH8f/YO+/4qOrs/b8nvZDeSC8QkkAakJAA0gVEUBAQBETsomsvu3ZdUVcXuys27AjSpEgRKdJLQoAA6b33MpNMn7n398dNIiVlJgR29fd9Xq+8ZpIpuXPn3nPP55znPM9TUyJMLpEoNXo+2pfP10eKsLOy5KUZg7ljZPAVBcdLA/2ipCCWjh+Ar0vfu1MZjAK/59Tx44kSDuTWIQPmDg/gycmDmDzY54p0+kH6bnNqWtidUcOe7FrSy6Tj1M/FjjnD/ZkU5cPIMA/TKHy1tXD48B8B/swZqcZuZYU2bihlC+7mmP9gfnUeQKpChs4ogBpcZdbEBrjyoL8LsQEuDO3CbrNXcHKCWbOkn7w8eOUV+Oc/YdMmopd9yoq2eY0L5YRNQbti5cpDRZQ2qghyd+C1mUOYOzzA7O9EozdyMLeOA7l1bDtbiVxtwMHGkomR3twY48v4CK8r/p6vBBXNak4UNnC8sIETRY0dLlpOtlYkhrozPyGQpDAPhr7cwxt1g79EwDcKIt8cLQakunu700xZkwp/V/te8Yc3narAykLGTSaMfl+ILw4W0NCq5esliWb/368OF7E7s5qnpwzqlAcPUFTXyh1fp6AxCKy+L6lbepsoiny4N48P9uSRHObOZ7cP71QiWhRFVqeU8tovmTjZWZkkeXwh9ufU8tLm81hbWnDLUH/+fkNkt/ooPeFaBvoquZqfUspYm1pGtUKDj7Mtj0wMZ35iYJ9IORTXK9maXsmWMxV49rPlRFEjcQEuPDl5EJOivNtq3D0cJwYD7N8PGzdKt9nZ0t/t7TEmJVOy9AkO+kSyzsqfTIVAYogb2VUtRLu5cFesC7H+rsQGuBDg1juf3nZjIXdTs8vwcFi9GhYuhMWLmXrvLUTM+ic57uaVczamlbNseybNKj3xga48Ny2SKUP6m3VeyVV69mbX8FtGDQdy61DrjTjZWTEr3p8x4Z6M/S/x5NsnrVPaejVZlQqyqv9oxieGuLM4OZjkMA+ifJ37bG7kLxHw16aWdVwNaxRajuQ3cF24J+llzV3qcHcHoyCy+UwF4wZ5mcXdzq1p4fMDBTw8YSAxAebxjI/m1/OvndlcH+XNQ124/lQ0q1m08gSB7g4smxXdrQHEhZz8ucMDePOWmE6zdYVazz82nmXn+WrGhHvy7rw4k01DmlU6XtuWyc+nKhjo3Y9/z4llWA/yzN2hVqFh1YkSVvxegIVMxsKkIB7so0D/6JrTnC1v7vB4lav1HC9sBKS+49hwL/45cwiTIr2veOS9VqFh29kqtqRXdmTySaHuzBrqz8cLhppWgjAapQx+3Top0NfVQb9+iGPHUTN7AYf9otgk8yGlohW9UcReb0lyoDtzx0qMp3Bvp141kVU6A5mVCs5VyDlfoeB8hUT9XDgiiGWzzKQWz5gBR49iOXEiO3e8gfrocezMkDjx6GfDiBD3NsVK0/sl1XINv2VW81tGDccLGzAIIt5OtswZ7s/UIf1JCvW45hOvRkEkp7qFlKIGUoobSSlq+kM62tGGEaHuLEwKZniwG5H9e/fdmYI/fcCXq/S8/Wt2x+8y4NujxSSEuFHepKa8SW32ex4raKBGoeWlGZ07WnWFN7Zn4WBj1aW7T1cob1Lxt9WnCPN05N15nUsm17dqWbzyBC1aAy/fNLjbYN+o1PHADydJLW7imakRPDR+QKcnS25NC/d/fxIvJ1uenRbJ/WPCTD7Qdp6r4qUtGTSrdDwycSAPTxzYaykEpdbAFwcL+eJgIc52ViwYEcRDE/o2o6+WqyluUFF8idl0qIcD39+TdMX2h3K1nl3nq9mSXsGxggaENtOK52+MZEasn2kDP4IAR47A2rWwYYNEl3RwwDh9Bumjp7IveChrztVLkgxlEOUr4+7rQhkX7sXwEDez93+73ENaSRMZbUG+oK61YxDPs58tMf7OTB3i0/s+TFQU7NyJxahROD5wL+zY0fNr2jA+wpvxPbDOQGqun62Qsz+nlsI6aUUFkhjevWPCmDrEh7g+YlFdiHbKclG9kudujLroMa3ByLlyOSdLmkgpbOBkSROKNhq0n4sdY8I9GRHqTmKIOwO8TOzV9AH+9AE/u1qBXP3H8JAI7Muu4c0dWQC49oL/vul0BU62Vlwf1bNGRzvaa4Mv3BhlltqeWmfkgR/SMAgiX9yR0KnomFyt546vUqiUq1l1T/dlHJD6Genlcj5eMLTLktSujGqeXHsGexsr/j03ghGhpvHga1s0vLIlg53nq4n2d+a7uxN7PTVpMAqsTyvnvd251LVomR7ry9+nRlyRgXmn26zQXDZ4Y2NlwYalI81uyF8IQZCkdX9KLSO7SlK5DPFw4OGJ4dwc52eaQqsgwPHjUia/fj1UVoK9PYZpN5I+cgo/eAzht6IWVFVGhtDK2EFejAn35Lpwz17ZN5Y3qdifIx2rR/PrGeznTGpxE/2d7Yj2d2FGrC8x/i5E+7v0nXNYfLzE4HnkEelzzp9/xW/ZqNRxKK+u47M0KnXIZDAj1pdnpkYwdYjPVdVJ0hqMvLwlg7WpknL8rcMDKG5QkVrSSFpxE2fL5VLvBBgZ5s70WIlKOyLU/YrZalcCmSj2uUqxSUhISBBPnjzZJ+9V1qji26NFfHW4mLfnxNCiMfD69qyOx/c+Nc5kxxi1zkjC67uZEevH23NjTXqNURC58cNDqPVGdj851uRMSxRFnlh7hi3plXy9JLHTATG1zsgdX5/gTFkzX96RYFLGI4oipY2qTgOnIIh8sDePj/bmERfgwmeLh5uUSYuiyC9nq3hp83nUeiOPXx/O/WPCelX+EEWR33Nq+deObPJqW0kIduP56VEM68smIlIysPJQEVvOVKA3ilhZyDAIIpYyGd/fM6LXWWuNQsP6k2WsPVlGWaMaVwdr7hwZwoRIb2IDXHrO1kQRUlOlTH79eigrA1tbDFNv4MzIKfzgEcOu0lY0egHPfjZMHdKfG2N8SQo1X2FRozeSUtTIgdw69ufUUtDm2uXvas+4CC/GD/JiaJCbWcbkvYLRCMOGSZz/rCyJ628GBEHkXIWc/Tl1/J5TS3p5M6IoeQePG+TF+AgvxoR7md5nuALUyNXc9W0qmVWXy1VYW8qI9nchMcS9QxCvryU9ZDJZmiiKCb157Z8+wwcIdHfo0ISfFu3LjI8Pd2i0AGw9U2ky/Wx/Tg1D/Jy5Zajpzdp1J8vIqWlhxaJhZi2rvz1azOYzlTw9ZVCnwV5nEFi6Ko20kiY+XjDMpGAPkndpZ8G+RaPnibXp7MmqYe7wAF6fFW1Sw0qu0vP8pnNkVimI8OnHm7Nje+0vcL5Czps7sjha0ECIhwOf3T6MqUP699mSVhRFDufX88XBQg7l1WNvbcnCEUHcfV0oq1NK+fxAIctvjTU72BuMAgdy61iTUsbvObUYBZGRYR48PSWCqUP697wfRRFOnZIy3HXrJB67tTXGKVM5u/QZ1vSPZ3NhK7pmAS+jlnkJgUyL9mVEqLvZDbu6Fi0Hc2vZdraKY4UNaPQCNlYWJIW6s2BEEOMjvK96GUGu1pNW3Mih/Ho8HG14eGI4vPoqzJ6Ncf16LBcsMOv9CutbmfnJEWQyiA1w5dGJ4UyI9CbG3+WqC+EpNHrSy5o5XdrMykOFHaWZC5EU6s6TkwcRF+j6PyWWdin+EgEfpHF3e2tL9ufWUXrJcMKWMxUmB/xfzlZRWK8i0cQSR6vWwLu/5ZIQ7Ma0aNNHxk+VNvHFwQJuSwzs1NdWEETe2ZXTQdHsrfBaOwrrWrnv+5MUN6j4581DuGNksEkn/InCBp5Ye4baFi1PTB7E0nEDenWCNat0/HtXDllVCorrlbx602AWJgX3WfNMFEX2ZtXy0b487K0tKaxX8szUCBYlBXUwk56eEsHsoQEmWzsCVDarWJta3sHi8exny31jwrgtMbBnjRxRhLNnpUx+3TooKAArK8TJkyl++Bl+8IljQ34rCoWBCb62LEpy58YYX4YHmW+IUd+q5dfz1Ww/W8WJogasLWUEuDkwPyGQ8RHeJIW5X3XKYWWzmp3nq0ktbmR3Zg3Rfs7k1LQwI7Ytebr5Zqo8/aj/fiMxZgb8AV79+M/CoYwM87iqInhGo0B+nZLTpU2cLm3mdFkTebVSX0MmA5c2bn6Aqz1Vcg3GtgqJlaWMpF56NV9L/GUCfotGTz87K24Y0p+PFgzlh2PFpJU0kRDshq+J9DqVzsC+7FpuHR5oclD74VgxoZ4OPDctyuSMSa7W8+ia01jILHjuxs5f9+7uHL44VMirNw/ukqJpKo4W1PP5gUKaVHpW3ZPU40QuSIMpH+zJZcX+AoLdHdj44KhejY8LgsiGtHLe+jVb6kUkB/PNnYmd0kN7A0EQ+S2zho/35ZFRqSDQ3Z5FE8OZFe932WrL2tLCpGDfPs35zZFifs2oJtrPhUhfJ169eQiTorx7nC0wtCphzWqsPvkE0tOlYaVJk2h89Ck2BCawpkBJUZ0Su2YF06J9mTMsgJEDPMy+kDa0atmVUcP2c5UdjeIwL0cenjCQ6bF+18TQpVquYVdGNZvPVHC6Tfd+ekx/lo4LY1xbuahjf1la8vkLH5CGJysVGrN6BDKZ7I8LRx/BYBQorFdyrlzOuQo5GZVyMioV2Flb0qjU4epgzdBAV26K9WNokBuxgS4XyYKodAZOlTRzvLDhihzsriX+MgFf26ZtYmNlwc1xfuzOrCHQXcu6paNMfo/9OXVo9ALTYkzL1JtVOlb8XsCogR4m0xFFUeSFTeeokmtY98DITkXV1p8s45PfC1gwIpAlZg5vXYrNpyt4ZkM6oR6ObP7bKILce26IljQoefSnM6SXNXPr8ABevXnIZXr6piCjUs5Lm89zqrSZxBA3XpsZTZRv35wYgiDya0Y1H+3NI7u6hRAPB965NY6Z8X69HvbSGoxsS6/i26PFnKuQ42xnxT3XhXJ7cpBJ+42SElixAtV/PsNZpSDPJ5Rdc59kf+xYTiqtoBKorCUp1J0Hxw/gxhhfk5zBLoRcrWdPVg2bTlVwrLABoyCZ+/xtwkCmx/oS4dP3xteXQqUzsCujmp9PVXA4v57EEHf0RoFnpkYwLbp/txPQSxZN48TqU2w7W8k914Vd1e28EDq9kYJ6pRTYK6QAn1ml6PAosLe2ZIifM/MSAhke7Eq0vyshHg7d7ksHGyuua2ug/1nwlwn4TSrdRVrelc1qswdntp+rkjixIaa51H95qJBWncGs8fR1J8vYdraKZ6ZGXCRp0I5jBQ08v+kcowd68NpM8yWZ2yGKIiv2F7B8Vw7JYe58vjjBJMXOTacreHHTOSwtZHyycFivSklytZ73d+fy/bFi3BxseOfWOOYM8++TQGQURHacq+LjfXnk1rQS5uXIB/PjmRHr22v+fG2Lhh+Pl/LjiVLqW7UM8HJk2axo5gzz77kMIopw4AB89BFs2QJA7rDxLA+fzInAaKkOIPVJmRTpzas3DzGbAmowChzKr2dDWjm7M2uIC3ChrkXLg+Oki0aU79UP8kZB5HhhAz+fqmDn+SpUOiMBbvY8MjGcW+L9CfUyjVkV6tWPQDcHjhU0cOeo0D6vvzerdB1SzgV1rR3SzuVNakRBRC+IONpYMsTPhYUjgon2dybG34Uwr37XxBTnv42/TMBXao042v6xhK9oUpt15VXrjPyeXcusof4mBY5GpY5vjhQzPcaXyP6mZa35tS28sjWDUQM8WDpuwGWPF9a1snRVGkHuDqxYNLzXmarBKPDK1gx+PFHKzHg//j03tsdmskZv5JUtGWRVKYj2d+G9+fFmXzBFUWRXRjUvbs6gUanl9uRgnpoc0SdSxe2CbJ/tLyCnpgU/V3s+WjCU6TG+vT5Rs6oUrEstY9WJEvRGkQkRXtw1OpQx4Z49B1CVClatgo8/hvPnwd0dw1NP89u42SzPUlFU/0cfydXeml8eGU2gKauEC5BT3cLGU+VsOl1BXYsWNwdrFo4IYvYwf2L8TWAD9QHya1vYeKqCzacrqJJrcLK14uY4P2YPC+i1+fYtQ/159udzHM2vZ4wZE90avZH6Vi0NrToalFrqW3Uo1Po/DN/rlB2ewCCZtoR4OjDI24lp0f0Z7OtMRH9nwjwdr5lp+P8a/jIBv0VrwN9VqgnqjQKB7vZE+JjOJDmUV4dKZ+TGaNMy2s8PFKBpoyeaAo3eyMOrT+NgY8X78+MvC1JNSh13f5uKpYWMb+4c0Sv9fJCW24+sPs3e7FoeHD+AZ6ZE9HhwlzaoePDHNDIqFTwycSCPTQo3O1uukqt5YdN5DuTUMiHSm8evH9QnNnIgNY7f/jWbU6XN0nDa/DimRPXv1UkriiKpxU18uj+f33PqSA7zYFFSMEtGhRBqisheURGsWAFffQVNTRAfT+0Hn/BVQDI/na9HfqieUA8HbK0s0BoEnO2t2PDgSJODfZNSx9b0SjaklXOuQo6VhYwJkd7MGRbAxEjvazIhqtYZ2Xa2kjUppcjVeoobVIwN9+T5G6OYPNjnilkokyK9sbWSsTqltMuAP/Gd/TS3zdfIAFtrCyqbNZc9L9jDgVaNgQFe/Zgy2Ecye/d2JMyzHwFu9v8Vo/CrhVatgbqWzo1XTMVfJuArtYaOemhti5bU4iZmDwsw+fU7z1cR7edMcljP5ZzaFg3fHStmZry/WcMdQ4PcmDLY57Jmld4o8OaOLCrlGtbcl2SyfdylaGjVcv8PaZwubWLZrGgWm+BGtS+7hsd/OgPA13cmdCnY1hVEUWRNShn/2pGFQRB5YfpglowK6ZPlcWalgn/vymZ/Th39ne14a3YMc4cH9Ookbre9+/RAAWklTbg72vD0lEEsTg7peQUiirBvn5TNb90KFhYIt9xCyoxFfKjx4VhRI9a11Uwd0p9FScEkh7nz5o4sVqeU8uM9yT0eI6IocqyggdUppZQ0qDhXIWewrzMvzxjMzfF+V6RLZA4yKxX8lFrKptMVtGgMhHk5cteoUKZG+/RqyKsr2FhbMntYAOllcpqUWtwcL/98kwf7oNIZEdvI1W4ONthZW+LZzwYPR1s8+tng2c8Wd0drHG3/+9LF3UGpNZBS1Mj4CK8eV2WiKFLXoiW/rpWCNovK9hVMlVxzxfpOf6mA395YrJZLmYCpKplGQeRAbj1jwz1NCiZrTpSiN4o8Osm07B7AztqSf82O6fSxf+3IZn1aOR8vHNqjzHFXqJZrWLTyOB79bPl8cQKTB3cfuI2CyId7cvloXz6DfZ357PbhZl9oShtUPPvzWY4WNDAyzIO358T2+mJ16fu+tzuHLemVONtZ89y0SJaMCulVZqk3CvySXslnBwrIrWnF39We12YO4dbhgT0bcbS2SnK///kPZGaCpyeap//O+sQZfJqvpTJLw9hwS/5+QwS3Dg+8aHjp2WlRPH79oG6b3Y1KHRvSyliTIo3nu9hbc9foEN6eE3vNWB9KrYFtZytZnVJGelkzNlYWTI/x5bbEQEZcJZ8BgBmxfnx2oJCd52tYmHQ5C+1SqYI/K04UNvDkunQqmtWsXzqSxLb+oFpnpLhBSVG99NOikbSdCupaabmA59/P1ooBXo6MDPNgQJuj2Q3P9X57/jIB39rSooMy1RHwTZRiPV3aRKNSx0QTpBQalTo+PVDAoqQg00oAPWBreiVfHynizlEh3NRL2lm7Nn6TUs+/ZscyIrT7i0ajUsdjP53mUF49tw4PYJmJA1jtUGoNPLH2DPuya7GztuTNW2JYMCLwioNDk1LH98eK+c/v+VhayHhw3AAeGDegV+Utjd7IL+mVfLAnj4pmNRE+TnwwP57psSbY3hUUwCefwNdfSw5Pw4ZR89GnrPBOYN35etRpcpLD3Ntomj6drmYsLWSdBntRFDlR1MjqE6X8er4anVEgIdiNRyYO5MYY32s2tJNZqWBtaikbT1XQqjUQ7t2Pl2cMZvYw/z6jzHaHIX7ODPByZMuZik4D/p8dGr2Rt3Zm8+3RYtqPjnd35WBhIaOoXkmV/OLy1NhBnjjYWDIr3r/DpnKgdz98nG379KL7lwj4eqNAtULTkbFVySXBNF8TA/6erFqsLGQmSQJ/e7QYjV4wqVzSE3KqW/jHhrMkBLvxwvTeZTQFda0s+vIEar2RH+9N6pErn12t4K0d2aQWN/Kv2THclthzoF51vIRjhQ1UNKkoaVDR1GZ83t/Zlp8fGm2aMFg30BsFfjhWwgd7clFqDdw1OpT7x4b1ythCozfyU0opnx4ooEmpIznMg2WzhjAhwrv7zymKsHu3VLbZvh0sLRHnzOXUzNv5UOXJwbx6bGrqmBXvx52jQs3OwJtVOracqeD7YyUU1ClxtrNiYVIQC5OCuhXC60toDUZ2nqvmh+MlpJU0kRTqzpQhPiwcEdRn7l2mQiaTsSgpmNUppVTJ1VdF+vpqQxRF6lt1lDaqKGv7KW1UsS+7VhK4a39e2+3psmaifJ0ZGeZBqKcjoV6OhHo6EuLh2Cvac2/wlwj4Kq0RAIe2gF+j0GBrZWFyZrg3q4bEEPcen6/UGvj+WDGTB/sQfoUnqUKjZ+mqNPrZWbFi0bBeMXKyqhQs/uoEAD/dn9wjx31vVg2PrjlNPzsr1t4/0uRBqq8OF1FUr7zobzH+zmz522gsLHrfFBNFkf05dSzbnklhnZIx4Z68OH2wWZOw7dDojaxNLWPF/nxqFFpGhLjz/vx4RoZ5dB/IWlrg+++lQJ+TA97eGJ57nm2jZrK2wsix9Aa8nVp4avIgFiYFmT3lmVWl4LujxWw+U0FsgCsu9ta8c2sc02N8+8zbtSeUNapYnVLKutQyGpQ6QjwceHF6FHOG+XdaP79WmBDpzWvbMtl+top7x1w7Tr4pEEURuVpPtUJDtVxDjUJDtVxLtUKDQq0jr7aVskY1ar3xotd5O9liZy2dE/bWlqj1xg6Zl6ltQ6H/TfwlAr5SJ9W82pu2VXINvi52JmUspQ0q8mpbmZ/YsznDT6llNKv0PDj+ckqlORAEkafWpUsn4n3Jvcpkz5Q1s+TrFBxsLFl1b1K34nCiKLLyUBFv7swi2s+FL+9IMMt56PHrw3msrbELkgPPD/ckXVGwz6tpYdn2LA7m1hHm6cjXdyb0nIV3gksDfWKIG+/Pi2fkgB4CfU2NpOC4cqVkEZiQgOrLr/kucARfpVZRf6iWm2N9e2WObjAK/JZZw7dHi0kpasTO2oJZ8f7cMTKYwb1UFjUXgiByIK+OVcdK2JdTiwy4PsqHxSODGT3A85rQEtU6Yy6c0QAAIABJREFUI3bWFl1+D6GejsT4u7A1vbLXAV8QRBpVOixlMixkMslv3UK6b2khwwLQGQVatAYUagMtGj0KTdttx+/SfRsrGecqFNQopADfPpR1ITwcbfBztSfY3YHrBnoR5G5PkIcDQe4OBLg5XFSSEwSRkyVN/JJeyS9nK3G2/++H2//+FvQBVG0B36Et4BsEsUsv2EtR3qzCz8WuRylknUFg5aFCRoS6X7Gq448nStidWcPLMwb3WG/vDCeLG3l5SwYu9tb8eG/3Wu46g8CLm8+x7mQ5N8b0591b483KLH/PrmXZtixkMjp00v8xLbLXdV65Ss97u3NYdaIURxvJCnFxsvmaOlqDkZ9PVfDhnjyqFRrTA31dHSxfLjVitVqYP5/6ux/gM7Una1LLUOYXM3aQF0vHhfW8OrgEDa1a1qRIA1xVcg0BbvY8Ny2S+YmB16QuDtL+XXeyjL3ZNRwvbMSzny0PTxjIghFBV1x6Mwft2k0LRgR1G8xvjvPjjR1ZFNUre9UTa1DqSHxjT7fPuVBIsTNYWshwtrMiOcwDURSJ8XdhcpQP/V3spB9nO3yc7fB2tjVLHNHCQsaIUEkS+bWZQ65pyawr/CUCvrKtpOPYFsiyqhTEmahzPmqAJ0eendjjl7E1vZIquYY3u2DamIq0kiZe2ZrBXaNCuGt0iNmvP1PWzF3fpBLq5cja+5O71QlqVOpYuiqNlKJGHp0UzuOTwk3O7NQ6I2/syGTV8VIi+zvx6e3DeOCHNLydbFlwBdo+WqORTacrWJQUxOPXDzJbztYoiGw+XcF7u3PxdbEj0N2e9+bF9RzoGxokY+2PPpKGphYtonDpE3xSYcmWfRWIKLkp1pf7xw4wuz6fUSln8+kKvjtags4oMHqgB//spqF7NZBdreC7oyVsPl2BWm9kzjB/PlowlBuG9L/m7k77smt4bM0ZrK0sevRKmB7ryxs7svglvdIs1ls7HG0teW3mEARBxCjSditiFEQEQUQQwd7GAnsbK5ztrHC2s8bZXrp1artvb2151YPx/0Kwh79MwJcyfEdbK0RRpEahwdsMfW9TuLG7M6uZGOnNeDMmAy+FQqPnsZ9O4+dqzxNTBpl9EJyvkHPHVydwc7Th8x507AtqW3hkzRny61r58LZ4Zsab7t51vqKZ5zed51yFnPvHhvHUlEHYWlmy6/Gx2FlbXFEQ83ay4/CzEy8SoTIFoiiyJ6uW5buyya1pJdrfmYcnDmTcoB64zc3N8P770k9rK8ybB6+8wna9K39bfQp7a0tuTw7m3jGhZhlTCILI/txaVh4q4mhBA8OCXJmXGMCSkSFX3N8xFQajwJ4sqXR0vLARWyupdLRkVMh/RcyrXc7jnd9yGOzrzOeLh/e4T/1c7RkR4s7W9EoemTjQ7HPCwcaKO65Qb+r/J/wlAr7WIBDl64SjrSUtWgMavdB3bj3AkfwGdmXU8M6tcVekbfPCpvNUyTWsXzrS7ICXVaXg9q9O4GRnzer7kroN9qdKm7jn21QG+fRj7f3JDDWxBCWKIqtOlLLsl0ySw9z58Z4kRl2gG99XJhnmfvYLJ21DPR35z8Kh3Bjt2/1qRaGADz+Usnq5HObMgVdegRhphTZGo+epyYO4PTnYLIcyjV4qJX11uJCCOiW+LnY8Ny2S20YE9Xo62lw0KnX8lFrKqmMlVLYN4zw7LZL5CYFmfZa+hFyt56XN59maXsnMeD/emh1rculwbkIAPx4vIbemhQgTZUr+D73DXyLgKzR6sqpasLe2olYh8Vu9nfuOffDt0SI8HG2YcQWa9BvSyvklvZJnpkaY3QPIq2nh9pUnsLOyZPV9Sd1mTXuzavjb6lP0d7bj33PjTLYLbNHoefbnc2w/W8X4CC/emxd/TdyDukNGpZzlu3LYn1OHj7Mt/2qbtO2W0dTaKjFu3nkHGhth5kzJeCM+/qKnOdtZ84gZJYTaFg0/HCth1fESmlR6ov2d+fA2qaHbW80jc5FVpeCbI0WUN6k5WtDAqAEevHLzEK6/hqWjzvBbRjUvbj5PoLsDL9wYxb1jQs1KjMZHePGPjWf59XzNZQH/i4MFqHRG7r4u1OxE4f9wOf4SAV+la6vh21pS1Gbh1lej4CUNSvZm1/LIhIG9HooprGvlla0ZJIe5dyqa1tNrF648gYWFjB/vS+o2gP+UUsrzm84R4+/CV3cmmjySf75Czt9Wn6K8Sc0/bojkgbGmm5lfDVQ2q1m+K4ec6hYqmtWmTdqqVJLGzdtvQ3093Hgj/POfkNArJ7gO5Ne28POpClYeKkIvCFwf5cO914Ve1SnUC2EURPZk1fDNkSKOF0qMn8XJwbx685Brxt/vCvWtWl7dmsG2s1VE9nfilZsG98oj2NvJjoRgN3aer+KxS7Spcqpb2XiqnK8PF3H/2DDuHB1qtqT0/+EP/CX2XHvAd7C2orZNXMinjzL8746WYCmTsaiXg1ZavZEn1p3BxsqCD+YPNSsTq2xW8/r2LGTAj91QL0VR5ON9+by3O5dxg7xYsWiYSYMcoiiy6ngJy7Zl4dHPhrX3J5NgojT01UCr1sCn+/NZeagIEXhk4kDuGBnSfalErYbPP4e33pKollOmSIE+OfmKtiWtpInPDhSwO7MGZzsrFiUFcYepAmt9AIVGz7rUMr47VkxZoxo/FzuenRbJbdeQ8dMVRFFky5lK/vlLBkqtkacmD+KBcQOuqDl8Q7Qvy7ZlUlyvvMhJ7N15cdw1OoQP9uTyzm+5rE0tY1KUN1OG9GdEiPkev/+/468R8NuatvY2lsyM92NilDeOfWDn1qo1sP5kGdNjfXvdE/h4Xz5KrZHlc2LN4r43KXXc8XUKNXINax5I7rIRaBREXtpyntUnSpkzLIC35sSYVGJo0eh5eUsGm05XMCHCi3f/iyUcg1Fg7cky3t+dS32rjlnxfjxzQ2T3QlFaLXz5Jbz5JlRVwcSJsGEDXHddr7dDECRz9c8OFJBa3ISrgzWPTgpnycjgq2qrdyEKalv57lgxG9LKUemMJIa48dy0KKYM9vmfCG6VzWpe3Hyefdm1DA1y5d9zYvukSX1DdH+Wbctk5/nqy+Zcov1dWLkkkfSyZrafkwxqvj1agou9NRMjvbk+ypvEEPdezbNcCZpVOpzsrK9ZOU0QxI6Zo97CpKgok8luAD4ELIGVoii+1cXz5gAbgERRFE9e0ZaZAZXeiJWFrCPD6Kta35YzFbRoDdw5KqRXr08va+bTAwXMivdn8hDT/W5VOgN3f5dKaaOK7+8eQXQ31DalzsDJ4kYeGj+AZ6ZGmFRmKKhr5f7vT+LmYMOz0yK5f4zpJZy6Fm2fNW8FQWDF/gLWpJRS0axhRIg7Xy2J6n4CWKeDb76B11+H8nIpwK9eDePH93o7dAaBremVfHHwD4G1V24azPzEwKvuAwt/qGV+dbiIGoWG3JpWZsT5cteoUGIC+nZQSxRFmlR6sy/ueqPA2tQy3tqZjVEQeXnG5aqocrWeFzefZ8GIQEYNMM8Fyt/VnrgAF349X9XlYGNcoCtxga48NimcQ3l1/JZZw77sWo7k11PbdlxG9nciwseJSF9nIvs7McDTEfs+LgFlVSn4cE8ev2ZU8++5scxL6Hlo81LojQIKtTQEplDradHoaVDqaGjV0aTS0aDU0aSUbhvb7jepdGYxyTpDj3tCJpNZAp8Ak4FyIFUmk20VRTHzkuc5AY8BJ65oi3oBtc7YIavQVxBFkW8OFzEt2sdklsuF0OiNPLU+Ha9+trx802CTX6c3Cjz04ynSy5pZsWg4yT0YIzvbWbPpodEma3HszqzhibVSiWnZrGiTT0yjILLyUCHv7c7lmzsTL2LvmIrH154ho0KOUmugRWOgVWtARJLE+Oz24Uwd4tP1BUuvlyQQli2TrASTk6XAP2mS5CqFtM/XpJTiZGfN3OE9S2OrdUbWpJSwJqWMvNpWIvubIbDWB9DojZJ43uEisqtb8HC04fbkIL6+M7HPs9V2k/cV+/NpVuvZ/cQ4kzJTUZRWPW9sz6KgTsmCEYE8OG7gZaqop0qbeHTNaarkGkaEupsd8AFmD/Pny0NFPWrrONpacUO0LzdE+2IwCpyvkJNa3ER2dQs5NQq+P16CziBNycYHupJf24qbozXuDja4Odrg5iD9uDtad/zuam+NrbUFtEmdyWTSPZlMhgzQGYzsz60nraSR44WNHYJoxwoasLWyQK0zotYb0eiFtlupzFzXom0L7HrkammiV6HRd5Sh2zE82I20kiYALGTg7ti+jTYM8umHm4MNHo429Hex55DZe/YPmBIlRgD5oigWSjtC9hMwE8i85HnLgLeBZ65ge3oFBxtLEkKubPr1UqQWN5Ffp+T+sb2TUXh/Ty75ta18e1eiyXQ9QRD5x4az7M+p481bYrgh2rRVgSnBXhBEPtibx0d784jxd+GzxcNN1tYuaVDy9Pp0UoubuGFI/15p3YC04rlUk2eApyNbHr6OfnZdfAaDQcrgX3tNUrFMSIBPP4UbbugI9FqDkXUny/lkXz7VCg0zYn27DfgKjZ4fjpXw9eEiGpQ6bh0ewPPToxjfE6e/j1DXomXV8RJ+PFFCfauOyP5O/HtuLDfH+fW5WqbBKLD9XBUrfpecwvxd7XlgXBiCKGJJ9581q0rBG9uzOJxfT5iXI18tSWBi5MXyF4Ig8tnBAt79TRqEW790ZK8n0UcP9OSVrZnszarldhN7ZlaWFsQHuRF/wf80GAWKG1TkVLdQ36qhuEHVliHraVTqyK9tpUmpQ3lB0I3s70R2dYvJ29o+ubvpdAWbTldc9ridtQWBbg5oDEZp2MvOmlBPR1zsrduGv6ylQbC2390crXFtC+rOdtbdrrgXmbyVl8OUgO8PlF3wezmQdOETZDLZMCBQFMXtMpmsy4Avk8nuB+4HCArqO0nU0kYVxRdYyvUF1qSU4mRrxYw486mYaSVNfHmwkAUjAhkf4W3y6976NZufT1fwZJtQV19Brtbz5Noz7M2uZc6wAN64xTQ55HZzk9e3Z2JpIeP9+XHMiu+dN61REBk9wPOigB/gZs+2R8d0ztc2GmHtWqkBm5sr0Sq3boUZMzoCvd4osCGtnP/sy6eiWU1CsBvvzY/rMruUbCmL+PZoMS0aA+MjvPjbhIEdGuVXGznVCr48VMTWM5XojAKTIr25+7pQRvU0JdwLaPRGNqSV88XBQkobVYR79+O9eXHcFNezyXtti4b3fstl7ckyXOytefWmwSxKDr7sdbUtGp5cm87h/Hqmx/jy5uyYLpMblc7QY3lsgFc/Qjwc2JNVY3LA7wxWlhYMbNOO7w5ag5HmtouAUmNA2ZaVi2Kb7YoIIiKiCA2tOradraS4QVLEbJdruGt0CIuTg7GztsTe2hJ7G0tsLC3+Zy0Ur7i4JZPJLID3gDt7eq4oil8AXwAkJCR0J29hFjR6Y59mRk1KHdvPVTE/wfwarlpn5On16fi62PO8GSYO3xwu5ExpE3eMDOaRiQPN3eQukVfTwv0/pFHWqOK1mUNYnBxsUnCpUWj4x0ZptXHdQE/+PTe211osJ4sbeWVrBhmVCvrZWtGqNSCTwYe3Db082AsCbNwoceczMyE6Wvp91ixoE2szGAV+Pl3Bx/vyKGtUEx/oyr9mx3TpRVuj0PDlwUJ+PFGKWm/khiH9+duEgX1eH+8MgiByILeOlYcLSSlsxMvZlttGBHLnqBDCuhG86y0Uah1rUspYebiIuhYtcYGuvDg9iuujfHoMQmqtga+OFPHp/gJ0RoF7RofyyMTwTh3BDuTW8dS6M7RqDT3KbK88VMiq4yWsXzqq2/6PTCbj+igfvj9WQusFDnZXC7ZWlvg4W5pMyJiXGIgoSs5p7+3OJaNSwQCvflfle7xaMGWPVgAXdiUC2v7WDicgGtjf9oX3B7bKZLKbr1XjVtXHNfyNp8rRGYReZdkrfs/Hw9GGJyYPwsnE5vHerBqWbc9iYqQ3L08f3GfZ3r7sGj7dX4BSa2D1fckmC7XtOl/F3zeeQ2sw8trMIdyeFNyrjKVaruGtnVlsPlNJf2c7PlowlBAPB2avOMoD48IYHnzJ0n/3bnj6aTh7FqKipAx/7tyOQC8IIlvTK/jyUBEZlQpi/F147c7oLq3jKprVrEst49P9BRhFkZvj/Hho/IBrIn1w6USuj7MtT06J4LbEgKsiSVyj0PD1kSJWHy8l1NORCB8nPpxvgpgcUqb7U0oZXxwqQG8QGRPuxbPTIi+iR7ajWaXj7V+zSSlqxN3RhtX3JXc7D7AutYzXt2dxY0x/kxrF1w/2YeXhIg7l1jEtpveDjlcLMpmMSVE+TIz0JqNS0eMqwhxUNqvZmFbO/MTAq8Y4MiXgpwLhMpksFCnQ3wYsbH9QFEU50LGGlslk+4GnryVLR6039lk2IIoiq1NKGRrk2qO+/KXIqJSz4kABtw4PYLSJTc3MSgWPrDnNYD9nPlowFKs+ELoSRZGvDhfx5o4sonyd2fw300xKWrUGXt2awe7MauICXHn15iG9yl70RoFvjhTxe3YtaSXNPDxhIA9NGNCxWjrx/KSLT/6CAnjqKdiyBUJDYdUquO02sLTs+Dz7smtZviuH7OoWbor15bFJ4Uwe3HmTt6xRxYr9BWxIK8PVXmrgLh03oE/sF3tCbYuGVcdKWHWilEaljmh/515JLJuKvJoWvjhYyOYzFRgFkWkxviwdO8Ck1Ut7SezjvXlUyiWW1D9uiGB4JyUuQRDZkFbOW79mI1freXTiQB4YN6DblfXOc1U8+/NZxoR78v78eJOaxAnBbrjYW7M7q+Z/MuC3QyaTEe3fNyvEJqWOT37P57tjxeiNIs721izpghkoCFdWGOkxSoqiaJDJZA8Du5BomV+Lopghk8leA06Korj1iragD6DWGfHqhiddq9CQUaVgRIh7jw3OtNIm7K0tuS3RvOzeKIg8//M53ByseW6aaaWcGoWGe75LxdnOmq+WJPYJBVBvFHh5y3nWpJQxdYgP78+PN+l908uaeeyn05Q2qnh4wkAenRTeK953anEjL246T05NCzfF+bL7ybGXTQd3cNpbW+GNN+C998DaWuLUP/EE2P2R3RwvbGD5rhzSSpoI9nDgw9viuSnWr9MVR2mDik9+z2fjqXIsZDJuSwziwfEDrokscLta5ca08qs+kSuKIilFjXxxsJC92bXYWVtIMsTXhZl0UWtXHP1wbx6ljSriA115e24s1w3svCSWWangpS3nSStpIiHYjWWzontMhg7l1fHYT2eID3Tl88XDu5UVNgpix8XAytKCeQkBHMqrv+jvVxsHc+t4YfM5nGyt6WdnhZOtFf3srOjXdutsZy3dt7XC0bb9s8iwkP3B5LGwABkSvUeGJLusNwroDCI6o4DeIEi3RgGdQXLpW5tahlpnxHBBIF91vITfMqtRao2odAZUOiMqnRGl1nDFGmEmRRhRFHcAOy7528tdPHf8FW1RL6DSGbsVajqQW8czG86y96lx3RqFgLQELa5XMiPWdN48wA/Hikkvl/PhbfGd1jwv32YD93yXilytZ/3SkX0i9tas0vHgqlMcK2zgofEDeHpKRI+lGEEQ+eJQIe/sysHbyZY19yWT1AMVtDM0tGp5a6dkxu7vas8Xi4d3mYEjCPDjj/CPf0hDU4sXS5Oyfn94+p6vkPPvXTkczJV0dN64JZp5CYGdNhyL65V88ns+P5+uwNJCxu3JwTwwLuyq2+aJosihvHq+PFTIobx6Rg/w4LYRgdw1OvSqTOQaBZG9WTWs2F/AmbJm3B1tePz6cO4YGWJSuUQQRLadq+KDPbkU1ikZ4ufcKfOmHS0aPe/tzuW7o8W4OdiwfG4sc4YF9HhMbT9bxarjJYR5OfLNnSO6TThqFRqmfHCQt+fEMrVtViXa34UvDxVxtry5V5To3sDF3pqEYPc2urCemhYNBXUSfbhFa+igeYJk3HIp26wzmMv8aUezWo+zvTVOdlb0d7bDwdYSRxsrHGwt8epne9Vpmf/zCPN07JZimFmlwN7akpAehMRUOgPbz1YxPdYXR1vTh7fatV/GDvLi5riejciNgshjP50hs1LByiUJPWqGm4LCulbu+e4k5U0q3r01jjkm8NBrFBqeXHeGI/kN3BjTn3/dEmvSxepCCILI2pPSQI5Sa2DpuAE8Omlg1yd5aio8+igcPw6JiVJDduTIjoeL6lp557dctp+rwtXBmudvjOSOkZ3r6BTXK/n8YAHrTpZjZSHjjpHBLB03oE+VUjuD1mBk65lKvmrjz3s52fLM1AgWJQVdFdkDZdvE99dHinF1sKZZpWfZzCHMHR5okiJlOzVz57lqfs2oZpBPPz67fRhTh/TvNNALgsi2s1Us255JfauWRUlBPDMlssdjwyiIvPtbDiv2FzAsyJU19yX3+Jq92bU0q/QEX7AyGRvuhYVMMt8xN+BvO1vJyeImJkV5kxTqYXIZLS7Qlffnx3f5uNZgRKk10qoxoNYbMQpiB4NHvIDNI7QxfESRjuzf2lKGrZUFNpaWWFvJsLG0wNrKAhtLib+/8VQ5nx8spK5NFmbBiCCenDyoy225z6w9cjH+EgE/raSJUK+ug3lmpYJIX6cel4e/nq9GqTMyd7h5k3OvbM3AKIq8MSvapOX7B3tyaWjV8tKMwUyM7N5pyxScKGzg6Q3pKLVGVt+XbBLN8PfsGp5cl45GL/D2nBjmJfRsZn4pMivlvLD5PKdLm0kKdef1WdFdN0Srq+G55+Dbb8HHB77+GpYs6WjI1rZo+HBPHutOlhHm2Y9HJw7k3rFhnU5Nlzao+HhfHj+friA5zJ07R4XwQC9Nz81Bs0rHjydK+fZoMXUtWiL7O7F8biw3x/uZ5YRkKqrlGr47VsyPx0tQaAwMC3Ll3jGhTB3ia1KpQ2cQ+PlUOZ8eKKCkQcUg7358snAYN0T37/L1h/PqefvXbEREfF3sWHlHgknex3K15PWwP6eO2xID+efMISbtk92ZNQS62xNxwXHj5mjD0CA3fs+p48kpET2+x4UorFOyJkX6jpxsrRgb4cX1Ud5MiPC+oouxrZUltlaWfS4/Ymdtyb1jwrhjZAibT1ewJqWUuKvIHvtLBHyNwYh9F80jURTJrFIwM77nzHvjqXKC3B1INGOIa19WDellzTx+/aBurQbbsf1sFR/vy+e2xIBeSzZciF/SK3lqXTqjBnrw2s3RPdZw9UaBt3dm8+v5akI9HVl+a1yPZa5LodYZ+WBPLr9lVKPSG3lvXhy3DO2Cn6/TSbr0y5aBRgPPPAMvvgjOUg24VWvgi4OFrDxU2MGMemTiQLw6UTstb5Jq9OtPlmNhIWPJyBCWjg/rM2XUrlDSoGRjWjlfHipCrTcyJtyTd2+N65IGeqXIrFSw8lAhv5ytxCiITB3Sn3vHdMJq6gLSBHEpXx4qpEquITbAhc8XD2dyN9TMc+Vy3v41m8P59fi72vPk5EHMivfD0oQ+zoXU39dnRbMoKcik/aLUGjicX9/p8ydGerN8Vw61LRqzvt9HJ4Vz35gwjuTXsyerhr3ZtWw/W0WYlyPWFhYM8XNmsJ8zg32l2/+2EF07bKwsmJcYyDwTvLWvBH/6gK83CuiNYpdsgfImNS0aA4N9u79qljepOFrQwOOTTHei0uiNvLw1A28nW+42wa4wq0rB0+vTGRbkyj9nmrYa6A4rDxXy+vYsRoS488H8+B4P3opmNQ+vPsXp0mbuGBnM8zdGYmdt3iFwKK+O5zedo6xRzW2JgfzjhsiuTTe2b5easHl5MH261JwdJC1V9UaBn1JK+XBvHvWtOqbH+PL01IhOa99VcjUrfi/gp9RSZMhYlBTEQxMGXvXSzalSaYDu14xqBvs6Mz3Wl3vHhBJ5FUw6BEHkcH49nx8s4Eh+Aw42lixKCubu0aEms4sunSAeEerO23Niu70wFdUreee3HLafrcLd0YaXZgzm9uQgk1csuzKqeXLtGextLM2i/gLsyapBFEUmD758lTs+wovlu3I4kFPHrWZq1djbWHL9YB+uH+yDIIicq5BzpqyJA7n1HC1o4OcLJmP9Xe2J8nUmxt8ZfzeHNv9aW3xc7HCytbric7RaruH7Y8UYBZHnzJjLuVr40wf8ds2KrjL8jEoFQI+Wb5tOVSCKkp6HqfjsQAHlTWqWz43DpocTpFml4/4fTuJkZ8Vnt3fPWugJgiDy+vYsvj5SxI0x/XlvXnyPg2f72ko4BqPIfxYOZUZszyueC9Go1PH6tkx+Pl1BmKcja+5LZuSALpq72dnw5JOwcyfioEEUfLuW8uTxaHQCmtPlbDtbxcHcOnRGkRGh7nx5R2SntdpahYYV+wtYnVKKIIjMSwzkbxMGmiwJ0Ru0689/ebCQkyVNONtZ8eC4Adw5KuSqlIxUOgMbT1XwzZEiyhpVhHk68uy0SBYkBpncT6lRaPj2aDH7c2rJqmph3CAvHp7Y/QRxrULDB3vzWJtahq2VBY9OHMh9Y8NMnh3R6I18si+PT/YXEO3v0qPl5qUwCiIrfi8gNsCFEZ1s52BfZ8ZHeJFRqeBWk9/1clhYyDpE15aMCgUkHf+sKgWZlQoyqxRkVCqoUWg4VyG/6LX21pb0d7HD28mW/i6SkbmPsx3eTjbYW0tNVAcbKxxtpAnb9saqjaUFGe2rtPQqjKKIvbXl/wX8voC6LeDbddG8qmhSkRTqflGNsDNMje6Ps721SWUZkLjen+4vYHqsb9eBrw0Go8Aja05TI9fy0wPJVxQ4NHojT647w45z1dw1OoSXpg/uljWh0Rn4x8/n2HKmkihfZ1YsGmYWg0QURTadrmDZtkxaNAYemTiQv3VlBiOXS5o3H30EDg7w7rscmDyPO39Mh6zUi55qKZPx5i3RLBhx+XK+WaXjswOF/JRSgo2VJbfE+/PwxIEmfze9QbsUwVeHiyiqVxLgJikFkm30AAAgAElEQVRmzksINFmYzhxUNqv5/lgJa1JKkav1xPi7sHxuHNOi+2Nr4tR4bk0LX17AwV8yKoR/z4nrloNfq9Dw+cFCzlfIOVXaxO1JQTw8MdwsBdSj+fU8v+kcxQ0qHr8+nKU98PE7w7qTZeTUtLBi0bBO6b8ymQyvfrZsOl3BSzMG9yk907OfLWPCvRgT/oc/tUZnpFqhoUahoVqhoVah7fi9RqHhdGkz1QoNOoNAiIcDxQ3mSbloDUYmvLMfmQwsZDIsZbI/7lvICHSzp7hBhVEQMQhC263YcSu03fqaIbHeGf70AV+jk+hSXWX4qcVN1LVoe2QzDPJxMstB6PXtmVjIZLxgwlV7+a4cDuXV8/acmF4LS0HbKuH7NFKKG3lxehT3jgnr9HkavZH82lYO5dbx/p48dEaB6TG+vDsvzqwTs7RRxUubz3Mgt46hQa68NTu2c+E0o1Fqxj7/PNTVwd13S/x6Hx+Ga/Q42VnRovlDx9vF3or9T4+/bOK0VWvg68NFfHmwkFadgZlxfjx+/aBOJz77Cg2tWjaeKuezA4U0KnXEBbjwycJhTB1ydfTnz5Q189XhInacq0IUpfr8PdeFMjzYzaTygSiKHCts4MuDhfyeU4edtQULRwRx93Wh3bqhVTSr+fxAAT+llmEURBYnB7F8bpxZw2jNKh1v7shi3clygj0c+PHeJJMHDC9Eq9bAu7/lkhDsxrRuBALHDvJifVr5NaFn2tlYEuLp2O2xJooicrWeBqUWlVZAqTOg1hlR6gyo2jjzco2en1JKaVLq0VxA5bSztiTG3wVBFKUfgT/ui+DiYI2f0R4rCxmWljLp1kK6MFhZSvetLCxwc7Bh1xV8zj9/wNcbGOTTD8cuAnpOTUuP2b25OJRXx66MGp6ZGtHjUM/Oc5WklTZxe3IQ880c5roQNQoND/6Qhlyj5+MFQ7mpE/rnjnNVvLc7l8K6Vi4cyJs91J/3uqGcXQpBEPnheAlv/5rNsCA3Xps5hEVJwZ1nWUeOSDTLU6dg1CjYsQOGDwck5sYnv+ej0v6hSigDPl+ccFGw1+iNrDpewor9BTQqdUwZ7MNTUyJ6rcppCorrlaw8XMj6k5KMxsx4PxYmBZMYYlrgNQd6o8Cu89V8f6yYlOImnGytuGtUCEtGhZi8ajEYBXacr+bLg4Wcq5Dj4WjDk5MHsbgHE/bSBhUr9kvDaABzhgXw4PgBJnsdgxTotp+r4tWtGTSp9CwdN4DHJoWbbFJ+KT7bX0B9q5aVSxK63dfSIBgczK2/Znz87iCTyXB1sOmxV/bYpEHojQJrUkp597dc5Go9gW4OfLRgaJ9sx+NX8No/fcBX6wVya1o75duqdUaKG5QmceNNhd5g5LVfMgn2cODeMaHdPre4XskzG84x0LsfL043XRP/UpQ0KLn9qxM0tur4YnECo8M7z6pKG1Xk17Ze9LcJEV5mBfvieiV/33iWlKJGxg7y4l+zYzqvmZeXS4NTq1eDv780SLVgAcik6cLVJ0r5YE8uzWo9s+P9OVrYQJVcw/1jwzo0/vVGgXUny/hobx41Ci1jwj15ekqESTTA3uLCRqy1hQW3DPXnvrGhDPTu+4tLo1LHmpRSVh0voUquYfJgH165aTC3JgSaLAUiV0tWhynFjezOrCHM05E3b4lh9jD/bldr+bWtrNifz5YzlVhaSFPHS8cPMLv/Udms5qXN59mbXUuMvwvf3jXiiiQF8mpa+PlUOTfH+RHfw/fs5mhDrL+LNLV7idft/zqsLS24Y2QIs4b6s/JQEQFuV3/a2xT86QN+e9O2s4P/QE4togiBfbizfzxRit4o8OpNg7ttvGr0Rh768RRWljI+WTSs12qe2dUKFn+VgsEosPq+5G6D4cIRgXx+oIAmlR6QsukXppvWKDIKIt8cKeKd33KwtrRg+dxY5g4PuDwD02jg3XclGQSjEV54AZ59Fvr1kyZPc2p5dVsmhXVKRg3w4IXpUQzxc+F4YQObT1fw5JRBCILIL2cr+SW9kj1ZtSQEu/HhbUN7NHvpLQRBZG92LV8clKwLne2seGj8AJaMCrkqlM6sKgXfHilm85kKtAaB6wZ68vqsaMZHeJtciy6qV/LtkSLWt1kdjh/k2SO1EiSJjO+OFvPLWSnQ3zkqhPvHhpnNaFJqDaw8VMTxogbOlDbzwo1R3DU65IrKXA2tWu79/iR21pa8eMlxKfVOWnnt5uiLPt+YcC8+PVCAQqPvMye7awlnO+tuh6iuNf78Ab+tTmZnffmBuPy3HECiq/UF5Go9H+7NY7Cfc4869//8JYPMKgVf35nQa1ZJWkkTd32TgoONFasfGNmtymNxvZIHfkijSaXHzsoCjUFgeqyvSZlrfm0rf9+QzqnSZq6P8uaNW2IuDxCiCJs2SSJnxcUwezYsXw5hUh8ht6aFZdsyOZpfz4hQD56fFsWkqD9G9pPDPEgKdef/sffe4VHVadj/Zya99957Qkkh9N5FQEEFBcGCvay9rG13dW0rumtbFdeGNBHEQgdBeiAhhRDSe6+TnsnUc35/nCS0lMkk+L76/u7rypU25czMOc/3+T7P/dz30bx61u7PJbu6lShPO9avGceMa2Q8otbp+Tmtkm3JFaSUNuHjaMXfF0vWhcPdiO1m93xzqpgzRY1Ymsm5eYwva6YEGtwbEkWRUwUKvj5VzG85dZibyLkhxps1UwL7zaoFQRKX+9+JIpKKG7GzMOXpeeEsH+uH6yC9eLV6ga1ny/nwUD4N7WpujvNh7VPTh9wwV2n13L8hmeoWFd/dfzlxQRRFvk0owdfJ6qrFbHq4G1+dKiapuJG5UUMfUhwqBEGksrkTF1vzYbW/bFfr+P5sOenlTby7POaaDPLBnyHgd2X4V75BJ/MbKKyX9C4uFSYaCj49ItnDvbQwqt8A9WNqBd8llfPIzBCjJ2mP59Xz4MYUPOwt2HTfhH69LH/LqeWJrecwkcvYcM945DIZr+3K5Mm5/WcWekFSBn19dxbW5iZ8cFssS2K9r35tFy7AE0/Ab7/ByJFw6JBkLYik9Pf+oTw2J5ZhY27CK4tHsLoXs4zUsibe2ZdDYnEj/s79i6ANFS2dWjYnlvLNKWki9sYYL+6cFMui0V7D3ohtUWr5PrmMo7n1JBQq8HG04oXrI1kxzs/goZ5OjY5fzlXx9ali8mrbcbU154k5Yaya6N/vDkSllRa0L05IEszeDpa8siiK28b5GUyv7IYoiuy/UMO7B3IpauhgXKATn98Rb/CwV38QBJFntkkJxaerxlz1mGdLmihrlBg/VyLWzxEzuYxjufX/VwR8RYeGaWuPAFKS6WJjgbONZEXoYis5VjnbWOBiY46rnTkWpiY95ijWXfRNK3PpdzMTOdUtnaw/VcKmxFI6unpdT83rfR5lOPCnCfiXlkzq29Q8vjWt5/ffsuuMtirsRnmjkm9OlXBznG+/2jf5tW28/NMFxgc5G72VO5xdy0ObUgh1t2PDPeP7pMyJosi6o4V8frwIf2dr1q2O78nEfn16Rr/PUdzQwTPbzpFR0cLSOB+eXxB59fO0tkpTsZ9+Kk3GfvwxPPQQmJqi1QtsPlPK+4fyaVNpWTUhgKfmhfeMnouipBD4W3YtHx4uIKemDVdbC15fMpLbxvlfE6ng6pZOvj5ZzJbEMjo00kTs+7fGMiV0+B2lJHXMEn5Kq0SlFbh5jA+frRrDvBGGs3vKG5VsSizlWG49OTVtjPCy591l0dxwhdXhqYIGThcqsDI3wcJUjk4v8kt6JSUNHXRqBUZ62/PhCkmC2Rgv3sQiBW/vy+FceTNh7rZ8eefYy3ZnQ8XaA7nsyajmpYWRLOxF8viHlHJszE16tfQ0N5UzJsCJhMKGfp+jvFGJr5PVNbeotDI3Ye2yaBq7zMUV7RoUHeoe68TGDk0PVXxsgBPJXT61g8E93yRhYWYisXTksh7qpolcRvQQJZn/NAH/UsbAs9vTaezQ9Px+tqSJlk6twd6yveHdA7nI5fDsdX0H8U6Nng8P52NvacrHK+OMyiZ/OVfJU9+fY2mcD/+4YWS/lnHPbT/Pnoxq7pkSyPMLIg3qEwiCyKbEUt7em4OZiYx3l8f0ntXv2SMF98pK6fvrr4OLVGM/nlfP67uzyK9rZ0qoC39bPIJIT3vWHSvkw0P5aPXCVbuqv8wM4eFZoUMupXRq9CQUNmBqIsfCVPpKL29me0o5OdVtIJOxONqL+6cFD5teeTd0eoFfs2pZn1BCYrFUtlka68OdkwIHHOzrRnfZ5tvTJRzOrkUmkzF/hAf/XDKScYG9Syl/m1DCwazaq/7uZmfOV3fFGWRy0hsyKlr4+lQxP6VV4mlvydpborl5jM+w7oK+TShm3bFCVk3w5/5eaMTNSg0HMmtZFO3VZ4lkcogLb+XWU9OiwrMXHnpVcycLPzzBrEh33rhpVL+1/ke3pGJjbsLsSHemhrkN2kfD1sKUWweY/FVqdCjaNbSqtD1ia90m5z0/a/RsPFNKS6cW9SX0TYAQd1vkMhmCeJGLL4giOr2IXrzGevj/t0OtE7Drmm7rRvci0A19l354byPchuBceTM706t4bHZov9OEb+7NYvf5ajbeO96osf8fUip47od0JgQ58/qSUX0Gx8rmTh7YkExWdSsvXh/JA9ODDbrgq5o7ef6H85wsaGB6uBtrb4m++gKqq5PKN1u3SuWb7dth4sSefyva1dy/IRkPe8urJJBN5bKe7KYb1uYm7Hh48qDNZPpCdwmqNyyP9+XxOWFDrjefKVLw+bFCbCwkk2kzExmn8hWUNXag0Yv4OFrx4vWR3DaIsk27WseOlAo2nC6hsL4DFxtzHpkZyu0T/Pul9uoFkTAPu6sC/p2TAvjnklFGvb7EIgWfHC3keF49k0NceH5BBGsmBxlNs+wNWr3Am3uyWZ9Qwr1Tg3jx+shez9GPDhdgJpf1OVMC9HgUny5q4Ka4q1VgPewteXBGMO8fyietvImPVsT1SuMURRFTuYx9GTVsS67AzETG+CBnZkW4MzvSfdisCq3NTbF2Hji0PjYnDFEUOZhVy1t7siltlIa5Plsd3+9O7dUhHNsfPuCrtHra1Jfr4X//4CQSChu4/YvELslaM6MV6ERRZPOZUqI87XhwRt9loYOZNWw6U8YD04Mvm+AzFN8llfHSTxlMDXXlf3eM7fPiSy5p5KFNKai1Al/fNY5ZkQObpIuiyI7USl7rUvV866bRrBx/hTqmKEpOU08+CW1tkqfsiy+C+eUBzcVW6ilE+zpc1jdR6/To9EKPuTNIC8BwBnuQNFZe33353+wsTNly/wRG+w4PnTOvto0jufV0vzvdr8fWwoT3b4tmwSjD1CpBKvFtOlPKjtRK2tU6Yvwc+c+tMSyK9uq3Mdei1LItuZwNZ0oob+zERC5D37VrWjzai9duHDmo1ySKkrfuJ0cKOFvShIuNOc8viOCOiQGDrvcPhKYODY9uSSWhUNET7HvbNZyvaGZ9QjG3T/Dvt7E9wsseR2szThUoeg34JnIZf5kdxqQQFx7/7hzL153m6Xnh3D8tGLNLSocymYwPV8Sh1QuklDZxJKeO33LqeGNPNm/syWZmuBuWZiaXiat5OVhe0zKRTCbjupGezI50Z+vZcupbVUaV5QzFnyDgd7F0rqgJVzZ1AnDftOAhNUCO5dWzPaWC124c0ef2r6ZFxfM7zjPKx55nBynnCrDhdAl//yWTWRFufLY6vs/SzLaz5bz8cwY+jlZsfWCsQQychnY1/z6Yy3dJ5YwPdOa95b1MV5aUSGWbAwckbfovv4QRfc8NXKrR0k2xfPdALhVNnYS525LfNQvw4sKoYQv23R6xX5wouuzvVmYm/PTolGHzFlVp9cgl3yIu3Twvjvbi45VxBl38Gp3AgcwaNp0pJam4ET9na+aP9ODOSYEDcs/zatr49nQJP6ZW0qnVMz7ImRevj6KxQ8MrP18g0tOOtcujDQ5CgiByILOGT44WcKGyFS8HS169YQS3jfMf1oy+Gzk1rdy/IZnaFjXvLY9hWR++DDq9wAs7MnC1teD5BZH9PqZcLmNSsAunCxWIotjna48PcGbvE9N46ccMDmTWsCO1gqfmhbNwlNdl5AAzEzkTg12YGOzCiwujKG9U9ugQnS5SsD+zpue2jtZmUvD3sieqaxEIdbc1OCjrBZHThQqyq1u5d2pQnyQFMxM5d0wMMOgxh4I/QcDXYyqXXZVBFNS1Y24iHxIHXxBE3j2Qi6+TFSvH9/5h6AWRp7edQ60V+HBF3KCbkd2Kl/NGePDf2+P6zPrWHSvkX/tymBrqyie3jzFIWOtITh3P/ZCOnYVkJHLv1ODLM1O9Hv77X4lLD5IGziOP9HjJDoRTBfW8vS+HC5WtjPCyZ+O9o5kU7MKST07haW/JmmGQf25RatnUxbhpaFcz2seB56+LYO0BiXL78cq4YQn2lc2dbD5Tytaz5TR2aHrkIGTAlFBXPrgtdsAgW9Gk5LukMr4/W0FDuxo/ZyueXxDJrWN9L9o69oLuBWJzYimCKJUQl8Z6c9fkwB6CgFqnp12tY0mst0F0QLVOz/6MGj4+UkBBXTuBLta8c8toborzvSYNc4D9F6p5els6thamfP/gxH6nY78+VUxWdSufrRpjEL9+RoQbjR0aShXKfuUPHKzM+O/tcRzOruOd/Tn8ZUsaER4FPDk3jOtGevYacP2crbljUmDP7+1qHbk1F8XVsqpa2XimtKfWPi7QicqmTrwcrfB0sMTL3hIvRyu8HCzxcrDE3tIMtU5g1/kqdqRUUNdlbDInavjKRsbiDx/w1ToBi15O4IL6doLdbIbUgNp3oYbMqlb+vTymz4vkf8eLSChU8M4towetK//1ySI+OVLAotFefLAitt+sYW6UB01KDc/NjxjwNXVq9Ly1N5uNZ0qJ9LTjgxWxV0v6XrgA990HiYlw/fWwbh34Gyb9kFvTxtv7slGq9TR1aPngtlhujLlIsfzl0SmYyGVD2gpXt3SyIaGUTYmltKl0TA9346HpwT0NykalhgAXG+Ya2ZcBqcxxpqiRb04VcyhbqpHPjfLgrsmBuNiYs+DDEwS72fDp6t4FvkBa8I/n1bPpTClHcusASct91cQAZoS59Us7LW+UFohtyeU0tGvwc7bizomBrFsdf5XRhoWpCQ/1U1LsRn2bms2JpWw6U0ZDu5qpoa48Nju0X0qqKEpuTcZSZPWCyIeH8vjotwJi/Bz53x3x/fawMqta2Ha2nLlRHr0yc3pDvL8TL+zIILFYMaC2kkwmY+4ID2ZFurMno5oPD+Xx8OZUIj3teHJuOPNHuCOX930N2VqYEh/gTHzAxZ2sTi9Q3NBBVrWkrJlT00Z1s4qsqlYOZdVe1XjtDZ8cKcDF1gIHKzPsLaX+kL2VGQ5WZthZmGJpZoKFmRxLMxMsTU0wMxnaNdQb/vABX6XV92l/NzbAcG3uK6HTC/z711zC3G1ZGte7ZHKnRs83p4pZNNprwM79lejO7FdN8Oe1G0cOGMRD3W0NMkfPqGjhie/TKKrv4P5pQTwzP+Ly90etlqZk334bHBwuk0QYCHWtKt4/lMf3Z8uxtTDlsdlh3DEp4Kr3fyiLbEFdG+uOFfHLuUoEEe6aFMgt8T5XUWGHIlXR0qllR0oFmxJLsTQ1oaZVxUMzQlg1MeCyIblN904gwtOu1wy0rk3FjuQKvk8up0ShxNXWgkdmhrJygn+/g3Z6QeRITh2bE0s5mif1CWZHerB6or9k7Wdk0L1Q2cI3p0rYlV6FRi8wK8KNe6YG9WlMDhcnkD87WsCtY/1YMX7wWk8ZFS288nMGVmYm3DLGlzdvGjWg5MNdXydhb2nKv24ZbXBAC3W3xcXGnMSiRoM1qUzkMm6M8WbRaC92pVfx0eF8/rHzAq/vlrE42ptF0V6M9nEw6BhMTeSEedj1OvwoiiLNSi3VLSqqmpV8cCif0kblZYKBMuBEfgOtKm1PGfpSxPg6kF5xuTyzXCbRzaUFQFoIfIaoGvCHD/gyGbhfwR9X6/QUN3SwqBfOr6H4MbWSovoO1q2O77NBZ2Vuwu7HpmJhajKolfibU8W8sSebRV3Nt+GgwekFkXXHCnn/1zxcbS16VzJMSJCy+uxsWL0a3n8fXAdWO1RqdHxxvJjPjxei1QvcPTmIx2aH9ivaNViklDby2dEiDmXX9ihA3jcteFglkaWteQk/p1XRqdUT6+fIHRP9WTTaC8teyiRTr9As6jYp+S6pjF+zatEJIreM8eXZ6yKYP8Kz31JJTYuKPRlVfHWimKoWFe52Fjw2K5QV4/tn6fQHvSDya1YtX3dNolqbm7BivB93TQ7sd7ep1QvsSq9i3bFC8mrb8XG0wnqQ9MRWlZb/HMxjw+kSnG0s+PviKG6I6YXeewnKG5Ws/jIRgC/uGjeoKWCZTGLUJBY3Duo4QQr8S+N8WBztxfH8ejaeLuWrk8V8fryIABdrFo32YlG0FyO87I3KqGUyGU425jjZmDPC2565IzzRCyLrE0pYuz8HtU4gyNWG356dCXQRTVQ6Wjq1tHRqaVVpUWv1tKp0qLV6VFoBtU76rtLqUV3ys/0QqOXwJwj4zcqreaylCiWCiNH1MrVWz7pjhcT4OnDdyP5LBoPVtt9wuoTXdmWxYKQnH6yIHZZgX9Gk5NWdmRzKrmNRtBdvLh11OV2wrU2SLv7kE/DzkxQtr79+wMfVCyI7Uip472AudW1qFo725PnrIodNrlgURY7k1vHZUUnjxtHajMfnhHHXpIB+a96DgVqnZ/+FGjaeLiW5tAkLUzlLYr25Y2Jgv7rxl6KuVcX2lAq2ni2jvLETZxtz7pkaxIpxfv2eYzq9wJHcerYmlXEkt45Qd1uC3Wz52+IRzB3hYTQbQ9GuZntyOTtSK8mvkwL2ywujuHWcX7+zJp0aPduSy/nf8SIqmzsJ97Dl/dtiWBztbfCxiGKXwfnuLOrb1dwxMYBn5kcMOONS3dLJ7V+eoVOrZ+sDEwdd/gSYEOTMvgs1lDcqjUoETE3kzI70YHakRxf/v4bd56v5/HgRnx4tZHqYKz5O1ozxd2RMgBNBLjZG77hM5DLunRrE/BEevLYrixFeF3cG3Vn7YDwILsXbRt1Lwh8+4Kt1wlWZVVG9xBIx5qQCyZyhWanh9aUjh7WGtjmxlL//ksncKA8+Whk3LPSrPeereeHH84R72PXuLbt3r8TAqaiAxx6DN94Au4HZPSfypbr0gcxa4vwd+Wz1mMtqmkNBd4a5/0INB7NqezRuVoz3GzZ9koomJXvOV/HFiWIa2jUEuljzyqIolsX7GsSd1+sFThYq2JJYyqHsOvSCKHHWr4tk/kiPfimVpYoOvj9bzg9dDTs3OwsemhHCrWP9jF4su/sNW5LK2H+hGq1e5NaxfjwzP5y5Uf1P9zZ3aHoa34oODfEBkuT1rAj3QQW04oYO/v7LBU7kNzDax4Ev7xpLtAFU2Po2Nau+TKSpQ8vm+yYYzdya2GU0lNjFfBoKHK3NuW2cJFmuaFdzILOW3JpWfuwyEgepARzn70icnxNjAiTXrMEKuPk5W/PlXWOHdKzDiT9FwL+yZtitoRPkNviLS63T8+nRQoLcbHsGPoYD358t4+WfLjA70p1PVg2ezXMllBodr+/O4rukcmL8HHn/1tjL6Zb19RKnfssWiWJ56pREuRwABXVtvLknmyO59UwIcubTVWO4fpTnsCx8So0kEPXliWIqmzuZE+nOf26N4YYYwzPM/iAIIsfy69l8ppTfcuqwszRlQrALqyYEMC3U1aDgVtXcyfbkCnakltOh1iMC900N4rYBsnmVVs+BzBq+P1tOQqECuUxq3t42zp9ZEW5G7+SaOjTsSK1gS1IZRfUd2FuasnpiALeP9+9XTA8k1c4Np0tJLmmkoL6dGeFuPDIzdNCa/y2dWrYkSjIaFiby/v0RrkBBXRvv7M+lulnFhnvHDyh9rdLqsTCV93p84e52OFqbkVik6JPuaQxcbC24fYLUF/jHDSMprG8ntayJtLJmUsuaOJZXjyhK5eMwd1tmhLvhamtBgIs1/s42BLhY9zkkmV/bxq7z1aSWNrF2WbTR5bvhwh8/4HedIJeisL4dD3uLQY9NA2xLrqC6RcXaZYZznQfCT2kV/JRWyYxwNz5dNWbISnhZVa089l0qRQ0dPDwzhKfnhV8MmKIoNWKffFLSwnn1VUm+2KL/7WNjh4YPukTQrM1MePH6SO6eEjgsqn1NHRo2nC5lfUIxTUot4wKdeH2plGEOx3vc2KFhW3I5WxLLKGs0vIHaDY1O4HB2LVvPlnM8X7q4p4W5snpiADMj3Ax6D746Wcy7B3Lxc7bi2fnhLIv361UGwBAIgkByaRPfJZWzJ6MajU5gjL8j7y2PYXG0V79NUa1e6ClhJZU09pSwPr49btDm6y2dWr45VcxXJ4sRBZGb43x4el64QWVMURTZnlzBP3ZmYm0u5/sHJxq0G3hrbzY5NW18d//EqxYUuVySzUgtax7U6xgM5HJZT3O2uzncqtKSXt7cswAU1nfwxYniy+7namuOv7M1AS421LepaVZqaFZqqWju7LlNqUL5/wf8oUKtE3ptZIzqR+Cs78fS89mRAsb4OzLVCOu23nAgs4Znt59nfKATn602XhcfLsrIvrUvBwcrMzbeM+HyxmJpqVS+2b9fkkP48ktJHqEfaHQCG06X8NHhfNrVOm6f4M9Tc8OHpYZe1dzJVyeL+S6pDKVGz5xIdx6aGdKvubahEEWR1LImNp0pY8/5ajR6gQlBzjx3XQTXjey/gdqNgro2vj9bzo+plSg6NHg5WPLY7DCWx/sOumSwfKwvsX6OTAp2MbruW9Oi4se0CrYnlyNDRn2bmhXj/Lh9gv+Awbq2VcWWxDK+Syqjrk2Nv7M1Ly2M5Naxhss/dKOlU8vXJ4v5+lQxba5p8PoAACAASURBVCod14304PE5Yf2KBl6KVpWWl3+6wK70KiaHuPDBbbEGLRLdNNVl8X597h4CXWzYdKaM6pbOQZmmDwX2lmZXeeC2dGopb1RSqlBS2thBmUL6ObFIQVWLqtfHeWbbOTwcLHGxMcfFxkJS17S1wNVWUtq0MjPFztIUGwtTbLu+htPLF/4kAf/KDP8/txru8HQptidXUNWi4l+3DE92fzK/gce2pHXVO8cNqT4tTVpmsDejhlkRbry3POZiUNbrpYbsSy9JvxswQCWKEsPjrb3ZlCiUzAh34+VFUYPy9e0LBXVtbDtbztenShCBJTHePDgjZFgsC9vVOn5Oq+RoTh2HcuqwtTBl5Xg/Vk0MMOjYO9Q69l+o4bukMpJLmzCVy5gb5cFt4/2YHuZm9AXmbmdplJmKSqvnUHYt25MrOJFfjyBKgz2rJwYwb4RHv+eMIIgklTSy8UwpBy7UoBdFZoS78c6kQGaED57iOdRAD5IBy2PfpVHZ3Mlz10Xw0IwQg9/Tjw7nI5PJeHxOaJ+3mRAk1fGTihtZEts7Xfr3gIOVGQ4+Dr0K9LUoNXx1sph1x4vQ6gREJIrluEAnGpVaqppVZFS2oGjX9IgMxvk7ktbLzsXKzAQbi+6FwAS/fmTSDcEfPuB7d023DRUancCnRwqI83dkWh8WgoNBSmkj929IJtjNhvVrxg1JJfJsSSOPbUnD39mavy8ewZopgRcXpMxMiWp55gwsWCANUAX0P6KdVdXKP3dnohNEzEzkrF8zbkBDF0NwrryZz44WcDCrFgsTOfdNC2L1xIB+tfwNRVZVK5sTS/k5rZIOjV6SGLhlNIuivQd8b0VRJKW0iW3J5ew+X41So2dGuBsvXh/JzWN8jWZLGAtRFDlf0cIPKRXsTK+ipVOLl4Mlj8wM5ZZ43wGlQKqaO9mRUsH2lArKG5UEu9mwZkogqycGDMqrthsN7Wq2JpXx+fEi2lQ6Foz05PE5YQYrgIK0+Hx5soi1+3PxsLdk24MTB9XkL6xvZ0dqBWumBPWbuY/wtsfWwvT/eMDvDw7W5jw9P4LlY/14Zts5kkqaJA+IlWMuu50oirR26mjoUNOi1NKi0tKh1tGu0tGulr461N0/62lXaYfc6/rDB/ycmrZBb1l7w85zlbjbW/LE7LAhZ/cXKlu4+5uzeDpYsvHeCUYfnyCIrDteyL8P5uHrZMXfbxhxMaPQaqUBqjfflLTqN22C22/vd4BK0a7mvYN5fH+2DAcrM56aF87t4/2HRA0VRYmb/tnRQhIKFdhbmvLYrFBpWnWIZSGVVs+e89VsTiwltawZC1M5i6O9WTXRnzg/xwE/p9pWFTtSK/ghuYKihg5szE1YHC0NycUHDL9Z+UCoau5kd3oVP6ZVklPThoWpnAWjPFkW78vkENd+M2GVVs+vWbVsSy7nZEEDogiTgl14al4YC0Z6YmXE7rHbDnH3+WrGBEhlzMfnhA2aRZNV1coXJwr5Ka2KBSM9eeeWaIOkP7qh0Qn845cLTAx24eGZ/U8Tm8hljA10MoqP/3vDz9marQ9M4vvkcpx6iQEymQwHa7NBvVcAH99u/DH94QO+Widg0Yu94WCgF0T+e6QAeyszZkQMXunyUhTUtXHn10nYWZiy6b4JRmePinY1T29L51hePYuivXj75tEXKWE5OXDHHZCcLAX5Dz4At76Pu7tO/+HhfJQaPXdNDuTJOeGDPtEuhb5LlOuzo4VkVLbgYW/BywujWDnB36hm+aUobmhn85kyfkitoFmpJdjVxmBKpVqr57ecOranVHA0tw5BhPGBzjw8M4SFo72G3dpwILQotey9UM3PaZUklTQiinBDjBd3TgpkcYzXZTQ/rV7g0c2paPUCHvaWuNlZ0KzUsi+jGpVOoF2tw8fRyug+A0jnwt6MatYnlHCuvBkbcxNWjvdj9cSAAVk/V6KyuZN/H8zlp7RK7C1N+fC2WG7szVuhH4iiyN9/ucDJAgUfr4wzaBhrfJAzR3NzaWhXX3b7Q1m1TA93u2ZaQcZALpex0ogJ5muFP3zA1+j0l2nhG4N9F6opUSj5bNWYIWV9Vc2dPLI5jWBXG9YuizbayzaxSMHjW9NoUmp5Y+koVk3wl45LECSxs7/+FWxs4Icf4JZb+nwcUZS8Tt/ck01RQwczwt342+Iog1Q2+4JGJ/BTWgU/p1VxukhBkKsN/7p5NDeN8RkSo0ejEziYVcOWxDIyKpoRkTEj3I1VE/wHNPgQRZHMqlZ+SKngeF4dpY2duNqa8/DMEJbF+10zu7i+oOpadH5Oq+Robj0avUCwmw1PzQ1nSax3n2UXvSByPL8elVa4Sq1zXKATT8wJZ3KIcU3h2lYVmxPL2JIoaewEu9rw6g0juCXed9DyyC1KLZ8eLeCbhBIAHpgWzCMzQ41KINYnlLD1bDl/mRXKDTHeBt1nQpAz0b4OpJU1MW+EpMWTWdXCfRuSWR7vO6wMuz8b/vABf6gZviiKfHqkkGA3G64baZiQU29oVmq48+skaltUvP/gRKOmfIUueYT3DuYS4GLD13ePu9gwq6iANWskP9mFC+Grr8Cz7+MtqGvnq5NFfJdUTrCbDd/cbZh2fl/oUOv4LqmML08UU9Oq4oZoLz65fQwLRnkOiUlQplDy3dkytncJiPk4WvHQzFCWx/sOyOxoaFfzc1olP6RUkFPThrmJnHkjPXj1xpFMCTW+AWsMdHqBs8WN/JhWyf4LNbSpdbjZWbB6YgBL47wH1Gxp7NCwN6MaG3NTVFpNT7C3MjPh23vGMz5o8MwmvSCSUNjAbzl1bDxdil4UmRnuxl2TA43S7VFp9Ww8Xcp/jxTQqtJyU5wPz8yPMDqxOZEvOafNG+ExKDvQ0T6O5NW2capA0RPwR3o78PjsUD76rYBQd9t+vSv+X4ZBAV8mky0APgRMgC9FUfzXFf9/GrgP0AH1wD2iKJYO87FeBVEUu1g6xmeWx/LqyapuZe2yaKPpdJ0aPfesP0tZo5Jv14wfFKuhG00dGp78/hxKjY5F0d68ddOoi5nXd99JrButFj7/HO6/v89afatKy4eH8vk2oQRvR0v+tiiKOycHGt3saerQsD6hhG9Pl9Cs1DIp2IW1y6KZFta3KNdA0OkFDmXXsSWpjBP5FwXEVnUJiHUH6u5SlEwmw9PeEg97C+wszPj5XAXZ1W2cLGhAJ4jE+Dny+tJR3BDtNSz9HEOhF0TOljSy+7w0NSxDhkqnZ/5IT5bGeQ9Yl1dqdPyaVcsv56o4nlePThAvC55WZiZsf2jSoK0aC+vb2ZFSwY+pldS0qhjlY8+dkwK5c1KAUZO+Gp3Anoxq3juQS2VzJ9PD3XhhQeSgmrpXIrlEwVt7swlzt+P922IHde2Zm8oZ4+9E0hV1/CfnhlNY38G/9ucQ7GY7oMPdJ0cKmBLqSoyvYQJqfwYMGPBlMpkJ8AkwD6gAzspksp2iKF7qM5cGjBVFUSmTyR4G1gK3XYsDvhQavaSh05s8sqH49GghXg6WLDWy46/VCzy6JZW08mY+WzWGSV3j34NBWlkTj25OpaFdwyuLo7hjYoB0AjY2SoH++++lKdkNGyC0d8qaIIhsTyln7f5cGpUaVozz49n5EUY3TqtbOvniuMSh79TqmTfCg4dnhjCmH41zQ1DV3MlNn56itlWNp70lj88O47Zxfr0OpCg61LyxJ7vXx7GzNOXeaUEsG+M76NqzIRBFkYqmTtzsLC6bnRAEif+/+3w1ezOqqWtTY2kmZ06kB4ujvZgR7maQENmOlApe+fkCnVo9Xg6W3Ds1iBtjvYnytGPme8ekGYa7xxoc7Fs6tezu0l9PLWtGLqOrhDeCOVHuRs1/KNrVbEksY+OZUmQy8HG0Yu2y6KtF+QaJ75LK+PsvFxjp7cCnq+KM6vmMD3Lmw8P5l3lVy+Uy3lseQ3VLJ58fK0QvCCwY1buAYk2Lio9/y+fdA5Ii7vKxviyN8zGKWvtHgiHv9HigQBTFIgCZTLYVWAL0BHxRFI9ccvszwOrhPMi+oNZKwzaORirIpZY1klTcyN8WjzCq0SOKIi/syJDq5DeN6vPk6u/+G06X8saeLNztLPnh4UkXpxEPHIB77pE8Zt98E55/Hkx7/7hSSht5dWcWGZUtjA1w4tsbxxtt4F1Y384PyRV8ebIIQZQ49A/NDBkWfj6Al4MlsyM9mBXhxuxI934ZQnKZDA97C2pb1T1/kyEd09pl0ZgPYYhtIPyYWskz29ORAa52FrjZmlPZrKKlUwtIWeasCDcWR3szO9J90M3gcA87lsb5sCTWm/GBzpdluF/dNRa1ThjwM9TpBRIKFWxPqeBAZg0anUC4hy0vLYxkaazPoIX9upFd3co3p4r5+VwVGp3A9HA31kwJHFDffyBodAKv7spkS2IZ08Pd+HhFnNHEgbEBTogirD9VxBNzL7rMWZmb8M2a8dz1dRIPb07lxesjuX/a1Z7Png6WJL08lz3nq9meXM5be3N4Z38usyLcuCXelymhroPWzfkjwJCz1Acov+T3CmBCP7e/F9g3lIMyFBq9QGJxI4uijZNBXne0iDg/R1aOH5yWfTfePZAr2ajNDWfVhMHZk7Wrdbz4Ywa70quY3aUp42htDh0dUnD/9FNJA2f3boiL6/Uxalo6eWe/xJLwtLfkwxWSEYkx29MLlS18erSAfRdqsDE34c5JAayZEjQsHPpLIZPJePvm0X3+v1Oj52BWDT+kVHCqoAFBvPS+8MntY1g4BNlrQ9Hd6BWRxL/q2y4uOm/dNIobYryH5AU72teBt317fx/627Hous753eerOZBZQ5i7Lbm1bawc58ct8b4G67tfCb0gNfi/PlnM6SIFlmZylsf7smZK4JCa/N2oa1PxyKZUkkubeGhGCM9dFzGkHktgV+P782NFPDIr7LKSpYOVGVsfmMgz29J5a28OxQ1K/rlk5FVlTXtLM1aO92fleH8K6tr5IaWCH1MraO3U8ujmVEb7ODAxxIXJIa6MDXD63Rle1wLD+gpkMtlqYCwwo4//PwA8AOBvoLtSf9DojC/pFDd08Gt2LY/ODDVqAvbbhBL2nK/mvqlB/U4G9oa82jYe3pRCcUMHz10XwcMzQqTMKTFRolvm58PTT0uZveXVWZpGJ/D1qWL2ZVSTU9PGX2aF8vDMkEGfkKIokljcyCdHCjiR34CdhSmPzAxhzZSgQWmVDxWCIJJc2sQPKeXszajpoR/+ZVYoc6I8uOWzBHSCyNs3jb6mwV6nFzhT1Mi+C1IwvRLPzo/gL7MH91kPB/SCSGKxgj3nq9l/oQZFhwZrcxPmRnlwY4w308Jdje5j1baq2JlexabTpZQ2KvF2sOSF6yNZMW7wkgx9oXtwsLlTw8cr4wxm4/SH6lZJvkCpFXh1ZyZvLB112UJnaWbCxyvjCHS15pMjhXRqdDwxN7xPxlaouy0vXB/Js/PDSStv5kRePaeLFHx9spjPjxVhKpcR0yWdMSHYmWhfxwEloS9Ff168vycMiRCVwKUpsG/X3y6DTCabC7wMzBBFUX3l/wFEUfwf8D+AsWPHir3dZjDo1sE3phzz9clizORy7pw8eOPgg5k1vLYrkzlRHry4MGpQH+TO9Cq2JpXR0qll030TJEVOrRZee0MK8N7e8NtvMGtWr/c/llfPazszKWroYG6UBx+ujOvJdgyF0JXNfXq0gNSyZlxtzXl+QQSrJwb8rtvYgrr2Hoqnu50FebVtLBztxS3xvpeVOf5x40iszEyGVSGxGyqtnoTCBvZl1PBrdi3NSi1WZibMinRDo5OaywAvL4zi/unBw/78fUGnE0gua2LP+Wr2XaihoV2NlZkJc6LcWRztxcwI4+ryIDWLD2bWsiP14i5q0WhPnl8QyXUj+5daHgzq2lT8+0Aeh7IlCeyv7x43pEbvpUgpber5eXNiGcFuttw7Neiy28jlMp67LpIRXva8ujOTPRnV3DM1iMdmh/XZNzA1kTMu0LlH70mp0ZFS2kRCoYLThQo+O1bI4Zxasqvb8LC3IMzdjjAPW8I97AhztyXMw65nIWhoV3M4u5aDmbWcKVKwdlmM0dWI4YIhAf8sECaTyYKQAv0K4LJZL5lMFgd8DiwQRbFu2I+yD1zM8Ad34jd1aNieUs6SWO9BN2nOlTfz+NY0Rvs68tGKOIO3pVq9wL/25fDVyWLi/R3Z/dg0SU3x0iGqO++UdHAcrq7dljcqeX13Fgezagl0sTaKZqnTS2yLTWfKOFvSiI+jFa8vGcnysX5DEnUbDBra1exKr+KntErOV7Qgl8HUMDduifNh/khPrMyvPo47Jg5+Ue4PrSotR3LqOJhVy5lCBR0aHWYmcuZGeXDdSE9mhLthZW5CXm0bCYUKHp8T9rsE+06NnhP59fyaVctvOXUIokinVs/sSHcWjfZmVqSb0XpMgiBypkjBjtRK9l+opkOjx8fRikdnhXJTnM+wmmurtHq+OVXCJ0cKUOv03D05kMdmh2JvZfyO4WhuHR8cyufjlXH4OVuTXNJ42azCG7uzmBDk3GvfY1G0N+OCnFm7P5fPjxXxY2olLyyI5KY4nwF7EtbmppcJp7WptFyoaCW9spm82jbya9vZmlROp1bfcx9zExka/dX5bG2rCkEQh9QHGSoGPHtEUdTJZLK/AAeQaJlfi6KYKZPJ/gkki6K4E3gXsAW2d2W7ZaIo3ngNjxu4GPAHO3i1ObEUlVbg3mlBA9/4EpQplNy7/ixudhZ8ddfYXoNTb6hvU/PollSSihu5e3IgLy2MwlyOFNwHGKJSdblvfXa0ELlMxnPXRXDftKBBLXIqrZ4dqRV8fqyIskYli0Z7DqsOvSHP/2tWLT+lVXIsrx69IDLCy55XFkVxY4y30c3FwaCmRcWv2bUczKzhTJECrV7E1dac+SM9WDjKiwnBLlftFMM97Ej/x/xr+h7Vt6n5LaeWX7NqOZHfgFonYGdhysxId26I9mJKqKvRtWNRFMmvbefnc5X8nFZJVYsKWwtTFkd7c9MYn6uaxUOFKIrsv1DDW/uyKW/sZN4ID15aGDUsg297zldTWNeOu71UajxX3twT7E3kMiaHuODYTwPY3c6S95bHsGqCP6/uyuKZ7en8mFbJnZMCmB3pbvBnbGdpxqRQFyaFXmTjCYJIZXOntADUtbPhdAlVzVcrZv5zdxZv7c3Gw94STwfpy6vrZx9HK+wszXC0NpPsEq3NsDIbnHWqITDoTBJFcS+w94q//f2Sn+cO61EZCLVOWlUHM3il1un59nQp08JcB6UP3tSh4e5vktCLIuvXjDe4xp1a1sTDm1Jo6dTy/m0x3BTna9AQVbf9399/yaSiqZPF0V68tDBqUHraHWodWxLL+OJEEXVtamJ8HXh5UTzzojyueZah78oof06rpFTRQVJJE572ltw3LYib43yHRTmzP4iiSEFdOwezajmYVUt6uaREGORqwz1d1nOxfk4D7tCGO9h3H9eh7Dp+zaohrbwZUZQojyvH+zM3yoPxQc5GywMIgsj5yhbJTSyzhk6tnro2NdPCXHlhYRTzojwMTlQG85oSChv45IikpxThYde7p7KR0OoFDmbVMm/ERaexJ+eG06HW8VNaJRamcjbe2x+P5CLi/J346eHJ/JhWyaGsGh7cmIKrrQXL4n25dayvUTsduVyGn7M1fs7WzIny4KEZISja1TyzLZ2jefU9t/vboigUHRpqWlXUtKjIrmrlt+w6OrV64v0dSblCLdPcRC4tANbmOFpLi8H/02qZekEkPsBxUE3bA5k1uNtZcN9Uw7P7To2OhzelUNHcyeb7JhhknSiKIpsTy3htVyaeDpbseHiyNJBlwBBVSUMHr+3K5EhuPbMi3Vm7LHpQ7lvdw1LrE0po6dQyOcSF92+LZfIAEgVDhSiKZFW38nNaJTvTq6htVWNrYcqqCf48OTecCcEu13T6VasXSCpu5FB2LYez6/BysCSxuJFYP8cunXwPQtxsf/fmWYdaR0KhgmN5dRzNrcfbwYqkkkZG+djz5Jxw5o3wIMrLbsDj6lDrSK9oxt/ZGm8Hq55FW9f1ug9k1nAgs5aaVhWmchkTg124bpQnC0Z64HYN+OVKjY6f06r4NqGE3No25ka58+ZNo7htrN+w9QFAKue0dGova9iv7irztal0fHaskHa1zmA+v1wuY1m8L0tjvTmWV8/Ws+V8caKIdccKGR/kzPJ4X+aP9MBhCCUoF1sLvlkzjm9OlfDW3mxp1mLa1WXBbsXM2lYVTUoNTUqtZJ7SqaVJqaG5o+t7p5bihg4U7Rqjjwn+4AFfqdWTUtps8MkliiKfHyvq4RYbep8XfsygVaXjP8tjDDLvUGn1fHA4n3VHC5kR7saHK2JxVHfAihX9DlGptHo+PVLAumNFmJvKeWVRFHcNYkq2tlXFDynlfHKkEKVGGpZ6ZGYIcUMclhoIFU1KfjlXxc9pkqm2qVzGzAh3/rbYm7lRHte0P9Cs1HA0t55D2bUcy62nTa3D3FTOlBAXrh/txUcr4/D4HUpGl0IURfLr2jmaKwX4syWNaPUi1uYmTA5xZd4IDz5cGTtoA48tiWW8uVcaRLMwleNma0Fdm7pnANHSTM70MDeeHxXBnEiPIYnj9YfyRiUbz5SyNamMVpWOEV72rF0WzY0x3sP+WQuCyCdHCpgT6c608KuTnkkhLvz3SAFnSxqZNUiJb1MTOXOiPJgT5UFdq4odqZV8f7aMr04W89cd5xnt68jkEBemhLgSH+DU685IL4jUtanwtLe8asGWyWTcMzWIGRFu6Hqp6XffZrCKmbJHBvUyL8MfOuAPtoafXNpEZlUrb940yuAs7+PfCvjlXBXPXRfBYgPoZLWtKh7cmMK58mZeWhjFvVODMDlzGlauhKqqPoeoDmXV8uouqXyzJNablxZGGRyoyhRK1h0v5IfkCqzMJcndB6cPj+FIX2jq0LAno5o956s5XaQApGGYN5aOYtFoL5xsro3EgSiKFNV3cDinlkPZdaSUNqEXRFxtLVg42os5Ue5MDXMdNjN0Q9Gi1JJYouBITh3Hcut7XI8iPOxYMyWImeFujA00vlQjiiLONheDglon9NjnWZrJ+c/yWGZFug97uebS508oVLA+oYTD2bXIZDIWjPTk7imBjL2GUtPbkss5V97Cv5fH9Nq3GuPvxOQQF86VNQ064F8Kd3tLHp4ZwkMzgjlf0czh7DoSChV8cbyIz44WYm4ix9tRqrdHetphZiLnfEUL5yta6NTq+fyO+D61uAypCPxe+FMEfENLOutPleBgZcZNcYbJKOxKr+I/v+ZxyxhfHhlApxskqthDm1LoUOtYt3oMC6Lc4a03JV/ZgADJSHz8+MvuU6ZQ8tquTA7n1BHmbst39080WJ4hr7aNz44WsjO9ChOZjGVjfXloesjlZubDCKVGx6HsOn7par7qBJH5Iz14dn44S2J9jJLrNQQqrZ4zRVIwPZJbT5NSg1KjJ9zDjkdmhjAnyoNoH4fflf2g0upJKW3iZEEDpwoayKhswdbcBLlczqRgFx6b48aMcLcheZi2qbRdpaB6juXWU3mJPypILkofrxxzTal+JQ0d7MmoJq2siUPZdTjbSCqkqycGXHOLwcYODf/an8P4IGduHtP7Ndu9wB3IrOWpeRG93mYwkMlkxPg5EePnxNNIZbSkkkZOFyr4/mw5JQolZ4qu1uLPr23Dz8maYDeb343xZgz+FAHfkKypqrmT/Zk13Dc1yKDsL7WsiWe2pzM+0Jm3bh54R7A1qYy//XIBLwcrNt07gQh9K8ydC0ePStn9unWSUUkXVFo9644W8lNaJQ3tal5eGMXdUwwr36SXN/PJEclZysrMhDWTA7l/evA1KV1o9QIn8xv45VwlB7NqUWr0eNpbcs/UIJbEejPCy/6aZHeVzZ1SgM+p41RhAyqtgKWZnMkhrsyKdGdWhNuwTwH3B70gklXV2hPgz5Y0otYJmMplxPk78vjsMKaGuRLr64iZkVm8Ti+QUSlljXszqkkpbUIniNhamDIl1IVHZ4WSUNjA7vPVmJnI+PyOeGZH9i8QZgxKFR09u7fMqlYAlsZ68+6yaG64BmWb3qAXRN7Zn0OnRn/VUNWVmBbmxjv7c6hrVQ0748vGwpRZEe7MinDnpYVR5Na08vyO86SXt1x2u/cO5vHewTzkMmkKOMzDljB3OwJcrPFxtOph5fzeO88r8ccO+HrDA/7GM6WIotjT7OkPFU1KHtiQjKe9JevuiO+XAqnRCby+O4uNZyTmz8cr43A8fEBi4ahU8M03cNddlzVmj+bW8Y+dmZQqlNw9OZCHZoRInPx+IIoipwsVfH2qmEPZddhbmvL4nDDWTA4c9vKJIIicK2/mp7RK9mRU09ihwd7SlCWx3iyJHX46H0jvY2pZEwkFDRzIrCW3tg0AP2crbhvrx6xIdyYGu/xu2ZMgiOTVtXGmUEFisYKU0mbquuQVIj3tWDUhgKlhLowPcjHa8EUQpCb3mSIFCYUKkoobaVfriPKUGrj3Tw9mRrgb8QFOPYlAhKcdaWXNvH3zaIP7UIagvFHZE+QzKqVgFufvyCuLolg42mtIO5XBQqcXeHpbOjvTq/j38pgBdZymh7vyzn44kd/ALddgOO9SRHja89PDU/jX/hz+d7wIgHlRHjx7XUQXL7+NvNp28uraSC5pQtFxeZPVwcoMr25KpoMlXg5WPT87Wpn30DJtzIefkgl/9IBvYA2/UyNpuc8b4TFg2aFdpePBjSmodQJbHxiLcz/BVBRF7v32LCfyG3hwejDPzwzE5MXnJH59XJzEyIm4uM2sbunk9d1Z7M2oIdjVhk33TmDqAP653fTMT44UklLaxOxIN164PpJVE/yHpOXS2/NkVbeyM72K3enVtKu16ASRmRHuLI31YfoQxvf7QmVzJ0dzpZp3QqGCdrWO8YFOuNia83J8OBE/iwAAIABJREFUFLMi3QlxsxnWE7+gro2Np0uJ8LRnTIAjYe52mMhllwX4M0WNJBYraFJKQmm+TlYsifVmlI8Dk0JcjFZU7G7mni5UkFDYQGJxI81dzxHsasONsd5MDnFhYrBLn7Tf+AAnTr0w27gXfwkEQSSjsoXjefUczqnjXBdtNcbPkZcXRnH9aM/fdQfVDZ1e4Mnvz7H7fDV/XRBpUACP8rTH1dacE/n1gwr4ekHkts9PMyXUlWWDcBCTy2W8tDAKPycr/rEzk/kjPYjwtLuqZ6bW6qluUVHdoqKmtVP63v17i4oLla00tEtJRLy/EyllF6eHzUxkOFpLfHxHa3Ocrc1xsjHDe4hltD90wAcIcbPBzKT/gLAzvQoPOwvumdI/FVMQRJ7adg4TuYxPbo8bUDRKJpNxY4w3y+J9WWLVDlMmw7lz8MQT8M47YCFdtFq9wPpTJbx/KA+9IPLs/HDunx7cbwDVC9IQyydHCsiqbsXH0Yp/LhnJrcM8FVvc0MHOc1XsTK+ksL4DU7mMaWGu3BjrzdxID+yMVCLtDSqtnrMljRzLredoXj0Fde2AxEG/MdabGeFuTAp2HtJE5kBIKm7i29MXrRrMTGToBBHxEhKFr5MVc6I8mBjswoQgZ6N7E1q9QGZVK8kljZwtaaSuTU1aF9fax9GKeVEeTA51YVKw64A7vOFAbauK43n1HM9v4GR+fc+Ctmi0F9eP8mThaK9r1ocxBJ0aHU9vS2ffhRpeWhjJA9MNMzGRy2VMDXXlRH7DoCZZGzs0WJmb8NFv+Xx4OJ8poS7cOtaP60Z6GnSN3TEpkBtjfLC36j2MWpiZEOhq068HgVqnp65VEudraFfTrNReRs/s/rmwvp2mUm2/w2WG4A8d8NvVOgrrO7AY4MPZklgmeZsO4Br0weF8fs2q5R83jGB6uGEd/+XxvrB+PfzlL2BtDbt2weLFPf8/W9zI3365QE5NG7Mj3XntxpH9XlRavcDPaZV8dqyQovoOgl1teHdZNEvjfIZtCKi6uZPd56vZmV5FRmULMhmMC3RmzZQgFo726ndXMxiIokhhfQcn8usprGtnR2olnVrJknJCsDMrxvkxM8Ltd+HGq7R60subya9ru+zv2i66nL2lKX9bPIKJwS5GB712tY60sibOFjdytqSJc+XNPSP3/s7WjA90YsU4PyaHuP4ugVWl1ZNc0sTx/HqO59WTUyO9dldbC2ZFujM9zI2pYa6/q1BeXzhTpOClHzPwsLfglUVR3NcLZ70/zIp0p7ihgwtVLRclxgeAm50FG++dQEWTkh0plWxPKeeJredwsTVnaogrk7p2WwEu1n2en0OlvlqYmvQMbRkCURSRP2P88/2hA77agJJORkUL6RUtvHrDiH6Dyr6Maj46nM/yeF/unhxo2AG0tMBDD8HWrZLY2aZNkvgZUvbw9t5sShQdtKl0/O+OeOaN8OjzGFRaPbvPV/H+r/lUNncS5WU/LBaC3VC0q9l7oYZd6VXIgMTiRkb7OPDywigWx3gNG+OiWanhVIGCE/n1nMhv6GGWzAh349axvsyMcGdCsPM1b161KLWklDWSVNxEckkj5ytaeno+chkIoqSt72BtxsZ7JjDad3D+AaIoUqpQcq68mdyaNk4U1JNV1YogSo8/wtue28b5MS7QmbGBTr/LLECHWkdaWTNJJY2cLW5EJwicLWnC3ETO2EAnXrg+kulhbgYNef1eaOnU8q992XyXVI6fsxWPzgobsMzZG2aEu/HMtnT2ZFQbHPC74etkzRNzw3hsdihnihQcz6/nh5QKfkmvAsDT3pKJwc5MDB54AbjWGOrz/qEDvlYvYGYi6/dN2HSmFCszE27up7aXXd3K09vSifN35A1DOfqJiRL7pqxM4tb/9a9gYoIgiPyQUsFb+7JpV+m4b1oQ69eEYmPReybQodaxObGUL04Uo9ULRHra8frSkcyKcB/yh9vSqeVAphTkEwoV6AWRUHdbbhnjw9s3jx4WwSyNTk96RQsnukoF5yuaEUTJkWpKiCuPzAphepjbNc1oRVGkqKGDlNIm0sqaSCmVgtyFqlbMTGSM8nFgzZRAxgU6Ex/gxEs/ZbDvQg2h7rasv2e8QZ6sLZ1azlc0k1bWzLnyZtLKmnpKInYWJsT6O/GX2WGMC3Qizt/J6EbuYKBoV3O2pImzXSWjzKpW9IKIXAZRXvZcN9KTh2eGMDHY5f84O+RKaPUCO9Or+Ne+HBTtah6cHsyTc8ONniNwtDZnapgre85X88KCSKOuHblcxuRQVyaHuvLXBZEU1rdzuqiRM0UKThYo+PmctACMC5Q+31B3W0LcbHu+90aeKGno4EBmDUkljTw7P4Ior+FRCzUW/3edBYOERif0m923dGr5Jb2SpbE+fcr+NnZouH9DMg5WZny+un9GDgCCAO++C6+8Aj4+cPw4TJ4MSLz4V366QFJJI2MDnHjzptF9Dj+1KLWsTyjhm4RimpVapoa68uisUCYGOw8p0HeodRzKrmVXejXH8+rR6AX8na15aEYwN8R4E+ExtOyuu0xzMr+ekwUKKpuUZNe0IZdBrJ8jj80OY3q4KzG+jsM6Xn8plBod6eUtpHYF90uDr72lKWMCnJgR7sbLi+yJ9XO8KojcPz0YTwdLnp4X3mvjW63Tk1vTRnZ1K8klTaSVN/f0G2QyCO3yS431cyLO35FwD7trbpiu0wvk17WTXt5MqaKDA1m1FNV3ABJLLdbPkYdnhDAuyJkx/o7D2tAfTjQrNWxJKmNDQikN7Sqmh7vz9Lxwgx3aKpqUvP9rPi8tjLzKvnNxtDfPbk/nXHnzkKfLZTIZoe52hLrbccfEgJ7z/kyRdM4fzWsgoVDRU2UAcLExJ8TNlvImJXKZDFEUewbwpOPz+v8D/lCg0Qn9UjJ/TK1ApRX6dKMSRZEntqZR16Zm+4OTBubw1tRIEsa//grLl8P//geOjnRq9Hz0Wz5fHC/C1tKUtbdEsyzet9fmUX2bmq9OFrPpTCntah1zozx4dNbQ5A9UWj1Hc+vYdb6a3Oo2Curb8bS35M5JAdwQ4030EE2a69vUJBQ2cCJf4qBXd53E/s7WTAl14fE5YUwOdR2UIYShEEWR4oYOzpVLmXVNi4rDOXXou6ywQtxsmDfCg/gAJ8b4OxHiZjtg026Mv1OPN69WL5Bf205GZXPP5GROTaskhWAmx9rClBhfR5bGehPr50S0n8M19wwQRZGyRqlcdL6ihfTyZi5UtaDSSsFlWpgrgS42LI/3Y3yQE6N8HIadQTXcKKhr55tTxezouianhLrw1s2jmBnubnCTVRRFXvwxg9TSJp6aF3bV/+eP9MD8Rzm70qv+v/bOPLyt8sr/n1e2JUuyNu+74zhxEjt2FkwIe1gakhQIFEqBwtD+mLbTZX6ddvqUtvNrByhPW4bOtHRKF0qZ6TBt2VraUJawExICZHcSJ07seN9tydZm7e/vjysLJzix7MhbfD/Pk+deSVfKe6yr733vOec9J+HlRJQLgDKbB7hno5JY0Tk4TEOvm8Y+d2zbNfTRSpkAP95az1O72sgxp5JjTiXbpIvtZ6VpsRm1mFJTpnTyMKcFX3HpjC34UirVGlcWWU/rnxVC8JUrFnFLjZ8VReP4/d54A26/XfHbP/oo/P3fgxBsO9bLd547RLtjmJvPK+Q7m5aNGfTsHBzm8e1NPPFeC4FwhGur8/nSurJJX/EDoQjvHO/j+QOdvFrXgycQJt2o5Y61xVxclsn5Z5Er7/GH2NVkZ3tjP9uP98eCfVZDCheXZXLxokwuWZQ5JSt6HZ4A+9sH2d86yL62QQ60Dcb6yBq1SVy3Ip8vXl7GeSXK7HoiXZlGxL2h18WeFge1HUPUdTpjszRTajJVBRb+zyWlVBdYqS60UGBNRaOZuvLII83SD3c6aRlws6PRTm37YCxdU5esYXmBhdvXlLCiyMKKQuuM+pAnwoDbz+tHe/nghJ1n97ajTdZw48oCPnvJgglVqh3hmd3tvHO8n/s3V46ZMmpOTeGui0rYeqibb1yzZMrdWEmjqmSe2pviub0dfPevh/D4Q7EyzssLLNg9Afa1DtLt9MXSyoFYtUwhFDsseqU6pkV/8n7uWcaC5rTgB0IRDLqxZzZ7WhxsPdzDj246ff9UgAsWjlPGQEq47z64/34lp/6112D5crqHfNz3/GFeOdzNhWWZ/PiTK1g7xmc193v45VuN/HlfOzUlNq5fkc8X15VNyn8ejDat/tuBTrYe7sbpC2HRp3BtdT7XrsjjwoUZk3KjBEIR9rUqXX3ebexnX+sgoai/P9uk45sblnDpoiwq8s0JnX34gmHqupzUtg3S1O/h7WN9NA94ASXwWZ5jYlNVLiuLrKwssrEoOy3u/98bCHGky8nhTieHO5wc7hriWLebQDhCgTUVhzfI8gILd64toarQQnWhlZJ0w5SWZ/CHwhzvcVPX5aSu00ldl5MjnU5c/hAAFy7MwOENsKEyl+pCKyuKLJTnmKalZ0GiaOxz81qdUt9/T6sDKeHy8kyl7/Pa4klnBL1Q28Wv327kuuo87jhD/+hrKnP5zTtNPL2rjc+Mk4YNyqy7NNPI+sqchLrBblxdwMWLM/jG0wfYdryfHLOOX99ZE3s9ViXT5aPH6WPIG2RTtZ+h4SBD3gBDw0EGh4MMeoN0OIYZHA4yNByMK950Jua24IcjaE4z03lyV5syI6w+y/6ZQiiz+jvvhEceIWww8r/vNvPQ1nqC4QhfX7+Ez1268COupWM9Lh55s4HnD3SSnKThtjXFfO7SUorSJ9YMYqT07dvH+nh6dxsOb5A0XTLrK3K4bkU+Fy/KnHBBrpEVnjsa+tnROMCuJjvDwTAaAVUFFj532UIuLstkdbEVQ4KCj6FwhGM9bmrbBznQPkRtu5LdEoq6Zq5YkkV5jolPnV/MyiJldj3Rxh/72wb57fYmDncO0dTvieXW2wwpVOYrgduKfDOV+WZKM+O/eIzg8gX5oMnO6mLbGVc3SynpGvJRH1152eEY5v0mOw297pi9+pQkluWZ2Lwqn4o8CxX5Zsqz0xL2954uwhHJvlYHrx5RRH4krlCRZ+b/XrmYj1XkUJk/+fIbUkp+8VYjD22t57wSG/dtXn7Gi3JNNDD/m3eauGNtyRknQP6QkhnXPOBF95yGq5Zlc/2KAtYtyUrIWpdsUyr//dk1PL277SNxpNFVMsdbSTyCjHZAM94z+THNrbPrFE4XtHX6grxQ28UNq/IT02n+xz+GpCQOdw7xnd+9y4G2QS5dnMn3Ny//yKKKg+1D/PzN42w93INBm8TnLl3I3ZeWTmh1Zjgi+aDJzgsHO3n5UDf97gBGbRIblueyPtqCbyIn5EjTjZG+nN1OX2xl5aLsNG6pKeSiRZmsXZiRED98OCI50efmYMcQx3vcvN80wOFRrhNzajLVhVY+f9nC2Ex2rPKyE8XlC7K3xUFFvpnrV+RTmW+hMt9MnuXsPxvgpYPdfPNPtQihrIz8WEUOCzINBEOSXpefYz2uWNu7kVk7KBezXEsqVy7NpiLfTEWemZIM45QHeqeCYDjCkS4ne1sc7GsdZEdjP/3uAMkawYVlGdx14QKursg565koKK7Fe7cc5pk97Wxemc+DN1XHdd5/aV0Zv3q7kf99r+WMs3xdchJvfmMde1sHef5AJ3+r7eTFg91U5pvJNaeyqtjKqmIb1YWWSc/+NRrBrWuKJ/XeUxFCnLWbak4LfjA8dtD2+QOdDAfDfOr8xPyhvWHJT7ce4bfbm7AZUnj41pVcvyL/JBFp7vfwvS2H2Xasb1J1biIRye4WBy/UdvLioW76XErT6iuXZXNtldK0Ot6UNSklzQNedjYOsPOEIvIjS7gLrHquX5HPXReVcFFZ5lnnh48W99r2IQ51DFHX5cQbUBYcrVmQjkYIPn2B4oOuLrSyYIp80JcsykxI2YFTCUckHY5hup1KME5KpdT27lGNtEG5kyjPMXHDqgLKc02UZyvNraeqVPR00OvysbdFSUPd2+qgtn0oduHOMev4eHU+55XYWLckK2HBbH8ozDO723nkjeNkm/V89arF/NPVi+M+Z65cms3vdrbw4Mv1rFuSfcaVrkIIziuxcV6Jjf/38WW82zjAvlYHz9d28frR3ugxsDg7jVVFNlYWW1lRaKE0My3u32PLgId9rYNsqsqbdHnsRDGnBT9wmqDtU7vaWJprYsUEF9OMxRtHe2J1bG5bU8Q9G5aOGSg06pJp7HVzz4al3LE2vjo3kYhkb6uDHQ39/OGDVnqcfnTJGqVpdXUeVy7NntAV/Z3jfTy3t4OdJwZimQI5Zh2XLMrgwrKMs17hGQxHaOh1c6hjiKPdLg60DZ4k7vqUJCrzzdxSU0RVgYWqQgtlWRN3nUyWs72IuP0hmvs9NPa5aex109in7J/o95wUYBtNgTWVT19QzCdrislM086JYOpYSCnpc/mp73FxpNPJoU4ne1sdtDuUhXMpSYLKfAufvqCE1SVWVhfbEl5QLRCK8MyeNh55o4HOIR+riq18e+NS1pTGVy58BCEED95UxfqfbOPrTx/gyc+vjUtok5M0XFaexWXlWXz16nKGhoMcaBtZe+Fga103T+1uY02pjQ+aHGSZdBSnGyiOBm6LbHqK0w1km3WkaDS8fLibv+7v4GCHUnE0z5I6fsxwihFSjt2JZaqpqamRu3fvPqvPuOVXO9Fo4MnPXxh7rq7TyaafvcO/XlfBZ+MI2pyOXpeP+56v44XaLq5cmsUX1y0at9tVOCLHFbcRkX/hYBcvHeym2+ljdbGVzDQd167I56ql2ZN2Qz3yZgOPb29ibVkGFy5URH5h5uSKjw0HwhzpVoKedZ1DHOpwUt/jignf8gIzqclJLC+wUF1ooarAwsJpFPfJ4guGaR7w0Nzv4US/sm3u99I04KHP5ac000hTvweNUNJOy7LSKMtOoyzLyMJMI3f91y68gTCpKRoeuKGKm1YXzDmRd/tDHOtxUd+t/Dva7aS+2xVbywBKpcw8Syqri5VsqMp8y5RUKg1HJLua7bx8qJuGXhfbG5TMuq99rJzLFmee9m87HAjztaf289WrF582023L/g6eeK8VmyGZn922+qzHP3LnfDzqumu1e2m1e2mzD9M1NExkHCm968ISFmWnkW7UkW7UkpGmJd2oxWbQTuh3I4TYI6WsGf/IMd47lwX/7t/tQp+SxM9vXx17zukL8tzeDq5fkT+pW+lIRPLU7jZ++OIRfMEIX7lyEV+4/MyFzuL5zFNFXpus4fLyLD4e7dKUiAwBXzCMLlkzYQFyeAIc6XJypEuZ2R3qGKKxzx07ga2GFCrzzTGfeGW+hdLM2euDdvmCtAwoP8aRbTgi2X6876SFMKDUlSnNNFAaLXJVmmFkYVYaJRmGMQXiy7/fS8uAh4dvWzWrOhmdykiO+MjFranfi93jZ3fLh7N2AIM2ifIcE0uj1R6X5JpYkmP6yKKmRBIMR3jvxAAvHuzm1TolRqVL1rChMpebawq5ZNHphR6U39OXfr+XrXXdPHpnDR+rOH1PgMe3N3H/3+pYsyCd39xVMyVrRUC5O+kcHKbV7uUnrx3jWLcLT/TOdzyEgIvKMmi1e0nTpWBKTcakSyYtNZm06NakU/YzTTquW1EwPwV/08PvkG9N5bG7zk/ImBp63Xznzwf5oNnOBaXp/OATVZP+USsib+elQz28UNs1ZSI/0TG12r1KOuCo1MDRC0WW5poosOoVYS9QBL7Aqp9Vs9hwRNLj9NHuGKbN7qFlwEvLKHG3n1KDPN2oZV15FhJOEvYFmYZZtSLVHwrz0Mv1VOQrZRHGu9MLhiN0D/noGBzmRJ+H5gEPTdG7lha79yQ3lD4lifLcNIpshqi4m2Pf9VR3CnP5ghxsH2J/u7Ku4liPm6Z+DwZtElcszWbj8lyuWBLfna3dE+DeLYd553gfX75iUVxF1rYc6OQbTx/ggoU2bltTwsbluVN+PocjksfeOcFDW+sJRSTZJh07vnUlDm8AuyeA3R1gwBNgwO3H7gkggXbHMC5fCLc/iNsfUvZ9IVz+UOy7LErXs/2eqyYt+HPah3+6oO1E8YfC/PKtRn7xZiN6bRL/dlM1n6wpnPBJEY5I9rQ4ePFgFy8d6qLH6WdVdOHXt6qWTqvIe/wh6ntcHO1y0Wr3sLvZwZEuZ2zWkaQRlGUZWVOaTkWemYp8M8vyzLOicqKUkgFPgDa7lzbHMG12L+2OYdodXtrsXjoGh2NVLovTDbQ7vORZ9JRkGLimMofidCMlGYpvtSRjdon6mWju9/LY9iYAtMkHuXpZNisKldIQumQN7Y5hOhzDsb9Ft9OnVIFdkM4HzXa0yRpK0pW7lSuXKsHKBRlGSjON5Jh103LRDoYj1He7YiujD7QN0tDnjqXILsgwcG21svr7sglkm0UiEV442MW9W+pw+oI8cMNybqkpiuu916/IZ1F2Gv/05D6+9Pu9VBda+OePlXNZedaU/U2SNIIvXF7GlUuz+eafainLSiMlSUO2KXVS/RT8oTBuXwh/KELBWaRlzukZ/uUPvcnKIisP37pq0p+xu9nOw68fY2ejnU1VeXz32gqyTPGL3kgK5YsHu3j5sJJdo0vWsG5JFpuqlMDrVApOJCJpc3g50qX4Yo90OTna7aIluoAJIDNNy4JMI5V5iqhX5JspzzHNWO/NcETS6/LR4RimY1ARsI7B4dhjgzaJ2vaTW8ilG7UU2fQUphsoshkoStdTaFNEvcCqn/Hsh4niC4Y/bIbhHKZ7yE/rgIc/7mo77Xs0AvIsegpsegptegqtyt+gKF1PUbqBfEtiZus7Gvp5dNsJLi/PYmNV7piVVP2hMK0DXpr6o3cVAx66hnzsHFVfJsOoZUWRlRWFVlYWW6kusEzYzWr3BPjLvg6e2tVKWCqrrR+8uXpSK3XDEclz+zr4yavHyDbr6HX6WV+ZwzWVudSU2Kas9lOimbc+/It++DoXLVJWuU4Uly/Iv71czxPvtVBg1fOjT1RxaZwt40LhCLubHTxfq6x47XcHSE1Rsms2LldEPiH5/6dg9wSigTYlgOoNhHk12mcWFF9gaYaRpXkmluWaWZqn3LYX2qbXJeP2h+gaVMS7a8hH5+AwnYM+NEIpy9w19OEMfYR0o5YCq54Cq56FmUayzLqosBsotOmn5O85FXj8IfpcfnpdfnpdPnqdH+73ufxokwR7Wj8snTAac2oybn/opODf4uw0NlXlcvN5ReRaUqdl1e0jbzbw0Nb62OOFmUb8oTBLckwEI0pto47B4ZOaxmQYtVyxJBurISWaumgd87wLRyTtDi+FNsNpY0ADbj+7mhxsqe3g1boegmFJdaGFL1xWxjWVOWctzP5QmNfqevjz3g7eaegnEIpgM6RwTWUuBVY9i3NMlOekUZxumJUXgXkr+DUPvMb6yhx+cOOZyyecyqt1PXz3L4focfn47EWl/PP68rj8pe82DvDSwS5eqetBI5RMgSuWZrOpKo91S7ISVrtjOBCiodcTy56o73FxtNtFX7SnKiiB1LULM8g1p7Isz8TSXGXWPtnysvHii7VtG6Y72qqtc0gRdEXYh3H6Qie9RyOUmuIXlWUqpQ1sirAXRGepBTb9rCvfO4KUEpc/xIA7QL/bT7/LT78nQL/Lz4DHT78rwIDHjyk1hfdPDIwZqEtJEmSl6cgy6SjLSsOoS1aaWptTY/1NRxpcb/zpNo50u0g3avnBjVVsWJ47JXZ5/SF6XH66BofpHPLRPaRsuwaHqe9x0Tn40QJgAqgqVAL2I66ikZhIvMHQp3e38c1nazFqk1hTms6a0nR80aY4TQNe9rQ4aOr3kGPWEY5INq8s4JM1hZOa0ceDxx9i27E+XjvSy6HOIeq7P2yQo03WsDDTSHn0ArAoW9nO9KK5sxH82fkri5NAKDxuP9vR9Lp83LeljhcOdrE018Qv71h9xqp6/lCY7cf7Y9kETl+INF0yVy7NZlNVLpeVn53IB8MRmvs91Pe4OBYV9uM9brLNOt47YQeUk25xdhqXLs48KdiWbUq8T9btD9E9pLgX7B4/rXZvrCdnV1QUHGPMTAuseiz6FAptBtaUppNv1Sv/LKnkW/Vkm3SzZqYUiUiGhgPYvUHsngADbiWI5vCO7PsZ8CjPpSQJ6rpcp83BtxlSyEjTkZmmpTRTiRsoPlpF3LPNOrJNqVj1KXG7Wm5fW8LRLiffWL9kwu6P4UBYuQi5A7GWef0uP33ukf2Asu/ysyzfzAdN9pPen27UkmtOpchmOEnws9K03H9DJddU5E66kFwwHKHDMUxPdPGaJxDmzfo+3qzvix1jM6RwXkk6nzq/iJoSGyuLpq7E9ghGXTIbq/LYWJWnjMsfoqHXzfFedyz9ck+Lgy3RZigAK4sstDuGyYimV6anackwKimWGUYtGWnR540pmFO1GHVJGLTJsyKrbU7P8O95tpYLFqbzidVnblwspeSZ3e088EIdvlCEr161mM9ftvC0t8c7Gvp5encbrx/pxe0PYU5N5uqKHDYtz+OSxZmT9n2/d2KAPS0O6ruVE6mxzx1zbWgELMhQZhOrS6wUWA0syTWxICOxt5VvH+ujdcBDt9NH95A/6j/20eP04x5VDuC8Eht7WhzYDCnkWfTkWVLJs6aSZ9ErM9NR+1N9V3E6fMEwg94gg8MBhkb1AnV4Azg8o/uCfvjc0HCQVcWKbadi1CaRnqZV8qQNKeRZUjGlppCRpiUzTRcT96w0HTajdsrcK5GIxOULKYW0hoO4/UH63CM2KVu7N6hsR57zBvAFI5hSk3Gdcodl0aco4zbpyEzTxVJR03Qpse8xz5IaO6+HA2GWfe9lAG6pKeR711VOqKHLrmY7B9oGabV7aR7w0jLgod0xHCtpfSoFllTu3VzJ1ctO3xFupnGPXAh6XAy4A7TYPbHJgt2++UG6AAAJlElEQVSjZNyMVHUdYXF2GsejfRRAyZQy6pJJi14A0nTJysVAl0yRTY83oKRVp6YknbTVjWyTkzDrk7l4Udb8dOnEQ3O/h2//+SCRqJ3xdHp6aOtR/vB+K+srctlYlctFZRMvUDYWX3tqP8/t66DAqmdJronyHBNLcpXl92VZadMSRN3w020c7XaRrBFKPe6oayHHrLgV8iyp0RrdOvIs+hkL7I7wpz3tvN80EBX2IENRgR/0Bk9qPpFt0tE7yuWlS9aQbtRiNWixGVKwGaNbgxIr0GuTYoteMtKU7XTb+q9/PUS/e6QyYiBaKTGIyx86yT9+/gIbu5o/vEBZ9ClR21JINyh11EdsyTIp+yPCnpGmndQakid2NpNvVZq5T5R//OM+nj/QiUmXzILonc+CjOg208g9f6qNFVn7xvpyvnzFolkr9BMhGI6clHbp9AUZ8ATw+sO4/SE8/hCeQFjZ+kO4/SG80cf51lQOdTrxByP4QmFOJ8uFNj07vjX5tMxzVvBD4Qj/taOZf3+1nhSNhm9tWspt5xfHdWvt9odITdYk/Hay1+lDr02a0TTB5n4PBl0SmUbdlOdfJ4Lv/fUQrxzuidUDtxpSsOoVsbOM3o++ZjMowjdTdx0TYf1P3iYUkbGa5xZ9Ctbo1hyrg67FZkjGoleE3apPmTXusdPRNTSMLjkJmyFlTCH/0UtH+d27Tfz01lVcUzk1MYq5jJSSYFjiD4XxhyL4gsrWH22AU1lgUQV/NEe7ndzzbC0H2oe4elk2379hecKadKuoqJwdwXCEQCgyZzKvZhvzNmg7FpGI5Mu/38ugN8h/3raKa6vzzonbRRWVc4WUJM2caupyLhGX4AshNgAPA0nAY1LKH53yug74H+A8YAD4lJSyObFDjQ+NRvCft60mz5I6p8vSqoxNv9tPhnHuVqVUmV8MuP3YDNpZ4z4d9zIrhEgCHgE2AhXAbUKIilMOuxtwSCkXAT8BHkz0QCdCRb5ZFftzkLpOJzUPvMaNv3iXbcf6mCl3pIrKeOxvG+Qzj3/AeQ+8xit1PTM9nBjxzPDXAA1SyhMAQogngc1A3ahjNgP3RvefBX4uhBBS/UWqJJCRomgH2gb5u8c/YGWRlZvPK+CSRVlnbHKhojId9Ln8vFrXzSuHe3jrWB8jc/oBj/+M75tO4hH8AmB0gY924ILTHSOlDAkhhoAMoD8RgzwTn/r1zqn+L1RmCSN5ziOziJECXQAXlJ65V4HK/OP9JjvNP/r4mK9NhW68f8pCtpHz9DfbTrBlf+dH3zADTGvkRAjxeSHEbiHE7r6+vvHfoKJyBrRJgsw0LeXZ6uxeZeapzDeTmaZFnzJ7A9LjpmUKIS4E7pVSXhN9/G0AKeUPRx2zNXrMTiFEMtANZJ3JpTNdC69Uzh32tTq48RfvkmdJ5atXLeYTqwvnXJVMlXOfSETySl03//HqMY71uHn41pVsXlmQsM+f6rTMXcBiIUQp0AHcCtx+yjFbgLuAncDNwBuq/14l0awssvL8Vy5hSa5JFXqVWYtGI9iwPI/1FbnUdTlZkmua6SHFGFfwoz75rwBbUdIyH5dSHhZC3A/sllJuAX4LPCGEaADsKBcFFZWEIoSgKgGN6VVUpgONRrC8YHadr3Hl4UspXwRePOW5743a9wGfTOzQVFRUVFQSiXpfrKKiojJPUAVfRUVFZZ6gCr6KiorKPEEVfBUVFZV5gir4KioqKvMEVfBVVFRU5gmq4KuoqKjME2as45UQog9oScBHZTINRdqmkXPNHlBtmiuoNs0NlkgpJ7V8d8Y6XkkpsxLxOUKI3ZOtKzEbOdfsAdWmuYJq09xACDHpImSqS0dFRUVlnqAKvoqKiso84VwQ/EdnegAJ5lyzB1Sb5gqqTXODSds0Y0FbFRUVFZXp5VyY4auoqKioxIEq+CoqKirzhDkh+EKIDUKIeiFEgxDiW2O8rhNCPBV9/X0hxILpH+XEiMOmrwsh6oQQtUKI14UQJTMxzokwnk2jjrtJCCGFELM+XS4em4QQt0S/q8NCiD9M9xgnShznXrEQ4k0hxL7o+bdpJsYZL0KIx4UQvUKIQ6d5XQghfha1t1YIsXq6xzhR4rDp01FbDgoh3hVCrIjrg6WUs/ofSpetRmAhoAUOABWnHPMl4FfR/VuBp2Z63Amw6QrAEN3/4rlgU/Q4E7ANeA+omelxJ+B7WgzsA2zRx9kzPe4E2PQo8MXofgXQPNPjHsemy4DVwKHTvL4JeAkQwFrg/ZkecwJsumjUObcxXpvmwgx/DdAgpTwhpQwATwKbTzlmM/C76P6zwFVCCDGNY5wo49okpXxTSumNPnwPKJzmMU6UeL4ngO8DDwK+6RzcJInHps8Bj0gpHQBSyt5pHuNEiccmCZij+xagcxrHN2GklNtQWquejs3A/0iF9wCrECJvekY3OcazSUr57sg5xwT0YS4IfgHQNupxe/S5MY+RUoaAISBjWkY3OeKxaTR3o8xQZjPj2hS9lS6SUr4wnQM7C+L5nsqBciHEDiHEe0KIDdM2uskRj033AncIIdpRWpv+4/QMbcqY6O9trhG3PsxYaQWV+BBC3AHUAJfP9FjOBiGEBvgP4DMzPJREk4zi1lmHMsvaJoSoklIOzuiozo7bgP+WUv67EOJC4AkhxHIpZWSmB6ZyMkKIK1AE/5J4jp8LM/wOoGjU48Loc2MeI4RIRrkNHZiW0U2OeGxCCHE18C/A9VJK/zSNbbKMZ5MJWA68JYRoRvGlbpnlgdt4vqd2YIuUMiilbAKOoVwAZivx2HQ38DSAlHInkIpShGyuEtfvba4hhKgGHgM2Synj0ru5IPi7gMVCiFIhhBYlKLvllGO2AHdF928G3pDRaMYsZVybhBCrgF+jiP1s9wvDODZJKYeklJlSygVSygUofsfrpZSTLgQ1DcRz7v0FZXaPECITxcVzYjoHOUHisakVuApACLEMRfD7pnWUiWUL8HfRbJ21wJCUsmumB3U2CCGKgT8Dd0opj8X9xpmORscZsd6EMnNqBP4l+tz9KIIBygn5DNAAfAAsnOkxJ8Cm14AeYH/035aZHvPZ2nTKsW8xy7N04vyeBIqrqg44CNw602NOgE0VwA6UDJ79wPqZHvM49vwR6AKCKHdcdwP/APzDqO/okai9B+fIeTeeTY8BjlH6sDuez1VLK6ioqKjME+aCS0dFRUVFJQGogq+ioqIyT1AFX0VFRWWeoAq+ioqKyjxBFXwVFRWVeYIq+CoqKirzBFXwVVRUVOYJ/x85QXHhMqrS5QAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"Určité informace nese i směrové pole. Někdy je nepřehledné, protože se délky velice liší. To se dá vyřešit normalizací, kdy všechny vektory nastavíme na stejnou délku."
],
"metadata": {
"id": "-fbPr4BOCepf"
}
},
{
"cell_type": "code",
"source": [
"plt.quiver(x, y, U, V, angles='xy', scale_units='xy')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
},
"id": "eM26BxYZCTa7",
"outputId": "7ccebdc3-ec29-4dd9-c2a1-86f77f212f61"
},
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.quiver.Quiver at 0x7fa2f3a65150>"
]
},
"metadata": {},
"execution_count": 18
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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VyM3NBSEEEREREAqFrJvdwIED0bZtWzx//hympqYqM4BWr14NbW1tZYqrt7c3jh07Vofz9OlT7N27Fz/99JPys5CQkHoCWSqVwtTUtM69j4uLg6GhYZ042c2bN2FqalrHXZObmwtdXV2lW0Umk2HcuHHYsWNHnWNIJBIMHz4cv/32G4DaZ1MoFNaLOTAMg4ULF2LSpEnU/Hc+aHAC/fr167y5bJqmGv+dePPmDbU4pbS0FDt27IC7uzvnC5KQkICRI0fC3NycU6u+cOECPvvsM1haWnIe99atW2jWrBnVVZGWloYePXqgb9++nLyioiLY2trC2tqakwfU+osPHz5MTXH85ZdfeAn0oKAgagpfdHQ09u/fjzVr1rByCgoKMH36dFy9ehUzZ85k5fXq1QsXLlzAo0ePMGbMGJUcZ2dntG/fHikpKXj58qVKv/z69etBCMH27dsB1NYbCIXCOn7pq1ev4qeffsKyZcuUn5WUlEAsFivjU1VVVXj16hWEQmGd+oOqqiqYmpoiPDwcQK0w9vb2rleEVVNTgzFjxigtwISEBAiFwnopt3K5HNOmTcPMmTM/Wbp1gxLoz58/x9ChQ3lxZTIZZs+ezXvtyMhI3q4PALwyYtT4+8AwDC+N586dO9TqvIKCAjg6OlL96deuXYO2tjY1P3r+/PnQ0NDg1L6lUimMjIzQqFEjzg2ntLQU/fv3R6NGjTjN9eLiYkyePBmOjo6cz7FMJuMt+BcuXIiLFy+y/r2qqgolJSXw9vbmdJdt3LgRADBlyhRWnomJidIP/eOPP6o87g8//AB9fX1lUoSLiwvOnDlTh+Pu7g5CiNLtxTAMnJyc6hSFzZ8/H/r6+nVy9uVyORwdHZWB1pcvX2LdunVwd3evc39kMhmcnJzw66+/Aqh12wmFwnqWZU1NDSZMmABfX99PmpnWoAT6pk2b0LRpU9YA3/vYsGEDr5JpuVyOtWvXYtCgQVRuTk4OAgMDMXjwYE4hIZVKcfv2bRw5cgQBAQGchQ/v3r3D1atXERsbi4yMDE6roqSkBI8ePeKVrldWVsY7g4Rv2mRDB58NPSkpqV42xIeQy+WYPHkyp1sIqFVQWrZsSc2YWrVqFbS0tDg5DMOgX79++PzzzzkFSHJyMjp37gxzc3PO+x4XFwdLS0vOQi/FcUUiEefmJZfLUVRUBLFYrFJTZRhGeU0fP36sMsAplUphZ2enfPcvXboEe3v7Opyamhp07NgRa9asUf7/3bt3w8PDQ8mpqqqCtrY2OnXqVCe24+vri3nz5gGo3Ry/+OILfP/993XujVwuh6urK1asWIHMzEwcPXoUIpGoXmZaVVUVRo8erRT6nxINSqCvWrUKRkZG1Bequroazs7OsLW1pa756tUr9OjRgxpAA2qbBRFCeDUMMjU1RaNGjRAUFMT5gqWmpkJTUxOEEFhbWyMhIYGVu337djRt2hStWrXCiBEjEBMTo5L38uVL+Pr6onXr1pg4cSKuXLnCqs0eP34c69atw8iRIzn9zVlZWTh+/DgOHTqES5cusfKA2pctJycHt27d4jQ1c3JyEB0dDalUShWmkZGRkMlkVG0nNzeXd4k1zc+tQH5+PlUrV0CRd1xTU4OcnBxWXkFBASoqKrB3715OBUUmkyEtLY3qEgJqM2ccHBw4OXK5HFpaWpg2bRonb8+ePSCEYM6cOZz30M3NDSYmJnj69ClrSl5BQQGCgoKU7Qa4lCFbW1tERkYCqL3uCqWkoqJC6esuKyuDSCSq4y5JT09HTExMncZx8fHxMDAwqOOq2rx5MwYPHlwnpnPgwAHY2dkpN7i1a9dCQ0MDrq6uyv/LMAy8vLwwf/58MAyjtARCQ0ORnp6uVMRKS0sxZMgQ7N69u953k8vlnO83HzQogf6x4NNbAqjdUfm8sDKZDLdu3eK15rVr1zg7IipQVlYGDw8PXs2kYmNjYW5ujqCgIM6UzIKCAmzfvh2dOnXC2LFjERQUxFrgcPXqVWWKY9OmTTFz5kyVL+br16+xYsUKdOvWDYQQjB8/nlVgHTx4ECYmJsrGYGzX9vnz5xg1ahSsra2hq6vLmea3fPlyDBw4EF5eXpyukbi4OAiFQly7dk3pC1UFhmFga2uLoKAgapHYxYsX8cMPP1A3FEVRDK0vDFArNHbu3AmGYTgFZlFREUxMTHgJAjs7O2ozNAAYNGgQtZPg5cuX0aZNGwiFQs736JtvvsFXX32FgIAApW/7Q2zcuBGtWrXCoUOHUFBQALFYXO86KmIjo0aNUn42ceLEesoDwzCYM2cO9uzZo/zsxo0bGDZsWJ3rWFpaCj09vTpWUkVFBb777rs6FvPNmzcxcOBApUCurKyEvb095syZo+ycyTAMfHx8MGPGDDAMg+TkZDRt2hSenp64desWhEIhnjx5gnfv3sHExKReMBeoDaI6Ozsrc+z/LP6nBfq/BXx9bB/ji1NVQMGGtLQ0ZGVlUQM3MpkM+/fvR3BwMA4dOoQrV66wHuPx48ewtbWFmZkZRo0apbLIAqjVWsaNGwdCCHr16sXZ8+Lo0aMghKBHjx6cQjgnJwc9evSAtrY2p3Ctrq6Gra0tunfvTu1S6Ovri7Fjx1KtswsXLsDFxYXaXyQ3NxcGBga8lA5DQ0Ne7rN58+bVKaJhw6pVq6iCJSkpCX5+flS3Zc+ePXHjxg1YWlqyZjLNmzcPbdu2RWpqKlavXo2dO3fW49y+fRuEELi4uEAmk+HBgwcYPnx4neerpqYGkydPhqWlpfJZLSkpgVAorKP1l5SUwMXFBQcPHlR+pvClK7JSgFrr+ENNv7KyEsHBwRg1apTy3ixfvhzu7u7KYx48eBBPnjxRZrakpKQgJycHBgYGKhvRFRYWwsrKipcXgIYGJ9D5lCIroG7k9e9BUVER7t69y2mplJeX4+LFi5g1axYmTZrEGm8oKSnBr7/+it69e2Po0KGszwHDMFi5ciWaNGlC7eAYFhYGQgi1+2BCQgK0tbVhamrKycvLy8P3339PzXJhGAY///wzfv31V2ognm/TrZMnT1Lz1cvKynDr1i1qq9vAwEDk5+dzxqAUmnZ1dTV0dHRUZuts2rQJn332GVJTU8EwDMzMzOq5xBRC/4cfflC6X9zc3BASEqLkvH37Fr169apXJb5+/Xpl7r1EIsHdu3chFovrWT5nzpyBhYWF8hzXrVsHZ2fnevEGRWn/s2fP8PLlS4jFYpUtpV++fAl9fX1e/fT5oEEJ9IKCAl7l/Aqo8mOxobi4mNeQCzX+e0DbsBmGwe3bt6mBvRcvXmDSpEnU2ExoaCg6dOjAqfXL5XLMmDEDTZs25RTAEokEgwYNQpMmTahZLr179wYhhFObr6yshI2NDfT09DjbPZSXl2Pr1q3YsGEDtcjlt99+o7bZlclk2LdvH2crAcV1PXToEOuwDh8fH6UrLTQ0tF5uOQAsWrQI1tbWSpfguXPnYG9vX+f6BQUFgRACLy8vZdwoPDwclpaWyuu3f/9+NG7cGOvWrauz/s2bN2FoaIiioiKcOXMGv/zyC+zs7Opd97t370JXVxepqalISUmBSCRS2Ts9OjoaQqGQV98cvmhQAj0kJARaWlq80tViY2PRs2dPXutmZ2fD2NiYOjkHqH1xAgMDed+k169fs1bQqfHfBT6tbLOysuqVf38IhmGwdOlSarzlzZs3+OKLL6gNqw4fPgxNTU3qudnZ2UFLS4tzg6iurkarVq3QoUMHToEeGxsLS0tLBAQEcK5XVlYGGxsbqsuKYRgYGxuzboaKoHhVVRVEIpHKfk3bt29XCte8vDzo6OjUiyVZWFjg+PHjyt/T0tLqrKcY2tGnT5869zEuLg66urrIycmBVCpFnz590KxZs3qtK27dugWxWIwnT57AxsYGQqGwXm8XoNb1pqenp7IFwF9BgxLojo6OIIRQXxSpVAp9fX1qQyOgti9E9+7dqfntDMNgz5496NKlCwYPHsz5kFdWVuLnn39Gnz590LNnT85mYmVlZZg+fTpGjRoFCwsLzkBecXEx5s6dC39/f2zfvp1zU8nJycG2bdvw4MED6kb17Nkzam9zBbKzs3n75j9FZdy/GXwC7dHR0bxSA/lkbIWHh2PIkCFU3pAhQ+Du7s7JSUpKAiEE06dP5+R5e3ujQ4cOnGPdiouLsXPnTur4NYZhsHbtWmpveoZhYG9vX68dQnl5eZ2y+7KyMhgYGNTJBrtz5w58fX3rbGbPnj2DUChU/t+DBw/i888/x4EDB+pYgVevXsWAAQOQk5MDPz8/EELg6upazx2zY8cOWFhY8M6M+hg0KIGemJgIf39/alZCfn4+Vq5cCWdnZ+qaubm5sLGxoT5EQG3kX0tLi1fGga2tLTp37kzdoWNjY9GpUyd069aNavJPmzYNbdq0Qbt27bBhwwZWQZ2QkABjY2M0atQIhBAMHTpUpRYBAIsXL4alpSUIIfj222/h5+enUmNMSkqCq6srzM3Noaenh0OHDrHmHq9ZswabNm3C4MGDcfbsWc7A6S+//IKTJ09SpwFt2bIFCQkJuHbtGueG8vjxY4SFhaGgoIDT5cEwDPbv34+qqipq+X1SUhKvey6TyXiltAK1fT+40hoVqKysRGRkJLVrJlDbnoBP4M3X15fqjiwqKoKmpibCwsI4XT0//vgjOnfujMTERFYtPS4uDoQQ2NvbQyqVIjw8XOU99PPzg0gkUj7XKSkp9d6fkpISHDp0qM7sVoZh6gl3hmEwduzYOv51oDb99f3Ae3Z2NnR1dZU56QzDICQkBIWFhXUag124cAGGhobIzc3FixcvoKuriyNHjkAmk+HatWvKpIIFCxbA0dFRpfVTUlKiMgPmY9CgBPrH4mOyQviY28D/5RnTUF5ejri4OCpPLpfj4cOHVLMbqI3yHz9+nLrz19TUoLi4GH5+flRTOD8/H0ePHoWLiwtCQkJYhUxlZSXi4uJgamoKHR0dODo6Yt++fSr92E+ePFGWaRNCYGVlpTLVsKSkBAcOHMB3330HQgicnZ1Z89Fv3ryJESNGoHnz5pg4cSKrEM7NzYWrqyv69esHGxsbViuBYRjs2LEDxsbGsLOz47RiUlNTIRQKsXLlSs44i0KTPnnyJNXiOXXqFLy8vKh+bMUEJD7PsqenJ6+JRUePHqVq3gzDKAUsV6zCxcUF58+fx7Jly1iFVVhYGFq1aoX4+Hg8efIEVlZW9ThVVVVo0qQJevbsiezsbMjlcnz//ff13JWOjo7o06dPnXbKW7ZsqdNsLD4+HqtXr8acOXPq/F+FJq7oZf7u3TsYGBjUa+ylyH5S9O0JCwvDwIEDle9dZmamUisPCQmBiYkJMjMz4ejoiAULFqi8Xk+fPoW+vn4dd9CfQYMT6Or+LP8s+LpR8vLykJqaitzcXE4NmGEYHD9+HNu2bcOGDRsQEhLCKkD++OMPjB8/Hvr6+rC3t2cV/vn5+TAxMVGaxGzCUCaTwdbWFoQQZZUgG1avXg1CCHx8fDh5t2/fhqamJtWlUVBQgD59+vByQ7i4uGDFihWcPKA2k+PQoUPUe3Tjxg3MnTuXut7bt29hYmLCyVG4CPX09FgLpIKCgpSl/G5ubirdipGRkfj888+VG/+ePXvqnWNxcTGaNGkCHR0dpeYeGxsLIyMj5cbIMAz69OmDrl271lFO8vLyIBaLlT7xzZs3w8zMrJ5FVVNTA3t7e2zatAlVVVU4duwYzMzM6tVmMAyDdevWYdSoUcjMzISFhYXKdEygto5BJBLxmvdKQ4MS6NXV1Vi+fDlv/r179z5qfXV/ln8XaC0L3r59ixMnTnAGpaurq3Hq1CmMHDkSERERrLyioiIsWrQIWlpanNNq8vLyMHz4cLRp04ZT+87Ly0O/fv3Qtm1bTu373bt3+Prrr9GoUSNWDlCbNTNkyBB06dKFM5dfJpPh119/hYeHB2dsh2EYREZGUitKgdp2Alw+foWLNDMzE8bGxiq/74kTJ5Q+7Pz8fAiFwnobxJEjR+Dg4KDMyS8tLYVYLK7TRyUiIgICgQA+Pj7K619ZWQlTU1NloZ/CBWRsbFzHMq+pqcHYsWOxceNGPH78GKamprCysqp3HjKZDN7e3hg7dqxS81aV/6+ICQwePCnVROAAACAASURBVJj3bAYaGpRAv3r1Knr27MnL/FRM+eYLf39/3u6U169ff1Qqktqq+HeAz4aemZnJKfiBWjfamjVr6jWO+hBv3rxBr169qM/dxYsXQQihpmnOmjULzZs3p/KEQiE0NTU5h