{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"The yardage gained by a returner after kickoff and punt is strongly affected by defensive and offensive formations. These formations determine what kind of interactions between players occurs , which in turn affects the returner's route. We can observe the return yardage and who blocks the returner; however, how other players influence on the return yard is unclear. \n\nTo evaluate the contributions of all players, we adopt **Cox proportional hazard model** to express the distribution of the return yardage. We decompose the **hazard**, which is the rate of the returner being stopped, to the sum of the contributions of each player. To consider the interaction between players, we use a gated graph neural network that utilizes the Delaunay triangulation.\n\nThis notebook consists of the following topics.\n\n* Explanation of how to use hazard model for return yardage after kickoff and punt\n* Definition of Cox proportional hazard model with gated graph neural networks\n* Application 1: Model training \n* Application 2: Ranking of teams \n* Application 3: How to find better offensive formation\n* Appendix: Comparison with hazard model without graph","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19"}},{"cell_type":"markdown","source":"# Hazard modeling of return yardage","metadata":{}},{"cell_type":"markdown","source":"Hazard modeling aims to model the duration of time until some events happen given covariate information. For example, to know the efficacy of the medicine, we investigate how the medicine decreases the death rate.\nIn hazard modeling, we estimate the hazard function instead of the probability density function. The hazard function is the instantaneous rate of the event occurrence. \n\nWe assume that the return yardage is a time duration of events. Let $y$ be return yardage. The obtained yardage takes a discrete value, so we here estimate the discrete hazard function\n\n$$\n\\begin{aligned}\nh(y) = \\mathrm{Pr}(y \\leq Y < y + 1 \\mid Y \\geq y),\n\\end{aligned}\n$$\n\nThis function explains the probability of a returner being stopped at $y$.\n\nAfter a returner receives a ball, the defensive players try to stop this returner as soon as possible, whereas the offensive players prevent the defensive players from tackling the returner. In terms of the hazard function, defensive players try to increase $h(y)$, and offensive players decrease $h(y)$. 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vKFR+sHU7vuveiZvdG9Hr7ChU1nxlhckOll9lh5GrKj9XJfOLyX6aMa4DOnb1uFvdm9FWNXPL85cVRPt2FgQQQAABBBBAAAEEEPi0AOHyp4025h4zncWb53kMBoM4OTmJLNMXtomanemPBeXi8LaqPyw0mzrLd2srrZ1OJ+r11R1K4/E4jo6O4vDwML02v5Z2ux1+3vLS1xsNZiWV+4lLBBBAAAEEEEAAAQQQQOBTAjN918vVHnikcDjTjNqZHtBUqNxR2+u21pqDZf9T6FZXuNxy22GFyw1VfVbmRcyUPXu2rWc1F+NMX9QUMCvYY0Hg0gI6Jsc6pg76+/Hy5LnaWu/Hs+woDgrPUFY77Gor9tQC+1Z7J+5u3Ym7Ow/ihsLlTmtLx2UlpjoO7+v+r0cHMVO7d0XSMVQ77ANVLreG+3Hz6Elsa574VFX7e1u3otfd1d85FDKzIIAAAggggAACCCCAwCcF+Nb3SaLNucN0Ok2h8k8//RQ//PBDvHz5MobDob5sTd8iOFxutfQlbm8vvv3223j06FHcv39/ZeGyg22H3X49f/vb3+LXX39Nbdlu3boVDx48iDt37sS9e/fi7t27hMtv9xJXEEAAAQQQQAABBBBAAIFPC0wVDruttb71RabATt2w05zlblXzlRUup8rltJmKqpUVOCtUbtfb0VTAXFP1qO/vcHmsqlDPxR1rbSqwC7XN1lnJn34B3AOBMwTmCpaHg4M4Pn4ZL46eqWr5cTzNj+KVYuVMFcvNeS12Ko24W+vGg86NuLN7P27uPYwdVS3XdALEVMfkjo7Nr7bvpGOyowP1Zx3TTxQqu5p5X22yfzj4OULBcn90FN/e/j6+rjcIl8/YF9yEAAIIIIAAAggggMBZAoTLZ6ls2G2uWPbqIHl/fz9+/PHH+Pd///f4+eefU9jscNmhcjnP2NXCDnRd5dztdqPX66mDlP7woOpl38/rZZeyWtrV065Ydrj8b//2b/Gf//mfafvffPNN/OUvf4nvv/8+PffOzk54ZUEAAQQQQAABBBBAAAEEEDifgGcu5wqVFRNHrq9xTVUoNxXCdTVXua1K5Zp+1jdBtQuOReVyQ5XLjTfh8tR/TpilOc2uMM2yfmTNfng+c1X3cccrFgQuIlBMxnGsiuXn+z8tguXBi3g17seJDqmqTmzY0zTwe41ePNSM5QdqbX1TIfL27l0Fy830dDq1IToKqO/2bke1KKKrEyXc8nroKv3R6xiq0v6pqqGnOhlilOuY1d8ydno3Y6e7tzgx4iIvmscggAACCCCAAAIIILBBAoTLG7SzP/RW3Xa63++nYPnp06fx4sWLFOj6NgfI/qOAw2Mvhb6YOfh1m+pXr16F7++W1G6f7XDX18v7fuj5znO7A22H3QcHB/H48eO0Pnv2LL02vx4H3Ddu3EgV1K5s9vOzIIAAAggggAACCCCAAAIInE9gpu9chdoFjzUr2QHzRAFySxXHLQXLHbUbbitkriuQ8+LW2HXd3lLVcrvRUeWyJjIX+nOCWmN71rLn2Y4U1Ll6ua6Ar6kqUE1pPt8L4V4InBbQ3xsc+B5ozvLT4+fxRCHwq+wg+pOhjtKZKucbsdfYjvudm/HVzr24o3nL22pp7ePu9NJqtlXJvBtVzRKvaJsnCpT3tY3BNI9+No1RkcdL/07H/O7xs7i9fTe6aou9rcfUdXz7dhYEEEAAAQQQQAABBBA4W4Bw+WyXjbrV4ewvv/ySKpWfP3+egmWHtw8fPkwtsLe3t1No7GDZgbPv74DXobQf5wD6+Pg4vvvuu9Sqehnhsp/LYfI//vGPVEntgNmhtgNlV0i7YtoV0g6hXXVdVjpv1I7jzSKAAAIIIIAAAggggAACFxGYzfV9bqh21lrVGnii71ozBcm1mk7kVdVxV2tLYZ0rl72kmcuuZlb41lG43NLv62P9OUHhtL+TjTXLdqTK5ZEql1tqi11vqTU2CwKfI6Bj0MeTT1BIVcuasfxL9jp+zQ/jldpYjxUKN/V3iBudXjxQqPzdjW/j4e5XcWv3QXSavd89U1WV9+321uLvBjqOH8yKONHxPi/G8VLH/4GebqjbXipw7ilc7tY7MVUF/l1t79be/djS/GYWBBBAAAEEEEAAAQQQOFuAcPlsl4269eTkJAW4f//731NFssNbzzTe3d1Ns4w929hVyQ6RXdXs0Netqr16BrJvc+jswHdZs4/9XA6U/ZrcptvhtbfvNthluFxWSS+rFfdG7XTeLAIIIIAAAggggAACCGyegAM8tQueqWozy04U5ClcnuSaZDtLM5LrFc1UdrisELmt6s16qt5USbPbYjtcbnSj3epFM2tHTeGdl98qlxUuKxjsqoq5pedgQeBzBGZqhT0eHUdfs5ZfH7+Ip4NX8YvmLD+dqHW15iTXVGW8o8r5O2qH/bUC4G/u/c+472BZAXJNs8B/t+hk9Iqql13pvK1Q+q7Cac8EbyhcbuvOM81uflEM4kTzxp/ouerqhpYPjyLTSRd1tX/vqUW2K/ZZEEAAAQQQQAABBBBA4PcChMu/N9m4WxwMu7215xqPRqNUfXzz5s1Uifztt9+G5xtvbW2lltgOll3J7FDZj3NrbAfBrlZ+9OhRuo+rni+7OPD2/Gc/38uXL9PmyrnKDpddOd1sNpnjdVloHo8AAggggAACCCCAAAIbIzDX/OQU4ilUHqVwua9weRwzh876jtVQSNdRsNxTJahDZgfIjtd8Qq9/56rkjsLllqqX6zX/rqJOUhNVLmvmskK50XiQwuqZZtuyIHB+Ac381jHUHx7G65MX8VKtsF8OX6c5y0dqZ12rzGNbx9/t5lZqh31v+17c3vsqtjQn+ZOLTpDodHbixngU05HmKytc9tF5om0eax2q6v5EofPTXJPHVbns9tq7muG8u307tto7n9w8d0AAAQQQQAABBBBAYBMFCJc3ca+fes+eVexA2bONHeK6xbTbYTtc9uX9+2oHpWDZS6PRiDt37qT5xm5b7ZbY5WPdrtqBsG+/6OJ2amWLbbfndnjtxWG1A2WH2l7Ldti+pB32RbV5HAIIIIAAAggggAACCGycgDLkQm2wXWE8UJXoUK2sHQxP59PU+rqhYM0thrsKkD1beVG5LCW1FW6omtNVop3xtsYndVO16FzJ80RVyq5+dricKcArHFbreyULAucVmOnvEkMdk8/7r+Lx4eP49eRZPOu/jBOdAOGTF3ZUMf+gfSO+27ob3978Lu54PrKO0d8vOsDT8m7FcVUBc7e9HTd376Uq/HG9FkeqWB4quH6tVtzj+ThOZuOoFGrrrirmnYNf08kVfp6eZjA3Wx1t9d1tvnkiLhBAAAEEEEAAAQQQ2EgBwuWN3O2/vWnPTXZA7GDYqyuQXRF8+/btFCzv7e39dmddc9Dr1td+jENn/9HAj3Pb6uFwmMLhdx7wGT/48W6x7WDZl1mWpXbcZaWy22C3Wq30nH7d5eKAmZC51OASAQQQQAABBBBAAAEEEDhbwJXLE4W/o7wfA7UAHipg9rxkf6+rVvRd0C2xFdq5YrPj2clqhV0ubhXc6Wyr7fVI38t6UVO7YS9Th8tus61gOS/DZYXVLAicS0B58FQnJxxnxwqVn8f/Pfwlnqh6+cXoQCctqMW6jsE7nRvx6Naf4n8oWL6/8yBubt3RiQ9n/TnrwwFwUydE7FTuRlXH8URV9wNte6KTK5rjPPbr0+hr/vJBZRYNteLu7P8QNR/Te4dx/9Z3cevmQ/2t5LfPwuJ9Ocj+8POd671zJwQQQAABBBBAAAEErqnAWf9r/Jq+FV72RQRcKewQt1wdHjvAdajsucuuDn5/6fV6qbLZl14c9JaP9/ZcgeyQ+nMXVyo/efIkfv755xRWezt+DV79x44yRPbzlVXL5W2f+1zcHwEEEEAAAQQQQAABBBDYNAF/fypUrelwuT9SuKzK0Fwh2lwBcVWBW1NzlrutregqRG4rjCtbXycnVTU7VG6rerml1tnl71JbbG0zc2tsBXZjVUbTFnvTjqwLvN80/1vf83Wyw2B0Eq8Hr+Nx/0X85JbYg/0Y6SSGmiqO9+qduN+7nSqWv7/zFwXLt6KhWcpn/a3io69C26q3e7GrKuSJTrIY6cSK6eAoaqpc9qkQo1kWOs0iXqsCv334NGqjYUzUJruhEy56WzdSBfO72//930re/T0/IYAAAggggAACCCCwvgKEy+u7bz/4zsoqX7fEdhjssNbXvXiWsdtfO2T+2Jc1VxG7wrkMkR0EuyW2t+XVv/fzfGwbp1+gH+sKaFcsP378OG2jDLj9WrzNwWCQqqPL13r68VxHAAEEEEAAAQQQQAABBBD4lIAql6eTVGU8UNXmUEFaoXDZYXBdra9dudxR+2C3AvZs5VS5fCpDq+n3DpYdQjcq9agqpAsF0xMFdLlbY2stVAGaZjh/6qXw+40W8N8LMs3oHgwO45UqlZ8ePVUr7Fexn5+kdtUNVQrfUIv2e71bcV+Vyne2bseeguWW5idfpmC4ouN8S9u4rZbXRTaIuU6oHw1q0c9ex6TQ50HH8MG8iIZPuFCVc+/4ubq23UyV0p45rj9ybPR+480jgAACCCCAAAIIIGABwuUNPQ4c0JbVxg52HSq7Yvn90PhDPA6N3a7awa9XX3fAXG7TobNvO2+47McdHh7Gs2fPUrjsx7s194MHD1IVtYPnp0+fpnDZz1MG5B96fdyOAAIIIIAAAggggAACCCDwroAb+U5UWZypKnSoYG+kcNnzkmcO0hS6tdwWW8HbVndP3/O29Z2upUecCtN8MrIqmB38NXT/esqWFS5rZq2D5UxVqIXCayqX33Xnp98LuEX70fAwHqsF9a+vf4kfj56kOcuDaR4VtVy/2dpJM5a/2b4f3+1+FTe6N9LJD6cPx99v9Xy3NDVP/IbmL1dUzVxTJX7+uhEjVd/Pc30u9PeGoWqZn8/0uRgfR/v4aZq/PFcV8972nej1bkRNoTMLAggggAACCCCAAAKbLEC4vIF738FsWbXsUNfXHeY6WPbqyuVPLd6GH3M6kPZtZZttVzU7sPb6ocX3d7trVyV7ZrPD5f39/Xj9+nWa5+zQ+v79+2nG88uXL9PvvS2Hy179/CwIIIAAAggggAACCCCAAALnFPB3QQXJmaqVh5qPPPKMZIdqagdc0wnETc9VVqjc6e5GXe2x1Zf4dxv27NmGQrmG7t9QuFyo6nmqQDnXdryOZw6XHWOzIPBhgUInIrxW++sfX/0Q/3z1z3ii6wcTxbo6l2FbFcv3t+/Fn/e+UbD8MO7s3o9thcCVJf0NwC3gt7ZvR1PbrKn9e6Zq++HwIGbD43hZKeJIs5cPq/pUTEfRVlV1Z6bjWVXOM1Xo13RyRY9w+cM7lt8ggAACCCCAAAIIbIQA4fJG7Obfv0mHug6VXbXs62UlsoNlh7bnqTguW2iXjylDa2/zPNXFvo9bXR8dHYXDY4fKDpq9Pc9z3t3dTbOd3R7bIXgZepfzl/2u/DrL9ffvklsQQAABBBBAAAEEEEAAAQRKAUe+KVxWlfFQ1cuekTxVYOZzglNb7JrmKmuebWr/e0aw7O14Dm69UgudThzNeUXfJx1NTxUsqyJaIV0xp3K59ObybIGZ/hZxNDiIlycv44lmLD9VgHswPolC3+/baj2919qOu2qH/WDngdb7savrPiarOvaWtvhkCrV4v6H22Pf0Wvpbd2OSK9zWhyGb6bOho7qvz8f+7CC2prOo6u8mNX82ersKpXuq4Kd6eWn7gg0hgAACCCCAAAIIXDsBwuVrt8su/4IdAr+/OqB1WPw5QW1537I6uaxELsNf//yxxSG0Q+WffvoptcN25fL29nb89a9/TRXLf/7zn1NrbG/DFdKuhnar7bIFt0NwX3foXAbPH3s+focAAggggAACCCCAAAIIbLpACpcVBA8VMOeqHp2r0rihsLiloLjpVtdVzVJWZecHF3131OnI0XC4rMtCd5zNp6liOdN2C1VGzzyLmQWB9wRmOtZGqg4+6u/HM81Y/vXg13ieHcbBTO3Udez1dHLDXnMrvmrvxoPurbilOcs727ei296JSqP53taW86NPpri5c0cnuv856qpIrh4/ifHxsyhGOvl9mqmKuYjHOoFi4pMt+lvROtqJpqr3t9U6vqHAu/Kxz8pyXiJbQQABBBBAAAEEEEDgygl85BvjlXutvKAlCjgYfn/5VBj8/v3Ln08/rgycy9997NJVyp6x/Pe//z2ePHmSZjc/fPgwvv322/jqq6/i+++/f/vw8jkcKDvM9nr6ukPm95fyMWe91/fvy88IIIAAAggggAACCCCAwLoLeM7tREFwagPsFtYKg1V6rFC5Fm0Fxa5Grink01nHH6bQScQOl31fRXGRu3pZrbHH2m6u1W2yaYv9Yb5N/k2hduz7R8/iyYt/xuOjx/Fr/1m80uzvYV0nN+g7/a16L75u34iHHVUtq1p5V/ON3aK9olngq1r894KdrVtRV7Dd7e1FVW2yR/pc5KNjtelW6/jKJJ7r7w/5WKdTDF6qJXZHJ2JEzPVetjWDuaXHsCCAAAIIIIAAAgggsGkCv0/kNk1gA99vGQCXIa0vHcS64rhcy2D2YzynH+Pr3m65zfI5PvZ4h8uesezK5V9++SXNVv7uu+/i3r17qXK52+2mh/s1uXX2cDhMM51d8Vy28/Y2POd5NBrFjRs33nk6vwYWBBBAAAEEEEAAAQQQQACB3wQmCn8zV5CqhbXnI1dUldmuVaLjSmQFyylc/u3uZ15zc2Lft61QeqTLsaqVx9ru23CZyuUz3Tb9xmHej1eqCv51/8f49ehJvFAr7EGoel7Vv916J+60bsQ33dvxVe9O3OnejK3OTtRWGCyX+6Ou59jR2u5spc/EoSqrByf7mrGsudDzIvpq9V5oHnR7dBC71WZ0/PcPr5q/XFVr7QYzmEtKLhFAAAEEEEAAAQQ2RIBweUN29Ptv0yGwW0m71bSvO8Atg1rPQj7PUj7Gj/P8Zoe55TZdSfypcNdzlI+Pj+PVq1epgtnbcLB869atNGP56dOnaRu+nyucHUL7tn6/n16rK5f93J1OJ62+7vnM/tmvw++LBQEEEEAAAQQQQAABBBBAYCGQZi4r+M1UYTzSOlYDa5+T21JI3KnU02XtEyfp+hReB9B+TEsttD2rOdeNeQqXZ2qT7fpoFgROCehvDCMFywfHL+NF/1U8Ucvp5/lxnKgyWIXv0W22Yq/R1Zzl23F/92Hc85zlrZuL2d+nNrPqq01VJd9UFfPDvYeqVB4q2G7FTIFyMVEErhnlB3qxT3QShv+QNnU7bFU519Uae6eyp6C5seqXx/YRQAABBBBAAAEEELgyAoTLV2ZXfLkX4tDX4W+7rTNztfq6A2VX/5aB7adejYNbP8ZVw64odiWxb/NsZG+zDK0/tB0HwX4+r4PBIA4ODtJ2vA1XKXv2sgNiV0R72ycnJ+k+DqP9nA6ifd+tra0UNvt2B9DffPNNfP3116kK2r9nQQABBBBAAAEEEEAAAQQQKAUq4VOJM8W/QwXLDoJTBbJC4o5WB8ZVtbz+1JLC5apaaesxDV3OZ5q9rId5u96mIutPbYLfb4jAZDyKbHAYrgZ+fvg4ngz244mqgPdVEexW6m0FtrvzWtxvaNby7v14cPv7uL1zVyeN7+hvFV8+sN3SfOevbz+KpiqZe2rLHfs/RHHwSxwqDO/r7xCPfWK+jvFM4XJNwXJHgXRTZ1O02r2ouoJZnwcWBBBAAAEEEEAAAQTWXYBwed338AfeX1lZ7CD4dIjr4LasRP7AQ9PNDpYd+pb3988Opk8H1mc93mGxVz+HV1c/OwT2bQ6Qf/zxxzg8PEyvqax89n3K5/Klg2U/n3/f6/VSlXMZUns7Ozs7cfv27bOentsQQAABBBBAAAEEEEAAgY0V8PelQtFvrjVzuFytKNxTe+taI7qaOetK5E9XLutkZVUrN3VfP66hdT4bp3B5XFmEy1NVMbMgYIEs08nkR8/j5eGTeKaW2M+Gr+PVLI++zgVvKYhVhBz3ap34qr0X93fcyezr2O7d/MPwWgqM7914qJbcuzp5Xn9vUGvsk+FhTPKBwmWN9op+jPS5meq439J9d+s6uV6vdluBc0t/26gRLv9h+44nRgABBBBAAAEEEPhyAoTLX876yjxTGdo6DHalsVdXGvtnLw5wXU3sSwfPZy1uTe121WU47Pt5G+V61mPK2/wHDS8OuB0EP3jwIFUfOyD2dvx6ytfo+zlI9uoQulzL5/X9vPq1l787/Vg/ngUBBBBAAAEEEEAAAQQQQEDf9SZ5FFOdJOyW2AqCZ+5qVW1Ep97SzFt9L1RgrG9dH6dSUXKqXFa41lYg3dRlZVqLqW531XKh+cuT6STmPiH4zXfMj2+Q334xgfRd3N/HT1WW6xhY1VIUWfSz43jpVtjHz+NZ/0W8zo5iqOPQpx90Na/4TmM7HmrO8gMFyze3bqdQd1Wv5zzbraSAuKUZzK0YT8fx4ORlHPRfxlTBcqh6+Uizyk/UInt/dBjP1Mp7t6a/X+jfVKHynh7T/QIzos/zPrgPAggggAACCCCAAAKrFCBcXqXuNdh22ca6nFvsYNbVyG5T/fLly9Re2iHw6cWVxZ6T7IDZi6uV/Xhfvh8Mn36cr3v7DoHLYPnRo0epatntrP285e98X193EO0KZ7fK9mty+2uH2g6+/Xu3z/7qq6/iu+++Sy2xHz58GLu7u2+Dcm+HBQEEEEAAAQQQQAABBBDYaAHniQ6VVX2ZK/ArFJC5PbZb+LryuKPqS68thcU1fc/62OIo0tWZDpVbDqT9GLUInmmLE1dGa9vjSaYZtZkqOXvv5Jgf2y6/+wIC6gqmL9mLfaLqc31BX92T6gSDfKTxVsODeDx4FT8OXsTT4X4cKlyeqdLdJzTc6ezFt7vfxJ/2vo77qhbeVcVy9QpV/vZaW5oB/SDNW267/bUqr+eDl3FUDOM4O4nHledRledQx3zRUIv4zpb+LrJ1pd7D6nYwW0YAAQQQQAABBBDYZIF3U8NNltjQ9+5KYQfDriB2KOvQ1mGuw+OnT5+mkPbevXtvddy62rONnz9/nqqbXTHsgNeP73a7qXL57Z0/cMUBs5/3xo0b6fL+/ftp9rKrkb04NPZ9ylDbM52fPHkSP/30U3pNDrX9Gv3ce3t74YD6r3/9a5q17PfggLuswv7AS+BmBBBAAAEEEEAAAQQQQGAjBOaqJNZsIX2HGupE3ZPIdVko+NOY5BQKNxXyeW6sKy5bCoyrDh0/urgttrpgKVRuO1zWWpvqTwsK2aauXJ74O+UoBdme4Ryem+vAepVB5kdfL79MAqokn6n6dq7v3d4VKcR1kJvWT+3zzzTUc00ULA/UTnpfM5Z/Gb2KH0av4yA7jEzHX1OVvjc0Y/lB7058f/cv8ejOn2JPwXJTbaav0tJoNOOuKqrdLn5bbbJr+oxkc32WjseR6eSJZ7NXkct0MJsoWN6OG9t3Y0/Hf7XJ3OWrtB95LQgggAACCCCAAALLFyBcXr7ptdqiQ1iHwjdv3kxVyg5yHey6Svjx48cp6PV9