Created
November 7, 2024 16:36
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Colorbar updating via ipywidgets interactive()
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "3b64bf14-8c30-4bdf-ab32-ce9e08964de8", | |
| "metadata": {}, | |
| "source": [ | |
| "# Colorbar updating by ipywidgets `interactive()`\n", | |
| "\n", | |
| "This is just proof of concept.\n", | |
| "I cannot figure out how to \n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "6fb46f7e-91e0-41ba-bcbe-f3608b6e2f98", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "5cff0d4427864085b7276e016a81834c", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "interactive(children=(FloatSlider(value=0.9999512723429395, continuous_update=False, description='Max Colorbar…" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "de8d97f05a0f4cafbd3b6f6d9089de08", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "image/png": 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", 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| "\n", | |
| " <div style=\"display: inline-block;\">\n", | |
| " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
| " Figure\n", | |
| " </div>\n", | |
| " <img 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jzzTFx++eW4++671TTU4uIitm3bhksvvRS//uu/rm7jmc98Jj772c9iz549uP7663Haaafhne98Jw4cONBVgJVW2seYJ6Zp4l//9V9x/fXX47bbbsOHP/xh7N69G3/+53+O3/qt3/J97U033YQ3vOEN+MM//EOsrKzgmmuuYYBFRERERLTGGXZwj4SIiIiIiIiIiChH2IFFRERERERERES5xgCLiIiIiIiIiIhyjQEWERERERERERHlGgMsIiIiIiIiIiLKNQZYRERERERERESUawywiIiIiIiIiIgo14rDvgM0eizLwv79+zEzMwPDMIZ9d4iIiGDbNhYWFrBjxw6YJv/3OyIiIqK1hgEWZW7//v3YtWvXsO8GERFRm7179+K0004b9t0gIiIiog4xwKLMzczMAHAuEmZnZ4d8b4iIiID5+Xns2rVL/f8oIiIiIlpbGGBR5mRtcHZ2lgEWERHlClfbiYiIiNYmlkAQEREREREREVGuMcAiIiIiIiIiIqJcY4BFRERERERERES5xgCLiIiIiIiIiIhyjQEWERERERERERHlGgMsIiIiIiIiIiLKNQZYRERERERERESUawywiIiIiIiIiIgo1xhgERERERERERFRrjHAIiIiIiIiIiKiXGOARUREREREREREucYAiwbmS1/6El760pdix44dMAwDt99+e+K/ueuuu3DxxRejUqngKU95Cj7ykY/0/X4SERERERERUb4wwKKBWVpawoUXXoj3v//9qb7+0UcfxUte8hK86EUvwr333ou3vOUt+LVf+zV89rOf7fM9JSIiIiIiIqI8KQ77DtD4uPrqq3H11Ven/vpbbrkFZ555Jv7iL/4CAHD++efjK1/5Cm6++WZcddVV/bqbRERERERERJQzDLBG3OrqKur1et9u37ZtGIbh+1ytVsvktu+++25ceeWVvs9dddVVeMtb3pLJ7RMRERERERHR2sAAa4Strq7izDOmcfBwq2/fY3p6GouLi77Pve1tb8vktg8ePIitW7f6Prd161bMz89jZWUFExMTmXwfIiIiIiIiIso3BlgjrF6v4+DhFh7/1m7MzmRfdza/YOGMSx7D3r17MTs7qz5fq9Xwnve8J/PvN2osy4ZpGslfSERERERERDTmGGCNgekZA9Mz2QclFpzbnJ2d9QVY8/Pzmdz+tm3bcOjQId/nDh06hNnZ2TU/ffW1Hx3Fr3/sW/jjlz8dP3fRzmHfHSIiIiIiIqJc4ymEY6BlW3376KfLLrsMd955p+9zn//853HZZZf19fsOwtcfOY6F1Sa+9vCxYd8VIiIiIiIiotxjgEUDs7i4iHvvvRf33nsvAODRRx/FvffeiyeeeAIA8Pa3vx2vec1r1Ne/8Y1vxCOPPILf/d3fxUMPPYS//uu/xic/+Um89a1vHcbdz1St6YR/Dau/ISARERERERHRKOAK4RiwYMOC3Zfb7cQ3v/lNvOhFL1J/3rNnDwDgmmuuwUc+8hEcOHBAhVkAcOaZZ+LTn/403vrWt+K9730vTjvtNHzwgx/EVVddlc0DGKLVhlOs37Ky/7kQERERERERjRoGWDQwl19+OWw7OrD5yEc+Evpvvv3tb/fxXg2HTGA1GWARERERERERJWKANQYsWOjHolp/bnU81JrOBFazxeeQiIiIiIiIKAkDrDHQsm20Yiaferld6k6t4QRXXCEkIiIiIiIiSsYSd6IhkAmsRosBFhEREREREVESTmCNgbyUuJNHOrA4gUVERERERESUjAHWGLBgo8UAK1fkFMIGO7CIiIiIiIiIEnGFkGgIOIFFRERERERElB4nsMYAVwjzR0rcGwywiIiIiIiIiBJxAotoCKTEvWVxhZCIiIiIiIgoCSewxkDLttGys5/06cdtjotVdwKryVMIiYiIiIiIiBIxwBoDlvvRj9ul7sgEVpMrhERERERERESJuEJINAQscSciIiIiIiJKjxNYY6AFG60+FK734zbHgW3bWG04E1iNFufYiIiIiIiIiJJwAotowJqWDRm84gQWERERERERUTJOYI2Blu189ON2qXOyPggADT6JRERERERERIkYYI0Blrjni6wPAkDL4rNIRERERERElIQrhEQDpk9gNTmBRURERERERJSIE1hjwIKBFoy+3C51rqZNYDXZgUVERERERESUiBNYRAPmm8DiCiERERERERFRIk5gjQHLBvox6MPhoe6scgKLiIiIiIiIqCOcwBoDLXeFsB8febZUa+L//cQ9+Pf7Dgz7rvjoE1i2DbQYYhERERERERHFYoBFI+trPzqGT3/3AP72S48M+6746AEWwDVCIiIiIiIioiRcIRwD/ZqWyvsE1nK9CcC/spcHwfvDCSwiIiIiIiKieJzAopElQVG9ma8Jp+AEVqPFAIuIiIiIiIgoDiewxoBlG7Ds7Kel+nGbWVptOEFRMDAathonsIiIiIiIiIg6wgBrDIzrCqFMYOUtwFoNdmC18nX/iIiIiIiIiPKGK4Q0smQCq97MVwdWcAKryQksIiIiIiIiolicwBoDLZho9SGrzFcs1G7VDa7qOZtwajuFkB1YRERERERERLEYYI0Bu08dWHbuO7C8EnfbtmEY+bi/7RNY+QrYiIiIiIiIiPKGK4Q0smSF0LLztabXNoGVo/tGRERERERElEecwBoD41rirk861ZsWSoV85LVcISQiIiIiIiLqTD6u6In6YLXpD7DyotbkCiERERERERFRJziBNQZatomW3YcS95wPDskKIZCvInf9fgFcISQiIiIiIiJKwgBrDFgwYPVh2M5CvoOXVW2FsNbIT4DVNoGV9ySQiIiIiIiIaMi4QkgjSw+w6q1WzFcOVjBM4woh5Umt2cL/feQYGjmaWiQiIiIiImKANQakxL0fHwBQq9UwPz/v+8gDfVUvWJw+TKuBCawWVwgpRz70lUfxS3/3f/GJrz8x7LtCRERERESkMMCint10002Ym5tTH7t27Rr2XQKQ4xL34AQWVwgpR/adWAEA7D+1MuR7Ml7y9DuKiIiIiCiPGGCNASlx78cHAOzZswenTp1SH3v37h3yI3bUcjqBFbwvLHGnPJEgpdHk63JQ7t17Es94x2dxy//50bDvChERERFRbrHEfQw4Je5GX24XACqVCmZnZzO//V75OrByFGDp9wsAmuwaohyREzvZgTU439l7ErWmhW8+dgJ44bDvDRERERFRPnECi0bWSk4DLJnAKhedtx8nsChPZHKRAdbgyO+nFg90ICIiIiKKxAmsMWDBRKsPWaWF/AYvtm0HTiHMz4Vhze3mmq4UcbxZ5ymElCvyXsnTe2bUyXPNMJuIiIiIKBonsGgkNVo29GvBPE1gyemIU5UCAJa4U76oDiy+LgdGpjItm885EREREVEUBlhjoN8l7p16//vfj927d6NareLSSy/FN77xjcivvfzyy2EYRtvHS17yktjvoZ9ACHhTT3kg92Wq7AxAcuqC8sQrcc9P6Dvq5DlnmE1EREREFI0B1hiwYPbto1O33XYb9uzZgxtuuAH33HMPLrzwQlx11VU4fPhw6Nf/0z/9Ew4cOKA+7r//fhQKBbziFa+I/T7BovS8TGDZtq2mLaYrDLAofyRgZQfW4HgdWPxdQEREREQUhQEWDdRNN92E17/+9bj22mtxwQUX4JZbbsHk5CRuvfXW0K/fsGEDtm3bpj4+//nPY3JyMjHAkiJq9eecBFiNlg3ZEpqSAItBAeWIvFfYgTU49ZYTGjLMJiIiIiKKxhL3MdCyDbRsoy+3CwDz8/O+z9dqtdCvr9fr+Na3voW3v/3t6nOmaeLKK6/E3Xffnep7fuhDH8Iv/dIvYWpqKvbr2iawcnIxrq82SgcWpy4oT+S9wgmsweEEFhERERFRMgZY1LNdu3b5/vy2t70t9OuOHj2KVquFrVu3+j6/detWPPTQQ4nf5xvf+Abuv/9+fOhDH0r82tXgBFYjHxfj+v2YKHGFkPKHJe6Dpzqw+LuAiIiIiCgSA6wx0IKJVh+2RVtwLrb27t2L2dlZ9flarYb3vOc9mX+/D33oQ3jGM56B5z73uYlfGyxxz8sElvQLVYomSgVngo0rhJQntSYnsAZNfj+1LD7nRERERERRGGCNAcs2YXV5YmD87ToB1uzsrC/ACq4Uik2bNqFQKODQoUO+zx86dAjbtm2L/V5LS0v4h3/4B7zrXe9Kdd/yWuIuk2HVUgEF0w2wOHVBOSLvlby8Z8YBJ7CIiIiIiJKxxJ0Gplwu45JLLsGdd96pPmdZFu68805cdtllsf/2U5/6FGq1Gl796len+l7BFcK8XIz7J7Cct1+Tq1qUI3VOYA1cjR1YRERERESJOIE1Bvq9QtiJPXv24JprrsGzn/1sPPe5z8Vf/uVfYmlpCddeey0A4DWveQ127tyJP/3TP/X9uw996EN4+ctfjo0bN6b6PsEJrFpgpXBY5EK1UjI5gUW5JO8VdmANTqPFAIuIiIiIKAkDrDFgAX05hbCb+YxXvvKVOHLkCK6//nocPHgQF110Ee644w5V7P7EE0/ANP1h2/e//3185Stfwec+97nU3ye/K4TO/aoWCyiyA4typtmyIBkKJ7AGh6cQEhERERElY4BFA3fdddfhuuuuC/27u+66q+1z5557Lmy7swu71UBglZ8Sd28Cq8gJLMoZ/X3CAGtw5Hnn7wIiIiIiomgMsMaABRNWH1YI+3GbWanldAKr5nZzVYoFFN1JsyZPHqOc0N8neXnPjANOYBERERERJctvAkHUA1nVKxedl3gtJxfj0i9U1SaweNFKeaG/T9iBNTjqFEJOvRERERERReIE1hho2SZadh9K3Ptwm1mRUwjnJko4slDLT4ClT2C5pxAyKKC8qDe5QjgMnMAiIiIiIkrGAGsMWDBgoR8l7tnfZlZW3Ams2WoRRxZquVmHkgmsSpETWJQ/etDbtGxYlg3TzO/7fFSwA4uIiIiIKFl+R2iIeiArhLMTJQD56fNRJe5FU51CyEkXyovg+6TBfraBqHECi4iIiIgoESewxsA4rxDOVt0AKychkQRr1VKBE1iUOzIhKBotGxX+f4m+Ux1Y/F1ARERERBQpvwkEUQ9W3QvxOXcCK3hhPiz6BFZBnULIi1bKh7YJrJxMLo4y27Z9AbvF3wdERERERKH4v62PgRZMtPqQVfbjNrNSUyuEzks8dyuEpYJaIeTJY5QXwUnFUV9vtW0bhjHcjq+mZcO2/X8us3eMiIiIiKhNfhMIyoxlG337yKu2FcKcBFhqhVArcecEFuVF8H2Sl9Xbfnjs6BKe81+/gL++6+Gh3o/gc86VYiIiIiKicAywaCTltsS9oU9guSuELV6wUj7UgiuEI/za/PwDh3B0sY67Hjoy1PsR/N3UZHE+EREREVEorhCOAatPK4RWjvPP9g6sfFwUShdXRZvA4sQF5UVbB9YIT2Ddv/8UgOGftBiccuPvAyIiIiKicPlNIIh6EFwhbFp2LsqRV/UJLDfAGvYFNJFoWyHMSfDbD/fvcwKsYU9Atk9gDf/3FBERERFRHnECawxYtgnL7sMEVh9uMyurgRJ3wJl0qJqFYd0lAIEJrAInsChfamNS4r5Ya+KRo0sAhv8Yg9Oh/H1ARERERBSOAdYYaMFAC9kXrvfjNrMSnMACnAvFamnYAZY7gVU0UTSdAHCUe4ZobZHTO8WovjYfPDCvTv4bdoDFCSwiIiIionTyO0JD1AO5EJ+pahNYOViH8gKsgtaBNfz7RQS09zENO9zpF1kfBIYf0rV1YI1oaEhERERE1CtOYI2BsVwhdFf1qqUCykUT9aal1veGSVYbqyWTpxBS7rR1YI1sgDWv/nMzZxNYLZu/D4iIiIiIwjDAGgMt9Gfdb/hxULiWZaupimqpgErBCbDyNoFVcCewuDJEedF2CmEO3jP98L392gTWkN9/bQEWJzKJiIiIiELld4SGqEurWo/PhDuBBeRjmkSVuJdMlFjiTjkTLBQf9npdP6w2Wvjh4UX152GvSdZb/v8pgIE2EREREVE4TmCNgXFbIdQDrErRREUCrBxMk0i5fLVYgA3nQnXYF9BEom0CK+K12WxZagV2rXno4AJalg3DAGx7+Cu8bSXuIxgaEhERERFlYW1egRDFWHUvCMtFE6ZpqAms4HTJMEi5fKXknULICSzKizQdWO/8t+/h4nd/HgdOrQzqbmVKCtzP3jwNYPiTmcHfS/x9QEREREQUjhNYY6Blm2j1YVqqH7eZhZW6W5TuBlflHE1geR1YJgDnP3MCi/IizSmEd//oGOZXm3jwwDy2z00M6q5lRvqvnrVrHR4+vJi7EneuEBIRERERhctnAkGZsmHA6sOH3Ydi+Cx4J/0VAOQnwLJtWwVY1VIBRZMdWJQvwZM6w0rc5TW8Vvux5ATCi05fBwCw7OG+B4PPI38fEBERERGFY4BFI0cuwiXAqhQL7ufzsypUKZqqQ2jYp6ARifYOrPbXZr25dicH600L3z+4AAB41q716vPDfCz1ZrDEfe09r0REREREg8AVwjEwbiuEqii95K4QFqQDqxX5bwbBH2AVUDSd+8OJC8oLeY2WCgYaLTu0H0reR2uxbPwHhxZQb1mYmyjhrM1T6vPDXNsLPsf8fUBEREREFC6fCQRRD/K6QigX/obhBAT6CqFt86KVhk/eI1MV53/bCJtMqrkB8bDLz7sh/VdP3zmr3n9A+KrkoAR/L+U9wPqne57Ey973FRw8tTrsu0JEREREY4YB1hiwbKNvH3mkJrCKgQBr2KeNaffLMAx1CiEw3AmQk8t1fPzrj+PUcmNo94HyQSawpsoxAZb7NWtxAkv6r56+Yw4F04Dh/gprDHFtby0FWMv1Jt75bw/gu0+ewv/5weFh3x0iIiIiGjNcIRwDLZho9SGr7MdtZkEmsCruCmElZxNYcr+KBS8AbLZsuANjA3frVx7Ff/+Ph3F8sY7/74pzhnMnKBfkPTJTlQDLH6bYtrdWuBY7sO53J7CetnMOhmGgZJqot6yhFtLXAs9jnk8h/F/37MOpFSforq/BAJOIiIiI1rZ8JhBEPVht5nOFUCbDJFAraCtMwyxufuToEgDgBCewxp6EU7JCGHzP6D1uay3AarYsPHhAJrBmATirvPJ3w7JWJrAsy8aHv/Ko+vMwnzMiIiIiGk+cwBoD/Vr3y/0KoTqFUErcky+4Vhst9e+yFjwdsVTw8uNhXrRKlw1PP6OkDix/gJXPoCXKo0eXsNqwMFUuYPdGp8DdOQm0NdTHEgyw8jqBddcPDquwG1h7ASYRERERrX2cwKKRo0rci/5TCJMmsP7uSz/C0274LL72o6N9uV+1wASWNoA11AvoA26AtdYCCcqehKzTFSdkDYYU+ntorU3gHFuqAwC2zVVhum8+CZGHGca0T2Dl83n9kDZ9BfD3BRERERENHgOsMWDB7NtHHtWiTiFMuEi95/GTaFk2vvBAf8qJZXql4pbLO0Xu3kmEw2BZNg4vSICVzwtnGhwJU6Yr4R1YEnA5f7e2Xi8r7u+FibI3YemtEA5xAivYgZXDYOiB/fP46sPHYBrAC5+6GUA+7ycRERERjbZ8JhCUqZZt9O0jj1abskIoJe7OBWvSBJZcnH/PLXrO/H6pYM1720mR+7DCgGNLdRVSrLWJmlFy796TuPq9X8aXf3hkqPcjuEIYDFd8K4Q5XXWLooLtohdgyftvmCeUroUOrFu/6kxfXf307di9cRIAV46JiIiIaPAYYNHIWY2YwNKnR8L/nXNB9sD+eVh9uIgMTmABQNF07tuwLlql/wpYe4HEKLnzwUN48MA8/vXe/UO9H7XgBFYzeoUw+Hd5Fz6B5bz/8lTinrcOrMMLq+p1+as/fqbbG8YVQiIiIiIaPAZYY0BK3PvxkUfRAVa6CayFWhNPHF/u+X7cu/ckjizU2m5fOrAAbwJkWNMMB06tqP/MCazhkQmg425P0zBYlq3CkzQl7nkLWpKs1P2HOwBAyRx+GBOc/rLsfD2vn/rmk6i3LFy0ax0uOWP90KdGiYiIiGh8McCikRM8hTBtibv8OwD43v75nu7Dw4cX8PL3fxX/78fvabv9ir5CaEqANZyL1kPz3gQWO22Gp9F0nvtjQwyw9CAlsgOr0Qr9+rUgGGwDQKnohjFDXIeTULBgDr+PK8zjx5yTB684bwsAL/Rj4E1EREREg8YAawzYtgmrDx+2nc+XT7BrSgKjxABLWzG8v8cerCdPrKjbsd2JCpnAqoasEA7rovWAtkK41gKJtebIQi1yakUm8IY5gaVPV02n6MBaawGGWiH0BcjDff8B3u+lSTdYy1sH1nLded5kKk+d3Jiz+0lEREREoy+fCQRlqgWjbx95pErci/4JrMQVwgwnsCREW6631FRNLWQCqzDkCSy9Aytvkx+j5PFjS3jen96JN//9t0P/vpGDFUK9I056ooKBm68Da429XoKnkwLe74ZhrsPJcyrPed5WM+V32aR7/9Ta8xoLMImIiIho7WOARSNntR7egZX2FEIA+N4+b3Kqq/ughWHSpxVW4l4a8sWgPoHFU8X65/sHF9CybPzw8GLo39fdFcLFWlMFBoMm749y0VTvmbgOrLXWgeRNYLWfQjjUAMv93hIQtXL2PpQJLAnYvN9Z+QraiIiIiGj0McAaA5bdryL3YT+ycLIKqFYIJcBKuEjVJ7COLdVxUOuH6tSKFkLsdQMsCSbyNIGld2CttYmatWRhtQkgOijRPz+sKay6ClhNbzKpGejA0kLetRpgVX0BVg5K3GVitJTPCSwVYLn3T9YuuXJMRERERIPGAGsM9KP/Sj7yKFjWLBNPaTuw1k2WAADf29f9GuFK3bvQf/xY3ATW8Dp4bNv2TWCttUBiLVlYbQAAGhGvwVwEWC0vwCpFrNbVfR1Y+QpakgQPdwCAcg7W4VQHVjmfHVjyu2yyLB1YnMAiIiIiouHIZwJB1APvQtV5eadZIWxZtprCuPj09QB6K3LXJ7C8FUJ3AqsYNoE1+Avo+ZWm737ygrR/ZAKrHvEc6xNAwzqJUCYQywVThRRxJe5rbQInrsR9mIXk8jzmtQNrueG8dr0VQjd0z9mqIxERERGNPgZYY8CC0bePbrz//e/H7t27Ua1Wcemll+Ib3/hG5Nd+5CMfgWEYvo9qtRp7+2pVr+jvwNLXn4L0v7vkDCfA6qXIvRYSYIVNgBTdAGsYUxfBFckGL0j7ZqGWfoXw2GJtIPcpSIKUcswElv4+yUPg+c/ffhJv/6f7Uk1QhZW4l6TrK2E6s59UiXvJmXDK7wSWlLgPf+2SiIiIiMYTAywaqNtuuw179uzBDTfcgHvuuQcXXnghrrrqKhw+fDjy38zOzuLAgQPq4/HHH4/9HsEVQunziZvA0vuvnnX6OgBOkXu3wjqwwiawhnkxeODUiu/PeQgkRpWsEEYFLblYIdRWXCX0Db4m9PdJHlZO/+yO7+Pvv/EE7kvxXlUTWGUtwBriBKRYKyuE0oGlVggZeBMRERHRgDHAGgMt2+jbR6duuukmvP71r8e1116LCy64ALfccgsmJydx6623Rv4bwzCwbds29bF169bY77HajFghjLnglv6rUsHAM3bOAQD2n1rtOkzQA6yD86tYbbS0Dqz2FcKhTGC5/VebpssAhtsDNOrmVYl71Aqh/wCBYdBPIZQJrOB7Rv/zMNfuAOc9c3jBmVbTO+eirNTDStzlFMLhPBbbtkNOIcxPgGXbNpYbgQksM7zgn4iIiIio3xhgjYG8lLjX63V861vfwpVXXqk+Z5omrrzyStx9992R/25xcRFnnHEGdu3ahZ/7uZ/D9773vejHatltp3pV1Aph8gRWpVjATLWEMzdNAQC+12UP1krd+162DTx5YkU7hVAvcR/eNIMUuJ+2fhJAdD8T9c7rwLJg2+3Ps/7cH18cUgeWG+I6AZYEO9EdWMNcuwOAY0s1FfbEvbdF2Apv1KrkoOjBmdeBlZ8guda0IC/XCbVC6L42cnQ/iYiIiGg8MMCins3Pz/s+arXwDp+jR4+i1Wq1TVBt3boVBw8eDP035557Lm699Vb8y7/8C/7n//yfsCwLz3/+8/Hkk0+Gfr1+IatWCFMEWDKBJVNbF+yYBQDc3+VJhKsN/0TI3uPL6vtXfRNYwzuF8JDbgbVrgxNg5enCedTICiEQXtLdzMEElrw+ywVTrd0GJ5P0brdhv14Oz3u/Z+L67cRqw78KBww/wNIn2vI4gbWsTbbJKYTlIZ6cSkRERETjrTjsO0D9Z8GA1cW6X5rbBYBdu3b5Pv+2t70ts+9x2WWX4bLLLlN/fv7zn4/zzz8ff/u3f4t3v/vdbV+vB0cSFOmnENq2DcNofy70CSwAePqOOXz6uwe6nsAKBlhPHF/2vkcpHx08MoG1a/2Ecx94Qdo3MoEFOGGJBCf658SxpSGVuMuKa8lbIWxZNlqWrVZdfSuEQ369HF7wDiFIN4HlD6kBbQJySI9F7+WTgChP78PluvO6LRdN9RooRkznERERERH1GyewqGd79+7FqVOn1MeePXtCv27Tpk0oFAo4dOiQ7/OHDh3Ctm3bUn2vUqmEZz3rWXj44YdD/14mqYqmoQrSKwUvMIq66PbW+5x/8zR3AqvbkwilA2vrbAWAG2CFlLgXVIA1vA4smcDiBWn/6BNYYd1B+utyaCXuLW8Cq6S9RvXXRZ5K3PUJrGBgHGYlZAJr2CfqSYBVNA0VpuVpAms10H8FeB1Yw/idRURERETjjQHWGLBhOFNYGX/Y7gTW7Oys76NSqYTej3K5jEsuuQR33nmn+pxlWbjzzjt9U1ZxWq0W7rvvPmzfvj3078N6biraxEVUkbu33uf8OwmwHj265Asf0pKL5adunQEAPH5sObaDZxhTF3IK4a71DLD6TZ/ACnsN6pM4Q+vAaugl7t6Uoi/AauYnwDrkWyFMvi8rjfYS96GvEGrF+aYxvDA7ynI9bO2SE1hERERENBwMsMaAZRt9++jUnj178IEPfAAf/ehH8eCDD+JNb3oTlpaWcO211wIAXvOa1+Dtb3+7+vp3vetd+NznPodHHnkE99xzD1796lfj8ccfx6/92q+F3n7YmlBZW9eqRUxqBCewNk5XsGOuCgD41+/s7/hxyoln57oBlt6BlYcJrOV6U52Mt2uDs0Jo2U4JPmWr2bJ8XUJhF/765xZqzVSdTlmTYK1SLKBk6hNY3mtCD4qGvermWyFsxIcptm2HB8gDWuG1bRs3/Mv9+MTXn/B9vt7yivOLQzyRNIoKsMrtU2vD/vkTERER0fhhBxYN1Ctf+UocOXIE119/PQ4ePIiLLroId9xxhyp2f+KJJ2BqF88nTpzA61//ehw8eBDr16/HJZdcgq997Wu44IILQm9fBVFF74LLNA0UTQNNy049gQUAL71wB/72S4/gD/75fiyuNvGGnzgrtD8r7vaeus0JsJ44vqwuUPUAq6g6eAY7zSDrg1PlAtZNltXnG5aFilmI+mfUBX36CggPsIIB5omlBrbNZfdziOp+0/mmgbT3jH8CywvWot5Lg3KogxJ3PXgLC2PqIWudWXr48CI+evfj2DBVxqsuPb3tfpULJgoSDOXoMAUJ4vUVQk5gEREREdGwMMAaA5ZtwrKzH7br9javu+46XHfddaF/d9ddd/n+fPPNN+Pmm29OfdsyZaFfpALORXmz3vKtavn/nX8CCwB+76fPQ71l4cNffQx/+u8P4cCpVfzRz16gpqbiyIXfU7ZMwzS89SXAPwFSHNIElgRY2+aqvgm1ZstGhb8VMpUmwGoEXpdHF2vY5k4A9mqx1sRL/+oreME5m/Cun3t65NfVAxOCpYKJpuV/z+RpAutIByXuYYc7AFqJe59Do8Wa8xqYX2n4wkQ9NPQmsPp6VzoiE1iTJe+Xglp7ztGkGBERERGNB64Q0kiREnd9hRDwLsqjAqywCSzTNHDDS5+GP3zJ+QCAj3ztMbz5H74N206+cJPAarZaxPa5idD7AngTIINeG5ITCLfPTagpMGD4ocQomg90qIVN+8g000zVCQqyLHJ/YP88Hj26hM8/cCj262SKqawCrPZJm7XagSXvx1LBO9zB+fNgOrDk+zct23df9QCroAKs/CRYcgqhb2rN5AQWEREREQ0HA6wxkKcOrH6Tjis9iAK8i/KoC92wCSzxay84C+971bNQKhj49HcP4KGDC4n3Qy+MPt095U9UwiawBr1COO8EWFtnq+o+AMNfCxtFqSaw3M9tm3WmrrIMsCSESDppLziBJe8Z/d/pAXDTslOFuf1gWTaOLKY/hVAmIvXpR0APsPr7OPT7t1RrL/QvF8yhTWPGCTuFcNjF90REREQ0vhhgjYF+nEAoH3kTdtIYkBxghU1g6X72mTtw9uZpAM56VxzLstWF/kRYgJWDEveDagKrCsMwtItnXpRmLXiKZfDCv2XZkB+/rA0eyzDAkvAm6WerhylAeFAR7Jrqd/AT5dhS3Te1mFTiHlbgDgyug26l7t3+Uk3rEdNCw0KeS9z10F09Z/m5n0REREQ0Hhhg0UjxLlT9L+1yIWGFMGYCS8xOlAAAp1YakV8DeGuMgLN6c/pGL8AqmIYKBoDh9ckc0DqwAF6U9lNwAis45aYHRFtm3AArISTthIQQST/bmrbOBnivTf3+BoOiYQWeh+ZXfX9OKnGXYHuibQJL1uH6+7rXO/CW6toElq8DK3/dUmGnEOq/s4Y1gUdERERE44l1zWOgX+t+eVwh9FYBgxNYzp8TTyEsRZ/8NucGWCeX4wMsmXgBnImuXdoElj59BWgTWAMOjiQA2O4GWKWCidWGxbWgPmifwLIDf/ae821zFQAZrxC674mkn217gOWGO3pnUzB8a9pAGQN3ZMEf8CV1YKnV4kBAPegOLCBihTCnE1grYSuE2imxTctWrxMiIiIion5jgDUGxivACl8FTCpxV8FXMXoCay7lBJZc9JWLJkzT8K0QBm+/NKTVPZnA2jrrBVjO/cjPxfOoaOvAagYnsLznXDqwsl0hdL5/0s/WW2dz3jth/VC1QNdUIzcTWOlK3IMTWDL11O8Aa1ULtRe1AEuFhgVzaOvEcbwSd++/KgQPfYjJ/ImIiIiIMsUVQhopqxGTFl4HVviqUZoJrHVugDWftEIYuFg+QwuwgrdfGMLaUL1pqR4vmcCSDqyogI+6t1CLL3GXPxdNA5um+zCB5YYnrYSVr3pgAssrcQ8/hTD4d4N02J3AkvdYYol7ZDfeYEIj/wRWeweWs0KYv1MIpbtLn8DSAywe+kBEREREg8QAawyM0ymE0j8VvFDNcgIraYVQpsDk4nrdZAkzlWLo7Q+qRFon0yvlgokNU87+Fyew+ie4Qhi86JfXZLFgqJ9HlgGWvtIa1/UUDLCCHVi2bbcFWMPqTJPXsEw3Jk1gRZa4m+1TZv0QuULo3u+SPoGVox66lYZzXyNXCBlgEREREdEAMcCikVLrtsRd1qfiOrAmO1shlOJjwzBUD1alGLyAHvzakFz8b52rwDCc7z+MIG1czAdXCCM6sEoFExunnQAr6aTLTiz7Aqzon69MJ3qnEBq+f6Pfb/dlM7QJHJnA2qUCrG5L3AfUgVWPKHFvtU9gWTkqRpfXjh78maaRy3VHIiIiIhp9DLDGwFhNYMmqULADq9R+olrYv8ukA6veflsyKRIM1ooy+TTAqQvpv9o+O6E+F9Z3RNlo68AKvAYlBHAm4irq32S1zqkHWHGvM3lvyHslGO7oIdGU24k0rGmhw8EJrEb8cxVd4j6Y4HY1YQKrUuxvB9anvrkX//HQoY7/nbx29AkswAveeegDEREREQ0SA6wxYAOwYGT+kceoYzWq68a9GI+60I1aMdJ1WuKuHz1/+sb4CaxBnjwm0yubZytt94MXpNmTFcLgRJPQ18jWTZTg/ihwYjmbNUJZAwPiS9dVmOK+V+Q902g6r019TW+q4ryOh92BtWuDE8ImlrjX29+TgBcgD3KFcDGsA6tgqinIrH8XHF2s4Xf+8bv4/z7x7dgOtDArEQFWaQjBOxERERERAywaKatRK4TF+AksmS7JYgIrWOIOaBNYbRfQgw+OJFCRxwPoHVgMsLImE1jrJ531wOBklVohLBowTa8H69hiNgFW6gmshA4s/e8HtXoXxrJsHHEDLHlfdVviHhUqAsDnHziE5/3Jnbj7R8d6vs++FcJa+AqhOtAh41BIOvuW6i3MrzQTvtpPnUJY8h9YPIzfW0REREREDLDGwFitEEoQ1XbamJxC2P8JrLAA62eesR0//bRtuPbHdvu+dhgTWItuoCLF8oB+QcqJiqxJYCjBVHsHlvNnKcfOusg9fQdWIMAqBlcIvQmt8hBXTo8v19G0bBgGsHN9ugmsqPd3XBB31/cP4+D8Kr768NGe73NSibv/FMJsn1M93Du61Fm3mjxv7SuE3f38l+tNvPjm/4O3/a/vdvTviIiIiIgABlg0YqJWCGV1L7rEPXkCa507QbNYa8Z25qyEFB9vmCrjll+5BC86d4vva9XUxQADLJkImql6ARZXgvpHnm8paA+GJXqJO+AFWMc6DBui6NM/ca8zr4/Jed2WAmul6j1SModa+i+HEGycqqgurl5L3MNe9xKKtTIoVV/1rRB6AZYKDQuFvnVg6eFZp1N9MoEVDLDK8vPvcGLzvidP4QeHFvGZ+w509O+IiIiIiACgmPwltNb1a1oqlxNYMmlRjFgh7GECa1YLfOZXmypoCFpJcVui1OWFYC/kAnq6ogdYg78f46DZstQElBS0RwZYRednsHHa+brsVgi9wCQucIpaIZQpG+mPqxQLbeuFgyT9V1tmKqpwvta0YNu2OlUzKKrEXXW/hbzuJVyyMgiU9BBJn4gLn8DK9jnVA8xjHZ5uGXYKIdB9d9iTJ1YAOOuMcT8vIiIiIqIwDLDGQL8DrFqthvn5efV5/T8PWmKJe8SkRk07DSxKsWBiulLEYq2Jk8v1yABLrRCWkwcc1dTFACefFmoygeV1YMlKUFYn35FDn7bZ6L5egqGPWiF0X6MbM14h1AOMuMCpfYXQeW3Ka0LvaxrG6ZlCTiDcOltR02K27TyP5WL477moCaxyMTqIkdAri4ko/WegvyYa2nNqDmAC62gHAVbLstVrom2FsMsJPAmw5LbThPxERERERIIrhNSzm266CXNzc+pj165dQ7svcsEVPG0saQKrFhF8BaXpwQrrwIpSHMoKoXPfp6thE1hcIcySrA9WS6Z6TcqpfiJ6hTCjCSwtwIgKnGzb9gKqQnACy10hbHghb3mIJd6H550QZuts1Rc4r8asEUaVuOu9U8FJK3k+suikWtVOPx1qB1YHU3168DVZ9v9vXaUuO7CePLGs/rMe5BERERERpcEAawz0u8R9z549OHXqlPrYu3fv0B6rmsAqBjuwkk4hTJ7AAtIFWFHTHmGKfZq6iBNa4q5OQOMEVpbm3bBwtlqKLAxvBIKjjeoUwmw6sHynEEasp+nvC1nLKwcDLK0nTpV4DyHwPLTgTGBtman43q+1RvRrN2oyUybJgPY1Qrm9LAKlyBL3lleMX+hTgOVbIeygV03+nWGErF4Wolcv48gEFuB/HoiIiIiI0uAKIfWsUqlgdnZ22HcDgH6h6r/gqsRMYLUsb/okiwksufALnoQYZhhl2IshK4SlmFUq6p5emB81tSSvSXktSFdWFiuELcv2veajfr7617RPYNm+r6kUC97rZQgrpzKBtWW2CsMwUCmaqDWt2CJ36aVrWyHUAqxmy4aW6arby6LEXe8hW4ycwHLuS9YB1rKvA6uDCay6F8QHu6q6PfRh30kvwOIEFhERERF1igHWGLBtA3YfOrD6cZu9iloVkhXCWsgFt37xPvgJrP5ctMaRUMW3QmiyxL0f5t3XyYw2gRWcApTpO9WBNZ1dB5YenADRgUMtJsCqqwksL2wZ5uvlkFbiDkALsGL6vSInsLzfYcHnJqsSd8uy/SuEWoG5HmDppxBmWXDebQfWciP8BEJAWznuIHhvWTb2n9QnsOJPjiQiIiIiCmKANQYsGLDQhxL3PtxmL2zbu1CsBCaw4jqw9I6YpAmsdZNugLUc14EV3sMVpjjgLiHLskNPIfTuByewsqRPYEVNrUSuEGYSYPlDgqiVL3lflAqGKhOXEneZstJXCL1wa5gl7lXn/pQKwGozdoVwJeJgBVnhBdqDRXlOel3vDQZreoF5TfvZ6/fFsoFCRr9e9d9vnUxgRZ1ACKCrFdJD86u+55IrhERERETUKXZg0cjQLxTbTyF0/hwWYNW0i/eCGX/VmH2Je396b6IsahM5M1U9wArvZ6LeLOgdWMXw51gPjwCvxP3USqPnn0cwwIqawNLXA0WwA0t9Tckcyuor4ASwR2QCa9abwAISStwjwhjDMLQDDAIdWBlNYOkTUELCG98Elj4NluFkm96B1ckElvy7sAksFXh3sEKq918BXCEkIiIios4xwBoD/S5xzwt9AiOqxL0WcsEtgVOlmBw4zboB1skUK4TBHq4wxcJgu6ekwL1UMHzrkmoljBNYmUrTgSU/e5lqWjdZhmyPnehxCiu4QhgViKkTCPXXROC1qVYIC2ZbuDUox5fraFo2DAPYNO0PsLopcQe0aaJmcIXQ+Te9TmDJ74Ny0VShtqzP1Zve3+kTWFkG2nqANr/ajDyJNUjCz4ly+6C2mibsIGjTTyAEGGARERERUecYYNHIkAkM0/CmWYTqwAqZhpAL8zSBUycl7knriMAQJrC0Ane9Y0eFFezAytRCrX2FMLh2JyGQhJkF08D6yWzWCFeCK4RRp3A2/GuMQHQHVqVYGNrKqRS4b5wqq/sn77O4EvfViBJ3wPtd0XYKoft4ey1x18vQp9y1XXkf6sGhPv2Z5amkwQmwtCcRyr+bjHvOOvj5ByewuEJIRERERJ1igDUGpMS9Hx95ok9ZBAuQVQdWjxNYqgMrboWw2cEKoVpfGkwQICttev+Vcz/Cp1CoN/J86yXuwbWrpupB8l6z0oPVa5F76hXClpycqQdY/okxCX8rJVObzhps4Hlowem/2jJTVZ+rxBzQACSfMhr1WGRSqdVjSKevFE9X3AmsemCFsGCioP3O6vV76oIhZtoerJV6dIl7UfW5pf/57+MKIRERERH1iCXuY6Bf6355WyGUKYuwi9S4Evea1u2TRE1gxZW4q9Wb9BNYgzrNTZ1AGAiwonqAqDfzISXubUFJYIUQ8Hqwep3AaguwIn6++nqgKAc6u2T9tlI01eTNoFdOj8z7+6+c+yMTWOGPTS8xD5/ACi/Xz2wCq+H9PvBWCP0BVmWAE1hpe7BUiXvYKYRm58H7kyedFcJN0xUcXaxxAouIiIiIOsYJLBoZSzETA5UUpxCmmcBKtUIY07cTVHD7d7KcuIijdzLpVA8QO7Ay5T3fJZSLUR1Ybom71j+1cdoNsDoo3Q6z0gh2YMWXuId2YLlTeWrNsGi2TWcNyiE5gVCfwHKD59WQ9WDAH+DovW8i7CTQZstSa729rvfqK8USHHsdWN5zahjeIRJWj6FZ2PcXaSewJMAKWyEsFqInWqPICuF522YAAIu16JVPIiIiIqIwDLDGwLisEOphQVDcmlEnHVjrJrwT4qKsdHEK4aC6pxZr4QFWqTicU+VGnbdCmNyBpU9gzbqvYSnd71b7CmHCBFZIgBXegTWcwPPwQtgEVvwKoRdQmzBDThkthzwW/bZ6DrDU7wMTU5XABFbgZ1/oYrIpiTz+Wfc9n3YCK+4UQjWxmfLn37Js7D/pBFjnugEWJ7CIiIiIqFMMsMaA3acTCPMWYMnF/kylfTO2XHAuwuInsNKvEK40WqGl0bZtx64yBsn0x8BK3CNCvpIpp4pxAitLCylWCFWApYUr8tpZjSkmTyM4fRP189VX2URwykr/mqF1YLkTWFtmvQksVeIeMYG12ohf6VU9dNpj0X9P9DoNpX9/vcTdsmwVmklwqA51yLIDy/3+uzZMAki/lprqFMKUP//DC6totGwUTQNnbZ4CwACLiIiIiDrHAItGhj7tEhRX4u5NYCUHTjPVIqRrOWwKS5/cSNeB5U1/2BmuDUWJLnF3HlQnK0GUTJ7vWb3EvS3AcjuwtPDIW4vr7ecRnMBKXiH0XrPlwP2VwLZSNLUOpMG+XiR82eyuWMr9ce5f1ASW+/6OWBGW96D+2tdvq9eeL/0UQm+FsOn7fvL7qdCH51UCrNPWTwDoYAKrET2BpX5vpQy8ZX1w+7qq+h8BWOJORERERJ1igDUGbAC23YePYT+wALkgmo4JsFqW3Tbt1MkElmkaasJrPiTA0ideqilur6hN3Qxi+Gkh4jnq5lQxSuafwHInmpoRE1jaCqGELVG9Tmm1B1jhP18JU/QS91LRv1pX00KukuqUG+xvgZPLToA1N6EHWPEl7isJE1jyWJq+FULvecuqxL1a0iaw6oEAqxCYwMqyxL3ufJ/T1rsTWBmcQlgKmVqLIycQnrZuUj0H0llIRERERJQWAywaGfMRBeWAP5wKrhF2MoEFAOsmo3uw5GK1VDBUKBRHJp+AwaxjLUY8R2qihiXumWm2LBUgzWgTWFEdWOVCyAphjxNYK4GQILIDKyTEVfe3GezAMgd+eqY4teI8nnWT3gqsmsCKKnHXStTDyGu/ETGBlV0HVgFTbhi0XGv5fg+VVQdW9qu88hrY1eEE1nLM8+YV36edwHJOIDxt/URbkT0RERERUVrtV/o0ciwYMJB9X5XVh9vshYQz05X2Ene9nLrWbPmmMTqZwAK8HqyTy+0B1moHJxAC3ioOMJgerIWInjC13sYOrMzoK1Iz1SKOL4WvEMoUk28CS1YIe+zAapvAiurAaqXpwHLfJyVTvZ8G2YFl2zZOrcgElhZgldKVuEcd0hD22q9nGGCt1ts7sJZqTfU9SgVDlctnPYFl23Z7B1baCaw0K4Qpf/6yQnja+klMuZ1aCz0eUEBERERE44cB1hjo14mBeStxj+vAKpoGDMNZfex1AksunuMmsNKcQAj4J7AGMf0UtWZZjFhvo+7JBfpEqYBSwWzrlBLy56IvwIovJk9rWQtna00rcgKrHnIKYXsHlrdmqHe3DcpKo6W+nz6BVVUrhBETWAnvybASd98KYZYTWFqJe117PkXWpxDWW5ZaTVYrhEs12LYNw4j//b0ccwphOWTtMo4XYE34esCIiIiIiDrBFUIaGRLOhAVYhmGoC8XgpEbY+lScucnoACvpxLMgvQNrEOtYKuQLTKmpU8UGvBI2yuYDgWqp2L6qpv+55FshzKbEXdbnZt3QNbnEvX2FUHVgufelUiq0TWcNgkw8lgqGL4xSE1gRz1Ut4VTQsHJ9/bayCrCqeom71oGlP+cFNYGVzfO6WvduZ6e7Qtho2WrdOvZ+x5xCKL+3Ginvp75COFVxfg4rjdbATl8lIiIiotHAAGsMWLbRt488WYjpwAK8gCp40l6na3+xE1j1+BPPggzDyHzqIk5kibvZWacNJQu+HvVASD9xUqZYyn0pcXfuw6x7H6ICylrINFAp8H7R1wxV4DnA14u83+Ymyr7podQl7pEBVvtrv9bKMMByfyfoK4SLWgeWHmB5K4Q9fUvve7uPvWgamK4U1WsxTQ9W7AphBz9/y7Kx/+QqACdEm9LWl1nkTkRERESdYIBFI0OFMyEdWIBzehrQPqmhl1OnEdeBpaYtUk5gAdmvDcWJLHHnBFbmvADLeb3oHVd6WFIPO4VQStx77MAKTmBFBQ7qPVDSJ7C8KSvbttVanR5gBcPgfpL329yE/7WrStwTVgijAupi0gRWj6cQrvpWCJ37sFRraqc6hq0QZvO8BsO7TdMVAOl6sCT8DAv+OpnAO7JYQ71loWAa2DZb9R0CwDVCIiIiIuoEA6wxYNv9+8iTuA4sIPsJrPm4FcKIwugwaupiANMsXol7xArhGp/AsnK0khR8PZZ9AZbV9p9LWpBRyWiFUHqMZt0QLSpwUutsBe89IPfXtp0pJAl1ykUztDeq32QCS04BFUnPVVKJeznkta+HYb2+pvynEDqvheWEDqysVutUCOUG6hunnOfuWIoJrOV69Dp0Jx1osj64fa6KYsGEYRi+MnsiIiIiorQYYI0BKXHvx0eeeKcQhgdYMukQVeKedgJrXYYl7kDnfTLdarYsdf+iStwHOVGTtZV6C1f95Zfwi7fc7VvRGxYJC2fVBJb3fgkNsEy9AyurFcJ0E1hxHVjOfbS1FcKCVvA+yBXC9hMIgQxK3EPef/o6Yq+TkTIFVy0HStxVB5Z3v1QwmFGAFezk2zjtBFhHl5InsFZiStxLhfSTYnqBu5jWVimJiIiIiNLiKYQ0MoKBQVAlIsCSi7xKhxNYJzMocQe8FaZ+FxovatMOwZBPXZCu4Qmszz1wED88vAjAWSeNeh0MSnACq6CfhOkLsJznXJ/A8jqw0gWKH//64ziyUMNbrnyq7/MS3qTuwIoIsOotyytx1yawBlniriawAgGWKnGP6MCS+x31npTnvdHU1jq128ryFEKvxD28A6vgTjZlNY2p+rcCK4RHF+InsOpNS4Vok6X2/5rQycSmF2BNqs/pq5RERERERGlxAmsMjMMEVtx0kShHdOV024EVXuLuTlukLHEH9AL1/oYBEvBViqbvotm5D3JBunYnsP7l3v3qPx+eXx3iPXHMB/rGDMNoO9nP+c9hHVhysl7yhIpl2Xjnvz6Av/zCD7H/5Irv72SFbC7xFML2kzj1ibF60wrtwMr6NXvw1Cr+66cfwBPHltv+TjqwZoMBVkS3nVDvyagS95DeqVqGAVZYB1bLsrFYcx5PRfu5FzPuwwv2f22UDqyl+ABrRXvdha4QdhBg6icQimltEo2IiIiIKC0GWDQS4qaLhKw9RU1gpe3Amo0JsGRippMS92LGvTdR5DmaCZlMUoFEjjqkOnF8qY4v/eCI+vPh+eSOn6zZtu17bXkTWN7zrVbvmiErhFpgJNOAUVNFusW6t46mny7Xsmz1evRWCCM6sEKmgZzAzblPq40W5KVRKRa0FbJsXy+3/edefODLj+LWrz7a9ndeB1YwwMqmxF2fitNvq9cSdzWBVTZVBxYAHF9yHk9YiXtWvwvaS9ylAyt+hVBCv6JptIXdzufTB5jhE1jswCIiIiKizjHAGgOWbfTtoxvvf//7sXv3blSrVVx66aX4xje+Efm1H/jAB/CCF7wA69evx/r163HllVeGfn3cdJEoR5S4d9yBNekFWMGupa46sAbUJ7QQcQIhoK8Qrs0JrE9/d78vTDmcsCKVNcuy8dL3fQU/89+/rC7KgxNYQPjpbfJz18u8q9prNSnM0A8TOK51G+lTNLJOGRU4ef1W/veABJt6QFwpaRNYKQK2Tsy7od+hkAk6WdkNdmBVEtYtk0rcw9bhfKcQZtWBVSrANA3VKXXC/Vnpv6+KGZ9CuBooYt84le4UwmD5e1AnAea+2A4sBlhERERElB4DrDGQp1MIb7vtNuzZswc33HAD7rnnHlx44YW46qqrcPjw4dCvv+uuu/DLv/zL+OIXv4i7774bu3btwotf/GLs27fP93VeOBPde+RNamRzCmG9abVdNK/2UOLe/wksJwAIm1DrJURzJn2GW8Ys64PyXIYFIP20WG/i/n3zePjwIj7+9ccBhL8mSyHTPhICFX0rhN7rJ2qySOiTgCeWvWBCQgjAW6uNmphRJwwWkgOscsH0JnAyfs3K6+hoyCl58xETWGrdsssS97BQUf/5ZNmBBQCT7hSW/Kz6eQph1ARW2POrUycQRj5n6X5fWJaNJ0+2B1hTDLCIiIiIqAsMsGigbrrpJrz+9a/HtddeiwsuuAC33HILJicnceutt4Z+/cc//nH8xm/8Bi666CKcd955+OAHPwjLsnDnnXf6vk7WtWYj+q+A7E4hnK4U1YVmcI3Qm7ZI/9YqDmj6KW4Cq9seLsuy8ZL//mVc9ZdfUj+DQdt7fBnffPwEDAN4yTO3Axj8BJb83AHg7770KFYbrbYSdyD8wr8eskKoB1hJRe6nfBNY3n9e0UKIsgppEiawShEBlvvaKRUMmKaBcrE/r1kJXMImhKQDK2oCK7HEvYMwJssJrODBDtNuD5YKsPq4QrgcnMCSEveEAEt+DmEnEALpf2ct1Jrq9+2Wmar6/DRXCImIiIioCwywxoAzLdWPEnfn9ufn530ftVr4xVG9Xse3vvUtXHnllepzpmniyiuvxN13353qsSwvL6PRaGDDhg2+z8v/kh9V4A54x9W3T2C5vVUpp6YMw4gscl9tdjbNBXgnj2XdJxQkAVbYBJZao+rwPhxdquGhgwt4/NgyPvq1x3q+j9341+8401eXnbURz9g5B2DwAZZ+IX50sYa//8YToYGhhBV6UCjPeXASR++fijO/4n3vE0v6BJYXQiSV9KsOrIL/dSvBl7y/JCzyOpCyfc1KcBQWsJxSK4Rl3+eTTiFM7sBqD2N8HVg9vC8bLUs9RxKgyfTR8ZgVwn5PYM2vNtuCfN+/U8FX+O/TtL8v5HsYhj+g9U4hHO7kJhERERGtLQywqGe7du3C3Nyc+rjppptCv+7o0aNotVrYunWr7/Nbt27FwYMHU32v3/u938OOHTt8IRgQP10kokrcayEnsCWJCrBWAhMPaXh9Mv2dwIoL+eQ+tCwbVgcXzwdPeat6H/jyowOfwrJtG7d/21knfflFO7Fl1pnyGPQK4XLdfyF+y//5kQqTZn0rhO4klPsabFm2CitKgfW9qup2SgqwtAms5fYAa6JcQKkYHzjVQkrcAah/5wVYpu/zWZ9CKIFLWMBy0n1s7RNYzn1pWXZoQJcUYJVDTlT0nULYQ4n7ashpfhJgnYgpcc8qzA5Of81WSyok0/vSgvTwM4zcRlwIBniTfeWCCcPQAyyuEBIRERFR5xhgjYH+TF85HwCwd+9enDp1Sn3s2bOnL4/jPe95D/7hH/4B//zP/4xqter7u4Va9HSRiFwh7HACC/BOdTu57L8I7KbEXV209r3EXdYs23vC9P6lRgdB2v6TXlB0aqUx8CmsBw7M44eHF1EumvjpZ2zD1hlnRerIgCew5IJ/57oJbJ+r4tB8DcfcgCBshVAu7PXQpBQIj+Qkwk5WCPUJrBUthCgllIPXI9ZogyuE8h4qdblymkQPfI4t+U9UlPd4+ymE2rplSKCSVOKu1me10Ej/HdHLNJT8PjANLyiT31HHQzqwZLItswmsuj+8M00DG1P0YK00nOc6KsDyJrDif/6Nphdg6bhCSERERETdYIA1Buw+fgDA7Oys76NSqYTej02bNqFQKODQoUO+zx86dAjbtm2LfQw33ngj3vOe9+Bzn/scnvnMZ7b9vdc3lFziXm95F8mWZaswoZMAK3KFMM8l7rErhN50RCdB2sFTTkGzdI994MuPqpPkBkHK2684bwtmq6WhTWAt1b1w5Y0vPNv3d2El7jIJ5QuwtJ8B4AUuqx2UuB9fai9xnygXVUAZ9bONnMBy/91CcALL/bxlZ/u61U9O1HuwFlYbamU5agILAGoh02rBKaSgYsiJisEVwuBpo2mt1r3+LZlA8iawojuwsprACgvU5STCuAArbYl70u8KNYEVeF1NlTmBRURERESdY4BFA1Mul3HJJZf4CtilkP2yyy6L/Hd/9md/hne/+92444478OxnPzv0a+LCGaFOIWyErwp1skK4LmqFsMMTDQH07US3IAkhwkvcvcfeSYB1wF0h/PmLT8PZm6ecKayvPtbbHe3Ap797AADwcxftBABscSewluutgV4cL7tdPlPlIl75nF3YPOOFuL4OrMC6mr7SVzL9r79qKeUK4Wr4KYSqiLtUUD1PUdN1dTewCQYN0oG1FOzA0sK2LKew9DJ8PWCR99lUudC2ammahnpew3qwVhLCmHJIn1Pwdrp9a66EhGdS4h7WfeaF2dk8p16A5X0PmcAKK8pX/y5hFboYcnJjGJlkC/7MpjiBRURERERdYIA1Bvq9QtiJPXv24AMf+AA++tGP4sEHH8Sb3vQmLC0t4dprrwUAvOY1r8Hb3/529fX/7b/9N/zRH/0Rbr31VuzevRsHDx7EwYMHsbi46Ltd6cBKdQphRFlzFh1YnRbCA97FYFYXrVFUiXtMBxbQ2QqhBFg7103gzVecAwD44FcGM4VlWTb2uxNgF5++DoBzYSwh5uEBTmHJtNNkpYBqqYBf/4mzADihiX7xXir6L/yls6lgOqf76WQCq9blKYTLvhXClBNYhfAJLAmIpTBdf0xZHj6gB0d6wBJ1AqFQ4XQgeLJtW60VJpW4+zqwAs95t1NmYYH2ZKAYva8TWOo14H3PTe5JhPqKZlBSB1Yp5cETURNYEuqyxJ2IiIiIOsEAaxz0e4ewA6985Stx44034vrrr8dFF12Ee++9F3fccYcqdn/iiSdw4MAB9fV/8zd/g3q9jl/4hV/A9u3b1ceNN97ou91UpxCGlLhL4FQ0DV8PVJIsS9xVB0+fO7DiptQMw1D3o7MJLCdA2r6uip995o6BTmGtNltqrWxSe0wyhXVofnA9WMEL/v9y6Rm48vwt+NUf3+37uuAKoVzgB9cHgfQl7r4OrOW6WnfTS9zjJmZs21ujrZQiAiw3oJP3kB5gNRKKvDuRNIE1N1lu+zeAfhKh/7lqtLyS/KgAqxRS4l5vZRRghUx/TVWiAywVZmf0u0B1YGm/jzapDqyYCSw1uRX++7TzCSz/65sl7kRERETUjeirfaI+ue6663DdddeF/t1dd93l+/Njjz2W6jZTdWCV2gMsueDtZGIK8Iqks+jAKmRc3BxloRZd4g44F6VNy+5oJUwmsLbPVVEwDbz5inPwm/9wL/7n1x/H/+dOZPWLfvKf/nxvma3gkaNLOLwwyAks/6TLRLmAD17znLavC4YlEmQFV6wAbYUwoQNLP4WwZdmYX21ibqKEFTd0mioXvdMPQ4KRpmWrILBS8L9upVherRC676GCacA0nNW6Tib2kuiP9ZjW53VSAqyJ8P+XVVFhn/++6LcXVeKuTgHVnptgENbtSYRh/VuyQij0qTfTGEAH1nRyB9ZK0imE2uvJtm3fCYO6hprA8t+OPAcMsIiIiIioE5zAGgf9Wh/sYoWwXxZSdWA5F016UbRc8HayPgh4pxBGd2Clvz3vArq/K4SLMSuEgLcWlDbAsixblaVvn5sAADz3zA0A/GXi/eKdsGaq1SsA2DLjFLkP8iRCtUKYMHnX3oEVvroHaCXuHawQAl45uD6B5ZVut9+WHuhGdWCpFUItiCgGpsmykDSBtW4iYQIrMK22Wm8/BTCoGPK6b1sh7PIxhq0Qxk5gua9jq8vALCgsUN84ldyB5R0AEN8bBsQH7/WIwwH0DqxuC/KJiIiIaPwwwKKRIAFWWEG5WC8Xblq40u0ElqwQSjcP4PbtdDWBle3URZTFmBJ3wJuqSHs/ji7V0GjZMA1vbU8ed6PV2SRXN4JTT8JbIRzcBJZ0+QTvS5CElXJhL/+3GLJCWElZ4n5qxT/FcnzZH2BNlgte2BTys63FBFhqhTBwCiGglZ9n9HO2LNt3X/QVt1PuY4ruwHKeq2AHlj6BFDUlJFNmDd8EViDA6jJkCVshDIbs/g6sdN1Sqb+/mgDzvsemFBNYSR1YxZQdaF5AG75C2Az8zImIiIiI4jDAGgO23b+PvEgKZwAv2DiqTeZ0O4ElF9L6+la9ZanTyqoddGClPZK+V/MJU2phXUBxDrrrg1tmquqCVg8Ck4KXXi3JlEggLNw660xgHQ5MYNm2jdu/vQ97jy9nfl9WGrKuF/9zD3ZgycV/6AphxFqczrZt9RqUyRqZwFrxlbhHT/mpEM00fJNsgBdUSEAc1teUVVAZDDKOhU1gTXZW4p7mUIWS2f446sEAq8cSd18HViDkrIR1YAW+X71p4f59pzqeVvKmFL3vvzlFwJt0cmNRe53E/fxrURNY2nPAkwiJiIiIKC0GWGMgT6cQ9kuaDiy5cNNXy2QCq5JBB9Zq3buQy9sEVq3ZUhflM5Xw56jTIG3/SecCeNtcVX1OvxhPWn3rVVRPz5ZZ5+d8OFDi/sXvH8ZbbrsX1//L/ZnfF5nASirv96Z9OlkhjA4Ca01LFY7v3jQFwFvfXFbTN0UVRFm2M+mki1rzAryJMQkL9Z9vMIzr1UrgcYadQjibeAqh/zbCVviC5Geiv//aOrC6fG+GdWBNxnRgFSIOUrj5Cz/Az/7VV/Dp+w6gE2EB2q71kwCcCbeo19ZKyP3W+Ur8Y37+Xom7/7VVMA11n3gSIRERERGlxQCL1jzbtr1TCGM6sCTAWqg1VfjR6wTWyZWGmoqQi76iaYRO1EQZRAeWdBgB0R1YnU7UHJQTCLUAyzC8C9N+T2CpNafAz1xNmARK3O/dewqAf4U0u/viTmDFvP6AkA6siAt8IF2JuwSoBdPArvVOD9mJZZnA8nq59BXFYOl6veXcfliAJfc3rAMrbHKpF8HXy7GlmnpvJU5glcKn1VZTdNIVQx5H1iuE1ZQrhHJfWoGf0RPHnKnBJzqcHlwJWbOdnSiq+/DkiZXQfxe1nisKpgHZyIz7vSXhVlhAy5MIiYiIiKhTDLDGgRSu9+MjB2pNS10oxa0QzlSKKqiSKSyvA6u7AKtleeHZaoppjzCDmMCS+zhZLrStiQnvQj7d/fBOIJzwfV6mNoITNVlTxekRK4RHAhNYDx2YB9C+HpbNfYnvDBKqA8u96Jf/Wyq2/0yqqpg8+v5KsDNbLWLDlBPcHV9qtN0nKegH2n++EvqEhQxqKs99bephS1h3VC+CByA0Wjbm3X4v7xTC8ACrmjCBFTcZF7Y62xZg9VjiPpGyxD3qd0Et0JmWRqNlqdvRv79hGDjNDTv3nQwPsJJOIQS05y22xN25nVJIOConEcp0HxERERFREgZYtOZJP49htPfL6AzDUOtlRxad8MWbwOosdJooFTBb9U8xpFlXCiOnoHW7ppRGmlMavbAi3UWyF2BVfZ+XMEE/Ua4fokKjLdqk3bJ2cfzQwQUAXmiUpaWEiRWhLvqbzs9awp+iGTKBVUyeZJP+q9mJEjZMOeFO2ymEJf8EVnBiRp6PSkiIG5wMq4RMC2U9gTU3UcKM+zo9uuSEkPMJAZZMYAXDvtWELiegfXW22bLa3otdT2CFlKi3TWAVwiawggGWczudBFh6gFwt+3+OEmA9eSJ8omu5EX8KIYDYXjUhr+8KJ7CIiIiIKAMMsMbAqJe4S//VdLkIM2K6SGye9vdgdTuBZRgGzto8DQB45MgSgPCL1TRUEJAyOOpGmlMaO+3AOiArhOsCAVZ5sCuEwYvs6UpRBRbSg7VYa6r1q35MYMm6XvoS9zQdWMnP4ykt2JFTNo8vB0vci4HS7YgOrLAJrMBkmG+FMOPDB/QJxo3T7omhbg+WdGCtmyiH/tvIEvcUp4wWI6biAG86KrjSl1ZYGXr8BFb4KYTBUyvTkPDONNp/tjvXSYAVP4EVF/wVU3SgqQnDkNeWBHkscSciIiKitBhgjQO7jx85oPqvYsIZIf1IckJdtxNYAHDWZqc0+5Eji85tpbjoC1OQk8f6eAqh9xxFl9wHL+STRE1gyePv9wqhFxr5f+6GYWDrrP/n/H13+groT4AlRdTBPq6gckSJe9wKYVwZvh5gbZj0n0KoT9EYhuF1rQU7sFSJe/vrNhh86FNanZ5amUQe50SpgI1u0CwnEZ5KmsCKWiGsJ59CWA4EcfoUl0z3dfsQw6Yygyuv4R1YESuEHdwRfX3RMPyvr9PcIvd9iR1YcZNryRN4cQcEMMAiIiIiok4xwKI1L810kQieRJim5DnK2TKBddQ/gdXpCmEpYuoiS4s1rysp8X6kCNIsy8ah+YgOrAGXuIetOW2ZcUI1uY8PHZxXf5c2BLj92/vwk39xF354aCHxa5e1wvQ4ElDUVYDlPNdhEyqVDkrcZ2MnsAru9w7/+dZiTyH0f04PtNIEGJ3QC883uRNYRxdrqDVb6r01F1XirtYto0rckyew5HHI81E0DS/c6nUCS3tdmKbhe53oa5lmRIDVzQRWXP/XzpgVQtu2U3WHRb2edPI6D3ttySTawioDLCIiIiJKhwHWGLBto28feZCm30lIsOGtEPYwgbUpMIHVSJ72COMVN/d/hTDuOSpGTOiEObpUQ6NlwzS8UFBUBzSBFTclsjkwgfXQgc4nsP73dw/gkSNL+MdvPdnTfdGVAmtXjZgVqzQrhFJyPlstYcNUYAIrGGBFBE519R5I0YGlBb1pVsg6saqt88oE1tHFugrpDAOqGytIFd5HlbjHBNR6Ub1t277nQ96b3b41w0rcAf8aYbng/V2WHVhxAW9ciXutaan18LhON5kajFt9rsecsjmlJrD6+3uCiIiIiEYHAyxa86QDayZmPU4EVwhrPUxg6R1YvqmFTiewJDjq4wphJyXuaQKJg+764OaZStvFqRe89C+QA+Knnra6QeXhhZAJrJQhgNz+/33kWOzXNVuWCkITS9xlhbAZWCEshKwQFjtbIVzvrhCeXGmg2bLaAozgiYKi3nK+LjzAiu7A6nU6KUjvXdrkhnHHlmo4tew9xqiOO7lfbR1YKd6T+gmNTctWYVFZC7C6LXGP+v76+zD8FEL/45DHVetg2i1upVk6sA7N19pCv2Xt8IU0z1vc761GzAQWTyEkIiIiok4xwBoXI9p/BXTYgdVW4t79BNYZGydhGM5pd0cWa10HWFHFzVny1iyjQz4vSEu+SN5/Mnx9EPACk8GdQtj+c5fTJg/P12Dbtm8Cq2nZsFI813Ky4H37TqmQNPR+aBNSSRNY5cAUVNyESqcl7uvc9TrbBg66q5POfXKeH7W+2AyfwAorcQ8GD76+pkL47XXLX+LuTmAt1BP7rwBvMqztFMIOVggB5+ei/05QAVa3K4Ty/cvBCSwtCEzRgdXTCmHIY98wVVafl/eykOBWn0ALU0zx+8J7bbXfDk8hJCIiIqJOMcAaA+OyQhjX7yQk2MiiA6taKqhVnEeOLHkTDwkhRlAnwVG3pAMrLuSTTps0nUYH5QTCQIE74K1r9b/EPXptb4uatFvFkydWsBC4SE7TgyUl8ZYNfPOxE4n3o2AaoVNMOgmq5PtLaBkXYAWninReB1YRpYKp3gN6ObcEFVETWJ10YOmPL+r2uqWXuG+SEvelmnYCYUyAFVXiniLA0h9jo+VNYFVK2gRWtyuEEVNQ+sED4RNYESXuXQRYYY/dMAxvjTBQ5B7W2xVGfl/EvZfiOrBY4k5EREREnWKARWuemsBK0YElK4RHF2uwLLunCSxAK3I/stR1GBZ10ZqlxRQhn9eRlHw/vBMI2yew0kwOZSGu42frrLtCOF/DQ+4JhHJqJJAuwNK7eeLWCOUCfDLktLeg4Ml9jdgJLFkhjOnAWvVPJ0kPlnQb6VM0UUFp3Elx8QFWxiXuDQmOCtjolrgf0zqwZmMDrKgVwuReulLkBJaJgtFbP50eyul8K4SF9qm2TCawEoKoqCJ3NdmYMEmaZvU5XQcWAywiIiIiSocB1jjox/pgjtYIO+nA2jjlBFhNy8aJ5XpPE1gAcNYmCbAWuz6FUMqw89KBleZi3QuwwiawBhVgSQdWyAqhG1Qeml/FQwec/qtn7pxTf58mCNAnyOICLHXBX0n+uUeVuIetWKUrcfcHWHISoUzV6NNpUaXrEthUQ0LcuA6sTjrT0tD7ovRTCE+6j3Gd2/EVJirsS1PibhiGWt1rtmzfRFpmJe6BEGlSex/qz3Eh8qRIt8S9kw6shJXmqCL3NCcQAul+X8R1YHGFkIiIiIg6xQBrLBh9/Bi+Tk4hLBdNrHe7go4s1nqewJKpnkeOLnXdgVUcwATWQoqesFJHE1juCuG69gArD6cQymmT86tN3Lv3JADggh2z6jGmCbD0yZD79p1S005R92MqocAdAMpycpt0YLnPdTFsAquYXIYf7IfaMOmfwNLDvWJCQXglJOQJ9mL5+5rSr5ymsaKFybJCOL/aVOu+cxPRz2/kBFbadThtmkx6tPQOrG4nsKJWCKXAvFwwfVN7YR1YzZYF+WNwRTL2eycEUTvXTQIAnoxYIUw6kCDNxGZcv5oqcecphERERESUEgMsWvO8gvLkAAHwwo0jCzU1pRB28Z6GCrCOLKY68SxMVLCQpTQl7sVC+kAidgJLlbj3+xTC6ABrdqKo1t3udqenzts2qy6kkwKslrZeum6y5PZgHQ/9WjlFLU33WSnw/b1TCGNWCJst2BGn4MkE1mw1MIHlBlj6fSpFTPqpzqcOVwgljMuqu01ft5utltT74pEjiwCAdRPRE1heB1YgwGqmm4rUVzv150NNYHVxCqF+Mmnw+0vYGZxMCgvM9MfUyQrhcswphIA3gRW1QpjNBJbzvIV3YDmvWa4QEhEREVFaDLDGwYivEMoKStoAS3qwDs/3PoElHVh7T6xg3g2JOl8hDO+9yZIqcY9bIdTWqOJYlo1D7il328JOIRzQCqGEA2GTIoZhqMJ+uSA/b/uMupBOWsWS9UQAuPypmwEA//eR8ABrpYMJrGAHVjNmhbDiPo+2HX5/Gy1LnZTY1oEVukIY3lmlTxy13d9A8KCv2nol3tmuEFZLBZimoR7LI0eXAKQ9hTCwQljvLMBqWravE6yQ8j0RRg+egmGQrM+1BVjuNJb+7epdBlhJE6FRJe7eam5Sibv7emp2N4ElJzFyhZCIiIiI0mKARWteJx1YgBdgHVms9dyBtWWmgqlyAS3LxvfdsvBqh6cQRvXeZGkxxZSamsBKmAQ7ulRDo2XDNLyuKV2a8vEsqPL0iOd764w3HbZxqozN0xUvwEoIAiT4MA3ghedKgBXeg6XuRxcdWBL+xE1gAeEnEcr0FeAVnK8PrBDq4UXJ9H/v4G2HT2D5g7VyIWyiK6MVQgmb3J/nRneN8PFjboA1mVziHvy5pilxB7wwpt4ML3HvZgJLHg8AVAPPrQTJwWCnoMLs3iewktYnpcT94PyqL9RMuwqd5vdFLWbCcJodWERERETUIQZY42DUJ7A66MACvNDlyELvE1iGYeCszV6RO9D5CmGpzyuEtm2nWrMspjhVDAAOuuuDm2cqEcFL/zuw9BW/qAt0mcACnOkrwzBUgBUWCOmWtB6g5521EQBwf0QPVtwqY1A5MIGlVghDwiOnH8n5z2FhoPRfzVSKalJow5QT8sjjC5vAau/Acm47bM0rGLDoq7ZZn0Io637y/pEidwnc4iawokLTtGu9+gSW/juhoDqp0j8OIa//csFs6ziLmsAqhkx8+SawOrgjSYdKbJ6uoFI0YdneexoATi07r6ukDqxyxEqqrqFNswXJc7Bcb8Hq4/QpEREREY0OBljjwDb695EDnXZgbdYCrF4nsACvB0uuwToNsAp9LnGvNS1123EhXznlRM3+k9J/1b4+CHiPv58Bln7bUat7W7QJrPO2zQJA6g4sfY1q+9wEdm+cjOzBWk5Zeg0ApUCJe1wHlmEYXrdTSJG7rKzOasHO+sBJffp9ijo1MH4CK7oDK+tTCL11P+d2pchdrItbIYwocU87TaSHcWEdWGHh8rceP4H3f/HhyNXflZjfLbI+F9WBpd+mXtyeFLz6v7/XKRbGMAzsXOe8h/dqPVhfefgoAODpO2djbz9qJVVXTzGBBXg9ckREREREcRhg0ZpmWTYW68kn7OlUB9bCqrog7LS3SnfWpmnfnzsNw6LKtbMiAZ9hxPc0pe00OignEIYUuAN6iXv/AiwJmAwj+vn2TWBtmwEAlGXVLLEDyz9VJVNYYT1Ycl+meipxDw+DqzF9YjKBpQdY0hslJn0l7uGl66oDK+Q90B5gJXdqdWu16Q9cNgYeS/wKYUSJe8qAWu8mC+vAClsh/ONPP4A//+z3I8v9V2JW+CRsD4ZL8h70B1hddmClKGPfqYrcnff0yeU6vvn4CQDAledvjb19ua9xwbu8NsImsPSAkCcREhEREVEaDLDGgG3372PYlupNdT9m03ZgTbdPYIVNn6QlE1gibxNY0hE2XS7CNKOn5ooRAUeQdwJh+ARWXOiSlRXthDXDCH9M+gTW+dtlAsvrOooTnKryAqz2Hizv1LbkALUcmFpqxHRgAUC1KM9l+/2VAGtuwvu+62MCLAkcGoHXWdwphHLSoPfn9gmsrILX1UDh+qaZ4ARWzCmEUuLe9L/mktboRFF7LGErhGGPUbrPZBIuKG598XlnbcRLnrkdb/iJs3yfD/tdUAusEIadSLnaaOHIQs33uZVGchl7sMj9ru8fQcuyce7WGezaMBn57wBtai3mvRRX4m4Yhgp92YNFRERERGkwwKI1TS58iqaROoSSyRy9A6unCaxAgNVpiXva4Khb8hwlTaipCZ2EIM0LsCImsErRoUtWZGIj7uJcus5MA3jKFmdKTgKYpKmh5UBBfFwPVjcTWGlWCAGt26nZHgbOqwBLm8AKrBDqoVrU6yyuB06/X0XTUAGL83f96cCqRk1gpVghbLRsNb1k23bqEveyvkKoJtLiS9wl1IoKQ+PCs8lyEe9/1cV46YU7fJ8vJqwQ2nb4+/N1H/1P/Nh/+w9fl1WaExhPW++EVDKB9YUHDwEArjh/S+S/Eeq13OUEFuCtES4xwCIiIiKiFBhgjYMRLnHX+6+iJnGCNk87wcv8alNdfPYygXXmpt4msMLWhrKUtiMsGK5EOeCuEG6LCLAGUeLuTZdEP6bzts+gWjJx6Zkb1X1KewqhmsByL7C3zVVVD9Z39p70fa2EaXGrWkIPCS3LzmaFUJs8nJ0oQR+y868Qhk9Mpe3ACv59mgCjE3EdWOWiGbsG6D+xseX+X+9nnPSzKWqTceEdWCEBliUnSYa/ztOs8AWFdW4FX6thr90fHFpEvWnh/n2nvO+f0IEFeBNYT55YRr1p4f/84AgA4MoL4tcHgXTBey2mxB3witwZYBERERFRGulKg2ht61fheg5K3CWcSdt/BQCzE0WUC6avB6mXCazJchE75qrY704/dBxgyfRHn04hlPWguBUs536kWwlLnMAq9z/ASnPy35aZKu5+2xXqIhnoosRd+1nu2jCJx44tt61qyX2ZSnEKpn7aYMOy0GjavvsVVImZZgubwCqYBtZNlnF8qe7cf98KYfjrrCZrtCEBkS/ACvY1SejTQS8TAMyvNkLXWYMrdxunvdfr3EQpNqDWn79aw8Jk2d/BVk0IqNVzE9WBFRZgub8/wgr2gfQF8r77UQibwGoPsKb825XqZ/ikVsauns+4Diy3xH3fyRX852PHsbDaxKbpMi46bV3ifdVPbowiz2VUQCvvGa4QEhEREVEanMCiNU36nWYq6fqvAKd7ZXOgX6eXCSwAOGuzV+TeaRim1ob6VOJ+1w8OAwCed/bG2K8rmckrYbZt4+iiE+BsnY2YwNKmnPo1Vbaccrpl/VTZN/0h/7mWtsS94t2+nPAn4ZD3tcldQ+r7a0FLo2WrELUY2YHlrhDGTGAFV+vWa2Xn+vPjBU7+n4nch7AVQv3+BkO2cqF9WijJE8eW8ex3fwG//anvtP1dcN1Pn8CKO4EQcB6bvI8k8JFVz0rRjHx+hbwumpYV3oEVO4EV/vjjOrCiyMqi/r4Jhq1hJxHK5/a6YTXg74mLIiuEB06t4nPfOwgA+MnztsR25Yliit8XqVcIeQohEREREaXAAGsMGHb/PoYtbb9TkB5gFU0j8QI3ydlaD1a3K4RZrWLp6k0LX/rBUQDOhWns/UixErZcb6mgQZ+Q0emhSbBUOyudhEY6dQphwtTQUsiEl5zwd2K5HvG1KSaw9ACraanwp5sVQgloZgPhjn4SoX7/owIn1fkUtkKolbgHJ7TSnlqp+/beE6i3LNwbWMNsWV6YJ+8f/XHE9V+p+6dOInSeK5k8lJP24qgwphm+QhgWxKoAK6oDS1Yiu1ohjJ/A0tm2Vzy/97g3gZWmwH7LTAWlgoGWZeOfvr0PAHBFwumDopiwctxsWZCHETVhOK0msHgKIRERERElY4BFa5qsEM72EGD1On0FBCawyp3dXtjaUFb+87HjWKw5a0HP3DkX+7WlFJ02xxad8GaiVIgMbKraJI++xpWl4CmBaaVdIVxRxezaCX9qAqsR8bXJQUXBNFRHVZoVQq/EPe4UwuAElhf8TJT0Enf/CYhCTRwlrRAGO7BkaqmDEncpGQ8W4esBnQSg1VIBM27AsW4yRYDlBjXyeKSYXKaM4nh9XpavF0+tEIaWuFu+7xeUpoMqKKwPr60DK9C5pX//J0MmsOJCXtM0sMNdI1xYbaJcNPGCczaluq8qEI0IMPXXWVIH1mLESY5ERERERDoGWONghEvc5cJnOkX/kE4PsHrpvxJyEqFpRIcRUWT6ox+nEP7HQ8764IvOTV4Liir51h1dctYHo6avAOeiWMKOfvVgpbk4D5O2xH0pZEVxw5QTopwIrBCqExFTvgZLWpCkStwjLvDltVnrYIUwagIr+hRCmThqfy6L2msmGEKkWTkNOqACLH9gob9O9KBsk/s+DU6ZhQmuWz55UgKs5Aks/bWvF4/LSl/YCqGETNEBVhcrhCEngQanGIPfT//zXrcDq9my2ibaokgPFgD82NkbU4fCUYGo0N9jUadsTrsruixxJyIiIqI0GGCNAylx78fHkKkOrGr6DizAWZ0RWUxgnbdtFqWCge1zE6lPQxQydRFXhtwtCbCuOD9+fdC5H879jur0AbwJrI3TlcivAeJX37KQpsQ9jPyso06OExKQ+Saw3GDoeGCFUIKKtPelrJWf19UphFEdWDErhCvu9GFwAisiwCpFvM7iTiE0DEPd32DAlRRghDk07wRY9able0yrat3N9L1/NrqPJekAAiBsAssJc9IEWOoghZa/A0s+H1bi3khYIUxTot52P0JWFpNWCPVwc2G1iVMrDd/EXtL315