{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Empirical Approximation overview\n", "\n", "For most models we use sampling MCMC algorithms like Metropolis or NUTS. In PyMC3 we got used to store traces of MCMC samples and then do analysis using them. There is a similar concept for the variational inference submodule in PyMC3: *Empirical*. This type of approximation stores particles for the SVGD sampler. There is no difference between independent SVGD particles and MCMC samples. *Empirical* acts as a bridge between MCMC sampling output and full-fledged VI utils like `apply_replacements` or `sample_node`. For the interface description, see [variational_api_quickstart](variational_api_quickstart.ipynb). Here we will just focus on `Emprical` and give an overview of specific things for the *Empirical* approximation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC3 v3.9.0\n" ] } ], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc3 as pm\n", "import theano\n", "\n", "print('Running on PyMC3 v{}'.format(pm.__version__))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "az.style.use('arviz-darkgrid')\n", "np.random.seed(42)\n", "pm.set_tt_rng(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multimodal density\n", "Let's recall the problem from [variational_api_quickstart](variational_api_quickstart.ipynb) where we first got a NUTS trace" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [x]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [204000/204000 01:06<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 50_000 draw iterations (4_000 + 200_000 draws total) took 66 seconds.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "w = pm.floatX([.2, .8])\n", "mu = pm.floatX([-.3, .5])\n", "sd = pm.floatX([.1, .1])\n", "\n", "with pm.Model() as model:\n", " x = pm.NormalMixture('x', w=w, mu=mu, sigma=sd, dtype=theano.config.floatX)\n", " trace = pm.sample(50000)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", " FutureWarning,\n" ] }, { "data": { "image/png": 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utpkZa3NcVSntyqPK5UKy9yt+kCqVssD1Qw/e8VOHXiS4uW1bfg9ZzepwaxHumg4FIwejmcego2OLPzYWc9qyRXfcOrej0ymZPlbdvm11W+Ct9vYxHNRvurXyysDT01bRtLjYzi1GIt7csYYkqwK0c+HH79wZXMRyYL90/JiXV+XjQlFTIx06YCG98orMCxMGB4MKvn4F13ffs1BLZ5dUXu7m2qEPDzuVli5c4ev8Bc0FvoeH7XvWzh2r8x5u37ZQzcSkTfOOVXrefGVfDFFZEVQdKy219bO8PDj/e/GSm6tw+PBDy1tvp0P7A7918uiYbTMkCz1+6IOZK104fLYaykL76FzV3jaKczaf/X2m5628nWn24ydD87+yYmXPfacIdwEAAADY9O6/r3BOvC7kgfs9/auflV7+TfuS/bd/Zyey/9kPb/CEAQCwRlZ6MvVuUVKSf7Uka1lk/3re6leUmVng5H441Jav8LRFh6TRd6Uf+PDC9x8bd5qZsUGAOwm3+xW42totXOIPvJeUSM89u+ynW9TAQHA73JZyrVy9FrRJPH9Rev5D6deeyLxfuA2StcjJ/XzT00GVjOER6YPPBOtjeXlmBY1Uan41ieiQP3jqac9u6fSp+Z9XKmUtSWprg8/z5q3g73/3D24uMPP0U0FYqL1d6uqx3x86mHv6fRMT1opMnvTk407l5Z5aWoN2ccXFy2sV2dLi5qqKHD4kVS8jjOi3w5xNSH19meGaXC1XxsaCwd7eXqm0zAbfKiudmm7ZfH/kIZezLVgqFYQhiiOZn1dsDZfHm00W0o1EpOeezQywlZbYZz4+bsHQ/fudDh7I9b6dbty0EEVbm3T8+CpMWGiM8uKl4L+dXdLRw8HfcgU3pqaC9m2JHblbJxYXezp8eP7vJXvPuQZdx8bWN70cXkeXu/UcGwsqpIyMWkAuu3LO9RsWgjt40OnoEXuFRx9Z/nY6HHhZbNvpB7skWz9yBUF9//Rt6UaTBb62bLFQ50pZZZfc7+9Ws1PrbWnnDqcHHyic8wyJWSd5UjJh+6iJcRtgLyn15kL2qdTK9lnXbwQt5ioqnGpr83v/2VXJF9vFz9zB8UYue/dYG0Mp//aIFZW2TxKwvdQAACAASURBVCxU4SqFqVT+oaj2dqcbTbZ//8DTubdZS5mcsP3b8PDCwbVEwkK75VlVexq2BtvlfILwK9167ttrx4LS6oSDrl4LqkW2tErHji4vvNe4U6pLV9UqW6OWjGtpfFzqH7QLGbZuzayS5R87dnU7xaeld2oz12H/e0XTLafbbXb7icec6uoWXwbz+d6xe1cQNAtXoM0lvM1Zavlyzi3re8j0tC33W7dqwfcViQQXOEWKMqtXd3Y63bzlqb5Oevwx+93QUOaxXT4SCafJycyWtP5zTGZVOA3vY9fKTNwpHpe21ksrv0xoefr7LYi8e5e0Z4+FMd99z0JsU9MutO1c2+nq7JKuX3c6edJeZ2LCqb3dvu+uZUCccBcAAACATWV4xKl8i7RlS+GcaM3XJz7u6cZNp2/8jf3/t77qdOJ47gEzAACw/vbvs0EOaemqXfm6cjVoU/P0k361otzuO+3p6JG1rwIj2YBNPlVqurqcpqak3buVUZkrO7y32CBFLOZ05qzdPn1y4aoz1687DacDMadOLDyIEn5tz/MyriDPdicBufAV/xVreFW2c06zs8poXZfvwPdiA4/ZFXAqKrJnQrCA3W5zGkpX59m/L/9qLecv2GDozh3Sgw/kuIMLh3AsTLKcIJYkXbocDBxevSY99mhmK66enqWfs6/fqiM0pitr+JWIFguT5FJfF4QCKhYI1YWFW9HGZyzcJWW2CT1/UfrYC/MfG59x6u+3Za+21tOO7cHfavKs2hWPWxvPrVuVd0U9f8AwmbSWn7vTbZ88z9Pzz0mtt6XRMatINjHhD+hl8uevZK2AUkmnonQVlHBY7E4NDdt78pfZ3bs0t82QpL6+pEpKXMZ6Pztjy9/kpJY14HbxktNgVDp10mn3Lk+XLjsND0uVFU7Do+v3/S2RsPaWDVtt3farFI2NO/X12e2aGmnnDk/yJJdy8ooW3lbHYtL27cEyurXeqtKVlnpqvS0dPbL8aayq8vTRj9gyd+WK/W6xSpUlxUGgdan90I10y+fpuHTrltORw/nN+2TSqagoM0zsnA0AX70mNTYGVRLDWm/bv3390uRkShUV3qpX204krFJQMinddzp3QDRsfNzp+g3bn1VUSAODtj3au1uq32rb7olxadfOzKo7y51qP9glWXW1fII6iYTTW28v84VWQTweVLpa7JgpXIGutlrydyEbVXFlLfjryNSUtaytKLdt4FIBm+VqbglCI0VFQUDy1ElvXavo798nNabbzq5GmCq83xoctHDXcpSW3lmlvILh2Ta5tNSOGSM5LkiZmrKfkVHbZu/Zbb/3WwH7wS5Jeufd3Mc22Zba9ldVeUuGuparrc3pVou0d4/TieO2zHZ1OXV0SgcPSI2N85fji5eswmVzq/QDz+fe2EQi3tw8kTLbhd5qlUZH7f+JhNPTT2XOYKv+vPT6E4tJZ88teTdJObbdea6e8bhVX0skFq/e13rbzW13iostDF1Wtn7dNC5etn9HRm1f3tIaVCNNJe34w/MWD3Kvlo4u6eRJ+xzPvGPHpwMD0rFjS1dcvFOEuwAAAABsGomE0xe/ZFeM/+pLmiv/vZl8/mc9tbTYydyjR+Zf9QgAADaOf6J/MdGo08CgDRjmOhbJt0pXLtPTTpOTTtPTViknfEJ6YMAq/uzYobnKKstnVzN7npcxnfG4mzspXlUZtAfp73dBNYOWxdvShFvFZbf3CgdaFmspNjUdtDFZq8pvfgvNxQbrVzKO33rbKlpNTzudOunlDA9INo/eOmNt5cItTJMJC9Mt1LLvTsRiQaWe7LBa062g6okfLPMrl7mUU1OTBWiKijT3XhKJYLkIhwEku2p9bNyCAdu2OZUU2+dfUWHByb17gxYuJcX2+rW1NgNOHM/8XMLzxQ+z3X+ftZ6ZnJR2bJeGhtzc8XRpaWabxsGo06X0AFBqDSsJvnfezc27Rx+ZHx6KxxcPdWa7ejUYSN2/L7M9XL7bl8vvB2G0j3zYrUoru8lJa7dUWmoVOnp6pZoal3MAcHraloHiYqm6yml0TNrWYINs8bhbMsySSyrldPu2tY4sKZZKSm2b4YsOpRQdSqmuNqigMTJiQZjokHSrxUJ9uap3ZRsecepPrwdXrkplpUGL1HffkB64f9mTv6hwVbkjhzPbYk5P2+cpSdVV0p7d9rfJiWBAffcuC1r291sIqLjE6cB+KXtQc2DAwk2nT0kfeNr+duGiraM7tjvt3LmSVnyevVoeT7FrVxASWarlY1i+7Z6Hh50uXLRtwlNPBsHC3l5bL5JJq/yz2Oc4Pu702vekmlrpmadWZx3y3WrW3PJ1/cbSbQpv3LCwrHNW3am+LvPvtbWeauucGhqsFWp2Nca11N0TBPVWy2DU6epVC3IuVKV9YDA4Xti3V4uGvJdjeMSq9OzeJdXX22vH4y7v6mCSNDVlAd3t23OFqxeWHYgMh3mr8ggVS1Jvr9PQsL3m44851ecZ8PI/wyLPqt/483Niwqm7x/a34WpA7e3BtnR0zN7retmyxcuYV8mkhdTr6lavnWQkIh1Ph7yKlrk+9fQ4vR9qHXnwgAXSnLvzi1SdcxoeSafmPU89PdYJIJexMaez7zhVVMZVV+vpvtOLP3dfn1NxsVXCPHhw4eNW38yMbUslqadxfhgu16Odc5qedhnB3poljouGR5zG0+GYuvrFg+p799j2QrL95EL8CrPtHdKRw06RiH0vkaTLV4LQoG921qm9w6mqyqp8jmdV1J2ZcfrWt+12KuV0+JDtdzq6wqFizR2D+8eKDz9kvx8dc3r9DWliIqVDB6Ujh707WkYeediq7k1Npy8MSG87pkMVTcPVf3Pp6bHz1EMjTnU1dlFPru3v8IjL2BbcarF2nlJ+VdtyicXsGGj7tuW3lk0mrVqur61DOnTQniPcwnWlsr/bZpuZse8qqVTmfF8LhLsAAAAAbBp/8qd28lmS/vefdvqLP1teO5VCUFrq6Vdfkv7xW9KPfUqrcgU7AABr6VazVSs5elTzBolWu23gSszMWJDDOaskdCfhgXx0p1vK9fZJe/cufUVwTU1wdbo/4OqHpvbvyxz4u37Dquc03bLBoPCA0oVL9m/rbWn3Ljf3uFQqpevXbVDw0KGFK4xMTTldvGTTffiQywiJ3LoljY447djp6dkPWPi8t89aS0g20Dc8YiGWlJMefXjh99vbZ4MDNdVOjz9mA/7O2aCHX2UmkVjZMdDUlIVLnLNBjFzt4SQb4ApXZJiddXrjLU8uJT36iFNlpT0uFrPgXHWVdPiwpwP7pftP24n64uLlDRrfarYWSaNjFg746AvBa8zMSLsaJcnTYNTCO2GJWXtfkWJr2ZedYwj/fzmD99dvBJUpHnsk828dHUG4ajw9bX6wLpmySgUVlTZY5beLDC9ixVnTMTUlRaPSTNxuT8vCEZKFEkpLgzCZV2RX2vvBwuPHMp/72Q/M/1y3b/e0fbv07e+4ee21Hn9Uqg9Vk+rpCW7faJJOHA8q9SxUVWi57XokCxjcbHJzAbQnHs/8+8BAUG0pH8Mjnvbssc+koSFzOZmYlG7edNq9W9q/L/d0Dg9nzpux8flhkOVwzmlk1JbnWCxoUdnTa2Gz48fmJ256eiWXHuQaHbOBxi1bpHPvptTaKh054vToI7mTam+97XT5fXvOQwckfxt7u82qIM7OWGhr927bNmVra7MKEvV1uVs1ZovHg8pDZVukZ57y5j0ue13N5pwFOqXFB+/jcdsO19ZmbrfCVeX278t8TLjNXl9/8NmG53pPjzQ56fTeeQtAJZIWEjx+LLjPTNypt8/aW11639PHXvA0NuYUm/LmQk4fe2HpZX901M1NU22NBf78bWg06tTTE1QAdM7CqtkBl0MHg+p5fsWbcNXChQZGl6pqmUw6jYxILa1OiaSnxFRmG9XYlFN/nw2CVy5REeZ2m3TimH32t9ssdJdKuXTL5JUdX/SHQrH9Awvfz5d9QVhxxH7CkxEeDw//PpFwVvEwHdq5k/DL9LTT4KAFePxjq+lpp5lZW88nxi30Xlfn5VXZMNvIiFNFRRCMPX/Bft/Ta1VZtjXMn2YXql559lx+lYLyce5d+7e7x56zq8vp6nWpYhkX5b133ipy3m4P9pv5CAe4du5QxuFlPsHenh6nK1ekxp1ODds8fee7Tg1bLYS12EUB4XB+aVnmenbuXQvjtLXf2f5xMbGYmwtfVFRY9dp8ZFeCfP+KrUdVVdIzT2Xet6XFqbnVbh8+pJyV/2qqg+MQv71iJOLpwIH83sfUVLBNLN8yf52+3Sa9fcZpx3Zbh5ZqedvcYtvNo0dsfzI84nTuXam52dbtw4cXr5YbDrqMjC6+0Rwbd4oOedq2zalsi22Xc1Xa3LvH9udPPCZ959UgaJvMUUV29+75v0sk7LtNmP/dYKEwz+CArUOSbYtrqu37U0+vtH+/fSdtuuXmWiAeO7q8anXJ5NLr1cVL1gq8vDx3Vcu54+WkBafffMv27yeOB8F8l2MeTU7aPDz7jk1DR6cd1wxGF95mRCJWmTFcGda/6CY6ZPtQz7OAlL22mwvASku3pPUDiZ2dkttlx+gnjrt5xz/RHN9ffM0tVmV3ORIJp++/6fT+Fauafeig9KFnF/8cjx8N5n12BbhEQhpPt87esV2amlrZNss5qb3DLnbZvt3aky7nwWtxsRLhLgAAAACbQuttpz/6k+DExKf/hbfpgl2+HTs8/cSPb/RUAABgOjstxJNM2VXPfuBFkt540821jDuXZ5uNteaHZLJP4N9sCk5cX71mVzGvtlSeZUOmppyuXnWKFNsJ/MFBC3l5nqfpaRe0kxiRns4aiJrX7jBhAxfj43aFeUWFp+npoALTe+el733fBnY/8cNuwaDTtetWAWZmRursCgIE0ahTV7eFyp58wsJqIyMp/fU30m3VUjYg7D/ryIjT99/M/RptbW7uqviRUavq5A88DA7YoIUkffc1q6aSfRV+ZWVwdbvnOV267NTbaxWdwqOcs7P2HiSptsaqnUWKPBVF7H2dv2Cf1dh4Zoisu8eCRaMjTn/391a1pbFRunbDAjr9A1JNrQ0kV1TawMayOTfXhqO9UxoZTam7Owhu1Ndb9alcbW+6e2weSNay7/AhC6T5y0RludQ3a8uUtaRy2rNnZcfDKRcEFhsapAP7nZLJdGgxtLjn2y5yJhS2icetxU9Yd7dVXEkmbRA03Mro+29IRRFrwb59m4WBduzI/f7yWRVrayzMKNly/Opr1jpGnqet9fOrmA0NOV1+X6qocHroQat+Ul+3eFA0kXCamLRlLZWyZSg7gJJI2gDr8LANzu3ds3hlglTK6Vq6kkRi1oK1vtFRm283bkq7GnNXzTr33qKzJW+xmFN7u4X/3r/qqbPTBvXCodOubgsA+5Xmjhy2KnHZlTMmJ23Z6O62z25kVHrwgdytGicmg9tT08H8DAeu5raTOZaD9g6pOB0gbNhq28143H7OX3TatSuzwtvsbFBJZDY9EDqRVZ3DXt+2xaOjtg2pDe2DenqdxsY8JZNOO3c6bd3qaf8+b14A+nabhUX7B6S62vwqXLS3B7dbW4Pl9sknnI4ftcf7bfrKyoJqZnOVhtIvMZMjCLfYoON754Nw7AP3S407rb3mhUvB9uDUCdtmdXRaaK04vc/znb9g2759e5xOngzea642ZqmUUzRqA+FWzcvuv32bvT/J2h1dv+F08kTu+Xb+gs2H8TGpOh1YCQdh+/ukvgGrIphYRrWp6WkLQZw/b8/35BMu7/ae859r+X2XH388CE11dTslkrZdyaeFc09PEFxpbrb2Uct1/oKtlz29Fl6dmnJ6401b/bbWO7WmK8hNTjrtanTz2gYPDdl+sbjYD6EF8+52mwUDiyPSh56dv02IxSTlqO529EjQmitvd/CR+VV9YksEPMP8+87M2PaxqEg6fGjpF/c/J19lRRBWWiqEkkhYG1lPUnev1LDNltvxCQud7N3jtGXLIk/iLFSZzFovwlXZUqnlBcuXkkwGQZXwMnO7LaiGefBAZjXM5hZrwSY5HT9qx1R+mGpiwtavcMDWb7Mq2fbzyGGbV1JwfFhXF8x7/xgskbAqiHY/LbjNkSzA7beoO7g/d2BzYNCCJtEh27cuVNGtt89/f7bPeuzRzIpL4bCvZNvNoWEL/dzJRRODg1ad7do1W24HB5xe+Iin4mKrQtvb59TaavsVz7N1Lleoeu+e8HF5Hi/sLAg0Pi4dPJhfu91kMvj+1D9g30n96pXRqFXLO5CukrZU9bGFDI841VQHxwj+98qpqdztE8P70MHBIIg7OBiE3KampVPp7a6//W26Zdtwvx22ZJ/3YsfalZWennjcQt6XsrZ9XV3BsdPuXcrZJjQadfruq3b7wH67mEWy75ctrfa9y99/ly5xUctCreGXU6XWNzQUbHcGoxbuWsqBed91g53h8FDQsvfUqdxBtEuX7f5FRVadLB4PgnC5LujxK1D39edflWt42Kk4YmHIT/5P+T0mX4S7AAAAABS8VMrp/3o5aCfz8EPSj35yY6cJAIC7xbUbNriSTNmge2WockD2YNZg1Gl83GlrvVRbu4L+g3coFnN64y27ff9pN1cdRLIT6XO3o6v/2taiKTh5XF0dnDwOD7CmUtIbb9mJ99JSO3Hs3+/RR4J2OZLmtffIJRazoE9ZqZ1QPnTQzbUKkiwQI9ln90/flp5/zmn7tvnht7ra4HZlKNTS2RUMcnd02uDFmXdskGB62l4/XOVoYMBaauWaP6Njma85MBCEuwYGM+//7rvSD3w483cTE8FAX3uHnRCXbKByz+50O8Ahq7ria++w6lMNDbY8DA+npz1dbSXXQPZETJqKSR1dFgAIBzkGB6XSEieXcooUWZAiVxDn+nWn2YQ0GE1kXDUeHhQYHpb+/C8ywyodHVZ5oH8gaK/jSyQ0r/XTwKAFaiQbMOvvt2VsfNyWie3b5w82hUML0/HMgYjxrMHjvl6rYBOJWChSsueV8gtQJZKaq/A2MuI0lv78/GWmYdv8QaDTp2x6H33YBgr9wbF4elBrakpzbR+rKp3uO730QF1pyfzB74YG6f6SoBrB1JR9FlXp4FF2i5XbbRaAmRmV/vbv7e+7Gj194JnMSljhkNHFS+mKe102qFcckRLJ+Z9Ja0sQOCorlXam14v2dqeJSQvy+QPS4VZFkUjugVRp4cG11XLhog0kt3VY2ybJ5l9N1sDtrWbpvtNW0ejSZaklHUCqKLeQ19CwpHRbokTCts/dKasA1ZCjIk82fxU5fMgqefWUaS7oMjaRuc+S/IF7e1BRxNZDv1LSlSvSwQNOD9wfvG6u+Zir4tfQkE372JgFN09X2Xsuinhqb7dtTU+v1NRsgdTyLW5e+CY8cDsyGlSJOXQwqC7lv5/rN2y5yw6atbTY9+KiIunkCafqak/vvGuVlcJtKlcawghXPRwasm35latWAWxg0ObbsSMWUr5xM9jv+oPK7e1OxenwYUfX0qGi3t4gaBrmb36np2zet7U7HT82f7ucSgXr6eiYlHJOtbWZ9xlZJCSRraZac6vx9m3ShQvpgNyshcnvv2/+Y5JJm4aFghbXrru5AMRyhIOoNdXz22vNzFgVrcmYVF2duf0Jv+fevvzDXZ1dQVU+fx/mP9eNm7b7Ghpyutlkn0tVlYWWE8n5lVRmZ4PleHtWUMuv5pNI2jHIoYMLT9ONm0H4IPs1FhJejkdC2/GFPv+S4vz2fW+fsfmzVMC69bZ9Ggf2L97Sa3raZQSRJAuYVC1RYc7nVwfatUtqaLDKfP/wTQsKO2f7qYcfWvjxo6MWcCotlT4SCrGUlswPhmYHFM+cDab90YeV13ZdyjxWCQfbbt8OQmV792QGVfzgk2Qt9rJbAmZvc7M/y1jM6cxZ214cOOBUVeVpeHj+Pts5255L9voLtUCUgoBOImHtGL0iWxf8ffrMTOZELBaqDVf1GxrO/FtFRfC9zD9OuHrNprOqUnrm6fTfam3/ECmS6uoW/642M+t061ZwjB6bsul997yn2fTfEkk7VtzZaPuwiopg+/dguupjeLs2Mrpw+/Uw/0KIlnToLiwed7p8xWkqJu3Y6aWna+HnisVsv11aZtXRso9T8nXu3dwV4BbSdMsuEgkuTAn+lko5jY/btPmB/bZ26Uc+kbk8hCvHlS7S/nViwqpzxpe42KKrS3PVX8NSqaDim79eOGdVsxIJaSgd3v/A08F3P79Sa76yg/3DI3aRzq7GhauqbdkSHIdVVNh3ltlZN7ffKSnObFW9lPA7zxWAds7abA8OWFD6+DE7fvG/A+3NseyWlwchsZKShY/Lwzq7cj/XaiDcBQAAAKDgvfIN6fL7dru0RPqFF71Fr3bfbBIJpz/7r3ai6XP/2/oPlAMA4MvVOiLsnXNON25IO3ZIH3o2paEhb9XbtIRNTNjAVGWlBUL8K2clC2zkChmtxLe+HZwF9iuV+JJJG9D3LVQhS7KBcGn+QMT331j8amhr92S3XUqKTzu1tdsvhoZt8KWmxlN1dbplT5axcQuo3G6TPvLhzIHEklI7jtpSFgyKJhIuYzA9MSu99bb0zrkgGDA5GVSZikQsGDY2am3aGhqCSm8dXRbACuvtk8rKco+SZreUGYxmtVDMUVWls8vCSc2twWBf622brsGoLQ/hAcLs5/BDbclEEPAZHZWuXbMB9wP77T10dXuajtv72rdXOSu09A/YANjQcEqNjcHx2/Hj0vWbNpA9MzM/JDI+boGm8XELvx3OGtBaSjiIkkzZcjkYtcBlUZGtj9mDGdsaguBF9kBxpNieI1cQJFxdLHvAKZVycwGDs+ek2lovI8BXVyft3+9p9y6rCJBMWqu8nTtt+R0bt0Gv+LTmAiC5TExKZ96RXvgBe73S0tzBm5lZex+JhFN7hw0W7d7lqbJSev9qMEP8rxBXrjrNzHg6cdxp7177pT8PZmedbjVbUK+21j7LiQmnslKppNSzSjJpQ8M2TS5lYcj2duk737H1LSyZCgZjwgEcv9pHLCY9/pjmqgeUpO9cUmqVAnJxzgbNJAuLreZ2uHxLZvhhMGphramp3IOmfsUJf5s3OWkhkrKyIMTqyT5Pf1DswkXphY/Mf65djVJbmz1nVWWwvSor81RVLU23ubkQZE9PZmWzbKUlmWGAwah05qwUi6V0q9m2YQ/eb9uBLWVSdTpEmKtyQ7j91MyM5qq6HD3i5rY1Q8PBMtbROX+92r8vaO3kB18l247527/HH7XlraNTOfmfSzQq/dUrts1p71h4HuQyMuz02uv2OkNRqXFXfstO/4CF5fyKeBcvW7usXFX+shfHZNLWzUiRVFXtNDFhd6ivk6qrPbWFKpT19GU+dnbW9n8zswsP2oe3e42Ntq384DOZwZDt2y3QLgXVZSYmrJXkzp22DU0k3Fx7K5/nZQ6oLxTMvnjJPsf6Olufsy032DUYtep5lZVB+GRLmVTRGLQNlixs1ddn8+DwocznqK4Kpre+3vYPbe1Ot29bu9jjx7x5+7jYpLVgbmkNKk6F26clEratunrN9mXO2TY3kqNaTC69vTa4fjCr7V2uYEN4PzQ6au2xwsv7A/d7emSR0FJYc8v8FpfZPvy8NzeN3/q2U3OLbfv9/YQvkbSqXn6IJZGwSkd+YDNsMOr06muetm93evCB3OtaeDs19xqJoHpupCizsm628LbGn49jY8F60dO7eLjLP3ZKJKzS6mLVl7IDseF1LzZlhdYSs05FEf+4xPYp/r7Pr+g5PpG7tXn42K23N/M4qaQ48++dC2wnJWlyMqVYLN1S0/N0+JAFVBNJO979h3+UTpxQupWs//6d4ulwiUvZ/OjqsvVox/b5y4Fk+4uJSTtW8Lfb9XVWRaqs1I49G3cGAfTsbeP4uFNzi7S13i5U8OdvSYkFXv3AZllZ0LqzNn3Bhh9As9e3sFpNtacXPuKprs5m9Mgi7fj8qlxhflhtZiZ3+8d4PNgHNNT7lRYDuaoi5hOGCbt23ebnYFQq2+J04njuZb+qKgiOVlbM//v0tNPbZ62l9OFDdt+lgkL+MV9Vlbdkq2L/vTqX9a9smzwYtYs6tm2z77LJpFUQPXzIUyply155uS0TdXXzw7cjI07vpFvFNu5cONi1f38QTrrdnllBKx63ENrUlPTM006VFfb/I4ft2HNwMAj37d9nlazeOmPHGguFYJfajvr8NredXQtX/y4tlQ4etOOnkhKpyHPq6JCaW4Nj8xPHnRLpZWj3bmsv/P4VN7f8Dw46bdsW7J98Cy1342Nu7jjjxs3M95Mdns5WUpz5vPNqiGVd8DUyvPxqnUsh3AUAAACgoPX3O/3O74baMf6Ep/37755g18SE0+f/tZVB9zz7sr3QCT8AAJZjbNxOhG7duvB+Jftq8oVMT1trq75+u9q3t0/65rekZMpOmO/dM79Cxmrwr1AeGbVpWOtKNWFTU9LAgLUs3LtXms06oX75faeSYhuMicWcpqekLeVBMMCfG8XFFhqSgso9i4lErELJxcs2QFeWroDU0yuNjlgbzeoqby7ctdAn+M45a0l29KiFPvbt9XR9q1S/1f4+O+s0MJAZ6LMWPnYyOhq1ARt/UHhLuV2pX1MjffOf7HejYxaCW0xbu7XukmcTm31Vty+7Ok345Lh/e3TElr/ZWak44lQUsfDOdNbAVNhwjpPqo2NWiUWy1hyXLtsg1vi4DRSdOuU0nW4HN5GeH0VFnm42WQgslbTgxfZt85f5nTs81VQH7T2yA2b+QJlzwaBJImEBqN7eYFnxlZYEgw5+dRR/fvgDhecvWBuWffucLl6050slraKQ//zdXVJ5hV8JIl1NIm6tAisrpFRFMDA2HZcmxm19K/JsQLO42NrzdHfb+p5KBUGFkmIbaJyetp8tW9JBq1mnK1fTg6+eXR3vnLXu0+mI1QAAIABJREFUunzZb09kVZ9yDbZNjAdX7r/2PU+zCatO5JwNlOW62OPWLQsaSlY5qb7e047t6ZabNVJFpaepKZce4LOgx969weMnJ60FUU9PMGjf1m7hm6Ii6dSJ+YPRJ457c9vS2LTdPztwdGC/DTjNzFg4NmxkxN5XfZ1TU4vU0mKfe329DbS1d9jg7GDUfv/UkzZI2dIqnXvXqaFBeuwRT42N82bHnETC6XZbsD0KB8GSyZS6uj319DqNj1kYMBKqOuTP5oEBqypSXZ1ZSWjfHmnvbhvU90MXnmfbMj+YMRO3dXdyMl2wTumqbx1Ou3dlVjm6/z5Po6MLt0GrrQkqftTW5r7PQjzPtmnNLbY/KyuzCoGlpdJUXHrokE1duLWgz69oV1Jq20c/DBAOYe3bY+vAnl1Ou3dL7R2Zy0ptrZde5pe3v/Qre2RXoanMo6pPfNrW2yLPPofooDQ5JdXVp0NTUSlSbE98u82Cy03NqXTo06ZzLkzsnO0T0h/i9LTNu3CwJBLxg0BBe+Qiz5aNW832/3DQ4+QJW6bCgYeSrJHLsbHgdq7Wp9n85Sm79Vm4CuV03EIVt9tsWzCbkHbvskpUfmWdhgZ7fzOzWev9Aq/vB/SGFwlTTExY5bP6uqCSSSplgbKyMguIJlO2nr5zzqmvz/YVR49YuGrnTk9791owNyyZtJ/p6VAVQ8/2H/5+fGzM9jPnzllYfVuD7d8efCB4nslJ2x9NT1nI8pmnnTo7bRu0c2cwH2ZmMj+XPLtWK5GQLl+x2/0DUsPWYL5lt8qVLNwSrgKUXfUoHl+4xV22sbHMQXy/NVdFhXT0SO7niMWCdX8x75237dKO7fP/1tNjy1Jfv83fxUJavr5+WwbOnrP/19VaS8zlKA6tl4tdGzka/hxTFqJc7MKN7Kpp2VUzB6PW0jAet+OSZMrC1s3pAFtjo/T2mZRaW63S5c4dkrfABGa3qvS5lB0f2LYieKxzTp2dFtBqabVtfW2NVFPt1F1ugZvKiuB9Zmu6ZY/xw/kzcTtuig7ZT/h4wbdtW2aFOF8yafuxmqrgeLqywmUcuzjn9PZZuz0waNM2GfM0OWnHWdXV1hLyYy9Ya2Q/nHqnnLP2wpWVduHCwEBmNdzq6vkVZCVp+w7p9Cnpw89ZZVO/CmyuzydX+DWfFrKSfdfzw7y+hcI27R1OTzxm2/tvfTv4/eBgsM+6es22qYNRe5/OZV7c0dTsdPOmBX8lW1aKIhZIjEad2tqtyuhi33H9/Ug2/6KKVMpaUh854rdUt2OIVMq+YzSmq1rt2G7fIcL8cJQUBOrCevvse1h2wDsc6Ovvt2OlinILN+5qtDBgkef0/HNexmc4MhKENycn7QKgY0ezwr8x22Ye2C9dvZpuSd5v+/zefns/+VxsEI87lZV52rLF09Ejtq2fnLSLurq6pPqt1mI1mbTP0P8+YOtbEOySbNu+Lf29rrTUPtvi4sxtYFi4Kl5vX2Z163yqai8kmXQZx66VlcpoE7taCHcBAAAAKFjOOf3H/+Tmro4/fEj68R/b2GlabZWVNigs2YmGV75BuAsAsHLj49Z2RJK21js98nDuIIR/wjy5SGhqdNSqJHjKHHgLDwa1d0gPLHOQPR/hK5RzDZyE5ar0tBJ9fdL5HqeqKmlg0FPDVjcvRDSbsBPEztlV5nv32uhFdbV0f7rt1+X3bSC3tjZdQSRHkc5bzRYik7OqUv6gRnzaQhnFxZ76+22g6MpVqabGBlhTqcwqTeGr1scn7KeqykIIvX1OPT1O27bZFc+pVO7WMOHni0aDUNv0lFUlOX0q9/xKZs3/2VmbX1VV6YH29PNmD0gvJNyaZnjYWluMjksT41Iqaa2btjZYkMBvsfaxFzx9/w2XUYWgqysIhGUHp1IpC2mFqw2Vlkhn37H5MDtrgZaDB6VIxM1VlunstCu9R0edGhvnD1qFB49toG7++/Pbe8zE7erx4oj9DA1btQff1q1BJZCr1yzwk0t3j02vtTOxgQ6/msLMjAU4yietSoNXFDzGOWvDMjYWLD9byqT3rwTP/dCDtqx9+7v2//4BzbVf9Ln0yH40aoNkIyOy8MdUeoClxF7rr//GBtKKiuy9RKMWnHrgfimZcHPL5OiYvV9/oLGx0Sri+YNbnhcMxvnicaeOrmA7d/my07Z0sEuyahT1ddZ+ZmoqGOC7cdMGpQ7sd2q6ZYuqc/bZS0FljFTKBg0fCAUhysul0ZHMBcBf/kZHnaJRW67Kymyw3jnbjoaXET/k9ubbQVjp+k2rGldRaY/t6bFBwZJ0+8n9+6Sv/YG91viELSeNjRbqjcVsULikxKpdSfa5304vvyUlQZW9nh6nt85IQ8NOTU0WfonP+J9n5j4jPmPrUjRq611bm73vqkopOuylAz72u2TSBuKGhtLtvtL7i7Ex+/4TidhncP6CBdsefST/7z/hgeeSEluPI/7+LccIsucFv45EbF739tnn0tVl2/GHHrTH+1XhJibsu2gs5n9WnrZuteUxEsmsHjcza+vc8JC9SE2thQpu3JSmpt3ce7ftiKfuHum+05nTWFQUBKTOvTf/PZ86aRXsfMXF6WUhvaxFinLvx0dHnc6es2UskbBlMFIcLH/+fPHXq6Zbkienb37TwncnTzht3+bNtVnr6rF5NhmzSleRSFBJq7jYXiOZtPd+4pi0LdSe7d3zwWdz/kJQoaSz05b1sNmE1HQrpcadnsor/AH3oCJRUZHU3GIhpD2709VsQovQwIDTZMyqwx04INVntYNKpqQSKWNAvrfXws7h/WJXl1VG86sPtrXZPLMWbcFzRqO2n/cHqxfjt6+zgKlt877zqi1TjTs117q5s9NCGF3dFgbwZPuhiR22LbrZJG3bKm0NzeN43LbrXV1OB3JUF+3otP2CX4V0fHx+ZUD/3MvAYBBa6eiQqqoz98th5eVS8QIFyMfGXUaVk8GoPVcuA4NO/QPS7IxTSbqa2FRooPzkCT+UElROmZ62kMfAgB0XZFdWSufKJWWG+6TgvdflefzqH49ls7bUdrt/wJbP8MUI4a3SYsfb2cKBuVwVlHJJJu3CjenpzMcvFq4pD82XSMSq5o+MSE89aQ+anLT9ZjJlIalsJ44Hga+GrdIbb9mxSH+/bWc7O6RDhzQXQB4adnrzbVvWolFrgedfeOA/h3/Mv3+f1N6e0rdfteBcRfoiip5eu09Xl7R7t1N5ue1vzpyVvvNdO87xWweOjtm6EZ+x5WZLmSQvuNhgMBTWvX3bKoU5Z9PnHz8sZs9uW3dffU3yMzbDI0EQLJG0dWhs3Ob1h58PHtvdnflck5M2bd09QXXH6/8/e28eJkl2V4eeyH2ppaur957p0UzPdE/Pph2tGO3wzPIAIWMLZIyF2cxuQJbBGPOw/TBIlgQSIASWkJEQaGFAIITQhjTSjDQzmpmepfe19qqs3JfIjIjrP07cvDciI7Kytu6ennu+r7+uqsyMvHHXX9zfueecBDKZtdlRoxCozp3nv0waePnLxABhKI5ItbrKmCyZVOrEcWjHELPjIEdUqyXwla9yvJw8JfqxeaFAspbnBUmHJ0+xjcKWmYyH/Zh0VZGsajWu19IW+9Hj8JUMffXOPOPgjB+fPHocgOAz8F0TQbKj4wi025x/FpcUyTnKLjaVYhziuooI2Wwx5u3YjCtLJSpITvmqtxJRTdrrkjB5yY/p9u5BX9VKIupZy7IYl12e4XPUEw5w662iH884/rODbfOASJSaIOuX9y4E489ejzFmJsN73bN7UMk5vAVx/HH2vRsOejh2ewKJBD/30GXO8Y0m16BbbuHhD93evlZTdutRqNc51i0ATzzFOURHK+KZTIfwRJ9sWq0yhhsrqgMzOnZNA897Ln/2PJLD63UVo7VbXMu3GobcZWBgYGBgYGBgYGBwzeKL/wR86T7+bFnAL/+ihfQQ25atxifuFbh4SWBxAfi1X7WQzwe/W7cm2Cgsy8Iv/QduXvzLf2HhDa/f1OUMDAwMDAwAkGgksVpmUuGmm7h2WRaTimfPrb0BX6sp+xuBeHsGHVG2cPr1Tp5iMjjOYuNq4ugR9K0f5UnsPbuZCNAto6Iwv6CUuagAwp8XF1n/N95ANZ98aEe2XPZw9pwi3+lJxmabbXnrYUGFAcGE2/0PAPv3CayWBWZ9laLpaZY1rLawtAxMTgo8+ihtkOp14PDh+I3mcNtZieBrcZviQeUHkmRcl2Vqt6O/b2lJ9BWYwhZAjQg1APm3as0ntISsYM6dF2g0REB1CGDysN1m4kGe7O75tmqJhGajZDH5OzlBtTiAJ92fOsHky8KCwJ49TNoxyQRUqx527wlmtRMJP4ls8Tujxo0kECwusU4dh8nQsDrdwoJKcraaw5V6pP2Y5ScGJycFxooWSqssk9317QH94nY66Cdo5Pc6joi0xtJtTtpt9JUmMhkmliRJwvPi55XFJapSVau+rVc3qNBTLtOOrdfjvTabTMju2sW615UcFhZpKfOib1JtrSscACQ+kRgxOCfpv8s5LpO2MFbUs+Hqx2JRqU498SRtHV/7aiotnD2r3mfb7KeXLqlk/+pqUG1oYXGQmKaXqePX39wcr/ecZ4u+wojrAgvzvNeJCd6jbQN7/esdP865XeLQjSRpXdDmr4sXmXhbXha495MClbKyi63VSDBbXAKeOiEwtYNjuNNRKn+SwLO0xKT1wQO04dJJMfU6fFUWqt70E57a0DxzVpJ0gOc+JzhvPf95qk+m06KvynHiBPtBLsd/8/PA6dO0mxsfd1Eue7h0mUScw7794e7dighSLrO+du9mu6yukph65x0kbTQaJDGePEW7wkKRc8Cdx0jMSiaBTFoMEGNdB5iZUz+nUvGqilF4zrOVyt7ffmpQiUgSuyYnSIocH7eQsAZtVnXMLwJ//w+ib7HVt/wNFUxXQgOAU2cUsbpUChJiVld9G1JBQqEkR2SyFo7dDpw7R1JVr0eC4mtfE/28rNsTF4vR5X/wQeCVr+C1qjXOk6kEE/C9nsA537Jpdm7ws52Ob327ErRvHtYmY2ODlo+yHmZnGQM06lQ801VSHEfg4Uf48/nzg7ZaAOevSgRpotUKxhaPHVd2jrOzJGGtrLDe0ynWfaMBnDzJMVqaAl44KXDLzVQYclze5FMngf37B+9WCCpPSqQzXK/lwNw1TUu+8GcGFCgdMUj08pvZdYFaTS1kDY34BPhkaiH6HVKub13f5rFYJPlAWvFVKgInTtB2rNsjCdp12L6Ow7rJ59injj9BG8XpafbHZNLC1JRSaYkiXoTx6GOsH6p+qr578qSchwVuP4I++QwIkqGjMCHJbELg+OMkI40Xrb6NWBxaGqEhrG6qo90SffWdxSWOW1icH0eBTgSRJWo0uQZ1e1wzpA30TYc4Ny8vA1ZCYGIcuPtOC/v26feiSK2OS2LxkSNWn5j79QeDfTOs+qYfpMjlgP/zIV6nXAaedZPA+LjV7zc9h/F3Os01en5BKfxcuDComCvjk1SSpI8D+4P11GwxNo2bl6Ig1wbHDd2Xy3VlpaQUrtodzl/ZLG20l1eEPxyCfSFhcT7Zt1cgXwC+8AXgwEEScFJpC5dngBtviJ7RPI+EynabxHXbFqhWBXbuVISdbg/4y49SGVCHlYhWHtRjwEpVEXIPHRp8bxhCiIFnKLsrlYiBSZ98+9QJNUefPQvc6JNyFheBL93HspYr7AMkMfKZKEzeAYLKX7o17VioXVnvHNs5jXT/6GN8BpT9xfNI3jrpK6ctL5M0Nj7Gtjp6m1T5VepX0qZVxti2zddlU8u2KJXYj3s94Mw5KiT2ScJCYHVVrbnlMknWOvSYu9vl2GP7BPtUPk/C4eKSIpOfPq1eL5dZjg//BedUOS7GxwVuvIH9XAiBM2eU6l2tRuL1aplkxHqdJEBJ7rrzGFX85P1nsxZcl8SuapXqvhcueBifIHHzxhstdG2q2bXbHP9HjgTvN2xZvX8f20DOI3v3qvhxbm6wfzzyqBiwRm02Bc6dU/d06JDAxIRa650e8FyfxKUr/hUKSiH9wYc5Zvvl2s95M2x7uhUw5C4DAwMDAwMDAwMDg2sS9TpVuyRe/z206NgOxEnOf+zjSl57cQl41k3B13/s3wvs2yvw+u+x8Ox7RpOejsKuaQsf+TOsecrXwMDAwMAgjLl5F5WKgBAC+/YqglCYIHLqDLBzJxOQUjFlFKxFaNJx+bLA5z5P1aRMZnBN63QEvv4Qy1apAtPTIqDqsdXwPIHHn+Dm/513YICkHYVd00DY8WRpWSmUhBGODSR6vei/R+GBr5HkcOQI4xFdnUESXy5d5ulfebo6l2PisdPW2lqwrKUSE4fS7qnlnxq+eJlKHwmLCeypKaAccfo+fGo/kyG5IQxJ9KpUBCYng8SOSkX9vrRMElVAPgMklvz1J0niOHY7AvYaABMzi4tM9IYJDJJYBQCVMnAO7P9nz1k4cw44fLP6oqmdTP7Kazz0sMDZMyRt3HSTso8LQ29DmSTyPCZ2er14QsKZMwKXLpH4ks8DN9xpoawpO0llpo7Nvrm0HF2/oyJsh6Rjfh647VYmPOWYdxyg2aC95Nw827DVAuDXgwU/safltRcWhU8I4B90i9JulwSEXFYR56TqGcD/ZRkXFoIJQmnZJwkiMiFr27QyymV9JTJHtysimazRoLXmxYsCE5PA5RmqZOkn68tlIF8QfbLToRtYnq5Wfh2PPCoCVi2j4vJlJrYSFlWbWu0gWQYIjg8hmICT86RlqX8Ssr/WG0x4jo8rclWzjYCKAQCcPQ8sLYsBK8OwVY9Esynw8CMCrkNyxd69ioQ1OcFkvuPX+/yCUjETnt8empXT8gpw9IhAu6MpCHV9i7g2/+3cSfKJ8DCQVPNcJvstiwoSL3g+E/euC6ysCJRWSRq6+VlsO+ETC/bvZz8ol0mAOXzYw8KCh6VFlj2VZl9utQaJEXo/bLZJMLvtVhIkPA+AYAJRKud1OoNKZnGo1vi5KNg2k9LLy7QMlSpAJ06KfqKzUgV27xIhsoSq62oVKBYFDt3IJH8UhAdcugiMa2QlC5yTJiaYuH3lt/C+L1xQ/bXXE0inrX4yXAhlYQsockwmC0xPcbydPhN8fWmZbb1zJxU+pnYAxSKJkItLXOeepRECJLlW7xdOj/ZO1aoItJVEp8M+vOLPzdPTCFi76uPN035emFcJ67AS5+wcx1kU5uZ5X7S79ZV/fOikrSgF0bNnPXzpK6zHqNhIhySsVCoCZ8+rNV8IkgdTKa4Xtq3aotmk3WehIALxQ7st0O1qCjD+mp3Lc81dXOK4OXMWeN1r2C5R2xm2rdZbWquyD+uKP+22aseTpxxkMsAtz/IwM8uxqsekTX88htW76g1FJOxbFvcEzl+gpXBplXNru62UxwC2S7vDPjk7RyJVt8d6kgSxUeB5Ag89rNpzZoZxKjBIdqlUSRDViVA6kgkAgvVVrfrEK8G+LFV1v+kFwMu1saUrr66FhQWS9Q8d4vp56XKQcNC3fx79kn2UVlnuYxnVf3S1sU6H76nVOceurnKevvMOEhOj9rQsi+qfJV9BKUx41/mfl2fEwOvdLvtQKs25pRtSscqkGb9MTnCsRsGyaCXdbHIs7piycPOzaMepf2Z8TCm63fwsAGsod336Mx4uXOQ1w7FFtQ6MFdU81S+LH/s88ihV0hxHEZmWloFqjcprhw6RLCIJarPzkuBL0tbD30CAGNa3MK8BDz0kUCh2ASFw/gIPJhzYHyzH3MIg2Tdhcf1YWhIDz5I6JMFmYhw4dKOHAaVPW/hKVrQ4DJNwJdmtXAFuL3B9jZrrAfbHkycV2VZa58rY/bHj8eUEGIOWy0BielD9ttUS/XVx55SKV8sVzkmrq7y1J54E7r5LoN4Ijgkh1OGe2VnabtfqnFuzWZJ/xsc4R5TLStHpnruUQ8UpjWDlusBX7we++eWiTxqUZK5EcpDYBXDv/M47OLff9xUetlhcCiqENpskxdpdxnp6s8vDC/Um503H4fO/bI/z50ls3r9fKEt54atjWbxu0a+7Xo9z3lfvZ4zWaln9unriSaVyBaj49KmTUoGTBF/H5RqRTPI7lhYF9uxV/StMljp8i0CnY0WSEj0xaLP40MOy3ri+XbwkkExQCU2OzUuXfZJ4g3sDC4tcj1LpYD+9dBn46v0CR26jQqGOanVQlXSrYMhdBgYGBgYGBgYGBgbXJP7oj0V/c3PPHuBHf2Trk7/lisDffxr45N8K/NqvDiqI7N2rVAjmF4IJXM/jyZ6nngI+/wWBP3yPNWCvsR4YYpeBgYGBwUbw2GMO6nXh8zBEX52lUhFoNv0TxT7Z4dHj8aQGHb0eN2/XSkKGUalyk3O1TIu1MKQap0Styg3TKHS73OAdFeXKYApLbm4DVFV44QuCr0cpcGazrLtKhbYwQDyJR39NE6EABJMji4ssUyJBItHkJFMfcnNYR7cXVMyR6DnA4gKtqfWkq2UxIRulEOJ6TLrIRGujyQT+8eO0eQSYCLn1MLAasREe3hwfG2PCe3GJhI9ul8nVxUVuvkuVjZUVEhZ277YGkkX6xrrrMuksE8Nf+jJQbwjY9mB/63aZ7JXXKxb5PY7DREzHv44AN+mffQ+T7/W6sh2rVkneAHitlRUmC7oOIEO7iqbEdfIUCWE3HFRtJrFnN69xeSbYL3Te2jceYRKr3Q6qnrXb7AtCUPXk7FlFgNq5k8kWidVVqu3YHSY30imOr5USk3bFIklbuZyvnmEJZLPAN7/MCpDkJKHr4iXet+cxuXTyNILEQPAGTpzkGKg3SBKc3kWLmOOPSwsxkgovhU7NA0yQyIRHvR5U+5H1EE4UynaViUvbZiLNcZgs2r9fke9uOyzfyxZZWiL5QeL44xwnervkC8ET/rLcvd6gZQzAMSj7/9gYk3KNRvCE/9IySVT5HPDSF/Nvq77tj5VgMqjRJNmkkEe/A1Uq/v0KzpGWBRw8IHjiX/A1IVSbyfvodTkOdIWzagVoNYODTAgeSpH9WFdpOnGSqhkHDzDR2vQtIM+cYRLXcXzFtQ6fu6QlUD5HxZ2mfz+Ow35h2whmBgX7/Q0H+ceuTTKqjnZbEUDChEQBJrmlQtCDDwnAYplaLRJAmy3gyRMkN9WqQDbHsjc1UsWlSy6amkpgo8GEpFSQ0Ql0tTrnItlnz5zh+/fu8ZUtFtG3XFpelpaaAg3f7jasAJRKsY16Trw1lrTSW1zknPyyl4i+8lyrReJBpcr+Xq/TwmxqR3BOXl5RZKV8HpjeKZDJWmh31Pdms35/Cn1/IkkC5qEbgZ0+sezSZf5drtn5PFCv0Q4rmeSY0lUvPJd9wOkBN/sTaKMJ2B1a3K6W1TpTKgF/8VEqnT37HoGpKd6/BYHXvJpzmGwXIEiordc5Bu77Kte6KEL6ufP8jlaLxIjbj4q+yre+5iwtK/WuBx9GLIEA8InIa6BWY7sIv8Kl2kcUGg2Br32dc0S7RfXOKPR67EPjY8CpUwL1hq8C6N9HNsc520qouXa3Hz8tLHDN0IldFy4ydsgX1J7K8jLfu28vkMtbWPVtROs14MIFgd27uebt2sV/nscYrRYiqtYbfkI/NJ+vljkGxsepGvSXHxO46y4LnQ7vv9tT5InzF4L2tgAJUZ1OcA6XapMA7R0XfeKmTj4GfGvwCRGIcZdXgNk52p45Pc6B0hYwjEpVjT8J1+XfoiCJVHHkqRe+gDHm3/29IrUcf0KtY1EoRJG7IsJwxxE47iuFLS1xsj94UPVruebV60Fi5CiWfQDXm8VFxiR6LO/01FoefpZod4BmS8DzVIELebZnr8d5dXlF4B99BUbdWnf3LmByB8fKNx5h/E9VVKprAYxrPI/rULcXJMMAwHOeDVRr/G6SGvn3YpF9KGGpuBUAHn4EeNUr1ef371MHDG44qGKVsOoXAHz286zIl7yI688Tvj1cM0Tw63aBs2f8GNb/253H+EyWSrJ/SLvASlWRu06cUGTBcpnjRR4KABgDVmskqU5OAs0G1Xhvusny12ge5JEt0WxSNXnPHkVicxwSznQl3mSKcddKSSmh2TbHZSqtyPtOL9iRzpxlW01OigC5/sv3sb+85EUi0N5RCJPSAWUrLlGpBu2sy2VVpnqDNn/PuomqlmFUayR1ZTPoWwxLnL/Aety7B9izRyMQaQci9uzhz3psJVX1PI9rrkTNV5mE4N9XlqmQKNHpsG/MzQ3aW8ox2vNjrT17eMBBvw8JqVqYTnFMfPbzVNX7xjdI8pIWlhL1Ou/J8xX4CgX1nFgsACU/tnL8wyth8rMAyU86SU3+HaD1uwDjiWqNaoKrq/JZIKjSCLDcySTLYtvs9+Mhcqasa8cFXvxNrE+5NzE/L+AJ4PQZgS/fx/mnWORrzaYieEc9wzsu76/ix1a1GutH74e6UnW5zN+//hDw7LsHJ9JWa5BABrC/5rLRynKbhSF3GRgYGBgYGBgYGBhcc7hwUeDev1a//8LPWQPWFJuFEAK/9BbR38D9m78VA+Sub//nFl70Qm4C3h6Sgl5dVSdpDx8G7ji2pcWD6wr/gd6QvgwMDAwM4iGTXgvz3ERtNAQOHbL6toz5HJOJu3dpFhWClg3JFPoboRLtDk9HC/Ak7Hph22u/ZxScPBW01FgLYTs2AH2FAAADdkgnTgpcuiSwb5/AoRt5Mnp83MLxx7nx3enQRqZYIKEHoILVnt1MFEdhzx7g4H5ueLueSgo6DiB63LAulZgkmRhnIkaWM5tRdlDhBNz8QtDCSqJWZ4JgbIyb12ErvVqNsUQ2B5w/F1TkqlS4kT2Kwlghj0DSeHycJ6ErEcSwOLs5mZCoVKhyVNcsFx0XmJslkUiHTK7VfHLJ+DhVANJptoVtq6TZk0+yP1uW6KtKyWr0XKV41OloSVktMS3Aes/61k6uy4SaJP9VykxyFdnqAAAgAElEQVTC7ZziqfkocgrAhNmDD6t67XSAskyg+4SzWo3jUa/7SkUlWZot9udcjop7OyaZ3FldZVJF3l+pRFUSx7eAGxtjomTPHoF2i321WAzWY88hEaEVSkJKdDpUK7ESJMRNaGWUydJhqn+NhnpdEtMcR1ndJJO8L9kXPTeomta1VYJU2ljl87yujNkP3yKQL1gDqi9RyOeDqj3dLpM0jsN+tLQscPdd0bF2LsdE0vkL/rU0shp8EtbD3xDYu9fqJ2iFB3hgnZdKAKaVwo8+H0lUq0GFp0aTJKfJSRIxuj3ODQciiGhnzzMZKVGpqKRYva7mk1qdCW1J0LhJU0ySKhiWJUmHwXGxby/LmM36hJ4QKUaSGqtVKi+02yRGSbu2dFr1B/m/7OthtTxJGOnXRY3KPq7/nbfdyrljaopJ0aiku4dg/6zVOF9Lm8tsjvNZIsEx0On4ShNdji/LkqoVVECTCWnXZR1WqiQULS5RAUVPuBfHmMBbWmLbXbrEROXUDvUez2MflGPpzFngRd9EMoJOGMvnOL/ZtrJFlklNvX1mZjgXHzwALC2qeUiSBBKhOnZdYLXEpGrujmglsnaba5fdJXnAstgvjx0VuOEGq6+EBnB+OrCfCmOeYPwQtqsE2I9n50j+6dqs94ceJvlkbAzYscPCvr3BzwhwLi6tst1s27eQBfvqhQskNejkhGpVJful+prjKEKQVJDZCszMAF++T8BKWKhVRcCiT8eKNu6jrJlKJfZrgGvYeJF9dm6O/aRY4P2PFfnPSnA+7Pmkp3YbqCSYqO/12E+7NvumJzj/jE+wLqQl2OmzVNrrdDhP1+oku9z8LOB5z7XQ6Qh85avsB4V8kLgwDHYH6ALo2B4uXHRhd6noSkIs72VpKZ5glcmoBHmxQMKgVP0SQmBxgYT0bpf3f8MNEWR0LZFfLCp1oLn5aAKJjgGbSQwSHMLodakQu7Qk+vs2tarAV+63qHYTs9ZKnDyl1CJ3Ton+emVZgJWwAvcjLbvPnaNN5fQ0yU9TO4OqdZdn2MnlIUWJ1TLw2HGB249yLqlUBObmSWyKWtfDQ2V5hXFuMulbs3ocg8kk1/hTp0nk6c8r/n+0YxN46CHOeQDVbKSFW6XKPn3xEuOY448HLdYe+LpAJst5vFSKJsHlcirOLBa5TvR8VaGuTXKNTlKU84BtC1y8SHXPVIr1Ej58cfjmIJFcxlTlCoYeQimVWI6oKSdKLRbgHmCjybEcRYjKZtS6LcnWAPt5o8G6D8/BUXPek0+yP+jzp6ut7x1t/Ztf4JoyP8//T5zk84a06bS7fF4SHvC856lreAKAS+XRe0JETgnZ7+QzwY4dasxK29+4Z8GotaZe959RXPbtXo/jpNPh/bh+X9QP1k5OcD2RiqpUwQ4SkaIg2yFK3azTVgccXA9wO4rIJDEzF1wfwsjleZgi6lkLUPvRts2+XauTfLRaBvZnAfjxt3zW6PprhucGnz+E4LVkrOEJHuQpFIJ9sO4T5anMxRgznea8L++r489XkvxVqXItqtcF7C4PFZ06zXZ9xbdY6Dkk5S0vsx3C0FWbv/glgZ1TJJyOj1vYv9/yD4JZgH+gSio1ttvqWYIkU4FcTrV5LqfWXYlwPbd99eCxcfWa63J/Qsaf3a4fo2QYM952hIdnEgm2txA8VBLVVzcLQ+4yMDAwMDAwMDAwMLjm8J4/EP1k9YtfBLz8pVtPcLIsCz/3M8BP/BRPBt5//6CCx6teEf+9u3ZZ+NCfAh+/V+DYUWvAkrFa5cnugwfXX/bjjwu8413ccP3An6Bv12FgYGBgYBBGt8vE2XKJCd5qTW7wEzKZmMsyCeS4TEhI4tFthwVyml2hnry/GEoMXSkIIQJ2P8PQaIgBuy2JMKFLwnGoMNLuAP/4OW4U75gE7jgmsLzCZIxuEyXX+GYzSOzauTNIRshkWP83P4sEgIUFdWLYdbl5vt9PatbqQNem4kqlyuTJ+BgTJ5EuzwLYs5eJtEqF39NqMgFWXmUOLTXBZD4TacpS86kTLJuOfJ73k05zo14Ifs5xuPGvk/SqVSaahVBqZgCTzDrRoNuNKTuYZLt0Ofh+gJvfhTzJEmFyl77R7voWHQ2fAJFK+ZYnGUWUsMB7SqUwyFmweI1qlWXJ5dg2jqPuGfCT011exwLH1/gYcNkfL1F2KDrCxD/bptpQocCfZVKyFVY1arFuuv74S6d4r9nsoAqWjvIqSSUA3//1B2kJ2e0yIVHIc4zYtkrmzC+ocoQTuj2Hqh+ex387JoOJ+DNnRKAsuZwiwgnhk038Ns77JJpcjt9t+6SOYao5jqvITlKpqtViW0vlhDPnOGbzoTpJJoPWTgATSY2GSnKH7cHCsH21omaTfcV1mVyq12m3kstTyUYqoySSwPOfGxwLOpmsVIpX/qvVZJ8U2LGDdX/aVyMpl1UiOpvxyUyhTE7X5jyeTLAcUvGv1VKJN4D9/akTtC8FgEuXBA4cUM8X1aqvZucnwPX2OX8RgKWSw3J8FwvsQ/k857Jel314foFqaXouOZdX5Ko4NBqSwClJTLz+5KSycczlLNxyC0mWs7MkthWLQDk0z2ezvlpiwVeA09rD7rDe+moVRb6/01YJZQB42UstnD03aAd4/iLLaXfYJpLc5bpU57B9cqJUF9THSrnCOVCfI4UA6nUPFy5a6HaBQsHCa17FtaLnUJlCJn9374omxegWqTosC0iHCARCkCgqSViuK/Dc59CKLmHxQ54r+gQbx0HfTkzWz4D6p1DXHgbeq1L9KK2SDDwxDrzspVQgC4/N+Xn248V5RZJJpXitL30FAQtVISQBUWDXLmB5iaSyRJKku89/EfhnLxeBvjkqaSkKrsf5fnWV5BzdakrHmTODf5PqL10bmNWVohyO33ZHrcGNJklukuiiN2mnw+ovFhUxVrZXu+OrW3YY08i+LEklJ08pq1UdrZbAU09R7XS1BJxPAbcf5WuSTFCtCpzzbbri0GoKLC36Vl91lq9YQF+RDzHkFh1nz/uKXzbLU/XVDwtF1kuUUoqOMNETGCS0C0HyBGOk4AISF8/ouDzDeXNxCcjnBcbHLVy8DNw9GU3s0vt4uxO0zZ2bU3HboRv9+S9iXJ08zflhYZEx2dTgWyJRq7OclQrwz76ZRBCAxEsxZADbNl+TfWhxyV9naoowJ8mZn7gXuOvOwWt941GqAnVtrpeeB+zebSGdogWjbgE/vTNIrDmpqenFWVifOk0iDKDmqNKqb6XqMfbW4y7L4t7f57+gCP+7poFMRmBpiYQgSdbLZoH9e4Hn3AM88lhsNQ3AjYh1Wm0qGQphIZGwcPgWD55HxwCAdVv3D27s2KH+l8jnuZbosbiEbJ+wJXQ+rwi/EqXV4UT9rL92hceAJEnlC4CjER+FUG3muQLlCmOXsXEq91kWyZqtFssjr1sqSVIVMDvn+YdU+GKxECTEhtfjQzcCR45YOP64wMqywOXLjL8OHODYKFdIDJuZZZ3KAxCnTgOFAu2Cd+6kFW2rw35pWTwYIUmjMobNherDdQUcv9/MhglaFutIHwXVWpC8lExGK2nX6qw/uUY8+LAViHUlCW58TJGT8vlBK9JqjfP/+QuM8Votrp2JRPDABcD6uu+ranwkLMZPOjlcKq/K+wOGr/mS+NZzuHbJ36tVjvV6XWBiQhFBhylkJyzGe0+e4AGqZgt4zj1Uif7GIwKlFc61upWrHi8LcJ6WSqHz86Kv4Bf7nQk+/0giq973qnVt/Akqndm+EttYUcXeUlW05B8M2moYcpeBgYGBgYGBgYGBwTWFBx/iSVGAD1U/+eNbQ2xyHDFAkrrrTgs/9ZN8cHvFt2DAmmktHDpk4ed+evAzQgj89tsFHngA+JmfAr7j2zFA/opDuy3wy28V/Qf3j30C+P43rKtYBgYGBgbPIFy46PaVgaT1S9gapN0SuDxroWvTYksnTp0+C9wao9DlbMNJ07WwtLQ+O8avPrD+7wifoG23BHZMWmi3BY4/Hnxtz26VdAknng8eUGu73ORu+FYQUmWoUok/oS+vNzNHcsHcAjA1Fd0WYUUUaWNx4QI3lT0BOP4pemk/c+hGlRjRlabSGZap0fTVF8CEf8tXC7AsbkjbXW5o68QMu6tIUmGilqyHVmvQgkW3xtNxxzHW4anTYsCucrlEuyiAyQuZtJa2kJbFxIFMMDsOyQAH9jOZk/U35J99D+9xeYX3oicR5ueVhVj/e5eZuGp3+C+QJBCqrUmG4M9Swai0wtdTqWAyQBLVymWVaEwmlPJeqx1MBO+Y4ut2J1qhSCKVplLLwYNss1OnSXjo9YCxhm8754YSym0Sp9IZ1t/EBMsqEzt6uaVaTj5P1TRZJxK5rCJ41erB78lm2O+k9V2zyf4zPsYEbc+hUg2gCFG5XPT9JkNKaTKJq8N1eUL+qKa2WyiQrCIhyxe+nusKlMtM8k7t4LgCSAgYG1Pt124PJuQ6NomzfTeqUMgfR2arVn3LoyRw5Db+f/bs4GfqdU0pBSTzZHOA3eNX5XJUsPF8i8KwzY8ksHR7KjFYrSm7LUl6kDai1RoPmhTytHWbmhpM8NJaNagGKOcnSbZNpfyk1k4maavVQRs3ea+VCr9bJlQP3wKIFMeY7D/JJJBMWqjV2BcTPgkv/PhWLFpwe5wz2u1B8pO02kmlWKZkUhFnhAAqNT7LhROXngdKg4H9ut8PBOt2uUSFJFn/rusTdXwbpEYdqPtzz8QEk4BLy8DXHwwmgXVbXl3Vo1TyyV1ysvEhCS7hEWElgJtv5nxWrgQVjSyLqluw2AdPnSY5Y/duRXToX78OnDwp/MR0sLITCZKo9+0fVDO0LKW60e2SLJ5Ocw7UUavTrm111cLZCHvDeoNrm4Tj+ColIQJDs6ksOE+dDt5Hp0OiDC0hg3Uk0W4L5PPDn9fDr973FanwyGT1+LgF2yYJ9uablTWmPn6WlwVmZzkmEonBizruIPlXH9OFPOebRIL37LgkpSwuxRP98nn2tW5XJZ7DmJzg/Pz1B0U/lpRIpVQ/BoAvfmm44gwALC5xQmj461A6ze+Xa9bYGGOvvK/OvrxMYrLjUlFRKje1Woqk2fYt/jwopUGJ224FYFkQEH0CVxTBP0ySXVlRMfFdd/iqtkmSUoZBzjs6oaBWI0F1GPQ58PIM73P//sF9qHKZJLpjRwHZSaLuR4571x2cs8Loq2p2gcWl4JujPruyQstzqbYFqL6cSioSohDsezffEiT5yMI5LvCUFtdPTMC3XRR9JT7LUkMhHDNbCf/wSkWuA4NxvCTJddqM9SSBXY9JJrT5udNRdoo6JEmGBDbaXcu+Loldr3kV/w8r/4QhFXdzOZI7mk2lBPqylwqkUsDZc1Z/7hRC4NzZIAGx0wnWR2mVRO2JIf2sUBBwXSrRFQoubjqUwFMnqGwr1W+j4ncdE+OMbcJtsbys1t5qjfORtE9Mpxk76Dhyq8CB/RYch/2oVOIY2bGD/Uv2u1oN+OI/cQ3NpDlxSrtDGVOEy2J3gWaTa9PcgvpbraqsaDttQJ5VaTR4Tdk37E5QOVWH55HUWqlwfm34Nrlzc0DH5iHcmVn/gEpISa68yjaU4mBCMOYslXg/kxOch+p1deDn0iXGEPJwzsS4OpQzNm7h5meJft8ZHwuShvW1To6hVov9rtlg3cqxPzYmrU7ZvoUCX1/Q7NyTScb2UfGa/kX1Ou/HdUkWk8QxvRzhwETOH54HfOGLfMOOSd6rrj4tVX7lM9cTT7INFlOs/0waOOKQTDo3z/38bC5oIyvhhp6BqjWWW4ZSySTJ8/p4npwkIXK1HFTdrfn2nmHIfiyVHm07uI7HHTbbDAy5y8DAwMDAwMDAwMDgmoHrCvzee9QT4Hd+O3DLzZsnd506LfBr/1XgLb8IPPc5wet9/xu2XhXr05+RD6vAb/2OwJEjViDRNAz5vIU3/zDwjnexHv7k/QKvfTVPlRkYGBgYGITRbA5mZMLqQWfOAXceo9JCL4JocCYioSpRLA6SxXTs30e1ljBOnqK1xeTk+tavR4+v6+2bQiLBpOeFiyTzRFkUktwhUCxaA+QumcQ4dCPwta9z8zidGUyyyyTUwQODCXAgSJ4qVxC4QCrF5InrWwtaCSZGHJc/y9PQ0g5PflcyxctIQlQqxcRWKs0N7UKBG/PlCpUUopDLDSaZuz7hqxqzUd21afsnrTEk9CRsocDrSNKcxMwsyW3FApBKW9x49+ui1eI/meyQCZAoqwt52nxxkckS2/bJS03Wv/ysfG+4vTyPKkRSDuPBh5i02rGD/UEmmnZOBS1DhBCxJDZpA9jr8d4zGWD3HkXwSaWD7SA8AAn+a7V96zgnmKCo1ZiA8TwmoFw3SD47c5ZtaFmD9j52l33VdWjp1KgPtrXEhYtMuhw8GFHXPiGn0xmcJyq+8lUiqRLqjsP7b7X5s0w4zc0Dhw6xb+s2W81GMHkuMTOr7FJ1dP1kn243O4ykmvX709ISE7iVStDqUEIn6+mEkKUl4M47goSJMMFCV8HbtYvtk7B4TXmtmRnOQWPjTOpJmx1Aqajp81Ovp5SzOh2VSAsTu4AgsaRSUeQD1xV9gpN8H9XqVB+XCoDhtm82o62xZEJZ1pNOGMjnNWJkP5mt1g/H4ZyUsKiEcPCA3x/Kah7O5RQZs1ZjQi9MnpNksJ5PZJmeHrTElFZG8v2yfJYF2G3gbz6p5lOZUJZjBk1f4cO/l9Iqx06vB9xwkO+fm/NJkJZP+NS+VybEpVrazCzJHWtBgH07kJT323Z+PjiLzfnknPEx9olKlfW4axfnHtdlnbgasXthkWQG2c+amipSr6fiimO3qzZLJpR6WZhkJwS/67ZbaV22a1eQ4CGVUNodzrHFAq2ZXI/XbMt5L0YpLIxymf2htDpIxJbzTKczSOyUOH8BuONY9Gv1WvSXCqGUC1dWANeh6s/SEsm6R4+IvjINwPZ+7Dh/bzQZX4Xn5mo1WtGl/50IEh7sjiLXNLVYIq2pdZ49x+/OZNhHe9rcC7AMBw+yjc+cCyn6CKXmKHHi5NrkkJUV2gNnsrx+wlfFSVgcn0vLwANfB176YqrPXp7hNdM+IUYSLq1+H1d1Zdvoq+ZI1GroE3kbDaX0qNdbFPTDDqtlRe6Rhx7GitEKXFGx3CjQ61GShlMpxkP6GiptWh99LGjL/Y+f9QIkhPEiSVKX1iAa9a9b5309+hgAn1RFX97B97bbwGc+S1XC3X59yvZIJBkXdLsqrjl7Fpj246ZajepNjSZjG0mikbHA8grnhclJ1snkBNdAgGuw/hwjPPabsXFFTNJjvwP7VbtJC7++ClGCn7Gs6PVRR1jhtt6IVodbWuZ4O3FKxMZNAOe4ZZ9UuXMqqKh1+gzHYrtNhcixMRJslrX5ot1h/0ulOJfXG7yG63G+GhsLEk0sixaWUsGv3QbqDQ8Lix4unB8k60hSVnh9FL6tdDbHdV7GN1KF03NV3CCVuNJpFacXi6q9l1eAe+7x43G/Tet1xtNhRU/XY5y+WCfpt1yOtnnX4TjsQ5KQ2mopZer+/Wg/t1pco/N5fl+nw34q55N0yldV7LIOdRLr3LxSgZ2aUvcBoUg9rse4Wi6Hwld2SvtW8l3/ME63y/aW89zYWHAu8gRjX88VKBQtFPJKecruBAldukKcfq9R/T2X4/yfSHDuKBbZl/Q1p15nuXVlSx7yUL9L8m0/jnJANUa/APo8NzvL79OvJ4Sa7+T/qZSKTy2Lf5+cZJ/v+c8Nrq8wPTEOfPGfqEoModpVQh/LCSuodNfrsR727AHqTaCYZz8Nq9vJ+wiPccvi9bt+TLh/P+cs+R1Ob9Did5gy2UZhyF0GBgYGBgYGBgYGBtcM/v4f0D8ZmM8Db/7hzROaHnxI4K2/KtBuk2j1gT8GstnNX3cYbj3ME+dnzwHf93rg6JH1fd93fxdw71/zQbvZBN77PoH/+MuG3GVgYGBgsHE0GtHErjAy6eCm8TBiFxBv69H1bfjunoz/rExW53JUZLnSEEKV33MFvnTf4Hs6Njdpb745SDrR8cDXFMHAbavEehjNlq/W4W9A93pBa4xOh1ZJ+gZ4IsEN70qFCZXiOAkplYiyhIlOskx79igrFYlwO0tI2w6AG/xhVatUiklYPWkgSWcAN94FgoQWgBvx0j6wWmWiZ6UEHDygkrELC2pz/bZbRd+WT4dMQPQThBG2UrInrZRIUJBllbZv4c16K5Sk7XWZkMxmlaXg1BRPdutt22gqclciATgx2WPXDRJz2m0mB9NpEh5koZe1ZEA/gQomu9otWhpJ5POsA9dj+8qky5NP8f5yWV/JpsnkoN72hYLqK55Hu8FMZlBtDGC/WVlhOScnSahqt1WScrXMhEq1OqiIAgST0oCvnBZBCpLKXd0ey1v3FXikFVwUISNOFFcnmayUxIBdzd49GFDLkQm8qR2KrAKoesrlAc+vGz2p3+kAi4tUe0mnSdJLhxLEOtKpaGWy8xeZ/G3UWT+jCP7atmr3ej2YeNOhE6zCZXedYJvLt5bLKrlmd5msCiu7hEkpQJAMRUtbfr5nKyIqwCR9KkmlhKSvQiQVnVwwgSqtn+wu55xmk/VndxXZIkLADdWqgNOl2tPN4/H1EoZOwHroYZa9UlH2u6VVlWjv+mVYWFBju9flXFMoKAKf5wLlmrLVWlnh/fZ6ipxz6jSJdgCT/a6vwCYtpGQfdBzg/q+p8mbSnP9yOQwQM+RnWu2gYkSpxDG5tMQyzs4p5RDAtwvuKothiWaTZXnoYZKVpBUowOusrAiMFXm/YWJSLmchnRaYX1DkAqke0+2SOJJMAAcO+oQ6j5arktQIhEgACdZNpB2z5c/nMcQj141XI4kiCktcuBT/mkQyqex7Adb1k0+SEDDmz3nhhK8khukYRuwCfOWykB3i5cuKXCDR67Iee12l4pJIsDzJZHDc93rApz5Na+pWK1imxaU1FFxikExyrtOJlO22Gk/tFtDK02JQlrfRVCSieo3zRDarrKN7PX+t9cfc2BjH5PIyy7kIvjY5JO5cXqai+9KyIvdK6GvF3Hz0HCfhuAhMinGkwYHPRcRd5QrJXeF6dhzWj1Sj6doCp04Hh7tlBS0N14Ikpxy6kTF6KgXkc2Kg/0gIwTpfiDjEkcuxDqU9ardLJdpikeO9WlVqsBKpFPuGbvUr142+6plloVgQAWJ3x+b8f9utVoDMNjkBTE9bmJuPDsAkmX+1HPGicoUDwPXw4P617bcf8w+hzM8rlbLJCfbV8OEagPc3Pg6Un2QfnxgnuWt+QeAr93PNn5zwx5o2LuVa2mqpsuoxeXiuEILES2mtfsvNFlZWgYuX3Eg76jCpS6JS9efiMolzh27kfB+nVFYqBcdKs6nIXd0ucPmy6CsBA1pcqKlQ6spteqwRUJLtsI6j1JD1mFb2VUleC6PZ5JrsuiQqX/LHT7WqLK0rVZbNcVVsq4dlva4ikkuCdz7nP1ulADgAEoxps/6hH/1wyemQXW/4YEivxzKMjwGlFdEnfu3aFf1crpOvLEvVoTxUIuG4rMd0GpjaTVLv1A7WVaOp+le7zThAjt1uT11fX5v18krSlFRbrFY5Zh2XMerBg7ynbFYMPCMC/Ixsb/l/P77yf5fz1PmLwc92u8F+I+NxCxiU3PTRtzJvAjfewDaSpHKpVFnX1loZ96yuKlKh699nswlcSPNQQtSBt3p98G+bhSF3GRgYGBgYGBgYGBhcE2i3Bd77PvVE9qYfsLZErWrnlNpsq1ZJmLr96KYvOxS3Hrbw3t8H/vJjwBtev/7Pp1IWfu5ngJ/9BdbH334K+O7vErj9dkPwMjAwMDDYXoSJLmthM1YD587zHwAkEgLjY8Pfv51YXolOygCKSBB3Qj+dDiYg5AlyecpdouKrZE37hJ4Ll4IWEvpJeAnXVVaPAMkfUTntKCwssGy7dzMZZUFtyi8uA24vmBzK5ZnwKBbZrl5EsttzfVUrDSsldbpeJkHCJ+cL2qllqUjkOuhbcIaTTE+dCNr/RaHXDao6Wb5CA0/jDyb/U2lllaZDktOkEkkyxQSSPG0+MaGU0aLgebHCFwCiSQinTvlKbn6SamKcVjuer0jRsZnwWy2zX+jqDFJNQWLFP3He67H+Ox2VmLZ95Ydd04rkZlnBe5EWe/16tIJJEknKmZvjdx09QnUJiZavcBRF7iqV2K90QtdqOaj6ks+zv3W7AgvzJEdJO7thKJWUOovQClytAd0eyYHtiCRYr0eiYaXCtpmbF7A77Pf5fFA9Qb4/lQTg20HpxEohfBWPnkbWHGKNNb/AhJDsg9kMldOAYPJ8FFUYnSRWWg2qyElIy8Pd/pyjt9G588Gy9nqAbKZ2h/3F7rKPVmv8Xf+84/j2kBHjdOcUE+RCKNtUHfrfxnzCqlQ1kxCCSkqPPkZlM6lA126TOCX7ZSLhW7UJIOWtbU0WBzmHlysc85JAY9tKZQoW5y+ZqJOJR5noXC2zHer1IME1kyERQJK89NdkEnVxif88V5F+9+wOrkuyrnfv4nskqafRjLYqa7cRSKALEWyvanWQbOI4SpFKolKlIuOZMyRVFIq+tWqP77dtjp9EMkgyKpUQ6fcmr91fC0KJYknEkNeWsCz2lShiMuDbeIYIqkJLRNcbQUJwmMzq9EQkCWItOI7fdtpnpSqbJGMlIggJnc4gKSscN+iIG29y7g/fj+epfuy47Fu9bjQB1XVonTk5AZxbCa7J5bLquwCGznEShaKFdHpQPcZ1o8mr4+PB+aVS9YkIuqKlCHanc+e4z6PXYbs9nNzVaKqYLkwwKBZUTDE2xnE/G4plJFZXaRMIAOfOC7hesPzz8yJgvSwRpQQ1DHl/7mnUxQChYTOQ5CjH4dqTjyBdA4wfyiEy/3KJ6760sCwUuKaRyOPbdkNTzdTau9MJWsQ6PRJL9iImFb0AACAASURBVO0jSUtCP4ySyfD7ej3A80QkV0N4w2OGTmcwtmk21aED+OXds9fCbAxRrF+2nuiTeiTSaWDvXgtLy9GffeRRFQvWaiTZuS6wtMjvnd7pE4PBeDSRUET1Xg+AvybE2TwDXCcFeN3lFdppR807kmQUBz1mnV9g+aTycNznopSPAY6nh7/Bz+7Zq1ShhOCar8/H3R6ttTMpzpeNRkiZLMF59oCvdNlqDc67+lxQrg6SmwD/GWiJz2NRsdbiIsfy/ALre8pX6c3n1dollaHkc1smw/dJC1nXJdFLV62V5SxX+F55DZ0Aq2N2lvvWQgSto6PUbCUpLaod5LNUMsVDCmPj7FutNutQxlJ633Jdvi5jd33OluPXtnkdfdy1O4xZalVlWayT7Lo+WV9erpDn9wBcA8Lqea0W+4J8HpUW8oU8AEtZOY75KmRzcwKe4NytE9fnF4B6Q+CGCAViwCcFLgbjHssK9ifXU/N5q8X69jy//P49xBEmtwOG3GVgYGBgYGBgYGBgcE0glQL+1fdbeP+fChQKwPe/YWuue8stFv77bwJvf6fA//hNCzfecGUIUtmshR984+DfhRBYWAD27x9ejuc/z8IrvkXgC1/kQ/wf/JHAO95myF0GBgYGBtuLURRjtgOeF1QK2U7ITXSpFgpwMzqcSB8V4eRducwkgFRl0k+7t9pA0d8Elpv+UbZhEhPja1vJhJFIMFErwGTJ0hITKtlMNEFNkgI6bZa152+Ih5MEmQyTA2HIhPEw5HMkLIUxM0NiWFxiKJyM0xFWL5nyiWmyvnbuZCIgk2ZSSCqYRH1XKqVsRoTwc9eWIj4l/ATy+LgidkiClUy6RKmpTU/zfbXaoJXl4rLvvJjg901M8Lu6PbZFIjF44Fwm/IRQY7XVIlnMdVmWfI4/SyWF3buUDaJ/W7HI51necH/USYCptIWVFa1RpHJbxIUTCfYPx1H9PWzn1W6zDxx/nG0qE0F6wk6OsckJNU/IxPHiougrb+3bq8hZkxNAI6K/1xskRgmwHuWYqPlWQNmQ2liUYkkcOu1o8oUOvR9IBQrdkrPtK+dEkXUAjuNEEgFlu15PEWV0yHaUSg/he3NcjmlJiMnlVD+R86SebNOTf1HqEfk8iRWOGz+mw2jUATfP7mN3FaFSKh9dvKjKMj3N92TS/JyTJznA8W2QEqngZCHE6IoJTo99y/FVtWSbJBK8106b/0clt2Vy0vMAiEEVn2F9aN8+JuI7Hc6R9ZpSMIyygwOYQG13WN/t9mBdHzzAuaDewJpEnKhE8dJSkCxUKASV11pN/gNUf5a2Q9mMqg+AdZJKrX8dA/j9enJVCM4fcVbCUYouM7NUMnQcMWAvGia2nTg5vLp27xokf8pyAYPzZrNFUt+e3UAjRvlTR6XqE0nXifA8IdVt9HlbrtEdO5rcNTfPPkUCTfT1Ox2NJNbj3DE5ER83Whawwydn1OucZ2o1354xQbUUgGSHXpeEB9sG6prd9DDY9uCcFhWjjIpcTo2HTFopycXBcZXCIeATDnyslKLVvKLIXb0eMDsr+kSFKKxHnUtCWoethdUycDCG3NVoBolWNY246rmD8V+7PUgWz2ZYn+M+GUJgsJ/rdbW0JALlLhSoatvrsn0PHlCvzc0ByysCi/64jCI5SqRSwbkyIW3ktP67HEPOkuj1BObmOCaOHeVnz53j2C+Vgp91HGDXbt67VH21/LiuWgFsf+0Kx06TkyThhK2Nw5CW3IU81bCaLarVRsXa2SwFDS2QFB+nwhWG0CwEk8nhpDAJy4/7+irFfnuUSlrfEMCkRhgVgnVRLgN7Y6wY5bONRKnENg0TgiQ6bc7Znq/S3NHsXOPWkMlJfk+jqRG+y0pZ9IYb2KejLOvnF3wLbUlKForUFT78UKupZ8QoRUdAfb++Ri+vRFviygMG+kGTHZM+gcufn9wI1UdJtgP8tVur3yiVQfl34UXHunZHjXHZ7qkkY7pMmiSs1YoiRk5PA60ZVZYo6AeNhGC79ybYVpLonfEVw+R1V1eVepzE3Jwi6xaLwefLpeVo9eu4OFZXGRuGpG9H2RpCPN0oDLnLwMDAwMDAwMDAwOCaQDpt4V/+C+D/+VZuLm6ldeLznmvh/e+jItbVhBACv/+HAvf+DfDb/z9wz93Dy/MTP2bhy/fxZOCDD9EK4/nPMwQvAwMDA4PtQyYzqCRxvWBmRmDPnmgSzp13SHspRdYZFVEb7e12fPJkeYX/FwosU1gJS4e0NhtFjaZQZEJBJj9W/USzTMZEnQwHghvanscN8LCdSdK3IkslB5Ny5Uq8kopEPh9UOZD35LqDiQ2JXI7/ZMJ8YnwwMSGt2+Q19YSL0+P7k0k/0RBhGSahJycr/s/S+kvWjxBMJkxM8Hfd/q9SEZEKH1LZIkrVSk+cNBpKFUD+3XP9JKiW8PV8dQrb9hOAIbWKyUn1u93l99pdoLqsJeUsvi8qkdztsl/u3KnIGJ5LJYN2mwmRmZlodaRMmiQK2a4dvy92u/wXpSylQyZn9WS5hJUgaS3cfk8+JQL9VydeVGvKAkwvb6/Hca6ryemIGydxCNfFepWjwknCWt1XCIggdlkWVRf6v2uKc+HvbTZVfYUTS56n+q+e0Ftc5NjX7eukipD+XXFY8lU1lpbjCZ9RykRhJblSifP0xcts97ExPzHc8RN9aVW2uMSu6wIQ0fUYBzn29D6QTDLpODvHeksmVZ+SvAALTAhLW6cwIUS3IAujXCapZXl50Ma03zdEcN2SpJeoeQVg27veoIrVMOzby3uU861McuvfM8ymudfl2hau70ceiye3tTusz3xOzXeAUpiMtJ/qcL3xXJJFdJLjMOVRu6uUQnVcvkxyaS63tiBVFLFrFLQ60cTqVDq4DrjOGuSuiAJaliJTSKR9O0TZFrp6TbfH8ZZK8e+WxTFk2+yLUmVubFyNd8dlXCjbQxKoXIfEA12JyQPQa4s+4RLgNYtFP+nvEx2SCfaXRsO3HLbWP/cCIWU3xIyJDcr5yVgtCs2GUpiThA+ACluBAo2ISNtAKNWduLh0GIn26BELxx8fcu+aNfmwsS1AMq0QisQ5inobwM90/DGrkx/37uX/jaYi1ZdWBQ4ftvr91rY577Vbai27cAE4dIMicrsusKqNS51wIft90idLh+PUTofj7+hRxpeJRLSlmo7FRRWHnr8QTaSSaDZVv5c4uF8dupDQ7UELucG+IGPOMByHa1O9TkKw6wTLU6kAdpeVadtssjAZchRUKkAFwbhwGISvgnRgPwJjQF/no4j0ANuj2w1a1gNs56gDQFFraiFPUqkkkWYywAtfYOH8eYGnTgTfu7pKgjWgSPXVajRZHqDCrpUIznlhhOObqHmt3ebYDlvDAmreluSpfD747BM3nTUafpwtGI9nYw7VBL5Lsx4Mq7zpXzMxDhw4wL589uzwfYL+AQGfLHz+Ap/TxscZG95xjP8ff3zQjnJU1Gq0eZR9otUEbrnFJ/G1qcwmCaMTk+xT+sGKcPtGKp6tQcjS45pMdpAwaIEERiG2h9y1TqF1AwMDAwMDAwMDAwOD7cXkpIVjG7QfdF2B9/+pQK0++MR7tYldAPDhjwAf+nNu9PzCLwmcPTd8V+zgAQvf+R3q9z/4IxGwnTEwMDAwMBgVvRGTvHEb2tcDnjoJfPFLwMnTGFhPn3iSFoFRCbRdPtEpnx98TYe05SjEKCCE0WqRGLXWpu8oS79MkEcl8+Um/HpIDmHIJH/UqX3d1mRlJTqJXSrxszIxpN9T+JpODyRleMEEgiRq5XJM2uVyTF40m0wOUzmBm/TCU8pOlSoTMsNIdFEIJ2R6jkoWJUJKVTOzLhyX5KbAZ/wk3lpWHbbN9+p1mUgwORJ1et7zmIgPt6nrUili55RfBw7JC5bFfpnPM+HhutG2l55/Gl+IQaJErcak/6nTQZtFgIQEPSnWbAb7Yiq1tgqLHDdRZD/hKbWi8P0OQ6USn1+f2sGE6L59tBzbsSNaaSUOkgBZq2m2feuEENEJJAvRRBUhmAyPmhJSIbJeVBJWJr7m5pjEbrfYJ/R+53nsi7pSU6e9NrFLh1QpiUKnPdgm2Yj6c132ITk/7JwmgSUdus8o2ymAn11cWrvfrQfVKhOhMqGsK03IclZr8SSVKAuoXk/VV3oIWStqXg3bKElU/HLGEd+i0O3yM5JUm0mTcLa8zHFfrcYn9sfHlR1YGHHEroavKiath2fn1PjudAaVDiXabV+ZUvikIA2VGIKMJDTFEVKWN6DYGUZU7CQJKVFjZ2pqcL5ZyxY7ql8Vi0y862g0ggpcgcS1r1ZYq3FNKxbUde2uKnOjzvLt3gUkQ4TbZCJeibFWBRpNgY4t0PQtEFfL/t/rinho+WqYrbZSUWw0g3USR2qJguP4qn6ZwX6/ke2TtWyhdQLOzAz6Kj1rfW4jOHEi/gZm54O/T+2Ifl8UanX0VS+jDj0A7EudNvtFr0dSRru9/ngyrHKjj5dWi3W46K/9Mo5cWuL3roTip5lZRbR0hpRDtrvrRR9AmJri+nfmrLJ9LA9R2HNdEXh9LeIMwHvQy99qsVz5vFoHJWH44EFaCYYx6nNZ+FmiXg8SjS2LzzNxVqNrYT3qi9LWTyKsopTJDLbd6iqJWaXVwXmltApABNXxMhnOGeG1MZVmnSYS7D/lMvDgQ2KgbS2La1c6zbFQKjFe1us7XO5Gk/WaSATjlijVSH3U6vcq44CVZcZh4bhA2lZK5c5R1PeA4PrQ7ZGIGLeO9r/L43jSFfkk9GfeZovKlgsLweeyKDJtOqXssgHOF+Uy63Z+geNmI/bHOpKJ4HrvebSPvXiJYyhhKTVe4cUfIhqG9aw/OrFr1y5g7x5lNV6OiUs2C6PcZWBgYGBgYGBgYGBwXUAIgXf+rsDH/wr47OeAt/1PYM+e9RG6PE9gdZWbRfML3OidGGfSZ/8+Spin0xsnib3sJcBffJQbVi99CXDTobU/80NvsvB3nxKwbeCpp4Av3wd888s3XAQDAwMDg2cotjLBfT3g8SdGe9/uXVz/5c+XhliZSCWCUTdy02mMrH6wFhIxdilWwidTDEkah9VDoiBVeIYl0oB4q4rZIWSPQsG3QWlwc77RZMKgHWFx57o87T85yYRZJ8bGo+uohE84SZRM+jYZa5C9RrWVk0glh1s4rYV2h+SwrE9eG8Xyw7aDikry5L6jlUO/TqPBRFGjEU386CeUhqh4dDohFS7fvnJYAn2te2mtkzw0KqantWRtiFCoK+tNTjJpGJfgjoIk7IUTr3F2ilEYRgKanIguj93hv0IxSCSNsxnS4ThKjcZxSAICgnPHKESIsWK8ZeAo6kb5okpspzO+JeMQUkSv56tcZNlvJVEzlRpUydCx2QQiEGwDKxGcF3pd1oO8F88bPpd63mAiVx8b2axPoglZhUVZuemIs8VbK7EryzPpK2B5mmJcuB/EEQwmxqlOMUr/0xHVz1pNEoA2SpaMU5D0PD5/j49Hv74ViBrL8m9R9xoVJySTWJfaE8C5PE7BbS3UqkFCYaMOWFod1eokgOl9NJfjGjA5yf4l1wK7C8BXi0usUZ5OWymNpZKAbLaExbVP+MS09ajIdrscqwcOaOpSPka1G9fbqTSEyBLVdvU6MBOKczZCqI9SRxr1cEYYnc7wyXyt+QFgnKSrlMr5NorMMgz1OslUElGk5koFcHoC1dpwQlOno9TjogizEmvFHb2uWq8uXVYHOeIg15N0an1tone/1TLbVwjGJ9PTnH97Pdo7RsVB/XGwxtq81tqdz/NZ4UopNOuHQvR4K5ny7flC48jzFCFsxiegtVp8n6yXdoeqecUxPnPNzXPe0mHb0crJAwd0LBUHd+3o/hKrDOpx7pLTviSSpVLRfVJv1wCZ3mUcpz+PSAVQgPcWRTiMsh8Nj6lGc22bcGBQZVWqkknl356tyP56F8vlSQ4esHHvAdM7uTZFrYuXLg22/bCYMpUiaVVXUpQkfxlvCUECmrS01yHAZ6tRyJg6hql4D1PUTiQUUXU7YchdBgYGBgYGBgYGBgZXFX/5MYE77wDuOLY5Za2TJ4FP3Mufz18APv0Z4E0/MPwzQgicPAl8+jMCD3yNhK5hiTyedhO4807g215n4cUvWp8i2E03WXj3O4EP/4XAz/20NdJnd01b+L7vFfizD/P3975P4KUvAZLJq69EZmBgYGDw9EHYzu6ZDNsenVG1vALs28c1N24jtx87rJOo1eupBEYc7BFPbPe6QCW00W8lqL5i28PLFkVGiCOoOQ6JUzrC1iqNxugnnqenmXCRCjhyc99x4pMSrRYTa3G2b7UaCSPhMmYyjOX0E/2jEKgkFhaAHZO+rZxftmSCiSqZ6FwvIQxQCWDPVQmefC54/3GJuF7PJxP5v2dzPhEmgrgmEFQAGFUNIAphsqjnjZYolsjng4mo7SB2AcG+GWXp03+tGiz/wYNslzjVIR033sgDGNICajMKeRICa1ud9nyFu80iTICq1tbml8Ql4YDR6iyTCSr0DCNhZbJKoaHX9cvmF3DY+HW9jZGaE4n48kT1U8dR5Jq1iL1rkUzk68srtAqUSKWGzy3Dxk+xyDJa1uA8srTEQ0zVGjDf4vt6WrJ0FNTrJE0NI1msF6MSD9ZSugqjfoXjIEkMXItILDExPlw5SCI8f27FnOM4XLfDCXDP88erT6SUbSNjE2VH6P8+4nfJsVssKqJCuw10dMLqOtYoqewzP8961IlEoyLOGlGH50bPK3YX2Aru4HrUkaIgCbvJBO3Ttguj9rmJSZIIR51P7n8g+nklmVDk+eUV9pkdk+tT2wxjvTarst1vv93C/LwYUBSLQ3juDtdFu831Pmp+mp7m+6u1teevZMw6kbAAkUTf3vdKELsAKlMdOMD21MvuOqM/k1YqwfVNCEW68WKsh+NI8/qcmckoBdqVlfhYYmGBbWBZfJ9c6weUfXv8l84oMqSrWcHra39YoTPvP1NExR2XZ2PsK9d4dhEYjdgVhX58FxXnaX23044m16fTvgpwTDs0moM2sOlMzPcheCghohgAVP1HwXWHE7XiECYNBr5/yPU2ohK2ERhyl4GBgYGBgYGBgYHBVcPlGYHfe7eA6wEvfbHAb/6GhUxmY6Sl22+38Bv/BfiN/ybwmlcBP/jG+PcuLAj8wz8Cn/4HgYuXRv8OIfhg+YUvAl/4osCOSeA1rxH4ttdZOHoEsEY4FnrwoIVf/Pn13eMPvNHCvX8t0GiSuPaZzwLf9rp1XcLAwMDAwOCKYCuSjNuN8KbyWjj++Gi7wpdnRrve2JhKEq2V8FpPWcMJfuENVw4ZhmFki2Eb3sD6+kC7TSWQ9RCDgHhil0S4Lmyb/7JZIF9gvW5E1adSBaCV1QIVlJLJ9dVxsUhCxMJCNIlHCCoTtFssd5TKhUS4voWISCZi49YgySSTW1uZsAjfz84pJsFa7SHEGjG6AovEE08qpZn1WM7Ozg7a8cShayv1mmptbRU8iWEKX/v2Ak8+Ofzzve7G7MbCCCeMhTeYOJMJ+i2D9gXt9vBkc3i+EaHPx8F1+E+2/1rIZHwlNIvKIKMSNeX3ABwnnsd2iVJdG7UPdzokkUjLyXxu+BwwjGwHxCdZ9XsUoWTsqMoTAlRm3L1rtPdLbIWqWnENq+SnGzyxNtE1UtVxjfFgJUg42LEj2iI4maIqZ9R393pqfhOuInXJpH6zNboVdRSkDWizuUnSiV8HjsMDewf2C6Q3uK/0dIZuRbhVyGSBAqist16sFS+GEUf60e9HEjnabSr+FPJr25uPgrXIWnK9Lq2ITZPwAEUmlBbPcQRZy2KcEbfeT02x32fS0WQbT/iHB7agjtYDuTZEIYqclEwOtuWw54n1qkVKjI0p8uda8TXAOTedDqplxR726arDJXrZ9Z/1GODgQf6+lnX7KAhbVl8NJFOsg/KQZ7Qo0u5Gnk+iYqx0hm2a0erCtoPfWSjGz2WZLDDur3db0SbbCUPuMjAwMDAwMDAwMDC4avjAB0V/o0YAGyZ2SbzyFRYOHAAO3xJNtFpYEPi99wh84Z/irzE9zYTKvn3cpK7VgUXfpnFpKbgRUakCH/0Y8NGPCRw9Avz8zwJ33bmxezh7TuCWm6PLPTFu4Y3/iqpdAPDH/1vg1a/cnEWkgYGBgYHBdmC9tgdXA1fTonL/fto+X0+w7Qi7kxCy2WiCQau19mc3gmQCiDrYLkleW4n5BWZtdq9h6aOj2WQSC4g+XV+tUiEsmyUJYlSiiedGK384zubUsYYRUtYi2o2C1TJj7+IY4+4oCA+w1mkFBWycMDBq8nZmbmPEJ9el8kgl4rOjKP2s1xYrDqOo1200iRoHmZRLp+NJJRLrUdcLI5Uavf0TieEKfHLekAptUZAkq4TFBLLnBduy0aSqUBz0BKQngK0Qw1ovmXmjWK+K1maRy2NrKugawijKYpF9z8JQgpfwlLpjFFyHl4j6fs9jkjuTiU7Kd9rx1mWjoFFnsn2r4XrANcB1uC5gWcPtb4dhK0icw9Bocs+u3dkasvMwzPuqlHMR6pT5HOf2xXXE93LdW1nmHmTUmu440epUOnq9jZP3rxVY4No6vQvwloev29LSdaNqkY2GsiaPmtP27gmSm6V6lx6LdLvRBMpsBkimR4+LW631H26JQ7d7Bdb7tbaft3kM6giT2q0E+0Svq6x+c7lBEtgwkmrXBkr21iqRbhcMucvAwMDAwMDAwMDA4Krh37zJggWBf/gM8OZ/szVEpaNHBq9j2wIf/gjwwT8TAwm9sSLwylcAr3uthTuOAdlsfDlcV2BmBvjHzwn8/afVBg8AnDwF/Pi/F/jO7xD4iR+1MDEx+v18/K8E3vkugTf/Wwv/+gej3/OG1wN/+TFu3MzPA3/9SeD13zPyVxgYGBgYGBj42OokdNgiaRjK5WCCYJgFGLB9dnVbiVHIXfl8PKlqO05HO1uoIJcacQd9FDs6eT3HUfZbccoEcZYnAE+nRyWPYkknmyA0um484QoY3Tp0LSwsUM0sDuvNGWUyTLTVt5nMGZcEajSU4k0c4uouSpEgjFH75VZgu2ycNmJjuh6shxjW898bNx9JktawMq9lgzRsrk8kR7cN1NXILGtrSA3tTbZxswlM7RjNVnAr0GmTDJDdBLFIh+dd/YTuWiSOOIza/ptZa4dZJG5mfbG7ABLsx4ktIqyOaoNpMBqEt3mS1nYSr8KWbVcD7c7WzKFhWNZwFbZ8nsp5V/PQyiiII7JLCACXL492rVqdioGbVYqOm9OiVCvDc2erFR2fp9KDVqGFQnBOclxlzbjVatdboSg3DDLGGRvjfYTrYBRL662YC6KeJ5MJVT5pl717F+1X1xtrbjcpdSvwNOCfGRgYGBgYGBgYGBhcr7jhBgu/8tYEPvYXFm6/fX3krpUVgfe+z0OvN/zp8CtfFfjXPyzwvj9RxC7LAl72UuA3ft3CvR+38JZfSuC5z7GGErsAIJm0cNNNFt78wwl85EMW3v0uC9/57TypJ/E3nwTe+CaBT31aQIzw5Pr5Lwi8/R1UMHvv+wS+8tXoz+TzFn7oTap8H/hTgXb7Ch6NMjAwMDAwuE5QjLEQGqaoslUIkySeDhvIa2GUhPioVnVbha1MmGw24Z/JkowhIQknG1UkSiaDsedaSKWU0sG1jqHklnWGvVeC2DUMoxAMhQdMTAz+vVKhvU0cikUgu44+MAzrtbochq0iZ1wNuM7VteFZzxjV15Gox80bbwT27BnxYv7nN6sEZ/lqZduhxBiHrSQHbrfqz7X+/ZvBZtcXu0OSwFbNRZMTQGoD/TkuNnymYxix75mI8TFFzlkv4hSd4hSXKpXhh0fa7dEts6+0uqKO+hYrSm01KWqr0GwOWouGyab681Cttj3Pgdvl7yD7aaMRTW4bZR3brude/ZkqneH3XJ7Z/kMEVwuG3GVgYGBgYGBgYGBgcNWxa9f6Hj8dR+C//IbAn/4f4Kd+VmBhcfApstUS+M+/7uGX3yowO6f+fuwY8Ee/b+G3/nsCr3rF2oSuOCQSFp59D4lhH/qghVe+Qr1WqQL/7X8I/MzPC6ysDH/C/eaXA9/0Qv58913A7Ufj3/td30HLSID2NZ+4d0NFNzAwMDAweEZjbAy46VDwb4dviSZZjIKtJEc8HeGNsJn/NM5bbzoR0bVHUz4aRubR4bpMCI2CVGpj5b8W+/R6yQ9Xk9gFjKbCIxBPfIz7/NQUyYIbTS6Hkd5C77KnC4nwamGjSozrVccrl0dP+EtsVvklm2EidVQVS4NrA5ZFtZlrAlsQKBTytL9Opa/BRczgukC9oZQe1/3ZGJLTZtUxCwWSvofhaioBb1SVcCtgYbgq7Ebmvx07NlycK0JMu5afua6EVbS3BWqD1zoMucvAwMDAwMDAwMDA4GmHz30eePQx/nziJLC8HHx9dk7gx35S4PNfUH/bMQn8x1+y8IfvXr9K2FrYvdvC//frCfzOb1k4cED9/RuPAD/6EwKnz8Q/XqdSFv7rr9GO8Z1vt7BzZ3zZMhkL/1azr/zzjwjY9rX86G5gYGBgYHDtIZOxMDsb/NvZc8DMbPT7R8Xk5OY+/3TFKLZYV2Izf7sw6qnvzSopbUfyy3E2luCQRKqngy3o0xm2DbTWSYYpl6kwtVVtc7Wt6J5JyGQ39rk4tZc4rJeotVlli1xudHLqMFzvydhhuFr3LgQJpteCcthWkB5abWB2Fmg2r4Ebuk6w3jVqq5DPA7t3X53vfrqh1Xp6x9nbCYHhqrAbib1Hsc6+mriWifZbRm4bMsVfiwdUthomdDcwMDAwMDAwMDAwuKI4d17gXb/noVTa+Ibba18D/PzPWEilgJ/4MQt336We3h7+hsC/+3GB8xfU+7/7u4APfdDCd3y7hURi+570XvwiCx/83xZ+6E3K2mJpGfjJnxb46v3x9zs+buFHfEK/tgAAIABJREFUfySBTGbtsr3utTyNCgDtDnDq9FaU3MDAwMDA4JmFUSzTRoU8cT82tnXXfKbj6ZKWTWeAVJLxm71J5YVrEavlq12Cax9XS5GiuQUJ915v84ohVxqZEcik1wP0p8Ltsru0LH7RRi1iJXbv2j4bqGcKwtZdVxqjKHBuN7aqD3XsoMVqe8Q5zra3qADXGbZS3XE9aLdJZjYw2E4MI7ZOTV25cmwlroX5XMd2xG3dIaR0p3f9k8W3SLzXwMDAwMDAwMDAwMBgNHzggwKf/Rxw798I/PJ/AL71devfxrMsC6//XuAFzwcO+bZKQgh84l7gne8ScP0HuWwW+E9vsfDqV1257eZs1sK/e7OF5z9P4Fd+TaBe58bUW/6TwM/+FPD67x29LEIIWKFjR6mUhR/5YWB2Dvi+7wUmJsxWuoGBgYGBwXrQbm/trrfcQA6rgT1TkNukYlUUmlfZUk/HMOKD6wBe8hrLohhcUWRztGiy7SurdHYtKzNsJ7rrVLG6HpDPbw8Jb3yLCMnVGu3wDDaO5DYR+J5O2KqVtNdV9qBOT+DcudE+t5Wk/+sJV8JGLg6bJZ4aGGwGhly4NbgaSlqOc30fBjDKXQYGBgYGBgYGBgYGVwyzs8oq0baBW2/d3PVuusmCZVlwXYG3vUPg7e9QxK49u4H3/O6VJXbpeN5zaQF50Ldp9Dzgf71L4B3v8uC6a29dfunLAj/50yIyAf2tr6M9oyF2GRgYGBgYrB9XWyHjesN2nI5+uihoXO8nww3WxsoyiS2j2JNuJTZrpQcAtdrmr2EwOlLXmNTCVpWnVgMWFrfmWuvB9ZS4LRSudgmuH3R7POQHAKXVrVWxiVvzrwVby+2CIW5eXTwTLOYMrm/oz3TpaywOerrCkLsMDAwMDAwMDAwMDK4YPvwR0d8Qe9lLgcO3jL5T8fUHBUTErpnnCfz22wT+6l71t7vvAt73hxaOHrm6OyGHDln4w/dYuOdu9bePfhz47bdF34vE777bw1t/VeD448C7/+A63ik0MDAwMLjuMWy9u1qoX0OqUNcDOiMQsbZD3euZgKtlh2SwPqyuXnl7w80Sc65HG9FrHYl1ZOOuxMopbVevBe7AehV6cvnra3682pHS9aQc5nnA1I7tuXYrxg736WZvuy4YFsGWYSPqnsby/frClSDrXcsHT7bLZvqZBjMtGxgYGBgYGBgYGBhcEZRKAn/3KfX7D75x9Kfa+x8Q+PlfFHjrrwrU6mrrUwiB//UugU/+nXrvP/824J1vt7Bz57WwTQ3s2GHhHW+z8LrXqL998u+AP3hv/BbusdtV2R94AGg2197ute2rvSVsYGBgYGAwiGtRgenppPaRfBqccA4rCE1NDb7n6az8cDVVE+LUmfJP4/o02BokN5vZMZmhK45r0VLyalqu6bDXWTedNtBsbk9ZrgrMozyArbPh2y5C+bWxw2RwrWMrz7WkUte3MtwzDs9wcpezBaqzwGjPZtfzfG1CeAMDAwMDAwMDAwODK4KPflyg6z/I3XM3cPddoz1qNRoC//N3uJvx5fuA93+APwsh8Hu/L/CJv1Lv/e7/F3jrWyxkMpt/jHOc4epa60EmY+E//4qF7/pO9bc/+zDwoT+Pvv5rXm3h1a8kUe39f2yhWIy/n9NnxP9l77zj7CirPv575va6NbvpCekQCNJENFRpUiIQuoiASpMmgoioIKIoIMirIgoBRHoJCBiJgCBWilKkSA8kIcmmbN+9/Xn/ODM75c7t/e75fj43mXt3yjPPPP385hx897IUvnyazCvcI8MwDMNUk3r0BuErs9GvkvfYCCIeqzea3t70ffLx7sXkz2gG7yFNTQnD+2K8ZdSSXEYrfwDwlRjGbZTD09Y1xiJQj6KwciNrLDIrxKtaJWDxBjFUBsFeMKh7Nqx2uNxmJFUmwd14YnCwfOfq7a1vsQ5Tf8TqeM4lqtTXSjS3ZroB3v1iGIZhGIZhGKbRGRqSWG4QYRXitcvpBPbcg8IZtrcBJ51Ix960TOLe+/T9DvoccP65AqIE9wqplMRF35Z4/wNgwwbA7QI6OiUmdAKdnUBnB7BwocDiTwMeT2HXEULgG+cBg4MSTz9Dv91wo0Q4DBxyUPq5vnuJgNOZ/RrRqMS550sMDND3Z54FPrt3QcliGIZhmIpSS69HmQiFgDmzgXffK8/5/P7yGnKMjDSAACMfo1M9loN8YaN7faCUUIaGmiwUa2S0dJFqvXhsGk8UW4THg7grVeN2NpWqrRh9PDzjvChDORACcKjrKKWGr7U793ijUK96DNdnprYk61gMWC1xV7PD4i6GYRiGYRiGYSrO7x/VwybM2grY7VP5H+v1Cpx7tsCee0jE40A4LHDb7RK336Hvs+9ngYsuEFAKsPr09kr4/WaRlqIIrFolsWEDfY/FgXXr6DPGAxKBALD3nhInHC8wdWr+13Q4BL77bRK7vfAi/XbVNRLhELDH7ubz5BJ2AZT2o5YCy26lVdC335b47N7jcMWRYRiGYQrA6RR483/lsyRXUiTRCMIityv3Pk0VPoupDeNoiOvzZRd2plJkcGevNI1FsSHnxlHRrxmDg0Bra+2uH4nU7toAmsrFSTRG6y3BINeccpApPDSTmSR7O2MyUGpI7UaYF2YjGqlc2FwTDZ5PuWCNHMMwDMMwDMMwFSUalbjvfn1mdcLxxXnX+sT2ArvsLPCHP0rcfIt+vj33AL5zsYDDkfucUkq89rrE5VekcMTREk88lb7PzJn0f7Y3d4eHgcdWYCzMZCG43QI/vFxg663peyoFXHq5xMuv5J59rv1YIpEw77f0CArfePutAmecxlM8hmEYhqk27AGHYSpPrcOmVZN8wrEOVchbIFM5iu4rxoNGpcb3mMtLZqUN6rX2CNVM4xi3C9i8uTLnjrNoh8mDYtYJs9Hogh5Gp1QPkY3uSY9f9ikP7LmLYRiGYRiGYZiKsvIJYPMW2p7YDexTQtjA116XuOZafWXj058CLvtu7vCFANDTI3HVTyX+9Zz+2/KHJQ7+HExiszNPFzj3LGDSJHq7evMWYNMmYNNm4KOPgCf/LLFqFTBvHjBrq+JWYf1+gWt+DHztHIlVH9LbkN+7TOKWm4HOjvRzRqMSv7tT4s67ga+dIXDkEfrfwiGBb39rPKz4MwzDMEx5GBoqr5WkWG8s+SDrOLSGhsdT6xRUllqG6mLGJ2zIbU6KDUfk8XCYr0pTa3GT21PZscS4QgLRKG068/AsWgi1FuEx45NkisUczULJc4oGHh9Ws59t9raa2wOGYRiGYRiGYSpGMilx19367PO4Y/ITYv3zOYmXXpL48sliLGzipk0Sl3xPjrmFnzcPuPwyAZcr+/mklFjxOPDzX0gMWd4S8vvozaFgUP9tq5n6+RwOYPIk+mh86YvAW28Do6Pp1/rTExIvvCjxtTMEWluzp6ulReDaq4FTz5TYtAnY0gtcdrnEz36aHpJxxePAbbfT9k3LJPbZC2hvb/LZKsMwDNMUJBKAs85WIDWjX7motVG41vT1AR0dtU4F0+ykUuPHe9d4b1OalWJnb+4Kh990NWh4T28eHu7ypdYiZZ8XGKmhR5NmMoQnU4awX2UWQmSri6kkoDShGNzl4tCMDNNICNSnBqyaLy40U59mxziZDjEMwzAMwzAMUwue/SuwZi1tt7YABx+U+5jhYYmrrpa46x7glK9KrPpQIhqV+PZ35Zh7/bY24Ec/EPB6s8/YenokLvyWxJU/0YVdigIsORS4/RaBX1yvIBgsbNYnhMCC+QI7fMJ83MCAxP/9UuKPK4HjT5T448rcM9euLoHvf0/Aoc7MXn6FxFtWDj0Y2Gombc+eZS8sMxKP1+NUnmEYhmHqg4GBWqdg/NHZWesUMA3POBrelluAytQHxRbhShtEG9U7YTltt81uCM5FMwlnkymgrZW2I5HqXXdwqHrXqiapcdT3lot6e6mFGV+kGsDrc6nk8mzdqOOafGmiLpthGIZhGIZhmHpCSom77tVXgo5cmluMBQCPrQA2bqLtoWGgvU3ip9dJvPEm/eZwAFd8X2Bid/ZzPfVniRNPNodhnDkD+NUvBL75DQWzZpV3BffZv5HnCoCMxj+8UuL6n6eQTGZfDdt+kcDpp+lpufNu4G9/Nx/jdApccL7AJRcL/PL/BKZMsU/75s0Sv74phcOWSqxdy6twDMMwDGOH31/rFIw/Yg0sVmHDZn0wHoxVGtUQJHi8ufdhmHom1wtPhVBrcRd3M+UjmdA9bK1eW73rpprU42KKw4UWzHgarzCFER/H9amc/Wwkx7yymQTLdjT57TEMwzAMwzAMUyteex14UxVkeb3AEYfld9xRS4GLLxJobQG+fo7AyicEVjyu//3r5wpsvyj7rHDFHyUuvdzsresLxwHLfiOwcJvKrNwecpDAddcITJ2i/3b/g8B3LpWIRLIv1x57NLD7Yv37FVdKrP3YfMz2iwQ+d4CAyDIjvvZ6id/dCfQPAPfez0vEDMMwTO2ptcHUjlqHX2o28glDNDBY+XRUilxvhzPVYbSKHlgagXBLacdHOT8ZZoxaj1W4nykf7W0USpApD7yqVDgs7mIykRzH4q5yutsc73WMxV0MwzAMwzAMw1QEo7jowAOAcDi/mZyiCBz8OYF77xJobZX4xS/183z+UOCwJbnPs8vOQHc3bc+YTt66zjhNgcdT2VXbXXYW+O0tAvvtq//2178BZ58nsWVL5mUxIQS+fZHAlMn0fWgI+O5lFI6yEI4+Ur+/P/wR6OvjpTiGYRimttRjWIRwGGN9LlM6wWCtU8Aw4w8Xh30aN5TTQxVjTy5veckKe2WqZvjAZsfpBBRHDdR6dfgyA1Mbmt1rEFM8pXoD5hXe/Gh28Rc3MQzDMAzDMAzDlJ116ySe/av+/eilha90pVLAD34EJNVJ2aLtgPPOye88EyYIXHuVwD57AzfdWDlvXXZ4PALfu0TgS1/Uf3vzf8BpX5P48MPMU/FQSOCK7wu41bdM334b+OWvsk/dX/y3xMCgvs+i7YBttqbtaBR4+JGib4NhGGbcsHbtWvz4xz/GgQceiE984hP45Cc/iaVLl+Lmm2/GaIkW1eXLl2P+/Pl5fZYvX16mO2JykUoBaz+udSqaB2cdCviY5qMehaK1hAU/jYe7SG9ClTRSOhSaN453cuVxosLeVmLxyp4/F80UfrhWRv1EjZ8hUz/IMtenWnsWZJhGo9x1sN5gcRfDMAzDMAzDMGXnwYfk2KLabp8Cpk/PvhqRSKTPvK67XmLDBtpubQV+cJmAy2V/nmQy/fgZMwQuv1SB31/9lRAhBL76ZQXfulDAoc661q0DTj9L4p13M88y584VOP88Pb3LHwb+81L6/u+/L3H+hSmc9w2JO+7S/y6EwPHH6sc/sLxw718MwzDjiT//+c9YsmQJbr31VnzwwQcYHR1Ff38/XnvtNVx99dU47LDD8OGHH9Y6mQ1NPS6uVtoDx3hjeKTWKWDGA2zcNDPC9W7c4KyklzbBIQHzosLtj1LrsJD1MlYrQz6MjALDw/VyQ8x4pNz1qdbtA1NGuGmqCvEmF9uy816GYRiGYRiGYcqKlBLvf6B/N4YKzMQNN0qs/Vji3LMFJk8SeOIpiT89qf/9W98U6OiwP8/oqMT5F0occxSw1571tepxyMECXV3Ady6VGBkBBgeB118H5s7JfMzBBwHPvQA8/Qx9v/Iqid8ug0mktvZj4PkXaPuBB4Clh0t0d9Hfd19MoabWfgz09QGP/4nCWTIMwzBm3njjDXz9619HJBKB3+/Haaedhl133RWRSAQrVqzAfffdh1WrVuHUU0/Fgw8+iGCJseeWLVuGrq6ujH+fOHFiSedn8qe3t9YpaC5YGMBUg7oRHzBMlXEV6fGLKR+VXmXweJvfGF0tohEgHgMQqPKF62spiqkhDge/SMLYE41WPpy901WfngSrKVJs9tCoLO5iGIZhGIZhGKasCCHw06uA198Anv6LxM47Zd//3fckHlxO4RdfeFHimp9I/PRa/e+fPxRY/Gn7WWAiIXHp5RL/fQ3431sSLS3ADp+or1W1T+4icMPPgfMvkDjjdIHPHZA9fUIInH8u8NJLEn395PHrNzdLU0jKxZ8BttsWeONN4OCDAbdbP97hEDjmaODan5EF7J77JA49GFD4dT+GYRgTP/zhDxGJROB0OnHLLbdghx12GPvbbrvthhkzZuDqq6/GqlWrcOutt+Lss88u6XozZ87E1KlTS012w5FM1p9hOl7h8ErjjVgsxw4symEYhoHLnXsfJn/Kabz1+cp3rmLwuIGhGl6/mTwjxuKVC3PZRNmUNy4XCw8LhYVdDFNbmqlPs6PJtWsMwzAMwzAMw9QCIQS2XShw9pkKRI5Z1Suv6Da/HT4BLLsVGBqm79OmAWedaX+8lBI//ZnEP/5J3+NxYM2aMt1AmZkzW+CeO3MLuzTa2gS+fp4xvCLw0svm8IsXni/wu9sEvnGegrZW83kPOhBoCdP26tXA3/9R+j0wDMM0E6+++ipefPFFAMDSpUtNwi6NU045BbNnzwYA3H777YizZaMoUnXo1WmolhbUcYCwrDiztoupNQk2tDJ1QLH9YSRa3nSYqJMGuhg7bDXHF83uBaTZ7s/vr3UKmgcWKtWeZheqMOUlxXW27l4sKzdN1mUzDMMwDMMwDNNoLD1C4OZfC+zwCWD2LOCVV+l3hwO49BIBn89+JeO3vwMefUz/fvKXgEMPqd9VD2NYRY2REYl43H5FfZ+9gL320L//+CqJ0VF931mzBKZPs79fr1fgiMP17/c9UCer9gzDMHXCk0/qsX+XLl1qu4+iKDjssMMAAAMDA3juueeqkjam8rS31ToFzU1bS61TwDQjo6PFH8shHc1wKNXakCjSa2SkhLKfCxY+5kelxU/cRpUXd5Mb9qsJl02GaSy4yjY/LO5iGIZhGIZhGKZsJJPFTSPnzRU452sC9z2g//blkwUWLLAXLz22QuLmW/RrHXIQcMpJ9SvssqO3T+Kcr0tc8SOJVCo934QQOP88MeaBa+3HFJ4xXw5bIuB00vZLL1P4S4ZhGIb497//DQDw+/1YuHBhxv122WWXse3//Oc/FU9XM6L1RfWE11vrFDQX1lBjW3rN3xtrhMbUK6WIK5qxDLa2Fn8szwoYE3VQQeq9TFbac47NcgBTAs4KibvGowclFnfVHhbhNg/VaENYwN/8sLiLYRiGYRiGYZiy8NbbEkcfL3HXPRKDg4WtACUSEldeJcfeZl60HfCF4+z3/edzEldfo59/t08BF5wvcoZ/rCeGhiTOOEvif28BTz0N3H6H/X7t7QLnnWsOz/jKq/Z5G41KPLZCF4p1dAh8dh/97/c/yKtyDMMwGu+99x4AYPr06XBmUR/NmjUr7Zhiufjii7F48WJsu+222HXXXXH00Ufjuuuuw4YNG0o6b71Tj91zS4vA9Gm1TkXzEMgV/qgOywDTeJQSYqUZR8GKo/hjuUo2Fh5PrVPQ/JTiGbAZrl8vlCvUpqJUv5Wrx/Eu0xw0W9hUJj+KFWmJOi0v1Qyl3OzhZOv0ETMMwzAMwzAM02jc/6DEhg3ADTdK3PDr7CaUkRGJRELf54HlwNvv0LbXC3zn2wIOR/rq2EerJb53mURSnRRuvQC4/FIBp7OxVtKCQYHFn9a/L7tV4sV/2+fZvvsAuy+mbSmBn1ydHsrxiackjvuixI+vknj6Gf33o5bq+fLEE+QtjGEYZrwTjUbR20uuhSZOnJh135aWFvj9pFxZv359Sdd9/vnnsXHjRsTjcfT19eGVV17BjTfeiP322w/33HNPSeeGEBBAXX5QB2mwfuJxidWra5+OZvlA1D4Ntbz3McZxPlTlw/lr+owMl3C8Uvv0l/tD/6iI2qfH7hOPFrB/Fe8BVboOfzJ/konaXh+pMp1HQEfUJh3BQAXzqYbPiD/8KeRD/6iI2qeHP/RxOvPfV7EZqyGP48rVnpf7k0/ay3YtWfv7td57OalDx+gMwzAMwzAMwzQa8bjESy/r34/4fPbpy03LJP75HHDGacC8ORI336L/7SunCEyelH58NCrx3cvk2FutUyYDV10p4PNVYqpUec48XeD9DySef4FEW9+/QuLWm4DOTvP9CCFwwdeBl1+RGBwEPloN3P8gcPyx+j6rVkn09ND2Tcsk9twDcDoFFswX2G5bif++BsTiwCOPAl/6YhVvkmEYpg4ZHh4e29aEW9nw+XwYGRnByMhIUdebNm0a9ttvP+ywww5jYrI1a9Zg5cqVWLlyJaLRKC699FIIIXDMMccUdQ232517pxrh9zvhdtdXXy0iEm5Pomznc7gq93qw4qz/2BrxmIAnZH7Gbo/ZrVCheVRv9+1w5X5H2lFkDNJ6u1crue69HOnPJ389HgVuT3FticudgiNWmZccst1/PvdV6Dk14oniz5/vNRoVxVGfPg0Ukf8zc7kdY2GNXe4UEhWK2+f2OKA4JByu2pYHh0Mi6Sz8HkupA1as/ZaRWKyyeeR0Ssga+BjU8i8lJZQi8j8bxdbDUp/phC4HEgknwi0Cbk+8pHNZSSYzlwOXW8Dtqc+2x458x2Xl6ivKWVfLTba6XwyZ8rbYvFQcAg5X8XOpYsenTGY8Xol4ovA20+XO/1l6fY40r7XueO6+qB7Hdw6XAgjqZ8rRFuS6RylKqzP1Tv22pgzDMAzDMAzDNAwul8DdvxP43ncElh4OzJ2beRK1Zo3EQ78H1qwBLvmuxPd/AEQi9Ld584Ajj7A/7rnnAS0ilscDXHmFQFtb407WFEXgu5cITOik7729wKWXmz2aaXR0CHz1y/q93vpbiU2b9P2OP1agJQxM6ASOPsqcJ0cdqX9/6Pf252cYhhlPRKPRsW1XHnG+NOFUROusCmC//fbDE088gYsuugj7778/Fi1ahEWLFuGggw7C9ddfj1/96ldjabjyyiuxcePGgq/BFM7GjfW36N3INHvoC6Y+kDyEZRqcYkNrBQKNO+dtFPw5XhirdPvj81X2/OONZJIeWDVrTjVDjjHjixSPs+uOYsOwJuI8mGVKh+WaDMMwDMMwDMOUBbdbYP99gf33zT7LXb0WCPiB/gFg1lbAa2/Q74oCfPMbmUMs7rG7wNU/Bn7wI4mzzhCYNavxF7nbWgW+fylw9rkUavKVV8nz1hmnpd/b5w8FHn0MeOddYHQU+NWvJb57Ce0XCAhc91Ng5gykeUfZYzHQ1QX09ACbNgFP/wXY77NVuT2GYZi6xOPxjG3H47nf6I/FYgAAr9db8LVCoVDWv++9994488wzcf3112N0dBQPPPAAzjjjjIKvE4vF6lb5MDISRSJeX332yLBELJp7v3xJltcxhIlU+RyMVYxoIj0PYlE94VIWnkf1dt/JeAarrdA9IiQTCRTjeKXe7tVKxntXKUf6c10DALZsAdy59bi2xGOVq6fZ7j+f+yr0nOU4fyHXaBiE7ikolUwVVRcrTRL5P7N4LDFm0E/atLHlIhZNQFEq24/lQypZeJl0ukqrA0biTmQdFwwNVjaPkona1Ekt/5JF5L8tZaiHpT7TkZEE+vsFPB7y/l5OYln6kqE40NZa1stVlHzLs99H5b/069Wv+s04Zi0HmfK22DqWKKYPKMP4lMlMosg22+PLvy7EoglIy67Z2iCNehzfJeMpJNR+phxtQa57TMaBZHkd8tUV7LmLYRiGYRiGYZiqstuuAvfcKXDkUmDzZv33o5YCC+ZnN/7u9inyEHbQ5+rLSFwKi7YTON0g5rrzbuDv/0hfeXE4BM47R99v5RPAK6/q+82bK2zDXjmdAkccpv9+/wO8qsMwzPgmEAiMbecTanFUjQecTwjHYjjmmGMg1Nd/X3jhheJOIimYTz1+UAdpsH5GRmqfBv40x4f+UZG1T08zf1Kp2qehnj5OV+3TUE8f+kdF1j49dh/Nvp7Xp4r3IJTa500xn3i8fOdCjr9HY5W9l2SN27dc95/3ebSTqds1uR8JBIOVGReXK58a6RON1j4N4/2DYo7RDlS3a30PzfYpqD8v8oM8f2uUTyOnvRz3Xk5Y3MUwDMMwDMMwTNUJhQTiMfLeBQDd3cCXT85PsNXS0jzCLo1jjwZ2/4z+/YorJdavT58Cbr9I4ID99O/XXS/HQg5kY8khFMoSAN54E3j9jUpMLxmGYRoDj8eD1lZ6tX79+vVZ9+3v7x8TgE2cOLEi6eno6BhLz4YNGypyDcZMZ2etU8AwTKFwyCszSgkeCayeIJj6xsXxd2pOsSG48mV4uLLnH08MDQGOJvbYUm1UB8YMwxgo1mH2uK5P1VzKbz6zgQkWdzEMwzAMwzAMUzQfrJI45+sp/OVZiUQi/9ntq/+V+P2j+vfzzxXw+9NnX3fdI7FxY/MLkYQQ+Pa3BCZNou+Dg8Add9nf9xmnC/h8tP3uezDlo5H16yX++xqdIxwWOGB/+n3bhWwcYxiGmTNnDgDgo48+QiKR2a//+++/P7Y9e/bsiqVHVNpqWEOUOlx9NETmZMqAJ0fEUgHA7a5KUpgmpk4jz8JZA+GN0wkEA7n3Y5qDUoR8TH5Ec4RqbuJhWtMhBI85mObCwQLfpiFVp2NZprGow+UVhmEYhmEYhmEaheUPS/znJeCS70n87OeZZ6nJpERvrxzbvvZn+r577Ql85tPpq6V/eVbihhslTv6qxPMvNP8MOBQS+MGlAm43cNKJwLln268gd3YInPwl/W83LZPo69Pzp79f4qqfpnDsCRI/vFIX3X3hOIGbbhS48ZcKttuWV6cZhhnf7LTTTgAoLOPrr7+ecT9jmMQdd9yxImnZsmULent7AQBdXV0VuUYtyWUwrQXBoMDUKeU7Xz0K2KqJJjrPiABU53QM03Qka/DSRCLB3reaHaOYaGiowtdp/ql2Tvjlp+ZBAqzGY5oKLs3NQyFjN9uumftrBizuYhjPI/zUAAAgAElEQVSGYRiGYRimSIaGJB5/XP9+wH6ZlxyeeAo4+jiJX9+cwgPLJd59j373+YDzbERM/f0S11xHs9a+PuDpZ8bHDHbBAoEH7xX4yikKXK7M+XnUUmD6NNoeHAR+s0zPH5cLePZZMvqsWUt5DwBTJgtsvYCXhRiGYQBg3333Hdt+8MEHbfdJpVJ4+OGHAQDhcBi77rprRdJy7733QqouaXbZZZeKXKOWxOO1TkE6sZjEmrXlO994fws7H0NFT0/l01EpXK7Knj8Uquz5mwX2xGJmYLD4YwVbhRqKSupUHA4gOp7DROVJs3fz9eoZsVgS8Sa7IYZhGIZR4WE8wzAMwzAMwzBF8fifgNEIbc+bS+H+7EgkJG65TWI0AvzuDuCmZfrfvvRFgc7O9NXqn/1cQnVigu5u4Kwzx48oqa0t9726XALnnaPv99gfgPc/oAVMv1/guGPpbzvvBMyYXpl0MgzDNDKLFi3CzjvvDIDEXS+99FLaPrfccgvee4/UyCeeeCJcFoXHc889h/nz52P+/Pn41re+lXb8mjVr8MYbb2RNx9NPP41f/vKXAACv14ulS5cWdT/1TD16wyh7msa5DTFSh97ZykmlxXvj3fNbvjjqNJ9q5UErS0ThvOByx2g0m7CnGHLVh+EKek8DahPe1UgzFQFF0AuCDMMw9UauUPY5GT9L46XRTJ2aDRyplWEYhmEYhmGYgkmlJB58SJ8tHXG4gMjwSvGmzUAoSNseDxBRBWFTJgNHH5m+/7N/lXjiSf37ty4UCATG7ww2lZJYtQqYNcucB5/cRWDxZyT+9ncyUv/mZokf/5D2OfzzwLYLBbZflDnfEgmJvj7YiusYhmHGA5dccgmOO+44RCIRnHLKKTj99NOx6667IhKJYMWKFbj33nsBADNnzsTJJ59c8PnXrl2LE088ETvssAP23ntvLFiwAO3t7QCA1atXY+XKlVi5cuWY165vfvOb6O7uLt8NMhnZsKHWKWguShWZ1DvJCt9fMlnZ8zOMHfUovGV0jIKrWIU8YOYMqVtFam2H9Xhqe/1gkAVJ5UKI2penZsLlqk8vvAzTiDgcJZ6ggRs3fqmgfLC4i2EYhmEYhmGYgvn3f4DVq2k7HAb2+2zmfSd2C9z8a2D5QxI/+7n++9fOEHC7zcKigQGJa67VZ6uHHgLssvP4FR+tXiNx5U8ojOXtt1JeGjntqwL/+KdEKgX87e/AK69KbL9IwO8X2H6R/TkHBiWWPwQ88qjE5MnAL64fv/nLMMz4ZptttsF1112HCy+8EENDQ7j22mvT9pk5cyZ+85vfIBgMFn2dl156ydYzmIbP58PFF1+MY445puhr1DNsEGp+comf2CtMdoYq7BGmWeBixDQ6RYcWrZAQr9Hb5hKGZnVHyQb/ElGaaElgeJjFqwzDMEzzwuIuhmEYhmEYhmEKZrnBa9chBwEeT/bVQCEEnnteji0g77QjsPvi9P2u/7nEFjUcY1cXcNYZTbTKWCBSSlx+hcSb/6PvP7la4tqrYfKQttVMgYMOlHhsBX3/1a8lfvULZPSiBpAB9rbbJRIJoGcjhXOctdX4zWeGYcY3++yzDx555BHcfvvteOaZZ7Bhwwa4XC5Mnz4dBx54IE444QT4inRtsXDhQlx99dV4+eWX8dprr2Hjxo3o7e1FIpFAS0sL5syZg9122w1HHXUUOjo6ynxn9UM9Go+1sNIMU2vqsX7UK5xVZlzFCoWYmlGI2Nk4nauUTiUSaWwRzNBQ7T1ulYtae8BsJo8qqRQQCtU6Fc1Drcsm01z1k2GY0mFxF8MwDMMwDMMwBbGhR+Lv/6RtIYDPL8ktDPrXcxL/+BdtKwpwzlnpYRz/9neJlU/o3y+6YHyHYxRC4BvnAaedKZFMAS+8CKx4HDj4c+b9TjlJ4E9PSsRiwGuvA3/9G7DH7uZ9pJR4/Q1g4TZAW5vA3ntR6MvOTgpNNWur6t0XwzBMvTFlyhRcfPHFuPjiiws6btddd8Vbb72V8e/BYBBLlizBkiVLSk0iU2YmdgOr19Q6Fc1LrT2QMM2JLEGE4moyK4iiAM4S6lkpeckUT9Fizgo+r0YWdzUT/f21TkFzkeVdN6ZAWIRee1jcxTQDVW2Wm7wP4CaBYRiGYRiGYZiCePQxObYIvOsngSmT7WdNmzfTKlAiIfHzX+orQksOBWbPMh8zNCRx9bVmb2C7frLJZ2N5sGCBwPHH6d9/daPEwKB5da2rS+Copfr3X98kkUjo+/zzOYnTzpQ4/WsSzz1Pvx1/rMAV3xd44B6B3T7F+cwwDMOML4oOjVUDGkEo5bU4t0smzd8FAH+gaslpOAKcN3nR3l78sS5X+dJRD/h8gN9f/PFsq2cYM6OjtU4BU048DTTOYxiGGQ+wULR8sLiLYRiGYRiGYZi8SSQkHv2D/v2wDF67BgclTjhJ4oKLUvj1TRIffkS/B4PAV05OP+avfwc2b6btrgnAWWey4EjjpBMFJk+m7b5+4OZl6TPiE44XY6EHPvwI+OPj+t9eeknijTdp+4676Ni5cwT22lPA6eR8ZhiGYSqL11vrFKTj9wt0d5XvfI0gwKok/lzPWAC+OiwH9YAQgLPJvEpVCoWHrWMMD7PHpUbEUad1nb0c5cbdJOEfM9FsNnf2dFRf8PMonvE+x2Cah1SzdTQ1hJtUhmEYhmEYhmHy5m9GEVYXsNun7Pe77wGJwUHgX88B996v/37KSQKtremrx587QOD/rhOYORM47xyBYJBXmDU8HoFzz9Lz4+FHgLffMc+KQyGBE0/Q91l2m0QkQvscfaSAywV4PMCcOTB59WIYhmGYSlOPwpXRUYkNPeU7n9VTVTlphIXwRCL3Ptr4kWGKhY3DZvpKCOPGeVkbWJDXuFQ6tKurxp6mmq1sxmIVOjEvUzFVppJzDIZhGhMexjMMwzAMwzAMkzcP/d4QXvEQAYcjg+euIcChzja0hcKpU4EjDst87h13ELjtZoHdF5crtc3DZz4t8JlP03YqBVz7M4mUxdp7xGFAdzdtb9oE3P8gbXd2Clx+qcAD9wqcd7aS0VtXPN4A1mOGYRiGKQPlNmJW0juZbACDazRe6xRUFhbC1AlsVDdRatvA3pqYesJRRDtbzTJc6bCNlRaP5aJexhrleqR9fWU6EcPUAck6qZ+MjqfJvTk2PE2+vM1TU4ZhGIZhGIZh8uKj1RL//g9tOxzAIQdn3ve8sxX84v/MLsRP/UruMIBOp4BgS4Mt55wl4HbR9muvA4+vNP/d4xH4yil63t1xl8TAAM1od18s0GbjMS0Wk/jTkxJnnJXCD3/c5LNfhmEYpiYEAvXXr5fTaxfQfB4vCqXZvQpU+vnm4/mM4Xyy4veXdrzkoX/VKVYoGgqVNx31iDbPLYRyluFah130+QBnEXnQdJRpyMjNW/motVc5pn7El4xOsZ6VnRxmsyqIJlc/NfntMQzDMAzDMAxTLn7/qD573X0x0NmRfeVt5RO6sW/BfGDvPc1/HxqS6OvjZbd8mTJZ4IQv6Hl+w68lBgfN+bf/vsDsWbQ9PEzhMbPx8Trg8isk/vsa8MxfgC1b+HkwDMMwzU+5F9YrFv6nQUjk8NxVqAF+PI1GUikaszG5Ge/1zEqSxW5NTTXFdx4Wb8CXwwNnVUTcNez86sYQXiZxV/29VsAwTFNRZHvtKlXEy41bXihNnk/10mUzDMMwDMMwDFPHRKMSK/6ofz9sSfaZ0po1Eo8+pn8//dR0j1y/uVniuC9KPPyIRDI5nsx4xfOF44DJkwG3GzjyCAG3ZSHe4RA45SQ9n+97AGPeu4xEoxIDgxIzZwjsuAP9lkgAj/6BnwPDMAzT/LBIpLqwhyCmHHA5YhqduhXkNbkRtBFIpZrfC2Y+lEtoGAqX5zwMEC/DmJmd8zPNRrxGIelLFoeNExxN7iGNxV0MwzAMwzAMw+Tkz88Ag4O0PW0asNOO6ftEoxKJBFldblomxxYnd9kZ2Hkn82rOW29LPPwInfOaayVefqWCiW8iPB6BS78jcOdvBU46UcDjSV8l230xMGc2bY+MAPfcp1vCBgclbr9DYukxEjcvo98P/7x+jt+z0I5hGIYZB3R11ToFDMMUSqoBhQ+VGlV73IDDWfzx4z2UbKPBYdGan9EIC1gBsOeuJmW8haLz5vAEyDB50YR9QiljV0aHxV0MwzAMwzAMw+Tk4d/rs8rDlqR74QKABx8CjvuixG+WpfDU0/rvp59q3jeVkrj2Z3LMqPCZTwM77cjLb/mycBuBSZMy55eimL133f8g0N9Pz++998ljWl8f8NgKoLdXYvfFQEcH7buhB/jLX2v0ChrDMAzTlNSjaNjtBny+WqeiefAHsv9dEUBLS3XSwjDVphaGKsXBbdh4gj06VZ5UjqGKh8UaDYXVwzlTW+om7GeV8HpqnQKGqU9cLO4qC+OsSWUYhmEYhmEYplA2b5ZY9SFtu93A5w5I3ycSkbjrHol164Dbf6f//tl9gPnzzEKkJ58CXn9DP9+5Z7Owq9zsvhiYO4e2R0d1713bLwK2XUi/d7QDaz8GnE6BJYfox95zb6TKqWUYhmGamdHRWqcgHa9XIJhDkMTkT04PBQJQeBW64jib3GBSfzJRohZesDi07PgiUqHpWSBA4lv25AYMDmT/e2uFBcrcR5aPKZMBxVGZNSYOL8gwTCnEyvAubTCY/e915+1TZNjOgttNY5RiafZxDQ8ZGIZhGIZhGIbJSkeHwEP3C1x0gcCJJwiEw+mzsVUfpi90ORzAV08x/xiNStx4k26a+cJxwOQsXqiY3Lz/vsQ116bGQmICgBBm710PLAf6+iSEEDj1KwKXXyZw9x0C2y6kfQ49WMChzg7//o84PvyIXw9nGIZhmpeREYmNm8p3Psc4CzdjJR+hSW9v5dMx3kkkap2C8YmnBh46SvXkxEKSylEJDzWVmi23t5MXuDg7bs5Jpb2n+by1DeXWTIbwWAxI1aHX2HrD5ap1CpqXgcFap4CpV8rRlwwNZf97M8xLYzFgeLj445upT7ODh/EMwzAMwzAMw+TE7xc49BCBk060X1peMF/gvruA7i79tyWHAlOnmve/7wGgp4e2OzuB449lYVcp3HBjCid9ReLhRyjMopHFnwHmzaNto/euHXcQ2GcvAadTz/uuLoHFi/Vj77ufvXcxDMMwzUu5RTD1YELUQizXgjh7EWLGMdEKDJu9OUIulsNwx2HLKoOsY4NiLm8fjUYpXj2shELZ/x6tQj/n9wOeGtXLZlqVGY0A/Tk8sTH59yPjLaQiwzCFk49YtJr9DIu7GIZhGIZhGIZh8uA/LwlsUIVbXi9w0hfNU7feXonf3ambP7/6ZQGfr5mWEatPe7sYm7Quu1ViZCSz964HlwO9fZnNz4d/Xt93+cNRRKP1YKpmGIZhmPJTqNeuXOGYUnXg8LKWXgKq6TGqFl6SqoWzjr1o+H3s7SkTsgJD5lx5LWXpospKpJvJQQFTX6NX7HKEcQKAaLQ85wEoDGytxWKlePWwkrN9q0J9GRiojojMFl6WKRl3HffhpdDWUluvcgzDEK46Dr+e1QOo2n9Wcx7R7CF0eUrGMAzDMAzDMEzJSCmx7DZ9xfOIwymco5Flt0mMjND27NnAgftXM4XNyRGHAZMm0XZvL3Dn3eZV58/sBiyYT9ujEeDue+1XpZNJiZ12BKZPp+8DAxJP/pktPgzDMExzUqhnjL7+yqSjnNTSe1auECPlFJGUU5xQbyTqODRaSlbuLfhm9grS0V6Z86ZSQKTEulBpI1uT29WKolZemTTK+cxdruYW21oZrKMwa4pS/pB6jiZqh4eGaiNG9vmrf81qkEwBEXbszqg0Q8i/ctDaWv1r5u1xlZdym/6FlCa/PYZhGIZhGIZhiuXNNxO4+JIk/vmcRDJpPztMpej3v/0dePtt+s3nA44/xrycv+pDiUcf1b+fdYaAw8FL/qXidgucfqqej/fcB/T0ZPbetfwhs/eud96R+MEPU7jgIgkhhMl710MP84oAwzAM06TwEKSitLeZvzeqhyB/kxpqC8XhoGdabjGBhpJnfWzEcrR5S61TkJlKCyUb8HFVnGLzvFzCSpcLCIfpAwBbthTveXJ0lI385SSZTPeCmanN9fpIcFtOms3LSbCMITvHO6Oj1blOOEdo1PGK4qhdW2t33VwvdIwXavFMPF7kNbjKV4xZqXF9NpwleB9rbwe6uoBp09S8yEI9jU8qIYRncRfDMAzDMAzDMLbc/2AEz/4NuPAiiRtuTJ9BJpMSXzlN4rr/S+HGm/S/H7kUaG01rw4OD9MEDAB2+xSwy85NtnpYQ/bZC9hma9qORoGbbzE/q90+BWy9gLYjEeD+B+jvAwMSp54psfIJ4IUXgf+9JfG5A8SYy/03/we8+T82yzAMwzDNR64wi/VELQyurhK9yzjqOGxIIfh8tU5B/mQy0Ail9PuYPImeaa3rjWYQclbQYON2A9OmFnZMKYaqTGhiHp/P/vl5fQV4cMhyfiOl1vtaGAmblbRnXqYpmcdD2matWxkeLk0kxDP68mH0xKfVpUxhrkaGgWSVwiE3quir2b22lIOtZuYXDjpWJc+wtQwvXijWlxisWPvYCZ3FX6u1tXb10HgfEyZU5hoOR2EeXDs6KpOOfAmHSh/vFNs+CQDd3aVd24hE9eZs2li5FA+mMgX09ACrVwNRVcBWz12UJuqqxMsU3MUxDMMwDMMwDJNGLCax4nF9FWfvvdKnTM/+FXj7HeDB5cCHH9Jvfj9w3NHp+y7cRuC2ZQIXnC9wxmn1PP1qPIQQOOtMPU//uJI8chn//qUvmr13DQ1JhMMC++2rn+f5F4BQSODgg/TXih76PYu7GIZhmNKoR287LhfQogpVhAAmdgNTJpdwwhxDm2CweENAIxgouyyGhqjljXFFFGaMKcdIsbV1fHnuUBR7459M6V43CjUOOhyqyEQ9rhQxUTnQXkBI5unFqM0mZE62+uR0AhAkeCmESngHiKjPbHQ0g9cUWX5PAKWGds0kRKkEzeRVr6UlvX+olLF1dAToH6BPOXC5gUkTM9er9iLDkloN/fXggaOa7V8165JGpqFaS2tl6lsx/bw/T6HyhE5A5OsS0kCtw6ZWm4FB9sJULFt6C9vfKlwLFuClrJarp8Y53MaNhR+fzzglHKaXCPJFqXF/MDBYehtdrDdOnxcIlLE9TsSLT0shgjy3mzxTplLA8Aj9lksgCaSPjezGLqEML57Uw/pDJT3kNsDyAMMwDMMwDMMw1cbtFrj/nhZ88QsCu+wMLNwmfZ9/PZ8+Wzr6SCActl9+cDoFDlsiMGsrFneVm0XbCey1B21LCZMnNQD49G7ArK1oe2gYeOj3tH3s0QIH7A/cerPAiScI9Tfdv/WTT5GHL4ZhGIZpJlwuXfghJbB+A7D24wpeUNbGWFsshdpEc4qoBAlzqiXIcLnIYDmUQ6TjcGY3ToxaRGpOJ9DZSWK9UtHCopUNCbg9ObxIFfhcpVputbBtmkGtWA9PpQoVteTbGWzmzE7/bWQk/bdsRqxEAohFgUQDGLtLNRhVazbmNYTNcTrN3/PB7ydhqPW4RvKqZ8ROINTfX3j/MGVKfoZRKzHLdTTBZ7HlQQjy/DNlsn16BooUkcmUnjavrz4EKJUWmDnLaKn1B7KL0VpagHCenhgdZfD+aMTvB0IhwFPEOUdG8/OA5C3i3C5nZbww1jObN1Nd8/uBCV2Z97OOk3KNgRrhpYRCCJU45uvoSO+zZSo/EW9rEe18pSnkZQ1rqNlyUIhoRwsrXgniVfKeaGTNx8D7HxQmDsyFLFLc5chQz/2B9DZYeylDe3ZOJxAIZu5XnU4SBloFt3bzyNFR+7FlqeKuevdC3WTNLMMwDMMwDMMw5WLaVAdOP1XBddcoEDav+n/rQoGTTtS/BwPA0UexcKtWnHaqGJtgP/c88Mqr+mxWUQRO+IL+bO69XyISkZi1lcB3v61g7hz9b9ts7cT2i2gmG4sBKx6vTvoZhmEYplqMjgKrPsy9n8dTeCiVSRPTf7OKjD7zaXvjWLHiJ49XF0EYz+HzFec5pVDhiNXTUcTm+I8/thfbaGQyEhjxB+yNzB6bRf1c3p20cIV2QjbNmDBiua9EAti0CRgayp3WXCTKKPbzeIBAgMJ0ZTOkFWqgTKVIVGEUO2nltqWIEI1eL6XV4TALxITI7FXMaLDJ5K2hswPw+dJPEC3SE1WxghQrXm/xoplcRqVSjVZCqbz3C5dLDbcE+jhdVE4LQavvVvFTIFAf3pyseDzUDmcSw+Tr6SJXuVEUMowWilXwY9dfAfnlrVEIk0qlC8eA0gz7WruezUuJXdvfqHi8VG48Xvv7ChVgzPd5KbxsJq85Dkd631cJEYYdTqcqJiiyDcvnsGQSSMRz72nMgs4OWs+qx3bFjhnTy3eulhYSt2X8e5jGln4/5U80ll3AVWg7nw/5em2zo7OjNE+X4RCdo1g2b07/TSC/0Kp9veY5REdH5lCa1VqJ9fvzF2rnI8yNREhY7/Hk9/JEIp5bQGicuw2NAF1dNIfIByHyawcidl5VUR1x45DFE1yhwvlsGNNfaHsYClH/47aUUatIy+Oh0IqZykciQXNR6/zZbp7scdsLekvt0zpzzJ+ziZ6rEUaVxV0MwzAMwzAMwxRFKgU886z+/eijBMIhfRYTj0s88xeJVIo9P1WDaVMFDjpI/37zLeZ832cvYLIacqqvD3hsReZzGb13PfKohKwHn9YMwzBMQ1KPhrJ8vaR4vUB3d/5GHbeLBBPWRW0ra9YCc+ekG2LsxE/ZDCNCDXcYzCR68tA+Lldh4TOyYrNgbV1Aj9mIajINJTo6gO4uIBTOvFDucKiCCS/dj2Z4cLno7XWPmzxhaYIjh5MMRdnQjMt23k3yEQU5HHRsOAx0d2XOXJfLPiTniMUo5PHk70nFSjAIQDE/BzvxVbFiHqd6nJQAJD2DYoy3IyNkrEmlyFja1kbhM7u6gH33SRc0ORxARx7ixEmT6uflkjaDh4hKeqorNsyrkXKEmctWDgIBancCITL4BfyFG7yCAaqP1nYwm1DU6TRfRFGoboXDVO5yiWRKeW7RKM2zMt1nvvdvbS7z9SDRZvFQYm1Trd8/Xmf+rokuuy2hdu0wiiXiifKIXjWcztyhpxRHaYIPK8V4pyq3AdfvpzIfDJjLodNF9dXlpjrl8Wb2TqWJI1zuwsJ35RK/GMdymYQE+WTHwAD1f8WKETZtsv990iQqt34/sKEHGCyiPHq89eElLh8yecuvBFqIZqfqFTUey+wFU3GYxSHl8HQK2ItH86GjA/D5gdYCx1etLSRqA4C164BNNgKtfLAT+jgchY3JoxG9XG7eTOImr5c8ELtd5LW1qwvonJDf+QrxvGXE7wcmqoLgXOOHQkrn6CiwcRP1nx5P7nM7nLkv4Fbbs2QSSMaBzVvSX9jIhJTFtwNeb3mFVgCNg43iS7t+JxJJ/y0f7ETixrpdyDjR4aD5WCSSPsexChKtLwXl8yKVgL2XMY+H6pnV82Km/jnf8p/LS3G2/r8ay+cs7mIYhmEYhmEYpiiefgZYtYq2g0EKyWjksRXAdy6VOPmrEi+8yOKganDSiQJuN/DZvYELzzfPNp1OgROO13+76x6JeIY3Wvffzz1m+PhoNfDSyxVLMsMwDNPk+P31I7zQyMfo53RSOLpIhIwmWUUmkoQMbW20wNw9Mfsb4ik15FQxoyOhkLCjtRWYPAno66eP5m3L56OPw0kL7bEYiRra24o36Gj4/WRM0oxVmrCj2JAegOq5QJAgYlQ1BljzxWpoCAZVoUYY8Ht1AZu2sJ9K5i9+yeX5JRy2N6J3TSBDcksLeY3ye+3L+cSJ9Jk6lUKpWZ9BMETp93rz816WiXgWQVo4rD+zfD0XGNFEYTJFb9EH/GYhR6ECTs3ooSh0rNNJ3sHszqMoZPSZ0KkL9qZOMe/T20snNHoGcDroGRVCMUZon48MQE4XGZ4iEboffyC7WMJaPq1ivFyeH5LJ4j2TaWjPIZsh0iiEsgtZlqmeaXVmaJA+w1rdloWFuhkapuONhnC3O7vhLJEw/zEYIsNoSgIDg8DgoH4eOzThWD7CHcWRbmNOJqnN6uhIF5LlG/LW6pUjH8GZ35+9DAeDulDTipa/WjviUEgsk61sFCqWsBIOZe6TkknqXyZNou925SyVBHp7S0uDhttTnGCykgZcu/SEQ9SXd3VSO9zRQd/9fmpvvF69He3uyhxqz+mk8m0U8RXisdPaFmgC7FKzQ3FQW1+oZ0jNsO921+cLBY1AtpDFAI0l82m/UgZvn1q5LAfFeuFxuYDBARL8FUI0Wng5dDrTXwaxy9fW1sLH49a2RkrqHyWoD+rpATZuzH6OadPUtj7PfmjqVLVOKeo8qENvl/z+7KeRKE5ALlPkdTATLhfgy6NMWfMrHy9p5UDr/zOheckzvgTk8QBejy7ONpY7qX6fM5vGvuEQ8np++QqPvZ7s/by1HzLum5bHSRpjDQ+neye