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Last active December 1, 2019 01:21
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FIR Filter Example
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"FIR Filter Example\n",
"=================="
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on the example presented [here](https://hackaday.com/2019/10/03/dsp-spreadsheet-fir-filtering/) in Hackaday."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, let's create some signals as 1D arrays:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7feae11f1650>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Ykbl3auap1Jr2MZXHrVOq1WuvVz1O2bQex3XZa+LxGXjDpjVfxhGXU+vZrNfeq13PekUET637Z7ElKc9iS7Y805Qriy3XwAqO/QIA13XR09OD7du3hxGzp558HGvXrmXrSbXLPvWpT+Gll17Czx97Es8+9SQe/slDZFljQQ1r0IXe6YhplKA+G8m4wNrUE6sxSsAFtIphPY5xIXENBcj1rjsx9aKNvzANi/H5e8h0XeDzme4h03UxjHxZbInLs9ii57PYUkWuWQQry8Bau3ZtaNBt374dy5cvx7Rp09B3uA8jw8PYtWMHVq1ahcHBQVx11VW4+OKLsWLFCjzwwAMAgJtvvhl33XVX+Hl//YXP4Tvf/Du4UuL222/HJZdcgpUrV+LWW29NyZ48eTLe/OY3AwCaSk04b8WF6GhvN7o+UyrWVVodKfQWueH/GqMEJ32BdY11PCdGK5iBEptvaLSCUoHuP5RdrzXddSUcR7DklV2utyiN6nHq36RQW8Gz8bNiEDkBzOt4Tvo9ZLFFL89iS4pe09hy003As89q+VpciTNHKyg6DlCi37um5SuB/+8vMiN0ixYtQrFYxP79+7F582asWbMGHR0d2PLkEzghmnHeBcvR1NQEx3Fw//33Y/r06eExYevWrcP69etx00034cYbbwQA/Od/bMBXv3Mffv6zn2HXrl3YsmULpJRYt24dNm3ahCuuuEKrx5EjR7DxZw/hpo99jHxtY0ENa9DVXkhcH7CeqPRGvdI3qp7TWuh8ahpmUlOBJW+04kJKCSFoYF3v1FvtqbD6FDxPXKrWbO/x16XeaS2LLdXlWWxRZXl8jYktUvMvDlUL7AVRus2bN+MTn/gEOjo68PNHfwG3aRJe/4ZLPalS4pZbbsGmTZvgOA46OjrQ2dmJVatWoaurCwcPHkR3dzdmzpyJhYuX4P7v/RMefvhhrFq1CgAwODiIXbt2aQ26crmMD33gD3Dd+z+E05aeYXR9ptS4Bp3h7CbzQmIY8pnJM05v1H1dDAFGuT4O6LpSwpXASMVFc5HGN3FrYjZvrdGfFbuHEvIstujlWWxJyzuZsEVpTkjSiaFR7Ok5hqnNRZw5dypZ3tDxEeDw8arNFEEd3bZt27B8+XIsWbIEf/Wl21FsmYLf+4P3AQDuuecedHd34+mnn0apVMLSpUsxNOQNGL/22muxYcMGHDp0CO++9ncBeAbgpz/9aXzoQx/K1fGDH/wgzli2DL93w4dtU8RY0UQVPJtHCeqb3jjZi2Yrhtdncv8CHUcrknVUS92L8SuG986Qb6LGiJhHlOq9hyy2qGSxRSPLYouWuM0GIZ//My9C9+CDD2L27NkoFAqYPXs2jvb34/lnnsKq1ZcAAPr7+zFv3jyUSiU88sgj2LdvX8i/fv163HvvvdiwYQOuedfvAACuePNVuPvuuzE46J2I0dHRga6u9HFnn/3sZ9Hf34/P/dWXja6vVmp4g45buGzuncKIr97esPm6eD9N9awHX9DqD/DWpaKgA6deLLh3w8zZW6dKpM00MlSrnuby6nvChMWWBJ/FlrQsiy0kuWPJt2LFirAuLqDzzr8AU6dNx6zZrQCA66+/Hlu3bsXq1atxzz334Nxzzw3fe8EFF2BgYACLFy/G/AULAABvfNNbcd1112HNmjVYsWIFrr32WgwMxI9Ja29vxxe+8AX8+te/xtuuWIPfvfqNuOc7/2x0fabUuClXw8LlwOPgesNRNOPkrlcxXpcwSnDy1htVlE1uDLqjFUxtpm2LssLHqcdR7x2nHmeiatNMvXb+Hqo1clKf67PYksNnsSXis9iiJWk6WDiM7GUzFgoFHD0aP1P4a9/8Rxw8ciI0BFtbW/H4449nfsa2bdsAAF0DQ76eEh/72MfwsSpNDm1tbaFeh/pPoGtgGLMmN+Vf1BhSw0bowq6dETOQMO3wMj0mybjzjekNm/JVDK8vSDPUoz5GBU+OPBU8OesSrAlbXiUCM86hz7UaPMZdkoZjS+q2h2pMofH3kMWWseSz2KKR1+DYUu+TGwJGUwPSHv01wRTOfDKYWg4YFLFO1AHhzJESpnzm6wI2X9Dq7/HxQYnLp6Y0hhnPi6nX7kozPU3rcWqdR8ZZE0B9Vszm3pkWdJvvIbNUtMWWseGz2KKR1+DYEvJzDawwsldfA4vNZmhA1koNbND53qmpl1nndvF6ecOhnvWKuhhECdRNwLk+U284zscBwei9pl57Pepx1NQbxyOu+dmsW+q03hFIiy3V+Cy2ZPFZbAnINPJlHGkzPFvVRuhOEjL2ouvc4WVad2IeXagttM6fVg+2vDi48AqXTfhM5Y0JeNaBLx4lMEjDlJmGYKXOXYvGz6ZhRMliS3V5Fltqltfo2BJwSclLu0Z8poagWaiNb0D6P22EbmyoEta51CctUu8vo1oLies186lsUNBtmt6IFRKb1sdw6lwM9Rwbvvp9OVRcidEKHZmCt5oXudfXkDBtUrDYopdnsUUvz2KLSn7ELIydEbmMI3QBv1mkjW9AmqWGa6WGNegmatp53Y/nMU2L1GFdpD+IE+CmDczSDWNRuFwPr9b0+sZCT2N5rKiEd30jFTcmmyrvVEnVWmzRy7PYosqz2KIj1c7hGUtB6lQaRfbYhmCNBqQ16MaIai8kNkzfmBaec/mC6+OmU2o8QLs+Yfzo3yxv2LAgWN10piBven3m61mHgm51PVnRhejfJukb01q/ehlYFlv0ZLFFI89ii5bU3c0xlvL4Pv7xj+NO5YSKq6++GjfccEPI+KU//wzuuOMOusBALhGP3v72t+PCCy/EW9asxuc+/XGUmXuoVmpYg24sDopmyTMseDZOUwSt/lwvumI2dd5Ez7KxV6t4maat/pzCZYWPk2Yy99rrGyUwTfuo68ID+dqjBCa1fnWLRFls0ZLFFo08iy16UuwjVhQrhy849gsAXNdFT08Ptm/fHiZ2n3t6Cy6/fC1dHDNCd9999+G5557Dzx57Cn29vfiv/3s/WdZYUMMadKbeYq3H0JgPUzXsfGMXdNcvzaRudlMw4xUSRzJMC5fN0xSm62J4fXVJndY7zVTb9Xm1fgYdenXbQxZbqsqz2KLIa2xsUe0jQ3tOGzVbu3ZtaNBt374dy5cvx7Rp03Ckrw8jw8PY8/IOXHjRRRgcHMRVV12Fiy++GCtWrMADDzwAALj55ptx1113hZ93x199Ht/55t9BQuJLX/oSLrnkEqxcuRK33nqrVr/p06cDAEZHyxgdHQFAG+w8VtSwJ0XUs3MKqMEbDgxPw2OE2CMCDNJFriEoqWkKljcc46tDitB05tNYeLWskQu1r2e914Vn0EX/PjFawUwDeSdGKygVaH5qcH0jZa/Wr+DQwNd4zp7FlrQsiy16eacotkxSXrvpoZvw7KFntXyjFRcjvsMwqakAh3iixVmzluN/v/7zvs7p1xctWoRisYj9+/dj8+bNWLNmDTo6OrB1y5NwS5Nw1rkXoFhqglMq4v7778f06dPDY8LWrVuH9evX46abbsKNN94IAHjwP/8DX/vufdi88efYtWsXtmzZAikl1q1bh02bNuGKK65I6XD11VfjiSe3YO2brsJb37mOdWJHrdSwETq1ZZ9Tj2PSORWTx/VOK5GeLD7XjM/Eazfu8FJTdhxv2JQv5i2apQjr3fnGklcxvL5K7dEF8863+t4HlgGppsMM1sViS5wstqTJYks+mfYNZO29IEoXGHRr1qzB1i1P4Lmnt+DC1W8IGypuueUWrFy5Em9961vR0dGBzs5OrFq1Cl1dXTh48CCee+45TJ85EwsXL8Hjmx7BT3/6U6xatQoXX3wxXnrpJezatUsr/yc/+Qm2bH8ZIyMj2PLYproOF27YCF3wYEvp1eO0lIhn4fmLf9J7w4b1PybevnFhr6HXZ16Mb+hlJiJDZL4xiRLUYV0UQOENNx2D+17354VxfQl5k5tocGixJYfPYovCF/37NYEtpej3O99+Z5rBp86jQ+g86p2TekbrFExrKWW+V6VX+0+ge2DY11n/nqCObtu2bVi+fDmWLFmCL/71l9A0aSre/Z7r4UrgB9+/B93d3Xj66adRKpWwdOlSDA15+lx77bXYsGEDDh06hHW/cy0Az3j81J/ejI/e+GGSns3NLXjT296BRx7+Mf7wPe9CvVKvDRuhi3s4fI+KW4+jDmHlUK31KtzhmMGy1CfiYub1jUXNl2mrv2mEp+7DRg3GiAB1uu8Vs/tQ/3Wp/fm02OKRxZYseRZbdKTaYqwuV+W9Wc0Ua9euxYMPPojZs2ejUChg9uzZONrfj+efeQoXvv4NcKVEf38/5s2bh1KphEceeQT79u0L+devX497770XGzZswDuueTcA4PIr34LvfPufMTg4CADo6OhAV1dXTO7g4CBeffVVAEC5XMYvfv5TnPG6s2yEbiwoGV2YAZoHoIaeOfU4wcZl1+OYdtqFfGYRCVNwMT32ph7esGnn21ikFjn3IZbeOKnXpXZD0LirlrUuZp2LxgenW2xJy7LYkivPYotCyvNiOqsty1BasWIFenp6cN1114V/O+e8C3B0YBCzZs+BlBLXX389rrnmGqxevRoXXXQRzj333PC9F1xwAQYGBrB48WLMW7AA/SdGcfmVb8HAob1Ys2YNAGDq1Kn43ve+h3nz5oV8x44dw7p16zA8PIyhkVG8fs0b8T9+7wN1nUX3mjDozA83rmA6MRQcm29U5qdvgnocavFkUDRbj/qKGFjX+7gcw4Ow6zEl3TVcl/h61mGe3Bg0KZivy/g/Z+Yzu8YgkmixJSYLsNiSLc9iS0CqiWMyILgaX6FQwNGjR2N/+8rf/wP6jo8A8AzB1tZWPP7445lytm3bBgDY13ss/NuHP/rH+JNPfiKTZ/78+XjqqacAALu7BzE4XK6q53hQw6Zcx6JdnJNOKRsWv6r1OCNGIxfGvwNKvTbemkxc6s2kyB04uafAj8261HeeXN2Hm7LSb8pzXefnxWJLIMtiS568RsSW+Dw5BlsssmckjmdASvXfZoZnPVOuDW3QFf3UBPfBDvh4oXUY8il6EkPrgVdUdARGKzIc6JkrS0Z8Jpu96AijdENNfJzCXkM+VZ5JV2ZN62mop8m6OIJf0B3tIV4NXc17j7kuJnyuumeZzSIWWxKyLLbkyrPYEpEEIPxGAe5gYTM+qfCxxBnxGetZIzW0QTel2UtNcDd8wMcdimrGp8gjekaBVxTxEUG3EvENl91YuDxPx4DPBFw8Pr73HehpwmcSXZjSXGR/0YbyDCInnp6m68LzoouOwKRSgf1MT27yOji5HXr12guAd30BH29dat+zFlt8WRZbcvW02BKRBOD41gfXwAr4uBGzSB4nQidrllfP41wb1qAruy6mBiDP3BABH7c41IzPZfMFm5bLV07wUQFNlXdilD57K0inTG0uGhXoTm0uGnmZXD51XXh1Q9H1mcqrx/UFhfQtpQI77VMqOGguOux6qujZ5H2pmOwh0z0b42OmCS22pHVU+Sy2BHq+9rCFdA/9iJkjBLvGrCAMIm3SjC8ujxeiy+Ibz5q6hjXoXAkjsFZBl+PhuAof1cORUsb0pHp+QXoj5CNen5vgo66Lutk59ThBecxUQ6+2Jj6DA7SDLxW6PBjp6aogb+TtF9hee9EHXe66FByBSU08Q7DiSjQXHZQKgr0uXIMgkMfdC4C3j0z4LLZodLTYotfzNYYtLS0t6O3tzTVaJAAhvP+4hpkQAkIIdirT8csP+JE2MwNSxyelRG9vL1paWugfxqCG7XItuy5mTfa6yPhpCj/NxPSMIj6ed8qVF6U3PD7q9ZVdM76knkMjLpqL+cNUAy96SnMhrMcpEkY1qPJO9PK90ynNBfQMDtP5KirfCJmvolzfcQMvekpzge0NOwKYZBBpcxyBlpLDG51Q8b1vwU3V+vKKvOsruxItJceg1k/Ze8zp+Ny94OlpsUWnowmfxZYsPU9NbGlra0N7ezu6u7ur8vUdG8Fw2YUE0F9ycHRyE0ne4WMjGK1443sGm4o4MpnWKd4zOAxXSoyWJU60FNE7icYXDDEeLrsY6i6im9iZ3nl0CI4QGC67GO4pobM5MrVaWlrQ1tZG+hwuNaxB57pRHQhSxrJsAAAgAElEQVT3ATWpx3EN6oYCbzji4xUgc/lcN85HXZd0XQ1t9pab1LPsYioFdBW+oB4n8Hao8riRmoDvQN8JMp+6Ln3HR8l8qp5BKz1Vz6LjoJlZr+JKv86liWmY+RG6UsHhGUqu63ntTQX2HiqE3j6zZq/JJNIm2XsIsNii1dFiS6681wK2lEolnHHGGbl8n7jvWWzZ04dSwcHyxTPwtfeeR5L3oX/Zin29x9F7bARvPW8e/vK/0fh+/5+exLHhMl46NIDr3nAaPvvbNL5b7noMU5qK+OXLPfjYVWfh4287m8T3sb/ZiPnTW/CLXT34zDvPw/+64kwSX63UsClXtX6EO1en5joXg3SDpycVBKP6Co68ZJ0L14tm19VUzPgqieujpt9i9SOMepx4OqUOdTUVM76gXoVbgFx2JQqO40XMDLokm4u8yF7FhW+YOex1KToOO0pQcSVKBb6eJnvW47PYotPRRJ7Flnw+iy0qX2NjS63UsAadaUdZ2YDPdSWkBJsv5Z2y0xRcviCMX6M8aj2OoZ7lSu3X50pgtEID3VgHm2mnncFxOZ5Xy0sRFsL0Bm+MSMEBO0IXpFPYkT3XVb4cePU4jgN2rV+0LvzUcFNQ61eHblWLLQR5Flt8eRZbtPIaHFtqpYY26CaVChDCvFCammYyLiROeqemXi2ZDwk9za6P7A3XvcAaRnzqfTCZvcX2hqVZq3/YpMD1MoN0SrHASp26QcFzkZsChVFXbaAnt9bPeF2CDj2D6ILFliQfEnpabAEstmTKs9gyLjShBp0Q4m4hRJcQ4oWM198khOgXQjzr//dn1M8uKyFkbug5mL1lXNhLfLDThcRmBc/cdAq7ULrO12deYB2/PuqYgJQ89uytglfgSx65EBQSc71a19hbdHwvmjM6oexKOMKky9VFQZhcn+m6GEYXXG+0QAs3mmGxRSPPYgtJnsWWSE+LLWNOEx2h+zaAt+e85xdSyov8//6C+sGhB1AqkEPWUko/Z+6gqeiwh3FOZhZmG6cNEnzUWVim6Y1UmoKaFjHlS60LF6yZUQLDdFHqPjDAOvSiGWCtznziglLRcdDCrleRKBb4YBZLUzCPGovWhesNO2br4l8fd86exZYceRZbfHkWW7LkWWwZe5pQg05KuQnA4fH47LIrUSgI/0Ejdmr5z74XCnbIAysDkGgpFVhH0ZimN8YqnUJflwSfYVrEeLjpuK8LYnyc9E0QVgd46aLA66u4klyPYzxPTgFrftrAYadFXOmDGWMPefKUdIrB0V/c6wvXxSDlarGlujyLLYE8xPgstkTyLLaMPU10hI5Ca4QQzwkh/ksIcUHWm4QQHxRCbBVCbO3u7o6FPOmdWt6DHBVr8rzTgj/Hh8sX1OOww/imXnuT4WiBJkNvmKlnUt74r4trrGfBTxsAvHUJwIXDF6YpSgWM+LOYaHxuqCc/bQA/bWCWTuEWdEfpFGbBs78u3APeo3VhfhlZbNHKs9iS1NNiS6aeFlvGnE52g+4ZAKdLKS8E8DUA/5n1RinlP0gpV0spV8+dOzcsDm0p0nP7wUPMtchD0C14c3y4fJ7HwefjznxK8tHXJZ424A83NfOGa70+rhfNT6dE3jDAixIUVdAl8rlKGN/Tk359BT8yxB25UAy9aIPp8czBwmHki1m4HK2nY+BFG4xcsNiSy2exJeBDjM9ii6qnxZaxppPaoJNSHpVSDvr//jGAkhCilcYbecNs8GR2CUVetMCkJnrOPPD6HKaHE8grFYRXj8Pk46cpEOMznTFF9XDSM63Mrs+04JnzvATPClfPwOvj8KW8dsb1FfxBvwDvnE2v4JkHZuG6GEa+TGZhmYxA8AqewSpcDsaIWGzR81lsSfJZbMnU02LLmNNJbdAJIRYI4Z1wK4R4Azx9e/P4Ah8hsKzZ6Q1HsLzhIJ0Seg5sr90JPRyavEhPTjFqwNdSclBw6OdsmoJSssOL7w3XJo+zLjGvlgm6zSW+nqo8LsiHdTWc9I3Cx+lcDLxorx6HF11o5hY8G9arBAXPRrVwzILucrhnLbbo+Cy2pPkstuj4LLaMBxXrJklDQogfAHgTgFYhRDuAWwHv3Bcp5TcAXAvgw0KIMoATANZLSkzXf0fBnwzdd4x2dIqaFplUcsheX3BQNLdLSAV5Dl9QSFx0HJbnEBQSRyMXqJvI+8lNpyQLiU29b+7srWkt/FlYqjfMTW8EfJx1KRilNyIw8/johefB8TwcvmDmU8B3YrSCEvG8zGAqe1CPU3AIxyspaSZ2PY7/5cfiMzgSzQ33kMWWmDyLLXp5Flv08iy2jAtNqEEnpXxvzut/B+Dv2J+LAFzg3QhmoW0wr6aXeJhy4EVzBxCagm7Q6h9MvibLq6jyOKMTouvj1BIkW+9N61W4UYLJzMLsijIlHaDPilJnG3HkhekNQy96EtPbL1eiA7R58txYlGBotILphMOpK4l1GRqthPeyqp7K9QX1OH6APlceN5UZjBFxmN53FMGy2BKTZ7FFL89iS4Y8iy3jQSd1ytWUghhe4EVTC0PVdArnBrqKd8oJBVdkJI/jOcS8aI7XLhMgz2z1j9aFd32lgoOmAn9d2MckSQlHgD+8VTkUHmCMTlBmG3nyeF57MxM8w2J8Jl/oRbPTPoiDPDHqEqQ3uPLcxLqQ63GkVPYQVZb3M/KiualTiy06eRZb0vIstmjkWWwZF2pMg87/Gd4IRqEm4BUSc7xTU7CuJEYZmEYJyMcIJb12bnSBuS6VilL/w9gQ0ewtrx6HXc9hWj/CbPWvuMGaML1T5aBogJcWCZ4VjrxgXbj1OFGrfxBdYOhpsC6mYB2uS6mAMrEeR40MNTMiQ+oYEYstqjyLLVnyLLbo5FlsGQ9qSIMuoOBGcIdOeu3bdMs6SlOYpTe4Z9pVwgfGwSQGmCW/HEzWhfOlEnbaGa9LUFTKLJgt8upAkpudvi5uuCaePPq6qGkKznMWPCscPuN0il+PY1r/E3n7RD0ryXQK7/5xogvJrtORshvWSVWX5e+9gmOxRZVnsSVTT4stej0ttow9NaRBF6Rc1eN5KL0UUdrAYR3Z4cqkF80L/wdt35xwdSCvpUSfheW68esz0ZNTHBpbF4MCa0eAx+cXzArfg2MVEpuAhIRReiNdSMxL30xq4hc8q6BEL8g37NCTQWG2WdqHc33BGBF1dALl/iXnwgG0NIyb2HsWW3w9Lbbo9bTYotfTYsu4UGMadEFThB/Gl5K2oLGZTwZpkcAzMipcZgxYDNMphnoWuOmN2LrwvXbuEShBwawQAs3MUQ2OX+fKXZeCECg4Ak0Fzv1zYwXIbC+aOSIgihLw+RyDQulgXYzSTHVal9AgEN6YDao8NdXHWZcwQmexRaunxZa0nhZb9HpabBl7akiDLhpbwvMcyrFOLXrOPGaRM7w+FZQmNRmkN5jpmzCdEvIZpCk4dTzqejKKQ4O6DMDzoulDQ10U/dZ37oiHQsGT18z5UvE72EoFAUdw0hSuUau/ty5OyMcZMms2BT7RoUdO37hmUYnAa2dEF0KDoMCLSsT3EB+sLbYk9bTYotXTYkuGnhZbxoMa0qALmyIKPAs5md4ADEC+WMAwMWfuqmBtMDQ0eLC5x9AYd9oVmKMTEh4O53ieog+6vKgEIrBmFnQXHSfkY6U3Cp63zx0podbjcNeF69UGx9CYjDIwqeNxZXwPUeQFrf7BcTlUvkpiD1H5XI1hxpJnsSXBh1CexRaVz2JLlp4WW8aeGtKgCyw6tRuGY1lzPYdY2oBxBEr6eB5iPU4svcHp8IrSKZw6l2Q6heOFCRF12nG8voKIwJNzfQFfM1PPIJ3Cii4oerK9diHY9TjBwdQtBoXZBQGlHof+ZeQI1Rum6ukm9hDF4PF+xvYQJfKV2EOePDpfgXl98a5Miy0Rn8WWLD0ttuj1tNgy9tSQBl1QQxfzhglt0bp0CgfkvYOw6Z6Rq/KVCnAlMMJIw3AHHqZmPjFHC0RDSnlhbgCsKEEw7RxgDjeNedG8UQZxL5rX4cXX0/NOuXyBF10sOCgV6CMXAu+U3bJvOGPKdWuLfHFGEsQiUQy+5B4CiHtdF2mz2GKxpaqeFltSfBZbxoUa1KDzKDZpm9AWXSvocj0O1ZLntMMn9RytSJRJ83HUAmv+aIHo6BRewSwAttceesPMgm4VBLkFs4Ge3PRGwEetx4mtC2OkRFm9PtYoCu+g6Kgeh16nFJ9WT683iteYMfcQ41xINfLVzODT73V6LZzFFr08iy1peRZbNHwWW8aFGtKgCyy6osM7my5+DA2n8y0q7OUMZoxZ8iZFl2romdFp560LvR4nCj3zvL5ghg8A1nBTFcw4owVUeTyv1g35OOmUsmvmRafXxcBrZ65LIRy5QP+yDfRsZnR4SSnhynhqkdM9qhZ08/aQY7SHYnoyDDOLLXp5FluS8iy2VNPTYsvYUkMadAGMcEOe6owpzpErKniaWPJFpViTVhNQW7pI5aPN3vI2X1Cgy6nHCUCimen1RekUzpErClhz0hsSCT5OmoJf8BxfF0ZUQsYLurkHaId6UtNh0gNrxwde3jPN805jh9AzhpvGj7ji76HYVH1K6tRw71lsyZBnsUUvz2JLmqfBsWUsqEENOrP0RmDJcw8bNvWGw1CwA5bnoI5ACI9coUQXKmnPgepxqGkDTj2OiTdcUeSxji2qKGBWclhT2QsGYBZfl/GPEgRpCgCsafxBq3+oJ/HcxCCdEvBxvFPHESgVHBQdWj1OLILFGP5ZUVKgnKnz0R5CXVKnFlsy5Fls0cuz2JKW1eDYMhbUkAadOoeO096s9wB43imnS6iiWPKczjedFz3MiS4wBx6qaQOOZxR4YYBXlzFakeEa5/Gp8ky9aMqaAAkQ5BYgx/SkT8c3qldJrgvx+lwlSuCdP0pLbwQFzwB9XdQ9FPBx91BTwYEg1uMkD6EHaCnCaA850TPNGRBssUWvp8WWuDyLLSmy2DJ+1JAGXbCti+qCMtIb3ALkiiZHz/M4wPT2zYou1VZ/3vUh1kIPEItRK2o9h6nX7oEZJQ2TrDthdZQZjghQC7OpIwJUsJ7EGIpaSa0LtV4l7kVT9Ay+GwvMwvPoaCW1bohXg6Wm3/L5lMiXUcEzQrDmFFjHRxJYbLHYkqGnxZYUWWwZP2pIgy6K0MHMi+ZOhq6kQZAkrxKAtcPjM4wSJAt76fLcsNWfK69gIq8Sr+cA6McrmXjDwbTzQE8TL5olr2LW+ZYuzOYXPFP1DAuJmetSqSS8aOIpBWr3KEeeWsTvOAJNxCGz6iH0nLSIOgXeYouip8WWTD0ttiRlWWwZL2pIgy5qinCUTjRmiJWR3tAXElM8jkBPJb3BLXjmDFiMgSAvfWOSFlHTFNw0kxqOJ/O5cbCuuLTjldzElwN5RICMz7TipG9M0j5x8DTz2qnRBbWQmKNnmN4oROkwXiExr/BcNUACPsr9U082COpxKOki9RB6iy2KnhZb9HpabEnraLFl3KhBDbooLdJcZOTMlbQIq5BY7URjFTzXNsrAEbyiy+SUdIC+LkGYO0hvmHrRVHlqwSxHnpNI35D1VNZlpOLS6nFUPk6BdSp9wwBd5fqox964ErF1oT0r/rPJnKqvpiQB+rqUE+DZTIwuJOW1EAvWwyYF5fooBd3J+W4WWyI+iy0ZelpsSehosWW8qCENOrUpQvjDBDmhWXarv6buhOYNw5fHOw4o8PqC2T8AvaDbBATLapqCuS5RgS5vuGlY8MxcFzWMT9UzOcSTyldWC7qLDrkeJ74uzHqcgsrHibjwCpfTXjStzqWclEf1ohOg21Kk1eOEoKtGMxjXFzwvzUQ+1Wu32KLKs9iSLc9iS1xH76fFlrGnhjTowqaIAs+Sj0K6vJy5+qBx2ptVL5rVFq2Gx4N6HOLIhaLvnrIGLKrhf1Z0IQIl7kBHNTwOcNYlkU4heEYVBaw5egbH0ADRulDP2QxnTDXxpsfHhoYyar7UOiXKs5Ksc6HuoRR4EoebJsGavGeTfNwogVqPwxksbLElIc9iS6Y8iy0JPost40UNbdBFR6AQu2iSIdYi7ciVaOaTlzMvEHPm2kN8SVECN6YjlS+WNuAMWFTD8UVePU4yTUH1TtWDsAHqungHRcfkEfnS60LU0yC6kJRHrceJHVtUcnhjNtROOwYf9xihZHrD20O8lKSnJ89rjx2cbrIuRZoXnUynWGyJ5FlsydHTYkuMz2LL2FNDGnRIFEG2MC3yAtNT0VvytDB+0OofHoFCkoe0d0rgC6ayAwgHLFLXJem1k73hZAcbSc94ISpAjxIUFO+UKi9WmM0a3ora14XIpxbjA349Tjm/HkedwRTIo64JEN9DrDoXU2+4oO4hvtc+qcSLtHHXJVlgbbElkmexRcNnsSWTz2LL2FNDGnRRl6thzlwtKmV4wzEPgMgXWPFezQrVM3KjFmyGN6wrJKaui0kHW7yQmD6YMTnbyOOj6un9m+UNq63+rHoc12hdVC+6mRhdUGcbefKCNEx1PnWCP+BHlMr5xyulWv2J9TipPcT0vmMzpjiRKOae1etJeDZT62mxJZRnsSUtz2JLWp7FlnGjhjTo1KYIwLwbhmrJp4tDabUEKphx5Kkzg7jzcZLeqWn9CHVdUiMJmOsSyaOBdVA/wqnHSdaPUPnKWj2Z9T/EepwIJHj3IVVI3FSAlPn1OKnIELEeJ10/wt1DyvmVJt4wYw958sYg0maxxWILQU+LLXF5FlvGnhrSoAubIphdNG7iRrBz5gaWfFEBXWqbuTqDCQjqeCih7ujaOPU4rg48yV6tAV/ioGiA2Pkm416Rx0ebhRV1vvE67dRnBci/vqDVP+V953nDyTQFMSqhHkMDqHVKOaAr014mpR5HPYQeMKjHUfcsg6+o3D/SM526Puoe0nT2WWyx2FJFnsUWvTyLLWNPDW3QqYcNmxRdcnLmjvBSG4E8qiXvKOBJnrRdSXjf5BoENyWPnN4INhGrHsfQy0wcFA3QO99SHXrM2VSc4a3qulDrcXReH5C/LhXNtHMKXzKdQo0S6CJRACV948b0JNfj1OgNO0q6iBRxqaSvj3fovcWWuJ4WW7L1REyexRaLLeNFjWnQybQ3zB3GCTC8YRm1int8RK9dxr1o8tl0SS+a+KWS9trpAxYDPlY9jnaaO29dqHUgQKLVnzPF35WKF8Yr6OZGF1LeKfH60l40jS9Z8Exdl2RapJn45adLEQKEehzNulDqcaImhej6SLVbmigB91xIwGJLyGexRa+nxZa0PIst40YNadAFpFrynCM7TCZYp0CQWrgc82qd3IdTJ49zlElQGBrqSb0+kZTHA6WCI9BUoBd0J71T2gwmt+Zp9exjhFLyePUj1OGtOu8UyAezlBdN/XJIFBJHx0cR63HY6+LPplLWRUpgJCcNo7s+k8LlSU08PostaT6LLXo9Lbbo9bTYMvbUkAZdYHgHN7CpSAUzN2z1j/hoIVYVBJupM6YSfE1EviRYU69PPSg64iPOijLR0/D6VLAu+fqSO+YK0b0D6GBdZPK5roSUkXca8VFBMJ5myru+JFiH8ohgltIzh089hD7GRwTrQlLPvHWpZKxLboF1+vpGKzKMHmTK0+hJ3XuAxRYdn8UWjZ4WWzL1tNgy9tSYBp3/M1jQghC5eXYgXjDL4UsWEjtChOHafHnRLSg4IgzXVpWXSG84QoSHcVeVlwDPghC5D2eoZyGxLhQ9U+sC2rooegohyOuignXg/dHWM/6seH/LqcuQcVAK+PJmeCZnGwV65q1LEsyCn3nXpx4BpcrL54unU6jXl70utPRGal1y62O8n8XE/cu7vqhJwQnlUZ8xVU+LLb48iy16PS22VJFnsWWsqSENuoCCG1BwaOCpzjYCPG+aAkpqwSxHXsWVUDDXu/EGehaIeibTG+O/LtJ4XWJ6CpG72ZN6BnLJ9y/BRy20DeQF95HrvUXyquuYTDc4RDBLnmxAXZekvCDtkC8vuS6BvKpsVdYlT894usgh8iWnwBcc2rOSXheLLYE8iy06PostefIstowdNaRBJzUWOWU9KxWNF03y3hADF4fl9cW9aIqXqR4UHepJBTMTb1+ZbRToSfX2CwZRgkri+hyH5n2r0QWq15ds9Q9BIm84ZiJNQfVqk150CGZErzb0Tol6Jlv9qV5t0msne/vKIfQev/93ZpTAIa5nyosmr4svT/H2TSJ0FlsieRZb4mSxpbo8iy1jTw1p0AHe4gvFQqamRZwkeBK8txQoUdMNrjeSQOWjerUFEQclKpiZebWIrQtHz2T6hr4uZvL4mzYBgkxQcph8SbCmh//j3in1SyU5jNN4XaherQzWBTF9qeuZ/HLI874rySgB8z6EUQlHQErkdr4Fe9ZiS1qexZa0LMBiS5Y8iy1jTw1p0EkgDkoM7zsOEjTvLZU2EDQQVKePAwHIG3rDBmkKT89cttSXiiCuSxI8OWmfYurLz2Rd+GkKbh2IOnIBoNerhGkDU7AmpikyvWEuWLPXJaofAehRiWhdQJKXXhceWKeuj3AfYnvWYkuop8WWtCzAYktansWW8aLGNOiUMDcQWMjUTVt7msKrA8nXM5VOEVGHbp6eRukUmQYz+rrEvW/a9SXSTA4tPZVMpziCqGey8JywLsnD1gOxeeKyvEyqN8xNb2SBJyWiBKhpA5DkpdeFJy+1LtRC4kISPInyCnGwzl9P72c6nVKVLV2Mb7HF09NiS1qWxRYtWWwZP2pIgw6IgxmvDiT6neP1JQttqfUjqTQF1TtN6kl4WJKt/rXUx9CiBMk0Ez0qod4HyroErf4OU89UwaxhHUjUAVWVLbuwd9w60WRMDtUbTrb6kzvRsqISzDRFgRmVSBWe5/IlCp6p3n5Neyj63WJLJM9iS5wsttD0bDRsGQtqSINOarxoV+Z7AMl0CrXDK+m1k+tHkpFEah2IHBs9qekGXUcZVZ7JqAb1/EMg+PLL5wGQ9qJz5KULiakgkawfiX9eprxQT7OWfS6YJdeF6u2nWv2ZnWhpeVXZUvK4dTXptE8+X/xZAUmebg9ZbLHYotXRYktVPS22jD01pkEHpDY7QEinaMCF5C1WdCBP86JNOrzS9Sqc+hEFrInefnI2FX1d3DTIG9QbUdq+I+8tfn35hb1xkBBCkOp4Uh1eRO8t6Z2GYMasH6GmGzLreLjgSfQyTTvtyokONnJ0oaIHeUr0JLmHaHzpJgVPz6psFlsyyGJLmiy26KnRsWUsqCENOiAeHufMuUl7tfmyUnUgVBCsxNMG9DRFMp3CKCQ28PZNQV63LnngKaVM68lKb0R/o3z5JdMGoTyuF11jOiW3wDo8QDvS0fu8qmwhKHHrTlKdduTogqG375pdn3FaK5kiJEYX0nsorn81PS22aPS02KKRZ7FFq2eDY8tYUEMadFLGI3ScWoIkmJG8Pk3BLAWUdIXEtNZ7pB4YKgimOrwIz5i2cHmc1iV4mbsuWi+aIC9Z2BvIM229J0+BZ4JZMp1CTcMk0waRvKpsqXWhjySIfxmRQT6ZLmKkQB0RdQKSO9E0qUyKPN0eCvTI47PYouez2JIlz2JLnK+xsWUsqDENOqRnDQE0sE5PEed7i9Rho6n6EfIIBDemJ2d0QnxdaF5DRY7luvC80+DfZBCM2EjrEnpvycJzKpglCm25oMQdNhqAETX8n1lITJSXnMHEngJvGF3gjCRIGkoAbV3MUq4WW7L0tNii57PYopdnsWXsqSENOkjEp50TH9BU+J/oGaU6vKjDRjXyqMfQFBLXRz2GxsTb90LI6kyrfC8l1JMpL7n5AGaaoqB60fRZUcnnJTccn6pXoT8rKh8dlOIHRZsOG+WkFoH0CARyWoQ5IiC1LoyImRY8CXom94KnZ1U2LxJlsUXDZ7FFpyNgsSUtz2LLeFFDGnQS0N4ISvdN8tgbgGCR6zq8TAt0TQqJyV40YmBNPp4nuS6E6wta/dPrkqdjHCQCPm4hMUADa106xRGMWUrMdclMU+R6fd7P1JBLciExD6xNvdrkjCny9cnAa/d+50ydT3ZlkvTURLCo8iy26ORZbMmSZ7ElKc9iy3jRhBp0Qoi7hRBdQogXMl4XQoivCiFeFkI8L4S4mPrZsTA+wwNIHhRN4TMp0A34jI+hSehJK7B2U+tClcedyp5MG3j/pntv3HUJvWiRBHleGB+grUsybRDpWZUtG8yIXnTtx9D4n8dcF2p9THoqOz1KUHCU4/oYaRhl67HWJfmsUOVZbNHJs9iSJc9iS4aeFlvGnCY6QvdtAG+v8vo7AJzl//dBAF+nfKjOewNoNQjaUCnJax+Lg6KJM5g0IG+chjHy9ukdXsn0DbmQOLEueZs9+NJJFVibpGEYYF1MposMC57zwdr7mZx2nlvYm7gP7LQI9yDsjFZ/ynR14yaFgnoP6OsSfzajz8uTZ7ElS0+LLVo9LbZo9bTYMvY0oQadlHITgMNV3vIuAN+VHj0BYKYQYmHu50Kf3qDUxyRbzIO/5/ElD4qWknrQdwI8CSCoq8ehgifL2z9+HHLbNu26kMEzsS5GhcQEMNMWPAt6GiZVYE319tWp8wbrEoilzD8LdFP1rbouu3fD6Tsc6qb+pE+BR0wuu/NNUL9U3NSzQtEzq0mBVPAs+PJ0ewgYB2yREti6tXGxBVXGiDQCtnR1wdm/L8XXMNiC7BMYGgJbnnsOcnikrtgyFjTREbo8WgzggPJ7u/+3FAkhPiiE2CqE2DoyPJJYUO9nxUPCzMP0kuAZfET+YcPptEHweXl88boMmhWfruOhhXNTB1OLnIfs9tuB178eM04MJNbFLG1AAbNkoS2QALMq9w6Ig6cgrEsAZqkvB6aXCXibibsu4bBRJljngpmUwBvfiNffcav3fieSBzAKuhMHYVPWxRGRnOD2592/NAjC17OquMzIFzvSJgQgJWldknsIoH2JsbDlRz8CLqKhbQUAACAASURBVLkE5+381dhgCzEFWhVbqlwjG1ugHyNijC3gPNNmBiQLW264AUuv/28pecbYYrAuKWzJwU4ytoR8cUO3Jmzxjfvq8nKwpYo8FrYcOABcfDEu/fH3xw5b8NpIueaR0PxNuypSyn+QUq6WUq4uNTVp0yKuK4H//t+9/zR3M+VlEj2V9LRz/++E6FCYTimX8Z4/+yD+6od3VGcC9DOYKAXPmgLrql+YP/sZxOgo3tC+PbEu+QdMuzrw5KRTEiDvSgns2wfMmQM88ECaT+rl5YbHZVqep2dVtrSezzyDjXesx+nPb6kuT5P2oUzVT8oLDYIsvpdeAg4exIKtjwHK80IFpazjcih66gqJpZTAF74ArFwJHD2alpdKU1Dlpb9oPb6qbCk9z//bL+Chuz8afkllkW4PBfrnyWNhy89+BgC4cMfW2rEF3h6iBAgysaVSAV73OuBzn9PysbEFWSlJA2zp6cFX/uw9eMfP/5UtT1D2HhdbymXgkUfQsvtlLDjaUzu2wFvPvKhsVWx58EFgwQLgxRdz5eViS4KvVmyZ9h/34ZmvXY9ST1euvExsqSaPiy2PPgq4LpZte3JMsIXavDEWdLIbdO0Alii/twE4mMeUrKGL0iIu8MgjwP33A3/zNym+LNClhKy1IE9K3/i/fO5zOPOZx/CGfc9X5QG8WoLkQdHUCF0qLZKl44kTwBbPOLl0/zZ2HUhyyjbA60RLg6D09OnrA973Ps+4U+WF084T65KnZ0WnJ7NeZWAAeM97MPt4P9pefKa6vESaItB5zIeNbtwIAJh0uAdnHu6IprKHaYOq4rJHJ1BSfWqqSN1DjzwCvPAC8Ed/lPrWziokptSmmThhscPdf/hDLPvnu3Buzz6I3moVIJoxIsQ0DBtb/Pu3/JVna8cWeIYSKXWahS379gG7dwO33gr8/OcpPha2KDp6utWALVIC738/FnYdwPm7njWSR8UIMrb86lfA4CAA4NID22rDFkVP8rrosOUXvwC6uoD164GhoaryqLVwYUSwFmzZuROzPvG/MfvEUczYoe2NjOmZiS05erKwxd97Z7z0LEqIvBIjbIEaoavKNiZ0sht0PwTwB36362UA+qWUr1IYdeApu7qBI0eA6dOBT38aeOqpGE86bUB7sN0MAzI3NCt9L/rRR4HPfx7Dk6di8dFu4PjxXL505Ksqi7bVv6qX+cQTwMgI5OTJuPTAC6l1oR/ArJ5/yK+T8Ph8PXfs8N9UAa6/3vOEE/LYEcFq8qpQLH3zkY8Au3fjeFML5nTsrcqnjQhS6moS15dbr/Loo8DkyQCAyw5sU0YSxPXIkxeoyTkuJ5kq8vj8+zd9OvCDHwDf/naML3UIPbmuRn9uMyVKUHQE0N4OvP/9GJ06DQBQenlnjjyzKfAsbOnrA557Dpg8GeftfxHN5ZFIHhdbFD5SyjULW4K9N22at/e6omgKG1t8yip3YGHLV78KPPggjk+agsWd+3OvLdAt1JOwLmxs8Q2CSsskXHrghdqwxScv5VqVrTq27Njh3bvnnwc+9akYHxtbEvKMsWVkGHjPe4BCAQAwde/uqnxVsSVHTxa2bNwITJ6MSScGcc6hV1J8ZGwJ+IiG4FjQRI8t+QGAxwGcI4RoF0L8oRDij4QQf+S/5ccAdgN4GcC3ANxI+VyJxI33F7T4yi7vD1//OrBwoeetKOmfVCExI0KnzbUTPLFpg30eQC5bho0f/jQAwN25K0ce/9xEXat/1RlMGzcCjoOR99+A87v2oPnYQFwe0VvkpkD16Qbfu9m5E1iyBPjmN4HHHgP+/M9T8tjrkhlJpPHN2nAv8C//Atx6K7a3nYvWg/uq8iUPio70rMqmFBInIma665PSu3/veheOzZ6LS/dHXyr0OpB4qz9nJIGylFEa5/gxz3j6xCeAt7wF+OhHY+mfckUPghQ9ncS9A2jRhaKsANddB4yMYPtXvgkAKL7ycu71mUbMyNjyy1969/DDH0ZTeRTLdr9A40vpGf3OWRftHtrpG7r//u9RlNw3yNjY4lMQsUiuCxVbWne+APzJnwDr1mHTlb+Dhd0dnrOXQVWxhSCPjC0bNwJnn40jl/1GyqDjYEuqeSPv3lXDlp07gauuAj75SeDv/97LUiXlUbBFlZcR2SNjy803A88+i6PfuhtHm6dg6r7qBl0WtlAirGRsOXgQePllL4sA4KI9UcbMfA9F+o83TXSX63ullAullCUpZZuU8p+klN+QUn7Df11KKT8ipVwmpVwhpdxK+9zE5gu6cF72wfrSS4Hvf99LIXzjG+H7Km7G8M+8B1STpgAoG9DF2h99H+jsBP71X9F71gUe384d1eVpvH1yyi5xfVVB6aKLMPTOd6IgXSx64WkaXyCvxhSoto5nxw7g7LOB974X+J//E/jiF4He3tj1pdelqjhtapgUMfNfn//5/wP8xm8An/kMDrS2ofXg3qpFQLoONkfQQAnIWJck7doFHDoEXHklOlZe4qV9RCCLkaYwiZi58Vb/gG/Svr3eH847zzOAm5uB226L8Wn3kClYE1K1l21/3EtFfe1r6L/8Sow4RTS9ku9MJSNf3udVZeNhy8aN3vp86lNwhcDrXorS+BxsKer0ZDZvhNiycycwc6ZnFNx+O/Bf/+Wl0GGALYGOQYSOyRdgy4pvfNmrqb37bnQtPB2lyiiwPztKx9pDqjwOtlQq3jN15ZXou2QNlh3uQHN3Z+z6uCcpBHzc7lFPT0CWy56RcvbZHmauWuUZwj4Zr0uyLIOBLYsHe7zo6kc/iso7fxu7Zy/CtP35Bp0OWyh7j4wtfnQV730vOucvwUW7n4vkMbDFpGN/LOhkT7kak66QuPTyTqBUApYuBdauBebO9Yw6n5KFxJzDeE2iC64E5hw64OmzahWOLjkDACBfyjboglb/+GwqfpdkoKdWx+FhL+V65ZUYfv0bMFwoYuGzUbE/6UDrmpsUEh1eFdf7UjnnHO+P7363d2P8WrrM+pg8eYaRxLLrYsrwcRR7uoFrrgEKBRyYdxomHxsAenoy+aJ14R30nZVO0YJZAEpXXon2lZdgweBhFPznnFofk270oT3T6bEX3s8pe3xn6pxzgEWLPKdK3XuZe6iquHQxPqMbd2Fvh/fL7/wOnKYS9s1aiObd1SN0WQ1QtM43IrZs3Oitz4IF2LXgTCz7teJMMbBFF0msxlcVW3bs8O6dEN7eA8L7x8IWhbKi41RsmdqxD7jiCmDOHHQvXuq9uCMbOzOxxUDPTGx5/nmgv98z6F5/GQBgxlOPx/iohq7puiSxZdqhDmB01Lt/TU3AO98J7N0bRjNZ2KKRlxwQTMGWpf2HvF/e/W4UHIHds9swPcegy8IWyrqQsWXjRi81fdFF2HnOKizf/Xy4STnYoq3rbfQI3XiRRHpcBgA0vfKy16nl5+zR1ua1KPtUkRKKUwTywMOMNAwlVTuj95CnBwA5ZQoOTmuF2JVdxxM8E/Ep6fQ0RWqMiI5tyxavcPbKK1FpacFzC8/G/GefZMlLtrQDtHRD8qDo4DOmDfR59Y9nn+390V+z4P6FoJtcF2LaIL0u+QbWgoHemC4dc32ddmbfP21EkLUuiXRRlpc5fz5wzjnYt/wS772/2OTxM2rhtNPOKR1lmtTi1ACsX/c672di75kehK0705OiZ8WVmNvXBUydCkyfjoIQ2DN7ca5BlzWiiFI3RMKWo0eBZ54BrrwSAPD00pU4befzwIhXR8fBFu66VMWWnTujvbdggffw+fePhS0K6U98IGKLlJjceTDce92LTvdeJO296G+kOlsOtijOVN+5KzDYNAlTn9wcvkzFlpQ8Q4woOAKzD+7xflGxs1LxovgZfNTmDSHSTREUbFl8tCfUxXEE9sxahKldr1atH8/CFj5GIJtv40Yv41Is4sWzV2Ha8QFg27aYPFJDUuJZCf4+3tSQBh1k2lsEfIMuiPAA3oPd3h7+Wk4eFE28EdnpqepqVlyJaT2dISgVhMDu2YshdlQDpXSawmtpr96+rfeiq6R8hADe+EaUKxJPLlmBWS9t87o5fXnUY1r4qcz4QdEB34JDfioluH+BQeffP91B2A6hs0+b3qB40RWJhQMRKAHAwXmneb9XiRJUKhpDl5GGyS2wDurnrrwSEAJdbWeid/KM8IuGc45hMoWm6pFFWXth6r7dXv3jlCneC21tXqmBb6hUKvpIG3scCONLZU5/t6eHEHAcb++17N2TU4dlNveOjC2PPeYBh2/QPXX6SjSNDIUNXBxs4TZqZWFLy/CQZ7wFe69U8ow6f++xsEWVp+0wp2HLjKFBFIaGwr13fMYcDLZMqb73MrCF3KRAwZaNG4Fly4C2NpSdArYuPh9Tn3gskkfEluC9HD2zsGVO+17vlwzsJGNLUs9kep6BLQsGI2fY+97zddqVXfKQhS2UFD0JWzo7vXFPb3oTAODXZ63y/u5jJ6sxrMBfl7GghjToJOJfRo4j4LgVNO3bHXkpQMqgM+1OSYdY/b/neWKVCqb1doUbzHG8KIGza2dmHZb2GBrCgx3VucTTPlodH33Umxc2ezZcKfHkkuVwKhXvy8a/vvFqvU8eFB3ouSjoYAvu37x53heLf/+SB0UH8kxS0ZTxKq5MG3RdcxagXChWjRIEn8vtCIz0TNy/JN+ePd6a+AaBK4GnTl8RRQ5AXxeT2rTkIfQBmE3br9l7gFeE7H9u8t4FenD0DJs3CGmfOX3R3is4ArtnLYYzOpIaiZOUl8SWQP+q8qjY8uij3nO9Zg0A4KklF0R/By9roPuyrWYIZmHL0iP+pKgM7GRhiyovSBEmjkmiYEty7xUKDva3tlXfexnYQnlWPN1ysMV1gU2bwr1XcSWePG05mne+FHYFU7EFSBvW+VHgSDdVzzkH93r1j62t3h+X+JPAUgZ5DrYk9Ux87wXyKNiycKAHmDULmDIFBf97D0DV+5eFLaToOAVblOgqAHTNmo/OOYvCvcfBFn3KtSrbmFCDGnTp8HhbfxecoI4goCVLgMOHwzBvqjuFkzPXpWFy6lVmHetHoTwabrCCgBehO3Iksw4r66BooDrIZ6UNUjqOjACbN4cPddmVeHrxeXCLxZinQq47SaZhcr2beL1C8BmLug549R+n+6kVxwEWL05F6JLyjDrKBK2TaUHwpbLYAyNRLKFr/hJilICnZ5TWiv6mTRclQKnsSjx9+gqvWHzvXv/6aOuiTS1SInTJdIOUXn1Mcu8BsS+VWFcmo8Ba1z1KmRU1q6871MMRArvn5H+pZKVT2J1vWdiycSNwySXhyJnDLdPQufTsKMJKxBZXpp9poPp6ZmHLmUGtYfL+JQ26PGxJydPtPRq2hHtPuX/7W6vvvSxs4R5xFXxGai1feMH7PlENuiXLvdc2BSUPjO5R9rrosaX14L6o/hHIzG7kYotGT1XHUE8Ctsw/2hMFMoSXcgWQc//MUplkbNm40csgXHxxKO/Fsy/y7p1SwmCP/qo3yXTK9czDPijpogQd3mtZXi3pgdFMos6LmCVrsAqOwJ5Z1b9Usg6KVl/TystqUkg+ZL/6lTdU+IorQj1PNLWg//wLvXEKIBbohl47Lw0TXEMyBdrWtT9e/wjoowSJ6+MeFB3wkYrqB3rhzp3ndSTCW5fO+aexowTU5o2CE40RATJA/pe/9Dr/zj8/1POZpSu9137xC19PYreqNrVYlQ3JQb+OIzDneD+aBwf0ey9m0KW9aFLzhkFqWI6OYuaRHv3eq2aQGzZAkbDlxAng6adDgyB4/cCK1Z6TpawtJRrP1TMLW87o87EzqH8E4nuPii2ZesYjQ7QITxI7gX1z/LrMjDqsLGwZs6YIHx9V7Hx+wVlwJ08OX6ulWSR/73k/k/dh7sF98b03ezbQ0hLLbpCwRaNnMkJHxZZ5R+N770RTCwbmLsjBTv0Af25DUia2/PKXwOWXexFy//Ud51zsTVLYsYNpQOq+n61BZ0QSaS8lNOiSNXRArLBeWwvHTG9Q0lNlTdrAcQRemePrlPGlknVQdJ68rDEiqdq7IN3kr1Pw8B5fuix8jdNCzwV5nRftOAKLu9vj9w7IN+g4EbqEB0fhWzjQDXdxdLRwwQFeXXCaNyIgow5L50UXCGkYnTesTcPs88FbAZ/2Vv+Z8kc6UME6/qz4f2eXHwicedgva8jZeyYp3lSTAtGLntHfC0e6sfrV3skzMDp9RvUvlYwRRex10WHLwYPesGxlnSquxJG2M4Bjx4DeXjK2AIm9TliXLGw583AH3CWnhVFDAN66DQwAR4/SsSVB0Z6N/kbdswuPdkM6jlfL5+u8t7V6HVYWtuR9z5KxZd++WBah4kqUC0VUTjs9xE7WiKnYfqB8D6Xv35TyEGYd7ozvPSFiTUlkbNHomUq5ErFlfr9SauR/xOG2M3KyG+YNUCRs2bcvtk5lV6JzwWnha7xTWvhO5lhQYxp0qVEGwBl9HShPnxHVEQAZUQJ1syP8ezVKbgjKIcWxtIHypdIxfS5kU1Pml4pusweiSQXPui8jla/Tn5k0f37stZHWud5rUpLqK3RpA8Eo/lf1LLllLO7tiHuZQGTQSan9MvIO+q4qLnVQNEBvUlgw0AvZFhl0jhB4df5pXto6ow5Lvy4Ur9algWdnZ3jvAnmV5hZgxozw3lJTvMlD02l6avbeYU0N1vTp3niAMO3jptYEMIgkEsFzdl+39w9/7wnh/e/Y6Wfmpn2Sh9B7elYVR8OWxN4L5A3Nag1fp2ILwD9BIwtbzjzcgcpZZ8XfrGAnGVsy5fFqt8p+hG5k7nygWPT1FNibU4elXxcKvhOxJdh7/rUHe92dNz+290waoCjjVXTY0tajyUwBCWeYiC0aeeq9C/XMSy0OD2P24BFl73nY0rd4qXfvMvh12OL9vbo4ErYMDXnjZpS9V3ElBmfO8X7p7DSO0IXfzzblak66KMHxM14XrS4Q1j6pBp32eJ4q90FbMEvgq0iJRUd7UCmWvHl48L0ip4DyGcsyv1Sy0huqLlo9dbOGwqNalDd2dXnfNrNne/L8Fyutcz1D5ejR0PuuRq4GlCj1Kjowm9N7CKVKWR+hGxoCenszjuehzShK6Un0ThcO9EAsjo4adoTAwfn+7xn3z3Xjrf4AdV3i1xbpmXhjV5fXMKLIKzrC+5tSmE1ZFx3Ic71hLzrejkqpFNU/BqR8qbiuPupMiZ5o0yk5fK1HOiMdFL5jpy/LLcweiyiBFluC47T8+xfco6HZreHrVGxRdQNoETottgQG3esyDLoDB+jYkpSnMbCo2LJgoAejCxcpegrsnV29DisrlUkdI5KLLYm9F6ynnDs3vLdUbPHkJZzMPD012HJ6tz8aKImdsRpIIrZo5CX5KNgy9XBXpEMgTwj0Ll7qjabq7tbyZe+hvHUhYEsgU71/rsSxGb5B19VFxpassgybcjUkifSmPePwQRxfemb8jZMne4aLYtAlj3cB8tIUmrQBIbJXqXigdHzu/NBdDx7Q0WWvy/xS0R0UzdMzB+Q7Oz0D069VC/hGW+eGr1MO+s6ct2bgnc5/1Y926bxMwIsS6Fr9KeCpa/UnpEBx7BhmDg0CS9SUq8DBeT5IZd0/TXqDti7xI64ATWSvUvGaaRIRnoIjvL/5UQIKWCdb/QFa56Lu6Kgz+w7iyKLT4/WPQMygy5qbxi14pkb25iQidIG8wdPP9FJRx45lXp+2jofSZJK3ZxMRumAPDc9WogREbFFlAGozRbaOOmyZ0n8Y04ePZRt07e10bEnK06SGqdiycKAHIwsUg84ROFZs9vRiZDcoETMytiSi4wG2qHuPgi3RukR/M21SOK3XL3dQ6x8Bb506OgDXpWFLljwDQ3B6T9yZArx16cmZJajDFoCiJwFbNNHxiitRnjwZmDTJj46DJq+Stderso0JNaZBJ+Obr3TiOBYN9HjplCQpnkrqTFZCiDVr+rj6mo4q/tiL4/MWRvL8jxhZ9rrMOiydt0ip48mqA1FfA5AGpSBCN3de+DqpTkIXJRD0YaPq9c0PZtAlDTqlU1IXJSDVq/gvx9clf9NO6vaGcjpLTlP4BPqmzPTSm1lfKprIF8X7Tnp9gc6x6+vp8b6xlfsXRpTmz2elXJOt/sH1maRAzzjcgb62pek3q1ECyTcIAj2TDS3B36tRa383RppbvNEJiPbQwGlneG8IjglMynMzauEIXyq52BJ8qfgR++Dah+dEe4+KLYD+tJxq66LDlhn+DLPRZQmDYNEi71u/vZ2OLUk9M1LDFOdm4UAPyovj5Q6uhIcRVfaeVh4xQpeLLUnsDF6ePx8YHASOHydhi7ZRi4i5SWxp625H7+z58fpHwDOmymWgq4uGLRpKRqsBGrbM6E0bdAWRb9BlllcQMJ4UyAAS90+iWCiE2EnFluSIItvlOgakLugk/9DfwdOXpd/oRwl0rf6Uw3izDqEH8sFswUAvTsyPDLpA9vCZr8usw8qKfHl6ZoqLQFdo9FQftGTaQE25+q9T1iWIEsS/bGkRFyDutc89uBf9k6bF6x+B3CiBthMtJS+jSSGHb3LnqwAAsUT1MgFXCi+9kZX2qWSAJ2Fdkl50CuQTKTtA8aKVlCv1qLhCAh08PauyeXqqe8it4PS+V3F48RnpN7e1Aa++CoyOIjWwl1GvYjJqaO6RbvTPieqdgvt/NMCIKmk77R6qIo+MLV1dnoHZ1AQg2uuV6TO8WjEl7UMxlLTNGwQsU/fCzAMedo4uSzhTTU3eF51q0OVhS5aeTMxF/1FMGR1CZWG8IaniymjvaeRq14XwTJOwRUoNdvofHPzNv39kDFS2u9c9Wl1PHba0dR3AoQWnp9+sYCcJWzSkj9DlY8uMwxqDzhE43LrY6zCtsvfYzwpAwxYNdobr4mOn8XB1m3KtjaSMP6Atu18BAAyenvGlcuCA3lukgJKuw4vAV654XuaJWIROMegAradS1RumpFwLaZCPPWgZETp3fjxCR5UX6x6lpOw0B0XPfXUf9s9ZHK9/BDw9C4WqUQJqajjpUeVFhqZ0BQadUgcSXF+VKEEybQAQ0zAasE7V/2jTBm4UoevtBUZHayh4JtaKqWdc7duHJreM3sUZXypSAq++mpmmoHRFawfo5vDN7e/G0TnROgXP9NFAz2opc90eIhguudiSStn5e6hY8L5UOjtp2FJFHkVPdQ/N2L8Hw4USRpQv35B8Z5iMLRnytGNnquhZOugV+pcXKRE6de9lzPHUH0JPe6a991bBliNHvPNSE+UOAOAs8P/mR1ipXZIiYSBzyx0gJRZ1H8Cr85ek36zUQJKwRaunWTPFzN5OHGuZ4jVFBfIEUHEcLzVcLUJXSMgjfqfkYou2IcnHFj9CZ7tcJ5DUB7TFP5/xaFuGQdfTg/LxEwD0oFTVG84I4wM5FnlPD5oroxheEC/sBYChwKDTeCraQmKCB5B1CL36mQA0XZKeWyjntHoGlfqlQkhFJ9MGJk0KrQf3Ys8czRdKoeClfhSDLrkueV6ttnmDEqHzU65IpH3CKEFGHVYyHA/QUrxZTQqUOpAQlACgu5s2xd81iySmDEH/Ge5ZlLH3gDBlri14zpGXVfCcp+e8oz0YaF0QyQvKHVomeangKk0t3Pl81QyequUOKrYEaR/CulRr1OKmQKft3429sxbCFZqvCt+gI2NLgrIOoc/jazrkdU3LxfGUnRvsPUCPnbrmDVKKl4Atmr0XrIvjj1YJ0nYmkS9Kl2sKW7q6MPXEIA7OPy39ZqVchYQtGkqmQAGa0z7rcCd6Z82L/S1clyrZDZ2TWdB1GyeIhC2dnd5Q4eBoQijYkth7tHVRO7f9v9ch5VocdwkTQBLx8H9T+350Tp2N0ZZJ6Tf7XyrSr+XRpQ04s5vaj7bj/+37EfqLT+Ke7c9iS/csnD/3fKxdshalQilibPe8zGE15ep/xsjM2Z73smdPSp4uTUEplNZOO096KseOeUM51S7JAARLJW9gbazbh5e+oXhTKW94dBQzertwYPkCPYP/paJLp3DOaUyuS56e03oOoW/SdMyaFD1TYeHyMj9tt29fOOBXlZcCJWIaRtukoIJZVtpAiFTah1RIrGvekBKudPHy4ZfxUs9LeKnnJZTdMtqmt6FtehtG3DIKYmbE5J9OcXhBRoQH8KM88zIKl6uqmdKTNGy0UsHcgV68ohh0sbTIsmXavefJS6Zc/Y8k1KblYktXl3fknnJt4XuDtA/JUAr2UPQ3yrrosGXKq+349cwFOEvH19YGPPooDVs0RF6XBAUGXXwGpL9ng1q/PXu8Q9Y115c0IKvthR09O7D54H9hoLATdzzxNBZPn4eLF14MKWnlDgDgBEZeVxecyW202jTN3iM1RajY4u+9Q3MWpd/c2uqlzdvbUZlLwBYNJVOgoZ452DKrrwuHZ82DamZG928Z8NBDWj5vXeJ/cwgR1qwUaAo7581L8PnYMm+e5whD+nz5WK09vaYOEbqGNOiAhHfa14vDk6brF9T/UnEDg07r7WfLcV3AxTE88MpX8WdP3o89R/wvghJw59bofdOapuGtZ74VH7v0Y7hy6ZUQ7V47uS5C5wLehuvtTcnTpSkoRZdZY0SCawCgDzurHV4MT0UnTx02KhJAkLy+kM9fg97JM/SC2tqA557L9KIpkSjtGJGczTe1+xA6p7dilvK30IAMav0098+byh7/G3XYqLZeJZk2aGryzm1U+IoFJULX2YmCaM4/TzIR+QIAFwN4oushnP21B/BK3ytavgJacMbwW/DzPZ/Em5e+GcJPfQ1O1dw/NULnzk08K77+uesC7SktVUG+sxMlt4JjcxWDTt1Dra3eMU4J0kW+KJFErXOjw5ZEhC52csP8+cCLLzIboHSjlAgROmU9m48cxuH5i/Xy2tq8VOPAQOb1UbpquRHWlkMH4UJALoqwM8SWOXMggKrYmVeW0XWsC9/Y+g3826//KugTHQAAIABJREFUDS90+c9BE/D5X0TvcVDEDLEGWzqm4Q2L35AZoRMCcBYqEbozaV216Sg+9WxV5Q/+3jsydWb6zUJEzvCFBGzRkDYFKvLLR2b3dWP/4niTTdht3NrqjaI6fjzVyFGuZEXoKOuSgy2JvQco2DJ/PlCpoHCkz/s85rpQygjGythrWIMutqB9feibNF1/44PQ84F2AK2sg76Hy8P4myf/Gh0tX8aGlwdx9bKr8ceX/jFmFy/EZzf04Ju/vwoXnjYZWzq24KGXH8IDOx7A/S/dj98++7fxqfbzsQjA6KK4lxnKmzNHC0plHVgTPICyBqxT0QUdKEmFz48SUA76zmsWSQJBQKkOL38NDrdM1QtasgT40Y9Q1owfoRToJgfFBp+RH6HrxM4Zc3Gu8rdwKOqcOTHd0/LSEbqRcnV3WJfe0KZc582L1RrGxpb473Gc00kRuuZS0ZddwZc3fxnPVW6Fe2gYa5esxc1rb8bK+StxTus5aC40o2OgA7v7duMP7/s77D/xCK767o/xtjPfhq/3LcS85skYdTRQM3Oml+Job0d5/kWxeyeE8Gr2cr3hrILnKkz/P3vfHS5JVeb9q+qc+4aZIcwgDgMjIEkJoiCGXSUZFkRFSQO4IiK7hjWw6uK3LIu6fOqKq64wiIqIuEQjWWQQYYAhjENOM0y4c2On2327u+r7o0JXnXrfc07dwcfnm+U8D89wu/vUOaeqzu+87/t7g6u8NRYGKdfAHlLsPbF0lDOeGqyl2DI35whHIQtP4J32lSnvmvzypD57WoKnOznbRnpmGlO7lujn4NWg3uhYzKTYQjSuCD0gX19myyZsLQ4hmUkHxnPXV644+0umDDNl/npWD9+57zv4lzv/BbVODW/a5U341pHfwpaty/Cjuyex9vzjMNXeigc2PYCv3n49Hhi/FodcegiOeNUR+M70m7A3EPGhS5qGU2arXHYsrMs0o0cFfNRNuBzCFvce1HJlukOA3ZiPAElSwyoLXbeLam0C08MM5RrETkGgo9xVdO+LElvGxoCl4SwY/aAPHYDk1jH3c+lwEeU7TnDltrbtVqALmTwnJjCZW0hvJM9sv349gFE6OoXo99zUczjhmhPwwKYHkLMOwvlHnI/Pvv1oAMADL0zCxB+RT1WwU2kB3vua9+K9r3kvvvHOb+A///SfuPDuC/Gbzq/w1UMN7DU8iNwMOV2OjpKOvWREWQytXVpw3RPoCNogYbgv9urV/qEiH88KrQkIO6NyL16EvnHvwWRWAkqtFpK1mXA/0Np3dJ5R2sDRFqXdUB7fjK2vCWuZfuJdz0LHPD9BntN3eBbnKdIwnkAnjOfTBu5vEsldtWmDJyeexKnXn4p7N9yLYfMwHP2qc/DjUz4Q+f2y4WVYNrwMyzMZHL3489hn+YM477bz8NpyC/94eB5JiyiF5lkJ1q93aB+G4pW1aOkv51+pFu0KdM0FgYCkoGXIs45bViiqR7aHtAKSZNjiUXZEQJL//DodpJp1jfHoEleh8YgWwZZWC4lOG1P5Mm+hA5Da9BKAvBxbyHlSWObORTLP7OaN2FQawQIKWwwDyeFhOiiCoYYt28bj44/j/de8H4+OPYp37PYOfOvIb+E1o4669p+3PYUEnkQ+lUU5+yq8qvoqPPzkHmiNH4fT3/Ec/v3uf8eBzVX4vwcZOGt4GN7VQ9jiBbVoYAvp7qAZTGESFrqpAoOdS5YA99yjhy3MeNQ8pdiycSNM28bUSNiFxmcpgti5JBzMwee9m8c8RWzZsgV4wxsi4wXdVcytzvmopngt+nyWKX0vk3/d/4qgCHNqEtM5RsssFoFqFcZLHuWqdiS+6Ymb8Lr/fh2ennwa3zvqKiyc+xcsH9lvMB4DZrlUDp877HN49txncWR9J3zmnTYufuiTmO3OCuOBtRJwfiDUPKl+ZM4uS+NQCVoJtMaDOx4F8my3Aa3lIbtHuWZLdAf3UMm5UafifZmPY68yvcrsLAr1aWythNOokFomOV60XE7cIvQAAZ5jYwRt4IJgqeRYClwLq04euk2de3DA9w/AE+NP4KfH/RR7pb+CkfQe8n6WjUwyh3MOPgfrPr4OR02N4KLD6rj2+c+h0+tEOwStBKJVQve+xKTsbLeGZYuw0PVtOM/PspxSQMG1UQFQGtq3jAL158kEtAAIUeaZyXHleBax93Qsl5y7w1SWYTd8gc610MmwRWc8zX65sU3YXBrlsYXBzgi2wLkvDTyEN1z6BmxpbsG1778Wv/3wb31hjpunaRqAncMnD/0kHvnYIziiswPOPsbGcf9zAlrdlt/Pn6OPnXo+WJTgEtcZHxMT6JsJNDIFuoObXNju9dXYojlPJba4ytQMYaGzNLBz3sEbMmwhErIDAWxxP0+41SSk2OKmKCLPZ8k0Xy4L3XYr0Pk31LJgTk1iMsdomQCweDGMl15y+w0+prTaK9Zcgff87D1YOrQUD370QbztVceEx4MalEbyI7jy3qX46OpR3PbiL3DED4/AdHs6TMPEEOi0/FU864KQfRwgKFciD53vmF2vIzXnHMxybZ+mQEPjSebpazg+5VqiC327h0phbDNMA+FQfw2BgEojorQMue/KeDUMSn6h73zeEZ50QUnTEiVqmRGBlfQDccfzLKzuoaK6L+tnb8GtY5/BnqN74rGzH8OJ+5yIZMJU+scE17dzeWf8zx+X4KyHFuPPM7/FkVceien2dLhDQKCbzyHGOzzLBLoN6CRS6FaHI/1khwqVoohMgSC0wR4afBbBFiagxR/Dfa7pCfWhQkePhq8pn2d47znKMNHB9WFLuUEKUmzRGQ96lsT82GZsKolsCgbjMf7HlIXuvq2/wObUl7G4vBh/OvNP+Ls9/y7i3+tY2nhs2aG4A3697nW4+JEdcMPjN+CoK49CvVMPY8uiRYM8dPPwl/WxJU6/iQk0ihUQtnGnLV4MzM0hW5tSY4vmPJXY4gl0I2Gccu4LpP7H/H3ZRgHZs8YL2Cm6q5hjY/71ZGN51w+OBejlbd3Wtv0LdNPTMCwL07kyvyEWL0bCF+j4ig8/eeQnWHHDCrx96dtx94q7sXRoKW3G13BAzmzaiGOf3hMXHP5DrNm8BkdfeTQ6PSfNhe2B0syMk9so0KRgrZULa7A+D6DsoEAXSGzqjBc9VHLTE8r1zfe+RARBjzbIlegaj65Al9+6KWr50gRP0UJnGAYtPHrNBaXx6oLweIa7NsNwhAKS9onSKY4/h3SarHbqT9O2SQtdSODx8ikpqOjvrf4eHpm9ADtk98Ptp96OnUrOwW0YampAnKcxPoF3v7Acx+x8IVa9uApv+eFbMNMOWL7c5MJ2t0fcl/iHmFfoW/b87A0bHIEgEdzr7vUklDlVhN6bsmyelIUushfIPFiBPeQJdONbw/2k40WVPtl9iWCL5+7AUa7ZLLBgATKbHeu4FFvI8QiBToURtRrSzTo2l0Z4bGH2nogtKx9aiWue+SKy1v74w2l3Y9fqruw8VdhibhnDp2qvxZXHXYlVL67CO3/yTjS7tYiFTokt4NKWxKf6MD6OZrHCY4uLndWJLXJsiTVPPQtdbTRMufrY4ilTjLsKeV80EkNLsYXYe6HxhoaAZBLG2JgSW+h32r2ebM++QrnKW4Q24ChXwBHo3GSVHE1x1aNX4dTrT8VbX/1W3PDBG5BL5dzv5gFKto3U5k3YVBrBW3c5Bj97389w30v34bN3ngwbc87D9V7syclQV2npL5kGYPMg79MwROi2FRQE3Re+MDWhHo+gN/SSjcIdb/D8upks2qks/dLvuCNgmihu3UyCi1JQsucROeWC0qQg0IX6sRZW0PPUEjyJdCdev5kZx7FefH5BR2IvqEWyvmvXXYuP/epjGEkcgnfv/G2UMwP/m/mU/sLEBGr5Cl5TORo3nngj1m5di+N/fjzm+nPO94sXA/0+huqTkeegc4iRZYtUh8pLG7C5NMLvIc5CJ9lDWgl0ZXtPQrn61nEAqQmXctVS3uJZEiPYoqJcAWDxYmS2bAyNQa6PGo9QMpWUuat4OwI5gy2SveeMZ+DGJ27ER276CF5TPQwL576EYobxMwPYElchbHGx88R9TsTPT/g5Vm9cjaue/RgMo+d8v3AhMDGBVL+ntHyROSC1qEUBWyYmHIFOwkwBQHVyTI4t3DypIAUN7GxlcugWwkFuPrYMD/tzFxsbvKGRyUCKLQQzBQSwxTSdcnxutYi45fP0qrQoDirNtv0LdL6FRwJKS5YgsXUM6V5XqPjg/Pv4xGqcev2pOGyXw3DjB29EPjWIvpH7gTCTm5pCYraFTaUFME0Dx+15HC5/z+VYvfkPGE//hxOxyWgqXKFoYBso0KAfD2Hh8e+F+8L7Frr5lhqTHn5CMMX4ONrlKt8vmQR23BHFsahAp1Po2ylCH/5MSfW5PlhicsxQhBcb1EJkV9ekN8RgCsOQ+2ABXqh/2ErAORKv3rgaJ117Eg5dfCj2TJ+PTDKct1GXAvWf3dwcUK+jVqjAsmwcuexIXPbuy3Dbc7fhjBvPcDRd1/F5wfRY7OdgWTZsGxHK3DlU+Dka6zdgY3kBvYeCAp3w/Obr80UVofeDN7x+Y2MOVR9IbBoab8ECwDCQ8ilXfn19YjxD51ARscVLe5Er8diyZAlymwmBLkZuTLGaDCDBFnfvbSqN8tji7T1hzh62rFp/Nz7wiw/gwJ0OxEf2vgQGUsr7osSWAHYet+dxuOr4q/BS62G8aH/Dec/d70qNmXh7yG3K6FEQ2DI+jmapKj33AGBoYoscW7h5kvdFoZyuX4+xysKQddzr17dsp/RXpcIGtcznvjiWxPBnIWwhfMcj2BJkN3SSiMekXF8mee5/gUAXtNApNJWFjYmIVtvDJC5+8KNYUlmC6z5wHQrpsIMpqbWrKFDXwrMpYCU4eb+T8amDL0ArcQ+uWncJ60tAFYrWsxI4/5KOxEFNhTA7O/0GFrrc1Lh8faDvi06y0YjFZWICncpQeJ5iW7wY5QlCoNOxfNlMkIKs24YNaBbK6OXCYfUh7Y2zEtiEhU6HGibmGQJPRqALWRdcP56kbUcAZP3MerzrqndhUXERrv/g9bDt1DwtiVbEwlMvDii7U/Y7BRe89QL85JGf4Pw7z/f33oLaeNRSqrgvVJACoEg2alkwNr7kUHbUHrLB7r35+nxpWcyovRfcQ8kkMDKClEu5xr0vOkpfBFtCPnT83suOeZRrDJYCtBuIPnaO8tgyMgJ0Ok4us+B4tg2YEzju58fhVZVX4Vcf+hXyqaJynpSFLoQtzabzX+D5Hb/X8XjjgrMxYd+Kr9/z9YFANzOh5UYwH0tUBFsmJtAsVfh+CxYAqRSGprbIsYVp7H1RpAwaq4zKsYW1sFrR+6KJnVJsoazj4h7yy38p3hWJu4Psub9ioVO0CG0gs9C5h8qO9fFQ+Hbf6mI8fRFavTqu+8B1GM4NR7pSoKSkFl1Q2lIaCWkcp77248j3Dsdlj1yIO+3nQvP3GsnR6whKsjQiQU2FSHsBIJT6IutG2kktbVTdRM3gDVMAJU+gkz2/0njUD8Q0B4mM2XkSli9lJNqGDZgeWkCG+vvaWxxQmm/whkFomZFs5wHQXbgQ6PdRatdD78pcfw7H/fw4tLot/PLEX2JhYaHjP0KF+utYEoWAlnqhEup33uHn4bT9T8O/3vWvuB1O8feFM1tJ+kaHyoxVWHzrVhjdLjYXR/g9VKkAiQQv0MVMSeDPU9ZPpUwBwMKFSHo+dDEtgjoUaARbJibQK1fQNxPSgLLMzDSy3bYcW4hG3U8lPeVi51hxhMcWhjLv9LvYkvoaZruzuOGDN2A0P6r1/HqEVT2ELczeO2j4TIwm3oLP3/p5/Mp0yk+WZybi7aHAeOr8ZwFssW1gYgKzpSr/rpgmsPPOGJraGm8PuY3OQ6dgRTZswJhgXQUEbJEEBEYqU+hGucqwZcsWxzIoJGR31hPATo9y1dh78c9nhZSv2bZbgS5CuXKOvYC/EYdbtdCDv+DuL6KT+DPO3Ptr2HfRvmTXnh/5Fh1bdqgAwNbCUBiUEgZGup/AzqWl+MADX8DGEmLRPnET/YZetLk5YGqKPVQSCQPI5YBSCdkptR8PbXrGYDym9cUs6ePjAwsdt76FC5GvTZHaYnAN3DxjB1Ns3YqZ8jBRKDpwT0ZHHf9HYdJioWinn07wRlQQDEWiSR17zdB3w42pEMiff+f5WL1xNS5/z+XYe+HezjwtItTfVGeBD4Gn++7Wi9XQu2IYBi456hIsH12Ok279OMZKJoZaM/R90QDPWMlG3b03Xhii6SLLdvgmIpeZNLFwTAsdGeUqCuMitixahMS4OsqVUqbmFeU6Po7ekKPEyvYeAAzP1nhsUY0Xp9LH1q1oF8uYS6Z4bGGCWm5Z/220zbX4/rHfx/LR5aF5qtxHpNjC7T0b2DPjJOA+7fGLsKUAFGtTeoFaMmxhWghbGg1gbg6t8pB8vIULUa5PzSthbwhb/HlKlDDbBrZuxUShKscWSQ5Wap6y+2Lbtqu0S7DF23sBYTGCLT7lGnMPBcbTUU63tW3/At3EBOxkEvV0nr+hQ47AUGk3fHC58/k78f0Hv41S71gcuPAYdhyqCL0y2eiUU0JkJluMCGYm8jjvkEvR7M/itPcCNiPQkU6X8zUFWzbpRwDQL3Z2Qm2hs+xoqL9WUIRoxg9a6Lj1DQ0h16ghGd5DevUkGbCWWsymptDIleTBFF4us+lwmg7OkVgd5UqAhCFQroYxOMz8fkIuLADV+uBQueuFu3DR3RfhjAPOwHF7HjeYJ3lf9CpviDkEm4KFDgAK6QKuft/VmJydxIrjEyi167SDtY5AEIcuCuw9Ka1FpL7gytkFv6OaHz1KlQOSWOgi2LJoERJetvqY7g56frbCXp+Y8AU62d4DXOzksIVpZDUZlRI2NYV2sSzHFsJCd/MzN+OuzT/AkH0kPrzvhwPjQb4+8IKE349zd7BspBM5/PT4n6Lea+Ej7wYK0+OaPl/zKHEVxBZ37Y6FTtJpaAiFVn1+7iqM5Yu9l7OzwNxc5Nxzxgu8K5JKLWIFDdV98b6SzlNiHQ8pw+02yt3Z2O4V/jxfsdDNv4XymI2MADJnxiAoGQYacw2suGEFllaXodo9LbaJVekEOTUF2zBQz+RJENy5uDu+9rdfwy27AZfXfk+OF7f4L5mVPWhJZGgD7+X1x1u0yE9uGtfypUvD+Pek3wemptCtKijXoSEkrD6K3TY5ntxyyRehZ9vUFJqFEgRsiQZFACRlTjpYK7VhZp5BLXN01KEKQ/2EbPUAqq6Fbro9jZOuPQm7De+Gbx75zeg850G5hgqLe5RrqUruvX0X7YuL33Exfr1rF/csfnLeWq34HKQgHxDoorSW/FCR7yF2mmQR+lAy8H7fsRwyylSQMveSm+olMo4hKIHAlokJ9Ic9C52GQBczACqCLRDuC9VcgU6KLcLeq3VqOOPGMzCa3Q2LjY/x/ZhGVVIIYQvr7uDs2b0W7IV/f/uFuGk5cLt5r17pLxm2SOYp+j/OliVBEQAwNITibH3b3SsC/WTnHgBMZ4ry8Zg8giFscZuKiqbSfEXmyVTYAQLY4n4/2pIHtVDuFc481YaMl6NtvwJdkPZxNTb2ppVKsBMJVF0rwWdv+SxemH4B3z3mBzCRje8EqbIMTU6iW6rANkyWhjnrwLNwxKYMPpW+HS/VXoqMRxb/1QF5ItRfpmX2RPpm4cJBtnrFfaFKXPnjSebpjzU1Bdg25twEsOx47qEz1KmHx9OwXHJpRFjfO9sGJidRyxGHihgUAUSoA9LypUW50vUd/UdOaJlev4iFzqV9Pv27T2NjfSOuPO5KFNPhNAJ0qL9eAmSRcm2WyuyzO/ugs/GOsTJ+vO9zqM1tDn2XUFC8g3c6Spmz74qbBmg6W5RnxydoHzIoQsPCE9lDgWtY7vsEy2JTBgWDWsx6DZne3LZTvESLYMv4OKzhkdA1I83de5XZBo8tTCPviyqYYnISs8WKHFuEvXfebefhpdpLOGbn85FOhCO3de8L9a7443FpLwLY8g9v+Ee8dWMG31h0L+awWZ7LrE8ow9rpOcJ7r12pyvsNDaHUrMmxhWmxgzfcvTeTLcixZWQEqNcdN6BAo+tuq56d9zsKc90/mAo7QABb3O9HW9N6FrqYlsTeK4mF5S0ZoH2MkRF5oW/DQK9cRaXdwINb/oDvrv4uPvmGT+LwXQ4HoOdITJeh4TWVbrkS+i0QFsxMw8Sljy3FHPo461dn+QBA1yN0/tWip0jLHiR+IK7GEThU0hqUK+mbphWNG3Wq17HQAUBlthkeT8siSKcRYfu1WkC3i0a+SNdkDVp4AmvwGgVKOiWuyCAFQ07ZeeP5z254GEgkUKlPYnzuUaxcsxKfPvTTOHjng8l+VKi/PPReCPV3C2xb6Sz7DAzDwCUv7gsbNq555l9D30n3LOh32vtbZaGrkRY6eZQyJdCRhb7FeYp7CMG9Dl6ZErHFO1Sa03rBIjGDN6gqLf04lCuHLdw8qfuiYaGbLUSVqRC2BHKZrXpxFf7r/v/CuYecix1y+5JO9dLxwFdp8ftt2eI41Gcy4fUFsMU0TPxw3XIYsDGV+p6TmoppfZup96xhoYtSrkNybBkeRrHdQEL4OIQtkvGoNCKydF0AMJkpyrGFwE4uRZE6SCGaDBwIYIsnkHMCnRHeewua0/Gs3N54CqX9FcpV0UJCweio0grSrVRQ6NRw8f2fw9KhpbjgbRdoFfr2o0fj0A1TU+iUnESWsvqHy7I74d+e3AW/fPKXuObP14S+i0XxQiNIgaENIs74CxciNT2JhNVXairCHtKy0FGg5JVoUgp0nUZ4PPcyqvvCCnTUPF1QqudKZDBFKCgisAavcTRFLMtXYLyIY6/QQs/PTZBZqE9gbes/sKS8BF864kvkeJzDc6x0Ge7eUzkuvyq7E879UxEPbb0ZNzx+Q3i8eYB1QnGoeO4OZKoGkXINzJvaQ/54sS1mzr+W1MIjYIv7/UhL71DZptqqnQ7QaMCOQ7ly2MKORwf6ABLMnZpCy/WhC7bQnk0mgWoVnYkxfOSmj2BJZQkueNsF7B4Krp2eJ+1PCgT8j4m9J2LLLuUl+OzDI5hNrMaNT94kHU+KLZJ+ojLcqSqCIoaGkLAsFDrhFC96QRExI/Zd7JzKFOXYQmAnn6JIfl84CtTHFiYhewRb/L03IzXw9Im95433CuW6Dc2/oS7lqrKC9MoV3Pbq5/H8zFP45ju/iVwqp0lluuNRFCjXbWoKcyXHQheiKUQwGx3FuQ+lsP8O++OfbvkntLot8oXRoRYt6lAJarVbtjiJTYth6i0i8CxaBMO2MdyqKV/spEiFadxPK0gturRBd0hBuQYOlWDTESC5IAVnLkQHJqAFELRFSXJaqlC00jeNPFSEoAiGchWf302jj6FhPYf/POo/I1Sr348N3tARCMJ7T+m4XK3iU38EFheX45zfnIO6S52rKF6OTpHmipqaglVx3B3I5xc8VObmnGhBbzwiAMqbZ2xlKrgXmICkCLYELHQyhoYqQh8vX57pH6bWiHO4ss+hWIRlJlDpNOKxFGCUqaDlUmy27Qh0+ZIaW0ZG8H+tu7FufB2+d8z3UEwXw9gijKe6L1Klj9l7EWxZtAif+BOQsnbBp2/+JGa7s+R43H3R8WkL0uUwDHSK0YCkUHOxszgbdVeZd41URUDSVKYgxxYCO9kAKMV94ShQH1uYvRfBlgVOVaDhxlTssnv+PF+x0M2/JUzDz8WDkRGltr9hNI8r9tuEwxb/DY7d49jBNaAyx/O1VVkwm5xEp+TkvKFzWrkfjIwgMT6Jb77zm3hx5kX8xz3/MdA4iOzq8w3e8GkDCpQIgQAARltTapqCAUFVehXRqd6nfbjxXCtCWQClQUoCyTzJNCLOv+QGdP1AarkSIUg4fie2bQPlsmMpICx0sUL9vXly4GnZDg3caGgJdBuWVPC95c9jJHEo3rP8PeRY0lB/LTBzP3D3nkrb71eHMNpq4oy9/g0bahvwtVVf88fTih6Nc/hNTqLnRk1Tzy+UR9BbgzcekaLIu45KSRHHi+w9gKBchfVpUq5k8IZMUHJbCFvcddsjCh86w0C7VEF1ts6vj2mUkiJNr9JsAt0umsWyElu27FjGhcNr8Z7l78FRux8FgA/0Uc2TElxC2MK5O4jYsmgRKhOTGJ77KF6YeR4X3X0ROR59XwLYIp2newMnJoBqFWYqKccWV6ArNWuhj3WDIsh5SvYeAEylC3JsIfZeBFsC42lbnYXxrDh7L5UCRkYw0pSfe9x4yuCNV3zo5C1hGo5jZbfr0D6G3Mnz/+y5Hp2khc8d+u9+OLxOgWkygk2l9QUoV1IQDL7Yk5M4YslheN9e78NFd1+ErbNezVlJoW9mnqbBhPp7mooGbeBH+zSn5feFAE/vMlINx4469vq5sLhuvg+dINDpWC5lFjoJ5UpZ6Lw/bRtOChGiSHifimAz5FnEvblwIM/R5d54wfV9aY8N6JkWlqbOCb0L4bGcf2m/E36OA6UhYKEbHYWnW3GtX6kiYVvYJ7McJ772RFz8x4uxobZBWZmCqpoCKGiYqSn0K1XJ+ngrgdRCJ1kfpUyFsGXLFp8mJNcnUK5Kx2zivmi5jwTX567bp1wl/dqlMiqdBo8tTOOKuwMM5rp7r5UvK7Hly/uOo2308bW//VpofaxgJns/JRjRl2BnBFsWLoTZ72GH1qtxwl4fxFdXfRXPTT0X6UffF+df6T4KYktg70mxxX2+BUIZVmESfV8keDs1Bds0XXcHCbYQeQQj2BLop7onQNTP1scWxt2BxJaFCzHU0Nt7Umwhmsoaqtu2b4HOk/C9oAjmpj2w8QFcveBFnHV/CrsPL49cRydSSzvK1aUN2kXPhy6qRYf8sGwbmJ7G1//267BsC9c98/XoeBoJ+XIgAAAgAElEQVTatzRIQUYbiH4n7m9GWjNKXzgOPNWJhQNaZioFu1gazJNqhQJ6iQRKs6IPnZ7lkjtUyA3oO9WXSP8RAGFNUwyK6BPRo4p3zJsn6a8SBCWFhe7RLY/iitKzOPv+BNJ29LeDsWjLl1LAEmn9oHVc9q5UHPeDbKOGC99+Ifp2H1+640vKRMZcYmEpXTQ15Y+npFy9NQjjUYet3n1h/IY8gUD4PoItuRzsUsmlXGV7KOpbqEst+uP52OlSrhJsaRfKqLaFgCQdJZN6p2UY4e69Rp62jnv9Ht3yKC5dsAEfX1fCHiN7DNbHRI+q5kn70LnjdeYcyxMTkESxGyPNGZz/5gthGia+fOeXI/3I+6IZNRyy0HnWcYUPHQAUmi8T5aoKSKpWSXeHSOkvbw1uo1yGgPmdzwAG2KKbf9X9jZpylbAGivPy5Wj/OwQ6LyiCuWn/fPs/o9rP4it39JBAGLmcF5Qfh05lIBEIXNrAE+ikEV6BF3vX6q74zBs/g9Vbb0LHeCoexetekw319yLtYoDSqNL0TESPavrVhKIkR0Z8vxcZ7dPMl1GaDdMG884CL6NhvFxK2ShtEKG+iXxKznjhS+qU/upzFSYktAEQfn6fv+3zqBg5fOn3fWTbrchvg3P0rk+Ox7RQyalez0mq7FrHpf3KjmUq26hh1+quOPfgc3HFmitQ7z+lpMv98XTn6aYMotYXootI2ofPaaXn7hD+3McWif9jZLxFixwLne5zCMwxeE2yX/DwEyhX2XizxTKqbUEgCGKLZJ6cMiXbe4087b8KOMLsp2/+NCp2Gl++Q6jSQroRgB/P60cUofeuY4w5eQF1/VcBYEFrCosKO+HcQ87FlY9ciUe2PCLM01JjC9FC2OIFA6qwxRfo4lOunNIuo1ztKu3uEBovmwUKBVKZitwXTR86KqjFp1wNI5KQncSWRYsw1FC4GkkESFWGgJejbbcCXdI0BiZbiZXg98//Hr975nc4vXsYhjo2Us2wlUdVjJcysUrBzAWlWfdQCfYzRDATaJ/PvumzyCermE79JBTl5fuPKLTMqIXA/a7XcxKbklGSwqYtl2Gl044fj/S+0NpUaH1EC9EUrlN95L4QrZEvodQSgyIG12TnSWjDUkvi5CRgmqincuz6QpomRbnGjB71+onjGUFQAsg8ZrbtXP/O5+/Er5/6Nb4w9C4MzzrVItixGG1YN/Q+aRp+DkFv78megZeWJlufAeDUeh3KDWFt8zvS9A4WsfcAZx/Joly7kkMlYiUIOWaDHE/ft1C0zAas4wxdHhlv4ULHQqeRyFiKLdQ83X6mAX/dxuhI6JpUaxUrREBS+JrkeBJlihzP9cFqFCrs3rt34+9xy7O34MvJt2N4vOlE67qNcq/QvS/Rebr9mb3nXVN8dgB8C+vn3vQ5VLIVfOG2L8j7QRPjg9jiBSRpWujygkDnYwvTgtgSmqfM/WBqCnaVcXcQ5ylgJ4dJKmyh3A+8v31leGTEcXkIro/Ze0P1KbmBRzKeTqnMbW3brUAXpVyjErJt2zjv9vOwU2kn/F367QCA5MxM+Drz0AC8/5XRBrOFqA9dZNMKtE85U8ZbdjoT7cQDWLV+VWiO7HiBeQrvmK8NJ2ZmHDOWG8kj9gv5HxgGeiMLMKKMciUKWuvQBqKFbnRUixZp5EuRSC2d8cg0Iqoo12oVPcMg85951wTA5jKj/HFsW+6rSVoXPDO+B3zC8/MPaACfveWzWFxejE/sdiIAoNwIlyQT5+jNSxxPJ/Q+YYT3nmoPeTkZsw3nUBnKDeFLb/4SxuZWY3PnAbYfp7WzyUZdd4c5xkLn3E/3j6Eh51QjLHSRHFO60b/E/exb7vNj9l5kngsXYljD3UHsp6f0OXvW8NZdLCKRzTrfSfrNFsooCwKdbs5Jfg8RHfyUQZT/qgEbNv57zUVYXF6Mj40e6XwhWHmoPQTEp1wH6UHovef1C70rfs3wGViW855/4bAv4NdP/Rp3vXDXoJ8tuy+ayqlHuaqwpVDAnJlETrTQqaIyOd80mQA5NQXLFSCV2CJgJzeedpQrl8iY2XsktixciEK7CaM7F/m9OJ4UW8h+itqPmu1/h0DHUK6/furXuGf9Pfjym78MFB3hKVUPH3SqKBrKxCpNNioT6IgoVwChF/vgBSciYQ/hi7d/0d+kWtGclhUJ9ffGTtTcNbubLdj6VjTU36pUUJprxqYpxEg0qoVyGwV8sLy5cK2eK6HQomkfFT1FFcIGJAL50BD6Ehom5Nwr5jLrx0xk7DZOa+9btkNtZjJALhfpAwDrpu/A/Rvvx1fe8hXkhh3aJy/4GwYbVYTeH0/h/+ivJ7D3VHtorugIWJn6QJk668CzkDNHsbZxGXsYsVo7B/LNJtDrYa6sQbl6QQoE7UPeFx2BjipI7j0/Yu+R2FKtojzXkgtKlF+vpp9tQth7OtjSLJRQajdDG1v3nY7ek8F3keYJdNmoD13CNNA2H8Rj4/fji4d/EZkFOw7W4Y9H5E3TmCdZW9WjXKd57Ixgi+u7Weq0/H10zsHnYKfSTvj8rZ/333MtbKHm6WHL7KwT+e6ee9L1GQZq2SLyog/dPN/phKzE1dQULNc6rsQWwV2FeqeBOOdz+POEt9eZvUdii2tdzAj3KjQeI9CpKFfZvozTtm+Bzs3Fg2o1ktPKsi388+3/jKVDS3H6Aaf7FGhKtNApTKVcpB17+Lm0Qcs9xKiKDzLaJ2lkMWp/AL9/4fe4/bnbQ9eQb0DiJfMsdDV3zUKUHUAHU1jlCsrtpvK+cDSFNg3j5RDUsC7U8yUUCS1TNR5X4sr7LtKmpoDhYVoQFC2zIyNOlHV9AAAWRVPIKF4M0ohQwRSWGzRDPbu+ZcOGjd+8+B0sHVqKk/c92f9dQSLQUWk2AM8SxXYbJONMGGF3B4WDddedUzog0GWTWexdPgXj3TW48/k7yX6yFAEyym6uTNM+EUGQoX2o+6JjMaOECbvfd5KbEs+PxJZqFeV2I7b1RCfKNeSMH8ghCMixpVmoIGFbQG2w/3St8VxNVjbCPJFAM5snnoGN6dRPsKiwBCsOWMHmMmMFpbjBG969nXEFOur5iXs2k0Evk0W50/T3WD6Vx5ff/GX8ccMfceuztwJglEwZ6+ON52FL0DqugS0z2SJyjfC5p5uwN27pLy/CXIktwt4LYYswnt75zLi5SLAzMk/3d1nhnAmNF1fJdFvvFQudvPm0z9AQkEgMJHK3/fLJX+LhLQ/jX474F6QSqUGQwvRU5Do6Ds/ayUZdLbNZKMEwBMdlETxLJSf/jWAlGMHRWFJegi/e4VjpBj5f/P3girsDQFIi0PXtKFVrVSoodxQWOoZaBDRpGNt2DuAA5SrTYigLnW5+vkhxd1m/yUlgaMhNA6PQ9qlcZlR2fBnFi0HaAZZuYECpZ9lomw/ghfqjOO+w85BKpLQEOiqPmbM+tf+jvx7hUJFSrpkc5swkMrWwdXx58b3IGCM4//fnk1Y6JZUpNnfvdby9rqKLRCsBe1/0qGiKZko0G867zjw/QMCWahXFuVnY3S4/nmWrsYVokRyQrnXVWQPbDc28m5x6aoCdOtZxCluk85ycdNwd7OiBueqlWzBnPoWT9/ok0ok0m8ssFsXrth7hluEHRczIlWERW7olh54Oru+0/U/D4vJiXPCHCwBAD1vIebrYIrgaAXJsmckWkGsQlKvGuUfuIaqf6+7Qr0QNGQCBLQLlanF7SGWhYwQs/3xWCXTB8XyBTm2hi1v665W0JYrmayquH5ojkTvf2baNf/vDv+HV1VfjQ/t8CAAwW3BSYyRnopSrVmkR3WSjgVxKSvO/YURfbMtGKpHBeYefh3s33Is7nr9DDzwJC92AcnU3M/ViE6H+dsWxEihLf82XWkwYjrbf67kWOij71bNF5Fr1MO2jADPvmhydIqNcZWWEZOW/LIv2+WLHQ0AbZgpo2xwo9S1Mp67CSHZnnLzfyc6H7u/EFC/UeNpWZ7eFwFOgXCWPDn3byeuXqoetBOlEFrvlTsJdL9xFWulk90W29zwfOopql/rxSO+LZH1EGhFvnpmGZO9R2OI5lTf4Q0XmVC8VyIMUqODuIKVc846ATAl02imK3Ca1mHnuDgK22LaN7z90EZLWDnj7Lic4H1LlowjLlw62yCx05vSMQ8/n89H1EdjSK7nKcGB9mWQGn33jZ3HXC3fhrhfu0sMWcp7u70KuRu5cJNgynS35/qvB8Syb972TWaLId6XRAPp99GVRrqIyNT3tnAGQCGYqbPH3EDOeQqALvS+eQCfZexaDSVIqGq8kFlY2n/ZxNTXTGNzQ25+7Hfe9dB8+96bPIWk60S2zLgVqCgLdfJ0uWdOzSxvMZvMRKd4wDCe6SBLt42nRp+1/GnYo7oCL7r5IMyiCD1LwD1LOQif0szUsdJzzv3qernYqUHaAHMxmckWYth2ifbQOFSuaRkRJuRKHCkBYFwjaR2ah4+6nLEgBAAtKtz53C+bMJ/CuV5/tWC0AIJtFL5lCoR1foNN1/jc9d4d0GigUoCr03bds1LJFpGsC7WMY2Dl1LHYs7oiv/P4r/HiUg7UkIMmzxpOWPY1Iu+h9UVmi3N8R70taQ6ATLXQAkGrwtA8V6ENii9BCFjqRcpUGJEUtdFrWeAJbpBa6wN4L7qGbn7kZ6yYeRrn3fhiGG63IUK5sAJT0vvB+r2bN3XvCdb3xRGxxLHTNyH0583VnYmFhIS646wI9bGHmKWZ30MGWmWwRmUY0GBDgkxLHrmvsvhteiiIltoyM+Fa94Pyj90WNLQBtoev31QJd6H1xf5drafjQqbCFGW9b219VoDMM40jDMJ4wDONpwzA+T3x/mmEYWw3DWOP+d6butX3K1d3YQYvZhXdfiB2LO+LU/U/1f99JZ9BJJJEQBTpTUbLDf/Dhz1knSJeyo2gDb96hh0vQPgnTQDaZxSff8Enc8uwtWLPlAf872Tw5rT0ps9AR/exq1XHs7fWl43G0gTJIIaJlqsFsJutYWD0/KSAG5aprofMAZniYFlgVlKtt27BsmjYA+PvCF6F3/4cBpYvv/XckrFG8ZckJgw8NA51iWWqhe1mK0Ht7zzDUjsuWhelscUD9B9Zn2Gn80xv/Cb9/4ff404Y/kfMkE/Zyew9Au8QcKmI/Ye/JfOHkhwr3/AykPW1fQrmGunmO2XVeoKP2OqCnnCZMI5xDUMc67lnoAntvWwJ92H4B/9XgHvrqqq9iYX5HFPtvHeyhTIbMZTYfy6XM985k/B+98SIWunLUQgcAuVQOnzn0M7jl2VvQsNapsUVoIWwhfOhk2DKTLSJL7D3ZeAPlhvDrpc5L993ockm9RWwRsJMVzDSwBaAwF0i3W0C/H8vdAZALdDK/Xuk79v875WoYRgLAdwAcBWAvACcahrEX8dOrbdve3/3vUt3ri5Sr57h874Z7cftzt+Mzb/wMssms//ueDdSyRZhTYR86VR46r+6eWEZJqqm4Wqb40J3xiBdbpA3cfmcdeBaq2Sr+456v+nNh50kFKbhzTjbqzkKL0ULtVPJIVJ1STWZT7lhPRTIBmkERQT8QjX4zOcKPR0P7lpX+imzAet0BAJdypQpFh8YTaB/WkVixPr4Ivfs3cajcs/4e3LfxHpR7f4dc4D0HgE6hhKKQ2T80nk0LSsoEwUEwC7o7qByXLZdypZQp28ZHXv8RVLNVfP2er4e+l4InNZxgoaOs6hHreKvlRA2CD4DSDYqIzjPgYM061QvY4lnoJH482thC9PNzCAJh67jkuTfyrjJF7D1VpY9YQQqe/2oAW+5/6X7c8fwdOG3fj8NASukDyY2nCjJhKdd6jRXoKGxxKNcGuY/OOvAsDOeGsdX4mRpbxDmKyhSgFRTh7b10M+yuoqJ4uRJXUmYKAwudElsE7GSVTA1sAeioWl8wixkUkWup2Q0ltjD9trX9NS10BwN42rbtZ23bngPwMwB0tfB5NL8eYcBCZ1k2LvzDhRjODePvX//3od9blo2ZTHFeQREkeBqMZU8h0JH5eETawO1XzpTx8YM+jusevw5dY71GWZjogQK4lGulEnUExOBQCTUvUqkmtxJw0aNa2jBFucosdGmC9tHKAs/TKRFN07u2e6hQofCh8TwqxqtJ64GE6MejWJ+sCD0A0kJ38R8vRjlTRbH/jghN0SmWnTQTTFOG+jMtFB0r7D2VFj2TLUb9V929UEwXcfaBZ+PaddfiqYmn/O9ZnzZDQpcnEuhkHX8n8XWPaNGClYDLAh/rvoTmaSCjsNBRyhSAgWWPaNrYQvQzxb2nIfDUs1GBTqd6DYUtyjx0gjL11VVfRTVbxQf3XuGvwW8EdnLjqdLARCs3uP1lFjoCW/plj3KN/r6UKeETB38CTfNPmOg8F56nwkIXwpbxcSegLp3WwpaZbAmGbTuKoTeeiqplqrQo/Vd9yjX8dWQPCZQ5u4c0LXSUEpb3BDNdga5QQN9MDPoRjfOp102vsq3trynQ7QxgfeDvDe5nYjveMIxHDMP4hWEYS7iLGYbx94ZhrDYMYzUAmG1Xsw5Y6KbmnsdNT96Ecw46B8V02BrVsxxfAj+vkNt0CoSLfLnTj3EodbVMqmIA4L7YwW5CLjNRW/yHQ/4B2WQWM8lrY1vovM2ebvBaJuU/gqrrVC44sUfGE7p5l5FZl/2s7ATlKlNipnMF53+ClKsGWFs27RPlrSHUAgIdJbAafj/3g0TCKX7triVSbF2cJzNNWfbxTG8ORqcTen5PTz6N69Zdhw/vfSZMRCtazBXLKHca7H3hQv1NQ/4MOAudYcgdly03dYLo7hDce5845BNIJ9K4+I8X+9/Hzsru7T33z6iVQBDiBSuBzEKnkwWeeu5SCx2FLb5jtsSHThdbiH6iu4OhsYfaqTS6iRS992L6prF7z3NgdyPMEwbw5MSTuHbdtTj7wLNRyZT9n/lNtNBRLIUGttBF6J2/EzVeoKOwpe9SrhYTqXX2QWcDdgqrNl8R+jyCLZGxAu+YwEzJ+vXdvQeApMzjWuj85ycO6F57UEdZgS2aFjodbAHovVeQWeiovW4YaOWLyM9KlCmW3ZAH520PUa5RKQgQV3UTgF1t294XwK0Aroh2cTva9n/btn2gbdsHAkAqQBsAjoS8tnY10om0s2mEZlk2pnMlGBHKVQHWfcZfRaapDA+7ySOjX5sGoWX2er6zv5jtfEFhAVbsvwLNxB2YmRsXLzeYJ6Wdun+nGjU/6aXYLCu6GQYCncRCRxShj+WvMj7uqDluDkFVv6kMQftoWBfIQ4Xr517bS47JpYHhglp43zRI5ykLUih7lrbA8/vGH7+BVCKFk17796H1eG2uUEK5HfXj8RpXe1QZeh8UXEIWOsXB3rcxky0hUa85lLbbgm4LOxR3wCn7nYIfrvkhtjSccktcbVWWGg74YDnrCX/N+vEonh9L8brNsqJpRLx+GU/bL5cj/UhscZ9zRibQ6WKLOB5hoQPUvpM9G6gXSrH3HoUtLNXnuTsMD/vYcvE9FyOdSOPcQ86lsUXDQqfLGnAR+4naDIudFLb0y2WkrD6sWbqW8mhuAYr9t2H11uuxtbk1Mh63j0LvprD3ADm2+AIdGdRCdvP3Hhu8wWBnx6/SEv6adDUCohY6whdOhS3O76LPL+f5ERPPj8OWdq6IgsRCp40tTL9tbX9NgW4DgKDFbTGAjcEf2LY9Ydu2V4zvBwBer3txc2rgRwAAfbuGZ1q/wkn7nIRFRbqIeT1XDGkpgI4jcbSQMiDxqwmlveC0aJ726RMgf+4h5wJGD/ds/plknhILncQPxKkwIWhFXrZvCeUqix7Vooa9HIKmqQQzAJjKuBY6ApTiOjyzNIz7bnjJMakkl5HxAj6QbLZzFS0iAaVyJ0wbjLfGcfmay3HSPidhOOe85xELXaksjVIegBnhB6LhQ5c04dwr71DRcMafyRYjtI+YbPTTh34ac/05XHLfJc54fdpKwFro/CofXpCCwo+HcczWpnjdJgtSyDXqju+qUEvSGY/AlnIZlmEos9VrYYs4Xt+O+GB585SX+bOd1CUxo1wpbGGpPg+XXXeVrj2NHz3yI5yy3ylYVFxEY4vgfyytXqM4bDkLXbLOW+gobLHcKiWmwAQFxyr33ouu1cF3V393ME9NCtTHTj+7gxpbZrJR7FQJ5LI0IuQ8XXeHbi7vXl+BLYWCEyUvWOio90UnypXC3IKEcuWwZbZQklvodLGFmee2tr+mQHc/gN0Nw3i1YRhpAB8EcGPwB4Zh7Bj4890A1ulePOG9nK7p9oXOjejbbfzjG/6R/H3fslHPhbVMwOO++XEoczzA+NVYln+oUBSo10/mHErRKctHl6NgHYR7t1yFTq8DqskiyjKNeixQMoZcgUZCuTr3hckCr6CG/UPFzyE4mAvXWok0eqk0ndxUxxGcmCcJSgCf7ZzqF6B9WEdiheWSK0JvmgELnfv8vnv/dzHbm8WnDv0UC2ZdV6DjHazBzlMnyjXt5pzyaR9qLwT72bSVQEw2unx0Od61/F343gPfQ7vX5ilQmXV8aMi3pimpWjaoRTOq1lsf49NmmgayLcneo7DFNNHM5KXJTbWxhRgvYZohytUdUrmHmnnGQqfMARlDIAB8d5Un6tej3WvjHw75h9B4lrj3ArnMqCAFHWwhlT7TQKrfRWJ2Voqd4niWaw0ypmns7Fs2UvYSvHb4LfjO/d9Bu9cGoI5yDWGLkH9V1s+ynTx0AAQfSMV4Ep8277qh5jFTtjGYp9AvhC2GEcZOfzwqqlb+TtPjBcof6lZpgSPQySx02tgi9vv/XaCzbbsH4BwAv4MjqP3ctu21hmH8H8Mw3u3+7FzDMNYahvEwgHMBnKZ7fXNiQBvM9efwTOsXWJg+CPss2of8fd+yUc8WHQtBiPZRgxkLnmK3uhtJ5PtgRfsZVKQd4JueKcsXAIzY70WjN4Gr115NzpPMdu7+KfOhowpFG27tu5SEcuVA0Lsm1/z7EqANfD8exXOYLZbDfiAK2sCy6DQirCXRi9Ry7xWXdZ6jXDlQ0tWGKX+jcmcg0M315/Bfq/8LRy47Ensv3HswnjDPbrGMbG8O1mybGY8vQm/bfLJRX6Cbcp9B0MKjeHa0QBftd+7B52K8NY6rH7tacl8YvxrPh04SZCLbe2yKIo31UX62CRPINeMpUwDQzBWV2eq1sIUcD856Mxk/Wa6OZbZZKAk+dO41FdGjWm4LQEig6/a7WFv7Bf5m6d9g74V7h/qRtJ3nv0Upp5rYQu31UselTZkIZQpb+m5QgFGjLXTe/N+xyxkYa47hJ4/8xB9PNs8QtggBScHriq1n0T503m1SjsdioNDBS9cVB1so7CTG01EyqbOo4FnaCMqVw5bZfAlFaVJ2TWxhxtvW9lfNQ2fb9q9t297Dtu3dbNv+N/ezL9u2faP7/1+wbXtv27b3s237rbZtP657bT+4YXgY16y9BrPWOJbl3s/+vmfZg3xKQrSPKjqF1L4pGsYDpeFhUIl+yfGGh51/Q6AUfWwl83VYkF2Gb977TbZMUoQ6NQyYBpBpSihXiqbwUidIc2HxiYyVpb9Mw9foADXd4Ixno12q0FGuMR17B9q+0GFqCkgm0XcDMFiBVXx+gWfn/C58WdV94ak+A+X2QMu8dt212NzYjE8c/InweMJz77r+WtYUc6hw9IZCa/fGS9UHe8/rp9pD00TaGSqR8dte/TbstWAvfOtP30Kvz4EnM0fBh47OaRX4wE2M7FPt7jtNpShSCTzcXs9JLHQctjRyRUcQZJo2tpDzNAd7z0vNoWGZbRXClKuHLars+Jy7Q8SyF8DOLd270OhtwbkHn+t/Te4hATtl7hXK+0JUmAjuPbFx2GJXPcqVsdC5VoC9ht+I/Rbth2/f923YAYurau8lLdff2l27DraQypTivrAR+zILq0uXA5rYQmInYdlTvGNUP9MwHMEsl3OUF6FxmNsulLTKJiqxRWiyfRKnbZeVIgzAMbUDQKWCb9/3bZSTr8KC1CFsn75lo1Ggk9NKtbc49EaQNiDM8YN+gQ887cEVMqkyNIBDAx2y4CQ8tPkh3PXCXeT6KEEwDQuZVlNOG4ibNpNCM5UdZLknmiUpNaaiN5Km6Tw/IQmlrJ9l2egUKzTlqhKUiDItACEI+kmhaVAiHborFSeXWbcbCL2PZ6HrS0AiaKG75L5LsNvQbjhy2ZHOPJh+XTcPmy24F4jjxbWwDihX971wn5/OHprJ0JF24liGYeDcg8/FQ5sfwhNTq8n1kZSrZQ2iJCUCcuRdqVT8vUeVz+PmGVqfZSNJmNVN00BeQbnOx0KnjS1C87ElsPe8fiolTBTo/PGU9yUqKAGEZSjgQ7exdy2qqSU4Zo9jQmN51/SbgJ0+tghzjPQTGln6S9h71NqAKLbY3p6o0QKdZ8FKJU2cc/A5eGTLI1i1fpUyL5z3fDKz4SApnT3bSWXQT2diUa586a/w934TBDotbAntPR5zVdjCjVecbUjPPWp97UIJRUmVnVjYEmjbhYXuL9UMw3BehGQSD0z9GX966U9YXjweth0FOa/1bRuNHJ0gc17+MZQpWBDoRLMzQPirCKDUsyyavjEM7FU9GiO5EVxy/yX0PInll+ecpKmyQ4Uql1PLFNQWOsYcL6176d2XmZmQQACoHZc7pTKtZcakDVit1vfBskO/i4xHCeS1mtJCp/JXocbzDpWHOs9j1fpV+PhBH4dpOANw6TJ6rmO2zThmq+8L2W0AnvUwlaEbFAEgYqGj+p2070moZqu49cUrnN/p0BuCuwO1PlIACR0q9N5TlkQj9pA3fr4lP1Roga6kzFavhS1C8/fsTDhyU4fWmi2UI+4q87kvrGXIfS9Wd55D3V6L142c6L/noX7BboRARxVNB9TYQmGZ6L8aWhvzjtmu/605w1joAtjyoX0+hGrWUdSk+fkw2NE21JwAACAASURBVOvZVnjv6WJLt1KNlZRdtoeC6/BboMIO1Y/EluDek2DufIMiim21QBfJ4VkoIz/XBrpdsl8sbAm07SFtyV+2uQkf/2v1d5FP5bFH6Vg5KPVtNAvRItPKkh0cnUJptZ6W6ZWOIiSsyAuazTrUj2+ho60EpmnARBYr9l+B6x+/HhvroYBh1kJXneNByetHaae1bEFqoetblDke7hpUFjo4tIHgq8aBmXe9Trkaq/SXTHsj+wmgFLUMIdrPu68zM0ofOj5FAE9TlNtN2Ok0Lnn4B8in8lhxwAr/e05b9AQ6KCjX6H1xv2cFZNe6UA/nVlMV+pb50FHvSiFdwJkHnIkHxn6LHsb1SnEF9p4sjUhkvGo1ZKFjLV860aNCU1roGGxp5YtOP248XWwRmo8tQrJcZWCYZWPWTUeBgJKgEywSKyAplcIlj62EiRz2H3lv6GsSWwJ7zx+Pjaql58hZ1UXreGRtDLb4Sg5joQtiSz6Vx+n7n47/Wfc/mGxvDn3P9cs0wzSwLrb0ypVYpds4bPEFZGr/SS107nxs4fkFlCmAtsarsIUez0BxVs5MUeN1iq7RhxHIY2FLoG0PiYX/Ys0wAMzMYGpBET997Kc4aZ+TkE2U5KBku5FaQERTiRslCTAgLySmpbVoItonoKmQiX69eVo2zjrwLPSsHi59MFwljQumqEpAyesnvpyGYTjF1KUCXbQIvU5QRN+ykenMOpq+b6GDtJ+nFc0JPnRKR2JFGhHy+QVAicvBxFlYOZBQCUoDZ3yKcm1gbGEJP33sKpy878moZquRfuL6+iWXcp2JJ9CptX13PQLlqir07dE+djarDIrw2tkHnQ0bFhrJ35L3RZkUmrSYEc9AsNCxKYoU2ELt2aRtI684VChsaeXlFjptbIn0swYCnWChUylhs8WoMqxj2aOwxTDooIjJHSq4eu3VGMLbUEiVQl+zlB2gsNAh2i/QOKu66L8aWRuDLUYuh3YyrRTovPvysYM+hp7Vw01P/xiAOkgh2wrnVtPFlr5goVNZLmWluCLjBdwdYmFLpeIo9rY9wBYWc8lpBjA3qkSXJBY6DnO9soGQpJ3RxpbQPCUAEqNtnwIdAMzM4PK9u2j32jj7oLORMNWWoZZnoRP9eBTcNwmelDas40On9OORRdXa2G14N7xzt3fivx/4b/SsXmCeFpmbqiKJ1PLGo+ZZzxSkyU3pqFq5QODNsyD6gWgGDXTLLgC4aQoGWiY/R0AWFCHXMrWsC4FDRRbhFelHrI+qD1huN7HyAKDda+Ocg88h+0UsdJWoNSX0fdz74o/natH1mqOIlEpuv/B8uPHs6lCk2gCHc68eejX2HHozGsmb4QTMB+apsfc4K3ekX0iZ4pQ3zUAfoRW6bZi2JT1UKGxp5YqOIBigN8XxtLGFmqco0GkIgh1CoFOmlJDMk7KwXnGAgXavjap9jN4eItxVuJqs6oCkqEAgs9DJ9lAtU9Cy0AHAsuFlOGrZUbj+qStgoyfZQ651vDE/ylUU6FSWS1YwozDQFcqC7g5a2FKpOMJgowE2elQTWyiKt9SOb6GbUwh0sbAl2O8VylXerJlpfHfpJN605E3Yb4f9NEApINCJlKvkXlNF6AGXLqIce1MpIJ+XC2YygY7KTQXXP8btd/ZBZ+Ol+ku46YmbBvO0aaq2rKBcuajaeq44qENJNM6R2PuOarbthPqLGbxV5n/vuXYF2oc1/3tztHmwDl7Xb4Gk0MHfeY2sMBE4VPxC0dx9iU0bAIVOE5ctb+DwXQ7Haxe+luwnCoKWmzoBTKQdl4NJZWH170u95ghz7ri6Dt320FA0D51kzx666IPoG5P4zTO/isyTpVy3QZmS5ndTYAs1XlFi4QF4bGl5wVt1ev/FwpZgPw9bBIHOVAislg20i+7vFUEtwcZhC2VJtKcm8b3ldRy6+FBkrFfrYUux6CgWMzM+tsQN1GJLXJlO2hIrkXAioYUmw5ZapsDm8KSw5eMHfRzjs1vQMu9l76eHLX7CaQE7VdjSE5QplaAkUzKD8wEQdneIgy0hZZh/DrL1+dQwEfgms9BxmOsLdJwP5DYoUy9H2y4FOsMwcGtmA57Oz/plvlQOupZlo5/JOGHMIU1FnQWerJvIWQncdACyYIrIy1mp+EJKjygU7Y/n9jtm92OwpLwklGmco2plWiYAUEXoAaCRLTrpTphGhfrrBimIAp1q03r0xlzFyY/nPT/VeLGCFDzawPXBcvppaPuEhY69L0orQVTLfHJkDM8UO/jo6z/Kri/yeuZymDOTMBhQkoX6AxIB2RuvVotQdsF1cPM0hodiBSTtXjkcCXsU33/g+5F5RroF0l6I5fP88SgBJGihY1MUqbGFGq/o5cGKqUzNeq4hca0ECveRXt9Gyuo5NbBjBEX0LAtt3y9TDGphu7HYQh1+d5gv4slCGx878GP62GKaTkm16WmlRUmFLZR7RbnTcCLGCSuqDFtq2QJbZYfCliOXHYkdC4vRSP6Or/jgYktaFOg0scUSKVfNoAiqxBUgPIegu0McbAkpw/xzkK2PtQjCPftkrkYGIimKVBa6WNgS7PeKD528fX/xGEb7GRy/5/EANMDMM8cLVgJVP6oIPQDXD0T40LXwALxfjWPZEz4UrASkhS5w+CXMBD76+o/ilmdvwVMTTzn9mGAKWaQWwJcRamQLTuoETjOyiYTEhvcd2cV/4XMMKKkKRftUovv8vOWqHXujhZQBYWkatAFZCDtAb3KFolXJTWXBGzcun8BQL4Xj9zo+uj7fuhBen2E6h4rB+dAx46kKffsgL9S3VB0O/ufC3vPuC+fwDCRQ6R+Jm5+5Gc9MPjP4lIrmDBwq3B4yKAGkUgE6HaDdZvesNrYIrSjJVA/w2NLKuwEknEAXB1uE8UpEbWBV2SLLcv1XAQE7Zc+OxxaTwM7v7rQRw/00Ttj7hHjY4mInu4c09x5VhL7cbg4OeKHJsKWWKSKlsNAFx0uYCbx3j5PQNtdgY+NFejx3nul62H9VF1usatWx+AruKqo9G8EWCnOFKh/B63tNhZ1qzJXPU6ToU502UlbfTyMjNqrSEQDMleTKVCxsEcZ7Odp2KtD1cOMuszh1bi9kkk7SQHVOJPehDw1FIiWlPl99Sd1EykLnCXRxuHbBj4d0zBYo3jNedwYSRgKXPXSZ249OuVDuNGEF/J3EZlm0H089V4Tp+jdQjaKZVMlGecdeTwsju/naac+jEj2BTgFKrMMzRcMIlB1ABSkg2i9ooZPUHgVkkWi0/8j03FbcsnQWH6jvjmwyG2t9tYxEoJNQvIDawipa6EzF+rz7YgwNx4q061s2qngHEkYCP3jwB6HxSOt4Og3kcnyiX0oQFIJa5kO5+tgitIJCoOOwpV34y/jx9CwbBUqgo9xHQv0sJwckEA1qUVkuueCNQL9N9U24fkkTKzp7IZvMxsMWT6Bj32k9bKGiFsudppMqiewn2XvZguNnSjQOW457zYcBAL99jq7X7e2hVKM+yIwAfWyx3PrcoruK0jeNwc7Q+yL4rwZ/N+jnzkcRUEY9B0CNLeL74tVjtTiBzrKjzAaibj2R8eJgizDey9G2S4GuZ9fQSwBnpt/gfyZzsAacFzuZiFrodKJcqQdPgrzrVA94YE1Rp8SDD4Vv6zkS71DcAcfscQyuePgK9CzHmVakKQDHj6CdLxK8nNN6jB9PM8dbCSzLhm1HNx8gP/w8kPAj+Ly0Fyot0+3X9zanKxSo6Qa6CD0Z5UqAEpftPDTPVMqh8SWgpIxEY0DplueuRi8BfKh7QKz1JVzah8uFJSupBagFctFC590mVbqTCOVK0TfBefZt5MyFeNfyd2HlQyv9OsbknvX2nmGgz1CnJMUbSH3BgbU2tghNJdBx2NIuyK0EsbBFGK9A+PVp5frKuu4qQlCL0rdQw//4ijU/RC8BfDTzxvjY4gp087XwsAFQbkDSXIFWhGXYIsvhyWHL4vIuyFoH4Jbnf4a+FQ2G8fs1BHcHTWzxn7eAnfx94bElOJ/gNaX+xwrKlX8O8vX1GYE876Z3sSrxlKl+voC+YfLKVBxsCc3zFYGObV17Boe/ALymusz/TCz0LTYfrIeHY2mZnGmW9KsJlLOKVUC7UnHM4f2+QvsOf3bGAWdgc2MzfvPUb1hBsNxuou0JZ9T6mPFaWV6g42gKQO5v5Gc7Zy10ctDtVcM+dOoC0yDnSTpYCz5Yzu80wAzwBXKevpELSpQjsWVbuOnpH+GI54Fdc7vGWp9pGqineYFukAU+XlZ93xcukENQp5/vjD88HKJ9VImMvT300dd/FFtbW3HDEzf447H+q5DsWcqqLvjxcFGuWtgitKLgKyo2bp5thQ9dLGwJjiex0Kny0CUZ7JxP9G/w8LNtGysfvAxvfh7YfXj3+Nji7j3W71UTWyjfu3KngQ4r0IGcZ8I0UPcEOkIIkWFLsfcObJ3diFuevSU6nh2w0AVzCGpii+2VSfP8jxWWSxm2ON/T2BkLWwRlKvg7ab/gPBkK1Ku0YjEWVnYPJUzUM3mpu4M2tgRaT7bBYrTtUqCz0MVHHkCs0HvfL0P0oVP4nfAmViYPnWehY/oZlCTvraNed0CQynNDmHSPWnYUFhUWYeWalWwKhFK7MYiaIxpVQBsAGhI/Hi7U3/mMP1S8TZtp1oFA9Jh3m7RC74EIKPGUK51GROXYy/nCsRSvYCWIC0pUvzueuwMbmy/i7x8I0ABC47RT30LHlh+i16eymPmAFYmSVFPfCdPw94b3TqlzaDmBPn+79G+xuLwYl6+5HIBXhF7w3xLcHUirOmVREiLtyIoPutgitLxCoOMwwk9uGpP2IbEl0PqWHUkZBKjpIv++RKKU5RkCOGwJUryr1q/CU9PP4PSHIFB2mtii2Hu62ELthXK7OXgWQpNhSy1bQKLXdYJPhCbDlrx1CMrp4UiOUWc8zkKnhy32UFgZJn3hAk2GLcF1+NcMuDtQ61NFuVpMP21sEVq25VhI++zeo4MIDdfCKquyo40tgbZp9jH2uzhtuxToDJh4358RcezVKhQt+NCxhb7dZklomJDQ3e/7yRUH/ejoWJUfD5cFXuyXSqRw6n6n4pdP/hJz1iSbOqGVo0HJtm3eQiehXAegG72m7MUOWejKg+gxNtmoOF42A+TzBG1AdmPTiJBabZA2YCK1WAude6iw2dU1o3+D/VauWYlSooTj1gFdRsuUWQlqmQISCgtdpNKHQtvvOVIUmZg2uA5qvJBA595rnUTGCdNAwkzg1P1Oxc3P3IyXai/Rzz3g7uBYlBi/V8ne49KIaGOL0AqtOlrprEPLE43Dlo4iKCIWtgRa37JJIVPVz7dciv7HBv+uyLAlaKFb+dBKFBN5B89DAl30mqxALtl7uthCVZgod5qD/HtCk2FLLeOmOSGenwxbDKTwlsXvww1P3ICx5pgwntuvXicDklTYgqG4lCu9voESHfgw4O4QC1tyOSCZlCvDutgitKybcqtf5pTh6FjeeLVsUVplRxtbAu3x+g3sd3HadinQ5ew8cj3EstD5gtLQkOPo79Zq03EkZp0gg/28wzNgoeMLaDOHiht+H8fhecUBK9CzepjEbaQPXXG2OYiaExrntwA42epD6wo0jjbw5ikVCOBa6ATNSeaDEBJ4AlYCMkghNB6TRkRGG2j40MW1EpAUL7E+7znMtGdw7bprcUz1CGR7wBwr0NHBFKbpgBKX3FSV/FN2OOStLoxul7TQyawEIYFOtLBKrATeHE/b/zRYtoUfPfwjkDm0NAOSIvSuYKFjLUM62CK03GwDjSzv7sD67CUTaGYLUgudNrYI8/ScxaOUqwIDKf9jST8ZtiRcircx18DP1/4cHxh5MwpdCD5YMSjz6Wmf0tJOZCzMM7KH+l0Uuu2BP6PQZNjiC3QEdqqw5S2LP4Ce1cOPHv6RMJ4n0NEWOhW2GEMc5Sq30FHYEuknMFOAJrYYRiioJWEakTQi2tgiNK/mbV/CbnDuFSoLnTa2uK0x18CzzZvpL2O27VKgK/Tzzv/ECL33C0WLtI9Sq6WjRyMg770AQdqHi/AShxMPFWo8Zp6vGX0N3rTkTZgxfkc+7GK7wQt0Xsg3KdBpWOii3aSHn9cvLYCSNwdlPjmB9tHOAi+a/32tNvDh9LRPG3CFoqWUqyQXltL53wqPd/Xaq9HutfG+zJsAgE2dwNIbrpXAbM86KTmE1mfoIqXFzLYxNOdWHiEsdDIriEygk90Xb07Lhpfh8F0Ox8o1KwMpLIT95x8qzJ6VUa6eMkW809rYIrR8s4G6RKCTYUsjV5RGuWpjS6D1LBv5lku5lgfvlI5lj3RXkVjjZdhiuhTvNWuvQbPbxOl55z0PWeh0saVSAfp9WI2mP6foeJrYEhzLzSPn+zOK65PtPQ3/Yw5bdiouwxuXvBGXPnhpyKXAH08MSNLEFnHvkUnSiX4cdnJ7Lza2eNjJ0PPa2CI0LwFzr8xjJ/eu1KTKVAxscds1a69Bz26R38Vt26VAl7USzv8IL7ZWGRqvj7thdbRayvIVoWE8bcy9PhekQCYyFmgfNrs6M8/TDzgdXXMDNrTWRL4rzjbQZChXmRY9q0O5EryILNmoL9AxFjp1eR5jUP8PajDj1kcW+vZoRMMAVyiaLZcjpE7gKF4ZbQAMtPbL11yOvRfsjdd3FgAAuowfz+A5RNdXy8qsBKDX52v75HDoWzYqlECn1PbpvaeTyDhoyVix/wo8Pfk0nq89GB7Ptp1r+nuPplPIPeQBvufuoJuiiFqf0HKtOurZaJWBYD8OWxqSQyUWtgSaZdlOUu9CwaG6vPFUGGgHnl8gYa7svkgtdK6AvHLNSiwfWY5D5xY5X1Qq8bHFfea2+56z7ioxLXSedXuWDYrgsUVGuepgy5kHnIknJp7APevvic5TTBmkiy35LJDJDLBTVxkmsCUyXsAFIza2CBY6sWlji9AyjTrayTSsdIbsx1aA8ihzdu/FwBa3XfbQZSgldiG/i9u2S4HOtN23IiblmggeKi4AqHIwseApjicIdNKM0uKDj6ROiM7DASV6ju/b8wQYdhb3j10rTL6PQrs5SEFCrM2bk9isdBqdTFYq0MWte+lpfWKkljcHrbqCgZx9vn+MApSiaUQIQZAApSjdgGg/gMiFRUd4KfPlGQYeH38c9264F6ftfxpSrpbJ+fFIrQQah0rc9CqcQKfMxs/sPR3rQnBtJ+x9AgqpAv645X/C/RoN56Twnx/t8EweYomEk6PRfX7aKYqo9QnNEejkEeYcttSzvIUuFrYI/bKtaDkkGbaE0oh4Al2AjovjF+o10zQw0Xked794N04/4HQnahoICXTa2OI+c8vLr8axKTFrlnpVVjjKVYYtvjJF7r3B74ItiC0n7H0CSukSLn3o0kA/G8l+D+Zsi6ZcdSxtAezUEZT8fsH1UXsohJ0xsUUh0Glji9AyjRpqmYI2tgzmqcrhGQNbADw+/jhWrV+FXXPHkteL27ZLgS5hRQU6da4o98EHNHJA7l8BSB682M8T6Nzrcxw9W/rLvUafsdDJwDObLCDfPxxrJn6DxlwgEbALlI15CHQJw3BKEFGOvR6gxzQ9e+OlCAudaegkCHafX8DqJBtPlZsq8vwCz84fT1gbQBwq1SowO4v+3Fzod2I/nUPlh2t+iISRwEn7noSkayXgI+14ildG+3A+WDqFvn2BTshj5nxPdhvsIWLvqcYLrq2YLuL9e78fq8d+BQuz4ahbwL++zO8V4A8Vp+IDl6KIXhs1T6/lmvXB4U40GbbIBLpY2CLMM9tqRK3jGpRk0tt7tu0nG5dR0SpsWTdzIxJGAifve7Lz/AwDKBbjY0tAGXbmyVWm0MCWYHPvPZchQIYttYyM3VBjSzFdxImvPRE/X/tzzLQHCeeL89h7nDKsW/pLy30kINDFxhYv5RO3Z3WxRWi+QKeJLcF51rJFGI2Gn14pMl4MbFn50EokjASWZI6kFxCzbZcCnWlZjr9TdpA9X1Xo2y9DE5NyZaNcRbqhFi7JIjMhk34EgJ/LjNwQknlato1i/x3o9Ju4Zu01gy/czctZ6DhQ8ubZYvx4LEbL9Oapspil6gTlqlifM08zQvvIcmjJSmo56xCeXwCUnPEYMGOen+d3w9EUqvsCOE7/R+9+NHYo7oBkvY45M4luOkf2s7hDxVQ4ZkvymAHyNDA05SquIzrPRMIYFFP3KFcNilec54r9V6DTb6GVWDUYT9h7bPk82fObmUHfZgQQXWwRWrZVHzwHosmwpZ4tSAuEa2NLsJ9NC3QqbHGuTWOnSiCgyyT18UT9lzh696OxY2lH53qlEmCa8bGFsfoGmza2BJt7vdkcYx2XYIvMQqeLLWe+7ky0ui387DGncoRl2Sh1KOs4/O/JeVqB9ZXLUXcViWWWmie5h2q1gTIcF1tCypREUFJhi9DSjRpq2UIsbPHm6e9Zoh5vHGzp9ru44uErcOwexyJpDNMTidm2T4HO7vv+Tv5nCkubX0BbAAAnpJ0fi8t2bhqElgIoBTrSQTeTATIZ2K5jNulIrNAyM9ZrsCi/1C8FBsAHlHqOPlS4gsiAQ2e2FBY6LsWD1EJn20hSPnQyK4FfQBshLdMZT2KOVxSK5ilX+r6wdRPdfqYLAKxFUGG5vPOFW7GpsQmn7X+ac536NGrZAqJ5450my8oupVwlReiD84nOEyjNRfOYqepJ+gKPd6j4VgL3ujHolMN2OQyL8ruikbh10E90d+hze0h+qHB0ija2BJttI9uUC3QybKkrfOi0scWfju1a6OZrHUfUXcVQ+25Rz2Givxqt/jhOP+D0wfV8ZSomtng1TWfCgkqwaWNLsPkWOobdkGBLJ5lGL5WWuquosOXAnQ7Evov29WnXnmU7xeaBeaUtEbFTnQNSjp3++zI3B7TbA+yMiy3+3uPPodB4xDwpZSrVqKGWKcbCFiAQFAGwaWd0seVXT/0KY80xnHHAGVLf1jht+xToAv4y/mfuDeWKRfumYFGjU9AUFhPB5mingQ9EgY6R5BOGQde7r1T8UOn5hN4bMHD4Tu/HqvWr8MT4E84X7vUa2Xi0AeBs+CYj0HEFkZ1+fKLmvm2jMDcLg3l+3LOLWOg6HT96U3pfGC3a+zPy/ASBjs/BxFjoGmFnf2U/YZ4/fexHGM2P4tg9HH+LRM2hDWT3xTQQCfX3EgsDYCPtZKArKwdUJqwEOgXQ/eEIPx5ZP6qm5xE7n4BO4jE8O/WM86Gw9zgtWpVHkHV41sWWYGs0YFqWlHKVYUstW3TWRZgYYmMLBu96pjHflEEmIdDxe12GLRvnfo2sOYRjdj9mcL3As/OuHVkfhS2+QMdjpza2BJsn0HEBZQps6RTLsfyPxb1gGAZO3/90rN64GmvH1qJv2ygRAp0utvjYKVCu88EWZx3uB8S5FwtbXMbF6vWke1YLWwItXXctdDGwxRtPRpnHwZbLHroMOxZ3xFG7HzWINt7Gtp0KdH3SwgPI/XFMyo9HQVPIfAIijqGBosmcpY0dr1LxI7XiRtF4nx+2498hYSSw8qGVzhe+QEcfKr72xvirNBnKVQbWpiHPK0bRBoD8OUitBBr3JeLwbBCFvikLna4vnE+5en48jFYrmWcfdfzyqRvx4X0+jHQi7V+vluX9QNg8ZiYUfjwKWkRSDqjUafr+TmI/9jkE6yZSfjyyPUvM84jFxwO2iasec3N1EQFJUgdrNtKOTyMiXZ9FCGbufZ9OKyx0DLbUMgXHX61ep8eLSS16lq8MZaHT2UMGSHpTGZAk3Jetza3Y0l2FpfmjkEqkBtdTuDs41+KDIozaAA/Epo0twTY9jb5hYjZDuzuosKVdoJXhONhy4j4nImEk8ONHfox+n8ZO7frLEQud/J2WYUuonyYzxWJLpQLYNhKtFivEy+bZZ2qypuqOMhwXWxLBDAHM2aeDLV5JzlP3OxVJM+n7Tm5r204FuqiFRxUx50eUeb53ulGujIk1YsYP+BEAcrDmBDpMS/xAJJZED6yH84tw7B7H4keP/Ag9q+e/kDVFUARJb5iGk4tOku08Nnj2bZQ7dDkkebqTQKFo7x5vox9P6PlZVtgPhLkvvr8KZ6FjDhUlePZtNBN3Yq4/hxX7rxiMNzPj0AYSUOLAczaVgZVMxgqKUEe5Wg7tUy6HOCqd8jz+PQlQrsooV6YI/YL8TshaB+CadVeib/UHvi6B50fvIWZ9XnJaxh9HG1uCzdt7EspVhi2qQyUWtmDw7qUZC50KWxIJeu8pUwYJ9/PKR6+EjR6WFo4ZfBgISIqNLcUiYJo+5crfF3Ka4IrQY3oa9WwB3DGswpaOQqDTwZaFhYU4ctmRuPLRKzHX76FM1OHVwRZnnmEfOp0AKC1fOGHvxcYWdy3pxgx7DoXGE9fHuDukXAtdXGxRuqtoYsvPHvsZ+nYfp+x3it/v5Wj/awQ6VaHvEFgHc5kp/GPYIAUqytWjDSwn1J9zsCZfTjfaB5BlV2fM44HcP6fsdwo2NzbjtmdvG1jomENFlpU9YRhOlvvp6UiR6QFNwdwXiZnb1zKJtCVaZWgIylzlx0Pm9QtaWJtNZ42ClYCLROOCIlJuuRk2xxTzmvVtG83kbdh/h/2x3w77DeZYm3G0TKkgQT87GIZTMowMalHQIhKtvdhukgKBMx96fSGaIrD3dBIZc4dKsf832NR4Cbc+e6t+Dkju8PMKvPf56FFAE1u85lnoZAKdBFt8y57w/OaFLXDWnO51kezOMSmD1NhCUq5Ky1f4/Vz50EoMJfdCKbF08GEgICk2trisi1mXB0XELXGF6Wk0srwypcKWdoHee3Gx5ZT9TsGG2gasm7yXplw1sMWZk9uvXgcCvqLzwpbgPEV3h7jY4gt0ddaQ4YxHr4+kQGdnYfa6cmVYgi3ytDN62PLjR36M1+/4euy5YM/Q59vatAQ6wzD2MAzjNsMw/0zdPAAAIABJREFUHnP/3tcwjC++LDP4CzSacnX+ZeuI2oHw5iDtYxKFvgNNVg6Ipew8/wrGhMxa6GphKirYvHnScxyE+h+z+zEYyg7hx4/8OCDQMVGSknmapuGUH+r3HYEnNB4NSt5nMjM3BUpeP15bDGQfj5FHkMt2HhmP8MGi+qmiXJN12jFbFYm2ofE45synQ9Y5ADBnplHP5CXWBdp/xNNYu0UuqIXPweRdl2qWTQt06hJsAfCkfOjmEYmW7x+CSmYIl6+53Lmeafo0MEmBQqLtVypAtwtzrsPcF3c+OtjiNfe+z6Tz88KWejofuo7X5oUtkO89XWyhKFfZPRHn+ciWR/Do2KPYNX8UqwzPC1sqFT8gKW6UK1fZwBHoeGVKhS2zDLsRF1vetce7UMlU8MfN15HPTx3l6ghvhvf8XBpfFeWqwhb/vlDuDnGwxe2XaTWYc2gwH6qRFKgXDJjJzwtb6goLnQpb/rz1z3hw04M4ad+TQvN8OZquhe4HAL4AoAsAtm0/AuCDL8sM/gJNZqHjTc8Wfaj4Tpf0WI7GEf08AmaEDxZF3xgcvVGpAB5tQGaw5rWpYKh/JpnB+/d+P657/Do0psfQyhXQRYLsxxWKdsYzBvnrCCsB209Bw1BO9YCjaPP9nH+TCdpCJ0uKCtDPIZTTioiSBKKO0myhb8FCF9G+FZTdfVuuBewkPrTPh0KfmzMzqGXlkVpJ4uX03uku45jNhfqrIuZ6fRvFTvP/sfem0ZYc1bngF2eez71VmucRjVVSaTIYGwRCCMuSEAiQRN2yEdA82u7u18vvda9+PXh4a7nX6j/93urGD/stgwS6pckgCQFCDBISYLCFRElVpRGVJkoqTVV1z3zOPScz+kdm5InM3DsiM2+pjBtirbtKOudExo7IjC937P3tvcnEtIDp+eQUOhjHcxiFRwgBgRKuOOUafOOZb6DTfcNz+WgYwGWBJ+X0719t2DdaFxJhi2qayzULtqwwL5VM2ALLYSohtqBe996wmoWOzQ9GYMvy9mUUcgWcUL00PF7EuxHtF8jJYcvCglfjlOmXGFv0trKCfrWRGVs4Dl1abKkWq/j4mR/Htje/i9KsC1mrAcXifCwrHQDhvQcAnU6QICIrtnAKXWps8bHEZqFLhC2qaXsvC7b0S1VIIXgLnQVblrcvIy/yuP7s60NyHoiWVKGrSSkfjnwWz6r3a9KEdEm3AWAmhwY3PsTjmX8fbVJK9hQdSzZKcLASJSRWrd2eE3uZE4CN8Kzmt2XjFgynQ9w524FRrZm67I36rMeYnk2naBuPh3+pmNw32ik6BY/HdIoO5bSKJYX23RRMxY7Y/AoFoF5HQSl0kfFMCsHMneGxvd9CQ16EQ2qHzL+YTCBGIyOxl6tHqO7LarOdyUJnel7qlMvVxuPR04GE0paY+zkuXVtVyX7lqddhPBvjTmdniL9qO0VzVoIKo9ClwhbV1EuFcdvZsKXDuFwzYQvU3qMPU4mxRe2/YO/ZyfjzZ8PBLTtuweWnXo5aYWE+nopY1zhYer+QnAbsDBQ6Zl0SYYveVlYwqPKHKRu2BBa6SP/U2ALP7brqDvH0+hdSGzJCgT5aHkFb6S8btgSKfCQHZGpsURa6AaPQpcEW1Sx7T12PwxYpcnBbNHbasGXqONi6Yys+ePIHcXjj8OB7l0hSnKUlVejeEkKcDEACgBDiYwD2HBAJ3q6WNiiC4/EYuATqWeDcMKZs2bpMUTk5UMr1+8i7DhsWnRQ8f/fY38VJiyfh5vIzGNWb1gLaXKLEngrZT/NSsbhAs0S5BkRiisdjfKnQWdmD8aLE3ojLnMw6zymQ7TZKgx6E4IMiKDl/8PwPMJjtxTp8IPyFPz9TlCtbMUApdIzL1UZ4Nj0vlEJnK/TtuBG6w+oqMJlYeTy8S9L79+xDLsDJiydjufJsSCaWmM1x4ZSFbmRW6BJhi2q62ycDtuxnLHSZsAV8HjMlQ+JDX8RlnhRbHnzxQbzSewVLG5b8PeT/kEjIrmSi5sd5N/KZXa4MBgYWumzYMqw35zna9H4ZsOXdx70b68rH4GfH7oZg3nsmxSyYm5bhwaYo2bDFdBhOtYeUQjfqmxP2JsEW1ULW8WzY4rR4DqQJW372q5/g5c7LIXcrAFTHg1ifLC2pQvenAP4OwOlCiFcA/I8A/tsDIsHb1digiASnaMLlSj3YpihQsvRXxG3Al+fh59OYDNO7MiPgKYTA0oYl3N98Ey+sL2cDJQHWQpdqXbTm+hY6mc8DtVroO1PZotBLhSrdZou0Y0/7CF0r9lJJo1i32yj2e+YcRYScy9uXUcm30M5dGP4iAShxedPUeKuGXFhciSv1PT2eRH3EB0WY9l5BD0gCvJeKZTyXAc8ghxaApY1L+GHjLew+bF41hnOn2F4qtTHzUkmDLaqtrGBaqWKaL2bClk6xGlxHb5mwBQn4q0kPfZG0M0mxZXnHMlrlFq54xxWeizeqEERzQKbBlnY74K9yCYkTYYveLBY6G7YMbYfhFNiSEzlsOuRKPH7YCl45rBrrAxj4nW4kGBAAOp0ENVLN2BKiq0TSdaXCFmUdHzCHqTTYolpgoeMPwzZscQwWOhO23PnMbWiUGrj69KtD31eH/VifLC2RQielfF5K+QEAhwI4XUr5e1LKFw+IBG9Xy5C2xETMpvqZNl/opOK6XvRQIgsd8wLz+zYnA3Y8G19FtwwtbVyCFMBdpw6t/BGeHEpz6ObrQp0yzdGArckArsZ30seznaLzOeHxR2q1RHno1H3g8g3ZXir8aZ8YrN1Gud+1Pyta66/2cdfTd+GM9mUo5srhToncBkxlA/+2TAyRdlxaCMAA8o6L+oiuBerJk3DvAeGXShp3SmS8zRs2Qwrg1hPm+dq88eLXs7lc68O+cV1SZZ1fWfEUaqafDVucXB6yGbewZsIWmBW6VNiS1EKnYctwOsTXn/w6PnbGx1AtVsN7nd17KbCl3WbpDoGcSS2QgFfDs9/3FLqM2DKsZVDoDPfhnHVXws0Bt5wUVgzseyhiHQcSHaZs2BK6fxHreCpsqVSAYhHVYTaXq5HuUOYtrFZsMSp08evlcgIuJrh311245oxrUCuGDRbV4YGx0BVMXwoh/oz5HAAgpfy/D4gUb0djUycQ7g1XwpXaJmq1PAXMcYynb2NEmXZSyQ36HlfCtx6F6h9GGuuy8zmBLc5CZzhlUqH+p64/Fe98o4x7jnsThzMoEeXeheQUAt0KE2lncYtMmfFc6b1U3NZCLEwj5IaJtJiVQOfxpFyXQE4qKCLC4yG68WWS2m2U9r5CrglAv/zufvpuDKdDnLlwOZ7tRvr5MvXKNYP1hJ8bAEwaDWA4BKbTEJHanu2cHA758Qh5IsLcWmFCjwLV3T6HrA++p1poz+rjaQrWqetPxe+8Wcbyoa/hf9LHM6RciMnp773aeJCuwgQIbFGt08GqX9g9K7ao/Hih8bJgiz9ei0sZlGYPtVrAnj1BvyTcu28+8030VnuBGypkMWP4q6mwpd32ygkyqShSYQsQYMuo2siMLcOq2WWeClsALJaOx6Y9JXzliNfx76UMVXAwKdauJA5T3fnBMyu2hPLQaXiQGluEANptlr+aCltUU3QVA3basGXWbAF7fkWPx2DLKP8w+qvdmLsV8Kz/B6LZLHRN/+8CeC7Wo/2/zwM484BI8HY1hsdDneBItwEQCd8mQNcQBRo67ROh26HxtGZy2QGehY7M/5PAEhWVc8sTOexq9NB3niP7mdwG+ZxAV6VOiBQpzhoUMXM8Dp3UCOzBeII/ZVp5PCnXBSCCIkJpLzz+SLTsjXG8dhtlxm3gzS9++t66YyuObx+PI8rnxO9BoNCZsp2bT5kTZSUg7p/p9M2NVx74VjDWQkd2w8xhLHS26FGuYHfkELblySK2V1aw/fXtwfVSFfpWFrrRgFWUvPHiMrI81E7HSxtDjYdk2CJbbXbvZeHZBha6ZricVao9FE35ZNmzhZzA8o5lHNM6Bu894b3x8RjsTBsUkXMc1KZjJndaCmzRZBrV7BY67v4NVYaAyP3LhC3+eNftLOCJShePvfZYuB+BLUE/h+bQ2WkEduu4ulY0oX5qbGm3UR322feeNx4pZhhbVOt04BaLmBRKmbFl1mjG7p0nB48tg/wDOKx2JN53wvti39dGB4FDJ6X8KynlXwE4BMB5Usp/J6X8dwDOB3DMAZHg7WoxK4H3r8m9kYu+VLpdYz9boWjAPzlE3Qa2bOdc2hIAzcmQNOmKtKAkJa59dIKCm8Mb7veN/bhiw+NCyeNGqPlF+mXhqzQnA7iRe6dkNymC6jcAQi8VYQAz40tTt9CpCGXtFEmtSayf3hYWUB72yFB/T87wKfP1/uv43q7vYfOGzXCliI+nW+jSgBnmFvZJrRG6lmqmIvQAf2qvKB5IxMJj2kPeeASHTtt7vIvX7L5Rz8sntk1QkDksb18GwKQRwXxdYs9ZswkIgfq4T7tT0mCLarpClxFbZLsVv3dZsAXzw9Ss3gDyYft4KmwJcejM9xwAOqt7cd9z9+GTZ38SOZEL5scGJGXBFv95bE4GdPRoGmwBgvkNq43M2BJY6GJ7LwO2wKcXbJ+hKHNejlGtRbEl2i8Yr1737n0oKIKenw1bOJdrJmxZWEB1RNMdUmGLap0OnKaH51mxZdaI7z2Ax5bO6l6Mcr/AH578ceRz8TRhjYNkoVPtOACr2v+vAjjhgEjwdjUubYkBdGMWOo3HQ933eZZt/rTvSpAFikPjac0rFE0kMg5x6GiTrg08Qw/aYID1fRcXDk/EXveHXikwph8XXSQlQgAe9DOui2ETST/KlbDQmRTBuZuJstCZzfEA774JMJ4AJWpNALUutEJeGfbJNQnG014qt+28Da50sXnjZjpKUrfQJXGnRMYC/HqS2rXm80tY1ifSKgOmbFuwh/j7EKyLzuMxWL5UP2OQggQwHuPQlSk+lHsHbtlxCxzXYd0prMs1l4NsNtEYM3svDbao1ul4p3xkxxbZ4vdeKmzBnO4wa1LW8RTYovae/+wxelLQ7/4X78bMnYXcUAG2ACx2psIW7TDMEfITY4sm06hmLu4O8NgyqPKHqdTYAkBOV3F0bxVXitOxdcfWEJ5HsSUqZzCeEEHaINthyoYtIZd5CDszYEu7jZolyjURtqjW6cD1n/Os2DJr+rSeyLgctvx49z2AcPCHp3wi9p2UErWDHOV6M4CHhRB/KYT4CwD/DOCrB0SCt6uliHKNgYTO40kS5Wo6cegu14AH4uc2Mj7Y9HxakwFpJUhE7NUfbP/k+/vTTZhin1cKjOlHgqfwv9f4avN+vnWBdYuQYvppSwaQjIXOmpVddx0kKP3luJJMI+LJGQmKCOUxo4HaOF67jeLqBBVCcQ76afNb3rGM8448D2ceeiZNJFYvlVLFEnrPKy4T9qVC54qyuWECC10K/qr63OT2MSkTVoK1P7elxrvwSu8VPPTSQ4mCKWKt3fas4ynXhVVAut1AocuKLW4z7vbJhC2YByQpmaL9EmNLq+VxMsdjS5Sr9/m3d/0DNh6+ERsO3zAfT2hrwmBnKmxR2DnmLXSJsQUI1nxiCIqwYcuwTNNVMmELgGLPoztsafwu3hi8ge/t+l64n2F+IRl9hVwIYeTs2bAllCEgqtClxRZfoaPfQymwRbVu19s7yI4ts3rD0wZjVZJobLn/pa+h6J6AkxbiTDVXYl6Hd40taZTrXwO4AcB+ACsAbpBS/p8HRIK3oUkhgHI4KtBE8nScCHgSFjrqgbEVigb8B5RIrhgaj5KT4fFwFrokJa5CpmcfKDcWzkMejZiZXpeBK4rsuJK00BkrTJjywjkuWpNhLJeSulbiSLRIHkHTunCn4RiPJ+o2oLJOBv2IL/z+7dUh2U/nGz391tN45NVHsLTBs1o4VKHobhdoNiEKhXQRXpjzVcZ1msczo9wUsCg8AKojG4eOd2sFe4jIhZUoh1ZoPMzH8+d25SHvRrPUxPL2ZcO68FYC2Wp7/FXTuiTBFtU6Hc9tg+zYIptxt08mbIH3TDcnA88VFWmpsCVCrDe9MKfiVWx/4+fBc66PF9p71WoQtJMJW7TDcFr+sY1DlxVbhqWaZxGj6A5psQXzKjSXH/IurKuuC+gFgIXLGMUWDTtt62LkwjFBEZmwpd1GbcQEJKXBFtU6HS8xMLJjy2ojuXfj2b3P4ul921B33s9a8QP+6hpb0lquxwF4C8Bd/t9e/7NfyyZT5tAKTmHqbhHh23TyzwTgSXHoKJCIyBkbr1SCW674bgP6pMI91GShaF8mWV9ES77HKwW2GvbjWwnWklboSDeF6mcCecdFYzKMKQSA4o+Q3TRrhnb/EljouELR8/Fohc4E1jnOxateKoxCp6/L1u1bkRM5XHe2V12PjJzyZbLxakzE3hFjoePWZR65TQ7HWuhsOa1CkW9a2hlrpB33UhHxvVdbPAzXnHkNvvbk1zB1x6mjeGW75fNXLdb4SIthC+BZsEYjzHwrQWZsoVyuWbAF3pybk6GXMDU6XhpsiQS1mEj8g/yDEBC4fsP1oe9CUbWRvZcJW2wpn9Jgi5IJwLjWzIwtMyE8biahkKfGFgDloafQlRbW49qzrsXdT9+N3mReatAU3RzClkillqzY4rgScBwvW4T2TGXClnYbtfGALhmWBltU63SCwLus2DI1KHTR8Za3L0NAoD57L4ktjqtFmK+xJXW5fhvAt/y/+wE8D+A7B0SCt6FJgnRo4uPECiJT4dsmsDaBp+5yTZTtHPx4rZZH7KVM1jmPr0JxCcgyNL5M00YTbff9Ximwp+4M9VPrwvFVWAudxV3EnYpy/R5ykBCLi+R4ptOUd23/g3Yb6PcBx7HmoTOlEQnGI0LvWS6cweUKAG3mJKbcRVJKbN2xFR846QM4snkkAAUukQ7+i862LqbyPJxCx62LLcq1PrK5XMlu8azsvpUgWekvi3Vc23tLG5bQW+1hkHuY2UPz60abbC94dAfjeHEZyWLrvkzKGpYZW5otr9LA6pzenBlbfAudslyExkuDLREOpClKcpD/Id559HtwTCscXxeyDBEWHiAltiiFbpVPyp4YW/y5AcDYEuVqxRbmMJwaWwCU+nMv0NLGJYxmI9z19F2+7IbAsCi2RDIEZC/9JT1lTl1T65caW9ptNMYDFGR8EqmxBfAtdPzeU5+b9voqwT+W0ktRpK+LlF7t1vOPeA8KWG/ceweiJXW5bpBSbvT/TgVwEYCfHBAJ3oYm85RC5/1LR5RFQELn8RhOALZC0cF4nQ6gVT8IQDdlAfRZo4XWZGgp/hv7ij61+2b1Wb2JkjwDJy2eFDLTA3yhaEBzw2gmetXUuqSNtCv4AJBboCx0/OZTp74g1F+r52rKocWdwmJyRkPvKReokjOBlYAez5vHz3b/DC+svIDNGzZH5CQsdK2WEaxdxr2hCn2P2Ui7bKW/qqM+XDFP76JazrD3lJyhl4pvJbAFYTiupdC3rtC1Wrj4hItxVPMoDPI/TJZDS5ex2WItPKmwBQj2i1LoMmNLM552Jiu2uL6FzmUsdJ6csa/i2BJxmXP3/Km92zDL7cFHT7suLmcuYqGLWHjUb2JyJth7tCKYAlsAb71LJchSeW3YQmBnJmwBUO7Plad3HfMunLhwYoDntpq6scOUbqHLiC1Udof5eCmxRaUNmoxiX6XGFgDodr2AImTHltVanK5C8V5/+quf4oWVF3D5SZ9gx1N770C0pBa6UJNS/gLAhdYf/gu1tC7XWKh/rYYgfNtwArC5JIPxYmkv+FO0iRw6azZZC908qpZypxAvB3+zrTaakK7A5g2bcf8L9+PV3quxfsZC0a2UPB7DKbPQiwOAaqZItNipL2JhZYYzgm7gLlLAFAElLrWALY8g63L13RvL25dRLVTxkdM/EpYzOpxvucgJHpS4U7Qab1oselzTGDHb4spkFrQ27GNcq8erfFiCKTw3U/ylYjt9WwnWUob4q/lcHteedT1GuUcxdPbH+pkUSLeVzeVKphFRFrqAQxefWyJsacatBJmxRVnomhR/1fs3EbaE0s4INorwod13QsgSLj/1w/HxdIwg6A5ASmyp1+Hm8mhOhrRlNg22aDKtGVsI7MyELQBKw7lCJ4TA0sYl3P/C/djT22ONUg5hi84/XgO2RPdeaLy02KIUOiK1R2psUXK1+L0XyGnYQ5TLlaoOcvP2m1Er1nDJCVd4cpKHvoNsoRNC/Jn29++FELcAePOASPA2NKPLlQKlKF9FiPlLxeCmCBQexgUK+G6YNKBkcPFOGy3+lGl0DRMVH/wHcdZowpHSz3fm4radt83nF6yLgUisAEBDbod4sHU5uc2X990G+UjKmdB4RIvlNooEtRjdIpS26o/nSum5tKbTMCgxIe1GOf05NZhoplxOYOqs4vYnbsfVp1+NZnkebegluaQ5dDbisvG074JOO2M5RbMu1/FgngqF6GeSM7SHfJlsLl6euKwpghErwbVnfhIQDh57K84YMe0hR1noiOVMhS2Yy+S27FGuJmxxGvPnXLWs2CJHI5SdGZnUOxW2hFyutOVk6kzx01fvQdX5Hayr0vQKPiApA7YIgUm9yWJnKmzRZFoztjApn1JjC4DyIJwDUsdzE+bGsCWSdmZN2JLBQkfK6c+pTiTfTY0t/T7gusFznhVbJoTLNWqhm8wmuOOJO3D16VejUTbsdSkPuoWuqf2V4XHq4kerX5NGulxNp2hK4YnweIw5psioHf83hIXH5E7RyxZF27TRRGvMuH3SBm90OoAQcGpegeLTDjkNFx51YcjtauPxuBLevKT0NorfKNOzLid3WlSh97nFuEJnLFvkRsYKBbUYCLMGUApO+8QpkwvZBwynfavLVeD5/j9i32hfrDSMSxXC1hU6o9uHeakYglq4l4qt0Hd9PJhXn9CavdB3xH3j7z2TG4YM9FFyRvceEJzIzzh0A4ruCfj569+I9zPt9VYLRddBeTph+yXGlgiHLiu2zFrxl0pWbBEqSIqKME+DLZGAMmpNvrfre+hN96HuXGzGFiDGocuKLZN6A+3JgFUEE2OLPze022vHFoZ/nBpbAFSUhc5/zk875DRccNQFWN6xbMSIGLa0Wl6t2tFo7dgS2XtARmzx7z9VHis1tiiZFsJ5DfWWBFuoHJ5B7kFfpnt/eS/2j/djy8YtZmxxJVqTg5tY+ElVNUJK+ddSyq0ArjwgErwNjVLoTEWKySL0gYXOdDrlb3yMx0NY6IyKGWEKntabRmIvKyeX7bzZRK6Q98eTWNq4hG2vbcMTbzwRfMbKqQp9t3krAfdS4czchT6d9gIwuxsc143nUvJlMp0yjeCpCn0Tp0xTBBs7ng9qdcZClxcCT3W+jUNrh+LSky6NyMlYCXwOnZkfQ341l5NymTNZ0m2FvuvjASb1RuzzJLmiyL1n6Dd/xuLXiwUk1etAwStb7TgSdedi7Opuw659u8Jy6pa96Hi+e1RFE4bGS4stSnlqhYOk6Pnx2DIjXipZsSVnUujSYAvFP470W96xjEZxEVX3fDO2qLklxE4TtkxqTTaSMBW2KJlarbVjCxUUkQVb4FnoRqVq8JwDwNKGJfxizy8wli8Z5DR4N9aKLQR2ZsIWpdBRFrq02OLLJBLtvfj1ApdruRpLOxOtDnLz9ptxeP1wfOCkD5ixxTn4Frr/kPCzVE0I8SEhxDNCiOeEEP8L8X1ZCHG7//0/CyFOSHRhg8vVVGYndlLR89AZTqfGyLeIz16/VlqC9WrT4HI1gDUZ6u+ffPWT0bVnXYu8yGPrjq0AEoCnlKEAhGA817Qu/GmqqGqBci5XQ+h9IXrvfJlMqRO4bOeh8YhTpsmdwhb6zucxKtdYl6srBnhx8CNcd/Z1KOaLkflF7sHqqucKtrlcpSTd5YBGBGci7YxuH5OFzuRyNaVOEPzeM1mGTJUbQvxVbay6814IiOA5V83IhfOvEVTDSDg/Elv8vRK4XDNiy4wKisiILble3BIdfJcGW/J5T4H2A5Ki43UnXdz99N248PArIFAwY4vjeJZ/IigiLbaM6w2jdTwxtgAaf3WN2EIkZc+ELfACkoJyYn677uzrkBd5vOHcb6hoQRgygHkewbVgC+HdyIQtgUKXbu+pz6mE+uqambEFInb/dHrFvtE+fOvZb+GTGz6JQq5gxBZ3OkV9OiblT9uMCp0Q4g+EEP8vgKOFEP+P9ncTADrlfcImhMgD+BsAfwDgTADXCyGiaZQ/A2C/lPIUAP8JwP+V5NqSUK2NYE2BRMRKQBKJTUkuDRY6W50/brzVehO16QQ5J7705pcKY6HzeSBKzsMbh+ODJ38QW3dshStd2l2kzS8IvVfXM42n9eNAomR5qbBlWlwi27kvU8BXIZrNvcGdMo2nU8FbsIbVOluz763Zj+HI1VB063w8l1QIkuShYwnWOT5K2bQupkLfzXEfq5TL1fBMSylpC91ggLzjBPOItiSnaIru4LgSBXkozlj3TixvXw6l4jBx4VRJrMogXpA7NbZELHRZsWVan1vDgvEyYotJoUuNLQEHMr4udz11F8azMS467Crj/KiE7Ox4Wj8OW8a1BmsFSYUtQCQoYg3Y0m4Dk4n3p42XBVuqg948DZHfDm8cjktPvhSvTX+Amb+X4vMzW+jWhC2UhS4Ltvj9q5R1PC22KAtde20WuiBKmeDQ5XIC//DEP2DqTgP6jAlb3MiBei3NZqF7FcAjAMYAHtX+7gFw2RrHvgjAc1LK56WUqwBuQ5yX92EAX/H/+2sALhGCOJpFGuly9XsZI7WiPJ5OJxFYc+HbwW/SuFwN7g1l/SgNqAc7LBMlJ6nQRXz7SxuX8HLnZfzk5Z8Em4sts6MeanU9bbx8LhLq7zdhitTq9zDNFYBKJfZdyA0TabFQ/4TJTblC0YDGV2EVOu50yo83rNZZl+ue6ffRKhzwDfkKAAAgAElEQVSLi46+KPZdrBC2JlM+ZyM8J3ipJAyKAMyFvhvjwTyDemgsdd14H5IT5a913udUmqJHjbVVDXvv94/+CH6575d4+JWHCTnj402Vy5Ww0KXGlk4HKJchyhV+fgmwZVqP5xHMii25jqc8CSZlkE1OUqEjeEM3b78ZJy+ejOMa53rzM2GLgVSfFlvGVZOFLgW2ACHsXBO2sNiZHluqoz5GtTjdYWnDEsbyNbw6epzsF8OWSNqZNWGLStdVrQbfZcIWpdARFrrU2JJAoUuMLRHs1AOSlncs48xDz8SmIzZF5CTmt3KQFDop5eNSyq8AOFlK+RXt704pZTzuP107GsCvtP/f7X9G/kZKOQPQAbCeupgQ4nNCiEeEEI8MJ6ux7+c3It6Xfal0u1opE6Kf//CZEixK4qUyJxKnK/St+EkB10xrJvcU+2C3WshH5vfh0z6MerHul0jiLXSqgLZsEVaCqJk7Mj9OISgNe+hX4mkvbP2cqHujUvEqDvhWAgaTYIrUCsZjQu9NEV6cnINKg3Qb7O7uxj5nG06uf4h8UcXcFJobOG+YHxlMEZWTSZ3AuVNYkJcSjcmQVOhMz3SwhwiFLudbw6jlNBWhn48HNiDpXUf9ISqFSqxEEienqnFaJg5TqbElsI5jLiczPxO2uMWS96zrQREZsUVFmAuC7pAaWyIZAtT8Xum+ggdeeABLG5eMFR8CbKEUuozYMjJY6FJhi+sGbvw1Ywuj0GXBltpoELPQAcDVp1+NPKp4rk/XAYhhS8y7QXZLhi1q72n3KxO2VCpYzRdQHfIu18TYohQ6/+CyJmyJYKeS/a3xbvzk5Z9gacNSgOfGsoIHy0InhLjD/89tQojt0b81jk09DdHZJvmN96GU/1VKeYGU8oJ1xx4V+96UVJN0i6jkpv7/0mDGF4oOwGw88qKGIhws/TeUnLRC571UCr2428ccaUc82BoPRP9NvVTHR8/4KO544g6MZ5PQtanxgszykQSLVv4I0coDX6EjminCKzaeEAG/IVTom+jH5VIKkmpSkVqu4aVikLNfbZCh97fuuBWAxAk12ugdK6CtvehyguePzFzXXui73fYyukfSzhiz1VPjDbxM7sqSpbdQstFIIxUCf63z/nNu4qbRxc+1vR7h0Km91yq3cNVpV+G2J27D1JkGc9Nl0pvKO1UkreMpsSXCX82KLVRy2qzYotaarKOcFlv8vRfFllt33goJL0VSECxiwpYVZu9lwJZhrYn6ZEhq3amwZTDwtAA/ynVN2NJmsDMDtlRHfYyIgKR6qY4jSr+HF4b3YzKLR2jHsCWUR3CN2BKJUAYyYguAbrlB8ldTY4vKsednUlgTtjB776ev3g0A+OSGT4bmpssUagfR5fpv/X+vgBfVGv1bS9sN4Fjt/4+B5+IlfyOEKABoA9hnu3COrBShmUojjXUbOA6KfnbqxNGjSgb10K5QbgNl+TIRumNfYeyb1CmFzpwrircSUOuytHEJnUkHO/f+EELQD3bwUqESLEbN+LqcBr5Kqd/HgFHoUkeUaTweUz/KpeWNp7nsgHQvFWa8frlOug2WdyxjsXAW6vljiF7EqT2hy9Vx6WznczkxTzvTmysqM9dl14XLaeXuXwGgJdyMjse4i1gOFoCcqqhgckmaTtGEdVzfe0sblvDW8C18d9d3Q/3S0h1SY4sWJcmNlwRbKJd5VmwpdLtwIZBrp81DZ7LQhddlefsyfufo38Gp60+F47pWbHFXVubXU+NlxJZRtYG8dEPplebjpcAW/TC1VmyhvBsZsaU2GmBM8FcB4NjKZVh1u/jOc3ErXQxboha6tWBLZO8BGbHFleiWa/Na0dHx0mCLn64r51ezWRO2EHtPQuJHu+/Ce45/D45fOD7WjxpPHCyFTkq5x//3JepvjWP/HMCpQogThRAlANfB4+bp7R4Af+z/98cAPCCpgoIJWhJibywXFuYncmMkmuHG57qUQuf9a4pWJV8qNbuFLlWlCE2h0+f3/hPfjyMaR+CRN+8xmv8BwK3XvTj8iNuHByX+1FcZ9liFzhhRRrkptKCWNZXniaS9AOygxEWiDSr1WOj9jtd3YPvr23Fc5bLkckaDIgygay30TVgJTO4Uzgoy8xU6FTwQH4/uR6bGURw6FQ2aVFFSMpoCkrS9d9kpl2F9dX3gdjW5RabVOlwIlBiFAEiBLdGApIzYQuURzIothX4X/VIVBe05D8ZLiy3RlE9SYsfrO/D4648HJHFzEXrvc0kchrNiy5ApcwekxBb9MLVWbCEDyrJhS33cDw780XZE+UJUcoux0o6knFr1kTVjC6HQZcIWV6JXrrMKXSpsUYcpLV0XNbdYPyWj8TAFrIrnsLv/HJY2hHOJGvPlHUSXa08I0dX+evq/axnY58T9dwC+C+ApAHdIKZ8QQvxHIcRV/s++BGC9EOI5AH8GIJbaJGkzBjdQfBWl0PkATpfLMWjy6lokB4s36Zo4ASPfSpDvEgqd4QQQc/uoyCo9KELrV8gVcP3Z1+PplYcgBX8qAuABTIRLYCLMmiLRysM++gQPRM2P43OQZWi0l4oJlDi3QZCDiXIbSJrbBMAYidarxC10W3dsRV7kcXz1kuRyRi10hkg7a6Fv5qViWhfKwiM7dgtd4j2kLHQ9/jBFujKVjD6qyenUc5GFgiLcYB6lfAnXnX0dvvHMN9AZm0uNORDolWso9gnreFpsCRLT8pa9xGUFGQtdWmwp9HroVurGNCmJsAWIB0W4MnjOrz3rWq+fND+bACCJw3BWbBlW4wEk+vwSY0tk760JWygOXRZsWV1FebpKpgwCgGKuiGMrl+Kbz34TK+MVs5z5vFeLOUGGACu2+MpTuF96bHGlRK9cI63jarzEeyiy97JiC3WYmrkuBoUfopAr4WNnfiwmo3ftuPyB0ecANJuFrimlbGl/Tf3ftQ4upbxXSvkOKeXJUsq/9j/7cynlPf5/j6WUH5dSniKlvEhK+XzWsYzkSaoIvf8gFvuGSDv/M1OiROU2Crvs4I/Huxuo8cY+KOWpl4ppftEThyYTZ11Y2rgER04xzP8kdj39WhSXwHHpNQnJScyvMuzPgZcYz3iKjp5qFY/HAEqJLXQRUHJMLxWjy7WG4tTPIQfAlS627tiKD53yIVQLi8bUCWS2c0tyU1O2+lgeQZVKQ0q40nSKpu+d4js5BIfO68eANbWHfJlUKg3TKZqupODvPcW5CeUx8/5V67Jl4xaMZ2N8/amvGwt9O76VgApISo0tikOXQFGyJmGN5sLKiC2lfhe9cp0uSJ4GWwBPpuEQBddLlTF1neA5P7R+qNfPUIQ+CCgjOXTZsCWw/DMKXWJs0bBzzdhCcugyYIs/pwljocvlgOMql2HVWcXXnvxaTM7YHmrPK7WsCVsih+Gs2KIsdFRSb69fCmxR3HHDs5IEWxy191ZXg7Qzq7MZBvkf4Z1HXorFSEk7E7YIwkCTtSVNLAwhxHlCiP9BCPHfCyE2HTAJDlIzacjzorrah/6DWPCVp8SkSzWe/5kgCs47mpUg2oTh5DDy3QY5ykIXuEViX/lE1Pm1o24DfS6qbTpiEw6pnISO+GH8gprsHJfAdIrm5lcd9GLJMVUTwkTQJU7DIZcr2c0MuvopM8oDYbKdA2aCda8cfqn86KUfYXd3N5Y2LhkJ3TEicafjRTeWShCCd8PYcj5Jwu1jcjeofpSccp8X9M66XAUTPWqw0AUWVsPe44qtA/O9S1no1PwuOvoinLruVCxvX55bhliFroZij1AI0mILkzKImp+xJivpcs2GLcVBD71yzRykkARbgGC9K0OPXvDTX/04eM5Vi5HxtZbTcapQiKS9yIYtA4OFLhW2xFyuZLdk2EJw6DJhi881XGUsdPmcQCt/Gk5bf1rM7UoGKfjP1JqxhcgBqeTh+pF73fH2Xpk4TAEpsUWTaS3YQrnM/3H3A3DFCj54wsdi/UzYkut2MS6UyLmlbYkUOiHEn8PLB7cewCEAbhJC/O8HRIKD1EyFvslQ/0ChUxa6+DVnCW58jnC5JnGnUHJOc3kMi2VaoTOcvj2+ija3CLHXGy/cRwiBDYtXYih24sWVF4nxIieVSD4eNsKLs0o4DqpjOvQe4M3q6lpcUETqYApNTopUDxCh/rqchvG65Zr3H/5aLW9fRqPUwFWnXWXkq8T4RtrJ1+TiTUSwjlgJTHnMAJ64rELvXaK4e2g8QkYgsoe0tDNcslHTHgoUOiJZbvSlIoTA0sYlPPjig9jT3x36TXg8F91yHYUelTLI+zcRtriuF4ASCorg52d8qRCHqazYUuz3PAtdSsteDFuAYL1LvkXl60/fFjznqtn2EAAy7UUmbIFnHQ+uGR0vDbYkdLkmwpZi0VNWI/zjzBY6RqFTtXGXNi7hoZcewsudl0Ny8vzjNWCL46bKvwrw2OJIz0JXYhS6VNiieVzWgi2Uy/zbu+5ATjbwrqM/QMqoyxS6Zq+Lbpk2ZKRtSS101wO4UEr5F1LKvwDwTgDxlPa/xi0JcZkiZhcNqRPUw2cyzeZJDp0/ns2kG2mO61l5KJ+7sbRIlEgcAiX/2sT8zmj/AQBg6/atse9ChO7IS4V0gfqNdU/5L0pWobNYsMiXSreLHHhQMoKn0FyusUgtM1hzcvZKcwvdeDbGPzz5D7jmjGtQK9aMfBWvvmNEIddPmRzoGuYXS52gFDJDDqZgPDKXkmclcBgLne00HHpehNCilFO4+rSxAKDQ812uxN7T57e0cQkSEl97+rbQb/SmeDwFgu6QClt6vXnaC8PeS4ItAY+n1wMiVTXSYkvJt9ClDaYggxQCC10PEqv49nN3Bc+5arYSVwAYUn0GbAHQr5g5dImxJZQyiFcEE2GLf52oQp4aW/z+JgudK2WQRsNLk+TLSd0HlbJrDdiSH4+9Z1KnO2TElpnretbx0SB4zpP0I7FFe6bWgi1R7Oyv9vHgS/ei5vweasV4YnzTYSPf7cy9N2tsSRW6FwHoUpYB7KJ/+uvZTHlgyGgYpcX7pwIT6dIUDROU1GnON5uRdGkka7rolWpkmLMJzGKh/joPxLAuzcKRaIoNWN6xHDMVhwp9E/l4TGZ1cjx/TlS2c8BbFyl5d1js3dBqAY6DyuqQd6eYUiAoXkYkjxmgQJCfHwfyK5rL9VvPfgvdSXdeGsZioctHXXaKZ8a4KVxXQkqebxQokBG3j+0UzcrZ6WImcpB1Qx5B4x4iXip+PVAjGZ9UQLx/gwCGSMoZILwuJy2ehN899ndx+xO3QEKye6hXrgf52vSWClsiEcr6b0LjJcAWx9Xm5gdvZcWWss+hSxtMQe4hX6ZSv4dh7mH0V7shdyug9lDscmHZuz2CVJ8BW4B5fsuVldh3qbCl2/U0gXodpqjaRNgCxLAzE7YohY47TPl7SD3nN2+/OZhrDFuUTB2+9FcSbKmoAIYUFjpur7uul4cOQKxMIZASW0LejezYEq1jfvfTd2PsDFF33kfvIQO9wlPoarHPs7SkCt0EwBNCiJuEEDcC2Amgr2q7HhBJ3uZmzAJPmVh9BSxIbmpwp5iiYfK9nhc1pOXGMxfQpl2gql+/UqdD7w0nALOFzrwuh+UvxdNvPY1f7PlFRE5tLlELnTREeHHzsyh0Rsul5N0+1fGQJ/ZaUiBwoffGl4rJQqe5fZa3L+PIxpF43wnvA6BAnj8Nmyx0nJsC4E/DwXj1uvdsKgtdErcIYyXwSPV8FvhUe8iSR9C0h4QQyAmgOCAsdMy6bNm4BU+/9SSm4nmaYO27fXKGHJCJsIXYe1mxhYpSzoQtUqI04HNApsIWQHO59jEoPIDDavPnXDXSVRvI6f0rujTdITW2ABgVy5jl8qyFDkiILeowJYRxzybCFiCVhY7FFr8/F2Guy7m0YQlPvPkEtr++PZhf7DClBUVkxZbSML73smKLstABSBXUQu6hkIUuO7ZEXa7L25dxRP04lN0zzLxXKgdkv3fQXa53AfhfAfwQwIMA/jcA38G8tuuvfTNnOydC/fN5oNk0Z6unIthUd+Vy7RNpL0yFtw1umJkr0a00WB4IwL1UXF6hM66LxKGF96CUL8XItCHrguLQqVOf4XSqrN+x+fkyjQ1uA7IfGIK1UuiGfWPovem0KKZTYDiM3z/XlpKA/AorRY/cvXffK7j3l/fi+rOvRz6XD8YzR8xpH6Qh9hrugyvlvKrGmi10HZZUD/CWRDaBrsaBTOsWUZ8XBzx/NbounzjrEyjmiugXHmAVs26l7lEoGGt1ImzRIpRNFrMk2EKVj8qELaMR8s4MvQrPXw3Gi8pJ1Sz1ZRr092CUexRXnPLx4DlXjbSq+02tC6XQZcIW/7NhlcHONNii7z3DnrUXoff7RfjHmbDFotDpcn7irE+gkCsEeB7DFiDMP86ILZXhgbPQOa6cKzxcHsEk2DIee1Gpyvu2BmzRgyL27H0J33/++7jk+I9CIGesMMFVaTmoFrpIHdfY3wGR5G1u8wWNf8eG+rfbwYmcM8cDNF8lRMwmLDyA2S3CpUAYcBY6Q6QdS+xttYLoNO7BruTbuOIdV+DWnbdi5s5oOdttYDoN0nGQofCqH2fNUAqdweUKMLX3qMg3TaFjLV8GHo8QAtXxIHQtvR87P0GvJQB0St6mvX3fjzB1p9hyzpZ5vxz9bEop43JqbgNFeI42E7FX9QvWRXP72MBMCFpO4fNA+PvO3TtGTs3tw7n6THLmhJiTqHULnUOPt666DpefejkG+Yew6pcCi8rZK9cgHMdT8iNjAQmxhQhIyootlEKXCVv8vlyEeSpsAQKZfjD6KSAcXHHqtWQ/zkIXCihLs/csruFh1YydibBFt/AYaBI2bOEsdJmwRSnzXFCEhi3ra+tx+amX45adt2DmzGg5221gNELRcTJjS5myjmfEFrX3ADDeqYTYou09JWdWbNH33m17H4IrXbzv2I+Gxwv1Ccukt2Kvd3A5dEKIK4QQ24QQ+w5UYuGD3UyRaGwR+lYrCGogwczkFvE/y/fiPBBXeqH+Rr4KYwpmFTpDJJoHntpY3a4XXVUsml28PlgvbVjC64PXcf/z98fkpCIlTQW0Wd6Qz23hIrVMkXYOlX3cX/PKqA9X8i9NE0G3PornMVP9rNGjROv6ZNmbR/+EDYdtwDmHnxN8x/FA1Eexl4p+yjTyQHjiOWUlYBUsbX7UeDlloUt7+ubcG75MpmSjnpy8i7c06HmRhOWyfTx4bldXrODpfT+Ny+nKOehGeFipsEXj0BkTGSfAliDCXLtuJmzx7z3vclVzSbiHfJm+iUdRdE/EKQtnkf1Mewjw83NF914WbIG3LiPWQjeXKS5n5FnRZPJchNmwJZAxlsMzA7asrGBQqiJXjFf5AOLYsrRhCa/2XsUDLz4IgNjr/vwak0FmbAmqOhD81bTYYtp7QApsiQQorgVbXFcGtKzl8T/j/CPPxzHNU8PjRfqouURboX+QLXQA/jO8ElzrD2Ri4YPZTGZ1lkjcbiPXT5Ct3nADC4NeuihJiwuUU+jMbhEij1ngsvOvzcwvLwQuP/VyLFQWsLxj7nYNnYaJXGY2sOZcrmxyTEuwCMnBwjwXFnfyY7Od5wwWOguPh7PQTZHDzqOq+CfxCv7onD8K5e4yRXip773BHS+q0WIlmD/TpChhd5FmJQjcKYZ14ZJj9sp0pQGAj9BjD1MBj8cWNEAOh7wQHocukvbCtGeveMcVyMkGHnnzG+R4vRJtJUiFLSELHez9TIoZY6FLjS2BhS6Ly5XYQ5UKnjmiiB2FPWg47zdiCylnTgBSet4Riu6QFlt8OUc1WqFLhS0RlyuQDVu4KNdM2GI7TEX23hXvuAKtcivIXsBZWGvjQWZsqYx4C11abPHSlpgsdAmxJWKhWwu2OC6AYhFPHlvBL7DHS8Rv2LNCCN8CGRlvOkVhPDroUa6/ArAzax3VX4dmUpSCG0hkzFY537LWfCv04gqdMZLJ4DZwXN9tMBp5XACiHxdpx4ZuW9YlnxMoF8r4xJmfwJ1P3Yn+aj80Pyr1hRF0LS+VVY4HYrJcukSh6MDlaq70YXIb1EfD0LWCfg7vTjFFqzquxFc35ZCTIkghYOunLKfBevbCbsQQwToyFoBkQQqEQse7fWg5c90OuhYLHX3v5vKEmlLoQL9o5wRr3kpQVgpdaDzeSlAulNFwfx879v0geM718aKJoYOx0mALwV/NXk8S8bQzWbBFBSQZUgbpMumNSyNy8wVF5KRAbfZeI7aQ4wmB2nQM4brpFDrDfXBd6dE5TBkCkmALdRjOgC2BR6Td9iKUVdqZLNjS6aDL5BCk+lWLVVxzxjW46+mvw8WEVega40FmbKkQQRFZsUVFmANIlUcwhi1RhY7h3iXBFrUuWzflkZMC1519nd0CSc3P1y8OdlDE/wzgXiHEfxBC/Jn6OyASHKRm27QAzeMR3fCLTm/z5J/x8dSzUCSCIswRXgY3jCvZjOemQt8x8IyQ6gFOKZgXil7auIThdIhvPP0Nv99cJir1hSmSCaCjXKf5ImQ5nsNHlzMxePrzK/snRc66QHGUvPGA+iQOSqqfKRcW90JxpIvbT5/gA/1DcVTzqND3XFJNZaEL5hdxG3Dj2cAlVOhbc/uwaUS0+VFrmet20a00Uq9LzAKpWrsNuC7qs3HqWqfqemXCOm5zF7Xk+zF1R7jzqTtj43HE7FTY0ukA+TxQqxmf6STYQiU3zYQtvhtrWLNEuSbBFgCudLF8+ire2z0UBayzYktcTqA5oa3jmbAFykLXpF12abAlEiUJZMOWYC0jLvMs2CItCh2FLUsbl9Bb7WGUf5jFzvqY5h8nwZbqyL9/WrqurNgScrmmiHKNYYvGHVdyZsUWx5Ve6cbTJri0fxiOaByRjOYSnZ//PB5sC91fAxjCy0XX1P7+1TRjMV7JmIIXFoI6aywo5US47I0az38Yiv0esLAQ6SdJoNZl4MBzyNQktJ32Y24DLVu2+k2sn5zL8+7j3o3j28cHblcTMdtEeGZdvJ0OBtU6nwXesi4xN0WjAeRyqAzC+blC8zMUis4LgboCpej9k4Zs9UyQgiMlJrkn8XJzhj965RByvERlaKKgxEV4KTBj56c9KwSHzrQusbWUEvl+D71SzbIuKV4O/pq3J3QeQVOJK/V5eRjfe6agAQCo4ywslo4hSyRxbp9U2BJJewFkxxZHSo8Lq6WdyYQtykJni3JNgi0AfvLyT/BSY4brXjk0+E2snzTfu+bEt44T2JkaW/x+nIUuMbZImRw7LdgSso4DobQzabFF+i7XRImM/fbe49+LoxpHY5D/IfneA4DaaJAZW6pD3zqu3atM2AJvTVYLRTjlCnv/EmFLzOVqdtWa7oMjJf7x5X/ES/UZtuw5DIAdW0hLoi/TwebQrZNSftSvFPFX6u+ASHCQmrEYLxP5hoUFiJUVwI80jPUzFIrOC4HSbIrCZEyDksFczcnpuhJDFTTA8Xg40NXl1KMkjdaFeYRXTuSwecNmfG/X9/B6/3VzUIRrr9NIuVz7FguPJ2f8O9LNlMsB7TYqAz7tjMl9k8sJtCaMQmdwp+Rz/D0Y5B9AfZbH1c/H6/aFko1G+gGam4IAJfpZQfA9LSfhctWec35diHvQ70O4rhflajh9m077sefFX/PWhOPxeP+arDyVQVyhC9wpTL9CLoeN667A/S/cj1d7r4bk7DKHqVTYEklsqq5Nzc+ELUE/IWJRyqmxRXHoLHSHRNgC4ObHb0bdyeOqFyr0eAhjCzVea8zvvdTY4n82qTc9ykLkAU6MLZOJF80f8W5kwRZ1bQo702ILVjpsUmg1XhRb8rk8Pnr6tRjlHsXI2R/+0l/z+qifGVtqxGEqE7Zo/ZxmM5WFLoYtUe8Gyz/2/jVhi+tK3Lzde86vfin8nPOWWQLjA4Xu4FrofiCE+OABGfFfsPHEc+ZBW1iAWF1FebbKavIms3OTUQiM9QiFujYt54gpYWMr9G1zuXJ5fHSQ2LxxM1zp4radt8VLf2kymUGJkbPTQb9istCBl5MDz4WFoKAza10wvDRb47jLVaURMYInIWN/MsQg/xN8cO+RqO/rx763ceFiFjo9KCJJMEVUzmhQxGwGjEZW0CX3kHbKZHOL6S5eYn6cha41pvMIzhKcoimFznaKzglgw+IVcKWLW3bcEpLT6vZJgi0J954NWwA6OW0mbOl04IocVhkrQRpsCUradY9Be6XPzs9YhD4n0FJ0h1SHKbOc41rDs7JF6vEmxhZi7wHZsCUYT8POrNgiuhYLHYMtHz39OkA4+Pnr94a/UArdsJ8ZW+qjfmqFjt1DjlLoWrSFLim2UC7XjNgymY1xxxN34CO9owM8T4ItHH+1e5AtdH8K4D4hxOhfa9oSQGnk8c9VqH/MvaFZCThfu8m8ylt4DGBtjLiS80oKHI+HeLBjBZgTBkVE6xGeeeiZOO/I87C8YznshmmGrYamlwprlVhZQb9St65LKvBcWEC5r1zm8a/JwtRqPN9CJ+t1L/WF39R1TO4NSsZvPnsPpBjiyu47UoXemyoNABGCtdaSgGdIIfCvHePsRRpJXNZ4IKyFTpgjyji3T8sSaWeSk1Lo2KhaJWdOYLF8PC46+qKQ23XmSgyLFch83nD/4teLYYvmsrOV/jJhizeXuEKXCVs6HYyr5iof3lzi30X30Def+SY6kw62zM7UUj7ZsSU6Pw47M2GL32+V8W4kxhbCOu7NJS6LDVsCOTX+cVZswcqKZ6FL6co8bf3ZKLon4B9fDfNFlUy1YS8zttRH1GEqA7ZgrgQ5zRaz9xJiS6cD1GpAoeD3y8g/FgLP9X6MzqSDpekZob0HJMRc1f4lLHRSyiaAQwBcDOBKAFf4//6ralwxXpZIHHqpxL92XZ74mstpFp7YS8V809W1o807ZXIu1/lvYnJKDZQcx4uq0vKYqd9EG2X5WtqwhEdefaHbq2AAACAASURBVAS7e8/NxysUvBJSWqRdIjDTW6eDfrluJMxy82MLRS8seLnImH7m8jye20cyoJT2lHnrzmXk3UNxHk4JVdVQjSPoxsBTq8Prfc6vCZCg9Jd2LXS783I5mUDJkjqBdN9EXMqq+evemNB7z/ZSKUkXlfGQtRLYCM9bNm7B468/jh2v7/DklDJWVUNvibGFstBlwBZ9LmEOZAZs6XQwqjXs3LQEe+jm7TfjqOZReF/1DOT9gLKk2KLLyblcM2ELNJcrkI6uomMLYeHh+tmwRf2GOkylwpbxGGJ1Fd2y4TBswJaGcwme62zDU28+pQ2UB1ot1Ea9zNhCWegyYQvmipnL7L3E2KLtPSVnFmzJ5wSe6nwbh9cPxyWl01Pl8KTee8BB5tAJIT4L4CEA9wH4S//fPz8gEhzExqeGYMrQBMRszvRsNv+3mEgthyqXo/UDePM/Z6EzuUVC5XKiaS+E5aUSkfO6s69DTuTwvRe/FpYzFCnp8jwCTs4glxLZzeye4tw37TZKPT6oxZY6oTUZQMZSzoTliTaq0Pfr/dfxwIvfR925GG4zXFVDHy9RPrKExF7lpjDxsIKtoL9ULFnSyT2knTJN62JySfIu116m8jytVT5KEuDXRbmirz3rWhRyBdy8/Wavn6M950zqhETYEqry4c8lA7YAEZdrYA3LgC2dDobVhpWbZsOWNwdv4jvPfQebN2xGvr2I/GiIojNNjC36eBx2ZsIWeM/LasPs3bBiC8HB4sazYYuSSefQZcGW0GGKs7AasKU+uxg5kcdNj90U/rLdRnXYy4wtjVE8ZVAmbMFcMXOb9N5LjC2RyiPWlE+MnI5YwQv9H2Pzhs0otBeBwQBwnMTYEmr/Qhy6fwvgQgAvSSnfB2ATgLcOiAQHsXHFeG0WujbjcnUNEUkeB4uLkjSbcwE+2/lqjc6YbTtlsjwQw+mbeqkc2TwSHzz5g/jO87dBwgnnU1IWOsnzCFg5Ox30KryFzugWMVno+rTbx3UlpDQRdD0ej2yncxtQ87t1561wpIOG835Mm2G+od7PdBoO3T8/7QWgXK68myLRaVFT6EyVFABmDwU8EN5KwAZvcBHmKhfWiHG5WubXZKzjSdfl0Pqh+NApH8LWHVvhuA6bCFa1xNiiWQlChb4jzYYtgHYI012uWbBlZQXDqvneeeOZseX2J27HzJ1hy8Ytwbo3J8PE2KKP1xr3vajGSjiNUSZs8eVcbfjPebTSR1JsIRLTUuMlwRbvd0hFdyDnpx+mDOvC3jss4oLDL8FXt381VNoRCwuoDZigiAR7iOTQZcEWaBY67jCVFFsiFjpbhQlufm/MfgAXM9yw6YawQp4Gc1VbWcG0XMUsT1f5SNuSKnRjKeUYAIQQZSnl0wBOOyASHMTGmXQdlwn192/WwioTvu2YzP8wcujY040BlGau9Phc9Xi1CFuEl50Hwq1LXM5Pn/tpvDF8FePc4+SLbpaG0A0EbuBeKZuFLlZAWzWDQmcqreR97rnaXaLsF8ATZik5v/r4V3HOYeehKI+F2wzn7FONI+iSFjqt+oGNjG86LZIKnc3dYDhldg1BLTZLYuxAVSoB1SoaTFAEGx3rt7aBg6XkoZpeDmjLxi14tfcqHnzxwcDyJUwvFRu2SBl/qRjWxYQtAB0UkQlbElrobNhy02M34dwjzsWGwzdYg1o4bPHk9KObm/Go29TYoo03zWChC2ELExSRBVuC31UqHqZrey8NtiQ5TNmw5QPHX4vX+q/hu899d/7lwgJvobPsvbyUqE94ukMqbMGcmyZb/N5LhC2EyzUttkgp8drsPhxaPhNnH3Z2RCFPji1B63QwqTfYPmlbUoVutxBiAcDdAL4vhPgGgFctfX7tmilfDRnqHwRFDPkIL0PWay5SywTW5nIyPpgtLPCpE1jzv/ZQA/FILXZd4nJeddpVaJcX0c9/f95P5/E4JncK4vPzXRkdA6l+foqOf8dGvi0soDjoI+86sfkF4GLiQE4G3qmQ6MeFtCssVsPtfGMntr22DR85zasM4bQYhU4w5Opo2osoKDEWOjuxN6IQ+Ne2glKOkFNz+/DrwuTnM92HhQU0RkyUK5dqyG9NzjpuK7ytuWGufMeVaJVbuOnxm+YuNGLvAQmxZTTyoom1Q4Iw9DNhC6BZlLS0M5mwpdPBoNrIpCgpbHn8tcfx6J5H8elzP+19oQeUpcAWwFuT1ngwt2br/dJii5LTcTFr0NbxxNiSEDuTYEvQT+NlpsUWXSYTf9WGLe886hIcUjsENz1+0/zLhQVUBr1M2FId95GTMv1hisIWzC3Rst3y3JuzWej7xNiiBSQB/J41Ycujex5F330e72hc5X2gH4ZTYEvQOh2M682Dq9BJKT8ipVyRUv4lgP8DwJcAXH1AJDiIjSvGa0p7AfAuV1PdPeVydfKFwD2mmokwGzt96+MpOQkrgY0LF6s0EIm040/f8UekXCjj8pM/gWH+Z1gZ7fM+1Hk8JkIwNZ52ykxEJNaaCvUnXbUBsT7u9kkSyeRZ6NKfMvXfffXxr6KQK+APT73G+5yx0LH8kcBN4c8vUrDcswzF5UiUIkB11IMiEqwLRap3CwWMC2XDuvAuLe97XqEzrwun0DEBSVbryXxdqsUqrj/7enztya9hsNrx1oRzuSbBlggHS42XBVv0uaDV8qzco1E2bOl0MKiYS0cBZmz58rYvo5QvzUvaJYhSNpW4ak0GmDVbse9SY4uSUwLThjkowoot6v75lkPO4pkEW4CIQt7tpsYWfS4m/qoNWyqFCpY2LOGeZ+7B3uFe70ul0GXAlsaIoTtkwRbMaS7RnH2qJcaWKIfOirlxOW/cdiNyKOHE2qXeBxp2psGWoHU6mNT4w1TaltRCFzQp5UNSynuklKv2X/96Na4Yr+sy4FmpAKUS2kykna0MTWsywKTRDBUHt/Uz8kCUnMRLxVToOxTqn8blKiVbgPma05YAMcMPXrpzfj0t2sfOH4mDUqdUNawLgmvrTf0vpxAAtJWATZehxhN+v3bE5WrbtJpbZOpM8ZXHv4Ir3nEFFsrrPXk5Cx21LtBPtZj3i7rsDKfoRIW+NZms60K5Nzod72UpRGoej/HUvrDgJzeNf2U77ZuSQgthcEVH5vfZ8z6L8WyMx/Z+m917nhwJsCWy95T8WbBFXTt0Pf/+pcIW3w08qPAcLBu2SEyxvGMZHzn9I1hf855zq4XOgC1eQFkfU0qhS4stgZwupObeDI83v7beYtjS6Xh0Fz/tBWe5TLKHAMToKmmwJWhJApISYMsNm27AqrM6z73oK3RZsKXGKHSZsAXa+rbS8Y9NOSABsImMOWwZz8a4ZectOLL0HhSE776P0FXSYIvqN6o12LVM21IrdP+aGxftw4Kg8FwsHA/EFKkFeJa9IFRea0ZQip6+I/0KebOFjnupsMRew+l7ZigUfcYhG1FyT8Z3X7x1fr0ECh0JSj5JuVs0R0nG+sHiAtV4PNH52U6L5dEQeeliFnH72CK19NP3t579Ft4YvIHPbvpsMH6g0EWDWizzy3M8EEt0LJvtXD8t5vNeqbROh08jQvVTbWUF03rYahFtnHvDZcATQKDQJYr+jTTOSsC65/0WtZidf+T52Hj4RvzirTs9143m3oz2S5uYFoi4vrVmw5bQyy/yUkm1h4ZDwHG8HJC26FEGW3aPfoR9o3349KZPz78w7D3AjC3KOp5WoTNx4VwXXhQodRhOii0Eqd77XXQsM7ZweQTTYEvQghyQhpRBCbBl4+EbsemITbjxsRu9LxcWUBn24LpO7Ho2bKkNLRa6NNiCSIQ5QAa1WLFlNvPctQn4qxy23P303VgZr+C4yh/OExlH9l4abFH9xtUG655P236jFDo+Hw8f6o+FBbb8UIibRrT2ZIBxnQElyymM4y7klJUgRZTrTJ8fE+XKJ9UkxUQ+J9CYXYpdKzuxbc82z8ozHALTqdm6YHAbrJSqqdfFSCQ2lI+yWXjKKn9dWperdh/+ftvf4+jm0bjslMsCt4FkTplcTqvYaThmoePvHWA5Dev91EsliWWPAKXVhlmhy2yhG5oLhHNyNsZ9uCLnKaqRftyaUHIKIfCZTZ/BntGTmOB5b51c18vlqLVE2BLJY0aNp5oNW0KJjKMKXZo95ONI35SY1oItz/TvwXHt43DJiZfMv7AkZbdhS2symEelhsZLiS2anHkLdlqxhdh71Hh2rpgaz/8gwqFLZWH1n6m+wbuRFFtuOPcGbHttGx5/7XGvSpKUqI6GsevZsKU+9FNjpa3Swu4h/7OFNVjoIlQjJX8abLnxsRtxXPs4HFG+gLSOp8UW1e+3FrqMjdXIJX+awsKCF3rPWcwMGnlzMsCYsNAly1EU/y4I9SddrrT5X8kZ4vEUCkE6ANOp1uOr8MlGa857UciVvFOderB7PeO6kC7ewOWa4JQZA09DqL/B7ROzfEVaeejn1ItGuSYIvQeAl7sv477n7sMN596AQq4wl7vpu+AT8nhiyUajHDqDZQggokeVnFEicauVmMdDuQ1UFn5jImNDBBt3/6pcUITVQjfAsFqfn1i0fqY9S532N2/YjLwoYh++Gytzp1oibKE4dAYrgVFOnWCt8XhSY4ty2ZmqtBiwZTB7Db8a/hM+dc6nkM/l51/U65D5PI+dJmwREs3JAKuMhS5t6S8ppZfuhMHOxNgS2XvWoAhbombdwqpzsGyKWQQ7nUYTbi6fel2i2PLJDZ9EMVf0ctKp8l/jeJlCG7ZUGAtdJmzBfL45Zu8lwhZm7yXFll91foXv7/o+/vicP0Yhlyf5x1mwBSsrGNUOclDE/18aX+rDbKFrjul8PI7L190DPELwiFDoXJeP8CI3rTZeWlBS14pFSfq/NxcIN6ROEAJ5NPHOI7xcXZNWLbi+aV2MLxVL6L2ai96MyTgNxGxbriFVA3bWClsJHAuYqfndunMZrnQDN1Rwqi3kyWoD3H1Q8yvkBZn2Ipcjko0iAXhGK0woHo9NEczRoferjXDlkdh4HPnfcv9qox4c4nSjXJKxcn1+q4/7GNTS0R2UHNF7sL62Hqc034+98n6Mm1Xvw4RBLaSFLmGUsglbQuNpL7rU2JIgStKEEXtmXqqLGzbdEP5CCMj2AloT3sLKKiCTCcrOLLD6Rvulwhboe1YYMwRYsYXgr+rXD8azYEvMkphw781d39qHnU4QOW9fFwO2wHvOrzrtKizvWMZqy8t32hwPUmNLjbHQZcIWrZ9Y9K9H7D0rtlD8VS4ogsCWrzz+FUhIfOrcTyGX056VSNqZVNiyugqMxxgaIszTtt8ohY4txmsIhfc4dHykls1CNyJeKqZ6hIB/cmDdFD4oTSben9YHYBRBJ5JLKaIQAFwWeHvW+YuP/QT2jfbhHjzrfbGyYlYEKTeFptDZcmhFSazGcjm6yzUKSpZs56oGbDTSbs5zIbshnwMkXNy68yZccuIlOHHxRG88/aVisrAy88sJEfCdaB5POtCNnWp9V1SgeBrmR0VJTmoJXK6GUzR3/wqOg8J4FPvKVOsUAOqjPgbVRuxzG+hyhb7Pal8NBz3c7T7pfZAwj2AIW9igiCwWOkKhW1lJjy1BhDmfC4vDFle6eH12H46rX4QTFk6I9ZMLbS9SPCW2FP3qLhOGrpIKWxDJm0YdhpNiC4OdabElZjFTdIeZGo/sFrfs+TIpjLJaWE3Y4rcbzr0Bbw3fwr3uMwBouooNW6pKoeNyeKbBFmiVKRYYhS4JtlCHKWbvRbFFSombHrsJF59wMU5aPCm8hzQ3fmps8WUaVvn3Xtr2G6XQmcKUTQpdY8wTs00vlda4T1vopM00a3KBCtLtozYl0S1sodu/H1hcDL6zhfrb+CpnrX83jm0diy/3fuR9sbJiTrlAKZCdDmSlgtVC0Zg3Tc0lOjf9uqHWbEL6BOvYKTOhhS6aCyuWRiQmp8A49zh2917GZ8/77Hw8nZdBWljp+YWyj+/f732o3T/2pWJx3+SFCK/J4mJw77zxDGWECB7IpN4wjudZouKfB6doAwcyOPFrzbhnAdSHjEJncPV5csStnQBwdPVClMXh+NL++70PUqSdyet7T4g4jycDtoTcRep5WFlJjy2J8pjR2PLgiw9igtdwzuJHyH6ehY4+DJuwRdWAnXBpS9JgCyJ7iAyKmF87OpZ+XQ4702JLDHMXFz1ty1dkU1XL6XTgKOs4ty5JsMVvl51yGY5oHIEb9z0AwPdupMSW6qDn1SbN50OfZ8IWTc4cY6FLhC0EdnKJjKPY8uOXf4xd+3fhhnNvCMZzGOxMhS2BQvdbC12mxpl0jb5vX6EzWsyotrqK6nQyr72qj2eI8ALMbpgCo9CZiMshOfftoxUC8qTCZ2UPridz+NS5n8J39/8cv2oB7lt7/bI3ZrdB1EKnaqamivDSrkPKmcvBabZ8tw8i/cyFsFWFiWikHVt71G/5nEA//z0slNfh6tPnqRpDp1qDlSBmXdAj3/b5Of/0+0e5YbT5JS5Ds7gI7NuXiNAdugeuC3S7AVfUVOCdc0myof6+QlclFDpTAl3As9D1K4RCZ+nHWsykwFHFP8AP9v4cLyyA5vHYsGXfPm9O2hpZrfGcnPrLr9HwXp779qXHlsBCV0td+utL276EPBo4Y+ESqpvRu2HClkJgoQsfhucltVJgCyKcKEOUqxFbpIxh53xdEOlnxpYY5qpr7ts/H4+aH3UfOh3MEgQkxfqBjtgv5ArYsnELvv3GT/B6HWhN4mmDbNhSGfTQJWqTpsaWSL9CuQxUq2TaGSu2ENjJBlNEMOLGx25Es9TENWd4uURje8jHztTY4s9jUPmthS5TMxXjZRd0YQHl2RRCc2+qNnNdlq+ibtaIdfuY5OQftMBtoI0BaKdMzoSsnzLXrQuNBXCpE+xuA0d6vAIJia+eA7j+xrHxeELjraxAtiwcLAsocXLOmq1MUa4l/6Uyi/B45m4Dut9guh/D/M9w9WnXoVKY16EMQEmlvoiG3jP3IaQIqlNm6P75v4sSnhOkQHCldmJct847ZU5nxn4x4nKvB0iJiX9w4d0pfPCG6TAFeNa2aDOVuAI8q16/Sr9UjG4RjgvnSBxd+gMICNy4CUSkZAJsiew9rx/t4jViCyIuXiG86+7fnx5bVEBSkX+pUNiyf7QfX3/y61jA+1AuVMh+aLc9hSAlthR6nkzjyN4L7SFKTm4P6Xuh3faeWWeejiMRtvgR/Pr946Jqbdgyr9ih7T0g2N9JMDdoKyvBoTP1ujByfnrTp+FIB185l7bQ2bBFKXQxy6VjVnTZoAjdVctEKVuxhcBObw/F5dCxpTfp4Y4n7sC1Z12LeqlOj+fvvdTYoil0v7XQZWg8cdn+Uqn0u7GvHMmHbquHjiRmS8laMgI5GVNwyEKnPdhBoW9TMAVgcLnG5TDWTdROtSctnoT3HfsefHkT4OzbG/qempuSKWidDlw/+MBKJE7gNtCb06J5PDYeSLHfxbBYxqxQJPtx4z20+05AzHDNaVvC/ZTbgHW50i+HkPuGcrlyhGebyzUAecyv6brIDfrWfhQojX2FzhhVS1q+DJyvwEJHKHQW12JtSFvobK5aLvLNkRKNwpG49IT348ZzAWdlf7hfEmyJ7D3AU5bodTFgCzXe4qKn0KXFlpUVIJ/HoFhm15PCllt33oqJM8GCvCwB/zj+ldH67z9Tk1rYOh4rtk7MDbDsIaLaQCJsoVx2KRWlaL+ohU6smC10nMtVVcBY07po7fRDTsfvH/t7+K/nAw0iqMWGLUqhiz7W6uCSGFtUvwBz+TyCVmzZv9/TCLX6wHnBWPY0bLn9idsxnA5DQT+xqjD+3kuNLSplULVhtKqnab9RCh1LXDYRif2XSqkfd/s4BlAKFLpqukitQE6Tpc2UOoFz3wjfbRB5qXDlgFSof9LcVJ8+/7N4fh3wYGc7gPRuA1W03h4Uke407LbaZmIvM79ir+uDUnS8OJFYNSklfvDyrSi5p+GUdWeGx3MsoMRYCUIWQdNLJa2VgHmpFDorxn6xPaR4IMpCxzzWLHHZ5KYILHTU3jPsodkM1fEAPUKhs52ijXsoB3z2gs9hdxv4fu+x0PeJsIVQ6PjxDNgS9NM+UApdWmzpePUtZ5K/55ScX972ZZx7xLkouSfzXL+FNpkyyIotPocumvIpCd0BsOwhA13FuIfIvRe+fnQ8U741QMPciEKXuMKElJ5CZ6E7JMKWSPs3F3weu9YBrzZeSI0t5UEX3UqdGM/uijalEckJsHQVK7bs3x+jO3BBEfoe+ttH/hZnH3Y23nXMu7TxEHe5JrDQsS7Xct1oVU/TfrMUOo4E6fKh/oGFbhC30BmjY32FjuTQJQBr2hRsVuiEISdZPi+8TNnTKcPBoje7LUhBdbvmzI9hcSzw9/LhYA5UU1gVErPTCSoo2HMphT+3nYaddtvLVh9TzPx+zH0v9jrolhux8aKh/nr751f+GS91n0FjdikRUabJqVInaDJxxPNQoWiGBwKktxKI4P7RCp3pvruRewcAYz+XEpdGhK/TaA5IAjw+XKyfSRH0rS/9StzlakxRBLWH4p+rRL9XnfZhrB8JfMl9NPR9ImyJcLBM/YzYAu/+xYJa9u1Ljy1+5KaNs6djy2OvPYZH9zyKz2z6zBxbqD4Li6hPx156Bq1ZsUU9U5EoV1vxcxJbEFEEiUjJRNhC7D3BWPZs2BLFTnXN/H5/79n6KWwZj4HpFBNLyqBE2BJp15x5DdaNBH56zK7U2FLu95jDsP2dQr33QmlEqLQzSbCF2XtUAJTClkdefQSP7nkUnz//8yFci1nalIVuNkuHLVoOyN9a6DI0trSIayASBwpdyki7wOVKuH1c82nYFPlWyOVIUALA5uMJSn9RHKysoBRRJKrFKm54cQF3V1+Ag/12y1DEyuO0VFCEOcKLLc9jsNA1iWz1tvI8hR59yjSlSfn7X/w9Kvka6s572Ei7QCGfzYDRPB0Hx4ULRZQptwGR3DTtusTcMP4zUeqaLXSxPaRFatmeaRKsTXvIP7jUR4SFLsHe65IKna08j7l8XrlQxpYXmvhG+QW8MXhD65cAWwgOHasIJnDfUDye1NjS6QALC3Ns4cbTsOWLP/8iqoUqNm/YHC4rGGkqb1g+QlexYkt3BZN8EdNSKfS5NXKbwhboJaByxgwBxj1kwM602MLtvVxnv3F+sUTG/hym1qAIfz4polUrhQque34Bjxz1Jvb0Xwv3s8yv3O+iW2nEXbU2r4FxD/l9OJerDVso/ir3nvX7/d0jf4dasYaljUux8WJ7z3VRGA7SYYuq8mEISErbfqMUOq4Yryv5QtFGC53pVKv846Tbx7WkJLCU/lI8ANLlGr9ekFfHkPYiBkpqs6fgZfybN47DTEj0C9+3EoKjSoHTVKdMshvrFgncBoycbrtNRtrZytAUuh3vlJlwXXqTHm7beRsuPu7DyKFmj7QD6JcK575RLxUiShKgolx5d4reLwAmZaHz3V1Wd5EbfqnYytdwkWjGw1S5jNVSBfXRIPaV0aKk6ltSUa5uhvI8CO/Zz+05GlPh4svbvhx8b8UWgu5gHi9FlCuguX1SYotmobOvC9AZd7B1x1Zcf/b1WKwuGvMB5vy5lrph7LRhS67TSX2Y0q/H7z2kcrmGsMVAd0iLLbE9VKsBxSLyiu6QkOai5jBJUEeZktNmadv86tFwchK37vwq2Y/EFtdFyefQsUaCpOuiLim1Z4x0uSbAFoq/yrwvHVdCigFu2XkLrj/7erQr4dRV+Shtwb9upddJhy2dDlCvY1Xkflv6K0tjo2FMof5KoSOI2cYC2gYLnePyp1OAP6k4yn2Tz3tKHZFPKWYZ0k+nhNvA+y6+Lok5WFq/d5SPwvvfaKKX/w6EIHYKCP6IXzR5Fih06VISBKdFZj1lewGt1SHc2Sz0ue20GFjoEkZ4LW9fxmA6wBUne6c53kpAK3SJXKeUQpDRQhdztfvXLXc7fBoRaryEkVpceR5vD7HdMK430SDKDyVR6FgLnSl6lHWdzu/RGfnD8b59bfztI38Lxy9ebsWWft971qmXisHNxMrJun3cdNiiKXTmdfGezZu334zBdIA/ufBPwthCNR87C5yFzuBy7ZYb6arCIEk0J22hS4QtppRBpr1OtBh2CgEsLiK/YrHQRfv5c1i1KHRZaRkniMNxwSsVLO/4MlzpxvqR+73Xg5CSPgy7Mh22+C1Er2D4x1ZsIVyupsj0t9z7MZwO8fkLPk/KGctDB6Da76TDFn/v2azqadpvlEJnKsbLvlRUclPC5Wqz0Dm5PIbFeEi/YzlF87XptFM0Rw41nU4JtwGgQD4yVoK0F0CcHPq5J6pwcm9i+1sPkv1i4NkNpwfhT2++XIziyZ2MVH470QvfP9tLxbPQxd0GFAhKKfGFn38B5x95Ps4+5AIAPMGazSNoO0UL/6USddkxp1rbusRO+/51i90V67MZ6qdcrpZcShwdYGZx9Y3rTTQIDl0Q6EM1pdCV6aCIzBY67aXyJ8+28VLnJdz7y3sBJMAWwsID8C7e1Ba6desAKVEZ9dNhSwoL3cxx8cVHvogLj7oQ5x91fhhbqOZjp6r8oJqVC9dZIRWCrBa60B6irONJsGX/fu8grddRDvYCyH6pLGaLiyj4MtnmF7WOj+sqwnwN60K0abONTz1WxsvdF3Hfc/cFnxuxRTtMUe+iVNgSyKmlKGq35ylktPlZsYU5DJN73XHx6vSbOO/I83DBUReQcoas8T52lvvd9Ba6djuMLWtsv1EKXYzM6DdjqH+lglm+QHLojHyclRX0qw04Mv59kmgY+gF1wyeVBPl4QqdT5qWSI04q1mznFJitW4cP71hFXi7i/pe3kv1im9afQ9LkmHzwBn3/pP9SUZFz0X7keFIi3+2gV64lWpeHXnoIT775JP70wj9FwX+7GSO8iLQzHJiFCmGT641xWQAAIABJREFULjuQ/awWuuhp33f7lHtd67MJaM/LygpQLGJSLNmjMplDimm8Sb2JJhUUkcBC1yml59CZDlO6QvfhpySOah6F//LIfwGQAFu4wxSjQCaSMxrlCi8iOBW2rKwELxXb/Xux/wiefPNJ/MmFfxLI6H1nttCVIxY6G7aIjrf3jDVZicbvIfPeS4Qtiu4QIseH5xPtl8pitm4dCl1zQFLsEObPQeWAtFr2TNhCtFmrhY8/McNhtSPwhYe/EHxuvA/aYYpal1TYovrJiIUOiHk3jHtW0R2IwzD1nn1l9Bj67vP4/Plx6xzA0B0AVPvddNji7z1H/tZCl6mZXJnsggqBQa1Blh+yuX0G1QYf+WY7fUe6qVB/Kzk0Cko6eLJWgvi62MBaiRE1PZf3d9CYfRC/eOMB7Nq3Kz636Kb15zBrWKJcLa5F7j4EFSg6tEJHgtlgAOE4/ikTZD99vC88/AWsq67DdWdfZyBYY97PYKFj3Td5weQxy7YusULfvtun3OtYn039+oGFxwJKXkQZUSYpgUJHuVyNken+S2WFcbnaLF9cTiv9pVJc6eJz530O9z13H3bt22XHFu4wZQiAMr/8EHe5AmgMe8mxRUqg24VstYyluJScj+69HYuVRVx71rWejBbFjLXQ2RTBlRWPVH8gFCVokek54RVTL5Vo63hKuoM9Q4CNPqJ9uLiIosVCF9vrWoS5qV8ibCHarNnG+tEI1515A77z3Hfwy72/DM2PHE+z0FG83lTYovULvfeAGP/YiC39PuA49HuP2Hs7O7ehKJrYvHEzKWdMMdMUulTYEljHzYepNO03SqHji/GaTZ7DahNVzu3D9et0MKzGXXbeeAn4MTZXX0KXa6hQ9L59CPh3kfGMrlqiBclGIycVISWOHLwXOZHH3/z8b2L9YmCmeCAWCx3nWrSBvHqp5Lo0j4fEXK1geWxdIu6i3d3duPvpu/GZTZ9BtVjVTvvhS5IWugSl20JEYoZU740XX5ecAJtGhLQuLC56bgPLsxman3IbWNJscPOzKS6rjRYak3hQhNF90+nAFQJ9ooJBEisBx4ULuX26Xfw3mz6DQq6ALz7yRTu2GPiray79pV23MTS/VELY0u8Drhsk9Tb1c8RePNu5H58691OoFqveZ5YqLUEOzwFHd6C7CT8oIu1e55Kkx1y1EexMhC0kB8u8Zzl9NUdZ1RcXUbRFmFN7D8C4Vv//2HvzOEmKMn38ibq6uuvorj5nenruk3EGhBkGlNsVV0U8QVFQdkVFF3A4xAvEY90fyiHKJeByreJXd1FRVsUFBOSQ+4ZxDgZmpufou7qr767K/P0RmVmZkW8cWYNf1+8Qn898ero6o97IiIwn33jeK/B3Wb+owRuVfB5x28JJ8z+MZCyJa5+41vseKbZ42EkHRUTCFrdfRa3QabFF5Tsu9NkxvAPbxu/HvLr3oCHZQI6TzEMHIDOmt25Q7g4BbNnLtk8pdNJivBqnxPGGHM3Q2Wo/nrEGCUOnS0lAMWZiiLkkH48sNN1j6AqFgNnA/U5lMIVsnJKTSutECofPeQ9ufOZGlKaC8xZKZOyG3utKf8lOb5pUBu5LJV4KzlU1Czxxf57ZIJxLSZR3/ZPXw7ItfG7t55zPg9d5/fzgSaSdkTl0VyMCIQ29J+Wp3AggYReam5EuFbWh9wF5btoLgzQb5Dg1fjVT2Rzyk2GFTpcyaKohizLxvbpxygp9B4reNzUBto1OlscHVnwANz1zEyx7Uo0tMnZcZi5SYQuIoAjnuchNaEyufmxxnj9LU0cZAHqtO2GhgjPXnRkYI6Bg6LJZVFgsZHLVYkuxiFEiIMnbexo/W2XKICCEnUbYIkk5479OlCeva0zsdSOFLjguDA8DjGHSYaKNExkL45TJc1NJtU2lcMLKE3DTszdhdHpUjS0eQ5clo1UjYQuqvwfWDqAVOhm2SF2Nwu+9Hz75QwA2Fjd8UDFOYc82NACpFBo0Cl0IWxzs1M1LlLZvKXSqU7QCPCcasmigyg+pomOLRYw35Gpi6BgzMKFJfOjEd4NX2UBiNgBoBVLr8AzCxOsAXuPkKD649NMYmRrBrc/dGpLlvx+PodOYDargGfxcl32cOfebFBQ65f0pHHv96zBVnsINT9+A45Ydh4WFhYFxSrOrxxkvph6LBf14ZOyCywiO0WYDJnsZWbaUIXDHD4RfKmmd2UA8DRsmpq3OS/Bz3V6YzuaRmxwLZUXVJfWezOSju1eAMGX6xhlg6Bw56w9Zj6HJIWwZ+60aWyQ+dNKyRSpsgZyhy02MmmOLq9BpDlMTMxPYU7kTi7NHY1FhUeDeAAVDxxhK6QzqRiMwdJOTwNQUSoRCoKshKk1bIvYTsNMIWxTsuGjq02EnOc7mZiRHS2C23FoUwha3ygf45zLTqRZbJPLK+epzfta6szAyNYKfPP8TNbYoDsMmvuN8nAoWn/I/1mGLMhiwKmtiZgI3PHUD5tQdgXyyUzpOJu49x12lQeu/6sMW2/YFRbzB0NXU5MV45ZsBACYyOTK5aVnjxzNBmFwty4Ztq0/DlBkmlGW7pYU/qL6nmDS5+vtJFDrqpKL1c6HkOd/dODmKVe1rsG7OOlz52JWBkPfQph3gtV+nGguBv4fHyH/KQF7qYO0AQGJE9ONxwToiQ+dT6G574Tb0jvXi7EPOlt+f0C/BbRUcXFxTACRmGN84Y0U5wwPQZgplolhqnAYKXei0PzAAtLQYKUoAdVBRF6GfzuWRssqwx8eFfhqGLhNWCABNhQnID30B/5+WFv5zcBBvnftWHNx5MJ4r/tRbq2A/VP0f43GuzIvyJAqkMgWCZO/lNQpdAFucvVcu8BedbF5ue+E2lDGCA5o+JtybhqEDT2cj5vBUYouvvqV0D8kUF83ei/vXj9h7SmxRKHRhP1sFtkDCmDnuKrmpcXPTqW/veeMk5SHYTxinbPlcUzwrDuPQrkNx0OyDcOVjV2K6XNEydKN14VycFY1bhirtTJzYe27TYouSoasq5D978WcYmBjA4oYTIr+fUSggM6bxX/Xv2fFxYGrKW7+/a4aOMdbMGLubMbbZ+RnWMvh1FcbYs86/3+ytXGkxXo1T4nhDjiw/pCwsXixioiEXOXoUoEE+lNuopYUzNgHnUA2zR/iBABITrwFYy/LxNE2UEGMM6w9Zj82Dm/GHLX/wLmGMgTHfpu3vB+Jxz4dOG+EV0WzgKXQCQ+eCsDJSi8h27jedfu/P38P+HfvjbQvf5v1dGqTg/O49Ly0t/N7d+5M4LrvO+Mw9kcqiXIl5MWLMhPWrHxvRVgwAfPuov98IlKTJTW15ahUAmM7y9bOGgmy0zuwzlc3TualMTK66IAX3pdLfD8YYzjn0HAzPbEdf+VGin1Ut20a4O4QKffvuT5kCQRxnfT3sVApNkwYvFf/eA2A1NXt/E5tt2/j+o99HNrYEHekDhXtT7z2AJ1avE3zoTKIkx+qJoAhxDwkthC1Cv4BC7t97OmxhiBiQBPn9QcLQ+bBTWpNVlOfuPc28aLFF0s9q5MwtGy56z/mG/g3YPPyg8jBVbsigEotL5EXAFrcfdZjyrZ8WW2Q+dN688Of8B4/9AKvaV6E5caD2MBzClkIBWROTq7D3TA7DUdrfiqH7MoB7bdteCuBe53eqTdi2/Wbn33v3VqjccVkNnpOZHDKUyVX2EpuZAcbGMJEJm1zd35XOoUoTqNOvtZX/dE7Z7t+kjr2u2Uegnd1+Mkdi1byEgjdchm5qFIlYDCesPAGzs7NxxaNXBOX57885ZZbt6neSsmTmFM1LJZ5MYCTVgKSEoSPl+Rg6mbz7t92Nl/pewnlvOS9U5w8gHKxFJrG1NbR2svvzAloAuR9PqJ860IdkF5qb0TBWQgIVab9ACgTL4uNqbTXK7wZQjufqw9SME8BTGRwKfK40UxSLmMrkSV+4yAW0vXH6fNqEvXfCyhOQTXRg58ztpDwvjxl1mFJUhYnEJDqsb35y1BxbnPHPNMsVuntfvRcv9b2E+akTQ+4cAWyRtNH6bCjlkxJbPIYuFzl61B2LPEiB3ns6bEmOO+4ORMoZgH6mA/LEMUrYcYBbN3SVIgIMa2trGFtM5EEfpGDlub8ac0iDj7zpI5iTm4OHe29WKnQzTpJ4KkOAyg1ElV7Fe1YaGnikMoGdUmyR+q9Wx3XP1nvwXM9zOOfQc7giqFPMRGxpbkZG578aC+89tLZq/YijtL+VQvc+ALc6/78VwPv/bwiVFePVpRGZzORQV57m/h1Os21brlm7yVYbwsXddQWKAdoXjjQbACFgkoFSQpL2AiAKfUMI9Ze0GEPw/nw+dPEYQyqewlnrzsLdW+/GM7ufCYzT6+eeMg1BiQpN9/+dGuNIOhNKnaBcB7d0VF0mtA4uaFzz5PfRmevESatOEuRVT32UvMD6+U6ZzOsXVgTVoCSfF/VpsXqd19yXyvQE0cPt58oDnyfLAlpa1GlE4J+XsFlL6UOX4wydXQwqdEpFsFjEdDbMjvN+at80WYLggAlUYAmS8SQObD4Jw/YzeHbPs4F+gTrKxGGKYgSV2OI0Ju49AHZTAY2To+bY4ip0CobuikevQEemA52pt6mxRdJG67OoFxQ6JbZ4DF0mvIc0Pl+AgC1OC2FLSwtPaO4kp9VhS9LNYRli6ILXeePUYLz77rZl2CmrcStii4OdukOtFlskzQuWcUqSJeNJnH3o2dg2+gQm2Wa6U7GIsrNnqXkxCdSiMNd7xhgLYacWW4aGgEQi5O7gn5dLH7kUs7OzcfLqk7WHTNLPtlBAdrxkji3ue9u1bij2UJT2t1LoOmzb3g0Azs92yXVpxtiTjLFHGWNKpY8x9hnn2if7+vrIa2R5Z8qWrfWhAxAwb7rrQm4iB5QmM4TJVeU/4h+nzgQqoZ6l0aqwFSwBVfrL8QNRlRES+9XXw0rVeQodAHzu4M8hl8rhkkcuqY7TvyFcPxCN6VTm2Kv3H2Eo1WWQHBWiXFUgWCzCrq/HdCJJht5Ps62477V7cda6s5CKBwuIq0ygMeYL9W9poU+ZsggvRQ5BQGOmIJrM5Arwl4qsBe7PB0rKmqzwnb4jmobdknC2aHJVRaYXi5iWmFxN5oXQ54KluFzFzLd+BzafgBjSITbawxaF/2p4TvhPrR+P2K+pydl7htjS3w/U16NSx9O7iPPyfM/z+N3m3+HMdWciEauLXOIK4KZTGUNHYoun0OUiu1cAArY4LYQtwmFYhy1ShU6yZyOX/vJ9t0ohD2GLg50hbJHIk2KLrLk+dL733qcP+jRSsQx67TAbDYArdE6QDTUvtfjZhrBFwE4ttiiyOwDA07ufxt1b78b6Q9ajLlGnxhZI9IhCAbkJtbtDiMhw7qWisW5EaX81hY4xdg9j7EXi3/sifM0827bXAvgYgO8zxhbLLrRt+wbbttfatr22ra2NvEZWjDdQ/JdoUxmn3IsvskZZhsZT6MKRdlUzhVQcYjG5L5y38BKTq+y0WDc+xo/GlMmVUCB1BbTdsYg090xjIxp91HNTugmnrzkd//nSf2Lr0NawPNdsoGPaJJtWW+KKMYyks0hJGDry/opF73RKzctI4g5kkhmcvub08DgVUa6B06lr9hHmmXqpqCK1VPNiYgIVI+0AtUIXME/5zAZeEXqZvBqjXN3Tvj0UZujItatUgJERTOfy0mSj6nmh/WwDee+SSR5t59t7DclGtLJ34bbnb8Nrxde8zz1sUfivRi1x5fYLPZuFApomR82xRdh74rx856HvIJvK4oyDz1BiiwojxuqzqBdSPimxxVcDWxopHnFeQtgiYKcOWxJFeu9Jo2o186L0oZssSZ/PALZMTwOlkufuYOabFvxcywLXpTCWTAeq7DSmG7G66YMYsB7AtuK2cKdi0YuOJd1ANO8Tql8IW0R3FR22KPYeAFzx6OXIpXI4fe3pjnx9ac4QtjQ38whzm1AwXHl+bPFhZ1lzyIzS/moKnW3bb7dtexXx79cAehhjswHA+dkr+Y5dzs+tAO4HcCB1nWlTpSRQTeiU47DvV+iUhaJ9DJ0UXBT5QFS+cCGzj3BSCYfeOwqdmwvKMMpVFz3qjjO0afNNAYYOAM4+9GzEWRyXP3J5dZx+lsAgUsuVRxV8BtSRbyN1GaTE8kPeOkgYukbuPyLOS8/YdozF78dpB56GQj3Ndvq/3z/OAOa2tHATvhO9KY9E85nsEgkgE6x+IIty1ZpANSyBrAVO+75Tpj6qFmF50J/a3fyEKIYrfZBr5/hKTmfz3nViv1pKf1kUSxBwrAfa8CHEWAyXPnyp93nZv36G7LiuCL03TvEZa3T2nim2iFGSvvl8ZfAV/Pyln+Nzaz+HQn1BiS1Khq4hh/TkOFAue58pscXBzgki5ZMJI0jNi9S6ofE/dn+XMXSyYAoltkAe5QroGDriMOW4O6h904Lj8o9Th7cjdRnEhLKJBzR9FAwsxEYD4DXMXYWOCBYx8eul3kUJzd6j5HnYomDHy6wHv/rL7Th9zeloSjc541Rb7FQKeXYinDPTLy9wmAKA5uYwtuxF+1uZXH8D4FTn/6cC+LV4AWOswBirc/7fCuAwAC/vjVDyVGvxNCIqJ0gVQ6cCpclMXm5y1ZxUtExUYyMQjwuRkpRjqKPQlWhQcsdSc/CGMM7pfJMTFFHtNyc/Bx/f/+O46dmb0DvWWzUXuWY730tFF9knmxdpUk3GMJLOIDVKR9pJWYKmpsB1brun+wYAMXzxsC9K5QH0aT8ESkDV7CMzi7iMkiJKUiZP9YyFCn0DvtQX4RQ9Yj/xpaJ1eFYyl/JxWo5iZhdFk6vk/pzrPMdsirnUMDyyQt9xUSEXWIK43YZPHPAJ3PjMjdgzuqeKLbD5uGQ+dJKAJF2EeehZcRU6U2wRfLD8e++yRy5DIpbAOYee48iTY4vqJT1e7/gt+cx2SmwpFoFUCjPJOjljFtEUHcIWwl1FiS3DdIS5rvRXJIauvh7lVJ0yqCWw1wV3B5MURVJskTQXO8U62PXxDnQk3o4bnroBPaM9wU4+hY4KUtCxq+64QuNU7D0ttsiCARkwkrgDjDGsP3R9QJ6OoQPowzCV3sx/f94Y+/v5OzyRCGPLXrS/lUL3HQDHMsY2AzjW+R2MsbWMsX93rtkPwJOMsecA3AfgO7Zt75VCR5bUEkPaiUYxdEowc4smZ8OnTCOwVjF07pPtOoeamlxLNCgBtCnaNL1KyOSaz6OJyIV1/mHnY6o8hR88+oOqAjk2xk0HDu0cuD+ixYiIQN1LxT1litnqleYbH0Pnn8/ukW483vtL5K13YE5+jlQeQI8zIEsw+6jMNzqGx0iepB91yswTKXrcFohE80dq6VISSJhL3ThRn8ZkIhVKoi1VBD2Fzn2pBP+sd3hW1VYlTOZOc7HlS4d9CTPWDK748xXe9zRMOu4OkihXrYlQNk6xX2MT8lNjSCrNPgJD5zO5uuu3Z3QPbn72ZvzTAf+E2bnZUnkmJtDxBgI7VdjiHKbi8Zg0ejSqyTWELYS7ihJbNDkgwxkC1PMii+aczObRPGXAjot7T7fXddiikDdSl0ViJMyOL6w7BVOVKVz+58urf7AsXnZPanI1y0MXeq5FbGlt5Qdc4XmQYovE5Fqa6cNo/A/48H4noyvfFRinbl7c2/Wam9hbyLko9hPdHdz7+7tm6GzbHrBt+x9s217q/Bx0Pn/Stu1POf9/xLbt1bZtH+D8vHFv5VKnMJMghelcmKEzU+jyIQdrE3OKepy+fsRJReZIXOf6kJFpSwia2/SlItzfdC5scgWAFa0rcMLKE3Dl41fCYqWQyU5XKBpQM4ny3E28JmtqfDSwAz1TreKlAgTn5bJHLoMNGy3WifIxKswwobUDvDlQOVh7TvUS/0f3+5XyhEYyexEYOm/9Egmerd5UgYwajeso5KJCJzXVOteVJQydybyQvne2APJEHsGKbWNpy1J8+E0fxrVPXou+Mb43G9ygAEOTq4lCRyVJLzfx7xeDEALymPBS8bHjrrzv/fl7mLFmAiy0CltUivx4xmHoAtYNDXY2NZHYUjE0RWuL0FMmV5Xv3XCR+00K7g7uMGQ5Q3WmU3GcE9m8kbtDRcBOkz1EyfOwRSbPY+jC7ir5xDx8dNVHcc0T16BvzAlCdGoDy0yu+tJfEpMrhZ2W5T1TWmyRHIZ/+9p1sFHG+nVfCo7TVEEWfOgAIDMuV+gC2OLsPXec/+t96P43NvUpU97P9ceJpNDFYijXh7Nlmzg8k4yZTKETEmTKsp3L/EAACZgZpQgIn2qncnnkCYUOAL5+1NcxNj2GHvu/QiY7Ewdryr+par6h+zDGyw8x2/b8qwD9S4V5Jlf+Uc9oD2546ga8ufl4pGOz5GNU0P+kQmfA0Hk5BEl2lf+MqriQp8z6ekwnU8gqGLqQH09zM8CY1pyiMk/pojJH6jJgw2GGTqXQzUhYglqYSzeNSExcPwk7/tXDv4rR6VFc9fiVAID6MfneowKLjBg6Rjwrzj2nhYjugDwXWyoVzlwICt3u0m5c/fjV+Njqj2FxczUGTYUtKnJhgmLoVNjiKHQUttQaLBLCFjeXmT9DgApbhoukuwNjTDJOjdVAEqQwmcmjcUrhg+XfQ6EI89oYOjXe8lycFEMXjzFccMQFmJiZqPrSOWtsuf7HRPUapbuDlGmzlNipwpaEOy5h7+0u7cYfd/wUmco/oCu/IDjOWphE5/upmu/k/TnuDiS27EXbpxS6WktcWel6zMQTQT8QVaSWU3Q3Fo+FffYMQu8pPx7STEEkp5WdolMKHzpyXkzGSSjI0/km5KfHEa+Ek9O+qf1NOGnVSeix7kBpejBksjORJ58X+fqNEn480lB/2+bXFRq96wDOzk1VpvDWjtOimzLhnPqYsHZAyIeOMjcoI7VkJlfdaViiCI425JCfUJwy/ad9v9nA0OGZLLytwLJYjLME/rVz5ZPynOsqDkMXfV7C43S/IrT3SiXuMoDgHlrdsRof2u9DuPrx76OCYdS7/puypN6yvac73IgvaCcyW3QvCMhzsaVY5M+6b+8lYgwXP3QxpivT+MZR39CO04Sho1I+Kfe6g50UtphE3sepwzAlj8BOGbbECIUgII+YFxJbnOaVGhP6jecazRg6QaELYYuqn6/p0pbEnb2XEAPKnD20X9t++PCbPoyrHr8KgxOD3hrbTTQ7rmPo5KW/iLUDwthJ7KOMWwda2Hvfffi7qNhlNJY/Qj5nusMUQPsfZzQmV2+cDnaS2LIXbZ9S6JS0uvKlEguZfZRJLl2zAeG4bGLKpNOWENnHCZOr7LSYGh7iZoOGhpA8o1B/apyEGWbSYTOTJZoluOioi2BhGk8M3BI0G1QMmEuFKVrFEpTStNmHlDUxAczMgDnmq4plY8fwDlz1+FX4+P4fRyE135COD34ekucCjMbkWqmozQby8kPqU5/sVDtan0NWdcr0swvOKZP/XltKgrJBEfqRuixigkJnzNDVPC9+WcSzSTCs/nv712P+FePlcQwn/gv1qsMUxSgZsOMUtsw4mf3Tkr0H+LAlENDC769vYieuf+p6fPLATwbYOXecciZKKg6TFENnYHIlA8NMrAZUHjoKWwzcVTxsGaIPU24/LRsvNBljNp7Jo9EkIMkG33sNDTyYokaTq7a2qrP3EqWRQLZf/x668MgLMTo9yiO7XYYu7zJ0tc5L8PMQtojuKgps8bDMt367S7tx/VPX4+iuE5C0Z+lNvEJTBUXUKw5TAWxxKyQZsM5R2j6l0InFeAEfuGhC/UvpbKAgsOe7RWmCg4PSU6ZxtnNJP9KPx3cCFf1qXLBOjAx75rGQPGKcVd+0aIzZlFN7U6bQrWhdgY74P+C5of/Enr5XvfswUnQZUaLMmxf5+o01OAqdsH6kLOeaWKEaFPGN+78BGza+efQ3tf4OskLfoSL0iUQgl5kMzMp+s4EkStIdZ6CfQRF6IAzypYY8MgqFLpACQfAD0SWhBqggBQPH7HQGMTEPnexlNDgIMAbL8d2KGlUbJ9gTqbsDEMhl5seW/dr2w4dXnoxS4rcoje3g10oYVm2KInKcNDsO+CLaieZhi5ByBgB+8jI3nV145IX0OCXYolLIJ9wMARR2ytbPwc6a5kVlcqWw02kqbGGSved+p7KYvKSP/37cNt6QQ16VA9KPLYG9Z2nnhF8X/FybDNxxd4hVKpyNdvv5sGVV+yqcvPpkfP+x76N7zyZ+AeF/zOXrFKXqdaF+cfneU2FLjlDo/vVP/4qyVcaJyz5PyzNQdLk8X790GhOJOjQoGTr+05qc5P6GLS1GPvVR2j6l0PmL8brNVHEZaGgEeqvp8pQFkXt7gfZ22kHXMHpUaoYRqefpaR4tCvq0727i5Miw3GxApUAwMEVT45x0TF0JwefJ3xbUnQrLnsE3h37FFcxCwXBeaBMaUHVQploxwwEmsH6WJCrTuYZ1dIAxYPfYFtzy3C044+AzML9pvjlYh9aPMBW1tvoYOpD9LNtGfnqcK+0qkytlyjQAJfF5GW3IGjF0XlCEZ3KtzcRbsTWMmbP3Yv3B6i9S02lvL9DailgyEZLnphExmhdCoQuZXAFv/ShsOXfdBQBs/Af+wD8wDYpQYYs7TgJbXFayTuFD58kT3B1m2C787pWf4vQ1p2Ne47ywPAW2qNZ9uj6D6UQqtPf4WIT9V6nw+Wxv3ztTtAnmhkyucmyRsePuWCh/Z9UBkzHmlG4LM3TZqWDOvoAsP7b49x6FLb6mwhbtey/Dnynx3effQ99+27dh2Ra+/trN/HudxP6UYlZLUESon7j3FNjSICh0G/o24IanbsBn13wWnbkFtLxa3DIsG8PpjBlD5x4kWluNsl5EafuUQufOmf9B8yhPxYZgDBhoaAJ6qjl3lNGVPT1ARwdijGBOPBNhtFOmkiXwqGdqMzj3Nyz3A4kRqRNMghQYMc4JJ11D875sAAAgAElEQVREYlj+UsnGu7Cy8QTcgKfx4uKcl4sndH9Co6N/ucOszF8FAAZzzn0L60eKcq9pb0eMMfxu+xXIJDP46hFfBWDgSCyNOiWCBnxmH1UwRX5SESUpNVMYnjKF+RxJ55R+IJ65oWIFWALdvDDpvOhKcQH9DU2Il0YCtZSl+eScvUeZtYwUAmIdPNMbZfbx1i94LQDMzs1FrvJO3JF+Dptm0e4OjNHMAqBJ4UNgy5Sz91IjCoXO3bNClGQxeQuS8Tp85fCvSOXJsEWpeMYZhnOFwN6TYsvAAJ+M9nYSW0zdQIyCFCRRyuL9xWMMTKHQUYqZFFuEcYYOU0S+U7GP+/0iQ1dLQJJJTsb+BucwLGCnX96CpgU44+AzcMv4I3ipDbBaeSXPyHnvJMxlCFvyeW7hcPaeCluy48HsDl+650vIpDK46KiLfHs2OA6TeRHlVWwbw+ks0gYKnd0X3Hv+v+1t27cUOoLNME0j0pdpkpwyhX627TF0nPkK/lkX0u6OU9gLtDzCOVR6ih6Wmw2o+pVmaUTChZRdE0tCKKYe7MdwUNOnkLcS+MLbykF5mnnROswSbbQhj0osHmboKDO7e01HB6ZjG/DS0D04/63no7Wh1Runak6qBaYNzA0+lkB2OrUsu+ooTZlcJQ7W2uhRDzyDn4805KppNojm3h8bHeXFzVt982IAgkbzIvTrJxhWr+i92HzsOJcXlAVonmnipUKa+iTlo0RsaZz5COqtOM59JyPdHdTsuHpeQibQZArjyTqkRuTsuIctPobuyd0PYjz+CD65/zle3rmQPBW2aPZDMVcIrR1ArINv71HYYqLoUvNJYktrK2fenOAtGbYkmC11d3C/kzykaDLFUuvn5ezzmaf9LYAtgYAks71HzYvOfWRAYt0QseWCIy5Azkriy+9KIFafdq4Lfh+fl+iHzBC2MBY4DKuwxTucFgq479X7cOemO/HVw7+KtkzbXswLjS3FdA71GnYcAOyBKkNn4kYQpe1TCh1lnvIoTw3I9zU4/k4OHS4F3ZERYGqKM3SEH8je1iMM+dABgZdKONu5w9BpIrVkwRtRS3+5Cl1MYXKNxRiSrAkXbVuAP3SO464tdxkxgrRfjTpRLADEEnGM5cMsAbkGzjWVtlb0JX6IfLID57zlnEA/swS6wc9J0PWxBPLTqVVN9BsxsXAtJtCRdBb1k2Nas098qHrK5ONUg7U00k7rV+NT6Jy1sW1b7v/jMnSEP46JewXl8GzCjsuwJY4Czt6+BL9dMI3fbvptSB5pWjQ93BDYMlyXraYoIpqHLQMDQDKJSkM9rn76a4hb7Th19RlKeVJs0WBEUcLQhdbBvaajQ6oo8bFIxZEpn0hsaWnhb2RfLjMKWwoKdwe3H1mlRYdJRPBGyVXohujDcABbAgFJtSXsLesqN8QY+iQMnbh2LQ0t+HLfcvz3ojIe3XUfv67GQyb1Lgphiw87Vdji+rRZTY34wt1fwLzGefj8Idx3jpoXJbZ446x+v1/WSDqrjDD3WD+hwg7wBkNXU6OoUvfh0ZVA6W9o4hu7j/vyGIGSInIqqh8IWYRefKkQ5gbvgVGYXEkF0nBexHGOOWkK4gqFzk1kfMaLDVgy2YDz/uc8TJenwZiBKVo41epMfe44R5taBFCSRGX29AD19bj+Lz/BFHsF7+z6IrKpbLWfrTaneDQ+BUoKk6vUF86ykZswMLkS8nRrB4QVwWEiIpiSFx8cqt4D3FQNenmUUqDzqxkQXirukKXr19FByiP3ECEPEKNciT2bTnMTqiKPoLuWn93YjOWjaZzzh3MwVZ4KyKMSGRsdpiTYMpxWK3QetjgKwb8/cyO2Dr+Mwswn0ZAMm4T98qKWuHL/NpQNKnRSbBHcHeSlv9QvW2oPhbCFwE4KWwpuXrgIUa66iG9Pnmhy1Sh07vCtcpnvT/9hysDni2TxNWs32OD40AkKObWHzv5LExaPp/HNB8+DjRk6ylUxLTL3ERJbCHcVClsaxkpAKoWbN/4MT+9+Gv/2tn9DfbI+IC/AqquwxWkybBlOZ5UBSd539ofzr77hQ1dD88wiBFjrNoRo9qmeFiVmA9exV8a0KdmM8IuWLEJPmVwpvwWrwgssS33oqMTCtZUom0lwsw/TmFwrlo1U/xAuGz4EL/e9jPt33aJn2gh5OhOoO87RfEEwG0iYhd5e9M5vxQX3XYiM/WasaHxH4M8VTRF6WbLRikX4ZbS28minqSmlL1xeodBVn+loZgPZqdZT6GRmH+fW40OD1XtAjeVynN91yUZley+0h8bH+Xw6e49/v98EarLX+U8tQwcETOYqbMkOl/D9nauxeXAzfvDYD0L355fh/79uXihs0Sl0HrYMDGBwdhMuvO9CrGo9FA3WYfqo2hqZxKGss/ec/lJs8ZtcScZMz9DJrBshWYTJnNpDTdNqhU5mitYzdOF+pXrHh06i0LnYkhoZ9nIIuvdn5vMV/FxrAo0xlOMJTOWbjNwd0nv6cXXPGrxa3ILhxC8kbLy6tKN7nb+R2OJ3V1FgS/3YCHo7G3H+3V/EkfOPxMmrT/b+buxeITQZtnCFTh/lSjF0b0S51tDcNQpo1hUz8BTNPlLzjY+hUyUyfl2K0LvZy30nFTJ0e2qcV0qQ+YEQfidGwRsSkB+uy4bSTPibNy/9/Xhf/YH4wIoP4O7uq1Fmu6V93HFqHWYpeYxhpJFg6CQm1y8fPonR6VF0sTMgHNq1DrOAfF5Ihg4ABgaUvnBe1GmE0l86c4rsVFtMm5l9Eq5C55p9tFngQcrTMXSxGEO/wBJI91DAB0vO0EV1IJeCrt/so8CW5EgR74wvx3uXvxffeuBb2Fbc5l1DRcyZmoapZ2W4PofEsOYw5fhgnbtuCEMTQ/j06m+BgWlZCVnwhs59ZDDbxE34zjMlxZaeHu7sXigoFUh1vWd6XkiGB5DmEXTHWZiQ7z2AtlLoghQA2s2lVK8+TLn9UsPC3tMcplTYYsJWTzS3CgydHDvfmTkA717yAYwk/hO7xl4LyVO5FkqZRApbAiZX5zqKoRsdxrlHT2F0ehTXHXddIHiO8ns1fT+L8sqWjWLaKTE5M0P2c78zNjjAy8il028odHvTKI3cJF1GjDD7SP1HRJMrARJcnhqUjCK84nGe88f3YFPyPKf6CKdM03kh/XjSWZ67SdLijCE2OcEZlZYWXP3uqxFnSfQmrgo5tgbkSUDeBDxH8s18bZz+MkbpXmsLbu7qwzmHnoNMbD45L1omUTIvpEIAAAMDyvI8ufESUFcH1NeHZXkKQfBzraO0hNkr1jkvFZlCxyQKnWZeKEXJtm1Ytl4hmEymUclkQntPd5gC6NO3WbCIgSJImMwpbHFTBl35zivBGMNpvznNe86NExmL45Rgy3BdFnFFhLmLLb9PvIpbZ/fgK4d/BfNyK/XyFJHw2tQX2WCUuRRbenqA9naAMWW0qmr7yeZFepjy+bBS2NKkMblSTKKOrZaNU+dDB/DnpW446O6wN6W/TPxJxwutyihXAFyJGRwEOjrwraMuARDHTS9+LeRKoEsiTo2TxBZ37/nMsRS2PFG/HbctGMFXDv8K9mvbTyKv+plJGhEZtmjdVZx+zB+hbEuwpca2Tyl0lEZuVoQeIbOPNDq2t5ezZq2t6kTGmg0oTaopbgiBeqZyDekUOrLQt9G8EPIsGyP1WR7qL2mxGEOD62vQ2orOXCeOnXMextlzuOmZmxTyojv/u+McyRd4FQgnZx9V3qU4WcQ/HbgNy2ca8Y2jv0Ge9k0cnkkFmerny6ekcuzNjJeULxT3+wP9NAoWxQwBwHDaKUAu8+Nx+iWHBrwcgoABWKsULKU/Kf8509JutvcAL8Lcfy1Qvdfopb8Ue09R6aNscXeHZGkEKBQwv2k+Ln/H5bj31Xtx3ZPXOfKCY1Pen6/JsGU4nVH7rzKGGWsUnzloJ1bOFHDhkRcaMV8ybDEZ55CAnVJs6e0FOjrk8pw9pEpRJDsMS/eeh500thgdhgXs1JWOcscpYstULIHJVFqp0MVjDGnXncU0wlyBLSb9JpqaQ3noQnvI8S1Hezu68l1omjkFz/bdjxufudG7pNbSXyS2tLZyJbJUkmKLhQlcuP8rWDaRwVeOCKfjoUy8plkv/NcC8NKWANBaN9hgMEIZUO+9KG2fUuhIx2VDM0wp1QC7rs6MoWtpARIJZSLjqIqS1H9EcA6lKkw0TarNBlShb9N5oSLKRupzarMBY8iMFqvjB3BA4YPIYDXO/Z9zsXVoq7Rf1FJOfJzASM65d3f9iGzgn//dWdjdYOHH7INoSDaQp2gdeMrGSYKSj6GTJRvlJtcRpbkcCCtmOhOoLChisE5t9vEYuqKTmyse975HZU5RBSmoU+Pwv023tkZjxylTpoF7BTUv1eouwsVE6gQRW/Iuw+Os36cP+jSOXXQszr/7fGwd2krmLTRl6IAwthTrc4iPyc0+8RjDHvYj7GqwcJN9POoSdUa+aarqNepxAv0ZgaGTYYsT0OLKoysb6PeeUYWCXC6Qy0yGLY2KHJB8nER+N02lAU8egS2jDXktdtaNUAxd9ETGWoWOSRg6Clv87DhjyFWOx8rmt2L9XeuxaYBXkChXNFG1EoaOxBa/u4oEWwaT12FbdgY/GjwM6URaKo/KemGkIAvYMuy6q2jSzsQGB6trJ8OWGts+pdBRVKkpEwXGYLf5WAL3dEpFanmnTITkmVCs3EE3+Jm0CL0Qvl0rQyczp6jTiBDO+LaNkXROe8r0GDo3ShIMC2Png4HhI7d/JBQNKBunjoly5RXzQYVOPEX/4uVf4Mcv/AQX/gk4uO3NXr/wS0XvH0M6WNtEhJeBH0/FVjN00nI5pgxdVJOry9AVh7zxm4X6hxUl02LrADDt8+OR7iF/lCR1at9Lho5UyItFoFyWYou49xhjuPG9NyIei+PUO06FjWAexoA8zd6j7k/HErw4dBeGY3/AeX8GDmneP3Cvfy2GTkxOK8UWJ4ege3/0HorOjvPKBsK9MRZKG0T1a5wc5RHNhLuDTJ4JQyfDlrGMGjtjMYb6keBhmMQWUZ4EW9Rrx3+ONbUAw8NeYm8SW4TDFEMMp628FHXxOpzyy1MwU5nRu1cQe0iKLX53FQJbfvrCbRhL3Isv/zmJI+tXGMszfT9T/UwZuvjgQGDt+N/eYOgiN0ojNzH7eAvf3h5gePx/85oPlGinS0P/GGmQgnCxP9JO4j+iNRtITrWhUH+xHwHy5YqN0fqs8pQZizFkXYbOpZ4rNhris3Hz+27Gk7uexJfu+ZLROE2CFGLMyVYPBMw+7hpsGdyCT9/5aawtvAkX/AlVlkCSAsHopULMixSUNH48DWMKk6uEaTOOfBPMRZMshul0vSLKlfdLFQerJh87+J2kPEJRMgpScP421dIWinIl914+D6TTkr1uBb6TlEcyZpJTdGsr98kcGpJiC7X35jbOxbXvvhYPbX8It2/5Lr+WCKYwmRfx/lRRyhv6NuAXWy9Efnoxvv1HBCKU+XdKxUmxRTfOOGMo1mf5l/vWL4Qtti0chuk9ZBIJH/InrUjYYyGxN4Ut+clR6d4D6KCIWvPQVSybJxfWBEWkR4aAVArI8rUmsSUkL7r/scfQNTqHYcesSmIL4e7QWDcbPzr+R3hi1xO46L6L9IFaxDMtxRbKXcXpt2VwC9b/4QykKyvxrXtmlESGv597b4ApO26+94AqtsSHBkN77w2Groam8uMxymDd1h6KtAv184MS9XLwismr5BGMixfqTygFPh86MaagYtloHx2CHYtVN4HQyFOtVZvzf8WyMJhv5gEPI3QId5wBWYGhcxP2fmC/D2D9Ievxg8d+gF9u+GVIXnhezBi64XzQ7OOC2fDkMI7/P8cjxmL4+eIvI2khsH7kvGiOw5S5iJzPdJpHO/lfKoT5prHYD8yaJZUFhE2ueodn/pPKrj5WaAP27CH7uc90angoEGUHmO2hwN4z2AuuvKlmx1+tXJYrPAGTXfV+3GbqxA+IWeAlRegJlkDElvZR57QurN/J+5+M9Yesx/9svwmj8fvIqFqzgutBbOlzzZvC+o1Oj+JD//khJGNprNt9MlKV6vil2OKXJ8EW92+qfjOIAW1tgb0XWgNfQnZAji3aFEWUCdSSpBoS3FUobGkpDUj3nnt/Uauf8HFK0s40tkj3njvO+hEnB53vGTAJwohqGnb37GiT85z7GFZ1QBL/r23b+NDKD+FTB34K33n4OyjiPkOTa/Uz6V6gTK6WjdJUCSf+14lIxJJYPnQaEhak60cdho0OUxJs6cvSe8+TF2OIWxUetCRg5xsMXQ1NFaZs5NDd2lo9ZRqZXFXmG4OTSoDSDY7Fa62t3NF/clKqmM0qOQpBMimVF9W/wh0LVRC5r5EXZ8bOndJ+2THB5Oqj/y859hKsm7MOH//Vx/Fo96O+cYZzDZHmFEJekUg7E2cWPvqLj2LL4Bbc/uHbsWiE+4P5GdbaomrpIAWynxjUItxfbGYa2eEBoKuLlCXLQ2fq8Ew9L6NtHUB3t0Qe/1k3XAw59prIC+w9g73g/m2q2WHD+vvVUZIeu0rsIaNxBq/l/wctz+dYL8OWWSWnogaxfpceeyn2az4Ug8mr8EzP09V+EUzRIrbsyTlj8q1fxarg1DtOxcaBjfj48u9hTikWGL8UWwR51LMCGKYR6egIHaYCzcfwePIIbKnF5Co1gQaCWmhsaSv2S/eeTJ7RYViCLcVmZ++J2rMnD1yh8x3OdabT6jiDn5kGKYgKHbl+TkJ2ZLMhbLn63VfjyPlHojf+fXSPPaOQV70f795ke9a39zy3jMo0Pnz7h/FCzwv44btvwQI32FuyfhQGGmV3kGBLKdWAckNGip3xGNDkpsEJBUWo18+07VsKnadZVz8z8RVz+5VdHzrbph+0iQmgVPJAiVEngAiUbvDBlphqA471NFMzu6QGJYoRNM3vRoFZv6vQSR5sxhhyo8PcMTmVqspzzXnxFH5z0m8wOzsbx/30OLzc9zIACchbamd8V950PMmpdweUZioWnhu9Er/f8ntc9a6rcPSCowOnTPf+6GznBvNiqgj6/Hgox+Wm4QHEbFv/UoloGqaYPTfUf7R1llyhc/rVFX2Ove6zabCHqNO32qGb/5xsdgC8p0e+h9y0F6AVHhP3CkbMi3t/0lxm/f1SbJld6oedSHjj8rdkPImzD7wGMbsRp/zq/djQtyE4TgVGyLBlT9YZk7N+lm3h03d+Gr/c8Etc/o7LsV/hrdUgKV9xd708GlsAdRoRD1v87irUs0nsvahRmXycESLTBesGtYdah/uUe48xusKErpSTDFuKze38PSKtFsHQUKpWiXDHqZ8XWfSoXhEcbQz6H5PYIqScAarPS12iDr848ReI26245S9nSoPeyIAkGbY0NfGbcvaeDRvXPfdV3LXlLlz3nutwzPx3KA9TQBVbome9kGALY5ia1al873kKnYCdb5T+qqEpfehM/Gra2nn02NAQfTr1JTbl8uDIq15iWoQ+PE448uQKHUWrW5aNWaMDYCqFgBGFvg02u1u2SOzXX3BeXrKTCmPIjQ0HQEmMHu3IduB/Pv4/SMVT+Mef/CO2FbdxECQVJV0hbGfeOzqA3l5YtoWnRy7DlvHbce6h5+Kzaz/LL+zt9RKbuuOshbmUjZM8hQkvFbFfe9F5pubOVdyfZP1M3AgIBmusfTZfO5GycGTVzUwhMTVZZVdN0mwo9p6JCXSy2Tkk9PbK95Av7UVVXvXP3l43MGUGs8DznyqzjwxbZpX6MTOrE240sNgK6TZ0TH8LjDG87T/eho39G42YLxm2TKTSsAoFoLsbtm3j7LvOxs3P3oyvH/V1nH3o2YjFGAoTI4HxS7ElIE9SpSWmTiPiPZvO3uPyJAwPEFg/CluMTIti8IZOobNtcs/GJifQODasPkwxkPOic8uQYUux1TEPKg5UlEJn4nZiPC/COEuNjiz/+on3R+0937w0pZvRPv0NWKjg6FuOxsb+jaQsQPChk2FLPM5xemAADEAxcTP+uONn+NqRX8OnDvoUKi6RAUixs2o1qH5mmt1B7Ofu2alZs5XvvcJkcO9JsaXGtk8pdOpko/qXSrml+lIhHYkFUKIoXdMi9ICQ50amyQvOodQpunOkT6kQUFGZpqZFitkbbHLGtGOHpB9DbmwkYDYoE/UPFxUW4a6T70JpqoRDbzwUQzN/ocep2QueWaSjA5WePfjMnZ/B1olfYWX2FFz2jsuqF/b0cF8fZ1GpQt+mpmjjIAXBMVucz9aik99JxbBKcmgZmewItnqsfTY/uLi5pQKyWDV7vufYax7qTymQJsEbE4UqS0DuoZkZPo/C3iNNrkbzYsDQESZXEVs6S/0oz+5Uykvac3Hb+34Ly7ZwzK3H4NXhv3B5Bln1KWyx5nRhZsc2nPm7M3HV41fhvLech68f9XWvX2F8hPvUNjU536FnCWTYomWr3b0Q2eRKY4tRlZZQP0lt1dZWXsFiZITcs40DDp6rDlOkPAOGToItIy38+VVhZ6Y0HDS5msyLJKhFv37AdCrNAzB0DF3ovReUlbTn4Kz9b8VUZQpH3HwEnt79dOAr6EhxBba0tmJ6oBfn3Xs6RpK/xNvnnoJvHv1N7ztmj/SjUlenT/lU8/s5jC3Ts+Yo1655fMQbu//+3mDoamjkKTqCH89Mq6PQ9fTQp2hf2gRA47Nn4vBMUMHK8lEsXOg7PjqC7PSE5pQp8Vcx8E2jzBR2qo7PgdQPiyEvMHQyRemAWQfgoU8+hLp4He7qPR3dU/cH/s5LR2kivJz765mdx3v2exo3PnMjlqZPxcGFM4Psgg+U+P0RkWim/iohM4ykxJWQOkGU1zasV+iMs+P7mmciJJ7NiXY5SxCPMTSLDE+EPWT0TPvH6fxtwmdyJQ9hvsSmgBqsTSpaGJXiymS4y0B/vxRbZpX6UemcI5Xn3sOiwgrc+4l7YdkWLnj4fRiL36/1TQvJc8bZs6ANb593P6598lqc/9bzcemxl3rPOWcJSvwl53y/6byI2GJU4srFlvZ2r9YuiS09PdwG1tbmzYtR+TxxnLEI1gaBYRXlNQ46eK50V6ltnDJs8RQ6KcsDNIwGsVNXPg9Q+UnrrBuMNJlLq3xAjS0L86vw4D8/iPpkPY659Rj8+i+/rsqinmkFthQ7GvGeWX/E7RtuQ+PMyTh15b96z7nr7jDRPrtqWyXmJCTPhOBRYMvM7E5g925+UBDlESbXN3zo9qLRkWgGpT6cBZxpCSt0gf0QMrnKGcGopUUsS5JGRBNpl+l1Im6iOvaapAggI9Gc02JXlxKUKIVORjuval+Fxz71GFpSy/D06Ndw+p2no3+cK0GWQSHseIxh18Qj2H/ZPbi/fRzXHXcdlqRPQ0I0g/nMBnyctUb/UoyZhIny5TKj5LWP9GGqPsPTccjkCS+/qtlAnWxUHKf7HRMds/kHlELHGJpCJjtzRalWhm6qwfG37O2tyvM/L8LeoxysTcwpNDsu6ceYZ7YjsaVSwezSAKw5coXOPy+r2lfh6dOfxvzcm9CfugxfuW89RqZkkeLES6ViYTz2ON7y5sfweNMobvvgbbjk2EtC9SsLEyVYPtZCii3EvIjBIiamPpcdB8DXj8IWX0J2d16ipuIBQCZJl2JLoJZymDErDDrPlAY7aeuGoaIk9BtvbuUPrwQ7c1NjiFsVATvVa6eSp43Yd7HFdVehsMWy+IHKWWMVtsRjDMtaluHhTz6MxYXFeP/P349T7zgVxcmiOsrVd3+2beP2l2/Hfkc8jz82DuIH77geTeWPCpHpNmaVBjDpYplkTvwyAvJU7ioKbJmZ3cnng4h0jcfCJlcTBTJK26cUOrI8j0m2c+dv0y7N7X+pGDB0lCavLv7Lf4oOzyQN7HPMpliQbJ9eodurEley06lCoYvFGBpDJle1maIj24HjZ/8Q81Mn4sZnbsSyq5bhyseuxHi5KB2nbdu4+5W7cf/Aejw8/AXMiuXx1PXA6av/CWQwhe+U6Y4zNC+aCgyAREGWnaLdORgcJCPR2of7UWqVp01w5dGBN8puofVz04hMKhS6WAxVhs41GxhUYKAVAr0iWH2m4bEE5B6SuDtEDkiKEmkHeJGSFLbEBoeQLk8rFTpxz3bmOvHFNbchP/NB3PLcDVjw/QX4tz/9G0pTpUA/P7bYto1Hux/F5c+ejL66b6EuXoeHbwQ+tuxDYXkMKEwMw24J7j2T6FH/OLlsS58DMuaLcgW89SNNrr69tzcMnbEJ1O+uQiiQnkKnWb9aArVk2IJkEpgt98NqHq+WTKzK0zN0FLZUDEzDHrY4JnMSWwYHgUpFsG7Q2OKue1e+C49+6lFcdORFuO3527DympX43qOXoIJh8v3M58vCfa/eh+P/z/E48b9OxGw7g8d+3Y5T9v8n73789za71M+DFBT3JvYzej8rsMVj40nrBlAYH4GVquPsPl5/hS7xunzL30mjTgBGaUScftONBf5Gk0Xa9fTwyE0nq7gqCCNqtnqp2SCV4jJ9+Xj87EK234ChI05vRvUIZX4ZsRj3O3nwQbJfslJGdmossmNvXaIeS+rOwG9P+zo+f9fnsf6u9WBIoDN9MC5/5ENoaWhBIV3A7tHdeGrXU3h4x8PY0L8B9bEW7NdwOh7Lr0a670zHB1Iw1dp22OQqmRcT5tI42WiAJQibYWaN9KE0exboDIK+cZIKiN4UTYFSubmVP1eEL0icMBuYhPpTiYxNfO8CipLzUjE5TNGR4uZ7nZoXVVALhS3pnl0AALtL4b9KsARAAoXyJ/Gb076Iyx79Ni6870Jc/NDFOGzeYThy3pFY1rIMj+zag9H4K/jyH3+Jh7rvwfbh7cgmm9E8/Tm8sPAApHd/Fti1C1i4MCAv7jB0lcI8D/xNA334vFQ/i1SEvr2q0Fn2Ajoowrf3lNiikcKKOWcAACAASURBVBcpIAlwGNaO0J5tHurFaCaPbEODVB4drap3A1Fiy9y5UoWuUdh7XF5tiYxNTLUBk/nDD9PYIuw9QI4tfnmpeArfPOabOH758Tj/7vNx4X1fBdJJ3PDSMehjb8GK1hUYHrcxEn8AP95wB7740N3YNrwN+bo8Ljv2Mqz/5U4kNl2HYQpbymV0jA5gh0KhU5lc1QFJcmwpKxS6GON7b6apgDrhO14vk+s+pdBRZZKiJBu1WJyfjHp6aPONaLJTsBJGLzGhn3SMntnHudb3oOVcha5T/WBbNme0/D4IRpFTIii5p9OuLh56PzbmnUa8MY2HQcnopeLIe1P7m3DPx+/Bk7uexEk/uQK9M/fjC3d/IXBtc30zDpp9EM59y7l48Ln9MDBqIT3LyeDd2xsuQ1Mq8cSmAkNX00tFNi8qhtX14/H1sx0frP79VyvlieYiU5AQmUTvcJNIcFZC4kPnRUk6Zjuzig+ODL88N4JNEyUJOIqSw9CReyhkclUxggY5J6l5kSkFL79MYkuqZzf/T5eeofMrSu4crelcgzs/eice3/k4bn32Vvxp+59w4X0XVi9MAb/elMWxi9+OC464AAN9a3H9/btRN8/JN9ndHVLoYjGukPtNrqY+X4BgZjI59LnY0t4OBvDDVG4+bXJds8YnT4EtynFGSHfiP0y1h+U1D/ViqLkdWZ08MXpUxBaiKbGlqwt48UWyX9N40GQHKLDFP04CW8zHCb6v+vtRcXzDEoq9Byiwhdh7azvX4r5T78OLPS/iLVd/Gd2jz+FbD9wNG07/FHDXaym8beHRuPgfLsb7V7wf9cl64IGLgYkJxCbHvXnwxt3bh6RVwbSKoVOYeE3ezxS22J0OcSLDzskSppsKqBP66Zhu07ZPKXR0WLSJuYj/9PsSkIqgeMqUnABiDNpQf0+e05QRXu3twJ495Gk/37cHA9kCWpx8byp5lh009xqZFkkmKlZlBLu7geXLA9fkh3lUp+sA7Y45ldCnH3HlMcZw8JyDsbTuszhm1jm47CNLMTQxhMGJQbQ0tGB+43xvjh994UlUrAnB7JMOs6tAiKErW0E7hfFLhZoXyi/DVSD37EEs1ho89U1No310CNvaNSZX4TRsUoTe7UeX4oLUZM4YQ/t4EZOZHNLOMxXFN43K76ZMryLuveefp0G3p4dX3sjlvHsD6BxTuhJXoXGq3DLa24E//pGUV7+HM3RqHyzf/QnjdLFl3Zx1WDdnHQBgYHwAu0q78ODmIfzbbzfj7s+8Hytn85f7ZX/YyLHFjcqkGFbbRst4ETOCydWkfB4g+uyZpb0AeJWdOMAPwxlJ6SiFyc4dp0mJK4qhI7GlUOA+e3v2IN6BkLzWoV4MtXZAzq+6TGLwM5N6z0ps6eoCfv97bjUQ3hMtbuURH3ZKscU/TtEEamjq87ClowOwbVg9fd73eU2CnVJskbRVHavQWv4czjxoCf7lmHnYMrgFr/QVcdZPduDajx6F4w8QDkYOdib6gsn+ASC2kz/700oiA6F+UYIiKGyxm5u4hY7YezHG0DY6hOl5vrUzqJYTpe1TPnQqm7lR5JvPl8BdzJAfj/BQ837VS3hhYz0oieNUmvqWLAE2byZt+/nBHvQ2hZOa+huVHd8ocoqxUKoyr1B0l/yk0r5nO//P0qXeZybRo9Sp1rJtJOMxNKWbsLCwEGs612BB04KAwuxVbvApdKFgCgqUJKdoo6hayoRNKfGLF/OfmzeHFbPduxGDjfE2uWOvN04iMswo8i3AmPlO0QofyIWDuzDUOd/7PfIecuW5p3aDw40/jyCZCNfde240Zyy896qmYT1DJ3PoDrUlS4ChIV4KTbi/+p7dKLMYYrPl66eaF8qPp6WhBas7VmN+fimS9izEWfWg5mGLYu9le3ehrlLG9MLFAXkmbC4Qnhe9n61zbaKa2DuELZOTvPSXYHKVYotKHuX8LxtnLAYsWgRs3kxiS+twH4otHeF+wv2FmUQDRUmFLV1d3LIxPBzq19nXjXI8Dsyv7j8ptvjlidhi4GrkjdPnA2n3cpwMERlAiMyQYotmnBXLRn2yHqs7VmN5ywGIoxFJShNcsoT3eWULvyefvMQuXqWoPEvBjlOBWlEi9ilsicelJvN4jGHB0C6Mzauy5qbrYNr2KYVOVYzXxKHbcn0JentpzTrk2BuU4f5fV7at+qBVP1P6SSxbBmzbhuTMdOj+Ggd60d+o8sBSMYl6sKYLaKtfKm27t/H/+BU6A5MrWY8wCpPoro3jQxcAQSEPFuCeaoPfZexITLAL5Eszl+NO0Js2hUDedk5544pILT5O0edLX4TeHaeWoRPuAwAWDO3E4JzqC8XbQ1EdiU1qufoPN+08sTcrDgX+BiC09yi3BROWQOa/GpLntmXLAAANr70S6lffuxu92WbEknJDCJWqwWxegmNz/x+LgT9TjY3k3mvc8SoAYGbRkqo8k70nmReTQxgQxM7QHiL2nhJbNOM0NrkC3HqwaVMYWyYn0TRaxHCzTqGjmERJ3jtfU2KLAju7+nagt22OFw3M5Zkp5FFdf/g4nT3krI3lKG8xce+5iX798iIydO73ku9naj6dvRffwhU6//rFd3F2vKJg6GiXqAh+vTJskRyGk8VBFCZLKM1f5JP3hkJXcyM1cgN2IRDe7DlmW8FQ/3I5kNgU8DkSC2CtZ+icsQlRQkpQsm007twWur+mgR706xg6Sfi2SbZzKXjOkTuHtu58jdeczFa9U8qGaVJqinxzwTqT4f8cP6yAmYI0G9AJe6POi2XZsG3F6XT5cmDjxlC2ems7V+gm2zUKnSQowmg+ieTVHkM3NeXlyPPaxAQ6h/vQP2dBWF7E3IqR/El9LEHMUQCU7g7On+jyeYr8bpRpUTVOx52g/lWu0Pmfl4bePdiTazHHFt84dWlEtNgieankt/OyS5OLqwqdEltEecK8mJpcg9gp7CGZyS6KYuYbp9BNjS3LlnF23LaD2OIoBCOtaoVOll5FZwJVYotCoevs2Y5dHfO837XY4h+nwqyv6udn6Ny1Cu299vaAL4MSWxQtxCSqsGXWLCCXQ2wTrzrhX7/k7l2YiidgtcjJDFXWi+g5PAXsJNYuvZUrnqV5byh0r0tTmVyNNfKODmBsDLGJseAprK+PsxmaoAjT6FGxn9JU65xUmrpfdWQ4n4+OomG8hIGmNrqfOE47GliTwRvu/dXX8wAS4sFu2bUNrzUHqXBTB+uaKze49+Z/qVBmA59vSuTTvjdOIY+ZR6tLOixbRjJ0zJm7SYVjLxB++Rn7x8TERLH8pxdpB4TXb8sWxGCjf/YC76PqHjJIhBvVvCEqBACS/X3hflJ3B8n9yeQ5f/O/2y3v5Ufc34IFQCLhKXR+eZm+PdiVa4t82jctQi/KC+whyUslt20rRlIN1ZyaMHMDqTKJ1c8sQ2bIleFPfaFzd1Bii1IeQntWiS3LlwOTkygM9gSxxZm7Ea3JNUJUrdBPii2yvVepYFbfTuxqqyp0WmyRyDPxewV82OLmmHPWSrX33PFIsUU7zurvSmxhDFi2DGzz5sA9AUByz07sybUinqBL7rn3xscW3EPuOKL0C9xfVxc/EFQqgX51WzlGUAqdbv+Ztn1KoXMx0r+PvJefAkADtdsc6jk1OBBcdMpkRzpPGjjMei8VwpxCNUeha3RO355itpP7EQwU1Ayd629mC9E+WrOBxDlU+VKxbbTsfBWvtgQVOjOzT3BOoozTmxPXZE6ZfZqbeR4op9GFvg3MKUI/MtTf35YvBwYG0Dg+HGQXundiLJlGRZFUGOAvPzviM+2OU/SbdD+XsgQb+Wm4j2Do9PKCe8/oMEXsvcSAoNC5iU0Jk6tY2cD/N9kY/fcUGCd1f8kksHgx6rZuro6TC0amjzN0xtjik2fMmMmwRaHQbW2ZA/9jZuIGQrESJiWuAtjiM7lq3R102CIdZ8Scmg52dux5LYgtztzpckDKUhSZzIsUW2Y71Q3E9du+HanyNHZ2VMM0tNjijTP63gN82NLYCKRSYE5FltD6tQffMUpsUTTG6DQi0j3kWTeC95favZsrdKbY4o3TnOCRYktXF7fYuc+1O6ZXNmM6lkBpVjVIyqTUWJS2Tyl0lL+KUVSLGGkHoH6w38gxNCzP7FTkyfONU6rFZ7NAZydy2x2Gzn1CHR+sIY1CFyfA2pT5EvsFTu1dXeFon4EB1I+OYGtzkHXiEV4GDrPUaVgX4eV3sHaDWiiGTjxlCqBrGuofClLQmTecl0pXX3dAHtvZzUFJc/yWMXQm8xJcO1THKVPoNm0CAPTP8rEExowgXdFCXeLKuda390IM3dAQB9DXgaGjolw9NkM2n8uWIeWcvr31KxaRmhzHbs1LhUwHYuJGoMOWri6erX56OtAvs30rXi3MMccWVx5hcjUrQu/IcNdvaAiYntYydFpskY2TYMyU2OKYzNt2bQtii4NbY216hS4UvGHC0KmwJZnk5kQRO529190WVuiizktkho4xoL0dMTcoQjSZC9ipxBaVvJjsMKzAzu3b0VCZDsir27MTu3Mt5thiKg+GDB0QWr/kK1uwvWkWD2pxmhZbIrZ9S6GT+IrFmDqNSADMfAqdSeg2l1G9rGLoMCsbp7QtX+75x3j9nJfxoIFjLyXP3K+m+lkgSIFiCRyG55UCwdBpnmkqEs04eMPtpzL7hMwGNToSC34g1XQZilMmgK7e7QF5sZ0clMwcrMPjNM4C743T5xDc3s4dr4n168m3YqKuPiSv9nlRjNG/Z1tbAcaQ6hdYAsVhyu94blqEHpA4PCtYgtSrryBmVUJ7ryffao4tPnkmKWcABbbMncvtxrt3Vy+YmED97p3Y2jwnGrZA7q4SyTTsrE92eDC893wJ2QEDbJHJI3zvlNjS0QHkclyh8/fr7sZIOotyQ0bS0b2/sInXuMqOClsU2LnDp9BpscWVF2LMDFl1P7Z0dHj+q94esm0pdkqxJcI4tdji+I8vLO6uyrMs1PXswZ5cqzm2iPJUe1aHLRKTeXLLZrzaPCcatkRs+5RCR55qI/iPeJF2AOqHJAxdwOyDaj+nRXEkDoKZJvv4smXIiiZX54EaLtQQ5RolJYFAPQcYuoEBYGKi2sk5Zb5SmBMyKUd1mAUiRHj5Ta79/bx2qrh+otkgFnSwjhzq7/bTnaIXLAASCczp6xYUum6t2YDLoxUQs3mp/h4Az3icJ6MmWILtLV3GBbRD8igm0TTRb5wn9k6KJldi76kUs+hVWjQvo2XLEJuaQmepvzovzt7razT0XxXmRc+4VK91W8jdwTcOAMCWLWC27bxU4OtnUNmAnJcaolwB5EYGtHtPiy0KeZYddleRYgtjwPLlaNn1WhBburvRk2+Nhi0BeWbj9PqIe4hS6DZtwnh9BoPZpoAswIyhq9XP1puX9nbE+oSApFKJp50JrZ8CWzTjjIQtjnVj0dCu6v319yM2M43dudbIScTNygNqsIXae5UKEq++gleaRXbcTNE1bfuUQifTyI2DFGybv+RyOczauiHY75lnOE3u83eSJTLWmilI8NQs+vLlqCsOoWlipPqgdXdjOFeA7WNTSHmyKFfTeRFP+24/96Ti+PIBADZuRCWRRHdjR8iXsRbwNDHVBpihFSsAy8KSnler8oaHga1b+d/88hh9eosePao5RTt+WJ0926vPSrmMeM8e7Mq1mkXVRjQb8HFqIr7FfEq2DWzciB1tXcK8WMF+kccp78MYC/rVrFiBpo0vcXnuvDzzjPc3vywgrIAAavMGxZhpTbUOw7powKeQO/PW26h2d6BMvEbuDjpsoV4qDsOztbkrGrZANi8Gh2E/Rjjrs2D7puBcPvNMaO9psUUjLxK2LFuGlp2vBbGluxs9udZo2OLKs01MrhpsoXKZbdyInlnzUbFZqJ/JvJAlrqJgy/LlqNu0EanyTPV5cfeekDxeiy0qeVGwxVXoBnaGiAzu7iCXFcIW+NxAao3YjzNexaOuLrh+27eDTU2FGDrTYBHTtm8pdJRGbpLt3K+Rx+PA4YdjwUtPVfvZNvDAA8BRRwUye9dqpqBNrppgCvfBHgw+2ANNbXqH59djXrxxCj50zji8tmkThjvnohKLh+bFqNB3KCt7xMoNRx0FADhk+4tVeQ89xOlQ529+eVFPb/zvNYDZsmXo7N1RldfTA1apYE++VWs6rf30TfeTmswHBoChIXS3zQ0orMpKCsI4qXkxTTYKADjqKBQ2vojs1Hh1Hz3wAE8y6ss5RTFYJuYUmjHTBFM4e2+hnyXo7oYVi2Eo30z3EeSJ82LsvyrDFsneA4BXC53RsMUvzzRQy2kBbFm+HOjowJs2P1uVt2cPVzSFvafFFuk4q9e6TYsty5ejsW83klNT1c+6u7UKgTtO0c/PtvUKlhZburp4suWRkWqnTZvQO3tebYqSRF4kbDnqKMSmJnHA7o3VcT7wAH/nHXGEUp6x4hlj0bDF8R9fMLgzQGQArkIXzf/YxASqxRY3qIzYe2F3B7OcoaZtn1LoKNOiSbqMEJgddRQ6ureiddzJ5L11K2ehCIUg0M9UHnH6rth6hg5wFDrfgz3Q1GZ8it7reYFgqpWwBMW5i0h5URmeqrwIlRu6umAvWoRDdrxQlffAA5wlO/TQkLyaHIkFkDcySS5fjo6eHbDdUHcfKJmsXy0m0FD+Olt4OYjJhV0fnva5obUzkRfZFO2OU1DIY5aFtd0vc3mWBTz4YFghoBglg3FWT9/Vz7SMS0cHrFweiwa7AybX0aZW2L6oaVKeRFEyriYj27P5PH/ZCXtvalYnJlLpaNiCGlIpOS2ALYwBRx6JVVuerfq0/elP/KdEoZNii2ycEozXHaaYbaNr0CnVNj0N9PRw/9WIVWFMq7RoscXFTte6