+ftOuD+n2N6kCT17Zh+INQHUvciYiIiKgTPIWQ1rT5Lk4hBLKfwNo8U8Enf/2yVJMiQWFTF1l45MgiHj26hFLBwI+fsznx671TxeICLGcCa9NUfKAwUSo4F9IRJ7T1Skqf9RW5NFJPYLkX1L4JLHc1r30Cq7M+rlLRBGpOWCLTS1EX+GqFMOR59Caw/M/BBn2FMGQCS5+Ysm3bd+pe6P0tGKi3QlYIQ24viUxgAU7YEgw6g+9FmfTrqAOr0cMKYUvrwCqZMFNMYCV2YHUygaUFWLZtwzCM9hXChFL3vceXfQcsJAX0+vOTJugWSRObEmCVC2ZkqC8BFiewiIiIiCgNTmCNg1FeIXQvfGY6DbC0CaKoC/dOPev09Thb68JKq9SnFUKZvnreWRtTrVgWEzptAODYkkxgJQRYbnDS7xXCqUpn4aOELokdWI32218fUuLesryVs6mUq1fqPrQsNb0U9RqMmmSzLDuyxN0/geXdp7DAQQ8/ooIOWW9sD7CSV06DZAIL8KYnAS+gC667/eR5WzBTLeKyhBM09fvXVuK+Ls0KoRfGhXZgBQIs27a1FcLw13g3K4R6kBl1+8EJyeDfP3li2XcCYtJE6JmbnPXnZ+ycw/a55OdK3ddC/MSmCkZjVqp5CiERERERdYITWLSmqRXCIXdg9cIrinYulNMcYZ/GnQ96/VdpqNMQY4K0o4vSgZVuhbDfJe6drGcBQLngnkKYELqoCSxtwss7hbChfk7L2oV32vsS2oEVcZEva3GrgZBiodaE9Iq3d2B5f/Z1YIV0VvkDrPD7L/etrQMr4RS6oGbLwuGFmvqz3oMVdWLeK59zOl5xya5U7wm5/7WmM9l24JQTYO3qqAPL8q1Uhp0KGPxz5ASWCpHSB+QF7XE2LRvFQkiJe+DPwem8J0+sqEMl0rwmr376NvzuT5+LK85Lvz4I+J+zMPK6iPsfCKZ4CiERERERdYAB1jjo17RUriawOuzA6mDFpt+KWnjRtGyUMwiw5lcb+M/HjgNIvxZULiavMqoOrIQVQll963uJe4fhY9oVwuWQCS85Ca9l2VhYbWJusqS+rqAV1yfeBy348QKszlYI5931wWrJbAue1kesEHon7bUXhBtG9H2I7sByA7GYlVPd0cW6r9tJn8CKW7dLG+hW1HPVwsFTq7Bs5+e9KSFsBbTw1rLVCmKlWFAl7q3AKYS+UwIjApzVLkJWuR/690jswAqEm3uPL6vnM830V7Fg4jcuf0rq+yhKCavPcj+jwlmAJe5ERERE1BmuEI6DEV4hXOjyFMJN2grcsCewwtaGevXlHxxF07Jx9uYpnLFxKuX98MrFoxxzTyFMCgUm+l7iLr1TXXZgJUwNhZXEV4oF9TqTInfVf5ViVUuUtBJ3tULYYYm79F/NhgS3vlMIS3qA1b6q6oU10T1F8u+CAZ1XRp/uNXtQWx8EvPcu4C9x75Y+gSWn8Z22biJVAFZyw9tG09JOZTRVP10rMLGnT50lTWB104EFeKFZ2wRWcIUwZAKr2wnFTiRNbNZTTGB5xfucwCIiIiKiZAywaE1bXO2uA6tSLKjVq+FPYHkXrWmnWZLc+dAhAB2eKqYmalJMYCV1YGUUYP3v7+7Hqz/49fbi9G5XCNUEVvz98gIs/+tqvbued9y9P+rrOujikrBktdlSgWUxKsBSz2P4BFZYufnOdRN4xs45XH7uZt/thp0aqJ+4F3l/I1YIVWdaytfsQXelL/gYgO76ooJkAqvWaKkC950p1gcB/wmNeql9mgms4ISU6OYx+QKsVvgEVvDPwfXSvYEOrH4pJXTmeRNY0QGiOsmwgx41IiIiIhpfXCEcB7bhfPTjdoes21MIAWDLTAWnVho5mMDS1oYyuJBrWTbu+v4RAE4JdlpJnTaAswYGABunEjqwpMS9hw4sy7Lxx//7QRycX8XnHziEX3zOLvV33Za4VwppVwjDTxbcMFnG3uMrKlBTq4YdTILJ87ysPTdJK4TBCZVTMQFWsWDiX6/7sfbPm+2Bkz5tlHR/gyFXKeVzKQ6eip7AqkWUuHfCK3G3cHw5/QmEgL+QXA/1ihEl7noImHQKYSchqz4s1ow45bAt0HKfu03TZRxdrGPvcW0Cq4+/25ImsLwOrOj7ILeR1eQpEREREY02TmCNAcPu38ewLdaiV6mSSJH7sCewCqYB2d7KYgLrgf3zOL5Ux0y1iEvOWJ/63yWdKmdZNo6rFcKEDqyinELY/eO554kTau3s6FLN93cSMOkl62mkWSG0LFtNz7RPYDmPW1YI1f3oIKQID7A6O4VQTiAMC7AAwDCMtpXAsJ+vOnEvZnVPnUIY+Bp9aimNA4EVwvnV9gmsXsJkfYXwSVkhTDuBVfD6s+TxVIqmWj8MPsZWihL3bqagDMNQoVnkKYQRgdZZm5zi9pVGC/tPOgFetY8rhPK6aCRMYJXjJrASerSIiIiIiHQMsGjNarQstVrVaQcW4AVYw57AAtB20dqL+/adAgBctGtdbIFy1H2ICtFOrjQgd299Qon7RNkLBLr1v797QP3n44v+FcKVkI6qNNKUuK82W+qEv7AJLAA9TWBJd9SyVlwdHWCFl7irDqyIACuMWhENOYUwboWwHNGBpXqjUp5CeMidwJLbCe/A6n0Ca7XRwr4TMoGVNsByHsuydhpepWR6E1iBFUL/cxj+GlcrhB2+RguBSTn5Gcnn208hdL7P7EQRW2ed32k/OLTgfO8eOsWSlEIm+nT6KmaUsKlAIiIiIqIoDLDGQc5K3N///vdj9+7dqFaruPTSS/GNb3wj9us/9alP4bzzzkO1WsUznvEMfOYznwHg9V8B3a0Q7ljnXNzOTgx/k1ZWabLogvnefifAetqOuY7+XSmkI0l3dNGZglo3WUoMxnrtwGpZNj5znxZgRXRgdRxgpVh70yejgtMzwQksVeLeSQeWG5YsaScYFiKKxpNK3KMmsMKErXx5AVbyCmFbB5bpvV5sO/l1e8ANsJ6yxZkUCuvA6qXEvVrSJ7A6DbCc77tU936nlAvaBFbgPZGqA6vLNb72CSzn9qXnL2oCq1IsYJe7MvnDw4tdfe+O7mfCxGaaEvcsf+8RERER0ehjgEUDddttt2HPnj244YYbcM899+DCCy/EVVddhcOHD4d+/de+9jX88i//Ml73utfh29/+Nl7+8pfj5S9/Oe6//341wTFRKnQ0aSRe+/zdePNPPgW/8rzdvTykTBQjVpW6cf/+eQDA03fOdnYfCt6Fc1ggIQHWxoTpK8C7cF7pMsD65mPHcXjBWxs8thQxgdXh5F1Z60mKIlM4E6VC2wl2csKfTGB5q4bpg4KiWiF0Xr/FmFPy5JS2YFH3/IrzbzuZwCoX219jtUb3HVj6yYlpXreyDvrUrTMAvP46wJswy6IDa7neVN8rfQeW828X3UCyYBooFqJL3PXHG7WOqh5T1xNY/gBLpkzrLf9rQe8xk8DuYQmwOjylsxN6b1gYr8Q9+rUVfKxERERERHEYYNFA3XTTTXj961+Pa6+9FhdccAFuueUWTE5O4tZbbw39+ve+97346Z/+afzO7/wOzj//fLz73e/GxRdfjPe9732qQ6eb6SsA2DpbxZ4Xn4ttc9WuH09WCio86m2Vptmy8NABJ8DqeAJLK5MPm8LyTiCML3AHvOCl2xJ3WR/c4q556hNYzZalLponOww8VPF4zNrbciO8wB0A1rsrhMeXnNfeUi28KyuOBD/yb8sxF/iJK4QdvPb1iSmRaoXQDYaC01H66ZlJEzS2basS93O2OhNYC1oHViYrhO79e+zoMlqWjXLBxOYUr1XAW4eTqU4JwwoRq736ylvYNJ/+Gu14AqvgLzavqwmsUuj3k9dGpVTArg1OYCdBXF9PIUyYnpLXWdzr2zvJkCuERERERJSMAdYYMNCnEvcO70e9Xse3vvUtXHnllepzpmniyiuvxN133x36b+6++27f1wPAVVddhbvvvltdpM10GWDlSVi40I0fHVlCrWlhulLEGRvSTZ8I6TQCwjtpji2mK3AHtBXClCfU6VqWjX+/3wmwXnXp6QD8AdayNtXV6XRLWRVPR98vFUqFrAVumHJChBOBEvepjkrcnedZwr1SzPRTVIl7VyuEIWFBLUVP0SufvQvPP3sjLj/Xf6KlPlkTFwgCwMnlhvpeT9nsrhBqE1jdnNgXJCHcj44400c710+0TdBFUSuEtZQBVkgIqNNf952GcoXA2qJMWEWvEHoTWLsCE2fSRdcPpWJSB1by65sTWERERETUibV/5U9DNz8/7/tzrVYL/bqjR4+i1Wph69atvs9v3boVDz30UOi/OXjwYOjXHzx4UK0QznRR4J43WZW43+8WuF+wYzb1xbt3H7QJrKYNBHIqWePbOJU81SJBRDcTWF9/9BiOLtYxN1HCyy7cgb/8wg9xTDuFUFb8TKPzEyQrKUrc1XpiyAmH6yJK3DtZ1Qr2LZViTmlTvU4RE1idBFjqFEJff1PyCuGVF2zFlRdsbft8yTeBFR9gyUrfxqkyNrlTdb4JrBT3I4n8W1k9Tdt/BXjhnoTiEuhFvS+bCacQ6oFjp48pWBwvty/TdsGwsKYmsMy2x9zXDqyE0F0+X4mdwGIHFhERERGlt/av/CmZbTgf/bhdALt27fJ9+q1vfWv23yvEYs25AJbVmrUs7IS4btyvCtw7678C/IFE2EmER9UKYQcTWF10YMn64E8/bRu2zlbd27GwXG9islzUpp6KMIzOXtdpTiGUYCl8Astf4t7VBJbqanInVOJWCOX+tiy0LFtNrMx3VeIecgqhtn7WKcMwUDQNNC07cXJQ1ge3zlZVEOMrcc9gAis46dRJgKXWOusSpDm3ZUYEWK2EFcJVrVus09eoacR3YAUnviT8qxa9FULRzxNWk9b/JGhL04GVxemrRERERDT6uEJIPQsGVjfffHPo123atAmFQgGHDh3yff7QoUPYtm1b6L/Ztm1b5NerCayRWCHM5kLue/vcAvcO+68AJ5AIri/pZIUwTQeW9CV1WuLebFm44/6DAICfvXA7JssFNcEiHVzLPYQdaU4hXIk54VA6sE6tNNBsWeq+dFImXw6sq8UGWFoAUdOK3I+4U0YyzZRG2LRLmlMI46QNXmUCa/tcFbNu4LxYa6rDAmTlrhrTxZUk+BjSFrgD7b1TlcAElhUocdcDu7D1SdVL1cXzWgz04SV1YOkTWNvmqtAHL3sJBJPvZ/wEVpr1VPX66bH7j4iIiIjGAwOscWD38QPA29/+dpw6dUp97N27N/RulMtlXHLJJbjzzjvV5yzLwp133onLLrss9N9cdtllvq8HgM9//vO47LLLVIA1PQorhAkXg2lYlo0HDsgJhJ0HWED4lI6QFcJNKU4hjOpuSvJ/HzmO40t1rJ8s4bKzNsIwDHXq4fEeTv4TZW2iKYqawApZC1w36YQItu2EWF6Je+cdWN4EVvIKIeCFIku1Jhbc8Esm1NIIC5vSrBDGKanXbXwAcUAmsOaqKoixbG/iaTWTDiz/Y9i5Lv0EVvBnIIXwwWkooQfNLctum0KS57WbCaioDqzpyA4sr4i/VDCxfc573N28R9KS4vuo8EleE7EBlruGaNvO7y8iIiIiojgMsMZBnwOsSqWC2dlZ30eUPXv24AMf+AA++tGP4sEHH8Sb3vQmLC0t4dprrwUAvOY1r8Hb3/529fW/+Zu/iTvuuAN/8Rd/gYceegjveMc78M1vfhPXXXedNoE1AiuEGUxgPX58GYu1JipFE2dvnurqNsohPUmikwksWSHsdALrju+564NP365CvQ3uyqL0YMnkUie9U8IrcbcjL5jjJrBKBVOtwJ1YrqsVws4CLFkhTJ7AKpiGClckyJCOp6lyoaPwNixsSnMKYZrbTCrhPnhqBQCwfbaKaslUr3dZI5Q1uF46m4JrkJ2sEAZ/BvI+8KahojuwgPZAVMLGbgIs/XeBbdvqZySTpm0rhOoER+c+79rgPe6+nkJY8MKnsN9bErTFvb59J1kywCIiIiKiBAywaKBe+cpX4sYbb8T111+Piy66CPfeey/uuOMOVdT+xBNP4MCBA+rrn//85+MTn/gE/u7v/g4XXngh/vEf/xG33347nv70p6sS6JFYIcxglUYK3M/bPqvCn67vR9gEVicdWG6gs9phifs3HzsBAHjhUzerz21wS+Pl+0vA1EnvlNCnQaKmsNRaYERApnqwlhqJXxvGC7CSO7AAb61OQpFD816fVCdKZkiJu7Z+1g0J1+JWMgHg4LwTum2dq8IwDMy63V0SQsvPtNv7AfS4Qhg48EB1YBlRpxD6H2/7Wl/3k20F7efUtGzI9mLkCmEghNQfdz87sPTwKez3RboJrPiTT4mIiIiIdGv/yp8SGbbz0Y/b7cZ1112H6667LvTv7rrrrrbPveIVr8ArXvGKts+PUgeWXLS2elgh/N5+6b/qvMBdFCNWwlYbLbW2tinFKYTVLiaw5lcb+P6hBQDAxWesU58PrhBm0YEFOAFW2AX+UsJU1fqpMh47tozjS/WuStzlgl4mycoJAValVMBCrakmbboNsIqF9n6zXlcIiyGhWBg1gTXn3OeZahHHl+qYd0NoeZ30MjGk/yxLBQNbOukHCzx+CdKiSsaDjzc4FSV/7nUCS79dOW217RTCwM9wlxZgDWICCwj/+UvQVo5ZkdVPPuUEFhEREREl4QQWrVly5P0oBFjSJ9PLFML33BMIu+2/8t2PQJAm4VHRNDA7kfx8e6cQpn889z5xErYNnL5hEltmvHBmQzDA6qUDSw+wIqaGkia8NrhF7ieW614HVkerfIEOrGL8KXUSTLQHWOkDGiB8yq/e4wqht5KZMIF1yitxB6CK3GWKspeVO6GHcDvXTagTBNMomYEAK1Di3j6BFVghTFjr64TqwLJs3+3Kumj79/I/d/rqZF9L3LXntxHyXqp3OoHVQ3hPRERERONh7V/5UzKtryrz2x0ib4Vw7Xdg6Ret3bBtW60QPq2HCSyZRAkGafr6oGEkBwP6BJZt26n+zbced9YHLzljve/zEmBJifxKTMl6EtM0UDQNNC07MnSRUCqqY2u9Fqh1Uygf7I0qmgkrhCUJsGSF0F3H63KFUDqLCqbR+ymEMaX/YrnexPyqv3ReQuf5FefzqxlMYOmPoZP1QaA9RCwHVwjt4ARW+MSVWFVTUb1MYFlquqpUMNR7KnqFUDqwBjOBVdADrJDgPU0HlmkaMA2n0J8rhERERESUhBNY46DPJe7DMkqnEMpFXrcl7gdOreLEcgNF08BTt850fT/k4rne9N+Po26B+sYU64OAf/IjeHEf5Z4nnADr4kCAFVwh7ObkP506iTBqAqvhrgVWIiaw3PtzYqmu1gC7CbCi/hykTnRs+iewtnS5Qgh4gZNaP+u6Ayv59EyZvpquFFXY3D6B1f2pfUIvce+kwB1oDxHVBFZEiXvwz+0dWDIV1f0EVsvS1/DMyBM021YItRL3fnZgGYbhHfoQ8vNP04EFaGuonMAiIiIiogQMsGjNGq0OLJlk6e4iTqavztk609NFqzcdFD2BlUZVu2hdSVHk3rJsfPuJkwCAS05PmMDqYYUQSA6w1ARWxPO43l0hPLpYU+HcVAfTYMHOq3LCCqH8PKUY/LCawOpshVAPyrwAq9dTCGXlNDqklABLv79qAmu1iUbLUtNoWU1g7VzXWYAV/JnIbUWXuAc7sPyvcQnkgicjplHQ1onVz6dUUPcpOixzvteWmSo2TpVRKZrqvdMvYb1qIs0EFhDdM0ZEREREFLT2r/wpUd5K3LMySiuE+tpQN+7PoMAdiL4gPbbohCabptOFJsWCiVLBQKNlq8mhOD84tIDFWhNT5QLO3eafIJPQ7Lg7BSbF6VErfkkkrIiaDFMdWBGTfRumnNfbvpMr6nOddA0F19WSJ7ACK4QLXZ5CqJduuz9fCT+SpmSSbjNuhfCA6r/yQiV5z86vNlTYA/R2CqEe3J62ocMJrEJwhVA6sMInI4Orvm29VFLi3kUwqAc6YRNY7YXx/im6gmngtl+/DKuNVuRrOCtqhTRshbCVbj21WDCARnKPGhERERERA6xxYBvORz9ud0hs2x6pEndVsN3lBNb3Mui/ArwL9uDFpEw/bexgoqNaKqDRaqaawJL+q2edvt7XrQMAG9y1xeOL/lMIe57AiurAUgFZ/ATWkyecAKtgGh11SHW8QliUQnynT0yVuM90FmAVTAOG4XRgSeDQ8ymEKV63B0NOTZSDABZWm2qizjC6vx9Abx1YwQBLJtJks7A9wPK/doKvJW8Cq/PHU9T68PRwypsc9L+fJITUp+iesmW64+/bjbgAs+GuISedshlVlE9EREREFMQVQlqTlustyPXOSARYgUkPy7LVhFka35MJrB5OIAS8i83ghMlRdwJrY8oJLMBbB1tpJAdY9zwe3n/lfE8nMFqqt7DaaGG53x1Y6hTCqAks5/5IkDRZLqQqqRftAVa6FcLVRgvzq001ibWlwxVCwCtyVxNYPZa4p5nACp5ACGgTWCsNFcBMlDp7HoOKpoHpShGGAZyxsbMAK2qFUL0vgyXuwRXCRnAqqpcJLO93gf7zkfvYFpY1uz/xsFdxK4S1VroVwmKKHjUiIiIiIoATWONhBE8hlP6rgmn09aStQZELwVqzhdu/vQ///T9+iCeOLeN/ven5uHDXuth/e3K5rqZczt+ezQph2wRWhx1YgD94SfKtJ8JPIASAmUpRrSMeW6pjWXVg9bZCGNmBVY8vZpdTCCXj6zRIC4YlSRf4MsWz2rRUaLZustRV11mxYKDeCguwuu3ASi7gltfmNi3Amq22T2D1WjhuGAbe96pnYWG1iS0dTqcVgwGWWsdz/tztBFY3oZJ/Astb8QzrwGpZtgp+uv0Z9iJ+AittiTsnsIiIiIgoHQZYtCbJdJIzcTG8VcasyNrcjZ/9ge9i+IED84kB1uEFZzpqbqLUc+dN1DTEsSXpwEofYE2oACu+2+bIQg2PH1uGYQAXhTxWwzCwYaqMQ/M1HF+sYyUhYEoSVYYtklYUN0z6n4NOCtyBHk4hbLS6Xh8Uwc6i3k8hdE+tTDGBtW22fQJrYbWhJt6yCKIvP3dLV/8uOAUnIWOh2w6skLW+tApy8mHL8q0HShBk2U5pfrFg+r5vL+uX3SpFTGwC3msieQLLK60nIiIiIorDFcIxICXu/fgYloUR6r8C4FsPWjdZwi63hHrJfZxxji50Hi5FKcn0R9QE1lT6tbWqGwAldWDd405fPXXLDOYmwgv5pQfr2FJNBUydFKfr4jqwbNvWAqzw19bsRAl6TVen9yMYlqTvwLJwyD2BsJv1Qf17BUvcu+/AktuLCbDCJrAmvFMIe+mLyoqsVgo5PbAQcQphqxUfYNV6WOvTJ7DkNaqXuDu373zeV4A/hABLBaJhE1ittBNY0SEYEREREZGOAdY4sPv4MSSyQjgKJxACwM8+cweesXMOv3PVufjK7/0kXnDOZgBQRfVxjroF62lPCIyjVgi1i0nbtrtaIZxwL96TOrDi+q+ElMcfX6p7AVOXEztxHVj1lqXCislK+O0XTAPrtCmsjiewAhf05cQOLDmFUJvA6vAEQhFcEe11hbCc0F9Ub1qqP82/QqhNYDWym8DqlmkavlBSwqCoEvdG4M+1iGL1btYi9VMIa1q4p6+eymtXfn5F02hbgxyEuP4q/QTF2Nswo3u0iIiIiIh0ozG+QmNnUQKsPh8TPyg/fs4m/Pg5P67+PO0+ro4msGZ6D7BKIRM1C7WmmgTpaAIrZYm7nEAY1n8lNvgCLOc56XZdshRRhg1AFcQD8QHZ+skSjrvBYVTQFSV4QZ8UPMjzWGu2cFgFWL1NYHkBVo+nEAZWEoMOL6zCtp2pM331UiYn51e8UvpeO7B6VSqYbaX2wcMVRMsKTlxFnELYxfOqOqFs/wRWsWDCNJwVwnpGP79elQrhE5uAFmAl3LeCyRVCIiIiIkqHE1jjoF/rg0OdwHI6sEZlhTBIpnqWEtbvAO+EwM0ZTGCFlTLL9NVUudDRupxM1NRiAqxas4Xv7jsFIF2AdUybwOp6hTCmxF0K4stFMzZYkvsDdN7F1XkHlkxgeSuE3U5g6Z1Ftq2dctdtB5YbTjSa4b8M5lecsHHdZBmmNuIkE1grjZaaMhz2YQz6z0ECIVXinnAKYTAMVacQdjWB5YZmLdtb8XRvJzg9OOzwrxQ3gZVyhTCuR4uIiIiISMcAi9Ykb4VwRAMsd6on1QTWYnYdWF6njXcxecy9/Y0dBmQTKSawvrd/HvWmhQ1TZezeOBn5dWqFcLGuOrW6LXGPWyFcrqUriF8/qQdYnZa4BzuwklYIvRL3g72uEGqdRU6I5Xy+61MIE6ZnVhrhz+e09r494k4QdtMXlSX95yDPR/cl7t13YEloFuzA0v9vrZmPCaxizM9fnpOk13eBK4RERERElBIDrHEwih1YbtAwPaIBVkcrhItZdmD5S779t99ZQOaVuIeHG3uPL+M9//4QAODi09fHnia5wf3eB+dXVXgwWeruZx9X4i7TXUm9VvoE1lSPE1hJEypeibu+QthtB5b3861lcIJd3Dom4D2fwemqUsFUoZb0eg17hbAYNoEVVeLe1oEVCLBUsNT5Y9LXFr0JLNP9v87tBTuwKkOewAoLn9KXuMtzzBVCIiIiIoo3mlf/5NevsCkXK4SjUeIeNOkGWKlK3LuckApTDjnS/thSd7cvwUtwAsuybPzPrz+O9/z7Q1iut1ApmvjVH9sde1sygfXkiWX1uW5XCCsxE1hLbr9W0m2v1wKsiQ4nsIIX9EkrhBJeLNdbOLwgK4TddmB5P99aBifYhQWeuuWYabmZahHL9ZaawBr2CqHeTSbPeaEQHmAFT91rO4Ww0f1qZkE7hdCGf8KqHAgMe+nayoIcChAMMJstC/KUJZa4F9qnPomIiIiIwjDAojVp1FcIp9UKYYoOrIUMVwhDJmqOdTmBNVH2Ts8TK/UWXvvhb+Drjx4HADz3zA34b//PM3HmpqnY29rglsc/eWIFgBPEJE12RInrwFpRE1jxYcqGyewmsIpmuhXCA6ec6TPD6H7aTl8RrWmnxMVNv8UpB041DPLWPdvfpzPVEg7N13B4IS8TWN5zUC64K4QJE1hF03BW/SImsLp5TPpEkhxuKK/1YPga7MgaNJkWCwaYehiVPIEVvqZJRERERBQ0mlf/5KNK1/twu8MyaqcQBnkl7vETWLZt4+hSliuE7X00qgOrgxMIAW+iRg+w/u07+/H1R49jslzA264+D6++9AxfuXcUWdmT0KWXaZ24FcKllAXx+gTWZIevwWAnUOIKoftY9510wruNU5XEqa0oYSuEvUzvFGNKvAHEFu7PuuGzTJV1O1GXFT1IVBNY2omAOnm8k+UC5lebqotKSLl6N8+tPoEl70NZRQz2t2XxM+xFuRjegaUHekmv1WJCCEpEREREJNiBRWvSQm20VwinUnZgLdSa6mJx80wGpxCqiQrvYlICso2ddmCFlLg/fnwJAPD/XHwaXnPZ7lThFeCtEIpOi9N1cSXuK25gmNyB5b3u+n4KYdE/odLt+iDgTZ81WpZXAN5DeXrYqZW65Xr0CYPy3j3snqxYHVIII8JPIXRen7btrL4K6WuS92n7CmEWE1jeZJdaIVThq3P7qz18nyzI9FQwwKy5988wkicM9cdLRERERBSHARatSaO/QigBVvwKoawPTleKmVzEqmkIK2QCq9MOLAmw6t5j2OeuAO5cP9HRbc1NlFSYAACTlR4msNz1sGDxNuA934kTWL5TCPscYAV+rt0WuAP+aRe1ftblCYSA1qmVuEIYMoE14QRYEnBWhzyB5Q+w/CuEgH8KS94f8joJTvOtuq+tbt6TcvJh07LbThkMrr8OewKrGPHzl0ArzXpqUXu8RERERERxGGCNgxE8hVBWCKdHdIVQApqlehO2Hf1Ed3tCYBTvVDHvglRKtjdNddiBJSuEWlAka3A713UWYJmm0VNopIudwGp0cwphZ6/Bgmn4wrjgSmFQpgGWLxzpPfwoJa0QNqIDwWD4XO0hSMuC/nOQ10hB+5w+IdRyH6/87PXXkqVNTnUzVSahkGXZKhgrByawairAGm6Je8kMn8Cra/1qSQoJISgRERERkWCARWvSvJrAGs0VQgnmbNvrEQqT5QmEgHcRrwcS0lG0pcPVNQktVjOYwAL8a4STpe6Dy1JM546sbHbUgdVFmKaHJckTWP6/72WFUJ+YkvCj2zJ8ILm/KHYCK/DeHXoHVtgKoREeYMm0kDwufZpP/8/dlKvrHVi1RvgKoXwP6doa2gphxAmCjUDwFqekPV4iIiIiojgMsMaAlLj342NYFlalA2s0J7AmSgXIkE5cD5YEWFlNYBUDExWrjZZa19w809nkz0SgA6vZsnBw3jlxrtMJLMA/9dRL2BE8yU0nYeFUworiTKWouns6LXEHvMkVYNArhN7EVBYn2KXtwAo/hTAwgdVDF1cW9FAx2IEF+FcIpbQ8PMDyAttuJrD0kw/bJrDaVgiHPIElE5sRJe5pDhsocIWQiIiIiFJigEVrTr1pqQvGUQ2wDMPQTiKMmcCS9b6MJ7Dk9DNZH6wUTXVqXFpSDi4B1sH5VVi2cxG+uYv7u2E64xXCkNAlLnDRGYaBMzZOwjCAbV0ESqWiHmAlrBAWgwFWDxNYatrFymiFMH56Rp1CGBKSBV9PvZwsmQUJW0zDC/p8AZY2ZSTTWJMhJe4yFVU0Dd9UV1rhE1jxpxAOawIr+PtCBIO3NLfBEnciIiIiSjKaV//UboSuDRa1iaRR7cACnBPOFmrN+AmsJenAyirA8k9UHF5wJqa2zFYSy5iDVAeWG2DJ+uD2ddXUpw/qfCuEfTqFMC5wCbr1tc/B4YUats11EWB1sEIYPCVwS4eTcDp95SuL6Z1SIfq5BNKVuIthhTBCpg/1Unv9ZeorcXcDmqmQCSx5vXf7vBZVoGOh1oo6hdCbkOzle/WqGNGB5k1gJb/PJbCLmuIjIiIiIhKje/VPnn4Vrg8pFJP1wclyoasJh7VCitwX4wIsmcCaySbACl6QHp53br+biSnVgSUBVpcF7mJDj71TQk4h7GWFEADO2DiFMzZOdXUf9NAqaUqlUjRhGE4fGtDbCqG+8ldv+qd7upF0gpwKBNOUuA85wCoXnSBFDwwNwyncb1m2v8RddWDJBJY3JdnrVJSawGrZqDX8PWXys2o/hXBIE1gR4ZMqcU9xv2QVlxNYRERERJRkdK/+aWQtjPgJhEIeX5oOrM2ZnULovyBVBe5dTP2oDqy6fwKr2wBrY1YBlhRhx6wQTvQw4ZXqPmgBVjFhGs0wDDVhUzQN3/PQKe+USe0Uwh66pyT0iezAasgEVvvz2VbinpsJLP/zUQgJWIIl7vo6qgS23QZYeqATDBmD/W01VeI+3AmsYAeWKnFPMYEVNcVFRERERBQ02gkAAehf4fqwStwX1AmEo/3ylQ6s2AmsRWeFMKtTCNVETaADq9MTCAHvAn6l0YJt29h/qvsTCAFgw5R3H3opcU+zQjjV5xPx9AmsNEXX1VIBqw0LW2YqXa1fCglHGpaVyQqhV/of/stgRXWKhU1g5WuFUH4OwYk4vVRdyPtDBVgZrhDqpea1pr9Lqm2FMCcl7lErhGk6sLzArv39eHh+FSdXGtgwVc5sTZqIiIiI1i5OYI0Du48fQyCBTvACeNRMuRNYy3El7ovZlrirjqRgB1YXK4oSSFi2c8H9pDuBtSODFcKpXjqwVG9T+/Mat/KWpVLRC6HSXORLkfuWHtYHAW1iRj+FMIMOrOhTCKOfz9mJvJW4uyuEgbW3+Aks5zH4TyHs7XRHfQIrWLTfdgphBidJ9sIrcQ+sEHZQ4q73sgV9+GuP4cU3fwnv/+LDvd5VIiIiIhoBDLBozZEOrFGfwJp2e5iiVgiX600VEGzKaIWwXPBPYGWxQgg4J7NJB9Zp3a4Qao8xkwmssBVC97nuJSBLo/MJLOdrejmB0PleXuCQRX9SVIAh4krc2yewhvv/jooqwApfIWz6JrDcEvdK9ARWt4+n4Fsh9HdgqfVX1YHV2/fqlTfRF1Xinny/ZOIsrANLnuc0t0NEREREo2+0EwACwBXCtWqyEr9CeHTBWR+sFM3M+sCKwQ4sKXHvYgKrVPAKsFfqLew/2esKYTYdWBJQNJrtL2Cvs2mQK4TJK4EyzdZLgTugrfxZ2Z5CGLVCKAHrZKn99TlVLsA0nAk9AKj2+TlPIo8lKsCytFMI20vctQCr2dtkW+wEVkQH1rBK3FV/VTPYgeU8P+UUwVMpJCAM3k6a9wgRERERjT7+z5q05qgVwsporxAmlbgfXfLWBw0jmws8r9PIuSA9sth9gGUYBqruBfe+k8tYbVgwDGD7XHcB1vrJMuRh9hIwSVARPoHlBi59PiCg3OEEViWrACt0AquHDqxCdIm7ZdlYaUSvEBqG4ZvCqg4phBGRHVghK4SyYisTWE3tlMJajyXuBa2nLLiKJ68bCR+zCCF7oSbw2iawnPtVSnG/CjFTfA1OYBERERGRhv+tcByMWAfWvLtCOD3iE1heiXt4B9ZRd71vUxfhUhT9grRl2Ti22H2JO+AFFz86vOTczkwlVS9OmIJpYN2EE3iEnWqXVlSJe6PlBQaTfe4U0idK0lycT2YUYJW1iaks+pPKMR1Yq1rHWFTgKFOUBdMY+pRNZAdWSIl7y50MmtAmy+T1JBNY3QZyEmCtNizI0Jfcp7YJLPleQ+vACv/5y/uokmoCK3qFkAEWEREREelGOwEgR7/CJq4Q9tVUQgeWnEC4OaP+K8Bf8n1ssQbLBkwD2DjVXYAlF9Y/OrIIANjZZf+VOGfLDL7x2HGc1uUaIhAdYOll+ZOVwawQmoYXWMR53Y+fibmJEn7q/K09fV99Ysp205HeJrD8nWk6/fmMKmifrZYArKBaNDObIuyWTB9GrRCGlbhPaa+TetPCRLmgJrAqPXZgyQmO+n1qO4WwxxMPexX18/dW/9J0YIX3aOm3O+xwk4iIiIjyYbQTABpJi6vjcQrhtDqFMCrAcqajug2XwpS0gEMK3DdNV1KFLGEkuHj4sBtgrZ/s6f799asvxv6TKzhr83TXt1HWVght21bBiRSOF0wjVXdPL2S1Ku1kyZUXbMWVF/QWXgH+wEECmd46sJznLmwdU57PasmEGfH6kRC636c+piHhUHAiLbTEXT13BRgGYNtArdUCUPKmorqcwJIgbUkLAMuBfq7gBNawOrC8/ir/z1/uV5ppS3kNtaz215C8ruQ5ISIiIqLxxgBrDIxeibt7CmGfe4qGLbHEfVFWCLObwNJXgg4vrALorv9KyATWw+4E1o51va3AbZquYNN0b4GdflFdb1nq4n/JDQony4W+TwNJINHvoCxIDxyswHpaV7cngVjI9IwqcI9Z95QQelgrcLot7ut8+5z/NVoMKXGXvqZiwUClaGK1YamVzKxOIZQAsFzwAkAVvratEA53AqveNoGVPsAqqN69mBXCIU2YEREREVG+jHYCQCNpXFYIp9UKYUQH1qI3IZUVuVhvtmwccSewtvQQYMkE1t7jywCA03pcIcyCPnFUb3oB1kp9MCcQAt7UyaAvzItaB5ZMzXS76gZ4AVbLsmFZtm/SSiYHo9YHAWB2wnkP5yHAevmzdmLzTAXP3r3B93lTe08ICexKpolywQmwgmt93T4mWfOUQFUPgeRn1b5COKxTCMML2CVgSzNhWAxZ0RRNdZohVwiJiIiIiAHWeBixDiyZSBqXEvekDqwsAyw1gWVZODwvAVb3U1NVNwySa9OdPXRXZUWfetJ7sOR5nuqhID4teZ6LXa5mdv99vQksVeKewSmEgPOaqZhekJImEJx1J7DiQq5BKRVMXH7ulrbPS4m7bwLLfUEXCgbKxQKAplfi3uPzKhNYXoG7dzvlgvM8ta0QDmkCqxzZgZV+AivuJEuuEBIRERGRbrQTAHKMWIC1MCYdWFNpVwj7EGA1W7bqwOr2BEIAmAhcWO9c11sHVhZM00DRNNC0bF9307I7zTKIPiZ5ngd9ulpRW9dSJ8X1ML2jh4GNlg19q3c5VYAlE1j5DShCO7BUsGKE9FJJiXu3HVj+UFMPgfQDCJotS00tddu31auiKmAPn8BKMzkVVpIvVIk7VwiJiIiICAD/WyGtOfPSgTXiE1heiXvECqEbMG3OsANLrQRZNg7NOx1YWawQijxMYAHhJxEuu6uag5jAKgdOlRsUvaQ/kwksLWwJrpGlCQTz1IEVRQIWyw1YLMtWE4V6gFULTGB1+5iCByZUQgKsWtPCqvbaHdYEVtQphPWOStyjT7JUHVgDnlQkIiIionwa7QSAAIxWibtt22oiafRL3L1ycf20PMCZ8ph3J9EyPYVQW9U5cCq7EncAmJsoqVBu2MpFE8v1lm9tSXU2DbIDa8DdPnpY4E0KdR9+FExDncIXPIlwRZXiR//Md21wJvJ2zOUj2AwTnBBqaauERdNsC0O9XqruntfgupxvAks7QbPWaD+lcNBKEet/8lpIM2FYiDjJEAAa0jU2pMdHRERERPmSj6tJopSW6i3VDTPqK4QS9ti2M4U1pYU/x9z+q6JpYG4iu+dB7zQ6cGoFALC5lw4sLcDamYMCdyEXxDV9AsuddJuqjPAKoT6Bpda8un+8hmGgZJqot6y2CRp5PuMCwZ+6YCs+cu1z8Kxd67u+D/0WXCHUH2exYHgBVst5vN7JgN1OYPn/rK946mFZTZtyMoc0oVSMOEGwswms6BXCRtM77ZGIiIiIiAHWOBihDqwFd32waBq57s3JwkSpANNwCtCXak1fgCX9Vxuny5levOoXilIS39MKoRZe7MhRgKUmWUICrInSAEvch9SB1bTszArASwUD9Vb7FI7qwIoJcgqmEVqcnidqhdBNzvVJoYK+QtgInkLYbYl79ASW3rfV66RXFsrF8OmpRkcTWOEhmH47w5owIyIiIqJ84X8rHAOyQtiPj0FbXPVOINRX6kaRYRiqjylY5N6PAnfAv0Ioelkh1DuwTstJ/xWAtuJtwFshHMQEllyQpym5zpI6hVBbQes1AJEQLhhgpTmFcC2QUwjDJrBKBW2F0H380k3VbTl+sMQ9vAOr5QWQQypwB7RANDiB1Urfr1aKK3GXFUKWuBMRERERGGDRGjOvTiAcj+HBqYgid5mOyjrAMk3DVyI9N1HqqWBbn0LJ0wphMHQAgKXaIE8hlA6sQa8QetMuWQUgU+7ztVjzv0a9FcK1/V6VqUQpcddPIzQNL4yU57PW8wRWTIDlfi/L9gLXYU6iFiM6sBpN5zlKMzlViDjJEPAC5mCoR0RERETjiQHWOLD7+DFgXoH7aPdfCSlyH9QEFuC/WOxl+grwT2Dl5QRCIPwUwpMrTii4biK7Ux2jyETJwAMs92dba7ZUENPrBNas28F2aqXh+/xKQ0rc1/YElhmYwJJJoaJpwDCMttdSrx1YwbCmHDKBBXhh/jBXCEsR03e1DlYIJVQNn8BKfztERERENPr43wppTZEOrOkxmcCSIvelYIC14E5gzWQftugXi730XwH5LXEP68A6seQ8pxum+h+OnrbeOX1v0KGeBCB6INprB9ZcRIC1PCorhKZ/AkvCGpk+kgm2WkanELZPYLWXuAPAvPt8D3eFUPrBvOcH8MrX05S4y20E1xABrxeLARYRERERASxxHw8jVeLuXHjPjkmAldiBNdWHCSytl6nXAEtfx8vlBJY2OXJi2QkE1k32fwLrJ87ZhH+77sdxztbpvn8vnYQFqw3vcfdakJ0UYA1iJbOfgqcQehNYbo9Z5hNY0SXuRdNQBzvI78JhrhDq3VQNy0LFdB5zvaMS9/AieMALwko8hZCIiIiIwABrLBjuRz9ud9AWVQfWeKwQTqkJrGAHlhtg9XsCa7ba021V3emQStHExqn+B0NpeWXYeoAlE1j9v5+GYeAZp831/fsEBQOFomn0fBKiBFjzwRXCUZnAclcIW4FTCCXoDQZY6hTCLiejCoXoDixZWVxtWCrAGuYEln7oQ7