From 5d4cc5e8195bf2916b8ccbef44afb88f05e55e81 Mon Sep 17 00:00:00 2001 From: Isak Samsten Date: Mon, 5 Dec 2022 11:28:09 +0000 Subject: [PATCH] Ensure that we respect max_motif --- docs/examples/notebooks/annotate/motif.ipynb | 60 +++++++++++++------- docs/more/versions/v1.1.rst | 15 +++++ src/wildboar/annotate/_motifs.py | 4 +- 3 files changed, 57 insertions(+), 22 deletions(-) diff --git a/docs/examples/notebooks/annotate/motif.ipynb b/docs/examples/notebooks/annotate/motif.ipynb index ff4194f94a..469f62d849 100644 --- a/docs/examples/notebooks/annotate/motif.ipynb +++ b/docs/examples/notebooks/annotate/motif.ipynb @@ -17,7 +17,7 @@ "import matplotlib.pylab as plt\n", "\n", "from wildboar.distance import matrix_profile\n", - "from wildboar.annotate import motifs, regimes\n", + "from wildboar.annotate import motifs\n", "from wildboar.utils.plot import plot_time_domain" ] }, @@ -69,7 +69,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -78,14 +78,12 @@ }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -104,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -112,7 +110,7 @@ " x,\n", " mp=mp,\n", " max_distance=0.5,\n", - " max_motif=6,\n", + " max_motif=5,\n", " min_neighbours=2,\n", " max_neighbours=5,\n", " exclude=0.2,\n", @@ -128,35 +126,59 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AgGEY5BwJDQ0NDQ0NjbkNTcSfQbj47mv29hQAAF2i7RqAEiLuCfNQRcRV1IizRTZtHJF8U4i470f/1qPW0Qu7C802zebu66Cq0tg88Sguu+cLStLAfd/Hfffdh2Zz7ijFXS8izp4C27YrjNdVQMQ/9rGP4Ytf/KKSjgaWYcDVRFxDQ0NDQ2OP4FOf+hSOPfZYDA0NYenSpTjjjDPw4IMP7va/q4n4MwxzQUVREqpklG5x34OYlVWZM53+3lQsskXyTUmj9sVNE6I1XVTEZ9u6l/iexicvfyV+cfdn8ZN1nyaPdfvtt+MLX/gCLr74YgUzY6DeF0TVuuPRbeoisVeptj/yyCPkMSzDhKut6RoaGhoaGnsE1157Lc4++2zceOONuOqqq9DpdHDyyScr61LUD3S2o0HGTTeux+23PoU3/+3RGByk1VG2XRc1e+/uryhRcgRF3O26sOzyCnmzJZJBVdZ0FUScvshWRsSFz8qnEnEBLaIiblvROcys/HOpxn9ughPLx7bfRh7r0ksvBQA89NBDpHFE8u0RnTIi+e4oaEcoquBUIq7qeuQwDUNZSvyVT96Lo5euxuL6oJLxNDQ0NDQ0nmm44oorYt9fcsklWLp0KW677TaccMIJu+3vaiJOhOd7MIkhVf/7QxZsdv0fnsDJrzyQNFZ3Dijinu/DpBIngYi3mrNoDJZfRDYFVZaypBUX2SpqxC3TJDsXdosi7hIJhEDk45sg5WEJm0ndrgfHmZsp+nMRpoKyjlZLTY0/pWyiZyyBLKuwkovhhC5xE0oMTFRBxNlmnZp7+f27NmNpY1gTcQ0NDQ2NvQLf9zG7F3Ks6rYjLeSMj48DABYuXKhySj3QRJyIL919HV5zwJHYZ3CUPNaO7XQ7b8vtYNCRV9U3To/j9q1P4vQ1h0uP4fo+LGqCtkAmmjNTUkQ8TqDlqXi7I9pg54YiLqqLtBpxhdZ0oW631SEq4gIR73RcTcT/RCGSUqrC23XFmm66NV3cDKMSe5GIq1CyLdNUk7UBnsC+9zdoNTQ0NDTmJ2a7HTz3uxfs8b/70JsuRMOplP53nufhAx/4AI4//ng873nP2w0zi6BrxIlouR20qCFXCsAXWi2iAjXWmiEnnqtwCUAIEet25BbdrjCGQQh3arYjddAw6Its0zDIfcTVKeLCcVFJxImKuGlGO5gdBa3Mmt0Oxohz4pjtdjDZVhNiNtaawQO7NisZSyVUlQKI5ym5RlzoI95V0MrMF9wtVGu6SMQ7HfrzwFSYmm6bJjq6J7mGhoaGhkYhnH322bjnnnvwgx/8YLf/La2IK8BcsINz9YS6eCNbysGOh62SiLflbLLisTAJx4XSpzsNKmynIvkmWWFFckRcrBvCe2p1aYq450XzanfoJOK+XZvwx42P4n1HvJQ81u83Poxts1M488AXkMfaOD2Gy5+8FwctWE4eSykUEXHx3KTa1H2FCjYQT16njie+NxVEXGUfcds0yRt/GhoaGhoasqjbDh5604V75e+WxTnnnINLL70U1113Hfbdd9/dMKs4NBFXAIqFUFUgD7c6UwmeChWm67mwiT2DfVH9klzYugIJMH2KIh5XP13XhWXJW6UtFe3LPFXty4TP26cp4qLroE1UjEUi7nbp56QJA13COSBCZWwc2Tmym6DqPYpEvEOsnY4TcRWKuHCOEYm4eB9XQ8QNZanptmGhMwc2izU0NDQ05icMw5CyiO9J+L6P973vffjpT3+Ka665BmvWrNkjf1cTcSIMGOgSlESRcFAWv5xAux6V4NEXf0pqxMVFd0dWEY8+F5OwWdJqxUllu9NG3apLj6dCEXe7ilKaY/Z9ojXdF4m4OkXcdennpA9GxlXAUJhovTuUSiVKqqCIe54HU3JjLebcIIYBeoqJuHh/oBJxMbNhLlrTtSKuoaGhoaHRH2effTa+//3v4+c//zmGhoaweTMrGxwZGUG9Lr/mz8PclGP2AB7ctQUPj20lj2ObJsma3ukI/5bAE1zfh60glMf1PTKJVpKarkARFxfHFuUz6sYX/bMtGsk0TbrtVJkiLm68EBVj0ZruEnMTxOPjunQSoSS3IIABI6amUtD1PRhKNXZARaCgWKNP2egRz02XqogrrOkG1Ia1ifcaNe3L1PURZ8FvukZcQ0NDQ0OjH7785S9jfHwcJ554IlasWBH+98Mf/nC3/t15q4g/uGszOr6H54wuJY1jGTS1oSsom5T1s+t7sE0LHnER7iog0b4CRdxQEdYmLK4p1vR2QhFvNlvAiPRwMGEoVcQpCpxo9zUUWtO7XZpiqVoRd30fFrFcYneg63nkMg4gbo32FRB7UQHvdruoVOQsZbHaaZXWdAVhbTFF3FdnTafXwrP7p6rNHsew5kSOiYaGhoaGxlyFKqdjWcy9lemfGEyDRqq6HXFxSas1d0yLbC1XoRz68AGDeFILpNCVJHWqFPHkRkuzNS09lip4MfWZsPCPEXGiIi7W3M4xRdz1PWXWdECF5sygSqnvelH5hq+CdBlqFHHxHhDbdJRA7JxXoIj7Kh0citoJAoocRQJUOHA0NDQ0NDQ01GPeEnHTMJQsWG2TZiHsdsXaQkKteaD4Ua3pnu/DIi4CvWBTgLb4oyvi4rGw4McWy2WQrG1tElPUVayx44rxHCHivjoi7nuKremeB8tUQ258qCNKrBSEPlaMpBKdDYA6hTdGUBUq4lQFm40hKuLUuUXHS/Y+E/77wNOgijurcOBoaGhoaGhoqMc8JuJqVAKTaE0X50Al4nTyGyiHCoi4bVqkxZ9ICt2uZGp6gkC3O3JJ3n7i82011fSjpsCLKY2UPuLqiLjIHGRdDBxxRVyNNV1Vjbjr0XMUwrFUBBsibrPuEjdBgPhGD+X8Ulk7HavpVvAeVbZDU6mI+76vrI87oKwTnYaGhoaGhoZizGMiTm8hBQA2MQFbVP46hDZNHvxAnacpHyrqu70gOI4WNqRWEQeAliQRTy6skynqMqCeer4qa7pgsjag0JpOJjaKFXGoIbyAmhwFDl/RWHG1WEFrL0Xnl9raaTHlXEGNuBh4qLB9mQprugFDE2gNDQ0NDY1nOOYtEVcVhENtRRVTnoiKOJ38ghz2BrBjaxNt8iIplLU5+wmFt92VbIOWUMTbCtoTURfZqpRGXyAjJjWsTaEi7itWxFXW3XqK7OSAGgcKoL5+WlXpQ1wpJiriwr3Jhxcj0nLjzc3UdB9axdbQ0NDQ0JgPmLdE3FNkCTVNg2RNj4UZEcPabNNSVCNODWuDgk0BYQEvm5qeVLJlFfHEgp/aI1sF1ClwgiJOPHeUhrWJRJDgFOHwfV9ZWJvn+zAUqeueIsu8vztt24rC2lxiWFtyY41KnmNzUzhWl6iIA+rOVQ0NDQ0NDY25i3lLxF3PU9LOyIRBUpFFwuERlD/P91hqugoiTlSz+aYAbS7icZHsI55YuCf7gReeSYKI09qFqXFi+IpqeGNhbSCGfImBVVT1U7wuiOFXALs+VNXd+oBSUq8mrE21bVt9jbjruqTzP3lPor7P+DFTWSNOrYVnNeI66FxDQ0NDQ+OZjXlLxD1FyccWMfRNVS2sr2AuQKSIU8bxAzJPWXSL6qwrSXx7LeWSiniCiHQkxwGYbd9QQOKUtS8TjpFJrBE3BReD7OYJR7ztlaqwNnWp6argQ00wl3i8Op5cCUa/8VTViNPHil/PZDu5wrA2lYq4D8CAGns6n5cm9RoaGhoaGnMP85aIq4JBDH0T/ymlFpYlldOJuA8fDrElG9sUoLbModucPS9BoGX7kSfeR6ctT3R8n7fOkx6CjaNKEYeoiFNT04VRPYWKuIqwNsW9mVUNFW18UZ0s0Wfn+zTlGYin6atSxMlj9RDxuaqI01PTVSX8+9rmrqGhoaGhMWehiTgR1PT1uAWXQn55jbgCRZxYa876LFM3BYTjIkugEyRAmoj3kAn5RTvvEUwOa1NVIy6cc+Q+4mKYFtGeK546lOwEDn7c5xpY20EVG2hJ2zZVLX7mK+K+woA71anpqsA3oHT4m4aGhoaGxtyDJuIE8NZDc8KaHqam09uX2Qos7hbxuBixGnE5UpdMVe5Kp6bHx3E7FEVcvRWZtvBXp4iLqelUa7oXG0sBMQk2mFTV6KsCU8QtercD1SR1DirivZsNVEVcJOJUB4dCRVxR2RQQ1ZtraGhoaGhoZOPLX/4yDj/8cAwPD2N4eBhr167F5Zdfvlv/5rwm4tQ1uRckMVPWOb4iwhGFrNHbl9lEazoAmAaxRtwQF7aySnYyrE2yDZpSe62iGnFV7ZKEz4haIx5TxInEJma9V2RNV7FRpRosZFGBIp4MMiO2oovX6KtJTaeO1VMiInlf4PAV1oiL1yO1lIK1L1NHxFWWZGhoaGhoaDxTse++++LTn/40brvtNtx666142ctehr/4i7/Avffeu9v+pr3bRp4HCIOWKPXUoiJOsqYjULLpqenUcXyfliafVNFkbc7JdkcdSUU8mYJM6ZGtqkewMkXcV6iIK3AxcKjaoArHUFS6oRqe76Ni2UprxAEV1nQ1Cq9SRbwnNZ36HtXViKu0psNXV0bBwyHn2GmvoaGhoaEx5/CqV70q9v0///M/48tf/jJuvPFGHHroobvlb85bIq5iYRLa/ghjxS248otxL2wZRlXWfNgWjbAYBi3ELrl4l1bEk3Zd2fZliXFotms14Umq+jyLF4IBF67rwrIsqaFEazrIVt/oa0rJhggTtHKJ3QFVDhTVJFVVGKBKRby3RlydNZ08llJrOkLXDLWUhYdDalFcQ0NDQ2Nvwfd9zBLylWRRtx3pZ6jruvjxj3+M6elprF27VvHMIsxbIq5iYcKt6aQxFPUR96EqNR2wTLqF1ySkpif7dssq4r014nKLbTexMeBRwtoU9QjeLX3EDR/tTht1qy41lKnSmh5TGOlEnBMSlURcVb2/mtR0xURckcLbu6lGGCtJxJVa0xWerx49rM0w2MYRtd1hGA4JA57vKUtj19DQ0NDQKIrZbgfP/e4Fe/zvPvSmC9FwKqX+zd133421a9ei2WxicHAQP/3pT3HIIYfsphnqGnHavwcj9JRxxLWl7/cqSEWhwlLOx3EUhLWxFl2yinh8ISurQPeSAMka8STJoVrTwc8bWq/2cD6KwtoAoElozSYq4r7CPuKUtn4chhEECCrqAa5SXVexQdCriKsLH5szijiSijjRmo7do4h7CsLaDBjBZibd4WQYBizTRNdT4yzR0NDQ0NB4puLAAw/EunXrcNNNN+E973kP3vrWt+K+++7bbX9v3iriAF0V9xWEtSUX4K7rw7ZlBlQT1uYH41AXgBZhEel2EzXikqSix8oqa01PLKwpai9fGHMiZ0mePOqIePwzmp2dxYLhUamRYu+EqgruDmu6gg2mcCzThAcfcib+OCwFIXLJGnF6ay81jovdWSNOJc9+rEZcZWo6tXMFK+1Rcb5ym/tcLMuYa5jptLGtOYnVQ4v29lQ0NDQ0nlGo2w4eetOFe+XvlkWlUsGzn/1sAMDRRx+NW265BV/4whfw1a9+VfX0AMxzIk5FGNZGGSMR0Oa5HmCXNyqE/YgVKH4qrLIUlS9pTfekU9Pji2tZIp48Fj7Bmh4ujAN1VpbIeapqxBNEqdmalhzG243WdDUEguUWqKs3dz0Pjkmn4pQ8BQ4/cd3PFWu62tT03RdIRyf1YomRCkWc30PpJQuGYZDbSc4HPD6xHVesvxfnH/WKvT0VDQ0NjWcUDMMobRGfK/A8D62WvFs0D/OeiFPqPFW0hvG85AJakrwGNbAqYCpQ6ChjJK3pSWJefBxFoW8KFXG+MKaSL2U14gkC12yrCbSjKuKxbgKKFHFVZMT32VhJ8isLinuEo4ekktuX7Z7UdKWknkyed1MfcaIFnLcvU1KyAESkXtH5+kyFDrTT0NDQmN/4yEc+glNPPRX77bcfJicn8f3vfx/XXHMNrrzyyt32N+c1ETeIYThiuq0seq3pkuQV6lremArCxEzDkF6QJjcnfEnlq6duVrZuOamIE1pzxRbGimrEu4T5GIn31mrOSI3TE1BFJeLCoVFnTVdDxA0DSup3OUzDJOUFAPMjNX13hrW5ChVx+D5ziJhyESye7yu5R/B5mYHNnbpB8EwHpX2ohoaGhsafPrZu3Yq3vOUt2LRpE0ZGRnD44YfjyiuvxCtesfucUvOWiPs+YJtsMW1KMlgVqclJa7qsDVdVgrOqdGlKTWKyB7WsAp1U1mWJuOd7sVRD2Y0B9o+jGnFlYW1ddWFtrY5sGUB8DsYcS00H1Dg9YmMpIjYmVFiQ1dm2k+fl3OkjrrYO3ttNijjAjpksEWd9xI0g6ZxesmDACDpqaCKeha7vwZqDqfKqnu0aGhoaGtn4xje+scf/5tx76uwhUHtdA2pU6KT6K9tLnKvzVJGOt82hLNoYmVdpTZcMa0u2HZNNTU8SLkpYG9jxpVpFxTl1KTWpiROmLVkH01WtiMes6XMnnZzDUkhsDAW24R7yTCmfUEqeFSriPanpRBU7lppOJPUqLfhAmHROPy/YPd02THQ1Ec+E53uwZTdPdhOmOy1cfPc1e3saGhoaGhq7CXPrqbOHQQ4lU6GIp6Smy4D3nlWxcU4lidy6KztG0iUgq0B7UKSIe0lrOqUXctAjmKioxhVxSh/xBBFvz0oNk9w8ga/Qmt5VQyAslanpUFNzq8qBojI1fXcq4nOpRlw8ZvSaeoXHzPfYZp0SpwTr7PFMbl/28NhWJeN0vbnXZ32y00KLUHqkoaGhoTG3MbeeOnsY5DpdQLkiLk/O5Gvdk1DRNscyjJ73VhQ9irjkIjlJAjzJtPNk/a1BWLSLPYJJinisRlx+0W8kVMZOR9a+n7SmE9uX7QZruqUyNV1hvbll0MoUALU14nNWEVecmh7bzJpziriacEEfTBJX0SJvruIXj9/Z68iRgOt7sOcYEW/J5ppoaGhoaPxJYG49dfYw2OKEQsR9sh28x/UsXSOuMjVdQY24IW+r7FnEytpsk23QZC3uquaDwCoKuhtjdyninU5TapgkwaIScfHUUdm+TFXAmoqWYxwqgt+S5xJF4VVKnndnH3FyWFt0jsreG6Kx1CnifrDFa5q05xMQdfZ4JiviAJSoxq7vKXuGPrBrM27bup48TpPUEUNDQ0NDY65jXhNxal9hTn4No3chVnwMNanplPT3JEwFCh0jF5LvJWkFl1XEE39fukYcPbslUuOwsXwlfX3jirG6sDZZRdxNKuJUS62Y2q0qrE1B+FU4lmIiTlc+1ZHU3WonV5ma/kxVxIPnimWYPeOWHgts489WpIjPtcA3/hm2lSjivrKwtscntuPhsS3kcVQo/RoaGhoacxelnzpPP/003vSmN2HRokWo1+s47LDDcOutt4a/930fF1xwAVasWIF6vY6TTjoJDz/8cGyMnTt34swzz8Tw8DBGR0fx9re/HVNTU7HX3HXXXXjxi1+MWq2GVatW4TOf+YzkW+wPKuH0g7A23gZNBj3WdFlFHHSbPIcKYkBZRCbTkSFJxJP9x1WFtdGs6QwUtcv3/ZiSTVn0G4nzttuRC2tLHiOTrDBGX6uzppvKen9TU+9FGKCXgqjsI747FXGaUqw2rE3MkPDh9eYclIDaGnE/cM0Y5IA11r7MhK1IEf/ugzfj0fFt5HFUgV83SqzpngdLUVibolvDM7acQENDQ0ODodRTZ9euXTj++OPhOA4uv/xy3HfffbjooouwYMGC8DWf+cxn8MUvfhFf+cpXcNNNN2FgYACnnHIKms3I8nrmmWfi3nvvxVVXXYVLL70U1113Hd71rneFv5+YmMDJJ5+M1atX47bbbsO//uu/4hOf+AT+8z//U8FbjmARLaGez+vv5MfpJeKy5NVXk9QGtrFAXQBYpnwNdE9yvCJFXLb/d2+NOG3BTlW70hb90qQwOZYkEe9pX6aAQIRzmmN9xMOANUWk3jLpteu9qenqasRVKuKyjgs2luLU9OQx8+fGMUPgmlFR/sA3iy3DUkLqts1OoimZtbE7wDcqOgo2GXz4yjbYuPOJCpUqvYaGhobG3EOpPuL/7//9P6xatQrf+ta3wp+tWbMm/Nr3fXz+85/HRz/6UfzFX/wFAOA73/kOli1bhp/97Gd4wxvegPvvvx9XXHEFbrnlFhxzzDEAgH//93/Hn//5n+Pf/u3fsHLlSnzve99Du93GN7/5TVQqFRx66KFYt24dPvvZz8YIOxVUqypXoXkCtmNa5cdQlZquoJUahwqSYUJ+c0JZu7BkazhJctIzHyIRN4JEZGnrfuK4+r4Pz/NgWeXPv2RYm6z62U18RiZ10b+basRVBaypCDTkUGGZ701Nlyepc1UR76mDJ1vTk+FvXTjlL6FgLJU14mpyJPi8zGCzuK1oQ2sutUHj4aYqFHHP94N+6z4sajcUsOuaPqe52dtcQ0NDQ0MNSt3hf/GLX+CYY47B61//eixduhRHHXUUvva1r4W/f/zxx7F582acdNJJ4c9GRkZw3HHH4YYbbgAA3HDDDRgdHQ1JOACcdNJJME0TN910U/iaE044AZVKJXzNKaecggcffBC7du1KnVur1cLExETsv9w3T+zT6gfty0xDnTVduo94sOBSATU14vLtudyeRZXcIstLKOnSinjSmk7sI24YBkyT4qLoPa7yC/8EgejKEbikIm4S25d5sT7ic0sR52Opso2aCup3e1LTCWnLczU1vTesTV2NOECrOVftIjBAc1qF8wpovWWyPuJtt4uN0+PS41UtZ0610+LPb2Wp6aYa54AqbzoP21NVBqOhoaGhMbdQiog/9thj+PKXv4znPOc5uPLKK/Ge97wHf/d3f4dvf/vbAIDNmzcDAJYtWxb7d8uWLQt/t3nzZixdujT2e9u2sXDhwthr0sYQ/0YSn/rUpzAyMhL+t2rVqtz3Y8IgheFEirj8Aj/ZM5tWI66GiJPT5H3AMuXrcZO13fI14glrumxqetKaLrkxAERWUYoKmrYok134Jy3ksnX0yetoLiripuL2ZaoWxxZhU4ZjfvQRZ2PZJtugVVkjDtAUdtWKuGkYijZomIPDMS24noenpnbhvx+6WXq8qmWhM4cCxFzPQ9VylKj0nu+jYlpKOiuo+OwAtjlQtWxdK66hoaHxDEUpIu55Hp7//OfjX/7lX3DUUUfhXe96F975znfiK1/5yu6aX2F85CMfwfj4ePjfhg0b+r6WL5rIFuwgCIdCxJP/TrqPuO8H6e1y/1wENU0eCKzpsjXQic0J2Zrs5EaAL6n2qq4R533EpTcqUj5keaUx4ciQrP9MkhgqEd8dNeKWQju5ih7PQLBppcKCnAzdewb3EXesGhtLdY34XFHE4Qd9xOnnheezumfLMNHxXTSJarZtWGjPJUXc91CzbHRINfkMvu/DNi0lm3WKzGlwfR+OaT2jW89paGhozEV8+tOfhmEY+MAHPrBb/04pIr5ixQoccsghsZ8dfPDBWL+e9ctcvnw5AGDLlnjbji1btoS/W758ObZu3Rr7fbfbxc6dO2OvSRtD/BtJVKtVDA8Px/7rB97qi1rnyRVxg6JuJp6vtBpxQ8kCgGrhZTW0FOt1clGlJjXdl7WyBh+S77PLhWK7ZtZ02jFOc3HIEpxkarq0Nd1Xq4iLh0a2XCMJFSGEHCp6fwMICRc9HTtZP62ufVlXoSJOIvXBuepYVTYWmYj31ojLj6U2NR0wFCWds/Ip22SlQi23S6o5dixF1m1F4ERVTWs2H46C3u18LBWlYp7voaIVcQ0NDY09iltuuQVf/epXcfjhh+/2v1XqiXz88cfjwQcfjP3soYcewurVqwGw4Lbly5fj6quvDn8/MTGBm266CWvXrgUArF27FmNjY7jtttvC1/z2t7+F53k47rjjwtdcd911sYTdq666CgceeGAsoV0Wvk+3lAPsIcnVTemE8MTfl68Rj3bhqZZZFWof5ZgkCbSsFTxJTiDZW5kfTy/INqRa08HPGQXWdDNotyO98OfvzXfYt5JkJLl5YlGuK0XlGiJUJZ3zY6+i5RiHin7Ru9OarkIR5wnSKmrEORGn1MEDaS4ChZsXpPeJ8LlCL1lgijjvI952u6hYpTJaY3BMC20F6rMqeL4Px7LUWNPhw1KkiHuBW07FOI6i1nMaGhoaGvmYmprCmWeeia997WtKOGceSj0pzj33XNx44434l3/5FzzyyCP4/ve/j//8z//E2WefDQChhP9P//RP+MUvfoG7774bb3nLW7By5UqcccYZAJiC/spXvhLvfOc7cfPNN+OPf/wjzjnnHLzhDW/AypUrAQB/8zd/g0qlgre//e2499578cMf/hBf+MIXcN555yl50z78oAZPQWq6QasXVVcjHlkQqbvnKkKtKMckuRkh27eb14iHo8n2Eff5OE4wH4o1PUrdVpGabtlsUS2viPP3xsbxJa3pPTXi8OFKt4tLbk6ps5NTN6m4m8YyjZ6+1rJQuUHAodZmTU9N58GbKqzpldCarjY1XaWdn9SmLbCm20pKFgLXRWBv7nguapYtPa4Ku7xKePDhGFbP5p0sbEW13Z6itmOMiMt/XhoaGhpzAb7vY6bT3uP/yaz5zj77bJx22mmx4PHdiVJb48ceeyx++tOf4iMf+QguvPBCrFmzBp///Odx5plnhq/50Ic+hOnpabzrXe/C2NgYXvSiF+GKK65ArVYLX/O9730P55xzDl7+8pfDNE287nWvwxe/+MXw9yMjI/j1r3+Ns88+G0cffTQWL16MCy64QFnrMt7/mwVmUcLa6Oqmsj7iAHtPgYoir3moCZqh1c1zK7gBw/Ahn5rO/l3HtFH1ujBkFbRA7fUVKeIG3zCRDo+LjqvtOOi02+TUdLbJMCutiPOkexcGrGDMZruJgfpg+Rklibjnhx0KKDCJIYSA4KaBAVfR4l+FA2X3KuL0PuK2baPVaikJa+M14h1Prue9OC8AqFh1