MT4ObN+O3tkLomML3D1U/d2kakponI7SdsiOF4MK3f77B5IKAwbYIh1neO0APXYuHOgOMXR7cnqTueh/HCVtiRJbRIXOwc5Xm+dEw5aIbZ9S6ChHYpM0IiEwc8DnoNee578/8EDgc1GemB1fv/kQlAeDU/SCBbASCSwc3FllsXbsQF9Tm9GpSJQXKXWCf5wVH0vgJhd2/bAqFWDLFozMXRiWVzFYB+HU536HySk6MMYjjsS6HS8h5iZveOABYN06oKEh1K8Whk40w7i1VZXM7LJlSJWn0Tzg+IM5c7Yn16K9v71h6JTBG11d3P9xcJD/7pwyd7XNrXleIpmi3XH65/Mtb4EVT1RfKi+8wCMnTRQCAybRi3yLwvAwhsqSJVg4uKt6fzt2YLilvTZFyYD50mKLyxL4fSA3bcKEU/KrVoYucpCCiC1HHYX2Yi/aB5xgjQce4IrnQQcF+mmxRSaPmE8ttjiH4fkDzgt41y7AtrHLYO+FsCUSE6Vh6IDq+jnVEPpmz4+OLUAokXGV+VJ2C2JLSwvGl6/EIdudvTc9Dfz5z6G9595HpMAwb5w1YO6yZZg30B3Ye1Y8gf5MYzRsgZm1wQhbiL1nNzaiv6EpcgBUlLZPKXR0MV6zFx/gOzmsWYOpunoc9KpPoWtrA/bbj+wX1WevJkUwkcDE3AVVk+v4ODA4iL7GtppSIBilESEe7LLl8+PJZPjJzT2pbNsGTE+j5NSyq9lvyJkX27bVDs++cQbGePgRKEyW0LZtC3fqfeopEpRqDvUX5bl+ICp/FcdsN9utcxvRbGDVYAINMWZilnSRYd24EUgm0dMyuyafvb0K3nDvL5NB34rVOGTHC1ye5DDl+cdENKfIwFo3xsqSpVg0GGQJhps7omMLzOoFG2GLnyVw/B+nHIUu6iFzb4IUAN/9Oeu0fKPje3X//cBhhwVKWQXuT4Yt0nHSjKfy/pwShItcs50zZ7syeoYuvNfNWWcjhs6/9wD0d86Pji3uOGt0d/Bjy/Ahh2HNrg1IVMrAE0/wA9/RR9PyVNgiabKIfZ1C1zRRQrroHDy7uzHeNgs2i0VOZGwizwhburo4u+pO3saNsJYu5Ye/iNgSpe1TCh1d+ksPSiFmL5nE1qX744Ctz/HfH3gAOPLIgP8cQCfHNHKYlZhTdP0mFi7GQtfk6nPKNlWUxAzd5vMSHGfAL8N/UnEYnhEnU7ZIWRv7xzjz4nY3K/1V/X36cG46mPP8E8Ajj3DmkDplSk6LUR17VcXWveawBJ29jkK3YwesujSK6VzkYBFTc4rMXCRlCTZtAhYvBkskand4JswwWj8eFtxDOw9Yh9V7tiAxMcH33oIFwLx5oX6iPP5sqlkCmWlRt4esZcvQNdIHNjHBlafubhSb26NjiyNPh/FG2DJ3bnXtHP/HqcVLvWu9sRvsPZpJNFDixftbuRLFhjyW/uVpngz65Zele0+UF8IWxTgjYUs2i9HWjuph2JmzXXmDw7CALTX5hYLAFtcfVMDOwc750bHFHWcNJlARW4YPfgsaZqbQ+NLz1cOU4D/nylNii0yeaN0wwRYHO5t3vcZ/37ED4+2zvHGomogtFUPs1GLL3LnAzEw1ufCmTcCy5YF7cuXp5iRK27cUOolpUe8Yyn/6H7RNKw7Coj2vAk8/zZknCe3M5VU/M4nUIoMUDBisyYWLsXBoF6xyGbj4YoAxbO5cbJArqjq2wDgNgzdEM0xg8x18MHDXXXyenFPmqFOcOGoEmzgvxrmNYsJJf+58dOfb0PnsYxyU4nHgrW8l+kkcew3mJTIT1dGBiXQGc3q385PdrbdibP83A4zthYO1shs3i6hOwytWcHPYJZfwxL0bNwLLlu2Vg3XQXGQYHSvI27n/OiStCuKPPsx9sIi958oTDym1Bvro+tlLOcOa2bYVuOYaoFTCtkUra8KWimERej626mehPbR2LTcf/sd/eHtvetES71q3RZoXgaGLjC2xGJ5buD+WbHhK6j/HLzPAFsU4o2JLce5CzrBOTAKXXQa7UEC3yWFYwJaqc7yymx5b6uqAAw4AbriBp1nauBGYMwflhsxesNzBtQOiB28MruV+xvnHH+bYuWoVzw9JyIuasJcapxG2ONaN1p2vcX/aBx9E//JVAGqZF0eekSm6+ntoD61Zw39efLHn/+iOMyq2RGn7lEInMy3WQuNvWOb4fHz72/wnqdAh1M+kCD0ZFGGi0C1agrrKDGZdcwVwyy3AhRdiS8dCbRZq8rRvBJ7OtQKFHDidXnIJz1F00knctNnYiGmnjmTInBJxXoxBInQatvDY3FXoeO4JbvJZu5YrLkITC33XFOoPQxMoY+jtnI+5PduAU04BJiex9f+7gsvT3l/4Rcvl7SVL0NQE/PCHHCS/+U3ux7N8eei0bxLqz8dDm6e0hcyFfjv2OxBlFkPyhh/xl51EoaNSNRgzShGfTXs5B+sFf/wtcN55wHHH4YnD3l0TtpiWwQv1E7Hl9NP53PzLvwB33gkAmHEYuprnRVQEa8CWpxbsj5bencBPfsKTCa9da3R/IWyh5MlMtZr7G567CAsHdyF+wVeBp5/G9PU/wmQyXRO2ANBWdzHClptv5s/3P/8zV+iWL68NWxA2ZZoUoQfC2DLZ1IxNLfPQ+MiDwMMPK/deLdaNmrBl4UKUY3HM2/w88LGPAYsW4YnTzuHjiIpJ3rxEDEQT99ChhwLr1wNXXgl873sAAOYwieEAqL9zhY4xdiJj7CXGmMUYC+/m6nXvZIxtZIxtYYx9eW/lSkGpBjDbumA/TCVTwK9+xWuArloV6iej/80dpaufmSz8lHP6nnvFxcDhhwMXXRStgHaNYB2mkH0XtbQAP/0p8MorwI9/7DA8/AL39O2G+kd1II8SJQlUk41aFvDY3NWoH+qXOvUCzumbZL70LxX/2plGgfbNmo+DtjzDlcyrr8bYwiVG/ULmDcPcRjyizDdO6v5OOQX4xCf4wWV6WsnQRX35efNiYi7y9Zusz+DFWYvB7vgV/0DG0LEwU2MaPSrOi+7emMPQHfjja/kzf/PNKBs80zLTYk0BSWK/eJwrTXV1wHe/CySTKM+d58irXmaCLdLDcA3Y8uT81fw/d9zBmfFUSnp/Smyh5HnzUh2jCbaMzF2IwmQJySt/AJx5JqaPfy+A2rDFpJ8Rthx4IHDppcB//zfw+OM8gXWN2BIyZZpGxxLY8ti8Vcg9dD8wNqZgxw2whRpnLdiSSGBXSycOu/eXPEn1z36GqXpe4SMqtlTdQJTdzLDlu9/la/i1r/E+K7hCJyry/y8wdC8C+CCAP8kuYIzFAVwD4F0AVgL4KGNs5d4IpYrxVix95JRXYNp/UoknsXGho8QdcQTJ0cqYL9MoV7GfznwztYifvmcam4DbbgMSCbO8d+Q4zYrQA8F54QqyMBdHHglcdBH///Ll3mbxmDbTF7vwsjU2gQovh7Jl4bF5PgVcqhBIzAYGfhninAAGCl3nfP6fk08GTj3VmIEMZZ03LIQtK8UVur9rrvEcx931o9gF/T6qZkAJyIt4aq9YFp6Y5ygFXV3AwoV0P8LsY4KdMRZ2eNaueS6H3dkW2IzxvdfWVjO2RIow12FLVxdn6wFgyRLEUgmyn7lvWvWzWrFlY9t8TGRy/BfF3gMMsCXUDwF5ptgy4rqBrN4fuPTSvcIWE3nG2HLWWcDxx/P/O3uvFmyR7tkasOWxuT7sPPJIiTxDbDEdp6bfjnYnif13vwusWbNX2BKPMWW5PsAQW+rqgJ//vGr9Wbq0JmyJ0v4mCp1t2xts296ouWwdgC22bW+1bXsawM8AvG9v5MoUJVP/kcAp2rKxYemB/Bcpw0OcMg1ASebHozPf2O1t+PGB78aGK27wnMRN2AW60Hdteeikp/YLLwTOPBP4xCdCvnDepjUs9G0J/aKatSwL2NY0GxNtHfyhOPxwsh+1af3fp5Inzgmgp/FfOOQf8PsDjwWuvZZHQ0Vgvsjs4xHNDdJC0dks8ItfcHPGmjXSeTHx+xL3EO9nMM4AowQ84bI8QjJvsV947bq21wAAIABJREFUD+khj5oXLVsdA/794Pfjgc9/HTjmGE9erdhSq68YiS3HHw9cdhnw+c/XjC2UCbRWbJlBDNtXOj5GOuyMyAjWii39B6zFr/c7CqP/cRuQTu8Vtvg/V43TCFsY46bXk08G3vOemrGl5tRGBLY8NtfZeytWhGq4ev1MsYUYZy3Y8odDjsPd7zoFOPvsgLxasMWEMTPGlqVLuYXq3HOBTKYmbInSEvpL/mZtDgB/IcluAIfILmaMfQbAZwBgHhHxBtDmjWh+NdXPypaFJ998BD7y6B3AcceR/aSKkmb9ZKVF9A7WMXztHf+Cm99ysG+cUUzK1c+MmERhPm3blufViceBq67i/32KR+CGfOG0DtbBeYl6inbBtmxZAGPY+Y73Ysnw7kC5toC8kLmhNjOFSRF6AOibvxTfOvFLeJcznijzQqUyeN0YOgBYvZozT5DPi9aRWPT/MWYJwuzx0/NXc/bphBOk/UL+RgZ7yB1n1FN0nDHcuO4DaDx2GY72xlk7tpgGCBljy3nncXk9JUderQxdNCZRhi0bDv9HLB/YzvM/KuQZYQshLyq2WLk81r/3fDy5ZGmgX03YgujuB0psaWnhpnMAsZdfqglbZKW/asGWvmwB4289Ag1vP0bar1aGrlZseXz14dh91DtwrPP9e4MtJoxZJGw5/niPZa0FW6K0v5pCxxi7B8As4k8X2Lb9a5OvID6zic/4H2z7BgA3AMDatWvJ68hTrUnIPhWJZtnYOX85d1qVNFk6EGPHXmHhaz+1m91f1Hmpnvb57273qOM033zBl4p5hBf/KSqCG87/BpYc0CnrFij0zXwb2OT+6ND7v4L/iDtOUl40sDYtFB067ZuG+hPjjDFozRuUg/VUfTaYuFM6zurvJimK3HFGPvS9ztiS1DCJf+/YsuHt78P7vyd3i/57xxZTU+bfK7b0/vr3WNCaUcv7O8UWE4x43bDldU5b8ldT6GzbfvtefkU3gLm+37sA7NqbL6SK8dZqWqxYNtJJQzCL6kgs9Y/RR06FxmmimNXo67c3YOaXZ0yPC/cXhTHzXx+lPA8fJzf3moJSGMzccSq7SZON6qNqw8+myThllRtM5qXsc6aq1RRt6hAcKs9jaKagzEVG5hQWHqfuhfIGtkSV9wa28HG+gS1BefsYthikKIrS/jenLXkCwFLG2ELGWArASQB+s7dfGtLITUpx7aWpNkixRiiEHTKBKrvR/jGVGsrzIJpjdshfJaIZJuopOrI88fRdcWl8w5eK0M/I0fZ1TDZqEixSk3+MpHJD5LJFEeYl6h4C/v/2vjXItuMq71vnOSNZloUfGFkWkrEJMSorNtciBBIqhhjjCpiHSRyS4IRU9INyqvLDBDvODzlVSSWQVPIDKKJ/pCpVBpxS4cQKwiapPFwkIAe/FFsgG5ctRIHftnTnzsw5p/Nj796799595qy19syee+7+vqpb987cs2Z19979Ta9eX6/ukqc2TZHbJdCSvOd6HnLLWf7ILU07NPyQW6IduaUPLqtsyQ+LyJMAvgPAe0XkkfL7t4vIwwAQQlgBeAuARwB8HMCvhhAe6+u7c7WIYsszS2aGlGT6om2Cffu/bqf9Ki5d2qdppz3qX41L60SZOk1R9q8+eq9LM0VCU1cfb/dP2c52tK/3l49qrUUu+5Yk8N8woSD52kx91H866ep4NNFpblx05NmeQ7v7VvlrjYs6DUNuyfojtzRBbsmD3NIPl3IoIoTwEICHMt9/CsDrk68fBvDwefrOXS0ynyv1KqkIcm24SaElKlVHmZ0t5DPNstG+SUjcShtoBKypv3hfn1pIXPqx3GyQts+aFmnrY7Tj4tklyAqXNYcUEjJz38mq7N9W4fLO/rU1X7qj/rlx0XBZu7SAZuer8teKojXRcDtdZNmhI7fk/ZFbWv7ILXl/5JZeuJ5TrheCYkVef63Sj+Si2o3iqH8unaJJw2SExKv1Rn0dkP3Ghy3kojhiDqRkpr8ouuGvIheboFtd7XwLWXvtrLsglT9FaQhPeqNzDY1hXNp6Do2/jrBXqR8potr662IO2aNokz6mlb7RRdHdXyp6wXP9NbmF3GK1I7eQW/pgdAu6idhJCci8oGF3FO1NU+SExJp0Sls/EkLQ/VLZctTfTErV9riOlNp21nGxplOs0XA7+rYIewHfuLTflcKf7RoaSzqlQWbK3ZNcMc6LmkNAPg2j8pcZF1/0rSR5cksH5JYt7SS35NtJbumF0S3oOqLLje7BTzOndjT30gHd6NsnJN6dTmmXQIjm6vpuLSGxtUq6lZRqMtNdFN0REivTKe2LvivSVY9L05/6l0qrf5pxyQuJzzTLvtNp+89qZ/vdFHEIlzc6IXFHuKyNaqUrsFalQHPtVEbfnQu0tUJpcssWf9EXuaX4ueQWrT9yix7jXNClK2tlFN0tQGgQEjvvTWyINRVbz1u3/41V4C1VtoFMEU9zGgYqf9tPvu16DsXf1nHJCbo1dt1xaX7/LLv2uwkoqsBntFsqf5lo0SP+Vx/1n7Sib21U2yJP9ZzNLJTU/trjouwfuaVth4YduaX0R27J+yO39MLoFnRdseZGXXemm2vf5av8bEO47LuncaXYej6v7f8qCjMWN7X6i+Oira7uTd+4ybp18k1dbLTjT9+/EOq7Gi33NOZPvmmuA6q/VpNSJtrXpilcepXWLwdNAV0gv1C66HaSW7b4I7c0QG7JY4zcotnF12KcC7p2NKzc0t0YH3wsNhqM/tKik0Bhvwm7t+PbF31bLoou/LVIaac/NOwsJFG0EyZ/dXSK0p/+iqvCX6udO+1Q+muOy+7nEO1iO22/HDbVuOiLjbbfzbT92/1lLj9XzYW6jUU7daQk0jppZ4iGO3NIwVxtnYs2BVrM2WY7PRxBbiG37GonuaVrNzZu4aGIHuicRFOKINu5b+3WbDZyUFz0HT+b/m09Uaa9KLqTptAKiSMJVv500Vvfk2/t/lkv0FZH+1vaqT4R2BqX3c8BLX8o/e1uZ3rCK16avvOof2b733PCSx2dtk54aS53r9rZib41UXQmnaJNnTqifXLLbjtyS94fuaX2R27xY3QLus5WqaLaOdB9QS0iyM6LrY2iN82oT13bqBVlasmlihbV1c6bZGYVEndIUL270Nwl8AqstSf7OlG0saaV+T7Jyp+uf229iltIrCXBzE6Ubw7pq6s3TqJtzriE/ox2aqPodhpG/8uI3JJrI0Bu2eWP3FL7I7f4MboFXe449YWKIB2agK0C5J2Ttvi7fRReSy6VXkUZRffXjzRJSds/7+5CrVfRpxsa/pRH/beVJNA/B+u4tMlTR2bTSffd1ESnnSjTMIc6J7xUc6h9Em133TSgT7TvbSe5JdfG4vNo+CW3kFu22Y2KW5SHN7QY3YIuG9U6tnQ9aZiNkpSqi75bk918Ek1Lnp2TWjZS6p5EO9Msk74xRrVWMmuftFOPSztqdz4Hp91mozzq3xkX5zU0SlJqX/St3VHypmG6J9F2jyUQFzz119p0SqedhtQpuaUJckse5JY8RsctynHRYnQLulxUq46+PWkYyU1aXTurSWu4oDi2DYD+ougtUa01+l4pf6lsv57nYshs27iYdxfWyl9GW6JhbTvT56Crf1a2L/mlqb2GJiUl01xIFyCW63Icc697aEC/S9CdszvNOumilTZ1Sm7J+gLILR1/5Ja8P3JLL4xvQZfZKtXm2q0XaLf9aauPR3/WNEW9/W+LFjvb/1qS6BQbtforvtbuEnSExNZxCe3noIy+K3/Nn7ernZvW7olZ0K3cjs+Ni1ZI3Iiilf5yaRHtO90QLjvmUOFPF0V30iJBf2F3uwq8q53kFnLLVju0/DV/3q52klu67byRuUULLuiUkcpsIlU0FK+9UVWBn0wqO0sUPZtIlZ6oBbO66K3rz0m6O/oXX+DKn/IC7egv6k20uwSzLe3UCqxj+/TjMmn500XRs1b/tEf9O89BGZ3mxkUnJJ5gvQmNkgsu0lVGp+kcAqC6hD7vTxdFzzLt1AqsV4lSute4kFsafsgt0Y7csq2d5BY/RregW84mOF7Ve8Hrja4S9XI2xfFqXdkAOi1B4a+0U14U3W6nRcC6mNZ22mh4OZsCQKd/u8ZlOZtk7XYd367tmv3Tt7O0U14UvbV/O+3a/YPSX7N/cadm11H/3LhoJntuXLTvZrOdOjLLziHjOx3tNEf9i7lX262Uv4zSuQfoCuhua6d7XMgtAMgt29tJbmnbkVv8GN2C7nAxxdFp/SC0osSDxRRHp+XLGXTRW/R3rfSn3cYHgMP5FEcnhZ1W8AwAB/NJ7U9J1vOpYDqRaly0doeLYrIftfq3KzKKdrGddTrl7P4dzkt/J01/uyZEtLOOS6d/yij6IDMump2atj/tdnw1Lqk/g106Llp/q03A6br+paKfQ8ncC7oo+nAxadhZxqVhpxQ8H87rOQvE/u2ee+SWLsgtZ7eT3NK1I7f4MboF3cGsOaBacejBzE5mQCTBGBXpLoou7Ka41okyd5oVdq12aqrAF/1r+VNGfdFOe1H0QWuya/t3MC/9GaPhyu60ubuw6zkczGI7beNS29Xt1Ez2tp06iq76Z/Q3b/ZPm+rrPr+Ncg5NcbLaNE4SquZQZs5q5tByPq36ZmpnhnRV40Ju6YDcssWO3LLDjtziwfgWdElUa4lOG9GwcrID7Wi4+J6OrGu7dc92araeD7PjoiDrRtQOld1BSdZHJ5uWv7P7V0WnnXGxRe36KLpJZtqj/jl/qqiv1T9ttfPO7oLWbtEla827crBokrU6Oo12q7Sd+p2vqMfRlkA4nE9x7SQlz92pvsouIWvLuJBbzrYjt0Q7cksO5JZ+GN+CbjbtRkWa6HTmI90iGq6jDWB3FFbYTbq6DGWkctSKTjURwDJjp+6fMW0wm04wn0oyLrbotKPjUdpZx2WZsdM+O6AVnSp3XAA0dk+0UR/Q1PFo3xWg2T/dTlSTrLVH/Q86uy46wfPBfIoQgJO1dVwm1TtW+NNG0ZNO6lS/Q0duaYPc0gW5ZZsduaUPRregO1x00xv66NQmJAYiKdmExLW/FlkrtQRtf1r9z7GnnfO0ndZxaZH1jkgl6nG6/nboYxbd7X9NO6PdsTHd0NaPaAWz7XSDVlTf7p82nXLQM9q3pmHadiulfiSXvtE+h9N1wGptH5dmGkb3/Mgt2/2RW/J25JZt/sgtHoxuQZdGmRYhcbqytgmJfWmKtJ2mdMps0hEg66Lhrp12Qhw5yLo5Lij96fQ4HUG38uSbdVziZD8yklLXTj8mQJsEFc8gRsPJuGjfsWY7bXqcdB55xkWb9jnI6HhU/YvjuarTb1pdzXGpxwkhYBOUz4/csqWd5JZcG9t25BZyS1+Mb0FXTvYQgvqiaKDYIrcKbQHgMHMyTCsObQuetRP32EO6mf5pDt8sM4JuffTdFDyrx8WYThGR4rh40s6JYOdR//Y2vlYw2xY8a4/s506GaeZ6W9BtTd8cG6PTdlSrrXa+nHWjaP+42MlaHUVXaaaNayFBbmnZkVu6vsgtW+zILX0wugXd4WKKTZkzNx31zwqXtVGmL21gFegCzePUFrJOSy5oj/pHu+4vI2XUfuIdlyZZW/un3Y6PehzrUf+DRb/JXo+L7qLotp01TXFkJcFFc1dCfdTfmU5pR9+aS+gbdtZxmdf9s7zT5JYtduSWDsgt2+zGwy3a0jgWjG5Blx6HN0WnszpnXpPgbn+5tIiWlDzFRtNSBtrrcoC4S2Arxgk0o2/tCbaindNuiQDVVvcksSu+Zz2err2Gpm1XkNLuh76YTiDSPMFm2v6vhNnGdEoi6LakU64ZydMbDWeFyw4h+Eb5HDqCbmP65trp2jiHyC05kFt225FbCoyJWyxzT4vRLejSlbxNSFxPCO1F0UCd3ohX+qj9ZaJobbHRKtpQXnsT7awnyjr+jKTb2SVQFsi8dtJsp35c6m18Nemm47LWnZwSkcbz05NSO+pTplPiO52Mpyal1YmilePSV7jcGBeDXqU5njvNkpILUbOif1cA3w4dQG7J2ZFbMu0kt2z3R25xYXQLujRysOpjop0lOq20BKuNaYs1Fv8MIZjSN8tWtKj2N+vWfPJH7cpfRjHqM7Uzib4NFxunehxTFJ30T3sBc2FXt1MbnU4mgsUs2SVQi/Fbwl5lO9t6HO24ZE/MmaJ9Y5qpZae9sDu1s84hoJzrxh2laEduSfyRW7a0k9zSsSO39MLoFnTpCtlUgylZyWsvigaahRmtpQXWm1CkYoxRtEd3kkbDlug0jYarqF01LpM66jNG+2k0pWljtLPWNira2Yz2tbe0HCZ6HO1F0dHumjGKbutx1AJrpx4nW2zUOBcAYLXemObQtYZeZadZrcdJ5p4lir7m3KEjt3TtyC25dpJbcm0EyC1ejG5Bl+bMTUf9k5y5TXdSr+QtaYpKj7NaV6Sk1XOcrosUzEUf9Y921ou3K3/GE2VAU4+zVl4UDTT1Ktqor91OrX4EKK7Madgpq4E3rnOypG/ScVHWNmrrcdZq/Uhbj6O8CDtnZ5xDMb2ou7C7S57a8hyFnfWUK7llWzvJLWe3k9xStxEgt3gxwgWdU+eS5Mwt2/hp5GA94QUUkYPJXxIZWX851Hocg84ljTKDJYpOri0KxRF6z4Xk6mi4VRRVTdZzH1k3omHlBdrRznrCC0Djcmqt4DnqcazFP733SXaiYeNF30cnG5SvtO26o8ZcN8w9xxxq25FbyC3bQG7J+CK39MJoF3QNUaLlNMxqbSKlNGq3XgcU7Tx6nLR/lro6x6kwW30Fil2YnZKZdjseaOtxbHoV6zU0sZ2V4Fl5vUu0a94raCd507jM01pYtnamxT814xL1OPZri7z6mHohYa2bBhS1sOoU6E6zxhyy1neLduSWbjvJLd12kluaILf0w+gWdIfVg/BG0Wtz2gAoHqD1wu5o590liP5UF2jndheUdlGP44naAf3Re6Ctx/FFw9pq50Chx6nJTL893tbHWATP1mrnlb+UzNT98+0uHM7r65y0R/3n0wlmEzE/v+YcKr5nmrONd1ox9+bdBY9lDpFbWv7ILXl/5JatduQWH0a3oMutkK2nb1ZGYS9QkLwranfuElwz++sn6L62SqJ2ZWR0Utbd0kZh0V/jYmqTnS3qi3apoNtzgq0QEqvMymg4uR/Q0T+tkBgotCdWwXNsp/Wof93O4qj/RnnUfzkr9DjHaRTtnEMqLVWmsLB1h47c0rUjt3TtyC35dpJbfBjhgi6XptA/QGtU21zJ24qNRjvtRdGFXX9Bt2Vclol2QSuYBbpRuyUtcnRaCFi1Vb0LuyZZ+4t/asmsrR/RTbVONGxop7XaebRL0ymmXYlG2ke7SzBpVEnX+Cvu2ZzaF0qNObRR+0sXSmvL3CO35O3ILWfYkVs6duQWN0a3oPMKibM5c1P0vanTKZqTWotuekOVpsimU/RbwUcnSTrFIkYt+2fRcxR26/Ikk3LSLuKJwCISU2//LyYuMktLGViExG1BsEfnYjrBtjifNJMr7WMRWM+nrZSknqytaYqq9tbpxpdOsZYDIbfk7cgtW+zILVk7cosbo1vQ5Y76a567N52SRtFVOkWzpZs5Fm0Vh1bpFEX/lum4uHcXbDWYop1JSNwaF3XaYBb1OBsTuSxLYTagvygaaAqlzWRmFBIDTUG3VfDs2V1YzqcNwbp+XNrRsMqsGherkDiOi0XwPJ9OMJ1IeUjBscAitzRAbsmD3JIHucWP0S3oqhpM1qP+OWGv8RSNpQp8fbzZX8pg7elfOS4TKbaj1Xana1MUvUzSMBvDNn57XCzRIlBfimyJhk9WBVHbo2gnmTWqx+v756lW742GY/HWjeGof/R3LUmL6KPopp11XCw3G8R2pmVETHe5kluyduSWlh25ZYsducWL0S3oRKQ6Dm+9HxBwCJ7TytCG4p+N6HRtydHXBRbduwsGXUZzXOxRdBUNG6K+yt/aUozTqauJ6bCVtZ3TSo9jERKn6ZSi+KfyOTh1LsuOXsWmc7FEp4XdpHp2gO6of+XPOIeiXVMrZthdMJYRIbdssyO35P2RW7L+RsYt2h1IDUa3oAOSlbzhhZlOBIvppCHstRZK9KRT0rSI5eSb9QVtH6fWn5xqttOid4h2fchafT1PolOyVElvj4udrDdFjSlTNXfbNTRAq7ipIX2Tlgiw/FKp55CdBBvieK2+qaVzsbazToHa9EZWkie3nOWP3JL3R25p242JW7hD1xPxjkBLzSeg1Dw0tlg19XGkyJmf2rZYU8Gz7cLuhMxC1ATsNKuj01KsqY+ik/SGI01RjIvlGSSCbpNgNom+jRdoV3aOXyrHp0UFckvaYBX1OMqLooH63QSsQuJJVccsBHt0ajmVGe2sKUKgTm9YUoRAnWay+munYUzjQm5p2ZFbdtqRWxI7cosXo1zQHZaiy7VBSFzZpdGpwq44Fj1pii4NepxG1Xlj9B2jU5NepRRrat+xRlS7tgmJgTqdYo2GK8GzI/r2RMPRzvKu1O20VVdvtlNlVkTD5ek867g0yMVYs8sqJK7mkEGMD8BVWqDwN2nWfDLqlFxRO7klb0duabaT3LK1neQWH0a5oFu2o2j1lnVrK9hoZ9lijXqc41QTYNHjnGzMtY0KO+NR/zZJGLb/o93KchF2Ep1aaxsBRf+KcTHqeKpxsfdvbbkIO63Ztd6Y9UbHpb7JMi5Hrnd6UtYH0x/1r+xON6Z3OrbTk6ZolzIw7S6c2BY8ALklB3LLbjtyS7OdY+AWLujOCYfzSSlEtYkuq+PNjojjyHsaxuiv0uOs1rYTXg1dhl0HUqUbjNFiHBeXP080vDKefEuEy5Yil51xcUTtG0OaojsuerIOAdVpNNOJMsfR+847bdTHWFKSDX8ePc7KVjet8EduyfkCyC3b/JFbuv7GwC3WhaAGo1zQ1ToXK3k2hcuWyOjYZVdH7SL6Ld1lsrug7dt8KphIjBY92/g2sm5fW2SPMtemE16pjsd6gXZhV/ZPOfe66Q076a6M1wEBwDPHKwC2BQEAPF3aWcbldB1wvNJflxPtrIcGCrtJM51ivA7IPtenjR0604Xr5JYGyC1nt5Pc0rUjt/gw2gWdJwJYxmjYGrUv/Cv5o1PbNne0Oy6jaO02d5GGiRPCMCaJHmdjEDy3q85bSakSEhtSUwCqcbEKnq8Zo9P0zj7L80uj4Y2jOv4zJwV5WtM3lZ2V5Es7yxw6Xm1wakxvdKNh43VA5vRNrRuy2pFbmiC3bLMjt2jsyC16XMqCTkR+TEQeE5GNiFw543OfFpGPisiHROTR8/IfCx56tnTTi7DVx5RnLX2MOeLQR32xndYourJLBM8aTCaC5WxSjYt+TJr3QnqidpeQ+MQWnXbTDSqzZikDy7g0diXsuxnPGKPh2M6nr9nIs6/d1ZKs7Uf9vVG7VWDd0tAZxpPcssWO3JK3I7ecq92Nyi0azM7tJ9nwMQA/AuDfKT77l0MInz9P58u5veYTkK7I9cU4gSJifPp45UqnWGsw1XYbHMz10WlhV9fxsUbt1mhxNp1gPpXqlJAnLeKvTeVNUzgEz9YoelH8/KsnK5POpU5v2PQq7bSIfpegbWd7ftZ2Hi6m2ARUVyWZBc/VXDdUj3fttJFb8nbklrPsyC01yC1+XMoOXQjh4yGExy/DN1Afb/YIidOLsPWpg1J0WU52zVH/tJ0Wkoh21skO1CRvERL3aWfcXdgY0huL6QQTsZNnHQ1vzBc+A/baVN1SBkoym8Uo0y4kBhKdi9nO6y/a2QTd1nbG9Fu0074vh6Ue58RI1u2dNkv/yC1dkFsybSS3KO3ILVpc7xq6AOA3ReSDInL/WR8UkftF5FERefRzn/vcmT+0fUzZXvDQ+AAX9Uresr2aRqcWMlum6RRzFL02VTsv7CaVHsdkl4yLdrs66nHihLBO2njU33IRdmFXHPX36nEsVdmBREhsjk6tupOmXsWavql1LiqzTNSun0OpnV5g3U+PU116bxJKk1ty/sgtrTaSW7b4I7d4cWEpVxF5P4AXZv7rHSGEX1f+mO8MITwlIi8A8D4R+UQI4X/kPhhCeBDAgwBw5cqVcNYPrYt/ek+GFV/rCxf2iU5tVb2j3ZePTk3RYuVvtcbhfOpIpzii6DJ9Y4lO03ZajuxHPU6080XR9ujU+vzaepXhoui+/nz9U8+92eWMS72bYdihI7fk/ZFbWm0kt+j8kVu0uLAFXQjhe8/hZzxV/v2nIvIQgPsAZBd0FhzMJ1hvAuJ1JnbS3ZiO+seTaNboNJYIKIpHqs0KMvuKTUhc2E1x9WSF+XQyCOlWAmtz1D7F0Ykjap9Pq4KV2nGZTyeYTaIeRx9Fx+j06vGquPbmgoXEB+dkZ47ar1mj6JaddlwWvv4t3ePSbKd+h47ckrcjt7RBbtlmR27x4rpNuYrIzSJyS/w3gNeiOEzRG9WLZtwqjTnz47W+inj0Z70oOvoripTqj+xHu2urgqzt7bSTWX3lysZ0BDsVh5qj75WdrOOuhFWYfegYl+VsApH6HbMe9be+m33e6dTOLHg+sUXRHX8XPC7e/nXtbLsE5JZcO8kt2+zILWf5I7docVllS35YRJ4E8B0A3isij5Tfv11EHi4/9vUA/peIfBjA7wB4bwjhN87Df3frWV93JtoNdsLrxJ5OqXQgxnRKFC57BM9FhW7biZ20nZaXOkbD1nRKWjfIqhuyCsGLezang23/t4t/WsnT3E5nOqXr72LTRefVP/+4kFsKO3JLDuSW3XbkFj0upWxJCOEhAA9lvv8UgNeX//4UgHsvwn/7FI12POPW7DPHa6MAOR4XX5vSFFGPYzl6X/hL0xRqsyQaNtamWkzLUga2mjoH8ym+cnRqFljHXYJe42Lq36TSuVjHJb5jWn+TiWAxm9TvppkkbKm+9lywpinlXszQAAAVZklEQVTqOeSzs9fCso1Lp38Djye5JfFHbun6I7d07cgtbly3KdeLRHoaxnLUP0Y4Txuj6MPEnzXqi3ocT9RuOdIe7aqq7Jb0xqy+kNw2LvUlzK7dBQfpVlG0sX9PG6O3wm5iPnEFFO+L1V/U43hPolV22jTFrGmnTm8kc8jSznQOAfbdBX9NK2e6iNzSsSO3ZOzILR2QW/wY6YLOl95Y9kiL9LWzkvXJeoOTlVWPUxdFtZD1stTjWHU8vXQuVZrJlvY5dl539IyRlDp2xv5Z0wZtf9r+RT3OcOmGZvpm+BTocP0jtzTtyC35dpJbur4AcosHo1zQpceNrdfXVHbGyV7b+UjXej0PUFQE91zPU1wLozZrCIJN/ZvVgmdrOiWStfnaIkfNrsOUPI3t9JFuaqc2a9iZam/N7P3rkJLWbnG5ZG1PpxhPzJFbttqRW/J25JauL4Dc4sEoF3Tp1SLWaMpjl27pekj36eOV+YSXx18cl6OTtfmXSn2Btk0HUqVTrCfYYjrFaHfVeHIKKHZPPOmNg8TO+r5Yr8vp+DONi71/04lgMbXbtdMi5pNhl5A6tZQRIbfkQW7Jg9zSBbnFj1Eu6FIxo0kwmwqXHWRmFTw32um08+hxCju1GQ7n01KPszGN53I+KYuw2qLotHirdVxqIararGVne1+sQlugeF+swt52O/3jYk3f2OzmU8F0Iv2FxOYdM6PA+jzmLLlli53ajNyyzY7c0sGNzi0ajHJBl26x2oSoPr1KM51ie6k97TwPPY71qL+nnYfzKU5WG5x6rgM6KWtTmclsGP0IgEa6wTYuqc7Fl06xPr/+/ixpGHv/OvctXnhJAu8cIrfk/ZFb8v7ILbv9kVu0GOWCrqoMfWIkz0VdgNCVTjmxpTfSAoSuk2/Gdqb9M02+xng6yNrazlLnYrkuJ9pZi0C27Uz9W0zNxSqBYlz6t9Prz1Bk1tm/1M5E1vNJ7U9dNLRdpNSmx7HPIXJL1o7cstOO3JL4I7e4MMoFXYyGg3HSLhM7a22jyp9hi3U597XzYO5rp3dc4jHzwk5t1hwXYzQcytt6rdF3tLNdWzRJ/KnNcDDztfPQ2b9lo53ecVGbufu3TOys86jyp5xHUY8TQlETzlpGZKg5RG7ZZkduydqRW7K4kblFg1Eu6GIUDdhX/xHWI/suf/OB23ku42I/oWf25x2X+XmMiyXKrD/r2XUp/A39vth2Cfr7u/hxie+ZpW9Rj1PY+fpGbqlBbsmD3JIHucWHUS7oYs4c8EWngF0Y6vPnbOcsaafTznSEfuYbF/8k6m/nHhdjlFn5u57Hxd0/7zyq7Ty7UXZ/09KX2qTS41h9kVt225FbEjtyyxY7cosHo1zQxZw54Nv+B2xHt5cDR8Pe6K2xu2DR46TtdJRAAKzj4oxO3ePpjaK949J/d2GYXYJhdzOWjUWP2qxqp/US7Ghn6Ru5Zbc/ckvqj9yS9UducWGUCzqgnvCWhz6bTjAvJ4//JTNsO898L/XSaZdO9qHTPp4TgVZ/7qhv5h0XJ5l5x+Ucdl28z8FzchGwvi8xvaG/Uguo22klzziPrGRNbsn4I7fstCO3bLMjt2gx3gVdOaCW7erUzpI2mE+lWvXbBLPnsD0+QHpj6U2neNMUQ4+LMx3WSL9d1+PiS1M0SH7A98UqJPbsmKV2Vs4lt2TsyC077cgteTtyix6jXdBVW6WWe2hQbyFb0zCHjqi9qce5+O14fxpmYCHxeQiXOS69/Z1HGs3TTquQOI6LlXT7plPILVvsbvQ5xHHp7Y/c4sNoF3SR0KyVmv0rcnvUPplI0k6Dr4SsTYJZdzrlHKI3UzR1DtGpN+obIn3jHpehdwm8uzVldCr6o/5AQp7mOeu0q3baTGbklqwduSUHckse5BYfRrug84oSD50rco+uBkjbqX9UqR7HJmAd9qj/wXlEb0MLugewO/BG+1690dC7BM7otCJP486Xd84OLXgmt3RBbjlfO3JLHvvCLbsw2gXdwYCC58KujIataZiZ09/MTtaL6QQx0PAKZt3b+IYz7Q3BrOVE4DkInoceF7edaVwSsracmPMKnt0Ll1q47LIzzr2lU/BMbumC3LLNH7kl64/c4sJoF3RxhWwWPPdckVu3Zut2Gl+0KvrW26R6HH8tJWcUZqm9ldiZanadQzQ8hJD40JmmOI/xtNl5Bc/9drCshw36zj3vXCe31CC3KPyRWxI7cosHo13QeSo8F3Z9o3brSr5f5GCJogs7ezsnE8HCUSjRHZ0OfKT9PKJavz99/4bX4/TcURootejfaet3go3c0rYjt5xlR25J7MgtLox4QeddyQ9L1n31OGZdTdVOo27IWXsrft402c9Bj2O6KHrgE14NYbb7xJzz5OKA0fBQqcW+O22DnXwjt5ybP3JLHuSWbf72g1t2gQs6J1nb69X0i76HaueyinBMZkldHS/J6+1SPY6/JpLarBoTu79zSKc4TngV/tRmTZIfRK/Scw5567td73Od3LLFH7ml64/ccpbdjcotuzDaBZ37dMrAW8F9dwmu5ygaqK9cGaL2ljedMnwU3V+P40kXTcR21H/4OeSNhr2pxb5ziNzS8Edu6YDcssUfucWF0S7oKhJ01p0xiyd7nr4ZepfAuPPsH5dFz9pbbj2O3Vdh54zaBxBYN6N2tVnvk2Hud3qwOeSN2vv1j9yyxY7c0vFV2JFbajtyiwfjXdDFrVLrcWP38eZ+aRF7aYGev4yMeZEYDZur4/cUlfrHRd+/+XRStW+Io/7+eyGdUXTPtIF358T8rjh3ePqX53DakVuaduSWDsgtW+zILS6MdkHnTTdUK3mneNL84AcWXfoFz76Tb/s2Lpb+LZ3k6RYSp0f9Dd1zF9DtmRYZLL0x9LtCbsnbkVvyduSWrh25xYXRLugqfcVgV3040xuOC7tTO+vW8/Dj4tyy7itG9V7LZLATEZdd36P+04kYr72JaQq1ScPu+n9Xhk3fkFvyILdssyO3bLO7/t+VYbllF0a7oBs6AjhwR/v9jlNbt573Z1x6ima9W/LO8bREqN7aW72FxMZU2NDX5fR/V5xi/Bt2DpFbsv7ILVt9kVta/gbmll0Y7YKut+B54GjYard0RgB9CzO6CywOENUC9S6BfVz67S6Ybw1wjEvU4wwlxvePycBzyCnG978r5JasP3LLFn/klm125BYbRrug24eLsJt2Q+lVLmtchor2fVqJ/sfo7c9dxFd7a6gbA4YuLdD/XRmmXAa55Ww7cst5+SO3bLO7UbllF0a7oPNfLeIlpfLFNp98G7qdXn/9IiP3uLhPMzmfn/PUlec5eCb7wXxiTlNEPY7/XfGdWhxqDvkv3vaRNbnlbDtyS9uO3NL1RW7xYPQLuiGqj6d2Q9XHGbqujv90Uc9xuc7rDR06fxkdzqeu7fiD+dQ8JtGftY3TiWAxnVz3c6jvNUL2mw3ILTmQW/Igt3RBbvFhxAu6YWs++aNh35H9oS8p9o9LfA770T+vnTUgXrqjaDt5RjuPv+V8YrabTwUTuf7fzb5zj9zStiO3XIQduaXGjc4tuzDaBV3f3PdQ0Vvfq0yu+/o/A+tH+kdUdjvrUf/Czp6miP485OmJor128Xol8y9oZ4mAvpqvoa+4IrdcH3bklq4/cksTQ3PLLszO9aftEerJZ7XzHfW/vAu7TWbDn9DrPS4ms0vpnzeq9dnZ0xRAEbWHEBz++vTP9vD66nHsl8n3ezfJLW07csv52pFbttvdmNyyC6PdoRte8Nxvsg8t6B4s7eMuzDhsFO09Ru9JGwCFoNuzHd9L8Dyo3XBpn+lEMJ/KgHOW3HK2Hbkla0duOSe7G5dbdmG0CzpvesNbV+fyhMQms95pH/sF2sNG0X3SG96j/i4h8WLqEswezKeuKLpXWsQlsJ64hNnednrGZTGduPQ45JYdduSWjh25ZYsducWE6QMPPHCuP/B6wIMPPvjA/ffff+ZnZhPBl66e4HX3vBDfcOuh+mcfzqf4k69eww/cezuef8tSbXfzcoY/+vIRfvRVd+C2mxZqu2cfzPHZL13FX7vyYtxyMFfb3XrTHJ/54lW86dV34qaFPrP+nMM5nvzyEd50351YJtfE7LS7aY4/+eox/vqVF2NuYItnH8zx5aNT/Mir7jC93LcsZzherfED977INHlvWswwnQCvffkLjVfYTHHLwRzf/c3PV9sAwGI2wXOftcB3vvR5JrvpRPANtx7i21/yXJPdRIBvfO5N+LZv/DqTXQDwsq9/Fu598XNMdutNwD2334pvfdGtJrvT9QavvPM5+JYXPttkd7za4L67n4uXvuBZJrtrJ2t818ueh7ued7PaRkTwzMkar/mWF+CO225S25Fb8iC35EFuyWNs3PLOd77zjx944IEHTc7bP9eT277eceXKlfDoo49edjMIgiAIgiB2QkQ+GEK40udnjDblShAEQRAEcaOACzqCIAiCIIg9Bxd0BEEQBEEQew4u6AiCIAiCIPYcl7KgE5GfE5FPiMhHROQhEckefxGR14nI4yLyhIi8beh2EgRBEARB7AMua4fufQDuCSG8AsDvA3h7+wMiMgXwCwC+H8DLAfwNEXn5oK0kCIIgCILYA1zKgi6E8JshhFX55f8GcEfmY/cBeCKE8KkQwgmAdwF4w1BtJAiCIAiC2BdcDxq6nwTwXzLffxGAzyZfP1l+jyAIgiAIgkigL/NthIi8H8ALM//1jhDCr5efeQeAFYD/kPsRme9trYIsIvcDuB8A7rzzTnN7CYIgCIIg9hUXtqALIXzvWf8vIm8G8FcBfE/IX1fxJIAXJ1/fAeCpM/w9COBBoLgpwtxggiAIgiCIPcVlnXJ9HYCfAfCDIYSrWz72uwBeJiJ3i8gCwJsAvGeoNhIEQRAEQewLLktD9/MAbgHwPhH5kIj8EgCIyO0i8jAAlIcm3gLgEQAfB/CrIYTHLqm9BEEQBEEQ1y0uLOV6FkIIL93y/acAvD75+mEADw/VLoIgCIIgiH3E9XDKlSAIgiAIgugBLugIgiAIgiD2HFzQEQRBEARB7Dm4oCMIgiAIgthzcEFHEARBEASx55B8Td/9hoh8DcDjl90OwoXnAfj8ZTeCcIPPb3/BZ7ff4PPbb/yZEMItfX7ApZQtGQCPhxCuXHYjCDtE5FE+u/0Fn9/+gs9uv8Hnt98QkUf7/gymXAmCIAiCIPYcXNARBEEQBEHsOW7UBd2Dl90Awg0+u/0Gn9/+gs9uv8Hnt9/o/fxuyEMRBEEQBEEQY8KNukNHEARBEAQxGuzVgk5EXicij4vIEyLytsz/L0XkV8r//z8iclfyf28vv/+4iHzfkO0mCnifn4j8FRH5oIh8tPz7NUO3fezoM/fK/79TRJ4WkbcO1WaiRk/ufIWI/LaIPFbOwYMh20704s65iPxy+dw+LiJvH7rtY4fi2f0lEfm/IrISkTe2/u/NIvIH5Z8373QWQtiLPwCmAD4J4CUAFgA+DODlrc/8FIBfKv/9JgC/Uv775eXnlwDuLn/O9LL7NKY/PZ/fKwHcXv77HgB/dNn9GdOfPs8u+f//CODXALz1svsztj89594MwEcA3Ft+/Vxy5149vx8H8K7y3zcB+DSAuy67T2P5o3x2dwF4BYB/D+CNyfe/DsCnyr9vK/9921n+9mmH7j4AT4QQPhVCOAHwLgBvaH3mDQB+ufz3uwF8j4hI+f13hRCOQwh/COCJ8ucRw8H9/EIIvxdCeKr8/mMADkRkOUirCaDf3IOI/BAKMnpsoPYSTfR5fq8F8JEQwocBIITwhRDCeqB2EwX6PL8A4GYRmQE4BHAC4KvDNJuA4tmFED4dQvgIgE3L9vsAvC+E8MUQwpcAvA/A685ytk8LuhcB+Gzy9ZPl97KfCSGsAHwFRUSpsSUuFn2eX4ofBfB7IYTjC2on0YX72YnIzQB+BsA7B2gnkUefuffNAIKIPFKmhf7RAO0lmujz/N4N4BkAfwzgMwD+VQjhixfdYKJCn7WH2XafboqQzPfaR3S3fUZjS1ws+jy/4j9FvhXAv0Sxa0AMhz7P7p0A/k0I4elyw44YHn2e3wzAdwF4NYCrAH5LRD4YQvit820icQb6PL/7AKwB3I4ibfc/ReT9IYRPnW8TiS3os/Yw2+7TDt2TAF6cfH0HgKe2fabcYr4VwBeVtsTFos/zg4jcAeAhAD8RQvjkhbeWSNHn2X07gJ8VkU8D+IcA/rGIvOWiG0w00Jc7/3sI4fMhhKsAHgbwqgtvMZGiz/P7cQC/EUI4DSH8KYAPAOD1YMOhz9rDbLtPC7rfBfAyEblbRBYohJ/vaX3mPQDiSZA3AvivoVAXvgfAm8qTQHcDeBmA3xmo3UQB9/MTkecAeC+At4cQPjBYi4kI97MLIfzFEMJdIYS7APxbAP88hPDzQzWcANCPOx8B8AoRualcKHw3gP83ULuJAn2e32cAvEYK3AzgzwP4xEDtJnTPbhseAfBaEblNRG5DkZl65EyLyz4FYjwx8noAv4/i1Mg7yu/9UwA/WP77AMVJuidQLNhekti+o7R7HMD3X3ZfxvjH+/wA/BMUOpAPJX9ecNn9GdOfPnMv+RkPgKdc9+75AfhbKA60fAzAz152X8b4pwd3Pqv8/mMoFuI/fdl9GdsfxbN7NYrduGcAfAHAY4ntT5bP9AkAf3eXL94UQRAEQRAEsefYp5QrQRAEQRAEkQEXdARBEARBEHsOLugIgiAIgiD2HFzQEQRBEARB7Dm4oCMIgiAIgthzcEFHEMSoISLPEZGfKv99u4i8+7LbRBAEYQXLlhAEMWqIyF0A/nMI4Z5LbgpBEIQb+3SXK0EQxEXgXwD4JhH5EIA/APBnQwj3iMjfAfBDAKYA7gHwrwEsAPxtAMcAXh9C+KKIfBOAXwDwfBT3nf79EAKr8RMEMSiYciUIYux4G4BPhhD+HICfbv3fPSjuw7wPwD8DcDWE8EoAvw3gJ8rPPAjgH4QQvg3AWwH84iCtJgiCSMAdOoIgiO34byGErwH4moh8BcB/Kr//URR3nD4LwF8A8GsiEm2WwzeTIIixgws6giCI7ThO/r1Jvt6g4M8JgC+Xu3sEQRCXBqZcCYIYO74G4BaPYQjhqwD+UER+DACkwL3n2TiCIAgNuKAjCGLUCCF8AcAHRORjAH7O8SP+JoC/JyIfBvAYgDecZ/sIgiA0YNkSgiAIgiCIPQd36AiCIAiCIPYcXNARBEEQBEHsObigIwiCIAiC2HNwQUcQBEEQBLHn4IKOIAiCIAhiz8EFHUEQBEEQxJ6DCzqCIAiCIIg9Bxd0BEEQBEEQe47/D6Y5R1nIIOt1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaef7d5390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"sample_rate = 2000\n",
"sound_length = 5 #seconds\n",
"t = np.linspace(0, sound_length, sound_length * sample_rate, False)\n",
"\n",
"wave1_freq = 400\n",
"wave1_amplitude = 2\n",
"wave1_phi = 0\n",
"wave1 = wave1_amplitude * np.sin(wave1_freq * t * 2 * np.pi + wave1_phi)\n",
"\n",
"wave2_freq = 150\n",
"wave2_amplitude = 1\n",
"wave2_phi = 0\n",
"wave2 = wave2_amplitude * np.sin(wave2_freq * t * 2 * np.pi + wave2_phi)\n",
"\n",
"wave3_freq = 30\n",
"wave3_amplitude = 0.8\n",
"wave3_phi = 0.4\n",
"wave3 = wave3_amplitude * np.sin(wave3_freq * t * 2 * np.pi + wave3_phi)\n",
"\n",
"fig1 = plt.figure(figsize=(10, 8))\n",
"ax1 = plt.axes()\n",
"\n",
"ax1.plot(t, wave1, label='Wave 1')\n",
"ax1.plot(t, wave2, label='Wave 2', color='red')\n",
"ax1.plot(t, wave3, label='Wave 3', color='green')\n",
"plt.xlim(0, 0.1)\n",
"plt.title('Input Signals')\n",
"plt.xlabel('time')\n",
"plt.ylabel('amplitude')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we'll add the signals together to get a simulated input signal for our filter:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7feae1147d50>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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g0ksvxYYNG7RruuGGG/BjP/ZjuPbaa7F161azN8AimI4ebBuuvPJKLjo4CAQCgUDoEh544AE897nPnfUy1hyiKEIQBJibm8POnTvxyle+Eg899BB6vd6qXkf1+TLG7uScr9i7hDRrBAKBQCAQTlmcOHECL3/5yxEEATjn+PM///NVD9Rsg4I1Szh4fISX/8HN+MhPXoXnP2vTrJdDIBAIBMKaxLp169D1qhxp1izh6SPLOHIywIN7lma9FAKBQCAQCB0GBWuWEEQxAODwydGMV0IgEAiEtqBLOnGCOWx/rhSsWYII1o6cCGa8EgKBQCC0AXNzczhw4AAFbKcYOOc4cOCAcffrNCDNmiWMBLNGwRqBQCAQAJx99tnYtWsX9u3bN+ulEFYZc3NzE5MTVhMUrFlCECWZE5VBCQQCgQAkbvmzHltE6CaoDGoJQUjMGoFAIJyq+OJ39uBNH/z6rJdBWCOgYM0SMs3aSQrWCAQC4VTD3buO4GuPHsAoTcwJBJugYM0SSLNGIBAIpy6GYQQAODEKK15JIKwcFKxZAmnWCAQC4dSFYNSOj6IZr4SwFkDBmiWIB3k5iLEc0MNMIBAIpxLEHn9iSMwawT4oWLMEoVkDqBRKIBAIpxqGxKwRGgQFa5YwFqxRKZRAIBBOKRCzRmgSFKxZwoiYNUID+N3P3493fvKuWS+DQFhzEHv8MQrWCA2ATHEtIQjzcSIUrBFs4YE9R7FvaTjrZRAIqwbOOQ6dCLB5oTfrpWiRd4NSGZRgH8SsWYJcBj1CZVCCJYzCGMcpsyecQvjqw/txzX/6Cp5ZWp71UrTIu0Hp+SPYBwVrlkANBoQmMIpiKsMQTinsPbKMURTjqUMnZ70ULYaZZo2YNYJ9ULBmCaMoxrq+B99lOExTDAiWMApjHB9F4JxXv5hA6ACEFuzg8XZXJIhZIzQJCtYsIYhi9DwHG+Z7xKwRrGEUxohijuWARt4QTg0EHQvWSLNGaAIUrFlCEHL4roONA580awRrEKUYKoUSThV0JVjLfNbo2SM0AArWLGEUxfA9ho3zPjFrBGsQJSM6MAinCsSovoMnKFgjEAQoWLOEURRnzBoFawRbGBGzRjjFIO7pg8faHayNUusOmmBAaAIUrFlCEMbouYlm7Qg1GBAsgYI1wqmGME7u6UMdYdZOUIMBoQFQsGYJosEgYdbavekQugsqgxJONYgy6IEWa9Y459KzR8wawT4oWLOEIEobDOZ9HB9FGQNCIKwWopgjipODjZg1wqmCrAza4mAtiDiEWw4xa4QmQMGaJSSaNYaNAx8AqBRKWHXICUBT2f29Tx3Bzn3HGrkWYW2iC92g8uxnYtYITYCCNUsI0gaDDYNkvh3ZdxBWG+PBWjPZ/a9/9jv43c/f38i1CGsTIlhbWg5bW5EQ62KMmDVCM6BgzRKCKGkw2DifMGvUEUpYbQyjPKNfaihYOzGK8MSBE41ci7A2ITRrAFqr9xVD3DfO+8SsERoBBWuWIJviAhSsEVYfs2DWgnRmo9DKEQirDbnE2NYmA/HsbRr0MIri1jKAhFMHFKxZQhDF8D0HG+eTMijNByWsNmYSrIUxRlGMvUeXG7keYe0hkO7rQy0P1kQyfpK81giWMbNgjTE2xxi7nTF2N2PsPsbYb89qLTYwDJMGgw0Zs9bOTYfQXcgMRFPdoEHKqD15kEqhBDsIY46+lxxNbWXWhMfa5oUkGadh7gTbmCWzNgTwCs75ZQAuB/Baxtg1M1zPqkJo1tb1PTiMukEJqw+ZWWssWEsDxO9RsEawhCCKccaGOQDtNcYdZsxaEqxRkwHBNmYWrPEEwgPAT/87ZYQwohvUcRg20HxQggXMogwapuLvJw+dbOR6hLWHURhj22IfAHCgpSOnRINBxqxRkwHBMmaqWWOMuYyxuwA8A+BLnPNvzHI9q4kg4uilVP7GQY80a4RVhwjW1s95ONbQYSFKr7uIWSNYQhDFmO+52DDvt5ZZkxsMACqDEuxjpsEa5zzinF8O4GwAVzPGLi6+hjH2M4yxOxhjd+zbt6/5RU4JMcgdQMqstXPTIXQXwyjXzTTHrFEZlGAXYvrLloVeazVrebCWaJKJWSPYRiu6QTnnhwHcDOC1iq99kHN+Jef8ym3btjW+tmnAOU81awxA0jFEmjXCaiM7MBoK1qKYQzh2PHmIgjWCHQTp9JdNC73WdoOSZo3QNGbZDbqNMbYx/fM8gFcBeHBW61lNRHEyN04waxtbTOcTugsRrG0e9BoxxRXNBYOei71Hh1gOiE0grD5EVWLzQq+1I6dGxW5QYtYIljFLZu1MADcxxu4B8E0kmrXPz3A9qwbhwO3LmjVqMCCsMmRmbRTGWTBlC+Lnn7t1AQCwi5oMCBYQRhw918HmQYuDtWi8DErMGsE2vFldmHN+D4ArZnV9mxAPsqxZW1oOEUYxPLcVlWfCKQBxn23JsvswK8vYgOgEPXfrAu7bfRRPHjqBZ5+2aO16hLWJIIrhuQybF3s4dGIEzjkYY7Ne1hiGKassnjdi1gi2QZGDBQgGQtasAcDRZcq+CKsHmVkD7Hutifv6vG1JgEYdoQQbELZHmwc9BBFvbO5tHYwkSUDfc4hZI1jHmgrW7n3qSCM6G3GICmZt3VwSrB2jYI2wipA1a0ADwVraXXDWxjn0PYc6QglWMApzzRoAHGyh19owSBNyz8Fi3yPrDoJ1rJlg7fgwxA+//zZ8+s5d1q8VFMqgfsqwBTEN+yWsHjLdjFQGtYlASkLO3jSPJw+aa9aWg8i6po5wakB4VGbBWgubs0ZRDIcBnsMw6LtUBiVYx5oK1sKYNyJYzYK1tMHAc5yxfycQVgPDgteTbWPcMM6DtWdtHtRi1t784W/gvf/UXLP3vz2yn4bNdxTCuqPNzNoojNHzHDDGsNDzGvM5JKxdrJlgTRxsJ0ZNlEGTclEvZda8lFkTAm0CYTUwCpP5s4tzSZ+Q7QND3Ne+y3DO5kEtr7Vdh040Wjb96b+5A39162ONXY+wOohjjjDm42XQFjJrw/TZAxLdWhPnCmFtY80Ea0KrdrIBbUHWYOAlQVpWBiVmjbCKENn9Qi8J1mxr1orM2tJyiCOGljTLQYyTQTP3P+ccJ4Kote73hHIE0j2WBWst/ByHYYy+7wIAFkizRmgAayZYa5JZK2rWRBk0jIlZI6weRlGEnudgXcqs2W5gke/rszcNAJiPnVoOIiw3xD6EqSk1TQ3pHkT1oec6GPRc9DynlVMMRkVmjTRrBMtYM8GaYNYaKYNONBiQZo2w+hAHxkK/mTKoMHv2XIZzNs8DMBs7xTnHMIxxImiGfRDPGQVr3YP47DyXgTHW2vmgwzBCP9UkL/SIWSPYx5oJ1nJmrYkyqND2jHeDkmaNsJoQZVDfddDzHByzfG/n/oEOztmcMGu7DII18eydbIhZC1Jt3VEK1jqHYqK7adDO+aDi2QOSMihp1gi20blgLY45fvBP/xWfu3t3re8bhs0xa8LiIG8wEGVQYtYIq4dRlB8Yi337HWlhxqw5WEx1cibPU64XbeZAGxGz1lkE0Xhz1pbFtjJrccasDfqudb0ogdC5YG0Uxbj3qaO45aF9tb5vORU3n2zAFDe37kgYNc8RDQbErBFWD7JuJgnW7N7bOevB4DgMnsOMSvsZs9bQ4HcK1rqLzMsv3Ts3DZKRU23DKIzR99IGg57XyGxewtpG54I1IdJ/eO9Sre8TzFoTfjhlmjUqgxJWE8NCKWbJcoNBOFHed4wSkCb1okB+4J8YkRFv11Bszto48HHYsOO4Scis9qCXBG1UCiXYROeCNbERP/zMMXBuHvyI8SBNlGJGE2XQVLNGZVDCKkLWzSz23QYaDCYnc4h7XQfBag/DGHEDHdFygEbsWrdQTHR7rtPKgHsYRmOJEtCMHpqwdtG9YC3Os+bdR8wdyrPsvpEyaIGByCYYtI9Z45xj575js14GYQqMolw304TXU9ap5wj/QLODVJ7H20QpdETBWmdR1Kx5rtPKisRI1qylzBqNnCLYROeCNfnBrVMKzbpBG3igclPc4gSD9mWIX3v0AF75h7fg8f3HZ70UQk0UNWvWB7mLg9STy6AtDNZCCta6ilCy7gAS9jaI41pVlCYwzmoTs0awj84Fa/Lh8PBec0ZIlGJGUWw9aAokITaQbzxBC01x96dz9/YdG854JYS6KB4YTZniZsyax8w0a1Lw1IQMQV4TBWvdQrEM6jkOOAeilu2d4+OmhM8hMWsEe+hgsCYxa8/UYdbyB8l2KXSiwUBMMGghsyZYCBpE3D3IIueFBqw78i7nnFkbtZBZkxM68lrrFiYkJJ7Q+7YrWBuFMfq+ePZEGZT2UII9dC5Yk0X6Dz9jzqwNG8zug3B8w2nzIPcm/ecIqwu5DJpo1iKrAv7sIHUk8bdRg4EUrDU4QQQgZq1rKHpU5nrfdiW6ybOXBGkZs0ZlUIJFdC5YE4HQ9g1zeGSveUeofGA0wUC4DoMrCbGBvDmiTRhJNgeEbkEug64TuhmLzFVYKO/7rmPEeMiJUiPj3kJi1rqKCY/Klia647Y5ZN1BsI/uBWtpwPPcM9djaRji6aNmHaFNHhhBFGcHGpBrfNq24QDNjuEirC6KI28Au4mIOEjzJMTQFFcKIJcbLoMSs9YtTGjWWjhXmXM+1omda9ZoDyXYQ+eCNRHwXLR9PQDzJoOxMmgDmjWx2QD54dZuzRplhV3DMJrM7m0a4wYxR891wFjOrNXxWQMaGvdGwVpnUbTu6LWwOUucJdmzR6a4hAbQuWBNbMQXnZkGa4a6NTmjt/1QyVoiAGCMpS3o7dlwBHLNGmWFXQLnPBE5S9YdgGVmLYyzshSQHFZttO4QUol1fY+CtY4hVHSDyv/eBgj2r+/l7F/fc0izRrCKzgZrp62fw+aFHh4x7AgdhjHm0u6dEw1o1mRmDUg2HRMxdtMQkx0oK+wWip5nTQRrYczH7mvjcVOh3GBg/0AbpnvE1nV9CtY6hswepmh71CIJiWCTRbAGJDKEJjw8CWsXnQvW8vmEDM8+bdG4DLocRNg06AFoQrPGM4GsgOey1rWfA3mWSMxatyA+t6JmzaYx7kihxTRj1mKkldOGmLU0WFvs4chJuq+7hJFi/izQrlF9xTIokEwxIM0awSY6F6zJ8wmfc9oiHtq7ZNQROgzjPFhrQLPWKzBrrZ1xF5BmrYsozp9dbCBYCwuMse+Z+6xtmPcBACdH9p8B8ZxtXexTN2jHkE1/KQRrorTdBuTMmpv920LP/ri3j972GH76b+6weg1Ce9G9YC3OmbULTl+Ho8sh9i1Vu+8PgwibF5JgzXYpJggVZVCXtbIblJi1biIL1tIDo5luUD6uWTNMQIZhjIHvouc5OBHYv8/Ee7ONyqCdg2BFJ6e/tCfRHamYtb5rvWJzz1NHcPN3n7HqpbiW8CN/dhs+cMvOWS/DGJ0L1rLZcY6D87ctAgAeMRhEPgxjbBgk2b1tFimQuvQEPMdp1YYjQKa43UTxwMiZNXufY1GL6bvMiPFYDiLM+S4GPRfLDXaDblno49gwbJU4naBHECUl88weJmswaE+AIvZMuXqy0GtigghHEHHsP06jAVcDDz9zDA89bT4FadboXLAmj7xZP58agRocUMMgwrzvYs53rOtmgohPMGt+W5k1Yd1BwdoY9h8b4ju7jsx6GaUYRemBkQZrc74D12HWfdbE4QnUGeQeo++7mPftsw9AonvquQ42pPvDUcszUwmrh1G6dwp7mNwU117AzTkfG0dYhawM6hcSF8v7u3gP9hw28xYl6DEKYyx1SGfYwWBNjLxhuZ7BsBQz5zsY9DzrJb+iEBtI2rvbJJIVyExxO3TTNoEP/euj+Im//Masl1GKYUGzxhjDQs+1rFkbb5wxnQ06DCPM+Q7me25js0F9l2VMOpVCu4OgoPcVe7zJfTYtPvvtp/Cid/+L8Si04rMHiP3dbrAmzrk9R05avc5agDA27lJTSOeCtawM6jq1HuTlIELfS0oxtlus1dYd9jOvaZBPMCBmTcbxYYgjJ4NGHPengco+oOe5Vg+1URRnvlfJ9Rwjtng5iDDnJcxaI7NB08kOoqmBgrXuIIzGvfz8BsZNPXXoJA4eH+EizjyIAAAgAElEQVSBp48avV6lWfMcZr3cLjpldxOztmKEMQfndhuyVhudC9YCybpDHFQmQVDOrNkvxRRNcYF0jmILtTPDrAzanZu2CQgt1oHjoxmvRI2yAyOyeKiFaXlRwHTcVFIGTZ695pg1Cta6iFFBQpKZ4lqsSoimtft2mwVrQ0U3aBPMWkjM2qpB7J8UrFmEEOn7ErNWdWCEUYww5uh7LuZ7nnXrDiWz1lafNWLWlBD31KGWBmsqryfPZVabWIIJ1iM5oKq60wSzNteYZi15/tbPUbDWNUyWQe2b4opn/X7jYG1cLwqkzJplmYtY5+4jxKytFFmw1iE9a+eCNUGHew7LHuSq+YRDqWQ08F371h0Rh1/oBvWdlvqspRvPKIxbub5ZQZQTW8+sFfQ9NstFgWKCQfLv+vtmWWjWfLehQe6cyqAdRVDQ+zYxyF3Yhdy/26yhSCVBSMqgdpNxUQbdc5iYtZVC7O+kWbMIubXb98weZBGszfkuFvqudeuOUahqMGhnN+iw4SHbXYG4pw62tE2+OMEAsJ/dF/0De66ZDGEYxJl1RyPMWhih5zpYnwZrZIzbHajsYQC7mjVR8Xjw6SUjqUpxNijQTOUkL4MSs7ZSyC4IXfGt62CwxuE7SWt3z7DBQGTzfc/BfM9rwLojHnuQgSRDbOMg91EUI7U0ImNcCSIAOXCs5cyadJ+5lrP7MC6yHmmJqoLZFj5rzXWDJl2rc76LvudQsNYhjMLp2NsVXTM9P4ZhjEf3H698vUhwxxMl+5pkkUDuPbrcSv1zlzCU9qyu6LU7GKzluhnTUSRZGdRPyqC2gxKVZs1voFtoGgyDCBsbmpnaJWSatRMtD9aKZVCLCUHRP9BUM7ocJg0G877XmCmuWNuGeZ/KoB1CEMVjEhLPaYBZk+7f+wxKoTmzJjcY2GfWRAIZc+AZg6k9hHLI0qmuNBl0LliT5xO6DoPDTMqgyQEx5yXZfSOD3Ds0bmpj6kdl29KkSxAP88GWataGJaUYq9qeQoOBCbMdxxyjME6fPQcngsholu9KMAopWOsqkgaDhjVrEcf2DXPoew7ue6q6yUDNrNnf34MozkYmUkfoyiDvWV3RrXUuWEtEztKB4VUL95eDnFlbSGe42TwwRgpmLSmDtotZS5y7Y2xOmbWu0MFNQNxTXSqD+o7lBoNip55X3akn60UHPQ9RzK37DY4kGQIFa91CGPFxLz9DXeRKMIpizPVcfP8Z63D/nupgbRRFcB2WjcQCmjE9D6IYz9o8AEBeayuFzKwtdaQjtHvBWlgUoFa7qA+DnFkTB4Yt81DO+UR2CIgyaLuYNWEMmJdBu3HTNgFR0mh9GbSgWYssl0GL1h3Jv5c/S0IvOuc7mPOTspFtY1wqg3YXo2IZtIFxU2GahFy0fT3u2320MpEfhQpNstNMGfT7tiTBGjFrK4McrNluOFwtdC5YC2M+UYqpsu5YljRr85YPjCgNgFTMWts0a4L12LyQlkFJs5ZB3FNdsu5owmetrmZtORTNPUk3KAD7DT5hzr5TsNYtTJRBU/bKZnOWSEIu2r4BR04GeKrCGmOYTsiQ4TkOOIflZCnGpkEPCz2XmLUVQt6zjg27sT90LlibZpj0MJg8MGwFJoKxm/BZc53MJ6ctEAf+JsGsdSTDaAK5dUdLg7UogsNyTQ/QgM9aVN+6Q0gQ5qREqckGn/UUrHUKxXuMMWY8yumhvUt454131U6KxTWft309gGpzXNWEmowBtJws9T0HZ26cJ2ZthRiONRh049zrZrBW0M1U+jyF+YEx6HsA7B0YojN1ohvUte9wXRei8WIjadYmIO6pwyeC1jGiQD7/UkYyf9ZmuWhcL2rCrGXNPb6bl0EtM2sy87Fh3sfScmiV8SCsHlTNWSYJOQDc+vB+fObbT2FvzU5JcaY894z1cFj12KlR2t0so4muVcEAnrlhjrzWVghZBnVsuRvJXOeCtVChmzH3WXMx8Jth1oqaNc+y+HsaiK6mTQMqgxYhHw6HW8jMlGX3toISznkiQRhjtat91mRmLSuDNqBZ60maNQBY6siGvNYxCtWj+kwaDETJ/UTN7r4gTULmey7O3bpQGawNlc9eOsPU0h4fxxxROkFk+4Z5KoOuEGOatY6ce50L1oKYj5V+eq5Taco5Nm7KchlUHPIqZq1t45xEYLk458FzGDUYSAiiODvo21gKHUUxepLPE5AmBJaCNXFYjnWfetXWHcvBuG0O0IBmrdBgANDIqa4giGL0vEJzlmGnpUg+6x6+8v3y7NMW8cQBvTFuwtwWnz27ZVB5JvaZG+ew/9gwY60J9UHdoA0gCMcFqCbWHbkprnRgWA7WJkpULRzkLjY3cZB2pSumCYzCGKev7wNop33HUNWRZjEhED/Xk+wKhHZUr1lLWW3ftd7cIyBmgwIUrHUNQRSPsbeAuYeZYNbq+mbJpdd53612Fwgj5bMHwHqy5LsM2zfMAwD2HmmnMe6h4yMcbmkXvcAovVccRj5r1hDGcaEU41RS5PK4qYVUs2ZLn1XGrHmOk3aKtidgG0XJ+9LzHCz0PGLWJAQRx+nr5wC0lFkr0azZKsOE0aQWM/dZMyuDNsWsjZniDihY6xLCEs2aidVSxqzVDtbyMWq+gbuA6tkTiYu1YC0cZ9YAYHdLmwx++VN3499/6p5ZL0MLcT9tHPQ6M8HAm/UC6iKIOOZ8WbPGKh8uuQw6b1uzpmkwAETWzya+bxYQm1vfczDou52p3TeBMI7zYK2FWaJas2avDJp1Oa+gwaAJzRrniYeiYN/XzSVbXFdKHWsdic9asQxqloSIe63u3i5PxTGp1IyiGIv98aPTdez6wY2VQVNmra0doQeODVvnfFBE7oTgdyZYmxmzxhg7hzF2E2PsAcbYfYyxXzL5vgkXdUNT3L6XDH+3fWDkZdBCg4EQoLaoI3QolWwXel5tYe6pisTYmGdl0IMtLIMmmjXF/FlL91cYTzLG2bgpbYNBHqzZTpSAnNkQ6zSdX0poB4r7O2A+HUCwuHUP30CamtDznDFbBxWGgVqCADRUBhXMWkubDEYR70AZNLetOtaRRG6WzFoI4Jc5599ijK0DcCdj7Euc8/u13xRNmuKaaNbEwzXozaoMWj2ap2nkzFozM1O7AvEZDXoe1s95OHi8fdoQpYu6RZ81YUlT9HUDDH3WvGbKoMXJDll5qkXPHUGNKOaIVYbijmE3aCCYtXp7+0hqajAxWVclSp7l+0wugw56HjbM+61l1oIoxuET7ZYdDNPPcHHOa6XMRYWZMWuc8z2c82+lf14C8ACAs6q+L4jjiQPDZJC78Hia8x0wZo9ZG5UEa+LvVTR5HHN84vbvVW4Yq4HRGLNGwZpAIJX8Ni/0cLCFG0/TPmt5GWZcggDo2WJRmur7LnquA8fiswdMJktNmJWuBP9w926yFUlR3klv5rMmgrW6jVLFMugoirXa4iRRKnSDutX6zZWgyGyfvr6PfTX95JpCEMU4GUTZ59FGjMIYfTfRsHeFWWtFgwFjbAeAKwB8Q/G1n2GM3cEYu2Pfvn2KYdImDQa5iSFjDAPfXmAyCkuYNUOa/J6njuBdn/kObn1kn5X1yRhKjReDvkemuCnkQ2PzQq+dzJoqu7fos6Y6SDPrDhOftVSGMO+7dpm1wgQRz20foy3w9JFl/OLffRv/eM+eWS9Fiyjm+NzduxFb7mZX6SLF3800a9M2GEhlULd6bNQwjCZLtWnlxNbzV9RC9z23lfc0kLOAR1vc1COS3XV9jzRrpmCMLQL4rwD+T875hBsh5/yDnPMrOedXbtu2LSmDOuNl0OoGg2gsE5rveRZ91ni2Lhm5zYF+rWKjaUIQLTdeLPRcGjeVYjQWrPVbad2hbDBIfdZsdByrukHNxk1F8ByWseE2nz15LaLBIC+Dto9ZE+W6oy1n1m5/7CB+4e++jW9975DV6wSliW5NZq3m/SU3NYgESKeDVrLaljXJQSGQtWnTs1KI5oJDLaxICIjPcIGCNTMwxnwkgdrHOeefMfmeZOSGdGB41TftMIgxJ40HGfRce+Omssy+2GBgNo5EbDi2vaiAnBFJZqaSdYeALObdstBrpaZBaR9gUeQsDq/i9BCg2rpDSBAAYL7nWC2PFDVrtoXfK4F4T9vubygSSNtBZbE5RMA39KgULG7dfSyUqjXi2joCQOVx6FseN1Usg5pYjAjcv/sobntkv5V1qSA8zNrcZCAqE4v9JHnswji6WXaDMgB/CeABzvkfmX5fEI2b4proGZYLzNrAoj4r6wYtG0dSkXnlG479DXwoHWziPWmTD9ysIGf4mxZ6OHRi1Lr3ZagI1tyURbKx8YQKxth1GBxWEayF0Xii5HuNatZMmiBmhWl9wZpGXl60748HTJZBk1F9Bj5rU5jiiqYGuRsUqM+sZdYdDZVBTRrrBN5/0yP4zf92r5V1qZDNVW57GdR1MguWLkiAZsmsvRjA/wbgFYyxu9L/fqDqm8JossGgsgyqYNasNRiUUPm+YTfoySk7mqaBzEIs9D2EMTcynzzVIR/4WxZ6CCKOpZYdqKNIkd1bFDmrJhgASRJSNW5KTpTmei5ONMCsZQ0Glv2vVoKMWWt5Y48IgpqY6QpMTn9J7JnMmbU6QWWxEtKr0GFGcTIjt6wManuCSG7eaz4R5/gobFTiItbaamYtzLtBgfYnTMAMrTs457cCqO0Om8wGLTJrFaXFMML6dOwMAKslP9UMRcB80G/eft4EsxbBdxlcJ/efOzGMJjqd1hoCSZ+1eaEHIPFaWz/n676tUag1a/ZKMfmhNn7NZDavRoxdTJR8F8sNMGvivRGMR9DCMsdoSkF808iCIMsJZKDQRSZ/Z7WYtTp7e3ZfSw0GQHmwJktHZNhuMCiWQb0aZdDlILI+NUQgToNZAK227xBlUDHR6NhyCGyY8aIqMPMGg7oodoP2XFbZal00MbTpKaYb5A7kFghlaDJYkw/8hdR/zibr0RXIxsZZsNayLFEncq66x6ZBdpA6k/d11QSDcc2aixOBvUO/qFljjBkf9k1jmuBiFph2MkBdlHpUGk7mmMYUV9anAtVl0OL9la/RbtfxSsqgy0HciAYaGN972lwGHaZn3zoRrLU8YQI6GKxxSV8ASP5l2lbrcZGzTU+xIl0t4Bsya0If0sQGPgxj9NP3ZT5j1tp/09pG0boDsD/F4N927sdnvrXL+PVqY0572X1YKBcJVGlGJxoMfHsSBEDNzogu2bZBHPxtPyia2pNKrTsM/QOnCSrDAmOcdTiXsMXDKLc7Gluja08vCqjLoKaB4XIQYRTFjSQs8pq6UAZdoGDNDgR5Jh8Y4sDSHxhRgVmzZx9QZoprqp0RB1njzFo/OVDbrp9pAiNVsGa5I/RjX38Cv/H39xodSlHMEcUcPbdozGnPRT3rBp1g1kw0a+OsdjMNBvke0VabgzwIavczN5xCCzYNRGPPhO2RAYsUxTwLFOqUlUfFMmjGrKl/V/FelDcYNGOK67tmTRdAfp8tN2C0HkjXaHUZNO3ozRoMKFhbXXBMlmL8ikwImGy1ThoMLGnWSga5i4O0SsA/bRn06HKA//CZ79RyQx+GUWYWLMZwEbOm1qwdsBysjUKOE6MIdz152OC1ZUJsew0Gqm5QsQZdcLhcLIM2ZIorvze+xTFcK0F3mLWmGgwmR5olf682xRX7pu8yHK/R1Z49655grJJrl80HFffXpHWH3a7j7FwRY9Q8s6YLoFk7KHnvaXWwJll3AM34mq4U3QrW0ntzrMHAoNW6qJtZSDvSTB7oOOb4f774IHYfNpvDNooiuA7LMq1snaY+a1PqWO763mH83e3fw22PHDD+nqFKs9byLL8J5NYdSeNF33NwyDKlLza5Wx+u9kMqC9Zs2geU+QdWadaWlR6HDfisjZVB7Q24XwkyZq2hTr1hGOHdX3gAR2pqiRprMFCMNEv+bmDPlAYkmwY9RDGvHMYuEBYqIXmlpqQMGqiDNdcVEgQ791nOALLs/+aatQa9O6U12d4zV4LMuqND3aDdCtbS/4+7qCc3b1mwxjlPxk0VyqCc55uQDk8dPokP3LITX/iO2UiYIOITmw0gDfo19Fmr+2CJB/fR/ceMv2cU5mO4hGatC34ztiFr1hhLjHFtTzEQ94WJeaXQzTQ5TFp0U6rKoFUShDnZusN3MQxja6OLlGOxDDrGZ4Gmu0Hv230Uf/HVR/Hl+/fW+r7GGgzKJhg41TYVIjjbstgHYL7WYnlfnBOl3aBl9iKG1kzTohhUms5LBaQzpYHmMTlZqpsUNIlcs5bsTW1nt4GuBWt8vHMn+bMog1bQ1v64KS5gxl6JB2LXIUNmLYwnNht5zaY+a3W1Y1mwtu+48fcMFZo1YtYmdYebF+3PBxVljruePFy5cWT2ASUdxzZYJJ2eSFeOSebyTj57gkFebagsRryWdoPmPmthI6bL4jN8ZJ95Qgc012Cgsz0yZda2pLIF0wA4v+Z4GbTKuqOoF3UtW3fk5dq8DGqSlHHOs2etiWBNrHPbun4nyqB9z0XPdXCs5VNEgM4Fa8n/Vd2gZQ/zsoK2zjofDQITcfM9ZVgGDRRmpYD5BIPhlJS1ODAfrbERJyLL5L0QmrUu0MG2UdRn2dZZAUkJaN53EcYctz+mL2WX2wfY081kprgF1jjxWdNIEILxCQZ1nr1pMFJo6zyHtdJnTZTUYkOWf6UQ98Ujz0wbrM3GuqOXdj7qAlrx/m0SwZphYFlWBi1tMEgDn75f9uzZLYOKRjXR2FMV5CevSf7chMOA+P23ruvjZBBZHS23EiRl0GQvWui7ODZsb2Ap0K1gLf2/700Ga2Vl0PzhkjVr5voscTCaMmtBpGbWPEOafFp9iDgwH91fh1mLss1pYPkQ7RKK+qwmBOpBFOP537cRfc/BrQ9XBGslpRibbv2lcxsrZvMWbXPm0z/bniDSK5RB28ms5e9BE/IDoQnbWTNYa8r7scy6QwRCOtZK7PM5szZdGTTTrJU0rKnuL3nN1kxxC5Y0vqE+VU4CmgicxPt52rqkHN3WUqjsU7k457V+Pi/QtWBNlEEd2bpDHwSJ7HWu0A0KmGUa4uZ76tAJozUmmjVVGdRMT3Ryyo1RMHaHTwTGNhNyl6zvOui5DgVrmMzwPdexzsyEEcdi38NVOzZX6tbKDow6Pmt/9KWH8Mdffth4fbq5jWXBWpSOL5M1a4JZs8VUqhohTLoJZwG51NYEoy0SuscPHM+CGxPkjRC2y6Al97VbHZiIoEQEa6YsUlgog4prD2ua4tqeDRpE8Vjjmu+ZMXlD6Tk7OWrOukMEa20shXLOx3wqF3oedYOuNvJuULnBINn8y25aFbNWNf9NhnjN0eXQyBZjFMXqBgNDPZHIfkZhPRNDWTf0mGGTwSgs6In6buvd1JvASJHF2mZmRunM2xc/eyu+u3cJzywtl7+2qgxqcGB89aF9+JfvPmO8vjCO4TkMjE126pVp1sSzN1YGtcysqUTqnmM/2J4G48Ga/SRJBBIxBx7fb5Z8AvmBb9uDUXx2ResOYYuh9fNL77XNi3U1awVmrUqzVjahxjELnqZFEMVjc3lNLKuAcWatac0a0M6O0KL9yro5rxPyn24Fa+n/xxsMUmat5OFSada8GlmQ/PCZ6NaCsgYDQx8emaquM/pJ/v13GjYZyA0GQJJhdIEOto1ihl+n82pahBGH7zC85NlbAQD/prFgqfJZM5ujGONIjY00iPiEXi1ZQ3kZdKV60WkQRDEYQ+Fga2eDgWwv0UgZVHoP6ujWxDqb8lmbtO6otj0aTjQYmK21yKJXmazns0HHnz3HYWDMboNBccwiUD1a7uQYs9bcPbatxcxasTKx0PeoG3S1kXeDSnoUT09bi41G1s2Y0OoCY8GagW4tUIwBGrtmZVeTlAnV2BzFOhkz7wgdStYdgPDAav9NaxtBoeTXRBlNaB0v2r4e6+c83P74wdLXinu9rBRj0mAwCqNaepIyLaYukBWJh0qzZks/M0zXKTOAntNuU1ygoTKo9B7UCdYytj+KrSYtQcGlXyCfzKHXRgLA5gVh3TFdN2hV1aVs2DyQJOTWTHGjuNDhbMbkyc9ZI9YdmWZtDgBw5GQLmbVCsrvYJ2Zt1SEeAzlrzme5lQRrweQst9yPyrwMChgyayWaNdMAcTmIsCA8z2oNJE7Wec6mgXFH6DCMxrK1Qd/eGC6B5SDCHZpApA0Q76UrdV7ZGI4+fk0Oz3XgOgxbFvtaDUW5yLlaiC0wDGMcORkY+51pg7VSVnsyWBtYNl8OQq7UPNn+/KaBnGA2UgaVgvw69h3yHmhzfyib/pJVT7SatbQMmjJrplYMxTKo6zA4TGfdofY4BJL7zJYp7vRl0IY1awVm7VAbmbVoMlhbomBtdZHPBlVZd5TpZsqZNSMGoiazlvisTZaLTDUNy0GU6S7qbIxCN3TB6euMO0JHRWbNt8+s/cNdu/Fjf/E17D1arsmaNUZpyUGwM57TDLMmShs918kOBeX6SkoxeXnfrAwac+BYDSG28r7WNF8IllipWbPYYKBywG8rs7ZOOKg3WKK68PR1eHjvkvH3DceCNXvrLIroBUySa3GvbRz4cFgdZk00pEglRq983m2ZFxyQBHq2mLVRIVkS93jl+ELps2vSFHfDvA/fZZ0ogxKzZgHq2aD6eYjLCmYt68w0ONRkytTEvqP4UAk4acZWPW4qzqj8Og9XmB5S55+2gCcOHK9kDTlPRrLIxqoLfdd6hr80DME58MQBc4Fz0yge+L7XhGYtzkobPc/RNr+Ua9bMfdYE43zEcDMdRfHE9AJAeGCVPHuK5p6sG9TWbF6FDMGrMZqnSQzDOGOCmiyDfv8ZSUJnqq8ahlEeVFrcH1SBNmDW+Zg3s7i1tLcqnVySLFU1GKgTF2uD3CM+dl/3DM+w5Rlp1nqeg42DXqvLoOK+WkgrSrb0hquFbgVrqtmglT5rkyxEHbdp8TB/3+YBdhmVQeOJMoy8Vl05JohiRDGv7cItvtd3HZy/dRFBxCtLtuL36hdKVPZdypPf/8mD7Q3WwoI+xLeYMQvI5XNdZg+U+6y5NXzWxM8w1a0VDwsBXRk0t82Z7MQ2nd1YF6oJIskh2r6NeBRG2DSoz6JPC3GwP/fM9RiFMXYZ2hEtB3lQabPJoCzRNRnltCxZNA36bu1uUJkA6Hlu6fNXJkEAkufPXoNBIYGcpgzaiGYtD343zvs4dLx9zNqw8Bk2yW6vBJ0M1uQHul+RdckZl4BpZ6b8c3dsXVhRg4FYt45ZEw+T2MDrNRhweA7DedsWAFQ3GYj3pVdg1mwfGiKQMDUZngVGBd2h14CpahDnm7Euswc0PmuGukjBqgLmwVpRMyOQsI4lZVCFdUcdL7hpMFIkS60dN5WWQT2HNdKNljFrZ64DYN5kMJSCSpsHWlmimzcY6DVrnsPguU7CrNX0WRsrg7pMy6z57qSFDWA3qQsKzLZnWAYVCVPPc3CyiSkZ0t60ceDjcAuZNXGm9yVmDQCOtdxrrVvBGiYp66rZoErrjhoWB+KhPW/rAvYfG1Z2sZU1GIjr6nUXafv5VJq1JEg8d2sSrO2sEBBnuqcxPZH9BgOReZlm9bNA8dBIBOr2mJko5uB83D5gqjKoYeNMMron+bOppkRn9lw29maoaDCo04k9DdRl0HYOchfWOQt9z7rhLJAfUheduR6AWbAWxRxBxBth1oJQbQ+TaYw1VYnlIDf4HtRIOotjnIDkuSpL/oOwvHLiujaZNV4IKA010KEgAPyZlEFbrVmTGgyA9o9a7FSwhqwMOmndUWfcVB2ftZHErAHA7oryYtkg9+S6enNOkQVtrunCDeT+bpsXetgw71c2GRSpYACY7zn2Z2CKMmjLg7WihsWqZYE4MASz5jnaMmFpGdQwEJKflTrMmrpxpvyaeYOB/OxVsyQrgboMyqxpiVYC0eCz0HMbGSQdRDEcBmwc9LBtXR8PGwRr4mDbOPABWGbW4gqPSt0M2jDK7rOFnrlvlmoeqS5ZGhUkEsV12jTF7RV0tICBBlqq1jRjipu/nxvn/XYGa4puUACt7wjtVLAmHgOlKW6NcVMmvj0C4qHdsSUJ1qq1YHHm2VNElTln1n4+hY4ljHnmL3XetoVK+w4Vs+Y5Tsry2GMhulAGLdpUeI4Dzm0aXo4HzlWaNVWgDUjMWsU65RE0xpq1soNUI0NQNfe4qXmoreApUHSttnbcVCQxaw2wHqHEjj5726IRszaxJ1ltMJi0XQEkU9yKcVNZsFbj/QwjPtGB6usaDDTMmmeVWRsvg/qmzJrUJWvb1BjIKyeew1pbBp3oBp0jZm3Vkc8GlcXfehPD5TCCm2oZBOqa4vouw9mb5gFU23eU+VGJ6+rKMSLzybPYemVQsamdt3XRQLMmbtjpGMdpIX7/PUeWW6kjAoBRWNSs6TuOV4pA2uAAoF+hWRNl2qJuxrS8L7N2pptpWYlKJ3RW+awByTNr6x5TidR180tnCTFMetCQg7pcyn72aYvY+cyxysRM3CubpmD7a6+vpCphYgC7HEZZ4jnoucZBpUqLqUuWypogAMC1aoo7XgYVa6607ki1fOvm/GY0a9LetHHQw3IQNzJAvg6KZdCFHmnWrEG+aR2HaVvzh0E8xqoB9RsMfNfBmRvm4DqskhFKhP7T0eQiCxr0PMz7bi2NgbzRfd+WAZ5ZGmqHNWflYSXjaDNYS37HKObYc6SdXmuTnVd2gzURXIn7ukqzFpR4+XkGXXPAeGJz1LQMWsKs9TRCZ+HxJDcYAAm7ZitQL7PuaGM36DAN1hYbaOwB0sAk/bx2bF3A0jCsLFOJfSKzGLGpWYti+IqqhNm4qRj9tOt4sUbwq2pI0Vp3hPGEv6G8TnuM8XgZtGosloBgHOueJ9NC3psE6dC2UmhZGbTtI6c6FayJ/baYCWlH3oTRmF4NkK07zAxMRSkAACAASURBVMqgvuvAcx2csX6usgw6UhwWAlXlmJyJcGp3ZsqM3iD1stLqnpRlUHNT1Wkhf05tLYUW2VHfchCbeTc5UrBWYd2h0s0wlpRzqj6/MWbNuMGgfIKB+PrEdRTWHUA1w7wSqMpUXotNcfuei0GvGVNOuZQt9ojKbsL0Xlk358F12EysOzwDQ/FEsyZ+N/NGqbDAWAFVprg6Zq2FZdD0fZn33cbGTYn3c+N8EuC3rRRalJGIBKGNCZ2MTgVrosGg+LD0NPYBw2AyE6rSuckYSf5SZ22c15ZBOeelQmwgnVGoOUhPSmWj+V7dYC3X6lR1yAJq3ZNnkMGuFEIjArS3I3RCsybeT4uGl8l1zKw7tKV2AxZJZlzr+KyVGYGKrxexnI4zcyYc6W37UU0+720cNzXKmDVzq4mVXY9nDSGZP2WF312WQHouBr5r3bpDyd56ZuOmRFKw0E/WaaK9VZZBqzRrM2gwKAaVpmfYchCh7yXnSROaNfkz3NRWZq3gvVpn/OQs0algjYPDYZgYRyLsA1QYhvGEZsaUgQDGM/WzNs1rmbWiBUMRfgWjMMas1TSolbPSbBixjp3JmDXZVsFMoL4SjKIY2zfOgTHgydYya3zCFBewF8QWO9KqrTvUQmzxM6rWOZQ0G6bB2iiKx3Sf2fU099pyEI0xtwKeRaf34mcH2G8QmQZxzLMS3KBnf3IIkDJr6XtjOq5IHtc36JtrwaaBqjkEMB83JZi1hb4Hzs1MYFWWNFrrjpI1AnYbDEZRUZphxqwN0/dlvudmMhubkPemDS0P1nqFZ6GN9j4yuhWscSgPjJ7LtMOkVRoD11DHImtgzto4j6ePlgvjxc8rbzDQH1JDyeqgLrMWSus0cbdWmeI2VQYd+B7OWD9Xi1n74nf24Nr3/ksjQvGiPsRE4Lyy6437B/a8RIBfNmRdZ7xsYgArNqvT1/eNN9KwpFOvp9HzyR16Y2u0OGtVXQa1qzmcBiJI6vtOY7MJw9Q4GzD36RJ7Ut93kvKixVJaGbNmwvgPwyjTrC2kJV6TAFj1LGmtOzTMmuls0Nse2Y/3/tODla8rrtNXlUENmFGhWRtFsX1z70jWrKVl0BPtKoMWNWs5SdGe/UGFbgVryFkOGb5GYzAsEYT6hgeGfPOdtWkeUczxdMkQct3cOEDMKNQwa9K0hcFUZdAis6ZrMNBo1iyXQX0v6a6to1l7aO8xPHnwZCMdO5OaNbuZl4pZA8pZj1FJgwGQ3mOGZdDT1s2ZNxgoykXymtWatWiiuQBIA0qbEwy8IvPePk1KdmC4SRA0DO0fpDL7bjquSG5ESrosbZZBy42XgWpTXFmzBph1rqrua611h0aCYDob9L/f9zQ+/K+PVb5Ohtg382sZlkHDPFgD7I+ckoPfrAxquMc0haJ1h2lj1qzRrWCNT5Y4AH2DwVDRYACYjxCSTTZFR1QZGyGyHO3DrLmm0BQkwVq9aQLyppN16GmZNY1mzXIZ1HMcnLNpgF015oOKQNZmZi9QPDR8y5mX+LnZIPf0/2UNInrNmoOoqgyasiXbFvtYGoZGz4GqvAhUBGth3qE39j01rDtiDcOoXqfaugNolyZF1s0s9FMmqIFRb1mwZiCVAOTZym4qzbDLrKl91qpZJMEgAfn4IDNmTV0GHZU8Q7puUNeQABgGMUZRPUuLYpBoEsACeRA712suWBNrm/ddeA4zllo0hVGYmEN7hWCtTTIJFboVrAFKW4wkEyqZT6hoMEi+x2yEkNzdWcV4VJdB9YzC2DDinltfs2a4TqDcFBcw65KdFqKcdvampKRcJXAWEAFGE+3nRRf8OozjMIywtFxvcxL3rsiWxf2qy+51ZdCqDVzcF6ev7wMAjhqwleVzG8sTA7lDT0Yd644fev+teP9Njxi9FlB7dbVRkyLrBpsadxPGuVeeqR2NbGw8X3NPqouy5iyTJFKuoOTBr9l9Xbxm0mCgDmr0s5/NGGPBVh6tsU+UdaibDHIXzSGA3XFhwPhcZcZYov8z3OObQnH/dLP9vV3rLKJbwRpXlxh7rsZnrSS7dx1WyUAA4we3OKx0egYASvNQoHpG4XIYwXcTA99pmLWsFdlAj5JlzApTXJuHmvBSOnvzADEHnjb0WsuYtcY6miZHu1SxEADwvi8/jOv/4uu1rieYNdMyqI5ZM2owSAPf09bPATDTlJSVQXXap7Jnz3PNzUOfOHAC9+4+YvTaZB184jBtoyZlJDFWg7552W6l1xS6JxHYVGrWpAaDpMvS5mzQinFTFc1ZglkTZVCT4Ff1LK3EFNeEnRHv6dGT5p93sRvbdRgcVv35nRSataaYtYJmtI0eh0VdK2PMmLyZJboVrEGtadB17wzLOtIcx6idP4jyjK3KiLA4NqgIk3FTov18ULPVWn6Yq4JK+WtjzFpDprie42QTIUxnhIoMv7lgTe4GNX9fdh8+Wau8K//ciWBtipE3Zj5ryXu4bV3CrJmUKVR+VPKay3zWVKx2Yt1hFjgFUYynjw6NXss5L5lgYF+LWRejMWYteeZtzwcN41z3ZGrdMZSZNd+z7LOmvseqJnNwzpPEwM9NcQGzvSJUlUE1mjXdIHdfY84uQwRrpgx8HPNsnODY9TTyn+xaQTJ/dr4hZq1obGyyxqaRmFEXvB8dM1nULNGtYI2rWSu9Zi2eMOVMvse0wYAbM2tVZdBEgKrPDvt+HqyZegUl66ynR5ldN2jyfp6zaQDA3GtNbHDNeAWpx02ZPMzLQVTrcwPyzynXHKaGpaWaNY19gIFuRryXpxkGa1kQVLfBIFR3YtdpMBiFMZ4paegpQjAvvcJ7Y2pz0CTk568OE7QSyMaqxtYPUlIn/Mtsrk9Zanf0Jduc/RMNBiL4rV5rYkkzOW4qLrF60Q1yN7XuEImnifwAyHVpqqDSxGetSWatmCx5mqrXrKDSHbaRASyic8GaX6ZZKzPFLWm1NnWbljvvTBgPQFMGrbhxl4MY8728o4lz/RSCyXWaBZVA8nN9l40ZljbRYCBKjKbjuwSGTTNrqs4rwxJHzFHL00gEVxPaSE2DQbluplq8nwdrSRm0KliLNEmI6LxUPX+lZVBDIXYYJe/lM0tDoyaDYldtdr02doPOQLMmJyEZs1Z52Evl2gYaDFSl9qoy1VBaI5A3GJh0rqoCRN3zp2e1zcr7eRnU3DYHmJQA+ZqKkoCo1jTFrE3qfds3PUSl+a2aLtQGdCtYAy+ZHVdOW5dl96b0bHIwutn3AHotEaApg1bcuMUyKGC+gctsi8ncuJHiIHUbKBcJOl+M73rSsGQoNjjbuh5gcgM39TQC8qy5zpy5oMisVViv6HUz1ZmseC9Ny6DZoHlNp56KdUxKU2oJggl7K64bxRwHjpvp6gBMbsQG44qahtwNmj3rlu/tUNJi9gzv6WGqo3UdhkHPxSiMLfoNalgrTZkqtzwaZ9ZM9HWqMqiuRKxr7jGdDSpY1SVTZq0sCTF41pfD3BQXaMi6Q1pnz3NapwUbpZNVZNg06l4tdCtY4+pu0J5XftOWtVqblmKGErNW1aVn1g1q1n4uNhzTTFYug5oxa9HEpmPbokKsSVznnM3mXmsiCKrT7j4NopgjLkyhyKwfjDbi5DV1WJIJn7UK6w5ddm9S3hefvemg5bwMU99nbSXPnnz/7jUohYrXl3WDtilzHkqB5WINq4mVIBnkLqQSZt2gMjtad0+qg2RUn1qTDOjnycojsYBkn/YcZtxgoCqDAuqkPCgxhwbMm9YEE2jaDZrJJBRBpU7qEkQxophj3m+OWStKNLwand9NQWVs7BsaGs8SnQvWyg4M1aaTCU+VImdzZq3YYFDKrFWUQf0KjcHJIJowdjTJhDgfF6D6xsxaiRC7gTIoAGzfMI89pt2ggWDW7B9owPiBX8f6QayzHrNWr8Gg0met4vMTn73vOljoudXMmsY/UFdOW2kZdCgxi0bBWgmz3cZuUHFg9zwn6wZtpgxamB9cGazlAXe2J1l4BsWeU9QbCugqIcvSlAUgKZuamooH8WTi0y+poEQxR6QQ+o+tsUZCV7cMWnxvel51pQbAmGbNdrJblGjU6fxuCuoyKDUYrDLKHa5VdL64SZSmuIaatTqM1aiErpavWT3frn4ZNBNWe2brBNRaPq9G1+O0kIPKfjoCxQTDhqw7VFMo6hz2Yp11Dt7cFNeMwVXZU+RrrfZZk4OoDfN+ZbCmY4x15bTSRMlAVweMB8d7DTpCi8+BgO+YB9tNIRs3JXlg2TbFlUcW5YlntWZtGv+yadYG6Ocql+1L4pmTG8kWDEd4BSGfSK4F61h8/oozJYswPVNWqwzqG2iggaQ8LJi1JpLdYqLbpiQJKBlJRw0Gq4uYl8wGLXGcVnU8CpgKCuWynV9VBs0yoLKDVF+/V5VBTbLYoBBg9DRsh4CSWXOFk7PFbtAwLzvo/PGKEBtPEz5BwPiGnDFrFQaUQM6Y1DnQiuU7s3FTuoSg2mdNfPbr5/3KMqiucUZXTkumh6hYbbPSiPyclY14k1HeYGA/CakLWbPmpHqwJkxxxedlktABaTd9uifZLKUFYXlCAOitlpalmcoCC32vhiluocGgpBvbdJxgVSd4xqwZlkHLNWv66lBmaOy72XtjvRtUYSjepucOUJdBqcFglcGhng3aK6HIVV5iAqaUtcxiVA0/zoTipVS+gc9awdjRiMrPBOpmZTSgjFlrwBQ3HjfvNXW3zn3W7JeKgHFtpOloFyBPEOp4ZuXMldlBOip0q8rwTLyXpNLWxoFfWY7JS1TlZdDiNaM40SCVmeLW1ayZ2HfkQe/4e5MNcm9Rhp8lkhlr5TVwb09h3RFEY2sE7JRrs0BIJ96v0qxJ+/xCzzUe5K4yxRVfG1ujFGCrIJKCKnYt06wZlkGLE04EfM1YLEBiHH0XrpNME7DfYMAVZdD2PHdAeVWpbQxgEd0K1nhZGVTN0KjmXwqYUNZFk03xsExfBi337wFS6450w5mv0SFW3OhMRsmoukFNN5uVYMw+wDPXM+TdoE1p1sZFsoAZM5Np6+po1sqYNcV9lgix40xXU4Rv4PUkZ5Yb5n0cPqnvtNQlIeK9KR4auoPNMzDula8L1NOsFQ/8OqbGTaE4THqh51o3xZX1oqYO+LLZbN0Gg8f3H8cb/uw2HKzRyatKxgF9t548v1QgsRkxk5BMjJvy1A0+VaVa10Dzm+io6/msFSecZOt0WcW81JRxzDSH9YzWp8HE9JcanopNQaVZ8zUNLG1Bp4I1oNwUV3WwDTXMmoknTqZ583Lhas9zsk6uIqrLoPogajmUhxHXKYOOC1A914HDDLpBFXV73fpWijgV6ObzCRN208RAVmTP9mfbTZZBPUMWApCZtRrBWizYvKJ1x+T1opinjTblCYGJz1rGrM33DKw7yg+pzAOrsFbxPpQGazX8qHquYzTFQBxcxUC2jqlxUyiy/gt9r1aAPw2KNhVV3YRAatRdaDAwDdbu33MU3/7eYdz15KHK11Zr1nTznxXMWt8zCn5VzFpZUl6lWcu6jjXPXxAl3eaA+QSDcs2ang2SGwyApIxtc/9UTVpo42SAUTiZ7Hqu2aiwWaJTwRrn5aWYMOYTxpl59lo2wUB/E6lYFu0oEoMyKFD+MI+VQf205GDkFTT5MFf5yKk8sGybhxaduHsuA9cwjQKiqxewz6wVRz8Bcvlbv05R+gPq2TCIbJSxavPlqnKRifdSUgZNGwwG1Zq1vFtV06kXFoM1EYysvAx69qZ5ozJotk5F1gyYmRo3hUlmzasV4NeF6Bj3Cvd1lQ5TDuzr+sGJ+/Cx/dVeirmXn0ZCUqpZGw9KgCTZrSrXFrvoBcrmplYFlKLErLPvGEoD4k1ng4ogtfjeeK6+DFrU8s37rtUyqKqy5Lussomlaag0ayb+lLNG54I11cOcaQzi4oGhye4NDgyVb1PPqw7Wqh5mVZDIOU+6Qb3xMuhJQ5Gsap266QeqjhgTGn8lKB76vmEQJP8eTdD4QMFnzZCZkTfiOg0GoaQlAvQ+a5VCbMMyqAjUN8z7GIaxtqVflQzIUCUGuav89A0G4meevXmAA8dHlWJ4YSKsEmID7WLWhmEMh+Ws7ULfzGpiWqhGcZk44MsNBnWanoB8/3x8/3GD9ZVLVgA9G7usqKD0Nft0fk11ElLWYDCsYNZMtJF5ydYxbjAQQerEpIXKMug44zjfc61ad6g+w1YyayVl0LaVa4voVrCG8cxQoMwHS9dgYKKbUTmilzUzyNfXGZaq1glI8+3SDbHnOfBdZrSBqwSounWK6xVZD9/yoVY89KsmQggMpdFNJwK7pSKldYdjxszII6bq+qwVPztAz6yVHxjV5X2ZLdkwnxjj6sTO+exSTbBWeG/yREnFrNUzxT1n0zwA4JklPbtWJsTOg+3qay4tB42UQ4oHxsDQamJa5PYwZnuZgNyMkjUYGDNryfv4+AHzYK08CdHMfw4m7zUTR/oyLVhm3VHCrJUHlNWaX3l6yIlRVCtpqTvIfTmcLIM2kRD4hYSgbUGQ2rqjfUFlEd0K1krKoGVeT1UNBqYDr+sya+WzQdNgSLGJFF24AfOHq4xZ02WWKusON7PusPNwFWlyE/NeYJyxst5goLhnynRZRYwxazUnGMifneOwtHygYNayA6OkXGSQhMjdUCJYO6wJ1vLZpeprqjJ8mUEowlSzJn7/czYPAFR7rYn3pnhN027eKOa47j/fjE9883uVa1spig0+iz0zq4lpIRhZefam77Fq644gX2ffS7SwJwxL/KP0eXjMiFnTl0F1gWVxkDtg5khfxlKXJUsmPmuAfj8TgeXWxWTUm4nXWlkZtGoOcN5gkAZrPbtl0JzcyO9rv4XlReUEA2ow0IMx9leMsWcYY/eavJ5jfLMRKDv0c2ZNrZupbjCY3PzLDlH59ToPLECd4Zd5BZl1NE2jWVOMm8pmKDZUBjVsaBDvjeuwRsalAJO6J5PMS2bWapniKsbslGkjy0YqCbgGg5NlzZoYOaVrMihawxShKqdlzJqK1TZgPeTrnrMpCdaqdGtl741pN+9yEOHg8RGePGg2Am0lKD5/g76Z1cS0EIHquH9gdYOB7JWXTAYwH+YunqXdh0+OJTIqhFWslYaNXQ4iMDb+vSazn8t808oafMpMl+U1Jr+LGbMGmHmtlZVBdTOxgcky6JzlBgOVdU7b/MtUTRCA2eSXWWPWzNpHAbzW9MWcl5VB1Q+XzhQ3sTgw1TTIjJWrdZYXP1sFnbfRSUVH03zPNWowUK9TvxGr3OWFZs2WKW5ZGbRK5Czo/E0DfybjpgD9bEIB+UCqO8hdNZ9QdZ8ZOb1XfH4jRRlU12Sgur/GrzmZ+OSatZJxU4ZzeYFkhixQbYxbZYpbnRSIjmO7pXYgZTeldS6mJq4mndHTQBVwG5VBg3iM7U/GOBkK49OfHXPgyYP6JoOcWSsvMZY9f2IvEw064udUBQmllhglDT5lmkgBE81vMVgzYdamn2CQm+ICyWfXiGat0EnfJv+yMhmJazD5ZdaYabDGOf8qgIPGr4e6/FNGW+utO6oj/tIGg5LvS0wn2dimISMflK5i1pKHaF5m1nperQkGcplK1+oOqI0B68zAnAZ5mXi8DGqqWds46Nl34M4ONVXJwYxZY6xeuTaIJ4dDlwVr1Zo1s/J+sQxqwqzpkpDJRElXBnWMuoDF73/6+jn4LjMug5YOcq+43snMeNnuPQaMN3kAiS0G5/Yc5kOVnshU3zi2TnPdkxxIVHWE5p3i9Q3F5S56+fVVh29WGjYug1ZpkstlLgLFMqiJMW6gKYNW6ZIBqcGgMc1avXJ0kyjbl/wWTlooYtbMWiUYYz/DGLuDMXYHoM68yroKdQeGyQQD1cHYd51Mi1GEbsB2svbysp+q/XzeMIst1ayVPMicc6UpLmMMruF8u2lQ7Ejrad4PGTKzNgpjy6a96mDId1m1zUEg1tmrx6yFJcyaUrOmPzDc1GdNx9DI46Y2zvcA6IO1MgYiW6vOZ01ZBhXBUxWznT+/p62bqy6DlpSpTLtBM0PjhoK1cWZNzAK2c221VELPzERxYgou75+mZrPAeLBT1RFaNIYuQj/IPRpj/wCzhKCqDDohq1EkxePXtFMGDTRlUN21To7Gy8Nzlq071J307RLul+kOba1zNc+q1gdrnPMPcs6v5JxfCZSZ4qoPfV2rtYnIWVWD14lyVW7YqnXqNGvTZLHqEkd5W/dIOgSLcB17dHDxYTYfeZN8fdMgCSxsjuXRzuGrYtbS93vzQq/2IPfV0qz5BqWY5ABODrd1cx4YA46cKHeZL8vsBVSdeipX+ez1hhoy+Xc9fX2/sgxa9C4TMGWMmxppBkzKEIThrK2OUJWAv0rzNFJ8hgs1tHVBFGPQc7Fx4OOxio7QfORaOWNc9vktB/GYfES8Xqyh/Jrq+6WMWcubjybvafmaetF/8t5tE8yaSRm05Jn3vXL9tLjWnOdmlR7b1h1DxXnpuaxd/oYl2ki/xjr/v395GN/6XrXRM7C6BvOtD9aKUOrPSsppqs1GQOhmdAyEqsGgpxHlVjJrIsPXdYMWyqBG1h2Kbj0ds6ZlHB2mNXVcCYq6FFOftWWJsQLseq2V6Q51swkFBLOWBGvmaxxFk1rMnueqfdYqSpJVI8PCKGEmxWfvOAxznpsFmiqUZfYCKtZRBNjKREkjB5AhZ8FnbJirHDlV9t4Ixri6jN1sGXSswaDmKKe6qMu+A/JsSVlH6+GE4YEvRsvt2LKAx/ZVMGsVnfS+Znaj3DCTvd5kmkBJGdR1GBhTnCfiPSxl1qoZ3JxZS/YyozJoSaesXzXIPYzGPruB7yKIuLXuTJW1id+AJcZP/80d+KN//q7Ra4MSAqdORemPv/Iw/v7bT5ldby0Ha6pu0HLrDr0pLqCnKcs2uLJymHkZ1EyzNm84y02VeenKBroWdNdQ/D0NioepKbOWlUEXBLPWrLEjYCaUFQHP1sVeLbF4GMUTMxHLDtIqzVrVXFgV2+y7egsHcX+Vib/VmjX9uCmguiwZRDEYS16flEGrNWuy0WzxmtXdoNOVQaOY4//422/hricPG3+PzG4C9ufy5sxVPS9GoMCs9VzjsVhirvK5Wxcqvdaqyvs6LaaKWfNLzoTi+pLXTgb3Kma7jLnN1lijwWDLQh+MGTJrZX5wbvWs6aKsBrCni8z297EGA6Zd42rg/t1H8fl79hi9tmz/9CoCX4E4nVJzqGLqi8Bq6uBmGqwxxv4OwNcAXMgY28UY+3dV36PaiHONwfgbo3u4TChrdYOBq2HWeGnWJf8cZRk0VDFrrpH3kkpTpBuLpXtfTIT006IY/Aom0LQMunkhEcNbDdbKSg4VDRvAOLPGufk6VUF+mTayStvjVpQYVaxqr8LJXnXQy1Ad+toGA0PB/zB9XxhjOH39HJaGobZMONIkS1WeVIDcYFCvFHn0ZIB/vGcP/vGe3cbfU7TuMHG/XwlUUolkTFh1yU7+DOfrNBikpd4dWxaw58iyNvGsHtVXzgIuB9GEPVPWAax5P3V2IapkSRWMqK6p16wl78Gg52Kx79VqMCgz79Vq+aT3Rfx5uUH21jQhXwlGUYxH9x/HvqXq+cE6qUQd78fDGtmIjFOGWeOcv4lzfibn3Oecn805/8uq7ykLMAC1Zs13GRyVN1tWkqwWoJqyENVl0PINOfdZK5QcapRBxx4STYmjklmzVAYtzt2sy6xtFGVQi1MMdPMlTZm1LQuJHsVUfxREfOKQmr4bVH9IqbwHq7rKVDP/ZCjHTZlo1kzGYqXXPGND8p7qSqEqZ/LsmgazgHPrjnqHmfjdH9p7zPh7imvNp4fYZrXH9wgjZk0ekF6nwSBK9t8dWxOfvCcOlrNr1SPNyvcllQ2Rb6CL1NmFqMZV6UzWk59T3TgjW9qsn/ONrTsclidiAr2K/XM5KOoi7TJrqm5Z007slUDcO3c+UW0sUaZjN7UYEZ9f1TxlgdXU63WvDKppMChqfGT37SJcg1KMKgrva2ZuBlGcbboq6Jg1cUDIZdBBL/F0qywXKYSdfR2zpjnwTdr5p0XRFiPzx6vyWRPM2sB+GbSsNGI08SLdBLcsJus07QgNoskgo7wbtOJQy7zyyg62Se/Bqs+8ah6p7012pQ1To1IVG2fanRlEua7r9HVzAPRTDIIo1gy4nxyJVYQI1ky8DWWIz+nhvUvm31PQrOUeXbaYNZV1h16gPiw44AOpeW9NxvjcrQsA9B2hWcJZsn/qDlOVdYcJy6WzC1E1X5jML626phwAr5vzjLtBVc9ePjGh/FkXpU8gP1ts6yJl7XQTc3nF73/7Y9Wi/zKiwjf1fky99g4ZMmur+Xt3MFhTUNYlGcYoipRlGMCsQ0zlWF01G1RXBtUNBFeVQTPRcUUmVHeCga4Mmggt7TxYYeH9NO4GnYFmrXhoeJoyjMCwwKyZrjNUMWslwbYInKqYtcoyqDyap+LQDmN1Zq/7fpVRab5Gc2ZN3COnrU+CNd180CCc9KuT12iLWRPv9e4jy1gyHM5dHPem6xRfDaiYq2rN2qT9ysD3jBJIIEnCfNfBjjRY03mtZesr2T+FX5dKByoPm89eb1BW1kkKVNKAUZj4aKoqNYDcQFZdBu25DtbP+8ZlUF1jnamlyVxTmjUFs2bTa01c95uPVzNrZU4IrqH3Y21mbS0HaypT3NIyaDBp/Cqgm9MpUHfmpmk3qCrDz6w7ZE+3dAOSB5mvxjrzria1nshWq/WkdUe9cVNiNJLdbtAYrmJD7rkm46YSNmlTus46zJrKRV1XBi3tBq0Y4aXqkE60S/oyaFlzAVCuWStjtT3Dkp/MPq2bE9YWet1TaaeegSZF3GejKK61ycqvffgZs1Jo0ZTaZD9aCcqsO3SHqKqULQK3qsQluWbCdK6f87Floadl1qpGmukaMJKgZFIwDpiVQZXBmiI5M20g05ZB308ewwAAIABJREFU0/K34zCsn/OMy6DqipKoTJSXQcdkNTPQrNm+r8V1PYfhvt1HKvfcnKgoMrFmZ5G4J44Nw8q5usnPW8tlUMXDXDobNJrUMghUCbEBtc+art29ugya3hCKD3k5iCaYCN+wNKIucZRvxNmBXUKt27LuKCuDmjBrPc/BQupFZduFW1m608wmFBBs0kK/nmeWqsxRGqwZ62YqyqB1GgyicsYKUN9riZ3C9NoeIPks6rCwQ81h6huUQWXGoc49Ju8HDz1tVgotlkFNveemRd2EDlA3GFSV3mTImsNzty5ovdbMR/WpmbWi+bJJIhjWLIOqBoDLMCqDSjqy9XO+8WzQsoAy+XpZN2ikrNRY06wpgl/b93UUc8QcuOJZGxFz4FtP6EuhpWVQ06YniTg5fLK6FHrKdINOA51mrTgGSsesmXw46gaDZOCrKsOrLoOWZxnLwbi+YOz1BgPnfXd8zJWWWdOaBdvrBi0rg5aN7xJI5hM62ftj2xRXrQ+p1vKJzXEhdaM3ZdZCRYA4rWatilEYKhjcSs1aSWY/9v0qvahiekGyRrMNfCiVQcvmNY6tc5UaDIB67K383pk2GQyjonWHXSG2qmNc12EJqEvmXoUmUobMdO7YulDJrOlH9emasyYnGJgE9zqD6Z5CmzyKJgeAyzApgy6HUfZ+mpZBRTm5iKrfMfFZa06zpkokbXeDip979bmb4bDqUqiY7zrtlBP5eTliUAo1YaBN0blgTbUZ91NKU+WzVl2KMXiY5ckAGp1AWEGT+5qsVL3hmFGzyjJaqiNSaTx0B75vwCBNi7zUwdI1pu9lBZ0sWvNFZmh7GLG641g/mgfIs+acWTMXYqvmE+pMcauTEPVaVZYaVZq1oOKQKteslTm9m5VGRlKDQZ6Q6WULpbIHo2A7/9l1EgJ5D3n4mWpmTYx7G2fWLB9qwgBWKu+LMWFlfoCZKa7CD85EsybvS2esn8O+Y8PSa4VxVSCkDvA55yUNBgamuLoyaIlmrYwtHrtmRdOGPD3k2DBEXLHflt3X4nqmZVDxHtn3WRufYADYTEKSn7txvofnbd+A2x+rCNZWzKzl752J1xo1GBRQ5jejK4MaOVxHk9Yf4iBXHaSjiJdqLuS1KxsMVCNTDDK1ZJ18wiy4zHsOmJ11R9GnqMonSCAREDvwXQe+yyz7rJVnsZXMTCiYtZplUEWZUWUdAOSfncocGsjL++UdYiWatYogqGjaK0Nt3aEpgxoya4FURisbATS+zvID38R6ZaVl0LM2zuMhg45Qlci5DmM1DbIpFAVGVSeqzljYQjNK8vNMPKnyz6PnJdcq28tGoZ69Lds7gygpg5XtndOWQVXPnzgPytdoYoorMWtzPmKOSi/NMI71ZvCaBgP5OZ+3nOyqGjbsJyH5Z3jVjs2468nDWZKhQpmMxDXV0Uq/h0lH6GoGqZ0L1sr0BUC9BgOTD0dpVqopxyQZ0HQP80lNdmgiepzMFMofEp11h6nfzDQoupRnViYGlgoiu5/3zU05p1ujWqSum00okDFrqbauToOBKthWMaOjNLArLxfpmQ+lZq0iWAujcksMcc2iS7nK+0rA2GdN+iwYY5XspujWU17T1Q+9Bsaz5jr3mLgvLtq+HnuPDnGkorSlOjByVsaux6H8/viahA6QNWsSs1bDikFmhKrK2GFcXsIGpGBdkRQU1wiYdddmiU9JcqYaX6jXrFW/NzLjvH4+2SeqphhUlUFL9amFCQaZZs1yg8HYPWa5G1QkIZ7r4OpzN2MYxrj3qSOlry/3WTMkDmTNmkGwtqbLoDq/mQlBqIZZM3EMl60DitdXfQjVZdDyzVFF5Zu286uuq9sctZMdGmDWxOdV9rkVkZRBk7UOep7VbtAyF3zdbEIBway5DsO87xoza2HEJ4KhnqtmInSlPqCaoVGXQfVO9irmVoaKIdV5HNaZDSrfo7qpHEDyLJeXQavL2OPMmnkZVGT3F2/fAKDaby03JlZoe2xPMFDoierMENaNzCtC/vyqmNEgnLSvkVEWzKrMxAE5kNExa+PJo4ye4pmofPaMmLX8TFo3l3SNV9m9lPkH6hrWophjFBXKoJ5lzVraECQnknXK5tNAJgCueNZGAMC9Tx3VrHHyngbMy6DjzJpJGXQNM2uqBzqb5VanwcCAWRM3n4ysvKhk1qrKoOWahqG2DFqlWZvMvFbGrNnzemKSX5f43IzKoIJZ67nGg6SnQalmzTNn1gBgoe8ZmYdynmyqqtmgwOThZlqKKStTKQOFim7QKssCFeshl3v+f/beNeayLD0Peta+nctX9VVVV19mejzdc/GEiU2cxBlbwXGQwBY4KICMiHBkIYiELKIgGeUHUi6KjVAQf7BCBJEwl9xARPBjICKODY4SIwPCdrBixo4N4/HcPD09fa3rdy777M2Ptdfea6/93vb5zqmqcdcrlbq7+nxnr++cvdd63+d9nuedrHHGbNBR286wTt5nTb+vN/tD//NzDrTwfH77q5cAdJEB5YSfn7sNSszerBQ0gUzWuj3JLDDortHfz8y1OOPX/rpM8tWjf0xXQjLcpszEQ1ACH2mcGWCcDbo/jNSgAHD/Si4MOBpCISTbW8K3M8scFkV2vjYo8fydG1mr+yLE9fY+0u/HARXDfa2dRTFnTUfWPtA+axInheasKRMMFGSNcpYP7z15vdYGzfiDNFXuAPYqdkcc4GGdJLdOQ9bOVN3vDi3KLLEnMRD3Y9RxVea4OqsalK7wLYN+4+/wxsKGrIVDbyIwYJI1Cu1N1wlIbdDuAM5jzpomMFAQY0K1LLZBjzDFBWjvq9E6mXZRuKaWHF7tD3jhCOPlUCS+fneNdZWrvDWKMyqh7qeIfXSohdBak9v6gCJzo3vT2i4Kr7GqeVURC8PF5GbQWpC18DtQZs+sdcc1nr2w3pBY9m1QpW1eM5/NwFnjfTtT/7l1lZ9VYJCeQ5bv4brXDNex8Fo5Y2NrUhm/t0UN+sFO1hjkiqq6t/sDj6wZWowU7C3dEFobNPBuqIf5asfLzy1E7KkalEfWJEXhOdugNfUwFzaVXtiM1zMGSR8TXGJiGfQbt/4uFoUpWeMUaVxRoFb3yqZDudKrnLWG9p4LQaG4pzDFTY1j/QF6nMVIkenI6Gbf9MnanIJg3ycMOT718g1VEUoh2xYl4XWiRyBGfCJ+jwCmsyX9z9jVfXGyvRCKx7A+GTGm1xpQlEmha5kN2vD8Tw5ZM/mszW2DbhWOI9cGLfh7hvtczsn5pfbOc/us7aJReEWeIXMyT4zjHVoFBsOUmsomMHjeBp0G76LOVdp6xu83m2lyEd47Da0NCgQfMxpZm/isCYPfx9cVOGsUAij4C1nMX48NintRZJYxThGyduZkjUOuLMKL2EPpYlGYBAbcfEKuKNgfWtE+IKxdU/jNmQ3qlXrSNafcw7jdk4bdFHf8/C4EQ2qgO0w5ZM3COdwf+rmuc+aDxpYFn3rlpt4GjYZ5h8gNB/11Yt8l3GNUW07WfCs73ZPsHKSYM6xy1g6NuHdyyAfV7vOvl383wCfZ3HnCqUElZC3LHDKnmOLWcRs0IGvHtUElziGXrPk5vmfqnBDI9hyftf/uF76Mn/7c12ddM1X0akbPXMJt4bADw/37yuXSxFn7YCNrAiclrbp3YnVvQ9YmalCFCyaZ4gJBVUg9XFPOmhlZI0xV+4eEQCKoyQz9+rIzPsxEMlvlzuCzNkbWzikwqBtmDl+X0HA+UUAw7+2QtSpXJfkALXcH+DY2haLGobX3Q0KTJQiL9B1wn0m61gmydk1T3BRF1NYptWtt46YOuL2e3wYNtIYiy/C7XrmBtx5sRaUYZcxpfdaPjX09TYaGcUWCmnBSXNmTyri1qXLWCJENtdZ0b+LafTafNWHiRe5mUxD8dTPxwB/7rAXO2nFtUKl1ftUna+Ofy7PzjROkEqE5Pmt/9X//LfytX/zyrGumnqFlTvtT9mtkWtkWDjsw7MevXC5MatBTftbfhMkag6xRbVBBam25iaibT+Je1ErlBQS/LloNmiaW1taIjKxND51t93uRQ7az8yFr/vOh2qC6wCBU+OuqwOP9uScYEFWsqcUxRtYsprh1z1kbX5OziNEKAo37RIluykLnrGkTDNJrnsQUN1WDKshaLUwQKZVDFPAH/7rMZ/MiQwJZ5Rk++dINAMAXBLd+TmDg3Pm4PVQru1J8DuPnLoR1qkqY8mLnrMleflySOLT1j0DWBCNesg2qWHeEdUrj+nyXYPhMlmWmjpxi1aDC99fPmk4/lyw72zjBPdGJmuOzttk3eGw0Eu+vmcy8VdF35ju0ov3h2X35pg1Ze26KS0RaCQWVHe/1pN9EVCXFbTphRpneBqUJ/OS4KWHwexwUt25oTU1/dl/zSIkFgTg2KKd+rQUH+JZa2OBWZ0bWpDYooLQ4ImTthrENyrWkOSRCI/uHTYdTNVFmtRpnTSN/U8PjJVNcS+Ib3m+MPik+axKyZuBiXnX32VxeZNwGXXcee9KwbEqR26/xjKjH3BbVhmhlW9tFqZu91gatGWHPcF2Os9Yha2lXwiDYoJKLEFWeT8YKas8BoH+HqaXN5bJUh7lTanFA/v6CZ2DKg87PKCCj9iar/RTg7zdLNyK9JjDcX5q9z5Y4K4EZaH+X7N25qPD+453YaYnXd4r4pkvWpEG/aRsGMIzlUdqgnMqIOkQBqG1QKjk5NC32h5YdN6Uja1MfrAVz2Pu/44UXOcOpO0Xsiepem08IdFyw7rNZPxFTXKoNqh9SKWfNIjAIn/WUs+Z/39mKNEVgQI3MoUxt49DsQsrkXgv3s6rEFp69pnuPkRq0kFscEqeoMBQFm/0ByyrHenFkspZnarsPoJE14LwUBEr8ZPFZm9wrxnbR5BAVkH5At+7glI8bJimxdCWkwodr7avImsJtTekBlyt9mDvbBpXUoDXdBi0N5t7HBlUQWFF0wH+Xc/f23uw5us80NSjpgmBc57Y+YJFnuLMusT+06npP+Vl/8yVrnBo0OfQ587sQFl8j6ubjZoOmmxMXlIXAhuEXzBvkzlTNjHUH70d1xsqLVK3KaEmfyPamuF56rlU0R6+RGP0EyJ/naJ2RGvTx7qDO/aujgz4OyWftOi7q1IGjISyayjmd8cohR/0a+41RfvaAKa9LQwA5dEa7r5um7f381mUxzxQ3mg4gTTgJ0X8+BGp1Pj+q6Wdjse7g/MvUgddJsWxqgxqKkPS6IfE9ajaooHIOfx8XB3uCxjFZp4DgNs2023NjUajIGjdVRZodPSCOU2TtfF5+xN4SjM8tyFrdmKe+hNj1+6dNYMDtn0N3QEfWFmWG22vPN9QUoR9oNWjqjxIibeVsmZ59CItjuPdtolV6E+I3Mc6FioIgeF5xyh2jGpSSdksV/l7g9hTn5DQwSaWmngIQqUELtC1vAXCaNVIGlPLmn1pi3Fh0buGKp1H4fibCCwaJsFp3SOvkRvNI5G9ZqTe+14YRQHxLEtBRj/Q9uHmpwJQjNb2mdp8Nh9tcxXG4Z7w1j95+42bzFmc8SMnCU1krhaxZBQapJY1u3aHZw9AelcNILK4NKu3v/LO0IIpyC2dNMl8eAITh+ZPu6fjnqOdPKiBZSxOl4LlOUIWudYJB07TY1Q0ez0zW6uQ+03itrOm5ERjZdkBHECK9r/DWPrBtUCkNqhK/rv7AEDgsgMVnbXyzc5Xz0AY1PMwMsrY6ksxbEw+JOMFAQNaK3J1t5A1FctbaoD1RNlKDAucbmULx6gB9898mqjTrMPfw3aZmyqx1B1FAUOuUBmaniJc0lQMIzwF/zRvd7/qwQwioYfFxmMQ9BJdPQtZSVVgaGt9teAYzXBzRBp2qHvmf5z6fc87lpZIhm88asydZOWs9l4hu64fYMc9df10GMeYQJIuNRq0IDNL1augf0HHClD0iTiwpYdxkncQkHYDmiobgx3CdF1mb3mM2Llh4Jh7v9W5Eek1/nXCf6W1QzrIKMIqeigx3umRNQ9ZOeZZ+cyVrzPBqYLoZn6IVs6V81rhDVDkshutOYfJBuTNti8TvzQX1kHAIYPi7NAntr3nO6p7w69LUoFNkLSRr51GE8pwGGSbfJKq0PoFRkrXeWZ5B1qYILv/dxeuU2qAcD5P73TQPrFtdSyBwb6hDabRG06i3KfoktTikOY+A7h8Yo9urspg9yN2qevT/b2rdAXgk/Wxt0Iay7tDUoNORYeZ2EdGeiv9+sj6GftCvlaGfcMiav7Y+noxvm4+/x6ZpvYWNylnjrTEoQ2qLWTOH9vfj+ijfTlZgQL/+FCHN0taV2H69bTvspZYY9k+rzxptEWMVGITOxJ2+DarzDU8V32TJGv//0vEgHIk3hLUVM1HOsZw1mig+ve70YWENDBWUJF6nlVsX/o7jXoTN4xycMMqvS+OspRViQNbOpQilPOsA3ucpxHayThuyxk0wEK07JNWccpgex1mTVXCpuSd1KMVhsakI/oBW815pziPQtfcb/r7ukbUq77z85nDWhu9kaCnPS0QBID8j6rETkDWWs0ZOMLCh/Skvz8JZkygk0rip1DcwXqvWjlaRte672lmLccG6g0JUtYSybX2SyBVLJeNTyXH5ysyp8y+PDdr03JYExQmaxfJouGboTIT7LMdWaX1fR2AQkLWhDaoga8/boNMok161jqzZfNbmEL8B/WGmHi6eX2An83J8FGpzlLgX4aY9x5lBw+QZadwbYuA/BZ+187ZBa0aVps2O2yTrvOg4a1ZkjZvtSno9CfeYc06U5x/DWdMSxIuqQOaAe525p9YGBXwhIj97/vMsE2SN4zxpNAT1+4umClws8tkTDHpultLui//fhLpgmD97bFAikaGg45MLiqAOHNEGVZM12RSX4z5t9lP0b/gZWVQimT2n+6cmWOuvKUzKoIRk6bmVRpqMTK7HJHscbzQ/4zhBaoJIbgBFgOH5A/QCN47wWffImtYGZSgdXDGQRuhMBIGBzln7wCJr/IExERj0GyIjMDiSgFp0qABr3aFWXtOHOdyoE86a8QYiJxgIyJo04y4XeBBx/MpX38c/+x//A1V2Prou0QbVCK8psrYqPYpzjmStbad2Ef06e5TThqzd6Dlr8jqHcSm2ZNvCm5G8nijrDmmOrF+jjKxlmRtZEGgCA0Dm9vj3mCY0kh9cj3wwCIRWOceO76uymIXcxvdMEO6IXk91A+emCfr5PQ45ZI3+XamRYVYOEsUl8tfik23RFJcpruNRdJOfyWRkTWqDpsUSN2kkjVJot1NFTKUIrLhibrheRqK4mz2NOEoCiOsGxacN87C11usmEmLN8Vrrua3d9+UFG/yzy+2fYX/QkO0AdJR5hpuLwqAGfY6sTcIjVsMHrSFrWZd0SV/OniB2BsUXNbMxrEMKSp7PWXc451gT3fG15yFrkh+VdVDzP37jPr7w1iN89d0r8XVxUJVsmcvu+QMnZcxZuzrDFAOpitX4g+k6rQKDYFpstVWg7snJWoXqWWyDEghnUFlKhqWAN/cMY3M0zhqgc8jCd5GSsSVkBuB9DtX2cCTy8aa4tZkKECOPWuILDOhoWnye1eOQKEIsyNqxAoN4wLb/J13khrDaw6Q/vyXG9IUoCZuk8RqFNiiDrGnPnoRcUUWMJnzhOK3DOunfkTOl1oqkOOpDoypV07Vyha6OrA0J1pxCvPepzAYEV0QqFYGBBlLEnN9b6/K5GpQLjbOWOqgD8oFRCpVXmIBAfbELQsFob4MSyBozjBjQq+3AaeCco6mqS9qk8u6m1+w7QpU4B1mjKlnNPX/gXow5a+dA1qQqVrM52CTr7JE1pUpkkTWRs6Yka4TiOATJQxJtXmz39eWqmLZBGcQD0CcK0GpQ/mDj/OqGn6XbaCFigcF6kaOZYQ8THwBFniFzOrJGHfrn9Dik2vtS+5vyBAPmoP0hufGvD2R4KdmW1aA0orch2vohNBRJbIMmnQmKQ0muU9jPqCJG6ywMRQhzXzMCLW427xwvvz/72f8Hf/K/+Yem1wJ8x8ZyzfhZm9MGTbmqehtUVtZqxVJMIbqzrgxq0CfcBnXO/S7n3N9zzn2u++/vcM79+ZOtwhhOwNbSjFqbYADQBrUhqMp+dK1rcNbSDSe0XFLlDiAnlPE6KQSQu3ElzprFqR8YNh5tCHEcFFFdIwFPkLXySSRrPEzOVs1HImvcNal2e9u2HSojo1xS28EfwDRnjdr0uQkLadxalbi/SQQGCgdJSkwoL7Iqz1E3LSnt1wjgGke1pyJUOdYz77G0WNLsaLi5qedUYu/r6ZQTiQoS1j8hqM8UGMQ0FI5z2LYt9o18X3Pcp42ArBUKam9qg/bI2pRDSV5T+A6pIkZLLgazdVkQNrkWYbuirS+Nr753hV97477ptWGtnIeZhjAdi6yF9w33hz7B4EALDBQz8RAx5/f2ujSoQZ88svZfAPgzAPYA0LbtrwD4oZOtwhgSspYiNIMaSanuFQNDEmUhkzVrG3R64/aoTEVXJaJqrofJKTUUjURIY1Mskx38e/gHSnPfjoObT8j5ewHTFvE51aC9Qa0Ek3Pk4RQBLIPAwDaOJP3+qGR7SJx0XiSrSCN4SFLrzsrVGbVBEyUgvUYZWaNQzp4PRiKAMvKhcVRjq4Og5LXaw6TCGcvIG+qzKc4oMNg3U6VelrnusCf2iD1d7IbbVFMUDoKP4XPhhmx7lS793IXguE+b/YEscoFOxCJ8npLKOVXK7uYga5p1R9IGlekAOmJMfaaU7UpYnxW93R8afOPB1pzc8XxfnYsZCwzmTDHYd+hooBToEww4tb/RkiZB1u6patAnLzBYt237C8nfncfoSgi9DTp8MFvGyygO6caVDinqATETUIkEccuoQcMaNZIsd13uxhU5awbhBXBcG7Sm1KCFbMKbknKHg/QcyFrYkIU2KGtzMEbWsszhosrNyBp1n6ZIhPTaOPKM/0znWnfsmTZtGpfLcmiDKtNDAJ2zRiHjHG8pXruKrDHPUiwwWC/mIWsprYBLSvrXC+2icwoMuGHgJDLDoKNWwjiFdHIo0pwihBo3JapBFQuVudYdkjm0XyNvjUEVMZYRagCfyHKmupShMUCfP1zs6gaHpsXbD7fqa6UJImWe6Z2aSBQwZ4rBvh6jo6k5/uT1zHceVPQ6SDEUWncMyNrT4Ky97Zz7JIAWAJxz/yqAN062CmNIbdAyz/obBpj6/FAhZfzaITr1WbMdagWh/uEMDIHu4VI2foCG57mNQFKDhhvfctMCg7eWJUiSs5KMponssszgHGb5YJnXJyTcahuNELSsDcPcawZZA6aHPsXjooJqtQP+O62b6YD1AUWY/owVMb61nqcG1a07ps+vNGkh/B3X1tKI8f0z2PmsAfZkbZ88T5QAKQ62FXNGpR4/DNyRa5VoJBbCOIV0csWj1MVI10qJszhkTUK5/Bp5S5qJwEBxF+ivKQkMiCImFOOcmEVrg5bEeQJIAgNZfTp+D3/tN+5t1NdSSOqwRguyFqtB5wkMJgXBoSE/T83YWCpyQ8TI2u11hfubvXhWPg1T3D8F4D8H8Gnn3G8D+HcB/MmTrcIYIrJWjHk3llaMxJfaCgcjVSHuG9uhRrUmr/YH5Jkjf1bbwGsJDeI2R8Gra7DuUJK17uGaZd1BcETSJHtynSQJcs5hVc4bB2QNjuwPDJwGnjw8RUdvLAq7zxpVFCT3mZSYj9bKIMacQrpKnp04NOJ+iMtlgc2+wbY+mJ49TZVGJc4SsqZx1jQfpbhgGuxhbAWBNy1Nq3sZLSZbVAbl97HBEfg59Zz0HVoI4yTnkNmP0vmOXFDF52bPW3doha7UBl0kyJpmoRGvUZsfvIw/E6X9piLGGc3LoyaV+Pex32Ph2l+fkazxRYh8zbgNOmc6TYqOSpMyLHuEZSxWKHbvrEu07eAvScUTR9batv1C27bfD+AlAJ9u2/Z727b94slWYQzpMUnHK1kEBrkAWYcPmRMYTMYAmVEPasNpsCymUn4gbIwSTK4klUzLiDcP9X+vIWubowQG0yRRc8+nUMd1lfdtKy12dYN3DDC+fy1/aGj+UtThtizz0SZERY9cEdL89HDrRS9qu4jedHpqwIzvoOdEasnaqhs5dVWbTHG1IoSySpAsRmoCyUmvF78ujc2+6QumHlkzOqmnbVDLfEKa5HzmNijT3qeQSqkzQSnaqeuF1/bXYhLD4R7TbY/Sz0dqg3KoUwiqeIx/FiCQNZN1B7eXTZE1bf87tg1KGRoP67Nb0gDAm/f1ZE1C/S0jtcI+X+Zu1gSDlFqjWVbFr5msM5cR4+AQESNrgDwf9JRq0EL6n865P838PQCgbdufONlKDCEhazEp+NaqVMdNAfIcNykLJ5E1IwKxKqeJhlwdWk0TbZy1pvHGrzqyZuMYWAUGh6ZF0079gmIlIvUZbPYNssRAdFXlZoHB3/g/v4j/9O9/Hr/0575fTThSu4HxOnVkzbl0PJJexQ7IlY6M9gWBxpth+GApSjmsU0rWeOQ2jlurYT5o+Cy0sViaB5a/LlU1T797qQ0DGAQi+0NfMIXpE4+NBUFa/Gg8JE6NfU7DUs7HjLd+GHMw47Bweygkikti5xiKp98fx80C/HcuFXUSdze17jCPmxJQR1pgIBcRFlNcWiBywOLmglifv8fathVN5oHhGbS1QaVC1+Kz5v//nXU1C1lLqTXSpAxtGoQm9kgL8mGKgZCszfCp00JD1m52fz4D3/b8SPfn3wbwbSdbhTFee+GC/X/p+IdtfUDFoFUhJLXQXkBZSM5aEyog+QFYV75dFG92Xn7ObziyxQHffqUeZM3cMbyPmbNmbINyh+mQKPAb3KLIR9/jesag7bcebPH+4z2+bqgOZeuOcNjznLVFcr9ZkJJUeh5HikTY5xMyXEUG8epRBGKtmilniMulf/7uXe37Foz07OmmuNOWb1gnZf++3RzjAAAgAElEQVSgtzjkQ/EqKphWXeFn5UWmxY80Fius9bqGpXPDt0HtAgMJSbIMnCcFBqzgyUYhocjj2/1BMMXlEcCgQFUFBgmypo+bkq07Mjfmp0oeh4COBnF8sF3dkAKfcG2LwjN81hZkTUoqtWcd8H55Ze5wc1nMnA06FRgAR4qQFGAk5dHeCcjaI/4MPCWtQUTW2rb99wHAOfe/APjOtm0fdP/94wD+h5OtwhhSIZAma5w8Pg5JLSQlNVWR4f0rug2qSbv7qn1X42Z3wG2EDefaalBGCMF9NrkyVinEscna/Dbo1EdpVeVm1CP8/l9+9zG+5c7a9FqyOlR8eLYEOqoZXgJT6XkcE87aNQUGHPFfUrpqppwhLldhmPt+xOvgQktkKWR80aMdghCCHTdF+3SFiAumYLtiPTTqw3gIudYG3e6PNw89NryPGY16zOesGQQGhNVFVeQkv8fKi6TQ2I04bkoXkLGClO77DN/jLAGZoAZNC89S6WT0AiQ2WaO/vw1h0ePfZxBKKY9ohKzpU2qk89Iy8zYIRS4WxaxxUyk6qs3EBviiQBMYpKbGwUtTQm+fhsDgNQAx1rcD8LGTreIEcXvls9wASXIEyzi0GYoA0566ThuU8AlTSbLiMGIhwUhGcAH6gW8faNsJDIxqUM5PrHdRZw43v+mMP5t1lZtRj/C+X3n3sXmNohpU4DxRSZCarNWyMeeYs2bjzRRZRlbOG8Y7KxXnjNYX7mthbiMQt0FrVomWrtFkijtqK+t8FK4NWmrIaFQwBesOMy/y0E4Gzott0EODijHAPocpbu9jRvEiGU6shKxJ9JH+5w8HFJkbzaZkTbqN6G1auB46SgfrsyY8fxpi5ZzzCGlogxo5a5I1xpYYOq8Vq5pSlm2Dsl5+Nqf++Npv3tc5v7LAwOaztgij3mZx1loaWRPuM7ENakDWws9r827jnzlFiMhaFH8TwC845z4Lb9/xgwD+xslWcYK4c9Eha1cxsqZU90IVJCFQJQHn18Y26EUVxhBFyZpUHSrVtkSKpypZ7YY1m+IGgYERWeur5zShKeTNyhNlxz+zrnK8cW8eovdlS7ImJOhDq5BbJ4Ws6fC/NCQ9/f4049f4upt6uuFxaIl0YNRWZC1ug+550vd4jTJiPDnshXvF0uIAJGTt0BdSVZ4hz9wsU9y0DZoi73FwAoP8TOOmJBRJOuwBmrOmmc36a07va27Idi8OUbiYqZK+R4olnzXm+ZMKs369edYXu9ZiXLLGoBKoUtn/LG1QSnDDT8mQn4MQYVoK4JE1jeMm0YaKPFMtjEI7+6IqTJSVEJwalKIhmAQGhgIyfK5SkRviiSNrbdv+RQB/AsB7AN4H8Cfatv0PT7aKE0RA1t6biaxxiZCEQFHeYP3rlepwVQ1t0BBXO4V3IdwMEim+yt2ktaXNuCuUSi9EeBgebGwDr/sKcSIwkDlrFOq4KHL73Mbufb9iGDgvbcgaEZhC1gplVBgQNhve6+mYNijX/uE4a33LR+SsyQfpoAY9TRuUIuFLKKx2+A6DmjnO4eDX5ZzDuszNbdBUacl5l4VgZ4MauGAh5nDbpEOK84QLIg5qnRaBgVfIju8ZVQ2q7J3LRJwVkOIli5TwiZNFgerX669ncRfw1+TV+9RzYbXukNqgVILhi0e62wLoyFpYz511ic2+UTsoot+n4b4O6tWLhZ2PDHT2K9k0WSPvMyGhBCzUjPEzoaGiwGk5a6ZkzTn3GoC3AXy2+/NO93fPTCzLDFWR4V7PWTvo7aKc33Q0LtjEuoNAAqi4IBz4N/umn3k5WaPiOC1tdNTmqM24sxJQw417aFrTwzUgNJzAQNrgkiQotxOxw0FkQdaklkPezerk+SjTpLIqZNsVIPCd6O8iRSKsXk+cLQY31SOMtjoGsQqxLHNURebVoJY2qKJ8pIybLeRhHoGQuZi+YIrsYRZ2xXGdeJhVRa6g4RyfyNYGffvhFt/+Yz+DX/itd03rG+wfOBELca8QQ8dDUOa002sS3x+rBtVRLsD7FsZF7obwNkzXqRH3pWtWRdZ/DlZUW0pkqefCat0htUHTzzS0h2klr1x0Dtf17/naC57nq6Fd0t5ksXoJNISLRT5v3NShGY80kzhrytmnqbFTkYkkzEp/5hRh5az9HQD/c/fn7wH4AoC/e7JVnCCcc7izLiM1qAVZ41ErqV1IwfmesCkfokCMrI3boNxonusIDKgWh2ZpoiEQ/Zoj/zBLK5RbpzRE3F9n+tnkc0amdO9r4awNXl28jQq3+XPImqldxLR/ODWozlmjk1mJNF4SKGxYn///+lYR5oOa+aIKYkxNuwAYZE0hD/dcHQEZHSVrVWESsQTvpTk+a/sD7aLOzelM4837G2zrBv/fNx6orwVkAn+ZMz5rAg3EYnJKtXql8Xd+LUqhuxgrBTkrmn6dktrfoEC9e6PCW51Ho5WzFltjpLElVP9aJ8PUBp14z/Ht4UFgoH9/APDRLlnTRAbX5qx1yPa6KuaNm2raUbErctYE5wSgExgIz1+Krg6CJwlZe/Jt0N/Ttu13dH8+BeC7Afz8yVZxori9qoY2KKO4ikOqECmCc/xzE8Sq5ufMxdGrQaMbcrtvBJKsNm6K53tQh4YmQQ83vgVZu7kMCkD94eJIxMMQcd4SI93gNO+5OMKD9M6jnXlOJ2+UKYySYThrFgSCa52n35+2cQ/XpSvE8F5ke4QhxQ8CFr0QubUqvCmu4H2lrTHEljnsAZmzRlmgABbV8bhttCpz06ERfofYh64qnGrdcazFATAcGpJzehzSdBUO/eUGuQM2k1PKeJudYGCcP5vO2pXG9AFykmBB1j58a4U33t/0r88cf3/11xQ6ExsSWQutfWadtd4GnRTkAiqqFS0hwn4dkDXNvkOiaJS5Phs0FEsXndK/sQ6Pr5kJBkJRwJ19qsAg5awJKvoQT0MNOoq2bf9vAN91slWcKG6ty0FgcLDwZiSBQUiC6PZiullJBotxrMupwOBKsu5QZiiKVTPlB2fk9lisO17qTBctyBpHItYItltCgq55z8URP7RfeU9G14ZDTSCgzkDWSkXxCNAIUoj0cDNbdzAV4oCqEqTxnG6HWa8JeN5a3wbVBAaKypmy3pHUoLsDb4ECjC0LqNjsDyMqwsXCNtKMOvQlFXAYrUZ9B3mnBtU4oOEwvqcMke7XGA58oijgBAYDskaQ1AX6SH9NQmDAc9aM4qxk1q7eBuWTBEuy9pHbK3ztfY8oSfOU45DuM0p4E84M7lmohUTb//0UyZPEIcOMXJ1zCKC3O9KMcUWPSoPfZLAaWS8KtC1IgRQVdZNMMLimz5p0X6c0kjxzyBwvOguo+6nCpAZNJhlkAL4TwFsnW8WJ4s66xBff9gfytj7gdkd65iIXKtnQ5qQFBnm/6eZRpWJpg/a2AAn3guWsXXPcVFrha3C+Zh4aYrtv8OKNBb7w1iM8mNEGnU4w4B8ugB6bovH40uuGGZ1ffucxPv2hS/61SiutFCwLtkQruyx0BEK6bzjrDn02KH2YSu0RLsGolQQ2jstlifce72weh8oGTrZBFWRNnpgQ7mv6PrtKhCyrqjAhV9Q4IA5BitdODryObBWk3yV8j+8bk7UeuSLb3zTNIsy6JRHALEN90AnnVBt7f2jRNO2I22tFjGPUJcuc2gaVkBJLG/TDt5Z4sK3xYLMX5ymPrpnxydC2bnohzrBGuVjVzJ6HZ6LtC+F+Bikzf9avT2mDdte9WOR48UalI2tCh0ej8gCDkCx4lz3aHvqpRFJMJhhIBZ1SeHIq+vTnUzsh7uw6tQ2PFVm7Gf1ZwHPY/uWTruQEEbdBuZEucUiDW6WHmYJaJYQkjjB3MCBrbdtea9zUTkDKKL8nSeUF+AQWkB/mtm2xrQ8DsmZog3KIXs9ZE33WUmTN3gbdHVp88iU/+UITGWjtGI7f49fJqUH1TVFE1kacNSvJmTuAFc6apNQztUFLuxrUQOadqkH9f1Mtxppou41/VlGDJubLa2MbdEg0YjUo/73vhMREm1/av8fcNmhvGEyTv6nPc3vgp1CYBQaEGhSYFmaa8WuIiw51CYrQgKyx46Yynj9maoPeXgHwqJIVWRuKdwrZprsEgNQG1RWMwDjZE5E1Yxs0TqA/dGupI2siaq93QjYd6ngRzkcjb21XMxMMBB6mtL9bjLrj4sDP1qV/5tSj46w+a7/Wtu1oYoFz7o/hKUwxkOJ21wb1yYRlgsFxAoPYQiAIBnbGNuiyyOHcIDDYH/zMTH6CgXyjS2gQzVmTD/y4uuei7uZ8vnTD3gblLEb0cVNTnzUNbYxjVzf4yO0Vbiwe4avvaSRZuR0jcYooBFDjQACd9Fyw7oiRCOuUDG5zlFpbXIIxS2CwKnB/U2NZZNcWGFCHozTBYEe03UbXE9pNbdtiU4/R7fV12qCFTxJSBAlQzGZHqAef7IZD4/0rfiYhtUYqGeJMcSXOr2ZoDNDJ9iJK1uJnRTN+DbEOqMuuxsWiGKw7BGQNGKNOISx2IR+5vQQA/Pb7V9hbkTWhKKDOpIGzy7VBZa4chcwNSSxVENisO2IU6kOXS8PeySPG2hgnYOD8rqvhO7ZE3Uw9DgH0ZsbjNfo18NN7jAKDGFljuL7AaQ1xATuy9meMf/dU4/a6wq5usNk3JmTNNMGAeJgXRIVobYNmmRtV7VcW3sU11KBNO4Zjd0zSFCI3VF7hph2Qteu3QUXidzrLcobT+75DCD76wlpF1ga3fr5FPIdbJyEsITznQm5xhO9sJ2yIcXCbo0Qa9xYAEgKh39uXyxL3rvZ+TqrBFFe0pKmnSaw2wUA6TAcEgj5E2xajNva6yk0TDCjkQ2rtS8IlbUpGvF7A3gbVugQcZ00akG5BZrg29sRQ3GzdMR4DNrT7eCU9QCfo2lBvwAsMAOCN9z2yptEPgMEag6QhEMIbSxtU+lyo2aJSe9hqihsXFR+6tVTboPI5pBfXm05kN4xjtHocjs/dRYfsyapjoW1uGeSeImtcon1CcQGgIGvOuT8C4F8A8BHn3F+O/tclALu+ln//HwDwn8CXkf9l27b/0XXeL8wHfe/xztiKkRyuPQeG8k2j4HxrGxTwfJhgC7BVkjUNgZA4RfHm2COAAlwN2AioYc2XywLLMsP9zfXboBJnLd10gnWH5qrtr+u/x9deWOE333qkvjYXvPKkQ4rk1kXkX26du0OLVUXfNykSsa/lzSYEh6xtaz8CiKrSWTWooV0U4taqxKFpce9qf/3ZoIcGt6oxvyfv1s61a6ViSTI1DknsKrXuMFT3gcA+OjAYBCmsM15PHL2NgyruCaPe5k3xsNr7ACGx4FtvKjJzaLFO7muOT2T18utRl67Q3fbIGr93+vcnihADSv3yzQUy520rrJy1wfqIaYOm46YKufXtixb+uhWR4A90B1ocAhiQtaiz9KHLJd57vBfpOhIdx9IJCWrs9DvWIj13ZesOufDUBAa9GjQ6O8uC9/KbY1xtCe3u+xqAXwKwAfAPoz9/G8A/f50LO+dyAP8ZgD8C4NsA/HHn3Ldd5z2DoOD9x3ts9wZTXAEpkaw4qBtCq4DiuFgMyNpG23DyTJzDJ92AVCK0jx5C8noC5yLEJuJE3FyWswQGE1dzobLcHxocmunsP6sLNzB8j6+9sMZX3n0sKu2klqS/Ln2/HJq2QyKSjdjSUia4PSHS+2x/aOCcPk0gFyYYcN87OyMytIaVawLDFIND0xpNcYU2KHM4VgyhVyuWJFNjCt1eVzk2+8agepwe+pYDQ2qDWqYDAMNoPS0k5Cog9+lzQd3P/ToF+kiI1FIB4D8XKy/yxmJ8kAcyOG/FwKNIUtsuRJFneOVy6dugxv097B+0wIemSgB8sZqqHafXm+6fssBgHi+yzDN8qEMYJXRN9FnLfIeHs+OoDw3qpsWyzPvv2I6sjb8XecpJ+M55ypHcBp0KtLgJIMDp26Aista27T8C8I+cc/9t27bXRtKS+G4An2/b9gsA4Jz7W/CihV879g1vr7th7lc7cbMJIauF+IeTasdoB30cqzLvBQYb4cEa1ihw1jrkiEJuFlRSqVUXhkQoIGuLMsPlsjAJDDjyvuRVw0nzYyI2k+P2EZzUP/rCGtu6wVsPtnj5ckm+dnfgPc/CdanEefAvm7/O/YGfYJAiEYGXpaGJHKInzaDlOWv8/ZVGmA8K8KTvfo2GyRxUq54b5bRTEAggtLEJ/6v99BkMQqCr/aE/QMh1Sm3QmSRnK/k7tGMe7w4mugeF/oWg1IQAxGJXUkWH2BHfHycwsE4HuFiM+UwW6w6A3ss0snmIV297r7Uid0aBAd96JWeDZnIbVEsSKVNd2bpjninuokPWAC+0eP3uBb1OiTsd7rGmwSKbrmnT759Z/9xZpxik526RZ8gc/XlK4h5AR/spCsOTbIOKd59z7r/v/vWXnXO/kv655rU/AuAr0X9/tfu7dA0/4pz7JefcL731luwWEtqg7z7agRu3EUcuwJ47xmUcoNGgOW3Qi0XRj7IJ/+THTclViXTYU1WXZt1hqbxiJ/zgraVFf6ilm1XBb6gc98IqPwcGZC04cUu8tfrQyopCpiXNEXq1qlm7ZopE2O0D6ITbmy/z9wrlsyaNw0rjVmRLoPusZWhbHkVikbUiJz9PTzTWkljm+6unz+CqHws3fyaihBZLptQafynENpoeYrIXEfi33AQREVkzTeYgTI2ZJDa8l4beDkrBQCHpDnkBKQlrma7PliB++NYSb9y7UjmRIUqm9Vp3XYK5g9y1IqTqkaTheqLAwKwGHYqQD93yyZqErO061J+iWOjTQ4akOyTkFiV227adzc0UwT1qNqiC9m/rKTVK4pSfci4ooLdBf7T75x8F8C8Sf64T1JM5+a3btv3Jtm0/07btZ1566SXxDUOy9o37fkSIaYIB84FKB2OvODnCugPwVbu1Ouw3HMG8l1UTMu3a+P+loc3ABMaVWxgxpMUwyD0ljfMJDedQbt1wwvtWRdY7cUvJmk98pbYIXXltGKKz1IaJ10dZKgBTJELzEhvW6X8uTYQ88V9A1sjWgR0xvlwNCJTeBpUTbg4xqnJuLJb+/HFoXiiY4u8vJAaPlWHuNXFfyy7q/IGRW9ugh2FN9wyK0J7XSiKV9FpFNahFYCC0Qam5yoA+HeCCaIPmmRPc/QXO2gxk7Wv3/HivOdYd1LMHTNEuzVLG2gaNnyOTwMB4jwWBASAb4wYaEIXAa5Y0Yb1+3NTY2koK7lnixr3tDoee90qFNnCeG6EmJdqnDPHua9v2je6fX6L+XPPaXwXw0ei/vwWeI3d03OnaoG8+8DeVZTYoV92H9hkVtM+a/VBbV8OQ6BgCpqLnZ3FjsYR1Ssia2O5TWlTbqHLzyJqhDcpsjn0bgLixA59vgqwZidhA197JM3zk9grOAV95l5egU67ro7UyfKktYyFgaSnXwjVTJEK6J0fXJbyX/Dr5Aevc2KE5RcjcNiggEKuZ60pVs8Z54lq9FG90Tczwpdc5RYwlPzgJ2dYO7hCzkbUeubKjeaIa1CgwoMZNAQRnrZGnT4S4qMbTXzYCUuzXyRdLVpXzq7eW2NUN3ry3Me3v3OcZU0dGr79mG5TkrAn+c9Y2aNiPqyLDjUWBG4tC5qzVLVt0lgrgsIk+m0WRIc+cTdzD8aCLnHz2tDO6yPUJBhPjc4aWATxhZM0598A5dz/68yD+5zWv/YsAPuWc+7hzrgLwQ/DChaNjWeZYFJkZWZNu3F3NVzT9IXpkG3RdFT2yFpI2ydgR4A+1WrguVcmGuYSc4jFcU0KD4srt5rIwWnfQHmZZ5tgB1j2hk0HWNAQiTJko8wzLMscrN5cqsqZVsdS9smHWKXGX4mtKEwyA4fO2zp/lLCBUZO2aydqoDWoQGAB8Issha9w6LQIfFhklOGuhDXq1t82Tja8tDXiWkoRC4DvFET/PFvsOqeXH8ci2Nc9Zsw1yP0yuR1keAR6FmzP9pUfWBHUiICe/fdGq3Ke9Me79zaxxU+neFFNH4pD2P79OzT9w2gbdCgCAde/cJvfpqsr754SKupF9+QC9DboocjjnfOdJQbTj90uLkEXBIGsKjUQTGFA/L00w0IquuaEJDG6e9Grj966dc/8OgJ+Bt+74r9u2/dXrvu+d9TAaw2LMCfgvPeUQS4fUdSYYAGNkLSQkwVojDa0qkdAgijtj4T1pHlhpG/TBplZtNPaMwCD8nYx40Mia1YU7tH8++sJKnA8qeZ4BPAGVQ9YsqtU595nVeJlDHiVkjeNeeE6dDTG+uYzaoIbZoP796ft6y6CI3CgnC6eoyOhZkRQVYZ3wo7igDF2lNuhWQNZyw/3i32NYkyVZ6zlhjHE2MD1YpJFhoV0kPfN7gvNbMR5YFO+IvG6eoSqyvtCl1JXp6/37H89Ze7VTQratzb4mz+gEUSP9H9sGpfZ4yry1v1ZGf99ppDYVvrV43D4mcQeB6T5/Y2GzzaH4ooA0g1buTKgdJcJGShIYaNzTuWGdYADn3HcC+F54XtnPt237y9e9eNu2PwXgp677PnHcXpdDsqZIBaVDX2ovUjMKU3M+KeLKQeesyYlJQMqkdU6SSotZsCgwGJCIy1WB3aFRN06J3FnmtFcNh6xxpOg0UvXPzWUpk2TrVhx5wyeVHALIt2FCSNB8ikTMbYNSvJlbzLxcrkLUFLKj6+Z+XMyj3cHkcQjQiUnbtmzyxQshDGpQhXMYCww0Z/n4umFd8Rr9z/JcKfJ3m2GrcGvlDYhntUFJex+mbSdwtGJOJLfnUSg1l8RKe1gaN6Jh7tQoOmqd1+Gsffj2oBy3PHtl9NnEsRVsRiT7B2sbNE5IN3vvp0jtZQPyp7RBE27zgkmAQkgIoFa0pl6jZmQtAABJl8gnltOf1zoTwWeNK0I4ZI0dN/Uk1aAhnHN/AcBfB3AXwIsA/ppz7s+fdCUnilurcmiDGjZvgEatRJ81or1lVQsBvg161Q0k3miKJoZ/1F9XWCd1aNiQNXluY2y6GHhKWit0f+DHprDGnAycbyVi7xMUQ6qCAF1RyM1E5NZp4SDVTcMmiCkSoXHqQnB8MJGzxrQALElQHCEZNKPaxHfobUf4th21EZuKEKZ9d7WbctYKw3cXrguMD/2htUgfGPFrxuuT0cYQ27rBizeCTdH12qCcL5WErOXCdwd45Tqn0gOmn4tE5UhjXeW96MPPkxSQNWHvlPajOO5eVKP9Q4seWZug2tN7LISIziht0IFqMW6D8h55tvs6tXgqmQSoX6eQcGtFayrQulgUpnFTHAAgoe/yZ6kklQSyJo2bOjWyZt2F/ziA72rb9sfatv0xAH8QwA+fdCUnijvrCg+6yktrxUiH/v4gtAGYZG2OKS7gPZws46YA/gYytdGizdE8hku40WIzymCEqtl37IUWI1edcOORzFB+cpByD3G/xgOfOAG8GSiHrGlWDB5BEtrYhHXHdUjOOwH95NWgNj5RiEtzssZv4FJCE+alTn7GgM4UjNorfH8xsia10NLr+tfHcn46AQJkREdKYOPY1n4iyeWywL3Huhp0QNaIZI3h10nImnaocZQH3hTX3pW4sSh6Dy4/T1JH1rjOiWW/ds7h1U4NaULWGHSU46wBHReWE9o02mSOaUJKEeFDzBk3lbnhM/SqR7no1JA1DplL26BxQi4F5x/It0F5Oy7/PkoXi1KDipy1p5OsfRFA7CS6APCbJ13JiSLYdwDAQkPWBCWO9DCHBy4eFmudDQoM5OVHu9ps3cE9XL6ClVU4cdUltXfja4qqmAhZCzyle4oxrlQhlowSUWuDmhVN5mRNm2BAm4FyyJo0m9D/fVcZqtYdh+6fMwUGaRtU4qwxm/HeyCcK0SdrKgWBP/ClhEasmpV2LeezdkUo9ex+VNO25tC+ppOE8HtM12dMEGuv1Ly9rkxt0GEkHc9Zo5G14w58bv6pNG7qGNsjaSQWINse7evW3AkJM0LncNbSNiPlfh+C2/8AvWNDq0F5lax13BQ1GUDaO6U2qFVgECyaLiojssZQCnjrDp2TDPD88G09pXdwKnrANmFnTlh34S2AX3XO/TXn3F8F8DkAD51zfzmZGfrU49Z6hjGnYItBDZIO0XPWEpWl9eEPHk5XuwM2e/9zHByvoUhSu5ZSX5naoJk84ipWg4Y2qDZySiLKspYYTDWqtWFCpARUruIKobqFM+PJWGRNmE0IRHwno0XMXM4aVd1LaPHu0EzGDu2NaF6IcD/YkTVeqcfZW3Amp6YB9+SA7QOcG6/ZalAb9oAYteKI9PHfSeOmVOuO2ifdt1alsQ0auD00qkNdU1KDau19bki65LNm5UVeLIqB7ytM5ABkDqClbR7i1U4RauOsMQIDYV5nmQnojNYGJZDRraD6noPexr+vbe9k9vdCLkJS65yLRWEaNxWK8RQx5go6f/ZJLgiKTRaBNmt8w1OGVWDw2e5PiH9w0lWcMILXGjBsmlxIh74/GOmfv+4g91hpttlPh/vGoaFI+0PTm0VOf5ZJKq/ZBg1VYpVnuNUZoWpea1KLkeNscOaOg9msjXcRHtAqz0j/nRAaP4trV7CTFpQDP9w/nBFvSB7CZmblRXIWEJLVQRVV3PGmqylk0wjGuNcxxZUUk1WR08iawdaES/Q2dYNlZxswXZ98j1GoVUgapXFTpFKPsX1IY1v7Z/72ujQLDDIH0q6HEks1jW/PS7NBAXlPAqZIFGfdMUdxfGNR4OudOetmf5gYZscR3pPzWbMWIa92IoM5SuypuEcWGLDImrkNOlxPQtDD3mCZebsYJWu5yEsW26BKEZJa51wsctO4qaHdPm2D0j5rttFdrEKdKHalCQZP1LojRNu2f/2kVz1j3J4x8kbipWwFRCHlrB2aFk1Lq62oWEceTpv9gR01BciKpvD33GHPJZXappMbJMxVniHL3AyBAd924JKgYWoGU7EAACAASURBVDQPN8FAQT0oRZPGWRMIx+xhz3LW5EqtPvBJCeALjyrP8LX3vZHvXJ81yj5A42GmG9ru0GJV2ZO1W9Y2qFDFiopJRjm8b4yIMdUG3U25T2ZuDyUwEJJ0SRVdCLSMOEL7r8gz/PZ7vMlzCKkIofhElikn4X2p4OYPsy3Xg32k2boaUBevQJeRcAD0PN8ZxXVog17HkHojIWuFPKNabIMS94woMFAEayHSvaZS2qASAqhxwVKBwboqTOOmhnmkBLLGJOjSd6hxMVlkjWuDPg3OmnPujzrnftk59+4JTXHPEiPO2gyftTSkh6ToRjLF7SnAxmkApsiaDOXLiYlULVCtHMuBXzJE+hAxV8QsMJBgctW6I0WsZrZBu9+Xa/WN1qhwYKQZplM1qHz49kbBzEGVZw4ffWGFL77zqH+9pXVD2QfUhwZ106pCllToUR/0mZtxmNugQqEkJQtcwm1RynLfH1UwWacJUMmX5LMmjbzRkvvhPTrOmrkNOs+LUfIEG62TnatMf3/BAHY6G9TOH7sRoS4eQTKY4jL3i5mzNgtZ4/miAG1UKxqrHtUG5T+XLHPInGWk2bQNKhrGCkIkbWTikMh2yFqV43HnliDFgGonCC7HWTNYdwDyWKwpZ81/LtSZ8rQEBn8JwL8B4G7btpdt295s2/bypCs5UdyO26DKgSEdppIayjk3at1JSAAV635ItOesmRRNkhrUyHkK/659LjqyNqiNFkWGMne4rwkMhDYoa92RPMQhrE7vaeVVFX68GP9Z8iNTwvscmnayiQTOU/r9a0ml5GYf4uMvXuBL73gjX+sg95xI8CU1GjBs+hN3+RmoBwB84qUL3FqVuMG05kNIhRJHUAfoeyWeVCFFmTPWHUTBZCX7UxYQPfLOcOu479BqSbPdez5ZaINyxUe8Ru4gJQnqgeagtNKkAhKQrFeIe8zalYgMU+1753Ft8xAfuR0EBvoaOWrNMFKJ5qxJAgPpswnPc7CfAWiLiTg8wqzfM/H3JyWU1Ovj0PwDAwcz0BDWiwJtOyBuXPQ0EkoNShZKtmkQvMBgenZWuRNGVj4dgcFXAHyu1XaFZyDGyJqNs0Z90JLPEDDui3OjlLgY5g7WKklWc3+WNn9qLNZOkS8DflOSTXGHz8Y5100x0NugkkUF519GzQw0ewUlFb6EeAC631N/sE2UXs1os5m8XjnUpGu+fvcCX3zn0WAUa+D2DP6BY+8lgFcdV8x9VhvRvBD/0u99Ff/Xn/0+8Z4GZKJz/7kw1h3UYQ/ozx9n9kz5dVnJ/pQlDdfuC3+n0Su0mbfhfru1KnFoWpXfI/KJmIIOEBJ7TWAgtHqpFtUcxfGNRYH9ocW2tnclOFNcK0/u9btrfN+nX8ZnPvaC+tqSSWSlEVBeDTrfmgnwn/GqzEf7r+98yGeKZoo7bYPS1j4hpFa75miw3Y8thQIHWzPGDc8yNVydb4NKAgM5qdzVUy6gVJidejaoVWDw7wH4Kefcz8ErQwEAbdv+xElXc4K4vbIja9KhrxHxY38Vbkg5F/2Mu92h48voiib5YbZx6/y/T2f2pZFnsnVHKoqwDHPX1rk/TJO9LfFwAPpDFSJFaOJD9GJBvP4gTzDgxpNx7Rjtu+Ng/Dg+dneNzb7BNx5s7dYdxIEx8OrsLXMgTDCwt0Gdc2qiBsioozQuh7IYsSLbvPnyAasjRSyUBUSWOba17/cVRalnuK99G7Qzxn28x80lPZnCv14fsh3bjGgorIZsc2OAACbZnqE4jikkkuoRkAnjczhriyLHf/VvfpfptexsUAZ9B/y99oDZPzVvMMCLeuKf950PeR/TFcdHqEG15J45U1JBxEX/Hdd46SaxUUfXBKZFGqfQ1Ph/2pB7TmAAdAVKNX7900LW/iKAx/BeazejP89czOGscQKD0FaR1KQx1CopvKjoBQa72ivRDMjaMZy1wI0ZcdaUJBToDjWhKkh795eGYe5i5UXwWPrrUMOIrT5rySggbmh1v0ZlggFHlOWIztp3F35nCRF6/e4FAOCLbz8yt26oREhD1rhkbe4EA2tcxxQ35R0O37OCrDGcNapgyjteqqUNSh1SnMmwZB8wJEH6Qboos96mSFOE1o1AlegPGzuyps0wldr7VItqjuI4oC7vdWbA0h4vcevmqPfnBGe1RCmOh3VKikJZ9AT4MXoxZ3ij+s9lJjVo2gaVlPRSUadOMEgQ0nXkQ6qtMawtDsm6Q0Yp+WKpbVvy7OToI/H6ThVWZO2Ftm3/uZNe+UyxLHMsS/9laTc5xy+QDosQMeFybhs0kJkfbQ/Y7g9YCtWDVpVoN2Baydp81hRT3KTC8MiafGBIDvPcyA4OzrfOUEzVoFobdF/LEwyqHoUY/zyHrBXKdyeZlYb4WJesfemdx6YqG6CRRyuylg5rnjvBwBqyKS7d3gBiq4m2b2n0yLbB242bDUrNTC2N3B5qnzlGkWYZN9U0be/pGNasJmsGxTglMGB91tR2kcxZ2ya/315BtOO46A7ydx76ZM0yyJ1ug7aiCv/Y4GZv+oSET5ip/a9t6bFdaVwuU2RNaYNmzmS8HJImwO8bUvJhaYNyP59yD8OEH81rrS/SEk5tlXs/xaZpR3Y1qoBMQIz3Bz8CL90/OfoI4D+TGU0JNaylxc86574pkjXAt0IrgkOUBrfpmJK1KAma2wbNM4dVmffjpkRkTSXzGlz3D2MUQhcYyIdUOmPypgFZkypZaYQQlVzkRmQttRDgfJ76NSobI0dY5pA1CrUYXc9w37x6e4kic/itdx4dMcGAEBhwB0ZBbzrnRiDmmuLSPEzb88dZr3BUBG7iQRwcF5NrxUjFlUXlHH7XRZn1XQQtWZPuG04xDvCcXwvaDwjIKGWKaywIwkH+7iPPxpGtO/iDdM415wTHdZT4dYVg9AzodJ6bCWeYo4/Ea9SLkHbaBlVsjzgOoJQ0A1Nz4x5Z07iYfZE2FRgA031eAyokniqncKaKnRCn3jut7/SnAPy0c+7qWbfuAHwrVBMXAPymsz3IaihgvBlbD4s41lWOR1uLz5ri1aW0EKoiH8HXNusOmYCackUulzpnTfN6opE12kW9FMjpcaTtaYn4DegbOMcp4pE1mdvTcy4EtWWRZ/joC2t8/hsPu9/BIDDIpr9nOtJl8jNMG1QrBo4NqZW9E54/yo7hum1QLzAg2tiKKtpfm0bKuJmBIrJmQIxjW42YsyaFJJwJ9/SYsybvfxraLxUhlPVKfWjNEwyCyvidR6ENyu+dlCo6hNWzcG445zo1fYqsHTeXF+BNs0OknOGtSq3R26CpEKbMMzSM6hGQvfIG/qfQBo2+x/Ad68gafZ9xRfl1ZoNuj5j/bLETmhNWU9ybzrkXAHwK4xmhz2TcXpf9wywFt+n0lhFiEjRsxtbDIo71Iu/HTUnVoaQQ0waBA/5wT6tmk3WHUQ0KAKsqx8bwYHGbDk/8pgnEmslifE3A1gY9NB7mNqlBCaUXyVlTFIVD5SzfN6/fHZI1y8O/7ExsQ4IW1gjwyBqnapo7wcAaosdhzT9PgZyfGj371+ttUM7UmCqYuPtytFYmwef84LZCkmDhycWJVGiDvn8l73XSoPTUhggwcNZ6F3yGi5lwRePgrDusysz1pA3Kf+fOeaEHa4o7Q+U8JyjrI3Eub56Rc2Rr4XOM4+ay6JG1tm1VJ4Mi4+dZhkiFMPHeuaqmz4qpvc8KDJp+xjQwiEg0lTPbBmX2eYmKM14nVUDSyFr4big+nzRi8Zgw3a3OuX8LwM8B+GkAP9798y+cbBUnjuD8rgW36cStBi7iTWduGxQA1mXRD3KX26DCoWaAyeN1ciTJNMqcnqEYYpvA1hyKMF6rpBbirDsOZMKscSBCDG3QJFkTyKDyaBcazue+Q826I9w3mo/Zx+5e4EudMa6Fs3ZRTStTrjKcrnX43UIxYOUTzQkJddwyG6NfZ4cEEYR4C2JMW3dIbVALZ21eG1RE7Jn5pSFi78FlmaEqMrUNqts/jAU+GmdNK0I0ztp1vPwC6vJuV4xL46aAbi/jEM4z3NeAR/4n6LuAdlU5zSGTVLVxXC7L3udSK8qAYN2hI2upwCD8PRW1gMBrqvj0+QsiEm2KwWDxk7RBibVavBglLibn+VkxZ0JY3yn3Tus7/SiA7wLwpbZt/xkAvx/A2ydbxYnjX/+Dr+NHv+9T6uu4TUfabEIsok3nqDboIp8lP+d64oAMk8fowEDc1oUX1gkG4Rp6u0jwg+MEBpwa1GgemiIuUhvUYv/AJYnceJe8cwuXRsnE6+Pi9btrhF/Vco8FlChO1jaCzxNA8+vCdzpngoE1JJ+1Htkh1NjcCDW/TgVZy6emuG3bYlM3JLJWZLIq2l+b9qHj7mktSdCevb6Q7Di5t1Yl7mlt0EbhtRYcsiYn9up9TaBlNGfNJpwBBtuj0Dmx+PmRB2l9nvY+QAumJIGB1gbVnr+bywK7Q4PN/iAOjA+hcZKBgKwN15UK3aaRhRCqz1qSyPb2LEq3JuwdaaJPIWuWvfY6yBrbBj2hwsCqBt20bbtxzsE5t2jb9tedc//EyVZx4vieb33R9Dpu07EIDOLK2drOimNd5X11KHHWNPl5WAsXpMWIiqzRrYMQKYE1OPsfmpYcoxPWyrdBOc5ag7sXVLIWUBltwxm306Q26DD6SRZrUNf1vnMceZg/8K3t86AIBWz2MFnmsCwzXO1nIGuEwGBAG59wG1Q57NN1WvzqAI94eFVX24uP9gd/39JjgGzIGnWYcmrQ3aHBbZE3I5O/08P49qpUOWv7QyNOlEjbveoEA0XgM3eCQd3oyv0QA7LmBQaW+c+0uu887X3A7+dXSaKx3R9w56IiX18wnYX6QCcjaVx2LcT7mz3QvY1maWIxxY2/v9Dh4Oby+vdVkFjBZ20ZixmUjkS8Rn9dXWCwj4ocLiTEmEuCpZFm9Ylb7dZk7avOudsA/kcA/6tz7j0AXzvZKp5SDBMM6DboXDXonLE866rAF97yrS3LMGLO2FFbZzwmZG9ADAHdFDe11IgP+jyjkwFprmVog8aHKMDPuJszjDiegCDyCwwtB+67kHyNqJZIf01lkwvx+t318H4zuD2xmmqjtEcozprkRH/dkMaoaW20+DV+nfSmzV3z0AwcrnSIdPp6k88aqQalvQM1RCcUPlyk83LDyCl5jRqvNRtZtqgTDJS2Vn+IkohjPrrHLLzbOBZFhsxFnDWlDVrkbjLvFphnijs3gtI/DmmPqDoD5XT/M7dBO+7ig03dPzMatcYinIk/n36PJ/dOueh0znXTQ+hnKW2DhvmlFr6on9Ott0EtVIl4f0iDEz3J1BreMueYsAoMfrD71x93zv19ALfgeWvf1MGNTbG0Qcc+a0e0QavcBOVLo10kP6p4nRPVqsGPSnpQ0vbksHnzvIz9gTdNjPlSMTrJWXdYhxGn5G/JuqP/bISEmyPhS+orzkMOGJIhzcfsW+6skTmgaSEaNceRVvcBWeN5M9MDeKiYz9gGZZR6maMRPdJqwogAxkTncMYHYQyZrBksDnaHFquKTkqoJEqaYACAVBLGkU4XuLUq8dvvb8Q1airntGWrcdaCdQ6Hzog+eUkb1OI1GIdzDheLIto7DXsZg6xZW69zY1XlI3EPMLWniKMkioiwRsDWBgWA+1f7/t9lBIn2G4wj5VaGfUfi+2otRi5BpARanmsor5FrvYZ1x0V5apBOrlEAATjOmsTle1rWHX20bftzbdv+7bZtdbnlMx68b5Zu3TFOgo5pgxb9z0ttUE4KDsQVrLARRy0OSxIKyKa4wZRz3AaVCceAbB/Awd5bxlIB4FsHcaQbstQG7atD4bPkHK5T37nROgV+SDhEtO+jKjJ85I59mDTg/ahGAgMNLSG+g2OKEGvIprjCvSJsxOq4qWz6O272gctHC0Q0n7Waa4MKAgMRWVMSxF2CkN5aVbj3WN6K9Zm3jkzWJLQYMCBrzEE6/u7m32MXVYH3DNYd/n1pZPtcljSA389T24nUnmK0xt6ra7xOext0QNY2TFIRR8EIGkIEDlpF7PH0gHS9WOKG1bdtS1ofSVMd+uvWtGG3zFnTBWTkCDymi1Ux3114n6earP1OCk1gIG0EcXvxuDbo8N56dchtOEbOWiKE0Gem8lXNQHCO26A6x0Bqg8rEfWaDU4jYwNRLSeas6d+hbIrLVc38OkNLwcIJC7w1KwdiVRV4nHDWuNmEYZ1AwgUz8PiODclTLJ1LGAelWpU4bqNrEsl2aIOSAgMBDYivTSclNA+TQ4uHa2pt0ISzZmyDaipnElljCeM8NcNfr+lH3aXhLU0O0WsDujwjWVvk/fei7Z0UZ82iDLxOrCq6DcqtdfC6o+k42jMf5sLe3+yHNrkAAORaQUCcK1q7D5ARQMn4t2mn36OWUAJhPOD0s6E6KJazTxJCaMgaJyY65fSX58kaiKG7BoHBIqoQ98aHKo6LKFmTHiyArzIsSNmqzPF4ezC/3l+Pf1Com1azqAiWIVobdNpepE1xAdrLKI2UlyIRVy0w+VBdDtc9EEjj+Gf4NmivZjI80IG3Jnn/xbEuc1ztxpy1oCAk10kkstbk/piQPMWkz3MhVs16EQJg1Ba76tugRMtVoQP4azOtGAZZ01ojmgdWivrfWpV4tDsohVKjtvdT42xpAozmmyW1XVPhhbXVF8dFJJbQ9k4KgT8nYgzQAgPJoolzwbegQYAf5A54ZI1LKuLQeJGx4jhdI92VsPHBuFFvwBTZljoSIfY1XYT0LVuCs3bdCQbTZI1OtP37yM/d3PhAJ2ucw7VGsA3/b1s3XSIyj3cBAOtow7GQZDlFEyAniS/dXOAbD7xyyqJyBfzn0rQeDk9jSzxcktcMMCTDeht07PHFWWKE97IMcrduOPNg8ukmII6SEVy/AZvCcy6y5idkjJE1CSmmvgNrG+bY4IjO0sB6ul1rbYMSyJrA5bP4rHGtGNFnTeP2WNqgkcAAkEdO1U1rpkoAvL9hCFVgoFAeRpy1Y5C1aGaljqxNkW2r1cuxkSJr/V6mcNbSZM1uihvaoPs+6ZZ40LlSEOyJc0IudA0dHgZw6GcWl2kb1DDqjTHsPt66w/8/KpHl1PTyuCn5uZsbH+hkjXO4tiAK33JnhV3d4I17m6GyOLINSjlCx8FVGZZq4ZXLJR5uazzc1jOsO4TePZHIaia1WquDUhpxg3Pja+oH6cEM5VuUmZTdhDogPeN5T3PUlr/7w5cAgDvr6cBxKtaLYmzdQZB4R+sUOWvn4fYUzGcjGTcfuxEDwwEWk7+vxGQtEy1sAL4VI/msaYpj2ZB63AYNictDYdzbvpZNZ8ti3BbbMf6GITgVffzzkqdi0w4F8lGcta7Qldr6ISiRyDETZ+bEuqL5opLPGjClBFg/m4sqR+aA+1f1RC1MX09W+4ttULIA0T9PDnAISOAyWS/XNo2DRbX7fT5ut+vAxmAxQu9J8Xv31wr7JoM4nrLQ/UAnawBtU2FJgr7tVX94/trX7h/VBl1fszoEbK27Vy4XAIBv3N/Msu4A6BbVUAlN26DszE1FVUglCsOmwyBWyqHm329c2YTfm7Lu2BmUmfQ6dWRNMg/NHFhvuji+55N38bN/+p/Gt758U30t4Nugj+M2qIKsBQNfMlk7k2qO44RJhz3VdrBMnwCGomhkFrznD1ILL1I6MNLnoWm8TYWKrElq0P24DRr+Kf3MvlGmJhCcNWmNmqDIIhDZTZK1OW1Q/z1Kbf0QBUFDOPd9vSzH4/f0ubwKZ035bJxz/TB3i8AgV/ZO6vyT9nhroctNDwGm+2dpKZSYdjuVWIb9Xb6v6aQZMKhBOWTtOWftdEHxUiztwk9/6BLOAb/2xv2jKrWRwMDUBuUFBtI6X7n0o1zfvL/tFS26dQfPSUkre0A3MaRg9Tgo0niqepus0QKTH8aHTpiDKG04lod5PwdZy/lRXByMT4VzzpyoAT4xSat7Cxl7nAR19/U526CMcEY97Gd6KAHDMzf+XBSBgcqbYVoxedY/b/1rG/155T6TYb3jQ2M4RCUltuz3lD4TO6FlB8gKdSBY8MiUh9RQ/BhkTZte4N93unda75djY520QSXFcbyOY9uggOet3d/UJoFBqdjDUMmsZVSfzPfl5vLSn43UkYivS496mypXB2SMfw56Hi2D9vufp5M1btzUczXoCYPakDXpOuA3jI/fvRgja0erQRWBAUN0tlRePbL2YDPLugPglHrT5ES6YeO/5yBhKtnTvoMik6cshPdIHxYK8YivLXFnKOd2DVmTXPD3tYyyXCdCK6Zt/bU1ZA3oeCXRoV8bK/tjgzOd5caMhTUCx3HW1v3M1AFxvJJ81nJ93BQ3HDq0QcPnDxhJzgoXM+WsVcTkiTjatu185aQ26JSzZtkjJMW4JDDw1xgja3MUx0GcpRW5AEj7lbNz1kqvVg3f1YAeKcVqknDPaRHfXJQjzppq3WEoCOLPRxrVZ+lKcIDDIDCYtkH16SG0w0AYUzeyiDEm6Ny5wj27kqWJ9tzNjefJGrE5SqaccfzuVy/xq2/c66Xq2YwNJ26DSj5rfo30jWvlrAHAm/c3/cMvPcj+egEO5jkGlM+aJOWPX5eG1F4U26AWZI3wxYm5DMNrdXSUIlZryJpv1/Kfy7laMReLoleqAkZkLTm0rWazxwZ34EttOApZsyaVoUC6olpUlM+agnIBgjFnnqFtx+j0MJbueshanrn+O9GU2BZbhSqfqkG1MU6SYbAkEEm/v6OU9B2ypq3Rr5NSg85H8+ZEuJcCuiZNyfDruF4bFOiQtatBDSoLDOQ2aPh8KHEWhyABmtKSQ9YYNaihDcoZrUvjpvRkjVbKbuvD6LkL0fPeWTXo8zboyYLaHCWCcxzf9uFLfOXdK7z7aDcbfViPrDv0G0hUgwo34I1FgXWV4837WzP8b2qDRg9XKUDklnVSm5VlPqFlgkG6gUiWCtIawzWBcVKqImtF1quFqWue05gTGBITC7KWbjq1EbE6NiTO2hzl3P7QwBm4f1Qb9Ko73Og2qFwQSH5dpBWK4fnTDqkU9ZI4M8CAAksJ981lgQeRQEHjrIX3YwUGwv65SJC1foLBjK5EEFXYkLVpy+/cwplQiA/PXtgjZLQ4vdfmtEFvLsuxz5oiMJDua+o+HZC1aaFr4axxHYb+s0lNcQ180VoTGBxhQ8QJG3aCM0Gqpg7xvA164qAODE1eH+LbO5HBr3z13mxeTzg4nNORLn+IHsdZc87hlcsl3rwftUHNyJqxDapI+bVB25SDt+YXZJlgkJri+mvRMxstGyOVKOhqUH7T2Z1YLRRHmphINighppy1cNCfUQ3KFASsIWvHKxlvxH7T1sjmvcBgP0XWqM+GUorHIZnx0u1aG2dNGrKdol4qBSG0qIRE9va6wv3Nvi9+LMia9NlQRVKICWetnp84DZw1A7JG7BNWs9ljI4wf65E1TWDAoFZz2qCXy7KfYJA5+fvWPCqpc0IqyHcGVTsHOHAtYsmfsr8u05kIhsxzfdbCdWcbdRf0WVQrZtRz4wOfrFF8MP/F6FVbUIT++tcfzH7weyjfqGiizUNtldfLNxf4xv2t6bAAYmSN5hMBYySpVHgz4UHhbtw+2YseLr0NqjtcU0TniiH89y0/YZOjVHDXU4PyROzrxqB89IiJNGUhROqFtFeS7OsGN9x5Vx/YZMG3HcbkfWu7oeesjQbc+1FhFIVBa7VLXFWqut8aEhNLG3TUnhK4RIBN1HB7VaJt/WzJcA2dsyZb0nD3TPheezVobww9pw0a1KAGZI3wFLOq4o+NVTnmRnJeYiG4mZRzEMCby6JH1hZFLp4pXEKSXpf2WeNBA826g+owcPtnwQAUcdQN/9ynHRRr61sa7cgr1Mc0guGaz5G1kwZn3aGhEADw8s0lXryx6Foh8zLocJhqfDWA54dYq4VXLpd488EmOix0KBhg2qBHTDAI78Pe7ESyN6iaeITFYlg6FRjkIrKmoZRF5kbJnspZE0jqnPT8FDGQ6eM2qF5VjrzujkA95oQvQugNXDJlXSRCCCv3LzxrI+uOHe8sr5GcBzSWR9YopFJzl5cnGDQJ4qF5HIYihL/mnQvv3fdeN2PU73/H8WgBHvEApu7yRyFrlZ2zRiUm5+ashb19s7e1QblWNuV3xsXlqsTDbY2rPV/ohJCUvABdVIR/p5ISWxuUTu65/dNkei4UBanPoTXx5XiqmuiJNcV9jqydLiiYXBpzlEZA1+a2s9bdAWGTn9M3utSGieOVy4Vvg1oFBjPVoNoEA52zNt2stCkSJXPQx+G5M+PPpmI4ZFZV2roaj5LRkDXuQQ7XPNeBcUG1QTXVcTLP0rIJXyd4ZE1uw5WJSMT6OeaZw7LMJrYK0iEqqUElcvyxFiNU8RhHQE7iNcZrSUNKKEPcXlUAgPd7ZE3f/7jpE0BAIWQ1aPgsjrnH5lh3UL515+esBb6ovw419SUOzgV/lnXHskDbAu8+2qlcvlJrgxLnRLA9IpOS0AZVeXK8z1q6N1mK8f2Bn73JjjUzUICO8X6kPpe6aZ6rQU8ZFAHViqwBXmQAzJ+fWOQZFkU2Y8MhEowZyNpm3+DtBzvT6/sh2yTHoHuQS/uBMQws5yFr//PT9iJX4ecmw9LpA7bIx4Ok49cCOo/lxqLAw+3YbNavcz4CGLhW54hVony0Imvj4ce6JP86wd3XWhsutRjRjGbjWFfF2Lpjf2DRbe3AkJAPqgAxcdaU9k+6N6ltUAM6E0ZWvT9C1iyH2vwiJHWXP2ZUX2iDWgtdlrN2tjbomIIgKY7jdVATDKym2ZfdyKm3HmwNyJpXKnNFAWdzwdke9Z+nsE6uw8BNd7Bw1vbM9BBgqnCe01WirpsWSaNrFdO1tq03wH6uBj1hXEcNCgwig2OqtHWV25I1ZtyUVQX3cmff8dX3HqMwWIyIbVDSZ01p+igfLwAAIABJREFUxWgCAyLZ01RNlNnl5LqzfNZsqrSLRYFH27FyDhD4KIIQYm8UshwToQ36aAZnLd0gQzJ8NjUokwxppqxl4SZJkPX5W5U5Hm/HAgO+Deqr7NgrLQ7J7qVHS6Kk0oKslYLVCzDlrJk9DoXP587aI2vvPYo4awZkTULSraa4liHgacR8Xy0o9NaKshwbE+sOZqRSCMm6w4rM3Fz6z+TthztDos1zkuN1TA1gaXGWyRRXmGBAjQ3jCrnRdZlB7oC/N44ZSefNeGcKDPJsYkqtieqOiefJGrE5WtWgwPFtUMAfqBZFEye13nYVrCZQeOWmN8b9yntXppunR9aYmzZVGxXJBpyGxkuhkr3AjWOtO5iHKg6KO5PC4yHMXl0Mssa30vgZdxKMf92I1aBNZ9CpbeITgUGvBj1XssaZ4sqmrKlIZD/jULtYjCc7bIQkth/8LqgeAXpDpuYTWuwDcsWSZrtPOGvqXN4ZyFrXBrVw1jhqhr+mzCUCCFPcOcladT016LlNcVM/PyuyRrVBrWu8XEXImsGiJ7w/Fdznw8277du1ImLMc9aWhCAi5c9SUQsTYNKiPHihasAGx+dTkzWmhf28DXrCoIiyO0NlGeJjdy+wKvOjZODrKjd5BXF9dKsDfjDG/eq7j02/l1R5bbuNPH64NM6axkshrTsUzlqeO5FPFGDouT5r2sN8Y5FPkDVpoLR8qJ2PsxYfGD0HxWLHMEqC5reo5gRVPdeHBk2rk/DTuX/Wz3FVFWPrjt2BPfQlCxtAToQoQrZFEFQKiBXgC7TRqDeG7zRdI/8dXi5LODe0QU3ImoB87IT7Onyv03FTR7RBjT5r6T5h4VhdJ1YJsqbtZcMEgykCaP1cArL2cFurRVne01x4ziEw/XzUNqg4V5m2euE4o5ptTlinmKwle5nlrOQ6NlJnoiISS20e9jHxPFnLpyaUc9qgeebwez5yC5fLQn9xEp965QY+8dKF+jpKfg7I7YY4Xu5GTj3Y1rZkTRIYEGojrbrXLEbocVOy3L1UiNicWzzbBm38w6yhlBdVgUdRG23bccG4nytEP6rzcdZiNeiWMZ5MI02CjhmjNieoNmg/6ka4TxeE0kty6I9jXea42o2tOzRnea4okMZcLYgCxIKsaUa824R7qJvi6u2YLHO4tSrx/uM92tZPvbCIkFgupkVgcEjaoLNG9RXI3NhYnIsyn/Kz5kwGOCZ6vmjks1YQ7vfDGmkEd04xFzhrgK0oA/iJM9S4Kf9zdFfCsk9wVi8cDcEyoaYWXBioebeW79s/f8y5x/qs8fYwp9zf52cYv8OCMqGc0wYFgJ/4134vGFqLGH/lh/+A6XWcTN5aea2roncpt/xeYVOhx240k0NfGoALWNqg08rSYoprI38TalAqWattLckbi6LngQED0siFNJB4T6hVTxXLMoNzwNWu7sfdqJt4kXLW2tlj1OYEhRhrKmCAbnFYN8V1lePr9/f9f1/tDljdlv2vNGSNum9Si4r49bJ5qG5YWhHJWjpXcrJGJRm6s67w3uOdKVkO73eUwCChTOwNLbQ08szhr/zwH8B3fMst9bVFVEjmWd7/e7yWU4cv3sYTDCS+KJdwzynmbkZggVaUhe4BKzDg2qBMV8KyT3BnGEdDsM0G5ekP6R5hBWAKBhjZSXSJPMPDaAIIMCTep6S5PE/WmOpeszmI41vurE+9rFGwprgCDJzGK5dLPNg8nIWs0aqYqa1CMCrlxippbdA8c8hciqzJTtzcQxWCU8qynDVmbFAaqcDAV4Zyy67pKvu0xXrONqhzDqsyx6MZyBrFWZszYHtuUOTvIVmQD7c0qbS3QVPOmiww8O+vFSFEG6dLwkkXdUUNKiVraXEQeDh8G9TWZry1KnHvam+398kdrvZHCAzSNmgYhzXzPvuBf/JDpteVRMtvzmSAY8I51yG4w2xQbY8Apgn3vDboDGQtmJALbVBKiMbtnZZ1cjY4nEpds83p1ZZCshZzi6V5tel1Y2ufENIEmIo4+87RlfjAt0EpifBcZO3cwfFYdoQ1BRevdK1QG7Imq0Gpm1byE7NYQKTJ3u4w5cala5TboAzvIqfdpnfGjdEna2OfNQlZK4QW8TnboECwqTjYkbWEszbn/jomToWsSSasaVyk1h07qWIObVAmKRFajFRr32JTEQZJcwpUqliSRCxWteWddemRNQXRHq5JF5CWQxSITXHPa1DbP39HuNlfJ1ZV3nMjtbm8VLHq12kv5qoi6xNCTWCQ94gxs18znEVuj98dGjUp4dTDfBtU5m4OM2WtEwxsyBo3ikuyPko7Ev56ATF+zlk7WVCVrIVg+ySD47HMeZhfuelFBpabRxrkvtnTyQnnTwPYLCDSpJnixo3XqDu9h/eNg2uD1sbP8qLKsTs0/XvoyBr/WVoTxGPDG/jWszhrKWJ1LrUqQI8MC1xF6flLE3vruClgiqxthe9vUEXLyBp1X0umuItcSO4VBSpVLHFcIkBu1cZxe13hvUcxsqYf+KTtisLL62e7Bs5aY/cSOyYCOhqjNIOFyvnu7WWZYxMMqQXj5RAUaLA/tLPUhIG3Zrfu4JFRTuHMibO0YqnI6SKE+2xK5vUhNAUqWdBZBQZcR4nzWSPaw+E9Tjn7+dnJSJ5SUJvOjkGPnlZwJPU5syWD15oJWRMOKQ5Zk0wMTT48SbKnGaNqPmvcaB9pNIglMQkeT6EVqlXN0md5zjYo4JO1ecja8VywY0ISGOjI2vwJBsAwgSIcAptaMMUlZsHGIXPWpjwky8QRTYFKFZLylAxeBBHH7bVvg273erIM8M+f1nYNTvjhPrMeosdGb7+SJve5U8VE14l1VBRIXn4hUgpCWKdVOAMMvDVdHCLfYxy/i6O61IaxShXzLHFms9Qc5nSNAN8+TzsoVsU4Zwm1FeYVU8j2OdDbZycjeUpBmVDOUYM+ieBI6laFCxC1QY1QMMDPBqVuWr8BH2/MOUHWlJFDueKzxrmUV4XnkFFGmZYH68ZikMiHdYrIWjE9tPtrzuAcHhMBReqRNe3AKFLO2nnbtByqHdbCxZRb15rboOsqR914xWN9aLA/tLqzvGIeKvqszbXuEBSobRv88vLkZzJWYBDWriE0d9YVHm7rvsVvOfDJAsTwO1bFcJDO4RseE9R0gHMXIYC37+jVoAIvMgTdSpu3zsBb066lmuIyllCSdYc+GYB+ljjrDu71IfpujYSsJYWSJfEtCKuXQ+Nb+1xngkZFT4/ePjsZyVOKVHUSNsRnibNW5A5NCzSExcgcgQFgy/S58ScADwdTY7tCWMiWqQu0NN5Dux7Ac2FS64B4jRYyaEDWxgPSJTUoryjcG0UNx4av7mt1JFaIqc/aedu01IE/cNb4z/RYWT4wWJpc7Q7YMKNuhvXJatBaQK24cVPaxJFeqSe0GCdtUMI6oL9m9xxoBP5gjPuNBxsAlhmKNKfIYnK7iA7Ss99jRPJ77iIE8IVSPMFAa4NSgikr2h8iGONannNgPrLmnztqVJ/+eQ6itfE1uUSWe318Tf86YxvUSG2i0X65M0ElsdYiaU48lYzEOffHnHO/6pxrnHOfeRprCFEmJOe6aVVTzicdvVqIGEhsRQADsmYa0ZIHaffp2qCatDt1x97uZa+nIsvIBDYEx53hZinWh9bE5wuGnFZkjWtreSL2vDbH3AgCA23OaojwLITP9NSDiNOgkTUDZ40YOG+fDTpMdghqPa4NyjnLh5DamsO4qeTAyGUvP4pjFYJrEYuctUZHKgHPWQOAN+9vu2tow8C56RM2ZDS27jjnPUYVnuduvQIdsha3QS0eh9dG1ro2qIKs6aa49ASRFHkPURvVoOG1cXCfDff6EBpyRQkMTG3QjisXhya6oVrYux4s+OZH1j4H4F8B8L89pev3kQ4Et8jrn3RwFf5+hlrv5U5gMM+6w+7kXAhtUAunYVFk/UEdriMma4phKUciptpTQDeHz4Cs3ZjJWePm/nny7HkVaeuuug+fq4XkDAyf6ZzJAMcEOZfXwlnL82QjnmfdAfhkrUccFc6aNm6Kum9SIj1gU9dKSCx3aHD+V8CQLKrIWofKvHnfhqxxY7Es1h8xEjFnDzsmKBuivWDae6pYV8XIFHcuBQGY/9lYBQbDPcbzHHlk7TjuLfcs8W1QG1/UPsHALjBIizOt2CXHTSl2VcfEU/FZa9v2HwM4K8HTGil5/5lM1hh0Zj/jMH15lnWHfw1pissgXpWgBrVUsjeXBe5fDZYK2nzCsAnPNnbs1p7ad1jn8PUD0iNkTeLWcbyngcd33mTt0fbQD5LW0JJ4bNiiCLP3ztmiIqpYQ7I2GeRuNDQG4skONQD/ebACg+BHxd7XfBu09x6c2YqRDEs5paaEavcWB8p1wzD30Aa1HPiknZCRsxYPcj+n4phCRy3qxevGcoSsyXsEQKsQ56qxL40CA80Ul6MVcO32nQEdLZlniUtkNVRbm8xRFX5vCf6WO2NB582eabSfn/88vhYQzQY9ocr52clInlKk5H3LSJgnHRzpeI6/1KLIcfeiUis8IKpGT9gG1R6UYMo5uo6hvahVXun32M8mJFoO1gkGwNAG5axM+nUySMm5R94AwKosvHWHGVkbe1I9CTXo5J42tGwXXSUbFJ1z/ODGbVBZeKFxe3oPM6Z9vsjnV/fSIbXd09yZkuGP+fcJflRaGzQga74NqnPWeNGT9vMx6nFu/thQLD054QwwoNqA38tUgQGxf85t1/acNVVgEBB0PlmjkbWcRtYMSGVBPEtt27IG9JLlUVhj/LrJWpMOitXhgbKgUpG1YoreSuKjY+NsyJpz7mcBUDbTf65t2/9pxvv8CIAfAYDXXnvtRKsbIs8G8n6WOVNl+KSDk1rPIVYDwF/6od+HV2+vDNfjSc6+SqQrId5nTW+DXq5K/PrXH/T/rbZBDcaOYV1xcJy1fdPiwvCdB87agKwZ3ckZtdA5i4KLhTfmtCJrIfHfRwfpeScYDHMbQ0Vq4TzF8x7D5jrHugPwAoNwTXWQuyackVoxM5E12ZCa3ptO47M2boNavLqow95S7I45a2eekkGYUj8Rzlon7gG6Vp/y7BU57YI/5xyyW3fwnGTAfz43y2lqUBYOW+I+8wi8ntyH14YI9zPZBtU8DrVnL9rnV1XeJeg2j9H0nNUEWrEBdkjKex+4b4ZkrW3b7z/R+/wkgJ8EgM985jO8V8OREasDl1luno33JINzwd8f9IHLcfzhT71kel3eI2tTUjyLrBUZrq6mSiHAxge7XKbIWiOOHBpEELLAgFWDpsmaMfHtfdYiw0uZs0YjgOd4mNNYVTnaFv3nanGlBxChHk2PJJ4jYguBMLcxqM00zlNYp3O+2LIna4OaN9znfBtU83qSWx1T3zrdF1FSoPYVfjm9p+PROnEM5pzyvX1jUaDI3CAw0JAgwU4IsFh3+O95jkjqmKDQ0XMLe4DOFHffoGla1Tgb6GgkBDVjXhs0cNZs1h3sfc0UyouuIG/bdkRh2h1arCsbTy7mNYckiBYYyGvU2qBh/dvDAUB5PYEB89yF6MVE0VoHNejzNujJIiWMWwjOTzo4SPhcbSrnHDm3UVLKSpy12nBI3VqVeLCp+wdlK4z3AKDOtwsPzoSMzbRBLdVheL8ic3i0rdF0fl2yGpRGAM89nxAA1t2B+96jHao8UweyV0lieW4PLCoxsSJrgOdsWoxm4xjaoIOlieqzJrTaJXPVicLZ4KvXIwrMLGBgehiLprhNK64xhHMOt9cl3nm07d9TirgjQa1R+v5ef+ECv/H1Bzg0Lerm/OgtMP48n4TPWrjPHu1q1A3v5ReC8+o6Tg1qvMeE+5psgxYe0Z6cQ4ZCl+LubgT/R+k5CNcE+GQoTaCsPMWSoGZslc4E1T05R4fuqWQkzrkfdM59FcA/BeDvOOd+5mmsA4gequ3ALwD06uRJBgcJzxnkPjfybKr2knr30vgni5dS4Fs83ETEfeHhssy3A2a0QY0WAs65fpi7xRKDmy/5JDhrAUV69/FO3cD9WtI26LlbVFM+kXU2KOCrZouHXxwjNWjNHxZ+fbJ5qDaijDTmNLZBaSU2bWsimeLua5vKGfD2HWG6j4UQD0wPbkuy/T3fehf3NzU+99v3zrqHAcPnGSM6c4RZx0ZAa99/7FFt07gpIvGds85PvHQDVZ7ho3fW4utUU1zmvuYoHbY26PS+Hoolog0qzFQGIM7lBaYdFG0iznDdgWIRwiIwiK8FDM/FKZG1p6UG/SyAzz6Na6eREsafRTUoBwmfkyhbEt4xHMEZCA7cfKWmHRi3umTt3tUet9aleUC6ZquQJkPcRIE55pwXVY6HW5slxoACPQVkbREOjJ2p+OhtRmKBwRmfA4p3uK39rEgpcY4RwCKb52d0EbVBV6WyCWfDdajQnr/U6HlnIWJ31+SU2ABliiurQa2fTbDvAHREIOYgVVHNb7Hu+J5PvggA+PnPv426adk29CmCQnR2hwaXVcn9yEkiFAXvPtoB0KcKlFQbdMZ3BwAff/ECv/4f/ICKoJcKssaZwscJUCceBmA7hyjftI0AjKQofxr7Wi52qzzQKoa9zGRbFSWJgZqhW3dM7ZmezwY9QwwcpC5ZewbVoBQk3LbtWcdieWSNVsVwHAPW68kwDihO1oCON2GxxJipBuWRNdsEAwA9smYh7nNwPjdh4ZQRUOP3Hu9NbX1KYGAdkH5MULzD3UFO0oHxoTG0QW2f47LM4Bxwtav7w0JF1o60pLkOskbywVjrDscKDOaQ6W9HJ7CVpD41Aw3tH/47fOnmAp/+0E38H7/59qwi6Zjgxk2dm7MWEtD3HnfJmsEU97ptUABqogZ4jzxAtj2inicKQQr/rSFIfWHWxMiaIDBQ9nfNxyxF1uYIDIDxZzNHYBBCsvU5Np6djOQpxQWHrD1LalACWQs3/bk2nZJQe22EIc9VTjuaAyERUtqgHd/i/mbfc8EsbVAOUdjW9MO8KOgNxzrBAOiSNaMlBoeKPinrDsBz1rQ2DEBx1s5v3QGMW8Tb/UFNaMLv8mhbs+1uLpxzWJW5aYLBYLzMV/fS91flbjSex5I4cW1zIKZoTAsQni86J1kr+/fTOG6cGtvamfhD3/oifvGL7+Hhpj7vlAzKFPcJctZCsqa3lcffoZ9wcp7OSdk/d/zeKSJrRFJpRWLHU2r4Ykk1PT/IiHromN272vceaFafNYDm0fKD3EP3JDqfjSrsOfHsZCRPKTiBwbOErFEQ8txDam7kmZtYd0iVENU2DWEhqt9aD8gahyCMr3c9U9xjJxgA/p6JkTWpxcHZP9TM+k4Z8YFha4OON1SL2eV1guJiakk6AHz0Bc/J+fK7j9nvWYp1lePR7qB+f6ViH1ArB0DqSm+ZOZz3bdDpNUMblOSsCc+e9cC4s7Y54AO8cXZITrUi5A99613s6gZfePvRWZ+Bp+Wz1iNrj4IS24KsjdcInOccspjikmpQrtA1JEKUKleazau1anuPQ+a6r9/1e8SX3n00yyaJ8jTt6T/Md0glsefgrD07GclTitQ369lsg04h5HNznoosm1Q1PceA81lj2qC7gw6Tx21Q7lBK1wfIHlgFMY9UrA6N3/nFwk8G4JCOOAaj2SnfELC3746JkKw1rU5wBqbcCz9z8/xt0HqErOnfw8dfvAAAfOGth6qEn4p1VfRt0CrP2MHqlJFnHDulhTcZOG/gAGqj3gB6Nqj07M1tg8471GjEWHuP7/743f53PecEA6qtfG5RAwAsE2RNte4g5t0Cp3XAD2ExFJcFBpQa1MZZi/fdjZAEaRSEwT+Qvu6HLpeoigxffufxcE8aBQb+ulNkbY7AoAdTnnPWTheDwGDwzQKeLesOCkI+d1JZErP/NF8cyZhTe1CCR9D9q70pCVI9sJgNRBrkbt0YLxYFHhqRtXTeZognIzAY9ENzkLWe51GfeZA71XIwIGvrqsCHby3xhbce9Wudc+Cvq6ENauFFcq0Y7ZCa+qw1WBgPNXLcVN+OSThrBf/sWQypQ9yeg6wJCnVA35duLAr8/tduAzjvMxAOy91hXOhWRsrDsZG2QTWBQaqmPyenVTLFrQ8NmpanugB0V0K7x4KwJ1APAIjWOdxM5RB7pQ2aZQ6vvbDGF995FIkRLPf1tG3OmVGHqIgJBt47cgoWXCeenYzkKcVF0gbdnjkJOiZoY8fTExjjyAkn563aBpUODO0AzlFkziNrBvsGaX4pwBNKqTZo27YmKD/ERTXmrNkmLTwF645oE7Qga3dveGTlrQfea2s/4zM5JigLAY+s6YnlJ166wG++/eioNugqGnAvtrAFg1pA5z6lPmsWREfiYvbWHWlrX3j2LErsEHdmIGucxcgcYnVQhZ53/uwUoXkSnLVBYBCsO+a1Qfv94QznkGQPI7VfByX92PzcsneuIn/DENp5AugCMgm5ev2FNb70zuMosbPf16nAoMgcW7hSliZzin9rPDsZyVOKMs9QFdnUFFdQMz3poFp+Pcx6pgqxJAQDciWUoWnp5Mkyd9M5188H3Qrt1hCaD49XyhKScKINqlVpaaRqUAtnjRs3de4JBiEsyNorN33r4EvvPAIwz87kmKCSIQtnDQA+8eIN/NZbD4/ibsbImmQboXn5adYK3ql//MxqiZA0j3RbN3COsKORnr1GV2KHCNYdlnuFsxgJvDxNoAAA3/upkKz9DuSsBWTtka0NmqKjvdrxHG1QwR5Gep4GZG34OSt5v6cbxciaoMbWRr3VBhrJ63cv8OV3H7P+hFRQZ63m+Uma4hq6SXPjA5+sAR1hfPcsCwymldC5D3sKWZMeLmqYbYh9Y7txL1cl7m9qG7KmoB6cp1VYxzZpTwH2z/LGws+ae7DRxzhxfkFPIllbFBnCXm8xxc0y11ejh6ZF2553fb25bfRdWNSggOet3d/UeLNDAecklatySLalQ9Q5R6qiQ2hIWZWn1h36oSYhxoH4nSZCnKUC0KlBjQf+HM4aVyxZEtIQv++jt3F7XY4sQ04dJbHOJzIbNEXWNDuafDy+65xt0DxzcI4uQrYHQfFPFro2GsKyyOEc8DgaiyYW/+qoN53T9/rdNR7vDvja+37erWWPCGsJhTjgEW0JOBg+l1gNOm9UmCWeiinusxaBMA48m8kaVWWcWw1a5NnEcFZSg1LDbEPsa9uNe9kja5ZkTa68OK8g59yE+B0SPis/K7TOLYaX7Lipeh6ad0w453BRFXiwrdXDIsTrd9cjleU5yd/DnM5hA98dbPNIP/GSFxn8xtfvA5jXLrpY+DboppaRNcDfZxLJ+UJYK9UGtc4GpXhynFF0zO9ZIXn2DKh2iDmcNW6Cwe5gS7b9e2T4uz/6h3tx0TnCOTcqPL0lxhP0WTOb4g7oaJ65s7ZBAd8+pIqQgV7DF7p7otDVivEsc1iX+RhZC+cJ8TsORH8FWROuGxShn//GA9MaAW94Dgy0KMC3a6k1hqA+l7o5Pd/32clInmJcVMXgs3bwA545hdjTCIpMP0eOfOw12TYoeWDQCBJgn7t5uSxGalCLdYc0wYAnhE5VeoDdsy4c0O90G7FJCJHO02vmc62OidCOsSBrAPDaCxf40kwF1bERWiOPow18u7e1QT/50g0AwG98/SGA+dYdg8BAH3otTTCQKvu4KOhNrK3mocy4KQnxIFHtGS2/WZw1QWAw57v48K1Vn7SfK4po3mP9BBBjwCcbVZ6Z1aApUnnONihAjxMEZLCCtKiYQSFZL4pRYSZxwSwTajIH8Zx+/a4v6D7/jYfdGvXvvOfW7eN2bSPuE5TSdVe3z9ug54jgmwXwHjNPMyiy5bnNe4tsekiJg3cFDplVKn9rVeJBxFmTDo3c0AblrlnmjEze3AbtkLWHwfCSf5D7VtoEWTt/GxQYVGlaZR/i9btrXO0P+Nr7VwDOYx0QIijE4irWMsEAAF69vUJVZPiNNz2yNgcBXJUFrrrZoBbEQ0RvJTVohKxZfbOoeakhuESWclC3rjGOZen5uzafNUZgMKMN+qQinp06d+LFdWJZZpHtg94GBYYD/9wTTgpiTwLkCRTpODpg3ud5UQ0dLAAdDYHxLiMSoDgs9/VHbq+QZw7/75tdQWdZY7e3P97GBeTBZs+UnCn/f3vnHitJdtf376lXP+re6XvvzOx4ZvYxD++u17ssxt5dvGBei8GAIhsJiBDBmBBiCAEpUszDLEpwIiISEiV/QESsKBKREpmXUHiEGENIRCwCmGCMF/xYrxfDetmd152Z++hHdZ/8UXXq1fU41d3n9Knbv4802rszfW9X36o69Tvf3+/3/a06K2HWXbUm/FSwNjJwsSnqmmvS4bIIrj2f/qkau1FVNyM76mPQIA1aNlRYMK4YcZVX1poujCIAunE4qj1OoDiVpsNnDQB6UUAkuwERqYPPvBo2GejwgcsoayXqUR7bYrh0uo+/uhkGlU0bDA7HAYbjKXp1ikdB7aagbnaqF3X4zWZcukaxbDIAUG5rUuSgLmhi3cEYw27fbaSszTUYNPAr1IVrJ1kCHWPeBGnFsO7+y88QVp0GdUqUtbKZykCxshYfp0THcd/LKWtBeRBU34ldrxh7joULO118uomy5hZ0rdY1GBQ4DAifz1Vi1l21JrY6TmbclEmjpgAUDpSuuqlWQde1cTzJBWvRg7TIO6Zqdy+dBo2CtaTwtCK9WDfBICj3tJqb2Thr9rsUytr1g/o0qDjWsnFTKpUrIKnBkFfWcqmDFZo65snP5QWaKdtXzmzFXzdKg3ZscA7sH48bWyqkqZudup0aoSZbC1uV/imzNXELHqLxMTasnfn6x87Hlhoyx5mvrTNx/XRS57BpycMyxCUIBU0hefJdq7FDv6L1wSm5rkcyadCCel8ZV4J0bTgQbv7L7r+6TmzZTvVLp31cPxhFxy9zjKKONruBrGwwKCgBUtFxTA0GmG+T1G7mAAAgAElEQVQwMG1nWOjCrbhmrefZcdAkqCq0LGqRB5IZdzIPjEHPRTDj8TD3qnSYXVILJhhPyzv98g0GTTsz0w0GsgvxOqw7gOwDQ4aLOz1YDHj+WhSsKTQPFd2qmZRDg/tPNBkADZW11Cig2gYDe752U1A39eL8oAcAePn2EKd9T+o4q8bsjEqUCK+iBEFmLm+aH3/7o1KvKztOEzMTrsXitVPXfQckKo3MRsnJpRhVK++hslZ8vQDVprj5OauA3O+z7znYj2r4gEixKlmj6zqxZQWA+6PRdPLHKCxGsspaVdNTsc/a6juOzbqr1kQmDWqgjF+021Zds9Z37YzbNFC9EyqqZwCaDZwXXWHClLVSeq6Z21jdYGBn7CLiblDJh9pWKliTWYhdez6VNpnOtDSy9OMGAzllzXMsXNztxcqarKHqIohu1fQutomyJsZOAc0UZpGeGhd0LuepSoPW1WKe3+kCAF6+fVypWKSxhK1CwYO07HdTVRIgY0i9CGVdzmZudpPOdq3BWqxq179XPhBSPk6wYE0Cqp8rRcpakiGQqQfLdoOOJtPKLvWqTuxxIHddXzqdrBEy16XYQB7nulbrhAPbYjkBYPXWHWbdVWtC+Kxxzo2U8ZM06OJqUFN6np3J2wN1wVrxA6PJcYqRU6/eEcFavSVG1TDisvfMp0Gb1of48YiyQHo0Tz5d1KSWaBn6DWvWAOCBPR8vXJOv81iGfseeqw+RV9aSNGiTVF/GLLjOrLRAFRXU+XWdH4TB2uf3h40mLbhWeYqqbC4vUK6sqRgZVjUb1LQGLSc1Ck9ng0GT5p58N31snaMqDWrNWzMB1d2gRXXJSeOMRDeo58wFQXWlLmUlCLIF/PefbqasiQ3k4SifBq1bJ9jc85mUNQX0PQczDhxPpkZ2g1oWg8Xy46bULjpd184YAwLVN1f5kF95D7NYWYtqDKTmNlYN2S753XRsC+MguRnjugtJFUlYTgCyC/H8LlaHMSfQPA0KhAucUIJUB5Th6K7wXATTGaYzLtUNCgBXU2nQptYdArk0aHmDQdXv9Z7tLmyL4eXbx43KFhy7OEU1KtlIJg/RYt8sFfVZdtxgYH7Nmu85sRmr+B3pqFkTa4OMx2G+o1C2e3hRiqyZ0u9ftDY5keqbT/eVvT6PHzX2CKo2/0D9GDWZ6yyjrElel+E4uqzPmkyDSHYCxeo342bdVWtiK3r4HoyCqC7EnFFTAsfOqjNNZvAtQs+1MZ7OMjL0sGKWYlH7MpD2E5MxxQ1VoFfvDqPvKf9sMgWolQ0GhTVrcjeXZ1vxjlfOQLS4Zk3HQ61pgwEQztQTaFHWYo/DZnWYO30Pe3EtWPM0KNB8wHaauiJi22I4t93By7eHjboQ7QLbHKB8h180SFoQKFLWirwfATPToDt9N54ksJ6aNYk1IueVpz4NWqzeVt2DwlB8NJ3NvV6qHqzjZOpTq54n4TFWlSDIpUGb1qwBoiwqW0crY71CypoGkmHuUyMXG0AUyWqsWYse8sNUUDOsqDHILzaCxAm/gbJ2dwTXZoVdp4K4tbu0G7T8Zp7rBm1wjEAklUfXjFzx8PzCKDvVYVmaWncASUcooHaCARAGTvlRb02O9fIZH6zGHHP+PeWVtSJVFJCfiXh+p4eX94fx8GuZtaXM222RmjUVtTPp91yXYtyE3b4Xm9PqDNaa1IvmO/7Vp0GLrTtGNc+V+eYseVNc3wsFAPH9tWnQgvKR5H3lukF7no1zpzrhsUuuK30vX5pR7bMmfnbaOic0zKZgbeUkwVpgpE8QEBXJFtWsKerW68YeWGnZurx7p2wGpsxYEIEI1q4fjGvVTcZYqZQPiDRo8e+mbMFpEviKJgPZ0Tz541Sx8yqiqSkukHitAeonLIhpAkC1bUAZV874cC25weHp9xTUOstbxYGT7P13ftAN06ANxotVPUgbB2uSc3mbUuT9CJiprO323XjsUxMlaFm6DbpBtadBS0xx6ybj5EeoNUmDCkVb1K1Vbf7Dn1njcSh5Dh/Y8+OfJ0N6TQJEGlTG4iffDUpp0JWzlSoYN7HmAsBcG7NqB3yhOAzHOWWtYYNBsjjWX7jbUYNBWLckly4qvZmDWaELNzCfBg1iZU3+5hJ1a1LKmjW/MI41pUH7i9SspVIHKlJoacJi3ryyJh9YvvPpB/Cetz3U6D17mWBtsXFTsuO4wmBtGL9eriGlJA06KS7RSMbdZL9nGo1WUtHRW2ZaWmdnsg52fQ93hgGC6axRQfyyNLn38l55ytOgdeOmSt7XXcL2SKyZQkkPN/9VadDFp4ekEZtPedPzpI52NuNSTTOuzTLpYUqDKiIxwguM3BkC823Mk+kMjKmTycVCczyRy92XjZtqcjPbFsN2I8WquKMJqFHWnGxacpHddpIGla1Zm1ccdbqoN1HW/I6Ds9th6kB1g0FWWZNPFQoev3cH7/7yq43e029Qs1aWkpTdLJ0f9DAKZnjljqjDlEubF04wKFmbigZJA+n0/urPYTIWK/ueZU0Q60TMPL19PNE25g1o5rMmfmdBPg2q6P4LnyflEwyqlbX02imvGIuSDJGtGU2mNWlQVtg0I95XtrnuyUt7uDDoSl+Xfc/G8ThbRyvVNU7WHepJGgzMrVnLF1uOosi9SfqnCUVjN0LZujoNOuez1nAs1qkoFSpT5xH+TuYfasnQ7PLdYZHPWpPAJEmDyrXlz4+bKg8mV8kX3b+Dpy7v4b6UWiaDaDJQ/eDNj3oDmqmAi9BIWStRb2XTVBcir7XP3TgCIFe2EKb3582lR0GxKbX4mfkJBk3sQppS1WBgWjf9Tj9cU24dTdbjsya58QQK0qAqfdZK6iLTx5NnflRfs25QAHHx/rCmmc9zypW1YDqT7uj9lifuxYd/5JnKGug0/ZR1x0jMw65Z5+fSw7PZyqe/mHVXrYl0zVrdHLB14dpWLg3KlT5IxUMsrazJpUFLxipJ3lhxsCabLipQ1kT6p+z303Gy1h2LLOBJ8bDEcRbYP+gqxL56dgu/8D1PVzpwFyH8iVSnQYWyJjwOAXV1OgJhfAnINBgUd4PKXjNiisGLN8JZqzL3bFEXXBzIFhxv2ag3cS/qajCIN0mGrZ9CWbt1NNZas9ZrUC+az0zoSINW+ayVbVznNroz+eMUKv/hOMB0Fk62qVPWVlGzxhhrXNMaq3/Rc0LOjzE3bmrFm3Gz7qo1kWkwMFVZs9hcGlRlikosNMOJnImhW1JwHDTcIQ4i+w7ZYdJFylqdye38bNDmDzW/obKWVxzDMUDmXWeCpkW5i+J3HARRXYguZY0xlkoP1zQYlPisydZiiikGn7sZKWsywVpBU4P43RQ9+IsGSQPNir+bYhdMWghqNknrQti73DocK1es0iTNPfXvlc9MBNMZrIZdzk2wS9KgYoJPWXCTV5DGDTInombtaDRNzX+urllb1DZnGUKjbtEEIVdH69nzDgPUDaoAUcNyMAqMHDcFzNs/qC7kjWvWogYDznm1z1rJA6PpDnHQRFkreZDWeVrNdYMuYIOy1ahmbf44Vey8VslXPnwWT13aw5mtjtL3EdfZUVSCAKgP1gB51aOstkfWOueM34FrM/xllAZd9LoeRQ+34tmgxaq22ISoCrjz6owuZbQpIg26n06Darj3mtSs5TMTY8l5yotS1KEO1BvAdkrWTplrLK2sxZuPqpGCFYbUdaPelsH3HIyC0KA7VtbqGgzmumTJFFcJtsXQc+1YWSszU10n+ZtLdRotX7M2ns7AefnCU/bAaJwG7YpgTa7LsvBBKlEkO+OJ8iB+r00WxybKWpECqMu6Y1G+8L4d/ML3Pt2oMWER/IIFXIcptaifkfFZWyYNalkM5051cft4IvV6oPi6Fjv8QmWtLA0aCK8uVam07HVtarCWToPqrFlbxLpDrEWqTbPT81LT1HU+uk72fmiSBo2VtbGkslYxGzQUK9Q21x1l1qTqz+fZ+dmg1A2qDL/jYD9yuTZtsQHmF3DVFiPiJhI3VSIHF79nUnC8bBq0ibJWYh4aF1aXS/np1zUxdhQ0UdaK7B9Uyvhtot8RCu5U68M+NgteMA1a1zWX5kJUtyb7+qL0T9UO347G0c3de+JBqtSra76r2rT1s+/Z8GwLN4/GtQX0q33fBp3tucyE6jKXso1unafYfLpPPg0aK2ujQCpYc202Z0eTvK+6zW4/7lqdxvedTNe4uP845whmq1dGzbqr1shWx45drk1bbID5BVy1MpO37hjV3FyihqV8gkHDBgOZIKisU6+uo8meXxgB+dmgQKLMyKhARTPudI2bMp1EWZtKpxxWQV9SWSsbNzVuMD5K1K3Jvr7IA6tKWRM/N98NGh+jorqnvK2J6qkqi8IYw07fxf7hRGvNWqM06NwEA7Vp0HwNtKCuQSRff1vXkJAmUaymqeu5+r3KlTWFNWtx12pQK1II0g0GYnO36vvOrLtqjfgdBzcil2vTFhtgPn+vuuap6yY3FlD/sGCMFT4wFq9Zk7TuWED18Ap2sbZVPd4qT7+hsjZfs6Z259wWkpq1QKuyJjvZocxFPbnG6s/h+ZSyJjXBINf5DVQra0C0Ich5UjVJUS1CfrO0yAQKXez5Xi4Nqv7eE2m/9MSMMuYnGKhOgxavnaHxcvn7Fo3qCwe81/8+XduC51hhsBZ3WdaZ4lb4aCoO1tLKWp2VVDqITeoiSVlTgt9x4pEkMh5fuikyxVV5M9sWg+dYsbI2jOXgihvZni/GjmVySdWqURq0RPUY1Slr0c8exZ1XvLG5cBOftaLjnARqBmy3jbgTezzVWrPW92zYFqtd8MtS7U02IecHobLmSfoiugWqR62y5hSpt+qsO4DyBgMTrY92+m7cYNB0luyiXD7j431vfxRvff252teKzIS+NGh5zVpVsD03/UViPm4aP7LFiNOgVeOmCia/AGGacdLAZ60piUn+NPZZk5oNmiurWbVhvXl31ZrY6ji4abiyNsntYlXXXfRcG8PUHDeg5uYqKMZu2n11qoF1h2sXj0ypMwPt5GrWFhn91GSCQb7dPXxPqlkDssW8epU1pzYFCogHBgfn8+avQMNgTfJz2QVp0DplrfLeU2asmmswMLRmDQibDG5GPmsqzcTTMMbwri+5FDdN1b12p+fiZlSKEyhOg9oladC6btB8Scc4mDXaDAjD2ZFEGrTIbxBIfDSVjVoUadCmDQaiYU3RfWfeXbUm/I6DO8Ow89HExSbvvaRjBl/fsxNlrWZnDxQXRje9cJsoa2WzQevc5fMmosECo0HE1ItFu1ZV7gzbRFJ0rLdm7cJOF+dO1duSiAdmPnhqEphc2AnToLJKSZER7yI1a02nhzTFyc0rTmrWzMtM7PQ97B+NlZuJL8P5QQ8v7x8DUN/tX2aL0VRZa5rh8Ts5ZW2B2aBxtkbROuGnBs43ajAIssraqs9fM1vzE4x4+AKGBmu5XYYO64eemzYHlEuD5me5jRdOg8p5Ex0Ewdzfy4xMSb9ukd/l1bNb+IKLA7z+wqna14raC855vKM33bpDF/1OVllTOe82zQ888yC++y1Xal8ngviwuyv5+yaF6k2VtUKfNZmatYINgfh5KnBbYt0BAHt+mAYdT6fG1ope2Onhr2+FfnyqN3N2SRp0FEzjNbiIfINB0xnHYkj6UGJj5lpZOwyB6ikUCzUYpGamqrrvKFiL6KeGO5u42My1TGvYIXZdO2XdIddqXaqsyaZBu83GTVWlQatGpgDpYK15SnKn7+HXfuAtUq8VXUFhfUf0dYNBxCeZvpvMCxSj3nSkqLqu3bBLb5Z5fZMU457voeNY0tdYkWIso6yVDXJXtU7k07Xj6TQ6FvOCod2+h2DGcetwYuwm6cJOF3/w2RsA1KdB3ZK5ynWWUPlB7k1nHPsdG0epIKj6eVIcUCbXtVqfteNJwwaD6Syupwv/jmrWlOCnZieaaIq71XVwd5ioSOPpTPnDPpMGrRh3IyhK38S7DEllbdf3cPmMjwfPbdW+1rbm1QSgviutWFlT94AR5yntw6NrNqjpOLaFjmPFBpSmpaicVHCdpsmCzBjD+UFXehPoFo6bqla282alQGIhoExZy/usBXLD7dfBTmSM+8qdobH33flBD3eHAQ5GQbQ+qG0wmHFgNqfgziptk7xUUAJEz6EGlkexsiabBq3oxFY2waCTKs2QVNbEvwcznlh3UBpUDek0qIzHl24GPRd3hhPMZhxWJA+r3sH2PBsHozBAlEmD5ofZAunZcfL1Or/7nq+UfG25VxBQkTIS3aCpCQaqPY2AJHUmbmaqWQvxO0403Nm8TmxxXUxywVOcapcMTF4z6Mam2/XvWa6slZUHVNnmKJtgkPdZq7nv1sluNHLq1bsjI4NJIFTWAODl/WNMprO441wF6fS+lyo7kFHWgHAt8xy2QBpU1KzJ+KyxufsOqB8nuCyhuh+WZnAOqa7xtPWKqvuOgrWItLJmYoHsoOeCc+DuKMCg52oxVe26Nq7dHQGoN8UFiu0DgmiHqCK15dhWYRq0rtA5b4o7DtR2ZoqfLQLLpKbBzIeGbvqejaPRFIwx45S1OIVdMkZN9ni/58uvxiOn6shbYgCyNWvF1h2qfqeOlVfWzG4wAIBX7w5x/15/zUdTjGhEeWn/uHEQ1BQnLs2YwUsl2GSUNSBpRGiaBo27QYN6dwHHssB52NyTtlppOsKwKYwx+J6Do/EUFpOcQJF6piwyEUcGCtYi0rsYE3dewtn/zvEkCdY0pEHz46Yqg7UCX5zQNFHhw6Jo3FRNGrSTS4MGM8UpBzurrKneGbYN3wuVNde2jFO1nTjQzqVBG57Dr3rdPY3es8hnzbOtUuNmz7FwOMo22yhvMLCteHYwYHqDQRisDSfmlh+IYO3l20PlpRl2qo42TaisVdcli9ehEwZOTdZ3P6WsVV3PQHrdnMG2kmMSaq7KjV0vOk7HspoFa9MZWXeoxje8wUB06Ijd+ViTz9pxvsGgZhRJ0e5e1aJTOsg92rU1q1lTr6yJ303d7NJNo98Ju45Vz7tdhDi9MZvfhNgWU2KuWjRLdjiZVgayRSUIqh4agrkGg5r7bp2INChg7ibp3HYHFgvToOqtO4o3IeM6ZS1SwhadtNDvOPEg97qNWd5iSaBjsxsGlaECKONM0E01Sqkyozbzql0DvuHKWj5Y0zEIvJu27gimcCxWmbpzHWtu8K7KQKhsHEmdB1bRIHeVdhGund3Fqh4D1DZ8z8HhKIhSMGal0IRqUNRgoGoT0nNtjKezTCAUdso2NaRWk47Jvqf5g9yBsMtc3OKmbQgEjm3hnu0uXtofKk+D2qk0qGA247UG4fmNbtBw7KGYqXzzcFzbjV3W3BNbdyi8znpxurY6eBVcPhOm1l+4dqCsAcLMq3YNZNKgBt7MO9HOcP9oEncTqlZmerk0aN3N5RUU/KtcdMoaDEQHT9l5LBrkrvIBkzzwo/ejNGiGvpcoa6Z1YqdTMWlUThBJWwfE7zeZ1jb3lDYYqCrEdu3YLwswd5A7AFgWize8KmcqL8uFnS5evn2svkO9IBCSCbbjNOh0sayEmKkcBmvV31fW3KNjvqtI144ms8q6OsFr79kGAHzylbvKNuPm3VVrwm9BNygQKmtxN6HqmjXXxmQa+sYMax4WQLl1h6rFsWyCwXgamquW3cxFu0O1ylpWydOxM2wTfpQaGQX1qRHd5FVRgcoGn54nZhMm9WDCg66MogaDxEJAzbW9FSmigsSM2sxgaDeqWzN5k3R+p5eqWVOprIU/O6/eAtUF9fl63/GUN65ZA4Abh+PaIKisuUe1fyCQpGtl16RBz8X5QReffuWAZoOqxnRlLR2sNZlLuAy91A5/OKlOw4jjmbfuaObD0wTXtkobDKqGZs+nQdWPdgGSRSfeGWpw6m8Dop1/kRmtqsmrogKVaqwwCj4eJ6pVuFmq8TgMih9qqu6/ra6Dg5T34yj6negwNV6E3b75wdqFQRef3z9WXpPsFijGY4lgLW8oHkxn8Bp2gwLALak0aHkJQvpYVNB3k0YIWSuaB89t41Ov3E2CyRWvD+ZetZrxDQ/Weq4N12a4fTzRcrECSdHkMBoPUi9bz48HUZkGLZtgMApq5tsVpEFVqlzxojPLWneY/NDQid9JhjubpqzlO3kFKmtGk+H2qTRoUF2GUGSKO5nOYDFUdtwtQ+iPN42NVU1MY6cRTQYmru+CCzs9jIIZ7gwD5aa4QF5ZE/Yw5ddZ4rO22EZXZLBk0qD5lKtgrKGMRDQ9yTYYAMDD57bw/KsHcRkOKWuK6Ht2nDpTtbgtA2NhzcXt44m2NFpm7EbNzh4o83qaKbMOED5Pwk1bMJ5W74aEn1e6wUClyiV+tlhkJpQGzSAmZRxPpsY9SN1coC1Q6TDfKwjWhpNpreJRNMhd5QNtWzi9R+nacc0mad3sxMqaeeu74PygF3+to8Gg0Cev0Ua3WRpUKGvhGl2fqQHm771EuVJ3HvtxN2gzZW0UzPDC9QMAJ6RmjTH2U4yxTzDGPsYY+xXG2M46jiN3TPA9x7iHRZpTPRd3jifxDaZ6F9tzs2nQumCtsGZtplBZs+d3h0C9CzcQLthiBxSoToM62UVHdZde2xCbgttHE+ldrC6csroZpQ0G4QPtuIGyVrRRUm3/ILIRYsqJ6cGaUNZMVrQv7ugJ1sTa07Rmzc2VkIwbpkHTteG1mZqamjW11h1Jh7rMDGEAePhc2GTw3OfvKDm+dV21HwLwGOf8cQCfAvDeNR1HBr9jG73Y7AhlLR51o/Zh303t8GUbDIoeasoc1EuKv2UeGhd2evEOaKx4aHJ+0dFRINsmRHBydxQYd//lm0MEwsFdBUkaNKkHk1HW5n3W1HkcAmHNGoC4yUDl72QVxA0GBh/j+WjkFKB2Mxcra+lxYQsoa003umk/U5nh6ECBz5qOmjXPwSiY4WgUSCtrr70nnGf951GwdiJ81jjnv8U5FyvR/wVw7zqOI4/fcYxebEQaVFfNUy9fs1YnWzus0D5AZRoUWCxYe/LyHv74xVuYzng4ckVpm/x8nUf67zedTCe2Yfdf1SB3VeevV2TdUVezZoej19JKieqZtyINeneYUtYMvqZFg4HJx3ja9+K1S7cpbqKs1desZUpImlh3eCllreZ5UroZn2qoWYuO89bRRLqO1u84uG+vh1ejEY2rbuwx4ar9LgC/ue6DAMKOUNPSMGkGPRf7x2Nt3aB9r1katLBmTWUatKRTbxRMa4O1py7t4e4owF+8fAeTQO1DLQnWRCG2GofrttI3eHpIfI3l62YCrs66w12gZs0p6u5TW4sp0qCHo2n0foYra6LBwOBjZIzhwiBU13Sb4jZR1kQJybjhZjzdyFefBi1R1jT4+fU7ybOvSUzwUOS3Bqw+86Xs0zLGfpsx9vGCP+9IveZZAAGA/1Lxc97NGPsIY+wj165dU3W4AEKJ1uQbedBzcftoAlWtwXnSDw2Z8SCOZWHGs3UQYW2POgd1oGjnVV+8+tTlPQDAH714U2lACaR3iFllzeQdvk4yqRHDNktuSTfoWGEH8SLdoEWjeYKZ2i7nrbhmLRqBp7hGblna0GAAJE0Guk1xk27Q8nN47lQXjAF/deso+v5mamrHseJJEvU10GWd2OrLgNIKYBO1/6HXJMHaqmdiKxvkzjl/a9W/M8beBeBvAfhqnm/ny/6c9wN4PwA88cQTpa9bBecHXXAofYulGPRc3B0F8VB11Q/7btMGg9TuXgzeDYekqzlOu2QUkEw65sJODxd3evjDz95U7xZuZZU1SoNm6afSoKZtlhKvpwKfNcXdoMcNatYSS4XURmk6U2r2nARr7VDW9lpgigskdWu6TXFllLWeZ+P+vT4+/coBpjOOGW92nKKR7+4okKqBBorvvfS/q6DfoLYuzUPntuKvV/1MURasVcEY+zoAPwzgKzjnR+s4hiLe945HCx3xTeFUzwXnoUcNoC8NOhTWHTWqR1x8Ok0CO5V+VGWjgMbBDP1+/aX9xZf38L8+dQ284YLTlPxxknVHlqyyZtbvxI0Lsec3BKquGc+2YFssVtY457VzU4uKsVXPDxYNBgfDRFlLm4ubxk4LukGBpCNU6Zpkza+dMt2gAPDgPVnz16blHD3PDoM1yZq1eVVbzYSANIuuSQ9FHaGOxVZuDr2uq/anAWwD+BBj7KOMsZ9d03Fk2O66cceQiQgZ//pBVMCoYTYoEFoIyJjiFhWtjgN1DQZF7edAvSmu4MnLe3Hgq7J+LL9DJOuOLOmUg2nKTJWypuphyhiLHNTDYE3KUiHXpQeot6QRjSEZ6w6DA6HTfgdvfeQevOmB3XUfSiUiDapjTWqqrAHAw6/ZwmevH8ZdwE3Puahbk7GCAop91qom1KyC3oJp0Ktnt2AxNeduLdsgzvlr1/G+bUeMnEqCNcVpUCdZjCdTLn1z5etmVC3gdknxt6yFgKhbA9SmlPO1F1SzliVddGyaslbeDcqVBpY9z4591kQxd3U36Lzb+2TKlT7wO44Nz7Zakwa1LYb/+K4n130YtVyI0qAq1we7QDGWmWAAhOpRMOP41CuLmb+KzdnCPmsK66AF2Vnh8mnQrmvjgdM+rkcdoavE3DuLmEMEa9eiC0H1g82yGLquhVtHofokM24KyO7uVT4w3AIXbvH+MobBV874OLMVqpUqJfWycVMqO1DbhMnKWlxvWDjBQK11wNFEKGvhf6vuv6IGA9Uzb4FoPmiqwcC089dGXn/hFO7d7eHqPVv1L16QJCsxnwatO4cPxeavt6Of1VBZi1KMi/qsBTO1vpgA0HdTXasNr+mHzm2dHGWNWIx8sKaj9qLn2rh1FC7GMtYdgL4HRtkEA9k0KGMMT17aw29+/G+U1o+Jm11YHFAaNEvHCWu0pjNuXDdolc+aSm++nufEDQaioajqdxM/2IJsg0E6naMCv2NnrTtoA7I09xCkymEAAB3BSURBVGx38X9++Bml71E0bkq2Zu3KWR+2xRY2fxUNRXXvU16zpn4T0l9QWQOA7/ySy3jy0l79CxtCd1aLmEuDatjF9lwb+0JZk5zllu9IUznIXbxHmibpGHFTrdrAMI1jWxj03FihjH3yFL5nm2CMxeqacWnQOBUzf40pV9bG8spafgwQECoQypW1jps1xTXs/BHFVNas1VwzHcfGA6f78VilxjVr3pI1a4HajRKwuHUHADx99TS++8uurPqQKFhrE0mwJrpB1SszXc/GzcNQWavzWXMLujMnCkfeVI2bkr3Bnr56GkDS2aaK076HG1Ezg7BUsBSmXttGnBox7GHPGINjsblu0IlCnzUgG6zJKWvF996qvZ7ybHXsJA1KwVprKOsG9WxLal16+Nw2nr+2bM1aTbBmzW/+xTGrFiq6jg3Rv2DKmmTGURBSdF0LnmPhWqSsdWz1KaO+l1LWan3WsmnQWTT+RvUEg6IB1rIPjUfOn8Iv/4On8dZHzq38+NLs+R5uRkG2DsWjbYgF3MSHvWOzjLLGOQ8bDBSew56bajBYqmZN7YZgq+PEadAR1ay1hnSnv6BJsP3gue1YlWuaBo27QSXToPOd2OrXT8sKO7IBc4y66c5qEYwxDHqutkHugKhZkwvWvFwaVBRlq/ZZS0v5Yj6i1yCQfdMDe8ofMnu+F9uEjDV0M7WNpI7FjIUxjWtZudR++LXKa6bv2fFs0EY1a+k0qIbaHr/j4GAUgHMu3dhDrB+hHGWnZFQbL6d5+Fzi1N900yKrrJXPBtUzKaMXp2vNuKbNOApCGpEKBfQ0GHRdO35Y1O6EctJ6oLiQvqi1W9YrSDentzzcOAwVUR1dem1DOIabdt6ASFmbZRUrQG0ZQs9zmtWsxT5r2aBS9fzZ7a4TW/sAZp4/Yh6hHB2lpmQ0UdayTv2KfNbKZoMqbu4R+IZtIOnOahnpYE2l3YQgXWgpmwYVRc6xRYWiupkiNcHUYG3P93DraILZjFOwVoBvaIMBEDaIBLmmGUD1uBu7UTeoVzDIXZiHqmSr4+BgGMT3vGn3HVFOz3NwmJs/K3v+Lp3x481K002LrM+aZTFYrDhY0+WEANTXauvCjKMgpBHBmueodXAW9Fz5YC1Og0YBk1jAVRWDivbzdBp0NA0XH9MeGnt+B9MZx+3jSVhzoSGF3Sb6HXOVNddimTRoXIagwWctHDUlr6xlDanVK2t+x8HxZBrXPpF1R3vwOzaORlllTXaz5NoWrpwJ1bWmnmePnD+F+/Z6OLPVkXqfeVNcPTW/QgE0ZQNpxlEQ0sTBmqZFsZdR1uq6QUWrdXhziZtMlWQdd8ClgzWhQhj20DgdjTG7cTjWVnPRJoxX1lJp0FhFUtlg4NngPFQ7Fq1ZmwQzDd2g4QNN1LV6hqSMiHr6OWWtqanxg1EqtOl98OYrp/F7P/RMZnJJGa5tzXWDjjV0gwJI2QmZcU2btzISlYhgTVeBereBspa3D1CdBhU/N90tZGo6Zi8K1m4ejhFoSE+1DeNr1nQ3GET32tF4KtcNGpcgpI5zpr47UwRronnGxPNHFON72Zq1sMFAPjARTQYqswT5elFAX82abLpWF2YcBSFNEqzpOXWZmjVJU1yRJoqd+hWnQYMCY0fTFJokWBtpaT1vG6YV86YJu0GLGgxUpkHDIOhoHCQNPpWzQbMlCECobKuuaxX+hLcO9Xk/Equhn7JdAZpPoPjSB8/gzJaHc9tdFYcHINyQF/qs6UiDxt6PZqxJNG6qZaRr1nSQrlmrN8XNWXeIh5qiB0acdm1BN6ioz7hxONbif9U23vLas3h5f2jk7yXc3RfVrKnsBk18sIaT+nqwvM8a51zLDMVYWYvSoKZtkohyfM/GK7eH8f+Pghl8Xz4keOP9u/jIj32NikOLcXMeh4AenzUgvAcZM2cDQsFay9BdsyZ284zVL8RlaVDVPmuF9USGPTR2/fC83TwYYxzMaIh7jqevno6nSZiGY2eVNdWNM0CiaIdp0DCdWeUsP3/vqa0XFcTB2gGlQdtGWLOWs+4wbF1yc/ceoH7Um+D8oIuzWx0tjXwyULDWMvSnQZOOmLqLNj/BQHUa1LUqlDXDFp2OY2O748TKmvi9EubjWrmaNQ3XWC8VrA0n9WaltsXAWLoEIaoXVa2sdbPKWhMzamK9pEeaAaGy1nRouWocu3jUm6ehm/67v+wK/vaT9yl/H1noidEyBv0oWNNk/dDzwsW+rrkAKJhgoDgNahcpa4amQQFgbyucYqByXiqxeuZNcXVMMAiX5uNJgFEwq73/GGNwbStuMEgMqRVPMPCowaCt9Ds2DkeGK2uWVZAG1aOsdV1b6rmnC7PODFGLduuO6GKtay4A5u0DAsXKWjIxIWXdYXKw5otgjaw72kTePkCXKS4QpUEllDUgXBNiVXumvq4OCCcYABSstRHfczAKZnEwNAqmxhjACvKd2ED4XNnE9XPzPnHL2dGcBhU7C5n2ZTvnOJ1Yd6htMMiY4kY2ByYWOp/2PVw/GIXBmoHHRxTjWKywLlJpg4GbrVmT2eG7NtNmmyPw89YdG/gQbSvxhmAixpqZp6w5tjWXBt1Un8rN+8Qt55TmbtC+JzfHTeDY1ty4KVU3logBMz5rcT2ROfK1IFHWuHGLIlFO2bgpHTVrx5I1a0C2GFv1XN70e3Yci5S1FiIC7aNREqyZpqy5FsvY0QD6fNZMw6wzQ9TSdW10HEvbziKZjyYX/Hi2hUkgatbU1vaEdTrZAlQRKJq26ADhyKlbR1E3qIa5rsRqSCtWgL5xU0BTZc2KB7mPNaRqBdvdsHEGMFPRJooR19jhOADnPBw3Zdgm0s1ND5nOOGZcfeOMiWzeJz4BDHqutgL1uMFAemZcUSpGocO1ZWXSoKZ2gwJhGnQy5bh5NKY0aItwLCvjsxYrawrPoagRPR4H0sqa5xQpa3pmKJrc2EMUI5pDjsfT1CbXrIyEYzPt9aKmsnmf+ATw5OU9PHphoOW9eg3ToOmdkI4by7GKVQ8THxpiioGJXVdEOfki57GGQMiyGHquvXzNmoZN3VZqxiNd1+0hVtZGgbGb3LyypqNe1FTIuqOF/My3vVHbe/UaNBgA2VTMRMNDbe5BanCwdnrLi7/exMWmrcyNm9L0YOt7No4mYc2azP2XrlmbaHyopQdym3jfEcX0Rc1atCEAzCsfcco8DjfwOtu8T0w0IgnWZJW1ZHcfaLAPcAp2XoypTb0uymm/E3+9iTJ+W8mPm4oDIcVehz3PxnH0IJWZT+g5KZ+1mb406DYFa63ET9WsmaysZefy6ruuTWPzPjHRCLGjl/FZA7I3V1yIrXABd61sTYNIMZoyIiTNXkZZo1uvLeQfGDoaDADhMB80U9bEBINAj3UHkChrpm6SiGL6qW5QY5U1qlmL2bxPTDSCsbB2pkkadG7clMIHhlAfBGKOoomc9ikN2kbmUjEaGmeAsF40GTclN0EkMcUVndgaatYiY1xTN0lEMcXKmlkNBq6dnWBANWsEUcGPfsPr8Ib7dqVe23EtDCeiI039jeV3HBykRqaEKSMzg7Wua8fz+DZxZ9hW5lPtHJ7ErNxl6bupNKiUssZwd5i993QoayINauomiShGeGiGNWtmmonnrZl0eByaCgVrRC3vfPqS9GvPbXfx6VfvAkhuLFuhAuF7ztx8OxkVYl3s+R6OxscUrLUIN0rFcM7BGItMOdWfv75n4/O3J9I1a+nZoDq7QUUadBMfoG3Gcyy4NsNRWlkzLFhzcrNBhYfnJq6fm/eJCaVc3O3hpf1jcM4xmXHlqZG8sjaempsGBZJUKPmstQehTgk/v3C2q/ogqOfZuH0Ums1K1aw58yUIOgKoLVLWWkvPtXGYqlkz7RzO2+aor4M2lc37xIRSLu70MJzMwrFKgfqH2lYnTCsKxsHU6B2+8FrbxHEpbUWoU6LDchzomU3Y92zcOpoAgHTNmlBIRNpWh9M7BWvtxe84GWXNvDSohcks3Q26uTVrZp0ZovVc3O0BAF7aP8ZkOlP+sPA782lQkx8ae5F9xybK+G1FPBjiLmdNg6T7noPjaMi2XDdoyhQ30DMbFMg2GBDtou/ZOEzVrJm2djpWcTfoJl5rm/eJCaVc3ImCtVvHmMy48ofaVtvSoJF9xybOtmsr4sEg1IfJlGtRIMQwd0BOWXNTytpkps/iwCdlrbX4HQdHoyCx7jCs3te1w3GCnGdrMTdxs7t5n5hQyr1pZU1DGrTvORgFs7gI1fRRTpQGbR+DvgsAuDMMNwUTXWnQlBG1jLJ2druDm0djDCfTlM+avnFTFKy1j0RZMzUNKlRtUYJADQYEsRIGPRe+Z+Ol/WMEGpQ1vyPm24Uyvsk+a0CqwWADF5u2MuiFwdp+VOw/mc6UTy8AssqajCn1lbNb4Bx48cZhMsFAw72wTWnQ1uJ7ZtesiQyEqMEU/9XhH2gaZp0ZovUwxsKO0FvHGE9nyq0DxK7+cByqHqbXrIk0KAVr7WHQC8/Z7eOw2F9nzZpAxmft6lkfAPDCtUMthtQCSoO2l37HyUwwMO0cCmV4MqU06OZ9YkI5F3d6cRpU9W5bPChEk8HYYFNcAHjDfbt45nX34NELp9Z9KIQkQlmLgzWN3aACmdm8l8+EwdpnXj3Q6rMmNkwm33dEMX037KYfG1yzBiQmz+SzRhAr5EIUrOlIg4oHhWgyMD0Nuud7+E/f+SROb3XqX0wYQT5Ym0z1bAiyDQb179f3HFwYdPHC9cPUBAMNprjRcZp83xHF9Dt2dtyUYefQydeskbJGEKvj4m4P+0cT7B+Nle/shfogatbGmh6kxOYQB2tHIlhTvwkBmitrQFi39sK1A4ynHK7NtMzqdGwLPdemmrUW4kfzZ0fBFI7FlE6bWQRxnyVmz2TdQRArQ9h3/OWNIw0NBlllzfRuUKJ9eI6FvmdjP6Ws6fAv6zdU1gDgylkfL1wLlTWd6sOe78V+a0R76HdsTGccd4eBcaoakHSDBjP9Y9RMg+4uYuUI+44bh2O8TleDwagdDQZEOxn0XO0NBj03WZ5llbWrZ7dwdxTg5dtDLSlQwX9455twhlL7rcOPmlhuHo2NzEiIUW9BbozaJqZBKVgjVs7FnX78tS5l7Uh0gxpuiku0k0ywpkm9XVRZA4BP/M0drQ+0xy4OtL0XsTrENbZ/NDZy3Zz3WaNxUwSxMu7Z7sQ3k74GgymC6QzTGYdnm9XRRLSfQc9N1ayZ2Q0KhDVrAPCihhIEov2Ize6tw4lxnaBAoqyla9Z01WKaBt3NxMqxLIbzgzAVqnoH1HUtWCxMg4pOIRN3iES72em7qW5QruUaS3eDyip550910XXDET2bWNdDNKNnuLLmxDVr6WDNvOPUwWZ+akI5oslA9Y3FGIPvhfNBTXXhJtrPoOdi/ziaYKDJZ63nJpYYlmT9mWUxXD4TqmvUaEPUYXrNmhd3g/L4vxSsEcQKuRg1GTiaHNQPR+Z6BRHtZ67BQMO4G8e24NkWug2vZzHJgJQ1og6Rah9OzKz1FePSRBpUV3OPiVCDAaEEoazpmOHmd+zIK4iCNUINO30Pw8kMw8k0bGLR9MDoeXbj61nUrenYKBHtRtSsAWZmJMTc2TvHYQNZOBVnMzchazk7jLF/zhj7GGPso4yx32KMXVjHcRDqEMqajl3QVidKg04pDUqo4VRkjHvzcAzO9VkH9D0bXYm5oGmEsqZjiDvRbvx0XaSBDQZ7/XAu782jqARhOtvY63pdn/qnOOePc87fAODXAfyTNR0HoYh7d9aYBt1QmZxQx04UrF0/GAHQp972PLtxl96VqGbNNcyNnjCPvuHK2k4UrO0fimCNata0wjm/k/pfHwBfx3EQ6oiVNS1p0GyDAaVBiVUzyAVrJitrl4WytqEPNUKenptW1sy7XjzHwlbHiZU1qllbA4yxnwDwHQBuA/iqdR0HoYbzgx4828KWp/4S871wGDHVrBGqEMHatbuRsqapbsb3HMx4s73sVsfBa051qcGAqMW2GLquheFkho6hQdCu7+JWpKwF082tWVP2JGWM/TaA1xT807Oc8//GOX8WwLOMsfcC+H4A/7Tk57wbwLsB4P7771d1uMSK8RwLH/ieN+PKGV/5e4Vp0CmlQQll7PSFshY+NHTt7v/x1z7cOFgDgG9/8/0YRCkkgqjC9xwMJ2N0Giq4utjre7h1lHgckrK2Yjjnb5V86X8F8BsoCdY45+8H8H4AeOKJJyhd2iLeeP+ulvfZEjVr0ykAoCPp9k4QsuSVNV0PjKcu7y30fd//zIMrPhLipNLv2LhxaO4md6fv4RalQdfWDZpeSd4O4BPrOA7iZOB3HIyCGY7GYbBm6qJDtJftrgvGUmlQSrUTJwRhjGvqJnfP93DzkLpB11Wz9pOMsYcBzAD8JYDvXdNxECeAeL5dJJXTg5RYNbbFsN1xcE1zgwFBqEYY45q6yd3te9hPzeWlmjWNcM6/aR3vS5xMtjrhYiOKUE1sQSfaz6Dv4nqsrG3mA4M4eYjNrqnr5m7fxcEowCiYYhJsbs3aZn5q4kTRF/PtomCNlDVCBTs9j5Q14sSRnkFrIrt+5LV2NKFB7gTRZrbiNGgUrG3ozUyoZdBzcXcYjr3Z1AcGcfIwXVnbi4K1W0djjKezjbWkMfPsEEQDxGJDyhqhEtERClCwRpwc4po1A8dNAYltzs3DcVSztpn33mZ+auJE4YuatSMK1gh1DPpJsGaqCkEQTWmNsnY42Wiftc381MSJIk6DHk5gMcChmYiEAkhZI04iibJm5jWdHuY+CahmjSBaS7rBwHMsMEbBGrF6djLBGl1jxMkg9lkzNFhLD3MfT2da5k2biJlnhyAaIJS148l0Y+sZCPWQskacRPods5W19DB3qlkjiBbTdS2IzKepRbJE+0kHa6Y+2AiiKSIN2jF47dz1XVw/GGPGN3ejtJmfmjhRMMaML5Il2k+6wWBTd/fEyUOUkZi8Adnte3j1zhAABWsE0WpEKtTkBYdoN5k0KF1nxAnhS197Bv/wq67iCy4O1n0opez2Pbx6VxhSU80aQbQWoayR4kGoQhQ6A5v7wCBOHlsdBz/4ttcZvdHd8xNlzeTjVMlmfmrixOEb3n5OtJ+MsmbRdUYQutjpuzgcTwFsbhp0LYPcCWLVUM0aoRrfs2FbDAyARV5+BKGNvYyqvZlr/GZ+auLE4VPNGqEYxhh2ei5dYwShGTHMHdjcEgRS1ogTATUYEDoY9FwEM77uwyCIjWI3paxtal3yZn5q4sQh5oNu6o1M6GHQdzc2DUMQ62LXJ0PqzfzUxImD0qCEDgY9F96GpmEIYl3spdOgG7rGUxqUOBH4LTB2JNrPvbs93Dwcr/swCGKj2CXbHArWiJMBdYMSOnjv1z+C4WS67sMgiI1ih6aHUBqUOBlsUc0aoQG/4+D0Vmfdh0EQG0XHseMmMqpZI4gWEytrrrnDiAmCIIjFEOqas6FpUArWiBMBjZsiCII4uYgmg01d4zfzUxMnDmowIAiCOLmIJgNKgxJEi4l91ihYIwiCOHHsRmnQTbXu2MxPTZw4tigNShAEcWIRI6c21bqDnmzEieDsdgdntzu4ctZf96EQBEEQK0YMc9/UDTn5rBEngr7n4I+efeu6D4MgCIJQwDOP3IOX9o9xquvWv/gEQsEaQRAEQRBG8+iFAX7ymx5f92Gsjc3UEwmCIAiCIFoCBWsEQRAEQRAGQ8EaQRAEQRCEwVCwRhAEQRAEYTAUrBEEQRAEQRgMBWsEQRAEQRAGQ8EaQRAEQRCEwVCwRhAEQRAEYTAUrBEEQRAEQRgMBWsEQRAEQRAGQ8EaQRAEQRCEwVCwRhAEQRAEYTAUrBEEQRAEQRgMBWsEQRAEQRAGQ8EaQRAEQRCEwVCwRhAEQRAEYTAUrBEEQRAEQRgMBWsEQRAEQRAGwzjn6z4GaRhjdwF8ct3HQSzMGQDX130QxELQuWs3dP7aC527dvMw53x72R/irOJINPJJzvkT6z4IYjEYYx+h89dO6Ny1Gzp/7YXOXbthjH1kFT+H0qAEQRAEQRAGQ8EaQRAEQRCEwbQtWHv/ug+AWAo6f+2Fzl27ofPXXujctZuVnL9WNRgQBEEQBEFsGm1T1giCIAiCIDYKY4I1xtjXMcY+yRh7njH2IwX/3mGM/Xz073/AGLuU+rf3Rn//ScbY23QeN7H4uWOMfQ1j7I8ZY38W/fcZ3cdOLHfvRf9+P2PsgDH2Hl3HTIQsuW4+zhj7fcbYc9E92NV57MRSa6fLGPu56Lz9BWPsvbqPnZA6f1/OGPt/jLGAMfbNuX97F2Ps09Gfd9W+Ged87X8A2AA+A+AKAA/AnwJ4fe413wfgZ6OvvxXAz0dfvz56fQfA5ejn2Ov+TJvyZ8lz90UALkRfPwbgpXV/nk37s8z5S/37LwP4RQDvWffn2aQ/S957DoCPAfjC6P9P07rZqvP3bQA+EH3dB/AigEvr/kyb9Efy/F0C8DiA/wzgm1N/vwfghei/u9HXu1XvZ4qy9hSA5znnL3DOxwA+AOAdude8A8DPRV//EoCvZoyx6O8/wDkfcc4/C+D56OcRelj43HHO/4Rz/vno758D0GWMdbQcNSFY5t4DY+wbES40z2k6XiJhmXP3tQA+xjn/UwDgnN/gnE81HTcRssz54wB8xpgDoAdgDOCOnsMmImrPH+f8Rc75xwDMct/7NgAf4pzf5JzfAvAhAF9X9WamBGsXAfxV6v//Ovq7wtdwzgMAtxHuBmW+l1DHMucuzTcB+BPO+UjRcRLFLHz+GGM+gB8G8D4Nx0nMs8y99xAAzhj7YJSm+SENx0tkWeb8/RKAQwAvA/gcgH/NOb+p+oCJDMvEHo2/15QJBqzg7/JtqmWvkfleQh3LnLvwHxl7FMC/RLjbJ/SyzPl7H4B/yzk/iIQ2Qi/LnDsHwFsAPAngCMDvMMb+mHP+O6s9RKKCZc7fUwCmAC4gTKP9HmPstznnL6z2EIkKlok9Gn+vKcraXwO4L/X/9wL4fNlrIul3AOCm5PcS6ljm3IExdi+AXwHwHZzzzyg/WiLPMufviwH8K8bYiwD+EYAfZYx9v+oDJmKWXTf/N+f8Ouf8CMB/B/BG5UdMpFnm/H0bgP/BOZ9wzl8F8GEANJJKL8vEHo2/15Rg7Y8APMgYu8wY8xAWUv5q7jW/CkB0THwzgP/Jw0q9XwXwrVHXzGUADwL4Q03HTSxx7hhjOwB+A8B7Oecf1nbERJqFzx/n/Ms455c455cA/DsA/4Jz/tO6DpxYat38IIDHGWP9KAj4CgB/rum4iZBlzt/nADzDQnwAbwbwCU3HTYTInL8yPgjgaxlju4yxXYRZpQ9Wfse6OypS3RHfAOBTCLsrno3+7p8BeHv0dRdhx9nzCIOxK6nvfTb6vk8C+Pp1f5ZN+7PouQPwYwjrLj6a+nPPuj/Ppv1Z5t5L/YwfB3WDturcAfh2hI0hHwfwr9b9WTbxzxJr51b0988hDLJ/cN2fZRP/SJy/JxGqaIcAbgB4LvW93xWd1+cB/N2696IJBgRBEARBEAZjShqUIAiCIAiCKICCNYIgCIIgCIOhYI0gCIIgCMJgKFgjCIIgCIIwGArWCIIgCIIgDIaCNYIgTiSMsR3G2PdFX19gjP3Suo+JIAhiEci6gyCIEwlj7BKAX+ecP7bmQyEIglgKU2aDEgRBrJqfBHCVMfZRAJ8G8Ajn/DHG2HcC+EYANoDHAPwbAB6AdwIYAfgGzvlNxthVAD8D4CzC+Zl/n3NOLvEEQWiH0qAEQZxUfgTAZzjnbwDwg7l/ewzhfMWnAPwEgCPO+RcB+H0A3xG95v0AfoBz/iYA7wHw77UcNUEQRA5S1giC2ER+l3N+F8BdxthtAL8W/f2fIZyZuQXgSwD8ImNMfE9H/2ESBEFQsEYQxGYySn09S/3/DOG6aAHYj1Q5giCItUJpUIIgTip3AWwv8o2c8zsAPssY+xYAYCFfuMqDIwiCkIWCNYIgTiSc8xsAPswY+ziAn1rgR/wdAH+PMfanAJ4D8I5VHh9BEIQsZN1BEARBEARhMKSsEQRBEARBGAwFawRBEARBEAZDwRpBEARBEITBULBGEARBEARhMBSsEQRBEARBGAwFawRBEARBEAZDwRpBEARBEITBULBGEARBEARhMP8fs8ujqL8b2XIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feae11ab150>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"signal = np.add(wave1, wave2)\n",
"signal = np.add(signal, wave3)\n",
"\n",
"# print(signal[:50])\n",
"\n",
"fig2 = plt.figure(figsize=(10, 8))\n",
"ax2 = plt.axes()\n",
"\n",
"ax2.plot(t, signal, label='Combined signal')\n",
"plt.xlim(0, 0.1)\n",
"plt.title('Input - Combined Signals')\n",
"plt.xlabel('time')\n",
"plt.ylabel('amplitude')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we'll set up the FIR taps and process the signal through the filter:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7feae10cff90>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feae11b5510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"taps = np.array([\n",
" 0.00365183969, \\\n",
" 0.004210430471, \\\n",
" 0.01093157989, \\\n",
" 0.006581967296, \\\n",
" -0.008013225645, \\\n",
" -0.02522248066, \\\n",
" -0.03471236554, \\\n",
" -0.0272794953, \\\n",
" -0.002839227321, \\\n",
" 0.02573920741, \\\n",
" 0.04044389884, \\\n",
" 0.03256605667, \\\n",
" 0.01112466844, \\\n",
" -0.003294306054, \\\n",
" 0.00382161187, \\\n",
" 0.02572949982, \\\n",
" 0.03608495343, \\\n",
" 0.009443684783, \\\n",
" -0.05381141657, \\\n",
" -0.1193094492, \\\n",
" -0.1378136762, \\\n",
" -0.08072093534, \\\n",
" 0.03403087491, \\\n",
" 0.1472212013, \\\n",
" 0.1942009684, \\\n",
" 0.1472212013, \\\n",
" 0.03403087491, \\\n",
" -0.08072093534, \\\n",
" -0.1378136762, \\\n",
" -0.1193094492, \\\n",
" -0.05381141657, \\\n",
" 0.009443684783, \\\n",
" 0.03608495343, \\\n",
" 0.02572949982, \\\n",
" 0.00382161187, \\\n",
" -0.003294306054, \\\n",
" 0.01112466844, \\\n",
" 0.03256605667, \\\n",
" 0.04044389884, \\\n",
" 0.02573920741, \\\n",
" -0.002839227321, \\\n",
" -0.0272794953, \\\n",
" -0.03471236554, \\\n",
" -0.02522248066, \\\n",
" -0.008013225645, \\\n",
" 0.006581967296, \\\n",
" 0.01093157989, \\\n",
" 0.004210430471, \\\n",
" 0.00365183969])\n",
"output = np.zeros(signal.size - taps.size)\n",
"for i in range(output.size):\n",
" output[i] = np.inner(taps, signal[taps.size + i:i:-1])\n",
" \n",
"# print(output[:50])\n",
" \n",
"fig3 = plt.figure(figsize=(10, 8))\n",
"ax3 = plt.axes()\n",
"\n",
"ax3.plot(t[taps.size:], signal[taps.size:], label='Input signal')\n",
"ax3.plot(t[taps.size:], output, color='red', label='Output signal')\n",
"plt.xlim(0.0245, 0.1)\n",
"plt.title('Input/Output')\n",
"plt.xlabel('time')\n",
"plt.ylabel('amplitude')\n",
"plt.legend()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.15+"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
import numpy as np
import simpleaudio as sa
import time
# Set up audio params
sample_rate = 44100
sound_length = 5 #seconds
t = np.linspace(0, sound_length, sound_length * sample_rate, False)
# Define signals
wave1_freq = 4000
wave1_amplitude = 2
wave1_phi = 0
wave1 = wave1_amplitude * np.sin(wave1_freq * t * 2 * np.pi + wave1_phi)
wave2_freq = 1600
wave2_amplitude = 0.8
wave2_phi = 0
wave2 = wave2_amplitude * np.sin(wave2_freq * t * 2 * np.pi + wave2_phi)
wave3_freq = 600
wave3_amplitude = 1.2
wave3_phi = 0.4
wave3 = wave3_amplitude * np.sin(wave3_freq * t * 2 * np.pi + wave3_phi)
# Combine signals
signal = np.add(wave1, wave2)
signal = np.add(signal, wave3)
taps = np.array([
0.0003745900908163193, \
0.001035951933453526, \
0.0007325310976027528, \
0.0012734899113014343, \
0.001505827537138896, \
0.001906701284701609, \
0.002255193914554153, \
0.002622053674575616, \
0.0029498890263962266, \
0.0032316494614751663, \
0.0034367455949670237, \
0.003543326323203393, \
0.0035271808853288783, \
0.003366493641359242, \
0.0030440547958260227, \
0.002546845932748022, \
0.0018699255183142716, \
0.0010145993691660009, \
-0.000007822740186522711, \
-0.0011772398017138564, \
-0.0024623894663077057, \
-0.0038224245149365193, \
-0.005207993967976202, \
-0.006559950494834579, \
-0.007813025767998694, \
-0.00889630342344623, \
-0.009737673508070597, \
-0.010263527022136008, \
-0.010403904283509603, \
-0.010094690943920976, \
-0.009281193138939584, \
-0.007920352308374777, \
-0.005982648536411453, \
-0.0034573396113584203, \
-0.0003501983730495297, \
0.0033130673334052624, \
0.007486572786566192, \
0.012105787794150783, \
0.017087762369887797, \
0.022333435670723732, \
0.027729793775114597, \
0.0331544017002729, \
0.03847753819629622, \
0.04356671732492255, \
0.04829283271615901, \
0.0525316528144209, \
0.05616977310170035, \
0.059109496837266275, \
0.061269060239080915, \
0.06258934720612876, \
0.06303403098445609, \
0.06258934720612876, \
0.061269060239080915, \
0.059109496837266275, \
0.05616977310170035, \
0.0525316528144209, \
0.04829283271615901, \
0.04356671732492255, \
0.03847753819629622, \
0.0331544017002729, \
0.027729793775114597, \
0.022333435670723732, \
0.017087762369887797, \
0.012105787794150783, \
0.007486572786566192, \
0.0033130673334052624, \
-0.0003501983730495297, \
-0.0034573396113584203, \
-0.005982648536411453, \
-0.007920352308374777, \
-0.009281193138939584, \
-0.010094690943920976, \
-0.010403904283509603, \
-0.010263527022136008, \
-0.009737673508070597, \
-0.00889630342344623, \
-0.007813025767998694, \
-0.006559950494834579, \
-0.005207993967976202, \
-0.0038224245149365193, \
-0.0024623894663077057, \
-0.0011772398017138564, \
-0.000007822740186522711, \
0.0010145993691660009, \
0.0018699255183142716, \
0.002546845932748022, \
0.0030440547958260227, \
0.003366493641359242, \
0.0035271808853288783, \
0.003543326323203393, \
0.0034367455949670237, \
0.0032316494614751663, \
0.0029498890263962266, \
0.002622053674575616, \
0.002255193914554153, \
0.001906701284701609, \
0.001505827537138896, \
0.0012734899113014343, \
0.0007325310976027528, \
0.001035951933453526, \
0.0003745900908163193])
# Execute the filter
output = np.zeros(signal.size - taps.size)
for i in range(output.size):
output[i] = np.inner(taps, signal[taps.size + i:i:-1])
# Normalize audio level to 16 bit int for simpleaudio
signal *= 32767 / np.max(np.abs(signal))
signal = signal.astype(np.int16)
# Start playback then wait for finish
play_obj = sa.play_buffer(signal, 1, 2, sample_rate)
play_obj.wait_done()
# # Now wait one second
time.sleep(1)
# Normalize audio level to 16 bit int for simpleaudio
output *= 32767 / np.max(np.abs(output))
output = output.astype(np.int16)
# print(signal[:300])
# print(output[:300])
# Start playback then wait for finish
play_obj = sa.play_buffer(output, 1, 2, sample_rate)
play_obj.wait_done()
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