NlQw5KrXcwgSWvydAJLK4QEhEREZGG/62Q1hS1QlgZj+x12u3Aalsh7GMHVsnMbgJrbtIJN07fMJmrUyPjVgjXT45uOFqMCUe6FT2B5bxmJ0pr+71aiChxl2k2daJlqwXbtr0Vwi4no+I6sADvtTvv/i7sdQW0F/rrSQ+gZM2ykxL3ZkgHFlcIiYiIiEi3tq8sKJ0RWiEct1MIJ2UCqx4MsPpzCiEA30ROryXuF5++Hm++4hw878wNvd6tTEkoIBfazZalXlvrB7BCOCzB9bRKDydMChVgLY9oB1agxF2CGgle1DRfw0LTsiE5TLcTWKYR3YHlfL8CgKYK87v9PlnQwzZ9HbezCSzpwPKvEFqWrdY1uUJIRERERAADrLFg2M5HP2530NQphGOyQhhW4l5rtnDcnRbqdUIqjD5V0WuAVTAN7Pmpp/Z6lzIXnMA6qU0PSSAzioJBQCYTWJNRpxCORoBVNKMmsJznriKvpZalpq+A/k1gyc9MrRAOcQLLMAwUTQNNy/Z1WEmYlSbAiprAami31+uaKxERERGNBv63QlpTxu0UQq/E3bswPnTKWR+sFM2+9DWVfacQ9taBlVfB3iJZH5ybKI30xXLwsWW5QigrbWJUStzNthL36A4svRy/2+fWNA3oQ1jB25Hv551CONzXa1iHVb2D8nX5961AgKXfXq8HDRARERHRaBiPFGDcjdAK4didQhjSgbX/1AoAYPtctS+9Ur5TCGezn/DKg+AphHIC4Sj3XwHtgUKaCZkksxEdWF6J+9p+r6oJLLfEXXqZvA4s5z1aa1qoNd3+q6LZ03uzaBrq+7QFWAX/BFa3px1mpVgwgIa3jgtoHVgdTmDZtq2eN/32gt1tRERERDSe+D9r0prirRCu7YvitMJWCA+eWgUAbJvrz3SUrEZVSyZmRrQsP7hCKCcQrs/RSYn9UAp2YGXQnxRW4m7btipxX+srhGoCqyUTWP4VwrAJrF5DpYK2Rhg5gbWaswks1RFmqR6wNJNT+mtSn8LSO7WCa5VERERENJ5G8+qU2g1hWqofZOpgujLakzIirMRdJrB2zE305XvKlM7mmUquTg7MkireDqwQjnKBO+CEMaYBFTD06xTCWtMLMdb6CqGUuLfUBFb4CmGt6XVgVXvspXLCMef7tJe4ywphM/TvB03CJQmD9eAp1QSWfpKhZUMejgSG5UJv02xERERENDoYYI2BUSpxlw6s8ZnAkhVCrwPrwElnAmv7uv5OYI1q/xUQt0I42gEW4PRgSdiQRQG4BFgLq020LBsF01DrgwAwOeQVt17JNJR0X3kTWG6ApZW4eyuE2U1gBUMgb4XQPYVwiCXuQPsEVqNpt/1dHH26Si9yDwaFRERERERcIaQ1w7ZtzK+O1wqhlLjrK4QHVAdWnyawihJgjWb/FRBS4i4rhCPegQUAJd96WnYrhIAXqiy7k0jlgrnmS/G9AMv5s4Qs8nkJAWuNFmpqhbDXCazkFcKlejZhWa9kYrPpPkG1lnO/DCPd6p8vwPL1aNnu7a/t1w8RERERZYf/zXAc2H38GKDVhqUCh3VjMCkDAFMVOYVQWyF0J7B29GkCSwKOkQ6wgh1YS+PRgQX4TyLMYoWwVDBVz5WsEa64K69rfX0QaC9xl9U2eR71CazVpqwQ9m8CK/gzy2KKrhfyPEjgpAdPaVb/CgkTWGlOMiQiIiKi8cAAi9aMkytOyFA0DUyNwIVxGqEl7vPuCmGfJrBkZWfL7OiuEEoI0GgFJ7BGP8DSA4GsCsCDPVjL6gTCtf8+DZa4N91VQrVCGFLi3uvzWoyZkgsGWtUhT2DJ76hT7u9ntZ6acnLKMAz1eOU51v8zJ7CIiIiISPC/GY4B6cDqx8cgnXR7itZNlsam1HfS7cBabrRgWTZWGy0cd6eFtvfpFMKLT1+PUsHAc8/c0Jfbz4P2FULpwBqDFULfBFY24UdUgDWxxvuvgOQJLHkOa02vA6vXCSwzrgMrZxNYp613gvQnTzirzRIKpylwFzKFJeEg4PXTsQOLiIiIiMR4FAmNu36t+w04wJKLY71zZ9TJdINtAyuNFg4v1AA4wUC/nodff+HZuOb5u3u+CM+zkrb2BYzbCqE23ZNR+DEbCLCkxH0UVghNwx+utJW4h05g9fa44zqwkv48aDsDAZaEwp1MTpUKJmpNSz23gL5CyP+djYiIiIgc/G+GtGZ4E1ijHzKIiVIBci27VGviwEm3wH1dta9TaKMcXgFe6FBrK3Ef/ddWycy2AwsY7RXCYqDEveEGWarE3RdgucXqPQaDei9U8LbKheAE1nCf49PWTwLwAix5T3UzgdUIWSEMPl4iIiIiGl+cwBoD/Vr3G/QKoXSsjNMElmEYmCoXsVBrYrHWxP5TboF7n/qvxoVe4t6ybJx0g5f1U6P/2vJNYPVthVBK3Nf+/4sxVYDln8CSLjE1gdWyVHjTay9VUQsZgwFOUqn7oJ22zvldtO+kf4Wwk/J1+dqwCSyuEBIRERGR4P+0SWuGmsAaowAL8E4iXKq1vAmsPvVfjQt97Wt+pQG33gjrJkZ/Aqs4gAksmUSaHIFJvkJgAksmgwqmdGC503yNlnrc1UwnsOJL3LMKIbvldWAtA/BWCMsd3C9vAsvrwOIKIREREREFrf3/eZySjUgHlkzJzI1B0bZuyi1yX6w1cUBOIFzHCaxe6FMzx931wZlKsaO1p7VKn4zJ6vFKgDU/0iuETqAiXVilYAdWK8MOLP1nFJzAKvhvu9ewrFfSgbWw2sSplYZX4t7B5JSEqv4JLHfSzRz99yQRERERpcP/ZjgO7D5+DJBMd4zDlIxOJrCW601OYGVE7y066QZY68ZgfRDwTs8D+t+BNUol7lLP1LRkAssNsNzns9Gy+zSBlbRCONzneLJcxAb38IN9J1a0Caz0z4EEdvophGoCq8gVQiIiIiJyMMCiNeOUKnEfj6BBTLk9Qou1Jg64HVgMsHojUyz1poXjS87rasMYFLgD/gmsrArAZyec16g6hbAxQhNY7vNlucGVrBBKEKgHNfOrzuPv9RAE/RTCvHdgAd4a4b6TK+pkz44CLPfxNlv6BBZXCImIiIjIj//NcAxIiXs/Pgbp5BiWuAP+Dqz97gTWDq4Q9kRf+5ITCMfldMvSQCawRqjE3fBPB8kEVlGdQuiFVfMrzuPOdAKrGB9g5eHE0J3rvB4smcDqJHiSFcJmyAphkSuEREREROTifzMcByOyQigl7uPWgTXtdmAdXljF/KpzgcwJrN5ICNDQVghlDWrUFc1BnEI4QhNYgRJ36cKSkEmfaJMJrF6fV3090TD8K3TBQCu4YjgMXpG7NoHVSYClVgi9/6cigWGZK4RERERE5Br+f/MlSmncTyF8+PAiAKdsfKY6Xs9B1iTAqrW8FcJxWU3taweW+x5dGaEAywyWuEu5uBu6GIahXk9SYt/7BJb/hENdW4CVgxVCmcDad2IFDZnA6mqF0OvAkkkuTmARERERkVj7+x2UyLBtGHb241L9uM04qsR9TFa9RDDA2r6O01e9kvCh3rRwYsmdwBqT15W/AyubcGDWDbAWak1Ylu2VuOdgva1XagKrrcTdHwTWmxYWVmWFMJsOrLCfjz7ZZBidTTr1y2nrJwEAT55cRr21DgBQ6eB+ycSZfwJLgsLhPz4iIiIiygf+N0NaExotC4s15+Jw7Dqw3B6hR44uAQC2zbH/qleVghcwHFmsAQDWjc0KoR68ZLtCaNvAwmpTm8Ba+/8bSaFtAks6ntp7qmQCq9epqOAJhzq9A6tSbF8xHIad67UJrFbnwZNMBbb0Dqxm+/NMRERERONt7V9dULJ+9VUNcABLLgwBYLY6Xi/bqYp3Yh4A7GD/Vc/0EOCge7LjuExgFUOCl15VigVUSyZWGxZOrTSw3HDC5pFYITQkwHJPIVQTWO0nBS64IXuvpzt6E1jtt+MPsPLx/EqAdWK5oSYauzmFsKGtEPIUQiIiIiIK4n8zHAOjcArhSTfAmqkWfR0+42C64g/stnMCq2f6xfXhBSfAWj8mHVj6VE+WBeB6kbtaIRyBAMsrcXcDLHU6nhZgBU8GzLDEPUj/XK9dW1mZrZbUz/+xY86kaM8TWFwhJCIiIqIA/jdDWhNUgfuYhAy6qWCAxQ6snhVMQ4UERxediZH147JCWMj+FELAH2CNZom7fwLLX4bvf5y9BoOxHVg5nMACvCJ3WXXuZgJLwkGAK4RERERE1I4B1jiw+/gxIKdWnJBh3cR4hAw6WSEUOziBlYngdMv6cVkhDJSPZyVsAmsUAqxgibt0YfV3Asu5vTQdWHlxmrtG+MSxZQBdBlgscSciIiKiGPxvhrQmyAmE41bgDngl7mIbO7AyEbzAHpfpPn2ipZOQIUnYBNbECJS4m4ESd1ltiw2w+jiBpYdWvZ52mCXpwZLgqdzB5JRMBTYtrwOr7nZgFTmBRURERESutX91QYn61Vclt1mr1TA/P68+r//nrMgK4dyYhAy64ArhDq4QZkIPHSbLhVyFAf3kX33LLsCadQOs40s1FT5MjsBz6nVgOX9uuaNYhZjnsdcSdzO2A8u77XxNYE36/tzZBJbztfoKYZMl7kREREQUwP9mOA76vEJ40003YW5uTn3s2rUr84egOrDGcAJLL3GfmyhhcgSmWvJADwfGZX0QAEpmfzuwDs6vqs+NQol7wfBPYMmUUCl2hTCjCayQn49vhTAnJe6A14ElOipxN9snsBotmeTKz2MkIiIiouHifzOknu3ZswenTp1SH3v37s38e8gK4biseen0CaztXB/MjD69sn5qfF5XMoFlGNkWZKsA65QTYJlGviaEulWIKHEv6AFWIbhCmM0phIkrhDkqcZcOLNHRBFahvQOLK4REREREFMRRjjHQ7xXCSqWC2dnZ7L+B5uQyS9wBYMc6FrhnpTSuE1ju464UTRhGHwIsdwJrslzM9PaHpS3AaskphNETWL0Gd8W4FcKcTmDtCqwQdjKBVeAKIRERERGlwP9mSGvCOJe4T5QKkGEPTmBlRw8CxivAil5P60VwAmsU1gcBrcTdlgksOYVQ78DyHmvRNHw9Y90oFKInsPynEObnOZ6dKPrWnTsJ8cJOIZQVwiynBImIiIhobWOANQ763IE1CCdXxrfE3TAMdRIhA6zs6EHAhqnxCbC8fqVsf/1LgHV00ZmWnByRAEuVuLuBSivhFMIsDgPYMuO8z7fNtr/fi6YBGWzr9bTDLBmG4Vsj7KS7SqbZWr4OLE5gEREREZEfVwjHRD9WCAfp1BiXuANOD9ZCrYntc1whzIp+gT1O3WoyHZT1+llwOnJiBE4gBADT8E9gNdQKYfgphFmESv/l0tNx1qYpPO+sjW1/ZxgGygUTtaaVqwkswClyf+jgAoAuS9xb+gSWdGAxwCIiIiIiB/+bIa0JJ1WJ+/hMyug2z1QAALs3TQ35nowOrhD2Z4VQjMwElpoOgvt/4yewsnheq6UCXnTelsg1TPl+eSvJ901gdVTi7nZghawQlrlCSEREREQuTmCNA9t2PvpxuwNg2/ZYd2ABwJ/+/DNw375TuPj0dcO+KyPDF2CN1Qphf8KP9gBrNP7fS8Hwr7fJZJB+CmFlwMXqlaKJBQCVnE257dQCrO4msLwVQpa4ExEREVHQaFxh0EhbrDXV1MM4rXrpnr5zDk/fOTfsuzFS/BNY4/O6Khb604E1G1whHJEJrOAphGoCSz+FUAtZqgNY6ysX8jqB5Z1E2NEEltk+gVUPWdUkIiIiovHGAGsMGHZ/OrAG1at10u2/qhTNTAqSiQCgUhjPFcIz3TXUMzdNZ3q71VIBlaLTzQSMzgphZIClnUJYHvAEVl5XCHeu663EXe/A8iawuEJIRERERA4GWOOgXycGDijAOqX6r8ZnSob6b1xXCJ952jp8+XdfhK0hJ9z1am6ihMMLNQAjGGBJibsl5eLhK4QDmcByv1/eAv2uO7BkhdBqL3HnCiERERERCf43Q8q9k+oEwvEJGaj/9AvsDWM0gQUAuzZMdhQwpKX3YE2URuN/H2mbwGqFlbh7QVIWpxAmyesE1oapMmaqzs99upr+519QAZbXgSUl7gywiIiIiEiMxhUGxTIs56MftzsIJ1fqAMa3wJ36o6T1CI1KX9Ow6e/RkZnAMvwBViNphXAAE1jyPfJW4m4YBv7iFRfiyRMrvnXCJKXQUwjdSTeTK4RERERE5GCANQ7W+AqhTGDNcYWQMiShw4YxWh/sN98E1qgEWG6AYtnOiaihJe76CuEAJrCuPH8rDpxcyeWppC9+2raO/00h5BRCCbD6MSlIRERERGsTAyzKPdWBxQksypCUTK8bs/XBfhrJCSxtAqhl2SpY0T/v68AawFTUmy4/G2984VkwjNGYTioG1jQBr9CdK4REREREJBhgjYG1fgohS9ypH7wJLL6usjI76gGWNoFVilwhHEzgMirhFQAUQ1YI61whJCIiIqIA/k+blHsnl50OLE7KUJamK05+v3m6MuR7Mjr8K4Sj8b+PBCewJGQp6KcQFgY7gTVq1CmELW0Cy32euUJIRERERGI0rjAonm07H/243QGQDqxZrhBShn72mdvx+LFl/OJzThv2XRkZvhXCEQly2gIsdzKoZIZ3YOWtWH0tkD4xOYXQsrSuMU5gEREREZGLAdYYWOsrhCfZgUV9sHG6gutfesGw78ZIGckOLG1Vr9myIVtu/g6sgvafOTHUqeAEVsPyytxLfD6JiIiIyMX/Zki5N88OLKI1YXaETyEEgFrTC1aKER1YXCHsnDyXsjbY0FYJyyxxJyIiIiIXJ7DGge1+9ON2B0BWCNdNsAOLKM/8E1ij8f9eDMOAaQCWDdSaLfX5YiF8hbBaYuDSqUJghbDhCwq5QkhEREREDv43bcq9kytS4s4JLKI8G8UVQsCbEKprwYp/hVALsIqj87gHRU50DK4QGob/eSYiIiKi8TYa/xM5xVrLHVirjRZWG87FDEvcifJtbgRXCAHANAG0/CuEpUL4CmGFE1gdk5AquEJYMk0YBgMsIiIiInIwwBoHa/gUwlNu/5VpADMVvlyJ8mz9VAmT5QJsG5geoferFLnrK4T6YFCZE1g9KbkrhHLyoDrpscDwioiIiIg8o3OFQSNJAqy5iRJMrpIQ5VqlWMDHXvdcWPZolZnLhFCt4QUr+mSQXjQ+So97UOT5bbjBlfzfIgvciYiIiEjDAGsMrOUVQlXgPskCd6K14JIzNgz7LmROBVjuCmGwl6nCFcKeSMeYTGDVm+4KIQMsIiIiov+/vbuLsasu/wX+7Jd5qdBpaQkd5kC1ekh4lSCVCpiQE/oXPYQEMRpMNQ0QvXDQviRGoqlcKCAYiQEJiBdeiS9coEIOF00hJSS81CJGBItGEghYiGKZgsBMZ/3Oxczes2fPsNtO9+pezPp8kh2YPZPFr08Cs/ju53kWLdwdUmj7/ju1wN3+K6BXatMBS2OEsBG4NFQqlWYXlhHCw1evzd6B1XgaYb8RQgAAWujAKoM0/crjujnbNz1CuFyABfRIoxGo0YFVnydYGahXY3wyi0EdWIet3ljiboQQAIAOBFgl8H4eIXyjOUIowAJ6o97swJoOVubZx/fFdavjuX+OxZrjjzmqZ1sMGkHVnKcQ6sACAKCFAItC2/f21AihDiygV6rtHVjVuZ1B3/6/px3NIy0qMx1YjQCrsSxfBxYAADMEWGWQpalXHtfNWfMphJa4Az3S7MCamNqB1b7EnSPTGMlsLHE/MGmJOwAAcwmwyuD9vANreoRwmQ4soEcaeVWnHVgsXCMQnJhe3j7e7MBSZwAAZvh4k0J7wxJ3oMcaAUunHVgsXN90h1tKEVmWLHEHAGBeOrBKoBI5LXHv/iXn2GeJO9BjtemAZbzDDiwWrtbSaTWRZc0Rwn4BFgAALdwdUmjNJe4CLKBHas0l7lM7sIwQdldfSyA4maXmCKE6AwDQSgdWGaQ09crjujnbvuWieOPtCQEW0DONDiwjhPloXYo/MZkscQcAYF4CrBKopJxGCI/CEvfBvloM9tXy/wcBvIdGI9C7E1MBlqcQdldrIDjZsgPLEncAAFr5eBMAOqg3O7AaI4R+dXZTtVppPunxQJa1BFjqDADADB1YZZCmX3lcF2CRqzZ3YBkhzEu9Wo3xyakF7hNGCAEAmIe7QwDooN6+A0uw0nWNhe1GCAEAeC86sEqgklJUcli4nsc1AYqmOt1xNd4YIdSB1XWNvWITk1kcMEIIAMA8BFhlkE2/8rguwCLXXOJuhDA3jbBqMksxPj1C2Oh8AwCACCOEANBRrTFCONEYIRRgddtMB1aa6cCqqzMAADN0YJWAEUKAhas1l7hPTn/ts59u66vO3YHVb4QQAIAW7g4BoIP2Je59Rgi7rjbd1TaRZUYIAQCYlw6sMkjTrzyuC7DINZa4NwKsmgCr6/qqMzuwjBACADAfAVYZpDT1yuO6AItcY2n7uxPTTyE02tZ1rU8hbIwQ9unAAgCghbtDAOigWpndgeUphN1Xa92BlU19ONJnWT4AAC10YJVAJU298rguwGLXCKzGJ40Q5qVvuqvtQJZiohEU6nQDAKCFu0MA6KCxA6sxNa0zqPsaoeCByRQHpjuwPIUQAIBWOrDKwA4sgAVrz1FqdjN1XSMUnMxadmBZ4g4AQAsBVglUsqlXHtcFWOzqbYGVDqzum1ninmK8uWtMUAgAwAx3hwDQQWOJe4MdWN3X2IE1mc2MEPYZIQQAoIUOrDIwQgiwYPW2jivBSvfNdGC1jBDqdAMAoIUAqwzS9CuP6wIscjqw8tcYF5zMUkxM6sACAGAud4cA0EG9LbBq/5oj16jpRJZaOrDcogAAMEMHVglUUopKDuN+eVwToGiqAqzcNcY0JyezOGCEEACAefh4EwA6aA+sajqDuq5R4wNGCAEAeA86sMrAEneABWvfedWnA6vr6tNh1YEsxfh0B1b78nwAAMpNgFUGKSKynK4LsMhZ4p6/RgfWZJaaI4T9OrAAAGjh7hAAOpizxF1nUNc1QsGJyaw