HNq6stjBsm93uOyft7a2Uph7586dFDC7LfbpxfORvb1y9e983dssq6X92I8tDp0dYLuK2aurmP3c3oZft6uVv//++3BIzYIAAggggAACCCCAAAIIIPCbwFzzjyeqJM6yfgwVLjvcc3WxT+1tKDRrqmK5q1Cvqxa/KSh2IPyRxbWuqXI5hdIKpNUKuD5xa2yFl3quQq2EHWC7SnqssLqu+bSVquNEli8t4O/P/j490T4ZjxfV5DMFofpWrky5lvZjVceAK8+9OnCu6OQCf2f3fT60vP+bxff9ReexiVuv6zgbDhQsq6X0C4XLz9VC+tVYt03zcBPpHR1zd1oakbV1J+7vfRV3VbVc1ckKV22p6/jd6e6lKutGvRkDtcN+qZnRJ6Njfaby9PPYJ8nrBIp7CtL7eV8n7GvclyxTaJ+g3te6au+S14MAAggggAACCCCAwOcLEC5/vtnaPcIBsQNaVwQ7VPaXT1cue+6yLx0mO9x1tbBbZXv1fT0H+e7duymcfvToUbpehsuvX79OVcYOq90u2+G0t+GqYlctez3v4kpmP86VzIsvuT4pfjG32T/79vJ5T2/z9H1O3851BBBAAAEEEEAAAQQQQGBTBPz9zi2qHSwPFYqNsoGqi1XBKgAHii3Nve2qla/XliozHRx/dPF3MAWSbontVsFtBYUO4SozzdHV9zTPdc4ULI8UZruyuaLgre7q5Y+ElR99Pn55IQHPO85zVatrX/QV9h+P+3Hi0F/t0X1igb9nO0wuV+93zxv2vxQWp2f1NGHvuTffv3Vt8fPiJZXX06Ncna79P9Gx5Sp5H28HClx/OX4ar9Qae6jQ1c9xs7Ub33Rvxdc7D+IrtZzeU3h7FYPlxdvXe6pXdRKGOrbphIxb3ZvxQK/dnyP94SReKjD39Oi+QvMT+Q50u3/XUEBf1+dKpc6yXFjxXwQQQAABBBBAAAEE1kmAcHmd9uYF34tD3++//z4Fvm6FXVYmuwV2WdnscNdhsgNnVw37Z1ccf/3112nm8bfffhsPHjxI2/B9/vu//zv+9re/pbDa7a+9fc9Vdsjc6/XSdv1l9ryLg20/b3np63495W1u5/3+UgbR79/OzwgggAACCCCAAAIIIIDApgjM5tNUterQqz88ipGqKx0AOgisK1xuKwTrtbfT6uupXfJHcJyVpVBaQXRHFc9+TCNXZfLElatTVW6W4fJxarXtkK3WnBOyfcR02b/yidYOlo+OX8TByQuFu4fxLD+KF+NBnCgIVVN0R8jaJ2+CZIfKvv7mn7+pez8vLlXlfOrn364vgmY/ymutsvh5qjbsYwXYI1XLDxRwv1TV8mF2rCx2Gnut7XioQPl/3tDfB3a/int7D3UMaS73VV/k09DxvtvZiYeqtp6p7bui+CiGldifjtL88szvV/Ok+4MDhcvq1CbPVMGcJK/6G+T1IYAAAggggAACCCDweQKEy5/ntZb3dlvsr776KlUgu8rY1cYOmPf399N1h7QOmX3Gu1dXCt++fTuFxQ6X//KXv6SW1J5/7GU0GqW22f/4xz9SlbNnNvs5HDJ7+w6mvZ3zhssOjr2WlciLM6z15Vdf8PzavC2332ZBAAEEEEAAAQQQQAABBBB4V8Dfl8YKvlxJ6spKV7IWCv+8OCRuuyW2wmWvrmL2bR9bHCGmyuUyXFb1slsGV8cOl9UW+03l8lCVy72WqqH1XK2PbZDfrUBgrmr1URyfvIqX+7/E48HL+Enzjn+d9ONQ+2ei/eQwuKYA1DXJDpL9X1+6SrmiG1OI/ObS18vVde2LGHpxmYJl3eaw1Y+f6fGui899LGgd6fncKr2javeb7d34WqHyo9t/0uWD2OruqqN0W4+6+ktVVchbOp7vqnp57hbjCstfz8ZxnOvvJHrjud7n4jN2qIp+dV5rdaI+73JSxdXftbxCBBBAAAEEEEAAgQsIfPxb4wU2yEOun4BbVLt62QGyQ1y3tHaw7MDW7a/9x4hycZhbVi27Utlzjl3B7IrkcvF93Kba7bZdWexLh8oOpf0c5w2VT2/Pz+nncBtuz2p2BbO35dt2dnY+q812uV0uEUAAAQQQQAABBBBAAIF1F/Ac5LGqiYeqWh2oanmkqktXLvvk3UXlcjd6qsj02lLQXFMI+NFF3/fcBttBdEettNt5N4XLroL1PF+33PZc55GeL1fl6lS3lScKf3S7/HJpAg6Mi0mh/e3W1K/jdX8/Xo+P4mCi9thq7+wQuKXq2uab+dpzhcGLfeRgWY/W//kyhc26/K1aubztTfj8JlAug+dFuBwpXC70w1zHhCuit2ut2FEw+6B3O+5t3Y3b23dib+uWKtrVOvozOpotDegCG0onYigI32nvxLgziB21wW7n7agUtZjKaKzjfqRqcZ9UsaX7dNMJHN4TLAgggAACCCCAAAIIrJ/AJ741rt8b5h39XqCsTHYAfPPmzfjTn/6UAuRHjx5FlmW/C5fLMLoMl93m2tsoFwfBrmh2KO0W2Q6uHUK7ctkVzH785wTM3ra34erqMrB28O1t+DXfunUrBc7l83OJAAIIIIAAAggggAACCCCwEHA1cWpTrFB5qNA3U0XrxMGXEkEHya2WwmVVkHa1+nrlHJXLNc1Qbrd60VUg3c63FC5rtrK+n82mCtlUpernyBS0uWJ6OnWXKUK2L308Fgr1hwr3T9LMZQf9uXbDLNTAPNoKlfcU+HYr9RQcT3W7Vx8rDpq9v9Ll25990+J2Xy7u43ek29LtizC6/I3bo/svBK5o31KAfB3l6+UAAEAASURBVLOzF3e3bqsltlphK1je6ujkdgfLOmH8uiypYl8nVbgNfEdV/p2stzju00kV6ramcDn3ca/PmU/m8HH/hua6vEVeJwIIIIAAAggggAAC5xYgXD431frf0ZXA5fxlh8GuYnZA/P5Z5g51fd+yxbXD4tOLK4u/++67VGXsuci+rwNnVzO7etmPPx1Gn37sWdd9f78ub8OVy6dfk7ft5/e2WRBAAAEEEEAAAQQQQAABBN4VmCnhcrjsoHFYDFP73omCr4oCxrJyudNVpaVW9fJ998Fn/aTU0JXLbQXRHQVqDpkbagPsClWHkxNVzLpieaSgzYHmxJXLZ22H21YnoH0+UcA7VNDfd0t07SdXsDe1j5rVRtyoteNeo5cCZrezdptsh9G+j1f/DaC87uNncV3RsX/vaNm3vbl0oOz7lL9zFW9j7m3No11vx223wt6+H1+pDfZdrXd6N1OF/HUKlr2j/D6rOhnDM8Rb7V40dfzX3Q5eJ8Pbz58pH+8+9sdqke3Z0yl8X91eZssIIIAAAggggAACCPxhAoTLfxj91Xtih7gOab06zL3o4sDXFcZel7E4iHaA/H6IvYxtsw0EEEAAAQQQQAABBBBAYJ0FHAwWaoU8csj4JvhSiXHU5ou2yE0FZC3PvT1PsCwoV3BWFC43NGu53dI8ZbXSbtQWIVsKlxVkO2TL9Fy5Qs1FyLbOwlfzvTnwzFK4nMdIl1MFvg1VpbcULt9s9uJ+52bcaW5rfnZVJwBMdQLCJFUvpyBZ0XEZKPvkblc1p5A53b4Ilhf3WwTLi9/5+uJ+DqodxnZ0XN1VK2zPV36w8yBubKlqWS2jfTLC9Vs0o1p+zWY7WhOFyzru6+m490kVc1UqF6li2ce9W2T7uOekiuu3l3nFCCCAAAIIIIAAAucTIFw+nxP3uiYC/lL3OVXR1+Rt8TIRQAABBBBAAAEEEEAAgQsJOOQbK+xzwDhSRaVn8VZV1dpS8qV6Y1Wy1hSavduN6qNP5JFIOqG4UmlHU4FaUwGiQ0tXwFYULrpSOdfzZFrdInuq51L69tFN8sslC6hC2dHmyNXLOrEg0zrTde/rLYfLalP94MbDeKCwt6mAdBEuL6qby6rkRTXym8BY20o/n77Udd/X/2bavWUlsy/Lql1v+4Zap9/p3oobqljuKVg+11zvJXMsY3NpEJg+Jw6V2wriPXO8ofbwPtlirgBe08bTcZ8ql33cp8rlZTwz20AAAQQQQAABBBBA4OoJEC5fvX3CK7qEAMHyJfB4KAIIIIAAAggggAACCKydgEPBsYIuh8uuZJ0q/K3rtqYCwbaCsYYCZg0u+vz3Xa1E3cGyKp7rahecwmWljDNVyKa5yylcLvR8jhtZvqSA8383Zc4V9g91baxLzZeK9rwSOwp8b3VvxL2b38ZDrR1VoE+0z3zSgSuPF/vKkbHPCfjtJ19d3Hrq8r3b0r3TbYvt1NR6vaXK+I7aY7dVrexKX8/r1pkJX5JjOc/l1+y12orWrJvCZbeHd1tsz7J2W2xXLPvEikInXbjam5MqlkPPVhBAAAEEEEAAAQSungDh8tXbJ7wiBBBAAAEEEEAAAQQQQAABBJYi4JivUNXqyNXLWl1RWddtbUXKHa2L2suLhX2eOeuAraGKWG+nqgRypu17xrOD7FwVs27PzPJlBdzK2jOXc9UTZ/IvtL+b2sVthb3bOhlgTxXEN3fuxK2bD9Os7PLVpfA4JcTlLUu61HO7wnddlsabkyoansHsd+bjvjypQse9j39X7K+Ccl0MeR8IIIAAAggggAAC11uAcPl67z9ePQIIIIAAAggggAACCCCAAAIfFHDA5cpVt0j26mm4DbVN7igYc9jY0HrhDlDKC2ua2evtNRWyNfxkCjYX4bJm0KY5vg7ZiNk+uINW8IuJKmjHqkTO3aJc9hPtp05F+1snAvRqregqHG2rYrmq/XZ6SQHw+mTAp9/aUq9X3ErewbI/PzruawqX3RrbFct5GS7rZxYEEEAAAQQQQAABBNZV4N1vEuv6LnlfCCCAAAIIIIAAAggggAACCGyggCOusQLGkatYtU4VHtYVjrUdLmv+bl0B42WqSt0Ou6kK6Fa6VIWqK2VVvew5v7mqOVN74A10/8PeslqTF0WmcDlXuKwqcu3vmWZke66221N7bWnf88egy+0ht8N2sHz6pIpCYX7mgNkdAvQ54KSKyxnzaAQQQAABBBBAAIGrK0Dl8tXdN7wyBBBAAAEEEEAAAQQQQAABBC4l4JBL03RTsJwpaHSlcV2hckfzbx0up8rlSzyDC10dsrnNdkvrWEXKqSWzAjbPep66qvMS2+eh5xSQc8h7VuSR5YPIHTBrH7hqee625ZoV3Gl2UtVyU/u9wk45J+zZd3M47+PeJ1W4Yn9xUoUqxd8e91Quny3HrQgggAACCCCAAALrIMDJquuwF3kPCCCAAAIIIIAAAggggAACCLwv4GBZFaxuUz1WwOygMRQ0NuuuYlXYqJnJnpd84bbY2pwrl90W2y22m6kKOjTj2bN+VTXrSmmi5ff3ykp+nst8qnbYDpZHWV+XQ+33cQr3vc8bDbXDbnaj1+ypJXYrnWRA7H/xXeF6/4aql1253NRlKNyfKNxP4bKOfY77i9vySAQQQAABBBBAAIGrL0C4fPX3Ea8QAQQQQAABBBBAAAEEEEAAgfMLvKliHWeqYFXImCtgduA7UwhWrakdtoLlnmbuOmBupBbJTp0vtrg9cFPBslst+7KigLlQoJwrWM71Oqba7GXC64u9qs171Ez7d6xq5eHoJAaDgxhmJ+nEAgfIng/sGcvd1lb0Wtvpum+7+F7fPN/333EKl12tn+Yu+ydX7PuYn+qz5op9t8VmQQABBBBAAAEEEEBgPQUIl9dzv/KuEEAAAQQQQAABBBBAAAEENlRgPtXMV4XK2eg4MoWMDh2nqqqcKwiua/Zuq9FWe2SFy7ps6OfLhL+LCk6FbA6XHVgqXJ7I3cGy23F7xjMh2+oPRFcuez8PRkdxMjxUuHycfg7dXtcJBd7nDpa32gqXVcHs21guLuA/pnleucPlsmJ/ouN97Ip9mVO5fHFbHokAAggggAACCCBw9QUIl6/+PuIVIoAAAggggAACCCCAAAIIIHBugannvo5Hao98kloke/6uW/aGwrC6Zi13FCz3Wr102bxsuKzA2tXPnt/sWb41tWCe6raxQuWxYmU/73zG/Nlz77wL3nGuMD9VLmuf9xUwD9Uauyi0B3S794kD5V5nJ62+XtO+0gFxwWfjYa7Ydzv4Rbhci2p5UoWO+XRShS5tz4IAAggggAACCCCAwDoKEC6v417lPSGAAAIIIIAAAggggAACCGyswFQzlj1zd6DK5aHWXEGzK5dVVhx1zVnuKFjuqUVyV5cN/Vy5RMjoUK2p8LLlimitbrc8r7p6WSGbqjgnCronmgXMslqB1BZbzkPNXO77pILxYNEWW1W0qS22w+Xubmx1b0SnvaXjwOEyy0UF/JnxvPJUsa8q8IqP+TcnVPikCreDZ0EAAQQQQAABBBBAYF0FCJfXdc/yvhBAAAEEEEAAAQQQQAABBDZQQNXCaovtcLGvYHmg9sjZeKhweZLaXzfLcFlVrB0FzE3NXXZAfNElVXCqCrat7XqWc63+JlxWkO05z4UCz0KV0zElbruo8Xke5yrZYqpwWft6kPcVMg9jrJ/LyuVWy+HyXvR6e9HWfnd7dJaLCywqlxcnVaTq/7cV+65cVris/eF/LAgggAACCCCAAAIIrKPAxb9BrqMG7wkBBBBAAAEEEEAAAQQQQACBay7gINmBsoPlgdojuy32TJXLaT6yAmBXLnfbi3C5oZ89J/mii4Pphio3HSy3Gi1dVyW0graZqjhdtexWzbmCzqmqp1XCrAHMtMi+qPXHHpdmLqtifVSMYqATCzJdTl0xrpCzrmryllqhe593dVJBVUGzzgL42Ob43ScEyuO+pQpwh8s1ec5UvVzocYtweZo+c5/YDL9GAAEEEEAAAQQQQOBaClz8G+S1fLu8aAQQQAABBBBAAAEEEEAAAQTWW2CqymUHym6R7NUBr2+reE5sqlzeSi2Su53taCgQrlQvPns3tcVWoNxutNOa2mw7XFbVpiuo/ToyvYZcYfdskjOHdkWHniP7Qt7Difa7A31bq1q8rnC5qRMA3LK8qX1da7YZtbyEfbCo2Fdor2O/VZOrqvfdDn6qj1KhEzlcse/PncN9FgQQQAABBBBAAAEE1k2AcHnd9ijvBwEEEEAAAQQQQAABBBBAYGMFnGVNNevY4aJbJI+05kWeqijTnFhXLre3U4vkjqpYGwqFL9cWW5XLbomtylivbrNdU7jsZaJKWofKo/xEAXM/xnpNrqBmWb5Aaos9Vzt0t8aWs1tkV2TdUuqs0wfSXOy6q5V1ggHL5QVS5bICZQfLLR3/DYX31UotNcJ25wCfVJFng5iqal8l5ITMlydnCwgggAACCCCAAAJXSIBw+QrtDF4KAggggAACCCCAAAIIIIAAApcVmCpUzFU5OVQr6pFCLldRznWb22I3XWWsmbudzm7UdRlq66vS5Qs/ZVVBsgPldrOb1kW4rBBTIbfDZbfnHmYnWvt6Ha5cpi32hbE/8kDP9x3PZjGaFTGcac61As6qrB0sd7Tnm1ovcxLBR556I3+VwmUFym1Vg7fqbX0GJKzPguuUXbE/1mfPJ1Tkqtp3e3KO+408THjTCCCAAAIIIIDA2gpc/Bvk2pLwxhBAAAEEEEAAAQQQQAABBBC4vgIThYqZKldHapHs1SFvRcFjI4XL9dQeudXshNLGS7/JMlzuKFz2mlovp8rluVpxu3JZAbdCtkxzgB0uzwiXL21+1gYcLheqWB8pVPZaaH9XlXSqLl3hsk4AUFVt7RInEZz1nJt8WwqXdWJGq+6K/XaaNV5W7LtyeayZ16kdvCqXJz6pQvuDBQEEEEAAAQQQQACBdREgXF6XPcn7QAABBBBAAAEEEEAAAQQQQEB58VQBbq5gd6CKyUzrTJWUDfXLbs8rqmRVG2uFvw6Fl7HUFFo6UG63t9LaVNBWc/tlLZM3IdtIAZtD5mJSMHN5GehnbGOmEwekGyNNux4qZPZ1h8mdaj2tTe9zWmKfIXexm6qar5y6AGiGdVsnajQabyqX31Ts5+PFrHFX7rtzACdVXMyZRyGAAAIIIIAAAghcTQHC5au5X3hVCCCAAAIIIIAAAggggAACCFxIwOFylipYx5GrTbJbYjdTFesiXK4riKwsKWh0SO25