2irkEzP3IxgyiXSM+yzhICH1sJJDeRuTrQS3TSwpr1mQ+pqODxkA5520CmFDgXCRfWNzFMAzDMAzDMMwYo6MSN9yYwgersr+qlExK3PpbfTZ37NECwaA+g4xEJG67nf7+3nvAB6sqklzGQneXwP13C3z/UgXTp6fP6A/cH+hU34rq6QH+9KT+t0RC4qk/p/CNCwfhcgEHHUjHh8O5F4oYhmGY2lNIyJ5CCRTx1ns9k2sxVoAM4YNDwLvvAW+8SW99A+nePSZ20yJvOKS/KZ6LwUEyNGkL+AL5Cx6kGipPe/Pf5yOjxdAQCaQ2byaRVDJBHsq0xfdUKj00TDhEYRvzld/5fLRY3tpKH683P4N4NkNHX7+NJw6LwcDp1L33DA+T54+BATKETJ5iLzrJx8CbTFJZyJT32v3ZCSLWrY0JDOIAACAASURBVKeQIqtXA319KTgzGLG2bKHPmjXA2rXpz8DlpGfU309CBaeTvLYUitXLgPbcHQ66h3CYnoMvixEnl7cB43M0ht7M5IGivS1/7xRRg9eBQICMkJMnAxAkFIrHdYNxIEBpnToZmDlDN5JqBppJ3cDWWwt0dwvMnGF/vWnTgCmTqQ6EQ1Se29oKE3h0d1N+OhSqlxJU9xIJ8hARjeriFCtWEY7Vm6BdnTHmZSpl752umHCZ2YRDbjeVSYczv3P7/STQiIyay0hKfXaaobK1Vf9bJo9JWh4JxeyBqBAPdA6nXn+thj+Xy94zg9Ye5CPcSSXtBS3atRxOXXBbbAhBlxNFq2aCQd17oJ2hU1Go/E40iHyEGkfT6Uz3Qml8Vsb5oV2fGlS982UKDRyNUb9ld6yiUFuvPQuPVy//1Qh3ZEexnlGKxeFQPc61UPnXBJ3RmLksW/NFUchgv6GH+tagzdiwq4vav1aDpzejcMfrA7bZJnP7ZaVc40+HozhxViqljyMGB0n8oY0L7MYHGm1tJFhva61diM9s4RDriUSCno3VO6AVhxMYHqJyaSeMD4cz12Hj2KfQcjBlsr24NR6ncWahjEbsvdBmI5HQPXwZ2zUBWoPzevT66C1R9BaL0b3F44UJM2UqvzG/w0HPKSWp+9m0ierZ8DA931gU8GUYqyoKjdHc7sz9tddL80rr3DIWJ1FZJjo6gK23zj6WBWitc9Ik+nTl4YnSilAyh7+0QyuvqVTmvsLnB7aamd4mRaM0Xsr0HN//AHjzLZpDZNrHOo7L1u4ZCQaBOXMoXzs68p/HAuZ6rL10k1FQZRjDKArVg4ndJEI2kql9CalicOM42C58ZjEibc0Tcy4xYiBAn2CAxpVOF5DM9XKTzOxtslQapOtgGIZhGIZhGKYaPPU0cOfdEnfe3Yejlnpw3jnmv7/7nsQvbpBYuBD48CP6LRQCjlpq3u+B5brxqrsbOGxJ5dPOEB0dmZdr3G6B444Bfv5Lml3fcZfEgfvTBPv0r0n87y0AiOHgg+I44nCBeXOBvfYEPJ7687rCMAzDmMnXI0gheNwUsmHKJDXcVBEGknokl3E4kx3d6QR2Xwz86Qn9t/UbaMwTCumChb4+PfyHz6e/qZ1I6OdWBB3jdNKnty//N8tTKTLsWO/DLozI0BD9bndPWuRst4f20QzGfl96SA0jxgV1zSvYyGjxxu9c4U80YU++HsKcapgaX1L3BmaHZiQI+EksZmXWVmQgd3vI8BuL6PnY0kLpGh0hY9eUKQp6bcL2WN9WtzJk+XswSHlr/d3hoHwSgoxlucqKopCRRCsiDgfQ0UrGi95eKpfWtPl8VAaSKfu8NgqOfF5dXNTaSucaNYTK83iBSZPJmLV2rfk8mvFFEylEIsBqwz7Dw5TuNoMoJBIFAgZLRksYWPMxsHBrYP16EisA5DXD+Ha/nVFFKCQ+GhzSy2xYNbiGw5S3+bR1brd+vF0ZTqWAdetUL32WCqioHvg0UZddmEHrcYqS2ZDk96sCqALC/o0Zn9UylUrSPWkGbafaZpF3OrrG8LC5nlvbIMVBxtotW8yCPW2/LYY64nEDHh+1H2vWpIuvtDZGsXga0c4V8JOXiGwkE/RsNE+MRhIJc7+pKPTMPG5gpEQvH1oaHQp55RgdpXPnEhaHw2Q03GLwSBXPMy12YohYlNqxNWspD1wuym+AyoDHTQLJTMJOa3nT7gUwG1mdLvqb0fDsdumCyy1b0s+t7evxAEmLwVoT2mj56HHTR0oy/ls9m2XD6SLxTiKR2dOX1cuIHaEwMGBpF/z+7CFCrXkSCume4wC1PReUz/EEkEroaR7zIAcyhA+PULsFpIejjEb1NmhCl7lce9zAsGJp06XqbdBSHh1OqjORUWDDBnp+WnuQknofkTDUpXwEWXZtoJVgMF1M4fdRm5Ip5GcwSGU8Fjf39W3tQChEmWC9bsBPeQlQufAH9Mzq76++t/lgkMZ/5aYlTM+3L49zp1LZn6HW7vv9qiDUmXkMov2uiYGtwmWPx1wHjDgcNJ4IBtNDxuZi7cf2v1sF9YXgdtP8Z+06vT/U0EI29tuMHQGqs/1qe6GFHff5dNFzCtTuFjtuzlqfVHFuMku7lqvtEoL6o48/Noz9pLktz1Rmphi8q7a10fi639J2er26KDSe0MejHk/m8VdrK/VhQ0NUvjSBmx2JBI2/NG9+Pl/2+YCVCZ2UltWr9d+sZcCI30/lurWV7tVuPON2YcyT08hIeqjRkRG6P683Pb8A6rODQUrb+vXpx3Z2UHnU8sTvp75BCHUeaCgzQlAe7riDHk46EiGPt6OjtK/Tae6/PIa8lCCBYiSqeiJThVHZPMp6vfTM/H4acwslvS0IBin9xjY/FNLrm8dDnt3a2oDXXjfPS1pass9dNaxtQiKui9Ct+WrE7zePlXKNQxSF6lBfX2GiuXxhz10MwzAMwzAMw4zxyKP6jG/u3PTZ+h13Sbz4b+C3t+u/HXOUQMCwKDY4KHHn3fp5TjlJwO1mcVC9sOQQfXK8ejXwl78CQgjs9il9n7vvjWDqFIED9hcs7GIYhmkQjAaGUt8I1+juBqZMFoAQeYc30PD7gQXz7f+W643rUpkxPfPfdt4p3ctEIEBv/Ruxezs64Afeezf39bWFdY9H95wCQW/0r19Pn0RCDynhdtOCektL7jASmjF2cJAW37N5/dJEAaOjulFYw+OhdA4P0X2FQ+TFpr0NmDU79z0CtLju81H+lRry0Uim0GEamuG/tzc91I7DQeVLgO5RExdYQwP5/XoIMjtjjUt9i3vqVGCH7YF99gJ2351ERF1dZKSZO5fqSCgkEI1ktrRl8kxkRVHsjU9en55+KQGooe00sQaQ/rZ6MEj3mAIJBzTj/4zpZFjyeu3DJbW0UBloa6NzhMLm9GkY65BDoRCh1nt2uezDkWj1Px5XPTypxk2jJ6qhYbMR0epBQ6ufr79prqubNptFZlaRHEAih42bzEZV7en5/eZ7NqIZlXw+qrtr1tI9WEPFaPT16aGJ7ASl1nawtYVCeAKU14qDPIwF1RCPRmN6e4cuaNPYeWf7dNghU2bDbipJxq1QSK9fCdUjYEQVNWr1SfPwEG5R/w/rIQg92r0Kyseger5wON3z14QuMgq2tqYbicMt5Llt2jQKiavVC38AmD5N3yffe02qoVonG4zOfr/Z2JlP6MN8kZLybmiI8lkIeyO0ALUlQtENsHbeQpyq563uLmDmTPt+wuh1YmI39Wn9A2TsbGujY4VCgu1AkMrb+g3Aex8AGzdTexIImM+dSOjed5xO6nfUxwsBs9eVbOLb+XN1UbDVu46dSEFA7R+95r4lEi1M2OVTxYPTp1FZyhQiLh9Jj62AXmT3kOKxeAIxGrInTKB2c7I69ojF1DCkakirWIw+0RgdZ+zDNaFiNEaGak3Y5XCQsFxrb7S8s4rBNm/RDfoabW30PMMZvHDJFBnSQ2Fzn2kUtppC4zrFWFvR3k7/T5hg7jtaWoF5c+lv3d3AhA7tWDXdfmr/2tvoYycm6Z5IhvNMXiJziceNZBId1SuTJtr/Pmc2iWXyEXYBqshQydwGWgVIbhf1QZlwuUncu2WzvXDeiNFTjzaP6e9PF+Pmi1aOg8HCPA5vnWG+0t4hEDaIS4xkEnbZsc3W5vYnXoC3rULpaNfLht8nMKlbGQvB2tFB7Y6dsMvUrwga22WrP/mGpbXz7KeFYk8k6LpulyoI9lO7b0SbJw0OkOhv9RpqC7QxkG1/qOZ1LEZtp8+X/9w4GKJnZRWVSkn9iPbJVL6s3qi0Y0dGaM7idJKw1I54nOpjtlB+dtnu99PYoGsC9SntHdR3t7aqYy9r/yVonBAMCoRC1Pf7/fRM2tXxf0cHjSO0eVQ0Ru1Ke7v+IkpAfTZa2Y5mECt6vHRcPE7i9fUb6Hc7MZYmcPN6ScjW2mpu3wcGyJuZVoYAGi/PmGFfT+3QxqNaWHhtbm6H5uHVKCRTBD0Hv18ft1vZZhv9pS87T7ulwuIuhmEYhmEYhmEAAO+8K/HGm7Tt8QCHHmye/Q4MSDz7rPmYQABYerj5t7vvlWMLYzOmAwfsV6EEMznp76cwm088pS8B+HwCRx2pz+5v/52ElBKHLRGYNBE45ywffvIjG5/2DMMwTF2yzQKzZXFCB7D9ImDunBolSGVkhMQ30Wj6MvSun7Q/Zk6eoiIr1gX2TMbWnXcE2loFPB5aAHc5yejZ1moWGLS3kYgj4KcF4K1m0m8BQwgS67YpZJ26uB2N2ns30MReqRSJq4aHaIF6q5nAjjtmvk+/H2izuVdtMdvrNRvnrYZlI8Gg+lHfnhYKMH8eMH0GnXPSRPsQNxrhEOVNKEQCKEXBmPHI6gVGUWif2bPNb/TboSj2C+WacEBb7NeIRc3iqVRKX+x3OPS0pN2LwfuY0XCpLeI7VG9BUurepVyqdxqPh4wmXg8ZNSZ0CgSCdpZ/eh4hy7WnTdUFiIqii2VaW3Whkha6RwvJZTWmBwOU/2H12Tud+nk6OigEUDRG+dPXS/cxOEjhJDXhRzZPHQFVUGQMy6aVK82DmDFklzV/2w0GW2N9DAaBTtVoZTUCtbUBEGqeTqA8VwSweZO5fiUSZo9NVi8PVm8IRjIJF1Ip8noQzmIYSqVIXCKl+klRnrS3ZQ/n0tlu8NinkOHN5yNhg7Gu9PVTKKFAgNIZDKhCMsVsFHa5qUwZfwu30MsaxYSkASg8myYIMQrRtFCoiXi6bdDl1NsRTZgSi1HeeDz0d4+b7kPz9mDEaDi1immdDt2bUjKJsQz0uPXzaAZ8Ky5Xel0cHdXDSQFquKg8LWOa2M3uGQvFPrSjlHRPmqjS6TL3GdqxU6eROGXSRDpmeJjKgLVuxmJU/jb0AKtWZW/bAV0MZnym1n6xq4sM1JRg1bOkTBdqRkZ1w7sm/Gxro7bfaKC2CnxnTAc+fwgJu2bPEdh/P2D//cx1LBSiezPmjdaWTZ0CLFyYXXSXKx9GRyk/h4aoTk2fZt/u+TxmEcqc2bqIMBNa+THedyCQHsrSjmnTdOO1tWJZ67AWCs9YXuNq2GVN6OZ262GxAKpzRoGHtZ50d1P+TptK7VF3N5XTzZuze8OLRsl7WZs6HvJ4zeKcYEjrfxS0toq0+5kwgZ5ZKERlaWIXCTYnTqTftvSqgnX1GW3aTCKALb1UPq1lU2sXuieYBRXFvkCQKYS0w0HleP5catcyvvpWZcdfHR3m8YRGvv2A9lKDy6X26RlEClbCLeY88Fk82qSS5rC8RrR2RsNav7U2SxPnuF3pY/xwmMqSXYjHMa9DDvOLB0JQObPu391NbY61P3AZxtbG8YyGnbBr3hxgRoZ2Y/Vqcz8ngayeNu3CqRrx+WgsPKHTpm9Wn7/bQy8feLwCbjfVkW0X0tjNzuNed7eeP4m4LsAx0tmpC20cTvNzt+tT29uoLeruSg/TuWmT7l1rylQKDzhvrlkIrjjou9dH3gP9Pj2NUtL57eptwFKuJnYDe+0FLNpO/y1T2EW/T21rLPXZKnRzudRxuPqstD7W7tmlUtRmx6I09u3pSd9nLF3OzN40fV77fG5poWfT0qI+W8VcLjxu81hFEfQce3okNm6kdn94WBd5Dg9T3x+Nmj01Aqrg35LnCxao1/HYC0UD/rwdy5J3sgn0cTiAjT306beIVY2C65Q6L7EKuJ3qCwStrWaR89h4SOgvj7hcdD2tXk2bpoq3bMJ6auNyv/oiSzhMbZU2P3U4aE5RybC7HJaRYRiGYRiGYRgAwCOP6bPXAw/wIBxWTG/7hcMCd94ucdqZeqiIIw7XXd4DwJYtEvc/oB/zlVMEnE72/FQLXv2vxAUXSYyMAJMmSuy1h27sOOJw4K57yPD+7nvAv54HdttV4L67BdrbaSZu96ZnIiH5eTIMw9QZHm96u9zZKdDRIfFOHl6mKsmGHjJAWBdbXS6BRdtJ9PSYjQdbzRSY0CkRiQAvvZL/dawGiondwHvv2+yoZpWi0MJuPEGfkbXAaASYPYv6xnAYcDgEZs3SD00mpUlgY/TCIoQe4hAwh6xRDGnTFpNnziDjyrvv0ZiqrQ0I+ICNGzOHXXO6KI3Wt+3dbl34oxnIXS66lt+fv+cGLX0D/aooKG55c13Q4vjQEF0vECABocMBKIrAmrUSbjcZz6xeHgTojfK33gJ6NmZPg8NBArNX/2tOlyb6SiUpn9oNIfs6OshYsnETGXviCUCJpXsrM5JM0LWiEd0wFAiQASTlJyPO9Gl0r6vXkCHPKErYbluBrWZKvPUW0NbuwubNKaz+SA/3pIV4Gx4mIc6ECbqwZKutyNCxfoO53Ghv6zsctB0M6OFbrGHN+vt1MR+gi+16NtKb8Bt7yPiilQ2PwVAU8AMjkezhSVtbVZGcMSygQw9F2NKiigAn0X0ODlJdj8dV7y4G41ZXFz0bgIwf4TClP6yGKHO7yfgH6GGfAHoGPpsQodk85QDZvUkMqGFzrPWio4OMj6+/SWlJxOnWe3qorG3aRPe20Vp+JaU/kygAUD3rqWlKpSjM0YRO/fkZ64tWZkZGyKjmdNL31jZKt8dDhihruByA5mG56peGgG7oc6sh4FJJ1dubzb3EYnq7qZWpaapQMxrVPd6EgvS87MQFLicJObSQtdksfVYjqhaWVILay94tamhJS9svhIDTASRdepl3OAGp5pUmXNHKmDHkYSpFadKEUNp9BgN0Py4ntc9a266JBqIR3QsgoHvU00SmWsjeHXcAnvmLvp/bRWKaqVP056mFC7Lev7G/8XqpbXrrHXP+jNVnQQZka73p7KDys2ULGfEVVdC7apV5P7vnEovTRzvnmAAxJADItDop1Hx78T8ULk0REi0twNSpAg5Fr6BaGCurV7MR1TuI1euPIvT+VVG9kGVDa4e1/AyFSMykhdpyuenZBQJA1JAGn09A5FDquFxqPTLce2srpa1/gEQH1hCMra10T6EgPUPFIdC7RWL1arNBX3Gaw7Y6HMD06WrIZ7WPMZYRv99cF5wuesaBgMDgIL14t8Eo1JDUD3S00zNdty63hyWA2v3+fhLOaB5PjEIDTSS//SIXVn2YREL10qLdh9tN4Xo3bDB7PMwn5PLgIHn7M6Jde0In9aWbt9CztBPj2GF9woGAvWjH6QDcqjfz2bMlJKiu2nl4zUXAT3mu9VMBf/FhGYUQav0x34nTKZBMSbSEM3uXmjyJPkYxtEOhPjcYpHKmhcqzhmHsaDOHjgWoDEYitG8oSH2onefMTKFRNSZOpPz+eB2wOap70wwE9NCLoZCe9vXrqTy1t1Gd2dCj96l9/br3IUWh/bQXDEZH9fDIqRSNx40smI+xRjWbeNsIiaj0ZyEUat8D/nRBzmgku9jF4wZaplB7bfToGg5TO+F2UzhjK0ZPvkYxSzgMdHXRFZNJaWo/HGrI542bKK3ac/N4qC1JmNpGGiutX08hK1d9qP/NbuyglZNUispNr9DbMONYbOoUfV05lZJQFBpfal7lWsJqKD9Dpk3spjGZtSwCVG56e+klDM0bq6JQf6URCupjlVhMFwuRwFhg2jSZVjd7etR76aC2Tuv72tso/7SyFgjYh2Xv61MF8G77sWgwlH1svuZj1WOsJczkhAnm+wuHzeNVTSAOUL8X8NMYZEMPtWOxKD1Xp1MX7w0M0rWML2LYje3icTXMZEx/2cnlMgv6FUX3pNmzUc83Tbjp81O9tnovThqEookkvRTRoXol27TJ3IbHYgAEeS3TQoAnEnoea8/GH7Bvh4QCOBWzCHHSJHoZbHg4vR1wKIDWLLa00Gf6VHWOM6Cfs1Kw5y6GYRiGYRiGYTA6KvGnJ/TvRx9p77N69RoxNnn2eoGjjzTPPG+/U2JUnfzNnwfstWclUsvkw9w5uuvxdeuBR/+g/y0cEjjs8/r3e+6labFiE28ikZB49q8S51+YwmWXV/l1VIZhGCZvpqoGC4cTmLVV/m/IahQadjETjhznmad6FOvuEthu2/RUBoOi5PBYue4lEiHDkZHNm8ngOzRMwi4rPp95odoaJs6Iy2BkNaalvZ2ELrNm0X3O2spwUIawXRrBQLoBVAhg6wV6SDQNzdDf3k4GKr8//Y15gBaq29pI1KaFN+kf0A1jRm8f7W3ma6xbTwKsd94BNmzQxwcuFy2GG990djopTUYhRdr9qV5HttuWDC7agng4TPk+fTrdjxBkiNAEbE7VwK4VeM047vXQor5dyEXtem63LqYLBulYodAC/eTJQEsLeTvI5OHK49HDV7vd+sK/10sGRM2TSGcnGTA6Oim/oxEyqLS3mb28eDx03blzyJiQSJAQqK/P3rio5brDQeK5hQtVY7PUPUzZonnGyOC1QBO32IWTtHoI0YQs69ZROWtpoXs0Gqe6uqg8KAowbAjD6FLL34ROYPJkOsBYX4xGpHCYnunEbuQM92707KZhzAufT38miqJ7OFIcgtqBNfR8kkkyAvl8urcxI4qil9PW1syeFrq7zCJPjXXrdTGP3bm1dlAzyDmd+r0Zw9EAJLp8/gWzETYbQiFDaThEBvKBAd2QZ/UKBqgiQqGHmBEwizM0g3JIzVO7JzRvXnaPOsZ61t8PJAztnfb8PG4yyllDPHp99Kw6OgQmTVTQ0kLhOUdHKP+0c0upeltTxYSadw+hkJeT1hZ6XtaQlx63aiQO6t4+pEyvl14vpc3v10OTtrTQfoGAGGvDggG6hmYg7uxMF+gYMU7R3G79/r1eqsfbbqvX13CIxJujI+lhVTs7qX1WFAAS2GsPgRnT071sbL2APp/Y3j497e3mZ7BgPs39p04h7z9bb20Wl6WkXo6twpuWsFmw6fFkzge3S/da2NKS3QgO6NeMqoZtrX3J5W0GALw+kZdIyO/XhX6aB8vOTqrzoTCFY5s8mdp/rU8dHAL+9zbwxpsS61TRlcdN9SwQoHvcemuqb1On6V6K4nFDn2fAmF+a9yWj6Myu7924CXC5BebPEwgGs48/HA4SHRjHBJo3F2N763ZR2/Tqf5NYv15idJS8iyWTuhA5maC2a2iI2p2RERJuadfP5HVKgjy3aOHDhEJtVixKeWL0wkO/23eAwwaBvFUs39FO5dHaThn7Qi28qLXsaXU5U7g1gNqP7m5qO7T7bGtPL8S5vNjm8lgHUJ2aPl3YhqLTQmUGgwJdhr5NUdsir9dcJ0P/z957Bkl2nVeC57703ldlZZa3bdEG3Wg0DOFIiiIJckeURImyoVnNzsyudiZiN2b9bCj2587sRMyGRhrtylAURbk1NKKWokADkiBBEiB8Nxpob6rLdfnKSlN598d5N+99L19WVYOABAXeiWigqvLlM9d89777nXtOSquy9ffZilBGW1A2qtksY2ggQHJtMrk/+1wz/kxPAsePCYwMMZaFjfvP2PFZ9dlwyJ57hUjwcdt0m8+lOo0Q2hJ9ZYUEqXabMcLsR6ay5GOPAYcPdqviViu25Wjetmlry85Ytbqq5+wrK06lU3UOr9jTUfQD20jcNc4qMnmzwT6gxqqgbdWdSXH+qOpYzZd6zfdUzAH4/uYm5BUKNrk5pMswFCJxzG1nb8Kt/lvbdsZgdR6gO/YI8L1Ezc0Kec49TeXVmG3z5zXZyOU4fgGcE5vkr2RCz32UEm8kwrnTVs05brnHIcvi+ZJJztMXlzifl2A7jcU5Bipykxd2duy+I9iv1BgtbOLyfq1EazUnubndplL2pm1pXtty2vWaaDb4ffccPxxhXykVWP4mkjZJ3dwoomL/2hqvGQxyrBsddao0K0XLZJLfD4f0OnUqzX/qHdsd+8x3bfU+NzPDONHXd3cqjakU8MADrG/V5to7TvVJk7BbKrKcbtzk85lqazs7LCv13WiUdZ/JClSrfJadHSfx/+2Gr9zlw4cPHz58+PDhw4cPfO0bemfR+Bhw7B7vV4VPf0Yvkn38Y7Q2Urh9W+LzX9DH/me/LiD2WnH18Y4hFhP4lV8C/t2/Z5195o8lPvKT6CQhf/YTAn/+F1Qhee554PULEgdmuutrbh747/8nniNgAQsLEqWSX68+fPjw8W5DLicQj0tMjCmlRu/E1sgwFyrdyiAHDwCvvkbyhFLTcttamBgfA65d67ZrGBpy7uR2o2MDtQvicYHREbnrefbCYJXP6QW3spRCbZv/hga7PwuHBY4dBaSUuHjZ/Znz92RKEx/MBNntWZKJLAs4dJBqJ2biKhBwEnZSSZtw4bE4rJIe2SzVCcx7SNhKM4NVJh8WFpnQWFll4kKdTy22z8wIvPqqRFs6FWtM8sjqGpNgJklmbg6oZ7xJQO7yCVjeifhSife6sgoEBElJOzuaAJDJMDmskkSBoCYeTYzz860tkqAKBX5vbqG7XXrdU6OhSXDmvW1tMfHWbDrb4G7KJkLoOtjethf+LS74VwZIGEKd9XvrNo8LhoDJceDFl7W6z8oKk0zzC3Yi324/XuSg+rZNEilR7aJW4z22JdtOraYTI5m0vv9QCBjMAbd69A9FVCgWnWovss2+7a5H1V522wKgkuj1badSgbDQ2X4+0I8O0QGgjepWzd6wEFVltPscdGxEK6wATPzUPPp7LAYgphNrxYK+z07ytEkFEXWeaLRbZUsRKFRydHqKbXHRJm2V+5xKGvrBnb+mU047tP5+Pm+7TQJYq0FSgrLuK+QZO1QCemuTSaZeZLG9EI06k2j9/XwORY5JGgpxOzvdiWnzcYK2rc1WTSneeKskRI0Em1It2tzkM8YT6FKNQxPerDF0W/6EgnqMk7AVJKM2CQFUfEjZyd1MRifT63WOUedfd56/VGTbTyTYl5RqT7vtJJVsb+vkr0rKm5aU42NMEPb1OVUMG3UnGafoQVA0USwy1m3X2N+F0HZVUpJYEE84k+GLd/ida9f13575HnDhTdZvMqnj+/seEnjme0Aq/oi+pAAAIABJREFUJZFKORWokkm7/RnPLYSwCa4SS3fYr9QzzM6iM7ZcuiSRz+n7BIBH3kelTtlmG0+lbDJJonts3bYVGVXyPB7fW8lPwST1FPJUeSr3A//5PwO+9nXg5Ve7v1OtCtxZ9o5slk3kGRpijIlEGKvMPqjU7gIBIOgiZ7vnYG4oElHOJky2JdtwbctOsNe1kpYVYJI6aZMPSwVnHNzLpm95Rcd1pWbWIUpHGbc31jWpxSQLLBmqkhIcvxoNiUZTorYIbGzx+x3lUcm63drimKf6Uqul1TkV8jnOCdT40WhqYqaUJIoFbZU8dU/pNFWFMhnn/MoLXcQnITBsk0hevyA7cTzuMcdRSlUAnycepz1ksdhbiUsRZQAquF675vw8FFIKN95z+EyGdTPoMUcFGG9npoHHHmE8abZstU2XwlhfSa8J9fcLzC/wWtvbvOx1lyJUwAICYRcJVOh+rMaJQICxLRjgnFHZ/125wtiZyzH+rm/osUsI/j0cZn86fkxgfoEKRWvrNlEswrnCkcOMJ80Wn0nVXzTKtpG2Sb2m4p1JjA2GdDsZH2PMMd8T4jHemxuJuIXlVYmZaZJn4kqlVAJ5m5xXqQAjw7LT/5Vq4PQUY8BjjwjcuKHrNGDPDyNhODbPmha1bku3nRbHLoBle3CG19nYMJQk6ySOR6OM29Eor1nbAsoD+t76+zhPTiU5PgvhVLFVdT026k0MGxxk3FGqX+EQz9dus3yKRYGtmn7ejQ3WRdq24m009NzRHZ+EJXDksMQPn7frJU4XCSllp35MArr53gIwXqyssEyWlgC0+YwbG1TdU3OttXXWWyDgJLWp9pNzkXsrFaphDfQrlTGJjU0gb9xLOMJ2uOmaQ4RCjPlKhbFet5WigpwjFgu9FeJKBd6fey6r2kcoxD62uqqJiq0WY6kZF825d73O5/e6ZnlAIF+Q2NzS6nBhW3nVtEFXirwA+7wXWVHYZPqVZY4VgQD7YdOI860m58o3bvJZKwMcG+bn2W4VYnH2JyEElle646P6i4A9V8s4CbybW3oDmrDY/4XgscvL3ZvTikVDdTjsnCPH4yQwmqqOCqq/LK/svqnpx4Wv3OXDhw8fPnz48OHDhw98/gv65ehjT3qTsl54UeLFl/hzOAT8/M86j/n0H8vOi/DxY8DpU+/Y7frYJ578qN7Nt7AIfOnL+rNiUeCD79e/f+7PnC/IKysSf/rnEv19wH2n+TcJdNqADx8+fPh490ARXyIRgWDIO/udy3JRNJ12fm4JWswp9cZcTu8c7nUugCokA2Wd9N8Phoe8VSK9MDUpOipfdwspNVnDC15kD4W97i7ksRBeKrEcxkZJMhgb5eJ0MtlbgQRg8mVyHLjnKHD2DHcjT4wzIVEZAI4dI0Ern+d5CgW9G79YAB48661MJQQJCLmcQDbDRHmHFBXh/8N2kkslLZUiT6lIIkI6rRMu0RiTSr2UoBqN3kRAS/AZFNnMjZptaba1yQStqeDhhXCYC/xKsSyREFhbJylkp8X6CQW1eoSZbFD2jrGYbh/RSDdZqd1m4sytzqaUavo8VJzcalLSJn2USsBPfFBgcoJloXa6p5JM7grBOgwFdYI7EOTf90rIR+x7j0T4/JcuO4lEKhGfzWpLm1yWKju5vPBU1EgmnWS9fF7XrSI8udGWnCPeWeK/XrZLu8WKrU2JrRrLZWSYKhm5vMCRwwJTUwJDQ664ZSri5YCZKeC+08K2idNQdo/DQ0zGlDzqrjLAupiedJJq3OQLr+YvLCbEGw2Wm2UBDz1E1Z2pSa1eUO53lqtSlut17hPHdbJVEUVNFQbL0rGlVLKPi+n4oBKz0YitBOSyrzMtRgEen8vxnP397GepFP+Wy2nlv60azxWyleqUHagZ5/r6ec+FAi10YjHeU6tF4msozL5RLms1wKlJ3kMiabfBqC6UbIZJt0hU13ul4h2riwWB5ZU26nVeXx2TStnJxwDrzOzb6TQJvdUKY9DsbfZF03IpGHR+J5tlOSlVsGzOJqQBXTc2PAQ8+RFdV4EAiV39fcAjD/O6G5s6CWjWXy+UivxescgYfv4c+12jwbLKZvnP3ed62d8JsHz6SsDUBOOqW0EjFtPktr4Sn9mNpk3QmZwQCAT4b2KCsb+/306uBtgfBsq8VjwuYNlxLJvlu2vRfr5MhscGLD0vUTFOWUHtF/19ug9ZAdbF+DgQDLJR7WdPWiDI+x4o8776+3WcDgR6K0XuhqSLhAdoBb5slmNdxVbIidsqlkXDEqxQAEaHSbZQqlHlAf0wlmUrzyllN9tS11TiTMTRabfNBssnaivauIlNQZtU51Vcs7Mk9ZikDhPFAp+lv8wYoWJTOExyTijEtr2zw34aCOiyCAR03Go1OeZt1xl/1zc0gUlZbvfC+BjLo68EpNLeld6lzLpL23DHUisgUBnwPtYct6JR0UUeOTAjMD3Vew4/PCQwMaEVQwGqnXbOK+z3gKDAyRMCp+7lvNILZr0KoeetZs2p+WB/n8dz2rao8bhzbmhZHMOV+pdSAlX2h60W43tlQCs/WRbbY7HYm+AiBNVUVVxShNOhqh5jMra6nWVxjlupsN3XthgflSpPMsHjzHcBRVi2hE0I86iGuXmSY89fIIFmZsr5easlHKSjgKXGataZo5zsMTOTZT8IBNnn1HvD8WN7WLpJttPtbee8zFTv3NgAFpfaWFxq49YtsyxJYrxzR9sEVgac43g0ynfDoMc7zPgY49DpUxwHgkE+TzLBv4+NAUcPs72aBKRte1ymZewuzwbOnUaG4VCWjETYFlV7VPc7MOB856vXWd8m8TcY9J7DecVspX7ofn9Tqp79/fqcChsbwJ1F4OZNziOSCb15IBiiVWB5gG0ymdAqf6kEy96r3StlrlSa84jxMZKfFMwNOIoEZVkcm9yWq7GYU8FZKTH2ele27HcQNS6urrP9Z+xxQ7XzcpltQJ2nViPJbNUmgbm7kVKlzWb0/Hz2NnDlOjeW1bb5/j8zzW8GAuzL5X72NxX7BqvoqlBT0dBNlFQQlmAZ2t9VKqBVm+QXj3P8uXULeMWD8A1wTsx3CoHTp0QXqU2RvbZr+h3tnYCv3OXDhw8fPnz48OHDx3scb7wp8do5/hwOMwFl4ulvSSwsAt98Wr89feQjJAeZqFYEkkmJjQ3g1/+xr9r1bkA4LPDLvwD8m39nq3d9VuKjH9YvxT/3swJf/v/42de/DvyzfyKRzQL/+29t4ff/sI1Gg/Ymn/wZgSOHgY9+GOjr8+vVhw8fPt5tePABgZu3uBirbNPcBCYJHf+zGa3A4ra3Amy7ktXuv7uRzQlkc8DLr+zPttdt8wBwsfrKVZIr3i5EIlQ+GB6SDpUSBS+bGoAL3aadoBeiEYFqRWJ9ncmoagW48AaQHaDFjSJRLC9LhxIPAIgAEIBWA7IsgdFRKi0MDwl89SmJZlPS0ivKBLslJMIRp3pXKg1Ew0xM3p7tLvtgQCcfSiWB23MS7TYX20NhYCCnF9WFAJbv6HMEQ6yTegNYsncsu0f+aJRJOpUAjUaZ8Hj9gq2CY5TvATuxOL/AXczVCnDTSDJtKFuloE6UKNKIKj8zCa2IULO39aL5/Lxur9GG3rFd26KSwOYmjxsaJBFpe5vPV28wGZDN2JZPq6pegJPHgflF2x5mAnjzIjrJgHic8+elJSazjx2TiEadpbTT1gvvQjCB15ZaoWF0lMevrrCd1Ossz1yO169UeF9Ld/jM6+vAkq1UohJ5ff2sx5lprRSlEq3FAlW3ArZqDOx7GBzsVnoz4Y4H4RCTQptbWtVBERwnJ4BLl1hG4TATGQC6koErLhWTXM5pb1K362N1TZe/IqG2DTLKPUfsTQsCCAaEQ51teFjgtXPdfSEUBipl3p9StlAJVqU4kk6T6DEyIlAqyo5yYTTisjN1nf7QQdbP+rpWoshlgctX9PMpklYiweSfSsZt1Zg4U3UZjfA8/X3sT/EYk0eNBtvG/IImtcTjTJJaFvvq0BDwzIq2mgKYPNzJMuGqYlUkwuu7CTHC/k9fH8tJCF43XwA2N5z9z8TyCtuoskdVih1eyVKlYLexznLM54EjhwW++z0WaiQKvP9x4I2LbFPRqLbzSqWZiJxfIAnl6BFeY3OTm1dWV/lMAYvlGQoCWZvEp9RJ4jGW8eJS970lbVsq1dYadtkqwqsqpHRaK9WkbbKkIjIGbJvLsE0gNcklkSgwWBUo5CV+8BzJFltbvLeTJwQWF4GnviY77V9KJ1liqAq85lINnJun0tTCgraFSrRd140w3s7aSoHRSLeyRjJJ8tDsLLC2wWQyyW0S587LTl0qS8d6nfHbCrAuxse1/ZWCm78djYqOCpQQPGciwT5/6DDH/mAQ+Nun2I62toDlO2yrw4McwypVFsjcAgkcKytUSPF6K1XXMlX2JieAYFAgEHB2Yi/CsRslQ71DCLbF7W2bpGLEh0zGGa/ciIQ5BphEy3iMCfhKBdh4Q39/p63HNxU/clnG4VbLeZ14nPVuLr2MDgNXbFWokRHg4iXWVzJOm8eDB50lNzREW2qFcJj3FAyyn29v8zqKEDQ5wX5Xq7G8VUxRBGoT0QhjXTZNe1ul2GQm4oWlVVNGR3nPb7zJ9pbPAeubWgVtZ4e/b6zrOkmntAo9YNuA9RjjDkwLPPEYlXcuXepWYgUYX4eGvOOFQsCyyeZRp5UXwPWT1VXpUIuL2nO6RkO3wd2Wy9xKMfUe9l4mmadltAM1htI+0dnu+0rAvScFnv8R/y6Nuc3EuFbricbYrqenBa5d4zxSKSe125oEo2IMwPpZW2ebcJNUl5a0qulA2SbbGnfXUQ0t8B4bdZZDs8nvRiOysykiGOI5FpcEjt0jMb/A712/zntrW3z29Q1dj4EAr7+6xn/tNgChFfjCIV0Wu23MANiuDx4UuGlYvFuC7xD5HC1E3TMSk6wVCrKMdnbYvyIR2hqn09zwkbbVVnupccaiuk00m7bVvOT53LbCvWCOM23XuNML2Qzb8cSYbdEZlh0L9EAAOHSA9bNVAy5flojFgKbdV9V7B8Bxt1CwiXjhbnWwVFJ0EQrNsQQAdnb0DbvVbZeWuEFGnXdjg7F7L5iW5KGQQCxGe9lUiip36bTE8JBtaxuySd1Cv1esr7PeLQtQw02rybYcjYAvgTbUXNOEOS/M5/jesrnJv9+4aZ/DPq+KO0Lw/VJBxQDLto/d2eE8IWq/S+Zy7JuVAcZBIWRnzqpI1FaA4+PqKstwfgGIxDkPTYX5zPU6CYKbG/r9bXvbWx17YIDjFNeXqXJYKApsb+s6lFIT0ONxzq/DEZsMHKV9uyIhVgacc82O3WoMuGnHL5PclTfaXnlAYOiOxNwcy3V4iP9efZX3UG9olTXz/CreFfJKIZ0Kz80G5/3RKDA4qElpHdW0DLDQwzL2x4FP7vLhw4cPHz58+PDh4z2OL35Jv1A98RiQNna8Synxu78nceWKPj4QAH7h57pXon7xUwIffxL41reBY/f4BKB3Cz78k8AffZZJpsVF4Et/BXzip/jZ+LjA/WckvvcsF5H/7C8l/uf/kQlxtZj4F38p8bu/beHMfX9/z+DDhw8fPnbH6AgTkExocQw2F9EBJkOV3eD4GMm6XsSndxLBYPf8YGJcYHxMvq2kcKUONjMtcO16d7YiFuMC8FaNCc/NLWX9pu+hWGBiRe18llIimSJhKJWiFcvSkkRtWyAQlF3JvZxtsWcFtB1e3lZFK5d7J/XcfxeCSa6bhnWMtFV6lu9IR/IokeQ1Cnm9QK8wWGUyYrvGpNN2TauFmAoOM9Nqt7bAUl56Wlu6F+5r26rdSQzbCksLts1PICiw05Kdc79+gd9Jp/kMjQaTB0qhLJvVyWGVfFg1iIZqAd9EIsGESjzG7yjyUX+Z55cSGB+lPVQgAKyvadvLZJIknUaDCfDNTRIkVRJuYpz3dTDE9quIjGYZbG93k7tCIZKclHKTSfTz2sW9ve1Mig+U+btK5it1tHabBC8Ip9pLx2oETJRNTth22ovowvo6cGtWYm3VtmKzvyfsBJWy0jPvDeBxoZBuW7GYwMy0xNYWbbAUTDWDkMsu56c+DmSyAl/4krNfmu1sdQ24elViZEQ4FCkyGYFcTpUzv99qSSwvM7HCNuesh4UFqiKNGHaw+Rzb2bVrQK1JC75olO2zr4/loxKOyytaDQfQyRoh2DZjMSa2zl/Qx5h3EAgCM1MC4QgwN9c7c6oUeMoDtjKDEB2iXbMlceeOtwpBLmeTQC3nuUslbfunYk6zxSTdlSusExWzVHtcXQOOHbVjyzL/pVyKX5GwnYBTZZmnhVfCJk+NjVJBzgsT4wKra8D8orSJdRKRCMvx1iw6CnzxGFCwFdTGx9hfF5bY7hmryLAaHRUIBkmytGxlr1LJQjwmsLK6AwkmMrMZfkXVXaGoiSEAk6I3b+nEtrI5zOeYfFf1sL2tSSOVCn/PF2g3BLCsshmex7RcbNaB3/9D2SmvUkkglVLEP4FSCXjkfRLf+radgLXtFZU93e05qhwpAqsiTwUD7I/1bbYDU+kvYNkJ5aYmkgIsc0WkbrWAlWWJo0dI0DKt+Z7+NvvFjm2zZRJl3OTobJYqm8+/4F3vJtJpxpZmi8SzZlPg4iXg5i2BRELi/OtsoyqGHD3qnKdE7Nh2/ToJzLfnGL9feIFtMpvRailzt/X4ffwYx550isloBZWgnZrkuSS8FRtVHG01SVx45TWjrAPaJrkXoQggeWRhkd+/foMJ5ESCf6tWSHJX96bOMzRIFUBlz9qo2yQFo1/m893XGhtjG5USePb7Jn3GG6GQQF8/ia3NJmPDlSucU/T3s19/93vsO1t2faRSfOZU0kkYTSWB/j4LoZDA+jqD/+AgcOpePsP8HHD9pibhKQUbRQrO5YA7ywJTk7JDGFlY4BOUSva1LvORwmFbVc8YJ+IxYOQACZWWBbz8ivNZZ29zfJ9JkUR2a9a2WHUV0UAZmLcJbl6KlVFbCae/RNKhG8NDJCckEhwHPe3P+rWanCIOKIyOcOPAXuhFQvrusyQdXLrcXffr6x5fsGGSZwA1F5a4dYvtYajK+uvUBWxyjv18w0OMf6aqUCajx8VIxCYw2+pFWwYpT83dMxnOw1bsmLSxyTrYrivinUCrKfHGm4xpBUNh1MTAAFARTuJiMqkJhso+98A0cOpegS99WW/KGB3RxGYpJdIpifP2XD6RAMYnOO8wMTgIbG4JVKvA6qrETttJmBob1WT3wSpw9ZqTDHv7Nv/duAE8/BA3FgwNsb5u3CBRLZ1mfM/luAEhEecxt2Z1W0rESWpOJqgmJizgsZ8Apqc5n755i+N8KkXVJUtwHh8IAqjruaj0YHsNDQmcPSNx8ZLAufMcf0y0WsClK3wo0+qwkHdaGIcjbEMbG/bmI9cc+m4RDDjrNhQCLl9mXBeCZdSlyAeP/iOcY+l9p7mOqjbMxGICY6MS6TTbqbKErNV0uXlZ7jaaNtHMfszxceBVYxxZXeF6rNuSmYqW/NKNmxKJBMcFYWlyeTBE+97DhzivXd/gum/A0vHLssepnR326WhMP7tSrjo4YxDDLGHPLzlfi25wnSESZZ8p5IAXXtL2mork6C5jVZbxOMlZrZbEwgKJXbuhv48btK7aJGW1uWF8jHXQagH5vMSW/e6g4lbOViwNBHnN+06xTayvA5tGTFJXV3FLCIHJSYmLlzjPUKqCJpotZxvOZbnJKhAEIJzrAKUi7+nOMmBt7o9YeLfwyV0+fPjw4cOHDx8+fLyHsb0t8ZWv6t8/9qTzJet7z8JB7AKAD/0EUC57v4ylUgIf/sm3+SZ9/FjoUu/6E4mPfkSrt/z8JwW+9yw/++KXJP7lf9nGT38igv/wO1uYmgR++qcEpHx7k+4+fPjw4ePtwxOPhVGrbXXtkM/nBYaqEtfthU8zjJOUQUUn90KsV7i/9wTnBPtFpQzcur33cfqa3mOM+8/mwv2Pg4cfFPjBcxI3b1Lx59KlbnJOpQKcOE6VhZu3eC8/+KHA1qbEpSvAkcP62EiYi7iFPJN56ubHxoBgQOKFF23bujtcaL98hYpWboULLwwMaKUEgImia9eYoAkG4bDWC4eY1Bkd4ffUojjABHAhTzWnfJ4JJqV8tF3XC/BLSyS4BAI8TrYBK+Qk+wQC2k5QPf8jD/N5lKJIPq93pQvBxEsiLjAxLjVZSDJJNjLM+1XtoNWiRV+rxeRQLktVGX5JW43dmgUWFiWEIHnl4AG2D0UUsizWy/AwE/7NFhPqWVsBRV0/nRZYXKRiWjyuSTSWJRCLMwEbj+m67WVBOThIgko8zmTugQN8JiEENjcMdbQAyQQ3bjKpnIjz/2Z7vz3ntEtRyVjLAqwwExNmAiqZBFKbJF7EYt6KfKrMx8dslQd0E82Wlpjs6DcU7FSCrr+vO0EdDAmEw9LBaKoMkHABAB98P/Bbv03lDCGA48eZUP/hc/oevKASw4NVnUxJp4GtLYnrN2j7dfs2CUnpNJXV7iyTkGNiY5PJZsc9B6myVyjIDglHqZ8kElRqUOQ+U12m3O8iAAgmcExiwdKdbutHRQwpl7W6jFLjUQQeZVUzMyUwNQU8/TRVUlIpkjv7+khwAFjXkQiP7+9j0ff37U7fyOd1BTUajH2WYMIvl+M5kwmtzDy/QNUZXS5ancusa8smGW7XqFKRSDiJJPG4JgCo9moJTaCq153tIBzSqpPpNPDhD7Fv/t//L/uDW50jk2ZbTSbZZkZHgnjzzRY21vVdtNskxSyvsD3kc8BARceRZBy4UzeS8Pb/I7YtXTDkVMdRcTuXJbFPYX1DK36YdZFKA3dc6nUA8NzzTOADJFvffz8QDMmOItTrr/OzZguYGNOEp74SkEkLHD4MXLokHeMDQPJTLCYg29ImIUlYFnD4EO2XFWFhaUni3OtMKFfKbEOAkzgk24yZigAsoG19zfijyiST5vlMjAyzzOsNHqfmHEF3ZtIutEaTZLZiQV/DbFXJJFDqs0lPkucpDzCBHbMTvErVY2WFnw+UqW5qEk4AtrHVVdmxWWq2BAYrsmODGAwCX33K+R1h8W5KRY4djz1CYs6tWUBA4sAB4JnvogvBIAmO05NM0ptIJgWiESrECGHbkIZJLBgZtnDzlsTiknScSwiSberbLPNWkwl7FQPZF1mwAhy32x6kAxI4BDJpxptm0znnaDZ5f5pQy/WhhQXOHVo7jCGKaBAKs/0BHNtyOeCeIwJHDlHN6uYtjhe3bzM+5PMkcCrVuU54EaIT+/uM8Wh+nqry29v2mBRxzr1yWRKxjx7hGoa51gXwfhcWSeYNBAQefIB97rvfc6pjzc6KDnHu8mXZUZXywmAVXUT4YEg4xlGAbbfdJsmH9yJw5j6SDmIuUtXMlMDFi7LTn3pZe8VinI/evMmyvnZd4pVXec+lkuiohZropcZo3qeaaz/4gMC514FEkvWv3ikU+VX9rOJGMukkt6rrTYxznLZslcNgEKhWBe4sSWzXWX8vv8Jxb3xUYG6e43vUtgZV7UuRy1fXOE9qt3n9nR3OTwYH9XVPn2KcjUbYVnd2aAW7sqqJWZUBEov6+zk3WVzUGzIUrlwl2VW10WwGyGWEg8wxMc5+srnFclL11mrpedOhA9wUAvBc6bSeR9dqegyq2fE0FKLNYyLBfvrqa5zDZ7Mkgx84wOv+yZ8y9qr5dyDAdp5KAbG4hWzGwn2nW0gkBDY3pV1PAuWyRDbDcpk9z/NubXZbcLoJjI2G6NSx+Q4ZCNgkco+2OjDAeeCdO1qNbGio+7i7RTTCWBAKaztigHNwRQpU7yBHTgDP/4hxp1Zj7Okah1wIBHjORoPKk7EY5/TjYwJ9JYkFYStJGnPFTnt1vcM2WwDqJNQ98jCwuMB6WrqjN4B4kXUVQkFNyAoGu+eaSg2a5ULyo4KUJIQJS4+lirSqbDWDIX3DKuJn0ozPiTjnMqsr3OTkpc4FOFUlAwE9Hk1OcEOV1+t+ucy59MEZkrEGbFvboUH9Hqvma+r7waBAKqXHRNUXAwG+F9fr/A4VGAUaTekgd/30JziObWzqd89MWuDADN8pm03GwNU1ztvrdR3jmk3gQx/kOrvqz+bc4p6jtAi/dBn4+je5AWZjF0LtW4VP7vLhw4cPHz58+PDh4z2Mp76ukwxjo85EJQCcPAH8yi8Bn/4Mf7csKnT5+IeF3dS7Tp7gLr4LF/hS+ud/Ucev/+MY/uQzVmeR34cPHz58vHsRjQpsbwvPHdbZHBMNd5Z1Mmk3zEwx2eWmCey1+O2GWjC/duPuvrcXjh2lKkyr5a1ItF8UCkzIznlYYgBMApTs3dPhsMDYqFYmkui2LikUBAbKtBl7/kdSE7zAXe6NBpPrkExWq4RGq0XVGXdSz0SxiK7kvUK7rZVIYjEmF5JJWoe4SThCCKSSsqNadOmybQEouHitZneLS7xmIABYQmB6RqLeYBJCIV8A0kkms8tlJlPDYYFwiAk0gO1oYlxifIyL3NEoyRWQVPJ64yITSmOjvGe1uF4qdicGh0eAc+d5vLKAU2g2gekp1sn7HqJSW62mE72FAvCxjwDxuMCdZYkLF/jZ8jLL7N4TQK1GhYtGnSSacfue1tdpubG6SkJFOMykhhUQSMRlh+SmiIGplN51H406SYvKvhMgcXB0RCAUlLh6VZNIigXuNjeVdWCr9exmlyMEEI0xqRMMyq6d/zwBAMG5fn8fCTOzs0Ao0K1KopJ1kQjLRFkbeSmEhEMkISjVlXjctqMJ8NktS0BY7Q7ZLBZnuQSDrhgTgMNmsZNEzVKxS+HadVqtKgWChK3uBgABj1cUWnQKrK2yvmamvUmVDnKscR5l5wmw7a2sMjGp1Q20PeXmptOSMhrVimoAySPRiG6bpqUbwKTZa+docX/pMhPnsZjuYwuLLOvBKvsMDvMJAAAgAElEQVRuZQA4c59A27bju/CGt2LE5iZw7jzLW83tMxkmruIJJsAGBth2VVuwLNX++XsobJOcXMoFAPtYs8lk350l2VFD9MLEGK1vAOC1c87PwmHWw8GDTI5GIowrAwNAX59E07avmxhnwvGP/4TEB5XgjMe40ejQoSBuz9UdRGBlndlskAR4/Jiuh3gcgGDZ3ewiaOifQyG29/YOx8qdHW1fBjDxqtp5OMxkYDTSO76bFoqBgMDwEHD1qo6hkYjsHJMvAFcN9ZlqleowmTQV6y68SSLW2Kgm1pg9bDe7QAVFMlD/z6S13aVScAsEqECRzTpttEwbaFXuM1NsG8Gg3lT02jn+PjMlMTrK+1U2veoeKxUmhH/xUySjRaMS58+zvNQ4Z0IItgmVBE6lgOkpKoEpBIPexPBbt5SapMDoiER/P5BOuQOEd/A1CbQz0zaxIEP164sXJRYXnUS3vWzehgZt260oz/UTHwQmJ/S9mETTVJLni8cZNwYGgGvXgb5UN5kVgmormTSfRMVLN5TySduwxvJK4EswSW8imdTkGxOBoMB9p4FDB5Uik+gocj7/Iya9F+8wXqh6rdW7z7MfpFKaBN1VBrtACGGTCJ317BiPPJS7TORyoouw54WTx4GdHYHvGOS/dErgzGnO40zL6kCQVspKza0XqRywVW6GOZdZWKQ62eIiY6Npca3gVmR8KzDJpqpvVcrexwrBNhIMsH3V6yTdA0C+QMKRUjlT6l3FIu1nYxG2if4+nt+0y81mtNV1qQTstDm3UOPg0hLjWUmNe2ngsUctfPUpCVXfpZKw75GWb5EwsLEhHfOEXvMvM+4pckk2I1HfdhKCFapV0SEJzs9L5PPsxysrHF/U3EtCtzk1r3aTYqoVkrY3N4F6QzqUPUv2fPXyZWB0JIBMxuqoOmczwFX7uKlJ0VHZLRZJ/FfzWgB45VVuRFDP756zKORyVNZMpZxzHkCTe7JZtoEXX9RjXKPem5Te61omyv08x7e+w3oeGrLtZ5NsSy++ZBO7ghxrHn2fhUJe4qtPSYeaG8D4t73N8dqs+40NbTtaKjrvK5cDIDh2NZv8OWDPAySc8wNA2wZOjgPRqIX+fqovL93Zhx8mWKdm+ap7VugzFFvd81xhE4aDQbtt7lG+J09KNOqMI2oe0t7Rsd89BqicQiTCvlCy21PWrv9qlVa7ypY1GOD87fBhPXbcuAm89DLjldvuufMcRj/oRVItlUh6rlZ5H6MjwGAFeN1+BxusAoNVC3Nz0tGHjx8HfvQjKj4eux949vvcUOKGlJp4ns9r8nu5X38eCAhMTZLc9U7BJ3f58OHDhw8fPnz48PEexhe+qF82Pvak6FLOiEQEZo3d1I8/BgwN6mNu35ZYXaPtkY93L8JhgV/+ReDf/G/d6l1CCPz8J4Hf/F/42Wc/V8Ov/FIU5X5vosCbFyU+/0WJ/j7hE/18+PDh4x8IApap4kACixfuPyM8rZXcw4EAF7jdKhidzy2BTBYI3X57FzXjcdEhojM589ZRr+uF3nhMq+EUC1wwtiznGCc8CCFmsnY3gUvLZp0cOSJRLPDnuXkqWM0vcLG95pFEJcFK/57N2gQp+3ptSTKDmcRWMBWMVBLOsvj3VFogHpfIZzVxLBbrXqyX9j0ou0NlOxIJA08+CZw7pxewASaBXn5Vf7/RILF8fl6TmyRsZStb+cUkdgEkas3Na+JAJMw6UUdsb3OntSLIWUITB5JJksgqFZ0sCYfYbiIR2n9dv0G1pgMzwMEDAgGL7WCgwn+HDwGVAZ5vcoLqJC+8xARiX4nkJIDW1ocOkHTmVn3zQjanlbiUrdncPBOv+TyTQ6dOMZEyZtuoXblqJwl3mMTp1d9MDA6STPjGGyz39U3bvtG+xXyOO97f/wQJM994mskWKTXZUdk9ZtJsn9UKky5uq9JDBxlb3rwoMDgoEYs5yYsKx4+Jzr1nbEUIsy23JZMtV65hT6ikbTBIZTz3s99/Rjhig1kzoZAmnQFMADVbrNfTp/j3dltC2lZKSu1GWeK0WhLLV5jEWt9gG2o0qWSSt61QrYCt8NXWyZ9IBMA6Okpj6xtsl+7k5ZptB1lv8Dlr20BzBxBzwD33AKOjbAMqAc7y5r0NDwGBgMTFi7wnkyDZ18d7WbqjY3m1wjY1WCXBRUrWyTPPyI7qRzyuLVHrdXSpQwI8R6zOZ1LWPJPjjCWyDay6SAXj45o83G7bahA20WBslGoWL74ksLPDDSgA48PoiEQqxXoXAigULEg4GUsqDlgWLQ8vX2bcnhhneV68xKTrQw+y/BW5S8U0NzHOsmxSZ4htM5/n99s7rAc3WUdYun1LqYlIbhWUzvHef+5gdETHbpNI5LbnDIaoNiHbJNPs9/zhMO+3VGRcUySJRoPXGx4W2N6WDhLazo62BrMEkLNVRlRit9zPfjU6QnK3IgArwqrCG2+yjc7eBh57hEngH/6QSjyqXNUYXBlg/d9ZpkJcMAgcOQQcPSKwtiaRdNkCWoJj0dIdoyyEwPSkxIsv9y6PgCWQTu1eaqYlpRq2hGBcUTZOiQTbXCxG8tJexCDVZnI5Kn4EgywzZXGskEppNUwIWs0GgrTHqlQFtmpMlgdDwjFn6ytRBS6R5LUKBdFRzwNY9nPzPFciCYQbWmWkMqCfWSXSW01t3Qpo0plSOzPvWqB7/hgKiQ7Rg+Q35wE7Ldw1KhWBiTHg4mV1jd2P91IwSyaBukG87S/pMankIkyHw5qI47YxBBh/rl2Dg+gPsP/E4wKjwxJz88CkPXcq9wv095Hsv12nEtz4mEAkIvGdZ3iMV/wF7LmgHQrNslfktGoFkDedmwTcGzYUcSyX08epY159TSKbZcxLJoGxEcbSW7Ocr8Aev7MZthH3M8diJCermNm2FVS9FHvVfDcQAKIRgcMHZcfmNxyhlZtsSywvU+FLkVyfeIxErhde4jlU9V695mwLqo26r6dw+BD/EAo5LQXdtzo5wfHSVO5S/SAQELjwpsTsbY4hB3qQVBSpv5DnXDqV4jMEQ+yzWy6CdCbDDZk7Lba5YBg493r3eRNx20padG/UAagSaf59yCYVK4vnQl52qb0dPWLbENvxXhEx63WSY3KG2lS14iQTqnOlUlQ6DAT29+6WSgkMVr2t4RXahjqaQjLJZ5RSYmiQY0UgqN/DeiGT4VxketrZp81zt1xxQ1nyqvFZgGNPOMR+pDaJtFpwVIX7PADn5iurHFsdynHG9za3SNQNNzi/athzRS/icDDE9qVsldfXgG1Bgrs65W7q0bINvPyqwOUrtD6Px3V5J5PsI2p+KATb7HWDzBaNMr7X62yP6ru05KZqYTIB3H8G+NuvAZub3JjTlno+YcKygBPHnG1vc5P9cH3dOc5wwwu/k80KJJMCWzVva3MT6ZTAww9RuUvY/Sef5/Oa7cBsH0IInL1fUr0t0t3G4jEgEuL9vN3wyV0+fPjw4cOHDx8+fLxH8eZFSnsDfEn6iQ92H3NrVuKpr+nf3WSe3/sDib/+CvDwgxL/9J8IjIz4ZJ93Kz7yk8Af/TEXkH7tV52KHo89AvzO7zKpt7Ag8VdfruOxR7vP8cKLEv/Fv+CbcyEv8XM/yySLDx8+fPh4F0NQdUVhsKqVaN4KEnHuuH/wLBdkuy73Ng4LKSMpvttpf9xrhsMCx+7Z/STpFBff4zHusn8rMMt+cclQUzEWpU2Cwc6OMzEVtu34igUq7kyM8+8DZRJHTPu8dSO5ohal3buc1zd02Q0NUjXCTGiFbWLV4hKTOltbTBYIwcRbKCjRaEjUagJbWxIrq5w7RsJMIFcr+nz1XXbom1D3o4hm9Ya2cAFIoCgUtB1bKkkyS5+t3rPb4n2tZpPbUsDxe3geM3G0vi5x8RLLvVigAo6pvNJqMYG5supdnseOCty4QbKBW/GkkBMdqxEFNRdLJFjPliXQ10c7UIAqTnPzmnyVSuryDNir+sGAM0EzNEjiRLvNsnInylXCNhwWGB8DXnxRdux2KhU+YyTMRJ8iH4XCJFJNjAGHDkosr7A9VCu8zzcvSloSJZgAUkoYCoGAU9EK4PcVuevOHRIOpyepQAQAo7aqh7tv90pwA8Cxe3p/BnQrSliWwGAV+MAT+iLXrzMh3GwyoW8mZBx904OAoCwDH30f8Oo5k1jiOrBHR0in+XyRiMCJ48pSj3Wys8M2tb7OOozF4EjATk8Byyu0moxGgDcv8e+VASYeg0GBpTsklAZta59qVWBiAmhLJsoXFgS26/rmjhwGvvssiRAqDuVyvMe5efvZLIEzZySuXNMx2rLY/7dr3AS0G6IxYNQmM46N6eQayXG64KJRYbRd/t9Uo6oM8B7PngmhVpf43OeY3K1t2fFwQ2BokAp9jzws8LdPyU5cXFtnTFc2mCPDjDkjI7YFmKAC5q1bTDpKycRpLuu0cUsmSIgCgNoFWh5XBpz9M5MB3mdbMe6l5BSLKUM9IGDtHj0tSwCWVsYJBYF6g9bMd5adFq+dMo0wHlYq3fdikldMCMFEf6FAEmkhT6KDag8quWmSUbMexOV2m/9UnxJCIJ2RXapwCltbJI2Ew1TvufdeEnaVio9lyU4bVc9y7ZrsJNGbTZIYTHJXpgfpbjeo6w3a5MiZqW4iOACcuY/k2pde4Zhg3pcqK4DtTI0jyZRApSKRTnvPRQYGBFZWqOynrHPHxwWWl2VnTFIkHTPRPTMNvPAir69Uu+47rT9PJi2cOkn76WvXOFZvboJzxxDwM5/g+ZaXSQRVRPh8nqo5959hLFcKU+ruWy0m7OfnOUdR1rAbGxJXrpI0pFTtzNja3qWpD9jKUMsrnNeurPK7n/hHEjstgfV1EgQiESoRpZJ6DgPoflD3aNuHDgLP/oCkhmNH2f+ExXJ707inVIobGxsNibU1fu/GLee5LEGi+OUrTsKDillTtv2uCSEE7jvNutREcEF1IBcCAWeZ7TYHDoYEhockXj3X+5jhYRKEJycEajWJc+d0/19ZJTGmryQ7sToSYVyp1dhWikWO4XxGFpZqa5MT/Pv2tsTwsE2OXgfuvw/43vd5TCwKDPSzfx06wLFpfJxt8Y2LbgtT4PJVvYHh0AH2wXDYu+EEgwLVCm23z5zmvYwMA7Ozu7xXuD4YHeF937zJz8r9ghtmhLeqT6HAuUQgqJUU3chkBNKrkvbqdixSBGE1z2m1JJoW45epIgo4lRMBJ0FvYlyQ5D3v3NjjhclxgVJR4voNHmcq8EXCVJnNZZ1W3cmkwAee4LFXrkrHWBGOCDx6kue6NSs1IdXG4CDnsaEQx0MzHrpx8IDAxoaOb3uh1aKCYb0u0dfHn9Mp1oOyCi8WOLcLh0lULZd5L60W2587npubXmqKcCc47716lYQrtYFC9e9IlH0ulwUgGQMaDVvRF93zYYDE2kSC7dptC+rG1Wsk+kZjnIsWi7o99JUknnuedZ9M8lyZtB6Pg0FN2N2NBKvmR2ojEWDbwlta5W3pDuO+eu/q67OVuQTLY26e/waru5DchcCDZ2kl22qiozDnRi6rbcMBewOGYDzerjnt0U3QUtgb+byeRyvLRXf9K3Lp4qKeR6j7VrAs4bAiNePx+x4WePVViTcv9ryNtwyf3OXDhw8fPnz48OHDx3sUX/ySXox4/DF47lT93J/KTlLr7P16cQag8sFXvsqfv/Ud4Jd/6R29XR8/JkIhgf/4W3wZd++UDAYFPvnTwL//LbaJP/j0Nh59xLlYdfGSxPQU7Srm5vgy/+3vAI8+8nf2CD58+PDh4y5gLnSaRJODB/ZmQrkXfM1EoZRKPUXv/lbJs1SSCW6F/r5uC6W7QS5LhYOVVZIXTIyNMnFmCS62Li55nKAHllckrlzRv++VZAeYoLn3JAAwyXV7jsoyakhV6jPZjGH3FYPjOt98Wis1tNv7s7tUZZ/J8Odqxba9C1IBQmFokEooY6O0CPKykshmmYSobevcVV8fF7fDERJ4Xn6FpIdQiOoT9TqJDy3w2qtr9i7sHaAtBZotiWe+K3HjJs+4tMRF8kKBVlG9FrTTaZ7HPSeJxQSyGd67Wmxvt21buiXeQ6nE5FW1yr+vruqke79LlcBEIU81l3icCR3LErAM0sSdO+wr29t89ljMWUftNutc1Ym73eRyAtPT/PnSZZcaiYctWiaj+5oiGty4KfHNb/Hnpm1zs7KiVXIUuatUpErOyRPA4qJAbRsYqjKRn0gwSXJrlvccMJ7BTFzk8wKhMMlA0n6+iJ2gqFbg6OMALSqv2QnAlRUmSBWiUYERlzqPwtkz3TFnaQlYdil8RKICRw9TCaJjLeeqymKBVprP/cj590LeO4lqEvAC++hvpuJEo8k6mpxgOzaVBxQEmAAN20p0H39SoFwWuPCGVjxK2wpo4TDbVH0bnlnldJoEutExKnmYqNWAK1eZqGs20VXWoRATZNdvAK9fEEinJNbWScJJJklYUBaPly+jYw21vMx6Vm15dJiEx0SCY8UPfiABS7fTI4dpU1Qqsq0NDQGWZSEUbHcSgOr/0RgVAls7TNxv1fiMZrPyGo0CAdHVt8zfVRPO2epvqSTV4QarAvm8hcWlNqQk2S4e57/1DZaFKqtbs7KjTm2qMQFMsAdtVUEV4ENB1ruq+3SKidpiwbbjDOqx7sQx4OJFIJWn+kizpRtMwNIKY3eDdEoTPkwC67KLaPzAWWWLCjz1dVozZz3IIQDb+q1ZkmQqZSZg1bUAYHVVYm6O8TUUYjmePgWMjdkErojAwIAiBOxOPnvxJYn1DeD1C7JD3NxLXcmEIg9YAaBYUs8tsboqkclQmePAjD4+HichrNli3SmyYD6n7zOV8ib5uKHqXEpN1MvlBR486xyDTQghHLGHdlg8tl7X59yNyOQ8H/+fyXJcnZ4ksXJyQuDyFT5rMOBNbg6HBc7eD3z9G7S0BSQef1Q4VAxzOWFfg8p9BTvOHj8OJBKWfQwt52rbvFY8xj4Qj5PIqZSGLEGVpbX1NlZXqH7V2gE+8AQ6zz97m3XYSrIe9kPQj8W4jnHooMDwoMQffobj6sgwVdc2ahILC9oSdsImi85M6UJO7kL+jkYFHn5Qdiy1AMZ+gHFXqSH29/H+w2GBYlGPmSakZD8/MMM1s/0iEhEd61zA22bX/feNTRKFyv2c17pVxgBa3e5G7goGaS0eiTD2xmKy0zaVOpWp/BUw4p0QnJOZxPdQiGXnJrnH48ImgDM2ViskFVoBgWKJ43i1qhtDOEwlyEYDncHivtPCYftrHt8LH39SOBRWp6dEx8bVC4m408ZVCIG1NU3gVtePRTXJTJHh222qDc7Oyj1j3MiwwKGDtE3e3HRarwIk8bTbLEdljw2Q5Dgxrsles7PoxOKtLdlRsKMFtkAiLhAOa1X+o4eBV1/jGFcuAxub3WVI4jtjw/y8dxtutTjvVNcbHXZ+fvgQY8TsrI6dQvCaQG+7S9NWdbf3MzU/TyZZXysrnCutrfZ+v1pY5D91HdP22wuppFaSMglKl68whtVqesw0kcnQvn12lrFzw95MU63uopglvPs87e11nJ+7zSlUJs1nDof1fLzV4jtqs8F3JoUDM7x+KMQxRNlV9oKqm0hEH1fq47sW34+4gWd+gbbJ5TLnE4UCSb+hkG6vsu1UvnIjHhc4eUJbMao6v3JVH2PaUgNOcn84rK0+72az18iwrUbcYFvdC7u1xVBQ21ea7WF4iOVkEqrfLvjkLh8+fPjw4cOHDx8+3oPY3pb4yt/o3z/2Uedb0N8+VUd/v4UvfVm/cbtVu/7w07LzUvXA2f0li338/cKtpGDiox8B/uDTfAm/eGkH333WwtkzwHPPS3z6MxLP/wj4b/5rgSc/Avyfv8928fkvSjz6iF/vPnz48PFuRNNOWqZTWlHBvQCdSmoikpn0MglZ6ZTTDs5t3QcwqZDNSESimqwzPg7cjIjOgutbxdSU9zgzNsp7TiR6Jwh6YX1Nk8FGh3tfY7d7ouoCv7ewQIWa1TUqmRTXmBA7egR45nv6e2YiN50CNiwSJM6c5nO89DKwYJeXStKqr6RSTCSp8jQX5TfWgVKfQKWi7SK8FqFDIVr/bNWY/L5+nUm9f/RxiTdsxaThIbaLqUkmRoUAxsclFhepxDDQIglHJbm81F0UBqsCfSVAShJdXr+gLKyY1OqFkyeBb3xTK84lkgI/8z62w1yu+3vr61QHASRGRqim8vIr6pn1cUcOcxd5PqdJToNV4MYN73IFgGJBYHKCibfJCaetHwAIQ7nBtC+ruSx1vNDfx3Zwa5ZtY3FRYmdHl2k6xWTS5qbTZjMcJvmkVGKi9Mx9VMLI5dj/hgYFbs+1UbnK5/FS/nA+BFvybhYtgJOg5mUrczfY2NRENQchQQiHXeHlK8DGJst4ZorPnEpJxG1bWAkm8U1Fr5kpbbl6/DjrF9gfmSSfZxJueZnl9vhjAmOjApbQyied+CjZNoeHmezn/fN/J08AL71CAsTIMMlh+TwTY9kMVfIClrNMx0aAclmgWBCOduVWHFtbBy5dkna56fYohOgQnyoVoHmNyb9j9zBpXy4Dly4xca+IJuvrtnWafY5UWuBgSqJcFjh8SKC/rO9joAycvd/C1lYb8wskb62t8ZlCIU2UMWPPwIBWrFPvjdkM0LJ/rnuoOnlBKfAAmkxx9AgT6NEoiY6plMCt2R08/a0G1td3HxRMRbGdNgkR7TYJfbmMUkhjGc1MAyePA+cvAFubVDA5fIjEjpFhiT/6LLCyTOvViXGqS0xM6PNnM7xXQJNF7hZZQ/nPK5F8/jztg57+tsCZ+9Smre4ySCVp/ffMd51/t4J6DqAUKOp19tFYjGTeeJwqTSo+mbFycJDqJNvbTJIWi7Y1GNg2nv42fx4os4xPnODGsWDAIPjucxzfaQGvvsqYee06cDTTfUwgIDA6SjupgmEZlnEdG4/tPob1wthob2LXXnAnn5U9MeBtRwVo0kcuS2KssDQJaGxUYGwUOH5Mz4Xcse7yFc7ddnZYb15zpu1t2SG0ZG1bTrc1pLBoFXjwIP++tiZhWcDMjFZhCoVIQmt7EJpNDA8xsT49xTFwNyQTwNn79b309QGlkm29HCa55MYNOEg/CmfOWFjb2F/j8lJhA0iMCAT4bKWSEe/vEnuNsW8Figxy9IhAtSrx3PPdzxC3LZOVRej8AufovWCWoxqnlbWqANUHX7/A/n7wAGPl6VMCrZbE3JzAq+ckhKCtq4nVFb1+uLPDeebmpiaFuclgQgjE4k5idjAocPgQSTMmyVn1K3Me1iFR7tEW3Rgb7VaUuucobR9DQZJtAOf4pqDGv3B4fxtHAhbn1pcuAxDAxATQVwS2tvksQ1WSkdykHyEEDszwoU11uGYDgKHideRwEKWi5Yhz5bJAsajnAf19skOkicYASPa5XG7vBhtPCEyMkxTpVgk7do+FY/fAYZVtwk34OXGcY6xpn3lgBviOPV6V++FQAotFBaamJG7NsrxffkUTfdbW2G6UUulbRTCIjsJgTzJUjyGstcPyHBkmMfAXfo7jhorP5vEjw7xPN2EbsMmQST3mqPmhZVF1T1m5A9ysE4kKBILSMb9Kp4H+fu/4FgpRvc2Eam/5PJWRy/3aKvjMffx/oyFxe05gZprE2moVePNN9p92m3PCK1dp171V4zyhF4JB0aWGbI6H7rliPC6QTPLd21T8TKW61ylqNYnbt0l4C4UFbtxk3LIssafibzar1brzu7xL3XuS42yh0L3RJBAQnQ0Vbyd8cpcPHz58+PDhw4cPH+9BfO3rxkLNKJOPCmvrEv/t/7CB7W29IHL0CBc0FK5dk/jqU/r3X/tVn+DzDx3xuMDHPw788WdZ6Z/70zbOnrFw+QrwvK2O8Bf/l8S//V+BP/hDJkJ+8EPgxg2JwUG//n348OHj3QZFvkmlBPpLEv193Ynlwape9Fa2dl4olzV5olrxPiYWF3j4QTh2x9+8eZesq7tAICA6u7/X9kjkK3iNVleuARIS03dJ8AKY2FxYBC5fkVhbJTEiEtG2eoS+t1hUK3wdPgTcvCWQzWiriaNHJF5+hQSso0eZRPrrr9j3LlgHioTUNJTZMhmqzwihrUdMwoxJlslmhU1mE1g5SDJRPi865K5MRuDee52KriSGSJw4AVhCdJLRjzzMBNhrr3mXTygkOgnF7z4LXHiTFjTTk7uXa3uH9lRqd/1Qle1KEdfcUFZ+ABf2KxUSp4Rw7rQPh0WXJWkoxOTQ6irVBVQS/dYt2SFIFgvO5ImJM/cJbGwGUKlYuHLZ+MA+vEeuuHM/AMlvFy6QZGAmtRRpxUzE5/NsR0cOA+9/XBMj8nk4MDUhsLJCJbbdMDnBBEout3eCvZeKyF54/keaNHDqXs45zfZbNwig4ZBTdbDd1uRSdf1QSODBB7qvc/OmxGvn9e/3nmB7Hh8FFhbQsTncDeV+3sPmJpM6KmYOD7NPnX/dSc7oZROZTgs85LhHqv2trjKB3W4DAyMkBFkWm0vAZXU+YSeQEwkmq1IpbdezubW76kIoJDA5QZUThfExWgV9/ZvGdQTwxOPO7zabwtMaR5GrNjd1vACAQwckUikgbtfPXgSGwUHRIbq+YrTP9XVv4hJgE02Gu/8eDFJpLJ2WKBYlkknpIGgcPcyY507Ul/tJbhWC6mNTEwLFgsTzL/DznR1AtiWERYKLlMD7n5BYX2MC8+QJdQ2BT31SYnlFIpVET0u9HxdmYt5Ul1NotgxL202WYyym+048Zicdo0o9RyK8zvGokAfyWYGFBfVExMaGapdAMmNbfTWAHzzHz3NZ9meA4/EDZ6VtH0YrQtVGzIRuOi0wNSlx8SLw9NO80uOPSVtFsffzrxtJ3vUNEj6bTSqZtFqapGAiGtXEi51O2+T1r18HxkeBfAF7Wn69LYQc4/b6+xlvb8+RRHXqXoFDNlnKXKx8THcAACAASURBVF8xUSgIBKw21tZIXi0WZIfYobCXAk0nfktN8jKxueW0ZHNDxWbzezPTAgcPOJVThaAV1qqdEHerZanYr9SmTp6w8OJL7Q6poVTsHos2XKQ3ywIyKaBWZ2LfVN8LWFQ0Mm29+0paeeutIBIROHKYP3uRL3b9btib+LofuMd1L5jjkTlvM68VDKLnmOuFoUFNGBqsApCMb2fPSIRCApGIheEhiVP3SiwuatXOYFBgYEDiylWBrRqVak1b7dnbmny1s8M5UCajbfe8yHleqAyIju3jbtiN1KUUOb1gtvG4PX9OJt1jujcsi2N3o65JxIro6oVyWeD0KaBalR0V2lRS4NgxiVdfBbbrtBSOx3TsdSOZkPj+D6g6ee8JTW4JBYGRYTYEN4nVjJnptMChgxKvndNODftRMlJQpKNsRpfXfpFKUWk2n+NmCrhIMPE4VUmbTcaMYoGW1aEgrZy3tkimllLi5VcYX69f57vJkcM2IcfoJJUBxv7aNufYU5OcD3zrO87rKiW6XM7bGvXQAeA7zzjfr9z9angQOH+efW9ggM/SyyZTzR02PIioz36fxDeFkWFeq1rpVms04004vD91SoDt8Mgh4LVzPGe5zPI5eVzgldckGo3u+/7es/y/ZQk89CA/NwmdpjJyL+LybnCPvTdvSQyUNQl3YpwbJUxUK3oDQDTK+cG3nyF5cnPTmffYD4YGBQar3cQ3KaVDeTqVEo58yd8FfHKXDx8+fPjw4cOHDx/vQXzBsGT82EeF48Xk81+QDoUOAPiFTzmP+cxn9a67hx5E1+Kij3c/Wi3aasZiwOOPsv5+5hMCf/pntGN6/kfA+dclPvwh4P/4PS4gTE0CibjAQw9JfPNpnucLX5L45//Ur38fPnz4eLehkKe1yOYWcOaMcFgrK/T1CfQZFjBLS95EECEE7jtNxadQyDvmj444iV3vZmSzJP+ohP/qHsndXlhf54LxrVkA0plMVDh0kIvlAPCRDwvbNhAAnDZSABf+z9zHzzR0nYRCXOxut53JzHBE4KEH7bPehSdFNut9HS8EAgKFvFPZIhy27+nH2BUPMLGysAgcNMqj3dZWhW5lBDdUOweYNA8Gne167+sLlPthW1YRS3d0+xgbRdeOcoVUSmBoqHuJfWKc31PqKm67HTdqNZ2MtQTw8EOce33py87jVCJHCLGvui4VnNYsbpTL2uIoHJZYusNkmNe5Ez2ITHthybBfXFsnIcq0PHIjFmXibS+027Kj/GBZ3QSAfJ7PEAhQBc4rsV7ud/4eCAiUSlRKSCZ0vBNCoFgUOHK4jaWl3etzfl52elNfybssoxHay7mVYhYWbTKMEIjbdZ1ISEgIjI6QcOR+ThN7KZQEg7SmW1ykGl+hAFy/4VToMZUbB6tMyGczve0EWy1tCeWGaVVzt0nfvbC8wuddXiERod0m6TSRoKLd5hYw4THuASSQFIu8v1iUbaOvjwRSlZxst52qac2mQDTWTe4gWcp5ncoAx4V4zO6zNrFkZ0d2EsCBADxJSfp6WpEinaLKVWuHZFeFaISE30Ke1wnbykIA7SHfeJNl4jX+h0La7tGdIG40WPe1GsmlQ4N7WyxblugkVdtSq/up8UoRk3NZSgUq0qrqHqa9nZvIm07pe9zc1GqktW2qahQNK7q9omI0SuXNanV/ccYkeoQjvY/reb2IU0kkEtZJ61BIx6VbsxI3bAu/XK47NpTLtPi0LIFsFp4EzH1BsM8GAryWaoNbRlzZ8iDZnLqXY6KbwBAICITDEhPjJBIIAKGgQCplIRxmOzTHcLM8UzYZaWCAdR6L7e+5MhmBX/iUjnffMZToYjESSBXRaXlZYmVVYn2dMV3sxrh+C7ibLQx3YxkGsG7OnJY4/7pTbVBZ9AUDVMMzj7/3BJVM3SpYzvP2/iwQ4JpPn21/GosJXLlCW1UIgVMn2VcTCRJVBqvO71uWwNn7ScZZuiM65K7Y2xz/3fBqs7tht3h2t/VkwrIEVdEEcPES/7ab4o+Csqw8eliiWASCQQvRqGTcFAJHj1LxUpG0TMJRJiNwyCZj5fPA1k3+7Jzj745qReC1cxI3blKFKxQkic4LtZrE939IteLZW8D4OI9bWb27eqaKL0lY7rmYCXN8HRggITDcsbplD3TbiLdaLKNYnOPYIdvyr1gU+OAHOK8pFU1Ctv5uOAScPiWwuSmpxpR3bg4IWLQDHaxKB9naTUYKhQWiURL7i0USkaandi+TXptYnOUBJJJ6jmuiVAIWF/kM5px3P216YICKbpz3arWpYqGbcCul3JU41mq6Pn8LfergAapft9tAMsV36WJBzxW8FCjTKaDZ4sVCbxP7yd224rG7e9d+p+CTu3z48OHDhw8fPnz4eA/iX/1XAl/4K4mvfwP40Aednx0/JjA+JnDpMlfLxkaBB+7Xn9+8JfE3X9W//+ov//2/2Pi4O1y6JPGv/jsuNAyUKa0fDNIG5smPRPD/fJ6rtp/7M4nf/NcWfvNfc+dlscC6/k8+Bnzzab7gfvmvgf/01+RbX2D24cOHDx/vCIQQuP8M7eRSqbuL0ZbFhHAhrxPyQoguq598jhYQgDO5+m5HOi0wOiK71Fze8vlSJCKNj3fbPlUGuKhuid3V0fYDCZKGNtZJUDPxTi807+zQ4sqyqOSS3q1NuRbcqeTBpIXbYg6gnZB7F/T6ulZw2st28/gxWn9ks95WWbslMt9OhIxkYTTqJFSaSRZl8bKyInHzlnQoWwAkdITDVE8aKLcdFlDOFMPeyGSd5C538ml4iMSYRoNxoheJjRen0tzaulOJ4m5tUQEmAJXVSeQuCBObm7KjttFoaNWdYoFKEzduMhGkEnm74f77tB3afiEEVY9UokoIJsKVTVM4DHzr25rY8vijhk1TiM+dy7KtelmAeSXkHcosaU0Y9CKr7aW+BjBGzc0BcwtU+rh2ne3AjatXqexHeyYd2yKu5ONuBJl4XJMSFAl0Z0c6LGoV3koIU2pEjQbbxsCAhY0Nifh9AtGIxPiY6BBmTBy7R+DCGxKZjKmgx8+iUYFYlL+4iQv7xcEDTFZnMsDVa/rBvv8DWvcAJGY89uj+zmdZtF9dW9PkLYBqHhcvUYUmERdIp7V1bCIhcPxY73NubrK9JJLA5Lgm1wqLSdRwRGB6ihu6wjaxLxgk0Q+4u75z7B6tHOQmku0Hpp2UFdBqYMsrslNv6RTbqUl2ccPsH3eW31nCierLhQJjZjhMJfT1Ne/jV1fZJhaWqKzuJv4tLuqYYRLSb9/WKpflflrXujE5QQUZCc5DTLvo9z/Osbe/n2W4Zlv8Khs+hURCYHwMeOlliYuXWOgbG8CRwwICAmOjVGCanyepJBq1sLND9bReajUKgYDozCGllPBiArzwosTgoF6PMDcTDA1S9SiTJlnEVFR8+RXGu+UVjr3Bd8Aa8Z1EOi1w32ngqa/rzZX3HIU9t+9uJ/m8QD4PXL+p/3buvJ45pNO7k0qFEDh+jJ+fPy8d59kvNNFTx95yP5WyJDjetFq2xfQumwNaLYmdlsTVqxzv3v/ELu1ol4+8xsrdVNRMlVIvK/q3G6Z6YKMpetbPvSdI2M2kbZKsDZMsHwoBD9ubPd6K6uDKCsfC3ZTuNrc45jYb+1dbUzDne4EAkEyIniSyXtivJa4QAmfPkGhoxot4XGBiF1tShURCK/ZtbEhcucb5m4pnBw/AQbycmdZKhepqpRIJ7tkscPUacPWaxKPvc26UMudfiQTf82ZvOwmLbgvLXjh4gOdNpYDFOxKw29Z+5+leG7gyaY6drabE7G0qdu1F9r49d/cqh27k87R8PHd+7w0yAN8xQ+/gmnRlgM99N6p27yR8cpcPHz58+PDhw4cPH+9BjI8L/MvfEPiNfy47C8AK01NOe6Nf+JRwJB8++zmJHXth6ez9vmrXP0RUq3rX3+xt4Kt/C/zkh/j7r/5ytEPu+sY3gNlfl7j/jLOO7z1Jyeubt7gY9c1vAR944u/wAXz48OHDx75gWXuQNVxQyXUplaqIXsD1ShKUilrNx1x4vXRZYmWFZOJsbv8L8e80zGeIx4GTts3FWyX/qMXyZJJqP6Mj3c8pxP7sY3rBVEuKRXe3J9wP9rXA73FMvQ489zwT/9kMcPoU/74fQkYwKHD2jE5A7bS6L2ASu+6WLBSPi44dpcKpkyStlMvomuuaaDYlXniR85mXX5EYHtrb3qoXBsrAlStMuh50kYu8nmljg/e4usr+lrBJNGbiwIsMtx/CibteCgXWm5sEGAwKPPSApN3aD3e3cImEea8SWjlnPzDt4VR7DgZ5T42GU9Wi0QQqRSDR4z4WFnsnHcNhPku9sQf5EEye3S3pVcGsSym9FK28G3Amw7gTi+1DxEBKzNpElLBhR3hghgpSa+veCaZYjIouwFsSSnDg2nU7QbgIQKKjNJhOCZw6KfHD53mNakVbeO0H51/X5LeYEcvulmgH8HnV2DMyLJBJWzh1r4WVFcsmiVAV6M2LTLCOjfLYvj6B6WnnuczxYXycikMmkUqRc/eTMLcsrXoRCsrOc75Vi7/bcxIrK7pGlSVxMilw7B7gx61tYVHtSOG1c7Lzd601yeup2L8bBqvawlmIbiLjE4+99XvtJbyUTuOu7JWbzf2Ru6oV4PULjO8HZrj+sZ96VARGYSv5vO8hxt/1NYlYjO2pUkGnnQBAeUCgWPK2iT5+HHjuOZLbzPFl6Q4T6QCT2yUPEvnYqMCBPQiv4bDAvSep+jQ80lv1p93W5BdT7T0coWLm/LxENssC2mmJLjJfLseyAO6O0LmwyOcrFro/C4WA/j7RsR8v9ztPnMtRQeedhKkS8+PM0XrhgfsZkxWJvZclsBc2NrUiZjC4P7tHNyyxu830nt+3BA4fBGrbJBMqctXwMEkvrR2SY0w0Gvx7Os2xtpctPEDS80W7P5f72UeDtjKUl+rkbvN+0xr67xy7NNNkUjjs+RRSKU0wUu8JwN1v+jCJdm9FaTOf621V/XeBgQES7et1Pde0LPG2qEpPTQlUq9IxZiQStItut6kMWBkguWpuDqhUgRvGvKjdJlkR4NhjkqgyGYHFRYlQiD8Hg8D4GM9pBUi67e8DXoZ57e57VJsMFMw4dLekaillZ669vkHCbbvN5rm+i/Ku/v7dXa8XTHW2Xtiucf44McaxcHSY3wgE+O/Bs1QxVhaOb0XR6/AhtqVwSM+//r7hk7t8+PDhw4cPHz58+HgPwyvZ9ZW/oVUHwBeX9z+uP5ufl/jyX+vff+WX3h3JWh93h0hE4Oc+CfyH32E9f+azEh/8AF+eJyeDeN/DITz9rSZ22sCf/6XEv/gNZz1blsDHngR++z/y+5//gsQHdttJ6cOHDx8+/kFAEcF2drhYOjcPNLLA+P/P3nuHR3KdZ77v6dyN1MjAIGMGg5nB5MgZ5iSSosQgZlLRq2Sv7b3y2r7rx6srW/d613fta+3au4/XlkQFUhQzKSpQlkiKpCjGyQmTgEGaGeSMRjc6nPvH19VVnXMA8P2ep58+3V1ddarq1KlT57zn/UD3jppq6uxt8YsNmpsj1/1zczTgODtHoRTySWMDufkU2bThN+ieVxlhkDAZtDP/Ux20j8dV+wTa28g1a906EmW7XDQwfMzf019uD/+fdpZ3aLjtTCGlRFWl9Idey1w7wOejsqgNuZcs5eUiKGxNNBShOkAd/oozRlkJMDGV3DYVt7ylpegh7GhBetM6cnm9NGjd2CACziRA8ABkZSVQVaG66MSitFQVVZXbo4fXAeh5gAaswgdQtIKbVAftrjkQeds2G71CQ2h2bVKXP3kqOE/RBowUhwOzWcR1AqupBtrbUi+v2utpOomQrmPjqpCvcQ1QWha+jFaYMT6hftfZQcK79jYBs1nA6w2foAOQ+GRqisrTzh3R86LXA7XVFG7PbALOnvMLoerUetLpouPZ2SmxsTO4TJeXC1y9X0KnUwaSw0+MJcp5sNvVfUu3DoYQWLdOomENsH595HOq11OYsIUFxKwTtIOIOp1AcbE6OC6EIqJKnuZmGgAGgN+8qQrb4omKKytpwL64CPB6RWCgtSQFEVwo27cBLS3ksmQ2A1arxMlT9Fsm3KyuDAMXLlC6oYEEN+mwfStw9Dilt2wGPjpEaa3YpDSBtobJqAo3QpePNnzctUnAaJCwWFVHxYQIc7Ck/xUXA51+8VZFhepEtaZeuZeTA1sopSUC110rw8RyWjeyy1fISTAZpFRFVlabQEtr5DaFdnmFpSgiXI+HXKa8HnL/09ZVer2I6ZoUSnGRGnI3OEyq6trW3gasbY99XrLVRlPQ69VTrtXUaAXTiltVKlitIkz8FAvFhU2vJ9HD5cvkJldbk4Rwx78fra2UuPmm9Nt5kQTmVx+QcDqD2+ja5ZV6O5LbpXa5/VfRxBKljXTt1TJv4eK110kkp8pE/pdrdu+i9zI7sKZOPW6h9wRt+dEKZXbtTOxYK2FFgfD2XzoYDCS4Mpsl9FlQvkSbqKTTCZSVkchU++yxsCBRVgqMjdG9Vqmr21oQJrZVnge2+NuFQtB9YM8uqRHaqoVDcdIuLiLnL4sleMLC5i6qn31eek/WGdXnA477nzFdTqC2liauaCdyKc8HkS7LZNrG6eLz0bOEzn+fafI7oQmhuO0C1TWqi3GiZW7rFuDECXJlvmovOZGVlcauh3IJi7sYhmEYhmEYhgng9Ur86MfqQ+MjDwXbgj/1jAwMtO3aSTb8zPLknruAJ5+i8B4Dg8Cbb6tCvi98zoq3f0s93z/7OfCFz8sgBwSvV+LWmyW+/V3qpDx6DOjrlxEdSxiGYZjlg9EosHO7xMW+yKFStm0VcLlkbOFKHoiVmw2dJFbPxIB4PrBaBVpaBFr8IZKUgdvp6TgzmWOESotHqGjN56OZ5sqAzvQMMDYm/YPtAvYyidJSak9kCm1YRkVwlQ20IrjWVsDjpoESs1kkLe4CaCAhnrjI699mSbEqcgkNeapgNqtl12qhfCUy9ieEwN7dEkOXgfPnE8p6QsQSDCWDQa+KXJJxFCiKIDDT6ZITNKQbwVQ70JlKvVJWSoNiOh2wpYvCwynOV4ogqqIiOMRre4hwIZobndkscO01JKiIJkKxWoDKShK3NjYAJ06pA3ELC+o53r0LOHWKBkuVMHhatAOd9rLwwTyrVQ3FByAwLllbozr/1NWRWDUVFPGiTicihpXUkojoLxZSShw+QmkhgJ07UitEN96Q+P82baR6sKJCdZzIFDabCHag88nA4LJW9KTX0SCx1Zqca4/Pp9bf2hBnsTAaVVfC0BDG1dXkFieE4ihFmW9ro8FrxQUrHjt20IC1xUzitv6BRPIl0JVCn4fWNUX7byVsXihlZSIsrHMoka776ioEwjJWxwiP3doM9A3QsRqfSP2+WloqUFkh4VhU3fxCGRzyYWzMh7k5ahs0NQJ1frHI7KzEeb/wr6wMQeGLI7F9G3DyFAk32jTONAcPq26g+/dRnTo8LAOhwOrqgkPXmc3UVpmeQUIh2bJBLoU727aSi01VJd1jN6wncUOskIzZZs9utdxpRW4kmkx//TqdwNatJCxdswawWKIr+qKJj4HEQsDFo/eimr7Yl77ANRalpUCdv12Zjji3pEREvEeVlAg0N0mMjVGUB5tN4NabSbSkiG4TxWQiEfnAILUF2lpTzy+AuKaVqYSsz9R1Oj0DGIwUWvDoMQq5DiCi8KyqkkSsDgcJFCXomSuakEj5WqcDGhoiOdMJtLUCIyNUVyvXl9ZJ12SKJdBV02aLwJ7dAg4HOaAq7N+X376ASCLhwSGJf/0upde2AXd+PPU81tYI2K+RMBgAvV6HutqUV5UVWNzFMAzDMAzDMKuIl1+RuGpfuFU9QOEXhoclhi7R5/JygU+EPAy5XOogH7t2LW9sNoEH7we+8zj1XvzwCYmbbqD0nt0GdHYCZ8+Sff9PXgE+8xgwNyfxs18AL74k8eADAjdcL/Ha67S+n7wS7vDFMAzDLD8qK8lVQRkgC6XQhF0ADTwUF0nMLyAsBKIQIsyFYnxCYtg/kF1VFbldlAhlZWpotEy4nWSSaIKZaCKitW1Az0VlIFA9Hnt3A8PDgMUKnDlL34ceT5NJoKY6vriryAYsOGiGdazwf7nEpDkeFotA51aguUmgrz+zo7BasZ0ietC6YpktiDhIVVkp0Nqqfk4mVyaTQFUl0NOTxJ/ioNQLApFDO2lFPpUxQj+1tZFTgc1KbkqJCnyqqynEyu/eU7+7/trkBqzTFXcJf3gqnY4Gxzx+dxoguhtTZweFNxQgsUzHOnKG0usFJqfCz+qGTpGyoCeeM05Dg0CDJrTniVORS1W5XeCaq1PLg4LiuAOQU0dpKd1DFLGY0SBTFnft2EYD6GVlkR1f4lFRTsI6gAaZ46Esm20HIAWjUaA+4LiXeVXI5BSFyASiX6tCR3V7Lu77BoPqeBLJYa28XM3D5IQMiERu+5hARUVi+SstEbjmgPab7KltQsNAZ4uKCvX+Yo/huNXRIdDcTOL813+T+n4b9MCaNX63sRiCurk5H2ZmqF0wPaOGsnK71WspEQcvqzVyKNB5TWgwh4Pup9PTCPRllZaEt1W2bhEQIrrwNduke+9JBotFoLVF/VxWBswmEE4tm+TCRaupUaCxQcYV9WjbwqFCL5tNoLVFYmSEHHNTQekzzQUNa0TMkJWZoHN9uHOc1mEwUUHchk6R9QnCa9vJbWrPrqxuJozQSTVKGRA6Cuno87cTFWFWbQ05ZAPkEmW1AEse4N136VlJhtRf5Xa1DZ6IM3F1tUBHhzp5oLQEWLuW3KisVnIH7etPfP8MBgQETtHEmBs7ge6z0ddhMpH7Zse6+G2pvj41PTlF7X9tG1uvF6itkZiZUfPl86rCtGQc86JRiH0eCizuYhiGYRiGYZhVQm+vxN//A814ve5aif/nr0Wg0+PMWYkv/74MmtH86MMWWCxLkJqpS//nn+rw2MMSb7wJ7Nie4x1gMs599wI/foZm6ff00kDZJ++kgfBHHxb4xl/TuX/+BYmHHgDe+i3wv/6ZvnvhRYk//1MExF2v/hvw1S8XnpsLwzAMkzxa4U00kVehsWc3uVEm0uG9MK+GwDCbkfJsXJuNwj3090sMDQGAREsLzfbNNhaLOuPdagn/vbRUoKVZYmICuOVGYHSMBn61A+Ra2tsFGhtl2KBnSYlASQkNmmpRBC5KOhY+H4WVbGmWmJyi8EkDAzQIq3XiUJCSBo0UwUw2xRRr1tDgiiJISiZcVDJohVyK+9SaNUB5BTA0ROGT4v0vFZIpiY2N1B4MQxO3S3Gj0AmgPYL7SWcn0N1Nf1GEj5FobhIBZ5viIhLaXBkmkWEshBAwmSQq/Ne50Zh7JxKbTaCri0RmNpvAyVOq69GWzZH/09QEfKyIwl+GhvYpKwU8dcq66V17TWnL/+SkxOkzlK6sADZuSH/ftU4O8ZyDMkFjozro3dcHCP/+eT1R/xKRoiIR9XgnQtcmKu9WKw2ChpIrEVch0tRIA8KVFakNbjasIXcWIDuCFlsRhZmz2ZCwsCtdlpZkwInOaExOIJRNUU9zU3znOoVY51KnU9sSsVyUdu0ETpykY98UwdEPAKanfQH3G4cDEcNMatGKHBJFCbltMpJIYWJCon9AYmRUuW9G3te0hV2h4Tb971qRaq5EPdmmROPilwk3q/5+GXDsbGnO3r07Ebcm7flyRhAYd6wTSYc4TRVt6NFIovl4uN3BAvNctYnMZoGtW+g5I9E6KBfYbCR2s9uzexzq6ijUtjJhI7Qc7dqBgGPXrp3A4BDlR3Hu2rpFwOGQ/jYh/Xb8hIRSycR6/k7EXczlklizRtLEAh2wZbOAzUbhffV6gZ7e6CvRtn+U+4HJFL/N1dBAyzscwc8TSkhdJUxicXH8c6PkrrWFjvOWrnD3ypoaeiZQnkft9ujPUysNFncxDMMwDMMwzCrhlZ/R45GUNDtN2+nx42foN6WTw2ohcRcQbqvQ2Cjw2U9nPbtMDigpEfjUvRJPPEmff/iED5/4OM10vOE6gfo6GqyamAR+9Rpw683AP/9vYGaWZpNVV1HHXP8AzZ594zfAHbfnd58YhmGY9IkWpqGQMRgihzrKJlPTEpcvA/0DEvPzJJxyZ/jYuVxq57vJpLbfLBYRN8zL+g4BdACAwNJSuHArlFi/l5QAB66itF5P27/5JvV3p1Ois4MG9WdmgoU9Xi9w+Cjlw2QCttgENmwAOjpkxDBTPh80jjXkYJMtDAaB9jYZcAEpizMInc52du+iQRbFYUGnEzDoAZ1ORh38r6wkF4rpaQqBpdeTCEoRTsSjuJjcsRyL8UWMLc3kquLzqe4nWneUhYXI/9NiNgH79sY/X02NJDhU2NwlsKFTJjQoaTAI7NoZPy+FhBAUBjES9fUC9REcB6+9WvrT6vc+nyrEylQ9fc2B7FxfXi+VB0UsbPcLx7Rh2LRh8aK5nmULi0WECRBbW8jJoroq2GVGCLp+geQEkwA5H8/5r6OSYnr+yjdut4TZJFFbQ8fdbKbnPYUNnRSGK1VHSp1OZFUcZ7OKiOJSLVrRoiWCADpZLl9BIJxgW2t2w6xlm0j3m9LSxJz6SksFrj4Qfznlvu3xBof01IZqVe4ppaWquEsIEXDVixVmsmMdOdmUltKA/8yshNNJ57q+PraLWUbx75tWJuFyqcJsk1EVf6QTGjZdBi+p6SvDCHJvjIYi6PK4Jexl5ExkNEYPCxyP/gH1ftDYEL/O1163mQjbqKWQnnO2baXQjfay4PuDwaDudyy92oUetc22aSOy7uKlpbZGJOR8mS20okOnEzhxktrT27YAyd+tk6OuVmDJJXE2Suhzu53CZOt0QE9v5LyEiv21EzpMIU7LithLgsRTsUKaOxwSh4/QxBqTCdi7RwS2lcj1azCoz3zJc7Wz7QAAIABJREFUiJOFEKipAWpqSBA9OET1f1WMujwayrNLSYlAS7Ma2jcUKRE41S3N6jHUtkGmptT0pct0nSx3WNzFMAzDMAzDMKuE/VcJXL4s8f6HwF2fVB+MpJSor6PBImXG16futcBu14W5NDArjwfvF3jueeoMPd0NvPe+Gwf2m2AwCDz4gMD/+Cfqqnz6GYmP3y7w5S8JmM3ATTfQIPDdd0n84/+kZV5+ReKO2/M/YMEwDMMUBlUaMUM0h4d8UFWlDrLF6hyPh8NBA75j44D0JeYaliwfHaQQyQBw3TWpDw6m61ah14uYx8piEWhuBpIZTEl1gDDTVFZGF95kknJ7eIjQRAh1Z4rngqJFCIE9uylsSTzxo16vht25fFmGhTRZWqJwN7TexPOQKLl24IpESTECQpxUzlUmyWYIK7dbBoQqJlOw4CoVlGdILbNzwP59NGhdUR4c7lVhzy4amK6oKAzRU8c6EjVFcjgqT9EFZGyMQt4CdP1o3XDyxcFDwPwC7c/V+0mAo7jyKYQOOhcSLS3xnUt2bicRS3UVic1yjdVKIWOBxOrL/n6J8QlKt7QAVZWFe/xDiRR2sqREwGoBtm8NFnsbNIIFpU0Ruqfbt5ETaywnQYNBBEI9BvJRJGArAmqrI9c3maYigTbfrp0kJqipLpw2T6T6OhLFxRRm7eQpcvKbngF270rt3piI01AoOp3Anl0SY2OxQ4Aud2y2cKExAOzYXhjlJZNkQmirxWwWWLdWYniYyqbbTaKemiQdlBUnQCAx4aNCbS0C4q5IEyjUaz6xC8CmEVTHeuaKdz2dOw+cPkMTNLThWRNFiNjPfPHYtgWAFLBYJEzGyO54cdexldoqQiQuxooWltxepjp2V+XgeS8XsLiLYRiGYRiGYVYJ+/YK7NsrMDoqUV2tfi+EwMduAZ58ip4QdTrgs59Wn7odDgmXK3oYH2Z5U24ngdYzz9Lnf/n2Ig7spylwd94BPP59YG6OZrG/9z5w9yeDy8HttwH/+19pwO/UaeD8BYmOdVxWGIZhGAqVU1ZGr0JyuSgqSq/TejWytEShVwASg1QmMfAshNqZnog7T7ZCIxYqdXXkigqQO1emMZlEUNs/GbRiwtKy3AsOOtYB7f5QjZl27ojE1i3AseNUTtflKCRTJHp61RBwa9tVF5zycuBav7tOOs5IXi8JDgASoaRbP7c00yQRi4WcFgCgqYFC78QK42O3C+zeld62Mw2HmC98EhEj2mwiIEaNRjIiVaNR48aUQF1EIWQTX/+Cg9yqAIQ5+RU6FK5LYnQUWFxLQiAhaKDdZEpeXK7Xi6yI5XOFtm4uLlZF0/mkuoomIgBIuD1gsQg0NpKr2uRU/OVDCT3rbk3o3UTbeXa7yIoLm3Kfyha5DM2pdSFLVLiXS3Zsp3aV2Zya0Cgeba0Cba004ebYcSpb6zuSW8e6tXTOhFBD3ieC2Sywe6fE7GxmBIjV1cDmzeSArNOlJopUWNSUcW+OQ8XabAL7rwKUWmBwSOLMWZpY7vGQCE+I2JM6iovJ+UyIxAXa0Y5XQwPdY5eWki8bhQqLuxiGYRiGYRhmlRFpFpMSlhEAbrpBoLFR7W157gXgh09K3P1JiUcfFqiq4g7vlcYjDwq89JJEaRlw800m+PxWDTabwD13q2Ebn35W4uqQ0C2lJQI33yjx6r/R55/8VOJPv8ZlhGEYhgGEjjrck51BvVzQhgNZ6YIkhwM4eZrS9jIk5XRlMAjs2J7M8snlbbljMgl0rKPQLY1JOAZkFQFAUnifrVvpY2keHIdyLbRRB6Tyy5VhdWCutYWEJUB0V4J8U18vUF1NYTVnZ2mgM9RVh2GWMw1rRE7DnS036moF6mqB0dHg70OF9FWVArfenLt8ZRtFIKgVQucz/GI0LJo8hYZ7i4fZrDoK6dMQFe/ZBQwMkotZvp06cym+yjbNTcD4OLWd8xkiMRpVlQLXXyuh16uh5bNBOu03ozGye1oilJdnToyq1wuYjGqbT4u9jNzzgMRcp1uayY2spjr5iRk+n8TQEKV1OqCxMTPnbWkJOHSYXK+Li8ndNRaJuB06nUCR3z0ymghViMIQ2WaSVfaozDAMwzAMwzBMKKOjEr9+Xf386CPqA5TDIfHsc+Tc9ezzZId8ywrqjGOIqiqBb/1/FPanttYa9Nt99wo8/Qy5Bxw5Cpw9J9G5Pvgh++67BF79NxKE/erXwB98RRZ0KA+GYRiGyQSVldR57nKlN+C1HPF6ZcAtQKfLrAgnnZnqyxWLRcBizu7AVyoUFQnUVBdevgqZqip14LhQD5vBoIa5GRgEPviQLrq1a1N3Z1MG60tLRVKhQxmGIRGn4thls8ZeNl30evU+q7y7XBKTk5RO1p1TixBAxzoD+vq8MBeR8CSflJcj4IKYjtvhamZzV2ZuZKWlApu7MrKqtCmEW7M9RtjRZCgvF7juWpogUCihP0PJt5gvG5w/LwNiq/UdQFlZdvdx4wZyZpubp1Cp8SgqIkHThg3Jb8vnU8NNGg1AY2Py68gVS25A0bq53RI+LwXBpOtr5ZU7BRZ3MQzDMAzDMMwK5+QpiXVradBIi9tNlsjPvUDvALBrJ4KEOz/5qQyEiWlqAm68IUeZZnLOtq0i4sAdza6V+MUv6fPTz0p84z/Tcn39Ei+8JNHeSoNBPT3k7HH4KHDNgRxmnmEYhmHygBAC6zuoE3xwKN+5yS46jVuQ0wlMTQFHjtHnmmqgrU2iu5s+l5aSYJxhCoVsCAajCQW2bC78sm8wqC5Ep7vVgzMwoIZQZZiVjsmoOn5EckrJJTabgM2Wm21df214HeVYVN05K8qTc+fUsmO7wJlzAl1demzdLMLqyalpidPKdioy21aYmJCYmyPBvRJGeDnUx8zqpLk59u+TkzIQyrKiXA3PHIlYvzHZYX5BddLyeGIvmwmKi+kcC11m3KJjtYu14T3dGd63TLfH19QDTr/TrcUMLCwAs3PA9m2Z3U6hweIuhmEYhmEYhlnBOBwSX/tTCb0OuP12id//sgg4K/zqNeCf/peE06ku/5jGtcvplPjx0+qT12cfEwU7E4zJLg89KPCLX1JZeOMN4KtflujrA/7jn9N3a9YAn/8s0NcH3PUJkTHbboZhGCY/WNN0jWhrpc5WAAXp4DI8ooabqK8DGhoK975VKC5WpSUC69ZKTE8D69bS4KkWr5c604H0wyoWYtg5Jj94PDIwyGQw5N+VoqUZ6B8AKivCJ85klBxe922twMU+Sre35W67TOLU1qhhmIoTCMe00jl3Xgbc8TrXp+4s2NAg0FAooXBXCJWVAtdebYROB3g8TsiQRozXS0IyAChyRVhBGrhc5GpjmwFczvjLZ5L6Ogqr3NxMzmeFhoySXq0UwjmKV2v19KrioX178i9AZVJHpyMHLADQZbDpGO3WVwjPjj6fDIRJnJ6RyJaLltEosKVLoswO9PYKeH2AxZp+X0ahw+IuhmEYhmEYhlnB/Pp1YNHfeXbkqNqJ4fNJ/PgZifl5ddl1a4E9u9XPL7zkxITfmr++Drj1ltzkmSkMjh6TKLdLNDcLrG0X2LtH4sOPAK8PeP4FiS/9O4HycnLuuHwZqKkW+PjthTs4zjAMwySOSTOAkErYkNLSwr4fuJzA1DSlyzIUFmU10Naqnle3WwZCR5njDJJ5vRLDI5TW64C6utjlIxcz4JnEkTJ/4QXPnAWuDFN6SxdQV5effCis7xBoapSwWnN3QLTHfnxc4qjfMa+6mpx306WtlZ4RLWbAbi/sunu1UlQkAuKubGAxq2E6TctAQDA4CPj8g9ed63Ozzdk5iRm/0KK0JPshuJYzpaVk1zU9Hf6b9KlpJVziSqCkRKCyEqirLcxyMXRJTV++DDQVcJi11UKhhm1mMk97m8ibeD6VYqadZJNqm8DjoTEIAJibA0pKUltPIpjNAqUlAqtJusriLoZhGIZhGIZZoUgp8fJP1Iebe+5Sw+5NTgI+b/Dyjz6s/r7klnj8e+p0x8ceFTAYuPdhNdDd7cF//W8LOHTYh5tvBP76G3TeH35Q4MOPqDy98jNy6rrvXoHeixL3f0pgy+Z85pphGIZhmFxSUSFwtSYE89R09A51rxc47Q/ZaDLFF+isVnEXD/QtD3Ip7IpEpoeu9HqB5qYMr5RZVphMaphOJjITE8CFHkq3t7EwPFW0bq4VFZldd2UFCe9aWoCqqsyuezUzP6+GBywpBvcLJkBbq+qI2dqSx4wwTBSaGtUy2hISItRgELjphtUjlFqOsLiLYRiGYRiGYVYop7uB8xcobbUCt92q/lZVJfDoIxJ/+9/oc00NcNON6u+v/NSF4RGaVlldBXz89hxlmsk7BgNw6DD13r3xJvDvvkDuXXt2A2vbyR5+YQH42S+Az39WIFv22gzDMAyTLerqgFL/wKzFnN+8MMxypxDCv+QTvV51NtAJ4EKPGjJu3VpAl8kYPBnC5ZI4dZrSZjPQtanw8sgw0ehcr4ocUw3JWGhc6JEY8TtcdqwDamqyt18TEzJw/CorcnsMzWaBfXsk5hco3GhG120RMFvIcdZspn3q61dD+7Y0Z1aYtJyKXud64Ow5Sq9P0u3u7DkEwqvt3gWU2zObt5WITqem9broyzHLl+Xe9lXq4rn5yHVxvsOgM7FhcRfDMAzDMAzDrFB+8or6tPmxWwCbTX048/kknn5GXfbhB1RnLo9H4jvfXQz89ugjAiYTP9itFjo6DLjlJhNee2MJUgJP/EjiL/+CXN0eegD4L/8vlavnnpe4797IHaSDQxKv/FSivU3gDg7VyDAMs+wwmxEIH7ESxU9ms4B5Be5XoaLTAY0NlDboYy8LLK8B03TR6xFwTTJyT31OyHT52rhBYOMG9fPpbtXlpL0teJA3XaqqBG69Of31SAlMTFLaak1/fQyTSxobM3MRz85JzCqhFkvzG1La5QIc/i4Yrzf2suly/ATg8W/jphuCQ3DlgtJSEeTglQkqygH9OkprXdUGBgDXEqVXcyjCxgZqYxiNQDmH34VxGYSfZZhsk426mMkN/MjIMAzDMAzDMCuQ2TmJ195QP99zV3AHznvvA339lC4uBj5xp/rba69LDA6RgKe8HPjknWBWGV/+khWvvUG9oL/6NfCFz0usqRe45WbgX75Ng0HDI8BbbwM33xT833ffk/jzv6Dy094mcfttK2dGNcMwzGrBbBZY2576/0+dlhgdpfTmLqC6mu8DqWI0IuACtFwxGILFL/HwFsD+2qzkXgsARbbsbcdgEOhM0kUjF3DTjWEyQ1ExUFdL6eKi1NbR3y8Dz+6tLUBLS3oXqMHAYlIgPNQiD3IvX+x2ATs7SkVFpxOor0/tv8XFajoRgf5yINeCxkhwO2v1sLAg4XBQuqgoeOJ1LFJ1B7Na1PaGrgDKOpN5uAnHMAzDMAzDMCuQX/4SWPLPUOzaBHR00MOjlBJCCDz1tPqUeO89wQ+XHx1S1/PIgwIWC/c6rDa6Nhlw1V7g/Q9pgPXJpyT+/D+Sg9v99wH/8m0qP08/K3HTjSTe8vkkPvgQmJ+XKCqi0I29F4FTp2lgn2EYhlk9eL2qK4RvmYetyDdX7SvMdpjbTWGVgCyIBAqgzNTUCNRkOGQUwxQKRiOwawelM+ksxoRTWyPSDj/n9QJLbn86A+LXPbuD7yvz8xLHjlO6uBjYtrUw7zsrmY51qmMquwoxhUTneq4PkmVmRpOezV8+mMJgeIT6RgEK193Wmt3tbdjA1+xKh8VdDMMwDMMwDLPCkFLiZU1IRq1r1//8Z4lz59TOW6MRuP/e4Ae///wXAg/cV4Inn1rEPfdkOSYAU7B87rM6vP8hjR68+kvgC5+VqK4WuPuTwA+eAJxOoPsMhXWoqJD4s/8kMTQE1NYCd9wGjI8Dd98lsGljnneEYRiGYZiMMzMLHDlK6ZpqoLk5v/lhmJVEWxvg9Yd2zIbDiF4vUFGR+fUyyxOfVEMCriZhUWmJGqqvLM+uXSYTD8anS+9FiZERSre1AXW1kY/p5KTEzCzQsIaP+2ol2+GIxycip5mVCbuwxUZ7ePR6cgBcKS6A+YLFXQzDMAzDMAyzwjhyFBgYpHRJCXDTjZSenZN45RVg0akue/ttQGVl8JOoEAJX7TPiqn1GTE9PQ6bqBc0sa7ZuEdi+DTh6DHC7gR8/I/HHfyhQWipw5x0SL7xEyz39jMQ3/0pg0T8gMDICbN8G3HA92wAwDMMwhcmlSxIX/SGumhrSD3HFMAyxGge4ZmclnP7nq0yFdWtYE/lAer0SHr/oS6cDjMZVeMBXMKvx+kmF4ydkIFzV1i3Uf5EKlZUClZUZzBiTPml0PS25EHAU9bgjL+N0Shw6QunZWWDb1tS3Fwp3my0ftI6VZlPm1y+gFmUd1+vMKkepG81mgd27gA2dfFGkC4u7GIZhGIZhGGaF8RONa9fHb6cHKAD46GCwsAugsIsME43PfUbg6DEqTz/5KfCZT0uU2wUevF/gxZepU/2dd8lm/N67BZ57XuKuTwJdm7hcMQzDrGYKfYDa40FAlLwUZQCQiY3RAFSUU7qoKPayXq9Ev19Mp9fHF9N5V5Fx7NKSRPcZSptMwMYCDKXCA9axGRgErgxTesvm7G5rago4cozSNdWZFSYwzHJhbIxDPmcKpX43GYG6WkrHu6dnmky0GS9dljh1WmJsHCgvB4K9YlSUth8ALCykv11meeJwqGnXUp4yUXjNvaSYnCSxeXV16gLb5UzHOqDNL7YvLs5vXlY7q7D4sbiLYRiGYRiGYVYSk5MSb/1W/Xz3J9WnnJtvFHjrbYk3fkOfr70GaG6m36WkB3Oe/c1o2b0L2LiBwi+6XMCzz0t85YsCDQ0C110r8dbb1CH8zHMSf/AVgUceEgExIcMwDMMw6TM+LuGlKMmoqqRwaoVAWZnArp3qZ49HYu9uShtCepy9XqDnIqXNJqClJfa6fb7M5TNVpqZokBggEVtVVXaOu5TA6Bilsx0mKBkKo5QxzPJnfFytS6qrsleXJMPkpAyIaMvL85sXJvdEGggvKhJZF6dmk6UlwGYDGhuA1lagtjbyctp9N2XBsWklMjkpseQXQFVUpBbKstBE4qGTCKSUBSdQstvVMhrars43MzOqA97mTUB9fX7zkw9KSrJTXuIWwwSupfFx1VG2qgqwWAqrbDPpU2BVAsMwDMMwDMMw6fDzVxEI1bFzhyreAqhT5p131GUffVj97aODwN/+ncRjDwOf/ESucssUOkIIfO4zwH/6SwmTEUEdCQ8/SGJBAHj1l8CXfg+w2cI7DRwOiV/9GujoYEcvhmEYpjBoaFAH/vT6/OYlHt1nAKeL0tddU7j5NRgEysoys65CGAOcnQX6BygtBA2OMLnHoCdHGQAQ6UT8LoRClQF0OsBiprTRmPp6XC6Jw/6BWYsF2LGd2+jZYnYOGLpEabOpMOqSs+fU8HUHrspvXlJh21ZVLJIrQUa2xSmnu2XAAbBrE1BXy9dkshiMAgYjCaWjTVo0mYD6OkrbCkhQXcj0XgSmpim9Z1fiorgC00rF5LfvAHv3yIISwXSsK5y8hHK6W02fPL06xV2FQLRrbGAQmJik9E4rtfNyjU4HVFb404LdNjMNi7sYhmEYhmEYZoXg9Uq88lP1ienuu4Kf9F54SQZCD23ZDGzZrP7+gyckRkeBb/2jxOQU8Od/mpMsM8uAA/uBP/iqwG23ApWVapnZslmga5PEqdPk6vXST4DPfzb4v2+8KfFf/1Zi0QncdCPwzW8UbgcVwzAMs3owGERGZ8E3NZIjC5D7cEbLAb0eWNtOaUMMcdr8vMSFnuU1IJguBgOwYxuldemIl1YoGzYIbNiQ71zkniNHJVx+UefOHapTSkWFwLXXpL9+n08V9xSCUx5DLC1JXOyjOtPhAAaHgLLSfOeq8EjG/czrlYHJb0LQteTxSBgMAqOjEsMj9FtNNVBXl7+bj8+nuRZ5EDxr2GwCm7vynQsm3yw4gj+7lmgyxY7tmVm/9hKOJmpJtrbx+STmF4DSLDlGZQOfT0KnWz75ZTKHwSCwcwelh4aA7rNUHqangfFxQG8Ayu1cNlKFxV0MwzAMwzAMs0L48CACsz0rysndQcHhkHjxZfWz1rXr6DGJY8cpbTICn7qXH7AYFZ1O4NGHI//28IMCX/8r6q168SWJRx5CICyjwyGhAwm7AODt35J7XEUFly+GYQqHS5cu4YknnsCbb76J4eFhmEwmNDU14Y477sBjjz0Ga4bipL311lt49tlnceLECUxOTqKiogJbtmzBgw8+iOuvvz4j22DyR1GRiCvqcrvlqg1/rdcLtLfFX+7IUdWlLN+UVwCd6yldWpK97ej1oiCcfJjCYn5evRYKLZwVkz0GBuncA8Bv3gRK/MKuhjUSHCw1Naam6d4CUGhjZXB5Q6eE2wOMjNJvNlv+8sgw2WR8XAaEg1VVSFpsU1GhOv+slFCWkSYRzM3lPh/J8NFBcoJsapTY0FnY9wOfT+Kjg8DiIrB1C/cBMoTbTc6hc/NAcTGwf1++c7R8YXEXwzAMwzAMw6wQXv6J2vN/552qFf3f/4MPCw61s6K5Cbj6gPq/7/9Q/d8n7gSqKvnBm0mM664lC/YrV4DJKeDXrwM3Xi/xncclfv4qUGQDtm8Djh6jcKE/fxX4zGP5zjXDMAzxxhtv4M/+7M8wr4ykAlhcXMTMzAxOnjyJ5557Dv/6r/+KlpaWlLfh8/nw9a9/Hc8//3zQ9yMjIxgZGcFrr72GBx54AN/85jehY9ueFcvZcxIDg0Bjg8TGDSujneVySUxNUdpsBuz2YBFKKjP1C0XYBZAzQjZFXczKpb1ddeAp1GrdbAau3p/vXDCheNxqenZeFXdNT+cnPyuNyUnVRef0GaBjXX7zo6VrE71yQXk54PVSWhG5OBwyEIq4yAY0N6+MtkpLM+Dx76tOB8zOkugEoHbLrp0rYz9jceo0Ag7+N16f/H2pvW3lH6NCZ3FRYtbfnzs4BGzozG9+KipU9097hJDsA4MI5PfQEeDWm9XfJiclZmaBhjWqK+ly5PARGQh9uGsHWMDG5BQWdzEMwzAMwzDMCmB4ROK99yktBHDXnfRgeeasxMuvBC/7yEMiMOB28pTEwUP0vV4PPPoIP5Ay8blyRaKigly6Hrwf+B//RL3kzzwrcdutwFtvUygRhwO44XoSdwHAKz+TeOyR1AZ8GYZhMsnp06fxta99DU6nEzabDV/5ylewb98+OJ1O/OIXv8Czzz6Lvr4+fPnLX8YLL7yA4uLilLbzrW99KyDs2rRpE774xS+iqakJg4OD+M53voPTp0/jueeeQ0VFBf7kT/4kk7vIpMDSksTxEyRS2rpFdaNMl4FBeh+6RG4hYgXEHZybB06conR1FbU/P/K3KcvtwO5d+csbs7KQUmJpKXPXY7Zpbir8fOp0gp2KCpDiEhJ1AYDVkt+8rBT0OvVY+nwUfi1dsnGF57JdsG1r+LZcLmqjAEBlBdDcnLPsZIzhKxKTUxTyy2IBGtYItLQE76uUMiDwy0RI2nw35zweGRDq6fUUCo2JT6TuqLq63OcjFgODEouLlK6rVb+3mPOTHy3a9kNJhIkQDkf4dwBNDDl0hNKzs8C2rZnPG8OsBljcxTAMwzAMwzArgJ/9XLVa378PqK+n3ooXXwqO41FZAdz2MfXzD59Uf7/jNqCuljuDmOgMDEo88aTEr34NfO0/CNxzN3DnHcB3v0chRC72AYcOC9x7D/Av35ZY2w7s2E6OXtPT5PD10UFg39587wnDMKudv/mbv4HT6YTBYMDjjz+OHTt2BH7bv38/Wlpa8Hd/93fo6+vD9773PfzRH/1R0tu4ePEiHn/8cQDA5s2b8aMf/QgWf1yTrVu34qabbsKnP/1pnDx5Et/97ndx3333peUSliqLizLgmGSzZkZAsXGDGtLOUIC9j/39Ehd6KN3aCqxtp30+d55COAFA9xlyn8wX4xMUOspVQG5WDJNrZmclPviQHCu2dEmsX1+gVlg5wu1WB3sNBsBm42e31UB9PbCmntJ6fX7zEomxMYnBIaCxAaipyX6Z/Oig2vexd09sYVR5ucA1V1Pa55Nw+x2MhAAuXwlffnZWXaa0FKs2nPJyxCcBr49cyWQU4Za2TTU9k5t8ZZPeiwg4rnWuJ5f+UKqqwp3aVjuR6tG5OaD7jERTI1BcnP8DNTKiltFye2bX7XZLzMyQA1cuJ14qYXABYHQsZ5vNOzYrhQUGAKs1v3nJFV6vRF8/pcfGOLR0pinA7hWGYRiGYRiGYZJl00aBnTskDh8B7r5LfWj64z8EPvgImJigzw/cLwLW1+fOS7z7Hn2v0wGffpQftpjYfPQR8Oq/UfpHP5b4xJ00qHT3JyV+9GP6/ulnJf76/xLo2iSwYzt1tp867Qv8/tJPJPbt5bLGMEz+OH78OA4epJgs9913X5CwS+H3fu/38OKLL6Knpwc//OEP8dWvfhVGozGp7fzgBz+Ax+MBAHz9618PCLsUrFYrvv71r+Ohhx6Cx+PB97//fXzjG99Ica9S55131XRZKQ2Upks6zgFuN4UwVFwXsoGEGppJG0pwTDPQMDae+PrOnpMYGqJ053qgsTG9fLtcEkeOprWKrGM2AfV+l4No4QsXFiTm5mhQcegSze43GID1HZGPT2UFAiFOVgtOp+q+a7EC+/ctvzaSjL9Iypw8JQMOcT4fsH59Fje2DJiZAY74HXFrqtn1YrVgMIisOtcV2YADV1E6lVCiR4/T+8QkcMtN2XennJ1L3HVpfl69PxcVA01B9+fw2uuDj9T0po0UOmyl4/PJgNP2SsdoUtOZFswUKl2blk+7wuGQuHSZHGHt9szle2JC4tx5Eth0RGmDTk7Ra2SE3OezTT6Fdh8dBBYc1I7f3JX8/+NlnY36g6mvF6ivz8+281XOfD4SnwLA3KwaZjrConutAAAgAElEQVSbGI2qs91KL4Ore6oLwzAMwzAMw6wQDuwX+Mdv6fDUDwWu2qd+f+q0CAi7bDbgnrvU337whNqZeevN6Q9EMiufT9wJVJRT+sowOXIBwP2fEoHZjwcP0Sy8nTtEoGP/7rtEoFPh3feA4eFsDgMyDMPE5rXXXguk77vvvojL6HQ63HPPPQCA2dlZfPDBB0ltQ0qJ11+nSrK9vR3bt2+PuNz27dvR1tYGAHj99dchZX7rR8WtIp+cv0Cdwae7gamp7B0Pl0uit1fi1GmJ7jPpbUdKEov5MpTd8SSEZfmipERgcxe9mpsjtyEnJih04+kzNBh/6TIwPJzjjKbIlSsS739Ar4HB7F6XHi+9FGeNQiOf1VKhHpNUcDolnE5uAzPJk+1rUK8XKCqil9W6svoEnC5g8BK9lH6RRPFo2kSZCOEXc1seiaUlevky1ZhIkKEhugcVAunseX0d0LUJ2LsbqKkh4X1vrwxqWwuQmK23V+LUKYm5ueVdJ8/Pq2nF1TGUjw5KvPsevTye5Pd3eFiir59eLld2j9fhI0BfP4X59nozt63DR4H5BaBvAJiNc87dnvS3t7YtcroQmJ+XWPCHTbySYpvcZqPrrb6OHA5DqaxU0zXVdC6HRyScztS2B1AdOTaWWhmOhcslcfiIxNFjEm53auvOloBKgvoUUs3XaqNrk8C119CromJltWVCYXEXwzAMwzAMw6wgmpsF9Hr1IeZHP1YfAu+5S7UX7+2VeOtt+l4I4NOPrewHHyYzmM0CDz2olpUnf0Sdz9XVArfcrC73zHPBnQ9r6gX2+2eD+3zAy69w5wTDMPnj0KFDAACbzYaurujTlffsUS2sDh8+nNQ2hoaGMDo6GraeSOzdS7FqR0ZGMKTYS+QQrUuH2ZzzzYdx6bKaHhjMzjZaWwSuu0agvV3AZhOBwbFsdc6v9NnDQPDAsBLacjmztATMzdNrNYbGzMdMfyklLvRInO4mgUMuIbcQeiUrKi0pJpeR6iqqQw8fkfjoIL2UQcjZOYl3fge88ztgZib++qOJeQwGwF5GL5stqWwGsbgo8Zs36fX+B9wuLwQu9skgYe/sbP7yki7ZFift3Q1ctZde2XYJA4CpaYmLfbGXSbfOOnMWeOu39Bodjb98Olzsk+jppZfXK1dEeEIAEDoBnU5Apxfo6aU25G/elvjVryUOHab62GwGTEaqPy1WJOxY5vVKEsUs5P7+FIviYjUdLdybw0EuTQuO1ISig0M08eL8hegCskyxqBH/pCIE8nhk3IkyDkfy6803WsGZM802aSbEwk4XMDVFL2cCZeLceeDESTWEaCocO04ukZl2GTx7jlwnx8aBCz2ZXXe6+HwS738AvPU2T5BlguGwjAzDMAzDMAyzQuk+Q2EaARoIeOA+tePzJY245obrgbbWVTDqyGSEe+8GnnwKmJujzpm33gZuvAF4+EGBf/sVlavXXge++iWJqiq1XH38dgTCgP7s58AXPiezGl6EYRgmGj091HPb3NwMgyF611h7e3vYfxLlwoULEdcTbzu9vb1oampKalsADW5e6JGYmQE6OoDSksTr16ZGYGCA6u/aWpGRgVKXSwZcwCyW5MI0Co1vgxCJ58ftlhgcogG7utr4/xFCuy3/dkT49hNh4waBjRtibUxCSHWdcdcbkg9tfnIxkJ0qAhJS+o+tECgqBtbUkaOZxwMUFUn0XgTOnAE2boy8H9H2O9doy0es4679PtV8BraDAjq/Ce6/f9GElw38J8L6hy4BfX30nc8nsGUzfa8en/Bj7HZLGI2pbU/L3DzQ3U2/19UlN+O/tVWgVfP5+AkJ91Lwtq5cARRPmitXRNxwU9HyW14uMhI6VwjVFcXnK6BylwaZuBazQSJ1iZQSPT20sLKsx6OGvvJ4AId/AN1kREJlPnamIufJ65U4cZLErZu7AJstse1o6+3RUYHuM4DdDuzYnsS9P4k6p7Q08fVaLUBjA6VNJqCnl9Jms7/ODdlmaBtgaQk4fDg4DFlJSXD+zp2T6B8A6uuBzV2p3geSr0dTZWAQgTqqtUWEtIcoNynfz1K5DrXnPsVtN6xRHcYtFnITF5BwLACXr5DLuJQk6C8rk4H6b3pGYmFBBCZBRmNxEXj/A1r28hWJjnVKbnN33iKR0PZjXFuJtXNS28dU/pfqMwAAjI1JHD8BWG0CV+0FdLrw/VTWS9d/dLFMKudRSonxCcBmRXDbRbMfyeyf9vhJGV43xSPatRh6vaeyr14vAi5uHm/4foSe+0uXZFgoR7tdwOdTBYM6Xfg9Z3hEYmCAnlWnpqi8T09n9h4/OqrmbWRUYFOU55NIZOPa1x67sTGBhQX6/uQpCu8Y8fk1xjry9ewYlgf1F3+9lV6+CmEf8wmLuxiGYRiGYRhmGXP+gkRrS3AH7+KixJNPSZxXx5Vx28eA6mp1mT/+9wId64Ann5L43GdW10MQkx42m8AD9wGPf58epH/4pMQN1wMd6wR27ZQ4dJgGIJ5/UeIrXyJr/Weeo4GCNWuAy5eB6RngjTeBO27L774wDLP6cLlcmJqaAgDU1dXFXLasrAw2mw0OhwPDScaS0y4fbzva36+QAiBpvN4SjIySmqr7DHDbreEWXLOzPiw4qO4uLdGhqIju/yUlHtiKvP7vDbDb9SnlQcvRY25cukwxjHZsN6CqSg+3Ww3nYjAIWCyR2x+2InVKenGxDna7MaFtnjjpwZVh2o+6OiPsZbEDFszOeWEroqnwbg9gt5tRVOQKCk1ptydmZTY948OFC17U1OjQ3BR+/IpsrkDIRrvdFLcDuqfXDVuRGgOqrpb2pbzCAFO6g/pZwu32YdHpwtCQF2VlOtjtNphMEmVltOM2q8Dho26UlkpMTgM+nxEVFcHnyOlywVYUvu5Ez0MmmZxSy0dJiR52e/xu9LKysqS3YzJJ2IqWAABFNgG73ZT0OrKB9lqw200xBZpFRS4YjOqyJlP8Murx+mArog0UF+swNa3DwKAncP5n5+i8Fxe7YDLTclabHkJnhnNRoqZGh6PHPLh8xYeOdXqs74h9fhwO7fkMr1cci+rvydQ7kSiyubDk/3tZmQlGo0BVpQcTk1Q/VVbFL09FRUvQG+jasdtNGZ8QUajlLlOkci1mi/Z2Hyor6FyWlQnY7eH3Jp+PzofZ7IHwK4HNFgFbEZWTuVmB4RH6vnO9HuvWxq+PfD4JjxcR7xnNTR4sLtL6KioMMJvp+e3sOQ9mZr0wGAT6+gUO7E+sXGjv2z0XAZOZxGhLS0bU1CQWPMjlytw1qMXt8WFqOnLM6Q2d+kD7R6nnGxuXMOl37xu6DEDoYLWp9+PaGh3Wrw/O29gE3btmZoGiIlNQ38zUlA9eH1BVGfs4lFd44Fqi7djL9Rlpi0UjtI4qLvZgbl7dx0wd/0Svw6np5O+38Vjb7kH/gBdWqwdVVTrYinT+exlgNrthNFGbeGDQi2MnjDhwlRHl5dHP0aKT8ujzSfikB7YiI4qLdSgpFWFlCKAwvGZz9oWmzS1eFJf4hcm1uoj1y8YNnkCI44oKfcDpv7jYDaeLzntpmREXeryBMJV79xgDzwmdnd5AfVFbq084dKv2vptomdLWJaWlRpSUJB587HfvuWCxkjPV9IwB7W3qNRS8XgOsFhFog0QilXZn70Uvzp33QCeA5mZdoB2vLRdB+SgzRjxfCsXFS1hyK89thsCxTCV/2mtRp/MF7Xsq+zod55p1e3yorKTfy8sF5hfC49qWlOiw5Nbh2Al1v+68Izgvv3uPjldvH4KeDzL5XKA9J0Zj4usOun5KY5/LsXEfJiZo2aoqXcz7QXGxO3AvqKnWY3KKLl6b1d9WE9r2c+T2W1ubF1VV/nXU6FFcnPsgfktutZ3p9vhgK9JBp5dwOHywFemj5j1RiovdgXJVWppa/4XLJTF0yYvKSl3cfoNCg8VdDMMwDMMwDLNMcTol/vhrEgYD8ImPS3z+swJms8AvXgV+8ETwso88FNwBYzQK3PUJ4BMfD57RxjCJcP+ngB8/Q7Pszl8A3nsfOLAfePghgUOHqQPq5VeATz8q8Q//XbVf37WTxF0A8OLLEnfcxmWPYZjcsqBMfwWFZYyH1WqFw+GAI8kYHslsx6qJo5LsdhRmZtUZ2B5P5GUuXfah9yJ1EG/aaEBbUXgnqDIGteSWeP116pA1mwVuujH9gf+xcR+OHKXMNazRYfu2+IM8yYyJzcyoAwdzcxL2OGOKmQhLonD4sAeLTomRUR9qqnVRhWuJ4HJJDI8ED4Ls2pmZQe5MsuCQGPaL6Ww2ASmBgUH6PDXtw8ysD5OTEqe76Zy3t+n9IgPFhSB8nZUVOkxMhg8ArQS8XgmdrrAchdJlasqH4REfXEuaL1PcPaWcxOON3yxhcNCLNWvUAebzF7xxxV3ZwOeTCT1HLS5KjI2r5VqArhVloK+5SY/KOMKPTGO1Ard/bGUJugoVe5kup/cjgO7hb7+9BLcb2L3biOqq4PK1uSv4epme8eF377px9qwHQges7zBgajr9TC068x9GanoqvXvK0KXg/+siXKoGvRqa+P0P3Lj2Grq2pqZ8ePd9GoTfvdOA2trgdtfoqA+XLnvR0qxH1yYDujalldWUkADGxlbGfdfrlfD5aJ86OvTo7NRDbyAnOoXZOYlDh4PFbAAwMemLKe5SSKRE9/R6cOasF1aLwNUHjEmJc2dnfZibk7jY54XHA+zaaYgpcKqr1aOuNvY6+we8AbH2+o7oAohFp4RjUXF0lFBu6JEmLRQ6ihgtGrGaYrHO1uCQFz09XrS06NHWGnxcus9QO8Yngfc/8KCujs7b2fNeLDolykLEI/lqDSrivmxSUiywcSMdH4tZYHAoch3j80b8OqssOCQWFyUqK3Ln9jQ15UNPL+2sQR9f7BsJx6LE6KgPpgS0Z1Q2l991my4TEz44/e2Oysr4z+PHjnv87XMvPnaLKX1X1BzC4i6GYRiGYRiGWab8+jUKjQdQaLwvfxHweCSefja4I+Paq8luPxIs7GJSobRU4N57JJ76MX3+4ZMS+68CrtoLtLYCfX3A/Dzwy18JPHA/8Pf/QAOaFeUUAsPlArq7KXToxg1cBhmGyR0ul3Z2bnzBjMlEA3ROpzNr21G2kcp2AGB8wgeXcxYV5RJ2O2A2CUxPL4YtNzcn4VigNsLsrMDQEHDkKHDpksTcPNDaAszOCUxPC7jdEvPztOzSksD0dHKis/mQbdmsArOz6ncT4xRewm4HjAYKMaG4/Tg0s7sdC5SfRPD5tOsXcDiA6ipgYhIYHweamxBwIfB4JCbGKYylTgfodcD09CIcDjWcGoCIxzESTpdm25MOFIWEFbGXycCA4MxM7HWOjavrAoCmpsjnM99MTEgcPkL5rKoSqKsFllzquZuccGN0DIF9OXkSEDpA+heZnRVhA0wLC8H7rpCP/Z/TlNe5uejlUAgRcESYmZmBjKDSoMFkKmf79iJooHdxUbPPMvlrLVssLEh4/I4R09MOuFzAqdMU7mpzF4lR3vhN+L7OTDsSGhyZnVH3u38h8jLT04tYWPBhye/4t+ig8jM+Tq8tm0XQsrGY8W9v6JLE8BWB8XGBzV3quZiYUPMzMhK/3hm6JHH2rERNjQjKB0ADh0o9MjHhwLvvqSEQASpPY+NU9wKUh9BroaNDBq6VhQUHFhe5vRyPRK7FQsXrpfLncqnh8kxGugcCdL0t+quGWPWRQne3xJTfferNN4Fbb4njZOmv75xOQKeTge0mWvc6IriyAOQ4lug9XNtGmJ9P/H/x0LZ9IuUvtJ6fnw9fvr5e4MoV1YUyPG/qfxwLwIcfChhNwMAAsOQ/n2//Nvg8+HwSb71Nv124EP8cZRJtHdVzwYHZ2eD9nTenfvxTuQ615777jEB1dXLhvBW6z/hwupvcd6wW+m56mtqalHbA6SQRvXJfAYC52aWw68rlkjh5CtDr6Z7ncVN7ZnER0OskHAtLmDcLmE0IK0OHD/swOwv0D0gMDAG335qY6N/plHjndzIg9pydlXj3PYHO9UBtjcDmzeHrcDplQLxmNiOikCz0fq4cW21Zn50RGL4SHF7V603vGgy6phOot4DguuTd9wQaGoDGhgSdwha0kzyCt6f9bXZWwGhA1HrBao3e7n7/fVrP2BhQViqC+lODtw+UllC696Jaf2uJ1A7WEnR+5kRQfhOpmyNdi/0DEhf71PuMxZLaM8bAoJq38+cF1tQH78foqMSx44rbW3De16wRaG4CdHpgZgYx9yvavSXV5wKXS+K379A11tkpsKY+ePsGY+LHI+j8xDmX2meK2TjXQvB5p3sKACw4gF/+CrjhOoG+iz54vOTctW6tSMgxN9e43ep+LC4CzkWJoUuUZ6tFwKBHWs88ocffbBY4cVJibIy+27FDoKoy9nEZHlZdxUdGHHHD805NSdhskevZeNiVG1GGYHEXwzAMwzAMwyxTzBagvh64cgW4716adaTXS3z5i8A3/0adAfzoI4X3oMcsfx5+QOD5F6gz8eQpEgjs3CHw8APA3/4dFb5nn5f43repjN59F3X6uN0+/PTntI4XX5L4y7/g8skwTO4wm9Xprm539HAcCkv+EROLxZK17SxpLAWS3Q4AHDrkxuwsiYfWrQWOn5A4c1ZicxdQUqLWsUtLqsBoaUli0QksOoGJSQmnC5AQmJ6WaGwApFSXlZAJu4qMjEo4F4Erw3R/MJoErUtq1iklTp8Bus8CQ0PA5i4Jk1lgx3aJqkoR5Irg8Sa+7eoqCauVBuDOXaA/NTYAQ5fo97Ex4NprKD04JHHilMSFHqCmGljbTvksLZEYn6BlSoqRsDjAsaAeL5dLwmYN/v3SZRkIy7hxQ+x1GQ0y6Bh0rk88H7kkqIz4z/EmjevI9IwMOHcq9PZKtLWKoP9EW2fo97km0v4l9J8ICx4+IuF2A24AZ84CW7ekt52cEJKvo8doYAkzQFkpUFkZ2cEkqWOVyDJBdZH6AoK3H6+MeLwUGm1+gZadmAQ5vPj/NjWlbmd2LvI+eDw0MGW1Aqe76bsrwxJms7p8fR1lTPn7wKAMOPoE7xdinveS4vD/AFS/TM/Qd2YTYLdzOzoS0a7FQsXtVu+PSq5LSkLKCKLXnaE4FmVS14d6ncngayzBYxhtqWTqtGTqwnd+J+H1j/lfd01sR8SS0vC6pmsTsKZeoK8/fJuR6qZ4edu7B/jtO4DTr+vvG6AFDPrgYzM35wsMHnu9yZ2jjKLZnxOnItbkGbkXJX4dqvnxeCXOXwA2dCa/rZEREq4AwIb1gMksqA2ruXZoDkXwse8+I2EwSOj1Ak2NIvDdxCT9fv4CsL6DnMonJyWOnUDU60Wp25UyIH3AmbMS27bG34fzF9S2IvzrXXRKeH0CXl/kczIwINHnb2t1dgDNzeHLNDaQoxkACKFdT3C5NhqBJf8ji9GYfhlI5VlCu8jMrMTMLFBWKgPXzYJfhFpREX7dh15PUsb+LTQ7FjPQ0gzoDdHzqv3a65VBDmBB24DEwgIwPQM4HAiUwaB1xannguoimV59IaXE0pIPZ8+p39VUp36e57XPPUux2/OhdeqlyxJeL1BURBMGYu1XrHtLKlzoUa+xM2clzp4N3obVkszxSPyeJTXL9veToKi9DVFEWdrjRfXX7IxE/yB9s3M7MDVDE2YXF+n5IoH5ajkntPxe9NdTU9P0vL12rS6t+16k+3Kyz1QGgwzct+Pd9/r7Jc5doElh110jgyayzM1JOBZpUlmuJtAvryCSDMMwDMMwDMME+NgtAk8/KfC3/0Xg9tvoOyEELvapAxVbNquz2i9fkfjD/+DDex8sr85upjCpqBD45J3q54OHqEzdegtQXk7fXb4MfHRQ4Pe/ogvM5vvUPerD7utvANMZCPnBMAyTKEVFRYF0IiEQFxdp9m4iIRxT3Y6yjVS2AyBIONA/QE5V8wskutWiMQiD0QC4/ZoytVOTZlADFL75lpuAW26igdNIOBwSCyGz3o+fAM5dAAaGgMmpyP9zuwHHIjA4BAyPqKF7+/rCl1Xykwh1dTR72azRxynCLiB4P0PR+yNXVJSr31VW0PvwiMR779Or92L8e9b0dOJ5joS2g764KPpy+cZqBdpa6VVbSyFudDpyMVhYoMHQSAwNrZz7vsMh/aGLYqMV6liT128WBAuaaizatZ0NQjUboVpZj1vC44l+DrxeciF84SXg7Nng8FyXLyMwwz8RLvRQuT5+Ivj7y1eoHusfCD5Oym+hDA4lvMkw5uZo+8dPIEw8ySxfotWXCvNzucnHcsG1RNey9nqORqRx1kihwJTukemQdkdxiNDy9JnI9YbBSG5rWoym4DbUoSNqOrRuO3uuMO6NnetJGJ9PUqkj+weAN35D9frsLLUvAeDKMILaqgbNObJaSXDvk0BfP90jFEbHNOlRat/YbPSK5pKjlKGbbyQBYdcmwGaj/o7Jycjn1+ORuHRZwuGILiyYmY7e1vBJidERenn9yywsqG40ALBurcD6DnrFEh5ow71FCj+aL6b87WqnU+K994HDR4Pb9xGJcznNR3AMNZuB5maBhjUZEGdIoOciAgLBdDFqnuGsFpqkcrFPBrmCxiO0/bRtq8CmjZkRolBI1Oh5sYSEEhweASYmMrLppPCFGIEpOW5uoue+mhqEPdtGY8d2utZvvlF1B0wEt4fquLd+C7z/gQy4O0ZCuccpwi6A7kHLnZOns7PeigpgTT29zCGRx6WU6D4jceSojBu2VYvXS5PmzvnbaT4f3S8UXC6JDz7MfbucnbsYhmEYhmEYZhmj1wtcc0D97HBIvPiy+vmxR9WH9Sefoln3R49J3H8f8H/8Ec/0ZtLjkYcFJqckHntEYEMnlSezWeC+e4HvPE4PzE8/K3HD9WpZ6+gQ2LJZ4sRJmhn681eBxx7JS/YZhlmFmM1m2O12TE9PY3h4OOayMzMzAWFWXV1dUtvRLh9vO9rf6+vrk9pOKFphkSvCoKfbLTE+DpSXAevXq3WzMiC5tESdlFJKHDxMvxsNFEoukN8Rie5uVVS2e5dEeQLuMUooaSHIRctgIFGVIrqamqZBrpkZieJixAxvEQmv3+XLkEBvp15Pnb5GQ/AAViTzj6EhdRBovhdob/OHdZwE7GV032toUAcjjRnube3tVZ1/2ttSC1WUDWw2gXVr1c8Oh9pRPjJCrjOhzM+rx6enF9i5QwYNNOZSNJQuA4MSZ88BNivw8TtkzAHTte2AUiWUleYogysUr0aUsbgo0dtL6WsOyCCnQoDCAp08TeGHvBHEHD0X6X33rsQGeaKZMMYSmET6ze1WhQcAiVjXpFf1B+HxqC4tBkNkFwEpg49JodQrK5FLlyg0G0CiGcUZSMuV2M0EjE8ApaUSVmtmztPAgAy0EZqb1PszgLBrxeuVuHSZBOJ1tdkrJwno7aPi81G4PIDu4zZNaORIegNFKBG6NyOj4QuHuuh5vXS8qqvV78bGyIUFoPBTPT2Urq8jMbuCtj7Q6wX275N47wP6PDAI1NfT9q0WJBTeNhvodUBNzfKsD8rs9KqpJlGVgsNBLkGh6HRK3Sfh8SS2DcW1USHSkSKhO6UXFyUuXqR+j61bJGo1x/Z0N11bSl6qKmXQGktKKCQkQA5HS0sSDkewY2NvLzDiF6L19QHFRRJHj9NaDuyXsNkE3nmXQr4CJDaMVrbWtpHwBCChk8LAgAyU45ZmZKweSpYLPaoY58xZoKkxs+ufmUVAFBcadm1hQcYXlGmI1OZIlqZGqmdcLuD8efX7RSftP0DOcO3t6W8rFEU0n2jb4I03gY51QGsLfdY+g05NA9dfK/Dr15MTsM7PBy9/683ZK3cmE9XBE5PUPtu/L/5/hBARnxuTYW4eOHdevc5DCb0vKhOP4tHXLzE/T+nWFsQNN1jIzM5JmE2JhUJsboq+zNAlVRT6zrvArh2Jlcf+gXDBsVaIe7FPrZcu9NCkp1zA4i6GYRiGYRiGWUH89OcIeog7cBWlR0YlfvGqutxNNyzfhzumcKirFfi//yq8LN1zF/DEj6gj6uQp4OQpic1d6nKfugc4cZLSL70s8fCDyQ/iMwzDpMq6detw8OBBDAwMwOPxwBBFDdSrqAYArF27NuIysbYRaT3xttOeQg+9Xgd4fYDLKaGrBFxOwGwRYQ4SVZXkDmIwAJeuAO3tEuvXCYyPqYIojxd4+x0Soywu0qBu6CDO6e7gQYuDh4Bbbw7PlylkxuyCMktekLCqqChciHX0GHWuF9kSH6yYmpI4czbyLPxoNDUKlJUBOr2SN4mDhyg8gzLwrszCjjRAc7obGBkl14er90uMaRweQkOwAeGDy2NjEuf8AzU11SR8jsTSEnCxX51prgyaFDqLzvjLTE1Th3lba7Zzkx2U0DaLixKXLvvQ1KgP+n1wSGLAP4O7uTmyoKOQiTdglcz1lg7FxUCpXyhoNAYLrAYG1GvrxEkKmaXlWIjDVjQuXKCB81yirVcWIhxLrQOGVpxlMgO1NZSOJhQ8eQoYG6f0ju1U94eyuAj87j1K26zA1QfCl2Eyw5JbfT6P5zQVywhw6BINnqednyWJ02ckdAIQOoE19cEOcy6Ny+XYmMTcnCqENJskysuzU5ed07iXxRNGaN2whBBYWFBFUsXFsQfmrVbVrVOLyxXuyqcQ6uYVyslT6r3/huuA1hb1GGldYEJdwKwhIZw/+JDet2wG6mpjbzNbnD4D2O0SRUXL656lZXqa6jhFZD49o4rxbFagsRGYmiIRx4mT6vlpaoq+To9HYmhIYnSMyo9WQBiL8XE13dur1t8AuYwpLC3J/5+9846Pqkzb//XMpPdGEgKEDoKCXSzYu+uqKIJYwLq6775b3H13323uuqtbX9/dn1t8XbvYEMVeVkFBRREFBZFOQkICaaS3mWRm7t8fdybnzGR6zpmS3N/Phw8zZ2bOecyn45sAACAASURBVDJzynOe+3quCwdqPK9FXV1AzYBjz8GDQF0d72czphEmDuxjh3XOUA2N2n5IYAHQcccCTofWj9z2NS/T09RE+GQDkJGpMGWy5/7rXq/7GBhbOnS/9YvBu5C369Jw8HeO+XA9iyvnn+a5fNNmLbIyFNo7tMd+z+tBvp/SUn5DTw/vG76o2B/6/ZL3ee+LLwkpKfAYp3Nvb+NnvA+dcDwhZ0A4b7cTDh4M7FK1dy+hrt5T3OXvuufrfklPpwmOlTk5vsXU+slR7ut1tGgNY2LLYBSm7jrd1+cpZgWAlhbNNc7IyQPhYLFgUPTc1ITB+FiA7/9crsATYwCgro4naVgUMP80Ckng5Q/vT27+kqOT3fg6vzidhOrqocs9iJHppoi7BEEQBEEQBCHBOHyYUFjIA5lu9lcRWlsJz6/U3rfkGs12/dnntNmIxx8HzJ2TuIN1QvyTl6dw8YWEV17j5yueJ9z7WwW7nfD2v4GXXuFBobY2HlT9bFNos+MEQRCM4Pjjj8emTZvQ09OD7du34+ijj/b5vs8//3zw8XHHHRfWNsaPH4/i4mI0NjZ6rCfQdkpKSjB+fGTT0NvbgNpD7IJVexCYOZ2gANhsQFoaX/Pz8xWSk7UCV1sbMGWK8iio6qms5Jn6kyZ5OgkESnZ2z6r+ertu8Nzr/UlJCpMmETIy2GXA7dxVWKANRLujzaxWYO8+Qn09F7U7OzUXjBnT2T1g0xdBv55BoYTTyaIVp5Pg6OcZ70pxsWvWLABQmHcikJPjv5/kdBIaGvlxby8XAfSRj/YA8Y8AUF/PbXH/HVUHgJIS8rnNcApJ8UB7O8Hpw/1iwjgW0nV1eYqGojnD2Ui8I1R8OTq540cBLQLVF4mYlH74sCYeMptx45RHPJY+zruvX4ufD0VQ6I9AQra6OnbrCFT0N4P1H2vF0TNPp8EYsJxshblzhr6/vp7QdJhFC/4cxoT4oKeH0NbOwl5vVxTSFRd7egEPXZ4B5woiwmebgMr9LGAI1uXY8pXn84pK4ITjh9+OYAQrrns7D/XrrjtdXcCHHxFmzgRKihXSUoFxZfyadeA6VF3NgpYMnUglUKSyLj0bgKdrF+ApUlj3IXDWGTTYxsxMhfPO8fzxiAgdHSz6yMtlwYE/8UYsaGv37XQVb9hshEN1LGB1OtjVqrUVyMzifoebTJ3wITVVoXgM0Nzs+ZuMLQVmzvB/MejtBTZ/wfFo6WnAtBCFlhkZWsR4oe6AdjjI45A+dIgjrtvbadCtRymevAHwvuLez7bvJJSU8H5EAQRPDgf35ffsJWRm8jWzsYH/lhydOJiIjyGn03dkqRHU1XN7Z86A31hLfzQ1sQNip1GiG+KJMOGQaP1xX3hHbTa3DI1LBIDtO7R97auvNKHb9h3afZp35B3Ad4pVYcTSBTvPh5B6HhJOJw1OJPX19/rCbmfhmxquNddwCWHzwURyscJqVZg6IDzk7137QR0O4ONPgNPn+/zoIO74RhfxBDV/DmehtWfoMv13Z7MNdZ2urg7/+z1QQwEdxIxCxF2CIAiCIAiCkED09xNuvo1QNAa4agFw4fk8KPzo44R1H2jvKyoCLjiPHx9uJrz+hvbashtE2CWYh93OM6oWXa3w6usckfXheuDgIcLf/0lY/zG/b+4cYNpU4OqrFE46IbZtFgRhdHHeeefhX//6FwBg1apVPsVdLpcLr7zCOcc5OTmYNy88BapSCueeey6ee+45VFZWYsuWLTjmmGOGvG/Lli2Dzl3nnntuxIPI3jPQK/ZzlNCXWzXxbGsrIT2N0N3N7hFFY/xvq6UFcCdEer+reAyhviH8duZkewpCHA5PUZQvuroIPb28rW3beR0dAzO5p0zma05nJyErkwUNbgeclFQMuk44HISdu3i5xcKOYvv2sQvQ4eaBmMWB76+9nfDuasBmJ0ydApxysgVjS7VtFhUSPlo/vH7Utu0czaXn803AuefwY9swRCqxRl+cLh7DxR93YTI9nZ3a3GJDN1u28mD/VBNiZcxiz17fy5sOE/buI5QUe7oxHajx7axQ30CDDmCJRLT0aPX1hKTk4O+rqyPY7MCYImDmjNCiW/SMLfUfCeouLLW1x85JJxg2G2Hbdn6sj3sMhFJaHG9yCN+xYAwuF/D5ZnbaaCnlQuX2Hb6PKFuvz8XDorNTEyq1tmnirmDOVEbQ0Uk4dBDIyAwcnRQOO3cR2tqGOgna+9iF6/xz+bs+eGjoZ1tagRkROKEVFWJIBKw3bgeQykoadD0bVwbMnqUGX/9sk/b+pCQWOjc383Oj450DMWEcUOMVN5eVAMIugH/j9g4WHfb2skjJ/d13