68UFhZCR0cHNjY2nK0JMjIy4Ofnx6sH/OzZs3HixAmVf3v/nf7pp59U8mJjY5U8hmHg7OxcL/aycOHCOh075XI5HBwc6sQM7O3tYWlpWSeuVFNTAwcHB2Vb4eHDh4MQUi8mUVVVhXHjxmHJkiUwNDREz549VRaRlZeXw9HREd7e3rwr1vmgQQl0b29vEEJ4TZlZvHgxmjVrxmvd1atXU9O9gNqdedu2bejcuTN1x5VIJDhx4gRGjBhBDZRVVVUhOjoae/bsoQoBoPbhKyoq+mRzTdX4e8CniVxWVhYvU3zKlCnU4K2iiIWGefPmUQukGIZBixYt6jXA+hAHDx6EQCCgWs5BQUEQi8WcVlVVVRXu3r2LYcOGUd/F4ODgOoHR99d4H/Pnz8eiRYuUvxcUFODEiRP1KlDHjRuH9evXA/i/vPUP4xFFRUWwsrLCjh07sHXrVggEAtja2taLO718+RJGRkbYt28f53f4M2hQAn3Hjh3Q19dnbUqlQHFxMQwMDKCpqUl9Ce7evYuWLVti8ODB1ONv2rQJhBCVRQ/vQy6XY8KECbzSvqqrq6GnpwdCCEaOHMlppufm5qJ79+4ghLBqBgqkpqZCR0cHJiYmGDt2rMrCBwUiIyMxadIkBAYG4saNG5xzD0NDQxEWFkYVVjKZDBcvXuTVyTE7O5u3b55PrQDwcQHxfwNKS0t5XSM+k43Cw8PrZX+oQt++fakNzPbs2YPWrVuztnYAau9FmzZt0K1bN87GXCtXrkSfPn04j/nmzRtERUVhwIABVMt3x44dcHJy4rRYpFIpxo8fXyfLTdU5vn79GoaGhjh9+jQKCgrg4+OjMuHg5s2bEAqF1Iy1P4sGJdCLi4up6W0KhIeH4+HDh1RzRy6XIyAggFdp7r179zBp0iRq5ghQO5Rg3LhxVDP+4cOHmDhxImxtbambj5eXF6ysrDBp0iROgRoTEwMzMzN07doVY8aM4bRopkyZAkNDQxBCoKOjg127dqnsGxIdHQ2xWIyuXbuCEILWrVsjMDBQ5fV1d3eHsbExWrZsiW7dumHlypUqC0ru378PMzMzDBs2DL1790ZoaCjryzdlyhQsWLAAgwYN4nR5REZGwsPDA8uWLaO6RmbNmoVbt25R3QU3b97E7t27qdOP5HI5li5diszMTKrwDQ8PR3R0NPX5VHRk5IOwsDBeA9TT0tJ4pc8FBwfjt99+43wut27div379yM+Pp51OMmbN2/QtGlT3Lp1CwzDYOPGjSo3XBMTE7Ru3Vp53xTX6H2sX78eTZs2rSMHKisr6wziSEhIQEBAACwsLOopSCEhIYiPj0dNTQ2kUikcHR3rVYwCtXUcq1atAgBlNaiqgjKGYRAQEIDHjx9jy5Yt+P7771mLp5KSkuDv76/yb3zRoAQ68M9rXh9zfL6+s5qaGt7cj2lPwMc1BdQGre7cucPru4WGhuLUqVNUDT0rKwtjx46Fv78/fv/9d1b30Lt372Bvb4/evXvDwsICGzZsUHktysvLERAQoEyFnDZtmspzkMvluHTpElq1agUNDY16o8Peh8KK0dDQ4NzQKyoq4ODgAE1NTZXNl97Htm3b0LFjR+zfv5+Tl5qaCl1d3XrTcD4EwzAYMGBAne6CbPD19UVYWBhViYiOjsaUKVOo68nlcs7RckCtsGMYRjm5SBX++OMPZU731atXVbbvKCsrQ/fu3ZXup6KiIgiFwnrPjUgkwrfffqsMdDMMg4kTJ9a5PpMnTwYhpN6mdeLECVhaWqKiogJr167FkCFDVE5kSktLg66uLo4dO4bIyEiIRCKVaaiVlZWYMGECpk+fDldXV7i7u6u0IBmGQXBwMPT19VnrQfiiQQl0hmE+qskNn9xuNf49KCwsRFZWlvKHLahXVFSEixcvYteuXfDz82M1f2tqarB3715MmjQJffv2ZdXoFS+kUChEx44dOWMXYWFh6NSpE7755htOLT0qKgpt27ZF7969Ob5xrfn/xRdfoEOHDpy8yspKmJubo1WrVpznp9Aohw8fTq1Qzc7O5tWHvaamBv3792f9vgoNn2EYfP/99yqPm5qaWic47O7uXs9ySkxMxOTJk+tYkBs3bqyTiZOdnY0WLVpgyZIldTa2ixcvYtCgQSgpKcG7d+/Qtm1btG3btp57RzGB6NatW/jmm2+gr6+vMqspOzsbRkZGcHV1hampKbZu3apy4ystLYWLiwvc3Nw+SXJEgxLoKSkpsLCw4M3/8ccfeXPj4+N5DzwAwKvntRr/LrxfrKIKDMMgJiaGqlQUFxfDx8eH6spJTk7GV199xTkYG6jtACgQCKguuWXLlkFDQ4Oa5TJmzBgIBAJqUN3IyAjffvstp6VXUlKCgIAAzpmiQO21u3z5sspA5ocIDw/HmDFj6gnID+/P9evXYW5uXue6nDlzpl5V761bt2BgYKC0bhcuXAgXF5d62UV3796FSCTC06dP4e3tDQ0NDXh4eNSzeB4+fAihUIghQ4aAEMIa/IyPj4eenh6veAVfNCiBHhAQAA0NDeqLB9TebIFAwKuF7suXL9GlSxdeGn1ZWRl+/PFHXsMrGIbBpUuXeN/QqqoqXtWlavw7wKeHeV5eHq8Amr+/P3USU3FxMYRCIXWt4OBgGBkZUXlmZmYwNDTkdLlkZGSAEAIzMzPOgP6WLVuozapkMhkyMjLq9ShXhRcvXkAoFOLNmzecvIcPH0IsFiszURiGUblBXb58Gfr6+sjMzMSTJ08wZ84clemkR48ehYGBAbZv3w4tLS38/PPP9TZkhmGwc+dOGBgY8HZ78kWDEuju7u7o3Lkz1Y8pk8kgFotBCKGWySsq9vikLT569Ai9e/dGly5dqNkb58+fh1gshra2NrVc/NChQxgzZgy0tbWV47dUQSqVIiQkBIsWLYK9vT1n7+uSkhJcuXIFZ8+eRWhoKKfQKCgoQE5ODlUDBNTzR/8pyOVyXia7qp7cH+LNmzcqfccfwsXFpc5IN1VITk6GhoYGteWAra0tGjduzDmAIyoqCu3bt6cOVr506RIMDQ05g9QMwyApKQlCoZCa53/8+HEMGjRIqdCpOrZcLseSJUswevRolJSU4Pfff1cZqyguLsb48eMxderUv6VQsUEJ9MzMTNjY2FAFb3V1NVavXg1vb29q1F9RQDF58mTq8e/evYv27dtj/vz5VK6/vz+aNm1KDWYVFBRg+PDhEAgE1AyeyMhI9O3bFwKBQNlnQhXKy8tx5MgRtG3bVpk6ySYM0tPT8euvvyqDjdbW1nU61ikgkUiQlJQEFxcX9OvXD46Ojti0aZPKh/bdu3dIT0+HnZ0d1qxZg5iYGJWWUk1NDSQSiTKNjktgSaVSSKVSnD59mtPqksvlyjFhfPqlFxYWUjNSFM8b3xeUbwomwzD/WJCfKzVVgQsXLlDP78GDB8psEC707NkTR48e5eT4+vqiSZMmdaYKfQhFlefo0aNZEwlqamrg5eWlHA3Hhnfv3mHnzp0YMmQIZ5C/tLQUtra2WLx4MeczFRMTowymsuGv3u8GJdArKip4NR8CalOX+BTeyGQyXL58mVeWyZMnT5CQkMCrS15ISAgePHhAFSqpqak4efIkry59W7Zswblz56gNfpKTk7Fs2TIsWLCAas2sWrUKAQEBMDAwQGhoKOsDl5iYqEyv/PLLL7F+/XpW15ePjw9sbGyUgadJkyaptDxiY2NhbGyMHj16gBCCVq1aYdmyZSoFp4eHB4RCIZo2bYq+ffvi8OHDKgVnVFQUdHR00KtXL5iamnI2yRo3bhyGDx8OS0tLzkKxiIgI2NjYwMrKilMQKjr8OTo6UgvPTp06hWnTpnFaZEDtRurp6UnVlIHafuEPHz6kbigvXrzgPQ5t4cKFnLn/eXl5kMlkuHr1KmtRXFlZmVJI19TUYMqUKSqfMysrqzqtsbds2VLP4vD09MSXX35Z5/NXr17Bw8ND+fvevXtBCIGjo2Mdi1IxfCQ6Ohr37t1Dr169YGdnp9JVdPv2bTg6OuLOnTswMDBgVbYKCwthZ2eHRYsWwcjIiDXQrOjuyaeVAhcalEAHwKuNqAL/dIrjP42PmVXKt2BHMQCABplMhvDwcF7rXrhwAceOHaP6iFNTUzF58mQsX74cBw4cYC1mKSoqgqmpKQYMGAALCwtcv35dJa+mpkbZxKt79+6IjY1VyWMYBg4ODiCEwMTEhNOS8PX1BSEEdnZ2nNf/+PHjypayXHj06BG0tLRgaGjIySsuLsbAgQPRokULqnISGBiIQYMGUeM1paWl0NHR4eQoMHbsWGUL2g/x/nXYtm2byqpSiURSxzJ89OgRjIyM6jw/paWlmD17dp3spsLCQgwYMEDpfqmurkbv3r2xYMGCOjyZTAZ3d3csXLhQOS+hSZMmKtsIHzhwAMbGxjA2NkaLFi1YB5o8ePAAHTt2hJGREWbMmMEaQ3jz5g1Gjx6NqVOn8qoe5kKDEujFxcWYOnUqb/6BAwd4c6urqzmbLn0I9bzShgOJRILMzEwkJSWxCmGpVIq4uDhs3boVv/32GyuvpqYGp0+fxrBhwziD4XK5HLt374aWlhZnlSVQO9eST9XzwoULQQihbuRTp04FIYR63EmTJkFbW5uaAHDw4EHqMGmZTIbi4mLo6OhQg8UVFRXQ19ev5y75MH4jkUgwePDgOpbBs2fP6s0dlkqlcHFxwfLly5UxK29v73rvu1wux+LFi2Fvb48NGzagRYsW8PT0rLcewzDYtm0bunXrppxxyiYPTp48CaFQqOw2+VfxlwU6IWQ4IeQpISSNELJIxd+7E0JuEkIeEUISCSE/0Nb8swI9NDQUHTt25CVMCwsL0b59e17aJMMwmDJlCu8Mk9jYWF7DeIHah/Bjuj7KZLL/ecuioYBP1tTr169x7do1Km/dunXUlhcVFRX49ttvqWtFRESgR48eVN7s2bPxxRdfUK2sHj16oGPHjipjLwpER0dDV1eXtUpUgYyMDHh6elJjT4r2GjTXkaLp1vtBYFUuPUXx2MKFC1FWVoY9e/aobM9cUlKC8ePHY/To0dDV1cX69etVZuQUFhZiwoQJcHZ2/qSTi/6SQCeEaBBC0gkhXxNCmhJCEggh/T7g7CGETP/Pv/sRQjJo6/5ZgT5x4kQQQnileS1YsACEEGpaE/B/PVr4vIBHjx5Fs2bNkJKSQuVev34dIpGozuQTNqSkpGDBggX45ZdfqNzKykrcunULJ0+e5C38+aTQqfHfDT5ZLrR5p0Ct0kCrUAVqXTPbt2+n8tq1a8cZyARqXS2EECxevJizP/3XX38NkUjE2Qny9OnTWLhwIWcPe6lUColEgjFjxmDjxo2c55aTk4NBgwZRv4Mir/zIkSOc8bkrV65AKBQiNDSUc70/g78q0AcSQsLf+30xIWTxB5zdhJCF7/Hv0db9swL92rVrGDJkCDUNSSqVwt3dHX369KEOaM7Ly4NIJELLli2pwvHx48do164d+vTpQz3X8PBwEEIgFoupFsX27dtBCEH//v2pY9MWLlyIJk2aoHv37pyNjiQSCaZMmYL+/fujW7dunLNKX716hTlz5mDmzJnw8vLiHLd2584dnDhxAhEREYiPj2cVMjU1NUhISKBO5AHUfej/CfDZHKKioqjauVwuh5ubG/XdmTx5Mvz8/Dh5ERERIITA29ub1b1UU1ODrl27on379pwuo7lz52Lo0KGcG1JGRgbi4+MhEok40z0V84RpeeVlZWXw9PTEqFGjeCVO/Bn8VYHuQAgJfu/3SYSQbR9wuhBCkgghrwkhRYQQfZa1phJCYgghMd27d/9TXyYrKws2Nja8uP7+/jh58iRVmMpkMohEIl79za9evYqRI0dS068UvZodHR2pWSYpKSnQ1dWFqakptc/Dpk2boKuri549e9bz672PV69ewdXVFT169MBXX33Fmelx6tQp2NraolmzZvjqq6/qjeNS4M2bN9i4cSMsLCxACEHnzp2xZ88elXnpN2/eRFBQEDp16oRGjRqhf//+Kq9DQUEBzp8/j+nTp6Nnz57w8PDA4cOHVWaSPHr0CLdv34a1tTW2bdvGmo5aXFyMlJQUbNiwAZcvX6aa97dv36be+4qKCmRkZFAzUoDawB1bk6r3IZVKERUVxcvCqq6u/qjRh/8/IZVKUV5eTv0e72dmsb2TP//8c52UP1XPVkhICLS1tbF///56LXAVePLkCTQ0NNC9e/d6SRQSiQQMw6CkpAS9evWqNyDjfZSUlGD//v2YOHEi3NzcVI6plMvlKC4uxp07d6Crq8sZXwH+uqX8/0OgzyWEzMP/aegphJBGXOv+WQ1dKpXyDlwWFBTwergZhuH9shQVFfGePJKQkKDMieZCfn4+nj17xrtopKqqilpFl5OTg4iICLx8+ZJ6vmfPnkVycjJOnjzJGYF/9eoVgoODER4eDj8/P07uwYMHsW/fPowePRorVqxgPYe0tDQsXboUrq6u6NKlC37++WdER0ervGZBQUGYMmUKGjdujDZt2sDW1lZlVkVycjKcnJzQvn17pdUTFhamcs3Fixcru0f+9NNPrOcZHR2Nvn37onHjxti8eTPnPR09ejSaNWuGU6dOsXKAWsHUpEkTau3B48eP0aVLF2rtQ3Z2NhwcHHhVgO7atQujR4/mbL8M1D7v9vb2vDKV9u3bh4MHD1J5BQUFsLa2VnkN33ePMgwDNzc33Lhxo85ngYGB9e7TtWvXYGdnp/zdwcEBM2fOrKcl5+fnw8zMDHFxcfD09ISGhgbc3d3rWYhyuRxr165F//79QQjBggULWL+Pu7s72rVrB2NjY045UlBQAHd3d3h5ebFy+OD/h8slmRDS7b3fXxBCOnGt+1eac/F5aBSgRfE/hLoK8tOC7/XMz8/nxS0qKsKDBw+ogW6ZTIZ9+/bh+vXreP36NasAZhgGmzdvhr+/PwIDA3HixAmV2qOC5+joiMGDByMgIEDl+SpKvs3MzNCmTRvO3PGTJ09CLBajQ4cOnLGbV69ewcjICF27dqUWVI0ePRpt2rRh5SjAd1DMsmXL0KJFC+zatYuTd+bMGRgbG1NTiqurq+Hp6cmrde+uXbs458EqcPv2bejr6ystNoU19SHS0tKgp6eHS5cuITExEYsWLVLpsiwsLMTo0aPh4OCA9u3bY/r06SotuOrqatjb24MQAm1tbVYXi0Jm6ejocNZ58MVfFeiN/yOgv3ovKPrdB5zLhBDX//y7LyEkhxAi4Fr3zwp0RSEKX3ClE32Ie/fu8SqbBmpfHpp28z745nir0XAgkUjw6NEjzheYYRjcuHGDWihWXV2NWbNmsbrDFCgsLMTXX39NzUNPSkpC69atqe9GcHAwNDU1qf5gNzc3NGrUiBr8HzFiBExNTTmP++LFC0RGRsLY2JgaW4mKioJYLKZarA8ePIBQKGStM1AgLi4Ourq6CAsLwx9//MH63iYmJkIkEkFXVxfBwcGsG3JqaioGDx4MLy8v1oHmH4tPkbb4AyHk2X+yXXz/89lKQsjo//y7HyHk7n+EfTwhZChtzT8r0P39/SEQCHg18b9x4wYIIby4OTk56NKlC69RYBKJBM7OzrwabjEMg7CwMN6DrfPy8nDo0CHeu3heXp46xfF/CHyEQmxsLC+er68vlRMREYEZM2ZQeaNGjaL2V3/x4gUIIRg4cCBnGp+Xlxdat27NGa94/fq1Mp7EVYxWXV2N8+fPQ19fn9MdwjAM9u7dCwMDA87Ol4oB20ZGRpyJA1VVVVi+fDm138yfwV8W6H/Hz58V6HPnzkWPHj2oebsMw8Da2hqEEKqQrq6uxqBBg0AIoWoihYWFMDc355UO+erVK9jY2IAQQk1xfPLkCaZOnYpmzZrxaoa0Zs0aGBkZKQfaqgLDMMjMzMTZs2exfPly6sAFmUyGN2/eIC4ujldKphr/bqgK8H2IrKwszkwqBWbNmkW1Qvft24cRI0ZwHreiogJt27aFkZERZ9B/2rRpIISorPJU4M6dO7C2toaFhQXrBlJcXIz09HS4urpi8uTJnOeWnp4OCwsLLFmyhLPA68aNGxCLxVi/fv0nHQ6tQIMS6HyzXBiGwdGjRzF//nxqEFUikcDd3R0jRoyg+mZLS0vx3XffwdramnoOKSkp0NbW5nW+oaGhIISonOTyPhiGwdy5c0EIweTJkzm1c4lEotyoxo0bx/lwvXr1ClpaWsrmXFwa1Llz5yAWiyEUCjFx4kTWQKJcLseyZcvg4+ODNWvW4MyZM6znGxsbi9DQUMTFxXFmAVRVVSE2NpZXsRifFsvAxzXS+pS8j+X+N4NPQJ9Pv6TDhw9jxYoVnPfkxYsXaNmyJebNm8d6j6urq9G3b18QQnD69GmVHEUmWufOnbF7927We7F161bs2bMHYrGYtUCwpKQEeXl5mDx5MmxsbFT68D8VGpRAf/36NRwcHHhxV6xYgUuXLlF5UqkUBgYGvF7s48ePY/78+dROdQzDYPDgwbh9+zY18HT37l0YGxvj7Nmz1MImNzc3uLm5Yc2aNZz53QkJCRCJRFi6dCkmTJjA+d2WLl0KoVAIS0tLzJs3j5WbmpqKUaNGQV9fH23btsXSpUtZNZUtW7bAysoKXbp0gaamJhYvXqwyKyYtLQ2zZ89WWj2amprw9PRUWbRx8OBBLFy4EK1bt0arVq1gbW2tMj0wIyMDQUFBGDRoEAwNDbFu3TrWhknnzp2Dl5cXnJyccO/ePdaXOjs7G+vXr4eXlxf1Hl25cgUeHh7U/PuCggLMnTuXVw7+vXv3OKswFaioqODsN64AwzCorKykatVVVVW8awQqKir+8hjFD11FBQUF9Z6xs2fPqrwW77te1q1bBxcXF5XW+evXryGRSBASEqLs467KIlW4YQQCAfr378+a1RUREQFdXV3o6OiwZlMpIJVKOVOI+aBBCXTg45pz8c2y4PsgyuVy3gFOvk14qqureXP5VL0CtRpTfn4+GIahXoNnz55BJpNR/a5FRUVKwUgr1oqNjUVubi5u3LjB6bvMz8/HjRs3EBMTg0WLFnF+vxs3buDy5cuwtLTEL7/8wuo7zc7Oxv79+2FsbAx9fX0sWbIEd+7cURmIO3XqFMzNzSEQCNCzZ0+sXbtW5SaVnp4OKysrEELQtm1bbNy4kXUzUzTxEovFnMJ13bp1IITA1taW8x69ePECLVq0gJOTEysHqH2Ghw4dSu2pAgC//PILWrZsSd0kQkJC0Lp1a6xevZqTFx8fD3d3d9bJPe+fY0JCAszNzanWSXl5OUxMTKg+aIZhsHz5cri6uio/Y4ub3bx5E0KhEDExMQgICGB162RnZ8PU1BTa2trw8PDApUuXVMqImJgYaGpqghCCnTt3cp7jxYsXoa+vj8DAQM7vQ0ODEujFxcW8htsqwGewrgI1NTXUGYvvg88wCDU+LT6mfzifft8A8PTpU14ug9jYWMTGxuLFixcoLCxkzdSIi4vDpUuXcOjQIYSEhLBaPIWFhThz5gy8vb2xZcsWzu91/fp1GBgYUHu5xMbG4rPPPqMqHYmJiWjcuDFVkYmMjAQhhNqL6OjRoyCEYMaMGZzfw9/fH2KxmKoQpKenY8yYMdTmenK5HN7e3pg6dSrnpsgwDDZu3AhTU1NqRkxoaCiEQiGOHj3KadmGh4fjs88+g7OzM2fsLTExEcOGDcPEiRN5xSNoaFACXdGci4/mXVpaig4dOnD2hHgfP//8M+vU8g+RmJiITZs28eLKZDLWPtGqwCUs1PjfBd8CuNjYWF7umblz51I5b9++hZmZGZW3fv16Xl0UhUIhWrVqxVlJe//+fbRp0wazZ8/mXCs0NBSTJk3CwoULOTtflpeXw9nZGdOmTeNUwoqKiuDi4oIJEyZwxl/y8/Ph6uqKkSNHcta5vH37FlOnToW5uTkePnzI+V0+Bg1KoCuac/HpXrh69WoQQqjl9EBtkQchhKoBAbW5r1paWtSSfqDWnTFw4EBqcyCgdnqKr68vr0oyxUCBtWvX8trcysvLeZeZq/G/AT5uPoZheDX7Wr16NbWI79WrV+jevTtrz3QFxo0bh9atW2Pbtm2sz+udO3dACMHgwYNZrYyqqio4ODjA0NCQs+nW06dPERERAZFIxFkPwDAMfvvtNwiFQs6meFVVVVi7dq2yKd+nfucalEC/du0arK2tqZoKwzBYtGgRvv322zoTUFRBIpFg1KhR0NDQoK5bVFQEsVgMgUBA9TlnZmaie/fuaNasGbV9ZmJiIjp06IAWLVpQYwRXrlzB559/jubNm1M3q927d8PExAStWrVCREQEK6+yshI7duzAzJkzYW1tzblZZWdnIyIiAsePH8e2bdtYfdmKoRmVlZUoLy9HaWmp2vJooODjsnr48CE1BpSeng4HBwfOd0DRe8nCwgI3btxgFZjz5s1TZnixKT1nz55Fhw4dMGzYMNZjJiYmIigoCBYWFpg1a5ZKi7+wsBAMw+D48eMQiURYv37931ZM2KAE+sc05woODqb23VDAwcEBly5dokb0FRNcaG02gVotYuDAgbyKitasWQN9fX3qbMaSkhI4OTnhiy++QHBwMCc3OTkZ5ubmaNasGU6cOMHKYxgGly9fRrdu3dC0aVOEhYWxcquqqrB582YQQtCyZUtOjaaoqEiZNtm6dWsEBwez3os//vgDenp6sLKywuTJk1mDiVKpFAsWLMCqVatw9OhRxMbGsq557tw5hIeHU9MXHz9+zCvQnpOTwyt3u6CggFeHSYB/I63/FcuKj9UQHx9PbX528+ZNDBkyBMePH2cVrE+ePEHr1q3RvXt31iLBrKwsfM8p/gAAIABJREFUdO3aFU2aNKnTU+Z9vH37FmKxGKampvDy8uLd6+nPokEJ9NzcXPj4+PDibt++nVffdKlUCkdHR14vzalTpziLGRRgGAajR49GVlYWVSu9fv06Jk2apNRmuWBnZ4cjR47g1atXnOcbFRUFExMTREdHU03mCRMmwN3dHefOnePU4mNiYtC/f38sWbIEbm5unNaBp6cnjIyM4OLiAmtra1Yt/tGjR9DX18egQYPQtm1buLq6sgaY5s+fr+x9oqmpiRkzZqjM901ISICNjU2dOaW//vqrSv/pypUrlSmTYrEYK1euVClUHj9+DAcHB7Rt2xbe3t6c333ZsmXo3r07Dh06xHnvnz59Cn19fV5dPtesWcOL9+LFC17DMmQyGSIjI6nPfHFxMZKSknin9PLZGOVyOe+5wImJibwqvaurq+u0h+aKm928eRN5eXk4cOAAayM4AHj58iWEQiEcHR0RHBys0rooKCiAjo4OCCGYMGEC9XpmZGTg7Nmz1O/DhQYl0BmGwblz53jzPybFEfi0Y+U+phCF73H5pmHK5XLeXL6mYU1NjfLFpp2vIjhWWlrKeR0Uec4Mw1AzH3JzcyGTyXD27FnOrILy8nJkZmbiyJEj2LNnD6fWl5aWhg0bNsDFxQWhoaGsmTHFxcVYsGAB9PT0MGXKFOzatYuV6+3tjc8//xwikQgLFixg1cJPnz6Nzp07K5tfsV2n0tJSGBkZ4fPPP6dWMvv7++Obb76h3p+rV6+iUaNGnByg1m1ICKF2hCwqKgIhBIMGDeK0OjIyMjBy5Eg4OTlxPhf5+flISEiAUCikBnjz8vJgaWmJoKAgTp5EIoGPjw+sra05XT+KEXX9+vXjbJPNMAxWrlyJfv36YcKECZz1CVlZWZg+fTqMjIx41cZwoUEJ9OTkZFhYWPDmOzk58U4vTElJ+ai5fx8TuebTL1qN/278XfdPLpejsLCQugGnpqbyah535MgRXqMUXVxcqByGYdC7d2+qCykuLg6amprUfvGK3Pv58+dzdsA0NzeHUCjk7Kvy6NEjREZGQldXl3XmqUJZSk5OhpGREQIDA6lW05AhQ+Dp6cnpqnv58iWcnJwwYsQIJCUlsfKys7Mxc+ZMGBgY4PTp05/kGWpQAj0gIAAaGhq8yroTExNBCOGV6lVRUYH+/ftzTvVRgGEY+Pn5UYstFIiKisLMmTN5ccvKyrB9+3behU5paWnqfHg16oGP4OAzbhEAr1Te06dPUztGAlC6tbg2rzNnzoAQAgsLC9ZzrK6uhlAoRLt27Tgtu927d2PevHkYMGAAa3bNq1evIJFIsGLFChgaGnJm0BUVFWH+/PkwMDDglBVv3rzBnDlzoK+vz2vIzsegQQl0Dw8PdO7cmZcmPX78eBBCeE2P8fDw4DWrlGEY+Pj4gBDCGiRRQCaTYfXq1dDQ0OAMSgK1fvxdu3ahc+fO1BRHqVSKs2fPYujQofD29qae76NHj+Dv7w8/Pz/qg1VeXo5bt25Rp7y/v/7/7wk5avz3gU8R19u3bzljNEDtOzNmzBhqut/y5cvRtm1bzJ07l7VX04MHD9C0aVO0a9eOVal79+4dvv32W2VmiipFSiqVYvv27di6dSt0dHQQHBxcb0NiGAbFxcXIzc3FvHnzoKenh2PHjv0t8xUalEDPzMyEjY0NVQNRlNpOmjSJ02wDah+ipUuXwtTUlNp3pbKyEvb29ujcuTO1iKKoqAj9+/dHp06dqH7q9PR0aGlpoVu3blTzNiIiAo0aNULPnj2pwjQwMBCEEHz77becL51MJoOrqys0NDTQr18/zkDUq1ev4ODgAB0dHRgYGHC2Lz19+jRWrFiBWbNmYfXq1azWRF5eHv744w/cvn0bN2/eZC3JZhhGbZE0YFRWVlLvb1FREfbt28f57Ofl5cHc3ByLFi1CXFycSnlRVVUFExMTaGhoYOLEiSrfUZlMBicnJxBCMHXqVJXvvKJa1draGmKxGIcPH/5bB+U0KIH+MWmLW7Zswd69e3lxLS0tkZmZSd0oMjMzoa+vzys1affu3XBzc+PsmwzUmo82NjbYvHkzNeCblJQEsViMefPmcWYKMAyD4OBg6OrqYtiwYZytSAsKCjBnzhwYGhqid+/enAGjmJgYODo6on379jA3N+fsdhcWFgYTExMQQuDk5MS6Aebn52Pnzp3Q0NBQDghW9bIyDIP09HTo6OhAU1MTXbt2xd69e1VaHXK5HAEBAbC0tISrqysCAgJYjx8ZGQkfHx8cOXIEKSkprC9jcnIyDhw4QC0df/78OW7fvk19luRyOa/++wC/Vrdq/B/Kysqo1z8iIgLnzp1jzYiRy+WYNWsWhgwZAj8/P5XDRWQyGdzc3EAIQZcuXXhl5PxVNCiBXlhYyLvk/tSpU7z6ekulUqxcuZLXmuHh4bx8igzDYPbs2bw61d26dQtbt27ldXxPT0+kpKRQH9bIyEh4eXmhrKyMqvG7u7srU+y4hNW9e/cwZswYREZG4uHDh5xWx48//ggfHx/ExcVh69atrOcbFRWF77//HmvXroWrqytn0G/SpEmwsbHB6NGjYWNjw7pJRUVFQSQSwczMDM2bN4ePj4/K7o2K81SknX355ZdYu3atSr/t3bt3lfMlFSlqbNdqwoQJIITgm2++wapVq1j9wPfv30ezZs3g5OREzeRwdnaGv78/1WUWHx/Pq/lTWVkZr1oKuVyOY8eO8WoKt337dl5V2Xv27MGOHTuovOrqahw7dozXO5yRkcGrGrumpgbr1q3jVHAUuHnzJtatW8fJiY6Oxp49e/DTTz9RPQFSqRQnTpygrklDgxLoEokES5cu5c3//fffPyp9kO8AakA9f/RTg2/giO8or8zMTFZB/j4yMjJw/vx5Xlkma9asob64ERER8Pb2xtGjR/Hy5UvW5+/JkyeYPn06VqxYgeDgYNbNXyaTITAwEB4eHti3bx/n8xwZGQkbGxuq5l9SUgJjY2Ne17xfv36cbjUFOnfujKlTp3KeX25uLpo2bYrevXtzBmUvXryI4cOHY/jw4ZyuzefPn+PkyZMQiUTU3PbIyEgMGDCA0/UH1N5nW1tbjBkzhtMF+/btW8ybNw9isZizCVtZWRk2b94MoVCIuXPn8rqWXGhQAj08PBzffPMNLyEtk8nQr18/1t7LHyI4OJhXpB6oDaZ8TBvM69ev895YKioqeFcaqqGGKvCxDF+/fs0roM3nnSgoKIC9vT21AGn16tXo06cPZyZJZWUlvvrqKwgEAs5MkkOHDqFjx45wcHBgdf0VFxdjy5YtmDJlCoYPH85qCRUXF+Pt27eYPn06TExMOGe35uTkYM6cOdDT08ORI0dYFYHs7GwsWrQIOjo6WL9+Pe/unzQ0KIHOd1o5UPsgEkJ45eSmpKSgefPmvLJnCgoKoKurSy1kAGotipkzZ8LDw4PKVfSCsLe35yX8nz9/Dn9/f17+1f/H3nWGVXF13X2xG9+oIRKNUTT2culFVDSiqIDGHlDja8GKvRIVK/aCXbARsERRAQuogKgUQUJRBBQFBERpgjQpt836fhD4TGRmjun6sp6HJyGsnDt3yj5nzl57bYVCgaCgIGY5pEKhqNXN1wIAmwQyPz9fNPGvUqmwf/9+0clm/fr1+P777wXliPHx8WjcuDE0NTV5rSpkMhkGDBgAIsLu3bt5v8fu3bthamoKHR0dnD9/vkbenTt3EBsbi/nz50NfXx/nzp17J5BXLcIePnyIyZMnw8jICKdOnfrTk/gfVUB3cXGBgYGBaPduoNIeVF1dXTTRqFKpqvc9xSSOcrkcw4YNAxGJvuKVlJRg4MCBICLRgpCqajciwtWrVwW5SUlJGDVqFCQSiWgFX0xMDObOnQsNDQ3BfXqO4/DgwQM4OTnByspKdLJ69eoVAgICsHPnTqYmuMXFxYiLi6uVONZCEBzHiVbDqlQqHDp0CKGhobxbRhzHwdbWFmZmZti6dStvl6C9e/dW20MkJibWyLly5QoaNGiALl264Pz58zV+ZmhoKAYNGoShQ4fCwsLivd7I3xcfVUB/H5WLr68vfvjhB6bS9q1bt2Lz5s1Me+g2NjaYNm2a6Mq4oqICvXr1gpWVleheZXp6OrS0tNCvXz/RGyEkJKTaIU6Me+jQoWqViVhrrJEjR4KIYGdnJ8h9/vx5df/RNWvWCHJdXV3x2WefQSKRwMnJiZdbUFAAW1tbDB06FN98842gQ+bFixexb98+7NmzB66urrxvHc+ePUNsbCySk5ORnZ3Nex/I5fLat5GPDOXl5aKLh5SUFOzfvx/37t3jvTfOnTsHqVSKsWPHYseOHTVuKXl4eFR3LWJJNP9R/M8G9G3btuHMmTNMXAMDA6ZkW1RUFIYMGcI05sKFC7Fnzx7RV67s7Gzo6ekhPDxcVA557tw5GBkZ4fHjx4L+08XFxZg8eTLGjx+PCxcuCCaWwsLCYGRkBAcHB6xcuZJ3T7C8vBx79+6FVCqFjY0NNm3axDtmYmIi5syZA11dXbRp04b3LUkul+PSpUsYNWoUNDQ00LFjR96E3osXL3D48GFoa2uDiGBpaVmj0kShUCAyMrK6M3ydOnWwZMmSGuVpBQUFOHbsGBo1aoQOHTpg9OjRNe6zqlQqhIeHw9TUFLNmzcL+/ft5u1s9efIEs2bNwtmzZwVXm0VFRdixYwdTF5u4uDhmz51/e/6lsLDwg5lAxbYoc3JycOLECdy6dQtpaWl/i1DiowroJSUlzNryu3fvMnVuqZITsSAyMlLQu6EKHMcJGi69jZiYGNEKuirs2rWLqQNTTEwM3NzcmD5/06ZN1coNIX5UVBS2bt3KJIV0cHCAj48PVCqVYMCKjIzEkiVLEBsbi/DwcMHvtnz5cuzduxcBAQE4ceIE77Heu3cPkydPxrFjx2Bubi4opZs3bx7mz5+Pr776Chs2bOD9/LCwMFhYWKBRo0YwNTWFl5cX78M7ZcoUEBGaN2+OmTNn8k684eHhkEgkkEgkmDVrlmDy3sLCApqamnB3dxcMGrdu3cI333wjmoCrqKjA8uXLBTlVcHZ2ZrIJ2LNnD5OT4KJFizBnzhxBDsdxOHDgAObNmyeo2CktLQXHcfDw8BCtmgYqawlGjBghKoUsKCiAo6MjFixYIMhTKpXw8vKCmZmZqBQyLi4OCxYswKJFi0SPUwgfVUB/9eoVk6lQFTZt2sScCCwpKWGyCajC+0gc38dRsRZ/DlQqFdOEplKpmJRQcrmcqaNVTk4OLl++zPRmdv78eSZpZXh4OOLj45GXlyf4nYqLi3Hv3j2mHNPNmzeZPtvJyYnp3h08eLDo+Xnx4gUaNGgAc3NzwZqHo0ePgogwfPhw3s+uqKjA4MGDYWVlhalTp/Jew5CQEGRkZMDW1hb9+/evMfdV9RnZ2dn44YcfoKWlhcOHD/MuXAoKCrBr1y5oa2tj4cKFvMG8tLQUP/74I0xNTTF8+HBcvXqVyYpYCB9VQHd3d0ezZs2YgnRhYaGgj8NvMW3aNOYtmtu3bzPPtIWFhVi6dCnza+b169dFbQWqUFJSwtQUoBa1+L1gedY4jmN6cz148CB8fX0Fn4XHjx+jVatWmD17NiIiImrkqlQqWFtbg4hgbm7OGyRv3LiBxo0bQ1dXF5cvX65xrOzsbEyYMAHz58+Hnp4e3N3d3/nOcrkcsbGxSExMhJ2dHXR0dLBv375fvdG93cA8NjYWc+fOhVQqxYYNG95r8SeGjyqgVxlusdiIbty4EUQk2oIOqExsEBHTK2NISAg++eQTuLi4iHLj4uLQqVMn/PDDD6LctLQ0jBgxAt99950oNz8/H+vXr4eFhYXo6kkul8Pb2xtLlixh0ienp6fD29ubaQLiOI7J+bIWtQDYJJCxsbGi9+nFixexdu1ahIaGCgbz5s2bw8TEBDt37qzxs1NSUtChQ4dqS9+anqWCggIMGjQIrVq1grm5Oa5evfoOr6ysDFOmTMGhQ4fQp08fjBw5Er6+vrXmXGKIjIyElZUVk2fC8ePHYWhoKBr8OY7DqlWr0KJFC9FuL1UmVmpqaqJ+6BUVFbC0tGTSwhcXF8PAwICJm5mZiXbt2kEikYi+4kZHR6Nly5aoW7euaMebkydPQiqVomHDhoJSxLKyMuzevRujR49Gly5dBMdNT0+Hp6cnHB0dsXDhQsGtjbKyMjx9+hSBgYHMW1+1W1m1qAkcxyExMVHw7aK0tBSOjo44cOAAAgICatwCSkpKgra2Njp27AhLS8saG+akpaVBX18fRAQrKytRr58/CqGAXpc+MLRs2ZLU1NRIQ0NDlNu0aVMaPnw4ffPNN4I8iURCMpmMjh07Rr179xbkqqmpUUpKCvn6+pJUKhXkFhYWUkZGBh07dox0dHQEuVFRUVSnTh1at24d6erqCnLPnTtHHTp0ICsrK9LX1+fllZeX06FDh6hp06a0aNEiMjIy4uWmp6fTmTNnKD09ndzc3MjY2JiXGxMTQwcPHqScnBzy8/PjHZfjOPL09KQlS5ZQ27ZtKSAggNTV1WvkFhYWkp6eHqWmppKpqSl5enryfr6Liws5OTlRYWEhWVtb044dO6hRo0bv8OLi4ujQoUOkVCqpXr16tGLFCmrfvv07vJycHAoICKBGjRpRw4YNqUOHDtS1a9d3eG/evKHs7GzS0NCg//znPySRSGo8PqVSSXXq1OH9ey3+ekgkEurSpYsgp3HjxuTg4CDIadmyJcXExJCamlqNf1cqlRQYGEjz5s0jDQ0Nat26NX355Ze/+7j/MPgi/V/983fIFtetWwcvLy9RnkqlQs+ePZlkYVeuXIGtra0oj+M4WFlZMbWbio2NhY6ODrKysgRfSTmOg729Pb7//nvI5XLB401OToaRkRGOHDmCV69eCa5iDx8+DF1dXdy5c0dQUfD8+XOMGzcOw4YNw507d3Dz5k1eroeHBwwMDKqz+nx7iJmZmVi+fDmkUimsra0xbdo03mTitWvXMHr0aBgaGqJ58+a8RVU5OTnYvXs3+vfvjwYNGsDQ0JBX1XDnzh2sWLEC9erVQ506dbBs2bIa8xd5eXlwc3NDo0aNQETo0aMHb3cef39/qKurQ09PD+PHj+d9i0pISEDfvn2xdOlSXLhwQTBB6e7uDm9vb1F1UWlpKW+D7d/ijybnfgvWHNGbN2+YJMKvX78WfSbeBmtFpkwmY36rY9miBCqloqxj/tHiOvqYtlwqKiqYZYupqalMTm1KpbK6m4nYTZ6RkSFayQZU3txCfhVv48WLF0zubwAQEBDAdOM8f/6cSekAAJcuXWKyD0hNTWVqQAxU6uWrHPqEHsiUlBR4eHhALpeLtulzc3PDgwcPwHGcoEHWkydP4OLigqysLFy4cEHwmrq4uODKlStYs2aNYKn548ePsXXrVgwdOhQHDhwQDB5OTk5o27Ytpk6dKmhR8fDhQ9SrVw/ffPMNTp06JXgNrKysoK2tjY0bNwoGhDt37kBPT0+0OprjOCxZsoRpe6CmJGFNOHDgAFO/36VLl6Jv376CwVImk8HMzAzt2rUTTLYmJCTgxIkTmDZtGmbNmlUjh+M45Ofno7CwEDt27IBUKhW8f+RyOS5cuIBBgwZh6dKlvDyO4xAREYE5c+ZAKpUK1oWkp6dj+/btMDIywqpVq3h5LPjDAZ2IhhLREyJKJqIfeDjfEdEjIkogop/Exvy9Af3p06cwNzdn5k+ePJlZBZKUlCTYFPa3eJ9mr1lZWe+1IqrdF/53glUCyzLpl5aWMk/krKqn9wVL0i4/P59pLG9vb9HxYmJiMGTIEFy/fl2wp+i0adNQp04dDBkyhPfNJS4uDi1atECjRo1w6dKlGsdTKBSYPn06BgwYAG1tbezbt6/Gc3nt2jWEhoZizZo16NmzJ5YuXfpO4VjVeXj58iW2b98OPT09TJgwAf7+/jV+7+zsbBw8eBD9+vXDwIEDcfToUeZzKYQ/FNCJqA4RpRDR10RUn4hiiaj7bzidiOg+ETX/5XcNsXF/b0DfvXs36tWrx1Rck5ycjDp16jDJqeRyOQwNDXHq1Cmm43B0dGTuE3r37l18++23TNxXr15h/vz5TK+kKpUKXl5ezKb6ubm5TOetCh9KNV8tPhyw3H+JiYk4f/684DPw6NEjDB48GLa2tjh8+HCNfu0lJSWwsLAAEaFNmzY1FkdxHIdt27ZBIpGga9eucHd3r/HNwcfHB127doWFhQVMTU1x9OjRd4q3oqKi4OHhAVdXVwwePBh9+vTB3r17mSb398EfDegmROT31u8riWjlbzg7iGi62Fj4EwL6pEmToK6uDh8fH1FuVZ9QFu6qVatARLzObW9j586dTL4NHMfB2dkZ9erVw9atW0W5bm5uUFdXF9W3q1QqeHp6QktLCxMmTBAdNzAwENbW1hg1apRokH706BE2bdqE5cuXi75RFBUVwcfHh+n8ApWTFUunp1rUQgysFdjBwcHIzMyskV9VzW1tbY3FixfDxcXlnTdjhUKBlStXgoggkUhw8ODBd8ZRqVTYuXMn6tWrhxYtWmDLli2C2y9/FH80oI8louNv/T6JiA7+hnPpl6B+l4juEdFQnrFmElEUEUW1bdv2d30Z1p6iQKUD2ujRo3md1qrAcRxOnDiB/v37i8rlVCoV1q5dC01NTdE9aoVCgSlTpqBJkya8vh9VKC8vx4ABA1C/fn1RA/y8vDy0b98ejRs3Fi1YiI2NRcOGDaGuri7adcbV1RVEhHbt2gmWeiuVSkyfPh116tSBrq6u4Krr0aNHGDlyJNq0aQMLCwvepJ5KpcKpU6ewYsUKjBw5Es7OzrzX+MWLFwgKCsLZs2exb98+QSkkx3EoLS3Fy5cvmbru1KIWb6OwsBDJycl4/fo173aSj48PVq5cCUdHR+zbt485kfp78XcEdB8i8iaiekTUnogyiKiZ0Lh/h8rl1KlT2LFjBxN36tSpCAkJEeXJ5fJqRYrYfurDhw9hZGTE5Cdz8OBB2NjYIDw8XJAnk8kwbtw4bNy4EWfPnhXkVildli1bJvrmcfnyZWhpacHc3Lw6QVwTKioqsGnTJujp6aFz586Cyoznz5/D1tYWTZs2xfDhwwVVOaGhodDR0QERYdu2bbzBXCaTYcOGDSAiqKurC9YYxMXF4ZNPPgER4ZtvvuF99S0tLYWNjQ1MTU1hamrKmxuRyWTYunUrNm7ciC1btvC+mZSVleHatWu4e/cuEhISeCeSkpISvHr1qnZrSwC15+Zd/B1bLi5ENPWt3wOJyFBo3D8S0IcNG8bEtbe3Z0pcyuVyaGlpMSUi3dzc4ODgIMrjOA69e/dm2r+/desWzMzMRGWTHMdh5MiR2Ldvn+iYkZGR0NbWRmRkpOhDYWdnhzFjxiA3N1dQFvfw4UPo6upix44dkMlkNRZZVGHNmjUwMDDA5cuXERERwasKefToEfr37w9ra2sEBgbC3d2dd8zt27ejZ8+eWLFiBWxsbHhfa588eVItbzQ0NMSaNWt4V1cHDhyAsbEx2rZti+7du/O+dSUlJWHmzJlQV1dHvXr1sG7dOt7rdfz4cairq4OIYGpqylsoFhcXh7p166Jhw4bo06ePYJHYpEmTYGlpidWrVwtOosnJydi2bRvi4uJErztrQpY1qLLaEJeWljL1Hq1q8Sb2XKSmpkKhUDAtnIBKYQWLI2VpaSlTIx2O4/Dw4UOmlXlBQYHojoEY/mhAr0tEz35ZeVclRXv8hjOUiNx/+ffPf1mhqwuN+3sDukKhgLOzMxNXLpcjPDyc6SarynyLmTTJZLJqeZnYBMDiUAdUrujep08mC0pKSpiTpU+ePGE6RwUFBcyeFA8ePGBSUOTl5TEHloiIiOoHUejc5+TkVL9liF3P4OBg5Ofn4/79+4IPeVZWFoKDg3H58mXRBzIgIABLliyBh4eH4HnNyMiAgYEBtm3bJqpNXrx4Mezt7ZGWlibIe/z4MVasWIG7d++K3p8nT54U7Y8KVE7kLAotT09P0QUMx3GYOHEiBg0aJHh8GRkZ6Ny5M4hIsN7hxx9/ROvWrSGVSnnfxrOzs7F27Vq4urqif//+GDJkyDvbmhzH4enTp5DJZLh69SomTpwIbW1tHDp06B0e8P92ysuXL4eOjg7GjBnDu8B58uQJdu/eDTMzMxgbGzPLrvnwZ8gWLYno6S9ql9W//LeNRPTtL/8uISKnX2SLcURkIzbm7w3oP//8MwwNDZn55ubmzIHt1q1bOHLkCBO3oqKCeTsHqDTzYvWpLisrey95U63E8d8H1lUt637rh7D1wDKBZ2dnIzo6WvD7FBUVYf78+Vi1ahXOnz9f4ySmUqlgb28PNTU1tG7dmndLMSQkBK1atQIR4YcffqhxQZSbmwsrKyt06dIFPXv2xOLFi98xBZPL5VizZg0OHDgAOzs79OzZE5MnT8alS5eqryHHcQgKCoJMJkNgYCAWL14MbW1tfPvttzh69KjgG+374KMqLFq7di2IiEkKFBYWBiIS9VwBKldyrVu3Fnzlr4JcLseIESOwZMkSUS7Hcdi1axcGDRokygUqV3d9+/ZlqlpNTU2FnZ0d06q5vLwcJ0+eZFaZJCUlMU9AH0KwqcXHhaKiIqSmpgoWeGVkZGDNmjXYuXMnXF1da2wxFxoaCi0tLbRr1w5GRkY1Ph9xcXHQ1dUFEcHExAQ3b958J3+WlpYGc3NzNGvWDFKpFHZ2drh27dpfkiD9qAK6vb09OnTowNQQYv78+ahXrx5T8wo7OzsQkSiX47hqrljwV6lUmDNnDohIsJ8nUDlJzJo1C0SEzZs3C3JLSkowe/Zs1K1bV9TFsaq0/rPPPhOdgFJTU7Ft2zbo6emJcjMzM+Hu7o6JEyfWKOV6G2VlZQgJCcHOnTuZ9iRfv36N8PBwZqe62gmlFn8VFAoFfHx8cPnyZfj6+iIoKOid++3JkyewtraGpaUkPj70AAAgAElEQVQlLC0tmbax/gg+qoD+PiqX8PBwzJgxg2kv+9y5c5g+fTpiY2NFudu3b8eIESMES8WrMHv2bOjr64u+bikUClhYWKBLly6i2y35+fnQ09ODpqamaKHGo0eP8Pnnn6Nr166iq4UzZ86AiNCvXz9BBQ/HcRgxYgSICP/9738FA2paWhqaNWsGIhLdotq+fTu+/PJLNGrUCNevX+flxcXFYebMmRg4cCAsLCx48wrFxcU4f/489u7dC3t7e17bApVKhZycHCQmJiI8PBwhISG1k0Qt/rX4nw3ox44dw/79+5m4o0aNYlKkFBUVQSqVoqysTPShv3btGr799ltR0yCO4zB79mxs2bJFNJjn5OTAyMgIPj4+otr269evQ1tbG2FhYYLbTjKZDCtXroSZmRkOHjwoqNd+9uwZLCwsYGtrixkzZvB+N47jcOnSJejq6sLc3ByOjo68YxYVFWHz5s2QSqXQ0NBAcHAwLzc+Ph7Tpk1D/fr1YWpqynu+FAoFvL298fnnn0NNTQ179uzhvV65ubno0aMHiAhSqZS3+zvHcfjvf/+LNm3aoFWrVti/f3+N+QuVSoX169djypQpmDx5Mo4fP17jZ5eXl8PV1RWnT5/GxYsXeSWrVd412dnZzAZUHwv+bAOxjwEfVUDPyspicjsEKld8LL7acrkcQ4cOZRrz1KlT72S+awLHcRg4cCBTiy9fX19Mnz5ddILgOA4WFhaCWf8qBAUFwczMjGnPfNSoUdi2bZvoFkd4eDj09fWrz6lQMnbChAmYOnUqXrx4Ieil8/PPP0MqleLAgQMoLy8XfF2dNm0ahgwZAn9/f/j6+vLu8UdGRkIqlWLhwoVwcnISNBSbM2cOjIyMMH36dEybNo3XICs6Ohr6+vro3bs3OnXqJDhBLl68GG3atEGjRo2wd+9e3vMUHR1dLW+cOnWq4JukqakpiAgDBgwQNJy7c+cOpFIpHBwcRN/IDh48KFr3AFQWzrBsf1VUVDA5Cb5+/RpXr14V5cXGxsLS0lJwkcNxHA4dOoSLFy8KSpQzMjJQWFiIvLw8nDp1qkb109vPn0KhQEhICFMVdFpaGo4fPy66GCspKYGfnx/TdxfCRxXQ5XK5aBn923ifriFiLn5v8wBxw6TfPshCZkSsKxHWFZpSqWQ2kmJxWgQgatn7NlgN0SoqKpiTr6ydkcrKypi/U9WEJ3YMb968QXFxMbKzs0Wv+8uXL3H//n1ROWZxcTH27t3LtOhwdXXlbaH2Nl6/fg0vLy8m5VNSUhITj1WdwXJuqgrDxLp9nTx5Eo0bN0bTpk15bYpzcnJgZWUFIoKenh58fX3f4XAcB1dXVzRt2hS9e/dG7969sXnz5ncCekJCAkaPHo1jx45hzJgxkEqlmDFjxq8WAwUFBbh58yby8vJw4cIFzJo1C9ra2rC0tISTkxNev34NmUxWPZG+efMG/v7+WLlyJfr06QNDQ0MsWrSIqduaED6qgH779m1069aNictxHHR1dZm12+7u7qIJvirk5OSIdgR/+zj27t3L7IOcmJgoWv5fBYVCwax3rzqWWtTi3wyVSoXs7GzBBYlSqYSbmxv27duHI0eO1Oi2WFZWhuXLl6Nnz56QSqXYvn37O+NUVFRg3bp1qFevHogIK1asQEJCwq/G4jgOp06dgoaGBlq0aAFTU1OsW7cOwcHBv1pgBQQEoGvXrliwYAH69u1bHcAvXbr0p7gsVuGjCuhLliwBETFVhV2+fBlExFTSn5SUhCZNmsDV1VWUm5eXB6lUiuXLl4ty37x5A2tra1hZWYlyZTIZHB0dIZVKRVdOKpUKZ8+ehYmJiejKleM43Lt3DzNnzmSSOGZmZuLIkSNMq2ylUon79+8zTxS1mvla/JuQm5uL6OhoRERE4O7duzU2lL9x4wbmz5+P6dOnY+7cue+8/RUVFcHOzg6NGzcGEWHWrFl/agD/LT6qgL57925oaWkx7f2tXbsW6urqTB7n9vb2ICJ4eHgI8jiOw+LFi0FEouNyHIe5c+cyOTMqlUpMnjwZRCS6R19RUYGRI0eCiERtAPLy8mBmZsbEffDgAczMzKCmpobjx48Lcr29vWFjYwN1dXXBrlAlJSW4fPkyli1bhoEDByIyMpKXW1ZWhoiICLi4uGDr1q2i2zt5eXkICQlhlomxbu3Uoha/F0ql8t9tzvVX/fwdKpc7d+5gwYIFTPvOR48ehaOjo2hpNVD5lrBu3TrRtwSO4zB06FDMnj1bdFukoKAABgYGGDt2rOjWTEJCQrWRltg++eXLlyGVStGvXz/B1bFKpcKuXbvQvHlzTJkyRXDFXVxcDBsbG0gkEuzcuVPw858+fQoNDQ3Ur18f/v7+gtwVK1aAiPD1118Lbjmlp6fjq6++AhFhwoQJvNdXLpdj8eLFMDIygqampqBBmYeHBxwcHGBrayuYIH7y5Anu3LkDT09PnD59WnDS4TgOZWVlyMnJYc5n1KIWYvifDegHDhzA0aNHmbhmZmZMwfzFixcwMDBgSrQ6Oztj/vz5ojyZTAZzc3N4enqKjnv//n1oaWnh0aNHgom/KuN+c3Nz5OfnC0oRs7KyMHToUCxfvhwJCQmC4/r4+EBLSwsnTpyAt7c3b+AvKSnBqlWrYGhoiP379wuu4mNiYmBpaYnRo0dj2LBhvNtCMpkMx48fh46ODvT09LBo0SLeSSo1NRWLFy9G+/btoaGhgXv37tXIUyqV8PX1hbGxMYgIc+bM4Z0gcnNzMXbsWBAROnbsyFuzwHEcbG1tUadOHdSvXx/79+/n9eNetWoVhgwZgv79++PQoUM1fh+lUokjR45g165dosqt3NxcJCQk4NGjR8z+QP9msCbX3yeP9KHjowroeXl5WL9+PRO3qgelGORyuWhTiSpcunSJqW9iVRstFrWFn58fdu/ezTTmxIkTmcysbt++DTs7O6aV4fjx4+Hn5yfKCw4OxtixY5l8xW1sbHD48GFR9U5ISAgGDx5cLQMUepsaN24cHBwc8OrVK8HmwSEhIejXrx8uXLiAtLS0GvdF3x7Tzs4O4eHhgj4+wcHBMDY2xp49ezB69Oh3utX8dswxY8agc+fOvE6LQKW09Ouvv0azZs1w7tw5Xh6A6obXu3btEpz0AwMDUb9+faxZs0Z0y+r777/H6dOnRfMfR48eZVJhVak/xBAVFSW6rahSqXDs2DF07NhR8G3txYsXmDhxInr16gUnJyfesU6fPo1du3bh9OnTmDNnTo2Lt8TERDx79gzFxcW4efMmHB0dsWfPnl9xiouLq8+XUqnEw4cPcezYMcyYMUNQfJGVlYUrV65g7dq174z5vhAK6JLKv//9MDAwQFRU1Hv/fxUVFbR582ZydHRk4v/00080duxYql+/viiX4ziKiooiIyMjprGzsrKoVatWTFwApFQqqV69ekz8fyMAkEQi+VO5H9qYHMeRRCIR/H84jiOZTEYqlYqaNGkiyEtNTaX69etTmzZtBD8/NDSU1NXVqVu3boI8juMoISGBpFKp8BciorKyMmrcuLEoj+M4UlNTE+WxcAFQcnIy1a1bl9q3b8/LCwgIoFu3blF5eTktX76cWrdu/Q7n2rVrZG9vT5mZmdSgQQO6ffs2denS5VeciIgIWrhwIUVERJCmpibNmjWL+vbtS0ZGRtSgQQMiIsrLy6MNGzaQi4sLderUiZo1a0ZGRkZkYmJCffr0oa+++orkcjkdOXKEnJ2dafjw4fTzzz9TQUEBde/enYyMjMjY2Jj09PTo6tWrVFJSQq1bt6aoqCiKjIyklJQU+uKLL8jQ0JAMDAzI2Ni4xu/DColEEg3AgPcE/xM/v3eFfv36dXz99ddMqgqFQoHOnTsjJSWFaezt27eLeq5U4fHjx5g8eTITt7y8HPPmzWOWLV65coW3WvG3yMzMFK0YrYJKpWLWcteiFh8afhsTOI6rtnO4fv06PD0939nSKisrg5OTE+bOnYvx48fXqI9/+vQphgwZgv/85z8gIri4uLyzxXP79m0YGRmBiKCpqYklS5bg7NmzSEpK+tOlwvQxbblUqUZYTOJPnjwJImIS8kdERKBu3bpMssWnT5+iVatWosZYQKV/uaGhIcaMGSPKzczMxLhx46CjoyN6E+Tm5mLZsmXo0qWLaFa9sLAQe/fuRZ8+fUQrR8vLy+Hp6YnZs2eLeomrVCpERUXh+PHjTDmF169fC1Y5vg2O45gLwmpRi78L5eXl7yzMVCoVnjx5guDgYFy4cAFnzpz5S+s9hAJ63d+97v+HoKurS0ZGRiSTyUS52dnZ1LZtW8rPzxfl3rhxg+rVqyf4ikxUOQH++OOPlJWVRXp6eqJcJycnioyMpCVLlghyOY6j1atX04ULF+jUqVOCr/QKhYKmTJlC165do9OnT1OjRo14ucXFxdSvXz96+PAhXbhwgVq0aMHLTU5Opr59+1Jubi7duHGD1NXVebkeHh60aNEiKioqopCQEKpTp06NvPLyclq/fj35+flRYWEhhYSE8I4ZHR1Nvr6+FBUVRU2bNqUjR47UuCVQUVFBDx8+pPj4eIqPj6fRo0dT3759axwTAGVnZ1NSUhIVFhbS8OHDBc8tAHr9+jV98skn1LBhQ15eLf43UdM9oaamRp07d6bOnTv/A0f0G/BF+r/65+9Qufj5+WHZsmVMs+WuXbtw+PBh0VUpUJlMOnPmDF6+fCnIq6iogLGxMVxcXESz9SkpKdDS0sKWLVtEE5m+vr4wMjLCkiVLBKWIHMdh06ZNGDJkCKZMmSI4ZlFREcaPH1/dsk0Ijx49gqmpKVq1aiUoBawy6OrUqRM+//xzwW2ksrKy6u7qZmZmgsnkp0+f4vPPPwcRCZqvVbXso1+kkEJbU+7u7ujevTuaNGmC1atX857XwMBAzJ8/H2PGjMGMGTN4lSTx8fHw8vKCi4sLdu3axZtE5TgORUVFePbsGSIjI5mtFWrxvwv6mLZc3ieg79q1C25ubkzcXr16MUmf4uLiMGDAAKZJwt7eHrt27RLl5efnQ19fX7Dopgqenp4wMTFBXl6e4DGUlZVh/PjxWLBgARQKheAkERERAR0dHZw5cwbFxcW8Wx1yuRybNm2CsbExoqOjBXMTjx8/xtChQzF58mQkJSXx9stUKpU4ceIEtLS0sHPnTjg7O/MG87S0NMyaNQvGxsZYvnw577VVqVTw8vJC3759YW1tDX19fV6TtMzMTKxZswY9e/ZE8+bNeT3uVSoV/P39YWlpCTU1NYwcOZJ3ks7Jyan2wW/fvj2v0orjOEydOhVEhCZNmvAWtSmVSsyfPx/Gxsbo1q0b3NzceK/9/fv3sX79eixatEhwW5LjOMTGxiIgIIBJCfVPVfg+e/ZM9LPlcjnOnj0rymORJX8IlcwfVUAvKioSrbqsgp+fH5PET6FQiJoFVSE4OJipAxLHcdi6dSvTDRIWFsbkwMZxHNasWSMomauCmAzvbdjb2zNZKYSFhWHz5s1MAWDx4sUICwsT5d29exf29vZMydr58+dXG1QJndfQ0FDMmzcPqampUCqVgoZRdnZ2cHd3R0VFhWDj4uDgYMycORP379/HmTNnBD9/5syZOHToEGbMmCFYAn7nzh1MnToVPXr0EM0tjBo1Cl9++aWojcW9e/fQunVr0SIuoLLxNItzZ3x8PJP3f15enqj8Eqh0mRSrWk5MTMSoUaPQsGFD3rqEsrIyHDhwAG3btkWDBg14m7JER0dj9OjRaNu2LcaPHw8DA4N34sLr16+xfv162Nra4siRI1i4cCEGDRqEZcuWVXMUCgVOnjyJ+Ph4JCYmwtPTE46OjtVjpqSkgOO4XzUaz83NRVBQUHVNysCBA5ksQ4QgFNA/ONlieXk5rVu3jnbs2MHEd3V1pQkTJjDthyoUCgoNDaUBAwYwjZ2UlESdOnVi4qpUKqqoqKBPPvmEiQ+wS+9q8e8EyzVUqVRUXl4umrtJS0ujxo0bk4aGhujn5uTk0BdffCHKex854j+BoqIievz4MXXv3p0+/fTTd/6elpZGUVFRlJycTCkpKbR69Wpq167drzj37t2jw4cP07NnzygzM5NOnTpFhoaG1TJmAHT27FlasmQJ5eTkUPv27Wnp0qXUvXt36tGjB2loaJBCoaBTp07Rli1bKCUlhbp27UpSqZR69OhB3bt3p+7du1PHjh3J39+fNm3aRC9evKCOHTtSYWEhtWjRoprTrVs36t69u2AeiwUflWzRx8cHmpqaTFseMpkMmpqazF3lV65cydwQIzw8HNbW1kzcvLw8jBkzhqnISKlUYu/evUydk4DKFdnbKwIhvH79mlnCyXEcswVtLWrxoUDIwjozMxP37t2rUdr44MEDeHt7w8nJqUbf9dDQUCxduhSjR49Gnz59mLZ3fi/oY9pymT17NoiI6RXQxcUFRIRbt26Jcv39/SGRSPDjjz+Kcu/du4dPP/0UDg4OotzIyEhoamrCxsZGlBsVFQU9PT2YmJgwca2srNC5c2dRr5ro6GhMmzYN3bp1E03OxsfHY/Xq1TA3NxfdBklPT8fhw4exYsUK0WReYWEhfHx8BJsQVEGlUuHx48fM5dy1XW1q8b8EoYD+wckW+/TpQ7GxsUxcmUxGnTp1ojdv3ohyo6KiqHnz5vSf//xHkAeArl+/ThUVFWRgUPNbz9vcixcvUkZGBu3du1eUe+zYMYqJiSFvb29Brkqloo0bN5Kvry9dvXpVsAq2rKyMJk+eTPHx8RQYGCj4/Z49e0YmJiYkk8koLCyMmjdvzsv18PAgGxsbatGiBUVERFRX3f0WSqWSZsyYQSdPniRdXV26desW75gxMTG0YsUKioyMJGtra3JxcamRJ5PJ6ODBgxQTE0NPnjyhDRs2kJWVVY3c+/fv08OHDykxMZEaN25MP/zwQ43VuiqVil6+fEkpKSmUlpZGI0aMoM8++4z3WFUqFWVlZVHDhg3p888/5+XVohZ/K/gi/V/983eoXK5evYpVq1Yxbc+sW7cOp06dEu24AgAWFha4ffu2qMSxoKAA2tra8Pf3F7VuDQ8Ph4GBAby9vUUTqXv37oWlpSV+/PFHJqXLvHnzRBs0P336FCYmJpg1a5ZogtjLywtaWlr45ptvBBOfpaWlWLt2LQwMDNClSxfBoqbk5GR89913aN68OWxtbXnPAcdxuHLlCtq3b49GjRrhxo0bvGNWSTHpFymkUEPtw4cPg4jQsGFDQSOxyMhItG/fHnXr1sX48eN5r2tMTAymTp0Kc3NzjBw5krfrz8OHD3Hy5Els3boVDg4OvG9FKpUKWVlZiIyMxLVr15jeSlgrk2vxYYE+pi2X9wnomzdvZsq6cxwHHR0dpgfg9u3bGDduHNOYNjY2ov7qQGUw1dbWZupStHnzZowdO1Z0myUjIwO9e/eudpsUCvxubm7Q1dVFVFQUlEolLzc7Oxvjxo3DxIkT8erVK8E9di8vL2hra2Pfvn1QKBS8mv1Xr15hwYIFMDExQWBgIKKjo3mD+fXr19G7d2/MmDEDISEhvK6DeXl5cHBwgFQqxb59+7BgwQLeLaHAwEAMHToUFhYWGDBgAK/Pfn5+PrZs2QKpVIp27dph/fr1vOfp9u3b1QoNoa2r/Px8LFq0CESETp064fHjxzXyAFRPTF988YXgJHrt2jXo6uqiQ4cOgooYpVKJPXv2YMGCBaLNGHJzc3H37l1BThVYJhqVSsWUnykrKxPsHVuFhIQErFixQtCFsri4GM7OzsjKykJZWVmNx6lSqXDnzp3q68qXR6qp9qC8vJypsrnKUvmP4KMK6GVlZUxSK6BSM87SpFmhUODOnTtMYyYmJgq691WB4zjmZrBPnjxhcoXkOA7nzp1jemiqSpFZ4ObmxvRm8vjxY6amuUClQx/LuU9ISMBPP/3EJO88dOgQU1I3Pj4eJ06cqJ70hCaz/fv3Iy4uDgAEH7SHDx/CxcUFb968wbNnzwQ/f8+ePYiOjoavr6/gtXrw4AEOHz6MZcuWieYrnJycoKurKzrpx8bGwsjIiMnfZ/Xq1UzNQZ48eSL6nYHKifTixYuivBcvXuD8+fOCnPz8/Opm23wuhnl5eZg1axbU1NRARFi8ePE7nIyMDMyePRtNmjQBEUFLSwsmJia/+j5FRUXYv38/OnfujGbNmqF///7Q0dGBrq4u1q1bB6Ay2F+5cgVmZmYYPHgwli5dinHjxsHY2Bg6OjowNjZGamoq7t69i++++w7Xrl3DuXPnsG3bNsyZMwcWFhbQ0dGBjo4Os1ssH4QC+gcpW9ywYQNt27aNiX/ixAmaMGGCYHl8FeRyOd25c4cGDx7MNHZcXByTqx1RpSSyrKyMmjZtysRXqVS85fS1+N8Dx3FUXl7OJHtldVH8EACAOI4TfBbevHlDERER9Nlnn5Guru47f8/Ly6OYmBiKjo4mS0tL0tbW/tXfExMTKTw8nGJjYykxMZFcXFxIU1OzWnLKcRy5urqSt7c3xcXF0RdffEFbtmwhTU1NatOmDTVq1IgyMjJo8eLF5OnpSURENjY2pKWlRe3ataN27dqRpqYmtWzZ8k+RiX5UskVfX19m2WJFRQXatm3LLFtcsmSJaMFDFW7evInRo0czcZ8/f44hQ4YwvWaWlpZi1apVvJWVb6OqIpJ1Jf748WPcv3+fiVtSUoLMzEwmLsdxtUqTWvzPQEgpVlhYiLt37zIV6v1ekMAK/d9bVcCDq1evUnp6OiUkJIhyjx8/Ts+fP6eXL1+Kci9fvkxOTk6Cyo4q+Pn50bBhw5hW5zdu3CBdXV3S0NAQXDUBoEuXLlG3bt3o7t27pK+vz8vlOI4uXLhAOjo6tG7dOjIxMeHlKhQK8vDwoAEDBtCoUaMEDYTKysro4sWLNG7cODIzM6uxmONtrq+vL82bN48mTZpECoWClyuTySg0NJS2bNlCJ06c4OVVfbfExEQ6deoUpaenC3KJKs3HHj58KMojqjzHKpWKiVuLWvBBSCnWtGlT6t27N3Xo0OFvPKL/xwcnWzQxMaEHDx4Qx3GiXIVCQV27dhWVLQKgR48e0RdffEHNmjUT5UZERFDdunXJ2NhYlBsaGkqlpaU0YcIE0eO9ffs2ZWZm0rFjxwR5EomELly4QAkJCRQYGEh16/JfRpVKRbt27aL79+9TWFiY4KSSm5tLc+bMIZlMRpGRkYKv91evXiUbGxtq37493bt3j3dLCwBZW1vT5cuXafDgwXTlyhXeMZ88eUJ9+/alvLw82rx5M2lqatbI4ziOVq5cSefPn6fi4mK6fv0675j+/v507tw5SkxMpC5dutDhw4drPNa0tDQKCgqipKQkysnJIQcHhxo/X6FQUEZGBqWmplbLPHv27Mn7+TKZjDIyMqhevXq83+dtALUVwrX4A+Bbuv/VP3+HysXT07M6qSGGpUuXwtvbW3RbRKVSoU+fPrh//76gDA6oLLzR0tJCTEyM6JaEp6cnzMzMcO/ePcHtJJVKhblz52L27NmiBVOZmZkwNTXF/v37BV0RgcrCKi0tLbi4uAgmtmQyGRwdHWFkZIS5c+cKepCkpqZizJgxGDNmDCwsLHhVRBzHwcfHBwYGBtDT08PGjRt5xywqKoKjoyO6d++OFi1aCCaT79+/jxEjRqBOnTqYNm0a7zWQyWQ4dOgQJBIJWrVqJbgtFRYWhvr164OIsGXLFt5rlZaWhq+//hoSiQRDhw7lvVcSEhIwYcIE9O7dG4MGDeKtMIyNjYWrqytWr16N5cuX8772cxyHrKwsBAYGVvveCKGiouKj6cfJklj/K33K/y7Qx6RyeZ+AvnbtWnh7e4vyFAoFevbsKSoFBCq7w8+dO1eUx3EcBgwYwLS/HRYWBmNjY1HTLY7j8N///pdJWx8bGwttbW2m5h729vYYOnSo6J75o0ePYGhoWG3xK3QMW7Zsgb6+PgICAgCAVzb49OlTmJmZYcqUKXj+/LmgVt3JyQlSqRQHDx5ESUkJr8wvKSkJw4YNg4WFBUJCQgSbWR84cABaWlpwcHDApk2beANqUlISxo4di379+mHcuHE4e/Ys73EePHgQWlpakEqlsLOz451Inj59irFjx6JJkyYYOHCgYFPnZcuWgYigra3Nq2kHKpVARIRu3boJ9riUyWSwsrKCoaGhqGwxMjISmzZtEr3nOI6rVgwJoWqfWQgymQwXL17Exo0bee8JjuMQHx+P3bt3w9zcnHfxVlZWBk9PT1hbW2P16tW4efPmO6oujuMQFRWFBQsWICwsDE+ePEFERMQ73+f58+dwdnaubsDy6tUrPH78GCEhIdWLwby8vHcWOgqFApmZmXjw4AFTcx4h/OGATkRDiegJESUT0Q8CvDFEBCIyEBvz9wZ0hULBJKECKvWiLHI8juMEH5K3UVRUxNzGjTUxUlBQwNR4GQCT5QFQeVOx+klEREQwrW5yc3OZZG5AZaNmFlfGrKws5u9069YtJg3vy5cvmZLKABAQEMB0j2RkZODevXsAhBtZA5Uun0VFRcjIyBAMgs+fP8e9e/cQGBgoeq78/f1hb28v+laYkZGB7777jmnV/eOPPzJJS/Py8ngdD98Gx3HMxUwsz8bTp08xb9483glHLpfj2rVrsLW1xeeff16ji2FpaSk2bdoEfX19SCQSmJmZYdmyZb963l6+fInx48dDIpGAiGBqagpra2vMmjWr2k45KCgIQ4cOhUQiQZMmTaCrqwt9fX2Ym5tXF+95eXlhwoQJqF+/PkxMTDBgwADo6upCV1cXBgYGsLCwwOTJk5ktvfnwhwI6EdUhohQi+pqI6hNRLBF1r4H3HyIKJqJ7f2VAl8lkzNsoQGUbOlYhv1wur15RsoDVQAuoPG6xldBv+bWoxe/Bh+Dp/WdDoVCITjr5+fmCW4QFBQW4du1ajRyO4/Ds2TP89NNPWLVq1TvFTuXl5QgMDMS2bdswduxYrKC++6UAACAASURBVFu3DgUFBX/JFs8fDegmROT31u8riWhlDby9RGRFRHf+yoDu7++Pjh07Mrsttm/fntlhcOnSpcyyRT8/P4wcOZKJm5ycjAEDBjCtBAsKCrBw4ULeisW3IZPJ4OrqCj8/P1Eux3EIDg5GaGgo0zFnZGQwyz0rKipETb9qUYta/DkQCugsssXWRJTx1u8vfvlv1ZBIJHpE1AaAr9BAEolkpkQiiZJIJFGvXr1i+Oh3cfXqVUpOTqYnT56Ico8fP06pqamUmZkpyr148SLt3r2byWjJ29ubhg8fLtpTlIjop59+Il1dXdLU1BT0vAYqzbk6depE8fHx1KtXL14ux3F08OBB6tChA+3fv5/MzMx4uQqFgnbv3k1du3YlOzs7QTlkYWEh7dy5k3r16kUjRoygL7/8kpeblpZG+/btI0tLSxo3bhyvORdRpXrlxIkTNHXqVNq6dWvVAuAdAKD09HTy9PSk1atXU3x8PO+YVccbGhpKXl5eoqonlUpFqamp9Pr1a0FeFVhUVLWoxb8Nf1iHLpFI1IjIiYiWinEBHAVgAMDg95q8d+vWjfT19am0tFSUW1xcTJ06daLi4mKx46KEhATS0NAQDegA6MGDB9SoUSPexsS/HRcATZkyRZArkUgoLi6uuoGHEDiOo6CgIHr9+jU5OzsLyhbfvHlDXl5e9OLFCzpz5oxgo4+cnBzau3cvJScnk6enp6DEMTo6mhYvXkwZGRl06tQpXsdHlUpF69ato+nTp1NZWRmtWLGCV5aXmJhI3bt3p7Fjx5KmpiavHBAA2dnZUfPmzWn8+PHUo0cP3gq8sLAw0tLSok8++YS2b9/OW6mbmZlJc+bMoUGDBlHv3r156xyKi4vp5MmTtGHDBpoyZQrduXOnRp5CoaDk5GQKCAigo0ePUlBQUI28KpSVlVFCQgIlJSUJ8ogqv79cLhfl1eJ/EHxLd4Bty4WImhJRHhGl/fJTQUSZJLLt8neoXM6dO4fNmzczbc/MmjULfn5+okkduVwOPT09PH78WHRvPjY2FgYGBkhMTBTd13RycoK1tbWgQRNQ6aA3bNgwbN26VdT/JSYmBjo6OvD29hZU23Ach4MHD0JfXx+3b98W9MrJzc3F999/jxEjRuDQoUOCSorbt2/DyMgI9vb2WLBgAW9eoLS0FNu2bYNUKsX48eNx7Ngx3jEfPXoEGxsbmJmZoWfPnryJX4VCgdOnT0NfXx8tW7bEunXreO+D9PR0LF68GJ9++im6d+/O65eiUqlw+fJlqKuro379+vjpp594jzM5ORktWrQAEQkqXbKystCxY0cQEczNzXmVTg8ePMCECRNgYGCAQYMGIScnp0ZeYmIiTp48iWXLlmHNmjWCydaioiL4+PiItrUDKvuksuSi/qn9e47jRMUKHMeJJmNZxgH+2TwF/cE99LpE9IyI2tP/J0V7CPDviAVz/IGA/uLFC6ZmEQDg6OiI69evi/IUCgV69erFdJFOnz7NZK7DcRz69esn2isSqFRaWFlZiSZCOY6DlZUVU5Y8LCwMhoaGTKoUGxsbLFy4UPSBjYyMhJaWFpMUdPr06Rg1alT1A8QXTKOioiCVSrFz506UlZUJngM7OzsMGDCgWorJl2SOjo6GtrY2li9fjqysLMFrMH/+fPTu3RsXLlzAnTt3eB/m6Oho6OrqYu7cuTh69KjgBLlgwQIYGxvD1tYWu3fv5v3ukZGR0NHRgZ6eHqZNmyYYfOfMmYPGjRvDwsJCMBfj5uYGIkK/fv0E8xplZWVo06YNBgwYINqcxNPTExMmTBDkAJUOjmfOnBHlyeVy3mbcVeA4DmfOnIGlpSVvEOY4Dl5eXjA3N4e6ujpmz55dI+fixYuYNGkSWrZsCalUCkdHx19JIVUqFe7duwd7e3t07twZY8eOxd69e7Fr1y5cunSpmpeeno6dO3dCX18frq6u8PT0xMmTJ+Hi4gInJyfk5eUhPz8fLi4uWLlyJZ49e4YHDx4gODgYPj4++Omnn+Ds7MxscMcHoYDOZM4lkUgsqTLpWYeIXAFslkgkG38Z+MpvuHeIaBkAQeet32vORVT5OltTk4KawNo3kdUMCwAplUqmzy8vL2cyBVMqlaRQKJi4RUVFTAZfcrmc5HK5aK9KokrzIpbcQXl5OSkUCkFLgCpkZWVRq1atRHmlpaWkUChEK3SJiDIyMuirr74SraQsKSkhhUIh2KCiCunp6dS2bVvRMYuLi0mpVDKNmZaWRpqamqL3SVFREalUKpLJZNSyZUvBY0hPT6eUlBQyNTUVHLO4uJi2bdtGDg4OogZdwcHBpKOjI3o9VSoVFRYWkrq6uiCPiL3SlfUZDggIoP79+ws2cYmOjiZnZ2fq0aMHLV68+J2/l5SU0LVr18jT05OKi4tpxowZNGjQoOrnSCaT0e3bt+n69et048YN0tLSIisrK6pXrx61a9eO+vTpQ2lpaeTk5ESBgYH06NEjmjdvHrVs2ZIaN25MjRs3pkaNGpFKpaINGzZQeno6tWrVikxMTOjTTz9956dbt27Ur18/0e/OByFzrg/ObVGlUtH+/ftrvHA14fLlyzRkyBCmJtEcx1FYWJjo3ngVqsrJWW5glUpFxcXFTF4xRO83adWiFrVgm0xYniuxRVNWVhapqanV2IgbAKWkpFBcXByNHDnyL7FxEAroH5w5V3h4OLm5uTFxlUolrVy5knJzc5n469evp5iYGCburVu3aNWqVUwXLCUlhSwsLJi4+fn5tHjxYgoPDxfllpWV0ZEjRwT9UaqgUqnI39+fAgMDRblApbdNXFycKJeIqKCggPLy8pi4HMfVGmTV4i8By/PFskgSewNu1apVjcG86hg6duxIo0aN+kc8eT64gH716lV6+PAhkxOfu7s7PX78mCmge3l5kaOjI7Vs2VKUe/78ebKwsGDqKXrs2DHS1tam1q1bC24rAKB9+/ZRhw4d6OHDh4KvZABo586d1LZtWzpy5AhZWlrycpVKJa1fv57atGlDS5cuFXRmLCkpoWXLllGnTp1o0qRJgo5xSUlJtHz5cjIwMCAbGxtBB7qgoCBau3YtDR48WHASLC0tpcDAQNq9ezdNnjxZcFIrKSmhn3/+mdzc3Gj//v2Cbo9KpZJSUlLo+vXrlJaWxst7e+yMjAxRHhHxSjBrUYt/Ah9cQP/000+pe/fuog8cAHr69Cl99dVXoqtHABQWFkZNmzYV3fflOI4iIyOpQYMGgvrvKiQlJVGdOnVo1qxZotz4+HiSSCS0detWQV5ZWRkFBwcTADp+/LigbPHly5fk5+dHFRUV5OHhIbivGhsbS5cuXaLS0lK6fPkyL5fjOAoJCaH9+/cTUaWGn0+HXlJSQidOnCBHR0dq3bo1bdmyhTenkZ6eTtbW1mRvb09DhgzhnXwA0JIlS8jY2Ji2bNlCI0aM4F15RUVFUZMmTahjx44UGhrK63hYXFxMw4YNIw0NDdLX1yeZTFYjT6FQkIODAw0fPpx0dXXp/PnzNfKUSiX99NNPtGnTJpo+fTqdOXOmRl6VPj4wMJCOHTtG/v7+NfKqUFZWRrGxsUzyRqVSSeXl5aK8WnxE4MuW/tU/f4ds0d3dHTt27GBqvjBx4kQEBQWJVjwWFxdDS0sLjx49EvXfCAwMRP/+/ZGcnCwoneQ4DgsXLsSCBQtEfWoyMzNhYmICd3d3JCYmCnIvXboEbW1t3L17V9BBsLS0FIsWLcKgQYPw+PHjas+SmvDgwQP069cPCxcuhI+PD698TqFQwNnZGVKpFM7Ozti3bx9vz8W0tDTY2tqib9++2LhxI6/bo0qlgre3N3r16gVbW1tYWlryfn5OTg5Wr14NqVQKQ0NDHDp0qEYex3EICAjA0KFD0alTJ/Tp04fXByUvLw+bN2+GpqYmmjZtyivv5DgOt27dQpcuXURdGV++fIk2bdqAiDBp0iRelc/Lly+rx7OysuKV14aEhMDW1hb6+vr47rvveBUsVf06ly5dKigTBSrVK5cuXWLyc2H1JGKRQLJ4AVXxUlNTBY3BVCoVEhMT4e7uLuiompaW9itlS03Izs4WNdjKzc0V7YX6e0Efk9tiTk4OfvjhByaui4uLYEPdKiiVSkyYMIFJr+7l5VXdeFkIHMdh9OjRTDe4v78/5s6dy/T5o0aNYnJQDAoKwvDhw5GXlyfKHT16NJydnUVlm6Ghoejfvz9T/9OxY8di9erVomZSd+/ehbGxMXx8fMBxnOA5GDduHOzs7Kp14nzB7+7du9DX14ebm5uoh864ceMwdepUxMXFITU1lfchDAkJga6uLpydnREXFyf4QI8dOxaTJ0+Gh4eHYJPyoKAg6OnpYc6cOYI6eQAYOXIktLW1BW2AAeDGjRuoU6cOxo0bJxgQlUolevTogTFjxog2N3Z3d8f3338vyAEqAyurdcaJEydEOWFhYejRo4dgoI6OjoaRkRGICFOmTKmRExISAqlUCiJCo0aNYGVl9atag6pevV27dgURoVWrVrC0tMSoUaPg5OQEoLL+Y8eOHejVqxckEgn69++PSZMm4fvvv8fEiRMxfvx4xMTE4PDhwzAzM0OTJk2wbt06rFy5EkuXLsX8+fMxc+ZMTJkyBQcOHGA6R3wQCugfnMqF6MNpAvA+x8nKfR8eEVuiiFWyWVUOzyIDVSqVgltBb3+2RCJhGpNV+aNUKklNTe0fG1MulwvK7H47pkqlEj0GhUJBubm59OWXXwpeU6VSSTdu3KChQ4eKnv+kpCRq06YNkwKMVYL7ZyM/P19ULgmArl27Rg0aNKBBgwbVyFGpVBQQEEB+fn60bNkyatGixTvX6OXLl9VV1QsXLiS5XE4NGjSo3obNz88nPz8/8vX1pR49etDw4cOr712JREKNGjWi4OBg8vf3p+DgYNqxYwc1bdqU6tevTw0aNKj+p7q6On311Ve/+5x8VLJFAOTh4UE2NjZM/LCwMDI0NGR6aIHKUn2hDjRv4+XLl6IP2Ntjv3nzRjB5+DZY9fO1qEUt/n2oUnP9FdLjj0q2+PDhQzp48CATF78kz1gNmfbv30+3bt1i4kZERNCiRYuYgvnz589pzJgxTP4zBQUFtGbNGrp586Yot7y8nNzc3MjLy0uUq1QqKSAgQLBdWxUAUFxcHEVHR4tyiYhevXrFZIBWdRxCipRa1OJjgJqa2j9TR8K3F/NX//zePfRNmzZBTU2NycD/3LlzICKmDiE+Pj5QU1NjKmu/cOECGjZsiC1btgjyVCoVDh06hCZNmmDy5MmCXI7jsHPnTnz66afo16+faBJ169ataNasGaRSqWDptlKphIODA9TV1dGtWzfRcvC5c+fiyy+/hJaWluD+d1paGqZOnYrOnTvjm2++EUw0+fn5Yfbs2TAyMoKdnR3vnm1paSlcXV2xdOlSWFlZCdo2JCYm4vz589i8eTMcHBx4k4RyuRzJyckICAjA0aNHRT3sCwoKEBsbi4iICEEeUHl9s7OzP4q2ZrX4cEAfU1J03rx5+Oqrr3Djxg1BHsdxmDp1Kj755BMEBQUJcpVKJaZMmYL69esjJiZGlGtra4uGDRuKBgeO4zB79mw0adJEUGUCVKpCbGxs8NlnnyE6OlqQ++rVKwwcOBAaGhqi41YZhGloaAgaf3EcB09PT3Tu3BmtW7cWVDSUl5dj27Zt+PTTT2FkZCQ4SWRkZGD8+PEgIsyYMUMw8RoUFIQ2bdqgXr168PDwEPz8RYsWgYjQo0cPQYOwiIgINGjQAEQER0dH3uBbXl4OPT09EJGg6RfHcVi2bBnat2+Ppk2b8hp0cRyHffv2YezYsTA2NsaOHTtq/O4qlQoXL17E9u3bYWdnhyNHjtR4jBzH4eXLlwgKCsKJEycEDdSqvk9MTIzgualCSUmJaGK0Fv8efFQB/X1ki8eOHYOTkxNT84Vvv/0Wt27dEm1CkZOTAy0tLcTGxoquzM6cOYNhw4aJNoqQyWQYM2YMtmzZItqM48GDB9DW1oaPj4/guCqVCrt374axsTHi4+MF31KeP3+OESNGYNKkSXj58iXvRFVldKSjo4MdO3YgPDycV0Hy6tUrLFmyBAYGBrh06RI8PDxqDGhVEr8BAwbA2toa/9femYfXcP1//D2REFnsSzaECCERWezdbLXUTql9bWylNKooVcE39lLUUoqgEYIKpbXFEkUSQhJqTUTIQkIimyz33vfvj8j9JXLnzlCKdF7Pk+dJ3Lcz58yc+7lz57zP5+Pr6yt6Z56amqrNyujl5cVx48aJJtM6d+4c+/btyw8++ID9+vXj9u3bderS0tK4cuVKuri4sFOnTuzcubPoN5PQ0FAOGTKEjRo1ooWFhehdfFpaGletWkUnJycaGhpy3bp1OnUkef78ebq6uhIAPT09RQNrXFwcraysCIBDhw4VdfjcuHGDTk5OLFWqFIcNGybqiElLS+PMmTPZsmVLzp49W7R/JBkVFcVp06bptbMWcOTIEVnfWO7cuSNLExkZqffDJjExkYcPH6a/v7/oTV56ejrPnz/PjRs3cvLkybxy5UoxTUEmxi1btvCLL74QnQMPHz6kr6+vXqfK48eP6evr+0IVzV6EEhXQU1JSuH79elnaffv2yXrcolKp6OXlJavN48eP8+DBg5I6jUZDT09PWR8mp0+f5sqVK2Udf/z48ZL+czLfqjV16lTJTHokOXr0aFml986cOUMPDw9ZdShHjhzJrVu3St75BQUFcdCgQbKyUhZYvgoe74gFjtOnT7Nv377aqk/6MjgOHTqUS5Ys4ePHj5mSkiIaAE+dOsU+ffpo9yro+wYzePBgLlmyhLGxsTx+/LioLjAwkH379qW/v7/eoE/m75MYOXIkv/vuO70B8+jRo6xduza/+OILSRtq586d6eHhIRmA//jjD1mF0bOzs2Vb8vQV7i4gNzeX/fv312tbVKlUXLdunWi2RTL/5uJ///sfLS0tKQgCXVxcit0MhYaGsl+/fixTpgyNjY3p4uJCV1dXbZ1StVrNLVu20MbGhgBYrVo1bb1QV1dXuri4MDg4mMOHD2epUqUIgA0bNiyiKfiZNm2arHMkhr6A/s65XBQU/qvItUNGRUWhTp06kgv2iYmJqFq1qizLqlxr66tGrtvr8ePHSE5ORr169UQ1ubm52L17N7p16ybqNktNTUVAQAAGDRqk0/ap0WgQHByM6OhoDBo0qNjrJHHlyhUcOHAAnTp1klXV7EUpUbZFADh//rzeEm2FiYqKQq1atWR5ooH8SS4nnwuQXw3IxMREtr1QrjdbQUFBQYwSZVuMjY2Ft7e3bP2UKVOQnp4uS7t3717R3BzPc+vWLYwfP15WME9OTsb48eMRGxsrqc3MzMSqVatk2Qtzc3Oxb98+WbZFtVqNc+fOybYt3rp1C6GhoZJaIN9qef/+fVnagvzfCgoKr553LqD//vvvOHr0KLKysiS1R48eRUBAgGRNUSA/2f/AgQNRt25dSe2BAwfQpEkTNGjQQK9OrVZj3bp1qF+/Pp48eYI6deqIakli8eLFqFmzJrZv344OHTro1S5cuBCWlpaYNm2aXq1Go8Hs2bNhYWGBQYMG6c0QmZOTg/Hjx8PKygpdunRBzZo1RbUJCQkYOHAg7Ozs0KlTJ72FNI4dO4bBgwfD1dVVb23VvLw8/PjjjxgzZgzatWsHPz8/UW14eDh++uknfPPNN/jyyy/x6NEjnbr09HScOnUKv/76KxYvXozTp0/r1JFEcnIyIiMjceTIERw6dAj6vr2q1WokJibi8uXLsup75uXlQaVSSeoUFP4RYg/XX/fPyy6K9uvXj6amppILkyqVih07diQAydXm7OxsdunShQAkaw7m5OSwZ8+eNDAw4M2bN/VqNRoNP/vsM5YtW1bnynphsrKy2K1bN1asWFHSihgTE8P3339flm3x1KlTdHV1ZfXq1fUuEKtUKq5fv57169enjY2NqG2PzC/99s0337Bq1aps1qwZU1JSRLXh4eHs2bMnjYyMOGrUKNFFR5VKxV27dtHOzo5GRkZ663U+fPiQnp6eWtuimGNCo9EwKCiIFSpUkLQtpqens3nz5gRAZ2dnvS6MSZMm0cDAgCYmJnpztaxbt46NGjVi1apVOXXqVNGxb968mUOHDmW7du1E64CqVCoeOHCAK1eupKenJzdt2iQ6lidPnjAkJIQ+Pj4MDQ0V7R+Zv/AYGhoqa/FejoYUX6x+l5Azhjc1TpQkl8vt27fZrVs3We6N1atX09vbW1aCrHbt2nHnzp2SmRlv3rxJV1dX/vXXX5JtLlq0iEOHDtW7Sk/mZ/H76KOPuGHDBkkHy/79++ns7MwzZ87orRealpbG8ePHs2PHjrxz545eD/qZM2fYokULfvPNN0xKShLVZmZm0tvbm87Ozty8eTPDw8NFixqHhYWxZ8+e7NixI4OCgnjw4EGdb4CsrCyuWbOGLi4u9PT05KlTpxgYGKizzYiICG0mwQ0bNnD+/Pk6j5+VlcVNmzaxRYsW/Oyzz/jNN99wz549Otu8evUqJ0yYQGdnZ06cOJH9+vXTuUkpKyuLPj4+fP/999mtWzfWqVNHNEnZlStXOHHiRDo7O7NcuXKilsmsrCz+8ssvdHNzoyAI9PLyEnWmXL58mS4uLgTAL7/8UnSexsTEsHz58gTACRMmiLaXlpbGnj170sTEhPPmzdOpKeDEiRNs3769ZC1MtVrNBQsWSFp/SeqtyVrA48eP+fPPP+vdRJiZmcklS5ZwxowZonVK09LSuHTpUn7++eds27atzj0B8fHxXL9+PT08POjq6srVq1czOjq6SFbIuLg4+vr6csyYMXR3d2dQUBBv3LjBuLg4pqWlUaPRMCUlhbt37+bo0aM5ffp0RkVF8d69e0xMTOTjx4+ZkZEhK/urPvQF9Hduhc7CwgITJ04Uzb9dmKZNm8LKykpykVOtVmP06NHo16+fZJtZWVnYsGED3N3d9epIonz58ti4caPkFuC4uDhMnToVXbp0kTz+7du3cfz4cckaoNHR0WjSpAlWr14t6XYICgqCj4+P1iEg1vaNGzdgbGyM4OBgyYROBw8exLRp0yQXr69du4aUlBQEBgZKlufbs2cPPvvsM2zYsEHvmK5cuYLY2Fjs3bsXlpaW+XYuEf2OHTvQsWNHrFixQpt7Q5c2MjISUVFR8PX1hbW1NVJSUkSTRu3YsQMdOnTA8uXLcfXqVTg7O+vUhYeH4/79+9i/fz9CQkLQq1cv0THt3r0bkydPRnp6OiZMmCCqi4+Px0cffYQmTZpg1qxZouM2NzdHuXLlMGnSJMycOVO0PQCoWLEi3nvvPcn5qVKpULduXVl1bI2MjPRel4LjlilTBtnZ2aIaExMTDBo0COPGjRNdmzE3N8dnn32GJUuW4OzZs1Cr1ejTp0+RR6AWFhaoV68eTpw4gStXriAkJATHjh2Ds7MzvLy8AOSvWd25cwdBQUFISEjAli1bkJGRgfT0dKSnp2Pjxo04deoUdu7ciZMnT8LZ2Rm3bt3S1vfNy8tDbm4uWrdujXnz5kmeo5fhnXS5KCgoiJOZmQlTU1NJXVpaGszNzV9pls83BUmkp6dLFrxOTExEXl4eatSoIapJSkqCgYGB6Ac2n1kTGzZsKGrlTE5ORkxMjGRVs5ehxNkW5VaUB/IXxUxNTWVbC3NycmTd/QP//7hKyYqooKDwb1GibItpaWmYO3eubP3333+v9ytbYS5evCi7APWjR4/wzTffyNJmZ2dj+fLluH79uqRWrVbjwIEDkqXIgHwHS0hICA4cOCCpJYnbt2/Lzib56NEjREREyNLm5ubKLsQNQCkSraDwmnjnAvqRI0fw22+/aYst6CM8PBwrV66UFdDDw8PRoUMH2NraSmoDAwPRuHFjlC9fXu/duUqlwqZNm1CvXj2cOnUKDg4OolqNRoMlS5agdu3amDFjhmSR6IULF6JmzZro3bs3mjZtqrfdOXPmoGbNmnjvvff0WhHz8vIwadIk1K5dG87Oznq/qSQnJ2PgwIFo0KABXF1d9dpIz5w5g379+qFJkybo3bu3qI1Uo9Fg+fLlGDFiBNq3b4/169eLWgevXLmCBQsWYNKkSRgzZoyoDz47Oxu7d+/G2rVrMW/ePL0fflevXkVgYCB2796NHTt2iKb5ffr0KeLi4nDlyhWcPn1acp+DSqVCUlKSrPTJCgr/CLHV0tf987Iul6FDhxKAZKIgtVrNli1bEgDv37+vV/vkyRNtGSuxGpUFZGRksFWrVhQEQTKTXV5eHtu1a8fSpUvrdZmQ+Ymn2rdvT3Nzc8mMj1evXmWLFi1YqVIlvbY0jUbDffv20cXFhZUrV9bbblZWFhcvXsx69erRyspKr4MmJiaGY8eOZfXq1enq6ip6zjQaDY8dO8bOnTuzbNmyHDRokKg7KT09nWvXrmW9evVoaGiot87l9evXOXHiRAKgg4ODqDMoNzeX+/bt0+bf+Pbbb0Vzy9y/f5+dO3fWWiHF2lSpVFrLZNmyZbllyxbRfv7yyy8sV64cAXDSpEmiOWV27drFVq1a0d7enp9//rmoPdDHx4fjx49nr169OHfuXJ1uiezsbJ48eZKbN2/md999x4CAANH+FdTZ9PX1lawXqlarGRERIcuqJ6eW5pu0Nubl5ek9fm5uruT5SEtL48OHD/VqHjx48FrGiZJkW/zjjz/Yrl07Sb94bm4u582bx88//5zx8fF6tWq1mi1atOCSJUskj3/+/Hm2bNlSspCsRqPh+PHj+dVXX0laHG/evEk3Nzfu2rVLMpgvX76cTZs25eXLl/XaIWNiYvjJJ59w6NChTEhI0KvdsmULnZ2duWTJEiYlJYn66+/du8eRI0dqxx8ZGSmalc7Pz4/NmzfnsGHDGB4eLpqFLy4ujpMnT6azszMXLlzIiIgInjx5Umebu3fvZtu2bdmxY0fu2bOHa9as9wzJygAAIABJREFU0Xn8uLg4Tps2jU5OTpw8eTJXrlwper1+++03du7cmR988AGXLVvGIUOG6LQtxsXFccaMGWzUqBHHjRvH5s2bi57TPXv2aNusVasWd+3apVN37949Tp06lU5OTjQzM+PixYtFA4Cfnx+bNGlCAJw2bZregtu2trZanT7bYp06dQiAixYt0qkpwN/fn1ZWVpJzPjs7myNGjJC8gSLJ7du3Swa7vLw8enl56d0ToNFouGbNGn7yySecP3++To1arebatWvp5uZGCwsLnSmfs7KyOGfOHDZu3JilS5fmJ598Qj8/vyL7R+7du8eJEyfSxcWFBgYG9PT05MaNG7l3716eOHGCmZmZPHbsGL/88ks6OTmxZs2aXLt2LX18fOjv78+DBw/y5MmTkvtXpNAX0N8522Lbtm1hZ2cHOzs7vTojIyMMHz4cZmZmqFChgl6tIAhYv369qL2sMLVq1cKOHTtQq1YtyTb79++P999/X9IdYGZmhi1btqBRo0aSx3dwcEBQUJDkwm2pUqXw7bff4r333gMAvdbNChUq4NSpU9rzJGZbVKvV6Nu3Lzp27Cg5JgMDA+zduxdWVlZ6dbm5ufjoo4+wZMkSyTw3eXl52LBhg94dt0D+YxY3Nzd4eXlJnqfMzEwsX74c9evXh0ajgSAIOseWlZUFFxcXzJ49G8bGxsjKyoKJiYnONrOysrBixQrUq1dP7wL+06dP0bx5c8yfPx8RERF6HRFqtRq+vr64ePGi3vKLOTk58PDwQOXKlTFmzBhRnbm5OQYOHIhKlSrhq6++EtUB+fbf7777Dj169NCrK1OmDEaPHg1ra2u9OgBo3bq1pHPG0NAQvXv3Rvny5UU1giBg7NixMDIyEn2UZ2BggLFjx8LJyQnffvstzMzMkJWVVSRBV9myZTFr1iy4u7tj5cqVqFGjBqKjo5GdnQ1HR0cAgI2NDWbMmAEbGxtkZ2ejZs2ayM7OxpUrV/D48WM4ODigZcuWePz4Me7fv4+oqCgYGBho/87MzERWVhacnJxgb28veY5ehnfS5aKgoCCOVKAsQG72xncFOeMm81M8VK1aVa8uOztb714LksjLy9N7/uTaR1+UEuVyAfBCNSkLvoooKPxXkOsXL0nBHJA3bkEQJIM5AMmNc4IgSJ6/1xHMpXjnArparcbatWtl6zdv3izbJpeUlITffvtNllalUmHLli2yEi6RxKlTp3Djxg1Zbd++fRtnz56VpU1OTpatffr0KSIiImR9wGk0GiQkJMhqF4CSeEpB4S3gnQvowcHB2LRpkyxtfHw8PD09ZQWw2NhYvP/++7K2LV+6dAktWrTAjRs39D73ValU2LVrF5o3b45Zs2bpfW6mUqmwYsUKNGnSBG3atNGrJYklS5bAxcUF9vb2evtMEvPnz4ezszMsLS2RkpIieiejUqkwdepUuLi4wNLSElevXhVt98mTJxgxYgSaNWsGJycnBAcHi2rDwsIwYMAAtGnTBj179hS1GJLETz/9hJEjR6Jnz55YsmSJ6IdxVFQU5syZA09PT4wbN07U469Wq7Ft2zb8+OOP8Pb2xo4dO0Tnw8WLFxEQEIAdO3Zg27ZtojbDxMREhIeH4/z58zhx4oSoB1+j0SAzMxPJycmIjY3F48ePdeqePwdyLLkKCjoRWy0t/AOgE4AbAG4DmK7jdU8AfwOIAHAcQC2pNl/W5TJ9+nQC4N27d/XqNBoNu3XrRgA6s9cVJi4ujvb29ixVqpRkYqGkpCTWq1ePRkZGjIuL06vNzMxk48aNaWRkJFkKLzExka1ataKxsbG2dJoY58+fZ9OmTWlmZibqCCHzLXZbt25l48aNaW5urrdYdnJyMr///nva29uzatWqeu2QYWFhHDZsGC0sLOjg4CDqOMrJyeGuXbvYvn17mpiYsGvXrqLJvOLj47lw4UI2aNCABgYGXLBggWgN0qCgII4ePZqlSpVirVq1RC2sqamp3LRpE+vWrUsAHD9+fJFkS4XbvHTpEj/99FMCYN26dRkSEqKzzbS0NHp5eREAS5cuzRUrVoj2c9OmTQRAABw5cqTo3Pr9999pY2PDChUqsGvXrqIl/vz9/dmxY0c2b96cY8eO1dlewXFnzJjBESNG8KefftLpJsnNzeW1a9e4b98+Ll68WNJdlZyczN9//11vOb+C40u5ygqOL4dXWbxao9HwyZMnvH37ts55QOY7a65fv85Dhw6JunCys7MZEhLCoKAg0WMVOF7klGt8UfBPbIsASgGIAlAHQGkA4QAaPqdpA8Dk2e/jAOyUavdlA/rcuXPp4OAgma3tyZMn7N+/P52dnSUnj1qtZrNmzfjll19KHj8wMJDt27eXVTuxb9++/N///iea6a+AsLAwOjs7848//hDNNFiAp6cnP/74Y167dk1v4L9y5QqbNGnCKVOmMDk5WTRAkaSXlxddXFy4YcMGJiQkiNqqrl27xjZt2rB79+48fvw4w8PDRVPnLly4kE5OTpw6dSpv3brFw4cP6wx8169fZ5cuXfj+++/z559/5q1bt0TPwdKlS9m4cWMOHz6cx44do4+Pj84i0devX2evXr3YpEkTent708/Pj7/99pvONpctW0ZXV1f27duXfn5+/Pzzz3UGymvXrrFPnz50c3Pj999/z86dO4umZV6yZAldXFzYr18/urm50d/fX6fu6tWr7NGjB5s2bUpra2suXbpU1Gbo7e3NRo0asUyZMpw1a5ZooIuIiKCTkxMBcNasWaLtZWdna+2NS5cu1akpYMOGDTQ0NJScxzk5OWzbtq3ePQwFrFy5UlbWwQULFkjeDB09epTOzs4cN26cXo2dnR0BsHz58sU+dDQaDX19fWlhYUEArFGjBr/++mvu379fq8nMzOSsWbNobGxMAHRzc+OoUaM4ffp0Llu2jI8ePeLff//Nzp0709DQkADYt29ffv755/T09OT333/PpUuX8siRI5Lj1sc/DegtARwu9PcMADP06F0B/CXV7ssGdI1GIzv9pEqlYnZ2tixzf2pqqmRRXTL/jSDmvX4eOX5cMn+zktSGpgJu3LghezxSG58KiIiIkHVOHz9+XKy4rhgXL16UleI4OTlZVoFoMr+Qb0GBaH08fPiQERERsto8f/68NoDrO68PHjxgeHi4VqPvfBVuU99cefDggdbnrM9rTZIhISF8+vSp3m9kBW2ePHmSu3fv1qsjybVr14qm9i1Mamqq6Afi88idc2q1WvY8ljM3C+6q9ZGVlUVvb2926dJF9Lqkp6dz1apV/Prrr3n48GGd5zs6OpqzZs3ihg0bGBoaykOHDtHHx0d7c/P06VPu3r2b/fr144ULFxgaGsrAwEAGBARw27ZtPHbsmOR49KEvoEvaFgVB+BRAJ5KfP/t7CIDmJHXm8BQEYTWARJLzdbw2GsBoAKhZs6b73bt39R5bQUHh9UGZ9saSxrtu1/zXbIuCIAwG0ATAEl2vk/yZZBOSTeRYhxQUFF4f/8VgDpQ8u2Zh5AT0OACFkwfbPPu3IgiC0B7ATADdSb7WKsD6HBXPExkZKds1oNFoEBkZKbvtv//+W7Yn/smTJ7h3754srVqtxot8e0lOTpbttc/Ly1N8+QoKJRQ5W/9DAdgLglAb+YG8P4CBhQWCILgCWI/8RzPy86i+BLGxsfD29kZAQICkNisrC8OGDUNYWJikNi0tDYMHD8bYsWMlt+DfuXMHs2fPhomJCdavXy+qU6vVOH78OHx8fHD16lWcOXNGVJuXl4dNmzbhyJEjuHDhAvbt2yeaXoAkVq5ciaNHjyIyMhKLFy/GZ599JqpdtmwZjh49iujoaHz55ZeYOHGiTq1Go4GXlxeCg4ORmJiI8ePHw8PDQ+edXGZmJqZNm4a7d+8iPT0d06ZNQ+fOnXW2e/36dSxevBgZGRkoVaoU5s2bJ1qM28fHB6GhocjJyUHt2rXx9ddf67yjSkxMxLp166BSqbQVaHRtnScJPz8/JCUlgSQqV66MAQMG6CxMcOnSJdy+fVv7d9u2bXUWOYiLi8OdO3e0aQJq1qwJGxubYrr09HSkpqZq/zYxMREtmvB8n/+rd88K/xCxh+uFfwB8AuAm8t0uM5/921zk340DwDEADwBcfvazX6rNl10UXbNmDcuWLStqOyrM2LFjWaFCBUndjRs36ODgQHNzc8mFvOjoaFatWpVly5aVtC0+fPiQNWrUYOnSpXnx4kW92qioKDZu3JiGhoY8fPiwqE6j0fDIkSN0c3OjoaGh3sWvgnqdBe4IsSRRZP6i3PTp02lnZ0dzc/Miq/uFUavVPH78OAcPHkwLCwva2NiIJh9LSUnhL7/8orUttmjRgtHR0TrHFBkZydmzZ9PR0ZEA+MUXX+hcAM3KymJAQACHDx9OY2NjVqlSRfQcREdHc8WKFWzYsCEBsFevXjptZDk5OTx69CgHDBhAALSwsBBdBLx79y4XLFhAADQwMOA333yjcy5mZ2dzx44dNDAwIAB2795ddL78+eefLF26NA0MDNiyZUvRTI+HDx+mo6Mj7e3t2adPH1F74C+//ML+/fuzS5cunDlzps45/fTpU/76669cunQpp0yZondBMTMzk+fPn+eGDRt0uooKk5OTI1lDl8y3LcpZNJfzPk9NTZVsKzMzk3fv3uWlS5d4/PhxnfNApVIxKiqKBw8e5A8//KBzrBqNhjdv3qSvry9XrFihc2FXrVYzMjKSa9eulVzEfhlQkrItLl++nG3atJGsdp+WlsZRo0axRYsWkm1mZWXxvffe47BhwyS1gYGB7Nq1K2fPni2p7d27N3/88Uf+9NNPenUhISF0d3fnyZMnuWPHDr3aYcOGcdCgQbx9+zYPHjwoqgsLC2OjRo3o7e3NxMREvTbPsWPHsnXr1vTz8+OdO3dEbWKXLl2is7MzPTw8ePbsWV64cEE0hejEiRPZtGlTLliwgHfu3OGBAwd02kcvXbpEV1dX9u7dmzt27GB0dLTouCZNmsTGjRvz66+/5l9//cXt27frdAeFhYXR3d2dnTp14po1a3jw4EHu2LFD55tv0qRJdHZ25oQJE/jnn39y3LhxfPToUTHdxYsX2bRpU3bo0IErV65k//79Ra2ghYtOf/zxx/T19dV57NDQULq7u7NLly50cnLi4sWLRe2IY8eOpaurKytXrszvvvtO1Ip77tw5Ojk5URAEzp49W69DpCBr4NKlS/U6TjZu3EgjIyNJ50xubi6bN28uy2G0Y8cOyQ8HkvT19S2S8VAXiYmJfO+999i3b19Rzb1797SptwVBYFRUVDHNhQsX2KtXLwqCwNKlS7Ndu3ZF7MkajYa//vorGzVqRACsWrUq3dzc2KFDBw4ZMoRxcXFMSUnhxIkTWbZsWQJg/fr16erqyg8++IBdu3bloEGD9KaGlkOJCugvitRGiALUarWop7owBbZJOVYqOXcgZL4FTm4/5VRUJ/PHLScvNUlZ4ybz7+rk2AbJfDuiHLKysmSPSW5+6czMTNGc4q+qTX0W18Jt6psDGRkZ2rFLna+CD06pvPqZmZl8+PCh5H4GkgwICJDlic7Ly+PZs2cldSRln3e5yLESk/nnWY6lNjQ0lKNHj9b7frtx4wa9vb2ZlJTEmJiYYq9rNBqeO3eOW7dupUqlYmJiIsPDw4u839LS0rh582ZeuHCBGo2G6enpvH//Pq9cuSLb+iuGvoCuZFtUUFBQeIcocdkWFRQUFBSK804GdKkajoXJzs5+oWRHcgtKA/mukBfJMvimvg0pKCj8N3jnKhZlZ2dj8eLFmDdvnqSWJDw9PbFmzRpJrVqtxooVK2Bra4s+ffro1aakpMDHxwfXrl3Tm8pXrVYjLCwMR44cQXBwMJYsWYL69evr1Obk5GDPnj2IiIhAZGQkPDw80LNnT9Fxbdy4EREREYiNjUX79u0xYcIEnVY3kli3bh0uXbqER48eoUWLFvD09NRp2yOJH374AdevX0dWVhZatmyJ8ePH6yyEnZubCy8vLzx69AhqtRqdOnUSPW+xsbH44YcfYGBgAAMDAwwbNkzUGrpv3z5cuHABpUuXRvny5TFq1Cid2STT0tKwZs0alC5dGmXLlkXjxo3RqlUrnW0eOHAACQkJMDU1hbm5OTp06KAz3/W1a9cQGRkJMzMzmJmZoV69ejorPSUlJSE8PBzm5uYwMzNDlSpVUL169WK6jIwMxMTEwMzMDKampjAzM0PZsmWL6XJycvD06VOYmJjAyMhIsSwqvDxiD9df98/LLor++eefrFOnjqyFrIULF9LBwUFSd+vWLbZs2ZLVqlWTXMgMCQmhmZkZTU1Nda6UF+bmzZssX748jYyMePz4cb3ay5cv097engYGBty8ebOoLi8vj/7+/mzUqBEFQdBbh/LBgwdctmwZGzZsSEEQOG/ePNHMgKGhoZwyZQpr165NQ0NDLl68WKc2IyODe/bs4eDBg1mtWjWam5vzl19+0dmH27dv88cff2THjh1ZtmxZ2tra8ujRo8V0OTk5PHHiBKdPn87GjRsTADt06KDz/MbFxXHr1q0cNmwYzczMaGxszHnz5hW7bnl5eTx37hy9vb3p6upKAHR3d9eZmfHBgwfctWsXhw8fTgA0NTXlwoULdbYZEhLChQsX0sjISJt8SVfmz8TERP766680NTUlADZp0oTBwcHFdLm5uTxy5IjWFdGgQQNRG2hgYCArV65MCwsLtmnTRjQHjr+/P1u1asX33nuPo0eP1ukmUavVXLRoEb/44guOHDmSGzduFJ1HN27c4K+//spFixZJzvnExEQeP35c8v2pVqtluVzkLLI+efKEt27d0msCePLkCc+ePcvff/+dPj4+Oi2fqampDAoK4oYNG+jp6anzej158oQnTpzgkiVLOHToUJ1jSElJ4cGDBzljxgx6eXm90oyRZAlzuZw4cYITJ06UdGao1WquWrWKnp6ekm2qVCp++umnnDVrlqT2zJkzbNKkCdesWSOpHTp0KD09Pblt2za9uuDgYHbo0IF+fn708/PTqx0yZAg9PT0ZGhqqN2FSSEgIW7RowZ9++onXr1/X62YYMmQIBwwYwICAAEZGRoqmzg0ODqabmxtnzJjBkJAQnj59WqcLgMwfe5cuXbhmzRreuXOHfn5+Oosvnz9/ni4uLhw/fjwDAgIYHR0tavMbPHgw27dvT29vb4aEhNDHx0dngDl79iydnZ05YsQIbt26lceOHeO6det0vrEGDx7MNm3acM6cOTxx4gS/+OILnRXfz5w5Q2dnZw4bNoybNm3iqFGjRD+kBw4cyDZt2tDLy4t9+/blhg0bdH44nj59mo0bN6aHhwc//PBDnR9MBfTr14+dOnVinTp1OGPGDFG30YkTJ+jm5kZjY2N+++23eoNc27ZtaWRkJPrhXcDhw4dpbm4uOTdVKhXbtGkjueeCzM9+KCfN7oULFySzN6rVas6cOZP9+/fXq9myZQutrKxYqlQpnfMmIyODK1euZO3atQmAzs7OnDZtWhHNtWvX+NVXX7FSpUo0NTWlm5sbXVxc6Obmxjt37lClUvHXX39l+/btKQgCa9euzSZNmtDV1VX7891330mOWx8lKqC/KHLu5At0Yrm6nyctLU12u3JsV3LbehGt0uarbfP566jv/xV+TZ+9tbBO14edLq3UZjaNRkOVSiWZ35wkw8PDZQVfkrIzYsrNc/46kDqHBZotW7bovX55eXnctWsXk5OTRe+unz59yj179mjnhUqlKjZH7t27xxMnThT5N41GI9uiLIa+gK7YFhUUFBTeIRTbooKCgsJ/ACWgKygoKJQQ3jnbIgCcOnUKH330kSzt4cOH8fHHH+u03j3PpUuXkJ6ejg8//FCvTqVSITg4GJcvX4aHh4dofmW1Wo07d+7g2rVruH79Orp37y5qW8zOzkZgYCCSkpLw8OFDNGjQAF27dtWpJYmdO3ciKSkJT58+RbVq1TB06FDRMe7YsQP37t2DIAioVKkShg4dCiMjI53azZs348GDBzA2Nka1atXQr18/nYWw1Wo1Vq5cCbVaDXNzc9SsWROdOnXSablLTk7G+vXrUbFiRVSqVAmOjo6itsVTp04hPDwcVatWRZUqVdCkSRNUrFixmC4vLw8bN25EhQoVUL16dVhbW4ue26CgIMTHx8PCwgKWlpaoWbOmTtvi/fv3ERISAisrK1hZWcHCwkLntc3KykJQUJBWV6lSJZ3jVqlUCAsLg6WlJSwsLETPeV5eHuLi4lC9enWdtsbCOgCi7SgovHOLolFRUezcubMsrb+/P1u3bi2pe/z4MXv16kVra2vJvCJ79uxh+fLlWbZsWb11Osl8t4WRkREFQeC6detEdQUZDGvUqEEAnDRpkuji0uPHj7l582Zt3cj+/fvrdPwUZDBcsGCBNttgz549dToLMjIy+Mcff3DKlCnauot9+/YtVkJPo9EwKiqKmzdv5vDhw1mtWjUKgkAPD49iSbqysrIYFBTERYsWsUePHixTpgxNTEw4Z86cYotX9+7d4+7duzl16lQ2a9aMAFi7dm36+fkVWWjKzs5maGgo16xZw5EjR7JSpUracT2/aBcfH88DBw5wzpw5fO+997TJlFauXFnESZKTk8OwsDBu3LiRY8eOpSAI2vP6fG3VhIQEHjx4kPPmzWOFChUIgI0bNy7mIMrOzubFixe5YcMGWltbEwCtrKy4e/fuYotxcXFxDAgIoKWlJQHQ1tZWp3vp6dOnPHbsGE1NTVmhQgU2bdpUZ5FijUbDvXv30tbWli4uLvzss89Ey9stW7aMXbp04aeffkpvb2/RxbrLly/Ty8uLs2bNEi3ITebP47/++ov+/v6Si6MqlUqWyyU9PV1y4VqlUjEkJERv+TuVSsUjR45w8+bNXLhwoc6kbllZWfz999+5aNEiDhkyhD/88EOxYycnJ3Pv3r2cPn0627Zty61btzIpKanIPI2JieHWrVvp4eHBVq1aMSwsjHfv3mVqauorsTBCz6LoO3eHXqpUKXz22Wf5K7oSGzAsLCzg4eEh2WbFihVRt25d9O7dW+cmlsLY2tqicuXK+OGHH9C0aVO92n379qFXr17o27cvPv30U1Hd5cuX4evriwkTJqBGjRoYMGCAqNbLywvVq1fH/PnzkZ6ejkGDBuk8DxcvXsTixYvRpUsXrF+/HvHx8ejbt69O7TfffANjY2O0b98ePXr0QEZGhs7c5hcuXMDcuXPx0UcfYdy4cejTpw8sLS3h7u5eTPvVV18BAFq1aoWlS5eic+fO6Nq1K6ytrYvogoODMWfOHDRv3hytW7fGqFGjcOjQIYwfPx5lypQpop04cSJUKhWaNm2KsWPHonnz5mjUqBFatmxZRHfu3Dl8//33cHd3h7u7Oz788EOcOXMGkydPhrm5eRHtuHHjoFKp4ObmhoED89P8jx07Fo0bNy6i++uvv+Dl5QU3Nze4ublhwIAB+PDDD9GvX79i34zGjRsHjUYDNzc3dOjQAQ4ODpgwYQJMTEyK6IKCguDt7Q13d3c0a9YMDg4OmDZtms5vJOPGjYORkREcHBzwwQcfYNasWTpzq58+fRqbN29GRkYG+vbti5kzZ6J8+fLFdAXnKTAwEN999x2mTJki+k0zOzsbq1evxg8//IBmzZrp1ACAgYEBNmzYoO2rPi5evKgzh/zz5OTk4NGjR6K1AYD8mJCSkoKAgADMn1+s8qVWY2VlhdWrVyMwMBD9+/cvpilbtiyqVKmCS5cuwd/fH+Hh4UhISMDixYu1GnNzc+03rxMnTqBcuXLw8fFBSkoK/P39UadOHahUKkRHRyMwMBCZmZlYvnw50tLS8OTJE6Snp+Pjjz/GggULJMf+Migul2eoVCqUKlVK1i69uLi4YoFJjBepXyjnQ0rh7UDutdJoNLIe9+Xk5BT7ANNFamoqKlSoINm3mJgY1K5dW68uNjYWarVaUkcS8fHxsub8m5zDco8dHh5e7AP7ee7du4e0tDQ4OjqKamJiYlC2bFmdu4QL+nP58mW4uLi80nOiz+WiBHQFBQWFdwjFtqigoKDwH0AJ6AoKCgolhHduURTIt409v8AkRkZGBkxNTWU/70xOTka1atUktbm5ubh//z5sbGz0LialpaUhOzsbOTk5MDc315m9r6C9CxcuoEyZMihdujRMTU1Rp04d0eMfOXIEBgYGqFChAipWrIhatWrptBcWaLOzs1G9enVYWFjAyspKdNHq4MGDyMvLg42NDWxsbFCtWjWdz4D5zDppZmYGW1tb2Nraii4oZ2VlYefOnahduzbs7OxgbW0t+lw5MjISN2/ehL29PerWrSt6nUli7969sLCwQP369VGlShWdOgC4cuUKHjx4AAcHB1hZWYnOhbS0NJw9exYNGjRAjRo1RPtIEqdOnYKdnR1sbGz0zq2LFy+iZs2aqFq1qqgGyC+kXatWLb22RbVarZ2f+o6Zm5sLQ0NDWc/uFf4ZarVaZ+bSAkgiNzdX1vrIK0HM/vK6f17WtpiTk8O5c+fK0gYHB9PDw0NSl5eXxy+//JKOjo6S2eSOHDlCKysrGhkZSSbo2rt3r9YGN3DgQNGEYmlpady5cyetrKwIgM2aNROtmXrlyhWuXr1am5XQzs6O+/btK2avSk9P559//sn58+fT3d2dAFijRg1u3ry5mHXq2rVr3L59O6dOnaq1Q9aoUYM///xzEftZeno6AwMDuWrVKo4dO5a1atXS1k3ctm1bEevWzZs3uWfPHv7vf//jkCFDaGZmRgD84IMPiuS3yMjIYFBQEH/55RdOmzaNHTp0IAAaGhpyxIgRRaxtt27dYkBAAJctW8Zx48ZpbZ7W1tZF8nOkp6fzzJkz9PHx4ezZs9mlSxdtLckhQ4YUKRB869YtHjhwgD/++CO//PJLbdbDRo0a8cyZM0XG/tdff3Hbtm2cM2eOduyWlpbFkondvHk5AmjOAAAUmElEQVSTBw4c4IoVK7T1J6tXr841a9YUOffp6ekMCgrili1b2LhxYwqCwDp16nDdunXF8oJcv36dv/32G2vWrElzc3M2bdqU/v7+xa57Wloa9+7dSzMzMzo4OLBnz568cOGCzrm0aNEiOjk5sXPnzpw2bZpo9sOwsDAOGTKEkydPZkBAgE4NmW+Z9Pf358aNGyWT56WlpckuxSYn90lYWJhk7dG//vqLq1ev5tdff82kpKRirxcUYPfy8mKPHj3YoUOHYonanj59Sn9/f06ePJlNmzbloEGDeObMGV69elXbz/v373Pjxo0cPHgwbWxsuGrVKh49epTnzp1jZGSkzgLVLwJKkm1RrVajd+/esrQ2NjYYM2aMpM7Q0BDW1tbYuHGj3rtiALCzs0PlypWxZcsWfPzxx3q1CQkJ+PDDDzFmzBi9VsTExET8/fff6NOnDxwcHDBmzBjRT/0jR47A2NgYo0aNQm5uLiZMmKDz0//+/fs4fvw43N3d8fXXXyMuLg5ffPGFzg01+/fvB0m0bdsWTZo0QXJyMkaNGlWs3djYWOzbtw+Ojo4YPHgw3N3dYWpqin79+hXr7+7du5GXlwcHBwd07doVdnZ2aNu2LT744IMiupiYGOzcuRP29vZo3bo1Pv30UzRo0ACenp6oWbNmEe3OnTuRk5ODunXrokWLFrC1tUX16tUxYMCAIt+SoqOj8euvv6Ju3bpwc3PD+++/D2tra3h6ehbbfOTr64ucnBzY2dmhV69eSE1NRffu3dGzZ88iY4qKisL27dtRp04dODs745NPPoGtrS1Gjx5dzHXi6+uLvLw82NnZ4f3330f79u0xefLkYuO5ffs2/Pz8ULduXTg7O6NZs2aYMmWKzg1Sfn5+IAl7e3vY2tpi6tSpOnW3bt3CqVOnUK1aNbRr1w5Tp04Vtfw9evQId+/eRe/evfHVV1+JumcMDAxw8uRJfP/99+jSpYtODQAIgoDQ0FD06NFD0omTkJBQzEKqi6SkJJw9exY9evTQq6tcuTKCgoL0ulIaNmyIEydOYPfu3Vpb7fP9d3FxQVhYGCIiImBiYoI9e/Zg0qRJWo2xsTEaNmyICxcuIC4uDlWrVoWfnx9SUlKwcOFC2NjYoEqVKqhSpQpyc3Px+PFj3L9/H3fv3kVmZiYyMjLg5uaGyZMnS479ZVBcLs/gC9it5FjHCniRx0NyLW4Kbx6580XuNc3Ly5O1A1TufEpOTtb7GArID+gAdPrZC6NSqZCdnS25R+NdITMzEyYmJnqvn0ajwfXr19GwYUNRjVqtRkJCgl4/fXp6OkiiXLly/6jPhVFsiwoKCgolBMW2qKCgoPAfQAnoCgoKCiUEJaC/RtLS0pCWliZLq1arERERgaysLFn6sLAwJCQkQM4js8uXLyMqKgoajUZWu7dv35bV7tmzZ3H37l1JrUajwfHjx/H48WPJNuPi4nDx4kVtZkF9nD9/HomJibLavHLliuT4NRoNzp07h+zsbMk2w8PDkZGRIam7ceMG0tPTJXVRUVGyjhsTEyM5DpVKpX0+ro+srCxZc+K/ilqtRm5url5Namqq3vlPUta1eGWI2V9e988/KUEnZU8qIDY2VrSA8fPMnTuXAwcOZEREhF7dhQsXWKNGDTZu3JheXl56i0pv27aNAFixYkV26tRJtIzXgwcPuGbNGtasWZOCILBevXo6LWlkvm1y8eLFbN68OQGwSpUqXLRoUTFr14MHD7hx40bOnTuXrVu3JgCWK1eOM2bMKJbt8NixY1y1ahVnzpzJDz74gABYvnx5zpw5s0jtysTERG7ZsoWLFy/m119/TRcXF60lb9myZUUsjseOHePatWs5d+5cTpw4kRYWFgTAhg0bFrFZJiYmcuvWrfzhhx84c+ZMbaFmY2Nj9uzZk7dv3y7S5vr16+nt7c0pU6ZorZu2trZcvny5ttxbYmIit23bxh9//JHff/89R40apR1/3759i1hTjx07xp9//pkLFy7ktGnTaGFhQSMjI7Zs2ZIHDhzQ6hISErRtzpkzh+7u7jQwMKCrqytXrlxZpNTc0aNHtW22bduWBgYGdHFx4fz584vU+IyPj+fWrVu5YsUKtm/fnkZGRmzevDm9vb2L1QI9cuQI161bx+bNm7NcuXJs3759MRskmZ+9ccuWLbSwsKCdnR0HDBjAQ4cOFZtHJLl27VqWK1eOrVu35tSpU0WzMp4/f57NmjWjh4cHfXx89GYMXLFiBVesWCFaa7aAxMRE0dq1hcnJydGbRbGA6OhoybJ7t27d4qpVqzhy5Eid2RbJ/LJ88+fPZ8eOHVmtWjWePHmyyOsajYbHjh3j1KlT6ebmxgYNGtDHx4f+/v588uQJyXw76rZt2zh06FBaWlpy4MCB3LBhA7du3cqdO3dKZmmVAiXJtghA0lpYQKVKlfDxxx/LciPUqlULPXr0EM3TXUCNGjVgbW2NadOmoUePHnrbNjMzQ8OGDeHh4YHRo0eLuhPy8vJgYGCApk2bYtCgQZg4cSIsLS11alNTU2FpaYkPP/wQ7u7umDhxIhwcHIrpcnJykJWVBUdHR5QpUwb29vYYP348XFxcimmTkpJgYmKCVq1aoUKFCnBycsKYMWOKJTDKyclBSkoKrK2t4ebmBmNjY3To0AGff/457O3ti2gfPHgAQRDg6OiIqlWrIi0tDY0aNcKQIUOKbNzKzs5GUlISqlSpgnr16qFUqVJISkrC8OHD0a1btyLWyYSEBKjVatjZ2aFZs2YQBAHt2rXDiBEj4OTkpNVlZWXh4cOHqFSpEmxtbeHm5obY2FgMGzYMvXr1KnId4uPjoVKpUKtWLbi6uuLGjRtwcXHBsGHDYGtrq7PNWrVqIT4+Hm5ubhgxYgRatGhRZB4UbrNRo0aoXLkyhg8fjg4dOhTZ/JWVlYWkpCRUrlwZ9erVg4mJCUaMGIFPPvmk2Ga1+Ph4APnzz9LSEqNGjUKnTp2K2UWzsrKQkpICKysr7dx73ipagIGBAUqXLg03NzeMGjWqyHgLU6FCBTx58gROTk7F7JzPk5OTAzc3t2IWzedRqVSwsrLSqwHy50dcXBxq1KihV2dhYYEHDx7o1dja2sLa2hqHDx8W3YRXv3593Lp1C6GhoSBZ7FtlgbXxzp07CAsL02ri4uLQunVrAICpqSlcXFxw+/ZtVKxYEWXKlEFOTg7S09ORk5MDQ0NDyUytL4vicnkJ5FrMSCI7O1vv7r/CqFQq0Ymmq225NsvXpX0dvI6+vo425doRpXYSFiD32svNypiZmQlTU1NJTalSpXTuTShMXl4eSpUq9Z+z1CYnJ6NChQp6r4scC3N6erosz71c9Llc3sk79DeN3IoxgiDIDuYAZAfzgrbftPZ18Dr6+jralBvc5ARzQP61l7uFXCqYy9UA/90KSVI+fgCy9qO8ymAuxX/rI1dBQUGhBCMroAuC0EkQhBuCINwWBGG6jtfLCIKw89nrwYIg2L7qjiooKCgo6EcyoAuCUArATwA6A2gIYIAgCM/vhx0FIIVkXQDLASx61R19W8jLy4NarZalzcjIeCHLkhwLYAH37t2T3Y/4+HhJ+9XLaO/fvy+7D3LHlpmZiaSkJNnHV6lUr7RNuf2Ue+yEhATk5ORI6hITE2Xp4uLiZB03NjZWchzZ2dmSC4lA/kKrHBtpSUPOvHn48KFeqzFJ3L1791V3TRQ5D+6aAbhNMhoABEHwA9ADwN+FND0AzHn2+24AqwVBEPgaVlxVKhXOnDmjXVHWR3JyMq5cuYKPPvpI8tno0qVLodFo0KdPH9jZ2Ynq4uPj0bJlS3To0AHdunVDly5dRBeV9uzZgzFjxqBp06bo1q2baNv37t2Dj48P/Pz88PTpU3Tr1g3du3dHmzZtivV7+/btiImJwdmzZxEaGopPPvkE3bp1Q9euXYv0IzY2Flu3bgUAXL16FYcOHULHjh3RrVs39OzZs8hzvW3btmkn3fPaHj16aPNQ3L17F9u2bdP+v3PnziE4OFjbh27dumn7sHXrVsTGxmq1u3btQkZGhnZsbdu2hSAIiImJwfbt27U6tVqNhQsXws3NTXvOChw0Pj4+uHfvnlYbHByMs2fPFjl+2bJlER0dDV9fX9E2e/fujXr16gEAtmzZgvv37xe5ZqmpqUX6aWBggKioKOzYsUOrCw0NxZkzZ9C5c2ftsQvcM5s3b0ZcXBwA4ObNm/jtt9+086Vnz57a564FybmA/KRae/fu1akDgF9++QUJCQm4ePEiTp06pT1u9+7di7h2bt26hZ07dyIgIAAPHz5E165d0b17d3z88cfFnvtv27YNX331FZycnLTnpUGDBnieW7duoU2bNkXmhNjz96lTp6J8+fLo3bu33jwo0dHRuH79Ojp27Kh3nSEtLQ3Xr1/XW8sUAFJSUnDr1i29utTUVPz22284dOgQfvrpJ51psh88eIC9e/fiwIEDCAwMxPLlyzFu3Lgimps3b2LPnj04cOAALl++jOnTp8PAwABjx45FlSpVQBLHjx/H/v37ceDAAZQvX75ITeGGDRvKTjD4osgJ6NYA7hX6+z6A5mIakipBEJ4AqAwgubBIEITRAEYDkLQ1iXbY0FBWcVkgv+irg4ODbNuiqamppJXKyMgIDRo0gKOjo9YSKIaFhQUsLS3h5OQEJycn0bZNTEzg6OiISpUqoWLFinByckKDBg109tvW1hampqa4efMmGjRoACcnJ539KGgTyP9gq1evnrYfzydZKpzL/NGjR1qto6NjkcBfuE0gPyAV9MHJyalIH2xtbYv838qVK8PW1rbY2ExNTYu0+fTpU1hYWGjbLFzHsnbt2kWSHEVHRxc5fsGHiZmZmWibjo6OReZP7dq1ixRRPnHiBGxsbODo6IgGDRpog+DzbcbExMDBwUHbZuHF79q1a2uDcXp6Ouzt7bV9LNz/wm0W1jk6OhZL5lSnTh1UqlQJ9+7dEz1u4TaDgoJQtWpVODk5oWHDhjoXcWvVqoXq1atr2xKzBhoaGqJ+/fraMehLDmZnZ4fq1atLvr/LlSsHR0dHyUVjY2Nj0ZqdhSlfvryktbHgmHfv3hV931auXBlOTk64c+cO7ty5ozOplrW1NRwdHREdHY2EhATY29vD2NhY26YgCGjQoAGioqJw584drX248P9/XUjaFgVB+BRAJ5KfP/t7CIDmJCcU0lx5prn/7O+oZ5pkXW0C77ZtUS55eXkwNDSU7Zx4kYLSJVX7IufsTbZZEnQqlQoGBgaSjp03bWV9k0idR41GA7VardcJ9CLvEzn80+RccQAKf/TZPPs3nRpBEAwBlAfwL+53fTsxMjJ6oTfCi1z0kqp9kXP2JtssCTq5VY3+q8EckD6PBgYGkrbOVxnMpZAT0EMB2AuCUFsQhNIA+gPY/5xmP4Bhz37/FEDg63h+rqCgoKAgjuQz9GfPxCcAOAygFIBNJK8KgjAX+TkF9gP4BcA2QRBuA3iM/KCvoKCgoPAvImt7GslDAA4992+zC/2eDaDvq+2agoKCgsKLoOwUVVBQUCghKAFdQUFBoYSgBHQFBQWFEoIS0BUUFBRKCG8sH7ogCEkAXjbJQRU8twv1HUYZy9tHSRkHoIzlbeWfjKUWyaq6XnhjAf2fIAjCBbGdUu8ayljePkrKOABlLG8rr2ssyiMXBQUFhRKCEtAVFBQUSgjvakD/+U134BWijOXto6SMA1DG8rbyWsbyTj5DV1BQUFAozrt6h66goKCg8BxKQFdQUFAoIbzVAb0kFaeWMRZPQRD+FgQhQhCE44Ig1HoT/ZRCahyFdH0EQaAgCG+tzUzOWARB6PfsulwVBMFXl+ZtQMb8qikIwglBEC49m2OfvIl+SiEIwiZBEB4+K5qj63VBEISVz8YZIQiC27/dR7nIGMugZ2OIFAThrCAIjf/xQUm+lT/IT9UbBaAOgNIAwgE0fE4zHsC6Z7/3B7DzTff7H4ylDQCTZ7+PexvHImccz3TmAE4DOA+gyZvu9z+4JvYALgGo+Ozvam+63/9gLD8DGPfs94YAYt50v0XG8iEANwBXRF7/BMAfAAQALQAEv+k+/4OxtCo0tzq/irG8zXfo2uLUJHMBFBSnLkwPAD7Pft8NoJ3wdpZXkRwLyRMkC8qHn0d+Zai3DTnXBADmAVgEIPvf7NwLImcsHgB+IpkCACQf/st9lIucsRBAQYHM8gDi/8X+yYbkaeTXVBCjB4CtzOc8gAqCIFj+O717MaTGQvJswdzCK3rPv80BXVdx6uerqxYpTg2goDj124acsRRmFPLvQt42JMfx7CtwDZIH/82OvQRyrkk9APUEQfhLEITzgiB0+td692LIGcscAIMFQbiP/NoGE/+drr1yXvS99K7wSt7zsgpcKPx7CIIwGEATAB+96b68KIIgGAD4AcDwN9yVV4Uh8h+7tEb+3dNpQRAakUx9o716OQYA2EJymSAILZFfYcyJpOZNd+y/jiAIbZAf0N//p229zXfoJak4tZyxQBCE9gBmAuhOMudf6tuLIDUOcwBOAE4KghCD/Gec+9/ShVE51+Q+gP0k80jeAXAT+QH+bUPOWEYB2AUAJM8BMEZ+gqh3DVnvpXcFQRCcAWwE0IPkP45db3NAL0nFqSXHIgiCK4D1yA/mb+uzWr3jIPmEZBWStiRtkf9csDvJC2+mu3qRM7/2If/uHIIgVEH+I5jof7OTMpEzllgA7QBAEIQGyA/oSf9qL18N+wEMfeZ2aQHgCcmEN92pl0EQhJoA9gIYQvLmK2n0Ta8ES6wSf4L8u6IoADOf/dtc5AcJIH9S+gO4DSAEQJ033ed/MJZjAB4AuPzsZ/+b7vPLjOM57Um8pS4XmddEQP4jpL8BRALo/6b7/A/G0hDAX8h3wFwG0OFN91lkHDsAJADIQ/43pFEAxgIYW+ia/PRsnJFv+fySGstGACmF3vMX/ukxla3/CgoKCiWEt/mRi4KCgoLCC6AEdAUFBYUSghLQFRQUFEoISkBXUFBQKCEoAV1BQUGhhKAEdAUFBYUSghLQFRQUFEoI/wdVewcdkyh5HQAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"Un = U / np.sqrt(U**2 + V**2) #normalizace delky vektoru\n",
"Vn = V / np.sqrt(U**2 + V**2) \n",
"plt.quiver(x, y, Un, Vn, angles='xy', scale_units='xy')\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
},
"id": "sBxtMlmSC_HN",
"outputId": "7192f9ee-9d8c-4323-d237-e1cead7c9790"
},
"execution_count": 19,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in true_divide\n",
" \"\"\"Entry point for launching an IPython kernel.\n",
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in true_divide\n",
" \n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.quiver.Quiver at 0x7fa2f3a22dd0>"
]
},
"metadata": {},
"execution_count": 19
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"\n",
"Všechno se dá namalovat do jednoho obrázku. Aby šipky byly tečné k trajektoriím, je nutné mít stejné měřítko na obou osách (příkaz `set_aspect`) nebo použít parametr `xy` příkazu `quiver`.\n",
"\n"
],
"metadata": {
"id": "yhLe0TEpDbZT"
}
},
{
"cell_type": "code",
"source": [
"#plt.gca().set_aspect(1)\n",
"plt.quiver(x, y, Un, Vn, color='blue', angles='xy', scale_units='xy') \n",
"plt.streamplot(x, y, U, V, color='green') \n",
"plt.plot(reseni.y[0],reseni.y[1], color='red')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 288
},
"id": "oA1-kVp-A_sz",
"outputId": "24d8b534-f86a-4e6f-f5fa-f46be2ea9255"
},
"execution_count": 20,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fa2f3891f10>]"
]
},
"metadata": {},
"execution_count": 20
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "V5hgjId_CRCU"
},
"execution_count": 20,
"outputs": []
}
]
}
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