tN1ZdF014wG0DQfAhwGTHJoJRBZp2zDR9VyYhoGq5cD1fZgSl5Nt0ssoAKDldrFu2wYct3xN/oszECnialR6VdkPXpDZomIcVcdcQ0NDY29httvBc797wR7/uw+96UI0nEr+CwP84Ac/wO23345bbrllN84qjtJ87fTTT8fpp5/e9/eGYeDCCy/EhRde2Pc1CxcuxPe///3Mv3P44Yfj97//fdnpFUIs7ZzUvixItyXUiPdY0yUX957vK+s9aysItTINemq6DxsGOjANF57nhTbs4gMFrW04EZftI87t2wa7XEwKERfKImQ3O0T1zbZZ42Pp1HTE35tsizduTe+aNqzgODc7s1JEPM2F6bo+bFt+ZWsYakIIfUQtC6kqdjQ3ugW5t0ZcoSKuoI94pVLB9PS02hpxSos2gbg5dgNtd5ZE7JUq4j5gmKzshNqWi28W8/ZlpueyFG7Pg2NKNk1XgOlOC3/Y9IgCIu4FAWuKOisoqhFXCUdRkrsqPDW1C6ZhYuXAyN6eioaGhoYybNiwAe9///tx1VVXxcTj3Q2KcPoniyi52iSpWmErKkI/8l5rurxdmfeepS5KVNjbKeDHxDccAGxB63Y7MCvVkuMEKq3pAGjCkLXY+nH7NkURh0DkZBdXYt2tZbHFtDTBSbw3X5LAcYLbNS1UgzFarRm5KaUcF8/1AJtm9VRxbTCrr5rWUhymYZIt88kNBpWtuChhbXwsx2FlHXMlNV3cuKhadUwD6MwRRTxyzSg4X4N6cycIa+vACKzpe5fYtRW1QPN8X8nGMRBsrBNbmqpGuNGgYE7JvAZZXLX+fqwYGCETcVXz0dDQmPuo2w4eelN/gXZ3/t2iuO2227B161Y8//nPD3/mui6uu+46/Md//AdarVa45laJ+UnEgbBG3CXX+xqkh7fKYKqo9yxtUWIYhpJwGNlpeIE92kd0AXVaLThliXiw2GZEHDCJVnDPcABfvmYdiNwYFOcCP9cM04RJJOKRIs7eG2TD2oJNDg8mujBhw0OzPSs3VsrmWNf1UNxclA4V2QeR80RhH3ElSn0iLOwZWCOetKaTwtWE4+3YdQA0Iq5cEYeaeuUoD4VtFnc8F4NOFW2vi4bEFSWGglIg3aYzAS9ITVdBxHkHg7mUUO4DQZI7fU53bN+A9ZM7ccYBR5LGcUwLdll3Wgpu2fokts5O4vT9DyOPpaGhMbdhGEYpi/jewMtf/nLcfffdsZ+dddZZOOigg/DhD394t5BwYJ4ScSBaTLcJxDdUxCkJ4apS02NKK6Hu3Q+IgSLbrdQcgkWaz8kh5Ba2YciaRSPioWps2IBPtaYLNeIKFHE7CGuTt6YHx5or4pLjhHX9hgHXNGF7HlodlYo4/XxUQcRVfH5p86LXAidrxClqcXR++b4PV1GNOKCirZdoTSe8R2Hjomo3AAAdtyk/N8Vt2rjrQkX7Mp7ezbqi+ajZDloSmyu+orpnAMpqunkNtTJ3irl3n31JsPenJhV+vDWLXU25e7II2zTRUeBomGjPYkzBfDQ0NDRUYGhoCM973vNiPxsYGMCiRYt6fq4S9G3NP0GESja5RlywuEurm/HvpfuICzXiFKWOqwKyCr8KlTBUq4xon6jbllCruJJts104S3bx4MfJKi2sTeyzTlTEVVjTRUUcgCGriPOFtWHANdicWm05YiMeFr7w7yroJa7CTh5+fioX/yrmlfj3KhRxO7CT+75PcPyoVMTVpaaLGxe1kIjPFWt64JoxFaSmB9Z08fuqaaMtQ8SDzhwqoEoR9+GrrRFXFMKoasPC84NUeAXvz/U9OAoUHRUbhwAPzSUPo6GhofEnjXmpiEdKNm0BzC3udlB/J4MeazqBAPO6QiWJ5wpUAdnFiB8eAwu+b8IwPHQ75dWvMPTNCog4tQ2a6QCeutR0ah9xNYp4PKwNksfIDcsJDLimDbgttNp0RdyyTXQ7nhJFXE1rIt4m0FBCJrgDRXWNOEkt5sqzbaPTZuN0u92QTEuNFZD6DqlGXJ01PVYjPues6UwRtwx6WjZ/1nEYBlCxLKkabZ7AroYUBvcd3yP12+bW9Glf/rMTobI9m4q9AbbRoGbTz1RUS2/AUPLmKpaNzhzqSa+hoaGRxDXXXLPb/8b8VMQRqImGQeo/yvu9OqaJjiIFWZZwxJU6eo247BCiaiI9Bn84G2aoQne7EkScL15sZmWVVsQhhscBpuFKE1/uxrBMeSLHzxnTpBPx8L0FdfSQPEZROUGkiLc7coo4vyYNAzAtdi6pUMRZyzgFCqNB20gREbkj1KSmW8HnSKqfDo6RU4kyGmTPr3CsgIhTEti5nZxb01UF0lXtAQA0Iu4KLhVAhSJO2+Dl8BJt/3wfqFoOWhKJ88mxKOCWe6r1nvfrVqaIK+2GQB/DDzYaVGS2qNo8VKX2m6CLBhoaGhp/6pifRDxW50mrpwYMWIYlPU6SiMv3EQ/a1CggGwBBzfajxaj8GHz+BvyA1HVa8kTcCIi47btyFltOMq1IEZyYniw/DiJF3IT8gi+yppuwFYW1cSIuG0QXHVcDnkkj4qHibxohEZfNThDHsxT04/UChdFQ4DzhoLT6C+fFE8VNemuvqK47IuKy5xcfS4U1nbfI44o4qUWbYE3nVndKjTi/1yix4AcbvJaKDRpE7t+210XFslCzbcxKzM8NFHEVnNf1XVRMW0mfdEdhn21qJ5Uk6E4XZr1XUfLFPz8qVATCsvmwRHgqfN9XFpypoaGhsacxL4m4FyqKVGs6rxGXt5aGom3Qmkm2RpyXW6lIYKYgaYWUgUjquCLudiUW3ZyIO2yhbQLoSFh2uRLnW/XwZ2PjO8vPB1HqsEnYMEmzpssv/IP3FhJxWeUzKAMwDPgmm1NHVhEPLgHDACyLXRfdLjVUkXadhmMJtuG93QJKRGgBV5EoHpyXpmXCNPl9SY0iTmqFhvh79Pyu9L1O3Oxz7ICIk/qIxzcc6KnphhIrMTsv2B25GdxD61YFTSmHEXM7KUlN931ULPkN7HBOgXVbWQcDU93zU0UCu6fQmu75HixCGQCHAYO8cQgERFzBfD677jf44p2/JY+joaGhsTcwL4k4T6Wl9mn1ghRZSt2cF6pPfMFLTU1Xl+YsNw+EUri0NT0MazMBBIpvp/wimY9jBgttAJhtTctMiP3ftOD5jFBIE3FeI27Kq6AqrelcEYfJCIR0WBsn4jDgWTQiHr6/wMLPxqc5V/gmlRqFMQh6JAdpqbtOucJbsVXUT0fHn9oeb3f0Eec13QDQ7kq2yPMjV0mkiNNrxFUo4lCwmRmNFDmTtjen0PU81G0HszLWdKhRVIGotrtLTN/2fZ/kSIuPpbZ9mapQMwOK6vI9D6Y5d9LRVM1nQbWB4Uo9/4V7AHdtf4o8xnSnhYvvuoY+GQ0NjT8JzFMiLvZypjzgGKkyCDZjP0HEZWvWo/e0lxVxP1pEyq7ZvJBUmqE1XSasjRNo04n6j0sRcU4CDQNu0Ht3ckrSmu4LtlNiErVhGHCoRJyf/w5LjjYlVUHfF+r6Q0VccixBErf4BlWX5lwxDUPJgja0uSsh9epSqLlrg7fiaitoxWWaJiybXX9zoUac39dqzhCM4L4w25EtEQneo2HCDtuhEYi4Smu6UN5DBd/4A4D3H/EyvGrNYajbDmYk7qcsrI23QqNbrpk1XU2fdBVQldfAoSrYzlLUUs0N6unnClTNZ7hSx+L6oIIZ0eD5Hq7acD/52pjtdtAklBZpaMwVzIeSERXvce7clfckfHU9t6mKeMiDnKAWuiPbYouetKvihOKKIWkMPyK+PNi/K9NHPFBbTNNGNzjVm20ZBY0fFxOewRba09MTEuOINmkVfcRNODZVaQwISY0tZCxf1k4ehbWBB4Z1Zcfiij9CxYRSt8ldGoZBt9WqJfUR4aJeevz4qwgeE88vanu8ZI2453mE1ogRea7ZQwCA2Y7cdcjVdQNmWFevQhEP0+Ep1nSBPJPPVx8hUbVNi208mJbUvYeXZZiKNrQcyyLXY/Mkd1XrPZWp6dRWohwmaKGyHMyaTt+0UNeaTc18WPL+3lf628FmJTWvQEWPdg2NvQn+HJyZkeuc86cE/h75e5bBPG1fFiniKmrEDaO3fVBRhLWFVU44Za3pUe9Z2cWNuACUBVd8aWPwY2AChgX4gCtR08gJtGGY6JoWbM/DbLO8Iu4LJJMr4jMzsoo4+5worbTEGnFOlKjWdLs+DIBAxMPFgwFYnIzQ+oizGngFirjg0qCui33w1HsFPZ5VWpD9uCLeceUs24CoiBuwLJrjIklQ+Vi89rzUWJw8GybqlSHMdsYw25bcEEu1phPC2oJ7brUaqOsK+oirgHjux/+GHxLrouDWdJ6tYhH28V3fY9Z08jWkthW1pbC0i7rRz2EZphJFnJXSzR3txRUcFhSYhqHg6NDBCXTb7cIhhNBRyzU0NPY2LMvC6Ogotm7dCgBoNBrKXF5zBb7vY2ZmBlu3bsXo6Gi4FpfBPCXi9F7OgFh7Su8JXa2yD7HVllee+HtqSaYJ8/dDgaiIM9WwfJ/YsI+4YQIGD2sjtC8zTXQsBzWvg8np8rXdhqAQukYF8IH27FTpcQCxll9+kSZah+lhbey91RojAABbmogLirgT9GWWKQOA0L7MNMKwNtkQQyBxTpJPcF8oAaHXm/MJUecV1U8rVsRttTXifCyZ3WMvVMQtNJxh7AQw0x6XmpdYI15zmLo+I6muA4oVcW61UgB+v0miatloey6qVvElAA9rU6GIe2A14tTNLN5STVlLLYXdEFTVdlNDZTlcX10pjAqo2PgH2DVMyRBRha5AxAeEcriykG2Fq6EBsNKGrbMTWD20aK/OY/ny5QAQkvFnKkZHR8P3Kov5ScQFSzlVETcNA7ZpSduJIiWFfRTttuQ4CFKmDVO652i/RVvZUfgIvI62bB5LpFYZ8M0K4ALtloTCxwmrYaJl14HODCanZELWIqu8FxDx1qwcyeQKDqlXe4oiLt++jL23xtACdAFYkA1YizZPzGpQp9yS3KwI3x9gcyJOWJzwUEUV4KSekgsRjqVSqU8o4q7Xhue5MCWUGVERp7bH66eIyyA8L2BguLYYADDR2iE5VnRvGKiyTaip1pjUWEBUTqEkNV11WFvKaB3PxY7ZKawcHC08lhhOSk3N9n01aeCqyByHqrpuAEpcMwC3pj8zyZmK+zLrR773NXHu7qASab6WLOtY0dAAgCcnd+CyJ+7G+Ue9gjzWTKeNuu1InYeGYWDFihVYunQp6Xm4O/DY+DYsqDawoDZAGsdxHJISzjE/iXgQkmSZNBsaXxZSbMbcRc6JuGyNOF+QUBY3Kmx+Yt0rs8l7pW1akc3ZhGHVgA7QIVjKYZhwnTowC0xOSyzc+TlimPDMGuDJq71iOyHpMDshrI2ams7P4uHRxdgJwDS6mJiexPDAUMk5Re3L7Aq7uXWbNCJuGoIiTrCmQ+Finfd4VrFAUqnUR0Fm0YOl47VQNRvl5yW0d7SI5xefl2VZME2mXEmT+kD1Nw0TI/UlAIDv3PRBHLvfq8O0+LJjGTAxUBkFAExTiHgiNb1DCqWLFuCyriKOfov50WoDm2cnShNxE4aaoMIgNZ1aI+7P6RpxNQRRVVgboK6+ey5hrrynTrDWoVrLXd+FAQNd34Nj0Bf5GvMLLberLDPhvx68ES/f9yA8e3Sp9BiWZSkhqypx/aNP4tmjS3HiKN014HoeLIlSOxFzp2BoD8IP5GNKcjUQKQSWSVCh+QIusKZLK+IBAbYpiriCHVg/pojLbQpE1nQDRtC7u92UCH0QLLZ+hRGS2ZldEuMIijhPWJZVexGFJ1EVcRXWdK6Ijwg3pB07t5UeR6wRd6os+M1ty1rTg5HMqEa8S6oRV1lzSw8jjMZSqNTz1G5LQWuvcKPHVKCIq3NvRE4ZC4PVheHPL7j0xPJjgW/2WGgERHymPSY1L0C4j4ep6RRFPDpfbcKzhY2Vrq7vOzBaepHvCS0yVVjTbQXWdH5tq7qOVJFnAEqOEx9HSRs0g+684ZgDAvScg+d7qJg2OffA831ULFvXimtIoeO6pIwCEW3Xxa7WMy9wbdCpSnUOScL3fXz+zqvJ48xPIh4sTkxDvpdzNI5iRVySiPOFiGUSUtOhIPFc+FrWsh8p2RasoK2WlAIthDsZATlszkjUlIaWWBN+QHRcyZsTV1QpEBXxWo0pgbOzsuFcQY14tQbXZyRix67t5UcR3AdOkMDutyWPkWC9r1SI3QSgquRCGEvJSPHrjZ6aHnUIsIKe8LLhY2kbPdJ2ciHPwAlIaqslV7/uCXbyh7fdHP581+ym8mN5/N5ghIr4TGdcOuW615pO6CPuRw4OprBRN4t7z9iGXcF0t9znEKamK6ij9nwfjgKCycrD1C1jTMMkbc5z8LR6VWFtquakasNCWU0+6O1WfX9ubAy4voeKRbte2Tg+qgrG0ZifaHtdVEw1ZueKRQ/UnIvgpbxU8DaD1O4Y85KI91uclAV/sJHqshM14p0ubRfUNuUf2moSz6OFkSNrkw9PagOmzYhvV4qI89AvC2Zgl+40ZdLOo9A3OIz4etIkU0V7t4iociLebMqRLp43a5kWXLCxxsfL19F7gmugWmO2dioRN00D1QotOwFQnUKN8A5OX/xFpJ6pVbRNQYApvE6QAi7bSzysERdKH2RrvKJQNAPVGnOTyJ6rUWq6gZMPelfsd27JgEreR9wwLAxUR8Mxfnn3Z6U+h6Q1nayIByeGY1poebQE9rSArkX1QWwvGTgZhrUZhpI+4qyNmoKwNtIIcaiq6+brAiV9xA06WeUwFBBflVDZt52CltvFl+++ljQGV7Kp57SrSFnXmJ9oe+oUcVWbgKqgai62IpdR02XP5pZL2HjHPCXi6hbmQVI5oS6bP6gjRZx2otkGITgOcZIos9hKKuJtCSXNcyMlmyviXQlSJ6Y/ey1GwAfvu6z0OGKNuBHMx5C0/UKBoioqlvU626iQVcS5Nd20LHQNRuB2bN9Yfk7BZ+bDRK3Owq8MyfZlkZ0ZcAJFvN0iEHGFoTdqW45FtebUJGqRpPJ2XK0udSPERMXhxJJmTTdNk7xpJG42HL3fafjLoz4a/m62U45Uiup6xarDMlmY3GX3fhF3Pn1V+bn5SSJOIc+RIl6xbLQpD/k+m6s8Nb3cvIISA2LbTyBQxC2LvLDyoVDmhTpruu+rU3tNQ97lJoJtDqgjvkp6pCtY6Kv4+Kc7LcxItUiN4Pk+qqZNVrJ9RdeGxvyE63mwTVPJ9WkpuveowufvvBrrJ2UCl+OwFWQ5AFGnBOoxmpdEXLT+Uc5Vbj+j1JqH7X0CwtHtuKQLiNUUygd3keu7BdIja9mP+ogbsIPabrcjUyMeqF6mCT9Qwk34+NHlF5UcKFL1zCpT1hdP/7H8fBAnX7JIU8RniNZ023LgGkyxdG/8BK678XelRvEQnHOmiUZAxM2urDU6GMowUCGGGAJqLeCcjAAKAtbE641QUgJE14xpWKg7rCd8syPX6z5W+hD0xZa2k6eUUUgTcX49B4+tVxz0zlD9ny35XsU+4oZhxBT1zROPlJ4b33BQYU3nzxUAqJo0Ip5VbtT13FJje74HEwY7Xgos5Y5Btz16isPaTAWbDOFYikLWVNetqyB4KlrYAWraQAL0e3GTqGgB3Jpuw/WpYW0+KgrcIhrzE91AEVdxXTmWhY6Ca0MlJtty6wcRqvZueYcE0mY55ikRV7WYFvuRyz4ovdCazoi47wOuK38DtgxT+uEfU+gkH/5+klxIPPR9obY7IuISRFMId2rsc3j4Y/eaL5SdEPu/YaI+EqVH/vs/v7X8lBQkeIfkxjQiRbxZ/vi4rgvD4IqlBcePNjue/mm59xYG7MHAQNCT3JLsZS32Ea84PMSQQmx8ZeRZbDlGhTgvalqzJ5DUeoUR8Zm2XF9sURGvEom4OFYjOFfp1vToscV7gM+WfK9hTX3wCFy14Hnh74ZrSyTm1quIy26oivfQmm1j88wEvnGf3MZfVuu+xfUhTHeKf67cMm+rCGvzeVgbldCrD2sjzyk45iYMcio8m5MadQtQ03oOYNezik0GFeUJAH2DVYU65no+qhZdEXd9D45pa0VcQwosY8CRdsaKqFk22XatEhXTDuuy5wJcz0XVcsgbefOUiPupdXPlx4l6QkuPkQhrA2j1sBalRlxYANqSO+fiJodjyNk/fIH4OkGfP0/GZiuQgLf+9Wdiv3LLXDjCfJ598DHhjxdPlFONgXhZhOxpI7b3ClXG2fLkRuxN69g2HF9OQWVzimrEBxsLAABVaUU8en88rI1WI66yX7fKVmiRWmlTWymKfbE5Ee/IEXFRxeZEvN2Ws22KYzXqQecCSfeGaCfnqHMiTlDEAeB9L/lW+LuZdvlAR571wTfGfM8j1NVHduuhSg2PTWzHGCEcst+zbkG1gbF28c+CZ6uoaPHl+T4cBfXYvH2ZKqio6+abrSpIL+/broqsquiT7vsgd5zhUPXeqKcAJ8+U9+SDtS8jl214LPRNzWe+9+vvNfYsXN9DVUFWAQBYClxLKlG1bCXuFVVwfR81y4ZL3PSYn0RcuDlR7lOe74VPAPme0IE12DZhmGwQ2eR0gGZjE0m0bcpdgKJiKGu39flJbRhwqmzx7snUZAsqYcWp4oA3fzP81dPbnyw8jCFY01/8ghOx0z6Uzcm3SyvRvrDIZoqJ3DEGApWxwduylV+od4UbmmmZOOCvouMzaexXaixP+Mz2W/5cAEDdbeO/P1xuHCAiNYaBiIhTasQR3yyjhaJB2cJfnAfVMiqqxY0KcySUVYmT8zJNM1R4VSjivH3Zj3/8Y2zZskVirDh5BuSJuJcYa6S+FCc+h7lApiXamPHx6vV6eK7JbjiIm3WLa4N4amoXBuyq1FgiqU+iZjmYLREqx0m9aRr0Olj4pGwVcZyo7ESFxZlOnqOSNTVhbaryLQD6RgNX+1XkBDBCr64UgAI+BwrpcD1fWWq6irC2ZreDz677DWkMjT89cCKuInVfZctDFSBnpihGeKx1jXh5JBfmpHGoY4TJ3gZsh30cbUI9LKUlmyeofbK15uLCyJEMRIhsziaqA4xU+F2Jvt18sW2x43rc804KfzU+taPEOJEiDgDv/PjP2eyMLjZtfbrclAR1tipp+xH7PA8MMMdAt9strVqKtT+26eDPjjkB7pEfCn5S7swW25ctHF4c+93tD/6h5Fh8KAOVoGSjRbCmQ9wcIipCKkoLYmMJeQpdQm2hWCPeCBTxuzZejYlm+VZ0aYq4ihrxqanoGv73//j38mMh2ljjqDlBW8KSYW08Nd0Uemnz9PTp1q7Sc+P3LMuyUK0HuQ0Sm2NA3HUx4FRx0ILlWBQ4g0qPhf5Xct12sKtZvBsFL6VQp4hb9FrzgPQaUGO5VgGe/WAoUnsBdYth6pxUlONFc+HKOv0coML1PWkXIIcHX3rNkzYOdRNndg5ZeDX2HHyfO+z2/gaXaqi4vlRC1abHPCXi9DZdQLzGkzIGwB6QTkDEZZLTVTyMREVBvgd4JMBULAstidT0SPmysGDJvuyHHZmkRH5so9N8vMIUtMnpMottvlnCxqlUKkLP7RKEHvFNoIploy3RmigtrA0Afv3rX5caR+wN7QS12PUBRuIsv5ytXAzYA4DJIF0eAJ7aeH+psfgChFnTWclGs6kmsMokPqCSLf6o6jofqmJZaBGStsU2Ybwv9oNbrseFvzq5/LwEFTsMAySQSj7Wi1/84vDn27Zukxir15peDdobdkrmEUR9xKOx+HGblCDinnBNcnu67DHj43Cctv9hqNmOdJlPvz7byxpDmCxbIw51ddSsRpxI6APSqzLQjAruelKxYaES3OZOumf57BxQZSmn3o8BNfkAruehajkkZYtvLlFr59m1QT8ufFNhLp2DGnsGskHJScyRW2qIuXSfB7gLxibX489LIi4qvxSoUMSj9j5GSIYoCdEUiAqd7GIr1nrHlCWaUb3xkn1WAwBsfwydsnWqKVZW12IEenqmxGI7oYgDCHtuT0yUW7SL1v2KbHs33ufZNGML9l/+8pelgrC6QrsWy2KEd2BwlH2PcsTG5wGDwWbFKe+7NPzdzh1PlBtLCGurN1hbqdlZ+d19MbCKeiMPZhaMRXzYCRt5FYl2UvF5RQrv4oFV4c8nW+U2ioC4ir1gAav337WrPDkFxE01A0ceeWRI7Gv1WtY/yxlLIOIW2/BpuyVLRMJWaL1EfKo1Vn5uwjVJJeJpLfLqdjkbedZYHDXLKRV8wxPKTQVqqOf7SkLfQtJLyEYJx1EEz2cWflWJ4CphGbQkdw9+aLtX1R5JiX2f2CouUrbk78E8gFDFtcGUPxqR4psKMmsMjT9dGAbf4FJz71Gx0bWzOY2HxsqXoyVB6woVQdVt2eP1+FoRLw++qwvwGgjJT0UBoQ85ntAzmUrEpd8OouMi+4AUjy2rl5IPazMMEwuXrgy+9vE/H3t2yYH44jiyn7oOV/iKBzJFNeICEQ9afU1OliTiEAO6qMeHjfPsZ0fH5a677io8jpjOb9uM8A4PjwIALL8kEUdkTQeA1cueje2r1wIAOs2yPZ45SQLqdToRFzeHqDvFopvGMuS6AkRjIb4pI7FpxRHWiMPEvgsOif1ObM1VaF6Cij00FDhIpmRboUVjAcCFF14IAGg1W6Xvu8m6bgCo2Ox6bpfMkEhLYB8IautlasTFa7LeoIXSpQWQOdIOpf6uLaNk2y8xhIwcSAWfHFDI5sRVemLtc6zWnDSlMF3eJN4fRKgqE6cmuUdqvxpFXO048u/L9X3UbIe2GRoEEFIX5T7UuEX4PJ6JFuVnIh7YtRl3bX9KyViWgjaFnu8py8PZNjuFXz5efG3abz6y2VVJqKp9d31PSZ7DvCTiEGszJRc4bBQFvYT5QtUwQiIukxAtzkN6TsKiTbafqo/Im24bcoqvGNZm2Vbsdw/cdkOJgXqVbN8JWijNlgiyShBfAOgaQf/i6ZKBWII661iW1IM/VMSDgT74wQ/iec9j7ZfKKJdiWJsdBGmNjCwEwBRxt8RnFyawC8faClrPdVol63dFRTwg4s1ZWl/mKECQVmPExhKTzun1lgBTxDsE5UIkz/uOHhz7Xdk2ZqLjYnCQ1WBv3bIVF1xwAYE8s/cZpor7fum68zRrumOx8Uor4kJNPQcPuZNJTReP2UCD1XPLK+Lo2eC1JUmdD2R2CCnzrGAcTJ3lWgXZ4NZ7qjsluTlPnlOwYUG3Kcf/Tx2L2naMb3yo6CWPYBwl/ciJBNjjPcCJNeJKyi183lGAdlx45oiKNlYaux8Pj21VohoDakIQXd+HpYiIq1CxuYtKFUgibICwHEUT8fIQlSiHsGutIrhJDGvjPZMpqelsTMl/h2jRZsv2AEdEEAedaqk+teEYQo04AHQqB4W/G9u+scRA0eI4RFC73GyWISe9JNMLFPHmTDmSIy6yB+wqZroyxyeuMgLAkiWs93EZFa7bFcPamDV90SgLWjMMD+NTxQlJ1Ps9uh7sKiNxbrt4IBQbi/3fNAw0Amt6p+2i25W/TvnqukLYeONjia4RkiIu5Ck4ptymDIeoiFumja++8UlUbXb8yyq8oro7PDwc/nzLli2lVV4/oYg7jgMz2PQpO1aail0JasTLK+LBvSEl+K3VLXe+AtGGqmEYGAwU8f/+7/+OBdQVRTKHAJDvQJHVR1xqLBjK6vRku0YkoaJmmVuuVYCXeFmGEZ4XslAYmA6AHXOPRFgjazplHA5VmzpU4uH5PirE1mOe78E21FjTLQXjdIO692eaIj7RbuLeHSXWgX8iaLkdVC1HyViy63cRruf1zRcpi6bbgWNa+S/Mmo+CTC4RLCBXQYcDBZ0S5icRj6WDExRxYSFtSC4qPKFV00CD1S9PTcklFHOwXqFyajZ/P7IW3mT7MqmHiejXB/DqD3wv+lWJY2yEFueoR7tZCcKdmiWstiHxFSzuVmCJnS2b1hwdY+m6z3DzRmjjJFGX6glWaN5aatHoovBn23cWT9z2UxRxJyDifrucMugJinit7oTH60f/va7UOOHcEG282aaJDpk8C10BKEnniTwFmlKvTuFNU8Q5du4sF5qYVMTFgMGyinFY1y08tir8OnTlwgVjpN7iwW/lxmLjRRsO/FoEgB/96Eflx2Izi/1Mtm2LXyDJpOizwkdUI65CxTQVEHrP92AYBrk/tthWkgp+xE2Dpj6LUDE1NW3HotR0FWq/CVV9zWnnpBcEpFEW1FzJJpdthIo4sUbc81C3HdLzbi7isfFtuGL9vXt7GrsFqoimirA2X+HmZNdjtnIKPN+DpWBjgD+rLQWbFZ7vwdHWdDmIlvKKJb+YFhfSNclWVKL6t2ABW8BNjJdfCIqQboslbFBYpilXk4i4rVLmOo4SuNnpObpoCbr1IwEAs5Nl2o4Fi22BsBpBTWm3U/wYG4hvDACAHxAAt2T9s2htHqnUcc3TD+HmLU+UGiNpTQciIl5GZex03WBORkjEHceB6zO1f2y8OOkS25dxVGqciEv0WgcLMDTNqI513e0bMTkp5yCIyDON8EJQxJWQemEsJYp4SvgYRRE3DAMHHnhg+Lv77y+XgJ9UxAGg3ih/rrJ5xZ0ygDx55sfLTFHXO26ztGWNb0Qlj9ejjz5aahwgPWCtKh18mU3DG3al8GYgV+plN3qTsBSQDbFGnFYmkm3hLwMvsMurShZXCdOk2eX5+aSiNZthAJZJDM8UzknKfHitJ+V8jDoBEDeX4AfXBlURd1Gz5LotzGWIrstnHBSliKnIp+DuFxXo+h4ck0Y3Vc2HOU5MJZsVnu+jalk6rE0G4k6PZcgvpmMWdwWtqAYHGQGamiqZDp5AzXbQlFJahfcjW0ubsI9Md9oSi9pem7MV9EaenR4rMxKA+GLbstkx9kpZwqPwuPAnAQEobbsWFtlDFTaX3298uNwYKTXrMkTcDT/f+M3NBZvXxEQJIp4yVr3GFFl0ytqGo9yEJLZvK28bjl2nkhtM4tz4Rgq1p2XMMi+peEbz6q2f5v3EZwk14gBw3nnnYfny5QAA27b7/rs0+AlFHADqNVkizslzNJZsWFtaH/Gq3Qh/W5bYi4r44YcfjmOPPRYA0JVq39irjMju3uepGpUSm7Y+eBq4mkReNWooV+lphE608JPD2oT719xLTTdJYW1Rarqa9yabRcMRPyepJJp2XvP+32Ql0lczDk+Cn2ubQVR0PRcVs9xz6E8BhmEq8s/w/BpiP3uB+FJrqVXY3N2AQFNvO15QOmQqCLRztSIuD/ZB0hfTop1NtvZUDKZqDDBr+i03bcDWLeVrCzkG7Sp2NGUIixC0Jqn2JY2Qg04V20urxlzJjhbJTm0UANAu0/87xVJuBdZ0r4QinqasIwh9Q5lxEFB6IRBv9dAi7De4sNwYKTXiUkQ8IAl+4jbAE+GnStWI9x6jWp0RQbNb8hiF4jo7Tv/34y8Pf7dje/nzGn7US5kesJao66YErCG6Vsq2kkoiTRGvOSw0rFWWpKZs9KxZs4aNVTJgLZmaDgADkqniUa/uXkW81S1Z/pBhTQfKh7+FGyFBS8HXvOY1AIDJiYnyG5EpirgtWUublZoOlHNPeT5fwCjqIa0izAwAoKJmOdpgIwewCi2+5loPZ4voZhDVfhVEXPa8FufD6/GpGww2uUZcTbiVHxAOFbXmFZOu1qnCExM7cMe2DeRxOp5LrjeeizChzkGj6vwxA+WYXkvtwSa2PORlSOT7cxCmSV0LAsKmme4jXh6+8PCnKFHiQrpuVzDTLa9k82eHYQC1WrTLd8k3bpGaEwAsbQxhS8kQMSCpHNroyCj8iQC7R8a34jsP3FhujIQ1HQCcOlNX27PFibiRsti2gvZlZRRxbk0XxzGCcVCWZPrxRfbrnnUUrJKWnSwiPlOKiHPil1DEAyI+O128jj7Nmt4IiLhVMpAuIoLs+5HROp5/9D4AgOnp8teYeF5bBi1YQzy/yTXiAkmqWTaa3a70gypS4aIFSs3mRLzc5kVSEQeAajUIJyzRp16cl0gGeY146bFCFbs3YG26pOqflsBumhYsk22GliX2vhd/nzzkznVdTE+Xdc30KuK2ZJhfXoV4xSyjiCOqD1YRsqbIZqjEmp5j4S87WEgO55giTnUOhPWVynIC1LSANImLahXpx17OplfhcQJlnZzoDB+OZc2ZGvEnJnfgjm3ryeOweuO5Q10835PK+klCpdveMg26NT3YEKZ2JADYtVEntgfkG11kRTxQ+mU7kcTGAgtro97n587ZvAfh+5G9kS1E5BVxviiv2w6aXXlrumkaWLI0CkaSseByLK0P4cYtj0vNJaqllbRCJlJ633vYiRgI7OCFIdRbclRqwcK2U+K4hMc22uBwAiXbl7GmC7uwZtCayyhdmxrfqDAMo3TyvpdyfBoSKiMfJ6m/cSLemilBxMOWc9EtZWhwAQDAccuRZ9HayVGrs89Qpo1ZnDzTrOlippNjWbSWYxBbJrGvPrvuN1JjRanp0TGrShLxLPJcWhFP6VzAN41k25el1cGXDqRLqREH6Aq7mA5fCTYvyhJx+L2KOG9vd9f2p3D1hgdKDJXd2aNSwhHG7dsq+n9H8yP+e24zpNYaK01NF8LaFBJxCjGL7qlEwhocJxU14gD9XOJrFlVhbeTyBtCJAqCmv7rv+6iYc8eariqFu+O55OAvlbh+02P46j3XkcfxfWUl4kF6P/384c4eFWUSNcshlt+pscqH70uyE0lyTlQnDTBfiXisf68lpfxyhApIpYadLQk7uLDo3XfViPQ8RNRsB7ZhYmdJe7oYWFNGKUmOEasTth10fRczneJkLNWaXmebFF6nzAK5Vzl2qkEdaBlFXFjEcNhVRnIMt3x4WHLBZxjlbiyqasSj9mUJa7rJCES7REmBn+IaGGyMAgAqJS3XYmo6R60W9BNvyqXMR+GMcud1OJZAn6ktx5AgSY9NbAMAjLfK2aIBsUa8t+a5WWbzCumKuCwRTyrFAEVdT6uDZ/fMLZOP4P3/8zz84LaPFxyr10EAAA5PYS9dTtH7PisVpq632yU3ooAe8lwxLbS9Lu7a8TTWbS9u78wLNipzPfCFkGkY5AWMKvD3R7WBi2qmARX2bSNQktQEZVHr6fmaxzQMmtIaI760mmyA3r4s3lKPqIgbtKA1P9ykkB6CjePzMDy6tdiZQ9Z0z1ejZLuK0rNV4e4dTyvZ7DAMdao4yxRRUyOuwubu+h4qFq2WWpWlnCv9tkG3lEcdDrQiLgFhYU6o8xRr+RZWB3D9pkfx3QduKjVGVEPJRnrv3/0ZgPLkLIlTVh+KzTPlVCIxaE26Bzj8npvJ/sOLMV4iOZuHMonqapUT8RK1m2nWdCeoEUepMoLgohcJfY0RccsrSUzQa18rm96YRpRClbFZPPHZCxbgSf2NJ8J3y2wshe3LorGGB5giXvG76JSwbvHpiwSiGpRtNJu0zaEqMRSNWViDsUziWIgTtwMXLEfDrmCiZMo8kF4jXnXUKeJk8pxic2+1WrFe9rljBdehgV4iDgDNziR+99AlhdTstOMFAJVg86LtlrSmp5SLVKqBzb208t97D+V5BItqA1jWGC4+Vk4N9pBTxVTh+zwjPTbRwqsUoTWdqohH1zV9rIgcqlLEqdZr7gKkEnovDEej1WSLGwPktHsevETtAU48r/PyGIrCMNT0V/f8wJpODO0CaGtRjm5QJ0weJ7Cmq5iTChy0YDkW1QbzX7gHoax9mYJrFOD9tm3SppAHH6ZpkjcGwpwLoouKj6XCfTAvibhoD244FUyXrGHlEG+8DYcturbMlq1VZP/n9+8VK4fDn3c6xT/c5Pk0UqljvF0+SCyspZW0aYlEhWN5fbiUHTiVCNSH2BeliHiw6y5Y0+s1HiBGS02vBRsDpl/edp18VJcN/cqqEfd9v/DCnz/oe4l4EGhXov93Wo34cCMKoZuYGSs8VqiIC9PiivjsrIQiLmwOVS2HrIjzsWo2LWAtGcp1+v6H4SX7PAczUh0PetViroiXtllnKOKzJYm4l6IU87EeeughnH322fjWJZcUGyvNml4d7XndRHN77lhpfdcBeWu6n3LMVCriNdvBrNtB23XRsCvFx/Kza7GrdvFuH6JCQq2t41ARvMM3B2glJ9GzjtpfltebG1BTjw3whTWV+CpIKQ9Kc6g90sONAQU163wjZm9b00VHIRWWgkRnD2rC2jzfky6ZEuEGx5gK1ruZ3iZurkGFNV1tj2w17heAlSVUTYumiHteuAlIc9F4yt6XqpKmeUnE+YMSAAadGibbTfzy8bvKj4N4wMvfHfEyHDC8pNwYiYVqpWKFg7ZK2HCT54JMX/Nk0JoM0hSY0ipkSr/gWiMg4l4JtTAlybsR2KWt7iy+9PWz8PXvn5c7jJFCfKsNRsQtv6wi3rvIFlvfFbkxpNWIO44Tzq+oPb3bTW9fBh5oJ0HExc+sXm2gG9xixkv0fw83YkRrelAjLkXEhc0hao04hGukbjukkJa0+t2aVcGsVOhjL0nlYW3NvaqIp1w7wVhPPvkkAODGG24oOFZKWJs9GDvnAGCiuS13rLR2bwBQc9jmxSU3no9//MXxcL1in6+XdsyC9oTliXivslYxWR4BJ8NFF9d5awTbKL4JGIW1zS1rumEERJUYwsgXVFQ1iX9+1D7pXJEC1KSdIyC+JALNFXGTaAXnQVBUizvU1LGy1HR64JsqazF1g4LPp6KgtZLMxnAaVNWI8zR42nNcHZhVXo0TglzWEKxPqK1VAYGIm7SWh3xejgpFnM9HRY24AscS70lOxfwk4sJCp2rZeHBsCx4a21K+zYwf3w3hLRXK1fuy/3PSYRgGI+MAmi155a5uV0rVZbO50B8kfKdbRKVkj/Woj7iw4B5gRNwoQcR52rnYvmyowezSC5pjWPDw1Ri483+wYyJ74R6mpostmAaYJdZCC//+L2fh19dcWmhOaceYE7rts1P43Lqrc8dIUywNw0AlUBq3bduGrVu35o7D62OS7cuMgIwYJepk0/pFm6aJtsWU7MkSafdp9ba8o8CsTI24oDyTe38LYW1lWj+lz6v3wVu1bLl07NQa8YCIK6wRbwalD0VTs9M2jTgRF1HEov6WP/smXvuCr2Gkviz8mWEYUSlLgMkiijh6Ny4AYKjKXBxTrZ3YMf0UvvqH9+SOBai1pqeBHz8PPgu9UbQILXM9xJQEotqiSswKbeBK2hIGpJd4j4i11CItGKM5qUgXD9UkSpuv4AZIVWz9cBwFJQVBeBypvtvnrdRomxSqsvepmzgAO8a2AkWclyhSreCq1MPQ5jxHNgPbrouKNTf6msdcS2S1N7pnkMfyeUtk2n2Vl6GQ1nCAYLmnE3G2BiENM1+JePrtcrJkTbRYe8pRdlc12aoJACpVtphuNeVPtmpJ8gv0vp/HJrZJBL6ps16LNuf6wHAwu+LkMFKyBSIeJHmLeHrrYzkjcWIijDPEiHgVY1g8fjV2XP5edDr5JDHtnKmY7LP61ZP35P57IF2xBCKydNFFF+FjH/sYtmzZkjmOF5LI+Dg8EX7x9B/w3x/eD1/7z0/mzyklNR0AOgERnypjTec14oIiXudhbbKKOFe7TFo7F9E1YgYPO9mHS5ryKVvDnlojHljTp1q7cPMTPytk2QayFfGZmRm8+93vxnve855i53sKQeXnqYhdu/I3apYOH4ilwwfDsbK7MIzPFlHE01PTR+tLY9/f+fRVuWMBkTU9FqBYjQLutm3bBpeQsA8ATbeDAbsSBKypUals00Sn4PMqqsel9/9WpRyyseiBQmLJEF0Rj1LT82r0s8cR5kSuEffD2mNV741c2w2DnCwfhbURQ9/gk2vExVRnKqi1/Hw+toIgKf58U9GiS8UGXHQezw1rusrwOBVBkYYRBJqRN0sjUk/dFFKReyBucNL6kftReY2Ca0xb0yWRDNU478iTcOzS/Uunp6eRTrbrU56Ix4Kpqmx3rdWSv/HJhIYkg9aW1IfwrfuvLzdGit22YpXt3ZxiKR+KFOjHH7gb993yhyKzARBfbI8OLup51fadT2WOkqaIj4ws7HndjXf8MXdGnp9+zriehyX1QQxXark3mTTFEgBq9TjB+fWvf509TkAM/MRDhCfCcww++rXMcdggvXX0ANANSNPk5A5MTI/lj4P0zSke1tZqyZCZ3mMuC7GsBQCemNiOL975W8JYve4RGZXdS+mxXXeYi+SpsXvxjRvejw/+9OhiY2Uo4mMCYb700nwXSJpTIk0RHx/PD5ZMu98CwF8//xMAgOEaKwsqYk0P55V4BI4kiPhzl67NHYuN17vhwFsK3nrrrfjoRz+Kb3/724XG6oddrRnUbQdVQsBoEuUUcXb8VQRSqYYKi3MY1katr0x5BsqAq88AyD1vw3A0JYQ+2IxRsBgm2/d5TSw1PM4PEsap6rz0v45DxWaXCrs9wMLRTMMoLewkIbrJqOPYijoSUBxtHCqJODmfApGKTVd7vdBtpCIThDonnpquJKwNRlDeQPv8uV2eivlJxBFfABuGgYplle4n7vm9ilbZ3fSkNR0QSAdBERfHLvN68bi8+cDjsKw+XM5qj96brR203ik8Roo1nRNxALjxW6fhzv/5G2zZ8ETmOKEibkVK9shAL4EeG9uUN6Oe+axaubrnVZuffjxnnHQV1Ak2b+7buQnDlXruznOa3RcAakFgW/i38gh9eJ4m5lPvTQDNVT/5WInNAc9mBG7Dr/4JP//kkbjrkfyuAslOAgBQqzNFvC2Zmp5sE3bRHcWUzt6x4p/fs0bKZUL0jJX4mWwNexqxHKj2uj+mW2MFxuqviIuw7Xw7nu/1EtQ0RbwQEU+53wLAyw48C19945M44dlnAihGxI/e73T82aH/hjOO+FDs551EO8JdM5tzxxJt2mlE/MEHHwQA3HRTuY4aSSysNmAbJhqlks6zUcZWlyzFmgvgcyenbwskgR6MpmazQiR21J63fAORWhcZs7iTFvpRsjx1g4HbVSnENQxro27AKLo+VIzDEp1VqH6sBzS1Jpu/JarFnWdCUJxtHP9x1+/IYwDqHD5UN46o9lLcOEB0H1ORwA6ocNFE7TPJ+RSGQQ7uBYJnIugtC0sR8U984hNhPQ7/76CDDgp/32w2cfbZZ2PRokUYHBzE6173uh577Pr163Haaaeh0Whg6dKl+OAHP9hTH3jNNdfg+c9/PqrVKp797GfjkoKpukWR1mKrYVfQLBmS1G8HtMwiKSQdYj1sqIjTTpKyJ0eSGBiGgYW1gVIna1rgW9Wy0SwzRoq6Wms04PvxcZ98YF3mOGGNOITQN95HXMDkZLaFO62P+HBQsy5ifMfTmeMA6eeMY9roeF3sO7gAKwdGMJNzHqapbwDQSBDxPHLj9mlfVksh4hu3ZW9WRMpngogHwW+D3RnYvodrr/y3zHHYWAjG6q0Rd10fnU65BUGyLv/QhSvDn5dF8vM744Aj8ZyRpVI1S2nEkpVxyFjTe2vEByqjPa/bNrU+f6wMRVzEfffdlztWGqlfsKB3g6CYIp6tOHFFfHw2Px9huLYYI4PPwdKh/WM/32f0oNj3u2byNuni55H4PjkRV4XXPOsovHD5AahattKgoqLPCRVhnqrB5062pouKONlC6SlJzxbdZdSet6pCzfg9iz4OW/MYRAt2OB9ieJyvypoO/p5ox0b8v/w4PiwFrQZ5TbYK4msp2BgA6BtTQGS5nwt91vkzxKGWzvm+suR+TuptZYo43Zquoq95dM+gBvdGx2iP14gfeuih2LRpU/jfH/4QWYTPPfdc/PKXv8SPf/xjXHvttdi4cSNe+9rXhr93XRennXYa2u02rr/+enz729/GJZdcggsuuCB8zeOPP47TTjsNL33pS7Fu3Tp84AMfwDve8Q5ceeWVtHcqIO2gVSy7fCuilIX0wtogmmVqaULSEf0orIeVUP8S0yv9+h6VNWibQxmjbjnljkloTY9IhWma8Iy4KrdrS7YCnZZ2nobmVF6id0AmLCvzVc3xfAKQds7UbQcz3Q4qpo2GXckl4v0U8YHEwn9sIpvceH3C2uqDIz2v3fBU9rHuR8QNp554Yf6NOC2sjZdrAOWvi6Qifsp+h2D/4cVSNW9p5HmoUiudLxHNKw5b0h7phzXi0YiDKYr4eDP/HE0jz2lEvMiOe1qaeBpBLayIZywyRuqMiI8VqBEHgC1PPd2TAn/0qtNw4NK1eNGz3gAA6HpNtHNCC/MUcRFFOxqkoWrZsExTiaVORNHTTWUNrGowqzRVEQ+yH0yqSqvIgiuMQ00K5u49cqgZeBs0os2Up6aTk+W50m+SQugARb3oDfo4qi4xz/dQIbaMApj1umraSqzgpoLgL4C+MQUg3PBW5S6iKP1RNwJ6+r+qe3RkBaf3yeblBJT7Kn/+UMsS+GaFsl7rhrlnFXGA2RGXL18e/rd48WIAbCH1jW98A5/97Gfxspe9DEcffTS+9a1v4frrr8eNN94IgNWs3nffffjud7+LI488Eqeeeio++clP4uKLLw5bvHzlK1/BmjVrcNFFF+Hggw/GOeecg7/8y7/E5z73ucx5tVotTExMxP7rj95dIxaSVFJpQ+9CulZSrfBCsiguehkR39OKeFot7ZBTDVMz79u5Kfdmk6aaiA/bi+64CrvyAuDCntSJcRJBbc28lli8fsyMW2idl58PAOgE6mFndixzGAO9CiEATJhrAACuz9KR/en8Fl1p58xQ0ELPMIK0+4JEPDmfwUa8tntyYjJnnPT2ZUcdeXzPa3ftynYNoA8RN+vD8b85lR8YlnZNmKYRhhg2ZzvodkuUfyQcMIZhYJ+BEYy1yvWKZmP11nU37ApmS3YoAPKJZRmkKeIVu97zuokiQWYp55fjOGgMxs+vqen8IMesnvciCiviGYdrUEg8z8PMzAzOfvlf4KUvfWns56Zp4byX/wBvOvbT4G3RZtrZcyujiI+NjeXOLQ81Ytu8JIor4tGdQlVOkqpx6JbreFgbtd5cTbWwqIjTk4INGOQQMH7PMg2TRjyE4CXq5xYmKfs0YkYPsouOjQqVlbq49wIlmzoX1/NQteht0Hyf3maQwzTphJ4TcWrtO0A/d0KSqaAbgboMD3XBb8wuT93o8mHADAJ3ifdCQ13tuwqUJuIPP/wwVq5ciQMOOABnnnkm1q9nVsfbbrsNnU4HJ510Uvjagw46CPvttx9uCPrE3nDDDTjssMOwbFnUfuaUU07BxMQE7r333vA14hj8NTfk9Jr91Kc+hZGRkfC/VatW9X1tmmrLkqslLK8ppLPoSeL7vqCIizXiwQJwuo0rL38QD9xfQGlNgQGWLnjRHVdh43T+QtdLeT+VYIOi67m4/Ml7MNbOVnTSemnaiXTpvEVkP3U1idbMrszfmymhbwDwlye/H2/8f+vhH/smAICbQ8T5hySmpgPAmR+9DKte91+Y2p+pZ2Y7ez5Aep1l1bKxqzWDhl1BrYB7oJ81PalaTk5OZi6WOOFKbr+sXrkfdiw6HePmszALpjJOjmUTaP6ZJWvEBxbGa+mtVvbmACAq4vGfcyL+r5+6Bv/4wV9h545iRJodgl7yXNoBg/SyloployXxMFelnAHFr5kiinhfx8VAvGRhZib7+LP7W68ibpomjjnmGADA3/zN37B5FQ5r63/AuANgusB1+J3vfAdu18WNN96Iu+++u+f3hmGgZrPyk5lOnrMkXREfGBjoeW2RdPg8OKZV+FlVZN1jFSR5YiaKqvOWqmRH46hRjIFAuVFgu6aC13UDdEU8DDUzabWjvL7SotbkA4GJmxZKFqWm01PGVdimQ+IyB1preWABdFTC2vUZEacfG+b4UkHoLeJGEAB0PBZGRrXcc7WXMo7Ys5va4kvd5n4UjqbGxUAj9JxbOORj7SlTxFWhFBE/7rjjcMkll+CKK67Al7/8ZTz++ON48YtfjMnJSWzevBmVSgWjo6Oxf7Ns2TJs3swCbzZv3hwj4fz3/HdZr5mYmMi09X3kIx/B+Ph4+N+GDRv6vjZtQSfT485H7wO3TAqteB+J2UCDYKprfvsorv71w/jmf95cal7hOJYdkt6fPbYufz7ofT+sx3Ubk50WHNPCjtmp3FGSx5YHAu1qzmDQqWKik9OCjJMKM9sK3mnmLGqD45tUxDkGhpibA81schj1I08o0AODeNELXoKhRazm2OkW2OxIOT6OaWGy3UTddtjxziGI/YlSfOHvuW4mWeqniAPAOR/6Et79qd+hZbGU+ZnJvGPdW0cPAKvXHBv7vtLJJ89hAJOZ2LCoxT/HX1/xYO5YQL/cAkeOiKc86KqWXIp1FrH0fR/fuO+PhRcbkSIeP/5nHvsvAIChKvsci9RP99voSXwcmJ2ZzZyf+LvkWO985zvx1a9+FSMjrAxierbYeVFEEW92JuF6/T9bz/Pwuc99Do3BQQwPD+NDH/pQ6usalWBuOQF3ZRRxFUS8jEJRhA827Eohe6ZKBwc/ZCrSfYGgtpIQvCNq2JZB6yPeL91fZhxT2BxwCYovt6yaMIiKG1e3qAqgF1rlKeCbFSpINDUEisMiJtxz0GvE1WwIdT0PFctWUyesIO1chf0fALqei7rtkK51Ph8VIWuhIj5HrOmxUgslnz3V4s5rxGnjcEVcVe27CpQi4qeeeipe//rX4/DDD8cpp5yCX/3qVxgbG8OPfvSj3TW/wqhWqxgeHo791w9pxrEyBDoap/dGwHfGfN8PLd19/724gBM+iXpAxEVMT5W3vlZtB9PdFvYZGC20oE9T++oWs0FOtGexanAhxtvZJLrfYtkwgJ2taTxrZAkmcsdIJ5qVff4y9r2bs0COCHQ6oR8eYq2KrFaexZaTzPRxFi7eh83Pz1d7gd73ZRoGxtozGHRqGHCqmMmxOfcjSi95yUswPDyMF73oRagG6vjkZP85RYp4/9uAG/Sibm64LXtOffqIv/ioV2HriiOxbRUj5PVuM6Ygps4rRUUFosA2jgULioVhpZ2TFcsKAwR/99SDhQmvqFJx8LC9ssgiljtb0xhrzeCxiaK9v9MV8Rc/62/w6b+4Ea867FwAxYh4v42eLZvj5Qme66LV6n+PEz/nfgtublPPU9eBfMtvwxkJf59Fni+77DI89NBDWLLPChx11FG44oorUlv9DVRH2Vjt/mMB5WrEi9XCZ//eNmjWvCSGKzVsz91gjRNDKsTaZxWLoZpdLhC0B8Img4rAJFWp6RxkcudHbcdUhNqpSF9XtVkBBQo9oCapHKD3fOcgW9MVXa+ez4i4mk0KNRtv1PZ5AFP6axadiAOMZFI370wYzDEwR5L7w3A00yKXfQCRM5YyHwN0q3zYOpFY7iPCJAY0ktqXjY6O4rnPfS4eeeQRLF++HO12u6cGbsuWLVi+fDkAYPny5T0p6vz7vNcMDw+n1hbKwE9ZATuSF0Bv6jFblK+f2omv3HNd/jxSxkkj4lu3FCN58blY2DQ9jn0HFxRS/9IsvCziv4Pts9NYNbgAs3mJ3n1UPt9nlvQF1YHcGujIzho/PV/97k+juu9fY+CAs9jLchRoMyesbcEIc15UutkkIK2PeGychcy+bfs5Sn+/8YOHytL6ECqmlZtS348oVSoV/Ou//ive/OY3o1pjwXZZRMl3+yvi4dyCdk6+1du+Kj5Y+mdWcap4/wd+gbPe9k0AgO17GJvKruENrekJCbbRqMS+HxsraE3vo4h3gvd/+7b12Dpb7PpKaz8n0/owmlfvOVWzbVxyPyvF2dUs9h6jPuLxzSLDMLCgsSLsjz02m1Prj/4ZBCKsILgwi0BnKeIc/J7enM2/dtgmSP9z1TQt1B2mYk9l2NMvuugirF27FguWLsbChQtx/PHH44Mf/CDcxGfIU+enW9kqdr/7eFo6fJGwtrx1lENWFuJYVBvAlpmsTBUGkWCqqu1W2RqHYrkW3WAVS65zgTiWEpLp+6HDhZ4Kz+Zkk/t2I0ouVkQYKOcS/9yopQkqQSZTisAcLPRr1Q1C35SooopszlRHBsCU/rrtKEmDV6mIU8ihJ+RfkR0VwV1DVV0/lUBzEYQa+Mc3PVSUbXBYRLs8iYhPTU3h0UcfxYoVK3D00UfDcRxcffXV4e8ffPBBrF+/HmvXrgUArF27FnfffTe2bo1UmauuugrDw8M45JBDwteIY/DX8DFUIM06VrFsck85AKgHdvBOgYW5+LmJNtx6I0URn+lPpPupeXXbwZaZCdRtBwcM5/c7Tqsv4VbpqU4TKwdGsHkmL7go3Q7lgTkEltTzU+V5AnRSyXYqFbz2ff+K5xxzCgDAcPPIE6+L66Nkj6wAkK/S8rA2y0q3uC9bzDaRLKOJ2aZcKvL5R70C+wyOomLlq139FHER1QojzslUaBFhanrGyt9cfjgAwMjZrMgrJxhqjKBtsOO3dddTmUNFinj85416nIjv2FXsWCfblwHMTt5yu6EldzLHpRGOhV4yWJO0uaflKQDAsFPDcKWGV685Ap2CO9FHrfoLHLTPazBcW5z6e97aa6KZr7D3O78uuugiDAwM4D3veQ/qgdo7nRHYVkQR56pxEYKa5thJgqvY/QLbbr/9dlx77bU4//zzUa