dgGNDXxs6cVdTiehq5sG+3Vu9lWy23hOjm+3Q70QJZiYeO9eQk0Nbzs3l/vTUybzYyJ2iu3oBNrbCLkDEYs2G5+Xu7q065FegNXeDrRlE/LyFPbuBZKT2AF27FjtHJ7p5d7T0wNUdHDEov7aUFziGReqp2I/TxyddxJHufX3EyaWA2MHxMbDcbl0t2HOUeF9rrkl+HvCYdt2IC2VIzGLCtjtWM9wxOJmEM4kAJeL8MWXvD8dPdfTZcvXLaav+zB9FKD+u9D/DnYfkxb87VNu9Pdw/ti1m3DETG7oIR/n7XBobaXBCUB6tztfHG72fP7hej6eTjmZfN6bu138HA6+jvoSa0eb7m5CRWVgZ7V4wmZnsbvdjpAcQb3HOvQTP4ycKONyadHm7ut3OOzew3HXZiPiLkEQBEEQBEFIINZ+wIM9La3A408QLrpAoaaW8MGHnu9btFANzhZ9bgUNzjSbO4fjOQTBaLq6CC++BKx8kXD//3LE1GmnspjL5QJWvkC49BKF9R/znXdLK/DschXUilsQBMFo5s6dixNOOAGbNm3CqlWrsGDBAhx7rGdGyWOPPYaKigoAwNKlS5HsVf3euHEjli5dCgBYsGAB/vjHPw7ZzrJly7By5Uo4nU7cc889eOaZZ5Cmq4rYbDbcc889AICkpCQsW7Ysor/H6dJmo7oHIx0OAAro0RU8mw4DvTYFi5VdaHKyFXp6fI+G9vayqxLgGVkAcBGtcj/BYgGmTgbS0hXq6gilpSxqczoJTifB5XQXErg41NbGwrLUVBZX9Q9EVZWU+vm7nIS+Pi3+paPD00HMRYSNnylUVbPrV3o6u5cBQEG+znXC60/s6+Pvp7GJ2+L9mr4ANncOecx0P3ho6Ge8qavjuKvychaZHKob+h3XehVS9bPTjYydMZPubkJNLT/OzOTfQE9b+9AolgMHgBkzPJe5BX/RGAgPB/2v5hbcdXURXOQ70gUAtmxhJ46uLnZjcdPvANau4zXOmM5uVIAWUe0mWGFstLFtO3DkbM9l3jU2u51wuJmFmw2NPHEgErwL1m1tNGQGf6jCqaPn8v7TUD9UNAHw32BkISqgU5ef7aSnK5x5hnFtEEKju1s7L9bVs7irXn8+0e3fOT5iN1tbCAfTgAnjPQvJDgfBag3uMuJrv9sY2FzUEOrrNQEiAGRkEIoKh38P2NsbPCK2NYAjly+ammhQAFc8Bqir92ynd/yVL6oPsDOUvm0HDwGzZ/Fj79+hvR049hgV8fkrXMrLPeOeHU7P69qevcCJCTD5Sh991909VDiSlg4sOAOD8eJJScCGTwmb/Ti+1tXzv6oUFmHpjyeLD9cXf1Qd0ASTublA2ViFSROBxkbuP7e183qbmtmtCwCmTQcsSkF/0s7MADp0f2NnJ5CZSXC6eL+293H/y5/Y0O1o1xJEHJWby8LoqoH4MRfxPrpzFztXlk8I7GoWDvUN4Yu7zOBQHX8vXZ3AzJmxbk1gQhGbEREaGoD9Vdo5cfMXfKyHCg2cmLxdykKJzwM8xTberH7Pd2fE+1xYUwsUFfH1wVt0rF+H2yk6EHpn5z37gIkTg0eO6+nu4f3E7fyop7FJE7u17wDSjwfyIxRV2ewsCHXfN+rxvgcP5Dj3xZe8roZGnsgUbxTke06kqKsjfLyB/94J4whHHBH5Oaa5BSguZtcsd5xn+YTgQmw9auB+v3I/H0fxjoi7BEEQBEEQBCGBeOll7YZ2wRUKVqtCWirh5HnAhk95eVYmcPk3+XFrqxaNBwA3LVOxt5YWRiR/f4Dw5lv8+PHlhN/fo3DNIk3M9cZbwLIbeF899RSFiy+ECLsEQYgZv/jFL7BkyRLYbDbcfPPNuOOOOzBv3jzYbDa89dZbeP755wEAkyZNwk033RTRNiZPnoxbbrkFDz30EL7++mssWbIEt912GyZMmICamho8/PDD2LGDbWFuueUWTJo0KeK/JzePRUfJKSwscRe4vCM49HR0Ep5+hh1vOGJGob2dcKBm6GCyHvdAvMuFwUL01zt4wLy0FNi5i90UOjq4aOUu6La3ceFo5gzAmsRFp+QULp4CQ2fm19UD48YCJx4P9PYSPt/EBezOTqChgWfwukVtQ2b16y4v7gKmXpTlcmmuNQ4fMYJu3KKJbV/zH11YCJSN9f9+m41Q3ch/W2cXcNyxGBxkHmnYbBgUdxUWsNhLj7ewKxjdPcHfE0300UT1DcDEcvIrgnAXxNLSFHpt/Ng7xsP9/FAdMM7LuS3eiWV0ZHcQ4Ya3i9rBQ0BeLmHMGOUR9RqMXC8hzeeb+dwTCXkDTix2G/kUd02axMUjf3R3k09XDH8EOs8L8YXevTKYO5JeU2618nWrsYmFF1XVmpCxqYnw1dd8HZ93khY/pcfh4Egz9yvuY/rAAUJpCZASpttdqLhPHXphFwAcPOjbHSlU3FHL/s5NebmawDtQf6agAJg0kdDVxUL5lhY+57jj3wry+f+xpZr4KT2dBvof2neWn+cpIqv2E01WUUmYOkUNaXe/Q3O/jgaTJ3lvx7NBiSo09o6Frj7AfZHTTwPGj+c+rjtWOxD2Pu5jJumq54HiD0Ohcj8fty0tQE4OISlJYdpUhdPnKzQ1EbZ8xb9JXh6LjZ3OoULyvn6tT+v+W202Pr4B7uf63Id0mjFfQvq2No5Tz8rSltn7tIkIB2qAqVMo5s5EvvAW4YWK+7oZStwi+TnRVFUTGhoI6em+45KDEazVO3fxPY9exOgLp5PQ3Dz0POveL0Jh1y7f/RWARWJmiT2tPvovHe18fUhJNjYOs6OTRdBZmXyOC2UyjSNKcZxVB/g+6BgvM3FvMbG3e5UevQtbuPdg0aCw0FPcdbhZcwmvOQgccUTwddQ3ENrbgYleokX3b9naqokMS4o9YxaD/d7pA5M8vGOYfREPZ0IRdwmCIAiCIAhCgrBrN+HrgRv2lBTg0kv48ZgxCr292o37FZdrUUTPrWSbY4Bnip4QYZFCEIKxZLHCW28PxDB+BOyrIBw9F5g1C9i5E7DbgZdfBe77k1SgBEGIPbNnz8Zf//pX/PjHP0ZXVxf+8pe/DHnPpEmT8NBDDyFLX+0IkzvvvBPNzc1YtWoVduzYgTvvvHPIexYuXIgf/OAHEW8D4MHxjEyF2lotaqa1FThK53rjHui12wn7q4DJE7XX3LPC3bF6emFKUpJWSPVGP7j59XaOV6irB0pLFUpLgd27CSkphPQ0YNcejhxqa+d+TE4OF1+TrECfnddv1RVhW1uB8eMUbHYe3E/PYIewL7fw6/0OYNqU0AoXDgfQ1MTOS8nJLORwOnm9+hhEi0Ur+DQ3c0RPOLN+O3SzzCONkQnmDBav7NipPS4fD6SlDo17CSRYsdsBi/J0MQMCF+ajydfb/b+Wk807TSj1xUBiwnilojJ2266qokHHrNzcwO8FuHiemwOMGaMti1ScNmxRW4inDm9noa1f+X9vTw/h8IBAKD2d7wNTU9kJpanJ010sI107n+3aTYPF/eG4IwjG4+fy6kFRkUJRkfZ8f5Um7toysL909/A1fPKkoZ//dCNf593OIu7xgfYO7htMiyCeMJas/UAr1J4yj0XtemFDWzv/O3iIfEYcHjETmDCej4PqA1xkttm4/+JLLFlXD/T2ECqr2GVrTBFw6ik06JR+9Fxg3YdDP+fNwYMcQexrGxs+Bc46M/g6RiKB3Gj80dQ09MBxuyJ2d/F1wOFgMdXWbYS8PN7vQxU9eF/P3WL2cOnvB6oPEHJyFHq6OQqwv19z7Pp8E+GjgclwhQUsLOi1+b7+5OUOFXe0t2uRcmNLffchS0u09flyBPRFupeb5YEajpY0CyLCV9vC+8zWrwitrcARMwmlpeFd14L11/SisQY/rp1rPwB6e3j7az/gRIWxpcbF83V1BRd2cVs9++D+8CcMstv9C7uA0GN7I/mri4qAeScBGz8b+lpGBtAXYNuNjYQ9+3iSUPEY7hMFEsh+9hkwZw6fF9zXjyTr0MkYeoya21CQz/uc3c7Hvy+RaXPz0GUg4NAhrRWBhiTycrXfSv93xWput8NBg/3Z1lZCTc3w1tfTozked4RwXHy5FTjpBEJu7sBxHIKwF4hgwoTX9xutCHcRdwmCIAiCIAhCgqB37Tr/PAzepGzfQdiylZcnJwMLr+LlbW2El1/WPn/jUnHtEsxj0kSFc84mvPc+P3/iScK9v7Xg+muBX9zF++6ql4Frr6HBaAQ3djthzfs8CHHhBbKPCoIQHc455xy89tprWL58OdatW4eGhgYkJyejvLwcF110Ea6//nqkuzMBI8RiseD3v/89LrzwQjz//PPYtm0bWltbkZ+fjzlz5mDx4sU480zjqnl6kUBhAXDiCdo5NTWVxU37q4CxJUBjA/cbvAU4epKTWID13lpt2dFz1JDB5e5uQlcnQF4jnH39HO+oLwh1d2vRVAUFwKF6AAPuBL6cPLZ97eme4EYp/0KZlhagZAwNDmiTi0Vc7virzjwgNQVISeViR6ZuZrR+Zm97O9DSqvW/9Nvr6SEcOuR2Hhv+tWv1e4SCfC46JwKZmcCsgbampXmKSrq6gVw/+9X+/YTJk4d+X/4iMAIVXaJJIFGWuxBw0olaAfXr7UCX+c2KCpEWtY2g9hALPQHez0KJmmGXjdCPyR27OJrMaIJFYenp7SW0tLAoLZCLXU8PsHvArax4DL8/KUmhtARIT6PB81duLvfNOcbIszxZVsbXgaIiYFyZ9LtjRbA4wUjwJ5JxC7h9RRT22oD+PhZRhhL/BQAHDxIqKtmFcOqUwPuQfhKaGfT2anFyvuj3ce7WC8nbdN9Jdw/HTecPOHbp41r3DYhcD9Rw0XrdhwpJVsKMGXwcFRZwlHSn14m/fIImnHcLnC0WPn71MWa+2hktvIVEw3WpChe9m0uobPEhgs3J5t+wv5/7me3tQL2LXXry89h9Ktg15Iz5AIHw4UeeywsLOFoa0Nxg+vp48uWheo5KdV939JFxzc004OTGX7JFeQo09PHogSYFJCezMMu7L3LYlyDEi7w8/hwR/5+U5Ol2lZLC349+H/QeNvR2RRsOVdWESRM9N9DQEDjWzxfu92/bzs7BemoOAvY+wrSp2sRXf1RWEsaO1eI7a2tZrDVzBmFcmRriiOXG7czb0Qnk5hDa2gBbLzB9enh/h1l4C978DQUbJeAPx3HUTVKSQk42oO+nuNeTnh5YWLZ1QAxYfYD/WSzAGfM10a03BO5P6u97y8q087MvjHJGzc9Xg9eVfRW+r4neUeBu9OcFF/H1N1Fwn9s7O4NPbtmzl6+hJcUsdCvxOqb1fSZ/+4X3tWzzl8A5Z/HjUCddFRWxy3KoeG/T15iFGYi4SxAEQRAEQRASgJYWwur3tOdXXqHdsD67QrubuOhCoKiQX3vxJRocoJ0xAzjl5Kg0VRjF3LhU4f217N617kMeuDj9NG1Qu6MDeP1NYNFC7TP7Kgg/+CGhrR0oLgbOPce42Y6CIAjBGDduHH72s5/hZz/7WVifmzdvHnbv3h3y+88880xDRVz+KCnmQqfT6S4C8fm1qwuorvYU0KSlA50DM7W9Z+inpbEYqt/Bg6FlZdpr23fQoNtVVjafs90RY2np2gxZPYcPD4056O7mgfbCAt37mjE4s3eCj+gYgGcmO5x8bUlL8/0eANi5m4to2dmewiNgYNa2k8VdgWIa6hs8C7Xt7QAG2lVZCRx1lApajApUNPAmkgJnrEhLUxg/Xns+caLmKBQoSs8WgUNHLAgUfeKPlBQtbsvpTJziS6LQ2sbOJP5wOgiV+1nIOntWeN9/VTVH9RgluGltZYeWUNn85cA5clfk28zNVTh6LosFHE6OIPLFZ5/zubexCUhNJWSkAxkZ0veOBXZ7fJwnamrDi8bdMbCfVu4HJoz3/zc4newaZjRJVsABvn77EvkEQy/uyszURG0pySwocHctLLrDIjlJE7+4rw8OJzvm7NjJ38HM6YCyaCKg8eNYaOndD1BKodGH85TbjSonJ7ADjZFs2kxDRH+xFJoNh+wc/gfwuIO7f9fVxXFejU3+IzMBdpG1WhU2fqYGhTB9fdy3mVgOnHKKQo7OQXJ/FQDCYFz4xHKgvZ083LP0x1VyMnDETO133b+fAvaXUlO5z5uWxoIwi0UF7FvU1QPNLRy1qu+L79nrKayYOcNTKJ2Xxy7/FisL+ywW3vbM6ZqYuOoAUHWAcNopw79e7N0HjCkiD9HVcK+9viIIG5u4P3rqKYE/293Dv+XsWXz9bG0Dxo/nY3tcmf/PuZ2S9Me3rwkz+ojdeCScvkokjCnyjCQORu1BjkL3jiUNhssFVFVp4rrUlOCCs2D3aDk6wVVzM2H3Hp6YFKk789595FeMHIpLm69JAynJ3OcM1WEtVgSbrOM+N7t/90Bucv7wdj9zOtnBsy4MsVYoZGbxRBKbjcXEsUDEXYIgCIIgCIKQALzymnbTcPRcYOYMhYpKnontnlWoFLBkkTZActUChf5+wksvAzfeIK5dgvlMnqRwzlk06PDyxHLCvb+x4NprgD/+Dw+4Pf8C4corWAxQX0944y0anKfX2Ah8tB44+6yYNF8QBCEhcTrYcaO7m2C1slhqfzUXNT5az8LZ6gOE9nYgO4tn56elcbGhfECoZB2YmVw2lgVG6WmaCCcjw3N7esHT1MmeM1QP1ABzBgpfpJvK2tHpW0TV080D574KH+wwQOju4oKTrZfQ26sV7kqKgV6bQqDQDBf5jtPr6tIG7PNy+W9yOgkZGVyMtdu5ENHeoQndhrTPx/ZSU4FeXWHHZouPwn00KC1WGDuWH2/7Wu92Rh5FxXhx4gpGJL9cZycNFl7jvcgSjL4YFSsC0dUVuEBY38iFVZsd2LKVC+3d3UB3iEKF4RSXJ5bzeSw7C/jgIwoY/eV2+9DjLX71R3o6bwtgUQrAjowbP+fHOdksXAlUeNTv219u4fjG004NbfuCsQQqCh5u5iJyJIRbeA5H2OVNoH13774A2+wm7Ktg8VN7mOfLo44MTdiVlcmOoFU6QU9+HhfD3RQVsQtZcjJfw2tqtSL7pIn+3VR8sXsvcPJJwIRTtXGX7m5C6oCQJljKt/vvmTuH+zhm8dU27brsy80tnrDbOa5PKf5eUlICjGkNpM92dHi6qfT2Aus/ZvFOoLjdjk52m+0Z2KdrD9Kgc+SqV1iQlJTEwqisLHZ9yxvo8za3AF98SfjoY3a5ysric7Te+cfb0cXXNScnm53jOrt4Px2MJc4Byst5HWOK+D11PuIC+/r4WhlKjLGblhbg4w3c5vIJPNYIAJmZhJJizzgzo6Klu7v5+7HZOIXA2/EuXPy5v4Z6bnM62cErnHNhKE6i0cDl4u/Su9857GjpKHC4mQYnJ+vZEKEoWN93NVqk+sUW/n8418tALpO+CMUNrekwBidZudHfa9kDOHRHC4ePvo73xDIj8BVzHUpkKcAC3SlTQntvejr3n331taJ13Im4SxAEQRAEQRDinL4+wsuvancIixayaOtHPyF0dmo3D6fPB8rLtRvj/HyFb9+ucN0SCjqQKAhGsWypwvvrBty7PuBBsgvOBx55nJ1bGhqANe9zsfd/7iM4XQMD51nAVVcqnHRirP8CQRCExMLpYrcHd0+hY0A44C46dHSwG1Z3D1AyBsjN0/oK3sWfwkKFwkLg0CHdyKTuYZIVAXEP1B4zl/DSq56v5eUA9W7BWDpQMBDB2NkBJOdykVtf6K6t1SJEuro4SkPv5tXSyoOr4ZKUxAVcaxILtw43s2vHvn1aUaBct51QpPHkIjidQJKXSO3jT8JvXyBRSDxCRKipBQ4f5phKvYiPiLDTy4moZEx02xcN3IfI1q+0onDQzyRC1S0OaPVys2trY3GTt/uKy+XpaGCza44j3oQ63+Wrr0Nv56SJOtFBkN82HAcLbzIzFWb4iHxyH3ft7Z4F59mzWPD70cf8XAEoLPSM8goUzSvEDrudr+25uXwdt9n5GpyXx86J/mhrG965JVzBwmebwt9GZyfwyaf8ONwoNoCLtaHst8cew6INfZG/rh744ksgJ4dQVgasec9T4JSboz3u6eHfIDMTKCnRjjN3vJYvPv2Mo8HczluZmQpnnO75HiLCnCP5VHGgRuu3RYvWtvjva7hchP5+YNduTbSyZy+QZCWfBfWiIoX2dnbW8SY9ja/Nbe3+Y9bSUrlPWVND6OxioZP3pAT9udtq5b7knKO4wN/X7ymC6rXx76ufHJDpNVnCF702oMOHu1h7Bx/bXd28zmD9cT1JVk9R1mBk+cC1Sn/J6utjQV1yMj8uLPD8u4xmx87hC7uA8OOjfZ3nhiPaiQSj5t4ScZRcIk4q2LUbKPfh/hjIVTkQ7uOtvZ18riNR3IMHCeFy7mvCgMcqRsHthhHHUsV+YPLk0L4sW69/Eb23mM7pJMNEsXpE3CUIgiAIgiAIcc5772uFjbGlwPzTgH+/i8HoGzfXLfF9R5OTI45dQvSYMlnhrDMJa9fx8yeeIvz21xYsWgg88CDfLD/zLOHe32gzq6qqgRXPAOPHyb4qCIIQLn4HwIln7tpsWsGioQlwuogjf1K4wJ+ejiFRimVjuXjZjOx+eAAAIABJREFU0wMc0kUZdHV7xs24o40sFm6H08ni3YOHhkbz2fq4eJaaxgIr9xbtdo5IbGgY/gC0wzFQ8NL9OdOnsSBEX5Tr7+fvJSsLsA4U2/SzvcOJUnS5CHv38ue9XVZ8zSAOxvYAM4ytYRTzokVjE7B7Dwvw9APd48ex2MmbVBNmapvB+HGB45v0bPysH+npCr29wX9w9z5uZrE0lkTDKJjvbcyvVkUqfoi265le5ELwcnogFgadeLz22+Tk8EQLN5EWUYXQKBsLHDrkW/jp7eTjTX3D0Fhhq5WFyS4X+RQKhuICF+gICrTfG1Wg7A1SYA92dIcqSKyrZ7GWr9ixtnZgzBh25nKLu3JzPKOx3MKz7h5g2hQgfSCOrmwsefSNhrSfWDjz6Wd8bQRYJHPcsWrw9W0+XEUB7sOkxtgRyBIHt+QbPh16zASLafN3LnO6gu+7Nrun+83sWYHf73Ty9rZ97f+cf9grIiyYm9bMGUBFpf/X9QImqx+RGsCTH0pLOWKyvp6GHC/JyfwDNzVpfZEpk/l/X+ccgPvSqSmRTaoIRKTxdtHA6SQ0NfH/VqvnQdHZSX6Fqd4C22gcTvsqfLUD6OsnpAz83rG61gcStPf2+hfiR4L7mvrlFt+vh+tiZVSk5qE6ngATCvp+dCiTtPPyAn/HbpfXeCMeRWdEoe0jgfpJ+vN+Xx/hkw18/bl64fDbp0fEXYIgCIIgCIIQxxARnn9Bu+tZeJWC1aqQlkrIzNCKtccfBxw5Ow5G4QQBwI1LFdau4/127Tqgcinh8m8Cy5/i+IH9VUDtQYX5p/GM3CWLFcaVxbTJgiAICcvOXb4rVq1twMRyGhLLfLiZZ6w3NWmz5ackETIzlUecnjddXTQk9qRsYNVHzlbYvp3Q1w/s3AX09gwtktpsXDyzWNhdRl/zstlDG+Tt79OKTk4ncNRsQlEhixf0BbGSYiBlQISmFP+dVqtbfBZ8O3oCFaG9v6+WFhZODAd/hXmrFUOKS7Gks5NQuV8rfnt/r7UHWRw49HPhxQXFijSdCM1qDS42CEXY5aazk7AtDFcowZNA5yk3voqxZuLPDcYMdu/hv18pYMZ0hYwAxfYdu4YuO+4YLtC7zzUnHG9CI4VBUlMVsrPJp7hrOGLILVt9CyNCWWdBQWSiis6uxHMdbGn1/1rtQUJ2NlA+nkUuaamAP/MbhxOwD0QtJyezY5PN5jt6cveeoY5kzS0cQWa1Ao0BxL1z5wB5ebG91nu7kMaCUF0w9XhHTBYVsZhfH/uZlxuaw5HTySLv8eP4+fYd4bfHG+6nEiaW+56AWV3N/Y1Q+qnuSMeCAk/XSjd19dx2X6IPh4OQlOS5/WCCwq4uYOw0TRgWbzjDjPwOdM12C4QOHODfo6oKyM0lWCw88UUpFTBez9tFzJ/4z0jnLl/Y7YTVa/pw2il8QA9H3GW3x9d53+HwHA/3xl8kY7j7SVISu4AFI9hPaeuNLALXGcJvlhxE5aOflBVPxKtr7N4QxIZ7AkROA3yfMucohcr9xseDuhFxlyAIgiAIgiDEMV9u0WZhpacD37iYHx93HA8wurnhOr6d7Ooi/O2fhGuvUZg0MT4HXoSRz9Qp7N617gMebHrrbcJ//ocFCxYQnnqa3/PMc4T7/6LidoBQEARhJNDUpMUfeqOPQancz4VK/+shnzP53TgdHFtExIKeikqOPfSFr4Jdc/PQZQA7ZSQlceGqPt3TTeDQIY74O+yjqNXTq4m7vGNxvOk32GVn+lRznHvCLUiYTX9/8DgtX+UQo7/vRMPl8uzD6zHaEWM0s2MncOQsgiWOBJGRMK5MF/c4gN5Z0FdEYzC+2MIillPm8XPZ78zHDD2UT3GWMv9akUjRX8lJgR0vu7oAuw04MCDGaAhwTdOLOdo7gEsuBvLzfIu7/F0b/bnJ6ImGUDSxz4r+8Y4n83a6B0IX1LjjHd3OtN6MKfItYPdFkXcUro0nAuTmegrPbPbwXdN8CbsAdv4vG+v7xLNzF7+mlPb32fsCi/rq6nm/Pues8Nrnj7Z2FjvGikCOTG5xnVtA19Or3btYrUB6enwJnYLx8YZ+HHP08Nq8a7dBjTGItR/4Xh5s8ki40Zsfrg/v/cOlr49QW8tuex2doQmNgrlNOxzxK/CKN2y2yFy3vXFfG3JzgDDMwMMiinNKBEEQBEEQBEEIlxde1O4svnEJkJWlBpe77YJnz2LnLgB4YRXw1tvADTcSHn5UMjaE2HHTMoVpU4F77lb4jzt4v736SoWUgYG0r7bxwKI3RIQvvqRB5y9BEAQhcvwNYgeKE/JFu59irssFHDhA2LGLxWJd3TwoqnyMOEYyQ72zkwsw6QPRid5F6/1+Zs7rXQ8CFXb7+wNHWfjC6SQQkd8Cwl4f0SijjdISnrXsa78xKtYrmhANxH0aQK8N2LTZz2sROJUkKtGIb9y+E6ispKhEv3y+Cfh8E6GlxdiNeQtTu7uHrj81lWMXJ5WHsV47O9GkpMSXI+BIJVRR63B/iZpa325t3gwrCi3ObtFmzvD/2s7dmkjHFxbL0Oi8UNm2jT8fTdc+wT/9/RRS/yJYJKg3/tyOOjqB/AJg3DgWepWWABPL2TnWG38RXsVjfGwvyPGVFka0td3uX7x7qI6vHeMH2h9tqg/4jkuNFsFcrLq6Bn4Irw7EgZrA5xQjCVVIG0ofxzHMiRXBJnPEC7m5HFkcbQLda4bDzl3Avkp2P+7oCM3dyi1C9Mdon1QTDpG4q/mDiIIK74aDdD0EQRAEQRAEIU45eJCw/hN+rBQLYwAeaHjpZe19S69XUEqho5Pw/Eq+kSUCpkyWgXohdkydovD4Iwpnn6VgGZiCWlCgcMnF2nueftZz4KW+gXDjrYTv3Un46/0Ud/bvgiAIoxVfxbDkJJ7pr49edOOrmBROQQoACos0F42kANkDNhvQ6dUG/bbq6v1/tq0VcIXpcrJjJwuURnsvKyvL87m+sBFIpBSvMRze6ItlLldglwchfunu8e3eYjRd3VyINTp+xTty0fvY+nwToekw8PlmoOoALysew5N/gtHRicHJQoJ5uFwUsGAYi2uJdRhVwQ4f1/xooxdURSK0SEkB5hzJjqW+3JcKC4Kvw94HrPtweFFnvsjPj33vYmYEjoDDwQgBbns7u6QEcyIM5ORqsQQWC+qx2/nacvAgTxJoaeW/IzWVz8FWqyYK7/ByFLNaAZuNIzoD9W99kRIkPtGb4jH+XXuqD7BYKdRJDuFuO54JJnhxx9D7m9ySaDQEcF8eSWzaDLy3NrrbPP5YIDvbmPN2oojoRio7dxqzniNn8wQK73O/kYi4SxAEQRAEQRDilBde0maazz8VGDdO4fBhwsuvarNzpkwGTj2FH698gQaXT54EnH1WlBssCF4oH7YMSxarwQH5TzYA+yrcgkRCdTUNRgu0tAKr10SrpYIgCIlNWppCehoXiQt0Rcm+fnYzMIN+h/8oCH8uBeGQrCt4paYC5X5caZqahorPkqyArRdwOgIXZmx23y5jwaisHBr/Ew3M+i0jISVFYfo07bm7eDim0LfgL9HY5+XAFqggLMQ3TRE680STsrG+l+cEiRhqawe2fe25rKiQz59pIcTwfPoZu+wJ5hHIuWF/VWyMsJzDECTt8RFDaDTBHJgyM/hfpPT1cf+oudn3trydzcKNytNz7NHhvb+qmtDTE9tjMtrGN0Y5OWZmAQX5vt2zQoGI/xX5iTMH/Le1r4+P9QM1LNBwOv1HMB+q4zjPXbvDdzMNJ3Z1XwULuEIR8YYi3Ort1TlahUA0HDrNxh3ZGs+EIhCsPkDo6jK/LaOReN/P40GQnSgYdenbtj3w5DIjEHGXIAiCIAiCIMQhXV2EN9/Snl+9UGHrV4QrFxEee0K75bj+OnZFam8nrHxRe/8tN2luSYIQLxARxo1TOOdsbdlTTxPq6gi33k740U88BQErXuDoK0EQBCEwNhuh18aDki26omRPDxeP3OTmcASLP/wJDMKlzculxOEIv4BVX88F1abD/Df5KpD7u0Q0HeZ/ocRPejvjhEJfv//iuFHxfb6It0tigQ93k3CFNMlhulbECrsBgkVB8Ie/c1VLi2fEUGZmcGeZikpg67bQXfLqR4mjRzxSkwDCgVgQzA1rwgT+Nxx27wE2fxlaMddb7BROMT8pKbzoxr37EHMRRrz1NULF5eKI8IbGyD5fUADs2Rs4qjPW3013kAi2SAl1UobRTnWxIi4iwg0arg31fLR1mzHbExKL4Yi5h4PVCsw+IjrbijuBXRSuEyLuEgRBEARBEIQ45M23tdiNaVOBY48Blj9NcLk0C/FxZcA5Z/HjFStpMFJg2lTgjNOj3WJB8I/TSXh3DWHpTYQDBwhLr9Puvt9fB/T2Elpb+Xl3t+b+UVXFjgKCIAiCfzIzQh/RdLmAfj8FnJ5uQn4+kJ3l+/Vw8I5JbG6OzOmqppZnvh48NDQ6yWphYVZxMbfZYolscDcS565A5OQYu754JidbYcrk8D4zvmzosuIxxrTHSGJRKMgL4tIkjD7q6j2dWtLTFconqIAiXREiCiOdigpP4XqktLYEf89wqT4QWFQfC4KdI+KuUB4iNlvkLjUpKREItyhxvyt/WE2coBArHI6hP2wwB7SR9rsK5tFmYHTncBwp4w2lFDIzo7OtWItuvekySYSrR8RdgiAIgiAIghBnOByEF17U7k4WLVQ8k87rhuW6axWSkhRa2wgvrtKWi2uXEG/8v78TfnsvYX8V8ORThClT1KAAkQh47nngmkUcKbb4auDiC7XPrng+zu7UBUEQ4ozuMOJ7OruAhibfr+2vBkAcaTNc3C1yOlmUHmlMo8sF1NUBhw5hUASs30ZSMguC0zNY3BXJ4K4zHmbvJzCBYi99YfEqHPY7OMIo3igfpitMJMSFk4SQEORkx7oFghn4i3ETPEkkAWNjU+BoTl+kR+AoaiTRFhgYUZgnGp6rVF+fp/PtaCWY6ClaYg0jCff4A4DUEGIq4wVxgIwt+yoAu13GLH2xc1esWzByEXGXIAiCIAiCIMQZTidw+WUKBflAYQFw3rlAaqrC2Wdrgq2iIuCiC/jxcys4igkAZswA5p8Wg0YLQgAuvUTbd1e/BxyoISy9Xlv27mrgpBMJLz6v8N3vWLD0ejU4a3TzF8DevTJYIgiCYDYuF7B9J1AdQRHEF04nC7Pq64e/Hl+4XFr8Y/PhyIUxbkdUoxiJrge+6OggfPwJoXmgGBpqUTUSB7dRg8zNEIJARNj6FWGHgQUzM6NkBUEIj7KxQHZ2bC8GXyVofFtHkP5FOPGYbiZN9O8uOhoF2VZr4nVUKipj3QJz2VcR6xYINlvg13t6Q1uPGY5xSUnGrzNU3A5W/SafK0ej056IuwRBEARBEAQhzkhNVbjhOoUXVijc92eFlBQFh4Pw9DOawGXJYl7e0kJY9bL22VtvUlCj8c5GiGtmzlA47VR+7HJxxOgRMxXmncTLnC7gxZeA3Fzed4uLFc47R/v8ihdE3CUIgpBo1NcbF5MwrgyY4MNJqbMTcDlDHzT3hdEDzikJNNt/ODi9vvdQRXKJUgyNRcSHxDIOZfasWLcgviAy3ulu7Fhj1yeYizu+XhiZFBbEugWJCw3DucsfVdX+z7mhOu3Jbxp/xMOQaRw0QYgSnV2hvc9pwjkslvtZfh7/PxxXRcE3Iu4SBEEQBEEQhDglNVVh+jS+FVvzPlB7kJfn5QKXXcqPn3mOYLfz41mzgFNOjkFDBSEEblrm6dRVXU1YdoO27M23gaYmrZJ6zSLttTXveb4mCIIgxDcWi7EDud3dQG+P79cOHhreuo0ecA42e3u0I9+Pf9x9fUGjujrWLYgvzHC+O2KmlJjNxOhvNxbC03gm2hGCgLkuJNu2Ay7X6PqRjRLaROLMNVxCiQht7zC/HUJ4BNvnEmUigpAYlJWG9r7eYUxWijecTkJrW6xbMXIRcZcgCIIgCIIgxDG9vQSHw4Unn9KJXhYrpKfzaMRllyqcfRYvF9cuIZ45Yqane9ejTxDmzlE45mhe1t8PrFip7efjxwNTJvNjpxN48aXRNcgtCIKQyBgtmGprBw43G7tON0YXyt2i+5GOd/xkqLEfZkdzGIVtlPyO8U6PH1HnsEjg26W+EIQE4eJwSB87kRDRgef1p3sY54isrMg+Z/Zv0Npq7vqDEe3rn1H9sNzc6LunhnKNisUxO7E8+tscSYTqyiYIoZCdHesWCCONGKZtCoIgxCc2G6GtDSgt9Rzt+XQj4aWXCUnJQFoqkJrGVtjpaRwdNH4cMGE8UFwMWCwJPFIkCIIgxIyaWkJnJzB7lnYd+ev9hC+2cLQRAOTmAFdeoX1m4kSFe+5WqKomGcAR4p5bb1b4+BMevX1/LXDDtezetWUrL3vlNeD66whvvAmseJ48Zrm++jqw7AZCRob0swRBEAKRmhKak4DAGC3uGi06e28nipHmJtPYGOsWCACQlgb0itvbIGacX9Z+AJx/rvHrFcyhowMoLIx1K2JLQT6LyJtbYt0Sc5AIq8jIyOBaTUuLb5dQotHTR6s+YM56OzsJ2dmj5Es0CPm2hFjGKSclx27b0SYlxZxJEPGIiLsEQRjV9PcTtn0NbNkKVFQSKiqBgweBI2YCDz/o2fVqbQM++dTfmrRRzJQU4IzTCXffJeaIgiAIQng8/gTh3TXAMUcTvvsdhcwM4J13AaducG/xIuVT3DJpogwZCPHP9GkK555NeG8tP3/4McKffq8wexawYye7nax8gXD4sFY0Tk9ne/KuLuCNt4BFC2PXfkEQhERAhF3hkWbwgLu3o9VoYaSJu4T4IJFiPMcUAfl55m4jOxs4eg6wdZu52xHil9HiDhmInGweI4mVuMsqQ/5xR3Iy4HIC7e3+rxujSdxlFiOlqyf7gTBaSIqD+1I53oxHuiGCIIw6DtURXn6V8NNfuHDJZYTv3Ul47AnCBx8CtbXc0d9fNTTfPidE+8y+PsCXcddnnxNWv0fo7R0p3WBBEATBSOobCO+9z4+3bAUsFqBiv2fETXY2cNWC2LRPEIzilpsULAN3op9sALbvAJbeoHWeVr0MLLicj4Hx44FzztY+u2IlSXSMIAiCYChGz2iOdiRQrMjMiHULzEXEavFBIv0MTYdZYGA0+qJYaqpCcbFCVqbx2xHMweh92Oxo27Q0c9dvBDW1QFW1ASuKsOCcm2vAtgVDyc3lOMnu7li3REgEzLhWh0swwYvZYnFBGGmMJg2ZOHcJgjBqaGwk/PSXhD17Ar/PagXGlfFMj/x8bfns2cB9f1JwOvlmwW7j/3t6WDBWWwvU1PBgzvjxQy8lL79K+Gg93ySfPp9w/rkKJ50IJCWNpsuOIAiC4A+LAi6+CHhnNXDsMexwNHUKoaQEOFDD71l8tUJmpsLevYTV7xOuX6KQkyPXESGxKC9XuOhCwltv8/MVKwn33K0wbSqwr4L7Vh99AvzjfoUjZwNOJ8djNzdzRNLqNXysCIIgCIIR+JqcFa8kxdFIrn68BAhdDFU8xvi2CEK8UFNr/jacTkKXCBgShrGlwN59sW5F6CSCW15fvzHrcToj+5zZ1+JMEW9GRGdn4NdFtD18srNi3YLEY7Q6+o4mggn19leZs11HCGLvnBxztj1cLAZaT7m//smTgV27jVtvPBNHQwKCIAjmUlgItPqway6fAJx0EjB7lsLUKfw8OXnoFTk/T+Hkef7Wrr2/t5eG3By6XIQtW/mxzcZFydVrCLk5wHnnEq6+SvkUhAmCIAijh+JihZ/+ROHWWwg9Pbzsgw81YVdWJrDwSn78r0cIn24EXn2N8POfAmeeLtcQIbG4aanCxo2EqxcqXLUAUErh5huBn9/FI64vrgIWLwSsVgWrFVh8NfDAg/zaM88RLrwAsCRSNV4QBEGIW/r7gbR049Zn5GD10HXHz7Wvrd3zeahF8q4uoKTE+PYIQqh0dSXmugHA4SCs/cDYdcZDZI8gxAJbb6xb4JuMjPi51icSfRJLbioKPG4zEoim4MoRoYhUGDlEKiQOhj2Ec168igtdLuPXGczUZSQh4i5BEEYc/f2Ed9cA48cBR8/VOpxWq8LFFxFWvgiceAIw7ySFeScCY8ca2ylNTx+6vv5+4PprFda8Rx6ztdo7OHropVcI808jXLNIYe6ckdNRFgRBEMKnqFABhSwMfuIpbWrh1QuBrCyFrV+xsAvgwcjJk2LSTEEYFmPHKqxa6elgevp8YMZ0YM9eoLeXHb3u+Ba/fsVlwFPP8Gzcqmpg/cfAGafHqvWCIAjCSMLoiKt4ctcylQgdMHritJg+BHH4GLGYKQAwo4im7y+3twd4Y4RMnGj8OgUhEXCaUFw2gs5OQna21AYSgdHUVRhJf+uo6asLcUEsS7022+hxg3SNpJNUEEycSyYIghBdbDbCC6sIi68j/OFPhIcfHXo2v2aRwmsvKfzhXguuuEwZLuzyR2qqwnVLFB5/xIKnnlBYdgNQVqa9TgR8tB74zvcI//FdgtM5iq5EgiAIwhDsdsJHHwMVFfw8MxO4eqECEeFfD2vXiEsuBsonyKCfkJh4R1Oze5e2bNVLQGsb7+8ZGQrnnaO996lnCSS5CoIgCIIBGH05CRYLJAjCyKXfoLg4f3SbEMc4ZbLcT5qJ0TGHOdnGrm80E6kZptnRlQkjgo4jenqAlORYt0JIFMxyUgqHYIKf1rbotEMYPslxfO4JJbpRSDxE3CUIQsJjtxOeXUFYeA3h/r8TGht5+ZatwNavPEdpc3JUzK2NJ09SuO0WC55/RuEf9yucPt+zMzduHLuMCYIgCKODLVsJjY3a9aq6mrDgasL//kVbtvBKICdb4dONwFfbeFlKMnDjMrleCCMHIsKppxBmzuDnvTbguRWE2lrCr3/rwsuvalFXVfuBQ3Wxa6sgCIIwcjB60NuMmIl4xNuhSFwQBCEKmHD7Z7fLhAkz6e4xdn0pKcaubzQTaSRz02Fj2+GNw2SRaDAyM2K7/UioPQjk5gEpqeZuJ8P7uxllp89wJtjF82ilCF4EI/GV5KQnlhN/RpObVWlJrFsQPUTcJQhCwkJEeH8d4fobCQ88SGjTqdmLioDvfkdh+rTYtS8YSikcczS7iD33lMJVC4D0NGDxwqGdAbdrhSAIgjCy6O8n/PZewqJrCX/+Xxc6OgmPLyd0dAAtrfyejAxg0UIFp5PwoM61a8EVQElxPA+XCELo7NhJ+O4PCKvXKNxyk7Zfv/QKUFdPeO99fk4u4OqrgFUrFcaVyf4vCIIgDB9LAo2OOhzxMzbQ0eH5PJ5nrQtCtLDbzV3/EGGBAXy43vh1Chp1MiHFcPJyY90Ck4nxba7RgsRgGBGV63IBaWkwXWzV4/XdxIMDVDTp6op1CwQh8YilG2OHCXHeccfANbO1NbbNiCYyp0oQhIRk5y7C3/5B2Pa15/KyMuD6axUuugBISUmcgt/48Qp3fl/h9ttoiLNYezthyXWEE04g/Od/KJSWJM7fJQiCIATm3+8AjU38eMMG4NvfIuzf7/mexVcDubkKb/+bBmMaMzKA66+T64EwMli7jnDX3TwKW19PeHo5MGsWsHMnR15s/Aw45WRgw6fA/PnAlQsUcnJk/xcEQRCMwWgXFJvJ4g4hOsSPjE5IJFpMKCy5XATLQH7ciBe1jECCRW8J4WN0nHK4mC0KjzQu0ihyc6K7PbsB4i4AsPUaIxQLh9HWVwjn2Ivn78bsCGVBGO1wMhWfBczoG3swcLIZTf2tBJqbJgiCwKx8kXDbHZ7Crvx84Cf/pfDscoXLLlUJJezS4ysycvkzhK5uYN0HwA3LCM89T3E1W1cQBEGIDIeD8NSz2vn82iUK2dkWLF6kvSc7G1h8tYLdTnj4Ue291y1RyM9LzGudIHhz8jygsIAf1zcAr7yqcMuN2v798qvAtdcATzzKjqcTxsu+LwiCIBhHisGOUzRKYhmzsmLdAnOR3kZkjKbCSrTQR72OlthXwT+OUeYU5IvubmPWE6nTnvve1Sxi7YSZanK0oSkQ0BHD6LPRQjhxhvHs8iXXUkGIHtGKQU2PMGo5ERFxlyAICcf80wZsdsGDsDdcB6x4mkVdSUkjaxSJiNDTrQ2O9dqAf/4f4ZbbCV9vF4GXIAhCIvPe+8ChQ/w4Lw/45jc4pvHxJ7X3XHuNQlaWwsoXNYevMUXs5iUII4X0dIWbdGKu5U8TZs8mHDmbn9vtwEfrgWlTfffzXC7pEwmCIAiRY7QYJdaOItEix8vZI9TvMT8vvO2kGuysFipmxN8JQiTojy1xGxF6YxjvFC8YJXCL10i9WIur4vV7CYSLou/aBSC+7alMwLvvFwhXAu5HghAJPT2j7EQQbwz0k8cUxbYZ0UTEXYIgJBxlYxVuvVnh3LOBZ5Yr3H6bBZmZI0vU5UYphf/+sQX/ekBhxnRteUUFcMd3CH+6z4WuLuk8CIIgJBouF+GpZ7Tz9zWLFNLSFN58G6ir42X5+cDCK4GuLsLTOoevW2/h9wrCSOLSS4DyCfy4owN45lnglpu0/fyV14DGRs8+z569hF/9xoU//o/0hQRBEITIMdoFZbRojtvaPJ+HKjppbQv+Hj2xLnILQjiY7Rpgsxm/zuQk49cpmEdOdqxbIJjtUGh0XHS4NLfEdvuRkJoaXFxvtUanLSOZcIwVRkt/WBCi5UwVCaPJUXfPvli3IHqIuEsQhLjF5SK8+BLh0ceH+qQuvhr4za8tGDt2dFydZs9SeOj/FL73n8pj9ujrbwA33kL44kvpLQuCICQSH34EVFXz4+xs4JKLCHY74cnl2vn8husU0tPZueve3yhMnwZMnQJcdEGMGi0IJpKUpHD7t7R+3QurgIkTCXOO4ud9fcDjuuOjqsqFm28jvL8WeOcdoLZW+kKCIAhCZEQayxQL4mmAXnmNKiei04cgGI3ZTnNmRPJNn2b8OgXyTwBkAAAgAElEQVQNi8EVOBG8Gke8uny0tce6BYlH9giPik5E4jmmPB760/HQBkEwCyISQa2JiLhLEIS45HAz4b/+m/D//kZ48ilg127Pgp0ahb2fpCSFRQsVnnlS4eyztOX1DcD3f0h48ikpagqCICQCRITlT2vn7IVXAr/8NXDr7YSmw7xsTBFw+Te1z5x4gsKjDync9ycFq3X0XQOF0cEZ84GjjuTHfX3AY08Ad+gEX2+9BRw4QPjwI8Jdd2ufcxHw+eaoNlUQBEEIQiLdsidSW+MJ76/NrO+xo9Oc9QqCGUydYu76O004HvLCjEoVwiNJnNHilu6eyD5ntihcxNLh09gEWGNwrEk1xj8NjbFugSAIsYJIrmVmIuIuQRDijo/WE5bdRPjsc37ucgEvvChdZTdjxijcc7cFf7hXDQ7AEAHTpsa2XYIgCEJofLoR2LOXH6enAxPLga+2AfurtPcsW6qQmupZIbNYFMaMkeqjMHJRSuHbt2v7+Nv/Zme7U07m504X8NCjhHdX0+DxUlQEPPmYwoLL5dgQBEGIJ4JF48QTieTcFU+kpXk+H2mzs+M5YkWIX8yIodILJ81wbdq9x/h1CuaRSNfXeKcnQnGX2aJjlxTEI6KoINYtGPm4wrjI9YUY1y0ICU8cD0dKn2FkIuIuQRDiht5ewp//14Wf/ZLQ3sHLLBbgxqXAz/47jq+QMeL0+QpPPa4w/zTgm5cCp50q35EgCEK8Q0R4/EntzurKK4Dag8pjwL6sDLj0khg0ThDigKPnct8GYIH/gw8Rbr9NO0bWfQCcfRYXubIygSsuU5g8KUaNFQRBEEYEKcmxbkFi4vKK2xlpxQObiP7iAkuCDXV1d5m7/vS04O8Jl+YW49cpaBjtatjSauz6EpHiMbFugbmIo2hkpEhkqel0mXyNG4nI4SzEkoyMWLdAMAMxhRUEIS6orCT88teEAzXasrGlwF2/UJg7R7pA/sjPV/jDvb5nlO6rIJSWAFlZ8v0JgiDECxs+BXbs5MepqcDiqxWSkoBnV2izRm9apmC1Ar/4lQsnnqBw6SUczSsIo4Xbb1P4ZAPB5QK+/JLdu84/F3h3Db/+2hvA3b9SOPEEICdbjg1BEARheCSJuEvwwUgTqyUqZjhhmUlbu7nrLxBnmoQjPd3Y9fX2Gru+RGT8OI7hG6nEIl5QEEJhpMSsjTS3WUHwh9znjkzEuUsQhJjz73cJt33bU9h14fnA44+IsCsUlFJITvb8nlpbCT/6CeHmbxF270mwkTBBEIQRChHhkcc9XbsKChSWP02Dwq5JE4ELzgPWvA988CFw318I3/o2weGQc7kwepg8SeGb3wAuuQh47mmFkmKFW25mISQAbP4CyMn2Leyy2+VYEQRBEMIjNSXWLUhMUkb49yYz3YVIyDBYyAN4uvhIXGjiYYbb2min9mBst292tSJJhCcREZOY7VE2/DBSXOWSoiigHGW7yKgk2GExeVIUGuGHRHPAjYSRcl4KB9GAC4IQU55dQXjgQa2Lk5EB/PhHCuefG7szcm8vYX8VUFEB1DcQWtuA1lagbeD/nh5AWQCrhf+3KCA5GSgqAsYUDfw/RqGkGJg2FSgtZQFWtCAi/PZ3hOZmfn7Hdwjf/0/g8sui2w5BEATBkw/XA3v28OP0dODaJQr19YRVL2vvueNbCn19wP/pro2nnCzOXcLo40d3Klh0oxDjyhQu/6Z2vDz4EOH44zD4nvZ2wooXCK+8CjzyIDBunBwzgiAIQmgkkkOT1Ro/1zeL15Rh75hGf+TnGd8WM8jNiXULBIEh0gpXIu5KPAoLY92CkcdIdu0CRFwcKeJqZz5ZWbFugSDEH8FKrrEUeefmxs+9o2AcIu4SBCGmnHUmsPxpzuueOgW45zcK5ROid8FxOgm797ADxO7dhH2VwMGDkQ3u6p3H9Jr83Bxg5kzCzJnAETMVjj3G3AghpRSuvALYuYvQ1QX09wP3/ZWwYxfwX3cCKSlyQRcEQYg2Lhfh0cc8Xbsy0oF/PEDo7+dlR88FTjsVeOwJGhysHFMEXH+tnLeF0YfFx/SyZTcovPU2odcG7N4DrPsQOOcsfu13fyB88ik/fvJpws//W44bQRCEWGKxhC72iTWJ0s54J9TvsbUNGD/e3LYYgewXQiSYoRXV94vNcKYZ6S58guAPqwVwRnCuVybnIcnc7PDJzQFqaoK/z2gSaH6AIYyUiafJCRBVZ7WOnBjMkU6wc/befdFphzB6EHGXIAgxpWyswi9/Dnz4IeGHP1BISzO/g3jwIOGzTcCmzYTNX7CwzEzaO4DPPud/AMFqAebMIZx6isJppwDl5cY7ap0+X+Gxh4Ff3U3YtZuXvfU2UF1N+N09QFHhyOiIC4IgJArvrwUq9/PjrEwWES+6VnNZBIBv367Q0Ag885y27I5vKaSnyzlbEAAeRF+8CHhiOT9/6BHC8ccSXlgFbP5Se9877wDLridx7xIEQRBCwmYDMsWJIGxYcDJyy5oxiXcSEh6zo57MEH3Mmmn8OgXzSDch+nO0kpXF4/bhkmzycd7eLr9zuDhiJIIZKULwnh4gMzPWrYgeidCHFWFX4hCsb5aWBvSbXIMWRhci7hIEIWoQEfZVANOneV7t5p+qMP9Uc4tvDY2E994H1rxPg5FY/khKAiZNBKZOBconKBTkA/n5QF4e/5+VCbgIIBd34F0uHgw+3Aw0NbE19OHDhNqD7CrR1ua5fqcL2LIV2LKV8MCDwLgy4OyzCN+4RGHCeOO+h7KxCg/8Hbj/74RXX+dl23cAt95O+P09wOxZUvAUBEGIBg4H4bEntEGDS78BvPQKXzvcnHUmcNSRCr/+jQt9fbzsyNnA+edFubGCEIe0tBAefpTw7hrgoQeAl1/hQfjaWuC114GVL3oWYJ0u4PHlhF/+TPo6giAIQnAs1li3QIhHduyKdQuERGRcGVBRad76m1uMX6c4d5lLZ6ex6xspYpJ4IClO3Xv6JX41bLq7+fd09Ed3u/l57Eia6JAJ5xWL4hpaPNLfH6cNExKSYP2owkKgU8RdgoGIuEsQhKhgtxP+5y+E1WuAv94HHHes+cW27m7C6veANe8Rtmz1/76xpcAJJwDHzFWYPo2dtCKxmC0v1z/jzxMRGhpZ5LVrN2HrVuDr7Z434gcPAU8/Czz9LOGYowmXfkPhrDNgiItZSorCj3+kMH0a4a9/IzidwOHDwH9+j/Dj/wIuvlCKnoIgCGazeo0W3ZuTAxx3HPDm25q4y2IBbr9NYetXhPfWap/7/neVz2g6QRht/OHPhA0DkYuPLweWLVX42z94MO65lcDCKznme8IELYrhnXeBaxcTpkyRY0gQBCEWJFLxubeXJ3IlAkRkuPN3pNjtnoUxEYgI4dDWHusWmEO/ycKCVBOOs737gBNPMH69AhOJM5TZKMVu4qOdJBF3jyjGFAJ19dHdZkHByBB3hYrDQSHXzYqLgfoGkxsUIYl0nyLEP8GOCbP7hsLoQ8RdgiCYTlMT4ed3EXYOzHr81d2ERx8GSorNGZCsqia89DLh7Xd4kNabtDTg5JOAE09UOOF4YFyZeQOjSimUlgClJcCZp/N22tsJGz8DPt5A2LgR6OrW3u929Prr/cDFFxIWX60wduzw23fF5QqTJwO/+BWhrQ3o6wd+9wfCxHJx8BIEQTCbXbu1UdNrr1E4+SSgpJgGZ/BecRlQNhb49W+09118oZyfBcHNLTcpfLqRQASs+wBYcDkNCrk6OniW7q/vUjj3bO7rfLSeixUPPUr44+/kOBIEQRACk5YW6xYkJt7CAIslNu0Q4otQtYdS6IqMNBOi2kaq0C5eaDHBbW24JLqwa8J4oKZ2+OuJNPYsXt2IRjsqBv2QkTIf0xZiFHVPD09aDYU4mYsgCEIMkOPfXETcJQiCqezcRfjpz8nDNvycs4HCAmO343QSPtkArHqZsGnz0NetVmDeScB55yrMPxXIyIjd1SU3V+GC84ELzldwOLi9b7xFWP8x4BiwXe7uBl58CXj5FcJ55xKuXaIwdZjOE0fPVXjkX8DP7+JoyuuWiHBAEAQhGtz5fQsuvIDw/ErCVQuANe8B+yr4tfR04KZlCm//G9izd2BZGjt5CYLAHDFT4eKLCG+9zc//+SDw7duBn/+Sn7/6OrDwKsBiUfjWrcDHnxBcLmD9x8C2rwlzjpLjSRAEQfCP1eBiYFamseuLVxJdHCAIiUhRoQIgB18iYbSrjz1EEcZIJi/XGHFXT09kn+sw2Y1NnDAjwxmLOMsRMtRgDdHFLhxBZDyLO/r6Yt0CYTQxGic0sNO09FfNQsRdgiCYxroPCPf8ngZvOpOSgB/+QOGyS43r2TmdHGG1/ClCVfXQ16dNBa64TOHss1hUFW8kJSmcPA84eZ5Caxvh3dXAG28S9lfx604X8M5q4J3VhFNPISy9XuGoIyP/O0pLFB74G/DaGxxhJAiCIESH2bMUfvNrBbud8NAj2s3NdUsU8vMV3l+neYIvvUGhqCj+rlmCEEu+davC2rWEXhuwZw/Q2gIcfxyw+QsWxz/wf4Q//E5h8iSFiy7UhGAPPkT4x/2ImwgrQRAEIf4w2glntBRlk5Ojs5283OhsR4guI1UcKF1OQTCfhkZj1mOzGbMeozFadB7vpKYAdgPENvEYgZoohLrPhSoCEwRBQ2JAzYVG4fc7yroJgiBEAyLC088SfvlrTdiVlwfc/xfjhF0OB+HtdwjX30j47b2ewi6rFTj3bOCff1N4/BGFKy5XcSns8iY/T2Hx1QrLH1f4+/9j0ZeeTzYAd3yH8NNfuFBVHfkoWFqawqKFChYv3+CODhrWegVBEAT/OByEQ3WE554H6ht4WWEBsPhqfvznPyj84HsKM6YDixbGrp2CEK8UFSosvUHru/zrEeDGpVoE1EcfA198yf2Ym29USBoYdNz6FfDpxmi3VhAEQUgkIo1lGu14i1hCFbXkhhjn40biHkcmI1XcJQjeGD0inS5RwmhsinULzCU7O9YtiC6hxvwFYzS640SbjIxYt0AQ4o/+funUxpL+WLg2xhhx7hIEwVD6+wn3/ZXw5lvaskkTgT//UaFs7PBvZ10uwuo1wKNPEA4d8nwtOxu48gpgweWJ7XiilMKxxwDHHqOwdy/hmRWE99dqCu/1HwOfbCB842LCLTcZ87f29xN+fhdh3z7g9/cCxx2buN+fIAhCPNDRSSCX5hr56mvA3x8gjyLGt25TSE/n15OSFBZeydcxb/GtIAjM4quBt/4N1NRwFMa7a4BvXAK8/ga//rd/EH57N+GBBwGHrlD/4MOEeSfJsSUIgiD4xugYn3SDncDiFW8xV6hRYeKsIQiR09NjfAFResjmYvQvlituhjHH7PhlEZ1HRiy+t9F2/kxKGm1/sSAER1xbhWgjc58EQTAMIsIv7vIUdp1wPPB//zBG2LX5C8Ktd3DUo17YlZsD3H6bwosrFG67xZLQwi5vpk9XuPsuC557WuEbl2gzVl0u4PU3gcXXER56xIXe3uENFfztn4QtW4GubuBHPyGsXSdqc0EQhOHw2BOExdcRnl1BONzswmNPEBwObbDpiJnAxRcO/ZyITwTBPykpCnd+TztG3ngTOPN0bfbovgpg9Wrg4088P1dRAax5P4oNFQRBEBKKXoNjmXp6jF1fvOLdbx1pTkw5o8w5JeqMsP0lWpgRIzdjuvHrFDSMjuqVeKeRT2tbrFsQXUZa/yEhkaFIQTCNaEXZC6MHEXcJgmAYSil881I1KEC67JvAfX9SyM4eXu+wcj/hxz914fs/JOzZoy3Pzwf+4w6FF1Yo3HCdQmbmyO2FjitT+NlPLHjiUYVTT9GW2+3A8qeB628kfPARgSK8G1pwuUJJCT/u7wd+9RvCK6/KnZUgCEIk1NYSXn4F6OoCHniQ8MWXQGmp53t+8D2FigqOaxQEIXROOlHhrDP4MRHwyGPAdUu01199HTj3HJ45N3OmtvyRx0is0gVBEKKI0cVsM0kyONegtdXY9SUKZsUntsTo+zRDRCNohNors0r1wgMzjofRIkiNFX19xq6vQ9wPY05vr7nrN9pRNN4xStw1WpxTBUGIL4I5d2VnRacdo5XRKHqX2yNBEAzl9PkKP7pT4TvfVvjxD9WwrFo7Ogj3/cWFG28hbPhUW56eDtx6s8LKZxWuvUYhI2Pkirq8mTJZ4c9/sOAf9yvMmqUtb2gAfvH/2Tvv8LiKqw+/s03SqktWt+XeC27YFBOK6b0kEAIk9OpQHJseaug2EBvTMZBQQgIJEErofIQANphiG2zjXuSu3lfane+P0epulXalXe2uNO/z6NHuvXfnzm1zz8z5zTl/lMy9XlJWFn6PaMhgweOPCIYMVt+lhHkPSZ551tVlwZhGo9H0VWrroHSA+jx1Csw8FFweTelRRyix16yrJRdeIln5o25nNZpwmHWFIDlZfR44EE48HoraBJQVlWBPgaceFyx8SJCVpZZv366EXxqNRqPpGSLtzI4mkRY2RHOAWcRR3g+Hw9uGjZa4K1YUFcW6BhqApKRY1yA8ov2IRkO8sLUs8mVqokdLHxP+BCIpgQTkXaG3vU97ipzsnt9nHJllPYKeMBc5+tq905cZOFBf7GgS6YlaiYA2EzQaTbcIFHHkpBMEZ54hujzo6HJJ3npbcubZktffNAZGzSY4+UR45UXBub8VpKT03EvxP+9LFi5ycesdLtau9T/meQ+6uGyWi2vmuNiw0X99WZmkqqrrkbV8mbiP4MlHBbfcLMjNMZZ/tQTOOVey+DnpN9DaGXl5gkcWCMaPM5Y9+zzMf1jidGrDXaPRaEJl9CjBs08Lrp8ruOJSwbv/Eaxdq9alJMOlFwseeVRSX6/SyD3woMTl0u2sRhMqhQWCP1wtWLRA8McbTWRnm7jiMsMufPsdFfbcblc2o5vFz0lqavSzptFoNBpvUpIjW54263oHRYWdb6PpOqEOj/VFh01H2HVkmj6P0xnd8lPt0S0/EkQslWgXXQvOKEcJ0XZE16jXUQijjo70qNH4YzZr8ZamZ9HiLo1G02U++6/k7HMlu3ZHrsfx81rJZbMk9z4gqfYIM33A/vD8s4I5s03k5ET+Zbl2neS1f0nun+9i1Wr/4/ngQ8kr/4CPPoZde/x/v249rFgJX38Djmb/9dfdJDn+ZMmxJ0p+DiAO6wpCCI48XPDiXwS/Os2Y1eNoUc7LCy6WAY+lIzLSBQ/PFxx4gLHs9Tfg1tslzc26Z6nRaDShYrEIjj9OUFQETzxttJ/nnC3YvAU+/MjYdvZVApNJdwQ1mnA45mjBPhOM5+bgX8C0fdVnpwvmP6RE9SedAAPaIunV1MDi57U9o9FoNBofImyGNfeRdH6+4pzeFvQ7PV3b59Ek1Pulpja69Yg00RajZWcLJk2M7j40fZtEiBq1Z29kyumqkM1qjcz+gxFp0XlfID2999khPUmoMRqiLS7tKbRwXKPpOSzmWNeg95EApppGo4lHXvl7Ezfd4mLbNvjD3O5HQWhokDy80MWFl0h+/MlYXlIMD9ynUhEOilD4ykDRs958S/LQnyVv/ht+WO7/m/w843NzAPFWo8fgbZJPB0xKya5d6nNtbeDZnw8+7OKNf0t27Aj/PKalCa76vYlnnvSOurVxE1xyueSxJ1xhCbOSkgR33SE47lhj2aefwR+udVFfr3tJGo1GEwq1tZKPP5U8+7ykslItKyqCk0+UzHvIaEuPPRovgYpGo+kaQgiuuUq0D7QvXwH/eQ+sVsGlFxnb/etfsGmztmc0Go1GYxDpSDiij4y2mn0G6nV6GU049FYnvM0W/Qdhb4BJp5r4JRqpNKNJtIVLkWDnrsiUU9jFCI2ZGZHZfzD0+zR8hFCTuTTRxZIA7UMo+NqwGo1Gk0hofapGowkLKSWPPNrAY080eixT4qaMLnZsvlwimfegIYACsNngt2cLzjxDiY26y67dkg8+hM//J5kwHi6/1LvMoUMEoEaW1q+X+E7dPfQQweBBkNsPxo/1L//OWwU1tUr45Sveam5WESN27oT0NP/Znzt2SP75OoDEbod33lQRX8Jl+DDBogXw77dh0WOShgaV0vLFl9Vx33AdjBsbWrkWi+D6uZCdJXnhJbXMbE6MDr5Go9HEAodD8sFHcNQRqg19erHktX95bzPrcsELL0u2bVPf09Phskv0qJ1GEwkqKiRvvCn59enw1xfVskWPS3JzJY8+bmzndMH/fQaDzolNPTUajUYTf0Q6/VFfDcja2hradomQ8ksTfdLSYl2DxGVvRaxroAmHjHRobOx8O03P01WBR7SFIZmZ0S0/3oiU2NdsDt0W0XQNbcNpNJpwifZ8jr4oiNbiLo1GEzKtrZL5D8G/3zZ6pOPHwb13CTIzw29Bq6okCxdJ3vvAe/mBB8BVvxcUF0WuVf75Z3j8SfUacTj8148fByccB0OHCsYFEG9N21e0p/oJRGlp8LomJwsWPymQUlJf77/+62XG58mT/IVdFRWS3bth5EgVlaIjTCbBSSfA9Glw/zzJ0q/V8s1b4LJZkrPOlFxwnsBq7fzcCiG49GJBTrbk/Q8ld//J1CMzEDUajSYReeUf8MRTkr+/Cmf8UvKvN7zXT5kM+XmSP75iLLvyCkF2tm5XNZru8v6HKgJrbS389mwVJW/HDqiqgnf+A7t2G9tefKGaQKDRaDQajRvpimx5BQWRLS9e8U3dFapztr4h8nXRJB55/WDtuljXIvK4Iq0W9aGuTkZcKJRokaUSjcwM7/5Id7FHWVyRmhrd8nsDyTptYkRJSup+GVJqYVe0KS4Cszn0sZR4FlzoAAYaTQ/SS6P1xpI+Eihco9F0l6YmyU23SP79ttESzzgQHp7fNWHXRx9Lzv6dt7ArJxv+dLvgvrtNXRZ27dwpeePf/m+LfacaHYUNG1UaSE+GDhFcN9fEL08VjBoZHctTCEFamn/Z06fB7KsFBx0IMw70X//Of+DCSyVnniN5/4PQ3oSFBYL59wtuuE6Q1tYplxJeeEmlaty4KfQ36um/Ejy+SJBqj2OLXKPRaGLI7t2Sv/zVHf0R6uph2lRjvdUKV82Cex9QERUBpu0LRx8Vg8pqNL2QpiaV+hrgpb/BmWcY6z76GA4/TDlV5v4BzjpT2zMajUaj8aYhwkIJpzOy5cUrpr4aokyj6YBop5tsiII4ctyYyJepMYi03i/SqYR9qamNbvnxRFfFJ9F+z/c1kVKSrftlNDfHSEzUh0yh7TtiXYPI0VkAhZ6pQ6xroNH0DF3N+BUqfVGsqSN3aTSaTqmullx7g+THn4xlvzotiVmXt4QdhrimRjL/IclHn3gvP/YYmHWZICOja1aNlKqOX36lvu8zAQYNNMpKThZceL6aGbjfdLDHkVCpIF9w6slw6smB6/ThR2oUYNu28Dp3QgiOO0YJDO6fb5ybn9fCBRdLLr8UTjslNGM2UJrI5/8qmbgP7DMhfs6lRqPRxIJFj0sam9TnESPgsEPg2eeN9Wf/Bj77XLSl/VUzo6/9g4iLwQSNpjdw/LHw/gfw/Q/KVnr/A5hxAHz+hXKwbdgILzwP2dl6bpNGo9Fo/Im0GKO6GnJyIlumRtPbiLYIKlZEW5RRXR35MiMRNUcTnEBZHLpDS5TvMWcfExZ1hT17IDs7euW3tPStiHqDBsGmLd0rw+FQUe0i/bx1hkV72BMSh6OXGiEaTRySaofKquiV3xfbYT26rdFoOmTnTslls7yFXVdclsKtf0wNKPjpiCVLJb8931vYVVQID80T3HidqcvCLlACJc+w0f95z99AO/MMweEzA0fPildaWiSjR0F6ulI4zzzMf5sVKyWtrcEN0rw8wf33COZcI9oHbBwOeHiB5A/XSvaWh2/MvvQ3F089I5k9V/LlV9oY1mg0fZfvvpd89LHxffZVgseeNKIIDRgAhx2qBLFuLr1YUFiYOO8ijSbeMZkE184R2Npma638UaWzdts9P6+Fjz7xf+ZqayW1tdqO0Wg0mr6OwxHZ8vrqm0ULRDSgI1FEO6JPWlrky6yKosNNA3v3Rra8lpbul5HaQWrH1gSIPhmN5yAcmiNsN/jiinC66HjHao3MiyOagrtg9LUopr1FFNVbBeYajaZvoMVdGo2mQz78GLZsVZ9NJhVp5PJL7WFFG2lslMx/2KWERB4d2pNPgr88K9h3auhluVySr5ZI/veFvwV2zFECs1mli5w0sXcY1larShf5xmuCPz8oSEryPq6y7ZJZV0rO+q3krbclMohlKoTg5JMEzz4lGDnCWL70azjvQsnX34Ru0dbXS159TW3f3AzX3yTbo4tpNBpNX6K1VfLwAqP9O+Yo1S6+976xzdzZgkEDBbOvUiLkCePhlJNiUFmNppdTOkBw3rmGnfTS3+CXpxrrn3hSsn2Hel6dTsnrb7j49dmSx57UNoxGo9H0dSKd4qq5KbLlJQp9XdSj0fQE9g5EOV1l5U+db6PpOtGOtNUV6jtI75kIqYUHlca6BtHFFoE0hX2Ruj6UUjRWRCM1cCzQ4i6NRpPIaHGXRqPpkLPOhOOOVZ2Ku+4QnHRieM3Gjz9JzrtI8q/XjWW5uTDvPsGca0ykpIQ++rdxk+R350vmXCd55DGJy+VthU2dAq+/Jrj3LhPTp/WuUUWbTTB8mP8xvfSyxOmCsu3wf/+VnYruSksFTzwq+O3ZSqwHUFkJs+dKnnza1WEEMDepqYJHF5ro3199dzrh9j9JXn9TW8UajaZv8fqbsH6D+pyUBE6XSoPr5uijYPIklX7xhOMFLzwnuPlG0edm9mk0PcWZZ8DQoepzY6NKxzjM/b0J7p+nhPCffCqZ95BKa/Pmv2Hlj9qG0Wg0mr5MpN8CiRD1JBpocZdGE30yMwWTJsa6FppYEm1xRSQig0WbXbtju/+kKIuvkpOjW35vxaW79VGnt0SVi3YKZY1G03P0RTeLFndpNFiXsrUAACAASURBVJoOEUIwd7bgyccEB80IvZVsbZU8vdjF5bMk27YZyw87FP6yWLDf9PBb3IJ82FuuPm/dCt8s815vNguys/pWSz5ggCArS33+7dmhHbvFIrj4QhMLHxbk9VPLpIS/vABXzZbs3t15T6iwUPDoAtHuMJUS5j0o+euLuhel0Wj6BpWVkqcXG22e2QzvfwBlZep7RgZccZl3u5yXJygu6lvvKY2mJ7FYBNfNEe0C9i+/gkMOBnPb92+WwdOLJfc9YPymqEjP2tRoNJpokEhCn7TUWNcgcTnowPB/kx5mOq1+ueHvQxP/aPur61RXx7oGmnCIthCoL7InQqkuu2qr5OREZv/BiPWEwAQy4byojXDkrkEDI1teb8BqjXUN+g6xTj+r0SQKJrP67/Z19wW0uEuj0Xjx8aeS5mbvERaLRTBsaOhm/ebNkksulzz3FxXFBJQxcsvNgttvEWRmdl5WQ4OkocG7Hna74LRT1MDrWWdqAxvg16cLXv2bOq/jx3mfVykld9/n4pNPA6dr3GeC4NmnBftNN5b9sFylafzyq85H2XJyBAsfFowfZyx74inJo0+4gqaH1Gg0mt7C409J6urU59wc/9mzl1yoB3E1mlgwZrTgV6cZ3//2CpzkkQr1H69BQYH6LAT89iz8bCiNRqPRdJ/CwljXIHQSIQVVvFJVbTiBQx0GCDfdVCIJBTWJQaL309z9UE1iEOk2LBqpOfsqpjj0ju4/vfNtok3CjupH+FnbtDmy5cUzoZw6e4puf3qS5KRY10CjSSz6UvsUh+aLRqOJBVJKHnvCxS23Se68W+J0hm/GSyl59Z8qDeOan43lU6eoaF1HHi46TRvY1CR56W+S08+UvPCSfx1+fbrgtb8LLrvERH6+HuEDSE4WzDzM/1x8+RW88y788TbJrKv801gCZGUJ7r9HcPmlAnObwrm6BuZeL3n08c7TNKanCx6aJ5g+zVj20ssqLVlX7iGNRqNJBL79TvL2O8b3m26AkhLj+4TxsHsP/O4CyfIVui3UaHqaiy8UDCxVnxsaVWpG96SAhgZIz4CRI+CpxwUnHK+7xBqNRhMNLBbIzo51LUKjt6SYiQUrVhpO4Obm0H5TXhG16mg0IZHIgsHqasnuPZEtMyUlsuVpootNR86JOdFqQ46YKUhLi30DlZUZ6xqET1EhSG3PRY2Bpeocm82xvz97C521I+4MRpr4pi9Fi+oqPRUHpC+1TnokW6PR0Noq+dM9khdfVt8//T/45+vhlVFZKbn2BsnDCyQOh1pms8HVVwoefECELMRa+jU8+rikqlpFVqiq8m7509IEqal9qZnuOi+/Ypy70aOCh3Q2mQS/+bVg0QJBYYGx/KW/wRVXSnbu7Pjtm5wsuPcuwWGHGsv+/RYsXKQFDRqNpvfR1CS57wGjfTt8JqxeI9rTMdpscNqp8NcXYccOmHWVZOWPuj3UaHqSpCTBzTcqgdeiBYITjzdx/bWiffBsxQo4/VcwaqS2KTUajSaS+EbDSUqQGedNIYqSNLFBi+8Si1AdOKH2kFKjkTY1gU3A+obOtwmXyRMjX6bGINJCIKE9ehGjs0noPc3X30i+/sY/q0pPk4jZUqxWyMiIdS38SUShXCA2b4H1G2NdC40m/gg1HWxxUeT3bTFHvsxEZvhwwUEHxroWPYM2BTWaPk5DgxJlvfe+seyQg+HE40Mv45tlknMvkHz5lbFs1Eh49inBL08VYeWJP2gGjBiuPudkw85doddD4809fxL89mzIzYVzzur8GowbK1j8tOCgGcayH3+Ccy+UfPbfjjuVVqvg1psFJ56gvmdmwMknxVcHWaPRaCLB4uclZdvV58wMOPEEWPyc0Uae/zt48inDCTVlMowZHYOKajR9nNGjBH951khbPW6s4PRfGesXLFSTE9xIKXnrHcnnX2gxpkaj0XSVZofxWUowJ8ioo8US6xr0DsxRcjDoSF99m56a7Z8ohOpEDId4TE3Xm2hsimx5+nolfmrVYFRVq7+mCN8z4RKt93m0yciA5ORY10Kj0fQlYmmn9qU0hKHSV/oN2hTUaPowFRWS318tWfq1sey0U+D2WwRJSZ0Lc1pbJY8/6eKaObJ9sE0I+O3Z8PgiwcCBwcuQUvLVEsnmzd6trRCCKy4TXD9X8OJfhI6o0A3S0gQXX2jiHy8LMjO9z2NTk+Ty37v4+FOJ9HjjZaQL7r5TcNXvRfsAd10d3PhHyZ8fceFoCf52NJsFc2cLzvsdzL9fMKiD66/RaDSJyJqfJa+8Yny/7FJY+Ai0tqrv+0yAsh20i7/S0+HG68ITOWs0msjhmzLgovMFJcXqc3UN3PuAsoN27ZZcNkty7/2SeQ9K6uv7yGiARqPRRJHaWsMmincaG2Ndg96BFhxoIPJRiqxRSEEXzd5ZtJ+DzChEgdmzN/JlaqJHc4yFP/HA8GF4ZZ/oKi5XfPb7Yu2cjrQgsaeQrtgL43ypqo51DUIkxBdjOFHlEjECnEYTLq3O0Laz9VJRckfk5vTMftzN14YNks+/6Jl9xho9N02j6aOUlUlmz5Veg62XXCQ4+zehhSTeus3J7DkuflplLOvXD265STB5Use/37hJpW9c9i0ceADcd7f39lMmayd4JLHZ/M/niy9Llq+A5SskRx4Ot9xsbCOE4FenwfixcMsdku1t98jf/yFZvbqG+Q+kYU8JvC8hBBecF/j6OZ1S52XXaDQJS2urEn442yJyWa3w9DOwt1x9T06Go46A++cbv5kzW5CXp9s9jSZeqKiEmYeptKlSwv++gDfehIIC2W7T7t0Ljz0hmTNbP7saTV+gsbGRF154gf/85z9s3boVh8NBYWEhhxxyCOeccw4lJSXdKn/btm3MnDkzpG1POeUU7r333m7tL56oThRnFpCeFusaaDS9h0inOUuUCIBuop3lLTUKURpWr4EB/SNfriY61NVHt/y0aKRCjTBFRYJ+/WS3M350VUQVDdGpJ7EWAUQjfVhPUB/lZ0MDDQ2hp13XUdQ0fYHSAaFt1xfbp3FjYf0GqCjvmf3Fp1w7OiRY90ij0USC1Wskl84yhF1mE9x0veCcs0RIgzDvvNvML8+o9hJ2HXgAPPd058IugNYW+O579fl/X8D3P/SlZjf2tLZK3vvA+L7v1MDXbNQoweInBYceYixbvqKVX55RzRdfhnfNvvtecv5Fkh079LXWaDSJyd/+DmvXqc9mE7S0GMIugHPOgiefMb4fdQTMPFSLQzSaeEBKyVtvS353vuTFl+GII4x1CxZJ7p9vpFIFeP1NWPq1tlk0mt7O5s2bOfnkk5k3bx4rV66kurqaxsZGNm7cyLPPPsuJJ57IJ598EutqRpxBpcHXZWfBqBEwcnjP1aczUhPAyexLX4pgNXVy+L/RQW01QMgemIrKyO86mgKsaKd5TU8XHLg/jB6p/iZPjO7+NH0Pc4KEg9jVTWEXdF3clZHh3Yjk58G4Mep/d0hLhV/MgJQgk6p7gl/MiLxItyeorYt8mXZ76EKmvkKso8pFimgLNDV9h1D7NX0xSmpNbc+2GQ0NPbevWJMgpppGo4kUP/4kuXq2bA+vm5wMd94u2H9652+hxkYVcevtdw1r2WqFKy4TnHZK6Ib/8OGCE46TvPUOnHIyDNQhWnsUi0Xw3NOw+DnJuvVw9FHBt01LE9xxK/xzH1i4SNLaCtXVkrnXS87+DVx4vsBi6fi6r14jue5GSUMDXP57yUPz0SkbNRpNQrF1m2Txc0ZvZP/9lTjZ3UGZNBGWLIWqKvU9Px+uvlK3cxpNvCAlvPeBbE+7tWI5DB0K69eDw6FmRguhnHEtLWqbe++XPL9YOdA0Gk3vo66ujosvvphNmzYBcPrpp3PssceSnJzMkiVLeOKJJ6irq+Oaa67h5ZdfZvTo0d3e59VXX91hFK/MaOTaCsCmLcHX1derQVFLDzg8kpNDS51jMhufM9Lb0mGLyA7epkU4clcPXcq4IDtbMHyYZO260AUzfen8aOKTaOoWVMT66Hqyyso6bss18UV2FlRWhbZtTnbngsZQo4R0FYu5821izc9rJZvDfAYy0pWj2ZNIibFHjYSkJEF+vuTjT7tWRm4OjB2jyoklsd5/V3G5vG3GSFBcBDt2QHNki01oYh1VLlIkgn4xNwfKK2JdC01nRFvUn8js3o1X5rBo091onolEH5pLptFoAAYPMsRUWZmw4KHQhF0/r5VccLHk7XeNAYqBpfDkY4Jfnho84tfSryXfLPMf1Lj4QsGLzwuu/r2J7KwEsKZ6GXa7YNblJubf73/tdu6SPLzQRX29um5CCE47RfD4IyZKio3XxgsvwVWzJXv3djxoVVXVNgCPUqhf8XvJ6tW9ZJqHRqPpE7z/gcThUJ/HjoHCQkPYlZICgwbB8hXqu9kMd9wqtCBEo4kjTCbBzTcKMjLU9x071UCZe2CyrAym7wvPPq2WA+zeAwse0faKRtNbeeaZZ9qFXXPnzuXOO+9k//33Z9KkSVx66aU888wzWCwWGhsbufvuuyOyz4KCAkaMGBH0r6CgICL76Q6OFtiyDbZt81+XkR7ZfXUm7LKngMDbyVxTCw2NsZuVG6rD2x7DiBuxICdbRXtzC6Q7YvRI6N9f28ma2Eb/SKRUUftN81/W0BjZfehoetElnChMWVmdbxPtSEKJEH0yHGGXO5qWr7ALuibwCPQTpxMcDsmWrcF/ZzIpoV8wyisSV1gVDyTZvKNx+2LuwIYLJlhatx7qO7A5UxLoXdIpnbyTp09Tf/YwUgPHs4AqnuumSSw6altizb5TYrv/vX0wWllPkQCmmkajiSR2u+CBewXT9oXHFgnGjO7YkpFS8vdXJZdc7t1BOe3UJJ550sTwYYF/v7dccsNNLmbPldw/X9Lc7G0hZmYKPaAXB6gZhQZSSh6YL3n1NTjnPOmVMnP0aME/Xsnk0EOMadw/LIdzL5R8/U3wHsB+0wUPzRPt6TSqa+DK2ZJvv9MOU41Gkxicf67gujmC9HQ48gh49TVj3W/OhNffML5fcpFg3Fj9ftNo4o2CfMGN1xvP5tKv4RcHGeu/Wgp79giunWNs8+578N/Ptb2i0fQ2Wlpa+Otf/wrA0KFDOf/88/22mTx5MqeddhoAS5cuZfny5T1ax1jjCCDS6SxNU0qy98zl7lpDDY3Kz9QTaRlDFZkk9zHRVqhkZAhKSwXWTu6RnGywWMO/M3pLlIhQ6OwcaiJDojh1x44JHEU2HOd6KKRHWLyr8cY9wSQUeure7EjQl5vbM3XoKWpqgq8bMSz88gKZDP/7Ev7vv0oMFIwxo2DqFBFQsKnpPnl5HdsLwdLwWa0wdAgMGRydevUWNm1Sk+JMvUQNbLWKbqdRDZW8fj2zH03fwj0xtSMSQawdCdy2U1If6jP2kUur0fRdnE6J9BmpzM4WPPiAiQGdiKsqqyTX3SBZ8Ihsn4GZmgrz7kvjjlvTSEkJ/vskG6z4UX3evh1e/We3DiNmuFz+509KJVZrbfVfl+h8971KLQZKWe07Gywzw8TCh9OZdbnA3PYGqaqC2XNVyjKnM/D52GeCYOHDon0GWkMDzLlW8vkXvev8aTSa3okQghOOFzyxCBY/ayw/5GA49xzB3XcK0tLgwAPgzDNiV0+NRtMxMw4QnPEr4/tnn8GkfYzvd90rGTcWjjvWWHb/fElllbZXNJrexJIlS6itVeEbTj75ZExBRj1PPfXU9s8ffvhhj9QtnqnsJE1UcrJ3dK9+QRwZeWE6UoSAjoKaRSICT11998vwpLNzBb0nUs6ybyUffKT+WlqN5f0CiAMqKmHFSsnOHeG9VyMdNS6eGTo01jXoOXrZcFpUKC4K3FBs2hza70NxKNtsMG3fXtIgaUImpwOncCI8m+GkjmzqIKfez+s6//3Y0ZDpIdDrapSWHTvV/2CntyefwrQeEM73NCaTYPAgw8nvK+YKFkEvJVlF/HKnv4t02tOC/MiW1xWE6Nzu7Ew0vGu3im7eW5BSUlvnvzwakRFjJbCxWAX7TQuiatQkPHl5KjNXRwSasBULesqsKC7uoR3FAVrcpdH0YhobJTfcLHnhpfB/u+xbybkXSL74ylg2dgw894yJY47u3MpJTxdccqFACDj5RDjumPDrEC2klFRWSn5YrtJMbtjo/3qZdZWLmUe5+MVh0i/Uc0sLzDxKcsjhkplHSk46zcU557q44koXN9zkYt5DLl58WfLRJ5KfVkkqKhJHBDZ5kuCuOwU52fDrM2D0KH/LXwjBmWeYeGSBMcNBSlj8nOQP16pzG4gRwwWPLhDkt3VqHC1w082S995PjHOj0Wj6Lt99L5l7nYu771PRBwEKC+C6OSq17UEzBIufEtx0ffA0xRqNJj649GLBqJHqs6NFDVC6nRt798Kf7pHMusxwSldWwvwHE8eW02g0nbNs2bL2z9OmBQ+fMG7cOFLaPEHffvtt1OsVb4QrPqqsUuIdN8kpatDZ16GRnBzGwGtbHWw26N/ff3VBvtpHdx0xTmf3fh8uWZk9E5GsJ/C85m4zONXecQQqTxFYvHPg/j27v/S0nt2fJjBdieYTDTZt7tz+zM4iaPSRPTodTq/E4eh+GcnJwSOKhZJiN9ZMmaLSAQdj+r7+Yp5QBU3ZWWrSepJNRUYxmVV0SndUqFCipXREahARjQTKy/tun7Oj6xkqubmivW/vvo/NZkhLC2531dTCxk1QXa2+Z2YKkn3syuKiwKL1UAgkroiU4CvYveRLRrqK0DjAx5b2NPXTAkSJTE+LfVq3aNHSAo0BUhx3V/iYk92933tSWRXe9kOHeH+fNhVyc030L9EykHgg1K51qJHerFaRMP3JQOMKvWWiU6zQwZ41ml5Kebnkuhslq9fAF19KCgrgyMM7bzFbWyXPPKsEYW4flhBw9llwwbkCa4AQ+ps3S9aug8Nneq879hgYO1YwZHDsWuqGBlW3NT/Dz2uVUGvrVqjzUOZfOUv4hd51OKC5bWZPk4+h5znw62iB8nL15413ZywtFQYPlgwZDEMGC4YMgWFDA4dXjzUHHySYtE/gAfLVa1rJzzNhMsH4cYLFT8Edd0mWfq3Wf7NMpWm8/RaYuI//sZWWCh5dCNfMkWzdCk4X3Hm3pK4eTjsl/s6FRqPpu3zwkeTA/VVKoFtvl16OK7MJbrtFeLXhwWZVazSa+MJqFdx+K5x/kaS+Hsq2w5TJUNE2U/fLr+DPj6hBXjeffgYffKjSsmo0msRn/XojZ86QIUOCbmexWCgtLWXNmjVev+kqL7zwAo899hg7d+7EZrNRWFjIlClTOOOMMxg7dmy3yw9EcpLq2w4cqBxX4eDy8S+OHA57yo32MhhDh6htKquU8zgvT4lnPfvRJpMSbHk6qHNzlWOt1UP4E+qAdUqy0X/vCpGeUd+R1t9mgxHDlVNp127YviOy+44lbsd3fUPHkV+qqmFAhCNjRAu7XRDN+eYDS/GaUJiVpfsU8UA4gtFfzIDPPo9OPUIR2VgsKlr+Bx917T51OKCsTFJSou+9aLF9e+jbhnIVXK4uV6Wd7GxBdjZs3y7bIxa5iYc5LWNGd7w+I11gT5GsWRt4/bJvodVHuF1Xr0QugwdBswNWrwl8Lj0FFckeNsnIEQKXU1LfEMoR+BNKxK/yit6XFjNUSksF2dmSr5Z2vQyHQ/r5aPLz1bn3tc1Gj4JVq92/8143YACs9YjqZrUqMeReP/9P5wSK5hqJCFj5eSraVn0IkRzdk1QzMpTdsWuXimjn+agPGugfFbK2zjuil/KXSZKS4vN9YRL+/Zdw8W0PwyWvn/fEh+4Q7txh3+3dfa+MDC3uigf2m658p51NcikpCV2cP3QofoFJ4pHMLNjmYwuZtTqpW+jTp9H0QjZvlsy5TraH+wXYuTP49m7Ktktuv1Py0ypjWW4u3HKTYMpkf2uipUXy3F9cvPCSGgwdPRpKio3tzGZ/0VQ0kVKyfYdKLfjDD5JVa2DLls47vWpWjPfxuVM7mM2qw+eJy6UGmVtbQx9ArquHFSvVn6fpPGig5PFFgrS0+DKKMzL869PYKLnqmlrqGyRXXwmHHaIGHufdB399EZ55VqowxuVw1TWSiy6E3/zaPxd7YYHg0QXwh2slP7d1wv+8UDJlMgwaGF/nQaPR9E2+/Eq9D/uXwJGH+8+WOvLI8FMKaTSa+KGkWHDdXLjlNmWTLftWDbR8tUSt/897anav5yDvAw9KRo2C0gHaVtFoEp2dbZ1ju91ORrCwFW0UFRWxZs0aKioqcDgc2NzqlS7w448/tn92OBysW7eOdevW8corr3DGGWdw8803d6t8hEC0eWQtFkFrq2zvr6anCURbPzTFLmhs6NjzkZIiaGz03iYjw0RSksQkvCNLFBQIdu1S35OTBTarigyQ1w/2VkBFucTlNHrcbqlMQQFs22qUX1FurMdjW9/vnthsbdsIFaHDd2JWR+TkGu18RkZoDnWT6Hw7i0VFhHRvZ7cLkpOVc2zbNok9RbBnLwwfJsjLgx07wvPSx1uU2Pw82LPHuB/ctWtsDH6u0tJEWOmnystje9yiM3GXZ908nsPQyhZe5cfT9e30uIP9LsRjECK0fUTnjHR8DwohQj7+5GQTxYWSHTslA0tFWL/ttJYicGToSfsY6WTz85SgtjvnadVq6N8/fu69ruJ5ruLpWRo5Er75JrR7wvf+yc1VEaQ8hcC+78buEPDekT2bIjAQJcWdR0W3WgUzDpD87wv/c+t0Bj6G2lqoq1NrRgyDVWtkCG2BQkpobhYMKDHEMm7y8oTXuzBIaW3PdPC2r6iwZ6LBB6uD1db9/XfnOczIEAi6rl6sqfG/7jt3KL9VSYmxzG5X1zNQ7QSQkqyeQ5NJRWpLS4WfVvlvn5MtOnwehQgiluzCM2azQXa2KjM9HZKTBGXbJSXFgu3bQ2tfpAsyswQ7dvjf9/l5gpYW/Moym73bpMZGQXJyqO/57l3PcNl/f8EXAdqDQLhc0WnnTCbB8GGwbp1Rj+bmIPdakHe8m+ys0KP59e8vGDQQ1q83trdYum6f+tXVpO4fT9z9zXjCXaexYwU//hiduqWlCerqjLIzMkJrN9PTBYceAjW1kiVLgtctFDsyKwv6F8PwYSaqq6G6OvD2qfbYZhhxv2vMJv9jiqQtg+j8/doRJhMceoj6/Ucfy7gQuXeGFndpNL2M739QqRhr26INmM1w/VzBMUd33FS+975k/sOSBo/ZJwfsDzdeJ4LOHDSZYMnXxszahYsk997Vsy+LPXskS76G776TfPd96DMfMjJUDvUB/WHMGP8633e3wGr1MYLaSE0VvPe2Wt7aqs51TY2K8FBdreqwc6cS1+3cCTt2qJmpgaivx0/YVbZdsmQpTJ2sZorEy4DEE09LtpWpN9tDD8O0qYL0dGW0/u4cGD8ObrtDRbdxuuDxJyXLl8NNN6iQxp5kZwsWPATX3Sj5YTnMmS20sEuj0cQFDQ2Se+5Tbd22MtiwCTIzjHZ89Gj4+BNYskRy150qiqFGo0k8DjtE8O1JktffUDNxDz1YDfC5o5G6XFBSrAQI27crJ/Utt0meeJS4namq0WhCo75eecTt9s5zmaR45PSpr6/vkvgqIyODww8/nOnTpzNw4ECSkpLYs2cPn3/+Oa+++ioNDQ288sor1NfXM3/+/LDLBxVV1LdutrYIEQP6m6mqkuTmqvGBwkITq9cEnjI8cqQFe4rA2SpZvrKV5GTBiOFmWlqguMTMrl0u8vJc1NYZ4TCKiizU1LTidLXNlhdm7Kkm7KlQVe1k955WzFZjhNSWZCY5SUUMMFs7zodotQpsSWq2uZQSs9WFAPLzzDQ1u9pFZW5fg9kauJzcbBPlld4eicwMM6YQomi0l5FjIr/AxKpVwadbFxaaKCr0LvS4Y1QIoPJyFxWVLbS0gtNpIitLVdae6j9jbEB/E1VVkto6/5HlrKxu5qCMMIccDOvWtbJmrROLQ2JL6jznYlqaCXtqxyc/1S6obxMhFuQb5ysWBLpGQbcNoV3xpKDAwp5y45w5HFby8+MjwkI4x+1m0EAzWVmhuRtcLhf21M5DU9mSwssRVzrAzJatHbctKSkd34OpaRbsqaHlD83KSmLGDBUxxmZTNmJXzl0g0tMDn09hcuHaqdo0s0WQkSlCOpcdEW9tS3fJzMyMdRXaycqCn1aFeE8I73Z08GCLEleYnOzZ68JiERQWmdsn0k4Yb2H5ivBz3VbXuKiultiS/IUXKXb1Ho8l2dmh3Y8rf3RgT+3cC1tYYGLgQDNLlrawc7daNma0Bbu9Jeh7a8RwCxYzJLUJWSorXWwtc2JNMpOZYSIlRQl7Rgw3k5VtoqlNFL9nr4v1G/zboLQ09S5zuSSDB7eya7f3uZ800UJxURiGSTdwyWbsAaKjDhkUehseCl15Do880sXn/+tae5ZS78Js9Z6lbzEJJBJbknFuW50qoq0twG1mT1X2hi2phYn7WBBC0NIS2L45+qhkflzlpLjYyd5y/2cpKUnQ3OwxISLPxK494YudhFA+qsoqVVZ2tnpG6+pbKC6yUFgAK38KfB+bTQJnWzirvHwLSUkCYWrxOvZRI82UliYzaJBg+YoWtm5TdeyXayIz04I91TinJf1t2AJk9glGpN6HnbH/dCs5OaaQ9+d0ubAldT0ve3KyoKnJv+1JsVtwOvG6XxwtAnuq/3OVlWXrcGwpLa2FxqbQ7pf991MXNDfXQWNbvXJzVd9w40ZnWPbppH0sfPeD9/0ULCpaoGcoVgwZbGboUDMtDuW/3bgp8vfePuMt5Oaa+PhT45nIyLSSlRn6O7PV2bH9azF5tzfFhSayskys3+Ck2aEuQkMjZGUnkZNj5cgj4O13Ax9rZpaNVHvsxi9TUx2YLarOmZmt7fcmqHbN3d52l4wMC1lZZpqaQrMJfBk3xkJOjnpHpNgjd9+kJAuvY44kWtylG4absAAAIABJREFU0fQiPvxIcte9sj1st90Od90h2Hdq8Aa8vl4y/yHJ+x8ay6xWuPxSwS9P7VhYZDYL5s4WXHiJZMJ4uOSinntRfLVE8uTTRuSnYJjNKi3EyBEwcqRg6BAl6vIVG/mSkhLasVgsKox1tl8+be/fV1ZJNm6E9RtgwwbJug2wbh0Eyr7x+f+UUA7g1JNh9tXx4UCccYDgyy8F28pcXHOV8EspOXmS4Nmn4bY7ldAO4Iuv4PyLJXfcCmN9RHRpaYL596soGYccHB/HqNFoNHa74KorYd6DkuRkFULdLezKzIQ9e9Ssq+ZmeGiB5OnH/SMUajSaxODKKwSVlZLf/FowdoxgxoGS8y+W7NoFDQ1qEsDcP8AVV6pnft16ZaPNma2feY0mkWluC2dltXY+mOgpmGruQt6//Px8PvvsMy+RmJuDDz6Ys846i/POO4/t27fz1ltvceyxxzJz5syw9zN4kIV1GwI7derqZPuErLo6F2VlxjohlIgmJ8fE7t0uzG3Nm3sI0uVU/X6zGaTLPTBrIjdHUl6hnA1VlS6cHn4Hl4efxOWi3aHkS3VV586KTJ80Inm5pva+enUNXrEAgjkdTEB6hqC8LUWK2SRIS4fyChd5eWE4r4WKkhCM7GxTyOMInZGebqK+vusOp3ihsMDEzl3e1zk9zUS/3M7P+6hRZpZ9q27cOJnvFnEG9De1R413IxNhqngHjBzRM8KEjgjkbA0XWxd8TW5hV0+wdauLzVuMNmLihNBcPNlZhjhAE/8k2QTmthdzcbGJtHSBPUV4jT/4js2GSn2dpDyAGKWnGD/OwoqV4YvS3Gzf4WTHDhfVNZ3fz+lpgpQUQYNP1NLsLMHMQ21IV2BhzObNTtLSBKWlql3btNnZXh7QHuHU0aJsKbcD3dESuE4FBerdZzIJpk6xsnx5C1vLjGtQWyuhqNPDiSpJIUZkiiaZGSaGDjEHFMh1/DtBeTlYzIJWp3ENWj2Mw/79zdTVSqqq/e/9QFG29u6VWKwyaKSqHTtdzDjQSk21medfaPJb7ynsAvUchyvumjRRvZA2bHBS7XNvuetl7eD9k5cvSLKZsNlEu5Bo2FAz69Yb5zcpSbB2nZORIyxevsC95S7WrXdy4AFWtmx2kpdvCkvY5VeXfib27I18u9O/xEROTs8KUocPM7Nho5P6ev9oRANLTaxe06PV6ZBwTcviYjM7drr8bHhfMjNESG2wJwNKTF7tXiSxWsBmFV2y4UKlf38zXy0xhFnDhprJ6OJ7OBgFBWZAvZNysk0UtE0cGjPa7Ce6c5ObY2rvm8crgweZKdvuorpG1dPajbYkGOHej5EmPU14Tc4aOcLM8hWt3U4XGwgt7tJoegFSSl76Gzz2hNFK5PWDB+4TDBsavJFc+aPk9j9JdniEdh40CG77o//vnE7J0m/ggP28l48YLnjiURg1MnoRpqSUfmVbrQQUdqWnw8QJMGmiYNw4JeyKh+gK2VmC7EkweRK4hV8Oh6Suzn/bZcuM6zhqpH/dl34tGTQQ8vN79rimThH869VM3n63mZmH+ee7aGmR5OYKHp4Pi5+T/OUFZTzu2gVXXCm5/FL41Wne90lysuCQg/33tWu3JDmpcxGeRqPRRIOZhwomjINHH5d88JGxPCdbze4DFQHyzluFFnZpNAmMzSa46w7jGc7MFNx1O1z2ezVZYs3P8OZbcM1VgnvvV/bZ62/CpImSmYfpZ1+jiTYjR47sdhn33HMPp556qteypCQ1xbilpfOoAA6P/Kzu34VDZ5G+Bg0axAMPPMBZZ50FwAsvvNAlcZfN1lbXAKP3VVWCwgJJ2XYVddszWndODhx9lAkh4KWXXaxaLUhJgeIicDRLpAsa6lV7t6kejjjcxN5yyZIlxuBxY6OgqAC2blOpEW1J0NCWLkwATh9HlKO5lcYG2Lu342Oyp8LOXa3kt6XCllJFxg6GyyNdiMmsRGb5+ep7c1MrxYWwdSs4AWcy1FSr6Kyh0tSozoWjOfDobL9cMAnRfuxuqqpU37mmRtLQ5gBKThJUVanz2lDvPxBfUyPYti3wftzlxRMpKZJhQ2Hp1y4cbRpIu12wZYv/MRQMVSkvfM+TLzXVov181dUZ5ysWBLpGXgjRHhGhoaEhZC+azSqor6f9OAH27BVxMYYFIRx3AOrqQr8/qz2eiY4I9swFo76e9vswGI2N/s+qJw2NAiR+YpBABHomLWZJTQQcTK0tge/9vXu9z53dLkhLhbo6GDNGjUGuXKlSRbopKBDk5kJZmX+9Ro0Scdm2hIsQoj1SUHV1dVyJJYuLpFearmA0Nnrc89J4BwPYLNDaov7ceLaVEHqarN27ZdDnpLFBCWSiSUa6qcM2prP7cdkyGbKQc+hgwYqV/ts2N6s0dC0tEpsVrzRboNoR4fFedzRLiouhqdE7MtTmzYLmJtojYSUnqVSalZXe1yU9TVBVZfyuvsH7OV6+XEWq7AlGDJOs+VnZbRUVnqmVu/++jcRzWFsb2vvBk5EjBCtWuGhu01glJYHnvAxHcyuOJti927e+ys80Yrg67tycFrZulTiaJRs2qG0G9A/8XtmyxcG2bdDYFPxdlZwMTW11amhw+G1ns6nJEKmpKktOZaX37zduaMZkUvXMTFfLWltV29DcJGloVHZVsP031EFmkTq22lrJTz/5b9PU6KC2Vl37ykrvc79yJRQVmigtVd897+FQ8HzOrUUipOsaNJ1lEAaWmtrrFart0tgQvA0MRFGhoKFRpb+zWMDR7KB/MWzYKKn3sCcaGh0UFggczUY9TCbvttxNVVVDhzZfXV3oz4G7zayvN9rG6upG8vOzSEsTVFTWh3xSq6oa6V8i2/tqE/dR/tUPPvQ+t0WFKsVnOOTlCbaV4SeKiwQ1td7tV1fsWE8mTRKsWk17VMacHGUrbd1qlLtzp6AgTB9tU2PH17W+QVCQJ2luVqk5Pe1Vz+e8ttZBVZV6ZwweJLFa1P3oSXVVAy2O2PUr6uull8i1sID2FMaO5sDPhS/7TRds2qwyZQXD3X6Fcs33m67azC+/MspbtVq0+6G7c9+0tggcDqPcL75U/7OzBRDZMHda3KXRJDitrZKHF6qUMm6GDoEH7hVBxT9Op+SvL8Kzz0mvGbYnnwSzLvPPm/3zWskDD0pWrYIH7pUce4x3eaNHRf4FIaXk2+/g408kX3wJzz+Llwp6wngVmay1BSZNgun7CiZNUseeKI52m02Qk+O//NBDBbYkyXffwZQp3utaWyW33Capq4dxYyWHHqLEUeEaEV3Fbhf86rRkqqqavDpnZWWSWVdJLr4Qjj4KLrrAxPhxkjvvklTXqE7HgkdUCsYbrvVPRelJTY3kD3NVbuP590NhYWJcT41G0ztoaJAsfk5SWoqXsGvUKFi9Wn02m+DO2wQlJbp90mh6G6NGCS6/TPLnBer7m/+G0aMkRx0J772vlt03TzJyBPTvr9sAjSYRSU1V3rcGT5VTEBobDeei+3eRZurUqQwbNox169axbNkyXC4XJlN4zr2fVreClHgOeeb1U30pl0tiMgmSKyW1td6/Ky2FzZtVn81ihaZmiaNFpaVNTlYDsBIl0ho3VvXT01K99+OSEpsNRo8C0dYXd6+32by3da+THtvk5qi+vculxFvuMYrmZtWPbP+9wK+slBTlCG9bjQQsFigqgh07YFebAy8nGyqr1PrUVP86hIoEsrL9HW/pacqZGag8d7+5psY4F+UVst2/ErAO0v+8+ZYXT9jt6s99DQAGDZT8uMp7u8wMcDllSGM20uMcSCnDjjoQSTra9fhxsNJTNBDk2uXmQHmF97LlKyVjRnuXX1gQ22P1pCvVCOf+lK7g97knmVmhO5MLC8DpDFx39zxDVUWJJPh92OKQKmJhCPsMdMwZGapd7S7FxYHvB7vdOHfmtmBpE8Z718nq0/7u3CXZucstBjaWT5wAOTnxc99FCtVuxM9BpacFvt9TkpUwxI1X20fn96D0aXP69ZPs6EAI7aapA1FDV96P4ZBqV/VOTYW6ICLLzq5dqGmOUlKg1Rn43DsckqQkdayB0iC76+FuK9R2+I3l794j2b2n43q0tEq2bJUMaOs/7t4t2bPH/zz31D3br5/6A/j2O+P9FOn3bVefw5TkwNdsv2nw1dIO9gVBnx+JEuBlZEJ1tbF83Fhv23XkCGXTLF/p8WMB48b5iwTd94fFHPx9VlpqaGoOOVg97+4uSNl2aG5rj0tKlE9LCNl+PTIzYFfbvZXXTwnWhGgTP6GuobsOwfZv8niXuVze5yQnByoq2mx9Idm5S0Ux9y1r6dfKOLdYVECFcPC6BkFspJJiyM9T6TJT22zKbdvg53Wdl59k835uQr7bAvQrOiK3H2S7JFXVMHRo8PuMtmcoUP/Hl86et73lYdhUbQX52s8A/fqpCRcSdb6avfWp5Ofh1YbJtr7dtH196uqzz8ICSekAlZWnoRGGDVVlff0NtAQJzGg2y6DtfnfxPZ8dnb2BpbB5i/E91a76vp62em4OTJ4o26Nep6T4X9uutJmpqaqvun1H4PUVlZLMLO/jKCxQkck82yXP9tVmgyFDYP1G77JaW2Nr32Vn+9skvu1yZ1itkrFjlO3q25dqLyfIcxeIL5f4b1VTK3n/w+6fqGZH4DJSUiJ/EbS4S6NJcKqr4b//Nb5PnQJ/ul0EFc/s2q0EN9//YCzLyIAbrhUcNCPwb958Swm7AB582MWhh8iIpRsIhhCCx55wtYcw/fxzvERlVqtgwYMwcGDoKRQThWOOEhxzlDEI78nyFUbHd+WPKvrawkVK6HXYoYLDD1Mq8p7E5ZLcc79kz164617Jho1wxWWC/aYLFj8Nt90hWdFmePzfZ7B2neTO29SMGl+klNz4R8mmzer7JZdL7rtbOVo1Go0mWuzaLTGbVIrdO+6SfP4/7+S6I4Ybwi6A388STJms2yWNpjeyYYPkH696CzrnPwQXnKeEnU6XGoy9b55k4cO6HdBoosk777zT7TLy3aGbPCgsLOSHH36goaGBmpoaMjKCh2/a0RbmOicnp9MoXN1h6NChrFu3jubmZqqqqsgJNAsoTNLS1P/hQwXZ2Wow/5tvvbfZtBn6l6jPbme/y6VEWsOGwYhhMGAAtLR4R8ROsqnBU4dDOQN274Hx4/zbxJxcT7mPgeeWzQ7lLLJaYZ8JypFTV6cG2C2dZHjLSFfChro6VW+zRQnCmppoT0UJUFGpxGs52coxVuMjukhPx0/45ktVtXK89S9RM3Lds/SLi/wdvYEIdWA9yWaINXxJjuyE34ixYYNk/UawJQmSk2RQ0UB1jfobP67zMls9sjGFoMOMGRaLimhXUWlh1ergKcYaQgiKlJlBewo2jUFev87FXdlZamzTbldO78pK73sI1LPVkaDFE5MJajppEzr7vSepdqgP4z5OssGMA4NnSHCPmQHY/bP+AuodUFgAO3cZy1KSVfviKe5atRp+cZC+72KF77tBeNw7Dh8HfKjMPFQJn2trYcWP/utnHED7OG0scN/W0/ZV918oYjRfPMUIbvPM83wdMVOwebPk53XwU5tPw/c5dMngaX/T05TgxPN6WCyQ1qbzHz1S7feHFaHXec8eFQEKAv8uKXpmZsjEix6yuFgJH+rqVNteVQ0lRe40pMEraTar6+R0qj9fqqsDn+fmZsnWbarookJD+OZJi08kWrOJdoPWYlVRcquqoSAPNm9VyzMylH3rbsstFkFyMu0pmcu2G2VWV6sxybw8VW55ufqtm4pK45hKB6j7L0DW93YC6ejV/iVNTe57XFBSrJ4XgA8+8j+3JpM6/9C1lMXpaUoUmZEefJv+/fFLbReqGGLiPuHXKRAD+qsoxB1hMglKB0j65dIu4K73ESrl50dXHNsZnnaOO0i1py3h2+aZzcp2Cpehgw2f7AH7S1pbjTR7SUkyoLgrN0ftr18u7C0Pf5+dEeiZD4ZvAO/p09Q701c8ZLcLhg/vft18aQ0jK/HUKSoiK8A774V3dzU7oINHL+rk53XtHe+LEIKCfBlU3OXGdwJDvODbTkQCLe7SaBKc3FzBPXfBrKskMw+Fa+eIoPlqP/lUct8871SAUybDzTcI8vKCd+QvvlDwf5+pwcsTTxCYI9xy1NQqBbRvBLCjjxKsXqNeWMu+kxx7jPf63i74CTSb1WaDA/aDr5d5GyFuodeiR2HqVMlRRwoOOrBnhG8VFYbhY7HAUUca+yzIFyx8GJ54SvLyK2rZ9u1w2RWSK2fBSSf6GpiCM34FP62S7WrsK66S3HqzHmzSaDTRweGQ3HyLmp3269Ph8/+p5e7uUmEhrFtvbH/CcXDaKT1eTY1G0wP8vFZyxe8ljU0qekz/EthWpgZenvsLXhFvzzozdvXUaPoKQ4cOjXq5GzZsYOLEiQG3a21tZevWrVGti5tgDvxwcTuLRo2AYUNVmVu3qVm8nmKA9v0GKMPdDa0ol2yyQrNDtAvAQDl5RrRN1PGMYCCA3ACD9Z7CKXuKira9e7eKVgDKMWUyq3SOgwertvaH5UqslVeoBBruAXDPNC05Ocr5t7dc9Y2bm5X4qb5VOVA9sViVsy4Q+XnKEbMygAPcE5fHO2CgRxQGszly169/iTEusnGzpNFHEDQp8K0aVxxxuIoQsHePf+SucKjxiKoRrRn+kaSzW6CxUYm3PKM5FRUaqZqAiER66o0kJwuysmRAgVd6Ogwa6H/yR46UOJ2qraloi7QXqrALOnaYu0m1Q0FBkDr7CDEHDYIfA6TCCkRWphqrDTUrQbCMwevXG8ecm6OcnqNHqb5tIjxTfQUhYN8psOxbNaa67xSVlrexSV23UPAUOhUVqnsnNVVF4gmEGiuOnfzALZwxmwXjxuKVPjRUhg8zhFLLvvNelxdAmAPeKfpApVveuBHq26J2uQUH/UtU27Fho2pjiovV9slJhnB+1Zqwq9xOoEhWhQUweFDXy+xtCCHYdyrtE989J8BPnew/WcFNdrYgPV0qgW8A8URzs7qebnvZ/e5ualLv6dL+SoiQlqYieO3cqXwxmZneqbZA2aue7XRenlDCLICt7qit7v1KysuVrWm1qnRrQnhHPN1WBiaTiiZXXCTa70uAzExVd7d4xdPmcGfg8YzIZDbDmNGB3yGDBymhgfteDsYvZrQdpxP+96VxzOEyaaKyy/Pygkcq6g4ZGZGxwTMzVX/C6VQ2fjDxUWamYJ8J8Nnn/uuSktR7ttWpojO5BR326AR/7hRXCNdLdjEDXarH/SOE8BIi+jJ1iron3QK+MaNlwPPXXXybVt8oZf1LlFCxrs7/XnRHxIsHRgzzFgC7hV1doSNRZU+Qny84Yqb6/M0ySWWYaV3DZeIEWPpN6Nu7ha2VVZJvlkWnTgIYMjjy5Wpxl0bTCxgzWvD042ogNNCgYn29ZMEiydseE5/NZiXaOvMMb0N0506pZvV6zMrNSBfcfosatOhfYsIWRDwWDlKqaE5v/FvyyadqEPjvL3nX//DDlEF92CGCMaO7vctewbixgvvvFdTWSj7/Qgn2ln5tdFicLliyFJYslaSkwCG/kJxwvGD8uMgNOPvSr5/guafhmWclqami3YngxmIRXHGZYMJ4yV33KnGhowXmPSRZ+g1cN4f2nMYAB80QLHgIrr9RzXhpboabbpHMuhxO/2X0jkOj0fRN/rxQsqotOs/i51X0BXcnL9WuZsu5O8Tjx8Hsq4VuhzSaXsqQwSpi13ffq+d+z141e7ayUtkj7hmNd98JU6eElzJNo9HED1OmTGn/vHTp0qDirpUrV7anbpw8eXJU67R+vVKS22w2srKyOtk6MCUlKkIXqPRbNpvqn3nOXvVNu5HuM+ArUFEGAMp2qKgWjhbYsgUObxuYtVoFuTlq5mxRAewph7xcODzIrP+sLCjIV5OCQA202+1K6NXQqKISmM2qrNRU0T5TPzlJOUZaWw3Ri3vQPiNDrcvKVM6XVLu/09ZNapoS1XhisSjHXnqactoJIbBa1Czzgjy1bvNWZRfu3KXeCQNLjd/vM16wMkShRjh4OkYmToAvl3juk6AR2mOOMISCZrMgO0tQXg5ul2VGhn+0tEQiJ9sQCEWScWMFVVUq+nmi4X5+u0M0I8SYTAKTSaU1TE1VzlpPR16gqCxhlS/ggP1Dex4HlSoRSSB8I2uBcoSHKuwCI0qY0yn5+NPA24wZbQgAqmt80oqFvCdNd/AV63qSlSWYeZj6XFMrGTpEiU18RYZTpyin9GoPYZHVCqNGKlGB3a4mgXdEsEhvnnTkpA/EuDGE9U4cPCi88gNhtwuPaDPed/GevbB2rWwXkbtpdSoBlzt65K7dyiZKTROMHiUZPEjw8aeS3buV7QPeAqHhwwQHzVC/+8lDvDxyhLIlOouGFiwqZ/8S1RbE6h3vGQmlrj60aKQ9hbst9GwTs7MF48fJoOfbN3qPAFLa7pWUFFVWZqb6vnq1ZPMWDxFVm4iipQVsNkFpKR0Sin0gpRpPKK9Qfq7KSiXkGj5MRYTdVmZsu6Ut4tf4cSqdo9WinuvMTEFFhRL9S4xn1GpV9iJAXS1UtAknzB0MVVgsxvH7MniQSlU3aKDhG5RSYjIpWzglueNjDURSkqB/mxCzX670mjzbXaZGsHsmhCHO27Wra29GdwRWd3pJt7grNUhkrEgNLefnBV4eTPztiUuCM4woUl3BV5yUlCSYvq8ai8/I8H4GQsVq8U79mJXZuYDGPYHmo09kQOGbb9RVgKYmI8OQPQVKS339nuHUOjQi2QbbbPHXdxw4QPXfw4loCx3b7u5nKTNTcOD+sl2QCmrsITXVu622WuCA/Y3v2VnqnpQyPHGYJ2NGQWWVd6SyQw9W7yRPrUWk0OIujSbBePc/kvQMmHGAd4MwZEjgBmLZt5K771MRSdz0L4Fb/yi8ImW1tkr+9nd49nnJ2b8RnPc773ImT4pMA1RbK3n3PZXqcdMmY/mOHSrl4D4TjGVZWYLfXx5/L6B4ID1dcMxRKoVjba3kv5/D+x9Kln1rDJA1NsK778G770kGDYITj4OjjvQWUkWKpCTB5ZcGLnfp16pjfNyxsPgpwS23yfaBiM/+q6J03XwDTJ1i/H7cWMETj8G110s2b1HHtHCRZFsZXDVLdUQ0Go2mu7zzruSNfxvfhw4xZlS7Z9C5oySWDoB77woeHVOj0SQ+Fovgztvg0lmSbduUUMBmVU7+piaVFmrkiMCpxzQaTeIwbdo00tPTqa2t5fXXX+eiiy4KKNz+5z//2f758MMPj1p9li1bxtq1awElPDMFGlnuhKlTrOzc6WDvHtUZ3L1bDXgXF6n1JgH1dcqpOTpHDaaWDoChQwTffm+UM2xYmwCgrVPpdpD5ujgmTYQPP4Z+eYJ+eWqGcTBSUsDlVAItp1PVKz9fsGu3pNnD8drS4j1LPrVtlnugyAvJyWqmeXOzKrvVqSJ1uKRypLjT6IIaiHc7VD0H/c1mQ+zgPkbloFXL+rsk2dkqYtD+0wFE+/n47ofAx+pOgxaO48pTcOc5uzotTTBmlHJ8ZGZiRIOIQ4YMFh06VOwpKgKNy6XGfhKNfrmdO2+LCk3tzv60NLwi5oO6zoEEiFlZKsVPRYW6/xIFmw3GjlFR5btKV9IAgXI+79wJjU2dbamctbt2S0YOj07EkFAJJoQbP06w08eJHMp41/R9jahvbkFuR2K5xiYjUk1BvnfqqTB0ZJpuEEzc5XcfS5UaOSXA85GdJcjOUunh1m+AASVGxoZRIzuvQ3KSMe5eOsAQkvgSruCgswhAvkRzTHf8WJWKctMWdW/7xiizWIz998s11vTLVVFK3ZF7PBlQAsUl6vxZLMIvIprZpGyQ6dPU9+1lsDWAWCHQM2oy+Wcy6Wk8z1FHoqB4orBAiZ18BXzgbTempCgBVmGhOtc5OcoH5hZ2eIpDCjzsrE2bVXTacWPVe6S1VbLmZ2N9TrYSGowbq5z5Lhe0ONTz7Nm+9stVNvmevYaN577aLpe/reBJUpJgYKkSWwHk5PjfJ2azkY3nhOOVXw9UisfKKvW5IJ8OM/Z4MmyoYMhg6SWmE0KJHvbsVTZud0hPV7ZtVXXn7+RQhEnZ2eE9OynJ/m2ub3Qn6FiMG+9MnADrN6h73i0o2bvXUDIFimI6eHDgNqurhCLez8gQ7W3mtrLwxXRTJisRjsvlHfnYE9/0fK2tEotFBBF2Cex2ox7u95rDYTzTWZlKdOkWNJtMMKyLwb090/S5xZNuzGajL5GSAt//ILFYgguEPSkpNqJjx1uwFHfUroxMQUamdwTwUEhKEkyeqKJ/1dT4p9B0Y/NJvTtkMPTvr6Ivms1qEn9Wlr/wzYgC2HG9kpMCP0clJQKTSbaLu1LtymaIhgAQtLhLo0kYnE7JE09JXvqbatQfewS/CEmeNDVJHn9S8uo/vZcfezRcfaXAbvf+7af/B48/qRquv74gOXwmDOgfuc7Fhg2S1/4lee8D77DzbsaOidiu+hzp6YJjj4FjjxHs2SP54CN47wPJeo8B5U2bYMEiyWNPwsG/kJx4vGDSxOhHwaqrk9xzn+oAfPwp3Hi94NGFgieelrzyd7XN3r1w9R8kZ54huegC0f5iLSkWPLYIbr5F8m1biO1/vQ5lZZLbb1HHrdFoNF3l+x8kDzxoGOyewi6AWVeA0yl49HFJbg7Mv19ERRyr0Wjii6wswfz74dIrVDqH2joVYba5WQ1SrfkZ7n1AcstNhh31xZeSoiIYPEi3ERpNImCz2TjnnHN49NFHWb9+Pc888wwXXnih1zbfffcdr732GqDEYBMmTAhUFCNHKm9qSUkJH3/8sd/6Dz/8kJkzZwbtd23evJk5c+a0f//Nb37TpWOaNtXKCy8p55EvE8ZDQb6ape8eVC0vl7Q6VRs3criKHKMiVql6ugeYK6sCpx0TQvD/7J13eBzV+bbvs9KqV6ukYmkzAAAgAElEQVRYXbZc5G7LvRsMmGpMMTUJJdRACIT8+EJLCCVAgJCQBqH30E0gIfRuOi7Y4N57lWxLlmRLe74/Xq1mV7uSVl2y3vu6dGl22s7uzpw5c85znic9zdaKkhoSaUyaAHM/C77Mt7HTV9MWG0tt71d4uHRCeyPZwsNl0Z69sHK1dJplZIh7gdcdzGOlob9PH3HN8TojRUeBKyz4bxEd5d/IO3yYlP3paYF1wPBwG9BhANII33ucYfVqi6cV7HCysw3p6bZLDi5whzvOEi6X40gSG2vJzPAf1RyUTvSR8/MNy1c20tAfZRg/1s2GDYbMTMtHn/gvj42VThmvC12EjzNOYf9O9GGbQFKSwWCb7fwk5U1oW/t+Q3FxhogIG5K4CwI797z4OjY3mVb8yQYU+jsxhYLH44hCDx4U95fwcEN8nJW6aw9pe/W6IkT6dHQlJ/uLD5SuR2OC2vqYPMl5fhkzyhAWJo4k3o74xAQ5P5rq3BUWBpMnwldfO45X7cnokcHj4jxWouXENUPm+VbHIiMNRSPkmS83R0RBEW4or5a6Rr8+1F7rCT5t0FmZplY874tXvFMS23i5lpstHdP7y2H1GktqSuvFyzWVNB+ReSiCms6K99uLiZFBWSCd/JmZMqjAy44dNiByLy9HXFy27whel64rVtldLNdJcTFkZMi+P/hQ6tZe+hSIw9ySpZb0NCdmNSERwreKACcYkRHB54dCYqLjghSqO2Z+HXeyYM6RcXGmySLO+sjONmRnw+YtDR9gYqKhZ7pl2/bWeV+AyZNMrcOw2y1ixrpCEJDno4aoKwbzpb6utgh3y8rHuu7LXkYVOeJtqBMPWkNpqf933afAOf/S06Qs7NfXsmlT6PFx4SEIjdqSuDg44nCDtbbe5+y6Z1hlZcNOW2FhImTcuVPKDfCPsS6piYzPzDTExVkiIprvyOTrWhUdFehidbDmHCsvr19sGOxjDxzgiL07W+hIKE6Hwa4T3zpJSoohJUVE7h9+HHwfdev93vPA+5yfnh76MQdj0kR5j0/mOvNyswOPNbaN41hV3KUoXYC9ey2/u1Xi90AK9Eces9xxW/ASevH3En+3wWcETnIyXHO1YeqU4NtMPxxeniMWwgUFjlNJS6iulujAl19xxDm+xMbC0UfBiTMDo/yU5pGWZjj7TDj7TMOKFZbX/2t5+x2nInLwILz7Hrz7nuXxR0yz1eWh8q/nbe1D0arVUmGOiBBHtvFjLbfdYWviGuBfz4vT3G9vhF75cj4kxEsH691/tLzxpqz31ddw8WWWh+7vxLEUiqJ0atavt1x3o62916Wl+jesnHwSnD7b1Npy98qThzdFUboH2VmGu++EK66UjsNdu0Tc4HXCfeddyMywXHQBPP6k5ZHHpPHn4QfaxiFVUZTW54ILLuCNN95g7dq13H333axfv57jjjuOqKgovvzySx544AGqqqqIiori+uuvb/b7XH755eTn53PUUUcxbNgwMjIyiIiIYPv27Xz66ae89NJLtdGPxx57LDNmzGjW+/To4QqISklKgJEjpJNn5UrLqtW2Js7QYK04X3k8kJQsERPVPg4CXmFSUk1sS91oKJDRwN7G44YaymNi/Ucj1+0z8o5CjoySkbBRUeJKU7JH3nfPHtl/fr5h+3ZLVM2x7NotxxdeIyKKjaG2DcQdLs+esbGGxCSI94ll9B21P2SQdGruK5Xvw5e4ONNk0U1SPTE3DeF2Ox1LriAdJV1R2AXipta/nww083VBGTLIkJNjqKiwtWLDroxvJ2xKiouwMLm+Ro6wfq54IOeHV9QWTDTZlfB2GLVXpF+wQaIQPOooo6e4s/jGptVlxw7/Dpi+ffwd9xprEw3m+uCLr3hq7XrIzKh/3ZxsEabu2weDBze8Xy+bNjvn0patIu4CGFkk+0pNhcXfO7+Tr3h2Vx1RQ914XqVtSKjn/tCWHeR1RQu+HeC5uRAZJVHI27aLyCE9vemDgFNTqB1APm1qYDRzc2jqXc/Xvae42P/9G+t4T00xpKbI9IEDVmKki2HvPhFdJiSIQKwpxESLWxKIAMFbR/LW04wxDBgAS5dZ9m+UtqhVqyEn23aIi1dbRuS2JfWdqvl5UHVQytQwV2DUWl1hTng4pKVLtHlWlgl6Drvd4tjm+11t2y4C4bAwS7UHP2EXOIKbMaOhtNQ5WJdLhDRL6oh6+/X1d5RtDslJzv3JK16u60TnZVSR1Id7BhE6lJTY2sGvSUkweFDH1EWHDQ3+e7QWaWn+DkqtRpBDnja16Z8lpYfjThQfH1zcFRfXePRenz5htff+XvkiEE5OEge17CzvfEOv/IaP56gjmnceNCTAgkBBT1hY/edtXZpyzwrVUSzB57mxqp76YFubTjQkIGwIY0ynE3V5GTIYPv60/uU906UtwvdcGD0quOBUno/b/+bVv68cT1QUfgPdUlLa/VBU3KUonZ1Vq6UDerOPzexhU+GG64JZTVoee8LyzL/8GxqmTYX/u9rU5htba9m/Xxo6vbhchmuuhvkL4KRZolRuLpWVIsR57vng9riF/eGUkw3TD3Pso5XWp18/w9VXGS671PLBR/Da604e/YDCQOe3qiqxpmxNN69zf2LwWMuzz8I1vzJ+I53GjDY88Qj84W5bq3RevgIuuNhyxWUw60Q5FrfbcN2vIScHHnxYbtpjRqmwS1GU5lFcbPm/ay379jnzfEfmTZ0CV11hasvC5j68KorStRlQaLjlZrj2Omms3bYNP6eRJ5+WuPFXX5PXW7ZIhPSN12uZoShdgbi4OB588EEuvvhi1q5dy/PPP8/zzz8fsM4999zDwIEtyzRYt24dDz/8cIPrnHXWWS0Ske3c5SGyjrgrJtaQkmJYv8Gyv1yE6slJwQU1ZWWWRYssFTXRXQMGSGeOd2TrmFGB29QnOsrN9o/22LdPBLAbN4mbQoRPR2uvXhBfM6o1wi0dYCUlhtRUWPiddLDGx1lGjRR3scoD0uGanCQOIxgRyfTuJZ1zXvebiEiJ2tlTYtm2TaIbvY5dbrcj7oqKFreb5CQwTYgiqs8JqCFifRwPfL+5QQMP3fvG2rUyEt3X7SGnxiE+N5cGxV1JSY5AJq6NRz6HQn1dCPV17qSkGI443OkINga/dj2ladR16erRQ1zQ3G4CnOCMIUDs2hhRddxqWjrgtSliCWNMbVReqNRXBkVEGDJqhGQjhgdfZ7+PO0SPZBgx/NAtgzoTPdMN2VmB7eR1XVLqiqVjY2rK0WaUg+HhEoG2eYvcJ31xuQwZPaUTPZgLVSiMHkVtX0OoDAkhuSOY0DlUfEWb8U10GoqIMCIGN5a9+6TMT0nx7z8JhdRUqcc0lY2bxHWlQ+nixcHAQti+TeqdEyeKkLyuYKrMx5UpMhL69zNM8zFD8J6jJSX+fST9+8Gmmvqtr5vPkqXBhRj7a+o/OVmAETH47t1SRw73ESZ4RZjBHKSaQlgYjCyS4127znHGqi/tPTExeNQjOK5yIP+7UuLOqCL5TeqLQ/bicomYZF9pYDymr/tbMHzjS32FSF5BX3i4v9tSqE6jDVGfe9PadZCcZBuM3szLdbFrl6G62tYKuJKTRdDYFqSnw5q1zutdu6kV0TbGYVMlcq/uAImRI/znWdu4M9WIYbDgu9DetyNJTAx07joUEbF1/RXk9PTAazHUOkZDEeMtcUOsS15ew8vbUyyt4i5F6cR8+JHl93c4VuPGwIU/NZzz40ABzoqV4oLkG8UXFwdXX2k46khn/dVrLPf+2RITDX+4w38/BQWGgoLmH+/evZZXXoWXXrG1kQlewsPh8MPg1JMNgwe1fRyg4hAVZTj2aDj2aMOatZb//NdSWBj4/b/wErz9jmX2qXDUEc23FfUlIsJwyYWGmcdbsoK43qzfALfcDG/8z/CXv1kqK8Ui9Z4/Wb74Cn59jdzEjZHzvlc+vPGm5Rc/1/NHUZSmU1lpufYGW2/HSmoq/OqqlgmcFUU5dJgwzvD/roE7/iBP6Fu2yujOHTWjs+b823/9aVPb+QAVRWkR+fn5zJkzh2eeeYY333yT9evXc/DgQTIyMpg2bRrnnHMO2V47lGZy//33s2DBAhYuXMjmzZspLi6mvLycuLg4cnJyGD16NKeeeir9+/dv0ft8+dVBCnrDipXyOqoeYYPXJatPAQwcKB26xog7VlW1/JWWQdFwSKyJBwoLa9qz4YABEtS2cZM0tPbuBTt3GvLybG3HhMslo3d92wWSEuXZ1StM2F3jvuEKM+wvF+eeyEjpuHW7peMlOVk6WPLzDJs2y/ppqeJGZj2wfqN0qAweCDt3WVJTRWCzZ6/XZav+z9VQp05jBItkdPu0wCY2w+HrUCApEfbusyTEG4p3N7yur8AhmHNce7J1a2D0YGF/OdcaInCkeRe1R2mAPr1h1Zq2f5+4OP8On7g4Q3amJSdLOtzrxny29JyJjJTOoOY6J/iKSKHlnfZ1SUqiNlYspomfddBA+OZb+Ww902Xwk6/zkdJ2DBpoGDTQ390qrI6Qyfd1VCQUjZDBaOl1YrZCxRuB1hY01mE6fCgsXOQ/r60d0d1uqeNA63ToJiY0vg5ARYXjdOTxiCMfSH3A++yYEC99L17qdo1kdHFHx44mMlKE1WNGW9ZtkC+3f1+pC4Lcr9ask3Y/r9tKclLgfrznaFKdZW63dOwfPCjCL5dLxMXeunddKirk3uVyGbKznTiwggLp/6iokG29Yt3miAJ8BTPGmFr3mD17Gt/Zodru2aOHYfgwy+dfBl+emyODB9zhhimT4fsfCIjpjG1A3JXSwyv4lO84JtqJcfSW3zExhtQUWzu/PsF5fcK7YFRWBp+/br2cS3WjGH0xxlDQ27Sb8KRuvGtlY+K2Oqdi3bKxoLdc27716FA+iwjeOmfdOzraEeyl9PCPCW/osxnjLI9sxLGtq5HR07B6dei/V16u9C1HuBuOWvSN5W0JKT06l6ZBxV2K0gmpqrI88pjlqWecebGxcNONhokTAt2Wnn0OHn3cUlXlzB83Fq69xviptnfvtlx4sa21Nvx0LkxporVwMLZuszz/guU//w1UoiclSrzVrBMNqSmdp/DrrvTuZbji8sDfobra8socy9ZtcOddlshIw1FHtN77BhN2rV5jueIqS58C+H+/gkcfNNx8m2X5Cln+6VxYssRyw3UwdoxsP3VK8GjRPXsk51qd4BRFqQ+Px3Lr750GN5dLHry9o7Kjo2HnTvj19XDvPdbPaVBRlO7L8ccaduyAhx+VRoZZM8VN5utvnHVcLrj5tzBlchNa5xRF6RTExMRw0UUXcdFFFzVr+2XLljW4fPr06UyfPr1Z+24KW7dWs3w5DB0SWH8ZNNBx9naFSXShy2XIynTEJ263f0Oqy2UYPqz5daH+/aQtIDYOwms6j5ISxUELpGNl3XpDWZmluqYdY9gQCCa22rTZsqcEEpNMrWgtoycUF0PPnrJ+fHyNm1eilMnWQ237SEwM7Co2GJeMHF++Uj7rgQOyj2Ade4Cfy2tTcbkaj23rDtQVxpTsgS+/ksFkFfV0UnVGfF1+QUSLebn6rACQkdE+4q6cbHFJDXdLe6d0hhvia+OI/Muw6GhDYT+JS6nrjBSMsv0wdAgsWy4imvh4Q1aW9XOeaAqDB8EXX8pRjSqS8mhd83YVlOwscd0Cf6ciX8rKbG05FBvrlPcxMYZxYy0ffwpLlokAZuqUVjw4pVWJjjbk5Xb0UQSnbgd+XRqKbG6IYDFxoRIZaUK65hsiPt4wdIhM9+0b2jb79onbqJeSPTX7inOEHw3VCyIiRDTcEfje4/buCd1hp7PhTfioqBTHrsoK2OqGCeOcZXl5lp074YOPRLzT2DnsS3QUfDtPBHtex6/MTMPiH4KLEXbsJKiDW0SEISLCOxDD2ba4OHD92Hoc+4YPFSfb3Jzgy90RInLcuDFQQBoKvoMQ4progNcs2lF/07ePXJcxsZbiEkNJiSQ7hBqz53VHqw+v9qOwUMSE9ZGaIu6KrUFne+Zoqug8Id55bgumnelT0Lp1bq8oqCMpGi6O07ExkJFhWL3GUrZf7gVSXwt+UeRkifufO1xSjroa2VnUOpj6itb79mn6vvr1FcFVfHzw6MbWJpQ6ja9QNFiMamui4i5F6WTs3m353a2WefOdefl5cMdthrw8/0Jq9WrLHXdblixx5kVHwc8vN5x4QqCStEcPw4kzLS+9IoVR3ZFtzcHjsVxxpQ3YV1YWnHWG4bhjWscBSmlb1q6T0csgN8XD6jhPeDy2SaMJGsPjsdz9R0t1tUQxPvCQ5c9/dPHPf8BDj1r+9Zyo0HfthquvsZx8kuVnFxtiYoIL0357s6W4GG67RRtZFUUJxFrL3/5h+fBjZ15UlDMSKyLCGTGzdBl8+ikcd2z7H6eiKJ2Tc38CZWVSlz7rDEN5ueXqa5y4a+yhO/JVUZSuwdZtnnodKvyfx03QxtPYWENSomWfS2IOyysgOtqyt+YZ0eWChITQy7mwMENmTczT/v3SOB2ssX7HDun0jI2pP+axusoRCWVnSlN3YoLjhFPQWxr9+/aBDZssW7aIo9f27c6x+5KYKE5lSYniuOBl7Gj4yke4W9exIRS8nbljR0uMZHd24SgthfRU2Ly1freBumRmODF7B1oYi9cZ8Y2h3LQJBhR23LG0FO/13JrtRA3hdpvaKJRgg3B842C9Qpi8PNkmMlLc1xoiKVGi1EK9ZhvrLI+LM0yeJOKqmBjD9u2B799cJyZwxAENMX+BMwB36uSmiRgUpSFyc0SAFez5x9txGxVJsyK/YmNEIN6R7NtrWbdepktLITen8fpPSx1xCnp7haodS3UnE4k0h+3bRaS2bYdEXebmOgKl8HBDRoZh0EDbpI738DAYNdKwdJnjxuQlIiJ4VK6vCUN9uMMlRjwyQtzA6oq7sjJh2zapP3g8cs8tGi7tEg051eTmGHJzRLj09beNH0ddUlNad9B/ZyI8XNwMy8vFxXLtWvn94uMb37Y1492GDW18He9zBTQcF113EEJHU9dlqzGKRoTmdOs7eKYlBkqF/Q0FvUXUt3GT3Lfam9hYw6iRzuuiEVJ2NeTABnLtx8RYwt1dsw3S1128pSZYLlfzIpAbIz+P2jpAQ+z2caH29iklJso5Ba3v2lsXFXcpSidj5y5YvNh5PXkS/OZ645fvfuCA5alnxNnLt6I4fBhcf60hO0vWraqyAQrwC39qKC6xXHBeoFisObhchlNOhr/fLzfdwv7wo7MN06Z0zRtMd6VPgeHVl+CNN+XBom7D+kcfw+NPejjnJxWccFzLW4SshcOmGVauFIHX1Vd5R4wbLrvEMG6M5dbbZTQNwJxX4YsvLdf/OrDC98hjlm/nyfSFl1huuBamTdVzT1EUh4cftbzwkvPaV9gVFubfEHPxhYbjjtUyRFEUB2MMl//MKReiow133wm/uNqyfLmM3r3pFssfbnfcRp973oM7wnDqyVqeKIrS9mRmhnGwmfFhXtLSTG2DsvVIJ4K3Qygqsvmu3y6XCCcOHKg/4iQ8PLCBNzZG3HTAiVirPCBtJlFRMHqUiCO8A4CMMQwZZEmIg4hIQ1yc8zzpZWChbFNaCgMKjZ/zc2KiYegQW+vY1VjknpeMniLk8iU+3gR0EiUkwOHTqDnW0Pbdldm+A1JSDfHx1m8Uc2xM/dskxFPbTrVzp9Ox09GOBIX9A3/j5lDh43QfLLqzK9LSc3noEIlEaulv3LcvREaJU19dIWr/frB1W/COxoLe0lmbmhr4QdJSRRC1dm2g01woQo6oqIa/nLbuTPRNVqiu9l/mK8prL4GeEhxXM1x1OpoBhfWf2wNq7rMJCd5B500r7EYW1S/2bk+aWkTXF4dtccSgdUWhqSmO816o8Y9tTXPd1jobVT5lXkOimKDbVsmvH+G2HDgo52JUTT00PFyEXvUJfEcMgwXfybR3AEFYA99pWpoTx1Y3DQfkGhpZJANWQcryUNyeqqq84mLvgP2Ov6aai6/Tjy8JDYixWiK2HDEMviiX+//GTVKe7dkjblRtLdaoS/++jsNmaqq4tSmtg9tt6NEDevTo6CMRoqMN+fnBlyXVOOnl58mgKGu77vXsS4zPM2Fncozs20dEWvFxMPfz+tfzvc94Rb+ZGSL6KisT9/S25BC5XSvKoUP/foZfXgl332u5+ELD2Wf62wou/t5y512WtT62nhER0hl9+mxZ98ABiWp8933LI//0H6kbF2e4+bdNvwFUV1s+/gS+mWe5/Vb/ZSeeAIsWw6knS4WzM2XPKqETG2s47dTgy16eY1m1Gm66uYw//2U/s2bCybO8SvymExZmOOM0mDYVflgS6LY1sgju+yM8/Bh88KHM27IFrrjKMvsUyyUXOQ3xvfINkZGSV79/P9zwW8uZp1suvdi0mr2toihdl8eftDzxlPM6IsLpWAkL82/ovuB8wzk/1nJDUZTGiYsz3Haz5dLLJILj4EG49nrLLb+zfLcInn0OwBIfDzOO1HJFUZS25dSTIli0qJwvvpLejKhISO/Z/LLH47GsWOls35IIvagow5jREn/h2ykyYpg0fEZHSydw3UTGyEgRd1VXBxcfuFyBzs7ucENcnLg+RUcbcnPBYGs7aRMTISenfiVDRs/QnHvGjII1ayE9XY4vFOHP3r3wbY1De1KiPPN2B1wucaPIqhGyeDvAE+IDnQY2b6HWnclX7FNW1vbH2RAREcbvPOqOZGYEd/+PjDTEx4mTSXOcqDJ6GtJSLevWtSzeMTzc0LtX8GXBOuG9kVMNRf0kJhoSE6GysvnxjA3SjtXDuuIGt1u+9x07qXVZVNqPpETHkaVufFVkpOGIw9uvtJkwDj7/UqaLhsP8hS3bX1s5abQXdcUb8SFG0sXHw7SaeNMNG2F1TXlmcNqc6oosU1IMKZ2gQ3tgoQhIItz1x/x1NcJ9yv2mCnI++Ej+l5dDTLTFuAxDB8u9JCFBBHtun171YUNlUASI6+uIYXKNF5dAXGzDMaOhium8fW2hrr9uvXMO7txJgy5fnYGGPlf/fvJb+Mae9kxvXoybL773Rd8Y8bQ0eZaIiLBs3CSRq/37GyZNDH7TPuhjvOHbJerr6lNax+0tVHJyDD16WCIjOz5GsCU0JHBUGqdnT6fvdM8eWztAxFrbpfvhvS6dSYmhx6K2By6X8Sm366+PRUc5olxvVLoxhiGD2/TwatHLSlE6mGDuWiccD0OHGnrlO/PLyiwPPWJ5eY6/+rxoBPy//zO1FsHWWn75f5aFNaMEnnrGcuFPW1Y4VldbfnqRiHsAZp9ykJFF7trlsbGG22/tPAWw0rrs3m1ZsdJ5XVxsefxJeOZfcOR0y+mnGfr1bd7vX1/j+Xvvwx/uEdHi1CmWP9/nxEa+9Ap8/oXl19dIzvmMoySC44abLBtqKrrPvQA/LLH89kZ5D0VRuifPPmd5+FH/irjXpcvl8m9cO+8cOP9cLS8URQmN/fstt90ujYwxMSIwP3AQrrvRvwH51t9boqNgymQtXxRFaTsSE8OoqjbsL7ccPAh7gPQmRgL6it4jIvyFHL7xhc3FG/EIUFwsA9umTBLXnsRESE4KXk7WFWbExkBYPfqsAQMMAwbAN9/a2gi8wkJnxHNMA65RTSEpyVA0Qqb37nPqmg11IFrrfL8d7UTVHkS45b64Z69/p453FHN0dOA2vjGF6emGvFxLWVnHR3SBnKNeMUZCMx1WkpOdfXjPya5EnwJq2wULCpz5o0eJgK85EWwgg/8KCmDVmrYVtAwsFEe59DQRnQ4e1PD6xSWWkhJ/x7XmUlaPa2Fz2bXLGfSbkoJf+7GXmGjYXxMTE6xsGjFcBgd3hii47kywftn2dNmJi6sbv9adZawwqggWfy/3qMzM0J03jHGiUt3hXes7zMkxJCeLgORQGSSdmiZnssvlRPU2lehow5TJFpdLBLFlZZbdu8WhJSoKvFXjuvXXtDQRCFVUyHfakPjC7XSvERvbvOPsqvTvCytWivCs7mANX8LDDZmZ1k/cNWxoy8/ThiJIfR156ooy65KXK4M8oqOgZ09T6zxYXmFITpJ6hLfe6HUhS08LPfHI+92EubpWudK/LyxfKc9tDQkcm0sX1jS1iPUbnefIzvB81FR8y7z4eBNg+NEaNBad3lqMGA5Ll0nZndEKbSVNRcVditKBzJtvueMuy203S9avF2MMvWpsGK21vP8h/OVvll0+VvZxsXDZzwwzj/evJBpjOOF4WPid3PAXLGy5/WpYmGHoUEfc9dQzFX7iLuXQpkcPw5wX4X9vwctzDOvXSw3i4EGZ97+3LCOLROQ1cXzLGyH27rPc9zdLeTnc91fLzy8zPPU4/PHPlo8+lnU2bYZf/NIy83jLzy41FBQYHn4A7viD5cOadb5bBOddYLn2GomAVBSle/HyK5Z/PBD84dcY/061n/xYXLsURVFC5ZVXpa4BIuyKjpYRpdZCpY/DjbVw402W394AR0zXckZRlLZjX6m4Ie2qGSneo4lCi+goKK1xSKrrlNUasQJeUQs4sSIpKYapUxrezuUSMVd4mIh/9uxtvCz1CrsAKioM8TltV/4mxBsK+4mYrE9B4+t3F4YPk1jPffv8O1aDRdVFRUo8X1KdDlLfdrKOpkcP5xxuritNtE9sV6huMJ2J/DzplImM8O/MDg/v3E49LpecY0SKE9fECSakdtLi3Y6bWHwcpPSAtevldVMFmhk9YeUq/3ktiWHbuMlxMdldTG0bsi9JSY6Isr7oRRV2KYo/cXEygHj+QnGXXLJU7mdNIT5eykuQTl+vy1N7R7o1hdjYrlcWRDbwfbpchp49a+qQIYpovPQpEHfW/DyIjPQvPKOjnfgt7++5caOtFQDFxDixyz2SG0+3iY6GwYP8xbitga8rVWPipGDs2mWZt0CmkxJhzOjWPz/y8w3Z2YGmF61BfTKGYHIAACAASURBVDGpwQj2ExUNh2/nyXRuI+LAyEjDsCGQnR0YLZeTY8jKdETUgwYaeuXbBsVs9RHvU2dwGcCnXTulk0QL+pKfb0hLs0RFNT3lyff3873Ofete1raPwKsp55LSOFmZ0l5qbdvFk/ueFw3dJ1pKXJxh9Ki2239jqLhLUTqAqirLY09YnnxaCrKbbrE8+mCgSn3jRsu991m++tp/+ymT4VdXGVJTTY3zl//yY2bAx5/AhPGGE45rmthm6zbLd9/BjKP8tznrdMMnn1hOPslw/rndbCiBQkyMYfYphvPPTeSjjw/y6OP7mL/AWT5vvogVc3PhtFPh2KOpjU1sKiUlUiktLpYGsFkzZV+33SyOXvfeZ2tHfb/+X/jsc8svr5SIx1tvNjz/Itz/T3mwKi2VDtWZJ1iu/LkJ2pCsKMqhxzffWv70F0fYFR4OVTVW2cb4O2Bedqnh7DO1bFAUpWmcdQZs3Qqvviavy8ul4cfX3cEr+Kquhptvkwjp447V8kZRlLYhPk5iGyoPSON3Y640DeGNONu4URx62tNFxMuBmo6pnBzDyBEiBPNtG2luxElDLF9h2VrjWFZYCD3TQ/vceXmmNk6wPnw71/a3sotPZyQpyTBpgiUuFkrL5Hus7zRKTg4Udimdi/Bw6SDvipFdLpdhyuTAeU0hPV06+r3irqYi7WP+A4+87h7NITtbXMgAcrKDrzN4kF5TnZXBg/ATgyiHFsnJptlOhkro5OfL4O/KShgyxJnv57QZ3/T9FvQ29O4VGHcWGQnTDxNnt6pqah1cV6/xj/XzUjQiUOxTF2MMxojTTF0RbjCH01CJ8PFkqOtikxAPhf0b3n6Pz4AM38EZrU1bOcW53YZBAyw/LG3e9qmphlGjLJUH6u/fSk9z7sN5eYHJMTnZIsR2hRm/+3RzhF11SUqCUSMN69ZZ9pdDQe8W77JNaO5njY6Gw6c1vI5thpFZfUL3hvAV5SYnNX371sB9CKl4wsJMiyNVFeEQOi0UpWuwdavl5tssixY78/aXwaZN0K/GSrGy0vLsc/DU07a2QROkMeGqK6RRwlpxTHrkUcu9d0tjohdjDHfc1rSb56rVlmefs7z7nrweNsy/UpKdbXj5BXC7XSQlNeNOqBwShIUZph8ewciiMJYt9/D8i5b33ndEExs2wL1/tjz0CJx4guXUkw3pITaIe8nLNTz8T3jhJejd26lEG2M48ggYNNBy/4PwwYey/q7dIuCaMgl+eaXhzNMNw4fB726xbNos67z+Hxl5M/uUVvoiFEXp1IwYDpMnwadz5eHNW0ZFRcLAgTB/gThA/Poao0ILRVGaRViY4Ve/hORky2NPyLyKCmn09Tp3lZfLiN3dxSK0uP0PlopKOOUkLXcURWl9+vaB/fsNQwdDXFxwh6Sm7a91G18T4qVcBHEibwxf8daevRI9NmSwuJOHhUG/vqG9b30RjsFY5yPc2LmzdWNEfD9PsE7AQ5GYGENOjkRWAOT4CIO6cpxKczqUAvbR8l20OYMGwg9L5Hmqs3YctiUbNjrTmzdLh7/LZfF4mufAExUJFZWNrxcKqSmGgYVSr8xvRFiqdD727HHuAxER7Rch1NHEheBY2BnuDbVuf/hHSDXE/v2O01FMNIws6gQf5BAnLMwwaaLEkUdGOt93io/TZkoj4qr6COY0FB5uyMoyZIXoNnOwCXW9YOf9iCY6xoVCeBiMG9v4uZmbC2vWSRtGV73/Z2cbYmIs39Q4cNX9Pr2OPvXV6ZISTYMCuwGFso+IyEBhF8hzWXW1/La92+g7zA8SyXwoYIwJMDMJXCe0fU2a4Ew3RzAZGwvDh8q0ux3dFzMzHJfAeB+Rake4lymdExV3KUo7Ya3lv/+TeEXfUZrjxsKN1xmSkw3WWj7+BP72D8uWrc46YS44/TQ4/1xTq3i+728eXnpZlv/tH5a77mx6SW6tZcFCePY5y+df+C978SXLFZf77/NQyV1XWof+/Qy/ud7ws4str7xq+fdr0ugOEr3wzL/guRcs0w+3nDHbMGBA6OdPeLjh7DODL3vhZVizBn56njh37agZJfHJXHHrOf88cQ977GHDvfdZ3nxLhB4nz2rRx1UUpYuwYaPlgw9hyiSY+5nz4JOUCHfdKZ2UN95kOXGmYfJEva8pitJ8jDFccL4hKdHy57/a2kjGiAg4UNOYu7tYYne8daR7/2zZt89y7k90sISiKK1LXJxhwvjmb+8b4dIa4pW6JCXBtu0y3ZTOtvXrLSUlsGq1dMxMnNB4/a1fX1ixUjrMG3PUqo/KVhJhdHfS05wOfd9ojB07nektW0W4p3QusrMMCfGWyMjuGd/nO9jWOz1uDGzfDhkZTd/fkCHwzbcy3Rqd9jltGDertC0bNjrPBj16yOCQzk5CvLhODh3a/H30D1GU3dH06BHo9tcYpaWOgL28FeP1lIZxuUyHXz/1CfYbE6c0RHyc1OubS1S0E89eUtLwusFwuw0TxllKS5sfRd0ZSE42jCqyeGxgdGFMjCEv17JpE81yJY2MNAwYUP9yt9to3baVyc+TgTjZWaE7sLbUKc3tNqS34mCfUBkyWOt4rUFXGEzTXFTcpSjtwM6dlj/c4y+gCg+HSy82nD5bbkarV1vu+5utzXP2MnQI/OqXhr59/Av0mccbXpkjI8ZWrYHiEktyiDb21dWWTz6FZ56zLFkSuHzsGJg8SW8gSmikphouvtBwzo8tb70jwsC162RZdTW88y68865l2FDLDdcasrObf26tXm2ZMweqPfDo4/DXP8NHH8PLc6QDorwC/vGA5Y3/wdVXGW68zsW4sZZhQ2VEjy/V1TZgnqIoXZOqKosx8N0iuOG3TnSrl8xMuPduQ25NA/gfbg8+Ek9RFKU5nHqKITERbrvDUlUlwq6wMCduZc9eiI2BspoBHg89Ajt2erj6StMhUWeKoijB8O2cKi8PzWGjLSkaLtE3CQkSsdMU8vNEWBsT07RBar4RKz17Nu09leBERgbveO2ZDlu3yXRGF/iuvecFiLinOU4WMT6OdbFdJIotPr796ineTjtfItz+IquOJi7ONLtsTE4yjB5lsR4RjyhKVyE7CwYNNHg8tkXPLh1dr1AUL63ZHBgZ4dSh+/V1BkgkJIS+j9YeVJGVacjKlOndxc3bR0yMOSRiYxu63xb2N5SX+w848BIeLoP4SvZAWicQuMVEQ2FN6lNkVMceS1vj8VjKymTa5YLYWPkN+/eTyNSWxForhz7e9BZwBt02l/AwieGF0JzH2xMVdylKG2Kt5d33vSP0nfm9e8GN1xsK+xv27LE89oSHOa+KYMVLj2S45GLDsUfLCNq6D1B9CgxnnGaJjTWcdYa//Wx9VFZa3nwb/vW8ZeNG/2VhLpg+Hc4+w9Cvn94glaYTFWWYNRNmHg9ffQ3Pv2j5+htn+eo1kJzcsvfYtBmiY2RE1PhxUDTCRdEIOOpIyx//ZFm+QtZbuw5+8UvLkUdYLr/UkJbmf04fOGC57ArLtKlw1hnqSqcoXZnycstvfmfJ6CkNKnWFXXFxcP9fRYjqRYVdiqK0NkceYUhIgBt+YymvcIRdXsr2+79+9d9QUmy58fqWR6cpiqK0BqkpsHOXTLf0ua2+/UfUjGCPCaFxNDXVMG2qZf4Cw67dMs8TYueXMaZZn8E3GqspcY6h4BupoUB6uqF/X7lndoXInzKfWE1vh1NTSU4yDB1iOXBAxBKKP/37GXKyLVXVsGSJROEMKIQPPuroI2s9Qh2Uqxza+D0ndGJbiV750pmZliavmyPsKhoh6Qs9e4bWd9FV8RXBRLZjdJfSPPr3E6G2BQYWtt5+szK7p9PloUrRCInRbYvnoqYSGWma7Ubc1Sgvhy++cl4fdYQzrcKuQ5uIiMC2044kLY3ahLVQ2i/aExV3KUobsncv/PFPYmEKMirgrDPhgvPkJvTsc5Ynn7KU+jQMhYXB6bPhvHNkdOMb/4NHHrP87FLDjCP993/5z0Jrbdy71/Lqa/DSyzZArR8ZKWKcM04zZGbqzVFpOS6XYfw4GD9OHOleeMny9jtw4sxAK9R16ywREYR87k2ZbHjuaXj8KcuJJzjbDB5keOgBeOwJy4svOZWAd9+DT+dafnSWiLi8naePP2lZugyWLpMo1Gt+JQ2JiqJ0LSoqLFdcJdczENQqubQU/vOG4bxz2vfYFEXpfowdY3jgH3DtDZYtW2DyJBg1Ev76dyci1pcPP4at2yx33g6pKVoPURSlZVRVSewriFN4U+NcBg+CLVukA6MtBr80xwHAGENqimXXbnAZidnuqvToIfEvJSVQ2L+jj6ZzkJ/f/e59GT2732duCt42o3FjnXmDBlp+CJI60NZkZ8kAQ6DWAUVRWgPffoC9e5vm8NOexESH3l5bH6kphtQmRDF3VeLijJ8AQek4fM0T6g648hIVZZgw3lJRIdGoLWH0KGfa7W7ZvpTORXi4aVKUvNI6VFZ29BEoHcWggfD5FzKga+SIjj6azo2KuxSlDUlMNPzyF3Dr7ZacbLjhOsPgQSI4efBhW2tB72XcWPjF5aa2gevFly33/VUaZx962HLY1Kap/9evt7zwsuXNt6Ciwn9ZUqJEyJw8C5J05JjSRhQUGK79f4ZLLrJBLY//fr/li69g6hTLpRcZcnIaPxeTkgxXXRG4nsslN39XmIzu9Io9KipEIPn6f+CSi2D64ZbvFjnbLVkKF15imX2K5cKfmhZncSuK0n5ERRmGDHbEXdu3B19v23aLterYpShK29OnwPDwA1LXv+xSQ2ysuFDcdItlf5ARaEuXwcWXWv5wO+qeqyhKiygugfkLnNdN7WSMiDDk57fuMbUGubnixBoV1fVdPwr7d+3j784MHOAIfbKzO/ZYuhvRHRQ/1K+vCAOMgb59OuYYFKU74I1ETojv+vd5pePJy4Xdu53p+oiNNcS2ghNLW/QjBIuzVhRFOdSJiTFMnmSprm5+2Rruo3o6lGsUKu5SlFZkxw4bEP824yg4cMBwxHTL4u/hoksty5b7b9erF1x2iWHCeP+O5+OPhSefhuJiaVDYtFkiHRvCWsu38+CFFy2ffRG4PDMTzjrDcNwxGgGjtB/JyYHn2vr1zjn68