5QlgXYAEA0EIHVglY4g6wcHOXuAtWuq2x72py1lMIBYUAAMxwFw4AHczpwDJC2HUzHVgzAZYRQgAAWunAKoMUOS1x7/4lAYpmTgeWYKXrGmOZ4weyyFLjPXUGAGCGAKsMPIUQYMF0YOWvUdO3Jyab7xkhBACglY83AaCDWsUS97w19oq9MyvAcosCAMAMHVhlkEVEHv+/leVwTYCCqbV1XLV/zZFrdmCNC7AAAJifu0MA6KA9sPIUwu5r7LtqjBBWKoJCAABm04FVApWUopLDvqo8rglQNHOXuAtWuq19B5buKwAA2gmwysASd4AFs8Q9f41QsLEDq1+ABQBAG3eIANBBtX2JuxHCrmvfgaXLDQCAdjqwykAHFsCCzenAEq50Xa06eweWEUIAANq5QwSADjyFMH/tI4R9agwAQBsdWGWgAwtgwdoDqz4jhF3XPkLYV1djAABmE2CVQRYReXyYneVwTYCCmdOBZYSw6+o1I4QAAHTmDhEAOpjbgSXA6rZGB1aWZn8NAAANOrBKoJJSVHIY98vjmgBFYwdW/toDq34jhAAAtBFglYEdWAALVq20P4VQuNJt7U921IEFAEA7d+EA0EF7mCJc6b5622J8O7AAAGinA6sMshRRyaFbKtOBBSx+Rgjz1x4KCrAAAGjnDhEAOpizxF240nXtY5l9nvQIAEAbHVhlYAcWwIK1B1gasLpPSAgAwMEIsEohpwArBFjA4tcarvTVKlGpSLC6zQghAAAH4w4RADqotQRW9l/lo/0phEYIAQBopwOrDHIeIXz33XdjbGys+Xbr3wO837WGVu1Py6M72uvavhMLAADcIXLEbr311li2bFnzdfLJJ/f6SABdMyvA0hmUi7kdWG5PAACYzR1iGWQpv1dEbN26Nd54443m66WXXurxHxige2Z3YAmw8tBe135BIQAAbYwQlkHKpl55XDciBgYGYmhoqPvXBygAI4T5ax8ZNEIIAEA7d4gA0IEl7vnzFEIAAA5GB1YZ5LzEHWAxq7WMs3k6Xj7mBljqDADAbD7iBIAOdGDlr300UwcWAADtdGCVQZYiIoduqUwHFrD42YGVv/anEHraIwAA7QRYZWCEEGDBZgVYgpVctHe29evAAgCgjTtEAOigdYSwfVcT3WGJOwAAB6MDqwxS5NSB1f1LAhRNtVqJSmXqP6N1wUou2juwdLoBANBOgFUGRggBjkitUokDKVninpNKpRL1aiUOTO9W1IEFAEA7d4gAcBCN4MoIYX5au676dGABANBGB1YZZFlEZDldF2DxawZYOoNyM/WEx6nfKzqwAABo5w4RAA5CB1b+ZndguT0BAGA2HVhlYAcWwBERYOWvtbZGCAEAaCfAKgMBFsARqTdHCAUreZkaIZyiAwsAgHbuEAHgIKqVRgeWX5t5aX3CozoDANBOB1YZZCkicuiWynRgAeVQN0KYu9axwf66OgMAMJuPOAHgIKrTwVVNgJUbHVgAAHSiA6sEUsoipSyX6wKUQXOJu91MubEDCwCATgRYZZBSPuN+lrgDJeEphPmrGyEEAKADH3ECwEHUKp5CmLe6EUIAADrQgVUGKacl7jqwgJLQgZW/1vHMvroACwCA2dwhAsBB1JpL3P3azEvrEvc+QSEAAG10YJVBlkVUcli4bok7UBKNzqs+I4S5aa2tJe4AALQTYJWBEUKAI1JtdmAJsPLS2t1m1xgAAO18xAkABzHTgeXXZl5axwbVGQCAdjqwSiBlWaQcRgiTEUKgJKoVHVh5qwmwAADowB0iABxEY6TNUwjz0witqhVBIQAAc+nAKgM7sACOSKMDS4CVn5oxTQAAOhBglUGWIioCLICFaoQrNeFKbuwZAwCgE3eJAHAQx/TXp/9a6/FJFq/GmGafJxACADAPHVhlkFJE5LBwXQcWUBKj/+d/x+qVH4j/OX1Vr4+yaNWqU5+p6cACAGA+AqwSSFmKlMMIYRJgASVx+shQnD4y1OtjLGp9NSOEAAC8N3eJAEDPzSxxN0IIAMBcOrDKIGWRzwhhDtcEoJQanVd1HVgAAMzDXSIA0HM1TyEEAKADHVglYAcWAEXXZ4QQAIAOBFhlYIQQgILzFEIAADoRYJXAgZiIyKFZ6kBMdP+iAJRSvaYDCwCA9ybAWsT6+/tjeHg4Ht37/3L7ZwwPD0d/f39u1wegHOp2YAEA0IEAaxEbHByMF154IcbHx3P7Z/T398fg4GBu1wegHBpPHxRgAQAwHwHWIjc4OChgAqDwGh1Yjb8CAEArH3MCAD137gePi2VL+uKTpxzf66MAAFBAOrAAgJ47838tiz9u+5+o6sACAGAeOrAAgEIQXgEA8F4EWAAAAAAUmgALAAAAgEITYAEAAABQaAIsAAAAAApNgAUAAABAoQmwAAAAACg0ARYAAAAAhSbAAgAAAKDQBFgAAAAAFJoACwAAAIBCE2ABAAAAUGgCLAAAAAAKTYAFAAAAQKEJsAAAAAAoNAEWAAAAAIUmwAIAAACg0ARYAAAAABRavdcHYPFJKUVExNjYWI9PAgBTGr+TGr+jAAB4fxFg0XX79++PiIiTTz65xycBgNn2798fy5Yt6/UxAAA4TJXko0i6LMuyeOWVV2Lp0qVRqVSO6FpjY2Nx8sknx0svvRRDQ0NdOuHip26HT80WRt0WRt0O35HWLKUU+/fvj5GRkahWbVAAAHi/0YFF11Wr1TjppJO6es2hoSH/k7cA6nb41Gxh1G1h1O3wHUnNdF4BALx/+QgSAAAAgEITYAEAAABQaAIsCm1gYCCuv/76GBgY6PVR3lfU7fCp2cKo28Ko2+FTMwCAcrPEHQAAAIBC04EFAAAAQKEJsAAAAAAoNAEWAAAAAIUmwAIAAACg0ARYFNodd9wRH/rQh2JwcDDWrVsXTz75ZK+PVBg33XRTfPzjH4+lS5fGCSecEJdffnns2bNn1s+88847MTo6GitXroxjjz02Pve5z8Wrr77aoxMXzw9+8IOoVCqxefPm5ntqNr+XX345vvSlL8XKlStjyZIlcdZZZ8Uf/vCH5vdTSvHd7343TjzxxFiyZEmsX78+/va3v/XwxL03OTkZ27ZtizVr1sSSJUviIx/5SHzve9+L1menqFvEI488EpdddlmMjIxEpVKJ3/72t7O+fyg1ev3112PDhg0xNDQUy5cvj2uuuSbefPPNo/inAAAgbwIsCuvXv/51bN26Na6//vp46qmn4uyzz45LLrkkXnvttV4frRB27twZo6Oj8fjjj8f27dtjYmIiPvWpT8Vbb73V/JktW7bE/fffH/fee2/s3LkzXnnllbjiiit6eOri2LVrV/z0pz+Nj370o7PeV7O5/vOf/8SFF14YfX198eCDD8azzz4bP/rRj+K4445r/swtt9wSt912W9x1113xxBNPxDHHHBOXXHJJvPPOOz08eW/dfPPNceedd8ZPfvKTeO655+Lmm2+OW265JW6//fbmz6hbxFtvvRVnn3123HHHHfN+/1BqtGHDhvjLX/4S27dvjwceeCAeeeSR+OpXv3q0/ggAABwNCQrqvPPOS6Ojo82vJycn08jISLrpppt6eKrieu2111JEpJ07d6aUUtq3b1/q6+tL9957b/NnnnvuuRQR6bHHHuvVMQth//796ZRTTknbt29PF110Udq0aVNKSc3ey7e+9a30yU9+8j2/n2VZGh4eTj/84Q+b7+3bty8NDAykX/7yl0fjiIV06aWXpquvvnrWe1dccUXasGFDSknd5hMR6b777mt+fSg1evbZZ1NEpF27djV/5sEHH0yVSiW9/PLLR+3sAADkSwcWhTQ+Ph67d++O9evXN9+rVquxfv36eOyxx3p4suJ64403IiJixYoVERGxe/fumJiYmFXDU089NVavXl36Go6Ojsall146qzYRavZefv/738fatWvj85//fJxwwglxzjnnxM9+9rPm91944YXYu3fvrLotW7Ys1q1bV+q6XXDBBbFjx454/vnnIyLiT3/6Uzz66KPxmc98JiLU7VAcSo0ee+yxWL58eaxdu7b5M+vXr49qtRpPPPHEUT8zAAD5qPf6ADCff/3rXzE5ORmrVq2a9f6qVavir3/9a49OVVxZlsXmzZvjwgsvjDPPPDMiIvbu3Rv9/f2xfPnyWT+7atWq2Lt3bw9OWQy/+tWv4qmnnopdu3bN+Z6aze8f//hH3HnnnbF169b49re/Hbt27YpvfOMb0d/fHxs3bmzWZr5/X8tct+uuuy7Gxsbi1FNPjVqtFpOTk3HDDTfEhg0bIiLU7RAcSo327t0bJ5xwwqzv1+v1WLFihToCACwiAixYBEZHR+OZZ56JRx99tNdHKbSXXnopNm3aFNu3b4/BwcFeH+d9I8uyWLt2bdx4440REXHOOefEM888E3fddVds3Lixx6crrt/85jfxi1/8Iu65554444wz4umnn47NmzfHyMiIugEAwGEyQkghHX/88VGr1eY8/e3VV1+N4eHhHp2qmK699tp44IEH4uGHH46TTjqp+f7w8HCMj4/Hvn37Zv18mWu4e/fueO211+JjH/tY1Ov1qNfrsXPnzrjtttuiXq/HqlWr1GweJ554Ypx++umz3jvttNPixRdfjIho1sa/r7N985vfjOuuuy6uvPLKOOuss+LLX/5ybNmyJW666aaIULdDcSg1Gh4envNwjwMHDsTrr7+ujgAAi4gAi0Lq7++Pc889N3bs2NF8L8uy2LFjR5x//vk9PFlxpJTi2muvjfvuuy8eeuihWLNmzazvn3vuudHX1zerhnv27IkXX3yxtDW8+OKL489//nM8/fTTzdfatWtjw4YNzb9Xs7kuvPDC2LNnz6z3nn/++fjgBz8YERFr1qyJ4eHhWXUbGxuLJ554otR1++9//xvV6uxfs7VaLbIsiwh1OxSHUqPzzz8/9u3bF7t3727+zEMPPRRZlsW6deuO+pkBAMiHEUIKa+vWrbFx48ZYu3ZtnHfeefHjH/843nrrrbjqqqt6fbRCGB0djXvuuSd+97vfxdKlS5u7XpYtWxZLliyJZcuWxTXXXBNbt26NFStWxNDQUHz961+P888/Pz7xiU/0+PS9sXTp0uaOsIZjjjkmVq5c2XxfzebasmVLXHDBBXHjjTfGF77whXjyySfj7rvvjrvvvjsiIiqVSmzevDm+//3vxymnnBJr1qyJbdu2xcjISFx++eW9PXwPXXbZZXHDDTfE6tWr44wzzog//vGPceutt8bVV18dEerW8Oabb8bf//735tcvvPBCPP3007FixYpYvXr1QWt02mmnxac//en4yle+EnfddVdMTEzEtddeG1deeWWMjIz06E8FAEDX9foxiNDJ7bffnlavXp36+/vTeeedlx5//PFeH6kwImLe189//vPmz7z99tvpa1/7WjruuOPSBz7wgfTZz342/fOf/+zdoQvooosuSps2bWp+rWbzu//++9OZZ56ZBgYG0qmnnpruvvvuWd/Psixt27YtrVq1Kg0MDKSLL7447dmzp0enLYaxsbG0adOmtHr16jQ4OJg+/OEPp+985zvp3Xffbf6MuqX08MMPz/vfso0bN6aUDq1G//73v9MXv/jFdOyxx6ahoaF01VVXpf379/fgTwMAQF4qKaXUo+wMAAAAAA7KDiwAAAAACk2ABQAAAEChCbAAAAAAKDQBFgAAAACFJsACAAAAoNAEWAAAAAAUmgALAAAAgEITYAEAAABQaAIsAAAAAApNgAUAAABAoQmwAAAAACg0ARYAAAAAhSbAAgAAAKDQBFgAAAAAFJoACwAAAIBCE2ABAAAAUGgCLAAAAAAKTYAFAAAAQKEJsAAAAAAoNAEWAAAAAIUmwAIAAACg0ARYAAAAABSaAAsAAACAQhNgAQAAAFBoAiwAAAAACk2ABQAAAEChCbAAAAAAKDQBFgAAAACFJsACAAAAoNAEWAAAAAAUmgALAAAAgEITYAEAAABQaAIsAAAAAApNgAUAAABAoQmwAAAAACg0ARYAAAAAhSbAAgAAAKDQBFgAAAAAFJoACwAAAIBCE2ABAAAAUGgCLAAAAAAKTYAFAAAAQKEJsAAAAAAoNAEWAAAAAIX2/wFYReaPbmoB9AAAAABJRU5ErkJggg==' width=1200.0/>\n", | |
| " </div>\n", | |
| " " | |
| ], | |
| "text/plain": [ | |
| "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "%matplotlib ipympl\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from ipywidgets import interactive, widgets\n", | |
| "import matplotlib.patches as patches\n", | |
| "from matplotlib.offsetbox import AnnotationBbox, TextArea\n", | |
| "from IPython.display import display\n", | |
| "\n", | |
| "# Generate some sample data for the colorbar\n", | |
| "x = np.linspace(-5, 5, 50)\n", | |
| "y = np.linspace(-5, 5, 50)\n", | |
| "X, Y = np.meshgrid(x, y)\n", | |
| "Z = np.sin(np.sqrt(X**2 + Y**2))\n", | |
| "\n", | |
| "# Set up the figure and axes\n", | |
| "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n", | |
| "\n", | |
| "# Plot some unrelated data on the main plot\n", | |
| "ax1.plot(np.random.normal(0, 1, 100))\n", | |
| "ax1.set_title('Unrelated Main Plot')\n", | |
| "\n", | |
| "# Create a separate axis for the colorbar\n", | |
| "cbar_ax = fig.add_axes([0.1, 0.15, 0.02, 0.7])\n", | |
| "im = ax2.imshow(Z, cmap='viridis', extent=(-5, 5, -5, 5))\n", | |
| "cbar = fig.colorbar(im, cax=cbar_ax, shrink=0.6)\n", | |
| "\n", | |
| "# Cover the right plot the colorbar needs\n", | |
| "text_box = TextArea(\" \", textprops=dict(color=\"white\",fontsize=67,))\n", | |
| "ab = AnnotationBbox(text_box, (0.5, 0.5), xycoords='axes fraction',\n", | |
| " bboxprops=dict(facecolor=\"white\", edgecolor=\"white\",boxstyle='round,pad=20'))\n", | |
| "ax2.add_artist(ab)\n", | |
| "ax2.add_patch(\n", | |
| " patches.Rectangle(\n", | |
| " (-5, -5),\n", | |
| " 15,\n", | |
| " 15,\n", | |
| " fill=True, linewidth=18,edgecolor='white',facecolor='white', # https://stackoverflow.com/a/37435562/8508004\n", | |
| " ) )\n", | |
| "\n", | |
| "def update_colorbar(vmax):\n", | |
| " \"\"\"Update the colorbar range\"\"\"\n", | |
| " norm = plt.Normalize(vmin=0, vmax=vmax)\n", | |
| " #im.set_norm(norm)\n", | |
| " cbar.set_ticks(np.linspace(0, vmax, 5))\n", | |
| " cbar.set_ticklabels([f\"{x:.1f}\" for x in np.linspace(0, vmax, 5)])\n", | |
| " fig.canvas.draw_idle()\n", | |
| "\n", | |
| "# Create the slider widget\n", | |
| "vmax_slider = widgets.FloatSlider(\n", | |
| " value=np.max(Z),\n", | |
| " min=0,\n", | |
| " max=np.max(Z) * 1.2,\n", | |
| " step=0.1,\n", | |
| " description='Max Colorbar Value:',\n", | |
| " continuous_update=False,\n", | |
| " orientation='horizontal',\n", | |
| " style={'description_width': 'initial'}\n", | |
| ")\n", | |
| "\n", | |
| "\n", | |
| "interactive_widget = interactive(update_colorbar, vmax=vmax_slider)\n", | |
| "display(interactive_widget)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "5862df62-6d14-4ae4-ad5a-e43197c6adb2", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.10.14" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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