3XMTMzg3/7t3/DXXfdhZ/+9Kex147UFgVjZRPxfu+zXq/jta99LQ46+CC8/OUvB0BLTeewTbN0nkkWljaGcWNOBwogTjBV1YiTlSRF3MvzvfC6ppIFVf3W44o4zR4qtv6hLmL5YphS2+0DIWGgHCovIJvMZqrumqBAxl2ZBuq5rarLgeerqTVntdRqCL0Kcuj6HqrKFHF6IjizS9PcOCo7W0SKON3FwHkBSRGH2kA7XjKrAtSAz1JE/O///u9x7bXX4oknnsD111+P17zmNbAsC2984xsxMjKCt7/97TjvvPPwu9/9DrfddhvOOussrF27Fi984QsBACeffDIOOeQQvPnNb8add96JK6+8Eh/96Edx9tlno1plxOHd7343HnvsMXzoQx/CAw88gC996Uv40Y9+hHPPPVf6TSYhBrNwVIhJfBx1u4LZbidU2LIu8jKK+Mx0fxW5nwrdsCvY1pzCSKVe6GGXttCtBhsUXc/DYKUGO6duu199nAkDN215HCOVer7awI9Ln+CpkUVMybb8qUwCHSni6XNeuoDVdtu+h4ms4LfgAutH6JctWR5+vWV7vuKYBbNArVsRxbKIIt6vfZkIp84Cq8xuDoEoEBY2G7Qy275rY/ZQvEa8R/GPH//xokQ85frg5Hlncxr7Di7Id2mEc0vZxJO+d/SpuTUMTLSbWFwbKNz276UHvQfHPed9WDSwb+rveb3zbCdf+eznuBgcHMRnP/tZHHnkkWgM5BPxfvc3EVwR73Y66HbzNkLzFxkDYXJ6+vXseR7+6q/+CmeccQZqDUbEX/jCF+JrX/tauBnMMRQQ8clW9uaFeLyS7/OUU07BuR84F4sWsbFUEHFVC32OQaeKlQOjuSUx4iKP2iuZg2pxFg83VVnlY5GVG0SbdZQ58TpqgF5fye+B1MUnzwkg13YX2FQrOKHAKk8LuVIppluGWXgDNQvU45MXbll4HN+HYyki0CY93d731fQRd30PNbt8SHPafMjkEAht19SNSXWbpVEXAMqmG58LtY84W0/QrfKqNgHZnNj/qS6YUkT8qaeewhvf+EYceOCB+Ku/+issWrQIN954I5YsYWrL5z73OZx++ul43etehxNOOAHLly/HT37yk/DfW5aFSy+9FJZlYe3atXjTm96Et7zlLbjwwgvD16xZswaXXXYZrrrqKhxxxBG46KKL8PWvfx2nnHKK9JtMIs06ZhgGydrGwRXNjdNjeN7ClZl1a2LfS5FTDQxUel6bScRT6lYBRsS3z05hsFIruHDqXeg6AcmYdTuo9lGERXh+ujFvuMJqlkeq9QK7a+lp5xyjixkRN40upif7E4uwRrwPOWQqLSN3W3f2J4d8HMtOf/+NWiNsYbZtB42IF0Fan+ckBuqMKBULa+t/G6gNjAIALC+bQIRzytgc6FTYnMYnso9RP2v64FDcHj+dcU3E55ZC6i0bbbeLXa0Z7DswWpyII6WsxbLRcbvoeC4uuuOqwg/kfjXigw57nyPVem6eQjSv7POh4bDMjGZnKvc+UMRxwYMBixLxfmOJSf95JLVIIuxQDhE/5phj8MMf/hCWZaFar4Xzf8c73tFDxAdzxuIocu6XqYXPg7r2NBGW1odwx/b+AadAvEafogCJ54WtKNgKoC2qYu9NRRsrI5qTbLqz+CR1iAv0NPFBdk7qEuHVzMcwmM1U1YYOFSraPakC2xykjeH6ftCPnB5q5hhWIbdo7jgKNiO9QBGnCnCGQe+04Ple1CObqBqL1zklWV500SjbhCFuVqhQxPs5EWXAx6Gq/fnMSsAPfvCDzN/XajVcfPHFuPjii/u+ZvXq1fjVr36VOc6JJ56IO+64o8zUykFh+msSvFbNMEwMBsFbfGHdO410xWjhot6Qn5ksa3ofpWhZYxgdz8XCagMN28FMt9N3LkD6QpfPq+12UbXs3J1jUVkQ8bgQOpV3Efg5NufG4CA8vwLTaGNs22YMjYymvi4k0Gavw4CjaddR6Uxhx9gmYL/D+owTKOJ9iDgAdFGHhTZ27crv00xFEUV8aIgp2VNT/UOYPLcLE9nW9PrgKNoAbD+bJPFjlKWIe9UhYGoLJiezA8NCIpiY14tevD82Pj2OZz9nMS77xf1oN124rgfLyt5PTHNp8OCQifYs9hlYEDs/s8dK6SwQBBryvuRtz0U947MR52Wm3IcOW7QSVcsu5I7g4BbNfqhXhsK/2upMoV7pH2ZZ5PwaDFqZUa3plmWhUq2i3WphZmYmPG/T0G/DUcRQiV7itUY9c/71YPNipp3tIujnIIjNK3hfuwqEtRWB6nLYgxeuwPrJHZmvERVxm1CTKyp1psJWTzSlN7quZfNiOMTNaH6fcfoEfeZNKmqpVrxlXepQyL92io2jZhGbd78qCn4PVZV4rgLUUCrxPFbbF1oOrA2aDTdnMz4LYvs8FXW5KmrNPd9H1bKVOGGpYYr8c6bWmovnC99QtGXuPYietyqCEAEVnRZ8JZseKkNHOajZG6Qa8T9V9COL/AZI7U84022jYloYcKqYymjVJf6ZWB/xqh32TF6wgCkpWeofy1jrfUNVy8bfHfEyVCw7DF3LQtZCtzhRSd/k+NuD1+K8I08K/072IDx4qv/F4pqMCEzs7E/qjALKXiewS49lqrTcmp5BxA22eTIxkRNEVuDUyt+oyFfEBweLE6Usa/rICCM2eUF0fkhG+t/0jVpAbPIW/H36iA8N1/D2dx2HF52wJvzZbMYGVTheikuDH7uJdhNL6oO5LeM40u4NlmkGGQjsGr13R7b1Phor/TM0DRMHLVie8i+yB8vaXHSsGmyTbcJNt7PJYCFiGZxf1LA2IFKL8xTxtKC8nnnVihPxaj2biDeCzYqZHDt/v42j2LwCIj4zk9ehYe+gZtm5LfjEq4iyOOsl9HtfEReJITUvRiT1JkG9EY+3ygU69TipoPRpziLZ+RgGlNZ7UkGtF+aHRUVLNkBNrTm1RpxvmFDtyRyWYeZ2X8kDV/qp630g2LyjthcMbNe0Eotoc5+6ORDWZCsq23XIThGhr7mijVJVYPd5+fNonhLx/otWz/fw2XW/KVybmYYVjRF0PBdDlVpmf1Zf+OCSz6RP/NMp+MDfvxgvedmzAGQT8azdZSdQldmmQE47tT4L3UfHt+E5I0sz/204Rp+wNtu0iltmivQRt9gieTJDgQ4V8QxLvVtlhGJyqv9GAx/HtvrPp2syi+10DhFXoiYUUSwDopSliBdJTV+4MGjxhrwa8fxNDzM41u1mnsKYbk3nsCwz7Ck+PZNvKc/aeGu7LgadamG7nPigS+J/H70dB44uK6xgeH3yFEQUPV/yrOkAUHMYGcyrEw97khOt6UUUcaAMEc+3sw5WF7B55djJgeKKeOGNiz7nK4AwA6XdKt+GMg1FLc9F15g1y8ntiJFUaGUXZ+IySEX6sRpE761iWmhLtCOMRorWFxSrabKPOFVxU5GmLFrKqTX5agLtorNpLwvHIVRlOKhKGKfC931ULLpLhFuvVZSiUFVRgNWIq+pAQa0R5utmJbXmoSJObDEYEFZH0WdGrTXn5TXU60tloB0H1TUwP4l4H7IIAI+OM0K2ZTY/1KgfTtznuTjjgCNyyW9WmJFtm1i5z0hYLz49nT1O3gK1VmCXP2uhu3GaLUYtw8i5CPLJhZOTDM5r9bNszkbQpmimj1LveV54cltZ1pxQpc0i4tya3t/i7pqMTLSmVVlP+9+wiiiWhYh48L78jOO8iBNxo4Op6axew/nWdCc41t1Wds/ifmFtIuoD7LOYmS7Qli/HilSmjq4fqQeAfQcX4AXL1uQTGj5WgZ3Zxye2F3ro9AtJFFHYau3mE/FGgdT0IrXT4lh59dNFarsGS1jTq7VaIUV8tp3dnSG6HjPCE0Minr0ZWhQVs1jf7KLnNe+OkQVPIHM125HerPZihJ6mJKiCeCXSrcB+TNWUtvALpJe6YSEu0Km19GL9u/Q4gnhA3hiYIwScQwVJ5OPMhVpzHz4qpq0ko0DV5gJVFQXYhj8j4lSyqqargQFFtebhJiDVxcCuLWpryNiY1M07GLn8ochIqkuTqbki85KI91OifPjYOD2GIxevwvZZeQuhYbCkwQG7khkClaf8AUAjJOLZ1vS8h5Fj5Ydk9FvovnTfA/HqA44AwBZgWYS+SChMzcpZRIaKeEYf42CR3JwaS/29K1yo/VLTAcCqM0LfnM6yS7P5ZCnivsXIRJewgcORV2NWJEyLE/HJqf4kwvfyFfGlC6O2d1t3bO77Onj5n1mlzj4zL5eI518XAw1OxAso4n2CgR6b2IbHJraFrymCfm6ap6fGYMLIvT7iY+Vft6sGF2Ayx8kCoFDLpIGCyemFwgBLKOJ594OBgi3MiqQAcyI+WYSIN+pot9t909pDIl7Ump7VxSAg4q7rot3OPmeLnIt120Gz4IZPERSx9ornq2PIK0nixjFTbdSQDYvQg1dVyzEgnrVimWbsWVRqTsI6hapKFdmoKzoSP07URTU/RpRAO3FzSAVU2NttY2713KYcXyCwpls0UsevCds0YyHFsqCGmgGBIm5Z0tcnED2TqLXvPGSNrKxDKG0g3HsAdcpxXHCUH8fzPSBwDVDPRdWKOHWjdF4Scb/PNurjE9tx69Yn8fwlq7BtNq9HdT7qNgtx6j8P9v+sc2KAK3+ZtbD5D6NqHvlF/4Xu85fsh5UDbBGf+56Qbx9lLdEy3k8Ba7rlMCLQaacTAU+o17EyCHSlPsrGmR3r+5rQmp6hiPsVNh83x3ZdBDzRux+KEBxOlKamMoiSm9++rF6rw/UZidi+MysngJOR/se6GhBxvyARz+DhGBgI6p0LEfH0RWjdrmD10KKev5s9VrpSP1SpYUdzGhXTKpF0nk8slzdGCiriQJ66PlBl13Cu1bqANb1IBkGR2mkgsqZnuTfYePkPcm5Nz0s6B4BaTpJ5PUyan8gki0Wux0ajAafCNlV37qSXr1Qtetudsn83HrJmyKemC2TOVGi/pbQg9RLXIt2+zUBZNPrCqrpMcGP6WIoIdJ9NTZmBxFAp+fcWjaOCRKtYn6sKjrOIZDN0loHWEYjXiJPOP/iwAoGK1HoqVKAVKOKg176Hlnti7XuUUE7bmIy5jcj3VjXKsarNMl7OQm6dKNyfVbXhpG6Uzk8ijvQl636DTE0ZrtSVhBPYOfUn/MaWvYBji7fmTLcvUSiiQtetCpoFwtryFs28/3L/MfJ33vN3/fKtnpYTKNB9SJ2ocpkZIWu1AfaZe7P9yYkBdi5kEXGjxkgOWvQNnLywoCI14mHdbbO/ysgD1vr1a+foGmyszER4fi5nkfoGI0lGO8eCXMApMjTIiHghRbxP9sErVh2M5y0KeskXXPT0c9O8aMWzsM/gaJDCWlARL3C9VSy7UP16kTTjyGpNTwHndvKscoWiijjvsZ1HULPq8zmKthwDmCIO9N9MaAjJ8pvGH+47TpHr0TAM1INj1mwW26jJQj3HbbW7IC7ylIS1KbTfVgpsNvdDcpOHbt+m13YnVWySmqSollrMo6EdIzEnQJ64xksK5OfDoWJhrqrdE5WU8eNhEkmC5/vksECRsJKs4BCUdWpquuehatoKWmHRA8Tg+zANk7wxKW6Wso0cyuZddG3R3C9qNgGVdloQ7s8dYm0/G4dml5+fRLxPTfWxy/bH4togeScy/rcyftcnHVoEt6Z7no9WK32RUSQDkCnZeZbIAvXdppWZrpvsY5iGPOUissb2Pz3taqBA9yF1oiJuZ6i0A0OB9boPoXddF4bBFfHe/u7h32iMAgDMDp2IOwWPTxEi3pzJIuKBIp5HxMHGmhzPsO8XKCcYHGBE3Ork9SRn/88kgoWcIsF4SFdxnjO6NEwnr+Sc19Hc0mXZA0aW4FVrDodhGKhkhAMmx8q73iqmVYhcFOmx3QhrxHMUcS///CrTRzw36TxIFM8aC+i/oSJisMLOsVZ3Cl03+37HFfF+f9exoh7n0+2xvuMUIeIAUKuxzSMVRNw0DKyfzLffl0GZRZKqsDaVrZ6qOU6i7DnFn6KqbNeUYKEiAYyFx1JUS528BuV7pIvlCWo2dVSAhS7RpHXLpI8B0JOYw/kQ3xNPzyaTKMNgx0ZBqBkleyGcE9RY7i1DkTUdXBBQQ57J/bbBNgcABZ0WlNx81Cn0UHB/BqK3Rd1QnpdEHEhXovYfXoS3HPRCAGpsTkD2+eeFhKr/iyoVC5bNft8vmKpIr8ki4TpFFroVy85MlC0yl9yTn1tjMy3ljFR0WunqnlewRnx4mBFxO4OIczgZfcTrgcXZdrPttUXASCHNmh4S8Varb5sPP9ysyCHiZqB+FiDiWe6DoUF2jJxuNhEJiWCBDarC1vScc7Jq57f3A4ptehVFseutGOERH8D9MFRbDACYbOW1jyte+jA9Nd3fqVMgNwAQ8gwmszexeFhLFuqV4dCVMd3OVsXzFHEA2H/RUew1GQp7kdR0ABhosGOW9z6LwDEt3L8zI7NhN6Ni5meO9IPnRws8ak2keIpWCW3Hku4UxzTlbe5C1gqlzrfIRl3hsQTiq2qTgUqgxUUszTWgzppOaTfHYRtq2j1ZhqEm9I3amSB4ftKdFAY51IoTVsOg2e0B1r7MzhEh8sDbslGJmGhNp6WmRxtTFuEeBqi7/xR5bheBB0U16xCyTkxLSYkXdUN5XhJxz/f6LjJV7UAXQfjgyPmTNR5M1adVUxE1jKms2SdKkfpu1uYm25qeu1i2Kzmt1PKt6QNBOzW3TyiTSPTNjNT00WE2TqWTrqy3O9ExtzOI+NCCgNB79D7Bw5U6xtsZSnYJRRy+j1afpObImp79eXXtoO3VZAFresZntnLJAQCAgc40OjnnEJATYhiUbBS2pue8plLwhlykQ0FRFLneHLOo1T2f1A8HRHx8NuNzRDGFl6vYruv2VXiLKuKc1E9kBAsCUVhLFkzDRD0Ipcuzp+cp4gAwXGWbR1nhb9HxyujOAGBxYMEfH892JBTBmuHF2H94Uf4LSyAv1En8Vd6GbBbEjTH2XJJvFSaiYtIUcfFapKTC97QvkyWZKu81gnJMCe/yEwRa1tYpOhBomxVqU9NVhICpGANghF5F/aqtot0T8TzkBDGvXLPIXFSt0VWM5YaWewVhdkENPWWDQbxnUDIzgOAaVXCsxU036maOmqDIaJy8PKaioG4oz0siXkTVUnVzz7SmF1DEATEhuo8iXmARDuS/p6wNCg7WTzKr9ViBQCWniuksm3wBUje0cBn7ojOW+ntPWNxlEehFI6xGuN5tpirHHeEidTKs6YsX78Ne49MV8eFKLTMpu4hi6ThO6Cjol0bNFfGssDYA8INa2e5UfyXV8PM3T5aOrgDAbjo7M0h9VLKRpciya2K6QPuyIg/cvHIAEUV2ZYsFv+VvEFQtG80+qd4iiiyWhmtss2hsdmvuvIBsIl6pVMLwsX4ha0Ut20WC34AorCUPA4E9Pa+FWbVey/27QzVec97/3I/eZ47rIkhO77cxVgZVy5JWf/shb1dfPPR5ORZZEHMWKlaxkpAiyAsSzYJIMAEehkevN7eM/A3wvuMgfg+k1C8nywFoNdl8oU/Y+PDjqpS8fd8PHTAq1myUWl8V9aLic8NS2HOb3vqONge+EUStpVbZ3cAXnDmy4O4ex7Ria8XSc1HoWFFFMpPPW/nkfXVhbUoUemGzwiESaA6q62R+EvECO812jj24KMyMwI0iNeJApP5N91HEi56geddRkXHyHjJFarbye5rnW9NHFgWkzhtLH6GgIr5kARvHgo9dKUSzK2wYOE5/Qr9i+Sr2GmMmOyCtwL0s7/gUIUqGYYSqeD+iUVQRNxqMjKCVoeSFc+p/rGvVBtoGO4a7JvqTQX6MsohNZE0v0NoL+ed1zSqmgBXZrS7a47nIBtqQU8VUt+B7zHmToSLezFHE/fyNHgAYCAj0xER6eUhRRZwT8ZkMmzubVzGr3GCtWAuzak5qOgAM15ljZjxj86J4jTgj/mpqxE1M5qTzl1VUyyhnJDInPCNUtWgCmNMqrxd63zklFPGq5RTaAOs3WrTQM+FKpkQnnTwkBVo4F0wK2URcEZcn9L7Q71h+Pv1arsqC8p6ijQU1VnuLEGIngvJ5J+ckC24rpvbJVjGXcE6+Ryb13N1DrRFXtcEQuz4VtPkKN+8oHSkSQgilVaEKN0Ssjt6kpfhzUMsA5icRR/7isJ5jwS6KLEWrSCgVAAzmJUSruoiL1NLmWHiL3CirloNW1rEtoK6OLmGKuIUZdNq9REWs7bYyyOFQYyQkh1t3buj5facjhL5lpKavXrkffJ+97w2besfhKPIx5R2fogv/4WGmZPe1wvKbdM6ucCWo7bYy07a5nTx7rNkg7X7LjvV9XxN1E+g/zkCJGvEiIR9F1bQiG02DThUzhclzzqaVnXOthGPlv8eRgFRONbdnE96C59fQUHZtd9HaaU7Eu91udo/tgve5RQ22ubZz+unM19UK1IiPBC6CiYzNi71BxAFgtJrd3aNsymyR8iUOqi1ZrDNW1Ue8YTvSSfLJGvGRSh27WnJlRuJYNqEGMbmRQg1+E5OCZVtRiXOyiepxvDxBdhEbzUdF4jm5nhog2Yt7SIKKRGcFde9UAhT2ETdMkk1evLaomQA8aI00Bg9ZIx5jVWqvGERGtUuL6yaHcK2LayYThpJ7DwViCJ1jyGediHBMS4e1lUWRBUq9wEO9yPnUyGgz4xWw4AIR6ehnTU/2QO2HLHUeKFbfXbMrmenrRXatKlbe4iR/YTu8YHH49cTOXiWbqxBezjgAMBOQw207exfuHUFhcTLSsCuVCrpg42za0p+IF0Fe6FDRtlAjo6xWth8RD1PTc24Dg6OMjDhuBhHnYW05pL5dY5sDY2Ob+r4mSu3OV8RnZzu5O6xF1OKand2WLxyrwMOAfX5F682zUbXsQiqfuLDtB07Eu14LM53+n6VfkFiODge12H2s6UW6HwDMss3LR3btyghFK3ifWza0BgCwdfKJzNdVarwXfUaNeEDEd83QFfFOh32O1113Xebriq5T6nYFT05kWOZLhtuwhX+xRUmaLfmiO67CA7vyA+SS7ctUWAOBoKVbR5KIJ9TnRbUB7Gplt1nsB/E8JdWII35Nk0i9oJSRa7KDr2kqYHS8qXbw8H0pOJdU2cFlIbqkTOKmgArngirw5xOZ0BfIeyk3Fl0RNw2Dra0Jtd2q0v/Z9RltlFHyN8TNO0onqVjAI9VFE14bhDIdYd1FyToRoduXSaCIJXTAqeYS8SLXzYDTn4hHC9XsMTjp6BfWVjSwpJZTb1qIsOTZplHM3p75sOPHJcOa7lQqcAPiO7Fre8/v3WCORW7bnRoLntqx66necYTPruL0rxEHgI7BQqe2b+tPMovAMs3Mm3rRhf+CkVEA/a3DoSKeM87CJfsCyK5/NwpY0wHAr7BjNDXV+5lxFNmg4jXivgc0m9k3Ur8AISla71jkGrELBlAVCWsrWsNWKLDRqqHmsHN9fHZL5lhAEUWcjdXv/CpaO20YBlasZFkNmzb1v3aK3ueWBkR8y+Tjma8zTRONRiNbEQ82L3bNZG0cFQtrc5z+jhoRRddjxyxdjfsziG8Rh5OIouUZANuoFjeu2m4XVcvBttn8RHhx04gaJCWCVNcNQHxykcLa/ATJJCw8xY9vpFLLLUfoPycAihbDUS95+TAx8d6nzOKuoKUVNdWbCnH9pMotQu5NrSCNXlXitdhxgQpXAfnlawvDoLV3E11ClCklg8io/eNVbN6J2VPUkqbouUEMihTcOJSMEtF1QnmOzVMinh/6Q7NLRciyvBZR/gCg0eDBVP1T04uEIbAaumw1O++45N1wVARgFElNBwAvIL6Tu3pto3xx7BcJ1qqPsnFSVNpON1CNfQNWxsYAAHRMZrGd2pUdhlUExUL+so/PyEieIs5vZNnjrFixHwDA8Sdjlv/EYAAAI6MeHwCMYNNjdrpACrXV/7OzbQu2E7Spmsp3ruR2A7CdwnXdeVtN1aIBVAXrG4s84JOL9n7gCu9ERnK6X9BxsShIAd+6Nf18L1ojDgCjwbma2Ze8YOjL0qH9AQCbJx7Lfe3AwEDm31wyuBoAMDa7ER03nQQV3Rg78sgjAQBOpRghz8NItY7ts1N9CWORzRkRVatYtgHQ+5lOdVo4dOEK7Gzmq8iiqkWtY0zOSXYxnKw1rlo2WgT1WVzoyVofk/etmlXMtdNvTrHaY4pKz2vNTfka5lgomSFvoRUdeCpqqqkqNBW+sNtIDTbjsA35UgRATQie6EIlEVbhH6sKkKPMR1x7UxPB+XlM2/iI7mOUQE02kpoSonhZjHx4pXisVZXpFG0P2w8xN44OayuHIpZQSp/U+Dj9lbaiNeJ59bBFU9Pz6mCLBmFk/aki6mPeGCERz1nYwlkAABjb1qtke2EieP5crCCMbGayl1Dw9mV59m0AcC1GxGcns/s0F0FWjZlb1JqeQ8SjGvHscVbvwxRG03Dx1Jb0ulsDxTYH7DqbU3tmrO9roj7i2fOqD2S39QvHK3AWMBJS0AKe85oBp4rJTr5yVdQaV+wBX2ys4RpTeLNrnot9losXs/KQHSmlIWycYhtqQFQnnmlNLyiJc0V8orkF7W7/4EQgn4gP15bAMtn9t1/bt6LK/+joKACg0+6g2zc3pNwqbEGtgccm0udV9F7MUbWcUgs3cXE/1WlhyKkVqtGOt9KSX73Kp/imjJU4VrZhyhNoRPeurNK0InMSUbFsGqkPrcq0VG9DIIquJxm8JBxvp0RJRM98INZU05KrAUbmKaSVivj7UbMpYJmGEkLv+/LXnCjQUBVfle3LmJpNG0PFToW46UYm9ME4Rdc0fecE0blEKR8RHEKmCZdyrQcDUfp/qwqhE0G9b8xjIp6jQhewphdBVr1vkX7JgJCanqGIF7k55dYeFxwn63wrGxCU9QdMs39NNgBYAamYSrFnul5xa3pjlLUea+14onec8EaWf6l41VEAQGeiv+23KLJ2M8uGtfVPtQ5uQDlEaXR4BF2fBVtteKqP3begNb0SEHF3dqzva4o6Reo5TpFoavkPy6I9N4uQm0GnitkCtarJgKjs1+bUwRcca7TOiXj/0oCiSvbChWwD66EHH8ocJ+9zBICdO5lD4tJLL+0/L6CQIj5YXYCaw879bVNPZs5tYGAgMzXdMAwMBWnz/TYv+PWYFQrJ/xbvBNH3mixZt3j4on365hEU2TQSUZYQifPc2ZzGwloDG6fHCpyr8fdI4T3JY7VhaiemMlo/9p9TfCzDMNCSVZ+FZ6CT0+4zbxzxmqYsrH144fuj9BcWa+kdQuKweEt2LAsd6XEi6lrU1ZQFi6geUxELw1PUWskyLOnk/vg4hKAtRbXdyWuCshkXbxkm+76KP8Ozx4kS3E0QHCvCPZ+S3g/0ElYVnQAcksVd6JFO2JSMhdARNxg4qCUt85OII//iqVqWkiL+LDt44fZlOcpfkZC1cC4ZmwtFkxuzrG1FQyeMzJtNsQV8pcGssc2UntS8fZlXYC7L93keAMCa6h2HK1eFlPVhltZszGS3hyqCAbuCmT4LyqJEiSviY8TUdABoG8xSvqVvEB1XsbPJyPAiZvX1MzYrwhrxnM9/aIB3E8henBY5r4vusicDlNJQtJ6q6OKkYVcwnbMpWHQDbKTOrOlZLcyKbvRwRRxITwIvGioIsLDDPJSpeV4yuD8AYMtkuj2d29zyasSBKDm9X5140eNlmiaGhtl1NDY21n9eJRZ2yxrD2DqTTupd34OV5yoSQAmumem2UbcrqFlOLhFOPn9l17Fp5/zBC5ZjopXtgug3q+RYC6oNSVKfSBZX0PsbYBt8kxLzYXOKK+KymwPiZn21RKZAz3wQ9f92CNZ08VxyDIusIKtSjwE5cieqftS6U44y3RCyYBIUevG+RquljtfQUz9vwzBI16hol6ZZ7hU5VhJhf7Lp/WxOAvE1LemNyXg4J6FUR3hvFVOen8WvMaI1PXQx0DZj5ikRzz85KQ8ZEQNOBdN91DHu6sqtEc9JTS+6K1exrMw056L13VkJ00UVnYbtZKRBszlm9REHgNogWyC3pnot5ZH9JX8uSxaxMLJquzeMrBuGvhWw1y5mvcQrnf71z0Vv1szS2C9boNjCnxPxiX5E3CtOxDtmEMy1Mz0cyuA14jlzWrKYEXGn2WdOKK6IDw3y1Ot8RbzIeV3osylAeIvW9rH8pCLXSvYGGhurYHlKoBTf8NiP+76mKIHmijgQKdqxORXMMgCAV7/61T3/rme8ElZr3pbml3d/PvX33BqbZ00HgBXDzwIAPLb99vR5lXifCxewY5Z2vIDyvVIz7xMla8Qbdv9nVRoMI3rvM902Bp0qHNPC9mb/UEc2L3r/XiD9nN9/eDG25fz99Dn1jjVSrWNCIhxNXOhR6taTzoEGORVe7eYAJUcnFgRF6MEbS4OXVLeS9erSfd+Fz1n+2Ih1sGryE8p0Q8gCq8GXV8QRkhb5OcTOY0JglwhKn3Vxc5hqKeefO6VuWcxwoEJ83tbtirwbR1DpK5aNFoVAC+PIhqwlA+1kCX1yI5iyETM/ibifv8islQiuyUIha3pejXhgTW+3XLhu7w3D871CF181J+ylqEI3VKlhvM8CpbhNPmOjI3j4WFa2SjYUEOjOTK+6GoW15U4Fq5Y9FwAw2J3FVCL11ws/u/xLZeWqZwMAql7/GvGiN+tkKnFsTgWJEremt9ttzM72qkR+CUW864wCAGZ2pCviRVPTly3aHwBQ7/QnP0VrxPO6CXCossWxsfIfdCyLIX/BXFTFbjiVQipjmQfwZKv/OVqGWC5bsRxAeg5BmRrxlStXhhdH377kJcpenr3kWADAxvEHU4k9v08VIeIdj32Wv3nw66m/5wGGppX/PpcuYZuH27enlwYUdSVxGIaBxya2pQbplE0qLps6XjGjZ1vT7aJq2Xjh8jW5SqCXs2k0220XUqLTjtWi2gDGJNqOpZU9FNkASx8rTqBlF+gioQdoxFdcDJOS6mO2Tvk6TSA+DqlmXdxgkBgnSe5kSZn4WVUkj424NrUUWdMp/d5FmDCkLdyq2nOJ41RMW5FjQE1qPwXipiIliCwZOkmaky/OSX7Tw0N8HHnbfTxXgkaguatHPjVdZV7BvCTiRY6dqvqcLHuIXzSUquGET9GZmV5ylrew4chrf1L0ZtmwK31JdFF1PousGGAXmGVn14gPjbJ6V3TTSADvI15gcbxgJZoms/8/semB2O+6PDW9wM32uc9hFveKMYXtKS3VymCkWseuPgnERYlSrVZDrc5qu3fs6CVenDwjx04OABhi7aW8yX5tnIoR8X2W7A8AqHpdjE31C/kqpojzko381PRi10eRNGG/wIOuYtmFHlpFsioAZpEdy7HbFn0AH7v6VbG/nz5WcUv5rh1M2b3xxht7flemRty2bYwEYWb9WpgVPV4AcMJz3hR+fd/m3r7d/KFehIgvbKwIv57t9G4ShA6VAhsOYcBdyvUIyC1Ynzu6LFXJ9n0fVokOFnlhnkk0hNacHdeFY1qo2Q62N7OPZ1Kpd0wrtln9+42P4EcP35r799Ou65oVfw8X3XEV7tjWr5wmPlbyAhpwqtL15soUf+E4qWo7RqqLhGihpSyqo3HqpFZxCZVMYnEufl6qVFbHsqWC48S1okNwCoigJjqL48in5JfbYCwyjqVI6adYwVURX/GeSEkWL5sxkj1WUoGWJ75hP3LDknfjxDYB5TdhxPdlEjIhyrrXsjAvibgqFP38+r2OnwB5n6VpGmEw1c4dveSs6OItr/1J0YUuW+z0r1cvcmqyRU4/AhUo4jl9d4cWMiLueBt7fsfD2opMxjRNTNeYjfvJDXfHftcNjlcRa/p+K/YLQ83uf/ie/D+cgdFKA+PtdPJVpvZ26VJ2jNJaTPkFU9MBoBFYyquzvccaiKzpeWRkZHBhuOnx1NY+9bsFifhAQUW8aHs/kVj0HUvhgw4otmAfdKqYzlXEi81r8cCqsDazX/iYXzA1HQAajQaAdCJehqACwLLgXL3mmmtSf190wxEAlgY14gDwxWve0vN7fryKEPFXH3Z++PXvH/l+71jBfbxIPXaRlm9lyDMArBwYxZ3bn+pZTLolLeBlN5+TrjHDMLCsPpzb6zoZuJRMFp/stLCrNZMf+oZeF4i4mfD01BgAFiSXhzTXTNWyMdHnHpyFIl0aiiDNuSe7GBYXn+QaVCUW93grIhU1sXmld/0Qb6dHrzMHgppaKXUeAmlRVyOurtacbgc2YRBaYUU7OJTgLxGOaUlvKCXJGCX0TUwEpzhf4mF2UsME/1a0ppfbpO0dhz3TKGUSsTwIghunSHhv0fmIo1CG1EQ8B1kXVtEDL9bSxccOfl9AMVqyhPXMHh9LsxgXW9Dn1asVXegOOlVM9GnPVHRTYLRSx3g7XfE1ghrxPEV8dMny8OvpibgqznshF1HEAaAaLKK333dl7OdlrOkA0DRZDehTTzyQ88psNJxKX/JVtEYcABYHC/8067BRMDUdAJaveg4AYMhfn/p7rq7bOeUEADBbYefylu1Ppv6+aFjbyCjb9Ni+PXuhnbR49kPRB6CqXdCi1qa8khKg+D3AtioYDpLTN088kvqaMufXCSec0PPvojkVJ/QA0GkzMnb77em12GXU4uRx3TzxaOpYRYh4xa6HX9/8xM96fs+t6VZOpgUQbYxt3poeVljWTg4Azx5Zgpu2PI4v3vnb+FiK7KD9MOhUMZV4DgwWUJGTNvBkhwgTBp63cGXuwi/NnSJ+7pyAFy4TSVHX16W0xsxDcqFnwpBaWKdtrj09PZa70dFvTlErIjULfUtR6BsldEs8lyqmLXechc/LVqRCy9qm46qfvHooQpW7k0p+wp7UFJuzqK4qci9QPnNxQ4lyHsct9xah/7ffQw4pmwMIN92ImzAK6vpFtwhpYwBqCHQZh14eNBHPQMWi1EBF6KdE+wWVPwAYHq4BACYnehc5ZepUpjrNDEtqsYVby+3i+k2Ppv6uqDI3WKn1XbBxgphXI750n/3Cr598KK5Ad73geBe8ypwaq6f2tj4c+zlfZPsFx/EMNuddd/6s53dlLtysh3DRbAEAGBpiIWupvcSjnaDccVYF9e8AsHlbb2CbGczVztk8AYDOALPnbtp4X+rvPb/YdbFgASNIE+PZC9OioVUDtpwVNQ1mAZt70ZrnoUIW2eIq3JJB5m64d1OvZRsoR6CPP/748OunnoqTljLODSBO6jds6LUTJ5XUPPzfU6JWaB+/7GXxuQlEPKt9GcfJB7+bzWvsPjw99mB8rBIbF8uXs83DsZ270pPmJR7uI9U6zj3y5QCAr9/7h/DnrgQRf2xiW+EF16DTew+3zHyrX9LOWREUqY7nwvW9Qu6UvFyEqm3jpFUHFysTQW+N+Gi1jv2HF0WvKbig7Uk7r9RyHS2p46QINy9ctkZqASo6eSrEVkQcNIU0OkbUQDsqiRYdU6rUY6bOy1jTI6ja8KX0aRdhGWbPZmtRiBuMtkGsExbIoWxPahG2QWsxaMTOP9mNgXhrLlL9c4bbqNyMxFaFaurWZTfLgLhDKK8Vc/Y48fBeQ9KhkQyPlR0H0EQ8E1ntvsrsMvXbvfFKECpOxCcmex/oZepUts5OZiSeF6vjWTO8CKuHFvb9fTFVPSuAqpg1XcTtv/xE7Ptu8Lm5ReqfATRWHgoAqM1sjz1s3BKp6ex17L0v6PaSzLIKlWWkLyzKLPyXLVsGAHjiyRT1OUw6zz9Ghx14WPj1nffc0vP70Jqe0/sdACpLGKkf23R/6u+LblANj7BrYnq6kxpiGI5XUHkecKqlUqOzUCvwoCi6MWMUSKstU6+0bGh/ABk9tksQ6NGgrhsA7rrrrtjv+CZWkc0ZADjuuOPCr//pn/4JnU78PlW0xIBjv4WH4XVH/mP4vZigzglvkfZlALA8SE4HgFue/Hnsd2U2LvjGGAA89FBv/3XZRHHTMLHPwCjG27OhYur5Xmmb+wkrn4MNk/27PoioWjaa3U6PMp03/eR90BZa0Yy3ZrG0PoQF1QZ25FrK0zef+NCT7RZGKvWUV6SMlPIMTSqJn133m0ILreR1XTXlAoHE3t8ctYx2qNlzitd2SyubEBfDhKAjv2wsYb/5iL2OTckFdXRsina86BkjcX+uWo4cEU+MQ7EWc1A2TETY1Brx8Pwj1AlDfT0/pYZe1SZOvMUXYaMC8c3JmuR5CMSJLyXJXVybVCxLKjsBiD9XqpIZDEBvGZIje39O5B5QNgc0Ec/AQEa7kDKhCINOLbUNCr/JFll4LVjIFhS7dsrXiAPAMUtX991RL6o4GYYBqyDB7QfTMOF5PropFncDxdVVDqsZV6k6XUby/YK22EUrDgm/vubWn4ZfuyVqxAHAftZJAIAWRnseqmVrB0er9VQbYpmF/5r99wcAbFj/uGCz5yhuTQeAWYMp2U/e87ue30WKeP7myaIVBwMAvJ3pNvcyNeKmaQA+MJHiFOEouuSr2bbUIjcNlmn2Ld+IzavgCeH7XuYiswxJPW7/MwAAj2y/o+9YQHFLOVeyf/nLX8ZU3m6XnW+2XexekbR2n3POOfF5Sdi2TzrwHeHXl97zuZ6xiljTAeDP1rw+/Pry+y5Gx43OtzA1vUTPbgC46aaben5Wpld6En/9nGNw6MKVuOZpRvBlrOnLG8P46WPrCr12KFB6W24XFWEDrtCmkXA/FYM7J9pNDFVqGK7Ue2zvqeOkvD8rUNzGWjMYrRYk4jnPc745satgIrt43BkpK69ipyniC2sNbJ/NP19TRosRBlklUXTxUIKOkvc+aXsohJRx6XTwhB1c8tgkAwilyxFElU2BKG4pqqU2DVNJ+zJKnbDYIYiyMSDCVnQeUzcYouwFYheB2L3Hlg9CjG1yyQfIxVqzmbZUdkIStmmhQwl9M8RrVe76SF6rDuEYaSKegXpGr+syyagjlVrqosIPa2ELjBHUw667vTcsK7mwyUKWVUVlzUMeHr35v9H8xmtx04/Oi/282+3CMIJ6Yye/3hi1Vak/5oq4V0ChBYDjjv2r8Ost/3tu+HVoTS94fA99/svg+waqGMMdd8QJq5ewxORh0Klh80yvpZwvooos2HlK89TULG79/S/ivyxhTQeArs+CuYae+p+e35m8RtzMJ+LP2v/5AIBFE+lpxmGNeM77M00Dw6Osl/hYygYVR9ENJuaAkXtoJbGwNpDb87eMDXmi3cxcgJcJMttvAUv3n5jdhAc2/7Hn92Vru1/4wheGX7///e8Prd5R7XTxDbWPfOQjse8vv/zy2PdlSappWnjX8V8Kv984zkhqMjU9z+FkGAbOemFE5H/70LfCr8s4VIBo4+LWW28Nj1E4FvywB3pZGIaBk1YdhMngWdP1yiviq4YWYvXQokKOr4btYKbbwXS3hQHhXl23nMz+22LvZwBYUh/ElhmWRt9022jYlZ708/Rx0p/BlUBhb7od1O0KnAI24bzn+a7WDFYPLcrtXgAEZEEYa7BSDT+TMkjbHHA9D9c8/WCff5ExlqBu2YpqfQEKgVbXzkokC3J12WKQHWFRLnzvmCY6Ui6I+KYxybIfQKXFnaKKir2bZZVD8TlHyToQIdt/Hohfo7Lt84A4OaxYakpHAGC4Uu/bajh/LCjaFIrb95Uk3ROOdVK0qBVsN5tE8vnDiLhWxJUjq31JGXWzZjup44QL3gJnuGNHHxUnKuE4KG5nzCLiZRQn13dTFbqiDw6nOgjDczEzEQ8tcoW5WQXU1UNeFhH51uxU+HUnIEF+QeV+cGhR6s87LXYT81GMTKx9/p/hafd1eKJ7Fv735jg5LKtQNd0Ornu6N1DLc4s7BoZHRsKvv/ejX8Z/WcKaDgCzI4fC94Fpb3XP7yIXQ/5n9ux9mc3dBHD/k72qLN+gsqz8Y7VwEQt+27mz/wK5TJuwXQUSlougblX6pt6H8ypBnht2BRunx/r+vsy5Va8Mh19/7nd/E5+T75eypgPAs571rNj35557LjqdjmBNL+6e2X///fG+970v/P5nP/uZMLfCw8Rw+D4nhV//+v6vAmDHyzJMDAwMwPM8tFr5NbwvXPPa8OufrPuUMK9yGxevfvWrw68//OEPx35X1n6fhG1a2DQ9HoxVnogDwIBTiaWh9wNvzdnsdlG3IyK+oNbIrIlOboyNVOrh83G220Hddgrls/S7rvlzu+26qJgWBp1qwW4I/THVaeGAkcXYOpve4z42L8TJlOt5uGHz47n/rmeclM2B/YYWYlFtsPRYYo04pX0ZEL8vyBPF7Pr+MgNR+5r7PURBxpqOhBIp54KAr0YRV9XfWkTVcqRT+0XXAcXCKz7nVNXzU0PWVNSIi/cfx7TQItSIi/cMJiZKuvwKZtjkDgMIYW1qNk8om0tJN85IpY7xAhusPeMknj+y9w5gnhLxog+Php2RXF3CQri4NojNMxO9YxRU/gDg2c9dHH49lagTd73iKkpWf+qicwGAIaeGnSnjFL0+asMsPXh6PB781W1HD68iiviBR78i/Pq+GyKi2Q2t6cVJwPjBfx5+fecjN7Bxgs/fM4qrek8vfRF2ecdiYn38cypb/3n0kv0w3e09/8qkNItInva8rtsouFg//lXvgGEAA+aTePiJ+AZBaE0vkJo+1BgNv77u+u/1/L7MdbFoIVPp71qX3lYNKL7BVLVsJeGMALsp37Pj6czXlAkfO2ThCty3q18P93JjJXH9Yz8OvxbzEcqcX+9973tj3999990RES+hiAPA8573PKxduzb8ngcNyj57HasKx2LOiRseZ24ON1AtBwbYRk4RezoAvOy5bwu/bnbYxl9Za7pYJz45GSd2LsGaznHYon2wZWYCXd8r1FItibw2lyJ8nwWsOcJ9tm45mUQ8udkg1mI3ux3ULAd1u4KZnICzfnZScaFvGAaGnGqhlmppJxj/0XSnheWNkVyXCx9LXKCtGloolVyctjlQsezCde+9c2KgWcp75ySXyhwfx+6Th5I/itj2SX6MsLVWsLlUfoz4+2k4FUxLqmwqFPHetlpy44j/lpIunkwFJwV2IZqPkv7oBYJVs+dDL/kQn9+NAve+vuMgfv407EqmOyl/LEWuFeEaVZHgDxA2ARNHqW5XCj/vRCTvoZQshnlJxIuuc7J20ssoUDXbST1pXDew81r5H0O1Gi1mb705bukto2QvrQ/h6QxlrShWDy/Co+PpfYiLoD7MQsRmd22AK5BNXlcKFFN8a4PD8MAWgff87mvhz8Pa7hJE/G1nfiH8+r6v/TW+/K13oc2Dj0oQ8bV/tj8AoD5bxYfOvRTTrcAm75frEVyzHaweWtjbH7gkEX/FWhaO1nIrcIXjGyriBcc55rBjw6+v/fKbYr8LrekFFHGRsPxya297oKKp6UB0XbQ72TfAouQm78FT9Oa/tD6ElQOj2WOheFzRmuHFGHJqfX9f1m3xmTOiwL1v3/T3mG2zjULx+itDxI844gicccYZ4fe/+MUvhBrxckQcAN761reGX19yySUAaItJ0Va+afzhWGo6gELJ6QDw6sMjB86nf/0XAMpb05P4xje+EX6touXY0voQNk2Pw/U82BJzKlNXaBiciEd/Z1drBleuT++IAGQ7QWZdpohXLTtXXeo3TsWyY8pdw84PYUxLTQ9/5/uY7raxsNroW6omIlkmMlypxVTssdYMLrrjqtxx+gWayZweZdw3eXNSUl+ZUJAd0yrU771nHGHtYxqm1D1CRUmeD8Q+mLrlSNXmJssRTEM20VlFFB5DWANNaTMnEGjHtKUtvOLn7RiWlP0/CZPUPi8SV2htAZOp6ZLvK/H8WFwfwHbBKVp6TipMK8I5TdkEVIWk06hm2Wh2JYIVU2rEZcMr5yURL4qsXnViG4UiSDuh+QLOsst9DFf8KtE+p0TtccWypXf/RCytD+EPm9L7EBfBwOi+4dcP3/Bf4deucLyLWNMBwAxCx+x2NB+uiKNgjTgAVJwqJp2B8PvRB65Ae4aF9HhG8QT3k486MPb9//cPvwYQqXBl4Jg2btr8OCbbzfCBXJaILz/gGNxwA1P433v22SEZN3x2rM0CKnYSA9iI+x9hi23P82AFKoJToEYcAL73gnPw4QPfgHXD+/c8vMq09TvoYOasePThHei06Q9lxzQz7XdFP76KZWHd9vQaeI4ypGvQqeKJiR19F2VeSSviSH0phqqRy+YD/8vKBcSa5bKOi1e+8pXhv9m0aZO0cwOIL9Lvu68/qSuK56+K3C4/uv3CmDUdKK6I1+yIUG0K+rCXtaYDwEUXXRR+ffPNN2Nqaiocq0yORBqWNYZx69Yn0U4o1UXRSOkWkqV6TndaaNjV8PvnL9kPBy1Y3vf1WdkIMx1WI14E/WrE60EpGN+EqNl2rk24X0gedwf4Pk/qzb/HJNN0AWCm2w6PIXfH5dlqy4Q55s4JamqFkwTPMeXIUJJwLqoNStmeVVjcVdCC5PVhmSY8GWU9YcyQT3ROd3hQYBGIpigWOZRe0sK9QzYTIAlVafCUsC7xXkZpL+j1bOSYMA1DyrWSpohLOXsUuLzSIDtk0mlUpFVmGpLPn5pd3EmWhCbiGcgKNSkbNjLb7fTY2rrd4oo4ACxdFi0CxXZNZS3PI9V64fTXfhiq9FfnisC07FAV37H+9vDnXV7b7RuwCtaWrjju4+HXP/q3d+PBO24MFXGUXIi+6WO3xr73N7G+vH4JRXzB4EDPQ/i+pzZJ2YePW74GN215HP957+/xuXVXAwC8kgTn/ef+Pe6++25s2sSsze89+2xs3fh42K/dLLjhAQDbF54afr3ua6/EzvGd6LrlN09+8Or3wwsIx48evi32u6Kp6QAwOBQRgPXrdxX621lYUBvAdgV14nW7ggOGl2S+pkznBcMw0Pa6fWuZZNK2P/7nv459f+X9XyERccMw8LGPfSz8fmxsTGocjne8I0o8l+1fK86N477N18H1PVgS1nTDMLBWSFCfaY9LKeKDg4NYunRp+P35558PAMG8qER8COPtWbTcDqolNiI5BlKcYP1q123Two7mNAad6DocdKrZ1vSUZ6dhsHPYgx+z02ct/ES7tYiKaWNHcxoDwZwG7PywtDTLNRC4AwSbexGkvb8F1UZol7/sibthGSa25ihV/TbqZAQlL3GspGuPE3OyTUt6EStOoWbbhXIJeseh17FSOhVE8+jvqCg3Tm/dqYyCmLxeVfAgiq1YdHeQ2nyJhN6ST84WYUun7ScTwS3pGnoxwNIwDPnSkZT9lzKlRr1zigarmHK1/cryIBKwjWzRJGtC4vuqW/3bVOeOI3xbMW3pz18T8Ryw1ga9F2nZXZ7DF+2DJyZ3xMdwyynihx+5Ivx6dia6sNySluehSi23fjUPjmn1UU6Kj3HIS1l7ovV3XRra07la66P44v2EM84Kv3a3/Qq3/+Cv0OVBWSUXoo3qAF72DzeG3w/NBKpXQaWX498+96rY95dcdFvwOZW7IS1vDONZIxGhcz03clIUIDhPPvkk1q1bBwC48cYbw4Xtx/6/T8Pw2bG2BDUrD+94/+dj3//qn1+AjuBicAqq6+LC/cPX/wRbhAwFfg4ZBYj44iWRg+GyX6T3JS+DFY1hbE3Jc5DBdLeVaysscw952b4H4Zv3X5/6u7KJ/AAwVFuEfzr9uvD7n6z7VEjEDdOUslqL5HL9etaeTpaIP/e5zw2/vvvuu8mLyWNXs5C0RQP7hvfvRoNlDBQl4gBw5rH/FH69Yde90u3LxE0LgNnjWdI57Y3y82Cy3YQjcewH7AomE0S638bzSKWGp6fHMCxszOapgWkhZPUgJV18fjAS3H8B2W8jq2FXsG12MrzHDDj53RD6kd6KZWOm0w6t99OdVr4qlLI2qNtRkvzBC1bg+BXPKlAHmv7+pGpaU96frEomUugBp9I30DZ7OnHGMOjUJJPlQWaZZduKps4jxcYrZ5OPb1DIth5T6abgkA3DS86HZuGOxqmY8j2pRVD6iItklWIpL9NBJXc+iXEW1hphVwoKZDN0VHVISF5PjQIhnOnziW+aZXXHykLSfSCrrAOaiOei5XawI0UhK3vh7De0EE9NxRW7LifiBQgHALzkpVE68eWXPYAN68cAMBWlzIm+sDqAm7c8IRmyEmHV4AL8/LE74fme1E7ZvoeeEn698YHfARAU8RJEPG0B3H38HvaFVY5AA8CyBSuxy3he7GdliTgAfOLTJ8e+Z59T+UvujAOOxPlHvQKj1QamWtFipUjt7Re+8AXU6yzcZ9u2bXj00UfD35mciBdpExegXqtj+9CJ4feW0cbDjz8Qfu+UUNf/4ejo8//QH38Sfh0q4gXO6UolOk+e2jDe01EAKLcgqlkOHp/Ykf/CAtgyM4GNQYJ1Gspefkcs3gcAUmsPZZWhJUOrsXggagEY2skl651F0v3www8DkKsRB4Dh4SjdvUiqeR5OPeRsAMBkaxdcz5WypgOAY0Wk84vX/K20Bb9SqeBzn4tq17/73e/C9eXqupM4btka7GzNxPp7FwXvDy7C62N1Ha7UsbM53WOBzzq305TsAafaE0y5qDaQGggq/o20e8SAU8HmmYmQiBdpl9SPiNcsGzub02Eq/JbZiUJt1ZIjjVYbYReFjudiQbWRG+aVZnEHmBJYdkGctJmSEsaF74crNalnf5L81mzJmuoUpb/0ukZBsFkaAZKt5Rf/oSOpsiZLJw3I1ZqLsIn958W0c0roG2/Vy9LFVZSjERR6gQc4QdtEGagqHUkTCJfWh7GzRXf5Sbf5SmxSyb7N5L+TTd/vnY8hvWkmPjMahPa3mojnYMPULnzngRt7fl4mIA1gCmBSZfCCsLaiirgY2HbLTRvw75/7AyYnmqxGtwTBO3ABs4T/6sl7Cv+bNKwYGMHT02P49zt/h/9+6Jb8f5BAYySqI/zDf70L//3h/aIa8ZKEdenz/yH2fXXLTcEwcmrcIafHx4MEEW9UK5hdEH3m28emSDuDi2uDuHd75GTIW/iPj4/j61//Ok49ldnJTznlFNx7z12R6umxY+2UIOIA8L6Pfgc7Fp0efv/HX/5H+HWt0ig8zjmHvxSvOeBIAMDVTz2AX6+/j9lTS14Xf/6qg8Ovr7jsgZ7flznkI9U6HpuQDyEUcdr+h2W2xSh7KpiGiZFKHRfffQ3u3h53tFBCvt534iXh1xt3MfJsSqrYQO/GmKwibhhGmJ7+yCOPkMLaAGDZ0AEwYKLdncbY7GbYkkRcRNdroR3c12U2HLgiDwC33XYbup7cZl0SC6oNbJoeR7VkYj2QXpfaz5peMW1mp0985oaB7DyDxHusWjamOq1Y6Fua4yo5p7Qzvm476HguhgIi7hSouUwm6Yrz2jI7gdEq+5yOXLwqVz1LuxYHnEpIqHz4ue+Nvy7tXJCxmiZ7tw/klA/0Q3KhP1ypY0yizC1pB6+a+b3eU8dB7wZDWZKnItgsbdNEhvympV7L9ThWFyTFIavO8xlFtd2EGnHhPFbVvswm1GTHU/stQvq6ulZhyXEaTkVqkyuJvJKj/nNK1K1DPqVeRFaGVxaSSrYskpuSFcl7GKCJeC7e+NwXpP68bL2vYRh4YmI7HhnbGv6MK+JFamE5TnjpAbHvP/nx3zDLc4kxAGaPe2DX5kLprf1w9NLVeMWqg2M3Z+qm3sPXshCjMoo4ALz09e9GbfWZvb+QINAAcPxxa+H5whwklHUAuOADker7+4cfJdV//tmKA/CHpx8Ov89b+H/9619Hs9nE61/PalrPP/98bN+xC/feey97QZfZlSynuDWd45wPfSn8euHO3wIAXBilFHEA+MIJfxV+/barvxNTtO2CRPyEE6Nr4prfPprxynwMOFUcMLyk7wKqDBls2BVcsf5e0nyS+PP9WajarzfcFyP5FCK+fPjZ4dePbmN5DbLkGQDe+c53xr6njLVkCSvLuPbaa8n3FtuqYFnwXjeO3Q+TQMT/7sTvhF+PT29n40sq/yeeeGL4dafbUaKID1dqcH1PiogzC2J8QdHPXthv/IZd6ZtD4qWEVlYsG5PtZmy8PNtzUj3k4OS1TL/tftfPaLWB9ZM7MVSJ7pET7eyes2nqKLfeA+wesqDWwFhO79p+Gw0y6nGyTnO0Us/9+6njIL7QX1QbkFLbkuMMVWq5LeZSx0kQ+gd2bcaGhPMwfy70pPK0VHoZxS75fmRbhiXP54olp0KL7gJKn+R4+zJb2lIurrtllcwkHNMkKNnRfGzTVGpNlyodSRlnwJYrH0li0KlKlqH0hprJEtbkfGQ2BoB090HZ4510iaU9N4tCE/EcrBwYwWi10XMTK9uKCgCOWrIffv74ndEYXPkrGNYGAKe96mA0BuJkpysR8HPq6kNx6MKVABCGyMnc1A5fvC/efOALsaM5FdTPlfv3r/9kPAF++2O/Db4qt3g3TROvee+nsOZln4v93JBYiAKA4zjwIRxnSSK+ZHgQvzzwVvzo0BvwP7tuIy2yl9SHsKLCehCbpplLcL72ta/hjW98I1avXg0AWL58Of7P//k/eOB+Rg7HugsAAE6lPBEHgO1DL4197xrlCZdpmPg/h744/H7jRGTlLnpdJDeyHn+UZi