Sdw+aUte48PP6L22lq3Du78PTz2hDNv+w4RWr40By67BJYuMzz8qKWyUtw0XngJPvjQcuUVMG2qikAUpbOz8DvL/AVyXzQGbJA4gzAXXPFzw6kn6zWtKEr7kZhouOZXTpkzYbzh/r/B//3asmOHs5637Nq+Ay76meXqqywnntDKOWCKonQbqg529BG0DcaYFrsqhMqBA850VVX7vKfSNcjONirq6iB69DCkpUoSQWvGZzWG220YOqT93k/pnnTqZop2OrYhg0Wg3pXdOZXOQ2Sk8XN/7CqMKoJ588G4RFCuOISHNb5OcykogB07ZbpPF4gJV5RDnZaKvH3rVe4WxiRnZIjwHJz/nQUVdylKK7B/v+XJpy3PvQB33wljRjsliDGG3FzLNddKR7QvKT3ggp+K0Gr5Cigp8c9wjokxXHYJ7C6G2aeEVrA9+LDlqWcC5w8cINGLh01rm4gFRWkqVdUwcTx89gVMnRJo9V1cYgkPg/j40M7X6GjIyYGNG+G02TB5kouJEyxvvQP/fMiys6aivmQJXHEVTBhvufUmmPOaOH6BVOZvvMkybixccTn06oYxEYrSmTlwwFJZaXn1NcNDj9igMWdekpLgd78xjB6l17GiKB1PnwLDsKGW99535omjoPyvqoK77oH5CzzcdKMKvBRFaTquNuz46C7s2u1M79gpz5eKonQ8I4YbPB6Ly6XPdsqhRZj2zhEW1j2iGxWlIXr0MEyZbAkL0767uqSlSUzs/nJx1WxNEuINRSMsFeViiqEoXYVOLQ7vYCJrRF0tFXft2eM4QcbFQUxMy/bXmmj1UVFagMdjeftduP+fll27ZN7d91qefFRcsX5YYnnoEcvX3/hvFx0FZ51pOPN02LoNbvitZe5ncMZpcMXl/qXyscc0rZQ+/DDDU8+IiMzlEtHM6bNltJm6liidiYLehrvuNKxbFzyy8YknLf99A4471nLaqY1HNo4fZ3h6FLz5ljhvAbhchmOPhsOmwm9vlmvROwL78y/k74jpcPWV8NQzzkiNL7+Cb76xnH8enHeOXjeK0hlYt85yy+8tCQly/21I2DV6FNx4vSE1Ra9fRVE6Bx994i/s8lLXdTBMxRmKojSTHskwqGakv9vdsceiKIrS2qiwSzlUKOwHy1ZAbAz0TO/oo1Fag9JSy+dfynRkBEydouWV0nQ0ljQ4xhgmjLdUVLRNDKa2HXcuXDrWsV5cBjxBkksUB7fbMHVK6+xr/34o2SPTBzuZq7eKuxSlmfywxHLfXy3f/+A/P6MnfP2N5dXXLF9+5b8swg0nzYIfn23o0UMqDTt2iLALYM6rcObpgdGOdbHW8t0ieO0/lksvMn7r9+8nubTZ2TD7ZBPghqQonY38IO5Y+/aJsKu8Al6eAy/PsYwdY5l1omHShPpHsISHG044PnB+VRUsWiz/o6OhssKpCL33vkQ6zjhSKo9vvgXVHvnLzW3NT6ooSnOw1vLv1+Cv/5AY1YYIC4OLLjCcfaY2/iuK0rkYMwqOPRr+91b967jdcOZp7XdMiqIcWrjdGhunKIqiKJ2dvDxDWpolMlIHYh8qlJc705UH6l9PUYKhxUDjuFymU7nmKG1HUpIhLtZSWgZ52jenKEFRcZeiNJEtWywPP2Z5623/+enpcMwMWPgdXHej/7KwMDjhODj3J4a0NP8Ht7FjYOgQ+P4HmD49tGO4517Lv1+X6ZxsOP9c/+V33Gb04VDp0uzcBbl5sHy5M++rr+Grry2pqTDzeMvM4w3p6aGd56++BqWlMp2ZAbfeDI88Bu9/IPOqq6WzNcwFEybIulVVMP0w//1UV1usVXtkRWkviostN99m+ebb4MtjYyE5CTZukmv7pt8YhgzW61NRlM5HTIzhhusMY8da7rnXUlYWuM7Bg3DRz+C8cyw/OkvqG3M/81BYCKkpOnxRURSlPdEmFUVRFKWtiI7Wm8yhREoKRETAgQPSV6MoiqI0n7FjoKwMEhL0Xql0HH0KID9PpqOjO/ZY6hL2u9/97netucOKiorW3J3SiTHGEBUVBXSP37242PLPhy2/vwNWrHDmR0TAtCkiBHnvA9i2zVkW5hLB1803ieL4r3+39OxpyMpybkrGGAYUwuxTDCee4CI2tvEbVlW1I0rZtBlmn+LvUNKWwq7u9rsrDu352ycnGU48AUaNNJSWwcaNTmzR/v2wYCG8+DIsX26Ji4OsrIbP+8L+UhlcuRJ+er5h9EgXhx9mmDQRtm6V6wjkPdZvgO07YOBA6J1vSE529vv2uxLvmBAPvXp1H2cgve67Lx3121tr+fgTyy+uhnXrg68zZjT86R7DlEmGqmr4/S2Nx7cqoaPXffdFf/u2pU+B4YjpsHQZbN8euNzjgXnz4bMvIDPTcu318MKLEBlpGTJY6/lKy4nubK1SSquh123LWb3GmY6NgYwMrVsqjaP3T0XpHOi12HJ874NpaZAQr/fBUDDGkJkBiYmQm9N92ouDoddhaPheaxERkNtG7Zm+7+NyQe9e3ffc7G505WvR5TIaUxqEhATI7CkD3EPRESgtw+2W8zAy0hAW1rLvu7Xb4Yy1tlUTOouLi1tzd0onxhhDUlISACUlJbTyqdTpeOIpy0OP+H/Gfn1hz97Ajhm3G447Bn50tiEr0/Dsc5Z/PCDbjiyCv/yp8ZH3paWWt96BDz60/PEu/5tZVZXlvAssI4tg1omGPgXtV5B3t99dcejI337HDst/3oDX/2PZviNweWYGnDjTcPyx1EaeBqOiwhIeHui8ddkVHhYtdgRkvowbC2eebhgx3PLjcx0hWK9ecP65hsOm0uKbe2dHr/vuS0f89ps2W+77i+WzL4Ivd7vh8p8ZTjmpezeYtTV63Xdf9LdvHzwey6uvwQMPWvbvD22bl56DjIy2c/DS3757kJyc3NGHoLQRO3YUs3OXXLfucEhJ0XpSU3nnPafcS0uFEcP1O1QaR++fitI50Gux5fjeBwcNhOwsvQ8qTUOvw9DwvdbiYmHC+La51nzfJzwMDj9Mr+nugl6LitJ5aO12OI1lVJQQOe1UcQoqKYGe6bB3H6xY6b9OZCTMmglnnWFIS3MqSjOOhAcfFnevxYsl2jEzM7AiVV1tmTcf3nrH8uFH4BVUf/gRHD3DWS883PDkY9qprXQf0tIM558LP/kRfPElvPqa5cuvHDHWlq3wz4csDz8K48dZjplhmDiBAIV/VFTgNbN6jeW7RTJtDIweCV/7RMB9+RV8+ZUlNwd2++iX166Fm2625OTAWWeIS5+OKFCU5nPggOXZ5+DJpy0HDtS/3qyZ4napKIrSlXG5RKQ6eSL86T7LJ3Nl/vBh4upVWem//oBC/J4vFEVR6lJcDIsWO6+POqLjjqWr0rsXrFnrTCuKoiiKoihKVyU/z0lEyMvr2GNRFEVRWgcVdylKHXbtsjz/omXKZMPQIdKB4vFYvv8BMjJgzx7YVsepKykJTp4FhYXwwYci8vIlNdVw0ixLVCTMPtWQWmcE7Zq1ljffsrz9DuzYGXhMb71jOXqG/zYq7FK6I+HhhsmTYPIkw+Ytltf/I45eXtPI6mqY+xnM/cwSFwvTp1vO+ZFpME6jugpGj4JvvoWpU+D3t7hYsdLyzL8sH3wA1R5Zb8NG+R8dLe/jFZ9s3Ah3/9HyyKNw2mw46USIV9tyRQkZay1zP7P85e+weXPj6y9fIWLoQ90xT1GU7kF6uuH22+DjT+ChRyy/v8VQWgr3/MnyjY/YfOkyuOhSy5VXwPBhhoMHpeycNtW0aVSjoihdh6rqjj6Crk/vXhKNExUJiYlatiqKoiiKoihdl4Le4PHIgPZe+R19NIqiKEproLGMSrM51Gwd162zvPiK5Y3/iWhj3Fj47Q2G/70lLkEbNwZu0ysfzjjNMOMouOuPlrfelvlXXG4447SGGwI3b7G89z68975l5arg6wwohFkzDUdMh5iYztGweKj97krodNbf/uBBy8efwmuvW76d57/MGHj5eUN6euPXz5q1tuZBx1l36zbL7++wzF8QuL4xEBYmjny+REfBuecYfnx257hmW4PO+tsrbU9b//bz5nu46x7YuKnxddPT4JKLDEcdqQLn9kCv++6L/vYdh8dja8s3ay2fzoU//cUGRMBPGA9ZmfDyHEhOgl/9Eg6b1vK4Rv3tuwcay3josmJFMfMXOtftUUdofUlR2gO9fypK50CvxZbjG+E2eBBkBUkeUZSG0OswNNorllHpvui1qCidB41lVJRWxOORaLcXX7Z89bX/si+/glmn2gDhhjEi/Dr1ZMO4sU4H8+iR8NbbcoN89TXL6bMJGEW/davlo0/g3fctS5YEP6aUFDj6KDh6hqFPgVbqFKUx3G7DEYfDEYcbtm61vP0uvPmWZf0GGFlEgLBrzVrLwoUwbSokJzvLevcKvN56pksUq5eEBNi7V6atdYRdYWHi5gVQXgHx8a36ERXlkGPlKsuDD1k++6LxdaOi4MdnG848PXi0qqIoyqGCr3DVGMOUyfDOu5b364i7PvcpO4tL4Mab4MjpHs75saFAnx8UpduSnAxFI2Q6PKxjj0VRFEVRFEVRFEVRFEVpXVTcpXRLSkokAvGVV22DbiG+wq7EBJg6FSLc0olSV00//XB49AmYNAFmnSjxKNZa1qyVmJWPP7UsXx78faKiYPIkOPZow+hRaNSUojSTjAzDOT+Gn/xI4os8nsB1Xnvd8uLLcO998Iufw+xT6r/eysshNxfWr5c4xhf/BfMXGua8KoJQ74CHap8IFJcLXMZSXg7R0bLvqirLI49bpk8z9Oun17fSvXnkMQ+PP+lcP/URHg7HHgMXnGdITdXrRlGU7sfBg5Z9paGt++77MoBk2lTLuT8x9Nf6hqJ0O8LDDakpHX0UiqIoiqIcCoSpUFxR2oye6bCtZhBXRkbHHouiKIrStVBxl9Lt+NN9Hv79emCUWn0MHwYzTzBMmmA5+TSoqJD5F55vyctzOk0iIw3PPe0Iszwey08vqj9yMcIN48eL29DECY4IRFGUlmOMYeCAwPlVVZZ33pNpjwf69Q1cZ+tWS0aGXI8xMYbbbzXs3GVZuRJiYw2TJ8LkiYZNmyxPPWP5zxv+23s88Id74C9/s0yaZJl+mAFjeeppeOppS58+lmNmGGYcCSkpet0r3YP1Gywvv2IJC4N164MLuxLiYe8+cLvh+OPgx2eZ2mtRURSlO+J2G/50j+G7RZYnnhLH4cb46GP46GNLZoZlxpFw3rngdrc8slFRFEVRFEVRlEObvn1g5SqIiYb0tI4+GkU5dBlQKAlB4eGQn9fRR6MoiqJ0JVTcpXQ7DlY1LuzqkSxOXLNPMeTkeDuWDRMneHj/A3n13gdw/rkyvW27xDdmZzmd0C6XIS3NX9wVEQFjx8C0qYapk0UooihK++HxwEUXGN7/wLJhIwwd4r98+3bL7DMtebmWSRNh0kTDkMGQmhI4Cj4725CS4ihUUlOheDdU17iFlVfAu+/Bu+9Zv9Fuq1bB3++33P9PGDHcctg0w7QpKvRSDj327JGY1F69LL/8Vf3r5eTAmacbjj7K8vSzcOJMQ890vR4URVG8DBtq+ONdhqVLReT1ydzGt9myFZ54Gp7+F/zsEg8nHGeIi9OyVVEURVEURVGU4PTuZUhPs0RHy8BZRVHahogIE9AvoSiKoiihoOIu5ZBk9RrL+x9Y1q2Hm39rWLoMPvnU8smnsHZd8G2io6F/P9iyBbbvgJgYfIRdwtFHGTwey3HHGMaOgXnzLffca1m/AY45Gm68zn/9CeMNixZZJk6AqVNkm5gYfTBSlI4iIsIwaybMmmmorLS4XP7Xgz6NyAAAIABJREFU42efy//1G2D98/Cv5y0xMTCqyDJ2rFzDviLOIYMNE8ZLROMvrzQMHQzvvAdvvGlZ5SPs9I1t9OLxwLz5Uo786T4YPkyEXodPU6GX0nWxNZZcDz5i+ddzIqaOjAi+bl4uXHKxuOGJ66Xhogva71gVRVG6GgMGGO74vWHVastLL4uAtrJSlrlcweOoq6vhb/+Ahx+1zDhKnmMGD9LOGkVRFEVRFEVRAtHB6IqiKIqiKJ0XFXcphwRVVZbF38NnX1g++8xfwDVvnmXP3uDbRUTAxAlw5HTDhPEitLjmWumYnvsZXHyhrLd3r+W7xTBxPEya6MSaJCWKsAvgiy8litFXLHLcMTDzeIPbrQ9FitLZiIwMvC5Ly0TYuX+/M2//fvhkLnwyV8qG7CzLyCIoKjKMHAF33+li715LVJSIx844Dc44zbB2neXyX1j27Gn8WKyFBQthwUJLTrYhJaXxbRSlM7Fps+X9D+C//7MMHADffOO4ZFYeCL7N2DEwbYreHxVFUZpKnwLDr68x/OwSy3//B3P+bbny57B6jeHlOZadOwO3qaiA116H1163JCRAerrl9Nkw40hDeLiWxYqiKIqiKIqiKIqiKIqiKJ0ZFXcpXZYdOyzz5sPnX1q++BJKS4OvV1fYFRYmoi6XC155AWJjHbHWyCJLZKSTd33nXR6WLIVVq2X5448Y+vZx9tW7t0Q4lpfDwAGwdy8kJTnLo6K0o0RRuhI/PlvEWQsWwtzPLF98BRs3+q+zabP8vf5fEXvl5FiKhsOQIYahgy25ueKGER8nHakAUVEw+xT4/AunPKmPOa9aNm2GouHQqxfsLoa77raMHGkYWQR9+xDgOKYo7Y3HY/n+B/jgQ8vX30BKCnzzrSyre834Eh8HRx0Jxx1jGDBAz2NFUZSWkJBgOOsMOOM0eX6ZNNFw5unwwUci4lqwMPh2e/fK3+13QlSkZfrhWh4riqIoiqIoiqIoiqIoiqJ0ZlTcpXRJbv29h7feCX39lB4waRJMngR33wM7akazb94CcbGWH5bCkiWWJUvFQaeyEpYtlz9fFi7ET9xljOFv90FmJurOpSiHCG63YcxoGDNarunNWyxffQVffm35dp6/qxeIkGXjRkfslZAAQwZZfnqe4Y3XDN/OkzJn1kzDpRfDli2WuZ/DW29LmVOXuZ/D3M9lX/HxUr4sXy7OhN79jxhuGTLYMHSIxMkGcyFTlNZm2TIPr7xqWfQ9bN8uwmYva9bWv53LBRPGi6BrwnhxuFMURVFaD1/Rt9ttmHEkREeJI2hj/OEe+GSuh/E18dNbtlTx/EsVzDjCQ2GhCsoVRVEURVEURVEURVEURVE6AyruUjolVVWWVath8fdQXm4ZMdzwww/w/RLLDz/Alq2h7efoGXDm6eK2dfAgrN8gESQ7dkpn88+vhLKyxjs93G4YNNDflctLXp52eCjKoUxWpuGkWXDSLENVlWXZcpi/AObNtyxaBOUV/uvv3QuffQHn/EREVxMnyHxrLU8/C3m5EkdXXm5YslTKn7w88FTDxk3++9q3T/7q7v/jT+DjT2Tb8HDo388yZDBMm2oYPkzLJKV12LHD8t1iy8LvSpk79wDbtjd+vwwPB49HHGRGj4LDDzNMnghJSXpeKoqitCdTJhuefwbe/xA++dTyw5Lg65WVwTvvwjvvWsASF7eH0lJ48SXIyYbnntHyW1EURVEURVEURVEURVEUpaNRcZfS4VRUWFauguXLLYsWw9Jl4qhVXe27VsMdyi4DhYVQVATbtsF778v81BRYtgxuvtWyYQNUe5xtPB7pzAhGVpbELA4aaBhQCAMK1RlHURQIDzcMHgSDB0mEY1WVZekyWLQYFn9vWbwYdu2GMBf06+u/7Zat8M+HpCzr2ROefdIwaKDh23mWYUMNffvC2rWWjZskFvLTuU6sY0NUVcEPS+Rv23aL2w29e0F0tJRZn35miY+TeQkJWo4pwdm/3/Lu+5ZPP4Uly+BAJZTVutRVNrhtQoI4Y06aaBg/Vlwv+/aBmBg93xRFUTqS7GzDT34EP/mRYccOy6efiTh83vy6z1oOvlH3GzfBSbM9DB0CE8bBgAHw0MPidDxuLBx+GCQluYLvSFEURVEURVEURVEURVEURWk1VNyltDtlZZZ16y13/xG2boV9pY1vUx85OXDRT8VFZ/t22LwZjplheO99S2amiBsOVsHadfXvIykRBg6EgQOM/C9UhxFFUUIjPNwwZDAMGQxgsNaydSusXhMoCF26zJnu3UuWjxoJo0bKek8/a3ngQXEKzMmGqEhH3NWvrzh4bd3W8PF89DF89LEIyHokW3JyYPkKZz9JSZY+BbL/rCxDdpaIWbOzIDZWy73uQHm5ZcNGCAuzrFoFr74G69bBnr1N35cBTpsNV1xuMMY5f4YNbb3jVRRFUVqHtDTDybPg5FmG/fstC7+Dr76xfP45DBkCu3aJuPzgQf/tdu6EDz6UP18+/Qzu+yvk5Xso7A8DCg0FvSEiwpKXa4iP13qFoiiKoiiKoiiKoiiKoihKa6HiLqVVsNaye7dlwwbLilWwZg1s2gzbtkNJMfTqJaPDN2+Gkj1N27cxkJgIcXHSkXzmmXD3PbKsuhrGjDbcdIuIGeJi4cbrLP951dQKtBZ+J8tcLhE0FPSG3r2hd29x5crMwK9TWlEUpbkYY8jMhMzMwGXZWXD2WbB2DQwLEp24Zq2UVQcPwpq1/stWrHSmo6MhJhp2F4tzRn3sLpY/X0pK4Nt58lfXETE21vLYQ5CZ6Qh1SkstW7ZCWiokJFhcLi0rOzvWWvbtg9IyiIu1vPgyrFoFW7eLy6WvyLCphIVBnwKJFR1ZJMJGdedSFEXpesTEGCaMhwnjDVf+XO4dxhgqK2Hlqlg++/wATzzVsGsjQFU1rF4tf/9707deYXG5LMOHidtpQW9Dz57QM12WpacbrVMoiqIoiqIoiqIoiqIoiqI0ARV3KfVy8KBl3z7p2C8rg7g4w5494u6xZw988aWHFSt3U15uOXCgYZHBosWhvacxgfuxVgQJJSXyumcazDwB+hZIjFlCgiEuzlJaKp3ZlZXGz3mrsD889rAhL1ejFRVF6TgK+xsK+9dfBiUliihsy5aG91NeLn8N4XJJ9GxTKCuD08+GCLclIcGCgfAwr1uYxeXaTXy8ISnJkpYq0ZLpaZDSw5CQKOLZ/v20jG0rrLWUllq++w7WrhcBdWICbNwooulduyAtDebNb/h+HArRUVBeIfsbUAiTJ8UwYribjJ77CAtrnc+jKIqidB68ou6oKMPkSRGMG+tmxPCDLPzOw/wFsGq1f1xjKHg84q48fwHUFZSDJTLS8qurpO6TlGRITIA16yzffCuDbwYOgH59NfJRURRFURRFURRFURRFURQFwFjb0i5Af4qLixtfSWlVqqstVVVQWWnZv19iDvftk4760lL5v79cYgcrK2W6pNiycjV8/z1UHoCqKjhQCQcOynRVVUd/qvq55leGWTP9BQRvv2OJiZF4sbzc/9/encdHUeR9HP9OLkgIAQLhEDnFRBQQAUEUH7lFF1cOQXm4lHWBR9D1XERFOVzEA9ZjPYIHCri4RhFEPICAURYEAdHAgiIBwhEgJOS+SKafP2ZnnCQzk8xk0gnyeb9eeTFJ11R185uaqu6urrItlYbqYbFY1LBhQ0lSRkaG/PwVglqM2JsjP9/QiRTbIK+Uk1JKivHb6/8Otq3IQ/dL6zbY8ggMlLp3s/1end/t4eFSh0ukiAippFgqKJROp0pZWVL9+raZFcPCpHphtn0KDbXNytikse3fLp0tatmy9Hf36dOGAgKkkBDbcpXBwefX97t9JhRJKi42ZLVKyUcNHT8upafbBscdSbbNsFZQaGu7/7PP1nbn59uO294meztYzxtDBktXXSV1uMSidm1/+3tIiIV6fwEj9hcuYn/h8hT7sxmGDhyQEvcY2rvXNtD4zBnbtsDA8ss5Vn1fpObNbf2H8HCpXj3bA0O5ubbyIiKk5s2k+uFSvf9uz8mx/YSE2AaIRUXZ+g4hwVJwiJSfJzVrbtvWrKnlgp19slGjRjW9C6gmfGcDNYO+E1A7UBeBmkc9BGoH6iJQe/j7Ohwzd3mQdMjQ4cOGfj1o+71hQ4sMQ46fEycMZWbZbri2aG6b2cr+/Wi1SkeSDeXm2tK2uth2kzs3V7IakmG1XQxPS7ddCA/870PJhn6bcaOk5LfXFovtAnZgoGQtsV2wPpshFRV5c0TmfHkHBkpBQVLhf1fy6HOdbUaRffsrn0ejRrZlwJo0lppESVFNLIpqYhu81b5d+fSDB12YF+YB/P6Ehlp0SXvb8nc2v32/GYah7Jz/DvxKsbUr6emG0tJs7Ulauu37tkMHi4YPszjeI0nrNvzWBjz5hLTiX7Z2KLKRbdawnT9Ubb9zcqTdP7rellmJ5XgtFkNBQYYCLLaBxu7PN0pvCAqytZFt20h16thmFPv5Z1s7fDbDdmx5+bb8LBbboLLsbNvr4GDb9txcW/si2badTpWKz9na65AQlWr7i4t/u4EdEGBr8wIDbTeO7e1f6hlb2sAAyWoYPs+k5c/BeCEhUmSkbXnQ9u2kmBipXVuLWl3M0ooAgIo1amhRz6ulnlf/1mZYrYYyM6WGDW19iiPJ0uHDhhK+tc/Y5TvDcD+baXGxlJpq+/FVZKShq3sYmnSnRS0v+u2YiosNvfwP2+Byi8XW1o8YVn4AOgAAAAAAAACYicFdHmyIN7R0ufNfKro76377tu2e31nR/Vv70oS1QWiobdDBnr22m8UD+4eoWbMiLXnPtv3GwdKAfhadPGUbNNCxo7T8fUOnU2030Rs4/0RIDRpY1KSJbTBXVBOpcWMpOJiL5wBQlsViUUR9KaK+bcnZ//61wveUlBiafLdFWVmGCgqkwQMDNHjgb2m2bjO084eafXrDMHyb9cM+AOrAr7Z/9+wtvb3sEpZlB5rZJxw97eYGsX2gsislJbYfV+VIUkk1zrZlFxAgtW0rtWsrRV9qG+TWooVFycmGWra0DY5u0OC3JbcAAPCXgACL7A+fRUXZfnp0t+i2kbbB5ZmZUuoZQ0ePSoeOSMePS6dOSadP22abLiq0PcDUoIGUmSWlp9kGVpshPV36ap00amTpvxcXSytXlf7b/1wvtWxpzn4BAAAAAAAAgCt+X5YRAAAAAAAAAAAAAAAAAFB1ATW9AwAAAAAAAAAAAAAAAACA8hjcBQAAAAAAAAAAAAAAAAC1EIO7AAAAAAAAAAAAAAAAAKAWYnAXAAAAAAAAAAAAAAAAANRCDO4CAAAAAAAAAAAAAAAAgFqIwV0AAAAAAAAAAAAAAAAAUAsxuAsAAAAAAAAAAAAAAAAAaiEGdwEAAAAAAAAAAAAAAABALcTgLgAAAAAAAAAAAAAAAACohRjcBQAAAAAAAAAAAAAAAAC1UFBN7wDOH/n5+Vq+fLm+/PJLHT16VEVFRWrevLn69u2r8ePHq2XLln4t7+DBg/roo4+0efNmnTx5UoWFhWrSpIlat26ta665RkOHDtXFF1/s1zLhmtmxd3b//ffriy++cPweHx9P3E1U3bG3Wq3auXOnvv32W/3www9KSkpSZmamQkJCdNFFF6lHjx664447dNlll/npiC5sx48f17Jly/T111/r5MmTCgkJUatWrXTTTTdp7NixCg0N9Us5CQkJ+vDDD5WYmKj09HRFRkaqc+fOGj16tG644Qa/lAHvVGfs8/Pz9e233+rf//639uzZo+TkZOXl5Sk8PFxt27ZVnz59dMcddygqKsqPR4TKMqveO8vPz9fQoUN17NgxSVLLli21ceNGv5cDz8yM/ZYtW/Tpp59q586dSk1NVWBgoJo0aaKYmBhdc801uvXWW1WvXj2/lQfPzIj9sWPHtGLFCm3dulXJycnKz89XvXr11L59e/Xp00djxoxR48aN/XA0ANypiTYeqClpaWn66aef9NNPPykxMVGJiYnKyMiQJA0fPlwLFizwKj9/nLMWFxcrLi5Oa9asUVJSkvLy8tS0aVNde+21Gj9+vC699NJK5ZOenq5ly5Zpw4YNOn78uCRb/3ngwIGaMGGCGjVqVKl8fvnlFy1fvlxbtmzR6dOnFRYWpvbt2+uWW27RqFGjFBTEbQBUTWJiohISErRr1y79+uuvSk9PV3BwsJo2bapu3bpp5MiR6tGjR6Xzox4C3svJyVFCQoISExO1Z88enTp1Sunp6SosLFT9+vXVoUMH/c///I9uu+22Sn1ud+3apX/+85/auXOnzpw5o4iICF122WUaPny4hg4dWun9+uyzz7Ry5Ur9/PPPysrKUpMmTdS9e3eNHTtWV111VaXy8Nd9CPrIqGnPP/+83nrrLcfvS5cuVa9evTy+hzYRQGVZDMMwanonUPsdOXJEkydP1uHDh11uDw8P1wsvvKB+/fpVuSzDMPTiiy/qrbfeUnFxsdt0M2fO1J133lnl8uCZmbEva9OmTZo6dWqpvzG4yzxmxL5v375KSUnxmCYgIECTJk3Sww8/LIvF4nNZF7qNGzfqkUceUU5Ojsvtbdu21eLFi9WmTRufy7BarZo1a5Y++ugjt2lGjRqluXPnKiCAyUPNUp2x379/v8aMGaO8vDyP6cLDwzVv3jzdfPPNXpcB35lR71159tln9c477zh+Z3CX+cyKfWZmpmbOnKn4+HiP6VatWqWOHTtWqSxUjhmxX7VqlZ566ikVFBS4TdOwYUMtWrRI1113nc/lAHCvptp4oKbExMS43ebN4C5/nbOmp6dr8uTJSkxMdLk9JCRETz75pEaNGuVxf3788UdNmzZNqampLrdHRUXptddeU5cuXTzm8+GHH2ru3Lk6d+6cy+1dunRRbGysIiMjPeYDuDN27Fjt2LGjwnTDhg3TvHnzFBIS4jYN9ZB6CN9t2bJFd911V4XpGjVqpOeff17XX3+92zSvvPKKXnvtNVmtVpfb+/btq5dffll16tRxm0dBQYHuu+8+JSQkuNweEBCgadOmafr06R7311/3Iegjo6bt27dPt912W6l7254Gd9Em0iYC3mJwFyqUk5OjkSNHOjpWo0eP1s0336y6detq27Ztio2NVV5enkJDQ7VixYoq37h54oknFBcXJ0m64oorNHLkSMXExCgsLMzxpN66des0YsQITZw4saqHBw/Mjr2z3NxcDR06VCdOnFDjxo2VlpYmicFdZjEr9pdffrlKSkrUpk0bDR48WN26dVPTpk1VUFCgbdu26b333lNmZqYkacqUKXrwwQf9dYgXlP/85z8aM2aMCgoKFBYWpilTpqhXr14qKCjQ559/rg8//FCS7QT3448/Vnh4uE/lLFy4UIsXL5Zki+3dd9+tVq1a6ejRo3rrrbf0n//8RxKxNFN1x37Hjh0aO3asJKlbt27q16+fOnXqpIYNGyo9PV3r1q1TXFycrFarAgMD9frrrzN7m0nMqveuyr3tttsUFBSkoKAg5ebmMrjLZGbFPjs7WxMnTtTevXslSYMGDdKNN96o1q1bKyAgQCdPntT27du1bt06vfHGGwzuMoEZsd+5c6fGjRsnq9WqgIAADRs2TAMGDFDTpk2VkpKiTz75RJs2bZIk1a1bV5999platWrl1+MELnQ11cYDNcl5cNdFF12k9u3ba/PmzZK8G9zlj3PWkpISjR8/Xjt37pQkDR48WKNGjVLDhg31448/6vXXX1daWpoCAgL0xhtvuD3/SUlJ0YgRI5Senq6goCDdeeedjpvWmzZt0rvvvqvi4mI1btxYK1euVPPmzV3mk5CQoKlTp8pqtapJkyaaOnWqrrzySmVkZCguLk7r1q2TJHXv3l3Lli1TYGBgpf6vAGeDBg1ScnKymjZtqiFDhqhHjx5q0aKFrFardu/erXfeeUenTp2SJA0dOlQLFy50mxf1kHoI323ZskWPPfaYevXqpSuuuEItWrRQVFSUrFarTp48qa+++krr169XSUmJgoOD9dFHH7lcEeODDz7QU089JUlq3bq1pkyZoujoaJ0+fVpLly7Vtm3bJFVcnx988EGtXbtWktSrVy9NmDBBTZs21S+//KLY2FglJydLkubOnavbb7/dZR7+ug9BHxk1zWq1avTo0UpMTCx1T9PT4C7aRNpEwGsGUIEXX3zRiI6ONqKjo40333yz3PadO3cal19+uREdHW2MGzeuSmXFxcU5ylq0aJFhtVrdpi0sLKxSWaiYmbEv6+mnnzaio6ONiRMnGjNmzHDsx9GjR/1aDlwzK/a333678c0337it60eOHDGuueYaIzo62rj88suN5ORkn8u6kP3v//6v4/9w165d5ba/+eabjni//PLLPpWRlJTk+EyMGDHCyM/PL7U9Ly/PGDFihGM/Dh8+7FM58E51x37nzp3GX/7yF+PAgQNu06xfv96IiYkxoqOjjYEDB3ps2+E/ZtT7soqLi43hw4cb0dHRxj/+8Q+jX79+RnR0tNGvXz+/5I/KMSv2jzzyiBEdHW106tTJ2LBhg9t0VqvVOHfunM/loPLMiP3kyZMdeSxfvtxlmmeeecaRZs6cOT6VA8C9mmjjgZr20ksvGRs3bjRSU1MNwzCMo0ePOj7nM2bMqFQe/jpndb52OXv27HLbDx8+bHTr1s2Ijo42Bg0a5LYfZO9LRUdHG59//nm57WvXrq3wGIuKiowBAwYY0dHRRrdu3YwjR46USzN79mxHPh9//LHLfICKTJ482Vi7dq1RXFzscntaWpoxePBgx2dt+/btLtNRD6mHqBp3ddDZ+vXrHZ+3adOmldt+9uxZo3v37kZ0dLTRt29fIy0trVwZU6ZMceTx3XffuSxny5YtjjRTpkwpt29paWlG3759jejoaKNHjx5GRkaGy3z8dR+CPjJq2pIlS4zo6GhjyJAhxsKFCyusQ7SJtImAL1gTCR6dO3dOy5YtkyRdcsklmjRpUrk03bp108iRIyVJ27dv108//eRTWTk5OXruueck2aZ8feCBBzwuweZpemdUnZmxLysxMVHLly9XSEiI4wkSmMfM2H/wwQe6/vrr3db11q1ba9q0aZJsa4Zv2LDBp3IuZD/99JNj6vyRI0fqqquuKpdm0qRJuuSSSyTZniRxN12uJ++9955juuFZs2apbt26pbaHhoZq1qxZkmyxfPfdd70uA94xI/bdunXTiy++qA4dOrhNM3DgQA0ePFiSlJyc7HjiCNXHrHpf1tKlS7V37161a9dOf/7zn6ucH7xnVux37Nih1atXS5Luv/9+DRgwwG1ai8WioKAgr8uAd8yK/Q8//CDJtuyifebGsux9N0navXu312UAcK+m2nigpt13333q16+fmjRp4nMe/jpntS8/3rBhQ/31r38tt71NmzaaMmWKJNsyU+vXry+XJjU1VWvWrJEk9enTRzfddFO5NDfffLP69OkjSVq9erXL5XHWr1+vo0ePSrLN6NC6detyaf7617+qQYMGkqS3337b5TEBFYmNjdXNN9/sdnaNyMhIPfroo47fv/rqK5fpqIfUQ1RNZWa4GThwoNq1aydJLpdTjYuLU3Z2tiTp4YcfLrcsWmBgoGbPnu0oy91n1l4Pg4KCSqW3i4yM1MMPPyxJysrKcqzW48xf9yHoI6OmnThxQi+99JIkac6cOQoODq7wPbSJtImALxjcBY+2bdvm6OgNGzbM7Zq+I0aMcLz2dfDFmjVrHMuvTZ061ac84D9mxt5ZcXGxZs2aJavVqsmTJztORGCemoq9O85T1tqnckblOcfGfiJcln1ZJcl2sm2feruyDMNQfHy8JKl9+/bq2rWry3Rdu3Z11On4+HgZrAxdrcyIfWVRj81VE7E/fvy4Xn75ZUm2ixgMwq8ZZsX+/ffflyTVr19f48aN82FP4W9mxd5+AdzTMun169dXo0aNSqUH4B+1qX8HnE/8dc566NAhHTx4UJI0ZMgQhYaGusxn+PDhjteurpds3LhRVqtVkvu6LP123cVqtbpc5tx+TGXLdBYaGqohQ4ZIkn799VcdOnTIbXlAVVR03k89pB7CPPXq1ZMkFRYWlttm/8yGh4dr0KBBLt/fvHlz9e7dW5K0detW5eTklNqek5OjrVu3SpJ69+7tdnm2QYMGOZY/dFUP/XUfgj4yatrcuXOVl5en4cOHq2fPnhWmp02kTQR8xeAueGRfo1eSxwapU6dOjkZj165dPpX15ZdfSpIaNWpUamR9Wlqajhw5Uq4DieplZuydLVmyRPv27VPbtm0do8lhrpqKvTtFRUWO16y/7T17PMPCwnTFFVe4TXf11Vc7Xnsbz2PHjun06dPl8nHF/pk6deqUjh075lU58I4Zsa8s6rG5aiL2c+bMUV5enm699dZSF/VhLjNiX1RU5LhYc+2116pOnTqSpJKSEqWkpOjYsWMuLyCjeplV7+0XFT214Tk5OTp79myp9AD8ozb174Dzib/OWSt7vSQqKkpt27aV5LoOOufjaX8qqsv2fNq1a6eoqCi3+TjvK98JqC7O5/2uBmhQD6mHMEdSUpL2798vyTZoxFlRUZFj5quuXbt6fDDP/pktKirSnj17Sm1LTEx0PMjjqR6GhIQ4Bq04v8fOX/ch6COjJn3++efatGmT25mzXKFNpE0EfMXgLnhkH/Erle8IOgsKCnJMr+j8nsqyWq1KTEyUJEVHR8swDC1btkwDBgzQtddeq8GDB6t79+669dZbFRcX5xhBjOpjVuydHT16VK+++qok6amnnmLWjxpSE7H35Pvvv6/U/sA1e2xat27tcVks5/9bb+P566+/usynonKSkpK8KgfeMSP2lbV9+3bHa/sU6Kg+Zsd+7dq1SkhIUIMGDUotxQHzmRH7/fv3OwZvRUdHKycnR3/72990zTXXqG/fvhowYIC6d++uu+66iydhTWRWvb/jjjskSRkZGVqxYoXLNPblQG63AAAZnUlEQVT+vHN6AP5Rm/p3wPnEX+eslb1e4rw9JSVFeXl5Lvenfv36Hm98NW3a1DHjSdm6nJubq5SUFK/2xVU+gL84X79zdd5PPaQeovrk5+fr8OHDWrJkicaPH+9Y6m3ixIml0h0+fFglJSWSqvaZ9aYe2h/4KS4u1pEjR3zKp6L7EPSRUVOysrI0f/58Sa6XOXWHNpG6CPiKwV3w6OTJk5JsI94jIiI8pm3RooUkKT09vdSTOpWRkpKi3NxcSbZ1ge+99149/fTT5UYh79+/X0888YSmT5/udRnwjlmxdzZ79mzl5+dr6NChuvbaa33OB1VTE7F3Jz8/X++9954k25M+AwYM8HsZv2eFhYWOmTPcTY9t16BBA4WFhUn67TNQWc7pKyrHebu9sw//Myv2lbF//34lJCRIsg0EYXBX9TI79pmZmY6LGA899FClL2LA/8yKvfNFF8MwNHLkSC1dulRZWVmOv587d05btmzRxIkTtXjxYq/yh/fMrPcjR450LGUxd+5cPfHEE9q4caMSExO1bt06TZs2Te+8844kaerUqfTpAT+qTf074Hzjr3NW53yaNWvmMR/79RLDMMrVw1OnTlVqX5zzKZuHr8fEdwKqg9VqLdXvv+mmm8qloR5SD+FfK1euVExMjGJiYtS1a1fdeOONWrBggc6cOSNJmjx5sm655ZZS7/HXZ9aXeii5r89VuQ9BHxk16fnnn1dqaqq6deum2267rdLvo02kTQR85X4IMyA5BlzZOzyeOK/lm5ub69WsS5mZmY7XX3/9tQoLC9W2bVvNmDFDPXv2lMVi0ffff69nn31WSUlJio+P18KFCzVz5kwvjgbeMCv2dqtXr9bmzZtVv3594lrDzI69Jy+88IJOnDghSRo7dmyFHVSUZo+lVPl45uXllXtyw5/lOH9mvC0HlWdW7CtSVFSkxx9/3PFU4AMPPODX/FGe2bF/7rnndObMGV111VUaPXq0T3nAP8yKvXO//c0331RhYaGuv/563XfffbrsssuUk5Ojr776SgsXLlR2drYWLlyo9u3ba+DAgV6Vg8ozs94HBgbq2WefVb9+/RQbG6u4uDjFxcWVStOrVy8GdgHVoLb074Dzkb/OWZ3zqVevXpXz8ea6i3PZZX+vKB/n7XwnoDq8++67jqXeBg8erE6dOpVLQz2kHsIcHTt21Ny5c9WlS5dy2/z1mfV3fa7KfQj6yKgpO3bsUFxcnIKCgjRnzhxZLJZKv5c2kTYR8BUzd8Ej+5IrwcHBFaZ1HtRhf19lOX95FxYWKioqSitWrFD//v0VHh6uevXqqW/fvnr//ffVtGlTSdL777/PiN5qZFbsJens2bNasGCBJNuN/yZNmnidB/zHzNh78umnn2r58uWSbNO533///X7N/0LgHBNv4llQUFBt5Th/ZrwtB5VnVuwrMnfuXO3Zs0eSNHz4cPXv39+v+aM8M2P//fff6+OPP1ZQUJBmz57t1UUM+J9ZsS/bb7/uuusUGxurLl26KCQkRJGRkRozZozeeOMNBQTYTjcXLVokwzC8KgeVZ/Z3/sGDB7Vq1Sr98ssvLrfv3r1bH330kePJTwD+UVv6d8D5yF/nrP7Ox5u6XPaai/OsJZyHoyZt375dCxculCQ1btxYs2fPdpmOekg9hH8NHDhQa9as0Zo1axQXF6dFixZp0KBB2rdvnx566CFt2rSp3Huqox5W9LC3v+th2fLpI6MmFBUVadasWTIMQxMnTlR0dLRX76dNpE0EfMXMXb8TMTExVc7jmWee0YgRI0r9rU6dOpJsS6tUxPmL2/6+yiqb/u6773a5rE9kZKSmTp2quXPn6ty5c1q3bp0mTJjgVVm/N+d77CXp2WefVXp6urp06aIxY8Z4/f4L1e8h9u5s27ZNjz/+uCTbUq2vvPKK6tat67f8LxTOMfEmnt7+X3tTjvNnhphWH7Ni74l9RhdJ6ty5s5588km/5Q33zIq980WMCRMm6LLLLvNuR+F3NfGdL0kPP/ywAgMDy6Xr0aOHBg0apK+++koHDx7Uzz//zOekmpj5nb9jxw5NnTpV2dnZatmypf7yl7/ouuuuU4MGDZSWlqb4+Hi9/PLLWrt2rb7//nu98847uvTSS70uB0B5taF/B5yv/HXOWjYfT9dBKsonPz/fq7pctiznm2Kch6OmHDhwQNOnT1dxcbHq1Kmjl156SY0bN3aZlnpIPYR/RURElFrKsEuXLvrDH/6gVatW6dFHH9U999yjv/3tb6Wu/VdHPXRO52s+VbkPQR8ZNSE2NlZJSUm66KKLNH36dK/fT5tImwj4ipm74JF9GsfKTIuYn59f7n3elmN33XXXuU3bp08fx+vExESvykHlmRX7rVu36pNPPlFgYKDmzJnjmOEBNces2LuTmJio//u//1NRUZHCwsK0ePFiXXLJJX7J+0LjHBNv4lmZ6Xd9Lcf5M+NtOag8s2LvzgcffKBFixZJktq3b6/FixcTb5OYFfvXX39dhw4dUosWLXTvvfd6t5OoFjXxnR8ZGanLL7/cbdrrr7/e8Zp+e/UxK/ZFRUV68MEHlZ2draioKP3rX//SrbfeqiZNmig4OFjNmzfX2LFjtXz5ctWpU0enT5/WjBkzvDsYAG7VdP8OOJ/565zVOZ+yS9H4ko83dbnsNRdvjsl5O98J8JejR49q0qRJyszMVGBgoBYtWqSrr77abXrqIfUQ5hg2bJiGDBkiq9WqefPmKSMjw7HNX59Zf9fnqtyHoI8Msx08eFCxsbGSpCeeeMKnzxJtIm0i4Ctm7vqd+Pzzz6uch325Q2fNmzfXjz/+qLy8PGVlZZV6EqCslJQUSbabPBVNxeqqHIvF4liupUWLFm7TOm9LT0/3qpzfo/M99m+99ZYkqVOnTjp06JAOHTpULs2xY8ccrzdt2uSY1e0Pf/iDV2X93pzvsXflwIEDuvvuu5Wbm6uQkBC99tpruvLKK6uc74WqTp06atiwoTIyMipcxjYzM9PRqW7evLlX5Tinr6gc5+2evutRNWbF3pXPPvtMc+bMkSS1bNlSS5YscTkbJ6qHWbF/8803JUm9e/d2OdW/9NuJel5entauXSvJ1l707t3bq7JQOWbF3vm7u6L3Om8/e/asV+Wg8syK/TfffONYanHcuHGKiopyme7SSy/VH//4R8XFxWnv3r3av38/s7YBflCT/TvgfOevc1bnfE6dOuXxPMd+vcRisZSrh82aNdOZM2cq3BfnfFzl4WqfXXHezncC/OHUqVO66667dPr0aVksFs2fP18DBw70+B7qIfUQ5hkwYIC++OIL5eXl6dtvv9Utt9wiyfd6WPYzW7Yedu7c2W0+9vojua7PVb0PQR8ZZnvvvfd07tw5tWrVSgUFBY5rns4OHDjgeP3dd9/pzJkzkqR+/fopLCyMNpE2EfAZg7t+J6prVhvnfJOSktS1a1eX6YqLi3X06FGf9yUsLEwXXXSRjh8/LkkqKSlxm9Z5W1AQH+HzPfb26Td//PFHPfjggxWmf/rppx2vL/TBXed77MtKTk7WXXfdpYyMDAUFBenvf/87AwD8oEOHDtqxY4eSk5NVXFzs9nszKSnJ8drbeHbo0MFlPhWV0759e6/KgXfMiH1Z8fHxmjFjhqxWq6KiovTuu+9yglYDzIi9fXrtlStXauXKlR7Tnj171tHG9+zZk+/2amT2d76nPrskWa1Wx2tXSzfCf8yIvfN7Pc3YJklXXHGFY2nepKQkBncBflIT/Tvg98Bf56xlr5d07NixwnxatGhRbkaCDh06aO/evcrOzlZqaqrbAdOnT59WTk5OubIlKTw8XC1atFBKSopXx8R3AqoqPT1dkyZNclwTnDVrloYNG1bh+6iH1EOYx3mAx4kTJxyv27Ztq8DAQJWUlFTpM1u2Hnpif5g/KChIbdq08ZiPr/ch6CPDTPZ7mkePHq3UPc3XXnvN8To+Pl5hYWG0idRFwGesfwaPunfv7ni9fft2t+n27NnjGPHerVs3n8pynrbZ3lFzJTk52fHaeSQw/MvM2KN2qYnYnzx5UnfeeadSU1MVEBCgBQsWVPjEHyrHHs+8vDzt3bvXbbrvv//e8drbeF588cWOWeCc8/FUTrNmzXTxxRd7VQ68Y0bsnW3dulX333+/iouL1bBhQy1ZskStW7f2OT/4zuzYo/YwI/YtW7bURRddJEk6fvy4Y+ZdV+i3m8eM2DsP0KtoYF9xcbHL9wGoGtp4wDf+Omet7PWS1NRUHT58WJLrOuicj6f9qagu2/M5dOiQUlNT3ebjvK98J6AqsrOzdffdd+vXX3+VJD300EMaO3Zspd5LPaQewjz2GZel0kuehYSEqEuXLpKk3bt3OwapuGL/zIaEhKhTp06ltnXu3FnBwcGl0rlSVFSk3bt3l3uPnb/uQ9BHxvmGNpE2EfAVg7vgUc+ePVW/fn1J0qpVq9zevHGescHXARmDBw92vF6/fr3bdM7bnBsc+JdZsV+2bJl+/vlnjz/Dhw93pI+Pj3f8HdXDzHovSWlpabrzzjsdM/fNmTPHMVU0qs45Nh9//LHLNFarVatWrZIkRUREqFevXl6VYbFYNGDAAEm2py7sJ+1l7d692/FUxoABA2SxWLwqB94xI/Z2u3bt0j333KOioiLVr19fb7/9ti699FKf8kLVmRH7itrun3/+WS1btpRkGwxk/9uyZct8PCpUhln13t5vz8nJ0datW92mW7duneM1/fbqZUbsnS8i7tixw2Na5wt+DOYG/MfM/h3we+Kvc9Z27do5Zhf48ssvlZ+f7zKfTz75xPHa1fWS/v37KyDAdlneXV2WfrvuEhAQoP79+5fbbj+msmU6y8/P15dffinJNitDu3bt3JYHeJKfn6/Jkyc7Bk5MnTpVkydPrvT7qYfUQ5jH/nmTpOjo6FLb7J/ZnJwct/fhTp486TjX7927t8LDw0ttDw8Pd8zKvnXrVrdLsK1fv94xy4+reuiv+xD0kWGmBQsWVHhNdPr06Y70S5cudfzdfn2ENpE2EfAVg7vgUUhIiMaPHy9JOnjwoN5+++1yaX744QfHl33Pnj0dI//LiomJUUxMjMsvfMm21rC9o7l06dJSaxLbOe9DZGRkqQFh8C8zY4/axczYZ2Vl6U9/+pNjeuaZM2dq9OjR/jgM/FeXLl3Uo0cPSbaO+Q8//FAuzTvvvKODBw9KkiZMmFDuKapt27Y5Yvnoo4+6LGfixImOmTnmzZungoKCUtsLCgo0b948SbZpuCdOnFi1A0OFzIr9vn37NGXKFOXl5SksLEyxsbHlnuiDucyKPWofM7/z69SpI0l65plnHBdrna1evdrxJF7fvn3VokUL3w8MFTIj9r1791ZoaKgkacWKFW4ftkhISHDcJGjWrJnHZQEAeMcfdR24UPnrnHXSpEmSpIyMDD3//PPlticnJys2NlaS1KZNGw0aNKhcmqioKMdDbZs3by51E97uiy++0ObNmyVJt956q8vlcQYNGqRWrVpJkmJjY0vNmmr33HPPKTMzU5L0pz/9yeUxARUpKirS9OnTtWvXLkm29uWBBx7wOh/qIfUQVbNy5UoVFhZ6TPPuu+8qISFBku1BG3vf0W7UqFGOAVULFy7U2bNnS20vKSnR7NmzHbM1u/vM2uthcXGx5syZU2525/T0dL3wwguSbIOpRo0aVS4Pf92HoI+M8xFtIm0i4IvA2bNnz67pnUDt1qlTJ61bt04ZGRnasmWLUlNTFRoaqjNnzmj16tWaNWuWCgsLVbduXb300ktu1+L9xz/+IcnWkXPVCFksFkVHR2vNmjUqLCzUZ599JsMwFBQUpJMnT2rNmjV67LHHHDeP5s+fr8svv7z6Dhymxb4iGzZs0P79+yXZOjwRERG+HxQqxYzYFxUVadKkSUpMTJQk3XLLLRo2bJjS0tLc/uTl5alBgwbVe/C/Qx07dtTq1atVVFSkzz//XBaLRUFBQTp8+LAWL16sxYsXS5Latm2rZ555RiEhIaXef/z4cceTFh07dnT5dEejRo1UUFCgnTt36vTp0/rmm28UERHh+Ntjjz3meLrzz3/+s2666aZqPmpI1R/75ORkTZgwQRkZGZKkhx9+WB06dPBYj6XSU8KjephR7yvy3nvvKTs72+f2H74xI/b169dXcHCwtmzZorS0NK1fv16hoaGyWq1KSkrSkiVL9OKLL8owDIWHh+uVV15Rw4YNq//gL3DVHfs6deqopKRE27Zt07lz57R69Wrl5eXJYrEoOztb+/fv15IlS/T88887Luw/9dRTDO4C/KyqdR04H+3YsUPfffed9u3bp3379mnPnj3697//Lcl2bhEQEODYtm/fPpdtj7/OWWNiYrR161alpKQoMTFRBw4cUHh4uDIzM7V+/XrNmDFDmZmZCggI0HPPPaf27du7zKdTp0769NNPlZ+frw0bNig/P18hISE6ceKE/vnPf+q5556T1WpVZGSkXnzxxXKzpki2pY/btGmjtWvXqrCwUF988YVjAP4vv/yihQsXOmYp6d69u2bOnOmYlQHwxv33369NmzZJkq655hpNmTJF6enpbs/7s7Ky1KhRo3L5UA+ph6iaadOmafHixUpOTlZWVpZyc3OVlZWlw4cP6+uvv9b8+fMVFxcnSQoODtbf//53tWnTplQedevWVUREhL7++mtlZ2dr3bp1qlevnkpKSrRnzx7NmTPHMYBj6NChjoEjZbVq1UqHDh3SgQMHdOjQIe3YsUMRERHKzc3V5s2b9eijj+rYsWOSpMcff9ztbN7+ug9BHxm1yfbt2x0PPA4fPtzljOa0ibSJgC8shrt5LgEnR44c0eTJkx1r8pYVHh6uF154Qf369XObR0xMjCTb0jwbN250m+6rr77SzJkzlZub63J7cHCwHn/8cY0ZM6byBwCfmRl7dx599FHHjab4+HiWdjFJdcf+2LFjpaZprYyePXuypJePNm7cqEceecTl7CqS7cR28eLF5U74JdtMHhMmTJBkOxlZsGCByzysVqueeOIJj1P33nbbbZo3bx6ddhNVZ+xXrlypmTNnerU/06dP17333uvVe+AbM+q9J/3799fx48d9bv/hO7Niv3DhQr355ptul05o3LixXn31VV111VU+HAV8Ud2xNwxDzzzzjJYuXeo27pLtnO2BBx7gKUygmlSlrgPnI+frQpXhbnZJf52zpqena/LkyY6H1coKCQnRk08+6XKWEmc//vijpk2bptTUVJfbo6Ki9Oqrr+rKK6/0mM+HH36ouXPn6ty5cy63d+nSRbGxsYqMjPSYD+CO/fpeZXk6B6QeUg/hO/t1loo0b95c8+fP13XXXec2zcsvv6zXXnvN7XndDTfcoFdeecUxMMOVgoIC3XfffY6ZwsoKCAjQPffcU+F1QH/ch5DoI6P2eOWVVxwTHyxdutTtMqC0ibSJgLeCanoHcH5o06aNPvnkE73//vv68ssvlZycrHPnzql58+a64YYbNGHCBLVs2dIvZd14443q3Lmzli1bpoSEBKWkpMgwDDVv3lzXXnutJk6cSOfLRGbGHrULsf996d+/vz799FMtXbpUX3/9tU6dOqXg4GC1bt1aQ4YM0bhx4xxLLfkqICBA8+fP14033qh//etfSkxM1NmzZ9WoUSN17txZt99+u2644QY/HREqy4zYo3Yi9hcus2L/0EMPqX///lqxYoV27Nih1NRU1alTR23btlX//v01fvx4x3IPMEd1x95iseixxx7TH//4R8XFxWnXrl06fvy4CgoKFBYWptatW6tnz566/fbb1a5dOz8eGQBntPGAb/x1zhoZGakPPvhAH374oT777DMdPHhQ+fn5atq0qXr37q0JEybo0ksvrTCfK6+80lGX4+PjHTOcXHzxxRowYIAmTpzocvajskaPHq2uXbtq2bJl2rp1q06fPq3Q0FBdcskluuWWWzRq1CgFBXEbALUD9RDw3VtvvaWEhATt2rVLR44cUVpamjIyMlSnTh01btxYHTt2VN++fXXTTTdV2Be877771KdPH73//vvauXOnzpw5o4iICF122WUaMWKEhg4dWuH+1K1bV4sXL9aaNWv0ySefaP/+/crKylKTJk3UvXt3jRs3rlIPe/nrPgR9ZJxvaBMBeIuZuwAAAAAAAAAAAAAAAACgFmJNJAAAAAAAAAAAAAAAAACohRjcBQAAAAAAAAAAAAAAAAC1EIO7AAAAAAAAAAAAAAAAAKAWYnAXAAAAAAAAAAAAAAAAANRCDO4CAAAAAAAAAAAAAAAAgFqIwV0AAAAAAAAAAAAAAAAAUAsxuAsAAAAAAAAAAAAAAAAAaiEGdwEAAAAAAAAAAAAAAABALcTgLgAAAAAAAAAAAAAAAACohRjcBQAAAAAAAAAAAAAAAAC1EIO7AAAAAAAAAAAAAAAAAKAWYnAXAAAAAAAAAAAAAAAAANRCDO4CAAAAAAAAAAAAAAAAgFqIwV0AAAAAAAAAAAAAAAAAUAsxuAsAAAAAAAAAAAAAAAAAaiEGdwEAAAAAAAAAAAAAAABALcTgLgAAAAAAAAAAAAAAAACohRjcBQAAAAAAAAAAAAAAAAC1EIO7AAAAAAAAAAAAAAAAAKAWYnAXAAAAAAAAAAAAAAAAANRCDO4CAAAAAAAAAAAAAAAAgFqIwV0AAAAAAAAAAAAAAAAAUAsxuAsAAAAAAAAAAAAAAAAAaiEGdwEAAAAAAAAAAAAAAABALcTgLgAAAAAAAAAAAAAAAACohf4fGsDI0Sj9Z40AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 211, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "pm.traceplot(trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great. First having a trace we can create `Empirical` approx" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "**Single Group Full Rank Approximation**\n", "\n", " Builds Approximation instance from a given trace,\n", " it has the same interface as variational approximation\n", " \n" ] } ], "source": [ "print(pm.Empirical.__doc__)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "with model:\n", " approx = pm.Empirical(trace)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This type of approximation has it's own underlying storage for samples that is `theano.shared` itself" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "histogram" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.histogram" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.44692677],\n", " [0.44424645],\n", " [0.30703899],\n", " [0.45762844],\n", " [0.45762844],\n", " [0.45850378],\n", " [0.48986156],\n", " [0.48986156],\n", " [0.50312559],\n", " [0.56353318]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.histogram.get_value()[:10]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(200000, 1)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.histogram.get_value().shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It has exactly the same number of samples that you had in trace before. In our particular case it is 50k. Another thing to notice is that if you have multitrace with **more than one chain** you'll get much **more samples** stored at once. We flatten all the trace for creating `Empirical`.\n", "\n", "This *histogram* is about *how* we store samples. The structure is pretty simple: `(n_samples, n_dim)` The order of these variables is stored internally in the class and in most cases will not be needed for end user" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.ordering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sampling from posterior is done uniformly with replacements. Call `approx.sample(1000)` and you'll get again the trace but the order is not determined. There is no way now to reconstruct the underlying trace again with `approx.sample`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "new_trace = approx.sample(50000)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.73 s ± 32.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit new_trace = approx.sample(50000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After sampling function is compiled sampling bacomes really fast" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", " FutureWarning,\n" ] }, { "data": { "image/png": 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v/HVGmy9Yfp5h5XKLtX0zFwU//9gVHp540tLWFqXd9N02MBZj6Y2knFTrBTzk5Fhyc6P0lyjbV6R+FM1QtpPwZft8BkN3zPlzcgKv3e/vv83h7Yu67YTNV1Nj2LzZUl3t1mHC+mFWZt/PwOs1pKdbmpsHua0G3Xfrhc2bA9PS/UGfc4QFRnsvYnF9J775Y42xPW3w+0KXWVjoIT/f0njQujKaQe/LhGrYuNFVhJg00UQdtzAuuPD4Yy1tbS5wJJbMTENzS+j2n+YzdHZEb3t+ft8+6II44Z13bPDE/reL4MeNId0f+7MJXl5+nqGq0rJ7j8taEh7EFm0ZNRHG4PDP96QTA2ehi4osBw64x7Jzou9zysvClttP/w1+PZHampk5sH1Qj8pKE1J+M54+Hql9GRmGw4f7f74xLtjOGNvn9ebnQWNj7GXMm2v45wsDOx4Z6P479PHwcQiwofMEmz4d8vLd70qlpaGP91lXWB8vLzeUldmYzykvN7S3u2CX8JPh4a+togI2bXLTiorcuoqLYP/+/sfx4mIPJx5vefkVaGiIPcaHttfdnj8Pnn0u+udSW2NYt25g/SNS+yJ9dhkZge0u7r4btqzaWsPUKYaNGy1vB7Vz0UIPDz7Udx9aUBBjXI28VjIyDIsXWhob4a23+z7H6zEsWwINDXCgAbZuDcyTk+OJuS+PdAwV+nhoO8PH7Vj7oIULDKtejLLNeMAeaVZenon4+UVrW8zxabwhzQtvvU3047YB7DcHsq6BLHugxzmR2uT1mojfOQby3AE0NOS26Y3Kj76s/DwPBxr6Hsf3jn9xjpuxXoPxuO+ly5cFzm9HPLb3uHX7fPT2y57+FOu7wGDalAjp6Z4jy+77XvVcNN7fsbfH46Go0LJrV+KO+TMyTG/gYKzPLCsr+ntSV2dYsybwWFGRISvTZX/dvCX6d5lI0/PzQ6dPnhRalWz61MhjYazXGPVYrcb07v/Cn9vf9xqvJ1BBbaAGu/+Jh4K7RFLczl2Wq74XOMkM7uqVb31D2bokuWbNNPz2evjhNZbHnnDT1r4FF11iufzf4bRT1D9FZPT5y72W2+8M3P/svxrmz9N4JiJDd9HHDZs2Wx551N2/9ieWykp0TC8ywpqbmwEX3NWfzKDLLpubmwcVfJWXl8cpp5zC0qVLqampIT09nT179vDUU09x++2309LSwm233UZzczM//vGP414+wMkn+skIS4tw8GAXWdmdfeYtKPCTld0ecTklpWns2BV4Tm6ul4KCyD8dZmW39d7OzjF0dcf+4bKgwLWvpTW0XT3TAaqq2tl/YHA/gM6o91NY0I03DXbv6mbffosx0NwSeXkTa728s7ErZFrw683J7SQrO/B4cDtDn9N3vvBpAAvmhz4/J7eDrEN9fyk+9WQ/Pl/0E0UdHd1kZXf03l+4wN+3zJ3pZsPGwDyTar3k5BpeXd23P4QrKEinvd1G7SOR5OR4KCgITZdy3LFd7NrVTXW1l6efDbQl2vvYI1q/zc/3k5kZ+jqD+2Cs5RcURGpzOx2dNmiedLKz2/GmRe4v6X5IC3qJ+fl+srPaCe72xgN10yOsLEqbCwr8vQEkHZ2hn2us9ynS6x4oE2HZ/S2vqNDHCSfA7t3d1EzwkJPjTlhE25bDlxfttQTPt2SRj9JSDwvm297+nJtr2ba9nY4Ot72WlqaxYnkXO3Z2M2mil4IC146cnA4OtwW2pXi21eA2zJ/nPo+9+9qCnuMlO6uLSMNbTrahoMDtE1paIvfbSKKNEdFkH1nP3LmdvL2u73N6Xm9BAezc1cG+fd3MqE+joMDLaadYWlohO0IGhNNPtxw61E1ZqQePx0R8DXm5bjnxCB+j3v0uP48/0YHXC4eaQt/IWH1m0UIXCH3gSCDJhOro+6NIy8jKyiIn10NevjekPZHW32N5jDJA4csvLvKQn2eYNs3bJ1DVeKJvz/PmWrq7Ozl82DJvblrv9pSbF9onCgtD2zZvThcvveI+n8mT3HsR6X3Li9K3Fi/09W4zEH0fBFBe5mHRwtAx3eePb78wrsJDZ5dbfloalJV62L4jcL8zyubS817l5HTQejh0u87Obqezn9L2tbXpvP5m6PuSl2toPBQ63veso7kldB2x9n/5+T5ycz0h73tYbFfE8acoShay8HUFjynRhI8dxx07sH1FxTg/2VkGr6eLg42WSRO9ZGQYsrMjj5/RxvFTT4G/3T+wMR4g/0gN5IICeGdje58xAOC4lX3f10jGVQSONSK1L9bxZTz7zZ6+ZoM+2fnz3LFWYWHfdURa9rEr/WRkGPYfGNi+IS/PjbU9xytbt/ddZm6el4qKNCoq4M01new/EH1/Fm350YS/Xp8POoKGzVjLnzQpnepqy5693bz0cuhrXbHcx7p1XZSWeKgcH1h/8LKi7WdivZ7CwnQKC6Gjs5PNWyLvS3NyPBxqijzGxXscFC4vLy1qX4u13IKCdFas6Ap5n/LzfTQ2dods1+PGpdFwMPS9zMnxhIxX8Qr+3puT4yErO/p7093d3We/WVTsoyDfQ1NT320gfLyOJvwzOfVkP14vIfvQSJ9Fz9h40ondrFrVSUYGzJ/nw+s1Mb8LDORz7W/bGYye9Xd2RT8W6G+dBQXpeDzdbNoS+fgl3raEi3UcGt6/g1WU+9gc1KaTTwosPy+3HWv77msh/PuPmx6+Dxw/PrStBQVQX2958OHYxx4DeV+XLE5n7962PmFW+fm+3uOw8OOcnuUuW9rFy68O7Bg/zQsrV/pDjrsT3b961zUsSxWRhHjsccvV11iamgLTliyGr1/progUSbbcXMN3vwN/uRd+9nNLezu0tsJV37O88ILlS18wKZFGU0RkIJ551vJfPwkc6p96Cpx7ThIbJCJjisdj+NoVsGOn5c03oasLvvZNy//+MnLadhEZHm1t7gc2n6//2j3BwVw9z4tHWVkZTzzxREiQWI/jjz+eCy64gIsuuojt27fz17/+lTPOOIOTTz457vUMpWzbgvlpvPJKJzk5huoqD6tfCzzWX5aWRBs/zsv+AwP78TScx2OorHQnhyrK3f/XXu+keXPfH66LCg11070UFhreequLpiNZf6qrk1/jI94y4H0CuyKor3c//w4kuCtRysu9lJd76e4n6C+VxEhqMSDeOLvPUNcXj2VLfOzY2R2xj6d5oTNoM/F6oCvoHF16OuTleSgtGb7to7TULTu4P3u9hpXL/TQeCUACGD/ey/jxg6tXV1HuYeMm90IL4yhHNhwG89lPm5pGSbGHF1/qoC3Kea6lS3x0dFh8vp4sBIbsKHHM2VmG7Kzhr/3n8RhOPMHtSx95rJ3W1oGPCfPm+njxpQ7S0gzTp8ff1rQ0w3AkTCgu8rBs6eDq/3k8pk/g1ECMG+ehvT2Njg7LxInxvxdlZf1vvyuO8bH/gKWqsu+82VmGslIPu/cMLLhg2rQ0DjR00N5uWbzIR1aWobGxg64umD07jef/Gf8J67xcw8F+MndFsmCBj+Ymy85dXdTWpEC9yxGyZLGPtWs7qSj39J5orqz0xl3+bLjl5vbfNyvHe6ivi30qOzw7ZyIN5FirR0W5Z9jKKacqn88wfpy3T3BXQb6HRQsHd+xQUe5h567BBzOVlXrYsTP+51dXedi3z9ISx74qHpHep/CLF2prPOze7WHf/tjtHz8uEDQbj4oKD3v2docE8PWnIH9wn2N5mYddu7vJzelbZjze7zz5eR5OPMEXMwvdWJKX52FGfRr79nVTUGBY+9bALgoY0LJzPUD05RUVmrgvuJo7J40nnnKdasH8/kOPfL5AIGlulBKO8faR4eCPUo68h9cDNTVefD4XfD9S/VPBXSIp6PBhy89+Ybnn3sC0tDT4l0sM552rMoySWowxvO9smD0LvvUdy8ZNbvp9D8BLr1i+fiXMnaM+KyKpbe1blm9+2/aeyJg5A664PHbqchGReKWnG67+HlzyGcvu3XDoEHzlSst1vxz5IAqRVDd9+vQhL+MHP/gBH/jAB0Kmpae7qzA7BvCLdnt74Ax6z/Pi0V+mr9raWq655houuOACAG6++eZBBXcBHDx4MORq2UOHLC3NfX+UbWhoCZmemeFh0UKXLefgQZhZb3ljDeTlQmaGoaEh8vpamgMnEzzGMGUyvPpq9B+BGxpaAVdSKXj9PdMBGqO0eSCCl9Mj0ntQW+va2thoyMyAGfWWrdsgJxs6OwOvt+lQ9HbGWkdDQ2vE9fZ5vo32+UReT4+DMd6/HtHe4+DPLJqGhlba2+P7HJrSDQ0Nkfdh3d0Dex97ROoDOTmGtrZWwuMrI72e/pbf2+amvu1qbrZRy4Z1dhjy82HPHldy8fDhVqZMsbz8sisFl5WVRW2tt892GC4/z7Jjh6WoyNDS0kpLy5HXfXDg79NAPsdwXq+HqkpXHil8m25utnQFZcOpqjIh5Z66uz0Rx4GB9rNoryV4vlivNyMdGhujPhzxs4zE64WqSncB7cTanrEwuA0tpKebkGmHDrkygzbCW16Qb2hocB9g+HsRTX2diTpGRGMIrMfjoc/2OdA+359Ir6HxUPRtO5pYY1Rzs+Vwa3x9ZtZMjswDLTHWW1pi2bQ5kJ2kpaWF0hI42EjU9zqe9y64jRkxxjzoO44NZD2HBjC292T16bkIPNL7FmkMnT7d9Fle+D7O8VBUCC0t9I5NwaZOcWXl//kC/QbpNTW1MHeOORLga2hpgblzwFp3YXB/n0mk7bqiwrJpCyF9KNjCBe51hnxWGYaO9lb8fleOtDtoDIy0jlj7v4MHDV1doWOEMRA85MfTp8LXZUxgW48m0jFHNL60wPYT7ViuuTn+cby/Md6VW3UZu4L3iU3NsY97gpeblWVoCcq8WlvjobXVXVAePq/xBJZRWmLZu8+V84rV5lgaGlppbon8vkTatsOXXVQYGB/Ct+toGhtDx5RI7T0UNE+kfhDrNTY2mj6lZoPVTLC95UxnzTSseYuQsoyxlh9P34g0X7T9TFWlZcOGfsaJsPchL8/Q2Gjx+Q3Z2TB+nBsvx49z56hstyvdGt6u4Pa0tBjmzYWHHo7+uRlM73rT0vouL9JyjYnc1w8eNOTlgcdAS4tl9ixDY2MrddMJKfnZ1GT69KVI0yCoVP2R41P3ulp6B6umJsOsGdB4yI3169e76aWl7rWE78ch9jYQPpb2WLTIkJsDOTlQVAjvbKTf8StSP3PvceSxsSDfsn175LYO9HvPYI6rIzHGvffR+mc8Y1LPvIUF7m/vvsF9R47WN/1+KCywNDRAfR28sCqw7MZGQ3VVaOnX4MdifYZzZ1s6Ovv+hhDtmH9mvWXPHigvJ+pnPND3Kta8DQ2ttLR0E/4V7eBBQ2enG39aoo37B2O/9+nphnEV5sjyYrU//t+SYlFwl0iKWb/B8q2rLBs3BqZVVcK3v2Goq9MJH0ldkycZrv81/Pf/WP56n5u2Ywd87ouWC863fPIi03v1oIhIKtm50/KVKyyth939qkq4+vuxf/wQERms4mLDj34An/mcpbUVtm51Gbx+/KPUuDJNZKzLzs4GjvzI3Y/W1sCPhT3PS7RFixYxZcoU1q1bx6pVq+ju7sbjif/qaGttSFCJtTZiwpLw6dZavF56n5ufD8csDTwWdX0hty1lpYaqStiyLXr7oq2/R7o/cpv74zFR2hrhPcjOcieae+ZPS4Pamr5tsURvJ2HTw+eL9N6HPz89I/rnE0tOduB5fn/k+aO9x8HT5s2Bl1+NvP5ofSc62+fH8v7aEnVJYfOXlsDMGZGXP2smrH697/MHZmCfW/Dcs2bCgQNQUODaU1xkmTvHBY/MnuXH5zN9tsNwM+ot1dWQmxP6muJ5nwazjcRaXnf46x5gW6K12XhcAEW/zx9g+/o38PduQnXofH37QN+xjbBpGelu3Jg6JfAZxuo78+fBSy+7k3OVlf33tewsaA7aPdXVhfaVrCxLk6sujN831PcuINq4Fe/iY/blAYxNfZ4zQFMmu6DJtW8F1pWWRp/PNDPTBYjk5MS3nkh9Jeq8cY57bvmDeU7f9WZnRepbfdsbvr6BrtPvh7lzLKtfd+Vq9+2P0rYj75GJsH/2+12pwkjPjXWs4PPBimMse/fCa6+7cSY9w7Vj/jyOfN6Rt+tIpk6x7N7jbtdNH8B+IMIYET4+xNOn0tIijL39PH0wfWswy4vVN+LpNyH7xBjHpeHL7e91Bt9bsjDw+NQp7q+/NgNkZkDrYXcM2ZNk1PQ8L8r6M9Ij9K+w5RYURO/H0YT300jPqagImidSP49j+eHy82HBfFcutbTUsmZt7M8jfNk98vLcMVGkx0KeE3y7O3Lb/P7oxzuBPhParrlzLLt2QXGxBUzv8T3AyuXu9WVnx+5P7jET8/3MzoZp09wx4aSJ0d/bggI4cCTApSA/cl/3ei3GGJYtde3rGccitSviPjrCeivHw7r10NEeef/r91kyMw09iaWLi9y+Mj+//+8xvrRIY2zf+Zcudv0BoLwscnsjfoeJ8HpijY3+CN8do41jkRfd9/nVMb7PRlOQ7wKYg7+b5edDbq4LoptY2/+YFN6u/toZLjcHDjWFTos1PtfXBc0XNN3vO3L8FDb/5InuO5DfD23tLmgyfPk9P5f0v405WVlQUxO7reFTK8ph567Iy4tr/x00vfd2xHYObXz1hmVIThQFd4mkCGstd94Nv/ilpT3oAuLT3wVf/qJK28nokJlpuOIrhmOWWX50reVgozs4vPkP8Oxzlm9+DSZNUl8WkdTReMhy2X/Y3h8WC/Lh2h+apJfqEJGxbcpkw7e/AVd8zf0Q8NLL8O3vWq76VnxlH0TGsvvuu2/IyygrK+szraKigldeeYWWlhYaGxvJ6/nlOYIdO3YAUFRU1G8WrqGYPHky69ato62tjYaGBoqKioZtXcNp+nQoKXElFp5/ITC9ZsLAnl9aaigqtDQcdAFXG94Z2PMWLoi/rcNpaKdaY0tPN8yZ7U5uD/R9Hc3mzY2+T6yoMLR32EAwxzDzeg0lJYH7xhhKS6GsrG+pmWiMMeTlDlMDZdgZYOUK4sruXFJsODWOhIzp6aHBXeHfS+umuyw83d0uoGWsmTljcM8zxlBSbFjbz3wL5sHefVBWOrj1pLqyMkNFuQ058ZloOTmmNwj81dWWXbv7BiX2Z/48lzHm6WfjW3fPuHvcsRavd2jfmbKyDEuXWNoOEzK2jxQ3jgznEcPwGD8Otu9IdisCcge5T1221AVC5OfBy6+4/tiT6SyakhJDSfGRbDf1g1vvYCxeSMjFp8PxlaSoKHh7Gly/TEtytEF6umFClGPj9HTDIJIwRzWh2oQEjEcycwasejFwu0f9dBd8NW5c6Oc6Er8DlZf1zRgffj8zI/rzi4vdNtPY6L73gQvQCQ/WHc1Z6SdPjhzc1RMQGsmc2ZEv1Fyy2AWUD9e5/axMNwa2tbk+9o9nAo/Fs8YZ9bBmjQtIKykxtLX1HQNqa11FsSWL3Xf10hHab1ZVwtagzyM8uCvVLVwIa/s7OB0EBXeJpICDBy1X/8jy5D8C0zIz4bJ/M7zrtNG7I5Sj1/HHGWbNhKuvsTxz5Iv6uvXwyX+xfPIi+PCHdOJSRJKvvd3ytW8Eysn6/S5jV1WVxicRGX4rlhs+/1n42c/dDydPPAk/vMZy5X+oDLsIuICn4V7uhg0bmDcv8tnxzs5OtmzZMqxt6TEay0DXT4c3j/xQWXfkx31jAsEvx66wbHjH/eBfVTnw5S5cYOjqshw+PPDgroKjLCi/vMz0XgU/FNGydyVTWSmsOdKvKsr7n7+wYHjbI0cfv4/ei27z8+HIbqBXIsbroSwiPd1w7EpLd/co/F1tAM0dP26IATuZhpZWi99vcEkwQ09QZmUZJmQNaRUpqSA/cHv2LMPOXSMTNDRzhhurCwrg8ScH/jxjzJEMH4Nr51ADu3rk5RqIMzgoOCQrOydQJnM0ys+H/Qfc7YwBBr5Mm5q44K4Zdf3Pk2gGl2EnLc30HkMsmD/w58+f58qNjuT39fDj3Koq2LwFDrfBrEEGxMaSoISQY4bHA2led2wQT0BLZqZhxXL3ZgYfO1RVGaqqEt1Kp6Q49uNzZvffb90FC5E7gTGGJYvd7+k9wUxTJsPevdEDn4bT+HGu3GOPnsx9Q+EqDwVef0mx+9yLi+Gpp/vOX1xE1MofxhiyhuGYo2aCy9RV1GfdQe2Oo69WjjeUl9mYx5U9Y15GhqEiRgDgcEu18SnGdYLu8VzD4kWJX2/8ed5FJKFWvWj5xCdDA7vq6+B31yuwS0Y3V3LIcPm/GzKO7PA7OuDX11k+83nLOxtTbE8sIkeVzk7Lt75jeelld98Y+NbXDbNmat8rIiPnQx80fPzCwP37/+6CvRJVYkdE+lq4cGHv7eeffz7qfK+99lpv6cYFC4Y3NdT69esB8Pv9FBSMjmiV8ePdCaX5c/tmlgH3w++MekNtjYk7AMHrDXyHBPAl4dLUNO/Ir3OklZYapiXgJEhPWZdESE83LF4I06cGggZj8Y6RzyknJ3A7nv5ekJ/YK+dH8pvQnNkuOG/2rBFc6QAsmO/e1+pKF0g50jIGcMLM44l/XO3PMFUeHnFLlviom+5l0TCcSEs1E2sDt5O1HXm9hrIyk5DS8pXjE9CgBOvJ8JaZGdhGlix202fOgAlBARrBAXbDJfgQMRHZmybWunE4KxPmzY08j98Xet8FPgzd7Jkuc1GP6qALAar7yYg0FCuWu+OfoUj2hVher2HFcjhuJYwbYkCshG67kS6e8BhYvMhd2DIjzoxtxpiEBIUP9OehuXOGvCoATjw+cHvypL6PB4/5aWmuPyZDVpZh/jwXYLbiGKitSfz24Pe7gLzMzNTZ1tLS3LYfLahscMscvte3dIkLSFu6OP7nJjLjXiw+X//zBEv3u2xu9UkIUgZl7hJJmrY2y6+vs/z5jtDpHzkfLrnYJOxAWSSZjDG89yxYOB/+82rL6tfc9DffhIsvURYvEUmOzk7Lt78bGlj9+X81HH+cxiIRGXmfutjQ1GS54y53//Y7ITfX8smLNCaJDIclS5aQm5vLoUOHuPvuu7nkkksi/uh+55139t4+5ZRThq09q1at4u233wZc4JnHk5jrMIc7GZjHY0JOyiWa12tYtMCVe6qqhGeeG751RVJb60pAdHYlJ7PEcOv5AbuqypUeOdwKswYYHGBwATAvveICkabESGw3mH5YUGAYaIxjVpahuMiVWK+tiX9dqWKw5Tarq917vGfv4Nc9rgK2bXe3KyoGv5x4JSoDXVVloBzQ+ASMSblhV9inpQUyeSWq5FT4ML90scvCUlYKBxoSs4545eYaJk+yrN+QnPUnSnaWYfKkNBoazJi/WGLKZMPEWosxyQ82SYRUrEg9ox5KS6GoMJB5Jy/P9AZQWGs51ORKYk2bOvztqSg3HDhgaWoaWAB0f7xew6KFsedJxDgN7v158cjFldOnutLKwaZMAYwbZ6sqYdcuaDiYmKC5BfNg/Qb3WSY6QKO4qG9JupHg8YSWGSwrhd17Is87ChMEj6jZs1y24JxsKCyM/GZlZQ1PBqZYigpdZr2C/MifYfgxidebuH1BWprhpBNcJuXs7P6XmcwysyXFpt+MZT0mVLvjrdGuv2xRqSYvd/Bl6WsmuGyRbYeHN5Dd53PHwdu3w6QIAY3hXJn25GVgV3CXSBK8ucbyve9bNm0OTCsqhK9/1bBksY62ZOypqjL8/L/hT7fD9b+xtLcHsng9/iRceTlMmqS+LyLDr6vL8p9XWx57PDDtoo/Dh87VGCQiyWGM4Yufh+YWywN/d9N+93vIzrZ8+EMam0QSze/3c+GFF/LLX/6S9evX85vf/IZPfepTIfO89NJL3HGHuxJryZIlEglJcgAAIABJREFUzJkT+TLo6dPdmbXKykoeeeSRPo8/9NBDnHzyyVF/9Nu0aROXXXZZ7/2PfOQjg3pNkYRnU6qudNm2RpPCQkNhYc+9kT1h4PMZVq5wJzVyc8fGWFw/Hda+5cqK9JT48XoNK46xdHQw4MwrS5a4H+mPP9bi8cQ+kWSMYf5cy7bt8ZXnjMeC+YbDh+2RMjKjV6KCneI1dYr7fcZad/J906aRb8NQlJUZpk+1HG4LzWSUKHPmwAur3O1EZcSorXEnF7u7XZBDXp5h1kz32IGG5AUkTZpoWL9h+NY/BuKPUk6iyhNKZD6fiRk0aoxJSJBVPOrrRudnXlzsgpg7O4h4cUBaWuh7OXeOZf/+yEF/PeVzPZ6BnVgvLjYUDzD4A+ILhhpXMfTgrkTEBtRNjx7cNVwSkT0uFbhsw8luRV9z59C7Dbz2euhjXq/LqNXQAE3NblpOUAbO8lJ3kcpQeL0mrqyelePdxQLjRvBCgVgK8l2AaI9jV8DhwwML7qqugi1bj9wexkyCg1VSPLL7gfwkBpP1fFft7HT75N27h+84ddJEw6SJA5s32UH1Cu4SGUGdnZbf32S58Sbo6g5MP/44uOzLJmIpA5Gxwus1nH+eS5H6/R/a3oPSN9+Eiy+1fPQjlgsvSGw6URGRYN3dlqt/ZHnwocC0j34ELv6Exh0RSS6Px3DF5dDcbHnyKTft57+0eIyCT0WGwyc/+Unuu+8+Nm7cyDXXXMPmzZs544wzyMjI4LnnnuPXv/41nZ2dZGRk8NWvfnXQ6/nsZz9LTU0Np556KnPmzKGiogK/38/u3bt56qmnuP3223tLP7773e/mtNNOS9RLpKjIMK7CnRirrwuUoOnuHtuZTIIFl7obDJ/P9FuiYfw4WOeqag45eCkRWYdiqaoyjBtn+wQDGGMGfIKufroL7IKBZ+AuKTGUJLB0YCTxBnZlZwdO+EQrwZmRDofb3O2sBJaeTDU+nwkJWqqttWzZBl1dsTPDJCqLVSJMmDB8x0qFBYZlSyyWQN8PF5xBIc3rMv7F4vMZVi63tLRGLms7Vs2aCc/9092eM3tk1hleUk5SS2FBIFtdUWHseSV1LJjngjjivWggnlK3fr+Jmk1y0UKX2atsmAKiZ8yA545Ubu8vU0w8gVkL5sGmzS74pfGQCzLxpSUmO5o7nzJyx/gV5cMTUB2L1zs2s+lGk5Zmgvp46Gd77Ap3LDF7lu0NQO8JEgeXCa+t3ZCR4WHf/m5Gwox6l/koVc7thZduz8hwF4PEkn7k+9CUya5MdlZm9GO/RPJ63XF3NMkOjg/uW8lgTP/fycPNme32ExNSMDgvEVLoa5jI2Pb225Yf/Mjy1tuBaTnZ8G9fNJx2avLS94mMtAkTDL/4WWgWr85O+L8b4ZFHLf9xOcydo+1BRBKru9tyzY8t9/89MO28D8G/XGK0DxaRlJCWZvjON+ErVwZ+oPvZLyyth+FjH9X3BZFEysnJ4brrruPSSy9l48aN3Hbbbdx222195rn22muprx/apdybNm3ihhtuiDnP+eefP6QgsmhmzUy9cWMkh7LKSleubu++4VtHerphySJL46HAlerlZa68SzxmznAldYbbQLK8BAftJK/IyvCaOsWVuunsgPnzIs8zdy788wV3QmXmjJFtXzL5fO4K+bY2l1EqmuIiyM2BQ02xS3OOBf1l78vKMsyos+zdB5MmwrPP97/M9PTQklpjRU6MLB95eW687OpyAcgjIS/PUFbqSp5Om5aYZWZkJGY54gJntm2DwsKBZ4+U5Is3E1aiZWebAZXNGqy8XMPSxS6raSLLhQa/b2VlloICyMsdfRn4igph9qyRbfPEWrd/TXa2nFTh87n3ISfHcOxKd6Qe3I/S0gzz5hoKCnz87f62EWtXrMCustJA1qx4MkEN57YOruxfT4WtnhLvaWlmxMq9+/2wbAk88VT0eQoLXVbu1taRCVYK/76elTX6truy0v4Digfyu4Tx9D9PMii4S2SYtbdb/u9Gyy23hkbfLlwAX73CxHXFgshY0ZvFazlc82PLSy+76Zu3wGe/YDn7LMtnLjVjpvyFiCRXZ6fl2v+y/PW+wLRz3g+f+4wCu0Qktfj9hh98D674mmXVi27a9b+xtLTApy9VgJdIItXU1HDXXXdxyy238MADD7B582Y6OjqoqKjg+OOP52Mf+xiVlUNLxfSrX/2Kl19+mVdeeYXt27dz4MABWltbycnJoaqqikWLFnHOOecwLVFnnCWEMYb58+DBh4c3PCk/35CfH7ifk2OorbFsjKO83fhxCRzfh7goj8ewaIFl1y4YXxnIXjGW9AQwdXdHP6mal2s4bqXFmIFnKRsrBhJ4ZIxh6RJXujQz8+h6fyKprDQEdhljMSRyYDIyXKDbnr2Rs7rk5/ftKx6PK1EZLYveUM2dY+jq6pu1MB4L58NLL7vg16lTEti4I3wJPkuXkwNNTe52cYTglFT5SpGePrxBOvEa6YyEFeWwc5e7HalUoSRPrODmRPB6o5diLi4aeqnHoUiVPdj0qbD2bZfVqGaCArui6W/ftnSJjzVrDOPHJ/eTLSw0TJtiOdTkSkpGkpMdKDM5dYrLpDXYEoQDHc97yvB5vVBVNahVDUl+Xv8lTo1xWWQPNblyk8PN7zeUlrhjueokvCexjPTxS2GBISfb0tTsAuyyMlPjPVFwl8gweu11y9XXWDZuDEzLyIBPX2r4wPt0QCIyodrws5/A3+6Dn//K9v7wcM+98ORTln/9NJx+mk5kisjgtbVZvv3dQJkzgLPPgi9+XoFdIpKaMjMNP/oBfONblqefddNuuRVaWy1f+oK+Q4gkUlZWFpdccgmXXHLJoJ6/du3amI+fdNJJnHTSSYNatoSqrSGuYKlkKy+P3d7hPAzNyw38CD3YUpGFhYbC3hJZqXKaL7GMMSElWyZUw1vr3O2eH+17MiOkEr8P2jvc7bxclzkrlrnDWP7OGEPmGC5ZKYMTGujWv6WLYdfuxJQmi2aomXGKilx2FK93eLLsVFa6fUZbuyt/O1RzZ7tMJIUFkTNuTJ4E23cMfT3Bysvc51hUOHoDYj0ew5zZlp07R+bk7fRp7nggzTt2S0dJ/KoqkxvclSomTDDk5lmyMlPzeGy0KCn2MGumwabA4XxNTezPcd5c2LEDSkqHXg5x2lTYswe6bexS0GlphmlTB7+ekhHKYpiWZigsGJl1Acyba2httSl3AUdxsQuGa28f/PfceC1ZDM0tI1Oic6AU3CUyDFpaLDf81vLnOwjZaS5cAF+5zFA5PnUGAZFkM8Zw5nvgmGXw3z+3PPKom37gAPznDyx/uw++/EWYNEnbjYjEp6nJcsXXLC+/Epj2vrPhy18yCo4QkZSWnm74z+/CVf9pefQxN+3Ou+HwYctXLhu9J0xERAZrYq3L7GIM7NsXuKp7tCotCfwwPRwnkBcvYsSu7h4rqqtd0FRXV2qXGVww3wWBFBW5oI1DTbHP1pWpYoCkuJwcQ05OslvRv+EsG+j1GlYsd+VQE1H+KCvLUF8X/fGMjMQX3Z09C2oaITc3oYsdceVl0TMqJZrfb5g1c2TWJSNvsIH8paWQmQGthxmx0nCpqrBAxzBHk8zMxGVzzMgwrFzhyqvm5CS+HxXku0Qug8n21RMMDTA+hbM2plpgF7gg7GVLLA0HRy6wzus15KXYsY2Cu0QSyFrLY4/Dz37uUhb2yM52pZ/OfI8yEIlEU1xsuOpbhnedavnpzyw7drrpL78CF33Kcu4HLRd/wozKGs8iMvL27bP8+1cs69YHpl30cbj4E8rYJSKjg89n+NbXISPdcv/f3bT7HoADDZbvfDMxJ35EREaLtDTD9CPVK587EN8J6eDyNsUj9CNwf3p+mD50yAXpJNpIX909Fng8ZljKrSVabq5h9qyg+0FBMeHhGn7fSLVq9Bvpcmwi4bxeQ1ZWslsxeMaEligWkcExxrBsqaW5OXIp22h6yhj2XWDi2pYIZaWwe4+7XV6e3LbI2DaQMuODtXjR4DesuunuIp/MDHcRhk2FtGqjSHr6yAVhpyp9bRFJkG3bLT/5b8uzz4VOX7EcLvs3Q2lpih1FiaSoFcsNCxfATbdY/vBH6OiArm7445/gwYcs/3IJnP4ulSQSkei2bbN8+XLLtu2BaV/6guGDH9C4ISKjS1qa4cr/gIxMy113u2nPPAuf+Zzlhz+AinKNayIi/Zk5w5WfKigY3swr8RrOEw7DxedPdgskXFaWoW66Zd8+mDQRnvtnsls0eiycD5u3wLhxw1NqTySV9WQGEpHUk5YWf7BkVZULGElPhxdeHPy6hzvOpL4O8vIgP88dC4uMFgX50HCQIV9A4/cb6oJKMLuL0BXgJQOn4C6RIWprs9x6G9x4s6W9PTC9tMSdSD7uWGXrEolXRobhkk8aTn+XC5p8/siPk/v2w/d/aLnjLvjC52DuHG1bIhJq1YuWb37bcrDR3fd64etfNZx6ssYLERmdPB7Dl78IRYXwm9+5H3zWb4BLP225+vswo17jm4gM3NH480R6umFibbJbMXrVT4c1ayEnx2VbkNRTXWWCynsGTg4pEUBsRUVmWDLnDUUqjdFZmcluweiUmwMZ6XC4TWOmyFhXWBi4nZvk8rIej6Gioufe8B0ARNtPeb0De77fn5jj8uxRnOlQRqd5c2H/AZcVOuHLngNbt7ky8YmQSseTyTCQmIzRdpFVME+yGyAyWrkSjJaPftxyw28DgV1eD5x3Ltxyo+H441T6SWQoqqsMP/6R4bvfNlQEpeld+xZ89guWb36nmx079GuliLj98u13Wr58WSCwKyMDfvQDBXaJyOhnjOGijxu+/Q3TW2Jp/wH43Bctjz6mYyERGThjXEm3okKYOzvZrRm7cnMg80hgxGgvG1FV5S5cXLpEFy+KDLeaCdCTqH7K5JFf/4J57oR5dRUUFGh7HwxjDIsWwox69yfx065GRov0dMP8uW7snjsn2a1JjNqavreDx7LgjEPBpk8L7L+Cy0cPl6oql0nJ73OZOEWGm89nKC8zpKUlfidVWmqYP89QUjz4ZdcHbZujodR8oi1eCJXjYdHC/uddMG90Z+1V5i6RQVi33vLf/2N56eXQ6TPq4fIvG6ZOHb2DgkiqMcZw4gmw/BhXmvHmW2xv2vBHHoUnn7J84H2WCy8w+uFJ5CjV3m758U8tf7svMK2sFL7/PUPddI0LIjJ2nHKyuxr3iq9ZGhqgvR2+8W3Lxy+0XPwJM6p/nBCRkVNRHnrxjCSeMYbFCy0HGqCkONmtGbpUKmcpMpalpxuWLbW0tEBxEsaO4mLD8mNGfr1jTWamoVKZz0SOCiUlhpKSZLcicWproLPT3Z5Y6/6PH+ey3Pj9rhx0JBkZhpUrXBKM3NzhP270eAyLF7mLfXXxgQhUVkJGJqTH2E7HsoICQ0GUkpleL3R2udt+nzveHc2UuUskDvv2Wa79r24uviQ0sKuwEK643PDrXyiwS2S4pKcbPn6h4dabDe9+V2B6Rwfc9mc47wLLjTdbWluVvULkaLJ3n+XzXwoN7Jo9C274XwV2icjYNGum4fpfhZYy+P1N8MUvW/bu1XGQiEiqSE83VJQPz9XdIpK6Fs53GfsWzBvc87OzDaWlBo9HY4eIjLyioFKD5boYYNDSM5LdgsHxeg3Tp7m/nmNYY1xGobx+grbS082IBHYFU2CXiNOznY70NjgazJsbuD1nDGRZVHCXyAA0N1uu/003511gufse6O5209PS4CMfhj/ebDjzPfrSLTISSkoMX7vSw/W/NiE75eZmuO4Gy4cvsNz9F0tHh05uiox1zzxnuehTltffCEw7+yz42U8MRUXaJ4vI2DVunOFXPzcsXxaY9vIr8IlPWZ7/p46BRERERJKlqMgwZ7YZ9VkBROToNGsmVFW6MnuFhRrHBqusFAoLwOMZmTKFIiISWWGhYekSWLYECsdA9SeVZRSJoa3NBXPdeJPlYGPoYyuWw+f+1VBdNfoHApHRqL7O8D8/hWefg19fZ1m/wU3ftx+u/Ynlpj/Axz4KZ5zu6mGLyNjR1mb51XWW2+8ITPN64d++YHjfe7W9i8jRISfHcPX34dbb4LrrLV3d0NAA//4Vy4UXuDKNyhYjIiIiIiLhpk6FV1e729OmJLctklrS0w31dcluxehnjGHRQujqsni9+l4ukmx5eZB2pDxfcVGyWyMjrb/Mg6OJgrtEIujosNz3ANx4s2XXrtDH6qbDpy81LFo4dgYCkdHKGMMxy2DJYnjwYbj+N4FtdtcuuObHlptuho9d6IK8dIJTZPTbsMHyne8FAjrBXQ33rW8Y5s7RNi4iRxePx3DB+e5K4G9fZdm9B6yFG2+GVS9arvwPqK3R2CgiInK0yEiHw21Hbo/SklAiMvzKSmFGPXR1uSxNIjI8FNglkho8HsOSxZZ9+6FCJWdlFFNZRpEg7e2unNuHP2q55sehgV1VVXDVtw3X/1qBXSKpxus1nH6a4dabDF/8vKG4OPDYzl3wo2tducY77rIcPqxSRSKjUXe35fY7LZ/6dGhg14knwP/9VoFdInJ0mzPb8LsbQss0vv4GXPwpy023WDo7dfwjIiJyNJg7BzxGZaBEJDZjDJXjDROqDR6Pfk8RGau0dYsEZGe7/Z7fry1DRi9l7hLBlXf6631wyx/c1e7Biovgok8YzjxDWX9EUp3fbzj3HDj7TPjLvW6b3rffPbZzF/zkvy2/+z/44DnwgfdBXp62aZHRYN16y4+utbzxZmBaZgZ86YuGM053P0qKiBzt8vNdmcbb/gzX32Bp74D2Dvjf6y2PPQ5fvQImT9J4KSIiMpbl5RmOXWkxBnw+7fdFRERE4jF5Er0XFk+elNy2iIiEU3CXHNUOHrTc9Re44y7LgQOhjxUXwwXnG957lqszLiKjR3q64UMfhPeeBX+5B27+g2X/kW284SDc8FvLLX+As860nHuOYdw4beMiqejwYcvvfm/5459cqYAeddNdGcbqKm27IiLBPB7D+efB8mXwgx9ZXnvdTV/7FnzyUssF51s++hFDZqbGTxERkbFK2QhEREDXAYrIYNRMACxgXEUnEZFUouAuOSpt2275058tf7sfDh8Ofay0BD76EcOZ71FQl8hol55u+NC58N6z4f6/w61/tGzb7h5rPQx/uh1uv9OyYrkL8po/TxmARFLFc89brv2JZceOwDS/Hy76uAtcUDZNEZHoamoMv/gZ3HEn/O8NlrY26OyE398E991v+cy/wKmn6LhHREZeVmayWyAiIiJj1ZzZ8Opqd3vWzOS2RURGJ6/XMEkZu0QkRSm4S44a3d2WVS/CXX+xPPUP6O4OfXz8eDj/PMN73q0r3ETGmvR0w/vOhrPeA489AbfcannrLfdYdzc8+RQ8+ZRl0kQ45wNw2ikoo4VIkqxbb/nV/1qeez50+qKFcPmXDZWV2jZFRAbC63VB7iuWuyxeL7/ipu/ZC1f9p+WOu+CLn4cZ9RpXRWTk5OYaaidY9uyFadOS3RoREREZS8pKYcE88HihoEDfc0RERGRsUXCXjHmNhywPPAB33WPZsqXv4/X18JHzDMcd606AiMjY5fUaTj4RTjoBXlgFf77D8syzYK17fMM7cM2PLb/4FZx2iuWsMw3Tp2lcEBkJu3dbbvit5f6/B7ZJgIIC+MJnjTLMiIgMUmWl4X9+Cg8+BL/6XxdQAfD6G3DpZyynnWL5xMcNE6o1xorIyJg61TB1arJbISLDYWItrN/gbk+amMyWiMjRyBhDcXGyWyEikjjjxtH7O05ZaXLbIiLJp+AuGZOstby6Gv52v+XhR6CtLfRxY2D5MfCRDxvmzNbJYpGjjTGGxYtg8SLD1q2WO+92ZVqbm93jLS1w9z1w9z2WadMsZ7/HcMrJkJOjsUIk0Q4etNx6m+VPt0N7e2C61wNnnQWXXGzIz9e2JyIyFMYYTjsVjl0Jf/ij5ZZbA2Pu/3sIHnrEcurJlo9faJgwQWOuiKS2inJoPORul5Ykty0iEqpmAnR1ARZqa5LdGhERkaNbVlayWyBDVV5mmDLZ0nYYJipwXuSop+AuGVN27bY88He4/wHL1m19H8/Lg/e8G953tso6iYhTVWX4wucMn7rYZQz6yz2WDe8EHn/rLbj2LcvPfgErV1hOO9WwbAmkpWkMERmKPXssf/yT5S/3wuHDoY8ddyx8+hIFGIiIJFpmpuGTFxne825XAvfhR9307m74+4Pw4MOWU05yQV41NRqDRSQ1VVdDS6sLUq2bnuzWiEgwr9cwdUqyWyEiInL0WrQQ3nkHSkvdbwAy+k2s1ecoIo6Cu2TUazxkeeJJePgRywurQks59aibDh94n+HkkyA9XTtBEekrK8twzvvhA+9zZYru/ZvL/NcTdNLeDo88Co88asnPg5NPspx6imHmDPB4NK6IDNTWrZZb/uiCsTs6Qh+bNRP+9dOGObO1TYmIDKeKCsN3vmU4/zzL7260/ONpN72722XyevBhyzFLLR88x2U7VaZjEUklHo+hvi7ZrRARERERST2FBYbC+cluhYiIDAcFd8mo1NJieeof8PCjlueeh87OvvPk5cGpJ8MZ7zZMn6aTESIyMMYYZs2EWTMNX/is5cGH4b77LW+8GZjnYCPceTfcebelpASOP9ZywvGuzKvXq/FGJFx3t+X5f7pSp08/44IHgtVNh4991HDsSgUQiIiMpLo6ww+/b1iz1vK73weCvKyFp5+Fp5+11EyAcz4Ap5/mguFFRERERESGS3ER7N3nbufkJLctIiIiIqnEWBspz9HgHThwIJGLkyEyxlBQUABAQ0MDCf64R9Tefe5kw1P/sKxaBe0dfefxeGDpEjjjdMOK5eD36+RDuLHUJyQx1CcGZvMWy4MPWf7+IGzfHnmewkJYuQJWHGNYuGD0pj1Wn5Bwg+0TBxos990Pf7nXRtxuFsyHCy8wLFqooK7RRuOEhFOfGBvWrLXceLO7kCY8EDc7G046EU4/zQW09zduq0+kpsLCwmQ3QYaJtjOR5ND+TiQ1aFscO6y1vP6Gq6Ywo14XmIwm2g5FUoO2RZHUkejf4RTcNcaN5gG8u9uybj089zw8+VRo1pxws2fBKScZTjgeiot1sB/LaO4TMjzUJ+JjreW11+H/PWR54gnYtz/yfH4fLFgAxywzLF8G48aNnrFJfULCxdMn2toszz4HDz5k+cczfUsvGgPLj3FBXbNmjp7tQkJpnJBw6hNjy44dlrv+Yrnnr9DU1PfxyvFw+rsM7zoNxkc5xlGfSE0K7hq7tJ2JJIf2dyKpQduiSPJpOxRJDdoWRVKHgrskLqNtAN+/3/LPF+D5f1qefwFidae66XDSiYaTToSKcp0cHqjR1idk+KlPDF5Xlwv0euxxy+NPwO490eetHA+LFsKihYYF8yE/P3XHLfUJCddfn+jstLz0Mjz4sNsWmpv7LqOgAM48A84+y0QNBJDRQ+OEhFOfGJtaWy3/7yG4407Lhnciz1M3HY471nDcsVBbExjf1SdSk4K7xi5tZyLJof2dSGrQtiiSfNoORVKDtkWR1JHo3+HSEro0kTjt22d5+RV46RX3f+PG6POmpbnyTStXGFYuh7IynRgWkeTyeg1z58DcOYbPf9ayZi08/Yzl6WfgrbdD59223f395V6LMTB1imXuHJgz25U2UtZBGW2amizPPe/6/DPPQWNj5PnmzoH3vddw/LEqlywiMtpkZhreexacfSasXQv3/93y0MNwMGjMX7PWlXO87gaYUG057lhYttQwa2by2i0iIiIiIiIiIiIylihz1xiXStG5XV2WdzbC62/A629YVr8GW7bEfk5xMSxZ5E4OLF0COTk6KTxUqdQnJDWoTwyPPXtcwMszz1hWvQQtLbHnr6p0JWZnzDDUT4fJk8HnS86Ypz4h4Ywx5Obms2ZtF48/0cizz7mg7K6uyPPX1sCppxhOOQkqK7XvHos0Tkg49YmjR0eH5ZlnXaDXc89Be0fk+TIzYfEiH8uW+pg98zC1tRZjtE9INmXuGrs09ookh46BRFKDtkWR5NN2KJIatC2KpA5l7pJRoavLsmUrvL0O3n7bZbN5801oPRz7eX4/zJkNSxYbliyGyZPQCQARGZVKSw1nnwlnn2no7HTj4Aur4IVVrpRjZ2fo/Fu3ub/7/+4OtH0+mDLZUlcH06caJk+GSRMhPV1jooyMzk5Xguvll+HFl7t59dUDNB6K/kVwXAWceCKcerJhymTtv0VExiqfz5VgPO5YQ0uL5dnn4YknXcBXcFne1lZ44skOnnjSRX/l58HMmZZZM11Wr/o6lxlMRERERERERERERGJTcJcMibWWfftdOcV3NsLGjZZ162H9BjjcTyAXQEYGzJoJ8+Ya5s9zP/CrZJOIjDVpae4k5qyZ8ImPGVpbLa+/Aa+uhldXW15/vW/wa0cHvLnG/YELqPF4oLrKMmUyTJxoqK6C6mqortLJURkaay07drr+9sabljfecKVF29pC5gp5jjGuTy8/xrBiOUysVUCXiMjRJivLcNIJcNIJhvZ2y4svuXK9L6yCzWFZmg82wtPPuMcBvB6YONEydQpMnWKYMgWmTIG8XO1LRERERERERERERIIpuEsGpLnZuqwyW2HLVti2zd3fuAkOHRr4csaNg5kzYEa9YeYMmDY1eWXHRESSJTPTsGghLFoI4DJ7rVsHr70Bb66xrFkDmzb3fV53t5u+aTPwaGigTWmJ7Q30qq42TKh2gV/jKlxwmQi4IK6GBnfCff0GWL/eZedav6H/0qEA48d7mD/XMn8+LF0ChQXqWyIi4vj9hmVLYdlSt2/YvQfeeDOTZ57t4Nln29m3P3T+rm5Yt9799WQuBSgrs9RMgJoJMGGCoWaCO74pKQGPR/sdEREREREREREROfoouEvo6LDs2Qu7d8OuXe5H+F27rLuzB0d5AAAgAElEQVR/5K+pKf7ljqtwV15Pm2qYOhVm1kNhoX6MFxEJl5ZmqKuDujoAN042N1vWvgVr1sK6dS4r4qbN0NUVeRl79rq/F1+C4AxLHg8UF1nKygj8lRrKSntuQ1EReL0an8eKri63X9+1C3bshB07YMsWVy55yxZoau5/GT2qKl1Q9oL5hhOOz6eqyktDQwPWRi/PKCIiAlBeZpg+LYP3vzeDAwcOsH2H5bXX4LXXXYnqdetd4Hq43bvd3z9fgOBjGp8Pysst48dBRQWMqzCUlkJJsQv8KimG7GxlkRQREREREREREZGxR8FdY5C1luZmaGiAgwehvaOd/Qe62b69mwMHXMaOhoNw4ADsPwD798NQztHm58HEiVBbA7W1hkkTVU5DRGSosrMNC+bDgvnQE/DV3m7ZtAnWbYDNWyxbNrtsilu2Qnt75OV0dwcCv15/o2dq6KDv9UJJiaWwAAoKoKDAMK6imcJCDxnp3eTn90yHwgLIzNSJ05FmraW11e3XDx50pa0ONMC+fbB3r2XvPnd7zx4XpB0tCDCW4mKYOsVl15xR70ol5+e7z9kYQ0GBN8GvSkREjhbGGMaPg/Hj4LRT3b6ltdWyfgOsWwdvHwlkX78BDh+OvIyODpdJeuvWnil9v8RmZEBeniU3F/JyIffIn7ttQqZnZrqAMb8P/H7w+d1t35E/v1/HOyIiIiIiIiIiIpIaFNyVRNZaOjvdj9Rtbe7vcM//w+5Efc/ttnb3v6XFZXNpaoaWZpd9oznor2d6V+8V0BaIo25iFJkZMH48VFW5LB7V1caV/qqCwkL96C0iMhL8fpcJcepU6An4Aujutuze47Iybdl6JPBriyu9t3tX8D4hsq4ul+Vp166eKRaIcmYVFwyWm2PJzobsHMjJdpkycnPc/5wcF5yWnQUZmW4fkp7uTqKmp7v7GZmQke5Owo71spFdXZb2dmhtdfvxltaw2y2B2y2tlkONLnirsdEFcjUeud/ZmZj25Oe5/fnEWpg0yTBlMkya6IL6RERERkpmpmHWTJg1E3qOa7q6LLt2u2ylmzfDps0usH3rNhfE3J/Dh93f7t2RHo3/iiafz1I5Hq74imHWTO0nRUREREREREREJDkU3BXFK69a7rjL0tLisp5YG/k/uP/dFmzY/64udyK2swM6u47874SOTvd/MFk1hkNaGpSWQvmR8lzl5VBWZtz9Mjc9J0cBXCIiqcrjMVSUQ0U5LF4EwYFfXV2W/ftdid3de45kdtrtTpzu3u3u79sfuSxSNF1dLgNkw8FYcw38BGpamsXnc/sjXxqk+dx/nw+8aYHbaUH/g+f1esEY96qNx932GPc29Nw2R+5Hut3VDd1d7j3o6j7yv6vvtO4uN733fjeBIO12F5TdceR/ezu0d7j/I72/93hceaqKclciubwcqqsM1dUuKLsnG5eIiEiq8XoDGb6OWQrBxzRtbZZdu2D7Dti5E3bucpkr9+6l939TU2Lb09EBGzfBPfdaBXeJiIiIiIiIiIhI0ii4K4rv/cCyY0eyWzF4OTkuo1ZhAZSW+Cgq8pCV1d5bVqsgP/B4YaELDBARkbHH6zWUlrog3oDQMb+z07Jvvyvn21PSt/VwJgcOdLNzVxsNDa6k74EDLqCruTmxbezsTFxWqrEsJxvy8iE/32Xfys+HkmIoKTGUFLuyiiUlLlB7rGdDExGRo096umHCBJgwoWdK331dW5vl0CFoPASHgv7cfUtjIxxqctN6smV3dAQCtTs6jgRqBwVoFxcHSkmKiIiIiIiIiIiIJIOx1sZfm0BERERERERERERERERERERERESGlSfZDRAREREREREREREREREREREREZG+FNwlIiIiIiIiIiIiIiIiIiIiIiKSghTcJSIiIiIiIiIiIiIiIiIiIiIikoIU3CUiIiIiIiIiIiIiIiIiIiIiIpKCFNwlIiIiIiIiIiIiIiIiIiIiIiKSghTcJSIiIiIiIiIiIiIiIiIiIiIikoIU3CUiIiIiIiIiIiIiIiIiIiIiIpKCFNwlIiIiIiIiIiIiIiIiIiIiIiKSghTcJSIiIiIiIiIiIiIiIiIiIiIikoIU3CUiIiIiIiIiIiIiIiIiIiIiIpKC0pLdAEms1tZWbr75Zh544AG2bNlCe3s7FRUVnHDCCVx44YVUVlYmdH3r16/n9ttv56mnnmLnzp20tbVRUlLChAkTWLZsGWeeeSZVVVUJXafEZ6T7RLAvfelL3H///b33H374YfWHFDDcfaK7u5tVq1bx5JNP8tJLL7FhwwYOHjyI3+9n/PjxLFq0iA9/+MPU1dUl6BVJNNu2beOmm27iscceY+fOnfj9fqqrq3n3u9/NBRdcQGZmZkLW8/jjj/OnP/2J1atXs3//foqKipg9ezYf+tCHOP744xOyDkmM4ewTra2tPPnkk/zjH//gtddeY/PmzbS0tJCTk0NtbS0rV67kwx/+MKWlpQl8RTJUIzVOBGttbeXMM89k69atAFRWVvLII48kfD0yOCPZJ55++mnuueceVq1axZ49e/B6vZSUlDB9+nSWLVvGe9/7XrKzsxO2PhmckegTW7du5dZbb+WZZ55h8+bNtLa2kp2dzaRJk1i5ciXnn38+xcXFCXg1ImNHMvbhIsmyb98+Xn31VV599VVWr17N6tWraWhoAOD9738/V199dVzLS8R32M7OTv785z9z7733smHDBlpaWigrK2P58uVceOGFTJ06dUDL2b9/PzfddBMPPfQQ27ZtA9zx8SmnnMLHPvYxCgsLB7Sct956i5tvvpmnn36a3bt3k5WVxaRJkzjrrLM499xzSUvTaQAZmtWrV/P444/z4osvsm7dOvbv34/P56OsrIwFCxZwzjnnsGjRogEvT9uhSPyampp4/PHHWb16Na+99hq7du1i//79tLW1kZuby5QpUzjuuOP44Ac/OKB+++KLL/KHP/yBVatWsXfvXvLy8qirq+P9738/Z5555oDb9de//pU777yTtWvX0tjYSElJCQsXLuSCCy5g/vz5A1pGos5Z6BhZku2aa67hhhtu6L1/4403snTp0pjP0T5RRAbKWGttshshibFp0yYuvfRSNm7cGPHxnJwcrr32Wk488cQhr8tay09/+lNuuOEGOjs7o8535ZVX8olPfGLI65PBGck+Ee7RRx/l05/+dMg0BXcl30j0iRNOOIEdO3bEnMfj8XDxxRdz2WWXYYwZ9LokukceeYTLL7+cpqamiI/X1tZy3XXXUVNTM+h1dHd3841vfIPbb7896jznnnsuV111FR6PkoUm23D2iTVr1nD++efT0tISc76cnBy++93vcsYZZ8S9Dkm8kRgnIvnhD3/Ib3/72977Cu5KHSPVJw4ePMiVV17Jww8/HHO+u+++m/r6+v/f3p3Hx3T1fwD/ZJeIIISEin1SRChKba+SiKWldh4PklJNPKVqa+1tEi1Ko5ZWm2gtwUOltlpKIkgfjxShNFRalZAgiET2PXN/f+Q395lklmQmkzsTPu/Xq6/XNPfMOTPme+45595zz6lWWVQ9UsTE4cOH8cknn6CgoEBjmgYNGmD9+vXo27ev3uUQPU+M1YYTGYubm5vGY7pM7jLUGDY9PR1+fn6Ii4tTe9za2hoff/wxxo8fr/XzXL9+HbNmzUJqaqra405OTtiyZQs8PDy05rN//34EBQWhuLhY7XEPDw+EhITA0dFRaz5EmkyePBmxsbGVphs1ahRWrlwJa2trjWlYD1kPSX8XLlzAtGnTKk3XsGFDrFu3Dv3799eYZvPmzdiyZQvkcrna4wMGDMCmTZtgY2OjMY+CggLMmTMH0dHRao+bm5tj1qxZmD17ttbPa6h7Fuwjk7HdunUL48aNK3ffXNvkLraJbBOJdMXJXc+JnJwcjB07Vuz8TJgwAW+88Qbq1KmDixcvIiQkBHl5ebC1tcXevXurfZNk+fLlCA8PBwB06tQJY8eOhZubG+zs7MSn6SIiIjBmzBj4+vpW9+uRHqSOCWW5ubkYPnw4Hj58iEaNGiEtLQ0AJ3cZm1Qx0bFjR5SWlqJly5YYPHgwunXrhiZNmqCgoAAXL17Ezp07kZmZCQDw9/fH/PnzDfUV6f/98ccfmDRpEgoKCmBnZwd/f3/06tULBQUFOHHiBPbv3w+gbEB74MAB2Nvb61VOcHAwQkNDAZT97jNmzECLFi2QnJyM7777Dn/88QcA/s6moKZjIjY2FpMnTwYAdOvWDQMHDoS7uzsaNGiA9PR0REREIDw8HHK5HBYWFvjmm2+4qpuRSXWeUFfuuHHjYGlpCUtLS+Tm5nJyl4mQKiays7Ph6+uLmzdvAgC8vb0xZMgQuLq6wtzcHI8ePcKlS5cQERGBb7/9lpO7jEiKmLhy5QqmTJkCuVwOc3NzjBo1Cl5eXmjSpAlSUlJw6NAhnD17FgBQp04dHDt2DC1atDDo9ySqbYzVhhMZk/LkrmbNmqFNmzY4f/48AN0mdxliDFtaWoqpU6fiypUrAIDBgwdj/PjxaNCgAa5fv45vvvkGaWlpMDc3x7fffqtx3JOSkoIxY8YgPT0dlpaWePvtt8Wb1mfPnsWOHTtQUlKCRo0a4eDBg3B2dlabT3R0NGbOnAm5XI7GjRtj5syZ6NKlCzIyMhAeHo6IiAgAQPfu3bFr1y5YWFhU6d+KSJm3tzeSkpLQpEkTDB06FD169ICLiwvkcjmuXbuGbdu24fHjxwCA4cOHIzg4WGNerIesh6S/CxcuYOnSpejVqxc6deoEFxcXODk5QS6X49GjRzh16hQiIyNRWloKKysr/Pjjj2p3z9i3bx8++eQTAICrqyv8/f0hk8nw5MkThIWF4eLFiwAqr8/z58/H8ePHAQC9evWCj48PmjRpgr/++gshISFISkoCAAQFBWHixIlq8zDUPQv2kcnY5HI5JkyYgLi4uHL3RbVN7mKbyDaRSGcCPRc2bNggyGQyQSaTCVu3blU5fuXKFaFjx46CTCYTpkyZUq2ywsPDxbLWr18vyOVyjWkLCwurVRbpT8qYqOjTTz8VZDKZ4OvrKyxatEj8HMnJyQYth3QjVUxMnDhR+OWXXzSeG+7duye89tprgkwmEzp27CgkJSXpXRap989//lP897169arK8a1bt4qxsGnTJr3KSEhIEONlzJgxQn5+frnjeXl5wpgxY8TPcffuXb3KIcOo6Zi4cuWK8MEHHwi3b9/WmCYyMlJwc3MTZDKZMGjQIK39B6p5UpwnKiopKRFGjx4tyGQy4auvvhIGDhwoyGQyYeDAgQbJn6pHqpj48MMPBZlMJri7uwunT5/WmE4ulwvFxcV6l0PVJ0VM+Pn5iXns3r1bbZrVq1eLaQIDA/Uqh+h5Yow2nMjYNm7cKJw5c0ZITU0VBEEQkpOTxThftGhRlfIw1BhW+bpoQECAyvG7d+8K3bp1E2QymeDt7a2xP6PoE8lkMuHEiRMqx48fP17pdywqKhK8vLwEmUwmdOvWTbh3755KmoCAADGfAwcOqM2HqDJ+fn7C8ePHhZKSErXH09LShMGDB4uxdunSJbXpWA9ZD6l6NNVBZZGRkWK8zZo1S+X4s2fPhO7duwsymUwYMGCAkJaWplKGv7+/mMevv/6qtpwLFy6Iafz9/VU+W1pamjBgwABBJpMJPXr0EDIyMtTmY6h7Fuwjk7Ft375dkMlkwtChQ4Xg4OBK6xDbRLaJRPrgHknPgeLiYuzatQsA0LZtW0yfPl0ljWLfewC4dOkSfv/9d73KysnJwdq1awGULcs6b948rVuqaVuCmWqOlDFRUVxcHHbv3g1ra2vx6Q8yPiljYt++fejfv7/Gc4OrqytmzZoFoGwf8NOnT+tVDqn3+++/i0vljx07Fq+88opKmunTp6Nt27YAyp4c0bQ8rjY7d+4UlxdesWIF6tSpU+64ra0tVqxYAaDsd96xY4fOZZBhSBET3bp1w4YNG9CuXTuNaQYNGoTBgwcDAJKSksQnj0h6Up0nKgoLC8PNmzfRunVrvPvuu9XOjwxHqpiIjY3FkSNHAABz586Fl5eXxrRmZmawtLTUuQwyDKli4rfffgNQtu2iYgXIihT9RgC4du2azmUQPU+M1YYTGducOXMwcOBANG7cWO88DDWGVWwv3qBBA3z00Ucqx1u2bAl/f38AZdtMRUZGqqRJTU3F0aNHAQD9+vXDsGHDVNK88cYb6NevHwDgyJEjarfHiYyMRHJyMoCyFR1cXV1V0nz00UeoX78+AOD7779X+52IKhMSEoI33nhD4+oajo6OWLx4sfj/p06dUpuO9ZD1kKqnKivcDBo0CK1btwYAtduphoeHIzs7GwCwcOFClW3RLCwsEBAQIJalKWYV9dDS0rJcegVHR0csXLgQAJCVlSXuBKTMUPcs2EcmY3v48CE2btwIAAgMDISVlVWl72GbyDaRSB+c3PUcuHjxotgZGzVqlMZ9d8eMGSO+1ncyxdGjR8Xt1GbOnKlXHlTzpIwJZSUlJVixYgXkcjn8/PzEQQQZn7FiQhPlZWgVyzOTYSj/boqBb0WKbY+AssG1YqntqhIEAVFRUQCANm3aoGvXrmrTde3aVTwPREVFQeBO0EYhRUxUFeu+aTBGTDx48ACbNm0CUHaRgw8AmBapYmLPnj0AgHr16mHKlCl6fFKSilQxobigrm3r9nr16qFhw4bl0hO9qEypX0dUmxhqDJuYmIg7d+4AAIYOHQpbW1u1+YwePVp8re7aypkzZyCXywForsvA/67RyOVytduYK75TxTKV2draYujQoQCAv//+G4mJiRrLI6qOysb7rIeshySdunXrAgAKCwtVjili1t7eHt7e3mrf7+zsjN69ewMAYmJikJOTU+54Tk4OYmJiAAC9e/fWuD2bt7e3uP2hunpoqHsW7COTsQUFBSEvLw+jR49Gz549K03PNpFtIpG+OLnrOaDYRxeA1kbD3d1dPLFfvXpVr7JOnjwJAGjYsGG52e9paWm4d++eSiePjEPKmFC2fft23Lp1C61atRJngpNpMFZMaFJUVCS+5p7ahqX4re3s7NCpUyeN6V599VXxta6/9f379/HkyROVfNRRxNvjx49x//59ncohw5AiJqqKdd80GCMmAgMDkZeXh5EjR5a76E+mQYqYKCoqEi/y9OnTBzY2NgCA0tJSpKSk4P79+2ovPJNxSHWeUFyk1NZHyMnJwbNnz8qlJ3pRmVK/jqg2MdQYtqrXVpycnNCqVSsA6uugcj7aPk9ldVmRT+vWreHk5KQxH+XPynMC1RTl8b66CRqsh6yHJI2EhATEx8cDKJs0oqyoqEhc+apr165aH7xTxGxRURFu3LhR7lhcXJz44I22emhtbS1OWlF+j4Kh7lmwj0zGdOLECZw9e1bjylnqsE1km0ikL07ueg4oZuUCqp01ZZaWluISiMrvqSq5XI64uDgAgEwmgyAI2LVrF7y8vNCnTx8MHjwY3bt3x8iRIxEeHi7O8iXpSRUTypKTk/H1118DAD755BOuyGFijBET2ly+fLlKn4d0p/jdXF1dtW5npfzvrutv/ffff6vNp7JyEhISdCqHDEOKmKiqS5cuia8VS6GT9KSOiePHjyM6Ohr169cvt1UHmQ4pYiI+Pl6cvCWTyZCTk4PPPvsMr732GgYMGAAvLy90794d06ZN4xO0JkCq88Q//vEPAEBGRgb27t2rNo1ijKGcnuhFZUr9OqLaxFBj2KpeW1E+npKSgry8PLWfp169elpvfDVp0kRc8aRiXc7NzUVKSopOn0VdPkSGonytT914n/WQ9ZBqTn5+Pu7evYvt27dj6tSp4lZvvr6+5dLdvXsXpaWlAKoXs7rUQ8UDOiUlJbh3755e+VR2z4J9ZDKWrKwsrFq1CoD6bU41YZvIukikL07ueg48evQIQNmsdAcHB61pXVxcAADp6enlnqapipSUFOTm5gIo27v3/fffx6effqoyUzg+Ph7Lly/H7NmzdS6DDEOqmFAWEBCA/Px8DB8+HH369NE7H6oZxogJTfLz87Fz504AZU/veHl5GbyMF1VhYaG4soWm5bAV6tevDzs7OwD/i4+qUk5fWTnKxxWde5KOVDFRFfHx8YiOjgZQNrGDk7uMQ+qYyMzMFC9yLFiwoMoXOUg6UsWE8sUaQRAwduxYhIWFISsrS/x7cXExLly4AF9fX4SGhuqUPxmOlOeJsWPHiltjBAUFYfny5Thz5gzi4uIQERGBWbNmYdu2bQCAmTNncpxBLzRT6tcR1TaGGsMq59O0aVOt+SiurQiCoFIPHz9+XKXPopxPxTz0/U48J1BNkMvl5frvw4YNU0nDesh6SIZ18OBBuLm5wc3NDV27dsWQIUOwZs0aPH36FADg5+eHESNGlHuPoWJWn3oIaK7P1blnwT4yGdO6deuQmpqKbt26Ydy4cVV+H9tEtolE+tI8hZlqDcWEK0WnRBvl/XZzc3N1Wl0pMzNTfH3u3DkUFhaiVatWWLRoEXr27AkzMzNcvnwZn3/+ORISEhAVFYXg4GAsWbJEh29DhiBVTCgcOXIE58+fR7169fh7myipY0KbL774Ag8fPgQATJ48udJOJ1Wd4ncGqv5b5+XlqTypYchylONJ13Ko+qSKicoUFRVh2bJl4tOB8+bNM2j+VHVSx8TatWvx9OlTvPLKK5gwYYJeeVDNkiomlMcSW7duRWFhIfr37485c+bg5ZdfRk5ODk6dOoXg4GBkZ2cjODgYbdq0waBBg3Qqh6pPyvOEhYUFPv/8cwwcOBAhISEIDw9HeHh4uTS9evXixC4imE6/jqg2MtQYVjmfunXrVjsfXa7RKJdd8f8ry0f5OM8JVBN27NghbvU2ePBguLu7q6RhPWQ9JGl06NABQUFB8PDwUDlmqJg1dH2uzj0L9pHJWGJjYxEeHg5LS0sEBgbCzMysyu9lm8g2kUhfXLnrOaDY3sTKyqrStMqTNBTvqyrlE2xhYSGcnJywd+9eeHp6wt7eHnXr1sWAAQOwZ88eNGnSBACwZ88ezro1AqliAgCePXuGNWvWACi7Wd+4cWOd86CaJ2VMaPPTTz9h9+7dAMqWaJ87d65B83/RKf9euvzWBQUFNVaOcjzpWg5Vn1QxUZmgoCDcuHEDADB69Gh4enoaNH+qOilj4vLlyzhw4AAsLS0REBCg00UOko5UMVFxLNG3b1+EhITAw8MD1tbWcHR0xKRJk/Dtt9/C3LxsmLp+/XoIgqBTOVR9Urcdd+7cweHDh/HXX3+pPX7t2jX8+OOP4pOkRC8qU+nXEdVGhhrDGjofXepyxeszyquWcFxOxnTp0iUEBwcDABo1aoSAgAC16VgPWQ/JsAYNGoSjR4/i6NGjCA8Px/r16+Ht7Y1bt25hwYIFOHv2rMp7aqIeVvZguKHrYcXy2UcmYygqKsKKFSsgCAJ8fX0hk8l0ej/bRLaJRPriyl0ScnNzq3Yeq1evxpgxY8r9zcbGBkDZNiaVUT65Kt5XVRXTz5gxQ+3WOo6Ojpg5cyaCgoJQXFyMiIgI+Pj46FTWi6K2xwQAfP7550hPT4eHhwcmTZqk8/upvOchJjS5ePEili1bBqBsa9fNmzejTp06Bsufyv9euvzWuv4OupSjHE/8vaUnVUxoo1iJBQA6d+6Mjz/+2GB5k+6kignlixw+Pj54+eWXdfugJBljtB0AsHDhQlhYWKik69GjB7y9vXHq1CncuXMHf/75J+NHYlK2HbGxsZg5cyays7PRvHlzfPDBB+jbty/q16+PtLQ0REVFYdOmTTh+/DguX76Mbdu2oX379jqXQ/Q8MIV+HVFtZagxbMV8tF0zqSyf/Px8nepyxbKUb4pxXE7Gcvv2bcyePRslJSWwsbHBxo0b0ahRI7VpWQ9ZD8mwHBwcym1l6OHhgTfffBOHDx/G4sWL8d577+Gzzz4rd5+gJuqhcjp986nOPQv2kckYQkJCkJCQgGbNmmH27Nk6v59tIttEIn1x5a7ngGKpxaosXZifn6/yPl3LUejbt6/GtP369RNfx8XF6VQOVZ9UMRETE4NDhw7BwsICgYGB4ioLZHqkiglN4uLi8K9//QtFRUWws7NDaGgo2rZta5C86X+Ufy9dfuuqLLerbznK8aRrOVR9UsWEJvv27cP69esBAG3atEFoaCjjwMikiolvvvkGiYmJcHFxwfvvv6/bhyRJGaPtcHR0RMeOHTWm7d+/v/iaYwnpSRUTRUVFmD9/PrKzs+Hk5IQffvgBI0eOROPGjWFlZQVnZ2dMnjwZu3fvho2NDZ48eYJFixbp9mWIniPG7tcR1WaGGsMq51NxKxp98tGlLle8PqPLd1I+znMCGUpycjKmT5+OzMxMWFhYYP369Xj11Vc1pmc9ZD0kaYwaNQpDhw6FXC7HypUrkZGRIR4zVMwauj5X554F+8gktTt37iAkJAQAsHz5cr1iiW0i20QifXHlLgmdOHGi2nkotjtU5uzsjOvXryMvLw9ZWVnlZutXlJKSAqDshkply6WqK8fMzEzcGsXFxUVjWuVj6enpOpXzIqntMfHdd98BANzd3ZGYmIjExESVNPfv3xdfnz17Vlzt7c0339SprBdFbY8JdW7fvo0ZM2YgNzcX1tbW2LJlC7p06VLtfEmVjY0NGjRogIyMjEq3xM3MzBQ70c7OzjqVo5y+snKUj2trN6hmSBUT6hw7dgyBgYEAgObNm2P79u1qV/wkaUkVE1u3bgUA9O7dW+1WAMD/BvJ5eXk4fvw4gLK2p3fv3jqVRdUjVUwotwGVvVf5+LNnz3Qqh6pPqpj45ZdfxK0Wp0yZAicnJ7Xp2rdvj7feegvh4eG4efMm4uPjuZobvZCM2a8jqu0MNYZVzufx48daxzeKaytmZmYq9bBp06Z4+vRppZ9FOR91eaj7zOooH+c5gQzh8ePHmDZtGp48eQIzMzOsWrUKgwYN0voe1mvXI5UAABBCSURBVEPWQ5KOl5cXfv75Z+Tl5eE///kPRowYAUD/elgxZivWw86dO2vMR1F/APX1ubr3LNhHJqnt3LkTxcXFaNGiBQoKCsRrmspu374tvv7111/x9OlTAMDAgQNhZ2fHNpFtIpHeOLlLQjW1So1yvgkJCejatavadCUlJUhOTtb7s9jZ2aFZs2Z48OABAKC0tFRjWuVjlpYMM01qe0wols68fv065s+fX2n6Tz/9VHzNyV3q1faYqCgpKQnTpk1DRkYGLC0t8eWXX/KmfQ1r164dYmNjkZSUhJKSEo3n4ISEBPG1rr91u3bt1OZTWTlt2rTRqRwyDClioqKoqCgsWrQIcrkcTk5O2LFjBwdqJkSKmFAsv33w4EEcPHhQa9pnz56J/YiePXuynTACqdsObeMIAJDL5eJrdVs3Us2TIiaU36ttJTcA6NSpk7jFb0JCAid30QvLGP06oueBocawFa+tdOjQodJ8XFxcVFYkaNeuHW7evIns7GykpqZqnOD85MkT5OTkqJQNAPb29nBxcUFKSopO34nnBKqu9PR0TJ8+Xbx+uGLFCowaNarS97Eesh6SdJQneDx8+FB83apVK1hYWKC0tLRaMVuxHmqjWBDA0tISLVu21JqPvvcs2EcmKSnuiyYnJ1fpvuiWLVvE11FRUbCzs2ObyLpIpDfuofYc6N69u/j60qVLGtPduHFDnJXerVs3vcpSXlpZ0ZlSJykpSXytPFuXpCFlTFDtYIyYePToEd5++22kpqbC3Nwca9asqfQpPqo+xW+dl5eHmzdvakx3+fJl8bWuv/VLL70krhCnnI+2cpo2bYqXXnpJp3LIMKSICWUxMTGYO3cuSkpK0KBBA2zfvh2urq5650eGJ3VMkOmTIiaaN2+OZs2aAQAePHggrgasDscSxidFTChP3Ktswl9JSYna9xG9aNiGE+nHUGPYql5bSU1Nxd27dwGor4PK+Wj7PJXVZUU+iYmJSE1N1ZiP8mflOYGqIzs7GzNmzMDff/8NAFiwYAEmT55cpfeyHrIeknQUKyQD5bc8s7a2hoeHBwDg2rVr4iQVdRQxa21tDXd393LHOnfuDCsrq3Lp1CkqKsK1a9dU3qNgqHsW7CNTbcM2kW0ikb44ues50LNnT9SrVw8AcPjwYY03SpRXTdB3gsXgwYPF15GRkRrTKR9TbhRIGlLFxK5du/Dnn39q/W/06NFi+qioKPHvJC0pzxMAkJaWhrfffltc6S8wMFBc/plqlvLvduDAAbVp5HI5Dh8+DABwcHBAr169dCrDzMwMXl5eAMqeslAM0iu6du2a+BSGl5cXzMzMdCqHDEOKmFC4evUq3nvvPRQVFaFevXr4/vvv0b59e73yopojRUxU1j/4888/0bx5cwBlk34Uf9u1a5ee34qqQ6rzhGIskZOTg5iYGI3pIiIixNccSxiHFDGhfFEyNjZWa1rlC4icLE4vMin7dUTPE0ONYVu3bi2uLnDy5Enk5+erzefQoUPia3XXVjw9PWFuXnZZXlNdBv53jcbc3Byenp4qxxXfqWKZyvLz83Hy5EkAZasytG7dWmN5RNrk5+fDz89PnDgxc+ZM+Pn5Vfn9rIeshyQdRbwBgEwmK3dMEbM5OTka7/E9evRIHLP37t0b9vb25Y7b29uLq67HxMRo3IItMjJSXOVHXT001D0L9pFJSmvWrKn0mufs2bPF9GFhYeLfFdcz2CayTSTSFyd3PQesra0xdepUAMCdO3fw/fffq6T57bffxBNyz549xdn5Fbm5ucHNzU3tSRko2w9Y0RkMCwsrt2+wgvJncHR0LDchjKQhZUxQ7SBlTGRlZeGdd94Rl1xesmQJJkyYYIivQVXg4eGBHj16ACjriP/2228qabZt24Y7d+4AAHx8fFSemrp48aL4Oy9evFhtOb6+vuLKGStXrkRBQUG54wUFBVi5ciWAsmW3fX19q/fFSG9SxcStW7fg7++PvLw82NnZISQkROXJPjINUsUE1R5Sth02NjYAgNWrV4sXeZUdOXJEfIJvwIABcHFx0f+Lkd6kiInevXvD1tYWALB3716ND4BER0eLNx2aNm2qdZsBouedIeom0YvKUGPY6dOnAwAyMjKwbt06leNJSUkICQkBALRs2RLe3t4qaZycnMQH4M6fP1/uJrzCzz//jPPnzwMARo4cqXZ7HG9vb7Ro0QIAEBISUm71U4W1a9ciMzMTAPDOO++o/U5ElSkqKsLs2bNx9epVAGXty7x583TOh/WQ9ZCq5+DBgygsLNSaZseOHYiOjgZQ9mCMou+oMH78eHFCVXBwMJ49e1bueGlpKQICAsTVlTXFrKIelpSUIDAwUGU15vT0dHzxxRcAyiZTjR8/XiUPQ92zYB+ZaiO2iWwTifRhERAQEGDsD0HV5+7ujoiICGRkZODChQtITU2Fra0tnj59iiNHjmDFihUoLCxEnTp1sHHjRo375X711VcAyjpb6hoKMzMzyGQyHD16FIWFhTh27BgEQYClpSUePXqEo0ePYunSpeKNmlWrVqFjx44198VJI6liojKnT59GfHw8gLLOioODg/5fiqpFipgoKirC9OnTERcXBwAYMWIERo0ahbS0NI3/5eXloX79+jX75V8wHTp0wJEjR1BUVIQTJ07AzMwMlpaWuHv3LkJDQxEaGgoAaNWqFVavXg1ra+ty73/w4IH4ZEWHDh3UPs3RsGFDFBQU4MqVK3jy5Al++eUXODg4iH9bunSp+DTnu+++i2HDhtXwtyZtajomkpKS4OPjg4yMDADAwoUL0a5dO611Hyi/NDxJS4rzRGV27tyJ7OxsvfsYZFhSxES9evVgZWWFCxcuIC0tDZGRkbC1tYVcLkdCQgK2b9+ODRs2QBAE2NvbY/PmzWjQoEHNf3lSq6ZjwsbGBqWlpbh48SKKi4tx5MgR5OXlwczMDNnZ2YiPj8f27duxbt068UbBJ598wsld9MKrbt0kqo1iY2Px66+/4tatW7h16xZu3LiB//73vwDKxhTm5ubisVu3bqltKww1hnVzc0NMTAxSUlIQFxeH27dvw97eHpmZmYiMjMSiRYuQmZkJc3NzrF27Fm3atFGbj7u7O3766Sfk5+fj9OnTyM/Ph7W1NR4+fIh///vfWLt2LeRyORwdHbFhwwaVVVOAsq2KW7ZsiePHj6OwsBA///yzOJH+r7/+QnBwsLhKSffu3bFkyRJxVQYiXcydOxdnz54FALz22mvw9/dHenq6xvF+VlYWGjZsqJIP6yHrIVXPrFmzEBoaiqSkJGRlZSE3NxdZWVm4e/cuzp07h1WrViE8PBwAYGVlhS+//BItW7Ysl0edOnXg4OCAc+fOITs7GxEREahbty5KS0tx48YNBAYGihM4hg8fLk4cqahFixZITEzE7du3kZiYiNjYWDg4OCA3Nxfnz5/H4sWLcf/+fQDAsmXLNK7Kbah7Fuwjkym5dOmS+ODi6NGj1a5AzjaRbSKRPswETetcUq1z7949+Pn5ifvmVmRvb48vvvgCAwcO1JiHm5sbgLLtcc6cOaMx3alTp7BkyRLk5uaqPW5lZYVly5Zh0qRJVf8CZHBSxoQmixcvFm/qREVFcRsVI6vpmLh//365pVeromfPntyGqwacOXMGH374odpVUYCygWxoaKjKAB8oW2nDx8cHQNngY82aNWrzkMvlWL58udaleseNG4eVK1eyk24CajImDh48iCVLluj0eWbPno33339fp/eQYUlxntDG09MTDx480LuPQYYnVUwEBwdj69atGrdcaNSoEb7++mu88sorenwLMqSajglBELB69WqEhYVpjAegbHw5b948PtVJ9P+qUzeJaiPla0tVoWk1SEONYdPT0+Hn5yc+2FaRtbU1Pv74Y7WrlCi7fv06Zs2ahdTUVLXHnZyc8PXXX6NLly5a89m/fz+CgoJQXFys9riHhwdCQkLg6OioNR8iTRTXAqtK2xiP9ZD1kPSnuI5SGWdnZ6xatQp9+/bVmGbTpk3YsmWLxnHY66+/js2bN4sTM9QpKCjAnDlzxJXCKjI3N8d7771X6fU/Q9yzANhHJtOxefNmcZGEsLAwjduAsk1km0ikK0tjfwAynJYtW+LQoUPYs2cPTp48iaSkJBQXF8PZ2Rmvv/46fHx80Lx5c4OUNWTIEHTu3Bm7du1CdHQ0UlJSIAgCnJ2d0adPH/j6+rKDZAKkjAmqHRgTLw5PT0/89NNPCAsLw7lz5/D48WNYWVnB1dUVQ4cOxZQpU8StkPRlbm6OVatWYciQIfjhhx8QFxeHZ8+eoWHDhujcuTMmTpyI119/3UDfiKpLipig2oUxQRVJFRMLFiyAp6cn9u7di9jYWKSmpsLGxgatWrWCp6cnpk6dKm4TQcZV0zFhZmaGpUuX4q233kJ4eDiuXr2KBw8eoKCgAHZ2dnB1dUXPnj0xceJEtG7d2oDfjKh2YxtOpB9DjWEdHR2xb98+7N+/H8eOHcOdO3eQn5+PJk2aoHfv3vDx8UH79u0rzadLly5iXY6KihJXOHnppZfg5eUFX19ftasfVTRhwgR07doVu3btQkxMDJ48eQJbW1u0bdsWI0aMwPjx42FpydsAZBpYD4n099133yE6OhpXr17FvXv3kJaWhoyMDNjY2KBRo0bo0KEDBgwYgGHDhlXaF5wzZw769euHPXv24MqVK3j69CkcHBzw8ssvY8yYMRg+fHiln6dOnToIDQ3F0aNHcejQIcTHxyMrKwuNGzdG9+7dMWXKlCo9tGWoexbsI1NtwzaRiHTFlbuIiIiIiIiIiIiIiIiIiIiIiIhMEPdIIiIiIiIiIiIiIiIiIiIiIiIiMkGc3EVERERERERERERERERERERERGSCOLmLiIiIiIiIiIiIiIiIiIiIiIjIBHFyFxERERERERERERERERERERERkQni5C4iIiIiIiIiIiIiIiIiIiIiIiITxMldREREREREREREREREREREREREJoiTu4iIiIiIiIiIiIiIiIiIiIiIiEwQJ3cRERERERERERERERERERERERGZIE7uIiIiIiIiIiIiIiIiIiIiIiIiMkGc3EVERERERERERERERERERERERGSCOLmLiIiIiIiIiIiIiIiIiIiIiIjIBHFyFxERERERERERERERERERERERkQni5C4iIiIiIiIiIiIiIiIiIiIiIiITxMldREREREREREREREREREREREREJoiTu4iIiIiIiIiIiIiIiIiIiIiIiEwQJ3cRERERERERERERERERERERERGZIE7uIiIiIiIiIiIiIiIiIiIiIiIiMkGc3EVERERERERERERERERERERERGSCOLmLiIiIiIiIiIiIiIiIiIiIiIjIBHFyFxERERERERERERERERERERERkQni5C4iIiIiIiIiIiIiIiIiIiIiIiITxMldREREREREREREREREREREREREJoiTu4iIiIiIiIiIiIiIiIiIiIiIiEwQJ3cRERERERERERERERERERERERGZIE7uIiIiIiIiIiIiIiIiIiIiIiIiMkH/B2M9urFj4vdRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 211, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "pm.traceplot(new_trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You see there is no order any more but reconstructed density is the same.\n", "\n", "## 2d density" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [x]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [8000/8000 00:04<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 5 seconds.\n" ] } ], "source": [ "mu = pm.floatX([0., 0.])\n", "cov = pm.floatX([[1, .5], [.5, 1.]])\n", "with pm.Model() as model:\n", " pm.MvNormal('x', mu=mu, cov=cov, shape=2)\n", " trace = pm.sample(1000)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "with model:\n", " approx = pm.Empirical(trace)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", " FutureWarning,\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 211, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "pm.traceplot(approx.sample(10000));" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/env/miniconda3/lib/python3.7/site-packages/seaborn/distributions.py:690: UserWarning: Passing a 2D dataset for a bivariate plot is deprecated in favor of kdeplot(x, y), and it will cause an error in future versions. Please update your code.\n", " warnings.warn(warn_msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 406, "width": 611 } }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(approx.sample(1000)['x'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Previously we had a `trace_cov` function" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1.03709652 0.52552531]\n", " [0.52552531 1.02966752]]\n" ] } ], "source": [ "with model:\n", " print(pm.trace_cov(trace))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can estimate the same covariance using `Empirical`" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elemwise{true_div,no_inplace}.0\n" ] } ], "source": [ "print(approx.cov)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a tensor itself" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1.03683725 0.52539393]\n", " [0.52539393 1.0294101 ]]\n" ] } ], "source": [ "print(approx.cov.eval())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimations are very close and differ due to precision error. We can get the mean in the same way" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-0.0293497 0.00428351]\n" ] } ], "source": [ "print(approx.mean.eval())" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pymc3 3.9.0\n", "arviz 0.8.3\n", "theano 1.0.4\n", "numpy 1.18.5\n", "seaborn 0.10.1\n", "last updated: Mon Jun 15 2020 \n", "\n", "CPython 3.7.7\n", "IPython 7.15.0\n", "watermark 2.0.2\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }