{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Load model parameters from stMSA_paras\n", "\n", "To reuse the latent repersentation learned by stMSA, you can save the model parameters follows the [previous instruction](./train_clustering.ipynb) and load it by `eval_integration`.\n", "The following tutorial will utilize the mouse brain serial dataset to illustrate this process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preparation\n", "\n", "First, we obtain the adata fromat data by `st_datasets`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Use local data.\n", ">>> INFO: dataset name: mouse brain sagittal, section: 1, position: Ant, size: (2696, 31053), cluster: 20.(1.485s)\n", ">>> INFO: Use local data.\n", ">>> INFO: dataset name: mouse brain sagittal, section: 1, position: Pos, size: (3353, 31053), cluster: 17.(1.123s)\n" ] } ], "source": [ "import scanpy as sc\n", "\n", "import st_datasets as stds\n", "from eval_integration import eval_integration\n", "\n", "adata_list = [stds.get_data(stds.get_mouse_brain_sagittal_data, section=1, pos=p)[0] for p in ['Ant', 'Pos']]\n", "adata_list[1].obsm['spatial'][:, 0] += 7800\n", "adata_list[1].obsm['spatial'][:, 1] += 300\n", "adatas = sc.concat(adata_list, label='batch')\n", "adatas = adatas[:, adata_list[-1].var['highly_variable']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get latent representation by load model parameter\n", "\n", "Next, use the `eval_integration` function to get the representation via previous trained model parameters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Generate 18382 edges, 5.818 edges per spot.(0.012s)\n", ">>> INFO: Generate 22945 edges, 5.843 edges per spot.(0.014s)\n", ">>> INFO: Successfully load model.\n" ] } ], "source": [ "adatas = eval_integration(adata=adatas, radius=150, model_path='/root/stMSA_paras/mouse_brain_serial.pt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization\n", "\n", "Moreover, we visualized the domain identification result." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: Warning messages:\n", "\n", "R[write to console]: 1: \n", "R[write to console]: In value[[3L]](cond) :\n", "R[write to console]: \n", " \n", "R[write to console]: \"getThreads\" not available for .C() for package \"RevoUtilsMath\"\n", "\n", "R[write to console]: 2: \n", "R[write to console]: In value[[3L]](cond) :\n", "R[write to console]: \n", " \n", "R[write to console]: \"getThreads\" not available for .C() for package \"RevoUtilsMath\"\n", "\n", "R[write to console]: 3: \n", "R[write to console]: In value[[3L]](cond) :\n", "R[write to console]: \n", " \n", "R[write to console]: \"getThreads\" not available for .C() for package \"RevoUtilsMath\"\n", "\n", "R[write to console]: Package 'mclust' version 5.4.10\n", "Type 'citation(\"mclust\")' for citing this R package in publications.\n", "\n" ] }, { "data": { "image/png": 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Fz0Upk2PPk2vJD429YN2AgICAgL+fQDYQEBDwdzG4diu3nXUFheE0ye4pLLnybTz4L99F2jaz3nQaeshg/a33gBCc9rUrWP2TPzC8vgctEmLKKUeya9kzVPJFYp3NJGd3sWvZMwC0HDGHcq7A6KZehKrQdebR9D+9gcJwGiMRpeOERfTevwK7XCExo4NoRxO7H10DQPtxC8ntHSG9fTeKoTHt9KPpe2wNpXSWUFOS1iVz6b3/aaRlM/O8E4m0NfHcT/8IwMnXXM76W+9mcPUWjHiE0799FQ9+6rsUxzI0zp/B2x/4AaGG/f9e5fpHuPW0jzC2dRehpiRvW/o9mhd2vzQXIiDgJSR4fge8EgiM14CAgL+L+z/5P6y87tduOdreRHbP/uP3hZtT5AdH3XJy1hTGtuxyy2Yy5mpb64lPbWV8Z7/XdmYnY9v63LJQFaTlSBFQBPjSRyZmdpL21Y1NbSXj25cfMxWjOOqNoX6M5/z431j03vP323blD3/D/Vdd65aXXPE2Tv/WP++3bkDAoUzw/A54JRDIBgICAv4uYp0tNeVIq6dRUwwdLezFbIy01erXoq21Zf92PRapcfnXt60pC0Gk1Yv7WC9LiO7Tr1dX0TX0qBfTcZ9+6sZYf7wH2nagugEBAQEBL45g5jUg4DVOrn+E+z9xLdk9Qxz9z+8g0t7I8i/8L1rI4NSvX0nvA0+z/ta7aVowk9O++XEUTeXP//hltv5pOeGmJGYyRn44TWFknPiUZhRdJ7d3CNuyiXU0YVs22d2DGPEooaYkpXSWwuAY4ZYUejxMYXCMUiZHrKMFFEF29yCKrhFpa8QulsnsHiTUECfUmKAwmiE/OEqsvQnZFOKu84fp6S7w3hvaiPdLMrsH0UImkbZGKtk8mT1DhJtThJIxCiNp8iPjxNubUEMG2b3D2OUKsY5mpJRk+gYxYmHCzSlK4zmy/cNEWhowEzHyQ6OUM3mWXPk2+q/s5tPbvokuNL4362r0/3qKZ398O2YyRrgxQXEsQ35ojO4LXscxn3wXf37vf5DrH+aEq9+HkYzx0Gevw0hEeMNP/521N/2ZDb+6l5bFs7nwV/+1j7EdEPBKI3h+B7wSCIzXgIDXOH94x+fZ/LsHgInZyDDF0XFgX9f5sZ++lNSsqdzzkf92/9a0qJuh57a6ZSMVo1R1v6umjlX08mg3LpjB8Loet9wwdxojG3e4ZaGpyIqTTjDS2kiuf9jd1nxYN4NrvH6e/kobd57sSALiQ4KrLlGh+nOWmNFBumf387aNtDa4i7L8fYITdssfvaBpwUyG1m1zyzf+WGHHHOeYmmSCj56Rfd5zkZo1ldEtO90yQrhjrJcwHPnRSzjj2qsICHglEzy/A14JBLKBgIDXOJmde93PdrniGq4AuT3DNXXHd/ZjlSs1f7MrtWXp225X7Lq61gHLrnZ1P/vdp23ZV7akaxT+Nf34y/4+99evVVem7NUvc+BzUV+uGWP9eawrBwQEBATsn8B4DQg4xFib3cw1O67n1oE7kVJy1/BDfGXHj3g0vZKSXeb63b/iq70/Zlexn8zuQR79yk9Y8Z1fUikU2fPkWpb/+/Vs/M192LbN+lvvJtrRjKgGAE/NnkrrUfPcvlqOnEO0GoJKMXWEIoi2NzL11CMB0CKmE08wGQOcGc/kzE4UXUOoCg1zu0h2dwIgWqPc/xmDymGO7rS8pInffT/E2reFGG2T3HtTJ9s+3QWqQs/JGnf8oon7f9hKNmGz4vIYt/5Q54lPJShEbB78dhN95ycJK45mtX3adO6+bSr9M2HTeSa//WmcZd9qJh+1eeJTCW79oc6Kj8TIJm3u/2ErK/6tGRHW6Vso+MvtU1l6UydjrRLRFOG+L4RZ/pUGimGbR76Y4p4vmoiWKOlmyb3/r4PI0dNQUdDR6Ip0cN+P28imJKIzxp//w+CxzyUphm0e+lojD34+ipJ0xrj7/VPovWoaCIESNXjicymyZ7QCIGck+N+LN/LtnT9ltJzmys3X8Oa1H+eu4YfoX7mR29/0Gf7w9qsZ3bKLdb+4m1+/4Z+5/6pr/6oQXgEBAQGvNgLZQEDAIcTO4l5OevZdZCwnrurbW87jlwN/BkBF5fUNJ3LXyMMATDPa+eg/6WTXOa71meefxI57n8IqOsH757/jHNbferfTNmTQfNgs9j61DoDEjE7KmZwbIWDqqUvY+dBKd+Zw3j+czYZfLa0ZW9vR89n79HoAtEgIoSqUx51xxk6azb9+ZYPzuizhVONIlpVXum3nh2ayvuC45htklJxSoigd1/yxkUU8mXvOrXtCdDGPZVe5x9xhNLOz5Mwet+vN7C0PIXHGeWJ0MY9W6wIcE1nEU9V9hSwN0wgxZjkShwWhmazLbXNf6V8XPZLl2eoYbVgcmcOqwiYA4mqUil0hL50UlkeFF7Aitw6qCWxOih7JI9W2whZMV9roYQ8AnbKJAXuUsurM/p6kHc4j5dVu2xPiR/DY+LMA6ELjEx+NYz6XBiA1p8uJSVu9Dkdf9Q5O/doVBAS8VLxan9+PPPII//RP/8Tu3bu57LLL+M53vvNyD+mQY+nSpVx99dX88pe/ZMaMGQC8/vWvZ+nS2mfFH//4Ry644IIX1VeQYSsg4BBiTXaja7gCPJpe6X62sHhyfI1b3lHaw45xhaaqVdT36GrXcAXY9ahn1FmFEsPre9xyuscLLwUwvHFHjcu777E11DO+y9NvVupmBHM7Bzw/j4BeZaBme1/ZazsisuB7pd5Vqa27uzLojRuL3SVvu99wBeira9tX8fopqBUKlhcaq688UOOLqulXgZ2+tuOWp3N16va7xmd9P1KR7BQD7jHtFsNI1RtjrzqAX32ws7jH/VyWFfoZo6u688yugZrrMObT9QYEvFqQUjI6lqNUqmAYGqlkZFJTm2YyGe6//36WL1/Oo48+ypve9CYuvPBCzj777Enrc7KR0sYa2YVdzKKYUdSGKQgxec72gYEBMpkMTzzxhPu3nTt3MmfOHL7whS9gGE7CmQ9/+MOcddZZL7q/QDYQEDDJ9K/cyLa7HqVSKGJXKmxf+qRr/BWG02z903JGNvUCsDXfy19GHmaoPArAE+OruX/0CSqyQtEukbayxJSIu+/ZIS9zlIbK7NA0t9ypt2Ad34YUklJIMnzZNAYX6O525aSp7ufBI0yGL5tO2ZDYimTokg4Gz25wDUHtxC6EWv25EILSO2fz0Htsth7tbFfa42Te4wXlV06bBq+f4Zbzl86iSUsBYAqdueEZGNV351a9kcVRT6pwWHg23SFnbALBgnA3SdWRJUSVMHPD01FxQmlNNdo4KrbQbbskuoAphuOKV1GZG55BVAkDkFRjzA97Y5xpTmFRZLZbPjw6l1bdWe1vCJ254emYwvnBbdZSHBaZ49adH57JbNM5152yjS+YH+d85QyQEFJM5oRnoFXH2KE3syS6wG17VHQB08zO6hgV5oVnElOdaxpXoswLz0SpGqvTzQ46F84FIN0s2fTNOWx+fxO2IulbrPL45SEeHHsSKSW/G1zKt3b+lM35HZSzeVZ891es+O6valLsBgS80hkYTPPo4xtZuaqHtet3snJVD48+vpGBwfSk9alpGv/2b/9GY2MjF1xwAUuWLEFV1Rdu+AqlvHcT48tuIPvUbeRX30n2qdsYX3YD5b2bJq3PlpYWLrroon3+/oMf/IBTTz2VE044ga6uLubOnUsoFNrPHv42AtlAQMAk8uz/3s59V34TgPYTDiPSlGTrn5YDcNRV72Dz7x4kvX03qqEz5fcf5Irw9RRliU6jlYubzuSHu28F4A2pUxi3Miwfd7JQnZo4hpXZdaStLKYwOCl+JA+mn8RG0q4302m0sCLrSADO3juf7YkRNoX3IhB8cM1xPJpdyerjixz9SJQlDYu4YYHztrww20FzPsqy5s0AvGnH4Yxt3Mn9Z44wY53Kp3vPo+msw7jU+AYV6bi939F7NLcnn6aQgO7tURYVp/Kn7g1IAWdtnsEOc5iNM5wHz1nJE7hv7HEkEgWFU5PH8MCY03eTliKuRukpOtENjo4uZF1+KznbmcV9feok7hl9BAADnWMTh7E87ZyPTqMVpHRmT4HXJZbwZHoNJRzpwTmpk7i72jaihJkf6WZFxpEPzDSnkrYyDFVGATgjeRwPjD2JRCIQnJk8jnvHHgegQYvTrDWyqeBEIzgjcjxXZj5I9VTQ27Sdq9L/CTgvEycljmRZ+mkA2vQmDKHTW3JmVk+IL+aZzDpXHuEfY0gYLIrM4enscyDh5K1T2DqrQB9OEojzK8dwt/YMFZyO39N6ETf1/x6AlBrnK/8+h733O9KDrjOO5pK7AhdowMFhMp/fA4Np1qztfd7thy3soqV5cm2GbDbLxz/+cW644YZJne2dLMp7N5F79g/Puz1yxIXobXOed/uLRQjBtm3bXNmAnx/84AckEgkuvfTSF91PIBsICJhE1vzk9+7nPXWu9ud++kc3o5NVKnNzz+8oznfc+n2lfm7p936A7hp9qKbthvw20lXXdVGW2FzYgV2dJd1THmSg7EUJWNq23v0skfzpqB52lRyt5tMnZdlt9EBVTbA2uhuiXj93z9hEbppjPPYssrj/tBJHRHNUtnur9R+Z3UfB2R1bp2fZwRYm1uMvnddTM+6N+R53NtfGZmPe2z5UGXUNSKDGcAXY5KtbosyGnBe+qq9UmzVrQ67HNVyd8+W1zdl51ue2uOVtxZ3+pjVjlEg25r2wWSOVcUYqXjSGQrbsGq4Aoaw3K17Bqul3b7k2+9j63DbXcHX69fopyBLr89WQWwIenrWrpu2KcA8VX7SFB8eedD+PlsfZ+4AnCel9YAXSthFK4GgLeOUipWTT5gPLYDZt2U1zU3zSjMpHHnmEz372s3R0dJDP54lEIi/c6BWElDb59fcfsE5+/QNorbMmVULwfNx5553cfPPNB2Vfwa9ZQMAkIW2b5MxOt6yGTUKN3qxBbHo7tuIZSV1GW037qUa7+7lBTbju7/ptAFNNr62KwlSjwy1PMVoxhL7fuk7Z21dIMWlRG56/rtHO8fHFrtseqJEqRJUI8yMzvW3mNBKqZw3PDnt1m2QDJ4SOdMstWgOn6ye42tD54ZmEhZOlKyojvNE8i7h05AMdtHJh6Gx06bx/n6gdxYnqUSBBlxoXh86mg1Z338eEDnM/zxRdXGyejSpVkHCGfgItmnfMJ4SW0CSdckomuTB0FiHpjGOBmM0bjNMQUqBIwYLILBTFe5CGI4b7WUXl6LDXb4ve4EoaAOaGZ2LgXRf/eTSFwdzwDLc83eigRfcSGMwJT0f1/XzPCU13P0e1CJETvLYtR8xhZKMzm1Uaz7Fr+bPPm8Y3YP9IKXkmN85z+f2nMA548YyO5SiWDhwurlisMDqWO2CdF0N3dzfve9/7uPfee/nUpz41af1MFtbILmTxwPeoLI5jjew6YJ3JYGxsDIBUKnVQ9hfIBgICJoGRjTv47Rs/SXr7HpIzOzEb4gyu3oJdsWg+rJve7hI/ek8PWkOED/5qFr9/wx42NAzQpjfRZXawIb+NcSvLrFAXYRFibX4LKgoLI7MYszL0FHeRUuPMDk9ne7GPgfIwnUYr7Xoz6/JbydsF5oe7UYRgbW4LIWGyMNLNQHmE3tIeGrUkM82pbC32MlJJM93spEFLsDa3hYqssCAyi4qssCHfQ0QJsyAyk77iALvLAxwRncfnpn6QO0eWcdvg3eTtAo1aksWRuTyYfgqJZG5oOqpQWVedPTw1cQzr8lsYKI8QUkw+FHs7p42cgmVLHg49Rj6c5ciRI2mnhb3RPXxLuZ4thV4UBJckzuVtY29GqahI1WZrcguzRmaDFBRCOYaNETrTUwDYHe+jodRAqBgGIVnduIbSmM1RlcU8rj9NKh5j/vB8ADLhcYpKkaZsM3voZ2XDs0TyMV5XOB5VEWxu2MzskdlgCyp6mV2xXUwfmeFc3+gwqq2SyCcBaEhFyWQKlCsWK7XV7E3tZfrQDObImSwLP8qToRU8nnFmQ4+OLWKoPEpPcRcqKqcnj+HJzBrSVpaEGuPY2GHcP/YENjYzzE5SWoKVWWf2/MT4EWwv9NFXHsBA47TUsSxPP0POLtCkpVgQ7ubh8RUYWXjvX2Zx2L2CoeecGeqTr7mcNT/5A6NbdmLEI7z1L9+l/ej5L9l34lDmqt6N/HTImRW8un0Gn26f/gItXr1M1vN7b/8Ya9fvfMF6C+dPpa01edD63R8//elP+cY3vsFzzz33wpVfQZR2rye/+s4XrBc+/HyMjsn57j+fbOAXv/gFIyMjfPSjHz0o/QSygYCASeCxr95IerujbRzb1oc5GneD0A8+t5XvfL1COQyQ49f/OMy2oqPV3FseIqZG3NXsWwq9qCjY1f+2FHrJ2M7Mw6g1zlhl3JUI9JX6kUjyVVe763YGCrLIrlK/67oerozRqCUYqTha1O3FPsatLKWqG3ttbovrOs/ZefpLw+yu6kmfzW5gVW4jISXk9jVcGWNdfqvbZmPBc4E7+9vMYFUSULCLdOe6wRaoCE4rnIRaVrCqYoNstsgW3ZkptJE0Z1tQKs5Mr7AUFuUWUqiOM1SI0FnwXHsd495MN1JwbPYoChWn7gnlYzAzGsXq0v5YPk6MOADttHJB+lysiYQFNhyeXUjedtpqZZ1Z47NcjWlDtjaNazZXpFxNfHBk5XBCmaPcMZ6efx3/a93i1l2RWeueJwuLjfntrgQkbWXYmO/Brp6LnmIfFL3ID89mN7hSihIVNuV3uOWhyijr8o4cohSF207aQsd3vRnyp6/9hRv6rDSeY83//T4wXv8Kxq2Ka7gCfH9g52vaeJ0sDOOvM0f+2novhmOOOYYpU6ZMej8HG8WMvnClv6HeweT3v/893/rWtw7a/gLZQEDAJKDW/cAqumdECE3F9n3zdKW2riZqy373sF63Tatr698uqv893373LXtjVEXtStv6MRpCr3GBgxNjdYIQBlHhyRzajOaauppR+9Nj+s5Xk5aqkTmoZm3d+oeXv6xrf31dIUSNy1/X1bq6ek3ZP0ZVVfDL7vbpx3+9EXTq3rlq1lMovmvaXndu2vQmrx8UUmrCt62urtFUU271tRVJEy3mreqNdta2jXfVSkIC9k9YUWlSvXthimYcoHbA30sqGan5ju0P03TCZh1sCoUCTz/9tFu+8847+ed//ueD3s9kozZMQZixA9YRZhy1YXIM8wlHfr1Dv1QqMTQ0RGdn5/6a/V0EsoGAgL+R/pUbefAz3wMpOfVrVzCwajOrfnwHqe5OTvvWVTz5tZ+x44GnKQylKaUzhFsaUAyNwlCarYeVeeJzKTIpSX9piIgaplFNkLXzDFfGaNCSRJUwo9Y4GStLq96IJjT6S0OoikqjmsKiwkB5hJgaIaXGGbezjJTSNBkpIkqY4coYBbtIq+FEeN1bGsJQdJr0FEWrxGBphIQeI6nFGKtkGCtnaDUbMITBYGUUS1Zo0ZuQ2OwtDRFWTBr1FDkrz1B5lFatkQ+V3su8ymzGzDHuMO7i7YWLCVXCrA9vZL2yiYvz5yMk3BlZyhZ6eFf2EuJahFvDt3NB8fU0FRsxTQ1DU2kpKSRshR2GhSVgalHhUfVZ/jf0Z9rtBr6YfzclNcqoLimWK5RKFUxTx9RUWksKESno1S0K2BQKZRRFEArpVCo2xWIZw9DQdZVSqUK5bBEK6aiKQqFQRkpJKKQjgUKhjKYqGKZGpWJRLDoxJg1dpVhtGw4ZCAGFYhlw+pG2Tb5QRtdVDEOjXLaqY9RQVYVSyWK7tZNfRm9HCskl2QvpVwe5N7yMRquBd+TezD3mg+wx9nJZ4e3EyjF6Qtt5Sl3JW/IX0iN7+U30D2hS4x3ZN9OiNnFL+DZW2M/RV9pLm95Ms55id2mQkUqaLrMdU+jsLO1FseCdv+pk3j0Vxnp2E0rFiE1pIT84Rmb3EDPOPpY3/vIa9MiLD13zamZFLs2X+7axs1xkR6lAq2Zw88xFHBmJv9xDe8l5NUYbePbZZznnnHOYPXs2J510Escddxxve9vbDno/LwUvV7SBTCbDTTfdxEc/+lG++MUvcsUVV9Dc7Lww33XXXaxcuZLPfvazB62/wHgNCPgbuWHOWxnf4WR0CrekyA+Mutvaj1/Ensc9nVTrkrn0P7MRACum8t0/qWSkE3dzdmgamws73LrHxQ7nicxqtzwr1MWWgvNDHlXClOwy5arL+/DIXFbnNrp1j4otZEVmrVvuMFrc4P1NWorhypjrql4Snc8zWS8CwZHR+a6mUhMqEREibTtu7GlGJztKntv6uNjhJNIpLrcuc/8WiZjkckW3rKqK634XQtS8hUciBrmclyhhZiRKW/F5HEC6AmXbLWbDCqszY2752EgStehsL0mbFbaXOMA0dYpFbyV/NGKS9Y1R11XKvtX6fsJhg3zeG2P9mAVeDgVNVahY9vPWDYV0CgVvHH5MQ6tZoLLPGDXVlSLUUwjneXflSrc8LzyTDXkv+kJYMcnbzr6ihPjE6SV3Fr5x/oyahBSnf/sqlnzskv32E+CxtZjnqHVeAPYTo0n+POfIl29ALxOT/fweGEyzafPumu+GaWrMmdUx6WGyXi2U924iv/7+msVbwowTnn/6pIbJeikJNK8BAX8D0rbJ7vZWaheGagNn5/tHaso5n2FbUCtkpGfYDJZr6w5W6splr23Wrg007w+Ftd99+cojPsPVaVtb17+virRIS88IHNxPP0nZQC2177+1r8MH2la/9YC7feHyAbbt847+t7yyH6DpC+7mABX2PRx5wO0HHJO068peBRtZY3HvU9euLQfsn/rrY/9NN1HAX0tLc4LmpvhLmmHr1YbeNgetddZLmmHrpebVcyQBAX8HuYERHvnSj3nsv35KMZ1l7zMbWPbZ61jz//6IbVls+NVSln32OnY+tJJKocjT195K+7FetqS2YxcQn+6EmlIMndTsqRiJKBLJhksTrLi2iz0LBaWwZNunujjMl9FpUWS2qxMNKyYzzamEFcd926o31WZ/isxlbmiG0w8K88IzaK5mrIqrEWaFutCr76LTzI6ajE5LYguZaToZqwyh817zrTSpDSDhrcp5/KfxaebJWQCcbB7Df4c+S0o6Mxzvjb6FebqTlSqqRHiv+RZWaKt5RjgxazVdQREKuuZoPMMhnXBIQxECISASNgmHHY2gpimoquLqQxOmQatmguo8lERIQ0Q0x9BSQJgqwqxqRzWFqKbSbURQgAXhOJquQlWzakYMlkSTRFDQVYVuI0yDWQ2zZejM16NMM8JoCBZF4hwRTtCg6gjhzP52VuM5dmgmh+sx5oaiiOoYu7UQZvX4OsJhuiMxFCFIqRpLIkkOiyTQEIQ0jVlqiFhVK5syTWbpEfRqZrKpkQhLYikiQkVTFbrNCE0hZ4wzjDCHaTFmGI5OuCkUYlYoglo9vmjEJFI9j6qqkFRjHK8fCcBCfQ5f4lNcKt6CQHChcRY/0b7FESzEEDrdkS7u/+kUxpvhuX+M88vrTR79jyYsVRKb0sKWPzzEcz+7k9Gtu/jDOz7P7W/6DP0rvVn9AIdZZoRPtU1DAVo1nWs6Z73cQ3rVIoSgIRWlrTVJQyoaGK5/B0IoaI1dGB3z0Rq7XlWGKwSygYDXMFJKbj72Hxlc7azQnnLyEexdsYFKzlm9PfeSM9n46/sAUDSV6eccz7Y7nQxI0fYmUATZvkEAOk44jN1PrIXqLNaeHx/Hj+c8CjjZkhbTzRPScc13GR2krQxjlhPs/rTEsTyY9oLMn544jgfSjnsyJiK0Go1srQbSPywyhy2FXneV/5nJ47mvmv1JQeHY2GFuSKZWvREVhd1lZ4wXRs/korHzaZQpsuQIpVTUUcd4EsIJ/xTPpFBRUE3Yaw3SXGmmRJnx1CjaaIgkccbJkJilMdXqpLfHm5mNxUwyGcdVPbEQyradn5doNEQ26yUcmJaM0+kPRxhWIV91kSs4s4TVXyYRM5AZn9s+YSLTnnsdQ4VSta2uIEuW+7CTcQMx7mvr35cAKUBMTDz6xwCQMCDt1JVSIqI65BxXphTOA5bq8YmYgT1e9B6ycQPGfW1NFUq2N8ay5S2m89V1TqQB1THa0uYZpeDKB+plCLGEQSbttQ1HdPI5Z3tJLfIh/TNu5IojInN51ic1ee/6o5j+kWfdcsPcLjcebKStkQ9u+x3KIZwic7KoSIkKr1mDKnh+B7wSCGQDAa9Zytm8a7gC7HlyHVbRMwR2P+FpSO2KxR5fuT7I+8jGHa7hCrDK9LSsBVlitdLjGmO9pdosMpvrwkr5yxmZI1P0gnJvzG+jJCu+ul4/NnZNub/O5a/lDBplCoAoEUJ5nUI1C5WU0Jhrcl2hVhGacWaFDXQ6sh2UqnrbODGmlZq9sFJVSiXP8JswWifw60+Bqp7N9/NT8u2rzostS3W6z2JdIHP/9rJdY1SIurY1+5Ig/MMs1XYsSpbrGBZC1PQjJDUaCFms1Boz/rpC1Gh3Kds1USD8/QCIsleWiBrda6kuiLtVqj3PFd8xjFoZxhVPArKzLgtZr92PP+DT+M4B93Nu7zCVXBEjfmhlGHop0F6jRmtAwCuJV9c8ckCAj9zACJtuf5ChdT0ADK3rYdPtD5LrH0FKyZ4n19G4YIZbv2lRN0bCe1g3zJnqflZNg8b53qM+3tVGfJojFyjEJP0fmMbAIsddPNIh6WrxsiXFlAgLwt1ueabZRbMvo9Oc0HQ3Y5VA1GRLalSTzPWVTwwvoaEaOqlBJrnUfBPt0gnDNFd2c6n5ZiLScT3PMqbxRu1shBSEpMnh4Tm12aDCvmxQikI0anrbQnpN6Ch/5igAoQiaGuOoqoKUMJY1KdveuVO1EIrqrWC3RQRFdYxVRQhaSxoUvNlSEfWFpQprEPKFmororrQARSDCvrqGCjGvLGK687cqSlj3fuVU4eyryojU6LOcMQ1k4Y+7DPLVyjawbK/Oc4PVfjWBiPrOQUhFhD3jW4noMBGmS6mWJ061oSJiXlsR08H0zWiGNe/4VOGUJ4Yc0miNOedVRzAvkWSK6YUgC4dN95pqmlpzDaeF2zk9dLxbPiwym0bNCe5uCoNpzdMRptNXpLWB1iVz3bqtR81j7c1/plIs8dy2Uf7rpjX87qHnXwX+UmMXiqQfXkH60ZXY5QrlgRHGHniS7JpNSCnJb97B6P1PUNy5B2nZjD+5hrEHn8LK5LCyecYeeprxJ1YjLYvV+Qzf2LOdu8acF9I/jA7yzT3bWZfPvsAoAgICXi4C2UDAq5LsniF+ftIHyOwaQNFUTvrSB3nkP27ALleIdjYz++JTefaHvwWgccFMrEKRsW3OqvquM45h71NrKY3nUE2dKaccyY6ljls/2tFMrLOZvU87EoCmY+fy7Wv62WEMIRBctv14bp22goIoEVXCHBs/jAeqeeenmR2YwmRToQdwsiWtz29jpJJGReGM5PE8kH6CirRIqXHmhWe6EoD54W7OLZ/OifljGWKUnQ07ODq9BGEpICR7U3toG3FSwlaMMo+HnmZx+jDixBiLjRApR9GLjgHVkIoyNpbDlhJFESQTEUZGnQd1yNRRVcVd9R6Ph8nnS1Sqs38NDVFGR7NI6cQ2PXxRFyvW5HjkGWd2OBWXtDYqbNruzOHOmKKQztgMjwlURXL2fIXZ29OYFRzj7vAG5MRsoioQuoosOGUR1ZH5sjsTq6RC2KOe9EAkDOSEy9xQnZnQ6gynSJjI8aI7213TVoE7dxn8bHkZS8Kp81RW98HwuE1Yk7ztRJO/rCiyN+vodr90kcEio9pWU5woCPnqmKM6FCpgyf2OUUmY2BMSB00gVAVZdM6liFclDPsdo0CENWTWCeeVMQUxqSCqx5dPaKwaHXEnfxsbogyPONdQVRVMUyeXK2JhsSG2gW9VfsxoVaZyVvJ47q1KTRp2K3zx1qMZumMF4MgF9GiYsa1O+sjkm87lk+PzGK/KJX74L8fxoQs9LfbLxZ7/vY3iDseDEZrVRWlXP3ahGl3hmIVkn6p6SVSF8Pxu8s9tBkBrSoKiUBlwFi3uPW4BF08Pka8uYru0oY2bR5xIInFF5eF5xzDdDMKI+Qme3wGvBALZQMCrkh33PUVml+MGtSsWq3/yezfDVbZvkLU33+XWHV63rabt8PptlMYdY8wqlhnZ4Lnis7sHye313PFDT22iV63qIJHcN3c7har0IGvn2ZDv8cZUrJULPJfbQtpyhJ9W1eVfkY5hM2qNu9mSwMmW9ZnyFejotNPCtEwHJatqQEnBtNw0ilUJgFbSeV3pBLdtMlMbHSCXL2JXrR7bljVhrgp17v1spuDWBcjnS67BVCpVyGSK7B3yuarHBemsRFanHXt2SSamIC1boPaVHcPVOWEwWIBE9WfIkkjLc4vLfKVGQiDztS7zmnK9PCBXrlmRb+d9x2XDlr4KFemM68ENXif5iuDOVRaD2apmVsLqngqLJiYlK7bzb4ID9VNfrkikTwIg87VtJ4x2p6F0j08IQbxUHXgVPW/VRG7wh+eyLNu9pioqlaxgVBt3t/uzn4102Axu7HEnif33NsCjz+xi3Lcw6d6n97zsxqtdKruGK0ChZxf4JCyFLb4Uo5ZNcZuXx70y5IVaA3giPUpeegkkHsyMup/HbYsVuXRgvAYEvAIJZAMBhwRSSgrDaWzLefjblQqFkbQbEqicK1DO5t260fbazEPx6R015aSvHG5JoVddsxJJaEFt3dDcNjdMjoxqxLu97ZHZbWia9w7YZbbXtJ1menWjSphGNbnfbUIKZpvT6tp62UimqG3EFS9zihmqzf4UMn2ucwGhkOemNk2tRo8ZMmslAFFfXUURhDSfXCBUWzds1vYr0YjHvPq6LmhOeXUakhqm4fWdTXiGQFoKdoZDVCci6S9DxZ/lyvCiCaSLsDqtMVKdmNydgVGcfqSEzeMKG9OOhKFYgS15rUZHOup7T5dCUNa9cmujSizijbGzVcWvauxs8b3jq6JG0kBYd8c4XoLn0hrD1ahmezPw3LhOoVIdY1pQ9i2ASqPTV120NlaANWMaY9Xj68sK1mQ0zyY3VWfG19+vj2TYkwvEVZX2iCctmB+eWZOl60RzCY2+cGfaCV3ebltSJGZ49+VRHQbTLM/gO+2I2qxqBwNpSwo9fZR2V182C0XyW3qpjDoG985SgQfHRxirvtisKRcodTjf77KAdfOmIqv35ZiusmLBFPpDzjXrjZuMTPUyi1nJGGtntCCBoiLQmlMYvu9Gt+Gdt5BQqEhJybad358duyn21eqGAwICXh4C2UDAK55yNs/vLvoUux5+ltTsqZz1vU9x1/v/k+zuIWZddAozLziZ+z72daQtOe1bH2dw1WbW/L8/osfCNB8+m7Ftu8jtGSbS1khiZieDqzZRyRVpmDcdLWwy8OwmhKLQfMxcbrlihMe7dnHqX2JctGo2983s4c63jHLYcBtnPNLKjy/cgLmnxOW/moMi4Qf/sIncFI3Do/PYUxpgV6mfRi3J3PAM1uW2MGZlmGF20qinWJXZQAWLw8KzKcoymwrbiSphjokczj9l30WoFOaPobvZG97LYeOLWFiZyx2xP7NQzOHY8aMBiEVNKpaTSUpVFWLRELlckXLFwjA0QqZOpjpbGo2YICCbLSIExGNhiqUyxWIFTVNojISZUVBRLEneFOxSKrTmJQk0hsIwZleYWlAYV2yGI4JwQdJRVtij2+RjKooe48/LcpTKkpAhaGsx2L7LmfFrTGoIAUOjjsExrcNgYKRCvmAzS7NYOFXnzztsKjY0xBTmtWs8trlESIWz52rMtUrIHVkwFAanp/jsXTajWUk0JHjHCTo/XVZCSMk7j1YZsVT++Iwzw3nO4Tqb91ps7beZ3yx532kmf3y6xEM9knPmCs5cpHP9/SW2jQramxRMXWH7HmeMC2ca9A1UGM3YaCosnmOyenORSkVy8WEK7zpWQ6lGUxBhzXlxqup2RwyTz/6+wtC4JGwILn2dzv9bVqJiwfRmhcO7nDEmTclHT9PZM2pz01MWthT846kGtz1RZjwvSUQElxyj89OHStgS5nWq/MdZEm1CShEzkMUKlG3SVBhP6ETSZVJSZUi10aMGyXFnTIWQwkYrT65QYie7WdOwmmg2zutKxyMUwdKG+/i/8duolCu84S+NnPd4FwPLnBBozUfMoZzOOlIaIci+5z3Mfsc5vP3M6Qd1lb2UksFf3UVu9SYAEqcfS271JipDowhNZfu7z+Xt+d3kbJvpRohLUq18q38H8VKFL+0qcEdXkmWaxeyxPJ/LqlzdEWKPsIkhuGpc4b/jFtg2H+/NstBW+Ld2g/6wzrsKCut0wTOqhQKcFkvxZC5NxraJKSpHReIsq87Cvi6a5IZVA5SeWQdA8vTjSJ19wvMc0auf4Pkd8EogMF4DXvGs/skfWHr519xyw9xpzur+KlrYpJKvGhWqgvS5EJOzpjC2xXMbJmZ0kO7xXI5CEcjqyvjes8L89Ate/KbuUBdbC94ilQ69hd1lb0W2n1atkf6K53KdE5rOJp97NqnGGLMy+2vKMebhfC7j5dEOhwzyhdJ+6yqKgu2LalCfDcowtH1WpE9Qn1WqLRxmZsk3q6gptS5xP/5wVIDWleT+7RZPrfaOKRpRyOb23z4cEuQL3k9NQ0JlJO3tz9QFxbKzvVVYXGp4ERbuyEX52RZvnG2NKnuHvbaq4nmNhahNhNDWpLJ3yKvbnFIZHN1/1qpoWJDNe407mlV2D3p1b34bhOpDIVT583aV/3vCa9vepLJn6HnGSG2OgdYGlf4R63nLXznDZv7E5KFCbTSGkOotfIN9ruEzVoZitbf66785vIV/rXzVLb/9G2Hm/mn/913bMQt41/If73fbi8HK5Nj53ze4ZSVkutpVgK+8fhG3Jb1rn1BU0vb+r1+7ZrCn4o1/mm6yo+ztS0NQeZ7EAl26Sa+vbodusLvs7evWpRtZMJp3x9j1+Q//tYf4qiN4fge8EghkAwGveDSfSxRAq3Nlq76yatS6U7U6F3n9dsXnPjaprWuK2rqm4lsxjkD1fX38216orFO737CoPT5/RID68oG27a984Lp1X3/xPJ9xjPwaVEEqUSuZj0d98gFN4Du1JGK18ULjsbq2MW8sFZ9cAKAtVdu2LeXVVRRJU9Lb3hBXaobenKxt25T02qqKY7D+NXUByqqvrIoaG7KtYSI47cS+vLpCUDPGVELBv6vm1PP3q6mQjHplS1NrjHOh17YVvkgLKAJb9Y7P3Oe7UXt8HVqL+znUmED1SUSSMzs5GEgpa14uhaEjfN9fmYzVmJdTtdrv0VTd+66kFJWwL/B6p177PerQ/N9XxyCdoF0z0Hx3ypS6tp2+tqYQNPv6UVPxfTO2BbwqKJVKHHHEETzwwAMv91AOSZYuXcrxxx9PT0+P+7d169bxsY99jGuvvZaPfvSjrFy58qD0Fcy8Brys5PpHWPrRr5PevpsjPvIWmg+fxYOf/h4Ap33jSvpXbGDVj++gNJ6lMDqOEY+ih03KuQKlbJ5QKg5CUB7PIZGYiRhS2hRHM2hhEz0SwiqWGa9kufffwwwu1Jn7hzzdS0vc/+UYlbDC676RpZAUPHl5hELYZrQyTkQJEVZNCnaRrFUgoUbRhErOLlCUZVJqDBCMWeNoqMTUCBUs0pUsMTVMSDHJWQXyVpFz1FM41j6S74qfUJRFPiQuZa8Y4Df2nbQqTXxaXk6b3UK5bKHrKoqiYFk2lmWhVy1Aq2KDcAxQIQSVioWqKM7MsZRYlo2qKgghsCwJUjJNDyGEYHspjyYE3XqYQbvCULlIVNOYrYXRbeFMCU6EebKlY4OpAoFAWhYIZ5U8UiIrNkoyhDG3CSkEy54Yo2dnnpG0Rb5g05BQ0TTByFgFKR3Nq23DSLqCaTgGbyZrk8lZxKMq0YjC6FiFYlnSkNRQFBgerTBLszi70Wa4BLcPaewuaCR0lQ+m0jSUy/SoIR7Km7wjMs7eLPy8kGRXUaGv3+mns0VjPGvTP2LREFdoSqkMjFiMZWzam1TCpqBv0KJiSaa2aFRs6OuvEA0L2ptURsclg2MWTUmFVEKhf8gim5ecd5jKxfMl311msWVE4cpTFI5X8rAnT07X+PFYnDUDMJy2aWlQSUQEu4cs8kXJlBbn+Hb1V9A16GzRyeZt9g5bpGKKOys8mrFpa1SJhAR9AxUsG/7pRJWRPPz6GYtkWPDZswSz4tKZDdcVMBQoOovJhOmE3pL5Mmlp0ReyKdo2+XwJTVMJhXRnsV0pz23hO9hmbGdLcQdZK88bH5vGGT/TGNnUi6JrNMzpomXxbE792hWEm5L7/xL/lZQHR+i/6fdUhseIHbWI0NzpDP3mHqRlozWnuHZhKz9pMmiTCt/eMMJ3ZiZ5zIRO3eCkcJwr4k0YCB4v5emzyrwpnGBFMcdt+TF6yyW2lQo0qTpdhsGecpk9lRJTdJMmVWNbqUDOtplthhHA5mIOU1GYZYQZtSrsKBdp1XQ6NIOd5RLDVpnpRoiusuSdj23idbvG0JtTSFtSGRpFjYZpufSNmFPbX/C4X228FM9vKSW50TEqxRKaaRBJJV+SpBDXXHMNX//617njjjs4/fTTJ72/yUTaFpXdy5G53YhIB1rH6xDK5CUdGRgYYPny5bz5zW9m27ZtzJgxA4BjjjmGO+64gylTprBjxw7OPfdc1q1b96L7C4zXgJeVP7/vP1n/87+45XBLivzA6D6fAdqPXcieJ71EAc2LZzO4ygmBI1QF1dBd+UDDnC5GNnku/3U/XsCv56xxyzPMTnqKTmisiAhTouSu9D8sMoc1uU1u3SOj81mZXe+WW/VGNwFAo5ZkuOItaDkqupAVWW+Mnw9dwZLxI92yogg3gH99tqREPEx6PO+W/dv97cBJF5r1RQmIxUJkMl6IpsWhOJGJXWsCKl5bEdWR2fLzlmtc0/Vygc44+sza6AW/+8sg67Z4bn5DF5SqEgBFqcndQGNKY3jUkzU0JDVGxvYvcwiHFPIFr/FbWyymp71+iOrgG/cH1sUZqThGeEuDY6xOMK1NY8der59EVCGddfateImyAOhsUekb8NpObdXY2e+19UsAjmuy+FdfqrAdoTCfeNI3w9eosscncfBLBhoTCsNp7/imtWvs2LP/MdbLId5zrMLFM7y6IqzVRl/wdTSOxXOWd94iYYOcT2pyb+RBflC+CQA9B599o+aekHhXKx/Y/FsOBgO//LOrbQUQIQNZlcdIReGYNx1GpTrjPssIsaXk3c+/75xTM/vpxwZO3rXBLc8zI2zwJfaYopvs8kkC/NRLDeaYYTYVve/gdc/s5uQt+1+kZU7roP1Db3u+w33VMtnP73T/AHs3bqbiSxijmQZtc2eTaG05QMsXxyOPPML69ev58pe/zE9/+tND2ngtbb2d/PJPIbOeZE5EpxB+3Tcxut80af3ato2qqjXGazQa5emnn2b+/PkMDAxwxBFH0NfX96L7CmQDAS8r9aF5CsPp/X4GyNeFuSn4ytKyXcN1f3UHZW15uOLtOyfzruHqbKuv+/xtRyvjB6w7UB6pKfsN0Eq5VrtXLlfqys+fscqfdam+LkDZr3ut1L2f1ulaZblOx2kfqO5+9Ib1EyIHmCD5G6ryt0601GSpeoF91ZQPtG2/AztARweq+0JjehHdHKjfF5qxqrk7RG19US8teVEc4Ajrxlg/5r/l+P+We6z+6ERdbeVvuakCXjTp/gF2rV5bY7gCVIoldq1eS7p//2sOXizZbJbbbruN97///ZOy/5eS0tbbyd39rhrDFUBm+8jd/S5KW2+ftL73kaIBl1xyCR/4wAcYHx/n5ptv5nvf+97B6eug7CUg4K9g1/Jnuf+T/8OqG+7Atm2e+9md6JEQSlWLl+zupO3oBW79tqPnu2F7tp+ss+pLHSitTrgoZWaKld/oom+xQj4uWfmNLlZdN4tMgwQh2HvlTFZf1YSlSpRUmNa2KUQVJwxOu97MoogXq3JxZC5zwzMAJy7m7NA0WqoZsBJqjG5zKqZwZtNmmJ0sic532y6JzndDXh3Hkfyn/ikuEq8HCdO0Ts4NneLWDYf1mgxI0WgI06hmnVIEoZCBWhVDGoZKLOqFlWqPRWiuhj+KCYWF0QRdhrNdVxW6IhEU4Tx6Z4WjJH2ZwojpiGroIATO5wktpKaghDX3wSzCGkQ8PaqI+jJWKYAtsQZ9s5/AaccnaUppxBSbS5vKfKChxGzTYoZu8aHmMu9tKpNQbE6KVnhXOM9FyTKmsHlTqsy7I3mOj1aIRiucemaas84Zo7GphKELImGFVMIJWxUJKzwtTTITIaJiOsKsussVgUgafPWoMrOiFm9or/D1hTlO7ARNkVw5t8RX52T5p+4yDbrFfx9Z5LuL85zSUiGkw+ULLL57TJGOkM1bu8p8ZU6OI9ucWePDW+HjM/J0JASaChd3S64/tsiSlMUJTRU+OqcM8eqYQipTw5JPzCuhK5JjO+DKGUWaY07bd8+1+cACG0ODSEgQjyi0NaoIAQ0JBUVxNLuq4ixKS8UFYdPRDk9p1ZjSqqEqEA8LlvepXL9ac3IlGCpS4Ek/TNX5pwjGhEWvYbkhz3RdRQiBaWgUKXJj+Jc8rD9OSo2jozGjYRobru5CiRjo8QhGPMqd7/0SuYHal7C/BWnbjNy9nMrQKErEuWe1xiRqMoowdGxD46aT5jA9FEEXgkZVIyQUpugmKnBCOEaDoqJWjUVDUTFU574QQFjVuLm9mzZF459TbXynuYsloSgqcEYkwRcbO2nVdObqJr/vnMOfpsxloR7i4miKm9pmcn40hQq0aQamgBZNR0Pw1rEKp2QthKmDqqI1N6I1p0BVUMImdrHE0O33YeXyDP9pGXt+/GvSj66kMjrOwM//xN6f/JbC1p37PykB+yClZO/GzQess3fjlknRG3/ta1/jc5/73EHf70uNtC3yyz8F+12Y6Pwtv/zTyOdZ9DgZXHfddei6zrHHHkssFuOtb33rQdlvIBsIeEkYXr+dm4/9R6yS4+ad+7Yz2XjbfYDj8m8/biG7H3Xc+pG2BqQlyQ+OAtDwxiP41KdWYmNj5OAt+eP5dfRxKiEnzeU8pYtVlhPQf67SRbZ/mF3NTrahN8hjeCDzFIW4M47XJZawPP0MAAklRoOeYHtVPnB4ZA6b8tspSOet/7TEMTyYfgoABYVj44fx+LiT8apVb0RIwd6Kk1LynZELuWTsYvd47YYS5RGJiYkiBJGo6br1TVOnXK64s6mpZJTRMS8VZUMq6ma8UlWF+UaUWNGpW4qqmAXbnR2tJA0YLaIJQVnaqAkTZbzqSp+ICzoxsxqrutmr33iRNJFjPndqVINsxWsrcWdeRdxAjvuiGsxvRm2qzXtf+st27J1VF/qEcVzNPCUaTeSw15doCyP3eu7ZHcfbDEWdY1aEygN3tWLZzj46WnV293vygPdNtWkYqJ4vx3qBXPXHOKxC3uembw0j+71+REsYOVAtKwKpgJiYmU4ZMOqb8WmNQL/PUG8wYcTLloX0jo9GEw5wfDKiIapZqvYInSvXRFw5xYIZOut6vOObN11nw/byxBCJhAWZnNNPfQSEC4/Wuazbdw3Dmpv9q4LkGZnDqnYUjZpks17dPzT8mZ9mfuOWZ5pT2VZ0jK1pw3He944ydvX7Ouctp/PGX3yFv4fxx1cx/IcH3LLe0Ux59yAARV3l7DctJl3NcDXPCLOh5J23j6TaeG805bUVCuVq3Yl5z4kHWEjVKPiSXNSXNUWhUj0XqhBYvkffoJRc1LfRLX99V5FzH61KhUQ1CkLVs6M2JrGGPQ+LOa2jJmmC3t5EeY/zuyAMnamfeT9KqHZB2KHMZD2/syOj7Fjx7AvWm3bUEUQbUget37vuuotSqcRFF10EwIwZMw5Z2UB51zKyfzj3BetFL/wL+pRTJ2UMQoga2cDg4CC33347fX19fO1rX+OOO+7g7LPPftH9BBm2Al4SBlZtcg1XgL1PeRpSadmMbPD0qbm9tbM8o+t2YFettVIEHm3opVJ9BhdlibV2j1t3o90LXkxyVpu9FHzeva15r5+0nSFd9PSKG/PbKUrPeNla8GZNbGw2573wXBOaV/cYCrUuxEg+SqGa8cqWtVmsinVZrPKFWj1ezid/sCwbu1hBCOeraubtmpdqrWC57ktdKDWGG/VygHyl9oW8UKc1PUBbWVfXzpT2MV5lxndcVu07sczV9ZWre/PPVSBa3be0UFQby3ZmfDPZ2rEI/75k3bjztfvdJytXzp9pSyL8u87W1hX5cu38Rf4AUoz6fuuOV/jO30jGrtEBD43VHt+ITwdrS1zDFWB4rLafgdG6a+y7bpaUruEK7BNCra9Uq+XcUxr06g6MY5e8xR3jvXv5e5lINuCOa9x7IcgowjVcgRr9KcCuurLluyL1sy4VWXsurLpyxa49N35kXd2dlq9fiWu4Atjj2Zq6lbqylfbKslTGzhdfVcbrZFEvFXix9f5avvWtb/HMM8+45ZGRES6++GKuvvpqPvOZzxzUviYbmdv9wpX+hnoHg0svvZRbb72VVCqFEIJ3vvOd9PT0EI1GX9R+A9lAwEFhcO1WNt/xIPmhMaSU9D6wgq13PoJdqTjZrzJ5jLhn7DQunOl+VqMmY/84k2LEeaAYC9sx5nqZfMRZ0wkJbxHM7JCXiSqhxlgY9iQAC8IzadEbaupOhLRSUZgdnu5ua9UaXbkAwMLILJKqI0tokY38o3kJU6Szmvhw5vP+0D8Qk84Xbp4xkwWGlzYzGY7VhKKK+B5WqqoQ9UkAwmEDreri1RF0RaJEhWMoRIRCS8Q7T6auEov4Qv6EdW9Wk6qb3y3UlSfcx+6g9JoQVMKfpUkVznZ/W1/YpX5bd40FCTzbL9x4qVJKrM2jnvscEEnDmcmcKDeYbmaqdIvF0AKQ1eOwEipWu1c3okdYuKiMokiEgHnzLCLVkFYhE3KzFWT1l6vSqLH3GIWyUZ2Naw47C7kmzkfC9NzphoJI+oyIhO7Mpk7QFHJmLsH5ZUya3rkOqc4xTJAyIFl3fBPnWhNOPxO/rlENmrzMTXOmGSxsdzYqCnS1aURCTj+RkGBqm+ZepvYmldld3nmd3WW4obQ0FUIxjRV7JyQgAuG7hmbEYE4szsRVjEZD6NXQWqvUtcQiYYxqOLg2vYkjYo4cJjwGb1u9gNScauYtRWHLYSfwy/u2I6Xkjod38sWfrOLxtYPYlQo7lj/J1nsfojieoTCWZuvSh+h99Clsy6LYuxu7UERUpUFK2MRo9bLftSbivNlnJB8ejtJWDVNlCkFIVXmquviqgOQ5nzG7S1oM+oxOU9FcaYEADNX7LmiKQljzzk1I1dB9K68Tmk5TtX5CURmf1sqGlHPNtKYURqf3e6R3tqImnN8Bqak8ctg07GpUkHwyxk2nLaAn5hzDrtmdfL84wrhVoTwwwui9j5FZsS4ItbUf6sMavth6fy0///nPWblypfuvs7OTG264gY985CMHtZ+XAhHpeOFKf0O9F8vg4CDPPvssqVQKgM9//vMkEokg2kDAK4Otdz7C7y/5HNKySExvZ+b5J/HsD50Vyt0XvI5s/zB7n3Ru1mlnHcvux1ZTzhZQQwbh9x/F109YztA0mFlu4fSHm/j5MesREt712Hw2RwZYdtIQKHBW8niWpZ+mLCtElDDHxBaxrOrWn6q3EVZNNhWc2dET40