1fVBvoaykvQwZXDoxI9fzNG/P8o14BALh165Phz8sEv6Xhzw99HwBg4y6WiWCWuCclccQRR8AQznNZgkr9t2lYveBQAMCOqUdhmyYqlQps2y7cvozjkOUnhF/vnGIhiI4jd494wQuizd7HHnwItgJFfNXQQhyzdLWU3TFtgdvPJn3AyOLwfBSxrDHcl+ilkd7Rah2bZyZQEe7XNSt7wZa1+XT+Ua9AQ3D6OFa2xbefKjpcYcGmg0GOxrLGUL413e9d6HHrPV/sFSFp/TYaZAhe0grOeudKBhSJQUd2Rar1DxKEwTYtTHUlF9XC18cu3b+08pskChWrvLKVdv4MOlVMtsu9p+Q4jEDLti8T3pMpRxLE5wol1EycjyO5KZCcDxX8HlfEMdN/DKHtGGGDAUjanOXU3rQNU0ZY5WqXRYibiWWQvPewUiG6Qt+w5Wuyk5AJi0xeq5SNIU3EC2CsNdOT7CzTiurwRazG86I7rsJMp41uN2i7VaJ9mWEYuODCk3HEUSvDn3Ul2tQYhoFXrj4Uyxsj+Oq91wU/KzVEiKWNIRy+aB9Mdlqlx7Ardbzx/63v+bkvuRg94HnHxr43JGokOXYNHBl9I9Hii2PJkkF0LZf19SUuso3AReFU8hf9n/jEJ/CZz3wmFkj1+c9/Hq889TQAwKNNZumuZPSnzsJhr/jr2Peu5CbDh4Va8e/ef1P4tWUVP5ku+GREBr78Hzeg2ZR/IC6qDeCHD9+a/8Ic2KaF8fYs1m3LbmMmg/ce9hKs274htIW6BEUcAPYZPQgAsGWczVWWVAJMAV+4aGH4fa0m32HhxS+ONmlaU7RODwCwYuQ5AIDtU4+Hm5cDAwOlFXHDMHDoihMBAM02m5fspsEBB0SOjm2btkjX5yfxkn2em/+iPkieSmVLsZbUh/BEn6yFtNafw04NO5rTqAkbnnXbyVxolbEU5y0i+zncBgMyv6wxHMxJzirMyfNsl/VJNw0TO5pyqelV0y5vv06oNwtrDWyflVOy1aSD99b31yQ2u5NK9D6Do6V7VCedBxUzv4d9zzxSanOHKjVMlQ2gS4Ruyvbc7un3bslZ072EAi37iBFdMLYhb02nOL+S4MNYqvqjEzYYki6hul3BrMRGWdp5SPncRMi2ixMT84HAwq2gpEAlEa9I3lPTun/I4BlPxKkBFQBw0qqDsXlmPGZd8CQSsBfXB/GOQ16E2Udd/Ot/XY2tW9mDsFItq/4aeO3rDwu/375hRtry/JoDjgwXGRSbT8fzcMOmx6Qf0keeeU3iJ3J21oXLVsa+NyWVbACYcYbCrw1JizsAvP7ZRwNgC0uq7bTKd5UL1HW/4Q1vwLJly2L2W8dxcNC+Q7HXySria5//stj3Moo4gJgKNmCxuRhGOafI4GD8PVz/+8el5gIAhyxk3Qm2KEpPf1goRxFBud7qdgUV08aj48wW7Xq0kK+lg/sDADYHinilIr/xBAATY5GjgELEedAgAIw/vYU0JyAi4jumHguPV6PRkKoRf/Gz3ggAmJpl71WWiBuGEeY4TIyNwZG8jnYnyqbyL6oNYN329A0o1qKsl7RsnB4La7EBloqbFWhWpud6njW33wLfNEycf9Qrws2RgQL2zLRlQcVirW1mum0MBPfuvBai/TYaWOo0I2cPj20tVG+ZJNCDTlVqQ8FLSQfPygMoM47Vp0NN7jjC91J28JSAtLLkN63nskwNa/IzZ5tRClRI2dZTKL7ZVXQcSiiZqvmIoMxHzLuwCTX0aU6Ilkz/eKRvlKmw8IutHMvOSTzEVUu+zZeImiUX8JiGAaeCqZKlMWnXvCye8UT8iYmd5DGOWLwvltSHYgEpMtZ0gIVBLdwyhOm7Xdx/L1tYiiFsRVGrRf/mnku3Si/CG04F461Z8obFoYtWoON1pdrlAMDBhx+AjrVa+IncOMnFMEURd1YeGH7tVwcyXpmNY5ax97VtdhK2ZHgcRwPs/TgliFKyDvY1f/228Hc3jJ+ImRm5XcVqQkn3CO/t1YuOwN/c9SI89QM2R7OEGs7xmc9FAXJX/OrBjFdmwzAMrBlejO8+eFNPhkLZB9p7D3sJ1k/txKYUqzt1l/rABctwxzbmJukX7FQUS4fWsC889hlSFHEA6HSieyWFiBuGgSOOOAIAML2dfi9fOcJU4rHpJ2H4bKEjo4iLY7WCBzjFRr/ffv9/e28eJkV57v1/a6/qdTZmhgGGfd8Xl1HjihJCPBpNXpNDDGo2EzwR8TInZjHnTS6PvHlfNSbB5eSYmPMaQ/T3anI0bgT3CIIoyKKgAoLAzACzL73X74/qrumlqqefp3uYYbg/18XFdHf1M09VV/XU97nv+3vXAwAaD35a9HdEKRAhZEQ/nOq686GKEnyKZpc9pRN3ENCpfa7x9C0SqqKEPa2Nrr8jYSYKXvjtr1dsoSmvQVW325CxkLpJ741FYCSzqyYERuR9j1uUPr2f83/v345fbt/Q7+/PMUeTZC6B53ScJEHkEJzObZaO9dNbPWecrBR3nl6+2YswXALaqWWdlD+jw3Gc7JZInBkY2SUEAZ7oPHIzKXjJPpd5h8yOrhYzn1KQbrJWTGpy9vHhTd92WuAqFdw14lnZVMX0206HJ53cdSxJYU9Nd8o+4OxOMOyF+IdtmVEUJzODQlBECffveNV+HDPj3De+RlZaMY8QTz8BYiH2GvF0/Mm0wGIY4ytHbyzKnCKfMY+6c/oeiPw37+lIRdToTpzUl3UQCfFHR+t9Vppuc28nYBb3Lekxk1E8o/D9yhbi4yf3uYyHTQMBf8DxfYUQTssUiBex6DFBz7wpZYmGpzNufLn9cyjEv1p61cT5qDGs48JrCALAbnv02N7NfDdUefhM3SRUGZYhVbH3FbqSXGiKW8dd48ySSLFkSV+5QbE3PdOnW+dry9HiI+JVvnr4tCokzCje+PAhAPxCvMxjdX1I6vmisggmTrRaU3YcO4FEpDSr/MVQpmWaibFmgAmCgIUjxuLT7lzjrLhLl48za8bZLcdSY0wtr3W9aWPplex16FriNOf+4HEsTx+7Oxaxa9f7a7XltjggJV2nI/EYxvorMdpX7vBuhzmk/VzMol32cQqqBvPihFO7Jp+icwjXzHPAq6j9toVzHCPtcSlq8AHLlIpVcGS3VuJu0YTMyCivU7lbtwTm+ZSsT3ZmSQOPsZ41TuZ8uAW0i48DK4mss5C3FZZb9weg+L/DkihaBmWsc8r67HWZ7zs0G1EQk/tbPIooIWYypqY7XPO83QmGvRA/0HkCbzd9Yj9m7bmdojaZvp0aK54wuaPQSz43LeOxpvMJmIZz+yLIxaTXLKgeg+aezqJSW0VBxPFQF3cfPQB4+vX3sf5dy8kbMn8Eev/Uz9k/G75K7nEa0urNGxZ/lXuckd4ANFFG3DS5Wr2kY/ZYNzwV5YXdfAHIqBEHAH8wmPH6xPGTuecTn/OFvp8lfvF266WXZDzmiYgDwLdXNtg/v7v1cJ4t++er087CWH8lHtz5WlHjLKq2rtP0hTygePFsyKr9h7Fkq+DJiHhT996ihpkypa8+Ob0fOA/19fUIlpdhzIja/jfuB1EQMavuQgDAsU6rAwGvENdkDwylDIhbx0zT+M//YNo1+dbr/+Aep1RUGT4cT6th5qnNHO0vR2N37gJmwuVv8GfqJudkA1RoHhzubnMc36lnrhsVuqffmuxCKNapOVUjDvQv6t36pKfqhpt7O1GhewvqFe+U0WDCLElk0Kdq7MLVwRHeI6uOGRT5yBYeXHWj2VF1HvHrcC7y9LnOFmS8LZqy29XxtvpiWexiGacY4Zs+jlqC2neAfx9LVbOebYbJ6wjuNh9Z5K+DL5bsfbMWl4qvEU+NXQo0SUaY0XTSKWOJd+GsKCG+Zs0aCIKAVatW2c+FQiGsXLkSlZWV8Pl8uPrqq9HUlBnJOHjwIJYtWwaPx4Pq6mrcdtttiGUdhFdeeQULFiyApmmYNGkSHnnkEa45RuIxvHpkL7Y0HQDAb2p0wajJWDp2Jl49shemaSJu8htvjazLrNHliYgDwGcuSJr89LOy3h/lmhf7Oo5D53QYT8dgbF+VoqOjA//1//6GR19qQ084AcWo5p7Dl5essn9WioiIV5dVYfq3nsesb7+Ac+af0/8bXBAFEfV+Kyre2JObosyCLEqQvQYqKwtfYBBFEYZh2M7Q2TWFo0eO5p6P5O0z5Uoo/MdaEAR0+/uiKiwGhhnzSYuk86bcp3PFhLn2z9nRikK5YNQUrJ63GACwu+Vo0XNKR4BQsjS7K+bcZgtxSS7u5mLy5MlQVAW6x0BFRUX/b8jDhAkT8Is1/wvfuv6G/jcugM/P/B7OHneV7XzOK8QBQBIlIG59bxZbV59KT9/05ptFjVMKyjQPdp44jL3JjDKeyFi14cOW5gM54ooluj7OX4lDnc7tqFgclAOqkb8VWolu6PJhmkBvLGKbkvUnspyirABgJGs1P2hthCErBX0nOdWOVurejMWW1w5/yCXWrLR/jlTurPn4VR2djOnT2Tf5giCgi9GpPNuIUC1RL3JNUpjTi7MzwXmjftntsBRR4mytlTmOwNkDOlsgWq3Q+Iy/0uejcWaoDETte3Hj5JaOlHK/pCIM8tLhuf/JLpsrlWt6KeHNgsk+2h6OjBygCCG+ZcsWPPTQQ5gzZ07G87fccguefvppPPHEE3j11Vdx5MgRXHXVVfbr8Xgcy5YtQyQSwZtvvok//OEPeOSRR3DHHXfY2+zfvx/Lli3DRRddhG3btmHVqlX4xje+gRdeeIF5ntfPOBcA8NqRD2GaJhIcrb4A6wtxerll4nSg8wRiiQR3epcgCBg3uS+iySvEy8oNXHjFBJRfqhR1I1HrCWBvWxO0IozNAOC7sy/E+XV80dWHH34YiYSJWAJ4ZnMnYmG2XqDpTBjVl3EQCIzkHgcA5k2cgdkTpve/YT/8cNFnsXzqmTi7dnxR45x//vn4/M3fwFe+8hWm96WLDUkUoQp9NyvF1LbOndrXxkmMsvelTUdMa/vLm5oOAF/68hxUzTFQPbb4tO1UqcUTH261/qBw/tkVBAGzK0fhuU928k/GgUrdi+bezpIIiSrvaDs1vdi2YZqm4Zf3/hL33n0Pqqv5F9WA4rJ9nBjhH4vrG+7F4mlfB2BdG6zty1IkElE7In6sp7ge9tdddx3OOOMMrF69uqhxSkG5ZuCTzhY8vf89AElRyPg5pP4+Hgt1ZjyfYBDQflXHluYDjq+xCHpNkoouvyoWWRTRHumFJ1mu0l/k1a0+V5MUhJNlYFPLaqCKcr9C2Kl21K/qGW2NtjQfwJ7W/OUfTt8zhqxwOTznRpN4BHDueekpwMg0YwyHiDhzSrnDOa1LMnNrN6dxeL7bnaOQ7JE6p37kPILeqfadtyd1qfYr+7zh8knKOj7cqfJZ42iSwhXpd8rMsMZjdwV3/xXs/bazo/2l6GsO8B/vbGSe1HSHr2eD00CO6263q6sLy5cvx29/+1uUp6XItre34+GHH8Y999yDiy++GAsXLsTvf/97vPnmm9i0aRMA4MUXX8Tu3bvx6KOPYt68eVi6dCl+/vOfY+3atYhErC/zBx98EOPHj8fdd9+N6dOn46abbsIXv/hF3HvvvY7zyYdP0ew+p68f+QhxDrfzFIIgYOnYmTjY2YK4GS8qlXv0yDL7Z14hLssilpw/DTdedF5OL2UWUhcu73FJYchKhgN2ocRiMdx3332or69HpV/C37Z0orWzOBOGDyu/jAO1i7HknH8uapxScWn9DPyvc65Ctae4NF0AWDp2FvN7sp2hx021sil8cnGp8vOnnmf/7Ostzkxr3pxR9s8SZ0QcAM44qx6fv2I6pCrrfC5Wx82pHIWDXS1WNk0R1/xFoy3zv9QfslLoy9G+cnzS2VKSsWbWXQT0WiUhiqd4ZS/LclHH62RRTET8/AnXAxErJX107YR+ts7PqFGj8I1vfAMjRuQ38ToZGLKKcYEqjPQGkTAT3Oaky8bNxiufZpY5sKRz+lUd4wNVjjd/LOOIggg1j38Jy/UjCnxRQU2SsbvlqF0H75Pz35C6ZSGknLSP9XbCr+rwq1q/RlxuQjElYlLz6C/66nScdJn95tMpVZ4naufUBk0V8/eMdxqj2Lpsp5tynrZR2UKTl+zaZd5WTzlu3hxtnuxxsgzx+By4M6Or3PvlaPLHkeKO7EUcvlT57OPs6ad1o+t8XL4zrHkVb2zG4wyffS7qnIsnjvPh9D7IRpcV5l7rTsfa6qrBborIdZe0cuVKLFu2DIsXL854fuvWrYhGoxnPT5s2DfX19di4cSMAYOPGjZg9ezZqamrsbZYsWYKOjg7s2rXL3iZ77CVLlthjOBEOh9HR0ZHxL52rJs6HIll1MsUYlUwrr8Xh7raiBD0A+AN99YSazm9wJokiynX+eup03GrxBponn3wSn3zyCRYsWACfrsBQBazfxZ+60traiv95+914eO1rkEqQbj8cyBYbt95yB9auXYu71/7fosfumHk5AGDG8oeKGufS6X2ZDKpanHO0V9Hs6HOx0eIzasahzluGWCJR1DWviBIWjKjH0RK1RQOsyGWpeml61SBGT6sExn2IS875fP9vGCbwti8DgLPGXQlM3QnU78Po6omlndggc/XE+ShTPYjE46513f0xpaw6x7TKzQ3cDVVyjviy1meacI/msHxHqJLEFdHRJBk+RbNboXmU/kWEU3RLEASYMCEJEhRRKsgszSkCmJ7WeyLUhblVo9HM6FoOABpH2rNTCi1XOyKHWvOgxmYelx1V9ys62iNs2V1uZRLsf3tyPydVkpiPS247LBlRHoGYdd7oksxlOmpmfU5F1aynPbbOmeJbavXX3tB1nKwFGFWU+TIGshYGrJ7dPCZ0Lu0TOeeVjSbJRZ+LvPvmhCyIXIui2XhklaMUIPdaDapGv6agTjAr0nXr1uGdd97BXXfdlfNaY2MjVFVFWVlZxvM1NTVobGy0t0kX4anXU6/l26ajowO9vc5fkHfddReCwaD9b8yYMRmv1/sqcLirDQmT32QNsFbWDUlFJB4rqs1MZWVfv1SdMyJeSq6dejY+yxFpLRbTNHH33Xfj4osvRn19PfTysVj1vdX424sv4d133+Ua86GHHkIikcDHH3+MF198scQzPjVxivoVm36c4ttfW4uv/K+DOGvW4v43zkNlZd+CkioXJ8TH+itRrnm4BUQ6fkXHsd7OonwhUkwuq8ZHLn3FefCrOlpDxWU1pHPLlb/GT7/7IC444/QR4sVExOsqJuBbX/wRbr7hJ5CK6BowVEndoPKaEomCiE+7WvHonrfs51jHEgBsatqf87yV8lj49VimlmbRam9rE3a1HGF+n1fWUJ7WJ12X8rtq9/fdlXrJq2g41tvpuh3gLHwDqo6OpOA8EerGGF8Fl8hSJBlRDnfwUhgdZddCA9ZNdXes8Jvh7DF40ngtQVYC0y44L1CwR+hLZCIGILsmmyeymn2MvQpvanqm8tUkiave2MyKZvJG+hNZ5WqGrHCZrDlldvDgtiBUqrpsg8PNvVSGdk5YNdnFp7mnt4QsFKdr1er/PsBmbYcOHcLNN9+MP/7xj0X1hh0Ibr/9drS3t9v/Dh06lPG6JIr4pPMEQrFoUa2+AKA3HsGR7vaihPi0GX0LDV5fca2CSkG1x4+AevI/0w8++ACbN2/GrbfeCq/Xi95QCD/5+V2YMWMGHnvsMebxIpEIfv3rX2PEiBGoqanBbbfdhniJHBpPZYoRGycLr6+vto/XrC2d1nAPOiKhoksuJNEy2yt28Q0ARnnLcDzUVTKDNVmU0B0Ll6TFDAD4tHK7P/bpQrHXxsL6ZZgx8vz+NzwFsUyeYkwO5dncPPditIZ77HOepUYcAM4ZORHvHjuY87wJtkU2n6pnmJPxsnTcLAQ5TEAXVtfjqonz7cceRc0bPclnBHWwswVVuuWBUal7++0J7iTMLGdmS3hH4jH4FY1LjPAYgSWLczKe40rlhkOdJqNYcDJ8Y/16dmplBKRSZws/Nk4mdjqHcVe2gAb4SqGySwgUzsgxkCk0/YrObKoH5BoY8hj8AS7maDzu9FkLA7rMvmiSmk8pcFsQ0jhT5rMxeFqPlah1nRM8i1ROiAJ7azanBQaurB4wCvGtW7eiubkZCxYsgCzLkGUZr776Kn71q19BlmXU1NQgEomgra0t431NTU2orbVaz9TW1ua4qKce97dNIBCA4dI/WdM0BAKBjH/ZGLKKQ12tRUXEAWB8oAr7Oo7Bw+kQDliptz/+t8X46c8vK6q++1Rn3LhxePLJJ7F06VL7hliWZbz55pv42c9+xjzen//8Zxw5cgQTJkzA7Nmz8d577+G//uu/BmDmpxanghAHgGX/NB3llQYuvpS/pVqKc0ZOREuou2jxDFg3u4097bZ5Gy+CIECAwF1z60RTTwc+bC9dlP10o9hr41//9V9RXV1te5wMJwKqgfZwqKh+wqnr72BXn4cEi6gvUw34ldxFYtbe5uVZvdHTYREpqigjnGC/+RMEIeO7yKdo6OmvRtxlYheNnop5I6ysv0LcuZ0EnlUXa+1Hd9Tqb86zPsjjMu7UvsyaJ9vvdooAstcN5y4y8S0IOEQiRYkpJdxxYaGAEoaccRwWzrhM35C5SMHrvp4tfFWJ7xrKXlDyKTpfZB3ZNdmlqaHnHQfIPX9KZUQG9LU8BKxjyCtePbLGXEvtFO0vVYCct2+3E+zXfO53z0lpX3bJJZdgx44d2LZtm/1v0aJFWL58uf2zoijYsGGD/Z49e/bg4MGDaGiw+vs2NDRgx44daG7uu3Fcv349AoEAZsyYYW+TPkZqm9QYvFw8eirawj2QheJupqeV1yJhmo43BywEgnpGFPB0xDAMfOELX4AgCBk3xPkWXdxIpbkvXboU1dXV0HUd11xzDX784x+fEiJ0ICnGGfpkcsFFE3H7jy/BlKnFG1ZV6l7saWsqWjwDQLURwNHuDru+sxgOdbWgsaejZEL87NoJGB+oKslYpyPFCPF4PI6HH34Yx44dwwMPPFDimQ0+atJNttgSj9G+cq4aVcC6QR1h+HOySFhbkfbGovj7ofe55pCOJsnoZbwZdUIRpbxGQ9k9stOZWzXaNn3TCkiHzG7RBViZPolkJK4jEuKK8gO5EeSmno5+U9yd3M6tsfh+fzqs9dBOrd1Mk80dOrsGOoUiyYgwCE7T4XPiag/nEKFXeAy7sgS9Kkpod1nMykf2wouVtcArfDNT0/n7iPf9/dV5Ir1ILQz0jcMVMYbzIgmPqHO7ftJTpt89fgi/ee9lrjnx7J9TxwYrGFEak7UQY8eGUrWqdMoS48nqARiFuN/vx6xZszL+eb1eVFZWYtasWQgGg/j617+O1atX4+WXX8bWrVtx/fXXo6GhAWeffTYA4LLLLsOMGTNw7bXXYvv27XjhhRfw4x//GCtXroSmWX9YbrzxRuzbtw/f//738cEHH+D+++/H448/jltuuYV9D9NItfop9mY6VedViptyog+v14ve3l4kOM0X/vGPf2D79u1YvXq1LTzvuusuHD9+HH/6059KPNtTi2IMqU5VovE4drccLYkQD2oGjoe6oBS5iAcA59VNssYq0ffHuSMnZqS8Emx4vV6EQiGu752//OUvOHHiBADgZz/7WU422KmOIlkRvbhpFpVZck7tBGz49APu9/sUNSetPG6ytRCdUzUKo33ljq+x3Jz5FM2xZp2HfDdtpllY3agoiAXN30n4pt4nCKmIPV9/59TQ8UQCj+55C899sivv9m41saW4SVYY98FJKCisKeXITQUH2MWUtf+5UTbmdmoOGRCGxO5Unr1IEdSMIgRreiRbZY6spsbJ7rPOmlKcGiedoiL9aY9VkS8i6nSZW73ES+MurkuKvZiTKglo6aedo7PpG/tijlPkmCeS7b5YMTilp1ZJS2lC+yVXkvfeey8+//nP4+qrr8b555+P2tpaPPnkk/brkiThmWeegSRJaGhowFe/+lV87Wtfy0hDHj9+PP72t79h/fr1mDt3Lu6++27853/+J5YsWVLU3AKqgebeTruPZzGkWqIRpcPrtcy6eCO3I0eOxL/927/hkksusaNc48ePx4YNG/C5z32ulFM95ThVUtNLyaQyq3+1VgLnfF2S8WkJyloAoNrwo7FIjwmidHg81sIqz/fOPffcg2nTLLf/cDiMf//3fy/p3AYbRZTQG4sW3a5zjL8C1YZVLsYjtioNHz5uP5bxnMmYmq6IElpC3Y69slmiGH5Vx4SAe8YOy/7lqyfMrocdKEzTtMVMsa2FWsPWNeS24JH2Sx33TRDY+xRno0sKehnEopNQMGQVLWGG7wMXDwXW4+k0l4DK7uKecMg44KmDzl6kUEWZy/E6kZXdwS2gHTIGeMhJlecQmEBuCYAhK8zZC26UcqygatjnUHukF+eMnMhlKqcyZngAzmUbrIaI2QswKRSOsphSwepRko+i7ypfeeUV/PKXv7Qf67qOtWvXoqWlBd3d3XjyySft2u8UY8eOxbPPPouenh4cO3YM/+f//J8cB+cLL7wQ7777LsLhMD7++GNcd911xU7VviFXJboBHoqkhDivYJw4cSJ++tOf5qS5n3feeairqyvZPE9FTkchnrre9SK8HFKkylBKEV0v1zw41tsFlVrrDQl4v3c2bdqEN998E1deeSUA4KabbsJ9992HAwcOlHiGg4dHVtEe6UU0UXzHgHA8yi2yao0APsoS4vGstNBCWFQ9Fs8ceI9rDunkq8lmuTeTRdE1RdNk8JEQBHClegoCEIrHYCS/I1VOIZ76WDujIZxVMx7t/YhYJ7dzwGpHVOyNNauAceoBXmX48tbvZ+O2aMIqFJzm4lU46nIdxkkXYwWPk9Mnm12IpeZTijphp/OGZ/EmO0LPb7KGLNd0vpR7JzwcY7kdBlWS7DZfsUQC5ZqHy+SOJ5Lt5AfB6i7u6gYvsndsKFV9utM1xstpl1u9qHosxvS3WksMCsUK8XROx1TsfJyOQhyw0rZL0Q1AEkWUax7UenNNIFnxyCqOhTrtm19icOH93rn77rsxefJkXHDBBQCAFStWoLKyEj/60Y9KPsfBwqdoiJsJROPxohehRhh+HOg8wRVFGOkNoqmnI+OGO85Rtz67chTz73bCy+kw7jSOW2olS9sfD0dboRSdkZC90MjrHp0SQ23hXoww/P27uMM5NV2T2PodOwkP1j7FTrX4qijb0f3C5uH8WSmizCRcnKPzHO3LnIykZJlZfGU7ynPXZJcou8PJNUHmiIpmj2PIpUmVV0W+9lVOFGLCWCiiYPlBdERC2NdxLKNjAgtcEXGHBVPL96Dw3+/2XahKEsIlioiLEJhLWpwMTCWBvbzntBPiF4yaQimhQ5RSCvHTVXi6cboej1Iamd0w41xUJlsGFYMgWK7pbg7OxMmF93tny5Yt+OEPfwi/3w/AuuG4//77ba+T4YCarE+NJGJQiszgmD9iDD5obeQqFUmlNqb37+bpPKDLCiYGR2BfVnSdFb+qozPCHlHKJt/NtpuhmRNqP3XEbpEyXVJwPNRpG795ZY3L9VkVLQHdEurGCMPXb9qx276xio9SRKScbvJrvQF0MHy+Tu3YAEsosN2UO6fgMjs6O+xTpe5Fa4it/MZEZthPFES+VlsuqfusWRzZ7cIAPqfy7BR3jbMtW3bKfaorSilQORY9+vOcCMWimFc1hjvtnWchxs04kN2DwWk+fH3tnbCM6Bij9C6dEliP0WknxImhCwnxgSN1PErVv5oojm/O/AwuGnV69eseqvB+7+zduxfXXXddhrfFlVdeid/97ncln+NgYaUKJxBNxKEWuYBdphnY3XIULWG+7+WvTj0LTT2d9mNeJ3e/ouOpfdu45tA3hsbVNikb0zSZBJ8b/ZlNuR0mXVZwvLfbFuK8KbqGrKAnFkEkEYMhq9wC2UpZtfbjveOf4kDHCb6BmMiNHlsRw8I/X9NFQFufS+HH0y1lnxUn4WJIKnOkzmmRgucWwil66Fd0dDL2EncaxyMr6GGM7mYfZ37Tt9zjXKp05dTiVqmImwm0RXpQbfi526zxLMQ4nUOs5nhODuVAbseIN458xJ2RoEh9ae5bmw/iuU929j8nx8W3vtZ8bzcdKOh3kxAnhgylFuI9PT0kPJN4PB7E4/Fh2ev4VCSg6ky9lImBg/d7R1XVot5/KpA6R2OJRNGp6aIg4tqpZ+PCOr4FqErdi23HD9mPWfuIp7hkzDRMDlbbApjnb0Q0Ecerh/c6vsYy3IlQF3a3HGX+/dl4OVNrvbKKg50tKEt2glElicsVOxVhC8Vi0CUZAgS7JpWF9H7HbzXtxxtHPmIeA2ATQ071y7IgIsYQrc13U84UZXMQdjw4RcRlUUSUNQKN0ghNp/7oHkVFN4cYzP676VM0dMXYBH2pBLSTeZzIee5no8t8ZSJuBFQd7x0/jErDB13ia7PGg9O5qDN2AnDqAgBkLgyYpom3mvZjU+M+rnmmLw409rT3W5ri1BIyNU5qwSt94TgfJMSJIUOphbhpmgiFio82DAeKdaQniOFKMa7pwPAW4gDQG4+gKxouSUlXtcePOl8Z13tlUcpw444lEpA459Qe6cVvd71uO4azpriP9AYdS0vc3H3daKidgCqXchcWQR9QDXQwGnEBQIXuRVNvh+2jUaF5+21r5IQuKQjFIna6pl/Vucyg1GR9dypTwKsMfJmHk5lUdm90ADjS1eYaUXYT0BqrWZtLuiuriV3CpWUUc2s6h/penh7QjjXrPG3ZHMSPlyM7xclVnidm4+QIzmtol00pa8QBYKQniE86T8CvaI7ndzaFHI9oIt7vuZCdvg8AelZEvjMSyit8C3HLT73/7eZP+pm1M5rYdz6G4jHokpJ3QcXNrE0RrZafqXkXAglxYshQaiFeqrGGA3Q8CMKZYq+NlJAfrtdWmerBR+3N0IZAt5FwPIYXD+4GYKVa8jq5f378HADAoa5WxDhS3Ot9FY4323EzwSTqNUlBb9w5KsgyJUNma9mVYpy/EmP9FXYHB/7UdMssLiW2WPtnp9CSUcCeWAQTAiNK0s6sPwqtxf/Th1vw9P4drqM4m0kxRv7g3JvYYDTjcxIJPBlYTiZruiQjFGM17Mr9/YbEnh7ttGiiibItfAqfT+5nztN5wHR0BGc/9917ZJem/hmwFt0Ay9+iEAo5XZ74aCv+dqD/FO7sa8MjKxmGjv+x63X8bvc/XMdwylpJfw0AemIRnF83OW9ryfTts1ElKyIeikURjkdR4wmgudc9om26mLWlfxcX+tVFQpwYMpTyhpaEZyZ0PAjCmWK/d4b7tVVlWBFb1lZhA4Esithx4jAAKxojcfY2L0+mYofjMcQS7I7wgiBglLcMe9sye5K71TK6UaYZaC+BaWNQNdDBMY4kivjipIX2Y9aU7BReRcXH7cdQoVvHlbcfuSFZKe6t4R6M8pXBI3OmLzNEbd3Eb8Y2yTvq5t4Ox9fdUtNZXeiz+3anUBj7XFvzyb02WNc0nFKCNZk9Uuu0T15FZa7tdpoPt5O3Q8ZAlDGl3CntWuMw63I6PrzXohsjvQF8fca5BW1b6OLX0e72nO/AnLGQmy2iZ0X7U9/HbhTiut8a6kFQM/rZyn2BwSOr6I6GcaDzBI52t1vmhnn8TKzU9NxrjKeF3eD/ZSWIJKIowjCMkrUvA4bvzTErw10sEAQvkiRB13Xua0NRFCiKMmyvrblVo3F27YTBngYA4H9MWog6bxniiQTiiQQUTiEOWOZv77ccRTQR50q796s6nt7/XoZAijPWrSuixGWalI0us9Uiu1FIyqoTfkXHp91tqNCsvzO80TwlKaqO9XahSveiXPOglSNVPt1xet3eLTjS1ea6rbv47UsHD8djmBgcgWrDuX2lUw00YJVTxNMO6JHu9rzzduuXbDk6M0TEXczjWHFKvdYlGb0lONcMDkHvNB8uAe0wzv6O4ziWJwLqhFMJgM74WbnBey26IQqi7QVhPXavZXc7D4G+9ly9sSimltcWEIHOLf1RsloM+hQNE4Pu4yQcSiTS9yNhJnAi3I0RyTIfniwar6KhOxaBLIi4bMyMfp3lnbIqgNR3X5ypTImEODGkKJXbOQnPTOh4EIQ7xX7vpMwhhyOaJOPckRMHexoALGFT5w3ieKjLNSJRKDWeADqiIfREI1yC/nNjZwEAWtJqGxOMqemCIOBQV2vRPcn7c30eaM9SVZLRG4ugzhcEYKXc8xhNpSLiHZFeBDUDmiTnPTZu++WVNXQnDbwOd7fhH0c/dh+jgLTy3lgkQ8Q4jeEmXFJDR+Ix/GnvZjT1OEfVAfe6U9aFDbe+5qF4lKNmPfM5noifE5rE1i4KcElNT557LJjIjYg31E7gEnA5KfecrcGcxy7JMI7ky1px69udel8oHsOJUBf8BXg4OI0lCoItxNvCPTjU1Zo3iyXf55LqtHCspxNeRUumvbOfn7qsJNPSY9BkOVmj735+ukXprdKEKELxaMGtOkmIE0MKEuIDAx0PgnCnFEKcrq2Tg0/RcSLUXRJxOSFQhaM97VwRcUEQEFQNPPHhVvu5OIfxGwB87NDXvJTieaAbNOiSjAvqptgR8aBqoJ3DPM6jWCLv7eZPEFQNeGQ1rxFXvrZsoVhf2UFZnpRVN0fmgKrbZQOt4V7b0M6JQkoSjvV2Jf/PF3V1rjtVRDkj3Xmfw/mSOYrzOJW6l6me2inlnrW1mxusrd0A53p+XVaYF7KcsiA8ssZlMJhNKR3JB3IBTc+TkeCUMZAiZSIXicdRpnmSCyF5IscOn1n6455oBOeNnJR3AcPNoRywXOo7Ir2QRQmqJMOraFwLIYZkCfjm3k5U6T4r8yPPOG6LFZpktZ3riUXgkQszmyQhTgwpSi3Eh2uUihVK1ScIdzweDwnxU4Rp5TXY05q/LrFQxvor8UFrE3eP9G/MPA+RRAz72o8DAOIcdesXj57meMPNKp6VrJ66vLiZVuWLSgmCgEU1Y+0b7Ardw+W+nkoznhAYAVmU4OHs154Sed3RCGZW1KGpt9N1/m5GUOkR29ZwDyp1r6t5XD4zqRTtkR7MqqjL2z/ZTdDrsmyLpqPd7Xhq37a8v8ttHJlR/Drtl8HZgzobTWKvpXaL9LPidHw8ioJeRhM6J0p1fICBjojnEb4OmQcpUhHoUDwKVZQRVHV0cSxgpPatPRKCX9XhkVX374w8n3uV4UcoHrUdyg1ZsbNhcodx/w7TJBkftDaiLdyLoGrAr+h5F5zczsXU4mFXNAyPori+Px0S4sSQgiLiAwMdD4Jwp9jUchLiJw+voiFuFpfKnaLG40djTzsMWeUe46LRU/HsJ5abNmuNuDWHAP5xlK9fdjpWWnfxAsArqxmOxilY2rzJopRsW8TOvo5jONh5AoAVlT7B3U4thvaIdVOtS4qr8ZVTnS+QbKWWPM+iiRhUUYYqOqfzmkj0a/jWGu5Fnbcsr0GZm3GcLvU5MT+2dzMA5DX5cxuHOcXdIf3WYOyN7kZ/5RTO83FuE8dsQueQMeCRVfQw9iN3IpXiXCoGqmuAJ8+CQf7UdGv/OiMhBFQdHkVDZ4T/uPXEIvAqKqoMHzpdhK/bNQoAhiyjsbvD7vwQUA10RpwXBhIuTueAtZg4PlAFEyYkUYQkihn+Do5juUTEY4k4OsIhBJT+zeMAEuLEEKNUN7QUAc5E0zSIokgZAgThQLHfO8VG1Ak2jnS3Y19H/vTcQkilpPuK6Fc9vXwkwvEYEmYCMcYacQCo8wbRHunFgY4TGc+z3n/zuFA74dZyK87R5o2Xy5Pt5byyijiHc7TVQiiCpp4OjPD4EFB1V9fxhJlwjB4rUl8/4M5ICD5FczXiyidcUp9ja6gbo/3leaOlTu2wgExxNz5QhYbaCXmN39wM6Fjd7J2ifqUWmizkO84sOO2XIasl2a/0ftRFj1WiRQ8n8pvKuQtfj2ItWLxx9COUaYZlqJjHXby/77FQLAJDUuHJ4z2Q73MPqh4c6W63jdqCqoE2l0Wq/loV5usb7jSWm6gHgK5YGB6lsAVeEuLEkKJUQny4OxmzIggCRe0IwgWqET+1WD71TPiVwvrh9sd3Z1+AMb5y7vcbspV+uOvEUcQTCa5682rDj//38TtFpZYHVAMdJahxLdec08pZe6TniybluzlfPW8xJiQdlHl6XwN9YvFwdxtG6H4YeQycTDinlSuihHAyjbs7FrGEuEvdqGk6R2qBPnfqaCKBMtVAd57FkoSLUEgX0Ps7jluR9TzRWzcDOtaIuFMk0nK8Zk0pd36e9eN1M8VjHcep9l0WRI72ZbnPyaKIKHM/cufnWevNWRbvZNF9f/MLXwPtkRAmBEbAq2ioMnxcWSsirOuiJxaBR1FhyApeObzXdT5u3wXVHj/2dRyzv4fzdRjobyHnkjHTcoxJ3TIS8s3JNIHeWNSeU3+QECeGFKW8oaWb40zoeBCEMyTETy0qdR++NeszJRnLkFVuwZfOi4d2I2bGuczaPjt2JgDgN++9bN/4sU5JFAR82Nac87ybGZkbPkV37N3NmnaviZKriVa+YbI/C57MXE2U7FpsQ1ZQoXnREnLOBnOrh02PbFpu5oIVNXWKiOcxk7Ki89Z7+jvP3FoipafETwiMgC4r2HHiSN5x3Ezfoow14tnzkRz6W/fnB1DKRAp38VP4ieL0eamS+/nqPpfc53gWKtyOT/pY249/antRsI7jhCq6dyRwKwEAgLJkS8HU70qZk7GiSFLS1CwKQ1JQqXtdW5jlE9CKKOErk8/AzIo6AKmMHuf59CfEK3Qvajx9LQrzLVw5Leak2NdxDMd7O+EpsOSJhDgxpCAhPnDQ8SAIZ6h9GVEM35hxHgBw9zYfYfixet5iAMB7Jw5z1YWO8ZWjw6E20opkF36HrsvOtebxRIKpXVwpU5jzGa05EVANtIV78HH7MQiCkEyndYmIu9V6yrk39G435tb83IV4VzQMOXle7Os45npcTMBRQEtiZj11le51fH8Kt77LKaOtQnESG9n9rRt7OvD7998seMyBQM6z6OOE0wKDKIi24VcxlGJRL4Ui9pVH7Gs/jqf3by/Z2D5Fy19L7XKta5KMI93t9nkqC2LeVHzXzgaSglAsYnlPiKJ1/F0Ov9vCUoo6X5ltkqnmORf6SyfPJtXFwXWsPJ/1oa5Wu269P0iIE0OKUgtxujnug+pYCcIZck0niiGoGajzliGaSNiCixVBEOBTNPz90PvMaeCAZb7klAoZL6C1VjpeWXWMHueL+jrhV3TXG30W8vUFdpuOJIpo7ulrE5bPydot3VkVZUQSsWSU2nrOTYjnOza6pOBYTyf8yfZnMypGukbZ0n+X0zzbw73wKarlfp6vx7HLZ54e5W8N9+Dud9fndaV36iMOZB73ruRnzLPokq93NAv5xJcTA+13UCp/NY+s2tkU8aQHhesiDuMv9Sqqqyu4m29CipiZsM9nQRC4jqVVE17YOcPy3SMIgqsJIKvHgEdWHbODgPwO/jMqRhb8OwAS4sQQgyLiAwcdD4JwhlLTiWKp8wZxuLsNqlhYFMSJb838DMYHqtAe6YXCWGueugHNFmgJRlEfUHVH0co6Tn4zqMJxSwfvj85oCCO9QQBAWTJC7kTCJeU+leIaikehS9YCh+ZiZJfvplyXFDT2tNtpqgFFdxfieUyyREHAiVA3gprH3j83Eg5u50DSgC4pWLc2fwIA+YW4y36ZZp/wO9rTjnpfhWM2Rn8oYl8Ls19u24A/f/g28xgAT0Tcfb9KQak0vjcZtTZNEwkzgbNrJ6DV5TzOd+44IYuSq49DvtR0APj2zM/gotFT7ccftx9jzlrxqxoaezsKqqNmFdBum+aL9DthSO5ZPfnm9Nn6mfj2rPML/j0kxIkhBQnxgYOOB0E4U2z2DGWbELWeIN47/inKkkKJB0EQMLWsBh+2NTMLcQAY6Q2iJetGnbW2WxAER8HNFU0qgYu7FbljH+d7cy/GNZMWAbAWBfLVjTrXZVs9t9NNl9xT0937iAuCVW5Ql1wU0PIYcOUbRxJEtIZ7UKZZLZGmlNW41iK7fVbpgjUUj8GQ1byRdTdxly7oOyNhTCqrRkse52w30uuy42YCrS51/PZ8XESdJmb2JO+ve0ChrfhK0TrsaHc7nj2wk+u9XsWKyIbiUQRUA72xiKMPBFA6R3mg/37tUlbWz6RgNbMfhC4p2Nd+HBVpZRaC4HzM8xmjOeH2sbG2y4skYnj32CHH1+J5RH0qu6lQSIgTQwoS4gMHpeoThDMUESeKZYThQ9xMwFtgyxo3Kg0fjoe6uVLcK3UvHv/wbRzv7bKfY40CAVYdc7YBV5zxRl8WRWw/8anjayz3wz5FRxeHG7wiShmCgTVKlrrx74iE4Es69Lu5WOfrczwhYBlQjTD8AIAK3ePqMu0WyQYsQXe4q9XuFuDNU+PrWveeZvoWVHXMqqjLa7Tmli2Q7uLeFulBle7lKkNILQykxFeNJ5BX/Lp9hh5FQ3fSRb4zEsIDO1/NO06+zyv1vkg8hnu2/T3v/F3d4NNS7h/buxnvtx7NO44bqVaCbeFeBFQdU8pqXBfVWMVqPlij637V2eAxH9FEAp90nkBF2sKlW2ZDwkxAZolky4pj2n3CTOQsIuRjUrA6Y6EgZ6wSHW8S4sSQInVDW4qVSIpSZUJigSCcISFOFIuRTD3WCjTocSOo6jjQcYLpxjPFhEAVook4/vDBRvs5nnrYMb5ytEcye/EmEmyp6aN95S7pv+510E7osozemJtBWvEk+jk+PbGInVbuWiOep6bWo6j4/Lg59nlRrnlyjm0KN9d0AJhaXoMP25vtiHgwT7s6t+ioR+lL89/cdABTy2vytp5yE3dKmmDSJAU+Resnxd35eTXpbh9JxDG1vBY+xb0mNx+a1BcRf/LjdwEgb4Te7fikR/rfO34YgNX/3Q2300YA7CyOMb5yTCmrYXZkByy/hu5oGK3hHpRrXgRVw7WvOGvmC2BlJDilXrstwLgR4PCDmFxmLVCN8pXZz6X2N5t4gRkMKUa4tFRjPUayKCLu4mHAujCZDxLixJDC6/XCNE2EQsWbvNDNcSZ0PAjCGa/Xi1gshkiEL5XW6/UiHA4jzuBITAwvDFnBDdPPYY4+Z6NLCsLxKBIcDs6qJOPmuRcDAA51tgAAovE4VMY0d1WSbUGTgtVAThElGFJudgBrtM0ydcq9LlnHSa9rTieRx5HZNIFwPGaLaMU1Ypf/pnxqeY39s091Fy35WiKlSh5SCz56vjZNedyhTdNaOJgUrMYIw5dXQLuZZKUWJOKJBBRBhJHH1ArIk56cdOjvjoZhSEqynMF9Pm6oaSZ0E4JVAIA3j+5z3d5t8cWQFNtAzJAVVOk+HO3pYJ5Pue5BdyySPHcU+PN85vlQJRnRRAJvNe6HLsvwKZrr8TEZxSpgGSo6+0GwRdeDmoEOl8UlN0RBxPXTz7HP59R8nM5HazGRJSLubM7IOo4sSojl7bVeGglNQpwYUni9VhpIKQQjCc9M6HgQhDMej3WTy3t9pL63qPTj9Ka8n7ZShSAIAkb7ylHJOZYsSlg2bjbeSdY2RhKxgtvopLh0zPScNOF4ss0QC/s6ck2cWKNS7jfVbPPRZdkxmpiAu+iQRREnQl12FDq7dVeK/syt0lHy3Nzna4k0zl+JxWOm940juTun54usA0AoFoMuyRAF94hfahwnQZ+qc++JReBRVOiywtw7G7BaaPVEI2jsaccIwwdvHqGZj/RMheO93fjChPl5rx+3hZP0nu9d0TCmlNdwCWhdso5HTzSMoGbAr2iu5npmnsUXwDonVElGva8Ckii6GqzxZL4okuQofFnrzfP1286XuJKd9u16jZoJSCLbfJyuDdZIvypKrgsMpTTdJyFODClKLcTpxrgPStUnCGeK/d4p5fcWQXxp0gLMqKjjfv+08lp81N6M91saEUuw1UUCVv1xU08Hnv2kz2SKtR85AIwLVOVESlmjbV4X07d4gm0+hqwi5CboXcYp1zz4qO2YLcQBOPaa5olGOpHPJCuoGZhbNdp+7FavDvQfreuMhuBLtp8SBcE1zd9tHEUUEUsk0BUN26ZUUY5sIGsfYuiNxRDUDARUA+087uuS1WoOsARSjcefV0C7ZUF4FQ09SWHa3NuJKZwmdHrSbbszGoZP1lCmeVyN6PoTvc09nWjsabevYbdNWaO9AHC4qw2bGnMzB0zGaG8+13qWrwy/qjsK33iCrf+3ewkJ23UqCAL0Alzdi4WEODGkoIj4wEHHgyCc8fl8AMBdEkNCnCglpUp5fPaTHYgzGh2l+Jc5F+GD1kZsP24ZrsU4eqQf6DiOv+7bnvFcPME2HzfRzpoq71d0R5GXr/a9LdKL7lg44/NwEq6s0UhBgGP/7Hyp6dnkc5PPF1kXBOBIdzvKVGtxQZPkvILesQ2aKCOaiCEUj0JLtnYTBOuzZUGVZITjUYST4/hVjcuYL72PeMI0M/pvO+GWBaEka9YB63wPqAbzPgFWyn04HkNLqBsVugdB1XCNiOfLyACAf556Jq6ZvMh+nK/EgnWh7JzaCaj3VzjOiUX4yoKIfxz9mOl3O+GVNedUebAtDHgVDZ2uKe5sx0gWJddof6kgIU4MKUiIDxyUIUAQzjQ0NODBBx/ExIkTud5fbGo7QZSahdVjAfAJaMASSbMq6vD3Q+/jk84TiJtxSAJbrfkXJszHpOCIjOfijM7FbrAaOLmJPLc6aAA4b+REfHPmZzKekxzSuVmj/FbEzqHWvB9Rlo5Xdk93dhPQgJUOvqe10TbJCqgGOiPO6eAJmBAdPiuPrKA7GkFHJIRAMrIeUI28bdmc98EqO9jYuA9eWeWOiOvJ2u6eaAQ90YhrCYG9Xy7njlU2YH0uvfEIZEFENI8Qd/sdiiihOxZBW6QX5Zon76JJPJHIK3oDqo7RvnL7sdfF0C6aiENm9ILwuMwrnsd80IlK3YvJweqc51kNFd1aHrIK6ICi491jB3Oe53GWD7pE6UvVcx4gIU4MMUopxCkVO5OUEE9wrPASxHBGURR8+9vf5m7/QhFxYqhx4agp0CQZXdEwVJHPyX3J2JkYH6jC//fRO4jE48y9zas9frTl9DVni2QDVhQ6O4IcT8SZBL3PxQjKNN2j7mWaxxaaKSRBzKnxZk15LdM8aA3nLorn6yOejZbHrC1fmnJXNIzD3W12GzRdktEbdxaJbincHsUS0H8/9D70ZERcdanLzeeSb8iWgJ4QGAG/qluRbZ4Ud9lKRW7q7Sgoldhyuc99XpUkhONxROIx+BUdgiBgX8cx13Hc9qtMM9Aa6sbhrjZ4FS1/DXWehSAn3BzqWTNNgKTzvlOWCGN0XRJFxBwyPFgNFVPnQ858EuzzSbULzBiHo4Qk4HKMSgkJcWJIUeqIODkZ95E6tr29bO6WBEHkh4Q4MRSZXzUGH7Y1MZu1pXN+3WQAsI25WPDKKjoioSzTN3Yh7lO0nEhp3DSZews73eSzrr1pkmynL6forwVaNmWqJ2eBAsjfRzwbQRAc69Wt+biLu8vGzAAAexGjUndu9QS416wbkopQLIpyzYNaTwCAlR7uZLSVT4zJooTuaBiNPe32PvEgCiISpomEaWJKWXXyOcE1rTzhcu74FR2d0RC6YxG79r1c87hGdt2ion5FRzgeQ2NPO9R+TPFYjdGMrC4CpmmiNxZFzGTPfHE73qxzAqze6dnHiVXQu84H7AK6TDVyDAQTZv7sAyf8HK3ZWCEhTgwpSi3ESzXWcICOB0EMDOSaTgxFAqqBw91tRQnxKsOHsf4K9MQi0BnHEQQBB7tacM+2v9vPxRmjW4AVuct2044xil9dUrgcubPxKGpORDJfCzQnIokYnkszwkvBavrmtv/5BJBHUXHr/Ev7Hssqel3Spt0EmS7L2NlyBGWaxxb0vNHVw91tGXXBsii6usH3R0ckBF8y0u/L41QedzEjM2TLZK03FoWRjKxXewI5Cy9A/rRrSRRxtKcd9b6++mu3xQhW0etVVPSkfV6bmw7g/h2vJEtQ2DJWAJdsE47FMifHc7fjnI+4GXf2YGBcZPCpek6dOE/nh1T2x0BCQpwYUgyEEKebYwsS4gQxMNC1RQxFUv2r/cnoHi+hWAzbj39q99Nm4Z/GzwUAHOvtBMBXI+5RVBzv7cp4LsEoPHRJdjRwYsWpZjRfnbkTk4IjMC5QlfM8qygLx2OObcNYxrHM2pyFr1vNekpc7e84bj+XHalNn0u+SPcNM87F9+ZebD+2+sa7G63loy3cg/Kkw33KMM2JhMs5mOoT3xkJ2an7ZaqB9rBDjXA/n3lXNIyo2ffZWGnvzk7eLGLVl4zap3jj6EcAgLZID5cpY60ngE+72nLmxJqd4NSVIMHRaUGXlBzhm2DskABYmQy5ZTFx5gWGoKqjnbFHOiskxIkhgXYH/AAAJetJREFUhSzLUFWVIuIDABlKEcTAYBjWzR9dW8RQQpVkXDhqCrxFCvEvTV4IAFxCfHIyVfi/PtiEj9qaueo0x/or0NjTkfFcjPEmXxAEHOluY/q9TqiinFPHHGcU0B5ZdYyomgxmbQBQ4wk4ps2yiDuvQ4Q/RX9GYunCT0/rwZ07F/cxyjVPhveAIecKsUJIwMQ7xw4ikHSDd6ulBtz3S072eG8Jd6M82ePakFXHGvp8be8A4HtzL8ZXJp9hP/bIzpFV1rKG9HZ+qdT7S0ZPw6HOVq6IuCSIeOnTPRnPxTkMHgOqjrYswcoTgQ5qRk6pBOv1BVh1+i1Z4/AYVxpFLAwVCglxYshRKrdzEuKZUIYAQQwMoijCMAz6riGGHCn39GLQJBnfnX0Bd1u1lbMvBAD8df92RBlN1gBLxOxqOZLxHE/f5MnBase2YSzIopQR6QTYU8oFQYCa5tDNi1/R0eGQfs2iWWRRcq01j+epO67QvFg6blbaXDT3RQGGtH2rZr2r/w2zqEoK59S5ZRmmOd/r9CfsWkN9kXU3A7n+FjsUUcpYVPEqmmNpBGurML/al3LfEu7GGdXjMNIbxKGuFqgSuxCfUTESJ0JdOT4OrNH1MtWTkzkQS8SZr1FFlPB+y9GM56KJOGTGjg2Vug9t2fPhSLkHgNZwT9HXaj5IiBNDjlIJcYoAZ0ILEwSRy1133YUzzjgDfr8f1dXVuPLKK7Fnz57+35gFtUskhjOGzGbUlo4uK/jq1LMAAKF4lPkm3ylKzOMSrUhS0Q7IHjmzRhfgM7cKaAZaXIRiobgZ0LHi1ps632LHiulnZ7Ss8qu6a+splkitT9HQw7FPF4yaglvmXWI/rtC8aA07fx/nKyVIwERvPGqf70HNcHS4Z027tky/nNzO2c6dlDEdAHRHI/CpGgKqgXA8hjLNU/A4KVIGjOnp1zGORS6vouakcEcTcaiMUfrJZdU5zvexBHvHBo+soDlZDtM3ToJ5HGssFU09fWPxpNzng4Q4MeSgiPjAQMeDIHJ59dVXsXLlSmzatAnr169HNBrFZZddxnydkBAnCHdqPAF8pm4yDna2cJvH3f3uevvnKIc51WhvOQ51tnL97hRO5k2sKeWAlW6f3RqLtTexJsk56bc847j1ps6Xfi0KYs4+O23K2gNaFkVEXdqg9Ue6eLRSwZ0FvVVz7Cx/qnQvmtLKINxM6FjTrg1ZcUxxZ/UXAPqM3zoivQgoum0s5+FcLJtbNRrvtzbaj3lS06t0H45nnYuReJz5Wrc6CmQJeg5HeFmUcpzzebJxAGBO5aiMLI1Ygt3nIh8kxIkhBwnxgYGOB0Hk8vzzz+O6667DzJkzMXfuXDzyyCM4ePAgtm7dyjSO1+ulsg+CyMNITwC7W47araFYSKXYv9/SiEjSpExhvBke4fHjOEfaczqeEkWha4wA/nH044znWINsFboX7xw7VPRcPG5Ga3kEqxNOWpnVEyCgGjm1xqlxWFK4JbEvcpwzVh7xO7W8FpeMnmY/1mUFIYfa93iCLWqsJx3Zc+bCeIwBK0LcE43gYFcrRnqDAIAvTJjPHH1OMaOiDifSzBB5yj4kUcz5fMLxKPOcJNFq9Za+8MITEQeAT7taM0paook4NI5x6nxlWH/o/bT5sGfj5IOEODHkICE+MNDxIIj+aW+3etpWVFT0s2UmFBEniPxUewKImwnoktL/xllckOxn/uwnO/Dr915GJBGHwlgTW6V7i3ZATk8NLgYn4zvWYctUA5rDMWAV9IpbHTRjtHZfx7Gc3t2sEXHDxe2cJ3Lshmm696yu9QTsbgOAVSMecTg2ccb0ZDc3eJ79ipsJfNx+DN3RsG3EOCFYxd2HvVL3Yk9bk/3Z9WdE54YJM6NsI5pIcGW/6JKCprS08nyfVz6umbwow7AvGo9B4ZhPULUc9FPnZSTBN44bJMSJIUepbmhTTsYUpbKQJAmappFYIAgXEokEVq1ahXPPPRezZs3q/w1pkBAniPxokowL6qagyvAxv1cQBNw6/1LcnGx1dbSnHQqjgZMsSvi4/ZgdbSsk3XmgkEQRNUYAR7rbuccQBAGVOvuxzEaTZLS41FOzCKBZFXU5Ke48ztlOPbdZI9ApnD5jFk0nCIKjmR2roZlf0RwXgXiiz+ePmoIXD+3GCMPP9D43UotCO5PRY57UdMBqy5femSCaiHFFsgHg9cMf2j/zrr+MMPzYdvxT26AxyhnJFgUR54yciEOdLQCslHueyLrr+CUbiSBKRKluaEVRhMfjoZvjNDweDy1MEIQLK1euxM6dO7Fu3Trm99J3DUH0z6Ka4lzcZVHChaOmYl/7MdtoipX3Wy1X5nCcTyiokuSYZsxKbzyCrc2fFDVGwky49ssulHp/RU59Lw8BzUBXVj01T+q1ICDHYTzBEaX1cLZCy0ZxcLiPmyZEBrEqCILjAgOP0d9ITwCAJe5LxRXj59rlCbzu4j5Fw1/3b7cfRzhTyhePmYaDXS1FO5VrkozeWASP7dmCaCJumcdxOMsDQDQex1/3b8eTH7+LzmgIBud3jxMkxIkhRykjSxSlyoSOB0E4c9NNN+GZZ57Byy+/jNGjRzO/n64tgjg51PvLEU3EufqjLx07E899sgt/2rsFkUScK01egJBh4MUbWL98/FzsbWvie3OSMb4KHMtyh2bFq2joCBeXsg9YTuVtkcyFftYUbgCoNvw5rbDiJrtBligIRbvkA87Gb3GOBQZFFBHJWjThcf8XBAHfmXUB5lax/51yY6Q3iH8c/RiReAxxTgE9ITgCfkW3U/DD8ZhjCUZ/pNLZ79v+EvN7s5ldOQpNvR341faX0B0Lc7dgPHfkRADA/o7j+Mu+bagqQSZKChLixJCjlDe0FKXKhMQCQWRimiZuuukmPPXUU3jppZcwfvx4rnHo2iKIk0Ol7sV5IydxiYUZFXUAgCPdbdjctJ8rBTeWiONA5wn7MW/qbK0ngHGBKr43J6n2+LG3rdl+zJNur0myoyEZK0HNQGNP5qJAlEOwftR+DG9nZQrwpHC/d+IwNjcdYHqPE4asoD2rhVnMjDPvV2c0jH0dx7PG4XPg9igqd/cBx/GSjuut4R6EOYU4AHRGQ7h/xyt4v6Uxo4adleunnwPA6pTg1J++UC6rn4HlydaJR4soA5FEEavnLcaXJ5+BCYERqElmJZQCEuLEkIMi4gMHHQ+CyGTlypV49NFH8dhjj8Hv96OxsRGNjY3o7WWLENG1RRAnB1EQcVYt34IZANw6/1JcNHoqth//lCtiNz5QhYOdLeiIhLDrxBHuiDhgpU8XE7Ud4yvHu8cO2mm8vOnAhqwWneJe4xDJjiRizILxktHTcoQOa002APyPSQsxylvG9B4nRhh+nMhK3Y8nEsyu/fOqxuSkyvPWY5caQRBw5YR5eHTPWwjFotwi/yuTzwBgmSpuP/4pd/p8he7F6nmLASCnnRkrtZ4AVs29BPOqxhQ1jiAIGOUrwxcmzuP63nBj8D99gsiChPjAQceDIDJ54IEH0N7ejgsvvBAjR460//35z39mGofalxHEqcOCEfUAgKDqYX7vhGAVAqqO3+56Hc8f3IVDXS3c86j1BPFhMj2dJ7IuixJkQcR921/C3e+ux7724zA4+klX6N6MVk88OBm7RTjSk6s9fjSm9fIG+Ho3W63Qiv9OLtc8OYslPJH+Ms1Ac07GAH/0udSM81cCANrC/MeszleGW+dfis/WzwTA53aeImXQuHLOBdxjpJBEEZeMmdb/hoMACXFiyEFCfOCg40EQmZim6fjvuuuuYxqHri2COLVYVD0WY/1sbQoBK1V5x4nDAICb5lyEa5OprzyM9Aax7fin3O8HgO8lneQB4PmDO7midTMqRuKd5oNFzSNFeno8j9BURAlxM6sNGkctdVAz0BkJ979hAeN0RLJr1uOQGffLabEjmohDFUsXXS0GSRRx5YR5Rbf4A4CZlXW4df6lJZgVuOu6TxWY9u6BBx7AnDlzEAgEEAgE0NDQgOeee85+PRQKYeXKlaisrITP58PVV1+NpqZMI4qDBw9i2bJl8Hg8qK6uxm233YZYLDMd5pVXXsGCBQugaRomTZqERx55hH8PiVOOUgtxilL1QWKBIAYGurYI4tTiglFTuJzXU8KgxhOAJsko173cc6gx/NAlBQkz4eiqXQipyOHqeYuRME27XRML5ZoH7ZFevFfkosC+jmM42t2OrmgYv9v9D4Tj7KnpgGWK9X5Lo/04arL3jU+Rfjx4auhlQUR7VkQ8xpFSrkkyJgRG5CxU8NSIDxQTAlX44qQFgz2N0wqmT3/06NFYs2YNtm7dirfffhsXX3wxrrjiCuzatQsAcMstt+Dpp5/GE088gVdffRVHjhzBVVddZb8/Ho9j2bJliEQiePPNN/GHP/wBjzzyCO644w57m/3792PZsmW46KKLsG3bNqxatQrf+MY38MILL5Rol4mhjtfrRSwWQyRSfNsJujnOhNqXEcTAkDKGHMzexARBnBxunX8pvlpEJDyFIAho7GnH9uOHi05RFgQBU8tqMKeS3017/aH3caSrDQCfG/zSsbPw4qH38dDO19Aa7kEoHuPquXz5+Dk40NlnbBaNx5n7xgOAIkkZ9d1xjtZcgiCgJxbGp12tffPhrO0u1z0Z48RN9lrzgUQQBIxNpqgTJwemT//yyy/H5z73OUyePBlTpkzBnXfeCZ/Ph02bNqG9vR0PP/ww7rnnHlx88cVYuHAhfv/73+PNN9/Epk2bAAAvvvgidu/ejUcffRTz5s3D0qVL8fOf/xxr1661RdeDDz6I8ePH4+6778b06dNx00034Ytf/CLuvffe0u89MSTxeq3V5VIIaBLimdDxIIiBwev1Ih6Pl2QBkSCI04d/nnImXvr0Axgyeyu1bD4/fg6CmsH13gtHTQEA/OnDLTBNk6tm3a9oOBHqsh9/0NrIVbM+OViN471d9sJmNJHgioh7ZTUzss4roDUv3jz6sf04luBbGBjpCeLxj7ZmzIenZzcxfOD+9OPxONatW4fu7m40NDRg69atiEajWLx4sb3NtGnTUF9fj40bNwIANm7ciNmzZ6OmpsbeZsmSJejo6LCj6hs3bswYI7VNagw3wuEwOjo6Mv4RpyalFOLUviwTEuIEMTCU8nuLIIjTh5HeIACgTGM3jislC6vHYuXsCwEAJ0LdXBH6Mf4KLBs3G9dOPRsXjpqK3liEq2ZdEAQ093biDx9sQnNPJ6KJGNd8FlaPxZbmAwgle1vz1mRfOmZ6RiuuaIIvVX5ScAQA2L22o/HYkKkRJwYHZiG+Y8cO+Hw+aJqGG2+8EU899RRmzJiBxsZGqKqKsrKyjO1ramrQ2GitRjU2NmaI8NTrqdfybdPR0ZG3ncxdd92FYDBo/xszpjibemLwoIj4wEHHgyAGBhLiBEHwMi5QhRrDP9jTgC4r8Cs6/vDBRu4WTdPKa1Ht8WPBCOs+nNc5+4bp5+BEqAv/d88m7G1rgiGxZwwEVB0AsHbHK7j73fX4y75tXPsVUHV80NqIu99dj/t3vIquaNjuvc1Cqh48ZfYXScShcta+E8MDZiE+depUbNu2DW+99Ra+853vYMWKFdi9e/dAzI2J22+/He3t7fa/Q4cODfaUCE5IiA8cdDwIYmBIfW+RBwNBEKxcPXE+6nxlgz0NAMCXkmZdxaZMC4KQ4ejOSrnuxTdnfgZn107AJ50t8CVFNSur5l5it9M61tsJH0dva0EQsGzcbABAbyyCXS1HMiLkLJw7ciJeP/Ihnt7/XtL0jYT46QzzspCqqpg0aRIAYOHChdiyZQvuu+8+XHPNNYhEImhra8uIijc1NaG2thYAUFtbi82bN2eMl3JVT98m22m9qakJgUAAhuFe96JpGjSN76IghhYkxAcOOh4EMTBQRJwgiOFASvAe7+3qZ8v+KdaALqDqOHfkRGxq3Ac/p/CVRBEzK+swo2Ik7tn2d+65TCuvxbTyWmw49AG2HecP9p1VMx4B1cBzn+zkHoMYPhTtEJBIJBAOh7Fw4UIoioINGzbYr+3ZswcHDx5EQ0MDAKChoQE7duxAc3Ozvc369esRCAQwY8YMe5v0MVLbpMYghj+lFuI9PT3kZJzE6/UiGo0iGo0O9lQIYlhBQpwgiOGAIkr45yln4qqJ8wd7KjY3TD+HO8U9hSAIuGH6OZhbxe8qDwAXj55aVKRfEATMqBiJs2rGY2ZFXVFzIU59mCLit99+O5YuXYr6+np0dnbisccewyuvvIIXXngBwWAQX//617F69WpUVFQgEAjgX/7lX9DQ0ICzzz4bAHDZZZdhxowZuPbaa/GLX/wCjY2N+PGPf4yVK1fa0ewbb7wRv/nNb/D9738fN9xwA1566SU8/vjj+Nvf/lb6vSeGJKUW4iknY8qYsMzrACt9NhgMDvJsCGL4kLq2SIgTBHGqkzKQGyoU06u91OMIgsDlmJ7NeXWTih6DOPVhEuLNzc342te+hqNHjyIYDGLOnDl44YUXcOmllwIA7r33XoiiiKuvvhrhcBhLlizB/fffb79fkiQ888wz+M53voOGhgZ4vV6sWLECP/vZz+xtxo8fj7/97W+45ZZbcN9992H06NH4z//8TyxZsqREu0wMdUotxFNjkRDPPB4kxAmidFBEnCAIgiAIFpiE+MMPP5z3dV3XsXbtWqxdu9Z1m7Fjx+LZZ5/NO86FF16Id999l2VqxDBCVVVIklSy9mWAdXNcUVFR9HinOiQWCGJgoGuLIAiCIAgWqIs8MeQQBKFkpmJ0c5wJHQ+CGBhKuYBIEARBEMTwh4Q4MSQhIT4w0PEgiIEhtYBI7csIgiAIgigEEuLEkISE+MBAvY4JYuCg9oAEQRAEQRQKCXFiSFJqIU7C04IWJghi4CAhThAEQRBEoZAQJ4YkFBEfGKjFEkEMHB6Ph64tgiAIgiAKgoQ4MSQhIT4wGIYBQRDoeBDEAEARcYIgCIIgCoWEODEkKdUNraIo5GSchiAIFLUjiAGChDhBEARBEIVCQpwYkpTqhraUrdCGC3Q8CGJgoGuLIAiCIIhCISFODElKeUNLN8eZUIslghgY6NoiCIIgCKJQSIgTQxIS4gMHHQ+CGBjo2iIIgiAIolBIiBNDklILcYpS9VFXVwdd1wd7GgQx7CAhThAEQRBEociDPQGCcIIi4gPH448/DlVVB3saBDHsICNEgiAIgiAKhYQ4MSQhIT5wBIPBwZ4CQQxL6LuGIAiCIIhCodR0Ykji9XoRDocRj8eLHouiVARBnAxIiBMEQRAEUSgkxIkhidfrBYCS3NTSzTFBECcDr9eL3t5eJBKJwZ4KQRAEQRBDHBLixJCEhDhBEKcaqe+t3t7eQZ4JQRAEQRBDHRLixJCEhDhBEKcapfzeIgiCIAhieENCnBiSlFqIU/sygiAGGhLiBEEQBEEUCglxYkhCEfHS88ADD2DOnDkIBAIIBAJoaGjAc889N9jTIohhg8fjAUBCnCAIgiCI/iEhTgxJSIiXntGjR2PNmjXYunUr3n77bVx88cW44oorsGvXrsGeGkEMCygiThAEQRBEoVAfcWJIUsobWo/HYzsZi+Lpu/Z0+eWXZzy+88478cADD2DTpk2YOXPmIM2KIIYPJMQJgiAIgiiU01eVEEOaQCCAsrIy+P3+osdK3RxTnXgf8Xgc69atQ3d3NxoaGgZ7OgQxLCAhThAEQRBEoVBEnBiSaJqGw4cPwzCMosdKvzn2+XxFj3cqs2PHDjQ0NCAUCsHn8+Gpp57CjBkzBntaBDEsoEU/giAIgiAKhSLixJDF4/FAEISix6EoVR9Tp07Ftm3b8NZbb+E73/kOVqxYgd27dw/2tAhiWEBmbQRBEARBFApFxIlhT0VFBQAgkUgM8kwGH1VVMWnSJADAwoULsWXLFtx333146KGHBnlmBHHqI0kSdF0nIU4QBEEQRL9QRJwY9sybNw+vv/66LUCJPhKJBMLh8GBPgyCGDR6Ph4Q4QRAEQRD9QhFxYtgjCALOO++8wZ7GoHP77bdj6dKlqK+vR2dnJx577DG88soreOGFFwZ7agQxbKB2iQRBEARBFAIJcYI4TWhubsbXvvY1HD16FMFgEHPmzMELL7yASy+9dLCnRhDDBhLiBEEQBEEUAglxgjhNePjhhwd7CgQx7FmxYgVmzpw52NMgCIIgCGKIQzXixJDjtddew+WXX466ujoIgoC//OUvgz0lgiCIgvjBD36Ayy+/fLCnQRAEQRDEEIeEODHk6O7uxty5c7F27drBngpBEARBEARBEETJodR0YsixdOlSLF26dLCnQRAEQRAEQRAEMSBQRJw4LVi7di3GjRsHXddx1llnYfPmzYM9JYIgCIIgCIIgTlNIiBPDnj//+c9YvXo1fvrTn+Kdd97B3LlzsWTJEjQ3Nw/21AiCIAiCIAiCOA0hIU4Me+655x5885vfxPXXX48ZM2bgwQcfhMfjwe9+97vBnhpBEARBEARBEKchJMSJYU0kEsHWrVuxePFi+zlRFLF48WJs3LhxEGdGEMRwZs2aNRAEAatWrRrsqRAEQRAEMQQhIU4Ma44fP454PI6ampqM52tqatDY2DhIsyIIYjizZcsWPPTQQ5gzZ85gT4UgCIIgiCEKCXFiyNHV1YVt27Zh27ZtAID9+/dj27ZtOHjw4OBOjCAIoh+6urqwfPly/Pa3v0V5eflgT4cgCIIgiCEKCXFiyPH2229j/vz5mD9/PgBg9erVmD9/Pu644w7msaqqqiBJEpqamjKeb2pqQm1tbUnmSxAEkWLlypVYtmxZRjkMQRAEQRBENtRHnBhyXHjhhTBNsyRjqaqKhQsXYsOGDbjyyisBAIlEAhs2bMBNN91Ukt9BEAQBAOvWrcM777yDLVu2DPZUCIIgCIIY4pAQJ4Y9q1evxooVK7Bo0SKceeaZ+OUvf4nu7m5cf/31gz01giCGCYcOHcLNN9+M9evXQ9f1wZ4OQRAEQRBDHBLixLDnmmuuwbFjx3DHHXegsbER8+bNw/PPP59j4EYQBMHL1q1b0dzcjAULFtjPxeNxvPbaa/jNb36DcDgMSZIGcYYEQRAEQQwlBLNUOcBDjPb2dpSVleHQoUMIBAKDPR2CIAhiGNPZ2YlDhw5lPPfd734XU6ZMwapVqzBjxoxBmhlBEARBECeTjo4OjBkzBm1tbQgGg67bDVshvm/fPkycOHGwp0EQBEEQBEEQBEGcZhw6dAijR492fX3YpqZXVFQAAA4ePJh3JYIgTmVSK26U+UEMZ07V83zZsmWYPXs21qxZM9hTIU4BTtXznCBYoPOcOB0wTROdnZ2oq6vLu92wFeKiaHVmCwaDdKETw55AIEDnOTHsOdXO89dff32wp0Ccgpxq5zlB8EDnOTHcKSQQTH3ECYIgCIIgCIIgCOIkQkKcIAiCIAiCIAiCIE4iw1aIa5qGn/70p9A0bbCnQhADBp3nxOkAnefE6QCd58TpAJ3nBNHHsHVNJwiCIAiCIAiCIIihyLCNiBMEQRAEQRAEQRDEUISEOEEQBEEQBEEQBEGcREiIEwRBEARBEARBEMRJhIQ4QRAEQRAEQRAEQZxESIgTBEEQBEEQBEEQxElkWArxtWvXYty4cdB1HWeddRY2b9482FMiCEfuuusunHHGGfD7/aiursaVV16JPXv2ZGwTCoWwcuVKVFZWwufz4eqrr0ZTU1PGNgcPHsSyZcvg8XhQXV2N2267DbFYLGObV155BQsWLICmaZg0aRIeeeSRgd49gnBkzZo1EAQBq1atsp+j85wYDhw+fBhf/epXUVlZCcMwMHv2bLz99tv266Zp4o477sDIkSNhGAYWL16MDz/8MGOMlpYWLF++HIFAAGVlZfj617+Orq6ujG3ee+89fOYzn4Gu6xgzZgx+8YtfnJT9I4h4PI6f/OQnGD9+PAzDwMSJE/Hzn/8c6U2Y6DwniAIxhxnr1q0zVVU1f/e735m7du0yv/nNb5plZWVmU1PTYE+NIHJYsmSJ+fvf/97cuXOnuW3bNvNzn/ucWV9fb3Z1ddnb3HjjjeaYMWPMDRs2mG+//bZ59tlnm+ecc479eiwWM2fNmmUuXrzYfPfdd81nn33WrKqqMm+//XZ7m3379pkej8dcvXq1uXv3bvPXv/61KUmS+fzzz5/U/SWIzZs3m+PGjTPnzJlj3nzzzfbzdJ4TpzotLS3m2LFjzeuuu8586623zH379pkvvPCC+dFHH9nbrFmzxgwGg+Zf/vIXc/v27eY//dM/mePHjzd7e3vtbT772c+ac+fONTdt2mS+/vrr5qRJk8yvfOUr9uvt7e1mTU2NuXz5cnPnzp3mn/70J9MwDPOhhx46qftLnJ7ceeedZmVlpfnMM8+Y+/fvN5944gnT5/OZ9913n70NnecEURjDToifeeaZ5sqVK+3H8XjcrKurM++6665BnBVBFEZzc7MJwHz11VdN0zTNtrY2U1EU84knnrC3ef/9900A5saNG03TNM1nn33WFEXRbGxstLd54IEHzEAgYIbDYdM0TfP73/++OXPmzIzfdc0115hLliwZ6F0iCJvOzk5z8uTJ5vr1680LLrjAFuJ0nhPDgX/91381zzvvPNfXE4mEWVtba/7v//2/7efa2tpMTdPMP/3pT6Zpmubu3btNAOaWLVvsbZ577jlTEATz8OHDpmma5v3332+Wl5fb533qd0+dOrXUu0QQOSxbtsy84YYbMp676qqrzOXLl5umSec5QbAwrFLTI5EItm7disWLF9vPiaKIxYsXY+PGjYM4M4IojPb2dgBARUUFAGDr1q2IRqMZ5/S0adNQX19vn9MbN27E7NmzUVNTY2+zZMkSdHR0YNeuXfY26WOktqHrgjiZrFy5EsuWLcs5F+k8J4YD//3f/41FixbhS1/6EqqrqzF//nz89re/tV/fv38/GhsbM87RYDCIs846K+M8Lysrw6JFi+xtFi9eDFEU8dZbb9nbnH/++VBV1d5myZIl2LNnD1pbWwd6N4nTnHPOOQcbNmzA3r17AQDbt2/HG2+8gaVLlwKg85wgWJAHewKl5Pjx44jH4xk3agBQU1ODDz74YJBmRRCFkUgksGrVKpx77rmYNWsWAKCxsRGqqqKsrCxj25qaGjQ2NtrbOJ3zqdfybdPR0YHe3l4YhjEQu0QQNuvWrcM777yDLVu25LxG5zkxHNi3bx8eeOABrF69Gj/84Q+xZcsWfO9734OqqlixYoV9njqdo+nncHV1dcbrsiyjoqIiY5vx48fnjJF6rby8fED2jyAA4Ac/+AE6Ojowbdo0SJKEeDyOO++8E8uXLwcAOs8JgoFhJcQJ4lRm5cqV2LlzJ954443BngpBlJRDhw7h5ptvxvr166Hr+mBPhyAGhEQigUWLFuHf//3fAQDz58/Hzp078eCDD2LFihWDPDuCKA2PP/44/vjHP+Kxxx7DzJkzsW3bNqxatQp1dXV0nhMEI8MqNb2qqgqSJOU47TY1NaG2tnaQZkUQ/XPTTTfhmWeewcsvv4zRo0fbz9fW1iISiaCtrS1j+/Rzura21vGcT72Wb5tAIEBRQmLA2bp1K5qbm7FgwQLIsgxZlvHqq6/iV7/6FWRZRk1NDZ3nxCnPyJEjMWPGjIznpk+fjoMHDwLoO0/z3aPU1taiubk54/VYLIaWlhama4EgBorbbrsNP/jBD/DlL38Zs2fPxrXXXotbbrkFd911FwA6zwmChWElxFVVxcKFC7Fhwwb7uUQigQ0bNqChoWEQZ0YQzpimiZtuuglPPfUUXnrppZw0rIULF0JRlIxzes+ePTh48KB9Tjc0NGDHjh0Zf9TWr1+PQCBg3xQ2NDRkjJHahq4L4mRwySWXYMeOHdi2bZv9b9GiRVi+fLn9M53nxKnOueeem9N+cu/evRg7diwAYPz48aitrc04Rzs6OvDWW29lnOdtbW3YunWrvc1LL72ERCKBs846y97mtddeQzQatbdZv349pk6dSum6xIDT09MDUcyUD5IkIZFIAKDznCCYGGy3uFKzbt06U9M085FHHjF3795tfutb3zLLysoynHYJYqjwne98xwwGg+Yrr7xiHj161P7X09Njb3PjjTea9fX15ksvvWS+/fbbZkNDg9nQ0GC/nmrrdNlll5nbtm0zn3/+eXPEiBGObZ1uu+028/333zfXrl1LbZ2IQSXdNd006TwnTn02b95syrJs3nnnneaHH35o/vGPfzQ9Ho/56KOP2tusWbPGLCsrM//617+a7733nnnFFVc4tnWaP3+++dZbb5lvvPGGOXny5Iy2Tm1tbWZNTY157bXXmjt37jTXrVtnejweautEnBRWrFhhjho1ym5f9uSTT5pVVVXm97//fXsbOs8JojCGnRA3TdP89a9/bdbX15uqqppnnnmmuWnTpsGeEkE4AsDx3+9//3t7m97eXvO73/2uWV5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+ "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 4), sharex=True)\n", "plot_time_domain(x, ax=ax)\n", - "cmap = plt.get_cmap(\"Dark2\", 3)\n", + "cmap = plt.get_cmap(\"Dark2\", 5)\n", "for c, ind in enumerate(motif_ind):\n", + " first = ind[0]\n", " for i in ind:\n", - " ax.plot(np.arange(i, i + 200), x[i : i + 200], color=cmap(c))" + " ax.plot(np.arange(i, i + 200), x[i : i + 200], color=cmap(c))\n", + " ax.annotate(f\"{c}\", xy=(first, x[first]), xytext=(first, x[first] - 2000), arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3\"))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.7 ('wb2')", + "display_name": "Python 3.10.6 ('wb')", "language": "python", "name": "python3" }, @@ -170,12 +192,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "52652bfa9fd4561eadaaee81a668145a0f20ccab101fde0ad61faafa07b87b33" + "hash": "b1ad3d2f1d1abcf32271146da934dcbe39f55339b650b1f7cf2e536ab88963ff" } } }, diff --git a/docs/more/versions/v1.1.rst b/docs/more/versions/v1.1.rst index 7ba0aff280..bf7b668b3f 100644 --- a/docs/more/versions/v1.1.rst +++ b/docs/more/versions/v1.1.rst @@ -13,6 +13,21 @@ Dependencies Wildboar 1.1 requires Python 3.8+, numpy 1.17.3+, scipy 1.3.2+ and scikit-learn 1.1+. +Version 1.1.1 +============= + +Changelog +--------- + +.. grid:: 1 + + .. grid-item-card:: + + :mod:`wildboar.annotate` + ^^^ + + - |Fix| Correctly return ``max_motif`` motifs from :func:`annotate.motifs`. + Version 1.1.0 ============= diff --git a/src/wildboar/annotate/_motifs.py b/src/wildboar/annotate/_motifs.py index ed2bbedc07..7f69b02728 100644 --- a/src/wildboar/annotate/_motifs.py +++ b/src/wildboar/annotate/_motifs.py @@ -146,10 +146,8 @@ def motifs( motif_index = [] if callable(max_distance): cutoff = max_distance(mp[i]) - for j in range(max_motif): - if len(motif_index) > max_motif: - break + while len(motif_index) < max_motif and not np.all(np.isinf(mp)): candidate = np.argmin(mp[i]) if mp[i, candidate] > cutoff: break