ewLreVUWscBYUzk8dz39jj2Ngk1RjzwzN5PLMagLmhGRTsIjtKztvoGxNn8I+j70JYAoRkKDVI04izytUyKjwdWsmi9EIAVsZXoZcMjikeiYJCQyrK6GgWiaNjTSYirgTAMDRUVXGTCjQlIswqaCiWk3w2n9IIjzq5REdVm3JEJTVuYwjFMfwkTORSFQkTmSk5U3MClISJPSEB0BWEoXoRBCKaM1NYjRqgJE3sdNHZnyIcScBEW0NBaKo7Q2lFDX68vMLSTZKZKbj0FJNblxfZNCxIxhS+8y+tNOwcpfJEdWZOF87YhhyJhEgazixkdUYwc7jJphZnhk8vClpkij3aCLYGqlDRVI1idVrdFHHGsgVCkTLlskCvNFNShjBMGzOv0CgS7NFHkSqEbIMFT0SdGVxAtEeQ/TlXXiGmRpE7qzNiqnCM1sHqavaYDmXLCTUFiM4oss+bPVOmRLF3Zd3zQ0iDdNWIagw5nyfkFVNiyF3V2XxRHcfu6kxjSAFVhWyZsg2Ph5J8/1mYWKd3zAKTp9Y5x65rMLNTZ+MO5zq0N6oUypLRcaefxbMNVm8puREIPneBwdGRgnt8wtS8axjWeCY/RqUaImF7Yw+fHP9KdYiC1yWW8HB6BQAtSgOf+EiM/FpHStN0/OH8O0voraYm/sc3zOSnd21zToWucMubTRI7nOga4eZGpGVRGHFc6u2HzSe+abcbmsGc1UVxS9XzoevozUnKuwexgRULu/j04a0MV938Z8RS3F/NcAXwvlQrvxwbICclR5lhpuoh/pAZQQEuT7Xz7mjSfbmK6gZZX4KBsKaTrzjnQhNOPN5K9cSFVY18tc8xy+KhSoH/GnQ8LhGhcMezg7RudMasNiScmdRqGurC/Bm8uTtMX8SgOV/mvSLCj9QCOV2lUVE5I2Px27BECsF5apiv/34ldt65RsmzTiB1xnEcikzW81tKyebljx1wZlUzTWa/7vhJDZt1KMsGpG2RvmUeMtvH/nWvAhGdQuLd6yclbJaUEkVR2Lp1KzNnzsS2bWbNmsXDDz/MlClTkFJy/PHHs3Tp0hd97wSygYAXzbpb7nLigQLp7XtYe9Nd7ratf1peU3foua2Us84PuFUosba4jaHqROo2fYCeMwbdr9z/O2cD0vcF3FzopSydB03OzrMx3+Nu21neCz6P8NrcVsYsx11pY7O54EkPxqwMz+W2uHU3Frz9AGzMb3MMVwAp6Mx1UMTpVy1pHFc6xq37uvHaNJG5XMkdsW3LmnBW9W5bLWehSOcHRADRfPVohaDBViEvYCI8UKHeHV724jtJsP0u7bJdG0GgzoVt++UDtqx1rZdsZMlrK7Nllm5ylsZsG4UfP2KxZ9g5N2MZmxUbipzh0+tSlsgRL8SRHKt9EI0LT89YNiWDapaJtQOWtLB8URTKZAlFnLHousQMp10jsRi2GVAyTEy8yUK55jjlaLEmakLNOCwJoz6pRqZWxiFHa2Uctl8XXLKh5NvXaKGuH19dWbevgs1EZV2B8kiRcsWbzfWH4ypXqAnt5Q+3NVHXP+2wZkeFoyfWEVqyRh6h5Cuu4QrwZGG1b4iSjXkvE1xmZIT8Wi+axvDabfQe5i06fPBZb7V3qWzz6JoBzq0+g/KDtVKa0Z5e4pYv+cTQqLexXKbc79RXAG3vEMMLG93NG33hqgDuyoySqx7wimKeFdXtFrC2kEVGvRi0Jav2XJV8utd6aUHRt3AlqapMt71HYk7arKwUOKdatkZqo58UB0foO8zpdzCs8ytdIVd2vs/DtsVvIjChzB3p63cNV4Ditl1wBgE+hBC0zZ3NrtVrn7dO29xZL0m810MVoaiEX/dNcne/i31z+TnnLfy6b0yK4ZrJZLjpJifk3o033sgVV1xBc3Mzt99+O1/+8pc5+uij2bt3L9/4xjcOyktPIBsI+JuQUtJfGiZvOT/EdqVCbIov9p4QJKZ7gbvDrSk0n8s80t1Wsz9zjlfW0ZhmeO6M6WaH69YE3FX93nYv609MRGjWUm55ZmhKTdgbf1tTmiw257vf6+naFBKqp7+Za86o6SfkyzQkcOKvuttCek3EHDNU+z7or6spwnXbAqh1dUVducblr4lauUB9W7PuxyjklbMoyOogbQljUq2RtPrbSgGyOkYpYVSqNRGC2hpr+21JCnrDISYyvw6qGsWU5yIvJU0Gqi7ViibRorXav7Du3RuqUDE107ctjOL7iQpr4Zq2ET3sL2DHvbFZrYYrkSgbNpkZKhW9etCagJRvHHG95nyJlFEbxckvNTAUR24wQSrkLYyjKpdwC3VtQ6ojIagyr1PFn/Rqaqu3Tded2LQTdDSrNCS8frp80gKARFIjM2FTq7XyASuiuTIVgONDR7ifFRTm+GQ4cwebSMya4pbNIxYS8d0f86bFvW26wrHdMa+cSmAmvO3R1mZKvlhTWrMn5xGGjtHmyQfmmmHaFOd4o2WLS8csOnPOAQngojzEqmHaTkyXefu4jagas5aq0OOTExhq7XehXj6g+eLFGnUP8THfw35hpszxvsx4amMSJeZIenKqwqqFXfhbzwl592NK1VgU8n5TtLYmZMR3r6fiVMacl+vy8Bj5Lb3Y1RnH4q5+Cjt2vyalBYnWFqYcvnAfaYBmmkw5fOGkxnmdoKen55CcdZ3A6H4TkXN+jojWZsUT0SlEzvn5pMV5jcViXH755Ugp+dKXvkRzs7P45IgjjuD666/nQx/6EF/4whc47bTTDkp/gWwg4K/GljYf2fwf/HrwbpJqnBtTn2frW3/EyMYdRNoaScxoZ3DVFir5Iqk5XYzON/jhWzcSzap84E/z6IkPc/OlezjpwTjnr53FPXO2cveb0nQYLXQaLazKbaQsKyyKzMKSNuvz2zCEzlGxhWwv9LG7PECDlmBheBarchsZt7JMNztp0pKszK7HRnJkdD4ZK8fmwg7CSogl0flsyu9goDJMi9bIxaGzecPY2QhboTfSy4gyyuLM4WwRPSxLLidSinBh7g3E1QixaIhsrkilYmOaGqahM54pIKUkGjFBQDZbRAiIx8IUi2WKpQqaphKNGGSyRSzLJhTS6TRCtGShIC12h6ENjWhBOm77qO4siCo7ma6UiIadKYHtGKlSwXOHxwwn1mrRAlWgRA3sXNmZkdQVp36mBBJEROPnqxV+s6LC4W2SD5+q88NHbZ7badMUF1xzgUozZbAkwlTpL6l8574yo3n49Nkaf9kiuHtNBUOH2VMNdg9WGBm3SUYVFnYbHD3P4Ll1Y5TKknhIsKRVZdmOChqS05skqoD7BwUlBGfMUjDn7KUoygghSIYSjOYd97Ku6oS1EOmi8zCP6GEsabvygWQoQaaUxbItFKGQMOOMFpy2hmpgqAaZUgatJJg2lKKglOhryRLJqHSUG+hpGsbCRkdj3vZG9C3VWb1EVT88UjWS2iPODG2+AgooU2LYuzLOZGlV8+pKAFKmk30h7cxwis4ocijvSA9UgdIZdSIvSCCiIWK6G/VANIeQBQsyZbYVFB6MNLJ0fYV8URI2BQtnGqzYUERKaGtSiYUFW3Y6139ht87eIYuhMRtVhaPmhli1uUixLGmKC752oUZqIiB/WGNAVtiWHcfGiWqRzRUoly3WKhtY27iO34zdRYkKrXoj7//FdPTvV6NpHDWPeyPd3Fyehq2qvP6Ydh5fO8RYtkwsrPHu45IcPrKaOZEioYYkRixKuteRGiSnT6EwNk5xNI1QBDPnzkPbvhdZriBMA2Nqmysf0JobQFWo7B1iV0Tn4ZMXcdETmwmPZpCaytIzF9OwagvH7ElTSEbZOqeThU85iQ52zpnCVcdOZVM1mcGXW7o4x4xiS+mEV/PJBzRFQReKKxEIqRqWlJSrM6+KpvGlgV7uyqWJKSr/OVDhjPtXIQCtKYkwDcp9zqxzeVYX7z6yhQ3CQheC02IpHsqMUpSSJlVnUSjCsqxzf84zwghFsL6QoytT5H8Gbeau7cXO5RGGTursExj5y3KwbPTWRsJzZ5J++GkAokctpPktL35V9sHm1Zxh69XES51h66UmMF4D/mqeHF/DuWs+6Jbfe8sUpv94j1uOT29nfLtXvv7/LPqra5riapRxy3Mvzw5NY3PBW73fpjextzy03347jRb6Sp67sr5tSHHSuIIzk2T7/Lj+TFoAN6rXEit4s0N+FEXB9q1Irs+AZRjaPq7/CXRdrUkUEA4brrYVYJ4ecaQA+8NUXS0rVA3W+kgA7iCpTSIQ0mqjBuhKzYrzy/8kGMg5P/rJmGAs433dv3q+wpyo1/a6ZxTuf54wixOpSyd49xsSNEcrPLXai9YQjShkc/b+mtM9O8/0OV4UCVMzXeMUnFlXS1r7a4qu6pQt7zrUtz0Q9XWn9EVpXf88Dqe6cyfiOnLcJykIqfvIN1x8IaoAZzbX37beg+fjV9kYv9zq3RutDSr9I/vvx9TBH6yivUllz5BX94PHCc6d7pSL0uYZ2/vO1d+jm8Nb+NfKV93yFy+OYo95ru2rj/sARdWZAZvaEmHngBcl4NbTx2go1MoE3ENVFaRPppBobKQt7ZMxxCLYmdz+miJCJtIXfUNrTFLxhaXyZ+UCOOONCxmuejfmGmF+2uLNIuuKQtne//1Yz6C0uajPy/5137LtNPWP7rfu/dObuOrYqW55uhFiuy8bWJOqMWTt//v7wd40Vzy+zTu+VILKqE+OoGueCBro+sJHUA7yAqUXS/D8DnglEMgGAv5qomqt21aN1bqAdZ9bDEDxrZIPK7XbInVl/3YNtcblH1HCz1sXICK8ckip/aGvb1ufYdL/Mq+qtW/2al22kP1lD/HaKn99uT6zUl3dGn9wff26MYi6MfulBZI6O9eobSvr+pG+k6NrtecmZNTWDZuCVKJWQpCIegaYrokal7ih1V4Xo+466apXWam7SIZqHLCsK35phnbgur6yVMH2H1e0tq2M1Mk4/GVN1P56Rg9Qt65cDmk1kcQ6G51FRNVeaU55O9ZUiPtu4aaUVnNdmpK1L0StKW+jqio1951heGOQSKRRayCHu7wYc2pzIxjeuZrZGqoZoxb3vQAKgRH3yQcStS+HobqyGvfc6ULXECGfaz5RGz5HideW/W0JmQjdO6ZuRXdz6EopEXX3keY7cfWvkSX/7S0lJLzjQVURYV/CEKP2nmqvu7c7dO93MYYg5pvtEslYTV076TseAdK33YpHsLRXz0xZQMDBJJh5DdgvI5t6uefyr1EYGuOEL7wf1dBZ/u//y7ILsjx8QR5N1wkXVS74qqTt2TK7jjf4yydg0Z9tjrvJYsWlBk++WVKQRRQEpmJgS0nBKmCqBioqFjZFu0RYMRFCULYrVKgQVkxsCXm7gKHo6EJDSkneKmCqJqpQqEiLkl0mrJhIJGVZ4Sh7Mf/EO8hT4Nvyek4TJ3IGJ7GVHfyQG/kI72Wu7EZKLwczSGR14ZOiKE7cectyDNfqbJldXUGJtJEIpJSo1bq2bSOEQKnGrJeWZJYWIaGojNgVeip5WjSDqcJASGd/EwantGWthWhZCFV1HmJSOguLNMUZhuVEFRBVg1NatmPIVscobcmqAcFPnxWc0y15/UzJ7zYq3N8jKJYkquIYQhJBqSzRVGgMw5XHSdqjkkf7FH6+2pn0sSUYuvP6UChJVBV0VWBLKFVsFs8K8cl3N6KpsOyJMXr35ImmRmhqz9C7uQWrrNM6bQCBZO+OZqbOzBBJpl1Na9kuU7bK6KqOrugUKgVsaWNqJgJBoVJAIAhpIWwsipUSqqIS0kIUK0UqdgVDNdBUjULZaRuqamcL5QKKUAippnOPWCU0RcPUTAqVApZt0ZAN0zBi0DM1jY1k6t44Lb2GEzVAE5AwnLit+YqT9CCsw3jJmZWNV8ONpUvOtUvoTiSHTNnRw8YMyJWdGdqI5szWpktOnYTBHYMmN29UMDX4l8MtlnQLpICMrfCrzRr/MLsCFZub1mtsHVfo7a9gW06GLcuGvoEKIUMwpUVjJGMxPGaTiil0Nqmc0Fzm/G4bYaqUhGRTLkNaWkQjJrZtky+UUVWFSrjMF6xvsK6ymXa9mamlBqZd18eiXxdIzenikalLuLE0FU1VmDctzhWdfUwv91M0otyWmc5bYjuIlDKYiTh6NExuYBi7UiHS4mhYcwNDKLpOtLmRliKo6RxKJIyajFIZGUcWimgNCdA1KoOjICV6SwPSsqgMjSEMHa0phZ3JYY1nUWIR1FiEyvAYslR23PiqSnlgBFtV+Nnr5nLUrlEWb96NSEQZedOpfKgyQm+5wFeapnJKJE7FciLETuhhS5aFABRV4bODu7g/l6ZR1TiurPCFpc8RS+dQU3EU06A8OAK2jdbcyHcWtfG/zQZRoTArFGGgUmJ3uUSzptOpG/QUC6Rti5lGiJBQ2FTMA5I5oQizBjP88wPraJMKNKf4Q1Lni/MbOaYk+PpzA3y/1eRXXUk+NFiitWjx1SlhTEXhhukLOD/pC179MhM8vwNeCQTGa8B++dVZH2PXw062E0XXQBHYVX/l0Lum8IMPeW77I6LzeDa7wS13Ge30lhz5QFiEKMkyFs4sz/xwN+vzW31t5/Ns1ktY0KglGK44brQGLcFIxXOpHRmdz0pf3YXhWazNO1EDIjLCzdZ33RXY9S7/eCzEeMZz7Zmm7iYLEIKaldvRiFkTJSAWDZHJem397ldNU6hUvPnNObE4Tb6F0iKi1wbG97mP6+UBImY4elV3kD45QV06ofr9XrfW4P7nvH0lYwpjmWpmpbAgm/cOcOYUnW27vLYzO3W29ZXdbkxDUCg59evlAhefFuNDb07hZ8PejQznPBeyIhRsuX93bUgLUaj4rsMBJACaolGxvWMK6yHyZa+toRqUrP2H1anfVt9WVVQs30rzxQ/EUKsZveqziYmEgUw/T/ieOqkBSQP8kQ1iek00gys2xNhdjWt6wULB+xb55CJhrSbyw0fu0hgc97JJ+X+o2xpV9voiEFxylMo7Znn9rJN5xqrnrv7+/lP0bn5S+pXX9g+dLPiWE+qsqGh8/oQPufU7Uzr/b76XeSrS2kSu35P3GLEopUxtkH63birJlIx3brSmVE3EAWHoyInEJYrwomewr1xAa0xQGfa51331hakjfVqKbbM6eNMSLy7r1Y0dXBDe/3PmgUKGfxvycsC/a8ziX+9Z43UT9jJr9cRNLj7XSw1dLxfoNkJs9ZVNoVCsfg/CCB759Up3sv5Hp87jh63ebO503WR72fse+K/3VN1kzaLaqCYvJ8HzO+CVQCAbCNgv+SHvwWGXK67hCjBiZ2rqjlXqypZXzsuCa7g622qz7Yz5jFOn7D0IxyvZum11bX370lBrHtB+g3L/ZW9M9a9v/m0vVK7f7z6Zpeq3ywNsO1BZHrjteLa232ze254rPP82gIyvLME1XOu3AaSz+xql9Qsp/JIPUaeROFDdffZb3/YF9vW3tFXqxihqN9ZSL+Pwb68fwj51a8t2TRiDenlInWzF5zGuV6zUK020A0hN6s+TLmolDZrPiS4A1bcvf5QCZxy1bmxxACnNPtsOdBD1ep59pDT1eh9fhIcXODnaAe4Tva5fvb6C73jVuotdv999y/5+au8xrW5fat04/H0daPwBAa9VAuM1gC1/fJilH/06z934J6xKhRXf+SXRjmaUqt6qaVE3zYc7K6+EqhBbMp1Ow5nZiCkRppsdroZ1qtHOgoiXeeqIyDw3i5WOxqxQlxvSqkFLMM3sxKxmz5ppTmVJ1JvZOCI6zw2HdTLH8ln9Y7SrjvusW+vin4x3YAiduIzxGfMjRKthmKIoLIwliFVDXGmqwrRwBK36UIsZOgvjSSIo6AgWxRK0RBxhoRAwLRIlUtXSGZrKnEiMRlVHAeaEY0yr6v1MBIcnkjSEnX4bFZ1kyJfRqbr6f+I5JMJajfZRhDUvi5UqnM8TmlVddcMdDefhxk062wpOWQL39On8cZtKxYL7exWUsIqhO23rszLNmabT2ez0o2vQ0aQSizh1UzGFzmaNCWnd1FbNbSuAdy+QzGtx6sZDcGEyj7VlFHCiT2wb2ka+lHc1q6Zmoms6qqKiCAVDMzA1E0UoTh0pMVQDRQhXj6opmuPq10xCWghFKKiKiqqoNW0l0utHdf7utQ25bTVFQwiB6etnoq0iFGef1f1PlMdmK0hNMDDbYsOxOXYcbWFpEqIaUkhHPqAJiOuIuOHMuBqKs1Arrju/pOGqSRLRnHK0+v+Qiq0K7qnE0FIGpgHnzRe8c7ETpkwK6NXKrLGy7NDKSJzoD5efAI0xQTQk+OjJKu89TiVsCDoaFD5+vOTEWQqGDou7FM6b40SbKAjJBr1E2VBczatpaIRDOooiKBh51ostTDFaiRcNPvI/HRx/l0m4OcVQUzt3vPGDzOqMEQtrtCd1Pr1onFBDEkXTMOIxR96RiCM0lVAqiRYy0cJhFF0n0txIpLkRxdDRI2HQFMrJCKgKaiLqyGtiYVAVtMYEaiyCCJkIw0BrTKA1JUHXUKJhhBCoyZjTNhlDKApKNAy6htaURGtIIEwDETJRYhG0xgRoKiPNSb63qJ1O3SAkFM6NJjkvkkQVziuKoagYqqOpLwOPF7JMM0xCQqFDM1jREuO6E2ZhaypqQwIlEkIJmaxqT/Kf5xzGLCNMRFFoVnUMIejSTUygQzNQhaBV04kIhQ/3F/j6+mEaUTh3IMddj/SiNyZBUxlrSrCuMUJHdYyvjyb5Set0PpBoYaER4g+dc/hicydJRSWlaoSEwnu3PcfeYpGRu5ez+0e/ZOQvy125U0DAa5FANvAaZ9fyZ/nVmR9zy7MuPpUtdywDQDF0kjM7GdngBDFPzJ3KN77RT3/S8Yu/LrGE5WkvJ/Tr4ktYPu6U40qUlBZ35QOHhWexobDdTTJwRuI47k8/ATgzX8dEF/Fk1nHXNWspbCkZtpzZ38tib+GikfMBKFLESpXQR0Po6GREhoZwnHI1/3s8ZLDIDoElsaWknDTQxkqoQmBJSSWho6fLKKK64EZ3XPNSSkoRDSVfRkdx2iYMtHTJTTkpYzqi6gIuqmAqjstYSkk5pmFkfS7glFkboD6iO1pIcIyesu1JAJJmTXB7JVHNgAWgCL64XOO5nRYgOX62zubdZYayzphOWGjy2Fqv7fwZOut7nH4SUYGqCEaqrud503U29ZaZWIC9eLbBqs2Oi1tVYEaHxpZdzvVpSSn8Z9c4LVSoSBhoiJIcyhKpGrn6WV3sSWXYMeLJRyJGhFzJWUUuhCMCnkgyEdbD5MueniJuxhgvejP0fjmBguIsKKq2jRpRsiVvFj5mxMiUvLb+aAT1UoP6uvX78ksc6iUN7fkUHY/6rmmDiRypnmut6raeyODVFHKzigGI1rAbGgvgY70N7Bl1Ks9tF/zXKd5+B6OCzWnPAzE7kaDZP5OuCndGX5gq0h+Zok7isM4sM5arnkfF0WdP/MLLqMUlpQ+7da/++ZEo/+slLLjz9e/hvozzYja7UfCD+T3I6s2SmNpBeqeXDz0+tYPxibIQ6JEw5axz7c1EnOL4uBdHecZMjJ2Dblu9vZnynmpZrb6wVaN4aM0NVAa9qBTGtA5KO7x+a6QHhu5k76omJRif2cHJR3tygds65zDFN6OpCcVNUrDbqvC2PVvcBY3HROI8lfM8Of+9q8B5j1alUKrC285fxEbT2ddMI8Q2nzygvu0NG0c5dtX2aqcqQghkNYJAvquVE473Yk7f0jGLmb5FhrqiuuG7hBCctnMDE2lPzpcGX/3Nk27dpjefRezoRbzUBM/vgFcCQYat1zj9z2ysKQ8864WLsUtlRjf1uuX0xp0MRr0HZ09hV03bbYWd7udxO8u4z0jYXNjpGq4A24peW4lka9FrO1gZrdmvnffcZiYmoUKMQjWdVkzGqPj0nLJggVpdgCUEZsF23bGqEKi+MjZeulUhMIs2E84IRQjMkl3jyhW+MEmmhZv2UgiBUax1p9dkrYLacFalA9eVRV/ZllVdrAAEK3oqlCvemHr21LbdPeCNMZ2t1Rr0DVTwRw7yZ22ybNjlazswahPqsEBz7LSOYrFmibY9mKcUr9WBliuetKT+ndgf6gqgVFf2b7exn3cbQNl+/rZ+w/WF6gI12tx9xmiX8B90zXWq1MlD6rKY+etKCUPjXj9KneSjWBd+zSn7TrZPilKTOQ2cmL/+tr4wS3bdzJxVd9/ldw3hX8uf3zMIsWpkgELBNVwBiuO1Ep6yX+cqpWu4Ao4G1te1VRcWq6ZsWfhURfuE0KovW75+KNVeL9J12ltp18gL/Nm1+iulmrusv1J7L+/23wuWjZIrgBnZb92BSu049vjLFatGqyzH60KE1X1PKrZfziQd1Um1Sl/d/VkZq5VrBQS8lghkA68h7EqFLb9/iG1/fhRp2+SHxrArFbSq21uoCk0LZ7r1zYYELUfO9cpnz6Y57GXFmReeiVp9yBpCZ36k293WoTczP+yVD4vOIaHGfG1nuErDiBJmYbWtIgVvM87nLdobUKSzvTmcRPHp8CIRLxSNpqrEol4sITNqODObVURE9/R/gprMQ+gKwu/Gj+ieyx8QYV9dBUTUH/upmuPeravV6BuVsO+90JfxqGTB8gGdpwYUx6jJw4P9Opurk01bR2FzzuunJBSkbxwzOnXiEW+MU1q90EmGBl3tXr+tjQodzZ4R1NWmEzLFxKngDTOgvRou6YRmi8sWSiKKRBOSt8+xiSfqsk5NdKsI1K44bfFWNzSVpmiEDe86hPUQYd1fDrsuf0UohKsufmyL1l1/Ysb2WzCyvajFEaZv/yVTen+LqOQJjW1gau9v0KXz4E7tfYhpW39GZNSZMTQ1k6jhmWBRI4rpC4c1ISVwx+gbk6maRPSI19aMuGG3FKGgh01kVYphxVXSszXPEGkwncVZE+enwfCydGmKk1lLcewO0RXhi+drtEac1gun6wjTOW9SgBr2MmBpmkI5pDJetehKpkLWd71FVPekJgJEyIl+IKWkX7UI+74b0YhJJOyNsSEa493KmxBScMRjYbojXe53n2lTiRx3pHOOdYuPn2gSaa6maxWCaGsTWjVclGqaTmSB6v0ebkyR6PKy+cSndhBqcNKmRjSdeHMTohqrVAmH0Fsb3ZdCraUBrd37TdHbm73wWLqK1pwCzTlXSiyC0eZlWNLamtBaGtwxJhtT/FNvGqQkpijcnh9nRTFXvSQKYc37bhwbSXB1YwcGAhWYY4ZJVkXGSVVjeForzzU698ae6W1E271+F4diTNGd4zGFYJYRIlLV3c6SCq+3fKHbWhud4wU2J0x+cvpCWjVn+7nhBNOMkPvz5IzRa2uqGp9r7CQknDF2xOP8aW47EidkWGzJAgICXqsEsoHXEH94x+fZ/LsHAFj4nvPY+dBK0j2OS677/JPouecJ7HIFPRqi/bhF9N7vZHpJzZ7Ko5cKfvu6HmwdTk4cxZrsJkatcRQUzkqdwNLRR5FIGrUk88MzeWR8pdNPeBYZK8eOktPP6cnjeHz8WfJ2EVPonJY8lrtHHwGgXW/mq+rnSIw7D75MPM3m0naOKB6GQNDUEGN4NOvMSCiCZDLCyIgz2xIydaZqJo15Z9ZUJExktuTOWikNIeyRqquvakxOuFtFREdWLHdGVCRNZ5vthKdSUr62uoIwNTcqgIjqyJLlrjivkQAoAiVuuoHfbV3hyw+rrNnhGCZnLzZ4ckuZsaxECLjkRJPfPFrElnDCdDh2ls7PlpcYKwqmtKqUy5L+EaefI+YYrN9epliSKAocOcdkxYZqRqqYQkuDyuZex+DrnqIzMm4xknbannu4zmn5UeaFK9iKYGcqzrTqSu6cqVHUNRqqkRlES9g5nuq5Uean0OY3oTQ5hkzZKtM70sve8f7qISuE9JArHwhpIUpWyZ3hTIQSpAuei3zO9lvQ1t/gFMwmCDXCWHX2v+MU6H8KrDyWGkHMfhvKhhudbUJj4LSbGTSd9MITOteJ2dN4KM54wXPlpsJJN6OXQBAxIq58wFANbGm7s7bJUIKx6hi1kqCFFHvVEWwVwgWN2evjaMPVGc4G0wmjVZ2JVTqj2H3VGUABLEghq7NplqqwOwNTw865KMU0nkuPuSvSGxuiDFfvZyEELdEwA5kcEmg2Q8zGdBfx1UhLgN0JwfYRZ8yqomCaOrnqKvlIxKRYLGNVPQW5javZ+LHvu20H33wJ39zVSEXVaE0Z3Hz8XuTYqHMep7aT3TOIXXGOt2luN0MbnWghQlGIT20nvcNJAmIk4iAlpXFnRrBx5jSado26UQHMWV1uZi10Db0p5coHtKYkVjbvJiAIdU+lsNXzxpgzp1Lc5pSVsImIhLCqi0r19mbKQ6NucP8/nLOEzyeq5wm4sWMWs6ovWaoQCCGoVGeV0wIu3LWRcvUxeEYsxf0Z59jDQvDGospvtTKWIpimm+Rsm8HqPXZKNMnDWS+h7Hf7LY5dvpaIZSNMAy0Zo9xfjcLR3sSpp0xnrJqI47JUKx+ONrjHF9F1cuWyO2ZFUdwxbrct3rdnK4XqfXJNtJXLp3ajhGvjbL9UvJqf39dccw2f//znAVi8eDHPPvvsyzyiQ4ulS5dy9dVX88tf/pIZM2YA8OCDD/Kzn/2MKVOmMDQ0xDe/+U3C4fCBd/RXEMgGXiNU8kXXcAXY8MulWD632+DabdjVH/9ytsDgmi3uttHNO7lvloVdnRR4LreZ0epKfxubDfltrj5xuDLGqqwnRZgIZTXButwW8tVsWEVZZn3eyzaztzREouL9GMbGExzJ4W45my+67mjblmSz3sPbKlZoroTcWVa/4QrUhquyZE25ZttEecLlKnHSr05QtpFlz20os3Vt87UufzvvbR8bt1njSUR5dGOZbGEiqDo8tKHidvvYdli1t0Ku6BzQrv5a9/COPRWKpYlzAb39Xr9jGZtxX6arrbtqx7ignGVe2Kmv2JJpBc+VGSlWiPhkC3K4UBtBoSRdwxUcvWnR50a1pU2+5Gk9/RpScOKw+hEDnoaP4pDzb4KBFWA5+1KtHErfMs/VKyuIwRUw5TxgX7mAfwxATZgsiazR39aH2/LXrRiSITXLhDc3H6qQtwvEJ346x4o1mSBsf0gtiRM2K65Wj8Fmqu83eyxXdA1XgJwvI5uUkqFc3jWMcsUS+BI5+O8rgHTe912wbddwBcj5wr4BFJ7cXlPu3TZAJexoRfOZvGu4AuT6h1zDFSA76IVEk7ZdEzarlK6NBpIbGKLJ9rntfWGyKFcoDwz7to3hpzw4Wlse8nSwdr4IvuMrDwy7Eh6ATaU84Bh2NvBMPsOsaAoAS8oaV31I4hquAJuL3n2Rl5I7TRur6gHaUa49j5uK+RpJwOwtu4lUxyGLJc9wBeSeIdL2FHfGeWMxBz7jtWR5328bajL9bSnmXMMV4CldvmyG60uFtG1GtvVSGs9gxGM0zOw6YGSLg0GxWGTHjh3cc889AEyfPn1S+5tsLCl5JDPG3kqJNs3gpFjSXb8xGQwMDJDJZHjiiSfcvw0NDfG+972PNWvWEIlE+M53vsPnPvc5/ud//udF9xfIBl6lVPJF0tv3uA+ecr5IfFq7uz3R3YnwZW9JTG+vaR+d7ZWtmTGMtqRbnmZ21gQXmmK0uZ8VFDdCADizqW3CC7A925iOIR2XmyF15hgz3G2moqOFvDGFQrWBa2J1mW1ivrSJqipqYtOIUN17mVlbFv6yrtSGFjLrwgEZvrKo3bc/msA++63bVzQkaEx4X7mO5tpsSe1NtW395Ya4QtSXWKy9Wa2r689uBZ3NXtspzaqbIUtBYiRqz6uI+86rRk22KJEwao7PTmk1OtFipViTxUoVao1rPkaF2LjzAqOWxmgZW4Wec2bh9ewu1IQXmYJQC0pytrevxkWge1ITpWGeV1c1UVPVulKSTG8k5DMlEnauJhiRf0yKUGrlA5pZk6UrrNdlf/OVVUXFajacCAQADaFamUrKZ1QoApp95YkIBRP7jRg1cpiozyBRFFEjjxGmitSdthUpSYcV8j6ruUZKoylE/fKBqIlW/a6P5SqMzJjrGlFCU9EXL6zWlBw/VSXU5BlV0dZWVF+qtGiL5+IXqkq01ftuhxqSmMmEr21LTbwvvcXbrwgZ6O1eW625wYkmMFH2SQsQAqOl0Ts30bAnF8CZeRW+34JTbG+8Oo50IVc1BlUh0H3hr0xVZaHhXd+5IZ+MRCgsDHuSlG49VJNNa14oUjP7Mzjd9zsYDtUcn+hsodm3MGuaEWa3TxtrqN62+jF2mxGiPsOtXTPYXTWkS3uHyG/ajl2v/z2E6V+znoe/9n1W/Phm1tx6Oyt+fDMPf+379K9Z/8KNXwQ/+9nP6O7u5qSTTuLss89mzpw5k9rfZPL70QEOX/sYF255lg9sX8eFW57l8LWP8fvRgRdu/HfS0tLCRRddVPO33/3udzQ1NRGJON+rCy+8kB/+8Idks/uPDf23EMgGXoWMbNzBbedcSXb3EB0nHMbhH7yYpR/5Gna5QuPCGWBJhjdsRzE02o6az1hPH7k9w5gNcWLHdfOL49az8rgcl97aQXlBiptOXo9Esjgyj3Erw7biLkKKwZGRBWwqbGeoMkqTlqI71MWq7HqKssysUBcLxBzOTZ9JJ+08nniSbeWdXJw/D0PVWBZ/hFPGT8S24A+huxgLjXJc+jgOs+cRiRggnZkoISARCzO7rKOVbPaqFtmIQiJr0yI1CoYgo0mactUlTVEn45EsVkCpygMKTtYiNCd0lcyWnExXIUen6s68RnVExXZWcyvCkQTkys7MYzXslV9qANVZWlFNMFCwoGw5soSJhAOWE/Zod1Hl2qVltowIZk3VKZYkO/srGDrMnWawc2+F0YxNMqYwrV1jw/YypbKks0UjEhJs7i0jgHkzdEbTNnuGLUKGYN50g627SoznJA0JJ+zV+u0lLMuJHjA/avEWbYzBisqDRoK3hjM0lUrO8TSHkIN5KEuI6YiIhhzIO+emKQSWjRwtOa+4bRH6E+Ps6swR0kMs6lhIySrx3O612NJGVVSiRtSVBIS0EKmdfyS55lsoVoHSwivQe36LyPWBGqK4+F8wn/0G2CVEuAWlYQFWXzXKReNhyEoOmXbc02rX67H2PA7lNGgRtM5Tqez4CxJBeu77iNgF9M23UNGTZI/8NxjdSGLT/6MYn0X2xG8zqCScMQqVmBljrODM8pmaiYJCvuLMtiVCcXKlvDuLmwonGcunkUg0RSNiRNzjS1YidK8MQbqa3GFK1Dl3Jdu5d2bGsa2Ko4Otl5rEdHYW8/QWnH4bU1HG0jksW6KqCsl4mOFRTw6jaSqZbAEdwcxknN58jnypggBmN6XoHxlnzLbQNIVYLMToqDOTHgkbSCBfndG1VYN//PZq+oYKzMvv5UPz4LoNgq3hVlpTJl89qcLU4c0AxDrbsApF8sOjzhjndjO2fRdWsYii6zTM7HLlA6FUEj0WcaMPJKZNoTiWpjg2jqmozJg3D7unD8oWwjQwprRR3OrIB9QmJwxXea8zg2vOnEK5fxg7mwdFEJo9ncKWHWDZiHAIo62JYo+z2FNva8IuW1jVMYZmT6O0cw92ocRTHUn+fOZifltMYwPzzTD/1zoDUTViQ6pORVqua355ucCXBnvJ2jZRReH4SJL7Ms5s70wjRFzVWJV35BAnRhNsLRbYWymhITgjnuLBzCgl2+bte3J8ZrCEtsFxsWgtjYCkMjDCrojOn88+glvCkmGrQkgo/Lijm1miOjMvBIaqka8ataaq8rPxIa4b2UsFODPWwOO5MbK2TVLVuLcQR//9AyDBmNJK2wcucRLKTDKT+fzuX7OeVTf/5nm3L770rbQeNv95t78YzjzzTJYtW0YkEuG6667jPe95z6T0M9n8fnSAy3rWUm/YTbwm3zhjIRelWuqbHTSEEGzbto0ZM2bw7W9/m29+85v09TnSonK5jGEYrFixgiVLlry4fgLj9dXH0o99g9U33OGWI60N5PpH9ls3NqWFzC7vbaz/vVO4/v2eb9sUBkXpPPwUlJqV4NPNTrYX+9zyVKONnSUnU48hDX5R+YG7TVUVV3MHEA4b7kMVarNW1RMxdBZb3uxIfWaq+uw8fvYJLWSojkZ1fyjUuIBrMlzBvtmU/GhKTVKB+jF+92mFZVv313DfbEntTSp7hvY/RlMHX74IOptV+ga9ug1xxQ2NBfCDeWnajIm0Y6qTtnSCuA7jvp0Zyj6RECaoNKisXjLqlqemplCxLfak97h/84esAuh++L2YWcdIEaFmZMELl6QkurHTvhOiJ6Fc6zqeQESnILNedAoRn4Ec7/FVUEFOHJc/NxEMHP1fDDaf6B3iAbJy1Wfdqs/+VR+Ga9HyKEaxOiMW1px0shPMT7hSmnok8IQ17m4NmToF30X1Z3+rR1FETRSB+kxyuqZSruz/3lm6apT//rUnGejujLG1z1ux/ueTd6JU9t+vmYxTHBv3lRMUx9L7rSsUpSZSQaKxkba0t18lFsbO5PfXFBEykQXvnKuNSSxfpi1hGsji/q+fEo9i+6IifPyNR/CgbxL9f5qmclwoup+WMChtLurzIq106Aa7y/vvJ6Io7kwu7Jtp6z/XDnDR2r79NeX2RVP44gJvRvaSeCOfTHiGRO3dC2f1bSRffUTXj+meR3bS2ufJNto+cAmhGZ1MNpP1/Ja2zcNf+37NfVaPmUxw8r9+bNIkBGNjY1x77bV8+ctf5g9/+AMXXHDBpPQzWVhScvjax+h7nntXAJ26yaqFx0+ahMBvvD777LMcddRR3HLLLbzjHe9g+fLlnHzyyTz11FMcffTRL6qfQDbwKsRMxWrKRtxzhTmpXpX9bgPQk7XlqBr2fa51p8bUyPOWbeyapDlqXdabfcu1bnA/9Vl+9sm+o4r9f36hulCbIamurtinbX2WH/8gD9yP9J/zujQ+4VBt3Uiodl+m7q9bu+1AZVWBkH8cet3x1ZVrtteP36itqykaIa1Wd2f6NJmKUNB88gIR66rtOza1thz3lY1GULx7TTlQW6Eior5ypBP/hQnVPeRMn3tWEQqq8LuQjbq6dWXf8apCRZW+aAyxOimGUXc/+8uGUmOgmHVSk/qy//43/z977x232VHW/79nTr/7/fS2++yzLdtSIST0EpEiIooCCuhXREBQimKXIj8UK0hRwC+oaDAgqCgC0kMPkJDeNtvr0/tdT5nfH3OeU+7dJPAlC4nuxSsvntmZOTNnTrvu6/rM52Pn61wnP66d6SulyAl8bRnNvxc2D6XPq0BhVVJokFUsIDO7891aNdfXrZXTghDYlVKmroLIDOxV8w6OUc30NQ2Em66zWc3PsbdsZMrCdSADfcrWKWBTJsVvAJvsDLSi576QIl/eloGKFBCMZlgANllu7tHfYB4AEEoxlXkOcCxNA7LR1s4/M1M9EBWzR8EsqwQ3YfXgXLPXwJBnrNVDzZYOH79PxxWgs7LK0uHj99nm+7Fqtcob3/hG/uAP/oC3v/3t52ycc2VfX1+5V8cV9HNx0u/w9fWzBwoeaLv44ou55ppr+Ou//mte9rKX8aEPfQjTNNm2bdv9d74fOx95fYjbze/9d2542zWUJoZ48nt/h+v/4oMc/dy39EajMEQaBiqKEFIQBfr/EQIVRkhToiKFkJKuGfJfvys4vldzm4ZRiJSaLF5sxAOU3qmrU7CSMP5/pRQXqT08K3wq7zb/kQWW+Cn1NJ4cPi6Zp0Jpsm6lf5ltzEmXiTmFBGUlmYqd5MNhm45QbBMOrjBARQiR+fCrSDviOSJFlRxf120MkOmTfKgUaawjpZBS99kntbO3VRxYEnzgZnjJw2CsBF8+JvjQbfF5Zx43pbQUZxRFSKmFEaTUm9GkkISRSjCRSqkEZyyE3pRjZK5PRYa8arLNsBXymUWbT847PHekzWOrfnay+jyyj7xAR603otdSsNoXcHJHB6kEE3farA6ELI0EKAEqvgZCQL3QhyEM1hszeHe/j/LRjzF/+Z8SFjdR/87rKSzehKjtRkRtopUDYFeR1Z2oxnFUcxpRHEMWxwiX7gZ/DVndgZIWavlukCayvgfVWUKtHUE4fYjKNtTaEVR7DlHahPCGiJbuhKCFrO8CFNHS3WB6yPpuVGuWaP0Ei3teTWfyx/EOXkP58IdYeNhb6AxeTrPbQqHwLA+Fou23MYSBa2mGBD/0saSFYzq0/BahCmPqLUHTb1FaNpiarmGGElU2EK0IEYCSClUxwTF1pD/eACg8kxaKu9ZX6UpFoWAT+BHtjo9pGhQ8m2arSxCECVyg0dSbFIsFB6UUzVYXKQXFgkO3G9DpBliWgevYtNodgiDCdS0MKZNNW8WCw61H1/mtv9tPhOCCiQrHZxucXmwzPuDxpC2Cn/MOIP0OhcF+hGHQmJlFSIPS8CB+q017aRmr4OL199FaXMZvNHGqFexSgcbsPFEQavyrUjRm55GWSWl4kIFWhLHSRBY9jFqFcHGZqNXB7KsiHEtvalIKa6gPFYQE88sI28Ia6iNcWSdcayDLRYxKkWB+CdXxY/osg2B2EYTQfTs+weIK0nNYGRvgxRcOcpepGLNsdtoeT3NLPNYtxT9eFJ0wRAC2YWhBkiiioRQfaizxs8U6BSE4GPp8u9vkuZ523D/TWeeatSX2d5oUhWSXV+C03+WU32XQtHhiC177udtwGm3M/hrCMpNNW9ZwH3+4b4QPVw2qhsEup8A+0+EXSn24hoEpJJ0wQMVzEkAn1Byx1zSX+XhjhaPdNnXDZLfpcOUdJ/j5G49h1spYg31UrrwY74ItZ7yjzoWdq+/39E23c9uHPna/7fY971mMXHJuxRlmZmZ4whOewJ133nlOx3mg7aNLs7z46P3P+X2Tu/np+tD9tvt/sWzktdee85zn0Ol0+I//+I8zO36Pdp5t4CFsS/cc5wuv/EsAVg6f4r+e+/vM35ru7h+8eEdOdMAqefhxuq4w0s/a8dmkTv3MTq7beScx9z/b3E0cbMe4NCRSyERkYMqZ4HBGVOAd7hsZX9PRr9d1fx3HNul0AzoECJH3lQoFm2Yz/WVYKrqsN9KU2yVOBRGnrrcbToYMPtQY1MzufuFZqOyu6w0fmzPT9vm+oY6EbaTIpWCDvV+hOVuzrAGiYOUZCWKIgIJY/SiNMJ4KLX7nUzpt+5pTMDlicjQWEhBCb6ba2FvRX5XMLW+keEO2b7ISeisIGaobzC7pesuEIEzXctOIyfGMQMHvX+Ez3uxAAE/3Ap6+o6MhAk164A5hXikKcuVIKA5f0dTwEAGH90Wa6D/unlWoml6d5oKhnfRf/1b8Q/8OwMjXXwZmEQLdRi3fidpI6XdXoLuMamqogWqcQhku+DFzxUp6rxKGqLWjqI7++KvOIsIfQrU1xEWtH9c/KgKN74yWMi/soIlqzqAaJxBA/x1vQ576JNGyVkwavu5XOfCUz6PixFOWeSBUIUEUJPAHP/IxIoMwPocse8J6LeSO+jIXntQbdVRZy8Um9043TH8coJko7grXaaOVubrdkG4sUBAEYfIfoB3aMEp+7DQyjAFRpPD9MBE38P0QywwJYthKu60V5DbulfVGh5e8846kvNzocnpRn8fJ+Rb9EwEy3gDUnEvT0CoMaS+v4Df1+vjNNlaxmwgSdFZWUWGYsJQ0ZlL4UeQHOI0ORgxLiRotpOtopgAgWFxBOFby7Pizi+k6dX2iZpswhgBEaw2kZaBiKEUwv5yBCimCxdUEShC1OvzT5ip3mfpYp/wu/zi0hUL8w68TZpg0gCCKNAMBUBSCX6kM0o2hI9sMi52FWlL/FKfEny1oOEBDRcz7QRLlmgt8BpbaOPG7LFhY1hti4/dKZ36Zf6nolP5KGFIQgl8q681vQaSzVBtvuizzgACeU6jxriUNx1oKA15yywyX3qnfv+HyGvWnPuYH5rieS7PL313k+Ltt9/2YlJLLLrvsnI/zQNuwad9/o++h3QNpt912G5/85CdzbATfj52HDTyErdOjKNPtUW/p9tT7GSfxjLrlfN/1MC2HRDl1rLUwr+zSw1JEmMGD9cb1wx51oSDswedlaZl6cKwq7C334DMz1apnHMLeiWT5je77uGeMcx99ZU+52c6vRXZTcLPd27annFHt8oP8WrZa+TmJXixuFtd7hirTvas0KZFXuApV/vpkMaEQKwLJHhxEtix7fh/fXzmTxv+e+2ZSrOJ+2orc33mIhBD3Xc4dlnuvizvniureq3Kp9t76M9re3xxzJyhy947ZAwkxe+EymZR6L7ZQ9PTN1ffOqReX2HusXN/7gej0Hkvc+xwtetf83q/Rmet4RotcKfvkmD2Nzd5xsvOSInftzZ5P733dY2fYfa3jQ9jqU5twspCSs5hTrVCf2nSfbf5fbH5+nquvvpow1FLhb3vb23jzm9/8gI9zru1RpSpjln2vd7wAxi2HR5Wq99Li+7ONH9u9Cf3l5WV+6Zd+iX/8x39kz549Z+v6Pdv/jLv+f6GtHD7FbX/3cWo79INsODaVyRG8mELG669SnhxJFHRq2zcxdGmsliUFM6/ZRvA4rbF94GkON//eIHVTp4CGrX62upswY/WsPd429hU0bchutYO32W/kNeaLsZTJM8WT2W5PJhhWx7FytD3FoqPZA9AvaNe1sCx9XMs0cB0rSY33eS4yo2IliqkSEVJo2qkN/J8lEa6RfFuEZ+bUs4RnpjhDQ+jNVxsfXtvQG2ySSVqpmpZAqxZt4D9NvVMcCU0frt5v8d67HI6vwslVeO9dDlfvt2j4ECL48rRJuajHqZclI/0mGxuANw2bbJ8w47WALaMWgzU9TsERDNYMijH+daBqsGnYSr5TW8ctNsfqWbYJv7AzYqpPtx0sCUpVI6UKK1uQ4WJlwIWKnayFKFkQ67TjGoiSVs8KTMX0ZeQUqwqWl1BhGcLANu0EJ1qyHIo3/THh0l0Ibxikg6hMIbwhsKtglRGlzYjKVjA8/e8IjVEVtsbBClP/u+khK9t0W6sEdk1DBcpT+riFEQ0JKYzpcmkzmAWE2w9mAVndgaxuy/ybp9tIB1HUES9RGNHl8hTbvvPb1Oa+joFi7NhH2HHLG3Gap7RimNIbu4QQ8bkrLMPSAgymk6h2GdLAME0Oj67SNUKwYkiLHd+XtqHLpqQhIu60uxievt9N00BKietYCAG2HY8b4yNdx8IyDUxTYkiJ59p4no0UAssyEDLFxuo+CtvSQg03HG5y9ZcXUAgUgmu+usC2sRKuLRmuuwghmBgs4NqSJ2wxedpoE6vgIS0Tb6APr7+OYduYnotV8HDrNTCkjngpcCplMCRurYLh2pieh2FbFPrrFAb6kKaJVfBoGOBXC2AaGJUiCK2SJUwTo15BFgsI10HYFma9gtlfBcvUlFlCaAyrITGqJYSUyIKHsEzM/ipmvYKwLYTrIEseZr0ChkSWCrz0zmn+6vY5ipFiwnJ49+ocHeJLIg0saSAQWrAAsKT+CWIKrXpnCJn8uxRa9EQBH2osM2G5eELSb5hYQrDJcnCE4JFtxfMPzCNL+nzNvqqet2MTeg7vfuR2phwPV0h22C4vrwwkuFszHt8QgiN+l99aOs2HGss6Mgy8Z22BLbaLg46Y/eXFY7zrUdtZLDr83lP28RPmCv+6lGbRHqompOSCH//R+2xzwY8/+Zw462tra7zhDW9g3759vPSlL+X5z38+U1NTD/g459oMIfiTcU0h2OvAbpTfMr7tnGzWWl9f5z3veQ8AH/jAB5ifn2d6epqrr76aP/zDP+Q973kPP/VTP/WAjXce8/oQtCgM+fs9z0vUsQYu3M7CHYeSCOHmqy7n2Oc1+buQkqGH7WLm23cA4A3WePd7uhzvX4MIrgov4vPWLcmxH1+5nC+t6r62sNjsjHKgrdkHLrX38PrWbyS7nb2qRWslDSVWKx4rqzGpvCExDZmkNosFJ5f6rNeKLC2n0d8LKhVq65GOQJhxSjAOc4iynVBUAVo9K6MulE3zCydmE4jv6l4lotyxJNoZ3oAPFCxo+UlfUbFRGdL5v7zV4Rt3xTKlJYlAsbSuG++bsjhwvEs70C+FS3Y63LRfj2tI2DxicfiU7jtQlay3ImIxIS7cbnPrgXSci7c73HxA93UsrZi1oay1fczk9X2LFIUiULA0UKY6t5bShw66MBdH2B2pveQNhoEBFxba6fmNFFDTcYRdwMEnRawqfU0saRFEQbJjvuSUWO+kEfctfVuoH/pn2t/8/eTf5MDFRPM3xwVHR4hiGirZt5do8fakrTHySMLpb6R9qzuJVmJxC6sEYQcivV7G4GWEc99J+w5fQTjzTTYmLoqjqIZO5wpvENWau5e2PceSFhgO+PF59V/CnQ9/W9K27JRZ66QbSDzLSyAGUsgc323VKDN1PI0a9d6zNxlt2nHYvZdZo1L2WF1r3WvZNCRB/Gz3sgtUyx4rmbYf/voi//e/NdzHcyQCQTNmzLhwa41bDy0nbf/+xwzGFg6k59dXS6ixTNcl6HSScH95fJS1k6fTOU6MshpTYyEEVsFL4AROpUxnbS25zwYnN1M7mbKdWCMDibIWhkQYBipeG3OgTjCftrU3j9I9lo5r9tcSsQPhxMp48dpYY4P4p9Jr/6UrL+CVE/pHnACuGdnK5ngzlSFEAgcA8EwroagCcE2Tdkac4ednj3AghlZM2S6HM+wCv9g2ePV/pfenNdyfUH9hmfzIj+1hLv5heWWhzFvrKSNA77hvWp7mvxt6M03VMFkPAzbulEu8Eje10mfw4YUy1zf1/WkA1+9+BFPO969cdH92rr/fs7fdxd0f/8wZ7BYX/PiTzxlN1v80+8/lOX7n5IHc5q1xy+Et49vOKU3WD9LOY14fgtZdbSSOK8DywRO51PbK4ZRWSEURKwdTfGprbpmVDSodCbc6JxOcK8CRTtq3q3wOt9O+nbafo+mJ8mJJtDIf1TCMctRYWfUg3TZf9ts+QsS3Y5D/PZWjxQLN4Xov9VlaLD3H++gbkaeGyjiuZzvW4em0vLyeT70fnQkSxxVgeiEdJ4zg1Hxanl/J9z09nx/nVKZvxydxXEEraRX79SRNAYPddj5/kqW+6vRACVZ7zm8901ZBQ6UX1I/ylElZyigAP+wSZeirAFRjJi1EeeUp1ZzJtY16y61M2e+BpbTyUaWomS0rVKasWgv30bZn3MhPHGQ9xzy9US+lVpYGLOu4AnSjfNssHZtSio6fXtNeSrgN3OuGdXrKQeY56m3b7TlWkKHJavVc/+nFPD1VsJ5f506GZipo5x/u7nrj3stKJY5rUpe5zzpr+XHC9QxEKYxy765cHRD1lMPMOKqHTixcy89RrDYA7bwqYMbvJs5r2BOzCaLoPsvZR2w2yF/r6TB/TXLn4AcYXR9ijOF0z07woAeGk1XWWuk5bu+4s5ljhejz+0E4r+fahvbtYnDPzh+4wtb/JHtmbZAfqw78QBW2ftB2/m54CNjpb93OHVd/ivXT86go4sSXb2LgwpRqYvDi7TgbtClCEPzYFjY4csx6gbmXb6NZ0S9r++ET9I2n6lm7va0UYloiA4MLvC1J3bA5wEsLP4erNAxgsjSapDVBR1M3sFplabClVErwZiOOy+ZiUafDgKlymf4MSHy0UMCNb7+aYdFfzNBuuWaOWkgUTLKcPzIDD8CUiGKGqqZo5frKgpXmSwSIQgaobkso6PNp+vCVBYebF2SCDzzRtZJvcCgEW8fScx8dMBgbTMfZMmalKlZCR1o3rFwQbB1Py5MjZk5pa3I0hRaYhi5v2EhV8rO7wBIKVypetI805Q+IaoY+xxCIeqZcMlO4ACDqdo4OS1Z1nUKxMqooZlSnPMs7Q3UqZTsQ1It9OHtehHC08pFw+5G1nSSsDdWdMQPAxti7YtgAOs1f3gIxq4QojGL0pTgo2bcPmShvSWR5G8LRcBisMrKyJcHVitJm5MAlad+BS1JaLmnptlb8bDh1reAV4yVlZRuinu5aNmo7GT7+HxAFlOeuY/LA+6jMfV0PK82cKpdneQlVmNe1mGoNpZAWKRLltUgpTtsRpWJ6XUolN6G4EkJHUzdgN6Yh8VwrwV66rpXvW3QTuiwFfH1/QycpIsV/37jMsaXUGdo9WWHPZCUZZ/dkhaGaXvMnj7bZPlZM6LDsconSaLr7uDQ2jLehtCUEXn8d04vfE46N11dPnAm3XqOceaeUx0dwa3rcomkxNjCEiPnhhOtgDdTSNe+vYQ2nql32UJ9OvQPCNDQ8IH44ZNHDGkrbWsP9GP21ZI5Wfx1ZiO8p22KoWGRj5TZZDjcGHU7FDqBrmDkVK9uQSLHx/ArsTN2MCilmqLL2ukXGYnosD8HzF7uQneOAXrdl2+A9T9xDrZ7iCzfbLv/eXCFUKoYmGMnraVVFdDIO2kVuia2x+pcJvHSuy1AsVVuRBlOOl+BsJ22Xj6/McaLbE1F4iJqQkr5tk4xcspe+bZPnHdf/BzOE4LHlGj9dH+Kx5dr/KMcVzsMGHvR290c/zyef/wYAiqP9bH7S5dz5wf8GoG/PFN2V9URkYOTZV/AXP3o9hy/osnm/xXMWH8HfTn2N1WHYFA7wyOvr/NvF9xC48PDSPg63T7AQLAPwlNqj+fzydQSEeNLhFcWfZ9fiLupUCV2fW8SdXNjag4lJtVpgfb2dRFZ39NXoW9HUM8oUdD0DZy3eRe0ZiFBhxBHOZtUiWulQQqIEdKo27nIcQbCkdjxjVgBRtHQEK95gJOouail+OUuh0/rLcUTQljo/vwEfqDhaSSveqCXrLtFGXyNW3orTuoFj8rufFRye0R/+Z19hs/9ol1unYXuf4llXOHzgSx3mmoJaWTJYN7jnmJ7j9gmLxdWQxVU9x4ftdrjp7g5hBI4l2LvN5jt36TkO1Q1cB47FEdzdW2yOTfs04o1aj9jr8O07OigFBVfw3F2Kx3dWKZuK1aKDoRTFmKlBjhWJZps6Si1AjBVRJ+PIk2toideFeG3qjoYObKzNWBF1qpGs4+wVJic9vavfNiykMJJd9UW7SNtvJxu3hsvDjFSGKdjawYjaC7S/+Qa6d75fH88sIMtTREu3x9dhSkdGY/YBY+wJhKeuTe5vOfpYotNfiftWEE4F1dDRfjlwCdHiHRBHNY3xJxKe/KJuKwzk0OVEM9fpsjeoU9yxEIIx/EjC2W8l4gXGxJMIT3whHtRB1ncRLcQQh+KEZjzo6nQtk8+Ao/+VzHHlUe/iVFk7uRKBZdpJJLpoFthxopZEmWXVIVpJo9TTJTgSpz9NQyKlpBtHYcsll7X11Nmo1wosZTZOFosOjUYMH7FNwihKGAWEafOct9zIwlpApWDwtCvG+PAXNVyg4BhsGipw93E97q7NFU7MNVmPr//vXVXm8Y0UKlSdnGDlqF5z03MxbCtJ2ZbHRlifmUPFGyvr27ewdOBIfA1iOEEMH7DLJVQUJVHYocnNVE8tJ9ADZ2qcTpwVEqbGrm6k182+KkGjmShwOFMTdA6nWR9ncpTOUT2OcGxkwSVc0iIJ5nC/hhLEUWdn66ZEwWvGM/nTZ13O5309p1HT5sPDU0nK0TNNWhl4QMG0aMZpfAF8qLnCu5amCYEJ06ahIpbiiOjTzSK//h/fYjBeV2dqjM7hOHpvW/zisy7hO/G9u9PxOOV3WY8jra/oG+H5XurUfrnb4vVzx+mi6DNMCkJyIna0r7QLvOHjNzK21mbVknzw6ZfxHiuGWQAXeSW+E8MJJm2Xb++6HPscOnvnv9/n7cFg52EDD3Lb/9EvJn83Ti9wz79fm5QX7zica3v60GEOX6BfeMd2+nzYPsgGZPO4Mc/xK1KFo1sad9HNMAjc1TrMBrqqFXW4bO0SnDhuYbQtLuWidB6NTg4S4LaiNLgZKJxGGv0xW/m0WKEZshHwFwq8VphmGP0otzM+S4sF5OmqIpUvdyOyeeqs4wrkqK8I831PzgYcnklf9l+8M2AxFg86sCj4wHUhc019hstrESsZyMCBE/k5HjsdJGQEHV9x9HRaP7vUA0M45dPupnM8Nh0kUd9mW1FY6VAu6X+oNPJp+2ipk8IrFFrGdcPaYV5JaynfV2WcKyLFkp2mW7uhTxZH0vSbuZ2jQRQkjiuAdPvz8IGgmWJXAbWav0dzqlqQSMDqvquoIFVtipbvSRxX3fZIpmOIWknxmmRwroDmlc0wJUQrmXlEnTwtV+MEWRPzN+VZAeZvhNh5jVA5CEUzaEFUSw/dA1PJloMwyjFV9EJnsrAbgHYGatMLJWi0uizEPxBXmyHfvHMxnVMnZP+JFC949/HVHNuAvToPGVKH1mKKMQ1abYJW6lA35xcSx1W3XU47KmjNp+N2e+ABanElR5ERLKXXVgUBfgbbGmRUtHR5OVf2s307XcKMylYwv5Rb12ApPdZwK+BQJ4XWnA40L+vmOHLa6WE78TNpfAUc6rYSzOmJnrT90U4rcVz1nNM5hl2fGzP37v5OHrLxndZ6znmd9jt047tuMQxYzLS9u9tibE1fk4ofMdNsQVV/uoN4jsmcum3mAv8MMYTzdt7+p9n5WPyD2Pxmm/JYKiUoDEl1awr2L4z2Y5V0KjM0FMGjR3L9Nzujyd+edBi3h5PylDOBFf92MZXJlfYlOEq/0AvKw3XT3zWmKXMqPzXXSb59Ar1JKp0kOvK3YZbMqTUJt+f3UravFPly9u/ecQCRVRuS5FLiveO0MwpeCggyGuB9FZns8gcY7s/3Hapn1LFMGO1PjzXSb+QUswb78nMcypQ9F/oqcVodxcWjgooVbzYRih1DmfkL2DyQeTxdA7IqV+UeRaeMwpMyBKtlA6UUSilWiwJlpufXKZl0Mtg6z8grR9kZZSnXzKsJOaado0ILVw4hiuOZBnVkf/pDR9b3INyBTHlXSoclTWR9d+Ych5DVnelc+velKf+Nvkmlh+xLU/6iPAmlzWnbvj0JLOGMvlYF2X9h2re6XTMRbBy6bzds4K+RuG4do7sMgIoM/G66Xt2Wix8vUFdFLLuCdoyHbRLS8dLrb1kGrptep2LBSZg2NsrJfKWgUNTzDyPFHac6OXqotY7AMjdgHLBnS+oI1cs2F2+rJ+XH7aowWk+vaXl4IOGEElJSHEyvj10pURjoS8qlkSEMJ+1bGspcS8ukNJJu/vD6aji1TCRuqE438+xbg+mchOtgj6Z9zaE+ZCmFZVhDfSlUSAiswXROslTAHErL9uiAVttKxknrMCRXRenzvNlymFEh0UY02DBzVGl2RoFNASpD3bbd9hK4QLkb8OLlMEfplR3XKrg8iXROF7kl+jPKW5ttj+MZZ3g985BtlRYvXAqRSuEGEa9YDDUnLjDtWQxV0meiICR7MpK3W22Xu9uNM6iKztt5+59m52EDD1JbPTrNv/zIK1g7NoM3UKN+wSTT37qdyA+o79iE4TnM36IjT/2P3cN7fmOGu2qzFKXHJcULuKW5n7WwyYg1wGZnlOvXbyci4gJ3CxGKe9pHMYXJ44uX84vrP4vnFwhMn2+Vr+eRK1cgIoljW9i2kaQ2S0WXbcrG6yiUgLmioL8NRqA09tSzUOsdULHzaIgkeipKNqob6Aip1HRNquHr6KglNc51Y3e2p5FcqhXolHjJ1puy/ChN+Tdi1aKYPktloQahgrbu6xccPn6zz4dvjHjOJZLHXmDxga91uX0WXvk4g1pB8NbPB0w3BBdstlhci5hbCnEswfZNJodPBTTbinpFMtJvcPdRnyiCzcOanujYTIiUcMGkxen5kOW1iIIr2DZucc9xHVkdrBn0VQT7j2kFnW1jJq8YaTDpt4mk4LNGhceoBp4f8Ml1jyNugSu6q1xe9LWTaklYjKN9A66Oqq77esfWgAeLbb2ursFayeDjB09xpNvh0tE+TAnfPrnImGXzzO1jHF5c57Mz87iOyc/umqDVv87SYBfbsHFMJ9ldX7QLRCqi5ccRH7dCs9skiAIc02Hv6B6MhZtY/8+nQtgGq4IxfDnhic8DIKvbURioFS0MYIw9kWjhJlRnCYSJufkpBMf+G1SIcAeQ9d2EMXxA1PdqoYE1HS01N/0owfTX9UYuw8UcfyLBsU/F13sMWZzQEAHAGHwYUfN0wj5gbH6ahhqEbbDKmMOPJDjxGd23PAWmh1rSTBzG6OOIlu5AtedBmBibf5Tw+Gch8lHeCJ8efi+ves8Sa82IVz9vjE434l0fOc1Y2eH/vvQi3EqAH0ZIIdhcL3MkjsTZtonrmKzG0bNyyaXrh3TiFHlfX5Hl5aZWVpOCWrXA4pKOhjuOxV/8xwn+4+vTVAsGr3v+Tr555yIf+eoMhhQ89YpRPnv9NF0/olqyuGxHH1+8UW9K2zVZ5idH1niUOsKKL7mjby/FhRM8zFlEmpL+HduYv/uAVrgqFCgM9bFyREehS2PDBO0O7TgC2r9zG0tHjhF1faRpUN+2hYW7tSCKU63glIsJ+0B18xjt5TU6q2sgBFO7dmEePg1BiLAt7E0jdA7qtL7ZXwNDarUsNLTAn1kgarZBStwdm2nfcxQihXQdrNGBBHpgDfURBSFhHLV1tm+me2Ia1e6CYeBum6C9/ygR8Pk943zs0i18NWbMeHaln9+uDBHEPzSKlk3T7yZaewdVyG/PHOVk6LPFdqkYBre09DX5UavImz91C87yOgih53jgOEQR0nOwRgfpHDpBRwo+/fBtXL19gLvj6OjjSzVubq2zHAY4QvCGwU38w+IM+4MOQ6bNL893+ZEv30ZfN2Rm+ziFtRblGb02a/u28bRdZdZQFITkMaUan1nTdZsshwHT4sYYPvDigTH+YmIH58LOf7/P24PBzjuvD1L76uvey7f/7J+ScnnTMGvHZ87a9p4f9/jQb6Qpu6w6FsCAWWc+WDpbV/6P8TP8ePspSdlzrVz6MitpWkKyz0h/5QvHyO/It408OX7WEkWcuG+PAtaGatVZLacQdZa+gjz7e8b+7ZDJP9+Q9h2oGcwvn32OjpVA7gAdVZ1eSNvWy5KltbPPsVqSOTjB2ICZYxjwHEGrk07y6j0rJEG5kqWd0Y3TKVuotXwKOTFD5AUXylaOYeBrUZMvLZz9Whc8i2ZGkWzbzhI7L00jR4YwzhAl2DDLsHK77Sdq4/Tf/ja6t707nXdh+AxWgaTO7Ue1UyYAUZnKQwqsCvirZ+kJojiOykATRHkStXY008DIQATyN0NvW1EcSxzbM08yPwdZ2ZqDObzxrpfxzpsuP2vXlz1tgp9+ZLqZqJfS6r7McazEkdVlk06GFeNV77uH249pzKbnGLQyz9zW0RKHTqfPfn/VZmEljeh94JLjjLj6WFbRw2+kKWavr56DDEjLIvLPPmenWj6DuqizcvbrFWscJ8VKX53h1fR8ZKlwBovAhgnX1s5nbEa9SpiBAQjHTtS0zhi2XCTKMA4YtTLhcjrnVzx2K18dTqOWXx7bmQgNmFLmGAZeOn+cWztnn+OPnVrjj7+e3he948iCq53v2J72tN2cijeV9hsmCxkWgc2WwzE/haF85z/v0OwEZ7GF4RpPeuxkUt5kORz3O2dtawvBzEWP/d7ED75LO//9Pm8PBjsPG3iQmteXfyk4tVQST0iJmUkx1mVelaRq9pbTvjYWZiYVZpj5l5tpGj3lzC3Sq3pj5suip5xlCKBHmae3bzblrw92H8e9r3LPOOVCvm3Ry0AYBLgZ8oFSb1u3t29aNg393722LeTnUcr09WxBdtmF3XM+dv4aYGUaOz1r3gOliDLHkgKMzHq4PVCKgpeHHpiZHdayR/HI7FGoMqWJUduZ+zdZSj+sWGUtVHC2ujPKAlFOU/44A2BmcLXZOkBusAkACFOLEWwUS+NkVbqydfpYmXHNAjipwykrk2RvvNw4gFWeSP6ul21KGUjAxq79pK2VL2fX3nHMnFOxwTwAmjUgVDL5wRhEiuxrenK4kFOB2jycYekANg+lPy6Hygb9pXRct17Lz6meeccIcDO74u1SEZE5J7eWV+RxM/AAYUjsaiVfl5mkV8uPa1Yz7zLHRhRSeIdZq+SefbOWf5cZmfegLLjJLv+zts2MgyH1sWO7wPZyGz6szAanUCkmM5hRF8FQhm3Ayx4XMKu9c8yUPYco85LZbLu5thNWOo4Aov7sM1PIvXODvvw12JQ5loXm8dyw7U7hnDiu5+28PVjsfOT1QWYqivjiq9/Ggf/4MsI0EIZAhYqw42N6NiCI/AAVRRiOzbeeHfKVn+hg2NopjVREO+zgGprGKlQRvvJxpUOkFL4K9I5paTKo+nlp5+cZl8M6wooiDCMMw0gxU0ppZxnBJDYVYaROaajiv+Nkm1KIDRlEpfsiBELEcq2GTD9MQYSIy0oBUYSQsULRxtgCPnqn5DMHFP/nErhiAvYvwN9/R/HyKwSWhHd+U7DchmfvgaKtuPpmgWfByy+P+NpxyVePavygFIpICYJQYRoCgYophkiwg91AYUiBIfX0u90QyzIwJIShwg8UjqMrgzj6aRjwrMEuT652WAgk7zrl0W8qXjDY5P2zRU50DJ5Q7XBJ0edvZ4p0I/iFoSYXl8LYJxF6s4kh0qBhGGnPWKl4HYk32AgdndayP2lbQ7AWhfzHyhILgY9l6HWMokgrBhkCEARBhGEIpBBU+iR7L3ewLQOFQqAj7FKKeNh0M5iOvkcIoUnvq16FqYEpBNC58S8JTnyeYP5G6K4iK1vBqWmxAhVp/GvQ0BuorDKyby9q9TCqNYMojCJKm4kWb4Ogoam2pK3FDKSJ0X8xqj1PtHYEnBpGbTfRyn5UewFRmkAURokWboWwrTGuCqKlO8BwkX0XolqnUesnEG4/oroDtXQXqrusabrcfqKFWyDykX0XQtQlWr4bzCJG/4VEa0dQzWmEN4ysTBEu3g7+Gt/2n8bv3Pxibj64jCEFF2+rsbzuc/DUOs973DAvfupmPn7dDO/+5HF+92emeNrlQzSbbaJIUfBshBQ0Gh2E0JRZ3a6GD5imZKUt+NV338nxuRaPu7CPpz98kDdcfQ/dIOKirTW6QcSdR1cpuAYXb6txbKbJyfkWQ3WXbWMl7jiywkrDZ9tYiZ/Z0uaJ6iBCKEojwwTdLq35RQzHpjQyRGthie56A6dSwqlWWJ+eJfIDikMDCEOyfnoWYUhKo8P4jRbtpWVMz6U4NEBzbgG/2UrgAuvTs0RBSHFkCJSiMTOHNE1Ko0PYa22qa13Mooc5UMefWUB1uph9VYTr4E/PQaSwRgdRfkAwv4SwLKyRfoLlVaK1psa41iu6b9fHHKgjTEMLHUiBPTpI1OoQLK4gHBtrqJ9gcZmo0cKoFFkZrPHGUZfPjpTY7RZ4UXmAR9seAo15DVWEH0UYQjCtIl42c4TTQZdJ26XfMLm1tY4P7HMKvOrmUzzitqMIy8QaGSBcWSNcbSCLHmZfFX92UZ9ff43T9SKvnixwZ73APrfIuoo42GlRlga73SKHui3mA59Ry2bCcri91aDUaPPXB1bZu9rR52dIrJEBvlSxee3OGqZjs8stsr/TZCkM2GQ5DJk2t7bX6SrFXrfIXq/I749MMenkHeUHys5/v8/bg8HOO68PMstSYwEMXbKT2ZvS3dvF0QEapzVrgHQt3vyfbcL4h/1ubxt3tg4mbfcWtnN7M6OgI1xaMRH9o4yH8RvtX0nqSkWX9Uaa6vJcO7cb+jKjiL0RAXIMyKQuRcHK7/zPwgd6Uvq9Kf8z+mbS4qEUPPfDGwfREqmHTqZtNw2bHJ9Jj2XIdNPxUJ/B7GI6x20TFgczzABZ+IBp6H4bT0LvcbeMmhw5nZZLnmC9pRvvrkW8eVOaMhR1B5XZ3S9qdp4JIJv2L5jQzKxFv4tayPA0Fk1oxPU9sAuqNmTSw3cXIv71aCpckYV/2JaRI7PfMlVh9yPSQ2WVowDtyMYXzZJWTrBgpDLMVP8UWWt85mfxD30s/QezmFBj5VP6ICvbiVbTe1KUpxJs68boGzeMcOoaI7vRt3aBdjA3WvbACbLWW9fbF6cGneWz9u2FC8jqdu18x/b0z/8e35zTPLRF16CRYXbYuanM/uPp/fDx11+CZ579FdurtPXez87yka+k17CvbLO4dvYU+ZaRIkemMwp1m8oJNRbAn104y8VFXS9NgygjXuD112lloCVurUJ7+ewQANNzc+wDhcF+mnMp/MMuFc8QMEjaViuMN9JzN/urBAsZCIBtJcpave8Js6+aYyAw65UcW0G2fe44gDlQI5hfTsrvf8RW3rFZR0Pr0uATo9uTOkNIwozgxJ+szPKf6+na1A0zocaaWm3zsc+k91AvXKB3zi9+4g6+3a8j4zYiYRMAvbHqUIaTNQsfKPghX/+P25Lf+X7J4+FPTbMc22yPgxmGgSHTYjaj0nVg3yMZyHBqP9B2/vt93h4Mdh428CAzfy1PqdJt5Mt+My1HbR+ZgX42o3zb3nJbpU5VL7Qx7FGU6S1n/aZ8gRy+7Yz6nqbqe+grIpXb6d7u5Ptmaab0nNO/O937btvOKGsFYY7R5yxt8+WOn5ZlD05X+b3lnvPN4lV72p6B+c0qjfWuW09b0aNKlnWK/CB/sbs9uORetSiVuWi9GNiwRxEI0FKwuXLmwynz0ASM/EdVGL19s+wTPR/gnr65Y/fAHERv295xs3MW9z3H3nmEIu3rWHnYRm/5vjK3WaYBAKcHPmJbWZiKuNe6s5XdDJRGGPk5yR5oUG99lhC+t+199u051/sdJ1vuqfteyuJ+xlGZ+l5lrd7r4/Two9qZBqoHNtU7bu8cs+P28q5aonectBwJkbsGqmccu+e+yfY1IBEuOG//b/b1r3+dv/zLv+RjH/sYCwsL99/hvAHwyU9+ku3bt9PX18ev/dqvEcT8yTMzM7zkJS/ht37rt/j93//9B4wJ4zzP64PITnzlJo5+7luUxgZYPzWP21ehNNJPc2aR7mqDyuQoheE6MzfchQojBi/dwSNnmnx56hiedBm3h2iGbeaCRQbMOiPWIDPdBZpRm23uJkqywM3Nu9mutvAr3gtwDb2pxDAEjm3i+wFBEFGyLcZcjwP+GpFSjBaLeIaT7uh3TJQIdXTVEDrS6kfaMXMMhG0kAgCiaGlO1g3mACeGJPiRZiiwTS1EEMGRtsnxhuQx/brvV+ZtRvoVpxdCPEfQV5WstwSrDUVfRTJUN1heC/EDHS01TTh8MsCQesOUbYXMLYUUPUG9LFheEzRaisGapL9mcs+xLmEEU2MmYQjHZgIsU4sJhKFicTWiXBQM1PQ4MlC8em/AnLB4X8zx/sithtaxX+2CKTTbgR/pyLRnalaFVqCZEaq2ZkZYaOsPfc2GVswcYEvwTC0k0I2gaOpjzbX0D4A+BxGBWu4QScF3jA67XJNSW9GxBXebfhLJ66t5eJ7FqWnN7zk6XKbTCVlYamKZEse0Oba/y6btEtuysQ2bbtBFoXAtF4mkGZO6e5aHH/p0wy6GNOiGPjOrMwyVhyDq0vrqbxDO34IojKL8BtLtB2kQSalhA04fSkWo9jzCKqGiAFGaQHVWEE4NpUKEN4IKm0h3QKMk2osIaYJdQZgeqrOo+wZdHVHtrmrFLWkhvCFU2EG6A4Aias8jDBcVY2FVZwlhV1BBR2/W6q4j3T7t+KpQz8ft0zCS9gLCLICKEKVNqPYywq3pNoVRVKDP71UPv5Xf/NomfCz6yg7VksX8cpty0cYPIiYGC6ysd6hXHP76E6f41aePcnKhw/s+N0OkFC+6aphTi10+fv0iA2WLlz1lmH//5iI3HW4wPuix1vDpqzhYBgRVhzBS9FdslIL5lQ6eYyAQbB4u0Fhv8zv71rlsYI3PVCzee0+Rn9gScvGoSdj2UEphFwtExYjuWgPTc1CRwqlW8FstrIKHkBK7VCQKAqxY6c5vthBSIm0bt27iN1uYjkPoBzjVMkG7g+W5CNPAKhZQYaj7KvCbTUzTZNAsYNQUYbOF4bqoSCHLBaKOj1n09MYugWYSKHqgFGGjqdW4VIRRLRG22hieCyi90avbxSwVQQiiRgukQHou0rEJGi2kY6PCCKNSIup0ka7N/zkwjx/W+OfJOv2mxTXNZZ5XqGEKEUOoJH4UYUrJL5X7OdBtc6Dbpm6aWAgCAwIiZL3KRy/fyrNvO4lhGKDi6GuzjeE6qCjEKBcJfJ9P7xplaahGPY6I9pkWA0qxEPgUpUGkFGOWzarvU7dshIBh06IVRfQXXP720Tv4pRuO8rlNda6+ZBObDcFCt0PFtAjivuthyFOKVZ5eqPDGxdOsRSGvqg2zvL6KU6zgWT0/yh5CFoUhJ796M43pBYoj/Yw/5mJk7w+Yc2Dve9/7OHz4MH/0R390zsc61xYpxUy7STMMKBgmw24hUZF7oG1+fp4PfvCDXHPNNezfv5+XvvSlTE5O8trXvpaf+Zmf4e1vfzuXXnopb3rTm3jnO9/JK1/5yu97zPOwgQeJrR2f4R8u/DmClo6Ojj/mYk5+9eakfvzRF3Hya9pjsssFrKJHY3oBhWL157fyzhcdTCJmj688nC+tXp/0vbS4mxsbdwIwYYzwTv+PiOIIYKXisbqaRmi31CoMr0YaL4tCOQbmhka6EzupcRRQVBzUaiZFXrYTp1VrH6bwAVGwUC0/TfVVYocvtn89ZnPNN31AMFLVQ8zGWcJdWyzuOpKmxS7eYXPzPbHqkoTRAZMTs/pX3lBdMwJsSMlfuM3m1oPpOHumbO44HEtE2oKiBwsrelKbh01OzqUiA/u22dyW6fuHjwjZF1PRNAyNFS1tNO53IZPyl6NFotMbqXMQtQycoGBqKq+4qxj2UDOZtP1IATUd73Te+HEQk6GHVZu3HzpKO9LCEPu2DHD7kflEnmF8tMLJ03rhXMdASpkwDIwNVzg1k6Zef/TpIxjldEd1Fj5gChNFlKRUS06J9U66q33H4HZK9/w97W++Pj3n/gs1BhV0tFJITVEFyPpuoqU7k7bG8BWEM99M+2ZT82ZR99tQxxq4lHD+xrTv0OWEs99OynjD0NIsB72sBr1tjYFLCOdvihfa1FHWoHnmHM42x9ououW7AJgLBrnoP/6Mbhw9v2hbjVsOLidtr9zTz3V3pPMY7fc4vaDXtq9is7TWTaL9l+/q49t3pbT0D7+gj+vv1mUhoOxZrMbQml64wNuebLJnLRVcyKb1hWEghCCKIyDFoQEas6lQSWXzOKvHUmiFW6vSXtZpb8NxCLud5Hktj42wdmo6aZsrC7A8L8kKlSsVRprpZ8WeGKZ7ImWhsIb68GNqLAypndj4gTX7a1ota6PvphG6x9Nxs6l5YVuoIEjeR9bIgMaJbvQdH6J7cjYpv+Jp+/hqUTtAlzgF/mYg3ZDnmibtjNLWx1trvGVRs1JIoCQNVuOswzPWQ/7ov2/LjDNM92R6fi9+ziP4dqSfdVfozXedeCF3OQXuyrAYXFYo851mCj3IMghUpEEjChORhIu8YkLXBfDx8Z30Z6KshhBJZNmSBjv6Ux7dB9LO9ff7no99iWt//a8S5UiA0vggT3jrq9nxrMc/4ONt2LXXXssf/dEf8ZnPfOYhv9ntSGOV6xZmaGSYLYqGyZX9w2wpPvDX7LrrruPiiy/G8zRX82//9m9z22238brXvY7nPOc5HDt2DIBvf/vb/NRP/RTHjh37vtf4PGzgQWLLh04mjivAypHTufqVw2m5u9akMR1/oBCcXj6VS/Ue7eT7Hu1kqIECkTiukFfxAeh0/OSmMhCp4wo6mphJX6sMnQ+Ayqo6KXK0Waod5CAEOYotoN0I2cg7Tq+kjivA9Hy+7UwGyxpGcHohncfsUuq4Akwv9vZNK9tdlTiuANMLQQ56MNvT93RmHsUwTB1XyFFdAUTrmXVVpE49aJxrpqvq6ZsrhypxXAHEWpd2DLVQwImlRvZQLC2nTnC7E+aosZZW8tQ/3ajn2meUowIV5LCA2TqAZrdJ1EOLpVqp40DUTRzXM+rOUo6yCllBI6+O1c6rZ6l2vi8ZZ1W18zRh0RnjZMoqSBzXM+ZwlnGy5eWmTBxXgPnl/PrMreTLC5ly1nEFmLuPvkqROK66bV67Pmzk8aZZWJEKw8RxBeg28tff7y0303LY6eSe1zP6ZtrqaGsGztTMzzFq9Mw5Wx9GZB/YqJmHOkU9sKkwe35dP/c+OqNtz7hk6ntjNmEPLEdkTj6CxHEFiNbvfU4AsxlKubaKEscVYD7IP+sLveVM39WM46rb9rxve88hp4QXPiSFCu752Jf4r+f9fs5xBVg/Ncd/Pe/3uedjXzpnY//6r/86u3fv5td+7dd42tOexje+8Y1zNta5tCONVT4/ezLnuAI0woDPz57kSONeKO6+D7vyyisTxxVgfHyciYkJvvCFLzA5mTK87Ny5kxMnTnDo0KGzHeZ7svPO64PAuutNFu8+SjGjptW/ZwoZK0hZRZf+fVuTusqWUQbicrOiKDxxB3VD/5oSCHZ5U8j40j5GPIJXub9IRekNC+PuUKLyYyHYXCphxlguIQT9hfQGxJSIUor3E0Urp/IkPSvFuQkQxQwKxZaIQpq2OhXZfGdOohQcX4Ubl63klR4IwUpG2WZ80GB0IE0RbRk38ZzYoZawedhKhq0UJdsn0nG2TVgM1DLUQiNmwqZjmzA5asbTVTxzMuIX90bYQlGQiv9zIQxtKGAJePyUSJhqrugPeeRUJm1VsaGix1WyQ7RpjqikHafIWYMRHaVUKMLaItHmBZTwUYREEwuEA/PpD46hbirXaQBDGWemKIgmFlBCv4jUcEQtQ380OFBkAx5nWZLhoZTGp17zGOhLqZOGh0q4jpmcXzGzG9mUZk721TM9HDPFdhYsL1EikkLSV+zD2fNihDuIQrC888XMP/IdtCq7CM0iC5f/GQtXvI3AqoKQrO95BUu7Xo5Csjb+VOaueCtro1cBEPbtY+HKd9Ap6pec6L9YMw8ACANZuwCxQWllVxHV7QkOVZa3IIcelszTGHoYorxFF6SNrG5PKLuE26/pvWL1LFndiei7OO3bd2GqFmYWEOWtYOn1FIVRZN8+Nm74HZODPPtiHTEzJPz2Y+9mx5B2ZitFi+1jJdz4Wdk8XOBhF6TqUpfv7mP7uD6uZUp2TJSpl/X59JVtdk6UsWPM6rbxEg+7IFVuunRHX0KPVXQk4yPVRAHLLhUpDqfvkOLwYE4Bqzg8iF3W94Nh23h9dWScWnYqZUpjqQJfZWI0VdqSguJgH1b8bjBch8JAP0JKBDA+OMzWySlMBCaC0U2bMDZoqUwDY6CKiOmimtUi1146hYp/IB/dPsZ7fuRCFuL70hoewIjnKCwTs7+qYQSAUS5gjaTnZ40MYG6odolYpauo5ygcG2ugCoZBRwo+cOV2wslUcfDRxSqWzGJSDWTMaf2J5go3+p3kkdzueFzqpc/V2tQYV18+hS8EkWXykSu28dmpAULgw5duZmuxjAAqUvJXQ5O8bXAzZSHZaTm8e2QLr6gNIYGiNNjquLgxZnWT5XCRm45zqVtku6PPxxKC19RHeGFZPwfPL/czbKXvZksauJl36GCx9JCLHkZhyLW//ldn5+yO/+3a33g7UY+k7wNhd999NzfddBO//Mu/zLve9S6e9KQn8ZSnPIW5ubn77/wgskgprls4O9f2hl23MJMozJ0r+/a3v81LX/pSTp48SV9fRrGvpO/vU6fuhWv7e7DzsIEfskVBwIef+HKmv6VVfsYfewkzN9xF0GyDEEw9/ZEc/sTXAXDqZfp2TXL6GzplVbpsC3/956scM/QDdlX1Sr6yegNd5WMJk98r/woXLcQfZzviNvsudq7vwMair+yxo2shAkVHRTRqFu5yl0JMhSXKNmojAmRLTWMVswSIioNqdJPNR6LuopbiKMeGAtZGpNE1+b/XKz5zZ4RC8LTLbD5/S5duAFN1xU88wuUfv9RmsS2olSX9NcnB43qcbRMWc0shqw3tFFy+x+WGu9oxvRXs2+Zw4916joM1iWVJTs3pvvu22Rw84dPq6E1fl+91+dbteo6eI3jL5QGbVrSDuVZyMMMIr+WzEghuq1QZXl5nux1wrCPxR8ts29hF7BpaVGA+Pt8Bg27lKyhfOzJWdQ/+6l0aN+nXMfvH8VfjFKNVRZoFopaOjBvFbajVNSJjFgIPu3IZ/sqNKKuJCAYxi5P4rZtABkh3EFolIg7TDAzuFhfxlTtC/CBCCNg+NcA9h3RksFiwqFY9TsXwgZGhEuuNLusNfU0uvmiQ8miLck1TX1XcMivtWA3KsDGEQSvQ0aSiXaTtt5ONWyOVEUYqw3iW/qhGnWVOzB/gZFevu0TgGYJGHJX2pCBsztGNJWLrpmQps9lsIFpjAQclbUwh2PbNVyCXbtfHGriMaOl2CPU1NiaeTHjis7qjMHRaf1o/G3jDmiOhpdPExsijCWeuS6EHm56s1bIApIPs20s0/x19qNJmVHcFunHKfOwJhKeuTeZoTDyJ8MQX4mtYRniDqNVDREqw33gK5datjDsnaQY2/9D6Y173Ce1QCQGPu2iIL92s59RfsXEsyakYXnLF7j5u2L+U0K495RGjfPpb+t4wDU3DdcN+/YNocrjAWtNnMRak+KVHVXlK9xaqpl7Lvh1bWbxHRzOkZeHVqwlEoDg0QHtllTAm969vn2LpQMrwUJvaxPLhWPHKczEdO2EfKI+Psj49i4odhuw4CMEFk1uJTujzE+UiQqlEgMCZHKNz7FTieHzyqot5UzmkZRpsaQdcKhw+ZgcoIbgyNPjbT92Oautr7WydoHPoRDJHZ2o8UdbCtjFLXgIfsEYGCBaWUXEE192+mfaBY0nf/+/ZV/BRodd82LR4a/8EU/FufM80aWUimndEPi8+rc/PFoK9bjFRrdpkOTSikMU4ovUMq8jX1ldYih3vH3PKfCJWqCtJg38emWJgg3NYbHACajukQl5wKoWoPKZY5asNfT79hklByEQ+9qmlOi8v9TEQO6eRYSAzDpxrmLTjOZlCMlmr45jnDu96rr7fx7/0HT76o/ePhfzpz7yDTY+/7AEbF+Df/u3feMlLXsL8vH5mWq0Wg4ODvPWtb+UlL3nJAzrWubTTrQafnD52v+2ePrKZUa94v+3+X+zw4cO87W1v4x3veAe/+qu/ytzcHB/+8IcBva6FQoFvfOMbXHnlld/XOOc3bP2Qbf3kfOK4Aizcfkg7rgBKsXDHkaSus7TG3M3pC++u9mGOGakjcFfrMF2lP26+CjjYPM5FxM5rV7KvuycduOEj4giUIyROm5TcPVLJ5izdN0JlktNZxxWAZj7NnevbDvjaAcEGb8B1BwJiP4fDS4J//nbAYlvXLa9FLGcUrLLUVgDHpv2EnMAP4OjpbDo1IpuLP3LKTxStVNx3w1odxXBG4ae8nkY6q6bi0ayBrT8Om50Isko77VD/F1u0NovyUsxa0D4OcbpdWUsEWckuf4XIT6l0wvYxMOJ6s4WvbkNZeixlzhFEa2zQSUTtORD6R0rBCmF5Hj/QEUWlYHY+xaM2mn4OLjA9m9YB2OUu5Tg6rVA0MzRZ3TAPJWj6zVz60Q/9xHEFkE6NhlEClvU8UTQzgZFWpMBNo2UNZQLpGKtWPyoeM1CKThSxcfRo+e7EcQVQGYotVEi0nFLI0ZrJBWyilf156MFypm/USbCrAGo9/7LP4l7P6OuvJT9UpFDs4vPg6LUumF1OT88D2nlVCvafSFN0C6v5tb37+FriuALck2kbhCpHfXV0Jp+2L6zOUi2l93tzPoVORL6fw7Zm/wZozS/mys1MOWi1c9RYzbn5xHEFaC1k+ipFlKGkUmuN3DXw55dyUbTPuopWvHP+iGtySkQopZ/91tJq4rgCOdzrGeVul2AxXUt/bjFHNeL39L1BdZMM0UzgY2Tm1OmJ4oWZ43SVYn8nfTZ61ayuV37iuALcnIHhrEchR7ptBpzYQeiJEXk95QOZcRbCgOwed0dFieOqy4rsm7GbgTQEKjpDYOShYhtQuAeq3fdiQRAQZu4Fz/PYsWPHQ45toNkDFfh+232vFkUR7373u/mzP/szAMbGxjhwIH1/rq2tJf/+/dpD8y7/H2RRFFIYScPqlS2jufpsWdom0WPHUUK/+MbMQcoyTfXucrbm+u5xU21rKQVO5kXruHaO2kY4+d8xws3S2JBXwOpRasr2VQK6GdWbwDRyqlcjffm+I33pOI4lGBtMy2MDRlZAh+HevgNpuehq+dYNmxoyqFnph2j3sMSJ161uRahyhv6oYIKdUd7KQCUARDkTxTAEqi9Axf+j7EBGfUp6+UiE9KqZvjbCKfXUZRSdevqKTF9hF3IUTiP9eYqpejV1KE1T0l9P74ta1c1RKckof36umcIHDGFgZSioXCNPdG4bdo4uq9VtYRlpe0MaeHY6F8/ycupcnpUeTyDSsZWitnwLXoYGSNb3aKWujfaVlJ8Tw0HWdqXl4iZERhFL1i6AzNxzamBWBVnfm7atbgd3KNN3RwIt0LCFtK9wBxDVC9K2fXtzSmLPv2yWHRW9wcg2JRdsTuvGBjymRtJox54tVQqZ52znRHr9C67Bnsm0vH28zGi/Pp+KGbJrspKjhCoMpEphpudSGknPpzQylKT8AQqD6fsGKSgMpn2tUhGvP4U4FIcHMez0fkmgBIBn2liZYxm1MkasNrVqGXzxkinuHND3+9GSzUgxvfcf55V5fDFdG3Ooj6CSro05UE95rASYmTnJopfCBQBruB/hps+DNVBLz8+Q/Mp8l3L8i3mT5XAyChJ8qGPkiaXmMj94StJgt5s+R1stl5EMf+pOt8DGnS8gSfEDjJgWF7rp+TiGgZFJ49uZcR0heEJmLZ5VrPMLlQEMwBOCh3uV3C5xO0sTFh8rOXdp0PL9hyTetTjSf/+Nvod234tddNFFLC8vJ5FXANM02bt37330evBZwfju4pHfbbvv1f7qr/6KV7/61biuflddddVV3HNPuqH0wIEDbN26lc2bN9/bIb5rOw8b+CHaDW+7hi//zl8DMPzw3bQXVlg5fArDthi5Yi/ztxygs7KON1DFfMIU733MzRy8JOCRpzbz6E+5/O0z9rM6DFeWLmZXaydPbT+JG8xbOFI5wqbVTTw6eAS2ZeJ5Fisxo0CxYLMVl2IclRRlW8MBfK3UJIqW3jAUKb3L3ZKwEUktmogw3nwlQJQdLTAQ6L6L0uZdn+9ycBFe8ViDakHyti/4zDcFuyZtFlZC5pZDbAt2Tdrcc1xHR+tlydiAwR1HfJTSONUwUpyYDZEC9my1OTEbsLwW4bmCHRMWdx3R0IPBmkG9Itl/TM9xxyaLi+wOP+Gs4VmCTxs1WGrzlGKLjmXwLVnmsf4KUimNW7VkwhIgBl1UM9DCAIZADHqa1sqPwDOgL6QbfBNlLyPNKc3I4B8CBLI6imoto7pNMGyMyjDhymmIAoRTQrplXQZkaRAVdlGtFRASozZKtL6A8ttgusjSANHKaVAhwqsiTIdoTadmZWUE1W2g2mscWK1xT7SHgycadLohhYLFYF+RYyeWUcBAXwEpBbPzDYSATWM1llZarK132LLd5dKH99OlQaQibMPGNu2EUaBgFYiIaPt6bcpOmZbfIogCbMNm39heOkGHO07fiUIhhaRkl1jt6OihY9ggRLLRq+yWaXaaCfyg5lZZbusotClNJg9/APuu9+lzrO8i6jagoVPZxvhVhDPf0JurDFun9Y9/Rl+zwgiiME40f4Pu238xqjmNitkHjE1PJjz1ZR3BNQsYI1cmEABR2gymh4rFC4zhRxEu3wmdJRAG5sSPEJz4nI7g2lWM/osIT39F961sB0LUqk6/G2NPIJy7Hvx1IuHwrpU/5w8/qZ2XwZrD5EiR62NGgUu215lbbnNyXj+TP3r5CF++aZa2H+E5Bo+5cJDPXq8d4PFBj3rZ5rZDeq0et6+P3xm4C6OtN2r179zG4oHDieJeeWw4gQBoJ1Qk0dLa1GbWT88QtDsIKenbMcXC/kOgFFbBwxvoS9gHiiODhO1OAh/o276F5aMniXwfYRhMbtuGdSiGv1SKiEKBYFpnBjpbRnnuw0c5HG83+o2uw1/bXdooClLyhwMTPNry8JXi850GH1lf4s5Ok4GWz5sXIh5902GidgeE0BCAg8c01ZxrYw33043FOMzBOpEfEMVCAc7WCbonZvRGLkPiTk0k8IF2vcxvPmUvX47hMM8s9/EH1WGCOEvSlJLXzx3j6+0GrpBcUazwpfVlQDu8ZcPkjnjNLy+UOdRpsxD6SOAJpRpfXl8hQFGRBr9QHeQqp8CQYcWyswI//sFXsCzafkCE4tZOi6NEXCANtpsOX+402e64jMcZsEUULoIN97lgWdoxjctFy6bhd+NnSGIIkUSSa67HWDnzw/kBtHP1/Y7CkPfv+GnWT82dHfcqoDQ+xC/t/8g5oc16+tOfzjOf+Uxe9rKXsby8zBOf+ESuv/56TYv2ELFIKf7l+IEzNmtlrWiYPGfT9gecNuutb30rF1xwAXv37iWKIq699loe97jH8bznPY9rrrmGHTt28MY3vpHBwUFe8YpXfN/jnXdef0imlOKd1asSHJowJCqTsipvHmHtWEoRc8erB/nXZ02fcRyAp/B4XuK/MCln1ZXgTCWfy2QxJba2ZJ4s341pnDasR/kma8IxcqwBnz1u8t7rorO2dR2RExkY6TeYXkj71kqS5fWz9+2rSBZX07qxAYNTmZ3/pgkbsLWdhYC3bMvswC5ZeSaArGpVr5kiLwxQtmAt7RsMHyK07zlLRxCWh8qk32WhRtRcThsYNvSk5JO+bgXVTlPGwqtqx/ZsJk2I0vl/efECvn0kjXyWCjbrzbOPU/CsHJxg284SOy/NEJwL4wxRgg2zDAs/sxN6vDZOGIVMr6b3ZK8aV9ZMaRJk5u2YTo7BYNeXfgbRyyIQmyiOoRopwF+UJ1FrRzMtJClkJH/DivIW1NqRez1W/iQr4KfXoVdpq5eGKzdHbzhxmAE+u/YTPO8Tz0zKpiFyEIGsbR4ucCwDC+gtZ63sSj56Saqi5/bVaC8up6dQ8HI7/3OnV/TwMzvuvb4arUxfaZlE/tmfDadSprOawhi29Q0jV88+x6+NVnj5o1MVtknb4Wg3vdavqg3z3GItKf/czGGOxPjOISSf/WhKi9arWiUcG9U5+/0tS4UEbwtnKmD96mO38pXhNJL/5bGdmPEH/B/WF/nblXRzzqhpczo4+ziekLQyTBxZdSyAP6iP8vTC2b9rWTorIOGYTc6Pe33dYkpJkGnbW86aAHYNDJ+TTVvn8vu9wTYA5BciPo1nfOiPzhld1vz8PK961at4+MMfzvHjx/nlX/5ldu/efU7GOpe2wTZwb3bV0PgDTpf1jne8g1e96lW5f9u9ezd33HEHBw8e5I//+I/ZvHkzSine8IY3PCD35XnYwA/JhBC4femL1K4Uc3IvXn/+5rIH07KBQUGmKVFp5W8Ey8qnBKyMQosUIveLS/QqApk9t0RWVcbsueF62oaZtkKQMAQAVAr5tuXecjEtW2Z+2Gzd2crZY0e95+PcR1kA2bXrbWv3lLNQCiFzalDCyqfXhdlTztYbFlm4wBl9rR7VqUyqsrdt0ctvzHAzZSk1hGDDvJ62xUIePmBmUkm9uLls6h/ANqwc9hXAzs4TgbGBoVYKT9o53J9r5s9R1NJUvPCGwEzTtbKcl6OVG2wCANJGVNJ6Ud6cU8SS5Xx6KtfXKoGb7saXlfw4opTvK7J9nTrYlbPXAZ1CCtkxDcHUaJoy3zxcSJgIgByUwBCKSya8hKqp5sL2ofR8dk0Uc3Afr56Prrm1tGx4LqaX3i9uvZZv21P2MmW7XEKYGbhHX76tUUvfXZgGspqWB4qFnDLVtgyMxAT2ZlLxUojch2yr6dDJwIxy4wBmLbPmRU9TiGzU9VV62mb6GhKZWasp2003fCjFRYaNucGRqhQ7Ms9gQcgcXGCb45F9M2x18s/BjkxZxOe4YVZPFC/LeAB5SIAZszkkbUVP256+ZmYcxzQfcmwDADue9Xie8aE/ojSW56gtjQ+dU8cVYGBggA9+8IO85jWv4a1vfetD0nEF2FKscNXQOMUeaEDRMM+J4wrwyle+EqVU7r877tB7ebZt28b73/9+3vCGN/DGN77xAbsvz0defwg2e9N+PvULb6I5u4gVU7t0Gy1My8QseUTdgO56E6vo0Rq1+ZffbnF6uE3ZLCKVpKFaRCqibBT48fApPNF/NJY0kQIUgjAMMQypCcojRRiGWJZJXZhsiiz9MpUAIkn5Cym1dGsQgmkgpNCRYAXCiD+lodJwAUPGKlm6bSQE3zqu+NtvKzzXQAjNoRpFUHAFKGi0IyxT4NgCP4B2R0MALFPS6Ua0uxHlgn4Zb2y00uw6gvVWiGtLHEvQDbS0q+dIthRCXj7SpEjEJ1c9mhE8u9bCNNCO9QbXrCk17jZU+nwtA+Uu41duAQLM5h6U9And/YCLuXoRUfEIkTGDiPpg5RI+NtzHNZtM/nL6C9TCFn82+ChCBL8793U+2HcxV9f2Mh40+P9Of563Dz2KG51BHtM6yYvmv8Pvjf0Ic4bLLy/exFDQ4E8HH4mtIt58+gs8rHEC5bcRpo0wTFQYoAJfO7BCQBigojB1aIMOSAMlTYSKCHyfL5ya5GSzQteP8P0A17UQQsQysArbNkFBq93Fskwsy0TaIwSRzeBQwK59K5w45jI743DRpWs4bpjgWg0hUUCkQqSQSGFQ9aps6Z/UHMOrp1lurrDWWSNSEY7pYEqTRldHv4tWgYF2iNVug5SslEuoTotK22fVswhcD29tnWJzAXvmQ4j1u4kWbtFsAoOXEbXmdOTUrmD0X0S0eIdW3CqOI8ubCWdvgKirsadKES3dAdLGGHwY0foxVOMkwulD9u0hXLgFuquI8iTSGyKc+46GZvRdhIjaegOYWcAYuIRo9RCqOY3whhDVHUTzN0HQQFa3o8wiauFmQCIHL0N1FjR8wCoT1B/G33xzE2/65uMYHSiyZaTId/Yv0u5G7J6sYJmSWw4uY5mSh+2sc2qhxbGZJvWyzVN2F3iBexdWt8WC28+twQBPiO6BKOJGeyvXL9r8lH0PgwVBeXyE1tIy3dV1rIJHcWiAtdMzhJ0uXl8N03NZO6UjweWxEYJ2h9bCIoZtURoboTW/QHe9iV0u4tXrrJ2aJgoCikMDCMNg/fQMQkrK4yN01xu0l1YwXYfyyDDW3AqVdohZLWNUS3RPzUIYYY0M8Jf7Rnh/zcARgocVyuw2HJ5frPJfrTVWBbywUMVCYEkDQ0A7DDnkd/hIc4U7/Db3dFpUELznUIML958kWm9qjGt/Df/0HMoPMAfqCMvEPz0HUmCPDRE2WoRLqwjbwh4dxJ9bJGq2keUiy6N9/MGwzZeGS+x2C0gEt7cbPMIp8P/1T7D5zqOwtErLsbhmvMLPnVgh9APePVbi1qrLDc01QuAir8QFpsMLizX2+x2u7TYZkwbPK9T4t+YKR6KAKy2XJ3llLGlwKgr4zZmjIOAvhiYZlSZ+FMZYb5NuqLG3ppRYUtIOAhTagRUIOnHq1zVMQhXhRxFSCBzDpBMGRHFfM+4LGlvrWTaDhdIZjvIDZT+I7/cPS2Hrf5L9IBW2fhh23nn9Idg/P/qXmbleqw0JqZ2DjW30vXCB5Zds450/l+6qHrL6mfV16tIRFv/QfQd2vG2gULBpZlLGxYJDo5mms66wyoiNLJMptSMXmyhYGr+6UXaNvOhAJp/VCxe4bd3ijZ9Ky/1VycKKPrYhcxuBGR/UKlYbtmXU5MjptFxwBc22HshzROLIAmwZszhyKp3jr+4NeKLMQASyObceeIDoc1CL6Vp0t16HSnb+Z9POIAt1omZKdv+Z8Ufx630prUdFwGo8ThHI0sTvNGF/JvO63YADmWW0Sffab8bnk7e+Mx23NEi0nqYue+EEWeud46fmLuGO4+nArmvSjuEftmXQzcBGRsc2sbSeRvv6ayYLy2nfKx8/i1fQ5V4owHB5mK0D+Qjl3TN3s5iZixSSKJNW3dZQSQRJ2g5RJoUsLYdoI+UaNLGue0Z6YLsG3eW0bW1njmFAFMZQzbNDAERhFNVMxTpkdQfRSgbyYVcTaqwz+panUGsplZSsbCNaPZhtQXKjmYWc0MHdPIFHfSiF8GweKnBs9uzp9aG6w+xSuhbvfnyHrRlBEdNzcsIlWXNrlQSPCnojVZY1QP8Y1degF5Lk9ddpLaTXy6lW6Kyc/T4zPTfHPtA3OEj/UlqWRS8nDvDEZ+xhMeaR/uXqIL9YSjd0WdJIsJ+Qf1zv6rZ50VwKBbkykLz3Yyl8oBcCkKWeEralca4bc+5R6XrOT13K3fLs6fX/05b89nQ6f6NYIMwIMvzBiMu/unqcSdPmmuH03u9N2/dCAH5t/hg3xCwClzsF3p5R9Opdi/uCAEghcrycvX0NIXOCIjv7BzHluXP0/rd/v8/bg8POwwZ+CBZkFGZUFCWOK0DQzn+soh78YidK6zvKJ6vBEvWoxGTLAnKqTvS07S2r3veoytb1qNH0lLt+Wg57jpOt0+V7r/eDfFvfzx+s0wuvzDbvxRf2lqMsti9/XBXlcX8yzA+U8afpdS3a6r7L2avZpOdXcM+4Z5TvY45+kD+HIFMOwt66/LF6sZhZ9qBeDGx0Fkys7PlQZiEHvfAD0ZP6FDJTLwww0nStMPPpWIx8OQfNEAa5fHoGdnC2ssiWpdVT1zPuGfPIQB565qR6yl4PFMXMpMQ9O5/Wkz1a9EamLHqiTr1tpXXvxzLOOK55n+XsWL11veOIbFlKgsz17I3x9EZ9smWv5z4pivs+X2FmITv3MSd02j85DuRS/qpnXYWRn0e2XvWgUXvPpzcdqjIr0Ps6va+16LX7ayt7uoozVv68nbf/eXae5/UHaEGrwzfe/Hc4tRKGYxN2uvTv24oQgvlbDyJti+qWMQzLZP3kHG5/lVG/xoBfYt5aZ9IZo9+scUtzP4EK+BX3BfSZFVqtLlIKbNskihTdboBlGViWQbcrEBHsLJSQppVwsIqChQpizlJD6I1bQRyNtQ2tpOWHGjZQMAGBavrcOif43IxNvxnwM9sCvnRS8p1lk6Lr02grhvsMamXJgeM+YQRTYyZBCMdnAmwLBmoGQaRYWo2olSX1smRpTUdYxwZNiq5I+F23jFo02hGn50OeNuLz9B0hf9o1ObGi2DkgeMKYghW9yUpUbU1jtdjRb/OypaPL6z64imDoCEZnFNoCVesiixXCtZYWEygNIFRE1FgkNGw+sOkqnn76m4ysn2bFq/PpoUt1hFXBFkNHXm+L1W53m7Cu4HAIBWBI6nYLEQxLGJH67xaww9CMXLcH+sHbZEr+fOrHecXR/6YgJVgewmppGIFbRjglzUCgIr44diVu5PPI6RtAmppySylUZx1heTx95xJfQfKd02X66gVcx+T0zIZIQZlOJ2BhqYlbqFGpVgiFotmKKBUk5aKk2YrwA0V/zWT++DBi0wxhIFk6PcT41CKm14TI5LZbPJYG13j4hSVQEWunDtPXXMOSFssyYiQ0CATMWhYKxaAvMSwDFUUIIVFRgLRsoiBAmiYqivR9qRTCcggf9Z/IA38Fdj/hll9EdOYRd/whavL5hP2PQSzdgNz/ZzDwaIKtL0ec+Ais3E6063cBkHf/KVR2E048F9E6jrzjDxGqA/4aojiOCloIqwwIhDesYQNmESUAfx0MhyhoadqtoImqXUYw+SKM/X8CrdOoiZ8mHHsW8sC7wHCJpl6CceIaOP1xoq0vZ/vAk/jX4Q5/8JFZ3vnzo1wwZvN3167wjk8vUSpoeqRGK+AZo+v83JaTnG4Z/NHtNX5x6xoXWB2olon8AMO2UAjsUhGlFEasMhV0OhimSRQEOLUKYaeLYduEHR+nUib0fQzHRgiROJ7SMjE9l7DTRZomQdfHqVaIfB9pWURhiF0uocIwUesKuz5CCoRh4NaqBJ0Oru1Q9wVGtUTY9fWchECWCvgC3nfRBPVSETMM+NlyHz9X6sMUgiiKkFJH402pIUdCiNjJivhGu8H/XVtg0nZZD3xesX+Bnzq+jFEtEXV9pG0TBT5GuYgKQ4RjAwrVDUAIhGViWKZeC0tHYY1qiQWheNMjt7Jkm4woia8iSob+kbMeBvzsuuIlawHSc/VxpSQKQqTrEIUh0jR5w3JIf9ng34sSIQ1+deEEv14d4vpOk8+0VnlldYiLbY8Dfof3Ly7w2vowfdLgk81VFlTEYCwWMB+FfKq1xtMKFRaikL+cO84vVfrZbtoYUisPbqzNxg++UEXaDc3UCSGSdYyiKO0rZMz6ITi6ssRoqYxn5THt5+28/U+y87CBH6Bd+xtv58Z3fQTQH5TypmFWDuldgZXJERrTC4RxOHHs0Rdx6mu3ABAZisN/fSH/vOtmAArC4x3qD6n7OiXXCw+o1QosL6epr33lKqVm/Nt/I/KzoY5VtlM1LNDqWavpsYRrJspa84HklR8nERm4ZIfNTfekfXdtsbnriC7bJhQLgqU4v755xOTEbJAEmfdts7ntYNp3xyaLe47rcy95gjBSbGRMf3qv5GflUjLt1lCR4mwj3d9WsWGDAL5oQjNIo7Djgo74NAgFCozKJOHq0TgsJBGOh+roxL9fGuKRk8+jLU1QiqcYbT4bOkTxx+QSE26Kz72C9pGX43H2mdqh3bBHW/C1OGArgR0m3B3XDwBrpFHb56glXn/b3yd9ZW2caDneLSoNXrbj+XzV1kT/z+qe5s13f4iNEzTqmwiXjid9v7F+IV/fH3NY2hIpJa34+o2PD7GwlqZxN43aHD+dXoPBfou5BT3poqexyToSrpicsDh20k9I5Z/5I/1M1ZZozqZjG45HmJCt5/dN5+vA9IoErRRwkYMP9KgRGW6BsJ3ZRe4WCdtpX2FYqI3ouDQgk1K1Fz+FuuPP03H6L9KYWt1RR13DmCqtshWVYRfg8nfjO+lGMsN2Cbvts8/RKRBmxCxMr0TQSsUhfuF9C3z6Jv1j4sJB+Ivth5PlKY+PsHYyhQr1lg3bJuzq69Sb4q9sGmX1eAqPyMIHdARVJZCBwmA/zbmFTN8xVo+nMIXssaVtE/l+co71sREGZtM1t0YHNeYUQMAvPHUfNxV1lHLcsvnIUJpezypAgcZlblA6taKIH58+SDNO9Tx3OeD3Pnd70taeGKZ7ImVxMOsVgqX4/E1DZ4zil4o13I8/k57ftY/Ywas2pxH2IdNiNtD3Sb80+cqhRhKjNKsVgsy6muUSwZq+fj7w6K0F1uL7asJyOJFhF7jEK3FT5lrvdLxE3MCO75PuWeoArh7dxtbMZsgsfKAXLrCBdU3W1TQTrCvkwU+WlOzoT7l+H0j73/r9Pm8PLjsPG/gB2uJdKaYr8gNWjqQfndWj04njCrB2LH1hy1DQviNt21Qtlvz0Zdlq56EF7XY+zd3KUsuEKpdCV+18Dll1esqZ+tmlKHFcgRxdFcDcUlrZDUgcV4CZhSCLjmB2Kd93ZjHtu95KHVcAq5HO3xBQanfJZc7WM+fXCPLwgXVfO64AAqLufCafGSWOK4BsLWnHFUAIbhde4rgCHM/Mf5XUcQU42ZNNP5FpGwHHM/Xz5OEGB6J8AiSHc41C2t30Y9fotMieYNTO4zZlJy13ulHiuAKsrOUnubqeL6+spm0bLZWBcAgWFlM1JID5JR/VwyUY5co9EJbAv4+25I/V83u6d5z7LEf5c1I99Fuqk1WIChPHVbfNK0+pHgxidB9zjML7Pj8jC+/pdHLL00tt1VvecFwBglZv23a+nMGnqjDMYV3vb5wstjXqdnPn2O1pG2XaokBkyvNBniQ/7FmrIAMz6qgocVwBxH2NA5r/NTlQmINchT1tZSN/rOXMNVmKAnJ3q59/h0Z+ej19QeK49h7nbOWlTLmbcVx76/TAPZCdzPn06s+HPViusBcmlvk7iKKHpFDBeTtv362dd15/gLb7BU9N6LCKYwOMPDxVCBp62C5KE+kv5f7dWzAcnXI68ViX4CdT9ax99k52FdLIRqno5eiwioUUk2ebBrViBofnGvq/2GTBTkFTAmRBjxkp+MaMwWdnnMQ3LNUtBmtp380jFnZMNWVbMDma4tKG+wymxlKnbNuERa2kbzchYPOwmdBhlTzB1LhOcZlC8cILIp6/I8QUin4rYt+EkSp8SRC1DObQNRADmfMbjiDDkKOGOqkCljSQpVSqdLU0xOn+VLXp4OBeBmSyFOwwUlxNRWiIwIZtlbp+w3ZbUI6X0Yr7bjxc/VJHZpO2Boxnnrxxx+bblS0A3FCe5FsjWrc7Aj49/DCCSiql51fGaLk1NmYpi/0ksr6GTaFWT9r21QsM9qcbs4b6JBtCRFLAQD29XgVXMjyQlgf7TGqV9AQH+61E7cwyBbu3FXD7hpFxWlQYFmaGIkg6HjJLkeR4SVuExLBczeUFSMtGOhn6JKeAYcd4ViGQtouIaV+EYSBtJ3mOpOVgZjS6DbeI3GBmEAK2/iLRpucRIVBTL4bL3klUvRRlFFEX/xnq4e9B2QOo4ja4/L2oC16LEiZq5KmI2l5NiQZI08bInJ/heEjbzZRdxMZaSANp2Wlfy+G3fnKcHcMWm/tN3vpre6lPjSfnU+ivJwpYVsHD66snWGCvv055PFXZK42NJHRY0jRx6zXM+KLa5aJWy9p4x4wMURyJKYcElIYHcCqleL42Xl8NGcMRnGqF0mj6/imPjyRKXMKQDA0OIeP3iPAcrL4aGAYNU/K3j70Ac9MwABOGxQdGtyWqTwJND7WB0zSEwMngSIdshxdWB5K2p7aP84HLt+ILgbAtzFoFEc/RKBexhjNqYKMDWENxJkEKrP4asqTvo27R5Vu7J3Dja/BY6fAapevGfcVH2x7uxntRCoxiIRlH2BZmsZCsY7lY5MMtl5FAo1j3uSU2xfeYJyRbbJdS/AzuDSWvmu0muNrnNeE5cUB+32KTf7hzid86tIyMFCVp8I1uM3E6F1XEdZmIrmuYOTosS5qJSpchNGODSOoM3Aw10mCx/JCkyjpv5+27te8ZNnDy5Emuu+46JiYmuOKKK3J1b33rWwnDkN/8zd+8z2P8b047zN60n6+/6f0c/sTXAC3/KoRg5bBO340/5hJmrr8z2bi19vZH8lcXf1W3NUq8wnkh+1b24eLgeTZBECYCBPVakeWVBkrFDmK9Qv9yqAUJTImwJKqlf/mLko1q+UkUVtZdoo1dxAKuPuzysW9rr3VyyGDPYMR/3x6hEFy4zeae4102Ar4P3+1w/Z16vgVXMDlqcedhXTkxZNLqhCys6HEu2Wlz64EuYaR9l8suSPtWS5I37eswEe/2Xa16FFpdzK4+PzFRRJ2II6VSIEYLqJNxuWAS9t9DoPaDMrC8iwmax1CGjryZA1sJ5uOUsGHxiYnH8cbibjrS5OebR1gVBv/mbQYheKwN3+rq6KgEHmfDtfG59gkYN+DWOICy14TpEBbip+jxNnylqx1PG7jShi/HfUclFAQcjIM4l1lwt5+yFfwSi7wf/TF+eGuGKc/hI9QA2CwhBE5GUAnbvL59gKce/ryOHgJG/yThgo7sn+z08dXFCzhxWu/OHhkqs7beodHsgjC44IJtHD2lP+qGhM3jLoeP62tfLAg8x2A+jqKPD9vMLfpJFPbyi8pcflGZWkV/KKMwpDFzlPZinCkQAmm5RHG0WJiOTunHUSOzUCFoZtKzubJAmhZRTA7fCw+wilX8RhpZzqbmhWHqSNMGxZdXIsykci3XxM9EoQ3LJIwJ+aVhEEVREgWzHAs/kwUxixWCRmaOlp1AHAynQNhtpX1751goEzT1dVBIlDSQkY+KFH5LcefHrk2isH3bp1g8oFkOhJSURgYTuiunUiH0u0l0tDa1meXDx5Jx6tu2sHTwSLzmJl69mkAECoP9dFZWCePdkfXtW1g6cCTpW9uyieUjsZqZ62A6TgIfqI+PUptbx4w9LGf7JjoHUqjI7/z0FXwKPactpsM/j0wla+GZFq1MxL1g2jQzxP+2YdANQ5RS3BP4vHL+GKvx9fv/luGZn7s5bbtlnO6RGEpjWxhFjzCGD1gj/fhzS8nu0G8+Zi+vGhC04h/0bwsK/MiJJUxg2rMZViDil5dVr+IvryTXwBqo48/HTAxCYFZKBCv6+gUFl8cPSxbjZ+7RxQpfa6T38u+vCp71uZuxI8V82aPTX2HsiL5+M5PDjJxeTHaofuJJF/F7fbFzLCQ/XunnwytzhMBOy+W9Q5Ns/ETvhQcULItmJjLsmhbteJ1NKdlS7cM289mcB9L+N3+/z9uDx76nO/wTn/gEz33uc6nVagwPD+O6Ln/xF3/BIx/5SACe+tSncuGFF96v8/q/2YYu2cninUeS8moGOgAwf/vBHOPAN+opZc9quE7YELjxa63Vyqe6ms1OkoVSCsKmj72h0R5EqMwOdNXo5lKXUYYmCwXfOpC+LI/OhhydhY18++HTPlmkwrHptG2zrTh8Mj3Widl8muzo6SBhIIiifN+V9YjFmQ4TMZ97ZSWf9lPLmUEjlaO+ohkQlk9rj1GE+OFtYKTtw0ZGGSn0uTkyaRk62vsPxTSqDRqbunHkiDz11aKCDDqC23uygPcEafquS4pzBTjds+X4zkBv5Nqwzxp9bGSXr/eGOZCBjR7LQhYMl/d623iq+kzyb1EjTXmP2Yucmk5phaZnMxRDKmRuvoUm+dLf+7nF9Ho1mopGM530zIJPkGF9aDTDxHGF2PHLUF+hVOK4AqggC5CAyO9JA3ezZZU4roB2CjMWdtv3Wj4DwtDbNjQgkygOM89CFIY9bfMRqzPmmImOZR3X+5ujIEJs0FdJgVWQuWewuZjSV6koojmfljureSqrLC0WQCvbNwhy2Nbs3wCtzHEBmgvpscJ2hzDz/onmVzCjNPoXLuRhKjepbgLDCYnyUIOede32MmTE9UIIOlGYOK563OVc2yCjBEbXTxxxIOe4AnzNDGllRDDm2q3kQzfS884M1hv592AWaqAUYUaxy2y2iQI72TdwsJO/1qdbTew4lT+w1oK19FgjR2dybff7HUBH7tdUxOcbKwmwZL/f5pjfZkcsSNK7jn7vumbu/SCKzkdcz9v/CvueYAOvec1reP7zn8/Ro0e54YYb+PSnP82Xv/xl3v3udwNQLBbv5wgPDVNKEfkhUXB2qczvx+aX23QuvpgwfuN7Q3UKw+kmmvr2CbKAzj3+RPK3jUXdKxPF7pFtmxhZ6h0vv7u07GXS65K8upRn5bhspJs6JAqd1t+wWknSV04bjw6YOXqWkf6MKowBY4NpeaAqKbrZtvnfS9my5wjGBzP1FSvHayPKeboc+n1UvBZRsYUqpJOShRobJ7gubWYq6ToqIWkX0xTpiIB65nwmeygSN2eXDdiWKW8xoJBpu6mnb/ZYVWA0M84WI//rMTuOjOs3bJSQAZF+oC8WPfg+r5r8vRZ6DPans+qre9iJWpigXs2vYz0DD7AtqJTScl/VJMtmVSoYtDsZGq5OC5HZ1SwME8NN3wPS8ZKUP+hIZWoCI6O2hGHmUvGmU0Bk0qbZtD1CYmahBpaDyKggmW4hSdv39hXS0PUbdXbPHLNzAgw7LQvDzB3LdIp5aqncHEVujsKwkvMLuwHrM+sYdjrn4lAKaTFsm9JIeo8WBvtxqmmUqzQ8mNJFCUFpOFUkMj2X8thwUi6PjWAV03kUhwcSWIIwDIpDaV+7UtbQg9ickYF4d3987MH0XRXZFhfG5yeBJxWqWJmbxTHNHGmTk9mYZAiBE0cHfaVYQjESwy762j47vGICK0FKrHhcBVy/bZi1zen5LW4d4+aJdF7bvGLyYSsIyeOszH3iuRgZGJVZKUF8/cKVBuHpFcKVZrw2MkcDt1otUnTSd+pur4CzkcYHnhRkftQVXayMSpQ1OpjALgCuCo3k1eYheEqQjjNhOQzFz1QzivhGt8Ud8Y+gU0GXr3ZbnIp/5ClgOeN9d4Tg2vWlM/Cy5+28/U+z7wk20NfXxxe/+EUuvvji3L/fdddd/Od//ifPfvaz2blzJ2F4307fgzntoJSiu9TAX9cvC6evhFVy76fXd2dfvHGGZ/7utTTbIQ/vi3jVwteYue5WAEYesZf2wgrLB09gOBbjj76Yme/cRXtljTtfVGPppdv4cutGAhVwlfsofjN6GY14I1O14tFu+3S6AVJK+qsFamsR/coA29CCAxu78T39QUngA1VHixP4WmlrzXJ477VdrjsOQ3WDvqqRMAjs3Gyx2oiYXggxJOzdZnPwhE+jpSh6gq3jFrcf7BIpGBswcB3BoZN6nN2TFnMrIfPLEZYJe6Zs7jrapdOFWlly5SbJVd0ltnoR1Gz9Vl7R44phD7XS1bRepoBRid/5DpEzjTT7kXKUoHsbALI8jAraqNYKCMlq/3Z+auRHmcbi/yzfxrPDOf7Y3c43SpvZYuj44+0baXxTR0dPRzqAe7kFNwbQVDAgtdP6bV9HVrdL/W3dH2gX+XILDgYaPlAQGhJwfRfaaLqscQk3xAGSPYaGChwN9UfvCktHcFeUxtbuM/U4PtqhfULzBD93+L8JhOQjW59GvTHLC09ci4PCqE8QrpyG0EdYLnd0tvGpmwVKkeBd5xZ06n1yoo91f5BGS2CagrFhi1PTPkGoKBcNKiXJyRkd0RrqtwhCxeJygBCwadRhdqFLu6MoFQx+/qeGKRpNlo/coaNtUmJ55SRlLiwHKUQSebSKFfxWI0nrW6Ua/vqybhs7hBvpdcPxiMIQFX+grVIVv7GmoQdCYBWq+A3dV5oW0rIT5gLDLaKCbrJBTI+zgt5VJLGK5bisHV6ETCLFZqFM2GklUVyrVMdf11FKIQ0Mt5hAHLQTqpKos1WsErTWUVEIQmAXq3Sz52e7KcTBdNn/ietozumIZ/8F21k6eETTh1km9a2TLNytRRGcagWr4LJ+elY/65MTNOcX8RtNEIKBC7Yxv/8QRBGG41AZH2HpkIaPFAa0Q7cRpa1v28LaydM6syMF/Tu3sXD3AU3FVHApDg6wcvQEAOXRYapdhbvc1FLWOyZpHz2pd2IaBkcv28Gv9cHRssO4ZfPXQ5MMxS6jZ5r4UZTsmi9ZDutxtFoAXibtbQjJby2d4kvxffMTRoHXfeImrPUWCHB3bqG9/ygohXAd3v3kC3m342OHEb8+22VdKN495BJKwau7NreuLvP5gQIW8GtOjScdmmWbr5Cug3RdgmU9jlktE3W6yQYwQ9rM/c1/oNpdhGtTf/ZjWf7414nWWhQfdxH/+YxLeIvRoi0FVxYrHOi0mA98BPBzZpkf++yN7F1oIFwHZ2yQ9iG9jsZADQEEcSTZ2bqJ7skZVKfL7f1FDly+i31fv52tq22+vGOEf3/ENr7YWccRglfXR/mvxjK3xywWv9I3wj8uz9KIIopS8rqBTbxz4RSnQp8XVgbYYrn8+eJJWkrxC/2jvH3TTs6FPZi/39+PPfnJT+Zzn/tc7t/+67/+ix/7sR/7Ic3ooWWf/OQneeUrX8ni4iLPf/7zedvb3oZpajjXv/7rv/L6178+kYx9IOx7gg284AUv4Etf+tIZzuuuXbsYHBzk9a9//QM2sR+WqUgljitAd6X5gDmvf/GhO2jGqlXXLwhmb7gzqZu+/s5k52zY8Vk+eILO8joCwZ73r/AvP3mMoKQ/qp9vf52n+09mC1qxZb3RJoyxq1EUQTugX8XRtW6Y33XaCnL7wFUr0I4rQKjYPxdwXQxpm10KWVxNf4jcc9xPsoJhBDMLIY2W/odGS3F6Pky0DnqZCA6d9tkgPfADmF4Ik/LyWsQLvDU8I57Hcj61lziuAIEiMG8lQlMJRcECkVhO2kZrmfScimh2GkyLGB5Qv5BPyzR9f6TnN1Y2jd8FjoXacQWYjwCVQgIORCQFBRwINKQAdJ8TIWzcRdMRrGbS/ndkRQCAo5F2XEErdx2PtONKPIerTnyNCV87Tb+5/19yO+qj1grEO92V3+abh0xUjMnbcFo3bHFV4MexsCBQrK6GiUDBWiOkkxGBmF1I07JKweJKQDtWZ1hvhtx85zoP27SUpomjiCBDFaX8DtnlDdrN3LyztFkqDHJUWNk6QNdt7LRWKgcniAI/x2SQxcimx9rA0kS5cbLp/7POsZs5nyjMUWGdAUvoNLXjGs8x6Dm/LG3W2qnpxHEFaMzMEsWYxsgPaMykKmudldUcNdbayemkLUqxPjufeW90WJ+eTdr2QgvWp2dSSFKkaM7OJ0sTNNusnUrpudZOzzBolJIUtD8zn3LkhSF3tRocLWvneNrvJo4rQKtHBSNL76SATiajNRd0E8cVwDs6ox3XuLE/m95jqt3hX23dt2tI/mQ0/16+pgAzcZTcB558epUtMVY7andyTAUbONZkrb6zHxVjoVS7y+p/X0+0qucxe90dvOEnd7GRybm5uU4rvh8VML+ywt74WVPtDt3plOEi7IE/+NNzqPjFt3ehwUXX7Sdc1ffS4++Z5tNDBRgt01GKP13Mq8d9bG2RRnytG1HEu5amORk/+/+4mmfVuGZxmr+a2PGQhRCEkeL2gx0WVyP6KpK92xyMXjWGB9BOnDjBjh07eN3rXocdZ0Ne+tKXctVVV52zMc+1KaVo+l2CSPMCFyz7nN0P8/PzfPCDH+Saa65h//79vPSlL2VycpLXvva1HDt2jMXFRe688877P9D3YN8TbODtb387pVKJL33pS2fU9ff385a3vIVHPOIRD9jkfhgmhMil03sVV74fG6xlFYEEdl+a6nXr5RxcwK3nf9H2y7StgUHFSLfUmz3gfLtHYQYzq2JE/vzM/PlFPedbKqTlkpfXbqmW8m2rxayyEhTdtHWtlM+n95ajDGwBQ+TuTOHmz0dY+bSuyOxqF1b+gxY5pVy5P3NcA83XumF9PZe637j3so2GENxr357yQKZvmbzKz8B99BUoBjJuYPZcAaSdX4tyIYUEmIbENDOwEjc/kOflT7CYqbctkaMjK/b0LRUNDLdnLpm0PUJoztVknk6+rdVTztQLo0dN6Yy++XGyffUu/wx8pKdv9lhCSsjCBXrHMe9jztLIQRp6z+eMY2Xq3Volp1Tl1mu5trmyIbHL6T3s9dcQmY+4V6+SNaeW3tGm52J46fPg1nrGqeX7en1pvVMpJcIIAGbPOHa1jNjYpCZkbs3tHtWqLJQANPvAhpWlZMjMXO+Bau795A9Wk7u/IwVbM+s4YJiUM9dgp+VgxXMylEIW0nNXYZS/rwyDLB7GGk8hGwDWaApDKErJjszv6SnHzT2/F/QotOXWyrURbjpnsy+/jmbmeiEEMtN3zLAoZua43bAxM/RYe4WVOPYugsnM2lzgFh+yjuvXbm7xojdN87t/Pc+f/9Miv/vX87zoTdN87ebW/Xf+Puxv/uZveNzjHseVV17Jpk2b2LlzJ677wASuftC22mlzz+IcR1eWOLm2wtGVJe5ZnGO1B6f9QNmBAwd43/vex+WXX87zn/98XvGKV/DFL34RgMnJSX7kR37kAR/zARcpOHbsGJs3b77PNj/ItIO/1qKzolNfTn+JYL1D0Opi2CZ2vUhncZ3ID7FKDtK16C42tBpQ/NJQYYS0DNyB8hnSiN+tLa91ec4bvsJ1dyxQK1k4tmS1ETC8dJoXLX6bst+ktbCCYVs41SJhx6e1tIpbLSHLLjc/osm/v3iNPrtGSRR5RufJPCa6Ass0UEDgh0hDYBiSKFKEQUjFsthuFDCimNfVlPqjEOjUK4bQvP1BqLecS6E3QYWK/cuSv/mOYK2p6AaKakw+vtaMMA1BuSgIAlhZDyl6Es8RNNqKVjuiWjKwTL35KoygVjZQSrG8FuHYgpInaXcj1hoR5aLB1rLiZYPrVFUInoGQIoE04Bo6utkOwDLAifBrNxKpeYTtsb8wym+M/Qhzwubly7dQibr8ed/DKRLwJ9PX8vHKTj5RmKQsBWU0N+tqpJ1DR8BipLfwDMT7ZuZC8ATUJLSUrq9KTYG1rGA9giFDO54LcSCwP2YBmA+hIDWutYGOpNaFPt5ypI83aOhLMB/pYwwIxW+f+jxXLt7JtDfAX048mdec/DxjzVmur+/kr0Yfz3NnvskzF26NnVaB6jY1xtJyIQxQnSbC9ogMh9tmPK49UqdQcDEkNFs+Cih6NpFSNJpdCsVBiuV+uj602iEFz8CyBK12hB9EsQqUotGKkFLgOoJOc4b11SVc16XSt4mpTWWuelQNIaC1cJru2jJ+U6f1peUgDDOJgEqnACrSkUopMZ0iYbeNCn2EaWFYjo54qkjTYwkZRzg1HlaFAZHfSXCqQZzWl6aNsGzCVgNQMZZWxZFWgemVCP0OKuimfds6Oto7R8MppBFdITG9eI5BPEfbIWjpOUrbRUiZRHBNr0gUBkTdTgwtKCTQAw1pcAnajfj8PFrL6xz8zDfxm10qE6N0VtdoL69iei6l4UHWZ+YIWm3cWhW7XGTt5DQqiiiNDqPCkMbsPNI0KY+P0lpaoru6jlUsUBjsZ/30DGGni9dXw/TchKmgPDZM0OnSml/EsC1KYyO05hforjexyyW8vhprp6aJ/IDi0ACuaVGaWcU2DOzxYaL1JsHSKsKxsUYGCGYXiVptpkf7ePMTd3Fdt8GAYfHWoc3stBw6oUb0uxn4gCEEdkyyHymFJQ0MKWgHAYf8Dh9prXJHt8U9nRbPOLXK7yyE/LcLb9lWY7uS/MapJq/dVGAVxU7HoyANbmqtYwCXemX2rXV4+ck1HNPkHzdVee6pNcrtLtJ1CGdWWPrnL6A6PqUnXoIwDdY+ewPWlmHqP/M4OodOsfKxbyALLu7UKO2DJ4kabazRfsx6mdbdxyCM+PrPPJK/e9IF3NVp4gnJw9wiF+8/zS9+6xCO52IN1umemkP5PmZ/DeHa+Kd0FN0aG0S1OwQLKwjbwhoZJJhfJGq2keUiZr1C99Qss6bg/U/YQ9c2+YUv3MaSZ/Pvj99D/9wKv/zVe5Cuzd9etY/Rg6f46dtPcXpigP97xVae/rW7GF1r83dP3Is3NsTvjEwyYZ8bx+tcfr+/dnOLP/77hXut/71f7OfRF3v3Wv9A2d/8zd9QqVR4wQtecM7HeqBttdPmxOryvdZPVGpUnHPrlL/jHe/g9ttv573vfS8AR44cYWpq6gHlHv6undd/+qd/ut+BlVJ8/OMf56Mf/eh9tvtBOa8qjGicTFNnwpA50m5hGSg/k9yMHbizmeFaeEPVs9bdn73h727hzf94W1LeMlLkyLT+cAoBb7j+A5S6ulzeNMza8TT1vfTirbzrBfck5X/lb8FP+VKzl6Tg2TQzu2kniyVG29kwK+nOWlNqR3ajqmCiMrvMP3rQ5EPfSeulTPnAB+sGcxmRgc0jZo41QEu+6saGzG0EZmzAyEEK3nVFl9EsMbkpYGN3e/ZvgCGfjvOFpPiifS/hWyKNSmUVZkZlfnf/blPDApJDSZjdEB2DXIp7ytByrxu2w4B7MuWS0JKwoJ3TVmaK2w04kGm71YBDmbJJuuf92euH+MPDH0vnXxogWk/Tf8Ito9ob6c3sxQPp1Yhay0n50/OXcNuxjIqRY9KJBScsU+JnrvXgQI217khS7q+ZLCxnlHoy17rgChZn03TP5ZdO8ONP2UPWVo7eRXcts4NdyDTN32PSdnLsBDllrR4T0khT8fQoXAHCtFA94gf3Vtfbt1eJKzfHnjn1zrlnkrlzlbabgxRoWq30mbzrP6+js6odX6tUwM/sZi8M9uXgBKbnELTOPq5bq9JeTtPtWWUtPS2ZiCz0vve8/jqthfR69ap2TRoF7Ji3VLpOLt1uDtQS/CbAO67cyvsndBZoxDD5t5FtaduMWhRoLlI/s+YCgYrv6bu6bV40dzSp22K7HMms42bL4VjmmmSfhqqQXHc4fYcYpUKOJWD1I1/HP5lCMbJm1MuESymEwB4fpJtpa5QLhGvpsZ78Jz9Jy9WR1t86tsbzv5Uqshl9FcLFDCtE9uXX8yI061WCpfT6GdUyYQ+UYcPOuAb9VYIM64MsejmWhInfeTFGKZ+ReSDtXH2/w0jxojdNM79873tmBmoGf/f6kXMKIQB4xjOewdVXX02tJ1vxYDelFPcszuWeu14zpWRH3+A5jcy/8IUv5DWveQ2XXaY5y8+F8/pdhxKvvvpqjh8/ztDQ0L2etFKK22+//ax1Pww7Y5l6F663wX0t7Pex5h0//zB2s5RVipzSS+jnP8aqm8ePKZVm1Xqn2+t3KxWRS1DnwK75xr2+Ru8Vzj4LWeokgN79eVmShjC69zoA0TvpbPm+6oCuykM8skP1ujS+uvdy72N+Rtue+uzph99DW8g7yWc4T70XIfcC6rleqpfeqVcNKqM81LNuYc+LrfcaZW+N3r5BcOZLMbtTH2LHaeOgPb+whDDOaHuvJmV+jXraCmmgzljxjXFkbsV6x9HO3dk/kme0FbK3QXKthBRkL8X99VWZ9TRMKzd7w8qnnw3LSpxXYRiozIPWmwU6s2wRdjrpccLU+TF62ubKQo+V6oyakHGcRA9ESWX69j6uouct0utvSJE+P17POnmyt5y/b1whaMX3VUHe9z0l3cy6CvR9FN+f0rFyz6RweiArjqW1nAEskzBzEqrneknTzB/LNFFh94y/QQdOcuP0ZvWyzu79XINcXylz7BcPJbv9YOc+HVeA+eWQ2w92uGjHuYscrqzoHwYPNccVSDCu92VBFNH0uxR7oE0PlB0+fJh6vZ44rufKvmvn9fWvfz0XX3wxpVLpPtvdcMMN3/ekHgiL/JDuSgNpGUR+qF9ahkSIWOtbCv3hiT+uwpQIIXRb4pfLRlpdaMe8s9zArHjctDLPYrfDVLHC9tL9R2Nf9dO7+MQ3TnHHkRXGBzzGBjyW1roUVhZ5rXk3ozuHmb/tEIZrU54YRpomaydnuOnXaiw8r0gtrLAcrvJE+0qKwqXVSrA9LAABAABJREFU0PKLxaJDFClarS6GIbEsgygy6XYDtjoFhiwPAi1EIFwTpNDMAjqnhwgjVDvUEAJLokIJfsSMb3DbsoFt/v/s/Xm4ZldZ541/1l57eubhzEOdU6eGVFUqSWVmBhmUQaAFRERE30aEFuwgoILdKvhrf4I2kygi2EpLS8vbCAEVkDkJCSQhc6qSSs3jOXXm8Rn39P6x9rOnqlQkVNHAlfu6cqXW2Wvttfba69n73vf9Xd+vkoOdGFbUWMdmXExdRV4NQzC35FEuaJTygmJOsNEKGOqTlPMarY6P68HUqNq1fnLWxTYF1bKG6wUsr3m8YZvDYAkI+xVlk0AXsNzBN1bwN89ARyJPTiIME7d+CuHlaDtd/mriZ5Bmjny4qWqbVIHaR1yFRx3TFIviKR+qQqX/az4sB+pYn6aUZB1gp66czIOeor0akMrJnAkhBjUBiwLWAxWVLQjYH6rQXqJDI1CR2qJQIgZNDeZ9xTLQpymYQBPYpiv1rf2u+uEdqm/jT+TPccOxL1GSGkgLYdgEThthl8DIg9sG30Mr9ikO1cYSaDqaVcAPAoLOBsLI8fxti5SQ3Hm6TK2aw7Z0Zuc3IIDBgSJO12NxuYllGlSqw9DQaLZ8igVJIafRaAkcJ6CvqujX5hYdNA3K9jqiYrOy0mKrtsTY9ALHb9lg4hlPij5iC0MT+E5H0WYJoSamp7AUOiVByBTgeQ6abuL7Hpom8cP0ehAEZ9UlUDjaIFDclZ7rJMrK+VQ4Rl/hT4OeU69BEKh+PA9Naniu6sf3A7Sec5Mco1B8r0LTzhqT77kqkuv7EXWS+jAUCCEQusQPfMWukBmj73uqX89j/uFTCGlg5EPnOQiwKiW8roM0dLqNJla5iO96aIZOEIBRLIDvo4WOkud00aSO7zhY5RKe6yJ1HafVjtvqOgiBDB0kxeZg4TsOQkq6rTZWuaTYDXQdz3EwiwU8z0U3LWaBfl8nL3WEEMhyEa/bVQ5xs4MsF/A8j9vGanxtrMIgAXvMHO+sjaCH10UYVdU1Dc/3kZqGFwRIoeEHqgwgwxjqVsvmy6PbeffSDMfdLmuey6hh0vI8clKy4XsM6SZbOi7vWw7I+fAnFY1yIHjLmouWs/Fdl9atD+Ecm0MfqpK7/hIat+zFX28h62VwPYRtIgC/4yCkhu/56ANVgo6DMHW8jSZ6X0XdE1ttcJG1El2p8fGXXcVgoUDT9zCExj9OWNxVvpz/33cOU/MFfqeLVirguy7SNAggpjPTJZptEjguQkq8dhdZKhC4HsKQ+F0HrZRXYzSN8N3jKkdbgCwXCdywbauNLBWidUIQKGUx30cYOmf+7rP0veTZWBOxMtuPgy2tnd/p+n7rPV770pe+xIte9KKL2sfFssdyXL/fet+v+b7PRz/6Uf7sz/7sopw/aRcU83r8+HHm5+e59tprz1vvhwEbaEwvK8cTzoIDaJaO30mkSU0dvxfhTGdnY+c3tEULvt6M00ovHplkyH7sFE0QBPzG+7/H3/zrIQB0KfiL6X+mcURt7S9NDNGYWcQPVX9m//gyPv70+6P2787/FpevXhaVdV2LomD5vEmzGX/VX1qtUk7o2IuCQdAIYzwynIveNRYN2IjjP/dsWPzJl7uAQBMwWJecWVTn6q8IlteDKCCwe4vJviNxvzsnFf0VqGBBIaexEsIHNg1JTs16Ubc/d5nktSKxG7rfhgWVJgxMn+7YLRAS3GulIfy12SjK+he7Xs3HdPVgFij1qePhmIaF2vXfG9V1hqKd6tk1Btwdlk2gImA+HNTWEC7Q+1lfb8CdibZ7dLg/XCa97XK9oMxuGVNuATzFgO+GbTWU49oTO+gLYQe9WMorghX+aO/fRW216hj+SqgmhECYeYIQVqLlawou0NuYUhvHWz4Vtf383PUcPqXSnKahoWmCdkcNbGSowlJzOHI6x0dMTs3E92+grjO/pAaZtzU2lh+hG679Kwc8ygfviepe+sqXMHrNFSRt5cg+nIRaVvKHlE3b67lCRG8F2fR6pq2VT+30zypvCanHIgUZOIBuFxTmNDpXLsNmEPeVhQtk+zkffCB73my/D3/hDrrrjfCYlRIiKY4OsTEdQ4WKI0NszMRlzTDww4yMWS7RXYvTy6WxEdZPx0InSUiAkDJUHQufExloQWl8hPVTcVurXKITnlsaBlOBFUVPjaF+xTgQ2u/93DV8SY+foZ8emmIi3LAnhcBLvFZsqdNOMA70lLV6lrzbjhA869T+6NhVuSL3JpgaPr4uecZiuBZ6GcCwL03qzL//s3G/28ZpH4p/G7JaxFtR58qm2u3t47QPxnWtqRE6R8O50QS/+gcv5nBNYS1HDZPpBBTkbw6vc/29MXxA76viLq6EnaoPqd77Jwu7MEYGcGaSMIUCXrhOMHVFzRJOjjHUhzO7mGjbjzOTgBlZZsRkIMtFxn/3dVwMu1jv7wcOtvm9jyw8Zr33vLn/okZeX/3qV/P+97+f0dHRx678I2aNbofjq8uPWW+yUrsokdcPfOAD/OIv/uJZc/d/FTaQtX379vHxj3+cjY2NaECtVotbb72VkydPPkbri2tBEMSOK5yVzwoyqc9U3Wym+jHy3mtO99/lvAohODYbP4Rd16dxPKZCWT85l0qvHietyHKqM8vlXJZq37NOO506Fd30GIOEo35WnruTqdv16HmJfqDosnq2sJpum8S9AswncJOOS+S4Aswt+6mpPbPsQT3xh/XENXjtyHEFCNprKXjAkSBOiwUoydTovJnLm87cvtOJIXeJHdfesWT1rCLWqUQ5i07L9pMs+yjqrJ4tZsZ41E+n+WKcK0AQOa4AfnsttU78dnoky6vxvHWd9KBW11oII57I9Y30/VtNfPA0234kCQvQXV5J1c3SMAH4KQWl9EVmVayy5SBVzkJa3POXk20zUAD/rLbZtGTcV5Adk58d46NHK7Jtk/0GQZDCrrqdbqpu0pE9V9lPQIl6UIBHq+slzp0d02P14ybO7TkOgbQi/9DP1F3JzM2q50VvEy/zgjqrnH0epwrpY2uZa1hO9puFPmWV0hqtRy37zQzV2Ua6rt9IHPcDRLMDofO6llFzExlcsp+UH8zCedrpex9k1oKfLGcgY9l7cNa5unHZb7XDzMGPD+PA7q0W/VX5mJjX3VsvTroboNvtsri4+GPpuALkDfMsrHnWerRZF9o+8IEPsGPHDrrdLkeOHOGmm27imc98Jtu2bYt8xAu5Jh83D9Qb3/hGPM9jdnaW8fFxJicnaTQavOtd77ogA3u8FgQBbrODZibUTkwdkVCi0gwZO0NCpDBDHQmthC+xrAecEl2CIGAxcDgt3aippWlsuA4N18HxfR5aW+KR9RW8IGDN6fLg6iInm8phPdNu8ppXTbBpQj0Axwfz+M98etTP8LW7KG2KVWOeMbOFfKB+pDVZ5rm5J0fHLEunWIh/wMViDiNMTxWFJJc34+vTNUQ+oYCU0yFU2pptwBdPmdw9p5bBw4uC+1aN6IVVK2lcsinGdW3fZDBYC1ORKDhBDyJmm4KJ4bjucJ9ky1hc3jZuUCuFqUINnjuVoMMyNURdXU+Ahz+8jlaIPdt7h/Zwc20nAPcUNlG1YwWdQQ2uSEDP9ugwnljVl0glGgDq/zsSn2ubpBIE6NnlBgyGdTUUFKF36opQm76i65FqI1fPdulKYABURHe7HqONB0S6n0t1GE+0HbVMvlNRG108aXLf4BXRC13YJbRSrLQkS0MIM6FgVahDD0cqTZ5/aYeKqV5iffU8g/1x3aHBEqZshNG4FtX8OvjqJWfpDfrKG5FjOFALqCWo3bSRTWihupC0TIb3xJu2PM/n27cfZd+pgCBceNLKoUW0XgJp2RGVltAkmmFGVFOaYaaUqaSVRybbmnZEcyQ0HRmKC4CKhuq5+BqlXYjpsYSGDJkFQG3i0gw7ithJ00ZL9WvHNFxCQybHqJvIxA5dzcrFYxYCzbIQem+MEmnYEUZXmjbjT7k8alseHyEXCghouk6uVsHIq3MZhTx2raJS/6hoaWks3lxXHB7EDumUpGlgV0voIR2WWSqSH6hH4NLC8ACF4VDlSRNKpatcCufJwq6UkZYJnk//umCsaaI3XXQEWzdtxuypaUkNvV5BK+QIgH+6bIxcuYQtNApC430DE1xbiKn7bKljaPFzwpAasjfnQsNKYDItKbESmOmibvCH9VFMBC+77zR/+bkH+Pl7VET0SmHwAi2+B7JcRC+pe+9ML9G55yh6XUUCZSmPOdIXYVjN0X7s7TELTm7nJOa4mhu1+78PWVGQOFktYoz2R+8Fc3KId907x/BiAwHstgtMhLRUBU3y7UvH6YS0XLJcQB+oRvfAGO7HGOqL7oHRX0WW1ZiFbSKrJUT4rpLVEsZwTNlljA6gD9TCi5XqHoT9aPkceq0cwRL0virmWPj+EFD9maf+WDmuAFITvOFl1fPWecPLqhd1s9Y3v/lNnvOc51y0819sE0IwXDx/NHy4WL7ga+PDH/4wb3/723nxi1/M1NQUW7du5X3vex/btm1jfn6ev//7vwfgox/9KI1G4zHO9u+zxw0beM973sPv/d7vceTIEfbu3ctLX/pSVlZWeNvb3sbf/d3fnbftxYQNdJY2YpEBTagXVQTOz8AFbAO/F7UUcFg63NNZUVhGo8CG53LaV1+7l+TKHGytKRwTMJYrcCpMe+Y0SckwmQvThptyReY7LdphlODSUo2Hwt3YIoBvfXaR//3FExAEPC+3zC8cvZm1YypFNfq0K5i9az9ep8vKUED/B3+BsYFrqVFFSo1C3mRtXV1fLmfguj5OmNrdVCszuhZEfqtWtfBXwq91XQNDg5CGakUavO2ffdZCFv6fvc7iS3d1CAIl8bpzs8new8oJGqhp6FIwE7IE7N5icuhkl044ddfstLh7v+rHtmBqxOThUJVrdEDS6QYsrqp78LSdBr8QLDMeko2L8SLBqTAibUnciYfw2scA8EuDvGnoudyaUxCBX2aFT1EhQGCglKluDccwrIFFDB+4LlSt6okMPNeEb/RExkJH9J6w7ZSmBAV6kdanm3BHV+FhBfAsE24K29YEjEnY21PL0mHGU1hagGea8O2uiiYZwJPDMijHuKTB4TCwcJWuMLq9hPhv+rP8k5vnjFliT3ueD6/cQd/8AXXQLiMCn6Cj5krWN+GtTEeRRr1/CnfhqJo3afMv05dx6LRaJ0P9RdabHZpNdcHbtg5x+MhsKIwl2LJ5kENHQlqlok0uX2RuTqXvxkbKzC806Doept/lp6/uZ8+TL8VO8FN+45ZD3PwdlTYt5DRe9VM1CjLcqGJYBIlUvJ4vRypVqlyKlLUQGpqUkeiAtPN47VhkwChUIgUvAD1XjMn/NV3V681HroTbiqPS2bZJKILCxrrRJqzUmAAjX07BIRTEIdwMZeZSoglnjzEeR7flcPgr99DdUM+N8vgoa6fi7Et9+xRLB4/2uqE4MsjGtBIdsMoKG+u21T2tbt7EyrE4w1XfNsXSoaPh9UisaoVWGB3P9dXorK1HkKTa1s0sHz4WtZ3winS/p9aZVspTfMp2gjAyaYwMKLhAGC09eN0Ofn4ydiC/Nr6DQrj2e3jW3gvF1g3aCcaHvG7QDMsCBR/ohNFSQ9NwEtEicf9RvD/+h6jsv+75VMu2+pjUNDTLxG+Fz3kPlv76iwTh9RWu2UHj7keitrlLp2g9pOZGVoqgiYhhILdrktb+41H4t3DVdhr3huwuUsPeMhrDCYbrvOT3fprl8JX51EKZ7zTUurBdn385tMHg3vD+GTp6pRhBBPT+Kt7qRjRGa/MYnWM9aBBYm0fpHFNrQdgWwtTx1xrhPejHObMYRZqtqXE6R8MxCTBHh+ieVr9fWSow/IZXotcu7Hs1aRcb9nfb/S0+fuNKKgLbX5W84WXVHwpN1k+CrXXanNlYS0VgdU1juFi+6DRZPyx73LCBw4cP86lPfYoXv/jF3H777VQqFebn57nxxhsf03m9mOYmqKLUAzeRYs3s+k/RZAUw321HaeNHnPTXweluMzpTACwnsG8t36OVwLtNtxupVNmJBGYrEODaYb9CcPeqwQuOxbizxYeORqm/6qxg+HPL1N5YBVSEa6OR6LeVhgsYLReRYBeI+FJB0WIloAaHTrusNeOvr7sOu1EWzvVIUV/NL6dTEMdnnMhxBTg5G9dtd+DoTHxwej4959OzLuPj8d+ClUQqrOPhr6ypnVaAWJ/jtsk46nSzrEY7ux3S9FVnMlmSRxKOK5m6rUAd79nRTNsDbswaEBBjVUE5qQl0BA+lM3scjCFqOJm2cwHMJcax34sVvQD+2RjiTBg1vt8e4BZR4mW9g+21VHrV31hMq0E1Yiyc5rWhMU8PmTu7sEHS5uZWEsJYAbNzK9Gx9Y026wmFudn5jQii0tVMTnTyPKmafmFNz8bOaKPlM7/YpDCoHi2Bk02Bp9O1KQxp4OMn1qjCyAaZMucuZ+ABSYfysdr6biZ1m8G1eqkxBylcrOecZ0xnjdGLHFeA5mIaetFM0FcRQGshLncSONez6mbO5bte5LgCKVqsc5XdE7Eql7/exJ1bQYaqgu7iSgp25S+uQsJ51YPe5zx4GbYMJ5NeT9JkBZDCvTqZNKd2eDq1c790eAbjqqlwEH7suALdk7ORUwjQnU7jJpPUV95q+rfQPTWfwi10ZxIco56vjvfszBLuRhvCrNeRBOF7W9dwlhM0WY6bwra6iyupfpI0WdHx0IJ2hyCpBra4moJIpNoG4C7Fbb31hkpt/Rjb0/bkePLl9g9VYesnzcqWTcm0fmgKW/837HGv8re97W18/vOf59ixY7z97W/nD//wD3nd617HW97ylgs5vu/bZJLqRJDiZ9F0marb1AOc8KHQxMNL4AGLuo6RAFpWMhiRZFkHSgmVmIpuoicWSTlxTABjfQV6mbPCUB17PIYL1C6ZSKl6+dcO0AqFRoWAfD6GC1iWjp5QyBK5NHULSYoYKRTpf2iTwxLbjMc4Nhh/xwiRLldLgv5q3HZ8SCfJxjI6ENc1dNg0GB8cqGqUE8pbO0cyFDHlxLwaAlGJr88vDrDFjV/aU4mmAphKfHrVhNqs1bMtepzyB9icaKtnzjUasgQk+0n+xJNtC0JBBnq2VUIhUXcyM8Zk2wqK6SAao0yPcTIzRssu4/QohMwCwoijDlq+RtK0XDVR0OmvK9J+gL5aDsuMT16vpjHaffW4nLN1quXYOemv55EJyM2msWqyKbPz65SL8T3L5wza5HFCjjBp51PKRtLME82uECmVLiH1BFwAdCufUrFSQgS9a9TQE1hzzbBSylu6nY+gBaptoh9NpqEGVi5F9yXtXLwZKNtWGqmybhfSbRPHEPEYAz+gvd4hP9AXHS4OD6q0fa882J84j0lhJH4u5Af6UopYxeGB+HkmBIWhgeiYUchTHI0/+kpjw5il+HoLQwMRpMFs+1iTMb7PGO3Dmoz7NYf70RIKUUOVMltCOdOCpjGXcFhNTaaee5aup35HZmKeNCGwEs9FS+ro4ZhEx6G4fSxKpwtdkt8T88dqtoVeVin+oOsidROtHF+fNTkSOXDCMrCm4l33xmg/5ngMw7G2jKaUuKzEx7JWzGFvG4/HPzXCi05tRPR+l+YK2D04BHBy62iibR5jLO7HHB1EK8Tr1Rjsi99NusQYStz7agm9P4ZNGSMDCNtMtI2P9YQjeqb3V+mcPBNx/P64mtQEV2y3+alr8lyx3X7CcX0cJoSgYFpU7BwF0/qJclzhArMNADQaDQqFwnnrXMy0Q+AHOBst3GY3YhDQTEngBdGGC9/Wubu1whG/RVHT2W2VuLO1TABUdAMNwXIYjRm2cqy5Dk3PRReCISvPbKeJGwTkNJ2KaXCmraI8faaF6weshm1H7DzL3Q5t38MQggErx5l2Ex9w1gI+/Xen+fb981Q66/x2fYbhIw+zeuQ0mqHT/7NX8r+v2sd3n7nBuDHMR60/pruirjGfMxGaoBFGYWvlPJUODDkaQgq0so2/1lERE0ND5AyCtfBLPqdeKEHL5cgyfGvJ5jsHXFY3fHKWYNeUyYOHOjiuosTqK2vsP67ikDsmDdYaPjMLHlLCnm0WB0502WgFFPOCreMGew918Xzl/OYsOHRS3YPLt5hcozV5gdXA0AViJE8w21LR4JwOA126ne8SmBtoxX616a6xSIDgC1tewIdKu1jwFR3VtQZ8t6t2649qMKTBvWHg5XJdqVud8NQL5SmGYghYD5RS1uU63O6oTVSTUp1vX9j2GkNt2jrjK6fyehPu6aroaF0oWqzbw5DstlCU7EAYHrregEOuYjrIA9eaaowOanybJNwVtt2tq/FEYzThAQfWwjHuMeD2ruL/vdZf429P/CtyXenOa5URgva6gg8ITbENrM6A5yAMG1Hoi5gKlrQRvnhsgrkFFe2bHK+ysNSk0eyi6xoTY1WOn1rG8wKKBZNaNcfJ0yqqMzRYxHF8lpZVan37ln4u2znElZePRg/BoyeW+OSn78bzA0xDsmm0wuHjKuI3MpDnFU/LI8KNd0ahjNtqRJugzGKN7kYIpQmVqXqpemnm8H03EhkwihWcRrhRTQiVmt9QPwah62iGFSptKcyr73Qi9gGjWFVp/CAAoWHkS1FaX+imotEKI2h6voQXqnBFbXv9aBLdLkTwAc20CQKfINx1bhTKOK2NcGe/UGPutZU6p+86wvw+xTRSHB2mu9GIWAP6dmxl6dAxAs9DSEl922YWHzms5qlcxMjnaJxREcDK5DjN+UWcUNijb+c2lg4cIfB9pGlSGh9m5cgJAOy+GpoQ0ea62tZJ1k7NqMyOEIwNjuH98/cU1VIpT+Ga7QTtBkKXGEN9+J0u3ooao71tgs7xaQLHJZCS//nia/iQoe7tL5Tq/G5thG4457Zu4HheFIktGCaNcJ4EkDNMmr150zQEgm445wUfrLsfJug6uEvrSF/iCQ+9r4TQVSreCaOUMm+z+o+3RKwAhWt30tx7hKDdBalRvHYnG3c8pOrWy5hDdVoPH1NjvGQT7tIa7oJaC8Un7aZxzyOKysrUyV+xncZdSpxDH6ohCzk6R1Raf+ZnruI/veRSFj0HAfx0qcbX15fxgecstPjgqRYcUpAOva9KEAR4S6ofa8s43dNzaqOWAHv7JO0Dx9Waytvo/TW6J9T1GMP9+K1OJF5gbZ2ge/y02mCsS+ypTbQPquuR5QJaIRexDxSu2kX/K36ai2E/TIXMJ+wJezT7d8MGvvvd73LppZdSqaiv/1tuueWsOkEQ8LnPfY4///M/v3Aj/D5NaAKjlKO7ElPr+Jnd9w3H4YivHv4bvsuD3fUoo7OaUexZ7nbohA9hNwhYd7u4PXYF38XrxF+4i5l046rTjXCvThCw5jgx93dZsBziaVetEu9ulfiTI99AAr7j8sVrTvDdZ6gU1yn3DKt+kxzqyz2pogVgNFyGsdSbwYeg7cSpPscnCBL1W250rVtqcGDdYTWUi2p1AmYWXHoZuPllj6XVeO4eOZ7Y9ezBqXmXjVBeaqMZcHrOizbXnp5LpwyPnO7y7kvClKkfEKx1YxhDy6Urbycw1fWmVKYI6DaXWQi/hzYCOObFNFPTvuJU7dneRNreA475ylEE9f8kFdbxzKbWh5w4je8AJ9y4vBQo57RnhzKBjYNujHtthufuzdasDwnihchZ7o3xqKcc194Yj3uxcMVdWpn7PMk1Ydlfn4vhAoGP31oFT/UUOG1oxOniuj9DZ62IQgPD/GKDZgg1cV2f5ZUWXsg+sdHoRrRYALNz6fTqRqPDVVeMpedr/2y0c7zreIpXNrSZ+SbLy1Avqeigm3AKAdwE9VXge5HcKpwj5d9uxmnTIEhRUgWui+e6ibppuI/XSbb1U5Rbgdslmdn2MmNM9eN7qTH7GXiA22klRCXSY/Rdh4WHYyqljekzqbaN2flop3zgeWyciVPV3bUNumvxvPZkXKO2cwtRlM3rdiMnF6CdgQdszMzFbARBgPfQyWhu/PUm7vwSek09Y5KUTADO3GKUmheex+jhGdipIoCfXV/it8px5LedeYYm4QEB0EncryxcwFtaIeiq9nq9hMznEKGjHrgubiLt3zk5F9NZAZ0j08pxBfB8Ogk4lre0RivRtn0gzYjTPjYdXV/QdSP8KYA7u4xLPJeDtz7M4ou2R9ezPwxIAHyzP0frnlP04u9JOACAc2YhZhgIwJlLwD2a7UhOtlc3ae7cYsyM43o4c/E98tYaeGvx2m888Ah9L3/eT1y07Ql7wnr274YNvOlNb+JrX/taVP7t3/5tXvrSl/Irv/Ir/Oqv/mr0X0/L9v+6JdMMmZRDkPk95xI5cI0ecbYyK6PeclY50VYiMnXT02tnlE/MxPT3l8zUMAe0aqquTEAahEiLDQV65jaeVX50xZVaMV23UsiUE8eL+fRUVjNtk/AAqUEuwWhSL2XGZGUVZhLReiFJLs3BtC4V9cyp+hNjqon0ou7P3OuBxEGJEjCI6mbPm5m25HGbmMUAFOtBqp/z9Fsi/dU4mK2bXLoEDIjEC95Mp/yFVciUk6l1HV8m0tKFNPQln0/DTAoJVgrL1FJwgUr5bJD/0GApVe7vi1PmOVtP9SczOuvnK6s0fALuk6mrGWmqnGRbzbDSKX8j0zbFbShSkAbNzJ43XU72K6SehiVkx5SsKzQKibSwXa2kFLHsejXVNpcoC11ilYuJY7WUglSuVkk2xa7FbfV8LmIxALVxKzI/wByJIQxoGuZY7IBq5YIiy+9dT7afShEtdHxNoSmxl9DMzHPPkI9eFqR/r7KQXt8yn1knhcS9zttoxfj6jNH+VF1jOL4+YeiYowloxUgfJCBm5sh52uYs9P74+uWmAUrt2AHflFmfi2P90Qe0lrcRiQehnplHPYkf1zT0vkQ/5SIklLj8/mr0744m6A7GZQwdEpu0zKH+JxzXJ+wn2h43bODGG2/kec97HqVS+gX2la98hec///nnbXsx0w6z7SbfnDtN1/fYo5cYFxa3Ocs0RcCTZYVDQYtTbgtLSkwh6fgebd+jKBXGtbKygfB9Vmol6s0OubUGK6U8jVIOo+3Qv7RGYFvMVYvYjRb5ZpvFvjKuLml6LgJBTmr4gaDpOZiaxNIkXd+j5XvkpY4uNNq+i+v53HnzCp4X8JTn1NG7Drz3M3Ru3cfawgLf/q8lZp9dZDFYQzga79LfypSYoNt1CYIA09QZFxZ9jlA4WV1TEdeuB6ZESEHg+IptoYd5dHz1xggd3KDj8ZkDku/NSVYbPivrPvWKhmVqrK57dJyA/ooCgS6u+pg6VEoaXQcWVzwqRY1CTmO96bPe8OmvSgwdltd9PA/qFY2X9Xd4jtVEGBrYmtJfbbtg6wS5Fk7pLgJ/A2EXlSpRJyTktwocNqrcMPwc1uwqNaEikwu+chbzApZ8tTFrRCqH8LSvqKqGBLSEYgKoh0pXi76qPyxVav+Mr4YyFqphnvbUOYekipSe8ZXTWQ1VstZ8GA37mQn96VGpIqzTnmISGBAKtjDvK7hAScCcr1S4RqV6UU/76hwjmorsnvGgpilownKgxjikwZDf4RdnbuWFS3vR7DIQKF5XzUCziwRuh6C9gbDy+HqB+05b3DOd5z9cukLJ8vnqgTJH1wpUyzk8P2B1tYVt6xTyJq22S6PZpVS0sEypIq9dj0rFRghYXesgNUGpZOE4HmvrbYYGSrzm56+iXFIv6yAIuOPuk5w8tchYsclkn+Du44K2p3PZcIeBikTaBQLfVZughIaeK+B1WgShapU0bEXmH/jKCdW0KAqr54r4rqM2SAmJkc+rCK7noekmwjTxmg0gCPGwccRTz5XwnQ6+240wrk6zAYGHZihaKy/cSKlZeUTgq81VQkPP5fE6HQLPQUgd3corSEBvjEKLIrjSLhB4Lr7TQWiaEjZIXp9p4zY3cJptFg7O0lxYY2NmDjSNyqZR2itrdFbX0G2L4ugw69Nn8NodrGoZu1xi7dQ0gR9QHB0icD0acwsIKalMjNFcWKK7voGRz1EYHmT91DRe1yFXr6Lnc5EAQXnTKE6rRWthGWkaVIaGsL65n2BxDb1exhwfoPnwcQQBpWdcht5XUsT5QmCOD+GtN/BW1hGmgTk2SHdmgaDdYX6oxh8/91Ju7W7QJ3XeNzDBpaZNx/NCET8Dx/dwfaU+ZktJ2/PwgwBDk0gB7TAqa0sdbXkN4+GjaH6AUSvjbTSVapVpIIsFnJU18H1kMU/73qOsffF2EILcrknc5Q2cmQW0nIW9c4L24Wn8tQZ6XxlzdIDmQ0fB87G2KNhL+/BpkJL8pZtxZpdw5pbRijmsrWN0Dp7Cb7YxhuvIeoX2/mPgB9jbx1VU9vgZAsvg/73hRXxmssSs26UudXbZee5tbtAMfF7Ygv9+/xm8U4oFwBgbJGh3cRdXlCM9Nogzu4TfaiNLefS+Gp2TM+D5GAN10KW6B5rAGB/iixWDP9xa4eenN/g5V+dNUyVWfJd3HV7lekfwzmGD07bBnx9vcE2xQuWnrotwwRfanoANPGE/Cva4ndfbbruNpz3taam/HThwAMMwmJqaOm/bi7n4bzx9hKVHUcEpSJ1GIk9YNSxWEjuHt653sDPk1T2zbZt2u33Osg88MlSJUkeWppzintUMk+WEIkt2HEnLtxzOXPWmqLzyy5P8xevjlOM/8XGEoxzPvNC4QosjbyKnpxgGsuWUlI0UKcGCE12Dt30hHvNgTaYECpIS9Vki6YkhnRMJxoFqKVbWkhp8ctcqdi+8UjJSggT+6AKOvDseo6ZHO8c9abJn15ujSNolMsaYgtoMdSxR1oghAcNamoFgp65kWXvWHzqk2XbnOu82CYcS5TwxvZUNJFfMVhlTYZ3rXBKiOHJdU45qz3boaRaED87exE/PxapWSRO5CkEr3nV8xJ3ixgfitWCakm4Il9F1gevG97qvnmdxKU6B99XyLC7HZU0T+CEcIJ8zIqgBwLVXjvPSF8QcrwCrx/fTXU+kqIUW0U5lLatSlVW1Sl2jJlNp/KxKl9CNCBd7VtvMsWzbrBJXaowpta/zK2tlr1Uz7RSkQNPNiM3AaXd56J9ujY4ZhTxOI573rAKWnrNxW+d+HlmVMp3VeHd7UllLDUuL4ATJfwMMNCXygThtrg9UcedX4nFcvRkZbgzVbDNFhp9ViPrwk7bwt5tUAGNY6nxuON5YlSVLNzSZYhxIPo4Aqt95ENFTjsvn8Jox9ELL2RHDQOB6LP3VFyNolLDNGC4AmOMDKZYAvV7GXUowASRMVksRrhfAHBtIsRNoxRx+RsCgZ1/4+ev570/fHJU3mzbHEvf+E7cc5uoe/EZqKcECWSvjJdgJZKUUYVuz5hRyXPvCS6LylGlzNNFPvzRY8OK1fnD3Uxi4CCT0PXvCeX3CfhTscbMNfPGLXzzrb4ODg7ziFa/4gQb0g5p/Hlf87NdpkCk9/r1rQerf6fNk+z1fL2cdy6r6BI/y739P+fuw7DwmP3H8zMGsaFcSxhYEGSGcxxxj/AcR+CkgRnYes2NMHs+6Jdlysm32vI/Z9jxjOl8/kL7cs8afKXucJ+2X/ebMqg0lylk/Mvu96p+nbfZY9t4Dqd32QCqtnUytq6I8bzmZ8j/r2GO1Pd+xTFlLpbbT8yy0zPWI840xe32PXtY0LcUkIs00bCPJPJA9LmSaAkPP1s2UtWTKP9OPlknFa0l8jxCptmTaikw5SKTes78FLZO2Pl9Zg9QaFhmoU4opRhNoiX5T4z9HWWSuLwmj0nLpeUvu6j/rXIaeuvfFzLooZNZYKXE8KYQD6fsDZ89riu7KysB7tGy/cV1TiLNgG0/YE/aTaN/3Kv/Lv/xLqtUqf/qnf4qUMvVfX18fAwMDj32Si2hP6RuKfrxVw6QWfoHWOy671jpsa7qIIKCExtRam9G2C0HAUKBRRyKEQAiBbdvYdqiaEl6fYaiHiGEY0d8A8rbNFifEywpBUeoRdZalaZhCww4fOAWpk0tQylQNk6phIgDhw1e/usZXn/0q2tIg119l6/ECL/xcFQLYbI3x54WPs1eqXbAib3DQdGgHPkhBoIsYHmBIVQ5xi8LWlbqWQP1nSYQdPlB1wXhV8J+eIhTGsiqpFjVsU0RKWpPDOpoAyxTUK5LBuuqnUtQo2IJSXs35cJ9koCYxDYXL3TSs84BeUE6boSmsaz7sN6cjvRFkW0VrtHwVka+BkPia5B8mf5oJPZwnoWiqetjS0TCdXwzfJdt0xQagATlU5HVTOBV9moqW9oVtxzWVwrdRkdCdulLLEqjz1YU6PygYQFkohS1QNFo9iisDFWnt0W6Vw7q9MY5oUJOJMUo1Rh3V95iETWHdenh9PVztuIQvDF3PTdUdam4KfbHqmDQQZg5hl/AD+M7iFHcvjpALqdFq1Rx9tQJSCqQm6Kvn6Qs34tiWjm3FeNRyySJnGxGVVn89z2B/EU2ArmtUKzmqFfU7yOcMFpca3PydI/hBQOB7rJ08gNNYU+pZmh4qZ2lKzUo30KT6G1JH000Cz1XlsK7vq7JiDTDRpBG2NQmCQMEDwnP4roOmm+q8hknge1FZGKb6r9fW89T5wrq+66T6RQiEbsTjTLT1PCfVb+C76vrCa9CkaiN0A6FpZ19fcszhGBGSxcOzmMUiZqmIVS4R+D52tYxRLGBVyjiNJlalhFHMhyIQAqtc4kGvn/985BI+tzGBKBTZyNV4x/019jKEXixyVA7w1u9VWLTqmCV1Lt2ysMpFrHIRaVlY1TJGIU//KhhHFzEGa8h6GX2wht/uovdXkLUS+kANd6WNVsgpJahAEftrxTyyUsRrtFLl33xwmt86vsaQbmBqkk9sLOELga5p+H6ArmloqCisF/JNSqGhaxoirCfvOYT47Y/T+MKd+KstNNvC6zpoORvNMtFyNp7joNkWmmUiC3nKP/dUjOE6en8FYegYQ3X0ellFkVca6IM1ZF1dD46LPlBF1koYg1WMvrKq218l8HyMoRparYQxWMNfb6IPVNFqRYzBmhpjfxW9XsYI68h6Cf2STfz0M6/mFaU6w7rJqGGx4jqMGRZDusG4YfG/LxujXS/Rrpd499O28U9Xb8YvF/jLp23nRT+1hXf+zG5mB8u89UWX8+LnbOV/Xr8Fr1zg7568lV94+VXcsXWIjf4K//XaTYwbFqO6yZ8PTPA3/RP85cAEmwyTXyn388f1EXZZOSYMiz+qj7G4thKxOTxhT9hPqj0u2MADDzzA3//933PDDTek/m6aJiMjI4/SKraLnXYIgoDPnDzEepiar/kwOh+nWIulEhvrcYqmUCzQCMnDNU1TNE3htORyOVqtOG1UKpVYT7RNHg8MnUfqhSj6NmDazCfSO4NWLlLhgjR8wELj9b9+T8SP+XNbJE//1F9EdW/78i6+mdur2okcn/I/ghfu1i/lLHZ3ExKwZVPt5u+VCwZBI0wrZXPkRQM24pTTnWs2f/aVkNZGKPjA7JK6onpJsNoIomDwpVtMHjoS97Nj0ogYCUxdqW31NsBeMqzxnoFEWnMwRzAXz4W39Thudz8ADaPAC3a+nuVQcGG3nt6h/2QjpqyCdKq+rim8au/wdQZ8L1H3Kj2m1TKASgI+sEWDI4m5yba9TI+VtYphzrO3f3mXhIcTYdfkGEU4xh70oC4Uu0Dvkq41YhotULRbd4ZlM/C56+D/QAuVtUSuGsIF1Dp5wL2Crz0QD3pkqMTMrFqfhi7QNI1OCB8YHihwZj7ekTwxXuXEqZWoPNBXYH4xVI3LGXQ7TnSvx0bKnJ6J05w/96Ld7BgOaM7F6Wdp5RK77NNJ4Ww6Xc8VcFvxWFLwgSRG5azzKpxpklVASD2ixjoLamDnU0wG2XMlx5mFMOh2QeFxo2t4dPhA9rzZtse+/RCrx8+ExyzcBAl9cXSIjenZuDwyxMZMXP7P+yc5sKK+asYGcpyej/u5Zkedux+JoQZffP46+upCOC8ylAJWN7Em81i3HYrq5nZO0Np/Ih5zfyWijhK2SeGazdGmH2O4T6k8hWYM90e74X3gOa+8muVQQWREN/nsUAwds6VOOwGTMqWMGAiCdhd+7QMRw4A5OUTpZbEUtlEtK6xraEn4gN/ssvw/vhJdn7V5mM6xmMnB3jZO+9CpqCyrRbyVEOdcyOE34nm0t4/HSlqANTUSMxloAmEYEUuAMTaA96H/FNX9+8YKH1uJ79dWM8fhkDHDABAi4hPfZtocSvwOrsgVeSAhYjOim8yEMJOCptFIpLH+a98oP2vHe0wsqdNJzKsmRJQp0TWNS/pintkLaU/ABp6wHwV7XPmFK664gve85z1MTk6m/ut2u9x1110XeoyPyzYSP2rHSePinG76q7Tbicu+76fSpt1s3fOUO76fShs3vHS/jQw+r5kYYyfwI9ohgOMLaazbSS9WwQl8IscVoNXN4P4y1GBBJ1HO5vY66boyQWMTBDCfwLYurQcpFMPCchq3m8TBdt3YcQU4vZTuOGim2wYbcXkFGTmuEG+OisqZa5hOlJcSjiuojVSP1tYhdlyz53msfjcSjiucrfCVrBtkx5hwXM81xmRZBF7kuAIEnXWSTuHyano9rq7H68Zxg8hxVcfSddfW02ss2bbVclL3em097bQtrTQjhzEam5e8kOA8x8DPlIOkQlYWxnC+upAaR+Bn656/nBznWWPMts1CeJJ1M3PhZ8YYScMBbic9l0lH9lxlkVAAW9tI/9bXGumynzh34HkpDE8Wu+ltpO+/34jLQbubVtbK0PP5iTH6AtYS17fsualnqJe5n8nnHF03clwBvPX0GJO0YKDosqJ/d7qp6/Ma6evxGq1HLfuZvQ1edm6S5/KDmN6KUMUqYcuZe7+WuPcORI6rOpZeU+vnadvI0Ig9FtwnWfYy77En7LHt4Ycf5s1vfjMf/OAHedOb3sR99933f3tIP1b2pS99iW3btlGv1/nP//k/44a/1U984hOMj48zNDTEf/tv/+2C9fe4wTEHDx7kLW95C7/2a7/G6173Ol73utfxzne+k5e97GUXbHCPx4IgYH5+ngktjkT2WXlMMy7bth1h3qSU5HIx3YplWalyPp9H10OllxBO0ItG6Loe1fUE+LVySk2ralgRhEEKQc2wIthaQer0JzSG+wyLS7dUwn5g8/YhDo0qLkGzUuBnDm2J6g7n+lgpxtGWYsFmQfeih5XIGTE+ThdohQR2LqeDHeOvRMGIqbU0QbGsR5Cwellj+0Tc9pJNRgQXEAI2DRnkLNVRzhJMjMSKOiP9kq1jqp+a7vP2q/0YLiBAVM0I0kAORAJtMmYaPNuPI+U7jZjSykal33uu7ZCmhAd6dpkewwU04BIjVsAqoDZF9Wwy0/YKQ50PVGp/u9FjSFUUXLsSdbfragNZz3YlxmiFY+xVH8z0s1uHiZ44UjimHrSgINS5NUAGPm9c348ox4pHWnkIYYXqQghK1RJGeP9sW2doII7MKAhAvIlreKgY0WNJKRjoK6CF3GfFgsnIUBxFGR4sUqvGv4Oh/mIELbAtnSsuHSFXH1YpcdQGKc006S08zbRTFFeaaaGFvw2hSaRuRHhYTTfRQmWtlYbPzY8Ibj0IrY7P8XmPbzzkc88xH98P8D1YPDQb+beaYSHthFqWnY8prYSGJs0I/yrC1H4Pt6jGGF+jtGxEeD0IDakbUVtNN1JUWtLMpSi6pGEjEtenSTO6PqftEQTx76g0OkyuXgvPq6iwepRWHbPAv7VGCUIc8Yw9SH44Vn3atbnCxKCCgBRsyUhfjkr4+x6u2dzmjUc8eoXBfgqhapcQgny5ElExaQUbva8cYTr1gSpmqKwlbIPqC6+NlZykhl4tohXUGLWcpWicwgeFXavw1kX1otq+0uKf9i5S/M5e6HTxgM81V2iHHwlSaJgJPKdVK2G97OnhzdQo/fTVkaKXkBLNtiL8q2aZyGJMpWVODFF40q5ojOZQHb2u1r9WzGEMVBEhXtQY7sPaEvMUW9vGI2otYeoKVhCqdMlyAXOoFvVrjg9ibQ3bCoE5Poj8x5sIWl0EcENtiF8pqbm6zMrz14ObudrMM6Dp/O3QFH87NMWApthsbqgOcVlIZzcgDW6oDlEJ19iTckXeUhuOnqG/UR3iLwcnqWqSZ9lFnpOvIHuKXiHkomeGJrES2PPBQunHmirL9wOOn26z72CD46fb58TaX2h77Wtfy3/5L/+Ft771rbzzne/k1a9+9UXv82JaEAS47S5Oo4Pb7l7Uj5mFhQU+9alP8Y//+I/8xV/8BZ/4xCf40Ic+xL59+7j99tv5l3/5F/7gD/6Ad7/73fzTP/3TBenzcbMNPP3pT+fKK6/k2LFjXH311Ugpufvuu3npS1/K61//+vO2vZhphyNHjjA3N0cAeOHDVjZaCM5O+ffGAAoukMvlaDTUV7Vt2ziOgxdGY5J1s2Wp65warLIURlr7TZsVpxOJGWzKFTgZpkgFCj4wG6YYC1KHABq+S6fjc/L+Nh/+24O0u+qr+79OrVH73/8AwPJlNg98cDO3GPsQgeDnrRfy2u4rcUJy+U21MmNr8e3Uqjb+ShhB0AXCkBH7gCgYBG032m2VrDuzAf9w1OaO/Sra0F+VSC1gNoye7t5icOCkQy+gfc1Oi7v3q0iMbcLkSAwfmBrUeM/kOkbIiyhGCgQzceQi2L5Ot3knaC7CsMEsEjQWcBHcNPoU/rD/yRGB/7Mt+FYY8NGBJ5twaxgQGdIURdbJMFhxnQEPOjETwHMt+EbY1gYuNeCecPybJTR9mAv7eZoJd3Tj6OizTLg57KciFFb1ofDgLl1FaFfCts804ZawrgSeasK3w/KggIKmRAkArjTgkYQwwnMs+GY4RhP4wtxX2TS7Nxx0CREESlkLcMub+Yc7TBZbytnavqWfg0dUGtcyJbVqjjPhTufB/gLrGx1a4T3YNtXHoaNxCnjLZJ0joTJWsWBiWXrERjA6UmJ+oRmtsadeN8nTnrSZUigJG/ge6zPH6SzHadNkel3oJoHnRNFUPV+KlLRA0WG5YdrUB/7h5k4UIR4dKjIz14geutdutik8eBuB56MZkit+6fkEXiidLPUwRe6ddV4AvVDGbSR2d5u5SAxBSENFZMOdbdkxGvkSTlQWaLoRMQhI08ZzOtH1pevC3EMzzNz7MASgmSbS0COGgdLYMOun4zT3HcXL+G/fWMcJNEqGz5O3lfj6wxsECEb6bBotl7UwY/HUy/r5zt6YxP6nrhzkpvtUdqbfDvg/z17FWVYwnVy9SvmmQ4imGnP+yu007zsYtc3t3kxr3zF17wo2pafvwg/HqA/14c4tRddnTY3ROXo6npuR/kjVabFepK/lQpjWb+2Y4DlX9NEMfEwEnx7bTs81U2x9MfuAMbtMYd9RhKUcMKOvGilpARj1Ks5SWNY0NMvEb7UJggDhBix+7EsQEvhnr8/eMUH7EQWPEMUcmpR4oWCBvWMT7Udi6Ev+im00HwihFUIo+ECorCXrJfy2QxBGbfP/8YW0X3Rt1LatCXTPj/YzZBkfVpwuFanjBgFrAnJ+QC6EBnQ0qAQCKQTLnosvBH29j64MW0ReN2gmsni2rtMOo1xSCKZqfSkp3gttFxs2sP9wk6/dusx6I45SlwqSn356jZ1b8+dp+YNZoVDg7rvvZufOnczPz7Nnzx6mp6cfu+GPoLnNDp3lRipbJKSGVSugJyTmL5Tdfvvt7NmzJwrmveMd72Dv3r38zu/8Ds961rOiD6lXvepV9Pf385GPfOQH7vNxR15/9md/lr/8y7/kwx/+MNdeey3vete7+OQnP8l3vvOdH3hQP4j1HEoB6I0Weui4AinsKpCivvJ9P3W83W5Hjuu52ibLXc+NHFeA5YTjqspxyikAVhLlhufSCFNFlqUpOdluvOBuP5Og3NrbpvFdRZsViID72/sjpwJgJZMK85uJlKIbpGizgqaTognwE3RII0U4maC+WljxIscV4PgZlyQSI1m33YXjM4l+1pzIcQUIVjIpUvcwaKGyjdMmaKgXoU6AuT5DwhdPKVy5KFWrns36seMKcMBNU1gl67ZJU1Id82LHtVc3mcxLtl0N4OFE+WE3dlyzdb1wHD2bC2LHlXAMyVWVvL4u0L9yPDHo9chxBXAbS5HjCkRYVYBON612NbfQiBzXbN1seaPRTdFozc03UmtsfaMTOa4QYkzd9D1N4kIDt5uCAWRpsZKUVN1ukII2LCy1UtGC2cVmLPHseMpp7PXjuSnqKy+jgJXFqnpusq2TomQ4q25qzEHkuEbHkunazEaZ1RNnImSC3+2mqLFaPWcstDtPdHAC9UhedzS+e6xDED69ZhbbkeMKcGwmrYB2bDa+h4tt6C7H524tr0AzHpczk1HPmkmoPHW6keMKKDqn5PUlaKXU8bjct7QROa4A/twSzXBeuwRnKW0labP8nBk5rgBeNq2foM3C9yPcqxBCEfm78bmc2aVUW+dMXA42WpHjCuBMZ5XEEm2DIDVX3tJ65LgCOBkajyIiclyBlMMZ+D6V0KHUhWBQk+R6EXJNY0DoUVS1JvXIce1db2qMGehBcl69IECcj6XkR9z2H27yua8spBxXgPWGx+e+ssD+w81HafmD28///M/z+te/nvX1df7hH/6Bv/iLv3jsRj+C5jY7tBfWz4I5BZ5Pe2Edt/kotH8/gD35yU9OZazHxsYYHx/np37qp1IZgN7fL4Q9buf18OHDfOpTn6Kvr4/bb7+dm2++ma9//evceOONF2Rgj9eSogmGYZwFF0hasiyEOAs+kKTTOV9bQ5NUMnABPfEASR4TKIaBnuWlTj7xoLpyZw3TiPudnOyjFaokSdtke3EK0dtwlJMkWX3yGdoXL5eklyFmF0AxFSTvvsilv9SfvUtiaOqlNVjVuGYi3thy6SaD4VL8QhsbjPsxDZgYSlDEFA28hJqWqGQofuw4JYpuIvJK2cYHtHydQuI5vCV9OWxLDLlfixkCCI8le9qaaGtm2o5r0J+pm/xhbEnULYo0XOASqRgGzlVXoOADPauLmF2g10+SBGdz4pgB3D1wOZ0e3Y5ZQCTUtdrGQOoVVa8llIYMjYF6nErvr+exE45Bsm62nM8ZVCtheljApVMl9IRi2+SmWqqt02rEqXZUBFTPxeTo0spHcAFQEc+IbkiIUFxAWS5nMjUe/36Hh0rkconf1UCVhp4Pz2vithN41UAjCOJx6nY+JUOnJ/oRmkRPKJNpVi6CP4CCHqTGmIAWaLqhjkf9FFJUYboV123Mr5EfiJWarGo5VS6NDCLDFPnxlsnQaD3qtlo02LMtnuvdUxU2D8f9XralSt5Wa0PXBbsnK9Gx8T6L/Gi8cbY8OoK3dTBC95pTI1FKXJgG1lRc1+ivAkbkeBkj/Sm6KH2wL5LZE6aBMRz/cmRfFb0ejyM/UOeZi8rplMCpIHa+XeDWbouG7xF0HPQHjys6sF4/pWJ8/4RIEe5rtpUq6+ViSgHLmhyJqKaEbWJvGY2vb7QfcyLeyGRtHUPrqXaJsG2vn1Iee1v8ojU3j2AM1+O2yw1EIp2dTNvrmoadKNu6nkrzJ+uK8HiybU+5cc33+Ga3yd3d2Gk7nnBe7+20+HqnwYrn4gQBt3Qa/MvaYip48uNivh/wtVuXz1vn67ctXzQIwUc+8hEMw+C6666jWCz+X6f9fDwWBAGd5cZ563SWGxcdD/29732PN77xjWf9/cEHH+RXf/VXL0gfjxs28NBDD/Gud72L3//932d8fJyXv/zl3HvvvbztbW/j3e9+93nbXsy0g+/7zM7Osri4yMaG+sIuFot0u91oc1W1WmVtbQ3f99F1nXw+z9qaSin2nNZeZLVcLtNqtXAcB03TIuiB7/sYhkFQzPOw5tHVJXXTwvV91sKUzqidZ7HboeN76EJjyM4x3WoQAEVpkJeSuTBCNGDatDyPDc/h6OEGx+5q86+3TLPedBkuaPyxuZfVr9yivqaetYl/fa/FvZ1HGAkG+cPCDYw3x+k6LjWpM1GtcGJljWXPYdy0GS8WYTVM4+YNtXB78IGKpZgIXF/tqi1bBKttCGA1kHz9lOSn+rr05eFAx+TAGZ+fGXcxJHxj0eZ/fdeh0Qoo5ASXbDK5/2AHP4CxAZ2cBYdOuQwYPm+/Drb7LWi4qp/RPMGZJoHr4/fPEoyu4C2rSKNW7Od3xl/EFw31YnyqCfsdtdEpTwwX6KIc1nEZ786/XFc7+Y976oX5dBPuddTfygL2GHBbVznHU1KpYj0Qtr3egFOe2lxlhP3e6UArgD6hsLe3hQGsHTqIAPaH75GnGvCIp1S88sCTTFW3i6LMGtfge+G7+1JdKYWd9JST/FQT7nfU3woCrk6M8Up/g0+c/GeMtTC9XB7le8dNbj1aAE1jarLOiZPLOK6PbesMDxQ5dnIFUE4rAhYW1YtvclOVhcUmjWYXKTUmN1U5fnIZzwsoFkzq1TwnTqu2I4NFXni1RUHvMrficXKjyOjEEJfvGo6+pLsbq6wee0iNS2gY+SJOmJrXDIsACMKopZ4v47Y3oiiSUazibKyETSXSyuO21vH8gCMLOt95uBVtEts21cexk8u4ro+mCZ490sXZdx8A9W3jFAbqnLpzLwIYf+oV1LcMRpu4VD8hO4MQGIVyWA5xupqMorR6voTbbkYR3OQY0TQMu4jTDK/PtFUEMIzCGoWKgguE0bjORsD+z39LHcvnsOvVSPGqODJEd6NBd109nxbHdvEf/7lLx/ExdY3nXD3Ev92p6o725aiWDR46qvp9yu5+Hjm5xlLIJvKzTxnl3+6YwfMD8rbkN5+c45r1fVQNH7uvhoBIvGBwaAT9q3vxWx0QUHzyZWx8d2/4m8thTQ7T2ncUUOl0a+sAfrjr0t4+QfvIafA80AT21gnaB3u/1zyyVFCKUCg1KW95HT+Mlv7rC67hXUUPl4CrrRyvKPfzvsVpln2P3Vaej//1twnuP4ywdKovfyZyrEoQRlKtoX46syF7gi7Ry6UIPiCLBXzXI2i38ZsdgoUGq1+6Q202kxqFa3bSuFOtT1ktYQ7Xae1XY7a3jeMur+EuqnktPulSGnc/QuB6CEOnsGc7G3cpSkJ9oIos5ukcVSnk3O4pOifn1NwMVim9/VU0tiiHWBMCW9dphqkpQ1OMD264LvKGSdt1os1VBcOkEUbrpRCYUqcVvj8MKfmlM0c4GK7P36gPc+vGCg922+w2bJ5brvPhRTWmzYbNFtPimw21tl9ZG+RvJkM88AW2i/X+Pn66zae+MPeY9V7zHwaZHDtbrvoHtYWFBT7/+c8zPT3Nn/7pn/KFL3yB5z3veRe8n4tpbrtLe+7cghxJswfL6BlO4wtlR48e5YMf/CAf/vCHU3+/9dZbue2223jHO95xQfp53MCYSy+9lM985jNR+eabb74gA/pBTdM0hoeHOXEipoDpObE9a7Va+OFL1HXdFHygk9kJ3Gw2o11zvu/Tbrejto7jMBe4dMOv5qyy14rTjZS23MBntduNoh8bnpNiI0hSak1tLXDggQbrYZrwTMPnG6sG1/TSADefZHqvB9thRszx+ebXeIPzWkDtfG031miF5z7VbTPSMKMNTkESStAr95gL/ICg5URpzorweMWm+Cv/EqvLJZNx2z0Vl79uqcqNVsCJWSfaoHx6PpGmdjS+eMDlt0bcuJ+VLrgqxSUXhumWYhUxf2OBe4L4h/WIqxxXUMpWRzzlFIJyNFcS2ZEHM2n7wy4R9GAtUKn5XvWjHilVgQcT+FMHOOIqxxVgMVD41OSYkvawq6RdzzXGGR9WE2N8KNHWB466ynEFJSN71IvHeJ9W5H5X0kPWHTnd5JajYfTHD1habuKE96/ddplfjCM0C0vpFNvcfINWW12E5/ksLbfwQujIRqNLNwEP6LaaFEKO3cGqZHRYo7YtTYPXWUumWH3cBFVUFh7gdZrpneGJuoHvRbRSUhOUzW6K3WB2fgM3vEbfDzix5NAbydKhUyyFdEgBcPK2B6hOxBgr1U84uUGQos0KXAcvwU3hJRzX7BjxfdxO3NbPwBLcdjMFPXCaidR0s4WTeMYkabAAvvFIk06omtd1ffYdi7H104stphfjcdx/aJlmgiHkoWOr0e79ZtujOzdHtRyuh4TiFsDKyjL1VjivASlaKX+jlaKVaj9yEr0Wb5ZyZheV4wrgB6octW3ib8Rz48zMp5gKDjc3cIvK2bin0+Lk8hmWw3ne12ly5Mw8U0DQcVn70p1U/+Nzo7ZuYmd/4Hq4a/G8ehsJGrO8RbcxHytteT7dYzNx3ZV1Wgn6k+S1ArSPzUQOc+C4tI/GWEd3fiWlQNY+dDpmH5hbof35W+FtLw+nJqCTYETIpvg7CccVFOQsGmMQ0E5gWR3P43Tid/T59SVmQkd3n9NmdS2+B8ecNseceI19fmWej0/s/LHatLXRPLfi3eOt9/3aL//yL/PpT3+aarWKEIJXv/rVHDt2jEKh8NiNf0QsyCoG/YD1vl/zfZ+PfvSj/Nmf/Vnq781mk3/5l3/hve997wXr63HDBpaWlnjDG97A6OgohUKBK6+8kr/5m7/5kaDnCIIgEhQAUv8+V1nX0z588gf/mG0TEABDaKlUbi6RBgOwZXq6c4nUUbbuaH86tTtWS+AMTQO9P5Ga1dM0KqaZ+SYx0uo06WMZRSBTPvpxPd3Wz5SrxUSaVkIhFx/3bT3FgCRy6X6EmdDhlgZuIo3bnxnyWeXEEEukF3V/ZoUn20pihgCAARmk8H0DWnotJ89lo8QQHq2fwUx5OFGuivRX41BmykcSdSUBQyJ+WJdLVmqNlYtp8H1PfACUyICRuH+lUrpuqZD+8k5iWQOhpdSEtIzcZOD7SD39N2kkoiGaTKlaJXfqA6md+iCQCeYNwzQjZgOAvgzMYaCa+C3oErtejcqFwb5I1SrwfdyOj5/AQ6b6FVrEEKDGmI7myPOVpU5SPUxmri95h4WU5PtiCIBdr6ZUry4ZS2vQbx2LoRPFnM74QHz928aLGInf3dbRUqrt8FA5grLr+RxGIYQaBAHFYjpKZo4lwDKa2kUfjX6oBolnnZ6YYwBZT5zL0FNwAb2vmlLIulyk18lUYh63NBxGE88+a2okte5kPn3vZSEB4bBMSDy7zc3Dqbo9NgF1UMcaH0gd0xKRJ3MsLa5jJtqKvIUxGN8/c3wgdX1m4rxBs4OxuEHgx+wKyUeBkXnOG4l3wLrvsUhMcRUIgUyssanMetySgKgUhMbmxPE9ueKPleMKUMw/umLe46n3/djCwgL3338/1WoVgN///d+nXC7z8MMPX/C+LqYJ+e+75//eet+vfehDH+K3fuu3UrBK3/d5//vfz+///u9f0DX5uGEDP/MzP8P+/fv5zd/8TXbv3k232+Wmm26iWq3yR3/0R+dtezFhA2traxw4cADXdaMJbLfbaJqGZVl4nke320XXdQzDwHEcXNfFNE00TaPbVZQSlmUp/EinE6lreZ6H4zgYhoGu63S7XZoErPRXcHTJuuugCUFBGnhBwIbnYGmSnJR0PI+W75GXOobQaHoubuCHSlyCdbeLLjQKUuIEAWtdhy/fOMuJAy1OzbXoLC7zluY9dMo1PmZdRjuAHT9/kOfd8yDjn5wlN9THjvfegDE5SrfrYpo6hi7pdB2kG7AzXyIvJEHHVS8HU1MBqY4HuoYwJYHjgeODKRFSI+i64AfhRopA8cVqaoOE8AOCrseyp/GRe3WOzPmsN30GqhLLUPywrgdDfTq+HzC75FHNCd6xq8M26UDThZyOsCVB0yHwGnibDuObTYL2GrcXJ/jryedzRssz7atd/oOaim7O+8oZLAMzgYpWbgoVsk55YAoYE9BARWbrmlLKmg8UD+yIptLzpz0VYd0kodRwuPS2efqcgIefXOM3177C5NoJPjD5Au6tbuO0L1kLYExT5z/tqekb18AJyyWhWA+WA5gLx1jRFBtBI1CsBlKoSKsBTOqwEW4069dU/VlPjXOThDG/zatO3cxPLz2MVqjSbvo8csccp7UhVoe3s972WV1rUyyYlAomq+sdWm2HaiWHoWssr7QIgHo1h+v5LK+0sC2daiVHo6mim+WSRT5nsrLWotv1qFVzSE2wuNxiakjneddUsXQf3+kgrRyVyV0IKVk5sg+v01QYVzuvIo2Bj2YoSqzeTn9pFwh8T0UqQ2iB22oS+C5CGuh2DqehuGulaXP7AYfb964oKraxCqtrHVbX2piGZHKkhHHsIfrWTmOVi+T76qweP0Xg+xSGBggIaM4uUBiqsflZ13DspntpzC1iFvPseMnTkYZP4Puh8paF21KbjaSVh8BX8AEhMEL4QOC56vqsPE4rvD7TRtNkFCnWc0V811GRZqEhjRyn79rH7ANHMEsF8v190Rjzg/0ITaNxZg6EoDwxzucP+HzgPoNczuS6XXW+9/ASa02HTYN5Ng3m+e6+BYIArtpepeP4PHRsDdPQeOrufvafWOPMUpt6yeTK7TVu37dAs+PxjC0Wf3L1Os1TihWgPD5K8b7T+IdmEJZBbvcWOodP4a02kLUS1sQwrX1HCFwPa/MwGDqdg6fUGJ9zJZot8VbXEaaBOT5Ed3qeoN1BlgrIepnuyTPgBwr/GoRRWU1gTYziLq7grjf4553D3Hrtdm7tbtD0fTabNm+44wTP/OTNEATYOyfRhyoYu8bQ8hZmvYq73sDvdNFMA1kq4iyvgB8gi3mEruOG4gVGvYLX7uI3W3SPzhIsNGg9cBhvvYleL2NuGqS59yh4HtbUKGiCzuHToAnyl22hO7OIO7+ClrfJ7Ziguf84QauDPlTHGKjS2ncEArC3byLoOnSOnwFdkr98C53js3hLa8hXPpPcZVto/Ok/EjQ7mE/ahf47r6Id8t/aUuIFKhIrgJxh0HZd/CBACo373TY3zB6jHQT8XKnOywtVfnf+BHOey/X5MqedDiedDkVNcnWuyH2tDdZ8jzHDYtK0uKOxhgdcbhd4WrHK24YmGDQuTlr4Yr2/fT/gI/9r+qzNWkkrFyVv+uXRiOLvwvXts3XrVm699VbGxsYIgoAnPelJfP3rX/+xEmIIgoDm9PJ5OamF1MiP1i74x80HPvABduzYwe7du/F9n5tuuolnPOMZfOITn+DFL34xo6OjeJ7HjTfeyBvf+MbU/qTHY4/bea1UKjzwwANMTk6m/v7e976Xd77znedtezGd1wceeIBm89w7EnvOas+y6lm6rkcQgazZtp2CFyTLPvDIUCVK9ZqaRjeRIq0aZophIKmslbW8lDQTu0enD3R493seisr9FYuFEL861lrirfd9Ojo2+LQ9jL77TfG5cibNkFxcANfrJUTvbmsildoTOT3FRoApzxI7eLRje9cM3v2VRHSwqLG2EVLEiDTn/K4hjT8ejNOZomISJIj2uyN3EegqHXZXaZL/Z3MMmt8u4WBiSJMaHE/8RuMtZcrRnUscu0RP7/zv0xQ+FaDScPmlr8ZpwtGay8v6Ph+VvzbyJN7a/7SonEdBA0BxuiYT5FukggxEY5QKf9uzpMBZTcRQA1A42iQc4f2zN/H8uXui8r3fbtHLKq4Mb+OBdhwNSqpjARiGjFgCdKnhJh5mffV8ilGgVs2xvBL/DpL3bNekzfMujyNwdm0Q3c6zMXMsvqas8pTQUin0pGVVrJLlrhPwsa/EaWHL0ul04gmZLAdMnohFUMxSMcKNZi17bPDybYzsmUgMRDtrF/e/Z4xnWeZaZ/ee4sx9B+JrqJTorK6fqyWeXeBFN8XRzu3jJQ6eSlD5FQxWMyIEPds0mOfkXHwPt40VOXQ6vt737J7j6pJaD+aGQ33vfHTMGO3HmY5ptvSBaiotnjRZzpO/YlNct6+Km6Cw0vL2WYT/UdtSIUXo/zs/u4evJgKpH/if3+X6+0KaKiGov/lno4imzNspxgGZs/Fa5+4HqZFS1Gi7LP71F+Mx18u4S+fGASZVt+DsudEKdkq8IWnGYA1nLn6WZVXIxB/9CuLSyXM1xUjQhAH8n8YKH1qZPWfdiqazmhAvmDJtjiZgK33SYDEBQTuw+ykXzXGFi/v+7rENPJq9/Pn9F40u6/777+ev/uqvuOaaa5idneWZz3wmz3rWsy5KXxfTemwDj2Z2f+mC02V9+MMf5i1veUvqb7t27eKFL3whH/jAB1J/f8ELXsCXv/zlH7jPxw0beOtb38rCwtmLLOnNf+9733u8p3/CnrAn7Aewi5kwFBkOSU3LwG4ScAGhpR8x2bbJulIjElwAUgwJqpxOF+p2krJLS0FikscAjFw65ZoacyYCITKpXS1TTl5Ttm6231RZCEQCOqRlGEwqhTQkqZwo25aWijaVM3UrGQhIrRBfnyw+eur9rLImwEpAKTJ1tcwmD81KlKVMzaXI1K2K9FqoJlT0tLyVYocQWShXpkxi3rVs3ez9KyThLAJhJObmrLnIQEWSxy0jtcbOmpts24Sggpb5RWrZqFfyvICdOF7OXE8p8xtKHreEwNYe92v9/7rt3Jrn5c/vp1RIX3O5KC+q4wqwZ88ePvaxj/GGN7yBP/iDP/ixdFwB9LyF3V9KPWtARVwvhuMKcMMNNxAEQeq/hx56iPe///1n/f1COK7wA0Ref+M3foM777yTPXv2RH+bmZlhenqaa665hiAIuOOOO3jooYfOavvDhA0IIWi1Wmiahm3buK5Lt9vFMAwMw6Db7eK6bsQy0Ol0ItgAKMhBD2LQgxyYpomUMoIcWJbFWsHmqCEQAkq6gRsErLsOtiYp6DpNz6XleRSkjiUl604XNwgo6yYIWHe6SKFRlDoOARuuQ06TtFZ93vvfH+HY6Qabh4oUc5LD0w1cz2frWInnHb6NyXtuIzdUZ9d7b0CfGKUTwgZMQ6fd6eK6PjnbxNI0RjsaJU1n2vAooVHuoGADVggb6IawAV1TEAM/iCi2grYbvtwkwgthBIbGkiP5428GnFzyGapLbFNwZsnF9WC0X8fz4cyCi20Jxvskb+5fZ8zrQl5H5CTBhkPgNfE2HSGwm/jNFTyh8XcTP8PnKzs45SnYwIhUcq5zYeq/JlTKvZeSFwKOu2CFlFQbqHR+n6bS+bO+iraOSigCJzzY3prlAwu3kWv4/OuRXTSDMrWyTr82zZMKt3FP4zpOaZu5aajIrVtKTEiwBRwLAyETIWzgRAgbGAvHOOsrJoTkGCelgg33YAMTOjSysAEfOk6bD8/dzHWdOYLmKo3VLjMzBTrtgObiEtI0ydWrzHVN7nEGKJRyFPMmqxsdmk2HWiWHYUiWV5rngA0YVEo2zfbZsIFOx6Vey4ewgSZS06hXczzzUp2hkhfBBjTDpDFzjPbaUvhKVjv5/cBHQ1PE8ZpQ/wdAEKA25/X+7wcBmgjLQuC7HnMPneDg0Q2O5SfRRMC29cOYwuOR/BYkPtvXD2KKODLsey5SV1jqwPfVh7NQv0HPddGkDiKMyPs+5bF++ndt4uR39+M02wxdPkXf9lGCwAe0yO/yfR9NaFEo3/d9NKkRBOGfwuvzOi4nvvsQbqvLpqfsYvHAaVZPzoVY2EBdd9i27Qk+dbLMbcsFfnNqiamCw58+UudU147cmq7jYxpalD1wXB9DV/Pph31rmro+x/EVhVmg5t5xw7aBSr/qwuc/Tq7yU30NBauYa1KYbSKCAK/rohl6lKkIXBdN72HSA/Wbl+r6A8dDy1vYO0bQbBPf89Ckhjro43u+akuA6L1KwvugmAk0xS95aJb5rst7fuXJnBos8ZLvHObVX30IzZCqX8/D3jOFfc02hK6r+6nF84iv2FB69yAyER4TQtUMy+7cKo1b91F67pVopRydh07gTC9SePYVOCfmaX53PziektDVFL5bAJ6j5kYt60CdW8poXhDhGLTw+qQMrx0V/TVknNHauQnt119EcO9hgn/8JuL51yJeeD3Mr+D+5ReQr3kuYucmuOcQJ2+8hfe89sksFS1e+9WHePZ9J/nIz13J0EqLX/j6Q3zq+bv5ynWbmZpZ5R3/cDtHN/XxiZ/ZxX/59F30L27wuefs4MhQhbd89h6Kus7o219N4Yptj+8l+hh2sUUKQK3hkzMdNpoexbxk04h1waECP+kWBAFexyHwAoQUSMv4scNBn88et/P6ute9jkKhQH9/LD8I8cahIAj42te+xm233XZW24u9+IMg4L777ouYA7JwgazSVqFQiJS1etfSu44sXKBYLKbYC5LHNSl5qL8YbWDvN20WEumdQctmrhOSawM5TdIMU0c5TdJKpJH6TYuFRCr2nm+s8tf/oHbkm7qgYOsshzrne7aUef//MxXVrZRzrK7FaeBCwaLRUOeSUsP3/SgtPFEsMtpKREvKJsFagmjd0BQOFpTn5SaWS9GAhNb6l2cM/vZWdQ1Sg7ytsd5UbUf6JDOL8fX9/vU+V7Xie+BtOY7r7FcFafKcHa9nTqpIxi4JDydS70/S4Y5Een1KxuT/FWCdODV/jQ53J+ru0eH+sGwHPnc+8nE0R6VfF7XNfPpArJgzPmxy6kw8F3f+hzHuDiOF+fDN30vc7pQxbRbAkwy4I5Hx3SrhcGKMTYj2uV9jwN2Jul+e/Qqb5vapghA8fD9sLKiecvWqIp3vbcrZuoNvLqZlXXvKWrquRY4OwOBAgbn5eJ1vGq1wcjre2Z6EE+RslbLvvYd3XTLAq19+FUlrzJ2kORfv2pamnREHiIEcmmmnduhLu4DXjsdy+q4jLOw/purqMrXJqjA0QGM2TnuXRodYn45TrNIy8cLd30Y+h5MgtC+ODKV29xcGB2jMzUfD2/kfnooV7oTXDDMlmpAdYxoeIdj7mVvwOurG5Qf6aM7HKePsGP/45Ga+fVr9zkp5PWISAdiztcr9h1ei8hVbqjxwJC7bphYJl4z05ZhJsA9ctb3GvQfj1PWW0SJHpsP7LwWfvvoEJan6KlQqlL4Sb0CxL9lE+0CsLiX7ynghdRSmAY4b4UfsHRMYiY1jxlBfinFAWGa0Az8LJQg8jY3vxv2amwbpngwpkTShnMeeOtb1O8k9dUdUV6+UcBOwCy1nKaqvXtsE9EkWCykGAr1cTLETCEMncNRceKtNVj7xtXguto7RPhwrh1mbh2M2BiHA0KGr7rXeV8FdjH839rbxFHuBOdpPtwc96EW/QliDOT5A91S8lq2tYwp/27uGxD0QlkHQiR8M5uQw3eNnHrVtcm70vgo7P/snXAz7YTivT9gT9lj2uKmyVldX2b59O69//es5cOAAv/RLvwTA3/3d3/Hc5yqqk5e//OUXZpSPw5KUV0nHFYj4Xh/teNKfzx47X9n3vDBCoB5YTS9dt5l4IQeQclZbGUqVlpcudxKcTl03oJtwGk/MpdW/Ot00nrabwA16WSC345FcBkHHyxxP1HfT3znC8Un+RXfjup5P5LgCLK2nzytb6TEGDTdWFfC6SK8LofM6mxnymcznVkKEjFUyxzJ1kzhYAi9yXAHWzqHqkrSZIHbym5nznjXGTHkmUT5rjJkpl+0EPi8IIKEG1VlbJznp3bU11Na1cMwb8dp23fQgkscA1hudzPG4nFTkAlhZPRv3F2TWqJ9Zw8mBZusG2bpJhSs3faznmPbMzZS9rnOeY+cpB+A7CfW3rCJNZozp4yr6+qhjzPQbdDsojgpFaZW09cxvYSNTTirubWSo7rJ1G4my6wW03YCS7I0p3TZyAntjbCXGfFbdNkl+Db+TeWYmn4PZthlFn1S/fpCiJztrnWTLyTWdIasPMvsVAvfRz5Udk5cdY7IcBKn5yM6bn8Hieu3E8cyayvYbUXv1yonjQXaO2+eZR5Q6WvTvhlKn+0mKtD1hT1jSHjc4ZnZ2lhtuuIFKpcIv//Iv89znPpd9+/Zx0003RXWuuOKKCzHG78t6IgXFYkw/UywWz1La6qlnSSlTtA6WZaWUtvL5fESlJYSIoAigIrr5fD5Vd9IhSp9VDQsz7EcXgoppRimvojQYSFCbDJg2xZRKlxlJDZqaxpahYpTW3D5e4urt1ajunm01vv6A4nsUQm3U0qIxSgqFGOOSz5vkEli0dk5GlFeBBqu2IPLRDA1RTKgnFU1EUi0rl8CAScHuzQaTFXXto/2SbePx9WwfN+mrhJsxJOw3cng9ug5bIsvx5iOt0McNG4+Q99TDeKeh0u+gXp9JZaphDa5IwP8u11UqH9Ti3i5VOh+UOtZ2PU47DhkGjwxeHrU1yzHWajS3yAu3HGBLaVbxh24vsi0BFbpEhx0JWNalejxG+xxjvDzxmbhbwoRMjFGPx1jDw86V6Y3S1UrI0lDUtjQ2glVRuzSFplHrKzGEikwVbMmOWvyyHOgrMNgfcxQODxQp5EO1NinorxeQ4T0oFS1Gh+LdnyODJfpq8dqulG327Z9Nfdjl+obRDDUpLVfnlv1wMoyuSyuXUM8SSMuKaKmEJhXNVhjFdjs+bpfIGSyODkVKVJquY9cqmEV1HUY+h10poYU0Trm+GqWxmCKpNDpELqSl0kwDq1zCCOmWzFIBq1pGCzcF5Qf6WDm+RGe9SWNhjel7jjK375Qivg8EiwfPRBkKt+uzcjzG+DeXWljlSnQfcn1VzJJ65jhWnn/dGMcP52YhN4A3EKs8XX1Jje2hkljOkkwM5iP6r8GaxaahPDlLLWL1Ww+vRyhlrc3Dai5KOZ2x/hy1krqno/05to0VMcJ7+votsKOqxmRuuAyva+gDVXWuYg69r4qWV88gY6iWoqmyL9mEOaHWnQipsNwVxY/trrRw5zZwV9VHs2bnEAmaNCFNvNUOgevhrbURhomsqDHr9TLmSL/i0gOszSOxipUmEI5P596jSixAl2iWFWFUNdtClhLqZuUSeqkQtZX5HFqIMRaGgWZbEf5VFnLo5Xh92zsmyF+1XTXNWZRf+iQKz9kDQlB83lXU/p+fxtw+irBNar/y0/S96SVolQJyqEbfr78Qe5fa/CdyFvpALcK/6gNVzNHBCJNrbR3D6il8SYk5NpC+B/0VRM7ClbD/qRM8+MIdLJcNNnIa+16ym4efu5WOIZgdynPfT23m0BWD+AK8gTLHrh6F8Fne3DXKwtNCmIAQDP3Gy55wXJ+wn2h73LCBD37wg7z1rW/lz//8z3nve9/LwYMHKRaL/N7v/R7vec97ztv2YqYdDh8+zPx8qPRiKIxHL9JaKpXY2NiIXsC9MYASN8jlchF8oEer1WMfSNbNlqWU6LoeRXtlpcRDORlJ9I3ZBU4n0o9DVo7ZkAA9r0mEEBH7wKCVY6HTphfTHLXzTIfE6gtnunzj8/N84w6Vcts6WmSj5TK7rL78/+A123nWjvjhXqsWWF4Jyd+lwDQNWmF0pViwabW7eJ6PBDbVKpxeXsMhwBKCPZU6Wk9n3gg3w4RRWVEyCTa6UWBNVG2CFTWGQAj+210mDxxRUYPhPkm747OyoSpfvtVk75EuQQA13ee/PFVjy7KaRz/fxJt4GL+hnITj9e28avwlhE35KRNuCoekAU8xY8WrAU0Fbk+Hvtu1hhId6MUmnm3Ct8K6JrDbUMpbBAEv6czw1O8ucWJFrcVrtzS5Xv4bIowGfmTbL/PRnNoVXhKKHqsHY9ghVVS1J4TwdANudc49xn6hKLp6DAl7dNjvxmP89WCB1z78GepeC4TG3HIfJ+47QeCDVSnjex5OmBatbZlk+eiJOK27azfr+/djBB5tu8zJTVczE0IEBvoLbGx0omjq1qk+Dh+NU75TEzWOnlCp53xOJ2ebLC6rNTc6XGZuIRYJeOkLLuXaK2PJzMD3ufm2A3zrOycIArXO3vSSfnBDKE0mFa8XyriNOLK8fmaDI9+4U8FmDR3DtuiGO9SLI4NsnJmPrrG+bTNLh45FbSsTY6yeUGlTmVPYUTeMgpUnxlg7EadUa1snWT58XBWEoDg8wMaM+h1Z5SJuuxNFcPu2T7F05DiBp3CXA5duY27fAQhA5kzsSpnGGbVGC4N9NBdXoqje+uh2Xn2jgxMILM3nBVfV+ee7lwkQVAo6piGZX1F3/Nodde45GMtdPu+aIb5+t4IaaBpcPhXDCUb6bJptL2IfeMblA3z7wTj9/JyrhvjmvaqtqQv+19Bpdp4+quZmchD/zHIUyStcdQmNe2NGhNzuqUhZS+RtZM6K0uL2tnHaR6YjZobCtTtp3LU/apvfPUUzbCsHKuD5eEvqYyp/+RaaD8biI/k922nef1D1o0uM8QG6YWpeH6zhrzfww+dT9ZXPQo5Vo7ZGvYKzpMYkpATTIAjvtSyFcIHwN2j21+guxFAKvVrBXQmf3T08q+MSBAHSMPFarchBNqoVnF5dIdALedzwN6eZJr7ngqe4WIOFBsuf+kbi+rbRvP+QamoZ6H1VnGl1j8yxfrrzKxBmxZJzAXDyRZdxR1PdP8s0MU2T9RCeNjo0xMzcXPTe2j4+waETxwk0ge7DxMAQRxbOgBDUzBxvfOMbsfviubvQ9gRs4An7UbDHDRsIgoA3v/nNfPKTn+Tv//7vyefzfPazn+Wv/uqvHtN5vZjWk3mFs1P8rVYrFTlKYll930/RZmWVtpLHsmXP8/ASKanVTgfXjqO3q246NbSSoN1pZlKTK90OyWT8WuLF3z9s0jXi+oens8phXRSRU3juRFrJ84LIcQVoNNtRVMkDzrSaOGG/nSBU2uqZk0mnNmMVLtVxXFcEAUdn4vTdmcX09Z2ac6N+l12N20/6bAmD5KKZixxXgOOOGzmuEGNGQWFaDyWyhPOZNP1BN01hlWzbJUGbJQT/Yo/S1/TJhUhZqzWDKMQnvD+xm3k9SGNbH8lkv4+cZ4wLgfqvZwcyY5zpdpXjChD4nDk4H2XTO6tpqp/G/EKag+zMaYyQU9Jqr3FmIf5Ymk/8G2BhMVNO0GY1Wy7NROo56bgCHD2+lHJehaZx6kwzXkteQOB2ouh20nGFs5WpnFYrFsByXLqJNH5rcSV1jc1QFjQqJxSksjRKrYy6VHs5AdYIgtTxzlr6d7QxtxhBBALfZ+3UbDRGr9Wl0UpEYBfTnIrNpRWcQC3ojq9x57E2vW1rqw0XiK/v8PRGSqf9yEw8Dt+Hwwnqq5nF9PVlf/tHzsTlrhuwML0Slb0Tc2moSYIKCsCZiT9kgmYbN4FX7ZyeT1GKdafnU23bCQymN58GxHROpesmaaQC10thP9259P3yWu0EFwEp2qzA86CVUEJrtFLX52Wou7wkdWJifQkhCESQYh9IUb4FQWpd+QkoiBCCbmbM3eQ8dpzIcYVwzpP3YCZzD6YXoKr+3el26ST6WlheTr235jfWCLReZgamG6tRxHy526JraFx48dQn7An70bLHDRt429vexpvf/GYefPBBXv7yl3PmzBn6+/v553/+5ws5vu/bkl+ChmGk4AK5XC6VSknCBXqR155ZlpVS3koey5Z1XY/YCQBqhokR9qP5AaOBhp54wVWNRBpfkxQS1Cc100rdlHKCr2/hTBfTiR/pW0eLDNbia+j4aXqRXC7uR0pBLhefq5C3kQkqjXziGICTUMAKDEGQhAvkjfSW31wiby/g8sn4ekb6JNVCXHl8UE8xExVrBj21P2FKZD6WIN0jHK7sxA/5rYnLk8C2xKfXgKYEBHq2XY8htNm2Zni8Z5NaQNVUg3Kk4PTIpFKY6p1Lxi+OklCbs3q2Q0I5cT1bkmJmmTH2C8VN27NLdMUTC1B1W7y0G2/wabcFhTB1DmBVyxilGAKQH+hPUTYl63bsMsMJuMBAf4GcHQ+kvy8td9hfT0Bfcjr1hKLVQF9B7Wrv9ZM3U9jYU9OrqbVTyBusu/GabAY2buIbeallRs5cgGDVjfs2S0UKg7GyUXF4AD1BcVXo74te0tIyU3XtWpVcSmmrHxn+9oUmIhgCgJ6zKQ7H/Kr5wX6sREq5MNgXQQuElKm2ZqlIYShWVCqODEUqVqKaZ+K5l3H5NjXmZ1xV5BXPjvu5bEuRJ++Ox/jip/XTX1Fj1ARcsqkSoXCqRYPLtlSiujsnSkwOxXO1a3OZfPib1KVg56b4uTdQtZjdtp2N0P2zt21CTyhimRNDEZ+qMI2UMpU+WMOajMv21GicqhdgbRqKMP1a3lJQg9CM8YGUqpU1OYzWewZpIoIhAMhKEXt7/BFkbRmN0+nlPPaW0RiSpAn0YrxmFXwghoXp5SJaQrFMFvMxZZemxdAClGKXDO+X32jjHlvAPZV03hMf4oaOXkkoGRYLESwBIHfF1vj6dImVuD69XsbeHvPjepdvhoH4frZ2j0XQCWwTd+dYdKxcLjMwEK+xoaGh1Luqry/xXLAsBgcHU8eOHDmSCqY8YU/YT6I9btjAD2IXM+3g+z5zc3MsLCxErACFQgHHcSL4QKVSYX19Hd/3kVJSLBYjCECPMqsXWS2VSrRaLVzXRQhBuVxmbW0tkqC1LCvqJ5/P43kenU6HttSQg31Y88v4rovQNFoj/RxxOwQozGteSubCSNSAadPyPTZcB4GCC8x2WrhBgCk0Dt3d4v//lw8RBAoHV8rp3BPuMn7GFQMcPLXOmaU2120v8d7X7UK4XfwgUJjXvM3KaiMco6l2yYdR2Fq1wPpGG9f10DRBtVJgeWUDAhi38hRtg0OrawTAtnKZmiuiTV1a1cZf74AXgBSIokmw2qHrwdendb59WnLwpHoZ7N5icmbRY3HVQ0q4crvFg4e7dJ2A4bLgvde6lOY3CISLNz5LUJjBb6iXys2bn83vl69iOVCY16eY8O2u2q0/rCkKqt7O/sukYhs47inn8Zmm2sm/HijH8xoDbumqqOgmqaRaH3Sh0HJ5zZkGX9tU5Kguua4xze86x/iYPsLXi1P0CdhlwK1hQGS7VOfvRV6fasDDrhIdsIGnZsY4IeHO3hh1NZ7eGH+JFd62/9OYThOkyVp3iAO3HCQIAuxaFSNvs35aRbgqk+O0l1fVxi1No759ipWjJ/C7Dno+R3NyF7fPqJdif18eqWnMzqv1OTVZY26+QaPZRZcamydqHDm+hO8HFIsm9WqeE6dWABgaKNJ1XJZDOMjUZJ3pmVU6XQ/b0nn9a69nbb3N//o/9xAESghh01iFoyeWEcCeS4romuCeR9YxdXjmNQPsP7LKibkutYLG068Z5Ja7ZlltBgxqTa4rrbF+XO18z/XV8ByHbhgRrW3bzMrRkwSeh9AEtW1TLB1Q6WijkMcqFRS8ACiNDtNeWY0YB/ou2cLiQaWQJKSkunkTy4ePqd96uYhmGFEUtjIxzsbsXLT5qm/HVhYfOQyANA1KY8OsHA3HWK/iuR7dNZUir1+9i+51YwRheG15KU+triJ+9+3v0mjqXLVLqcrevRdM0+OaS3Xmlz2+fafgL/7pBK4XoOuCZ185xNfuUvd7sGpRr1jsP64i79fvqnPg5Dor4YbNF1w/wle/N4MfQM6UXLOjzq0hnGDPiMUngwcghDjkr9hK68DJaJNQ8Um72bhDsVpoBRtz0xDt/QpaYU4O4200o53v+Wt2qJS4q1T2ClftoHG3gg/IWgm9Xo52vtvbN+HMLeGFz5zC9bsU1MBXUc7c7ima96mUuTFYA0PHOa3GXHjKpeSesoMgjPaag31059RzQEiJXilG8AGtkAM/iDZMGf01dazXdqBOd35JtTUNZM6OmAs0y2L5774aiTNUXvwUGnftxz2zjD7aR9+vvQA3FLno4W57TAZGtYzbaBI4Lt5qA396jbWv3Kn6sU1yl0zQfEDBB4yRfh6YyrPPaGK6AdcXRzi0PMuZPJQbLtcMTnLnwgkaObX3oq+vj9On1Tz29/fT6XQiZpypqSmOHz+uqNs0jampKQ4fVuuzWCxSKBSYnVUfwLt37+aVr3wlF8OegA08YT8K9hPnvAIRx+yjmWVZKVhAlkoraVLK1Fdstm32eNKy522XCxzOJTTPSWffk1aUOhsJFa4P/fFhHjp8bpWYYk5P7Tr+qzft4pLhpMa9xHXPPUbT0FOpWts2aLcT0QeRzk5frxVjgm1LRjhYdbJYeavlwmtvTBDOm4J2Nz7RUF0yuxS3ffPWDs/Jh7hZ2aI7ekt0bMOu8OTtvxaVs6pVOQGtR5nIMS3GwQKMSyUhey6zgWTCcZOmOFh71q8pDtdzWVYtKzvGpCpX1v5o4Q5eMRNTyh142GJ1ZuWcdbM0Una9SjuRTj/Tt5UDXv2cbXM5g1YC4lGt2CkWAdOUdB9FVa1UNFNsBc986hSdtssd98RUS8WCyUaje67m5HI6rcQarVVyLK/G0JtntR8kaLfP1RSzXIwcWQC7VknDAJKWWbDZutlzJU1aFl7it52rV2kl5jZLw5W0wpN3wp44embpFh23c866Wftf/9LgY5+Lo+5Z9aykJWmzAKZGChydiWEgfWWTxQTV3Re5i3F6WPxC5FDC2WpSWWqmpOn9FdyFeB7Pp8qVVS8zhus4Z5aisqyV8JbPrQCUu3ob+Wfujuvmc3iJORe6fharQNStZaZ23Gs5+ywmgJ45pxZY+6f4N2cM1XBmYxhA32++VFEDnssyil6t2/bT/N4j8eFyAW8tnucvPalOM8xkZVUds3spzqfymKV4zLZNmqZp/MEf/MFF2bT1hPP6hP0o2I+vFMdjWBIuoGcUWAzDeNS6QojUDz557Fzl5Lm0jLLJ+eoKFGSgZ7nEvwFyGRWVydFEelUX1EvxuUf60pCGIE3jnUr7isCPycRRDkvSLDM7V3HZNEKy7t65Mm2TZVNCJQEXqFfSc1Mrp9sOVBIwBWmAjOfKt8oph2Qo8zweTpSrIg3kHkp3w2BiGJIIZqbqZn4NA5nyYKKfPGrzVXQs0092jMlzl0mP0c+lNZ7tSlwWmkDPxylDM6MHbSXSpwB64mWi61rq/paLaWWVUiFdrpQSKVFbJynQUi5m1KDKOSqVmBUBoK8ejyVnGxTyRuJYIbUq6wkmA00AQ2PRyrLKJWQChpPv7yNp+b7YOdcMAzsJFxiop9SYeswD0fH+uK2es1Pzme+vp5SOUm0F5BJtrdE+jDDNjRDYxcw91OP50rsrVLohRjkIKHUXMTuho+Q7PHtqjZIeOzTbxhJMKbZkIgEX2LGpjJlwqraNJdaKSJeHazZBNU5Vm5sGU3AfcyxO8SM1zLE4/WwM1REJxShrPD6m2sZpbZGzMMfjsr55CJFQ6UrWzZZluYCsx2OUpUJKpauX4lcdpVWrhG0hEnABPXHsrLaaBkFMg2iM9itVr2hM6evTEswvwtDREvAVvViI1kngehhDiY9FTUNOxvCBzkgVWYvvZzLlD1Cvx22llBFvOijnNAlHS9bNlk3TTJXHxsaeYBt4wn6i7Scu8rq2tsbBgwcj5StQm680TcM0zUgl69+jsBUEQdTWtm0cx8FxnKhtu93G9/2obW8DWLKtlBLLsqJ+/JzNQq1IbnmdUqtDu1pmoWCy5jpIISjpJl3fo+G5WJqkoEsarkvH95k92uEzn5rmkRNruJ7PJZvKuF7AwVPrlHI6U6NFFlY6TC+22LOlzB+/div/55YZ/te3zvCqZ43wy/IYB//7JxFSY+e73kjpqVfS7jjouoZlGXS7Lo7jYZo6hi5pt7t4fhBhZVutLlLTuCRfRHgBj7TW2WTmGLJyiK4Hrq+otKQgaLkcXoJPHzaZ3YDpeZecJRju01nd8Fha86mVNEaqGk+RDV5UakPJwC/N4Oj3AQFavkbgOwStNRpWmT/a+nK+Z9SZ91Uqvi7gREJhS0OJFZjAZh3WfRV1rQulqjXtw5KvorElTSlducCUrpAPxzwlPjCpwVKguFr7NeWInvJhNVDpf5tYFGFKqk1Xx72YiWAhIDXG477ihd2spoajrnJep/SAHeun+N0j/0xVCoRdImhv4DSbnDpl02qbNBeW8F2PfF9NcQMvxApbTrNFZ20do5DHqFQ43LQ5GPRRrSqFrcWlJgKo1/O4rlLYsiydWiXHRqPDRqNLsWBSKJisrLTodD36+wpITTC/2EDTBP31PJ2ux/JKi5ytM9BfZPNEP4dP2SyuuFgmDFTWOT2n4ZOjaK2Rt9qcPL0CwOhwiXbHZWm5hS41JsYrzMxu0Go75HMGw4NFjp9awfMCJiqCy5wTbEzHEInO6hrtlTU0w6C6eZzVE9N4nY7Cng70RYwL+cF+xdoxO4/QBJXJTTQXluiub6DbFqVNo6weO4XvOFjVMna1wuoxFTUujg7hOw7N+aUQWjDOxpl5nEYTI5+jODqo2roeub4a+WdcSntIOTP2dAuvZuHkNDQ0SnaRjU4DL/AwNIPB5bso3/m74HfpbvpZArOCdfh/g9DYuPL3yR37HHJ5L11Z5T2zf8YnbrNYb7mMD+TZPJzntr0LBIGi12p1PB4+voahC55x+SD7jq0yu9ymWjS4dmed2x6cp9XxmRouMFi3ueMhlW7/vUsFr119BOf0PMI0yF++hfaBk3jrTWSliDU1olgBPA9zchhh6nQOngIB+cu24Mwu48wtI2yT/GVbaD18DL/RRu8rY44P0HzgCAQB1tYxzlR1vm1tUOoGPNsYRD8wjbu4hlawye2cpLn3CEHHwRjpQ69XaO1T8A971yT6SB0jVPIy+2s4q+sEXQdh6hjlMt3FZQgCZDGP0HXcFZWJMmoV/E5HbdSSGma9irOyRuC4aJaJcAOW/vGbuNNLFJ58KebOcVb+z80ErS75K7bRPT2Pu7CClrfJ7Zqkue8ogeNSfuF15K/fEcEU9EqJwPMVfECAni+y9LdfxjmzhFbMweWbubUzy2xe4ykNm85Qhe+1FaPF2NgYzWaT5eVldF1n06ZNTE9P0+l0KBQKDA4ORpCA/v5+DMNgZmYGgImJCVZWVlhbW8MwDMbHxzl9+jTdbpdyuUytVuP4cQX3GBoaYtu2bTz1qU+lUEhj2y+U/SRGXm+++WY++clPMjY2xuLiIu973/vO2ufyhJ3fvvSlL3HDDTewtLTEa17zGj74wQ+i6zpf+MIXuOGGG2g0GvzO7/wO73jHOy5Ifz9xzusDDzxAs3nulJtpmimBgmwK53wQgKzSVractOx5snWT43CF4JHBeA7yUknJ9qyimym2gk/97UluvlWl+rIp/c3DBY6didNVl2wqceBkiPHyPf773X8bpdzqz7yaiT94Y9xvzoxwsACWpRSWzmWmqdNNCCEM53Ns7iRiiboG4Q716XW44d/iEN5gXTKXgAt85LoOw+HcBAR0J78JfnhuTaYIzD8y9WI+WrwkKk9oynk9lw1oaQaC7bpiIOhZXSgHFc6Gb2yScDKxDJIKXpCGF5go9oKebZbKCX60MWrE6l9DuHzjwQ/Hxwp1/EacXj15wuTMoXOnBbPp8NboNr7XjCOFhqFFylpSE3iJXe1JJS04O4WfXFe2pdNOrIMrdo8wObmZr90ap1hrZZ3ltQQ5fvPAWQIJUd1qjuWVuK9q2WZlLf5tXLW+j5KnxpZUzgLI9dVpLcbzYxYLdBOKSkkzS0W66zE8INdXSzEMZM+dNLtaob0Sz61dq9JeXlEFTVD49edEx3qStz3LwgV23PmbaMv7ztkPVh904s1Cd3RfxIs+94qoXCkYETVW1sYH8pyaj+/h1tFiioFAlwLXU+N6klzj496D0bEsXEDvr+IurJyzH62Qw2/E98scG6B7Ot5Fn02R/+tT6rTDjWSXr+vsuHsm7nekL8VskIIpCEH9zT8bbSSTeTvFGnA+CEAWpiALOcVAENra/3trqt+kyUoRbzWet+zc9L3159IP2YR1959m/d/uisq3/8wWTnUTamCaUjPM/hugWq2ysrISlXt7Kc5lWaharVZjeTley9n32Nvf/nZKmQzNhbQfhvMaBAFLyx06XR/L1KjXrIsWSV5cXOS6665j79695PN5/vzP/5yjR4/yoQ996KL098OyIAjw1zoEXQ9hSrTyxZvDhYUF3vKWt/Bbv/VbHDhwgDe+8Y28+93v5lWvehU33ngjv/qrv8pnPvMZfv3Xf50DBw6wffv2H7jPn1jYwA/bkosiu0C+nwWTrXlW08RzNCv1LDN/OEsLOlE+a0RndfToY85WFdm64tHrZocUnLff9DH5GOdKFjNZ/LPKybbZH8Fjtn2Uf5+zfN4xZl6KZ03so/88z1pj2qOvuexpvp+22TWkCUE+lz6hbafr5Ow45WploCXJY6ptumwlIC5GJvJh5NIwh574QDjQiJAeQLczdc86V1zWjDR7RhKmofpJlIMALXGX9Qy8R9cy7IN2MtWrgYzHpdlpSINvptPC1YRASN6SqbVUK6UhSbVyulwpJMqFTDo9m14vpdPryZR/6hggy9m28TwKU8c34nugZdtmylpiHFrejlgMQIkMpOoamXnVE/2cVTddluU4Ail0GXO9nmNMspheJ1oCgiJket0nzwuQt9PrJpnytzPHHquchJhlI4DZulnmmyxc7cfNzsy1+NatZ7jjngXu27vEHfcs8K1bz3Bm7tx48x/UbrzxRvr6+iLBoZe85CV89KMfTUnG/7iZt9ikfdc03b1zOAcW6e6do33XNN7io+28+MHs0KFD/I//8T+47rrreM1rXsOb3/xmvvWtb9Hf3x+JWb3+9a9nYGAAKbNv1MdnP3GR17W1NQ4cOIDrutGPvN1uR7AB3/cj2ICu6ziOg+u6mKaJpml0u90UbKDb7SKlxDCMCHJgmiZSShzHwfM8TNNMiSFYloXv+3Q6nagf13VxXRfDMNA0DcdxIsjBUt7ipCnQEUw1HRYtnQUtwJISS9Pp+C4dz+P4Iy0+++kZTs83cTyficECvh9wfLZBKW8wXLNZbTrMLrUZrNlUiwZzy21WGw6bBvNcu3KY62//MkJKbn3KS3jaK5/EFRM2y5/9Gq279mFum6D2yuez+PefRxo6A7/2CgJTcu+Jz+P5DtdufiV+4PLVvR+k0V7lBVf8LtViH6YuqbiCcVdHs3XQBEHXgyBAWDqzG/Bn3/JZ7ArqZUmjFbC85lEra2yvBPynvg2KngsFAwwXx7wX315CWEUIfIL2Biu5Ku+a+jke0iss+Aq7WhQquroRqI1YANMemEKl7FvAjAd1Tf237MOiDyNh6n/WV2wAowoOxylP4VgHNXXOOV+1qwkFBVgL2xrheUHBERzgtKcos/o1JVjwaGMUYVtdwJAWsL15hnce+Rf6ZAB6DtwWQbdFo53n+KGAztoGvutiV9TvpL2yijRNzFIBr+PQWd/AK9U42r+L1aZPs9WlUs6h6xpr6238IKBazuH5AatrLWxLp1iwaLUd1jc6lIoWtm2wsdGh2/WoVGyEgNW1DlITFIsmnhewtt5moK/IL73iSiplm29+d4WDx5q4DjhegKEL8Lu0G6dxXQfL1FUkveshNYFuSHw/oOt4GLqG1DQ838d1fYWlFqGcre+z3T1Dxd/gITlGv7/OmL+E8D28roNmGAipEbgevusiLfWi9h0HEKHjEuB1umi6jtClSvU6DrppIDQN3/XwPQ9pmio64TgITUMzJFo5j3zaJfh7T+JPr6ANV5BP3gozqzh3HkG7dBR91yhSaCAEru+iCQ1NaARBgOd7SE1idJcZvf/d6GtHEWaIeXRbQIDQCwRA0F1H6BZIm3Xzcu4r/iEf+eoZNjouN/zsJaxsdPn4Vw+zvNFlo+0iNUHOkgQBrDe65GwleuC4Pq2OR8HW0QS0ux6O51MMKewabZc+6fEn5lF2+hu4rTbSstAMie+4+O0uMm+DJpTsq+8rSigBfrONMHTFher7eO0u0jIJDMmxquTBTRY7lny2Tre5d9xgps+KHK9up8Oekx0mVnwW8oJ7xw2uP96l1goIOg6B66HlLMwdY+Su3ab6EOpj2Pc8RQUXRlUD3w8/TgL1Yw0C5WgLEbG5ADS+cT+dg6cxxvrIP/MyGl+5R8EWchYIQdDuEgCarVhXvGYLzTQRpg6uh9/pIixTbcpyXALPJ/+UXWilHI1v3IfQJcXnX0OzP8/XDu7jkkPrjK16zBU07pyy0W31LnBdF9/3I0ey2+2iaRq6rhMEAY7jIKVESqlUy8J3UBAEeJ4Xsdn02ibrOo4Tva9675Weo9w79pKXvIQtW7ZcuBdrwi7m+/vMXIt7Hjh3lBzg6iv6GB68sOn8D3zgA7zvfe9jenoaiOfwnnvu4aqrrrqgff0wzFts0t2/8KjHzZ39yL78ox6/EPbhD3+Yffv28bGPfSz62+nTp3n/+9/PBz7wgQvSx0+c8wqKLuu+++6LnMnsrv9CoZD6qsrn8xHUoBd16k1LNuVfLBYjaixIp3SybZPnPVe/yXHphoGbGKNeKXN/IqL1mY9N87Xb1Y5kQxcUbD2iy9k6VkwRmj/tsn5u2xsv3sumyuw9qlJSBUvieD5dV43xtX3L7PnXf4zqjjzlcma+G6cY73rtPI9IpcZTKw6w1lzCC1P5r3ven7Fr6EVR3W2lEv3JDzspFJgUONzUeccX47TZzkmD/cfj6/3k0zoUeuljXdAZ+RY9Cv+18hhPnXxVVPdaHe5KQACSO/vLQAMlvABwlQ73JuomyxpQBHrJugkJJ7xz1wXF79oTKLBRgdIey8EOmRYsyI4xCScoC4XT7VV/cbDKe/f+bVT3+Ok6c4+E6lBCoNtWpBxlVct0VuL0oja1nZuWq1F5aKAYUWPpUqgPMkf1NNhfYC4hWDA+WuHUdJweT6b0LVPD9QK88P7t2NbPa37+apJ2y50r3HpXPJZyboW52TO9YUd+RvbcACNDJWZm4xRruWSxth7uis/AHC4vNamdjFPvxZHBSB0LFI1VTx1Lz9nRXJ2rbmGwn8ZcYoe91CKRAbu/hnxFfI15M0+zGy9oSzfpuI8CNdBt2m7c79DyvdTvfFvcj1Uj6G3SMgrgxPehO/RC7irF8JFiQWejoRaP4/m85gPfpRWyegzXbc4sxf1cua3GfYfiFPLUcIGjIXRIE+qZ1JvLK0dt/n46VoSyt4/TPngqKuu1Em6PBcDUIzUoUDKunWMxBODMk6e41U6k2xPPsuwzc2hoKKJwAnj5cQ3t6GzUT9+bXxyl5rPwAL1SiuitQHG8+u0whZ7B+7gnF1n97K3xmLeM0jkyHbct5fHXw+d8ziJIiLhk65oTQ3RPxGMWpk4QzocYqPCZ3XF0M3t9ybS+ECIlMJBN+Q8ODjI3l1ifiXdEFn7W39/PwsLCo7ZN3oNischv//ZvczHsYr2/gyDgW7eeod05N3QPwLYkz3768AVNf99///1cffXVfOpTn+IXf/EXue2223j605/OXXfdxTXXXHPB+vlhWBAEtO+ajlh/zmmmxL529KJu6Hvta1/LW9/6Vq6+Wj1Pv/zlL/O7v/u7PPe5z+X973//BYm+Pm6FrR9lE0KknNUsDVaWiiRZzvry2bbnO9djtc32mzzuZut2u5BIfZ5eiF/8jhtEjivA7FIaC9aTi+1Z8mXXyDwY2mfSX7nN2XS5PbsCoTT38kZaMcd109fb+f/Ye/N4zY6zvvNbdfZ3X+6+9r6pWy1ZiyXZFjbECwabZYA4Q5jMDBCPWWxngABDEpZMQgIeQ2wCTsYDBhMcTAiBYAPGgG28yFpsra2Wet/77ve+993PNn/Uec/WrRbGkrE7ej4ffXSrT9WpOnXqnPc5z/Or32/okVlSfnJ8bcsnnZvd2M5iImU/NTdeCF5CGyCHOUWo3OfWSuqS8qixlXzdVDnI1V/JPe/5ftLlPmR+OJdzEM98v8vpMeaOXQmy6cjBdup6wzDjjLntbNpHSVfW4nKaqsrzQ0j9+OVprDr5cjcpD4bZCxo5lmlz3fx6T8r5T2LXzU7uMFdOH087rjCKqiY2clTjcuq5yh+7pm2unFbH8oduBiKSxigCBDf4zvfD7PX4OUhI6KVSnl4Ou+ll13dadSsIQvqpH6Ju7vnt5nDpvVTdYBShjKzdz7YN+rm5Ss/d0MvVza6VsD8kLeOUfrc93zszTcclcsD9MLfn4Npy6p7kbsd1x/gc5TC/TvJ1c5RhYYpOUJ0ncV5vdL1f6m9Cupzff/Gl/BaNMohfS4wD6xuDGzquAP2Bz/rGgGbjhdMQO3r0KB/60Id473vfyyc+8Yk4W7p79+4XrI+vlAWtwY0dV4ChT9AaoFVfHB22M2fOUK/XY8cV4NChQ3zv934vP/VTP8XMzAz/9J/+0y+7n5sO8xoEAVevXs3stCyVSnH6RgiBbdsxrZWmaRkMkW3bGQxRsViM0zcj1oFRW8MwYpwMKOxR+lyO48RfGFJKLCsBTJumSamUUKgUi8U49dMzdLrNGkaUivziA5vsnCjFmLd982Xu2Jfg5W7fW2e6Ge1+NiV758qx+s5kw+bI7qTu4V1VDiyUo7kA747bkZFSkSwXufjyr0NYJr4MuPhaj/p9CbD6lp13MzumHmhN6qx1TxCiXqAhLic2PhtvXhG2jigmuK1bdxvsiviiDB1mJ3QsAwQh37HgYTUSR13ULQxxKwTKey0Uavzvm0+pXeUoFavRmWckHE5B3A7rKhILCqu6K6WAVRFKaWvkoCxocGuq7REDpqMnwozajlbCmIT9euJ+79fgQMpPP6irTWCgGAt2aYl61rRU5waoe13+/frn+Ln1h7ADF52Q/7V/BnQFU9lY1zCrzRgsazdqlGcTFaPy7BRWBCFomVW2Zg9EFGZQcAwmx5M1Nd4sZMoTEyVKERbS0CXNRgE9wvGVSxYzk0kUZXqyTDOlvFUp2zz65OXMj/Fdt5apV9QklJyAUsGNVdsmxopx35omqNccKmW1Rh1bp1wwsS3VtlaxaTYKMb52aqLEeKQCpuuSXnMWqmoNK1GCElpEkeQ06xm1rNL0RExxpZkmZqmEUSzgBfDhrTnevbybB7fVdZaP7qF6r+IUFZqk8qrDmJqaH01oGJqBJtTcmpqJlcKrOoaDY6jVIRDYuo0R0bvpUics7yC0x/C1Ast3vYurr/4QvepB+qWdXH3N77J876/gGRVCo8ry9P+Jaap5M02JZWkxfr1esfjhN6tNirom+Cffuo+vu1Vdb6VoMFm3aUZ419kxh51TJYwIN3xkV40jkUqXqUumZqr86sRt9JEUXnkL9X/4Gpx7DiBMnep33k/zrd+EPqNwt5VvejnFew+p67MMjPFarNLlj1dYPjARvxebzSbT08kanZycjGmbTNOkXC5TKBQQQcjLVwTFZi3GnZrTY/jLUWRVCPRiIaalErqOZpmxfKu0LYVJjZ4zvVJS1FpRWxkK9DF1vcVX30rlzfcoFgDAmB3D2j0Tt7X3zGFG9F/CNjHGqmh19V7U6mWM8XqM/TUXJrH3RGpgmuTSyxep1Wrx9ZVKpfi9P9r9P/qNmJycjBWwpJTUarU4Wmnbdua3qVarMTY2Fv9GTE1NxdRZhmFQqVTi37VisUi5XM7cg6mpqWgqBK9//eu/phxXuPaD+cut96XYd33Xd/HXf/3XvO9972NpaYk3vvGN8T3+WrLw+RzXL7Hel2pBEPBrv/Zr/MIv/ELm3xcXF3nnO9/Jj/3Yj/HJT37yBenrpoMNnDx5Mk6tGIZBGIbxF2k+5Z8meRZC4DhOnOa3LAvP8+Kv3/xu0HRZ0zR0XY/hA4VCIabRyveTH8fo5RPDB2pVnrCSHenHP93h3f+fSts7lsYtO6o8/Izacb1zuki757Gyqfr9utsm+NRjy3Eg47V3TsVKPdWiwUTd4sRF1e9te2qcuNim0/ewvCH/6IjFbz/epWs41N0O3/na/85DV/47AOPVGaTUWNpQ1EJHd9/HsbMP4/pDHLPCm+75P/jvD7yP3rDFjvpe3v3m32U8jPgMLU2FgNyAgQ9P9ix+/k+SiME7Xi65vztKp0ooGLClricccxmW/hp8Vf8P9nwz/9xRP+QSuMeAz0anagKWVHRYoJS0nnATJoCvN+Evo4IJHNLh0ShQMa9B14dRzPk+Qyl2jR7vV0VqWaBgBnM6HI/a7tMUpdYomvoKEz4T1RUopa1RuUnIn53+IHZHrc92bYGtXovZwSYAG+48J/9a3WuhSSpzM2ydU2ldq1om8P048qrtPcgnVkvxvd6zq8nJ0+oKDENSrzksr6iI3lizQLs9jFkDdu1ocPpssmt/50KdM+fVPXBsHcc2WI9S/DNTFVZW27gRe8AbvmE/9921GLcNgpA/+YsTfP6Rs+q+CKjXCqxtqHFWyhbt9oBRMHHHQp2z55O06eJcjXORqpeuCYW/jSLCk+Mlllfb6hrDkK+bGhA+k0BaKnPTtC6qVLZmWwgEXpSurszP0rpwKa77x9ZtvPeT6hnUpOBDP73I9LzidNZcCERIGPGnlq0y24MkVZ0vm5rJ0FdjtA2bgTuIP9oqdoVWP3pPBC4Vs0grghpIFIzDi2A3RWlz6ZkyoVROcbNusraRRABLRY12R9V1fZ8wBFPXCMOQ1tDlH/7iA3HdV98+wSe+qFLIhi6Zn3A4fVnd/10zJS4ud2Ko0L9/yxzfMnX91LzQtDjaGYYhbA9Y/40/i6Ocw/sP8d9ZJpSJg3X1qnrHpBUGQdFDjdSiAO4tTjP7kcejTjXMmSbD82rM5v55yt90B6OFYjTruCl2CKNRjSmrkAJpmjF8QHMclt/9+xBFSxvf81pEhOkLPZ/h05dp/8UXVNOSg9BkLNZg71+g/+yFOPpbOLpHKYmBksPdmcAJ/PEKf3qkSC9iQ1lYWOD8+fPxGNNlTdOoVCoxRKBer9NqteLfk8XFxZjeCmB+fp4LF9T71TRNDMOI4QN5WEK+3+np6ZhWq1gs8ra3vS0TGHmh7cX6/V5b7/P5Lzw3VnNkL3/Z2AsaeU3bk08+yT333MODDz7IoUOHXpQ+Xkzzt/oMn1x+3nrm4YkXJfL67ne/m7e85S3MzMxc9/gf//Ef80d/9Ef8x//4H7/svm462EBagSSfVslTW6XLYRhmymlqkudr6/t+JsXT6/UyEaobtc2PccMbElhJSurhJxMnozfwOXYucYLTyjoAz15oZdK1z15InO2tjpuh3Tl2tsUwckgGusnHNgp0DdV4wyhyfOvxuO7KVoIFU/0+jRv9ePeGLf76qd+lN1R9nd04wRPnHuDrF75JVU6lgSwN9hSy13tx2VMeIYAbxI4rQNDeBCepf8pPIgkBcCr18bg2+sfITnpZCquTqbpD4ESqfCH3EXrSTxxXgFOpzF4beCZVfjbX9kzqWBiNY2SuP4gdV4BS6zKlIKnQupQcC/0gg80cpHB/AFfXB4Rh8gO1mtpF6roBKyls62puh2maJgtgNVXu9T16KQhH2nEFOHdhI+O8SimUnHBkQUiGdisPN9jcyu4YTtf1/DADbdjY7CXrWQh6G610pppeiirM72f76a1vZMrPXEqu0Q9CTqz0mVlQDo5vQBrSklfGypdHjiuQcVyvqSsNeqkHMiAkSFG/9QM/dlwBerm0fq+fUqlKYcSEEFg5zNi5FEWe6wWcTb0bzl5pk0ZiiGH2eoLU3KXT9EIIhqtbmfT88Oo64UwyV2m6pzxFYfoYwEZrk1iDzPMZXknebUGrTXqQfu5cadosgjAzZr/Xjx1XUFCR0ewIXSNMPWNBO7v+3CurGdiCu5SMiZAMxdZ2t0MvSO5XGrsKZAIUvu9njufrXjM3qePD4TBD6Zhvm6fUSp+r0+lcA3f5WrFG3cK2tOfFvDbq1nMe/3Jsc3OT7/3e7+W3fuu3viYdVwBZsTJKl9e1iDbrhbZ3v/vd7N+/n+FwyOnTp/nEJz7Brbfeim3bHD58GICPfexj/OAP/uAL0t9NBxuoVqvx36ZpZmhDbkQ5omla5rhlWRllrnzbdDkPPUjDBfL95NvmxziuGzgpXNd9tyWKK5Wiwbe+bhY9ihDtnS0xlfoCPbBYjdONQqjyyJoVM4YLGNLj+16+SqOUjPH2vR0MXb2oi/Yyu6YPxscm63PMNHfG5V0zt2AaSb87ppK6jlVibnJPcrGWpiKqka1jxPAHIeDW2dQSNCVEL6aQANEwQE8esvvCFI8lirt1ZBNCwQBGtk/PQPLYkzpmR8fj8WtZ9ay9Wvarbk+qUBUqajuyA5piI7heXS03Rlu36JQS9R1ZGoOIWskdhlj1RH1H6BqlyUSJyK5VMSuJszrTsDLUaOOp3aOWqWXhAmNFHFu/bl1VTiA2xYKRgQtMjJcyKl17dmYVgi5e3qJYSNZvqWgyM5VSeZosU04pe403i2gR55mhy8w4K2WLibFSpm3BSeE6pudjOiVp23QWDjIQBgGC7ek96OMJfKA8PZHQZUnJ3sVavO5mx21eeSR5rhzDieECAI5pIyN+MSEEBSOlbqcZFMykXDSLGNLInGtkUshcWzNz3KKiWBriuUupRemCcllPHdNxnOQ+NOsW9x5Q98I0JAd3VGOmtcm6zcv2J7Rbd+xvMDuW9FtrlhNaKk2iVZL7JQtOnIoPegM0oSEjSqitks7anYtxOtqyLCYnk/U8NjZGvZ5AlCYmJmIolCYluwuNJOVfL+PsnY8KGsV7DytGgNH1l0vEEm9SqvJojI6FnlKhM2plnDsjeJMQ6PVqTDsndA1jLBmTuXcW+2Dy8WXvmo2hBWgSa3E6HqOsFLH3KriAL6F722ImlTwxkUAnNE1jfDx5Xsvlcib6NDMzk+FeTVMGmaaZmcdarRZDDUBFt9O/Gel+bNvOtB0fH+f06dPPyVf+1WxCCA7tr92wzqH9tRccDnH16lV++7d/m5/92Z/lfe97H9/+7d/+gp7/K2lCCMxd9RvWMXfVX/A5fM973sOP/MiP8M3f/M3s3LmT3bt38653vYuVlRVe9apX8frXv54f+7Ef41u+5Vs4evToC9LnTQcbCMOQlZUVlpeX49R8sVjEdd34a7ZWq9FqtQiCAE3TKBaL8dfsSC1rRPpcLpfp9Xp4nocQgmq1Gn/p6rqO4zhxtDefNqtWq7TbbXzfR0pJuVyOv85HTmt6jJ7nxW3DqXGeCV18Qp56tEWwLhk7qDM9bRO04f2/cpaHn1Ff5K+6dZxnzrdY3hxgaILX3T3Nnz98laEbMFa1uHV3jb/8gko7Hd5R4Xde9f8w6z7Aqe0J/jD4cf77if+GlH+OZRY5OP9DPHn23fiBy1h1mpnmDh4//TkAbtlxN+vby1xZO4sQknsPvZ5HT/413UGbglXi1t338cCxj6FLg7fe+3/xllv/MUS7psOSye887PPfngiQUvDaIyav6GxwyPHA0hBNmzBKc1Iz8ca+iD9QKXOtPk/QXiF0+zxY3sHHd72W3w3K+CjZ1UUNHowCL4d1pYR1wVe/QV9nwkOu2t1fFHC3AZ8YqmDSnIS6hCeiwMxdhmIbWAqU83q/BZ8eqEhtXcAtBnw6CojsjRS9RgwD95lwzIXNUGFdX2nBJwdKwWtCKBWvz7tQ8gf8bOsx3rD6OGGUXg7Kizz2Z6fx+kM006S2c561Z5VqkV2rYhQdti9F8I8dc/TXtxi0tmnrJYLDd/HUxS6uF2BbOjNTFU6fU9GjsQhHOmIY2LlYZ2mlTbfrommCXYsNTp1dJwhCSkWTZr0Qp/CnJkoMXZ/1DfUcHNw3wW2HZzi4L/lRPXlmlQ9++AuEocKmLszW4r5rVRsBbGypiNmOhTqXrrTijVn7do/x7CkVWbZMjcmJMuejvpuNAq7rx1HbPTubnDm/ju+HFMM+RxcKPHyuz1CalBydelHjwuoAGQYcGfMZu/IMbleNW+zazz/+bx3Odg1MXfLT37eTWw961CsahjTQpBazBJStEt1hL958VXNqbPbUmKSQFM1iDB+wdEWH5wZq4VXtKtuDbYIwuKatJjX14RIxFzh6ga2rJTpbBiAYb1qsrg8IQ+VzNeuqDGAaAtPUYvaBWsWg0/VwIwjAs8vb/Oj/+0XCEGxT4+UHm3zyMZU23DVTQoQhp6Io7DfeNckP7nO5LdI9tibHGCxFgie6jlYq4kXiDJpts/GbH48jj95rjvDHcgUvepft3LmTU6dOAerdVSqV4tT2zMwMGxsb8Tv0yMJupn//ESodF3Sd4q276HxBwWOMqQa1734NQSTMYjRqeK1tQs+/doyahl4txfABrVQg8P2YNUDTDIZLa2hj6jfFnGgyXI7Gv7yFFBqirpzAYHmb7T//Iv6GegZLL7+F9sNPgx8oZ/q2vXQePq7OO17js6+Y4sKmOtfc3Byrq6txBm3v3r2cOHFCjd8wmJmZiSEBI2d39JuxY8cOLl26FGfc9uzZw8mTCqZg2zZjY2NcvKjee+Pj4/T7/fj3ZdeuXZw9e5YgCJBSsmvXrrht/h7ccsstfOd3ficvhr3YbEFXl3sce2YzE4G1LY1D+2svOE3WzWr+Wpfh6Y1sBNbUMHfVX3SarK+U3XSwASFE/PU5sjzZcK/Xi1Mrvu9n1EnycIFutxt/xYZhmKnreV4mVZZPm6XbBkGQaZtPDeXHKLa28aPQ/i23VTLKW7IES6kd6F88sUG7N6LWCTl+rsUwUlda3RrwWIpK58mzLTjyDBRhd3mZ7zd/kY+ePqvG5HZYbf0efvSDvLp1hY3thGHg2NmH4hRpGAacuXKM7kA5391Bm1OXFZ2RF7j8+uffxVt2/+9x26Dt8gdPCEDgB/DyoK0cV4CBT5hmTNgc4jur8eocOa4Ad2+fZXjlIX5nUqkcLQXZ3ftP5tL2J3zluIL6/7N+kgW9GKj/RvaEmyhneShFrtEd2gjh6dS5T+QCG09Hjisogq+TkfQswHII7ajQ1ix+05rj9f2E0sffXsOLdjv7w6GCC0TflP3NrYza0/bFqwQjDLfXJrh4HNdT0aH+wGNpJYEXrObgAVcjWVYA3w9ZWevEO9vbnWGGAeDqcjvTdnOrl3FcAZ45sRJnXD0vYHm1naqfY8BY2c4wCqRhDYOhz9JyMu48rGFppR1TdnWEzbEtk6FUN67d8+K1HwjJE+uSV3R7MQhg5fIaZ7sq4jX0Au64RVCKMg5u4MbOJ5BxXAF6bvK8BmFAz03GlYcSdIfd2HHNt/UDP3ZcAVrbHp2tJNK73XbjeQxDYkcVYOiGDFM73VttNy0mRcU24rb9oc+TZzbjY6cvZ+/h02e3uO0VSQTTS7FahJ6H10ruweDslUzK/NzWKl4leZetrCTvhU6nk3l/Xb16NZO63ry6xP4RZMnz6J9JKLe8Vid2XFW5HTuu14zR9/FayTX5OeaNUBex45pvq09UM3WDwIsdV3W9l5XjCuD5DFJj7K9vcWEziYovLS1l4F5puirXdTPlPDwg3zY9j/1+P8YP54+NyqN5fb578PTTT3/NsQ2MbGrCYXLc/oopbN2MpjUL2A3nK6aw9XdhNx1sYGRWKlVv5BRX8gokZgpjKqSMCa8BDMvKMLLk26bPnecuu6afG5SvOa+VLZf0VD9CYKQwejPN7NfozHi2PDueSgNXQqqFFLaskAVWj9ey5Yn6XPz3WHUaKZJrHK/PZuqO15JyKAJ6JA6MZwgSdy6EQva7Kc1MgCEhpdSDlfzghkDPySoRTaeex4ZMmAhAiRXwHGUNaMrssfSjPZFrO50qF1ECBHHbHG1dvt90W9coQWoeRer6AKxUGhcBRilJ61vVckaJy6qWSXs+lVSK3tKVzO/IyjlVpnQ6H1TafmSOY6KnJM1qlUIGx+16/jXtG/VknRUcg2IhuRPNRjFXN5Vel4JG6ni5bMVMBKptdj2nYQ2GLmnUUinVRgFtpKAkBZW9szgRX3LREdhm8l6QyJghABRXa9quLSf9GDJhIgCwDStXN2kbBhomyea6gqPH0AmAQiH7fio6KQUoCbatZY6llbYqRR0rBcvZPZusncm6zURN3XMp4BuP1DL9aGnlLSHQU4pX+nQTfTJJPzYb2WeukSqbppkpN5vNDOSq3mzipZ4PczZJe2uNihIFGJXz6l/F1L0X2ePCsrJqWTdqKwVa9ByFYYhWKWVgCsZs9sPMnEvGaBZsapUUBKvZzLzr09cuhKDZTKA1hUIhw3zTbDYzDkQaZqFpWqZtpVLJqHQ1nucepM81Ozv7Ne2oCCFoNmxmpgo0G/bX9LX8XZkQAq1qo48X0ao33xzedLCBy70Of7F8ETcIWPDUzTqvh9QHHjs8QRhFPA3DQLcsLmshly2NSTRqXsBJQ2mV73BhoAkuyRBLCPb1AtqBz1lHoyI09nRc3F4P3/djTOsoaus4TgwfGMn1ua4bK3fouh6zEYywTL1eDykljuPgui6D4ZDNahGvUmLLGzIIAsq6gSklm8Mh5853+OQfr3PlSp9nL25TtDX2zpe5utbn6nqfybrN3ITDsxe22e567J4p8f0HP8f3TfwKAhD1/Tyxsc1PP/4svlFjfnwPV9fPsdFeYbw2Q6M8ydmrxxm4PXZMHUAgOHP1aUzdZuf0QTbbqyxtXKBabDDT3MXF1ZNsdzeZbixSLtQ4c+VpvMDlh171s9wxeR8/+Sf/G5vDbe5Y/AA/MnaQcd8FW0OUDMKtIbgBomwQ6hI2BiDAn7uCb59V6XXdZKM8y/fOvI5nZZFJCeNSbdrqhYqaSgoV8TRRaf3NEC4FUBOJkMFmqOi1qkK1HaLwr14Ip31FjbVHV7ytS4Giv5qNBAa2Q3UeB7WpK0RhWnuhOndRwE4JV0Kl5DUplQN8yoduCDs12OFu8oOn/pgDg1VksUno9Ql6LZauGGx3S7RXN/C6faxqGaNYoLu8SuD5FMabEIZ0V9eRhk5xYozBdpthqw2lCitTB5i49CSD/pAr04epGj61C0+xrRVYnb+VTqCzvtnDNDXGGgVa2wPanSHFokmlZLG23mXo+jTrBUynwWa7hJBQK7RwA4ftrkGlpPGWN01QsEP+v99+iJW1DratoArnL27ieQG1qkO5ZHLhkooWz0yV6Q881jd6MbTgylKLXt+j4BhMTZQ5e2GDIAhpNgoYhuTqkoquLczW2Nrus9XqYxgaC7M1Ll7ZZDBQjvMI5hCGIRNjJUJCVlY7VIIO986HmHfP4JngeZLPPBLwqrsEUoaYmompmbSHqp+C4RCEIX2vj0BQtsp03S5e4KFLjaJZpNXfJiTE1i2k0OhGUdiSWcINXAbeAImkbJdoDzr4oa8cXLfB1XMqOlqpB9jlHiuXbEJfo14z6fU8+oMATRPUqiabW0N8P8S2JI6ts7GlIvLlkk4QQqfjIVCbW7bbLkM3wA9Dfu+B8/zXT1+kN/DZOVVkomHz+WMqcnrf4THe9XUmC8YQpMRsVnE324SuizQN9EqJ4doGhKCVighNxuwDwUqbx596mocqSllrfn6eS5cuMRgMKJVKNBoNLly4QBiGTE5OxhFBIQQLCwusra3RbrcpGCZv6NXQHnyWcOhiTDUpvfZ2ZIS31qpl8Hz8ThekwGzUcVvbhEMXYeoYlUo0xhCtVEDoOl4k1mE0qgT9gdrUpUnMeg13q0XoekjLRCsVcdc3Vdtyke4nnqD910+AEBRu3c3w0ire6iayYOMcXKD71FnC/hBjok5v1zh/6a3QKulMT0/jui6rq6tIKVlcXGR5eZlOp4Nt20xPT3P+/Hl836fRaOA4Tsy2MDs7S7fbZWNjA03TWFhY4MqVK/T7fYrFIuPj45w/f54gCBgbG8MwjJhBYGFhgc3NTVqtFoZhMDc3x6VLlxgOh5TLZRqNBufPn4/vwe7du3nFK16RcZpfSHuxYQMv2Uv2N7Gbznn9/Yun2XSvJVQHKAuNhavJbtK1yQZXU/vKTSkZPsdOzYpu0PKSdM+RtkvQub5OcF4ZJa84Y5pmBjKQtrwamF8pcTy1UcOSGoNox/LVy33+xU89HR9bnCpmdh3vnStz4mKSCvzT1/8id9UVjiuQNq97ZDNpO7mfc0vPxOXx2iwrmwnNTdqalSnWWkl6a2FiH+eXn43L1WKTrY764cwrzByeupP3LXwgLouKSdhKzYUkZg0InHXcsYfiQ7+y85t5X2lfXJ6XcOE5NtaOSSXROrI9WpZxoC4UFOB6NiezcIK0OhYoTOtohRlAmj8hrfYFsCDhfOpcf/jsB9g9UGtQ6BZhKv3c9Wo89akkXWmWSwy3s6nfeAw5pa3CeJPuSpLmlYZOEKWbt40yXyweiI816k6MZQWFT03S/AKnsj/ONtiWoD9IJuqWvQUm6x0++vFkrTRqTkytBaBrEs+//o3JK23VKjabrf5161qmxiCF2WrUC6xvJM9cqWheI7wwsoNHSuw4lEQkbd2in5prKWQmzZ/pN6ekZWkWA//67xSByLANWLqVgRT0r8zRew45ccMQGWGHgqPR7SXXq2kihkvkLb8r+9FzG/zzDyY0YmmVslcumPznb0/es7LgEHSTe5BRrcpZoEn+30cSiEuj0WB9PXmH5lUE05anJjwYFLnlU2fjcvOffOu1ahaj8RfsDMNAXnkrW1kmKX9UxNXvpK7PMgkGqd37v/7nBK2Icq5awt9KKYXNjOFeTlg+vvCycU4/x09Unj6xVqtlYAJSyjjNn/77enXz50pb/vcjr9KVvwc/8iM/ktkc9kLbS87rS/bVYDcdbEDeIDKej5rnw+gilTTOn+aaujfsJ1/3bx6uv6buNWNMLJ16BEVEfqNyKhNLKLOpSkMzn7MshIh3XwMYeq7uDcqazMID8v1cswLTN1Bmc/GGyP7Q6bmpSp8qe3Vg5Oqm2+aF6vJ18+fSn+Pv69a95lypa8hdXyiykyG1VDm3DmQOoiLy5dS59dxDoWnyhuX0MOQ1bQWFQvYeOk72qu0Us4FlZsfl2M9dFxRHbXwsd14nVzd9Lk0KUmifTEpfHc+21VNlkXvar6mrZcvpZyF/TM+v99T1CLK3MX3s+uWkspQ3bpt/F9RKydwE+fGb2XmVRg7Ck14PuWM3YmzRdT3z/srXLVhZaIVMQQvQc+vXeJ4xpurLXN18W5Fum3uOtHIOalDKjllWUlCK57m+PKtMOuWfP/Z85TQc7UtpO8r0vWQv2c1uN13kdanf5S+XLzEIfArRS7vruWhSYksNa+jRXNtio1am71gMAp9h4FPQdUQo6Ac+QRhS0HXCqK0hNSwp8cKQru9R0HRKQcjE+ja4Ht1ykY2iRX1jm4Lrs1EvURh4mO0uG9UivaKN2RvS3NjG1HVFVO55BEEQv2hc10UIgWEYBEEQQxsCw+BM2aJNQFHXkUh6vocfhHzyT1f57GfWWV7v41ga9bJJd+Cz3hrSKJuUHI2NtsuYdpnf/Hu/z67KGkFvBTcU/Pp6lc9uDllrLVGyK5SLNTq9bVqddWrlcWzTYau9xsDr06woKpb11jKGblIrjTFw+2xuL1Mq1CnZFbZ7m3R6LerlCXTdYKu9hh941MsThGHAemuZ8cIkP3vol9hj7lX8r5amvLthCK4Pjo6QgjDagBPaGkHlWTztDEI3CQ2bTzmz/OTUqylpOo6AzQB6KAgBwKoPplAsAkNgzYeKhLJQG7u2A4WLNQVsBAouMKYpCMBqALZQkIJ+COsB1KSCA2yFKvXflMphXYuCKE2pOGFXfChGcIROCFuBGkN6jGMSmn6Xd577GHf0LoNuQxgQDLtcOq+xvaXj9voMu32schGp67jdHoHnYRaLIGC43UEaOkbBIXA93G4X3bHRTBOvP8Dt97FKRYTUcLtdCMEsFThjTnPWLVPC597Tx3h8fjdXjQK2rWOaGv2+x9ANqNbG0a0G3Z5ihbAtQRhApx8wXjf49jeMUSpqfOyvnuX4iRVc12c49LAsHSkErhfg+T6Opdz0wUCpbhmGThAE9AcelqmjaVJBa4Y+jm0gCBl6AYEfYlk6AugNPHRdYuoafhDQ77tYloGuqX5GDAuCSJpYCCxTY+8tFhPzEk2Tsfyo63sYmoEQAj/wFe4xcvD90Ecg0KQSAHB9F12q5zQIA3zfj53UIAwICZVzLNRmLCU+oNp6vqfwkJ7O9tUGw4HANNQxlYwJ0XVJCHiuggtIqShOPTdANzSkUFy0vhdgRM6/7wUgVFQ7DJW8rqErj/YLp9b5hd9/moKjo0tBp+/hegHVomIz2OoM+d6XFfihl5ewdCUDKw0DISVh4BO4XuTQCvDV3EhDJ2j32frDB3i6BucXK3gEDAYDTNNE07SYwaVQKCCEiGFTo3dav99X8CxNp7ne59YvrmDZFsZ0k8LXHwFDQzMVpCL01P2Tuk4YhgSui9R0FVUNfIKhGqOQUm1YDEOEriOEkvWVmqY8/DAk9DyErhMKgQgCQj9AGDruuWW2//QR8DxkwYZQbeqSlom0TULPx2v30Is2oWlwsil5csbEthVesN/vI6WM8byDwQDDMOJM23A4jOu6rovv+ziOE3OIa5qGaZrx5t0RHaPnebiuGzu7o9+GUTmeR12P4WijtiM42qjf0Zje/OY3s2dPirLwBbSXIq8v2VeD3XTOKyhA/n8+f4JulF63pUY/RQ4+btqsDJM0TMOwWI+gBgK1IcqLpqWqm2ylUogTls3yIGlb0XRa0W5ZXQj8MEkiNgyTdTdpuyuQOCsp1ZgURCAPNcingtZmxrkakaML4P/+58c5d1GlxnZOFTmTggvce3iMzz2ZpL7Ofu+vUu48ouZGc/iOxztsRbCFfXNHefbiY3HdI7vu5YmIGgvUJq3VLZXKrhWbtLobcbr1lh1389TZB+O6++dv55kLX1TXI3Ucs0i7r7CPOycO8sEdvxfXFeMO4UqS2hN1i3AjSl1qyuGI4QNTm7jG5+O6//bg/8wH9am4vKApiitQegddEr2CowY8lsrr32bAo1FZojZejYAVebjAywz4QqrtPh2ejfacmaiI7egK8rCEOwx4JNU2PcYKIZ988j0Y0c72jc4YJz9/Ia5bmZ+hdSEShhCg2zZelDLNwwUqC7O0zifwjuLEWCxuIDQNIUUMHyg1GpQ++mRc95lv/SYe6ydRqcnpXWx1lONhGgLXCxMFr0Wb7/qm7KaWv/jUST752YTVIw9HSFseHjA5UWIpxWhQLllst9X9l1LELAgAY80iq2vJ+p4cL7G0kkr1GhI3YtdwHJ2ve5MTR8gcw8ns/Ld1O6bGyltaOQugYBRibCuAqZsMvevDFPLnDTdn2VxLonS6LvAieqt0Sh8Uh2uaYSBfjvxvNQZTMkzJY/7hwxd5/58m92Bxssi5JTVXkS8Xt/3BV9X5yTtSEflKKbN7X5omwQjOJARr/+4PY+GAi/fs4AE7uQdjY2OxkiFk32WWZWVYW/aUmtz2x8eTtu/8NsK0okjqAvMQBr1SzrAg3AjioBULCjM7alsuxowDYRiy9Rsfx4/gAsI2CfspaMiOaQZnE8jO5795Hxfaybs6/X4uFouZnf0TExMZhoE0JCAPm8rDBcbHxzOsAen3fv43odlssra29pxtR47w6DwvhH789ewl5/Ul+2qwmw42MLJeylkdpP4GMo5svhxC7LiqY162rp9vm7yEvTDMMBP0c/jZXq48etEA15BKp4+pttkxpsSmWNnKvsxXNrI/znKQSAsKv4cRpvBf21k6lo3trLTcZur4ZmctgxPM102fyw+82HEFWG1lVbpG0dXrlv3EcQUIvSymbjnMLtvV1NS1yTRlLUdptZY6GJA4rvlj1y3nVLrSbtr687RNj7GFYJBKaw9SlD4Aw3aqHBI7rkAsD/tc5WHqgyf0/dhxzR8DaPez96DTTdbF0A0zcMR291rSc8/L/pvvBdfUiesG2W/kfF0/hVkMnqduHk+bxoV6ubr5b/PsE5q1PAY24MbnumHb3DWkH/0gzB+7cTldPX+sn9N5T9OdBUG2rcjPRb6f9CBHpLOR+X52reTfV+nyNe+yPGF+fh5T5TD3jgxz7+r88Yxd0zZ3T4bJNYS5tRu62evLjzl9Tfl3843K+TWTr3ujecwrZd2o7vXG+HcQl3rJXrKvmN10zqsXBDy+tca4leCRxkybUpT2kwgquokR4dZsqVHVzRj1VtUNGinam7ppxfADXQjKuok+iupoOnUzqds0LaopvGfNMLGi1KQhJEXTjCNC0rGhnuIerFeRhWjMQtCrV9gu2srBKhcoW1ZqjCZv/Z5dVCpqXLftqTMTKeg4lsbu2TJFW0OKgH/+8s9SHNvLCC172rmFclNt3pFCY+f0QeplFVEr2mXmx/dgRqpWk/V5Du24Kx7i4R13MzeuUlG6ZjA/sY9KQdGzVAp1dkwdiPGCC5P7OLhwBwBz1gK/dN9vQTGhMBJVE0aYXEdH1FM4rroFEcVPYLYIx4eISNXI1W2ahslo1mck3JKCtB3R1AYrUOn9XbpK5YP6/46UetaiBrem2h421PlAbcraoSV0WE2pIq+jB2afBgdSbffrMBbVLUZt02M8HEHYmm6H969+mkq8PgXT+8eZ2qnosnTbotBsxLhDp1GjPJtEmcuzU9g1Fe0QmoYzVkeLqIaMYoHixHjsdBQmmpSmkmhpcXqCwaEZQmA4VeFAo89EqKK4lbLFeM0jiDYmTdR9GhX14ykElAoajx5rZ34Q771rkbGItqpaLdGY2IVlV0DozM7vZXZ+L0IaGFaJ8cndNCcWAEHBMXAcI8a71qo29ZoT42snx0uMRbvQDV1SKpkxLVexYFJ0jBhL26gXmBwrIYSK2N7x8nqsYqUJDV3TYwUsQzMwpBFjVh3DwUnRX1m6FStt6VJDl3oMLTA1E0s3Y3ysYzhxPwKJv9XE2xwn8MFr1dFCK1bCKzgapaIe+4LlkkGhoM6raUqEwDTVmExTYplajGEtFnTKEX5VCEWV5UTUWbou+M5XzrNzSs3V3HiBuYkCdnSuwzurHN6l3jGv22Pxf7yirt47gDANlYaP8KDSsRXVVDRG/+JGTBd1ea7E2u6xeBNQsVikWCzG8IBms8nk5KSiN2r7vGnFYo8e1XUc7jlyhNLrXga6pPIt96LXE4UvvVxEHynHSYFWdNBGYzR0pGnGGFbp2OgFJ17f/tUtgrUociwE/cfOJaTsAfQfOQ0Igt6Q/udPYi1OqX6lwNo5jTmvng1ZsNDqZfRGhQA4fscUeqMS407HxsaYmlLPoJSSZrMZ01LZtk2hUIjxr9VqlWq1GlNpTUxMxGpZmqZRq9XiaKXjOBQKhRgeUK/XaTabyGhuJiYmGBtTSnCGYVAqlSiV1FyVSqXr3oPRGN/4xjfedNRIL9lLlrabDjbwieVLnOqoH2Qn+uEZRS3zKf9Zu8ilfpRiQzmqa5Hud0k3GHgebhSpmbELXO4nkatpu8CVqKwDjm6wHbERNAyLLW+IH03trF3g0qiuHzBj2Jz3ByAElQCkEGwKld9b0CyuuH3cyHmZNx0uDHvJGA2LtQjiEHThp37yKdai3fr3H53gU48l0dD3f8cpvk3/16pglPm3q+P8+eljAOyavoVLa6cZROe+59DreeDYn8Vtj+5+BY+d+gyg2AU0qbEcsQ/cuvNenjr3EH4UlX75gb/H549/HABTt9gze4Rj5x5W197cyX86+Ifow0huc7JAuJTMo5gpJspahkAUTcLNKJJc0xlUPwYRkfxDC6/kHaVbaWnqx+1eAz4XpeYbQqXyr0ar+WW6Us4aZe5fbcEnotPqKIf3sSgIMiuhG8AoSXivCZ9LZYdfacCnoxMVgTkdnona7tHgagDtqN/7TPjsKPMK3JM6V4OQj5/6Tcyu2q0tyxME7VWIonbb4TzH/ypibRCC6vwMWxEkwKyUCH0fN9pFXdu5wObZC3HUqrF3F+snVPpY6DqFZp3OkoqEO2MNhttt/GjHdXPnImtnzsXX1zp4D49eUc+IYxvYjsNGROA+OzvFVreOF0U3v/7eGvfcnjyzQRjy559a5eEnu2pjn4RaWWd9K4IqFCS9fhBvBp+bhJMnkhTywlwtVtbSdYlpaHR7arInxkqsrLXjwNzOhTpnziep3JmpCpevqnEWixr3v7EMkXhBySzSHiYR7IpdodVP4BaO7tDz1FxqQiMkjKOnZascK2kBVKwyragsEOhSj8UNbM3h6okGYagchUbdYH0jwYuM6K8g9psYBf0qZYPWdlK3UTdZ30gWXho+YBoS1wviuUifNwhDHj2/wU9/UEFCNKkc2XPRc3b//jK/8012DAEwmnXctWQe9XoVb0NlSYSmsfXhT+NeUO+R3pF5PtJM3pk7duzg7NmzcXlqaiom1i/rFt/4wBpBW82rcec+Sq84gIycKKNexY36QQi0ghOn+YVlErpuMsZGTdFbRWY0qrGyFlKy/d8+z/C0yuZYu2cYnFuKJ7Z49yE6Dx6L+3EOLNB7Wq13UbRBCMJojNbeeQYnEsjO9qsP8mckcIg0JKBQKOB5XswUMz8/z4ULSduFhQXOnz+v7oGmUS6XY4hAvV6n1WrF0dF0XVCqXSNlrRGd4gg+kIcl5Num74HjOPzwD/8whcKLp6L0EmzgJftqsJsu8ro8SJK5vcDPpNu3XDdTt5XCrwXAZgqf2vbc2HFVbbNYt1aq7EHsuAIZx1WVk2OeJlnCj6MHLYlyXAGE4GroxY4rwIaftA2ic4/swnI3dlwBTlzMUq08cyGlRjNsxY4rwNmrT8eOK8D5pWczbc+lymutq7HjCnB26XjsuAKcXzkR/z30Bpy5mjgnl9bO0Okk48rQYoHieB2ZGyaOK8CmB6nr/6RWjx1XULysI1sPE8cVFP40fbdPp7J1Hll86qWU4wpwKpvZy/TTIcG9jvppp/o9k1P4yvTrD2LHFSDorMeOK4DmbqYah3RWk7rDVjt2XAG6q2uZdGs3VTf0vBj3CtBbXY8dV4DORvpqwV1JYCW9vhs7rgCr673YcQW4eDULUZFCsNVOlHyCALa2k4tud4M0ixGtdjYVurmVVqwLYsd1dCz9ab2Vo9RKl0MRxI4rkKG6UuXsuNPUV37oZ9L++br9VN2QMKPKNfD7seMK0OvloEIpOEwQJI5r/hhAr+8/Z3noBpm56KUgH1IIZIoxwQ/g/HLygRj0+rFTCOD3srjkNG1W6PsZSqqNra1M3a1cOY3fDFud2HEF4OJq7LgCBGn1wjDMjCMcDHNjzN7rNG0WQZAZ8/D8cmZihxeS9UwYMkwphYWdfuy4AnhXk2MA/tXss5G+vm63m6E4zKtnpefG9/1MeXNzM5PWv9E8DofDzH6HfD95Sq30uUZS5i/Z384+/vGP8/KXvzzzgdbpdPiBH/gBfvInf5K3v/3t16hwvmTKPvrRj7Jnzx4ajQY//MM/fM06XF9fZ3Z2NjO3X47ddM7rnJOoFRWlTimloFMzzMxLvmokKX5DyAxcoGoYWClKnJqZQAtEdK6RmUJmzlU3rBiWQK6uip4m5fwYG6aVoW6qpmAJuhCZMc43Cxl1rYML1VgVSQrYu1BP2hZnuOfA18flvXNHKTkJbGHX9KFkLjSD3TO3xOWpxiIzY7uSujNHsI2k3x1TB+O/C3aJvbNHkmOTBzjD2TjdLGpWhu9L1FL0OZaGaCTOqWiayECl3HoSbtdXqPoRMTlKICAeo4TF1Grer0Mh1U+6rkM25b9Lg6lU3X16lvIq3bYusjCFg7qK+qbrjopGdC4AwpD7BqtQSFRxZGkMUvdellLHdJ3S5Fhctus1zJTyVnFiPENpVJxIlHk0y6I0nYILTI1jpNSUChNj8ceTkJLSRNJPpWiwp+rHjvH8hI5tJhe4ZzFLD3ThygDHlnFKvFSQTI0n63tyzKBcTKmyNS3MSFHMtstMT0/Gx2pVm8nxhFh9erJCMaLlEqiNW1oELbBtncmJ5Fl3TAfhJWupYDpxyl8g4hQ/KDqropn04xgOVorCzTGdGFoghaSQghaYmknRSObSpo5lJvchDQ/QNBGn/EHBB4qFZC7KZUMxBqTajswwJJVU23JJx7GTuuWikTzrEiYadkwVNt1wuGt/sh7276wj7ZSaVLmkwrMAmkzS9oAQEr2WvBd2NCfZ29UhDJFSMj4+rtLaYciutuCVXgV74CP9kENGLU7FA1i7ZhK1QiHQysmcS9tEryb96NVyDGkABScY0b95V9bxTi7hr6vot2vqXLhlEje6/uHtO2FcnWurpHPhlbtYa6pzLc1XuHj/HrqWGkewe4rL9+zAH8GDds+hVYrxXHQPJ4qChUKB6enpuDwxMZFRsZqYmIjT9rquMz6eqHJVKhVmZhK1wpmZmUyUcnx8PGYtsCwrTvmD4tIdQQ1ARVZHkVQhBGNjY/HHom3bmbYTExOcOHHia96BDcOQwco6vYtXGKysf0XwuysrK7TbbR588MHMv7/tbW/jta99LT//8z/PnXfeyU/+5E++6GN5ISwMQvwrHfxTW/hXOtdg3F9IW11d5T/9p//Ehz70Id773vfyG7/xG/zyL/9yps6/+lf/isuXL1//BH8Lu+lgA0EYcqrd4vj2RhyFHTNtur5LN/rynXeKXO518FFO64TlxPCBsqajSRlHYaftAuvDPoMgQKCc44u9NiFKMKBmmCxF/dQNEy8I2I42N8zYBVYGfdwwQBOCKasQ91PUdAq6zkoEYxg3bbq+RydqO+sUuNrv4YdhNEY7hh6UdYMHP7vBr/7GKQb9gFceGeeZ8y1WtgZomuANd0/zsQev4PoB/8uhY/zC9zRoHvkuhuYYf/SZX+c//+W/4/yyipa+/NDreOrMg7R7m5i6zd0Hv4HPPvmnBKFPszLFTHMHT5x5AIBDi3exvr3M1fVzCAT33vIGvnDik/SHXRyzyNHdr+CBpz+mxj+2k5JTi9kHvvu2H+Rt1R+CiIRdzpUILrdVONmUiKZDeCVK81ZN5a1sqnsw2N3jQ5NfoBsOkUJnqfmt/I4/RQCMC9ihw0NRMOyQDq0gYQ14jQmfHyoGgoKAuw345FBFRWelosJ6KnrP32UogYHlQH1kvNqETw/V5qyygFsN+EwUeNkdpYBPRMGUV5jwpKsotUzgfgv+aqBotMYlvHf1rzl8SQkuyNI4oTdQymGA1tyBv3EJApfWlmSjP83yUycBsKoVjEKB9hWVFqwuztFb31TiBULQ3Leb9ZNnCH0f3bYoz06zceosoOACUpN0llQUtr57ke0rS3jdPkhJc+9O1p49TRiGtOpz6JPTGM98ETP00GYXcOd3MVt06XoGncIi8zua7E45r6fO9fjdjyhogqbB3JTFuUsqKlEuKqqqzZaa3IUZi8vLA0a/qbvnNU5dUJOnyz6N0hbnL6qoV7NeYDB0aXfUTd29o8GZ80qFSwjYu3OMZ0+rayo4BuWSxdJKGynh9jsbTO8O8aOMS82psdnbjMdctatsRRsJDc1AChFHaUtmia7bjaOw6bYSSdEqxnACS7foLFfZ3lAUU82GycbmMN4zND5msbKq5kLXBAVHo9X2ornRGLhhzBow1rBY2xjEe6SadYvV9RHtlMTQBZ1ow1ytYrDd8eJNauNNm5U19Q45v9Lhj75wmT97SO2a3zld5F+9psQrxz2kEBjNOt7mFmEUCrcmxxhEa0PoGt7ZVTb/4NPgB5iLkwSdPt6qmqv+Nxzho+EyQRAghOAN+hTFP39ctW2UCSdqcFyl0O1987hX1/BbXUTBYuz73kgwiooLgdGs4a6qey1sC6lpMXzAaFTxttqEoyjl9pC1/+9P1D1wLNb+/t188vyzeEHAZKVOabPHKdHD8EJun1jgC60r8Waro7M7eezSGQCKtsNeCjzeXSWQgsX6OPd84gL+RqQk9uojfLx3mZYjkVKyY8cOTp9WMJxisYjjODG7wuzsLKurq3EEbs+ePZw8qZ5XXdeZnZ3l3DkFU6jVakASPV1cXOTy5csxM0O6rWVZjI2NxapcY2Nj9Pv9WOhh165dnDlzRlGZScmuXbvitiMc8ghecODAAd7ylrfwYtiLDRvoXV6i9fjxDKuEtC0qtx7AmZm8Qcsv34IgQNM0zpw5w44dO7h8+TK7d+9mY2MD27ZZWVlhcXGRpaWlF1UI4ss1/2wL94ErkGItoahj3DONtuOFv2cPPPAAR48ejbHfP/7jP86TTz7JRz7yEQA+/OEPU6vVeP3rXx/P7ZdrN13kVQrBnlKFlRR8YHXYjx1XUPCAUckNAzZSilzbvpeBD6xFjisoh2fTHcRggkHgsz5M2m64w9hxHfXjRj+EfhhmlL86vsdqCn+7MuzHjivA5jCBHqgxJmPa9lz+y0cuMuirc3/x5HrMOOD7IcfPtXD9EBD81rFb+MjmtyFL89imw537XxM7rgCnLj5BO/qBHnp9zlx5miCicFprXY2xqwDHzj3E1fVz0VyEnLlyjP5Q/ej0hh1OXXkqrntp9UzsuAL84dO/HTuuAMHmIKEFGAaE66m04NYwdlwBxFWbbjjC93lo3WfjpiuhchrjMXpZuqtnfeW4guJpPRHJuoKCCzyVerafcJXjCmpoJyP5WFDSsE+n+jkVJI4rwLHIcQXV5oRHvMZWAjiw9Hhy7e2V2HEFCDprMa63Ug0YrCcp/8FWK3ZcAbYvXUlUt8KQzspq/EPv9Qe0rybYuN7qeuy4ArSvLCvHFSAIFLQgDBFAdeMilTOPYYZqQvxL55m1+0gpKJkeC85SxnEFOHk+ecZ8H1bXkwna7gSx4wqwsu6SDgatpbKmXmBnqK/WNrqx4wqwvNqJd9mHISyvJnW7PTduGwRw/kIrdlwBeimqKyBDfeX6bgZe0HN7GfhAmmIrIMiUB96AzrZkFGdvt73MZvd2O7lYzw9jxxVgu+Nn6K7aHS+GBIQhGZqs4TCIHVeAVtvLsCuk52lhvMixs8nEnrnSYdEaxql7b7sdO66qnGCCQ8+n98z5WKlqeG4pdlwB9OOX4t3vYRiiH09gROH6duy4AvRPXYopqcLugOGVZA0Shvgp1biwP8jQW3mtTuK4Ar3HExqwoDfg4heO4UXjWGptcEr2QQhcQ/LUcCPDEnC2nUBpOv0ejw3WCaLI/bmNFdzNBNd8srdBy4mis0GQwZh2Op0MLdjy8nImdZymq/I8L9N2c3Mzk/ZfXl7OKCim2w4GA5aWEsjD6upqRqFsZWUljkBeb4zp8rPPPvs1yTbQu7zE5oOPXUOHFvQHbD74GL3LS8/R8oWx0Wa5kX3iE59gbGwsFoIYHx/HsqxrorNfTeafbeH+xYWs4wrQ8XD/4gL+2esruX05ds8992REO2ZnZ5mbU1mMy5cvc+zYMV73ute9oH3edM7ryCqpXf8lzchcaDpNDyqSOTINsFILuKwbGf2dWlp5KtfWlhpaGpaQ66eWVp5CbQpLxqRnIA3p814zRiEwU1e0kEq1AixMZsH6c+NJuVmdomgnX4wzYzszdafq86nrE0w2FuLyZH0+oz40lTqm2iZly3BolJPU11xzV1YeLJUiBSCVIkUXkErFhqVs3YpeSHghgZkUzqIpsyn/6dwKn0mVDRKGgNGx9BDzbadT/ZSB9Pdregz5tgLYLKU4Ug2HdE/CStK2IQoiEJuUGKXk/tq1CiKlemVXs1//6bJmmegp9R2rmv3itlIwBATYqXSxWSpmlIkMy7qGemh2MklFCwGNWlLfsQXFQjIJzZqeEU+rV1NwCQnjjeQaK2UL20omtNnIrudmqq5paJnjJauQUcCy9azD7eip1LRMmAgAbCOnXKQn1xd6GpaW9GNIE10k11soZNdoMVWWEkop6ETB0eKUv6qr5dqmuFg1sFNwgVJBy4hEFVJ1tzpD9s8n93SqYTOQqXdOik0gLseDFJjTCXxEn2pk1KesuQlMN7n/RgoeIAoWxlwKLrAwibBTUKnce1BLQVjQFaMARNRdfY+gpxyXcOhhTDZSDSVyR4p5o1zO/GCOduaPrNFI2hqGkUnrjzeaDOrJOOaLNYzU9TWbCezCsqw4gjrqR0sp2qX7ybcdsQKkj6VZANJtNU3LXEO1Ws2oZ6Xr6iEs1McYbZewLCvT79zc3Ncc20AYhrQeP37DOq0njn9FnfJLly5dc39LpdILmv5+IS0MQhVxvYG5D1x5USEEAA899BBvfetbAXjXu97Fj//4j7/gfdx0sAGvN6S/us124HFMV1GmQ55NSWg8rQ9wfZ9Dvs1JOaCvwxHfIQgCntB6DATs8Q30UHBcH2KEcNi3MaXGca3PrsDCCQQ9GXJKDjjo2wwCnye1Pr6AA56FR8gJbchB4VD3JZ6Ap7U++wIbK4C2DLkghxzwLTqBz1Nan1DALZ5S0TptuBR8wS2+zSk5YF0PmPQ0FkKTJ2Sfs60+7/61Zzn2VItbdlZxo0hr0dY5vLPKheUul9d6TDVsFieLPH2+Ravj8n3fvJv3/cjdCCF49ORn+O0/fxf10jg/+G0/z19+4ff5i0f+CycuPc769hKT9TmalWlOX3mK/rDLrplbkEJy8tITmIbN3pkjrLdXuLJ2llqpyfz4Xs4uPcN2d4PZsV1Ui01OXHwMz3fZM3uEoTfg3NIzvH7iTbzjtp+h0i9A3wdbg7IBG0PwAkTZINSFKgM0LBgG0HY5NnuV07u3WAnW6fl9AnOSz1W+hcd9kz6wW1OO7AlfOaUHNFgL4XKgKLJ262oj1laonNSGhOOe2ry1T1NR0lM+2Cg87OVARWEbQgkMnPCVctaipoQQno4CPAd09e/nfAVL2BeJEayHMCGVE/uMB33gu3vn+L+ufpKwvQpCIkpj4PYI+9ugW4TFKVb64wz7Hr2LV/C7KpIa+r7CqYYh3ZU1hYedmqDfajFstTEKDk6zTmd5FX8wxK5V0R2b9tUlCKE0PYE/cOmtb6CZBoXJcQYbmwzbXcxSEWe8gV4tYZRL9C4vQwjWRAOjUsIsFAh8D68/QDdNFm6/FStypsMw5NjJLsdPdTl5tocfQLWsUSpqXLoawW7GTXoDFYWVEhZnLK6sDOkPQhxbMtGAU6fO4rldmvUCpqlxZUlFxBbmamxt9dna7mPoksX5OucvbTIc+pSKJuNjJc6cU9G1ibEik7MGEzt9TEtQsSv0hj3cwEUTGkWrSHvQJgiDmPZqe6CiWgWjQBAG9L0+AkHZLtMddvECD11qmEGDK2csgjCgMd3HNGH5okng6dSqJoOBT6/vIyU0ahYbW0N8P1S41bLBWgQBKBY0hBBxZLVRM+l0PQbDAE1CvWaxvjkgCMCyJAVHZyPKQFRKBn4Q0ul60YeCxXbbZegG6Lpgqd3nbe99mN7AZ8dUkamGzQPH1Gakn3jjNO+4Tcfv9pST2mzgbm4Ruh7C1DEqZYZRGp9hQOfjj9J/VkVSC7fuZnhlHW9lA2yTy288DA+fZOZ8C61RwVqYpPvYCbVmds8S+j7Ds1dBCgpH9zI8dwVvfRv76C5q3/oK3O02BAGyYBNu9Vn/7Y+D71P7+6+m9+Az9J44g9A1an//1Wz/2cN4q1to5QLBkR18qn+FpYpOo9HAtu3YgZifn6fVarG1tYWu6ywsLHDp0iUGgwHFYpHx8fF4k8jExARCiDjC+XXWFNOPnFdR5oLF6W8+zOPrl/E8j0qlQq1Wi3f2T09P47ouq6urSCnj9HG328WyrBgu4Ps+9XqdYrEYMwjMzc3R6XTY2NiIYQmjMRYKBaampmJIwNjYGLquxwwCCwsLbG5u0mq10HWdQ/OLVE9dIRy6yEqJi1MVTp9XGbHJyUn27dvHfffdd4187QtlL9bv92BlnfXPPPy89RqvuBNrvPG89f62JoSIU9vvete7+L3f+z0+//lEJGdycpJ/9+/+3YsGy/hyzL/Swf3o2eetZ7xxB9p08Xnr/W3szJkz/NIv/RLvec97+PVf/3WOHj3KHXco2sz03H65dtM5r90rGwQpou60CSkyXxxC17Jk1QKei8Nc6JIwRYCeL2crZ89zTVtNEPrP0ZEUmV23+bYH3vkprqz3r9eSxaki51JKW3vnypy4mKTGPvPvX8c9t4xdrym/8gc/yQf+9N/E5fHaLCsphoG0NStTrLWSVPbCxD7OLyfsBNVig62OcioEIkMM/46D/5zvLP/95PoqZpaBQJLACdJ/AxuTLh/a9em4/Gzpfj5i3Hr9MQrlvI5st6ac05HVBGw+xy2YlQpSMLJFTTmnI7OAUVJLRznAI0sraUFWtcvxhzx07FeSg7oFqZ3trdJR2r0kYrf60OMZNa205ZW2CmONDOOA1DWCaG0rGdDkgpxmnV6KKql5eD/2dBKVSpvUNIJUKrYyOc7s4UOZOr/30RVOnE1S6poGeV76kVXLGlvbycGiuc3a6vXXmWVqDIZJ3Ua9wPpGkmIuFU3aHbV2nKLg1d+cRB0NTcdNwXAs3cqwCEghrxEWGFleaYtenY3L13/RS5nlxnccjV4KHmNbkv7g+v0YhsB1k0VYcDS6qba6JjJMD2mzLMkgdd5Hz23wzz/4xHXb6prg9A81YviALDiZ3fp51arND/4l/tp2VNcmSO30N2fHGV5KUt1apYjfyopsxGNoVPDWkzXa+MdvRBSSKOz6+/4ko3KVNmOygbuUrOdLt07zucb1NyGllaVA0VJtpBg18opYaTvQEhz+QirNf3Caj0+m1k1OLSxtlUols/N/9Js2srS61vMpbeXPlbb8GO4qNrHWkroXKibnUrRwP/IjP/Ki4jFfrN/v3sUrbD78xPPWq915BGdu+nnr/W0t7WD9zu/8Dj/3cz/H8eNJRLhYLPInf/In3H///S/aGP625p/awv3ExeetZ7x6Dm139XnrfakWBAE/8RM/wc/93M9h2zb79+/PqMKtra1Rr9f51V/91S/b+b9pYQPXtXwaJZ9VuWGa5ZrKX0I/f/O216R6cmUztTs5nXrMH7teOb0rOm9GKkUKajNLekzpVKyRgj9cr6ynoBWaloMH5IrkroE05iiHPwr1bN00hAHIsDRYudPeqBypusdmfwlt88fybdNlX0hCmYxSyGy6OI+30oxUujW3DjQ9e+3SyJZF6rjUc/3k25rZtG56DYrcmISWPReQgQcAFOykjmVmx11w8nVza9hIpdcL2XVVdLLjLDip44GIBQQAdJmta+RS13pq7cjcazBf18idS0+tw/R4r1c2UmUhyEAnTCP3vJq5tqnnVcs/67l+NC17rno5mZuJqpVZ31rufmfuvxCQeta1WtZp16qlXDk5LixD4Rzittm6+XWn1xMHS5aczOTk+xG5caTT6XlO0xuVNU3LpPxlLevkyVw/6baGYWSe0efrNx35zEdB8+V0WyllLJBwvfOmmUMA9GJ2jCMGhK81k5b1/JW+hHovhL3mNa/h4sWLMUXaKNp/9913f8XG8CVZIf8D+2XW+xLtl3/5l3nnO98ZP5+f/OQnefTRR+P/QFFqvfnNb/6y+7rpIq/+wKW/tk3ohzE2MAxCEMmPcugHKhollGRiGIaqTBhF+sL4RzuMdteGIooi+oGiKBJAEBIGYUxZNOoHoi/tdNuQpJ94dwapMQaASMp+oJSoRtHiqJ9PHVvj//iPT9IfBvzSD9/B5dUu//qDTzHddPjN/+te/vVvP8VfPHKV+49O8K++/yj/6F9/jtOX24xVLeplk5/932+lN/D51x98kvG6zfv+z7v46Od/nr969A/o9Fu0u1uUi3UMadIZtBh6A2rFJiDY6qxhaAZFp4bnD2l11ynaFSzToT/o0hlsUys20aTOdncTP/ColVTb7e4GpmFTtmr804V/wR5jH+++/K9Z89f4yYWfY1wbQxiaitGOIs26AIRSzdEl6IKLpXU+vvgkmmEQCoOHjEOc0uf41v4nkaHPR+z7WNLncAQEArZ9KEjlRPZDJUZQjm5fD6VEW5bqXmyHYAiV/ndD2A6gFGFo+8AgqitDxfcaoiAEoYAtH2wJjoBhCJ2orR619cOAf7z+KP9w7YuE3lA5CZoBYUjoDhC6AZpBPyiyxDjHxpYJWj2mPrWF6PvollJnc3t9pK4rZzUIcft9dMtSEXrXx3eH6JaNkAJvMERISePwPtztDq3T59GLDs0jB9k6eZbe6jrOWIPGkQNAqHba6orry/c8BAKhKSS27/lYpSKzhw9iRD8e/UHAH3xslctLfWxLQ0rB0A3wvJCCrbFQ3WZ3eZUAjSfWJsHv8qrq5/hi+1auDGeYMy9yT/URzvbHeGprlttnJYKQ48tgm4KdtQAvlDx8MWRt26ffd7EsA8OQDIc+Q9en4ChMem/goWuCoy8vMTal4fkeUkqkUM+bH/hoUqXtgzAgCIPYgfUCLxYfCAkZekN0TUcTGv22RetqCdPQkRJcLyTwQwxTzcvQDdCkQJOCEHC9AF2TSAl+EOJ7AYahcKquFxHw61HdUVtNRBywAboukUJtvPSDEENXNGSuq94lui4IQxgOfXRDomsS3w/Y2B7y//75aXRd8P2v3c3F1S6/+VdnkZ0O/2frCY4WfUpvuhtjvErgeghdizNPgesq3KkU4HqEfkD/kZN4Vzaw7zuAd2kN98QVZK2I88pD0BvS/ovHCLY6BIMhWqWk1tt2Vy3rUoEwCPBbHaRjIW2TcOgReB6VN9+DPlmn+/nj9B4+gV4pEiIItjugSbRSgU0bPjOncXg5YL4Dlwrw0JyOVXCQUjIcDvF9P3YAe70emqZh2zae59Hr9bBtG8MwGAwGuK5LoVBACEEv4pZ1HIf9Z9rMnVhHs0xkwSIcuHidHq2pMo8cqdP3XDzPw3GcuK0QAtu2CYIghguYpslwOIwhAFJKBoNBZozdbhdd17EsC9/36fV6z9m23+8ThiGO4xCGIb1eD13XsU2T3b0QqzvEcGw0XccbDPFdl/WyRU/C7LaLbhgc+p++iea+hN7whbQX6/c7DEOW/+xT12zWSpt0LCZed/+LhucdMTmcPn2anTvVfpDv+I7v4K1vfSuvfe1r+cAHPsBTTz3FL/7iL74o/X+5FgYhgw8/e+1mrbQVdazv2pfZO/FC2Lvf/W7279/PLbfcQhAEfOITn+D+++9nz549cZ2XYAPPY2EY0r28keyszaXipaFloAX5ctryaXtp6hmNbKHJzA7eTFtDI7xRP+lx5aAG+br5cxVm6tdE1J7LXvEDfxbj32xT4vlhnFJ81dFnaPd/Lq57y467eepsspOyUZlkvaXwYZVine3uZux8H1y4g6fPPxLX3Tt3lBMXH4suTWKbRboRtdB0Y5ErEVMBwMHFO3k6xWTwi3e9n3vFPdHFRxMympuqqRgIIju3r8NHmskYy3qJbU/hFw1p8q7K9xFE0aMjkdLWyPLlolCYVVBY2MupW3mbAY+mGAb2aIm4galGGMMH8rCE2w34Yqrtf7r0EY6uP6MKmgG+x+iGy/IEwXaSuvzUjllOeFFqNgi5/fcH+NEmFqtaZrCVUn+am6F1Mdk8UJxo0llW91poGlP33x2vE6Pg4KbSxXa5RD+189uwbdx+P26b3vVdbDZYuC3h7wX45Oc3+cwjSfqyXtXZiJS1TM3nm/acj49Ztk6zk+DGZGmcoJ2kn1cKL8cdRDdGiIwAg284fPizm3F5cryUYScwDIkbbbaZnDZ52f1JVM4xnAxLgK3b9L3rw24MzcBNiWKYfo2lsykuWVuLhQPyCKN8yr9c0tlOMQzousCLnFdNCvzU+yitpAVQLOp0UuX0dJimzDAV5PtJj1F2u8z98nvi58jcMUX5W1+ejKlSwmsl8yhNk2BEwp97Z2qlIn47SU17F9bY+v0EwiNsM4YAyJKTESuwds0wOJ2sUXNmjOHlFAOBJmOWA6bq/JcUCfPk5GRmB365XGZ7O4I0SBkzIIDaDJVOUY6Pj2d286fT72MDwas/lzxz1s5pBmeSjS6f/+Z9XGgn0ANN02KRgTwMIa+AlYYEPB9cIN82fe50nwBHauNUryZti5NjGTYRqesEEXzCLBW5/5+9kxfDXszf7xHbwHNZ7e6jLxpdVrvd5oMf/CA/8AM/wE//9E/zQz/0Q4yNjbG6uspP/MRPsGPHDtbX1/k3/+bffFVHt2O2gecw4xvmX3C6rPe85z284x3vyPzbwYMHOXbsWObfXkjn9cWJHX8VWMahzO2sy++0u9HOuzw2Nb/j+oa79p6vn3Q5d+iGdZ+v35wtp1Sr+sPs+FudFdLZ61ZnPXN8u7OR+nszg1/d6mbrptsGYRA7rgCbnbXnrAuw0VlRYUyIo9+xDXIfFnklIj9xRtxgiMQniFLBeVxrvtxJlTfydXPfJOm2eaTeRnDj8lqYSuumHCSA0M06U+nrESGx4wpknM/rl1OqU75PMHRj5zVws1/jfr6cUoILc6BVf3gtNjGPx0xTOIncgg6uWc/ZvjPrObzxM+flsObpfsNcv/lv8/zxG9UNyPaTvob8WXJDvGE5yPfzfO+n8LnrXttP6h74fua9EQ5z6+6ad9mN3pm5ZzA/r6kP63CYu7e5cn4dZiTYhh7pnyU/vw5T5eCadeE9Z91ryrkxBLm58fznPlf+vPl+0+X8mrpR3Xw5f32B59+4nLpHvuuqTN/XGOOAMzMJdx+9lufVsagceXF5XkulEm9729t429velvn3sbEx3v/+979o/b7Qpu2owDfMf0V5Xt/+9rfz9re//XnrvZCx0psO8xoGIW6rhzRTmDZTQ6Twn0LXEgyhFKocH5OIFJ5MmlqiZCTU8RgaoAmkIbNtM+fSEhyX4Ib9CCM/RpkbYwqH5phI428WdQX4qe85jIzG8X3ftJu3fIOitNI1wTu+4x+zY+oAACWnyszYTqxIjWi6uYMDC3fE5zm0427mJ1QKwNAt5sb3UC2qXZ/VYoOFiX0xxnVxcj+HFu+M2+6fu43pxiIAtllgdmxXTNk1Vp3maf0ZnukeY8Nd533tX+V9nV9lw11Xc12zwInupyEpWWXMiBCrrJeZsJPNRhP2BN/lfgEjHLLTvcQ/GH6OicjVrAvYoSVUWjs0OJr6fDusw1w0rTZq81U5ugVjUqlnje7CAU2pa4Ea4j5diRGAarMglZKXFvp86/ARnFqXDR06Eh6em6ZVqUeNJbJQQxgOIfBstYDpVNGEGsi0McHYrQfiMZZnprDrCmgvDR27UUOP1JPqB/cwdvRQvG5qe3dQSO3KNYsFNCtSrNI0DMeO4TG6ZWKlKH2sUhFzhLUTguaORfJ2961lGjUdTQTct2OTuxa2GEFv904HmAUnukSBNB1aziF8JG1zkXXrFjrGPD4aLecwmmXHP7RmoYDpjNpKigWTVx0ooAm4Z6/DG251ODijrqNecxhrFhRUUwikb9PbVIPQhIYmtRgeYGgGutRj/Lat29gp6ixTNzEjvLYmNSw7oDzeBkJsS2JZMoZhFwt6TIclJZimwIpUnAxDousixsY6dlZZq1TQKTiqrGkCXZeYEb7VNCW6LmOMa1qVSwh1LifCFI/6MKJ3kGVKLEtDSri01uU9n7nKpxYPq7aGjl4pEUbyu8IwkLoe06FJx0YW7HjtaOViQmmlSaRpIqO1I00TfaqJLKt7ZM6OYy5OqnedFJgLExjTirZJFmxkyYkxrFqjgl6vICKcrbkwibVDbb4RuobVrPLqqxLNC7BtG8uy4tR7uVymUqnEuNPx8fGYHkrXdYrFYrxRqVAoYNt2HCGr1+sxTZUQgr12DXN2LLp2C61cQIswuMOpKka5FONOm81mTLMlpaRWq1GN1MFG4xth/CqVCqVSKcbVjo2NxfRXmqbF1wAKtzu6RlBR2Xq9nrm+EU2TYRhsl23CcoGAkMs1m2erBqvROqoaBcYCB4RASMn+N7/+a85xHZkzM8nE6++n8Yo7qd15hMYr7mTidfe/6AIFN5NpOypY37UP4407MF49h/HGHVjfte9FcVz/ruymgw30V1t43ShKJEbY0yg9m0v5S8sgGCRf3OlUfR4OIC2dYOBdvyxQL+4oAiT0KOUaPlc/ehJ9EKgfjOccY7Zfe7yMZptf8ovp0kqXds9jX8QDefx8i1rJZLrp0B/2+N2/ei/v/a+Ki00IwW17XsUXT3wKgEqhgWlYrG6ptNqRXffw1JmHYjGDuw/8PR48/nEADM1kz+yRGE4w1Vig02uxHQkh3L7nVXzx5F/H47r7wDfw4PG/AKBolZlp7OTEFUXof8vMnfyHxQ/EbP9ipkh4WaXU+rrLp+67wElXQREsaaFLnY6njjedOdZ7lwkJcNEZ1l/Df2Q/oOI6B1PwgRmpsLCb0Zju0eGB1AfrfQZ8Nrp9BaHYCEYCBbs1uBokEdx7DfhcKojzz9y/otNW4g2OtDCEQctvI8KQg9oY956/ymihnFjYyaeCZOf9vf4tVJfVRqRgMGT14SfiSGtt5wKbZ5K0/OLr7seLds8HrotmGARR5MVwHPzhMGYNKNRrdDc247ZOrUpvU+2SlrqG1HS8KL3qVCvMHbkF3bp+miwMQy4fP0kr2sgQANIqwECxAkjDIEiRsheqZbop2INTLdNLldOpz2tgDtUq/dRu7qc3bR49ocqmoRESxvCB215WZ3pvKo1vlWN1LFB8r70IPqALDT8M4qhsySrRHqTS6VsLrK0m74J06j4PF6jXzJjeCqBaMdhqqevXpAK/jwJ3+ZR/vWqykYLHFAtaLFCg6wLfS+LG1bLB1nYyr42ayXrUrxDw8//1GJ95SqWUv2EC3r32uTjCWf6Gl2EeSfic9VoFb8RcIQBdjyOTeqmIl4ILGI0a7vomoCK1w0fP0v6U2iEuSg4iCAi6au3Y+xfoP5Os0cLhXXSfjEQHpFDwgYsqra83Knhb7XiMq19/kE8ESUp8dnY2Vp6SUlIoFGIC/0ajwcbGRhzVWVxcjBWuQMmrjminLNPk9Q9uYG6q9WntnmVwKnnmzn3TYR5qX42d+FHaGBROdoS3zY8JFB3WiBpLCEGlUonZB6rVKtvb23E0dX5+ngsXLly3raZpmKYZ43Mz8IcQFhcWOHchmdfXt0uUHz6j+q0W2ffbP41RfnFokODFh/29ZC/Z38RuOtiAn3L0CLNh6nyaJbxBGiaPY83TYmXKIbHjer3zXtNPOu0UkknBXTvGXF4wvA4jwd/AZsezO1QPLiY0GbbpsLqZYNLCMOT8UkJ91crBA85dfSZ2XAEurCSKXa4/5OxSQitydf18pm1a3QvgwvLJ+O/OYDt2XAGOXX6EYDaII2VpSi3bM9gcbsVR8EEwYBCklNIGy4RR2tfAY9g/D7ZyXj3gdGqaL+em+HSufDZVtxsmuFfI4lwhS6kF0B2kFK+CAb0IJRsKwalwi3tTCeglbyuTC+n2O9RQHxu+62Ycue5qFobhuW6801saBiHJOnF7WWjB8AbQg8DzM2tw0O48p+NK1EeQUoqTAMPU+dxsOtYdZOEHbo4qKUilTf0cRZE/zJaDVHmYw6z3vSFp/okM9RUwSJW9MNt26GXr9gc+aT6KNOa0n4O09PvPXfZzqfh83TQtmDp3Sg3Ly7XN9dtLnSsMs207K1uQogVzL61mnNegl4KtqF1nyZj7WUhLOpUrpMxAAMJ2LwOn8JY3SJu7upk6UYi7lBxPU2oBbG63IOV/pWmkgiDIKE+1Wq3Mez5POZUuD4ZDhoM+oxXtrWTHuNpvZ5g90m17ueco388IiwsR4X7qeJpC63pt0zjY0Yau69YVsLV9bdsRZ0K41YGBS/wPL9lLdpPaTQcb0NP0OlIkKX+4JtWeKYss3VAaHgAgc7RTmba5tL409Uxbke9Xz7VNjzG3CUt3steThkO8kPbKW785dhI9fy9jlf8Nz1e/HhP1OebGkx2De2aPUEipQu2aviX+u+RU2Tt7NC4vTh1gojYbl3fP3IIeQQuk0Ng1k7Stl8bZN397XL5l4S6CFCuKqKcKUrCL5LwlrUjNSBzycauZoTiaMxwqvnrp7/KXeLlMfgB2azCTul/7NcXlCgkkYGRH/Mu8XEsiUXdqXSZF8gN+r1hhzFc/iBYhTStJ25f0Ig2zHpd3aA21eQvwMNklduJ4UarSKzOnJ2kyu1HDaaq2QtcYO3IAM1LE0goOdko9S+o6dkqVyywVM/RIVo5qx0yVddOM0/0AVrlEb+v6/JMAnfUNtNRzo1smdiVZG1apiJ6itjGLhRiqIKXMjEW3rBx0oZSMWwiCQjOmcRK6QaGecBbPTlc5tH8WIQSWaTBVmcXvlghDxRLiGMk1GZpB0Uz6cQwHK0UV55hO/CxIIak1E8fPtjUq5WQuK2UzhgsAFItGDC3QdUE5pRyXhgAAlMtGTJclBBQLRuw3GYagmuqnXDIopJS2yiU9hiUoBa/kHnhhQDmlSmceWKQ7odLe2niFyhvvTmjoNA0tdb+0goOeKuuVcgwXAAUnGEGhhGFgzkSQHV2j8i33Yh/aEde1ds0iRypdpo61OBW31ceq2PsTRb7ivbdQ+nu3gxRojTIvu+8udjWVapelGxyykudmslhhfzU6Ngy436tyS0cxd9TaHq/oFZjaDiAM2bUNR1LP4HypTn0qpQa2ey6h+9I09pt1de/DkIMdnfvdKnb0oTA5OUm9noxjYmIiTvnrus7Y2Fj8wVipVJiZmYnrzszMxFFKIQTj4+PoEXWYZVlMTCRjqtfrTE4mz/7U1FSs0iWlzCh8FQoFKotJP+X7jqA3XoqGvmQ3v910sIEwDPG6Q9ztXpx+F4YGQRBvvpK2QdCPIkJC8RyO0vojGqxRxFNauoISBNdpK4WCGgySfsIgiKOw0o5S/tEMa7aB30/1I0W80UGNMYwjvlrBxCw5aLaB1x8SuD66Y/6NGQb+Nvbkmc/zGx99lPf8lzJBCNNNwTfc+as8dVbtKj64eCfrrSWWNlS66xWH38jDz/wVA7eHbTjctvd+Hjj2ZwDMNHdSKlR59sKjANy251WcX3qW9e0lhJDcd8sb+PzTf47nu5SdGgcW7+ChCD6wY+oAYRhybukZJswp/sUr/h23DY+AG9GHzRYJL7QJCTk7s8GxfWucG6iU27jVpO8PYvaBHcUFLnYv4YU+UhiYldvpbz1IgOBK4XaOF+7mcV/9iNxlwBkfVgPltH6DCZ8cgguUBPwvweNYm5/CR7JUuhuBZLz9AH1hM6zdz6B7munBswgkXv3r2Nx6nGawhqPZNMw6l3pX4jHestFl5/oWEgjHDrC0VVKbbaTAnbAwrkYpbctCM3QG7Y6KYg5c9Go5jt6bus7Q9yGieLGrlRgSYDg2QkiGXZUideo1BtttFd0UgmK9TmddRdU1w8AsOLGjahYLhH4Qsw9M7ttNY34us162V1a5+LiCRCAi+MHGVjxuIAU/qNJrteIsQ7HZoLMWCVloEqtYpN9SkSvDtgkCHz/aRGPXm5zcKOCGJjouM03JxTUI0BgMBygIu4mUgoIjGA6TzWTTc9C3olQugopVZmugrtHQDCSSga/GWLJKdAfdeKNWzamy2VPXEwxN9N40a6tq3m1bEgRJFLZZV2n70dt0vGmxsqbOq+uCgqPTitL8paLOcBgwjCAOYw2L1fUkojnWtFiN2hq6wDQ1Ol31jqlWDDodL76+dD9CwOMXNvmXv/MUvaHPwmQBKQRnr3Zw8Pm3ry7z7S8rJuwDk2MMo93qQtPQywXcTXUPtFKBYOjGm7zM8SbD1fX4/pnjDYYr6v75622MqQbBcKjeX1t9Nv/rp2PGgdLLD9F+8GnVVpMUjuyh+6jK7OjjNcpvuAPRKCKEQLNsfHcY70Tb8n22/8NHcYYBrboNhxcpfuYZZABbB6epr/cJowiuvOcAwSMn48ixfOUtBJ9W63Nruky4ME7lwdPIUDEgeGtb+FvqQ7R090HaDx2HMGS7oFO6fR/iM2qntBir8KlXTLG0pfqZnZ1lZWUl5v7cs2cPJ0+ejO61HittATE2dhR5XVxc5OLFizH0YPfu3Zw6dUrNqWkyPj4eQxGazSa9Xo9u9Pzu3LmTM2fOxOsk3XbOM/i2N34zjbsPZ/ZWvBj2EmzgJftqsJsONiCEQC+YDNZSKZxcSjFTDrNp/TxcIBj6mbR+pm0QquPP1c8wwb0CGeqr0A9iLOf12uKHaLaKvOi2qXYQvch2eOfLOX15QBCqH/srawFPn0/ojdLUVgCnLj/FIKIh6rs9Tl1+Mj52ee0MpDLbx88/Qn+oXsJhGHD6yjG8aNf9dm8zptgCOHs1gR0sD6/yyLm/5raxKEIbhIQRe4JAsPNyg5OVJYgCIiuDbDp9bbAep4WD0MXoPE0fkITMdr/AZ+QOMFTk4nE3ob4KgWd95bgCtEM4O+yzH9AImGk/EPdRCrvYrU/Qj1gCQgLq7YfRArUGe36f5X6KFmqwxvzGME57dDpBsks8CHE2wli1yxsMYgdQGgaYZgZ2Euo6RKn2IAgYpPCJbi+b8o0dV3UTGHSTur7rMmgn5x12upm2m1eWrnFeO+uplGuYbePlUv7DTifzHI0calDPwiDV1s2lqgfdLm5YU+fFYKWjEUQPj2VmCcu7vey3eGsrxJwYDTGk6yXpWDfH+tAb9jIMA70UC4Q0hww6bdQ2POj3s++J7Y6X2YCfpr7yvDB2XPPHrltO4WBdL8RNQSm2216GUSDdNgwVlr0XvZPOLyVz2kPjhKtnWAT87eT+h76Pm1LK8tvZ++9ttzP3z0u11RqlmGJLaBIahQxV1uDc1aStHzA4l1BS+Z0esplEegPfzVAolDtDvOgDobLRRz5yLj5ce/pKBqYgn72cgTFoJy7Hd7N6ZRuWOvH7OE3dBdBPjbHc9dCPX4qfwXC1xfCChIp6Hy8tLWVYAdJ0XJ7nZaiv8nCBlZWVDFvBCE8LMBwOM7RgadqvfN18+aLu0p6t0XyRHdeX7CX7arGbDjYwMpFLzWeO5dRo8uXseXJtc/CBDENAnvQ3XzffT7qcU9D5UtgEXkg7uJh8SWtSMju2Ly5PNRYwUupZ083sDvQRmwCAbRQYqyYSfrNjO9FSnFxTjYVM25mxnfHflUKDSiFJzw2LWUeh73ixtOcwHNK3EoxiRRRjJgKAipEFf1XMpKwJjbIWfRWEIftkFyuMIuNhwD7ayMjx1UKPXSJxZixpYcnEcaoYWUWgkpbr10jmtUYJKdQ8hoBuZ79MDDs5rxACLcUpaNhWBpOn21nnLYNPlTKjamTk6hpWvm0yDmnoGXUtK6fyA1CoVTNlM61kZBgZhbC8KpCZUhgSUmCloAqaZStHHQhCAU4907aYUofRNBHv3AcV1UyrURVT6fTAkxh+NYZ/Cs9GegXCUPktRlAh8JL6lkzGLBBYWgpOYUoMI9VPTrEmXZZSZNL4BUfLqHSlx3jt9RGzC4yuT8rrt11vD+inHL/pps3MWAouUSpm1o5WSt0TIdBTm3y0gg1pOEgpe/+0FCwFXc+cSysWFHNBZPbBRYQdsVwUbYp37o/ffcZ0A5lal3qpmHlfp9WjtFqRwl37E0aE8XrMEABgzk9m2ppzSepdFmzsvcnHl7V7FiNiG0DXKNy6O3N91nySxtcqRZrVGqOFss+uU/GSfkaMB6Ce1xG7ACiGhFIpeTfMVBsUUpLAIzYBUFHbEasBKPhAWkks3Q+oTV8jcxwn0+9L9pLd7HbTwQa83pD+akttbIocwFFUU5q6ilr5YUyRFboqsnpNGj9yfkPPT2iu/EApakkBkaIRYUR7JUTCVGBICKLoqhAKTuBF0AMplO58GtKQG6NmGZjVwguugPE3scHQ5//+rSd55kKL/+X1u7jzgM9/+KOf5vj5L3Di0uMYmsmBhTtY2brM1fVzVIoNdk0f4uSlJ2n3Nplp7qReHuf4hS/g+x77529j6A05c+UYluGwf/52Lq2eZq11lUZlkvnxvZy4+CjdQZuFib0U7QrHz38BgAMLL2O7t8nFlVP8T3Pfzf92+J38yan/wq+e+AUOTdzO/7rvh/npB99Od7jNvXd/G2+54wdorBkgBJemupzVl2h521jSYsxqsDZYpx8MKBtlilqB5f4yASEbpXswgzbF7pMIoXOx+veY6TyCcFcQepULpVey0Po4QTCgalQwpcnKQEU9xs0xhuGQLbeFLnTGrTE23E36fp+CVqBqlFkerOKHPnWzxv7OFPVV5Zg1Sj26rkN/AFLTsEpFBp0ugeehWya6ZcWpdIVDFSpiKQR2uYTbH+APh0hdxywUGHY6BL6PYVtIXY+jsFapROB7uL0+Qgrscplht4fvumiGjuE4DNodwiCitxIijqLa5TJOtcL47h3XSNICtJZXaC0t015ZIwxDdNvCME160bjtcgnf9VQ0VQiK9Rq9VovA85G6jlMpxxFcw3EYyBIX2wUEAQu1IVd7JboDBdFs1izWt4b4fohpSspFg7WNKOUfOXGjSGSzbrHdcRkOA+xyn+aYxpVzBkEATgFK1YCVK8qBqo+FuENBu6X8oukFn63WkM6GRaE6oDkhuHpB4PYtHEfD0AWtbdVPvWrQGwT0+z5SQKNusrnl4vkhhiGplJIxFhwNTRMxw0CjZtHpugyGSmmrXjdZ3xgSBCGWKXEKOpsRg0ClrOP7xPCBZsOi1RrieiG6Jji70eGfvO8L9IcBC5MFppsOn4+ESe69ZYzXzcH37A2xDYE53sRd3yT0fIShY1QrChIAyKKD1HW8iAHCaNTxu121UUtKzLE6w7UN8AOkZaKVCrhrm4ASPQiDAL/dxVvZIlzvEYoAY++0+hDa7EHNUe/bAEXbVYyyS7UKoevhR+vOHG/ibm4RDF3c00sY1TJiTDnMwofOXzxK75hKzTtHduMtreMub4ChUbx9H70nTxN0B2jVIsU7DyCmyshKAe/kknLUd40jbRO2h4iypZgqzq0QrrZpf/4Y4dBDH6thzjTpPq5S872X7UBrDzGfvQxSsPLGozzor8dqWbOzs5w9e5YgCKjVapRKpZhBYH52lokTqyw8fBFN07jw5tv44vZVhsMhhUKBqakpTp9WTAzNZhPTNLlyRUWoFxcXWV9fZ3t7G13XOXDgALfeeit79uzhkUceYXNzk9tuuy3j+L6Y9hJs4CX7arCbznntXN64Znf/yGKp1VE5p56VV/bJtM1RZ13TNlOZDFxgJMOYnEtcI36QrlucqV/32N+VrbeWed2PJVGMZmWKtdbVuLwwsTfDIlApNq4RIRjZVGMhw0AwP7GXC6m2hmbiRjvB03+rfvZxfjlhQcirdv3bN/wmMxUV/V0ud3mkdCo+VjdrbAw347KtWfT968sQphW7AKpGhS032bSkoeEzUloSGeL7ilGhlapbNspsuxGOMJC8binZoCY1LQMBMAtOhglAMwz83G79kemWlUnN52mlMms5tx4Nx85ACnTbwnsOSUbNMNh3/33XPTayC489STvFfpBXFUqbYVu4qb7y13EpnGUYYWR0TWSEEPK0VHm1qbTlj+XbaprIiBukzba1DBNAWrUqb1JmhQLydS1TMniOMaaVwb7UMVqWZJBiFHjXHx3nk48n6er0uHRNcPqHGshRxLLg4KfWirSt55TkzL+7tKKD30naCsMgfI41KiyTMMUuIQs2QUpE45rJS5nm2PipNSodiyAl1rH1oU/iLW2qfkwjI8BgzIzhphS8Sq+/A+tgFvISjzHXtvuJp+g9mjCgXDPmlPkzDf5gXxIVH/2mXc8mtjzu/2ICs3n6vnmeMpPzppXD8pZWBgM4fPgw3/Ed33Hdul8Je8l5fcm+Guymgw3ckEUqf/Ca8o3afgkdPe95n7vtVyOvtK4ZaDK1e1nPpptNI5v2tlJlPQUzuG5bPZcyN5L6ppGta+X6MVM7yEEJJ8R/yyzsQhfZqKGWKsvc/UizFFyvrKfmIn9eQ+bKqeOhCDNpTallxyhyY85AX3ILQ+YgKDLXNn382mO5cu54uq+/yQbBPJVWGuaQZiLIHwPFbpD0C0JLrTMze42WqeXKKciOIJNOt3JtzRu01XOQnXzbfNlIpfyvOa+V7yclRAIZSMO1/eTaGtkxihvUnWlmn4XxWvKsTNft2HEFMuwB15RFdt3JHLTk2nLSVmhaZu1o+XVxg7Iwss9Yfoxaul8hYnEFAL2Rhejo9axDldl9L4Qa53OMSW/m2taTlL9w7JiODkDL9VtMMWXky1qtlJmbciFbNw0tkFLGLAbXO+9LDuNL9pLdhJFXf+jRX90m9P0IsxdmgqmjgFQcHRKAr2ADIcTRqhHlSRiEqg0hQshIci8VoA3CGMsaT2WI+iwIFLNPCIiIc1ZIwahbALOmXkzDzQ5Iid0soVnZF/lXg33kgQ/ynt//p5S0Ev9s77+hIIv8s2PvoC3b6NLA9Yb03V6kmiUYen2CwMOxFF1Rb7CNoVsYuoUfePSHXRyzgJQanu8ycPsUrTII4o1dtlkgDAM6/Ta26aBrJkHU1raKSCFxvSGuN6RglXDMIm85/FaOTN8FUnC8fIWL5hrVoMjRrXm29B6Plc6hawYC8EK1yUY5nAI/9JBCMnIT/NCPla5CQoIwQBM6QqhjIQo3K0LFFapFbQNC/MBHl5qCk0RYuT3dSea7DcIgUH0IAEEQ+MqBjCKkYRAk+OgwjNbcaI0FCc+vEKquGDk5YQRriRgzggAQMfwk8HykJqO1T9SvjKPHan3KmB9ZROMzHZvpQ/szOFVQm7wuPv4U3a0WhmkiNA3fdRV0wbIIAW84QEqJZpr0fIPL/TrjZouyMaDl2qwNS8zYm4RS4+qwjh+I2KkbDAI0TWCaEs8L6Q98bEspUA3dAM9TylcQ7foXxNRT/UGArgtMQ+B5IYNhgGUqrOlwGOD5AbalnK3BwEMKgWlpBH5Iv+8rpStD4nmBgh5YKuU/GPpRWl9DIOgPPDRNqVz5AQyHPqahKZ5/N8T1QixLfR4N3QBC5eCGoboeXZeYRvr6ojFG12dZEinUXAgBhikJQ1U2dIFhCFwvZGPb5QN/eZqmPuRf3GNgy5DfeibgY6eG/NRdOoenTKRlEPoBwWCINA2ErhN6LsFgiObYIDWCwYAwCNEcC8IQvz9AaBqaZSoO4P4AaZuq7dAlcD1VV4goeitUOj4I8Xt91Y9pELqekiq21DoJI9EMzbZBKAlkIQXStpSscX+ANE2Eoau2gwHSthG6RtAf4F5eZ/DwSfXOvHsPWr1M73PPYB2aR9aLhN0B/YdP4dy7H0wNzbYIEVEkOFQ42+j6pK6rMXoe/naP3ueOE7Z66Lsn0Wca9B94FmO2iXVkkeHZZQaPnyXo9PHWWwwbJZ46Os7BJ1awV9ps7mzy5KEai0+uMH+pzdlbpwDY8dhVpKmj18oEgyGDjRZP3zZJb7zE0UeWMNc7rO4d54n9FdqdDmEYUiqVCMOQ7e1tDMOgVCoxMzPDN37jN2ac26+03cyR149//OP81E/9FL/7u7/Ljh07ANjY2OAXf/EXabVa/Mqv/Mrf7QC/iu2jH/0ob3/721lfX+e7v/u7+aVf+qWYDu77v//7Y4ndN73pTfzRH/3Rl93fTee8gvrh7V5aTyACubRpWkkLIoqr/G7/0bG80lZOAStzPA8XyJ03368zVUN7kXhbXwwLNgcMfz9Jqf2B99/4f77wz+Ly7pnDMeOAQGBbRXqRUtFkfT6m2AI4MP8yjl/4QlxenNzPuaVnACLnUsSQgYXJfRnRhEOLd3Hs3ENxOX3uglXmV9/0B3Gk2CoVMzvwn55f56yXqOIYwsCNNmkVtSIdP6k7aU+w1E9SsXWjyoar0oISgRASP9rQlYclTFjjLA+SXcivbB+kvK3GJKTM6Mjnx2iVSwy2E9hCeo1ppok/TIk1lEv0U3Xz0IN0Ct9wnIxgQb6fdEo/P8Zio87C7beStuVTZ1g7m0BA8nCEtEnb4VQv4aMslfTMrvp0ej2P3ikW9BjrCQrfmt5ln84+51Pt+bqFgk43da605VP85aLOdqptHk6QtnzKP982DYGQUmQYA4pFnU6qbv560/NhGjKm2Lre9d0WnEOkWCTSJh07I0igV0p4rdQ6M3XC0bst9y7TioUYjwpqs1eGkSCLU4AU1EAvF7PsBDnYQmaMOQhDfozSMglGUIRrxpiFNGilIn7quULTiOXNcpCFfN389aZvgre0xdaHPhEfsnZMMTibwKiMyQbu0vp12xpTDdyryTFrcUqxMUT20L3TnLMiqi8pY0UuUFRZ/+gf/SP+ru0r4byGQcDg7GX87Q5auYi1YyazgfTFsJWVFT7zmc/wbd/2bZw5cyZ2Xh9++GH+5b/8l9TrdT7wgQ+8qGN4IS0IAs6dO0e73aZUKrG4uBhLD7/Qtrq6yjve8Q7e+c538uyzz/LWt76Vn/mZn+FHf/RHuXr1Kj//8z/Pm970JgD279+f2Wz4t7WvHc/pS7Q0tpXwBscgQx9zw/NA5gf9+fohr9L1POf6qrecqk+rm6VyafcSvFdIGDuuANvdzUzdkVzs9cpejsLoedumjncH23iBFzuvacUmgF6Qda5GjiuQUegCYv7P5HjiNAaEkFJmurZuttwPBpSjxy1/3/NjTNP9QJa+LV/Xf55yVmHuxv2k2+bH6LvXOnzXPAs3+g4O82v/uQ/nTxPk2+af5/C5D15T90bP+vO8Fm7UNv8oX9M2c335ufibX9/zzcVzYUivV/na92D64I3b3rB8zaH8mG+wTq55R/7N+7nhpOftea/nBgs0r4J4jRpj7gMnTbX4PG3x/FghJT9Pwdfa78Xf0rpPnWT9I5/CT320aJUSjW+6n8Ite27Q8suz8fFx3vzmN1/z73feeSdHjx7l/Pnz12n11WnHjh3jT//0TzPqbJVKhTe84Q0cOnToBe/v5MmTvP/978dxHO666y4ef/xx/uqv/oof/dEf5b3vfS933303X/d1X4dhvHBZ5ZsO8woq2mTWEooVo+rEnKkK0yVj/JHIKVwJXcuqZRlaclxEdUdtNZmhtBKGlsGLCUOLU7ZCkwoiMNo0YRtflfCAG5kYd5ALEc5Ll3zLG9/G7NguAKrFJvPjezAixagdUwc4uHCHaodg79ytTDd3AGCbRWaaOyg5imppvDbDjskDMZXWnpkj7Jk9AigVrh1TB2LarbJTY7qxiBMpJE03d7B37tY41X9w8U62wsiJFgLDcWLlNM3QOegtoEeyoXNiklcPj+J4BiXX4tXDI0xKRUdjCJ2yUY7psApagYZVj/tpWg3GrGZ8fXWrRklXYzKlQcUoYwg1FxOiwaw+Fc+jVS5hRCl4IQSGnVBDSV1X4gLRF7LhOFgpWiK7XIrpsYSUqm205jTTwHQK8RqzisVMW7NQiPGpUtPQbTvG/11P3WpEfSWkYGxnltoMoLkwH7dRYgpGPG6zUIiVu3qixIY5jx1RPhmGjFPeoDY52bYWiz6VinpMF6VpAtOQsYqVaUp0XcRUUyPVKiHUZRccPabO0nURkfyrtpYlMU0Z406LBT1mKZBSRVadeIwCQ5cYEQzBtjVsKzvGdFvLlAqGgIqOjvoejbGQGmOpqFOIrk/XVD8jqIRlSkxDxDjcQnqMAgq2Fl+fEc2DaUhEGLBbrGDYRkxDpZeLCf2VJpGWiXQUFlaahkqXR+tOK9hoRSdRwKqUYjosoWlIy4gpraRlIgwjftdpxYJS3gK1k79UUOcChK4r2rXRurMthWeNxqiVi4mil5TIgo2MaNOEGbWNVNakEx2LboJeKWWuT6SvzzKRpo6I0pZa0VFjGr1/y0W0mIZL0PvscfqPnCIYuPQfOkn7T77A8JSKiGqlaIxCXV/QGWDMjEXnKSCLTqzSZUw20MdqiOjdbu2cxtqh3l3CMtHHqhiTih5LqxbRygW0SIXMmBljl1FB1xTc6Bu/8Ru55557onVQ4LWvfS03u3WfOsnKhz6acVwB/FablQ99lO5TJ5+j5QtjzxWZfLEili+GHTt2jA9/+MPXlUn+8Ic/zLFjx17wPudLP24AAEZxSURBVO+55x6cFKxsdnaWubk5XNflD/7gD/ie7/ke5ubm+NjHPvaC9XlTwgZGNtJol7oWKW8NGKylvuYsA3+QRN7Saf5r4AKWHitpXVOOXmrxl78hlRpUZEbJxqwVI7YDpfQ1otf6WrMwDAm3hwhLR1ga/WGP//BH/4IP/vm7AJXy3zN7JKa7mqjO0h12aEfR0qO7X8ljpz4dn++uA1/PQ8f/ElAY14n6POcj+MD8xF6W1i8w9FS09O4Df48Hj388bnv73vv54olPAVB26hi6qRS8EPzP976dN8x/W1y30KjRXVdjcKWPrNjIzSECofB8vk/o+QSEDMcN/kr/Ytx2rjDLxa6CGuhCp2yUYohAzazSHnbwIkrzucIMF7sJAfprvNsxV1wFM9A0NF2Pd9fn4QLpMYKiqepHO5A1wyAMwzh66lQrGdnWQr0WK2shFI/qCD5g2Bbe0I0jpYV6le5GEiV3ahV6m9G5pEQ3jHiMdqXM/G1H0J/jizkMQ5aeOcHGpYR4Pg0f0EyTU8M5wlCt9XrNZGMziWDXqyYbW0nZ0BWGE65NiTdqSsVqZJWyHlNWaUrRM34EKxWDVst9zrbpcxuGwPfCuO01Y0yVhVDO94jJIA8XyLetVgy2onEIocY5Cr6VSwbb7eceY7Gg0emqyrquxjh6WdcqBpup6ztS2EBfTu6BcCzCaHd+fqe+0ajhptaZUa/gbkT3X5MIqcUMAvmUv9Gs464lu+a1SilxNHRdoaejCzRqFdzNVqptLabVApCFAsFIrMIylTJWtEbzdY16FTe1ZtPwgXyKP99Wr5Zj6i+ha2oORzeh7bL2/o/GdQtH99B9LHKQhKD5j78RHCO+vvVf+whhR61t55ad9J46E7d1juyi98TpuB+9WY3hA8ZUQ1F5RYuscGQ33ScSNhTn0A56x84CENom+/7TT2M1awC4roumaV81DtSL9fsdBgGX3vWBaxzXtGnVErM/8r++qBACIUQGNgDwMz/zM5w9e/arHjYQBAG//Mu/fI3jmrZKpcI73/nOF3U9fc/3fA//5J/8E172spcBStjjZ37mZ3j/+9/Pww8/zNGjR7/sPr46noYXyaSuxVEpIcQ1Kaggn8K5gdJWnhYrUw7JpqzcXFrYD5IIrFTR2q9FxxXUPMqKhYiiTLbpZKivPN/N4FOXty7FjivApdXkhQ1wcTkp94ddLqTaXlg+ETuuABdXsm0vLCdf4du9Dda3lTpNSMja5pVM3TQW0wg0jO0g2Zg1GMb3XiIwt7P3b2uY/Gh6oZfBtm4Ot2LHVdXNvjSMdhCzGYS+n6GFGvayuL88XjR93HfdTNr/hm1DMrhXtz/IpPiHuX7cNBVQEGTH2O0+p+MKaj24OZqlNO2WPxxmMq55zGiegmrkuF7vWH+QLyfX5AfZR7Dfy/UzeO5+XTfMtO3l2qbHHIZkKLjy13OjchhmM879fg7ScoPr87wwkyXPz02YUiwDYscVyDiuAH5OwcxPH/eDDPWVn1srwY3Knpd5h3q5NXrNufqp44NhBvLgd/NjzLVNUXBdO8bc9aaOh56fuQnDK1nVKncpccwJQ4YpfCqel2mbwbUC3nLSNvR83OXkeNpxVeVs23S/oj8k3Ep9MBjGV43j+mLa4OzlGzquAP5Wm8HZyzes8z+ynTt37oaOK6iPj5F88YthZ86coV6vx44rwOTkJL/2a7/GP/gH/4B//+///QvSz83/RKRMt80MXYleSFG1SIHmJGVp6RnVq3Tda9rqUtWPTCuYGSiC7mTb3mz2mtu/Pf677NTYO5d8Ve2cOshkPQFn75q5BUNX86FJnV0zCe9pozzB/oVkwe+fv51aaSzV9lCMZTV1iz0zh+NjU/UF5if2AlAwSty6494MJVRaIUpEggAjMwsOemr3rlMs0XAVPKLk2uySs/GxguYwaSfqOxP2OAUtOXfDasROsS40rLRCkGnGqXQAq1jKjDGtUCVzY9RtO6OmZRWLmeiDmVI4krqOVU6od6xSEc1MHNCMWpbItr1mjKUSnVFE9zrW2djMKGlppoldTiiEZLmBbSfPRrGoo0Ufcpom4pQ4gG1JyqWUOlrJiFP+Qqg0/+jxNQwlUhCft6BTKCRzWS4ZcdpeSiilVKssU1IpG6m6+jUqViNogaaJjIqVbWuZtpWKmaG8KhaNGFqg6yJzPY4tM9dbLhsxO4IQaoyj6zON/BiNjJJYuaTH0AlNglEuxBQm0rYydFFGvRqn00GpWI3eT0LXsspaRQcttXb0SjmhrRqpcI0+xA0do5pSuJpoYo4nilGFHfOJepaUSj2LZIxGtZr0Uy0rVa9RuVyMoQVC1ynsTHhajXoFey5R7ysszibXIASFXfMxHEZaJoUdyfvHHG9gTiRKVbVX34ExWY+vp/Etr0rgEPUy0hcEnT7h0MU7vYwxVovbWjtnkEU1ZmEamIvT8e+LMVHHPrAY13UOLKKPR20FWIvTMRxCq5dpfMv9yfUc3YO1kMCM/kextFzxC1Hvf0Rrt2/s/H+p9b5UC4KAX/u1X+MXfuEXrnv8B3/wB7lw4cJ1j32pdlPDBq5ngevjD1ykoSnYQN8l8Hw020BoEq87hDBEL1oQhHi9IUKT6I6JP/QIhp5SwTJ1vN6Q0A/QHBMhBV5XUcXoBZPQD/D7LlLXErztTWyPnvw0v/uXv8KfP/K7gBIjKDt1Tlx6DICju1/BuaVn2WyvIBDcd/iNPHDsz/ADj5JT5eDiHTF8YHFyP2EYxoIEd+57DcfOPUR30EaTOvcefgOfeeIjhGFIrTTO4uQ+Hjv1GQD2zd3GT7zyXRiBchKKjQadjQ2l6iMlhXqVTpT21C0TaRgMo9S9Xa0w7HbjjUzelIO+1IMQ1p0eq5Mupwbqi7VmVAHBprsJwHxhluX+CoNAQREO2XtonIeSbytnsliI0/xmsUDgengRa0ChUae7uakiM0JQbNTprKnIjG6aaIbBoBONsVLG7ffxI2L1YrOhFKoilTinUonhA7ptI6WIo7BOrcZgezsWRig26/FcaIZS6UqPMfT9OKo6sWcXzcXsDtHt1TUuPhaxSwiBU63Q3VRRas00WWOcjYEFCOpVk63WMA4+jTctVtbUuTVNOXmbEXygYGt4fsAwktFs1q1YpSrfVtcFjqXFO/vLJZ1+348juGMNi9X1iEFBKFWr0blMQ6BpMo5i1qom2203ZitI9yMlVCsJJMCxNYIgjNkJmnWV8g+vc326LnBsPYYIlIs6g2EQswaMNU1W15JI4ljDZHU9EurQBaapxewD1YpBp+PFzAWzdUnt4nHM0FMY73o1hgRIR839KDpqNOsq9R5FOK3JJoOlaNOlpmGUi3GaXysVCIZuTOBvjjcYriTRQnOiwTCKHgrToHrbIewppfA0XF1HmiZGrUIwGNI5e5H200mWxBir466qdSdsE6lpMUuA0ajibm3Hm10Luxcp7VlEc2zcrW2C/gBzrA5SMlzdQEiB0agRej7D9U30goNeLuJ3e7itNka9gmZZuJstguHw/2/vzOPsqOq0/6397vf2vqe7szchK4FAIJiIgAICIqKjMzrg8CKCgOAC0XEdZVEDwswAIyIBkXGBYUAWHSQRJAgRMEACWUg66ezpvW/33aveP+p23aqb7g4h3VnI+frxQ86tc+qcqu6+9atznvP80MtL82PsQtJU9JIo2d5+Em+1YjRUodeWk9q6m933/p6eZ1+x70V5FDUWIrXBlg75W5pIbd7pJC8InXAM8ZfzOkJdJdDS5EgPtOpSe8Y9P0sbmDmRxFubnfta/pkzKP/4ItTSCIn1bWS7+gjOmoSsH77PjLF6fic3bmXXvY/ss17VJRfgGz900onR4EiWDWzatImlS5fus97nPvc5mpubR73/JUuW8KlPfYra2tohj69cuZJHH32UH/zgBwfc1/vWbWA4ZE3xbLJSfBoK7hzsLv88RUILFWYDlHzQOkjxjKoWLNSVVAU5tG+D9/cLsyaewpLffNkp7+zcwk4KcoK1ba85/q0WFht3vEnOtB/I8UQP67e+7tQdtMwaZMO2NxjIOxfkzCybtq9xduJ2x/eQTBfexNdt/TvZVBotv0kr1d/v7Pa1TJOUy94nm0rby5V5Un1xz/K6v9tiMA15acJPd0+CfPInujPeTDp7Uh2OG4GFxcBAnHE5e9bYzGY9dlbpfu8Sb7p/oLCkaFkeHWw2nXaCXMA+j+t9M90/ULi+nOltW7Q8nIrHPRm93OPIZbIe26ziMfbs3L1X8DoYYNvDtki5lq5z6TRxS2ZwOjDen/EszcddVlC5nOXRfg4ULYnH+zNF5ULbbNaizyWn6It7l+LdllOW5T1XOmOBy7rOHbgWj9E0vf0WL9vH+7MeecReY3Rdn9tCC/BYhtltXUvTWYtM0fW5bbYS/SkqraxzgVnXz794+TzbF/cszWf7XD/jXI6M6+fvscECj+4VINtbKFvpjO3nmp9yNioLqyWyoe+VgSvn6sdKpnHfyWxvv8elxUylbA9asGd5XTO9hmuWV9JUfFWFfpWAHyVQ2ECixbxBluGafVUjQcLzCitARn0lqa0Fm7tcew+59sLfe3LjNizXXgm31RXpLKlNBcmS2xYLINW6w5PRK9cdd5Io+CcduH3QkYzRVOvVUA+BEg1hNA0dGI0Gg8+VoRwyDsE8337T2NhIJBLZp+a1sbFx2OPvlSVLljBlyhTS6TQbN25k+fLlLFiwgDfeeIMLLriATCbD/fffz/e///1R6e+okg0IxpYJeYcAgIARorrE3qFuWVBVMhsoLEfX5p0HwH7TrSuf4JRjoXIiwcKDqbbc+4boLiuySn1FoW116TiPBEDxe828NdfyqSTLngw7mt/nkZVoPm9bwxdw7HlCUoDw4PVYUCmXIuc3JUkWVCglnra660Gq6FohSwWg+YqyjLnGiCR5slIVj1EtGqN7zJKieJb09aJ+1CKjc9XVr6xpHkmDz7XkO0ggFvWU3UkMFE3Dp1sM3rBgwDuTFPAXXgIHJQFOX3mj/kHcx+y2rpdP2Xs8FFA8WazcdYvPpSg4DgGDx9xSdPcYi9sauuy4JQCOe0Ch7MpSVSRbCAS817dXW/f1KXglDQHVnaSNjNvSSQLVJfmQDL2wbA/oJVHv73eZ6+cnSZ5lfSXgB9WV7ay06GddGis01TRUl9SgGL3M+7eglbjaGrpr178tccAthylqe7AIzih8p8ixEEZTYRk/0NKE5Cv8TfqPaSo0VBT0hoKsSC2LorgyfAWOaXbkEGBv3BLYSLJM6dmnjlin9KxTx2yzVjwe56677gJg6dKltLfbeuhXXnmFZcuW8fLLL/Pcc8+NSd+jhSzLfPjDHx6xzoc//OFR11DffvvtXHfddZxzzjk0NzczYcIEfvzjH9PZ2ckVV1zB3Llzufbaa/na175GLBYblT6POtmAYOxIpPq554nvs7t7GxctvIJYqJyfP/lDnv7rNFa+XYNfh3PmL6er/zE6endREq6kuaaFNa0rSaYHaKicRDgQY03rSiQk2/aqv4Nt7RsJGCGmjjuOjTtW0x1vpzxaQ0PFRFZvfpl0JkVzzTFUVDdTNeM4orEq5pnHkEkledX3Ds2pKo5lPNm+BGY2i2oYqIZOstfegWyEgliWZc82ShL+aJjMQJJsOo2sqRjBIMnePizTJBmBfl+Wst32g72zMos/qeLvBRSJHVVJqtp9yGkLVdfRfD6ScXtGVw8EkGTJmR01IiFy6QzZZApZVfAFQyT7+wtj9Okke+2ZVlsPa9kSAEnCHwmTTiTJpdPIqoIRCjljVA0DVdec2V4jHMLMZskkkkiyjC8cIj2QIJfJFOQCvX12P37biijtkikEYlHKmxtR1L0Xanp376Fn527i7R223MbQ0QzDPh9AqJydmVISyVx+2V6nu9ee4VQViWhEd5bx/T4FRSnMPMaiGolEjlTazi5VVmLQ2Z3CNAc1r6qzOz/gtzdBDs60lsZ04v0Z0hkLWS7IBSzLDjz9ftWRKYSDKjnTclwDykp1enoyZHMWiiJREtHoyEsC/D478Byc4Y1FNBKpnJMBq7REp7vHvj4tr3ntdEkNFEVyZmVLojr9iSzptJkfoy09ME3bEizgUxxHgeIxhsMa//H4On77lzY+OSPAd8+tI9TfBZatJ1V8hiMB0Eqi+GqrCI5vINPdS3LnHrRoBKO2kuTWnSS27SS9y35QK0E/KIoz+6WXleCrrSLQXE+6vZPU7k70shhGdQUDrVvJDSTwN9SiRYYPXgGSO3aT7ujGqCxDLy+hf2MbZjpNoLEOSVEY2NiGpCoEx48j09tHcsdu1EgIf33NIdncamVzdD72PJn2HkrOOgkl5KfjkT8j6SplFywk3babnuWvYoyrInrmPHqXvUrP8lfpW/EG5Ey06lLUWJjE27bMyH9ME9FTZ1P6sQ+QWLuZvhffxD+pgciiOUfc5t2xfn4P6fMaDVF61tj6vL6fONg+r4cCEbwKxpQ1rT1M/+cnnPJxU57F5OdOub5igsdFQFV0svnMWqqskTULS2wNlZNo273eKVeXjnOcDgxfkI9fdpNzzK/4SeQKu5kXJKYR6nb596rKXm4TzhgMw7PjvjhzlDtrVXE6KM3nI+Nari8+lxtZUTzL+MXZsRRNI1e05Dr8GL3ZszxjLGJ/xqhoKpNPPXnIY4O0rXqDeHthebS4703WeAanmv0+xbPk7jOUvVwEnL6LsmUV21LpuuzZ+e+m+Fhx2+JzuynOpFU8ZjdFiZr2qmsYMqnU0GPUNIlMZvjrG2mMyWyOT9z0glO+YkEpNxw3zGyKJFF97oeGDZL2LHvRsZIqRtY1qs5aNPR5BR42XXcH/a+8XfhAdtknKjLT/u+nY54l6mDwfs2w9X7jYGbYOhS8f65EcFgS9HmXYn162HPcb3hnbHy6a6e77vfW1YPDlk3LRHb9Omuyd5bQ7f4AICvuZWup6Jh3qVmWvWVJcS8Jy0XHivpRi4671nylon6kon5kV8ILiseoeusq6vBti+vuq+xel5bVfW8cUXWv/MAtxZCLbLbcO/MBJ/kA5H1QleHr6sVlzfUyIttpV99tW/dxVfHe3r3H6Eo8InlW0z1jKL6e4uP29bnH6L3ve12fq+zKjQLgJE8YpKHSKwmR3D8DQ/f8jhe/1LilBciyfUMGi37veQXDo1XGCgUJr+NDRYkIvvYDSZbxja8nOHMKvvH14t69B2RZprm5menTp9Pc3Py+ClxBzLwKDgJ3P7aeHz6wOr/RxMLva6Ou4g78RhLTspAkiWw2jabqmJbpPFwlyXZIzeYyqKpu76iXJLJmhobmGRy38EI2vfUyWze9wfwzPodu+LGwnAe1hETWzKHKCqqpMKu7gVDGQJLs3PJSftZ0MKC08p9Z+c9M07T/4C1buWmZJrIi58fnCkIlO/mEJEv29VA4r5Ufs2Xm+7HsDV2D7SXJfkOWpcEsbrYvsDzoui/JOANwuszP9kqF8ztl03QFyPnrGhyDZSINng9p2M+9nVloPh+1x0z16HYBspkMW1e9SaKnF9UwkFWFbCqNmcs6+td0IsmAHCHpqySdlUgkc3YWqfzMaCpt2kvxin3MtCz8eWutgUQWVZHw+RQyGYtUKoduyOiaPZuZydptJamwgcrvU7Asu6ypdj+ZrEk6ZWIYCqomkUqZZLOmo2lNJLLIsoTfr5DNWsOPUZVIJIYeo2HIZHO2r+tg21TaJJPxjlEC/H4V07TbapqMz5Dy12diGHZWr2QqRzZr2W1lu19ZsmeFwyGNlklRbnt4LX95ZRvfPVGl1sgi+3z8bbfJ/3u4ne6BLN883d7A9G//104spPOrfz2Zux5bzyPPtTF7UgmPfutElLffItsXR/H7kH0GocnNyLpG31sbkBSFyLFTUF1WaoLhyfUNsOPff0d6Rztl538Ao6manXf+DwDVl38M3/i6fZzhyEA8vwWHAyJ4FRwU/vL6bj5wVSE71vxjO0lkvuSU3ZIARVbtIDVnL5kXSwtO+8DnqJo11ymH1CDxrK3RVFE9SQPKjTLaUx1OeXZuEtW7vZu2Bh0GFF0n59rZb4RDnh34HvlAsVygaNm+OHuWqusF14CitnogQNq1U7+4rXeMmmOTZdcNkYq7x+gaR1E/qt9H1iV/2GuMhm47MAzRNlhawrjZM3Cze8NGOjYXPPuK5QhuZMPPO8nCLuHi7FlGPtgbioBfZSBRqBsKqB4nAM/qrAIuJcZe/RQvzbspHkNx25EkDn6/4kluUNxWkQub6IulBsGA6nFFcGfWAu+PwjBkTltQuI+9q9fTv76Q5enDDyd4s21oH8xxVQG27Cr8nj1xaR0zgwW5SMmJsx27K4FgOMTzW3A48P6aRxYctnTHvdrNvgFvENCfLAjLc2bWCVwBBpJ9RXW9NlVpsxBwugNX+5i335SrLuCxxjJz3rbujFZ22TXmone+vermcsOXi9uOVLd4jNmR63quodjuZZ9thx9jruj6hmak9+CR35FHfoW2RigVlYsO7s+r+QG9xe+jX2uEY3td30jn2kdbc4SLMIsP7nUjD38rIIFAIAARvAoOEmccX82H5tp2MyG/SkVsIun0eVgWVJbUM65yMkpehzqpbgaT6uxZvppxU/n4P/wr42pbAJgz7xxOXvBJNMnWUka0MGVGmZPVqtIop0SPAaBKKhEthF+xl7D9ip9k2GKPP05ayrKhqpvuCjsw7FUTrK/rZmNFN1kpx65gHxsqurB0GROTTaXdrK3toEsfICln2FDbw4a6HpJyhi59gLW1nbSWdZMjx7ZID29V7WFn0A66NZ/hyZZlhIJONi1JltB8PsfSStE0VMNwNF6a379X20FrLUlR7EQLeRGmouv20n5+xd8IBjCCQ2cSk1UFzTAcfa/qMzACRWPMWxhJkoSsKLS3bvGkWC4dV48vb5GkGgaypjk6Xj0QcK4xIYfp0Bocyyddl5EVydGD+n0KhiE7DkmhoOrYUqmKhKpKjqWVYcioiuRoPgN+hUBAQZbsGVi/X3WspjRNRlEkR8M6aME1aFMVDKhOxitFtus5Y9RkFFlydKd+n4Kuy45mNVg8Rs2WN4A9g6sUj9GvIOd1q6Gg6kgWVFWyx2gMjlH2jDHgVwgFbd24qkgc2+K1jgpObETNe58aVeX89JoTKIsYqIpES2OUY5oiKLL9N1cZ89FYZf+Mq0p83LMqRXc+mYevvhpDzLoKBIIjBCEbEBw0TNPi/j9s5PM3v+R8duHCN3lnx40AGJqfylgdbXvs7DQtE09k7tn/RA4T08xRrZSx2+p22tb5a9iWsA3BdUlHlRQGTHvJvMqoZFdqt1N3XKCeLQNbAVsLW2mUsytlG5HHpAgJKUXKtJdQG/x1tCXsbDqyJTHOX09r0l4eVySFqBqmM59ZK6ZFiWf7yeaN4sf569iSbwtwam4mwd12gCzJMoqmOkvzRjBAypUMIFASc7JjgVe2IGsqWIUZXl80QrKnd8i2kiSh+X2Oc4Hm95FNpZ0ZXH8sSqK7MHvtj0aczFqyojjaVXuMQSe7F0B5cyMV45tws3Pterq2FvKNqz6DbD4zl6kF2JKpcSb1SqI6XT2F2e9YRHPsoAY3NGWzg96w3uXzklghwxXY2bQGLatkyX4RGNydHwmp9LrM/4v7dZ+7eNd/LKrR3VOYsXf3K0l21qvB7F/FMoSSqEaXq200rNLTlx9jPngdnOAOhVRPgoLi6/OMUZX44IIaFGXo+QZb62wfsyyLyZ9+jI077J9bfYWfHR1JcvkXj1OmV/CXNwom/A/963wuOq1pyPMKBMWI57fgcOCoy7AlOHTIssSODq8mcsO2LIN7lVKZhEfb2puNk8PMt1VIqjlwqQC604XgLW2lSbtew4ozYPVkCnUtLLrywSdAt9XrWULtzHQ5/zYli45soZyzck7gOlQ/XUXljmw3QewveMs0C5pSIF2kDy3Wi7rtuQZT1haOJYata1mWx3LLfWzIflxlM5fzZuEq6setkR3ufO5rTKVNz+p0sWY06bKRsiycwLX4GECqqK1bn2paQG74tsn08P26A1eAZLKorcv6yrJwAtd9XY/dr2uMRZLeVJH9VvH1ecaYtciZXjcGN+7d2JYFm13a1u3tCY+cYOseb/asTTtFrniBQHBkIWQDgoPK2SfVEhhcXtVkLlo02TlWXzGBhbM/5pTHlU1wlvwByowyxw5LlVTKjUIWrogaokSLOeUKXzm6rLvaFurqskaFUUglWaqXENEKMwjlRhmqZL/XyciefgJKgCpfIYNOpa+CoFrYjV1mlCLn1+1VSSXmszMTmZbJqo6VJBQ70OtP9/G39hWsaf87ADt6t7A+/pZzHllRPHIBze/zZOIyQkFPwKK7shQpmoov7EqjGQ6hurJ0GcFgwXdJktBd0gLV0D1lIxy0Z33zhCu9S8vxjk5HtjDY3h8p9O2PBL0ZooKqk2BIVSRn2R7sTU/hUKEcCWnOkr8kQdCvOtICO0lBwYYrGFA8WazCYc1ZtpdliZAre5ahy0TChbaRkIbf7x2jmpcHKIrkOa/fpxAJF8rRsO5YaQ1KApS824OmSoRcY7QlAIV+wiHNkSXIkjd7VsCv0lhf+DnUVgfQXFm5RkKWJa74WOHv6rLzJnL8VPt3WJElrr5wCiVh+/ehssTHJxaNfqpIgUAgGEuEbEBw0Fm/tZcVb7ZzQksZLY1RXlv/PNvaN3HK9LMI+WMse+0RVux5iWDDOGRZoT5Qy67EbjJWFgmJplAjm+KtAPgUHyV6CTvy8oFyvZSkmXLcB5qC42gb2EbOyqFICg2BOlr77cQGQTWITzboSNsG+9W+KrrTPSRNO8BsDjbR2r8ZCwtVUqnxV9E2YEsColoEWZLpSncD0BCoY1dyN2kzY48xOI5N/XZ2nbpsGW/+9QmeeuVBVFnjwrmX8fLmZ9m4aw0AF8y7lCde/SWpTIKJ5dP46llLCCRtbaqi66i65sx4+vKZtcx88oJQWSnxzk6w7Nk3fyTMQF4SoPp8yLLkzML6Y1FSfXFnZjVYVkp/h33tsqpiBAOOfEAPBjCzWWcWNVxZTtm4BvzRwt9r3552tr6+2i5IEoFopNC3obPbrKQnrQMSJVGdnr60M/tYUWawp8OWFsiyHUAOygf8PoVs1iSTn4UtKzGcLFwA5WUG7fm2qiph6IqzWz8cUkkkc84MbnmpQXtnoW1ZiU5Hl31NmiqhqrJjsxWL6PTGM87GpooyH3vyKwWSZEscBiUBPkPGsgqzv+7zFrdVFDsYHZQ4hAKKbaM1eH2lBh2uMbZMilJfF0RTZXp60+RMi5Ko16t1X1iWxUtrOpAkOKGljGQ6x4ur22moDDCpPsLOjgSrW3uYMSFGRUx4uQrePeL5LTgcEMGr4LCjJ93Lzzfc75R9ss8JKMEOHN0yAFVSHc1pMWE1RF82PmzZjSIp5KzC0m1Ei9Dr6sev+EjkhraC8ik+kq5jES1Mb6bgkvDof32DgUTvUE2piNayp6egGb1wzqWcN/EzQ9aVZMmzaarYnmqkrFyyqnpcEdzaVLA3gFlFDgSDGKEQ4+cd5/msWOtabOO11Woggz3Dp6mSE6zB3pmoRsomVWxhNVLGq2L2yng1giVX8RiK7a+Kr2F/xljkPOah2IJr0vgIk8aL70XB4cn7+fn9zDPP8I1vfINf//rXNDU1AfDkk09y1VVX0dnZyWc+8xluvfVW1CFSZR/t7Os+PfHEE7zzzjuMHz+eRYsWEQwGRzjbvhGyAcFhR0D1Fy3Fe3dYR/XCF6aEREyPOuWgEnSW/O260aK2hbIqqYTUwh9QTI0WkgUAMc37xRzVCm19so+AS9IQK+rHLUOQkWmsnuKUK2N1hPyF+nUV4z1tK0vryZl2kBnP9NFn2kGvZVnEiTOQcfm6+ryzZporI5Ksqo6LAbBXkoHitoOJBcCeOXVnANP9fo8Wtm+gm93JnU65fWA3mwfeIZ21g2FFN1BcmbdCQQ33vGHQJReQZTzyAdsVAFdb74Mi6Fp6VxWJoGvJPxxUPbrQYKC4baGsqdJekgZ3Ehq3XMCWBBTupZFPluDuxz0x6u5XKbq+YEDxSABKSwqSDrA3bgkERzNWziT+2jq6//Q34q+tw8oN/cI5muzZs4d4PM7LL7/sfNbe3s6DDz7IQw89xB133MEvfvELbrvttjEfy2hgWRY9PT20t7fT09MzbLrw0WBf9+k73/kOW7Zs4aqrruKcc8454MAVxMyr4DClI9XJKx1/x6f4mFc+ly39bbzds462/q0kzRQBJUCpHmN7ciemZVKqlyBLMu2pDiQkav3V9Gb66MvG0SWdKn9lflk/TVgNEdbCbM9LDSqNcnKYdKQ6kZGpDdTQleqiPzeATzao8JWzI7GLrJUlpkXxKT52JncBttQgmUvSnelBlRSq/dW0JztImkkCSgB/VubRx5fQtukNmmtaMFQ/b7e9ioTE9PEnsaurjV1dbQR9EY5pnMtbW14lnuhmau1szpx2Ef/x7LfI5jKcN+dikpkB/vDGr9FVHzd85KdMjU4nm04jqyq+cIhETy+WaTrWW8k+e+bXFw6Ty2bJJBJ22sVImHT/ALlMBkXT0IN+kr19WKaFHgggybKT+MAXCZNLp8kkUyiayrjZM+jL9fHPN53Irq425jedzoJp57Dk6a+SyaWZVDOD6z98HzvjJeRQiYQ1MhnTzi4l2Uvk3d1psjkLVZWIRTTaO+3ldr9PRlMVevOewCUxjYFEjlTKRM637eyyl9F1TSYcUp2l+mBAQZIkJzFAWalBX1+adMZClm3pQXtnCsuyA8+AX6Gr2+4nHFLJ5SzHNaC8zDVGRSIW0+nIt/X7FDRdpjcvcYhFNZLJHMmU6VxfV3eaXM5C02QiIc2RPAT8CooiOfKB8lKDmqoA9bUBOjpTdHanKC0xKC8Vy/iCw5exfn73PPd3dtzxW7J7up3P1IoYNV/6BNFTZ416f25M00RRFDZt2kRTUxN//etfmTlzJv78i/3Xv/513nzzTZ544okxHceB0tnZSWtrK2lX0h1d12lqaqK0tHSElu+Nke7TL3/5S5555hnuu+++Ue1TBK+CI4bnd61gZcerTnkkCUDxEn9Mj9Gd16cCGLLhWGMVE1JDxF3nLZYpyNjer2DP/Fqu/fTFcoFtb6zkz88WJBBugr4w/a4EDOMqJ7Nl9zqnXBKupKtv91BN+Ye5V3DW+E845eIMXyOtUxdLDVTDIJsa+l7IiozpmvUIV1bw3K4/suS3X3Y+qysfz7b2jU75s6fez8SqRUOer3g5faSsVcXL+MW2VIPpW4ei+Fhx25FkCj6f4nEYGEmmUJwta39kCj5D4YMLaoY8JhAcrozl87vnub/T9q2fDXu84XuXjnkAK0mSE7wWc/vtt7N69WruvvvuMR3DgdDZ2cm6deuGPT558uQxCWDdDN6nO+64g8bGRi699FK2bt1KZ2cnt9xyC5MnT973SfaBkA0IjhgMxfCU3W4CAIpryb/4mC5rw5YVyes/ZCjFbYcva3ud11tXk9xLzxKGVphVC/i8X/xBf9hb9hXKqqJ7JA2S7N28o6jea1Bca+dykb+SrI5cxnVuSfEuuyuaSnXpOM9n5dFCACZJEmWRaqesad5xGnrRvTYK12RaJrJcCPQ0zRtcFrd1L9tLEp5l+0GXAqduUdlwjavYfqq47aCbQGFcsqvu8NcDOMkVBsc4mOQA8EgWBIKjHStnsuOO345YZ+e//+6gSAiGY+XKlVx22WWHrP99YVkWra2tI9ZpbW0dUwkBFO7TsmXLyGQyfP7zn+fee++lrq6OM844g9QwkyX7g1AdC44YZpfOpD3ZwfbEDppDTcwuncEftz9Lb6YX0zKxsJAlBQk7DWxQDYJlIUkSfZk4ITVo/9FKEhkr6+hdTcu0d3JbIEky/Zl+gmrQ0Wg6bQGwsCzLOZ6zTIJKIL8TXCKe6SeoBkgOxFnx9H10tm+jsqQe0zSxLBPLsogESpEkmUwuTXm0BkmSkJDZ0bGZyli900c80UNVSQOmmSNnZpEkGVm2l8efXvMbqoP1zKk9mQ0da3hg+e184cTFWJbJXS/9kL5UL5+Y8XmOq1vAvS/fyLjYRD4y5SJ65RriiQCVejt+KYFlWWRTaTvzlpWfQ7YsJM2+Hss0bZstScIIBakY30y1Nokrzv8hy177H3Z2bmHVOy9QGasnEihhe2crP33yI5x93FeZ2fhx7n76X6grncbH5n0HRQrS3ZtG12QMQyaVMunpzeDzKWza82fuX/4FUpkBLjjxe/QmdvHH125nQcv/46zjvgKWn66eNLouY2gKyVSWeH8Wv09BkvJerJI9w2qa0BfPoqkShqGQyZh092QwDBlNlUgmTQaSpp2JS5JIJLIosoTfr5DNWfT0ZtA0O6tXKmXS3ZN2snMlkjkyGZNAwE4aMZDIoigSfp9MNmvR3ZNB12T8foWqCj/1NQHeWt9DKpVjfFMYVZFZv7EXVZVomRw7yH9BAsHhS//rGzxSgaHI7O6i//UNhGYf+Mzd/rJp0yZKSkqYM2fOQe/73dLb2+uRCgxFOp12Zs/HAvd9WrJkCU1NTTQ22nZ8119/Pf/5n//Jn//8Z84444wD6kcEr4IjBk1WOave+wv/qeaPc8/6pY41VrFjQLleRnu6o1A2ymhPFcqqpJDN1w8ofvoH5QJmigpfOXuS7fmyVz4wmI52UDLgkRaYkOnq4J1NrxX6jdbS0WtvcNJVw9nYBNBUPZXWnW875Yl1M9iw7XWn7NP8JDO2JKAkXEFXn50dacmy65ncMIt1bX8H4KuPfYb6iglOooe7XviBnZXLyvECf2BnOs2iqd8CLLZmy6gIZQjlbcPMbBbV0MkNJhgokh0ESmKMmzXdKV/8kRuIJ3pY+oebAdjdvRVVURnIyyAeX3kTj6+8CYBtnasIB2J8YMoNAKQzpr2sn7FnUJLJHI+8dAP9Sdtm67cvLHbu65/X3MWe+Bt8at5/223TJpoqO7v+B7W0lgVYtrH/oBwgk7XQ9YKdVSplIst2gAp4ZAQ5yyKdMR2pQSZjYegUxpjKYSA75x4YKLg25HIWuVwhqUA6Y1JfF2Risz2zPnt6GW7mHSfSsAoExWQ7h3Zjea/1RhPTNLnzzju55ZZbDnrf+0NmGKeZ91pvfym+T9lslpxro29DQwOxWIyOjo7hTvGuEbIBwRFPxiz8IboDV4CMlRm2LuAErnbdoixWueK6heNW/n/Dnbd4HMl0IYuRO3C1jw0MWxcglSnoUxMp77Fkcdl1LtPMYbrGYea8S/jFmk+3trVYL2sOYaG1t+/ou/ch3etcI7SVJO/X1P70WjzEEeuOcGx/Gc1zCQRHA2rpu9PPvtt6o8ltt93GNddcg893eG+m1DRt35X2o97+UnyfZsyYwYYNGzwyBVVVmTZt2gH3JYJXwRHPqVUnO5m3Tqk4iZaobUtlyDqLqhc42bXKjFIWVp+KIdva2ZgepdJnz4JJSJTppUTzFle6pBHS7CQGYFtwRfKJCcCewS037Bk1GZmYFiWshpx+x9Ufw/Q5pwNQW95Mc3ULimxrHKc2zKGpusWuq/moLh1HaaQKgNJwJRWxOny6bRU2rnIyU8bNtvuRZCbWTaeu3LbWCvjClEdriQbtcVREa6krb0ZT7TFPrJvOpPqZAKiKRk/6Lf6y/kekswP8fctD/O61r/Hc5qdJZgb43dpfcO8bS9jQsYZdfVu5/61/Z9PABgAsyeL3ax/iZ7//HtlcBsuyuO/pm/jb2mVURGuRkKgubSTojxAOlKApOo1VU2iqnoqm6oT8UbZ2vkjHwOuYVo6/rPsJ9/75QlZsuJ3+VAdPvv5lQoEwQV8YXfPRWD2FcZWTURWNaLCMjBnn/1Z/k0x2gP5MG//76tfI0YeUlwn4/QqyLOWX7xVbDoCtiZUkydGh+gx7t7+q2qFyMKA6FleqItnL/Xkdqq7LSFJB/+r3KeiajKpIyDIcMznGlIkRZNk+74xppVRV+OxkBlGd5nGh9/bLLBAcpQRnTEStiI1YR6ssIThj4piNYTDIcgdbS5YsYcqUKaTTaTZu3Mi9997Lhg0bxmwMB0IkEkHXR7ba03V9TDbKD3WfmpubaWpq4g9/+AMA69evZ8aMGcyYMeOA+xNuA4L3BalcGgsTn+LDsiwSuQSarKPJKqZlksgl8Ct+ZEkmY2Z5ePP/OlZZASVAJpcmgz2zWuuvZnui4GFa569lW8I245eRiWhhujP2EndECxPP9DvuA3WBGrYN7HDadr35Ok/9yd49GzDC+PUgHX32uSfUHMumnWswLbvt8VNPY+XbfwLsWc2WcXNZs3klANFgGdlchv6kvWQ2Y8LJvP7OC04/c6d+kL+9/SwAiqxSV97Mlt3r7espa6ajdyepvPTghKln8PLbf3TaHjdpIa+sX26P0Rcm5Iuyu3srALObT+Htra+SyNgzupee/S0mN8ziq3dd4LSfNXEBf9/wvDPuqpJx7Oy0s4vFQhX0xNudWeqZE05mlWvcxzafyJub/grYAbZPCxDPyweK3RdmTzqV19Y/55R/8Om3yGVC+X7tzwa/zcIhjb54YTa8JKY51lhgB66DWblUVXIycoGdSWsw2xfYwWh3T9rpZ8GJVY7nq5XXVA9SXBYI3m+8X90G4vE4DzzwAF/84hf59re/zZVXXsmvfvUrrr76ak+9lpYW1qxZMyZjGA0OhdvA7bffPux92rhxI4sXL2b+/Pls3LiRr3/969TUHLjLigheBUcld679OYlcYshjQSVAf66w/F5syVVsj+WmuO7WN1by3DBWWX49SMIlEairmMC2vF4V7IC1p39obVBZpNrR0II9u7u9fZNTlmUF0xza3qm6dBw7O7c45eIMX258esAjRVg0+wJmT1wwolWWquhkc0NvGqgta2J7R+uwY3ETMEIMpAr3sr5iIlv3FGY8vnPRW8jW0DOculbQ1MJ+WmUV2XcV21/NO66CshJjqKYCwfueQ+HzqlWWUH3lhWNuk/V+4WD7vB4KhGxAcFRyTLSQ8aox2EClUdhE0xKd4kgLFEmhJVaoG9OjTIlMcsqTwxMp0WOetoPWW7qsM7NylnOspqyJCXWFTU+TG2YRCdhfJLKkML7mGOR827A/5iz5AzRWTaWurJCJa1LddAKGbaWlKhrjawoaopJwBS3j5hbG1DiXylidU55QMw09b9llaH7G1x7rGeOk+sKSzpSG2cSC5YXrD5YzoXYaVSUNAPiNII1VU1AVeyayunQc05qOd+of03g8tWVNzjU2Vk8lkLcAC/tjNFe3ONfcUDGRKQ2zXX3PoSJaC5CXIkzG0Gw5xaJjL6c0UrASCwYUTxarcEh1bLpk2ZsBKxzSPMv69TUBSvPBqCRBc2PIkQvomkxzY9hpWxLViUVEBiyBYKyInjqLKf/9fZpuvZr6f72YpluvZvJD3xOB635QWlrK7NmzaWlpYeLEibS0tDB79uz3TeAKYuZVcJRiWRab+7eQMbOMDzdhWiab4pvxK34agnX0pnvZnthJpa+CUqOEHYld9KZ7GRdqwJB1WuObsYDmUCNpM83meBthLUxtoJrOVBe7k3uo8VcT1SO8tv557nr8W7yydjkAzdXHMJDqY1dXGwDzWk7nlXXLyeYyKLLKvJYzWLH6SQDKwlWUx+pY22YnZ2gZdxzbOjbR298JwCnHnsOK1U9iWiaG5ufY5hN5Zd0ywJYLqIrqyAfmTPoAb295lYGU7Qgwf9pHWLH6KQBC/igTao91lvSbqqeSSPU7Yzyh5UO8tu45Mrk0qqJx2xW/583Wl7jrsW8BdmA6e9ICXllnX2N5tAZFVtjVZcsPZk1cwOrWl8hk7ZmA+ceexYo37WvUNR9TGmbzxsYXnXEPpProjttODydMPY2/rV3myCsuPfM/aIicC9haVcOQ6R+wZ0ZDIZVkIuc4CpSXGbR3FDbITZsao64mgKrI9MUz5HIW0YiGZUFPbxpdVwgGVNIZk3g8QyioousKA4ksyVSOaERHkYUsQHD0Ip7fgsMBEbwKBAeBRV8uoW+ge8hjxcv2NaWN7MhrRouRJdkJ4mBvuUBJqIKu+J4h20aCpU7QC/Ys6w7XEn7xMr2bsmgNHT0FLe/FH1lMf6KX3yz/90KdSBUdvbuGbF8sgSiWGgR9EUfPW0xFrI493duc8ukzr2TB5K8PWbeY4iX/KROjTGgKj9BCIBCMhHh+Cw4HhGxAIDgItIw7zvl3bXkzkWBh+WZivXfn5eSGWc6/g74w42sLkoCGqsnoakFvWV8+wdO2vqJQjgbLPdmuxlVOQpYLWZ3cMgRFVmmoLMghKmP1hP0lhbYV3h2+jVVTKAlXeNo3VbU45YpYLdV5aQHA+JppnnE3VU91/m1LFwrXWFs2npJQpVOeO3mR49QA9ua0QTRNJhYp2L6UxnRPBiy3NlWSoKxELPkLBALBkY6YeRUIDgK9/V0s/cPNpDIJ/vH06+gb6Obh5+6iPFrDP53xVZ5b9Rgvv/0njpu8kNPmfJwHn7mVHR2tnHvyJVSVNLD06Zt56a0/snHHGlRFY9bEU9i4Yw2dvbsI+2O0NM7l9Y0rSKYHqClrojxSzRv5XfzHNs+jp7+Dtt0b0FSDWRNPYV3b3+np7yAWKnfkAtlchqbqqfiNEG9t/hsSEjMmzGd311Z2dG7Gpwc48ZgzmTt5IUv/eDN7urfj14McN/kDvLjmj+TMLFUl9VSXNjryg5bGuXTH97CjYzOyJHPStA/z2vrnGUj1EfJHmT7+JP665o9Ylkl9xQQCvrCTdOH4qadx1rx/5OwTP8sbm/7Kyrf/xMwJJzN3yiJ27EowkMhSU+XH0BW2bOtHkqChLkgqlWPHrgQBv0pNlZ+OrhRd3WnKSw1KYmKjlUBwIIjnt+BwQASvAsERQOvOtVz47cJsZWWsjt2upfSGiom0uXbia4pOJr/jX5YUT7KCurJmtnUUpAZVJQ2OtrWYgBF2NLIAHzruE8wYP/+guA1Eg2X8aUn7kMcEAsGhQTy/BYcDQjYgEBwBhPwRFNm1mz5Q4jleXA4FCnmrQ/7IiHXDgZjzbwkJvxEa8hhALFRObXmz57MqlzxAlmSqSuqdclmkyknsAFDpqmuXC3U1VSfiGltdUT8CgUAgEACo+64iEAgONeXRGr53yQP8/InvEwtX8M1//BmPPH83z73+ONObT+Ty8/6NW/77SjbvXMv5p/wLsyaewi0PXYlpmXzlkz9l4441PPSn26gpbWTxP97NL56+kb+tXcYJU0/jn07/Cj/45f+jbc8GkukEOTNLNDgOgIFkH2WR6rwjwCwuP+/fiARKuObCn/DCG08wY8J8/vH0r/Dv/3M9bbvXc94p/8LUcXO445Gvk8tl+eL5P6Bt9wZ+99yd1JY1cdUFt/DrZXfw6ro/M++Y0zn/lEv56cNfZXfXVv7htKspDVdx9+PfxtD9XP3xHx3iuy4QCASCwxEhGxAIBACc/82JbM0nSVAVjWyukGVq7pRF3HXts4dqaAKB4DBBPL8FhwNCNiAQCACc9LGAJ3AFPFm2BAKBQCA4lIjgVSAQAHDtJ25FU20rqS997GY+9cGrANuD9cqP3XQohyYQCARjzjPPPMO8efNobW11PluxYgUtLS3EYjGuvvrqQze4w5wnn3ySiRMnUlpaype+9CWy2SwAkydPRpIkz/9Xr159wP0JzatAIADg9LkXcerMc8nlsgR89qatL5z7PQzN7wS1AoFAMNbkrBwv9q5iV6adKq2ckyIznbTbY8WePXuIx+O8/PLLzmfxeJxly5bxwgsv8OKLL3L++efz0Y9+lA996ENjOpbRIGfBy2nYZUKVDCfooIxRcsD29nYefPBBHnroIdatW8dll11GY2MjJ598Mp/85Cc588wzUVUV0zS5/PLLmTZt2r5Pug9E8CoQCBwMzQcFz39C/ujwlQUCgWCUebxjOTe03sr29G7ns1q9khubvsxHyxaOWb8VFRWce+65ns9UVWXx4sVIksTZZ5/N7NmzUZSxDaJHg6cS8O1e2FFIxkiNDN+NwEf8o9/fhg0buOeee/D7/Rx//PG8/vrrLFu2jE9+8pN8//vfd+qtWLGC008/fVT6FLIBgUAgEAgEh5zHO5bzz+tu8ASuADvSu/nndTfweMfyMe1flr0hkc/nQ5Ls6cr+/n6mT5/OwoULx3QMB8pTCbis2xu4Auw07c+fSgzV6sA48cQT8fsLUXFdXR319fU0NHitER999FHOP//8UelTBK8CgUAgEAgOKTkrxw2ttzKU/dHgZ4tbbyXnSrhysFixYgUf+chHiMfjJBJjEP2NEjnLnnEd6R5+p9euN5asXLmSyy67bK/PX3zxRebPnz8qfYjgVSAQCAQCwSHlxd5Ve824urGAbendvNi76uANKs/48eO5+OKL+dOf/sRXvvKVg97/u+Xl9N4zrm4sYLtp1xsrNm3aRElJCXPmzPF8vmbNGlpaWvaa3X6vCM2rQCAQCASCQ8quzLtLBf1u640m1dXVXHzxxUiSxI9+dPgmT9k1QuD6XurtL6Zpcuedd3LLLbfsdex///d/R00yAGLmVSAQCAQCwSGmSisf1Xpjwdy5c6mrqztk/e+LqncZ0b3bevvLbbfdxjXXXIPP59vr2LPPPstpp502an2J4FUgEAgEAsEh5aTITGr1SoZzc5KAOr2SkyIzx2wMgwlHB/+bTCZ55ZVXnONPPvnkYe31eoJuuwqMdA9r87ZZo82SJUuYMmUK6XSajRs3cu+997JhwwYAtm/fTnl5OYZhjFp/QjYgEAgEAoHgkKJICjc2fZl/XncDEt5NR4PB2A+bvjxmfq/xeJwHHngAgKVLl3LllVeybds2zjrrLCZOnMj8+fM54YQTOPvss8ek/9FAkWw7rMu6GfYeficy+n6vt99+O9ddd53ns5aWFi655BIAHnvsMc4777xR7VOyBl8xDiIiN7JAIBAIBEceY/38HsrntU6v5Idj7PP6fmIon9da2Q5cx8Ln9VBwSILXnp4eYrEYbW1tIngVCAQCgeAIobe3l4aGBrq7u4lGxyaJyaHIsPV+42Bm2DoUHJLgdevWrXuZ1woEAoFAIDgyaGtro76+/lAPQ3CUckiCV9M02b59O+Fw2MleIRAIBAKB4PDGsiz6+vqora0dNc9OgWB/OSTBq0AgEAgEAoFA8F4Qr00CgUAgEAgEgiMGEbwKBAKBQCAQCI4YRPAqEAgEAoFAIDhiEMGrQCAYE2bNmsULL7wwYp2//OUvnHHGGSxduvQgjUogEAgERzoieBUIBGPC4sWLOeaYY0asM3PmTNra2nDvGx0YGOCWW27h4x//+FgPUSAQCARHICJ4FQgEo8Idd9zhKV900UWUlJSM2CYcDlNZWen5bMOGDWzatImOjo5RH6NAIBAIjnxE8CoQCA6Y119/nW9+85vvqW2x1/OMGTM4/vjjR2NYAoFA8K555plnmDdvHq2trXsdS6fTzJw5k+XLlx/0cR0JPPnkk0ycOJHS0lK+9KUvkc1mAXjhhRe4+uqrufXWW/nCF74w5L19L6ijchaBQHDE8pOf/ARJknj44YepqqoiGo1iGAZVVVXceuutzJs3j4ceeojy8nJWr17NkiVLmDBhAk888QR33XUXkydP5r777qO3t5frr7+es88+mz179nDjjTfyox/9iIULFw7Zbvr06cOOSZifCwRHL6Zlsm1gO/3ZAYJqgLpALbI0tt8Je/bsIR6P8/LLLw95/Ec/+tGoBV4Hg5yZ47X1z9Pes4PyaA2zJy1AkccmxW57ezsPPvggDz30EOvWreOyyy6jsbGRL3/5y3zuc5/jzTffxOfz8dxzz3H55Zfz1FNPHXCf4gkhEBzFrF69mnfeeYdrr72Wp59+muOOO45gMMhLL73EOeecw6pVq3j77be5/vrrAfj2t7/NBz7wARYvXsysWbP4r//6LwzD4KqrrgLgpptuYsGCBXzoQx9i3bp1Tj9DtRMIBIJi1ve+wz3r7+e3mx/lyW1/5LebH+We9fezvvedMe23oqKCc889d8hjK1asoKamZp8yqMOFZ199hI8ubuILSxbxzZ9/mi8sWcRHFzfx7KuPjEl/GzZs4J577uH444/nM5/5DFdccQXLli2js7OTLVu2kE6nAfD7/fT09IxKnyJ4FQiOYgKBAPfffz+33XYbuq5z6aWXUl5ezsyZMzn++ONpbm7myiuv5Pe//z0A3/jGNzj33HN55513aG1tJR6PD3neSCRCLBZzyu+2nUAgOHpZ3/sOj299injW+/0Qz8Z5fOtTYx7ADrXi09/fz29/+1suueSSMe17tHj21Uf42t0Xsrtrq+fz3V3b+NrdF45JAHviiSfi9/udcl1dHfX19VRUVHDSSSdxySWXkMlk+N3vfsePf/zjUelTBK8CwVFMc3Mz9913HzfddBOTJ0/2zJYOMm3aNOdtuaGhgZtvvpk33niDOXPmMFJ2abeWdX/aCQSCow/TMlm28/kR6yzf+TymZR6kEdncfPPN3HDDDQe1z/dKzszx499cDQz1/Wp/9pPfXEPOzI3pOFauXMlll10GwK9//WvWrl3LrFmzWLhwIfPnzx+VPkTwKhAcxWzbto3zzz+fdevWsWjRIj796U/vVSedTjNp0iQALrjgAs444wzOP/98FOXd66feazuBQHB0sG1g+14zrsX0ZeNsG9h+kEYETz/9NHPnzt3LEeVw5bX1z+814+rFYldXG6+tH/kl4UDYtGkTJSUlzJkzB7BnrhcvXsz8+fP57Gc/y+uvvz4q/YjgVSA4ilm/fj2PPvookUiEO+64w5kR3bFjh1Nn+fLlfPGLXwTgtddeY8+ePXR1dfHKK6+QSCTYtGkTuq4D0NXVxdq1awGwLMs533DtiusNMtRnAoHg/Ut/dmBU640GP/nJT7jkkksoLy+nvLyctrY2zjvvPG655ZaDNob9ob1nx74r7Ue9/cU0Te68807n/mQyGS655BIuuugifvazn3HeeefxqU99alT6Em4DAsFRzsUXX8zKlStRVZV7772XF154ge3bt3PjjTcCEI1GufTSSwG49tprufTSS/nYxz7GRz/6Ub773e+yZ88ejj/+eE4//XQWLVrEww8/zNNPP82OHTt45JFHmDt37rDtOjo6ePPNN3n88cc588wzqa2t5a233uL3v/89b731Fk888QRnn332obw9AoHgIBBUA6NabzT41a9+RSqVcsonnXQSS5Ys4cwzzzxoY9gfyqM1o1pvf7ntttu45ppr8Pl8AKxatYp0Ou2stt1xxx2Ul5fT3t5OeXn5AfUlWWJ6QyAQuPjOd75Da2sr991336EeikAgOEowLZN71t8/onQgrIb4/KTPjpltlmVZyLLMxo0baW5u3ut4U1MT9913HwsXLhyT/g+UnJnjo4ub2N21jaF1rxJVJfU89sNNo26btWTJEqZMmcK0adMwTZPly5czffp0PvGJT7BmzRoCgQCJRIITTzyRVatWHXB/YuZVIBB4EEv2AoHgYCNLMouqF/D41uE9QBdWLxizwDUej/PAAw8AsHTpUq688soDnh082Ciywlcu+ilfu/tCQMIbwNobaK+76LZRD1xvv/12rrvuOs9nLS0trFmzhl/84hd87WtfY9asWWzZsoVf/vKXo9KnmHkVCAQOq1at4vLLL6ezs5OlS5cyb968Qz0kgUBwFLG+9x2W7XzeMwMbVkMsrF7ApMiEQziyI4dnX32EH//mas/mraqSBq676DY+OOeCQziy0UMErwKBQCAQCA4bDkWGrfcbBzPD1qFABK8CgUAgEAgEgiMG8SojEAgEAoFAIDhiEMGrQCAQCAQCgeCIQQSvAoFAIBAIBIIjBhG8CgQCgUAgEAiOGETwKhAIBAKBQCA4YhDBq0AgEAgEAoHgiEEErwKBQCAQCASCIwYRvAoEAoFAIBAIjhhE8CoQCAQCgUAgOGIQwatAIBAIBAKB4IhBBK8CgUAgEAgEgiMGEbwKBAKBQCAQCI4YRPAqEAgEAoFAIDhiEMGrQCAQCAQCgeCIQQSvAoFAIBAIBIIjhv8POSMXfwh09VMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adatas = stds.cl.mclust_R(adatas, used_obsm='embedding', num_cluster=28)\n", "sc.pl.spatial(adatas, color=['mclust'], spot_size=150)" ] } ], "metadata": { "kernelspec": { "display_name": "stpyg", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 2 }