zZ1WL61NBW2L9sCuXPbs2TwFy55B6wpq2gNfaJd+8kGpLbbDZe37oS4nOsmgrn3T0VxgB8wNBc2Xr1P/5MvYmDt4vnLjbTv407PGF8e9K5dHaontmeMT2mJvzHHBG0UAAQQQQAABBDZFYHE68aa8W94nAggggAACCCCAAAIIIIAAAussoBB5qirlXNWrQwXMuVYlupq5W4muqpZbChmX2R45tcVWuNxu96I97v3WFtuvw7Nn1RI4c4tgVXIWCpdnei0syxdIVeLzSWSqXM4rcwX8rlBvRFezgLuas92s1LX3iZeXJb84qULzy0/NGvdtXtJxr5MpMlXsl5XLc477ZdGzHQQQQAABBBBAAIErIEC4fAV2Ai8BAQQQQAABBBBAAAEEEEAAgaUIuC22KldzVbCOFDD7Ut2wFS4uWiS3VXG53MrlalTVFrs1V7is6uVmXW2xU8imCk63xVa4PFLQlr+Z/UzItpS9/O5GFNqP85Hm/OYxVpX6VL9Nob9C5a72h9emWpXTFvtdtsv8lHzl6mO+3drSSRU+7uv65Klq3Cd1uGK/UDv4NxX7tMW+jDaPRQABBBBAAAEEELhqAoTLV22P8HoQQAABBBBAAAEEEEAAAQQQuIRACpdVwer5u65ibagFdjPN3m1ES8HvMiuXw0Gy1rYC7FazpxbZLW2/FhVVak6nU4XLmvvsKk5dFgrdaIt9iR37/kMVJIeqwzO1Xx5lJwoyRynYnGl/12qNaCvw7DU60dFlSz9XdIIBy3IEfAKFW8C329vRGffT9beVy29OqnC1/iJc9nFPxf5y5NkKAggggAACCCCAwFUQIFy+CnuB14AAAggggAACCCCAAAIIIIDAEgRcITnRmitYdovkwlXLDn9VxdqpO1xuKPzVjc66dLGspaL5s82mK2SbUVeIWdX2Pet5PClSsJyrgrlQEKo66mU95cZvZybfiVovD0fHMRodqQXzIlxWihx1VSq3FSz3VFnbU+tm75cq4fLSjpnFzGVXLk+ipcplzx2v6gQOH96Lin3NO1e1vqvJ06xxHfksCCCAAAIIIIAAAgisiwDh8rrsSd4HAggggAACCCCAAAIIIIDAxgsUbo2sKuGxqyeVdE0VKNZqmrXs2btu46sKVlcWLzNYLtHr2nZDAVtDz1l3hjxT0F0pIp+qelmtmydq000FZ6l1+UvP9s0VKDtcHoxUuayg2S2Z5ylcVuWyKmt7Cj67qihvKvwnXL68+dstaKZ1RZ+p5ryTqpYbtVbUfZs+czMd98XUs8bVGtsnVaSKfU6qeGvHFQQQQAABBBBAAIFrL0C4fO13IW8AAQQQQAABBBBAAAEEEEBgowVSy12FVxO1SM76qmAdxlhhrttjq5xSga+qllVZ6XDZIXPdraxXsDi8rCvYbCpia2r7M7fGVrCWKVzOZ4VCNr8iQrZl0Sdb7etBCpePYqTrEwXOXuqet9zuxVZnN3qd7Wi5spbK5WXR6+QMlf3XVCE+V7W+gvuGugK43bzbwbtiv0gV+2oHr2Pfgb8/CywIIIAAAggggAACCKyLAOHyuuxJ3gcCCCCAAAIIIIAAAggggMBGCrgaeO5qZVWujhQ0egZvoZ/dgrqiILmh8Kvb6KqCtRttXfe82CV2xH5rrvHOUdeWFWNGe16JPIXLUwXLqrDVWqhymebAb7kufWWqENMnEvS1z71mrlzWSQUVh/s6iaCjquWtrsLl9k5qWV7ViQYsSxao16KeTtio69hXlwB9BlK47Gp9fQZdtZ8qlzmpYsnwbA4BBBBAAAEEEEDgjxQgXP4j9XluBBBAAAEEEEAAAQQQQAABBC4poEa8KUzO8n5qkZxlg9Qa29WSVQXJrqzsKFjuqT1yW9XLdc+GXcHiwNrhsqb7hpowh2toPQPawXI2n6RZ0LTFXh68K5fzIotBdqJVFevFKGaqXHaBciOFy5q33NmJTmcrmmkm8Goq1pf3jq7nlmqab+1uAA23I3eBstvB65+D5dzt4F2xT+Xy9dy5vGoEEEAAAQQQQACBMwU4bfVMFm5EAAEEEEAAAQQQQAABBBBA4HoIOLiaaLbrSAGj5++OFDIX+tmVyylcdkvsVk9tkreipZC5lsLl5dcuVxyuOVhWutnSXGcHzVO9tlwVy141DZj6zSUeUq5c9kzf4XiQ1lzhsgNnV5A3NP+67X2utthdVy43OurkzJ+Alsj/dlNuN+454z6pwu3gazqhIu0bh/9uB6+f/VlkQQABBBBAAAEEEEBgXQT4ZrEue5L3gQACCCCAAAIIIIAAAgggsJECDpeLYhEuD4YKlxUy++e5Qi2Hy563221vp/bIbYXLdVVarmJJlcsKmB0st/S8nkE7042OuXO9lkKvU92yWZYkkKrCHS4rVB56zrb2uSuX/YeeMlzuqHK5pZnLFR0DFdpiL0n+3c34kHZN+GLWeCW1xva+GWtf5DoBYKLrOvRZEEAAAQQQQAABBBBYGwHC5bXZlbwRBBBAAAEEEEAAAQQQQACBTRRwiFyoBe9Is5YH2W+Vyw6dPV+51exER+FyVyFju6XKZVW1rmJZhMsOluvR1upWwTNVL49Vtel1op/cqptlOQJTtV922+WhWmMPJ1k6BpQuq2Jc4XK1oZMKOtFu99SrXPW0KdQn2V+O/LtbSce9gFPFvqJ9B80pXFa1/rgMl6lcfheNnxBAAAEEEEAAAQSutQDh8rXefbx4BBBAAAEEEEAAAQQQQACBTRdIlcuTIkaqXh2oJbYvi4niXIWPKVwuK5fVItnhcl3hsgqMl75UFLDVVa3ccrCp5/Bs57mqZQs9l8Pl1B5YYRvLcgSmrghX2+XBVFXrqmCeKGiuzebRUnm4q8eb3gcrOpFgOe9gPbaS2sHrA5Vmjcu9poDZ7eDHDpfdDt6Vy+vxVnkXCCCAAAIIIIAAAggkAcJlDgQEEEAAAQQQQAABBBBAAAEErrGAJxkXChYzt0dW9fJoPFqEywq1ag4ZVbnc7e5Er+tweStqdVcuLz9dTiGbK6UVaLZqzRRszvXzRMHbIlxW0KY5tCRtyznYXAWeyXOoqvVM60zBfUMpZkfhZlurZ14zZ3k51h/byqJyWfOWdaw3HS7reJ/pAdojqSU8s8Y/psfvEEAAAQQQQAABBK6jAOHyddxrvGYEEEAAAQQQQAABBBBAAAEE3gikymVVsI7UGtnzdzO1SXYVa0VVrA6XW/VFW2zP341mO0Ih2CqWFLK9CZfb9Zbm/moKba0WU4VtDtgKtwhWhfVcVbYslxeYyjRXZexQAfNIq8Nmz/1V4/MUMDtcZlm9gJU9X9zBslvCu1uAZ437hAoHzITLq98HPAMCCCCAAAIIIIDAlxUgXP6y3jwbAggggAACCCCAAAIIIIAAAksVSJXLCm7dGtmzd3NdzhQ21hw2OvRSpXJTrbGrjdZSn/f9jS0ql+sKs5vhcLmpy6rCtpnDZc+FVqvuscLv8TiLUMisvt3vb4KfP0NgKr/c+30+Uci8aL3sub8dmbcVcLpFOfHyZ4Be+K5lO3gd+7KvK2Sev6nWd8DsY98zmFkQQAABBBBAAAEEEFgXAcLlddmTvA8EEEAAAQQQQAABBBBAAIGNFFCGrHnGChlVrTxUsDxWi+SKQsemNFqKFx0w11dUrXwa3DOXGwrXWvV2dBodXbaiVqurA3clpno940KzgTPNhM5OYqLW3fOpWmSzXFjAc311GkFIMvKKDgI5N+Xf1czrti4b2u+raH9+4Re8pg8Ue/p8NctZ4zrmPWvc7eBVp6/K5ZlmMDNrfE13P28LAQQQQAABBBDYSAHC5Y3c7bxpBBBAAAEEEEAAAQQQQACBdRFIlcsOl9Uae6i1UCVrVcFj2/N3FTCqflj/Vl/DmiqXFay1VSHdUaW0Lx02+7k9D9hVyw6Wh9lx5ONhTAmXL3wIzmdqt6x97rbLWQqXtX9l76rxntaO5l67gnb1e/3Cb2FtHuiTKmzdeuNfl73OqohJ1eGyTvzQvkrHui5ZEEAAAQQQQAABBBBYBwHC5XXYi7wHBBBAAAEEEEAAAQQQQACBjRVQhpxa72YKlT171214a7qxrWC5o2jXc3i/xJf/iiukFay1VbXcaXajpYC5oZ8dOrtNd6FZ0IvK5b7C5ZGqmalcvuhBW7hCXW3G3Rbb1ctTBZnVFG62outgX/Ou66qeZVm9QAqX06xxtYOXe0Nt6EMnVXjWeKF9U/jY176aatV5ACwIIIAAAggggAACCFx7Ab5pXPtdyBtAAAEEEEAAAQQQQAABBBDYZIFF5fI8MoXKimxVuTyPqoKtdsWzd+tqi11LP6/aKLXFVpjcanai3eqlS4fNvn2mqs2xwuUsH8YoH6TrbpVN2vYZe8X9z2U218xqV4BndlTI7LbL8zfBvoPlnsN9Xda173UYsKxY4LdZ4y2dWNGOZk3t4N2GPp1U4VnjearUz7W/Qte9D1kQQAABBBBAAAEEELjOAoTL13nv8doRQAABBBBAAAEEEEAAAQQ2XsDFkJ7tOlLI6Pm7hTskK9zqaAZs1+GyrjvgXfWSQja1ZG41e9Fpb6lyuatOzZr87JDNLZxVuZmpHbYDZs9fXoTLq35V67N9n0Qw8dzq0XEM+gcxHB6lCvDZTCcTqEq5qRnXrhjv2V9zr92SnJnLq9///mzV/DmTf7u+mDX+9qQKHfeu2M80a9zrWBX7M9rBr36n8AwIIIAAAggggAACKxUgXF4pLxtHAAEEEEAAAQQQQAABBBBAYLUCDmkLhVi5wkfP3526ilXBckctejtVtel15fIXCZf1vAqT262uVoXLukwhW6rg1GtU1WamucsOmF1x6znMLOcXmKty2YbD0Un0B69joHDZYeVc+77qtsyuWlaw3GttR1shcxlwnv8ZuOdFBMpZ4y0F+m4J31LI7GDfp3P4GE/hct5P1ebeX7SDv4gyj0EAAQQQQAABBBC4SgKEy1dpb/BaEEAAAQQQQAABBBBAAAEEEPgcgTeB43haxFgh48SJloJGzzruuJJVa0vX3SZ71cuiclnPp5bYnfa2Kpi7af5s2Rbbc2czhWsOmF3FTOXyZ+4R7euJ3EYKKvujoxiqNfZ4kqkqfKb9uwiXu3Lf6uxEV/ugoaD/C+z2z3wT63f3RbisdvAK99tqCd/UZc3t4N+cVOEqfVfrpzbmqmLmpIr1OwZ4RwgggAACCCCAwKYJuEcSCwIIIIAAAggggAACCCCAAAIIXCeBN/N3JwprR2q3myuwLWaevhsKlh00tqKroKurSspmCpdXf255xRXTDjQdLk/Hae5yXdXTDjhTBaeC0Vxh6Mjhsn7vVtl+GwSg5zvw0mztSZFCyoGql4cKmfPUXnyWTiZoan/3Orux3bsRDpkdLtMW+3y2l7mXT55wlXir2U4nVDhkrtc873oxazxV7LsdvCv2tb/aVOxfhpvHIoAAAggggAACCFwBAcLlK7ATeAkIIIAAAggggAACCCCAAAIIfI7AzEHyOEvVq57Bmyu4mmiW61yBlqsm3aK3q8rhTgqXm6psXX24nFJihWqeP9uZFQraOm9bMztILlRdnXn+rFo7O1yezhSFr76g+nNYr/R9HcRPZDjSvh7kDpcHKaxMlcuauWzvXnc3trp7qXK8rqp1B5wsqxX4rXK5k1rCNxUyly3J03Hvkypcse9Z42/bwXtSOvtmtXuGrSOAAAIIIIAAAgisSoBweVWybBcBBBBAAAEEEEAAAQQQQACBFQm4EniscHnkClatWT6KiQJnh8uet+z2vN3mVgqYm6pg/SLhcvlelZm5NXDjzexZT5+dKEieRBG5QuVFuFykds4aEU3GVrp94jJVLiu0d+X3QMGyQ2ZXxYbaYtd08kBTJxR02trnaovdVvV4VScZgPsJ1CX8OlXsp8rlTnTk3tIJHT7BwydbzHTcn24H7/1FO/gloLMJBBBAAAEEEEAAgT9UgHD5D+XnyRFAAAEEEEAAAQQQQAABBBD4fAGHy26FPcyO0+qWu65q9eJgq62q5Z6DxtZWCh2rmsP8JZeqKpjres6mQs+GAuRCZbdzVS971rIDZrfwnioUZfkcAc1cVnX6SNXfA+1vh8wTWVbVDL2u/7Z0EoH3e1v7varLUDUzxbGf43ux+7py2S3IHei31fbdM8fr9UWwP51PVKWvkypcsa/Vx78DZxYEEEAAAQQQQAABBK6zAOHydd57vHYEEEAAAQQQQAABBBBAAIGNFHD1o1vtevbuQG2xM1WyluFyQ8FWu9lTuLyTZu96BuwXrVzWHvEc2prWhlY1Z16Ey662VqicKWzz5cx9nlnOLWCuQgH9aJrHQCGmw8qpZjBXq5XQZOtoqmK96TboDpZrX6AN+rlf+Xrf0ZXLNVXpt9qhWeNqB9/qqi22Z42/qVzWCQC5KpYdMLs1/NSzxkVCU+z1Pi54dwgggAACCCCAwDoLEC6v897lvSGAAAIIIIAAAggggAACCKylwKJyeTFzeZD1U9A8VVWrAyvPe+0o4OqpPXK3vZ1aVH/pymWjO1x26NmaVyLXmiqXHS5rHStonqriluX8Am6LPZGbw/mhwmVXgM9l2ajU/3/23oO5kSPN1n7hPUDXVm52du8Xd///T9mIjY0bO7Mj04ZNC48quO85CVLSaCV1q0UDgCelaoCwmU8VgWKePOfdcMYtniLQk2v201/Xj/yTBBCRsSqj5xdxLudJ4L+tubzGna9FHxKXb2uNq0a2mwmYgAmYgAmYgAmYgAnsMgGLy7u899x3EzABEzABEzABEzABEzABEzCBJ0lAzuUcwWpCPPIkG+FinUYSlzGsStiq4V5t4lxu/CguP6yTVa7NkuKCFdeMs1N1l+VUznFtZorHRmBLzuVHtm+uEOSXiiqmP0XEwRKOU0V6b2tb0M8pdZcnEiy5pONRLRWirprLhRIC58PGn28rp0fpF8dPuVJNEdmKhNeeWBKBrWjs5FzmOJtzvCVx2dblR9lFflMTMAETMAETMAETMIG7IbC9fzHdzfj8KiZgAiZgAiZgAiZgAiZgAiZgAiawdwQkUEmwSuIyAnM2z5K4HLhYK8m53IpmE+dys4Pg1djU331gCkU5lxE9a4ieFYTmGe8/V78Rxue4luXfVHz2Y7Z5Trz0tB8L+JUrtWg0e4i17cfs0m+/NwwXuJdniPOTG/d3kZ8JPY8mUqbixy0t/za+h7hH9c4lLCsOXrXGF4jLeJc3dZdxmucsCHCt8YfYE34PEzABEzABEzABEzCB+yRgcfk+6fq1TcAETMAETMAETMAETMAETMAETOAeCEhczhWPTB1XbXIxrxAcS3iEK8Vyci7XGwjLdYRSRMkHb7iU5VyWuFxP4nIpict4hLncOJdVefYxDZxrhL8Zru/+4CwyalbXaq0kwleqjShsqQMY32sSl6cIlnPoKXq8zoKCJlsNkfkR9vSDH1rb/IZyv5c55uXYr3JwazHFWo59hOUZ25yFFcm5vM2DcN9MwARMwARMwARMwARM4CMELC5/BJDvNgETMAETMAETMAETMAETMAETMIFtI5Ccy4jLU0TlKfV35whXBYSsEoKWxGXV3q1W6o8jLN/ASjWXJXSrP2wFhDeCnINKwcm5LAenatIWEOMeui2Xy5jOhnE1voyz4Vm63kCIX1E7twg7XZcLNTmrH0Oc/xUgikKXOCnn8gzBcsFjqojgDfrZZBNjMXd7PAJFjuUSW1ULK9gXM34ftYhhzsKPjE2XKQ7+8brodzYBEzABEzABEzABEzCBP03A4vKfRugXMAETMAETMAETMAETMAETMAETMIGHJbBM9YsX1N7NkiNyiWhVxtUqQavOVlH94Ed13xZCQpvqANdvhM/g+rywjgxxOaf/ybnM5UPqoUsE+QVR2NMZjuXJVfxw/SZ+GLyJYTaMdtYKKldTJ3cRveZhNBvdqOJmLiM2b0NbULM3p2ZvhiCfwXGZXLLlaJRriMu1JOKLudvjEtAeSM5lBGYtT9ACipxFARKXVXPc4vLj7h+/uwmYgAmYgAmYgAmYwJ8nYHH5zzP0K5iACZiACZiACZiACZiACZiACZjAgxLA85sEqyk1XGcIpivEqzKmVQKdUzwyPuEH7c+vvVlycCIs1xE+q6VqFBG7FwUisRFGVXN5QZ/V74cUwZcItJPxVVwThf1h+CG+HbyNv43ex3U+jm65nuLFI5/GvPM8jg5eRZf+b4W4vECYpC604pUzBMpcu7dECHoRYRmHurYaIriYuz0uAYWTq8Z4DR+5xGXVyU61xtlvutSiii349XxcSH53EzABEzABEzABEzCBnSZgcXmnd587bwImYAImYAImYAImYAImYAIm8BQJyP0okXGKG3K23kTtqr5xg63OJnH5UeVl3jyJy0WJy0R0I3wWF3ir6XeKxpbQJhcxYm/lAZ3BC95zPB3E5eB9nPbfx9vx+/hheh7XRIt36WsNZ3ATIbdMlHGt2opW6+hxDy/EyCDCe47bWnWhZ6qvjSC/gG8ZcbmCa7lRaUSTOtE1OFtcftzdhU05RZPLuVzT7yGb4sslKsu1rEstDNH/j/sL+sic/PYmYAImYAImYAImYAI7TcDi8k7vPnfeBEzABEzABEzABEzABEzABEzgKRJIzmWEqilS1SwJVoGoTP3dQpnLMs5Jqu8+cq3gErHNVTmXK7WoI4KWuR5yKyPASeTN59OYIZiqZnBoU3/vuc9ySw+zUZyNLuJ0dBYX0+sYLaYxwQFeQsS9Wg3ifA1HBNvefBILBMHHbCtE7iWC8nQ2iAmiuHipvra0yaLqWeO2bkkEZ6vBWO5wt8clUOQYVi1s1RqvcDnj5zl7THHwumS5gJsJmIAJmIAJmIAJmIAJ7DQB5yXt9O5z503ABEzABEzABEzABEzABEzABJ4iAUmekhiTuEzM9KqoOstlau9Wo86lHJOP6VzWexcRuOVYbiCASgSVQ7mI4LyWyIZjOZuNYyrBlPrHK37W7ffd5BztE4F9Or2M95MLro+I514lx688pWOE5osMZzM1mMeIuo9dH1ex4Vk+ifGkHyPivKezYXJ7i5PE+nqVSOxaG+cy4jLR2A8ZMX7f+2pXX59lHWlxh8Rl1RzXgolNrfFVEpdTLPauDs79NgETMAETMAETMAETMAEIWFz2YWACJmACJmACJmACJmACJmACJmACO0ZgiaM2l2sZQTaX2xeHpOoaS1yWE1ji8mPn7krolLhcJ7K5jvCp/pUktsm5jJgsF+50OkRcxo27wNeJ8HvfLed9+4i1ZziBzyUg877KKJYwryBx1a/u41i+Zhsvs5gj7j5m24jL0xhNrmM4uYoJQvxCfYah+tyoNKNV76RN4rKdy4+5t3hvfheL/O796FwucVzxe6AYcy2f0O+sFiys2dxMwARMwARMwARMwARMYFcJWFze1T3nfpuACZiACZiACZiACZiACZiACTxJAopJzudZ5AihcuIupS0jNNYRcps4hFXjeCOWPi4eictyLNerzSQwb5zLJSS2jbgsR+4UgVeXiwWBwfcsuC1gNiESe4hz+RqH8mBJHWPisAOGZb0324wa1kNipwcIyxKe8yQ+Px7HFYsIMvb3REI4gviMvs9hpZacy7VWtBvdaLGJs53Lj7evbt9Zda/1+5dqjVPHW+Ly6iYae8GxtuAYW1Lb280ETMAETMAETMAETMAEdpWAxeVd3XPutwmYgAmYgAmYgAmYgAmYgAmYwBMigPgpF21O/d3k9h0l0VFiFerVRmhEyG1SKzjVN0bQkhP38VoBoZNYYNy0dQTQGsJnhdrLBfoqEVk1l2eIynIvJ3FZdYTvQ1zmNdeIscvpKEaD8xiMLpO4PF4vYgqeBUJ3gVrLJQm2CH5ylo6JGR8h6k7o0yyfxiKbyNz8KE01lyVwj+E0xrU8oS+p5jLjKuFQb9Tb0WkfRqd1lDjrNrfHJbBxLleixiKP5Nbn92BFHLwWgcgJr8UByX3+uN30u5uACZiACZiACZiACZjAZxOwuPzZ6PxEEzABEzABEzABEzABEzABEzABE3gYAtJdlylKGoGR+rsTXKx5qgm8Ss5IuYIbxE83EXEbCLplBK1H1ZbBUiISuEpN4AbisgTmSrmWYptvxeUM4XaKaDqbI+AiNt+HgiuX9Jz3GSEqX/dPoz88T+LyVLeXiOhGhMdbGjU0+rL0exymM+pXTxCYJ4i6iqGeURd6LYE5uU0fVmVesXhA4vIEIX6EazmxSs7ldZTLEpdb0WoeRqt1EDWuS9B3e1wCci5XEflr/E4qFl6/B1oAooD1RRKXccTzu8uByQHH8XQfiyoeF4Hf3QRMwARMwARMwARMYM8J+K+OPd/BHp4JmIAJmIAJmIAJmIAJmIAJmMA+EFgTpTuPjPrE42k/prNhEh2XiI9yA0u4bSAst6otxOVGVBC3Hte5vInqrspJXWsncbmKc7mIg1O1lRWDrbhnOYN1qZjg+3AuS7fT6w+oV3w5PI2r0XmMiMbOcSZLWK5TA7pXqKTLCW7mxSqPTAIz10cIusMptY6r7ShCs1roIN42VFb3wVoSl9nvEzhJYNZYVsQqF4lbrtD/GnzlXpawHHYtP9h++a030qGhY1y/f3WSBGr8Xiq+HCUZTzyOfWLYJSzn7MuF7uMJa9Vl5j83EzABEzABEzABEzABE9gVAhaXd2VPuZ8mYAImYAImYAImYAImYAImYAJPlkBy+yLITnHQTnDSToh5znD8qiZvATFLwm0TEbfV6CSnsFythYdUQX+xZ/TWZUSzmtzU6lMm53I9FBm8QvGdSyhHZJveCKaLexKXxSCjfvIV4vLp4DQ+DD9Ef9ZPwrwcpgeI8V/WD6JbqscVdZiX2VWczxFxcYkPeNzV8CwuC4h/jKcrpzBO7Ie0hEuQVG3t6YK6y/Ca0y/Fo1fENkrJISvXuoXlXxyAj/ij6l7LsVwnQaCmFIG8GoXVLC2e0KKKnIUCKQ6e3wctcEh1sq0tP+Ie81ubgAmYgAmYgAmYgAn8UQIWl/8oMT/eBEzABEzABEzABEzABEzABEzABB6BgGrtzohGHktcznAuU395hdCYarxKXMbB2m70EJfbiI8IWo/qhiygmyGA1pqxQACXuzY5l3EKJ+cygulsnsUUwTTjcoEb914Cp1GFp8RKXyAuv8O5fDo6i0E+JKJ4kcS/543D+NeDr+Oo1o3TrB+jfsT1MEd8RlweIzRHNVpEZquWcRWRvB4HD0pVQnwOG9V/1jgkypfgWVoT5U1PqvB0FPYj/DL+zluW2CdVXMlaWCFneYVFCcXFptb47e+wkgdmiMulSjWKa+1JNxMwARMwARMwARMwARPYHQIWl3dnX7mnJmACJmACJmACJmACJmACJmACT5SAagfL3Sun75g6wKpVrFq8q9WK2rvUNkaokoDbanSTczm5WWW3fcyGKzNFTxODXSOyO9WfxWVdQDCVmKz+zyQuc7kRl+9eXlaEtATsS1zIp5PLuCTmeoqTuQSzNtHSzxCXv+p9Ec9bR1EZn8cbBOY3XMpdOkYAvFgXo0kodgNhuTd/tamP+4BYJS5nLCCYyr1MZLc4QRWRu0CUN/HLbEVxdtsSAiyqSM7lWtQ55usIzJvjvhTzFAdP7Dq/w1Pi7TNc87UFC0HuZ1nFlvBwN0zABEzABEzABEzABPaRgMXlfdyrHpMJmIAJmIAJmIAJmIAJmIAJmMB+EUB3lbg8w608xr08IR47x/G7xsV661xu1DtEUHejjshcJpb3MWOxfw6/hKtaYreinFVdtohgukYwzeXERljOEE4X/Mxgfv60O7mewWkEr2uirhV7PUKglXO6gUR7UKrFMcyOEZaP2icxgmVHNYy5b7lcIupO4xpxuYVwf4AgmFMv96GbFhWoWq/qQU9hpBrbZRYNNHDH1onrrnCp/e+2PQRKHOdV4rBVA13uZdVDV110/a4uONYzfoeVQKBYe/18H7XGt4eGe2ICJmACJrCvBHQ+teTcdKnzOH2/kfqScW6XzlVIfGnyPdhkIZXKpLiZgAnsHwH/Zu/fPvWITMAETMAETMAETMAETMAETMAE9oxAci7jWp2p9q6cjwhTqr+7RngsIjYqhlfO5WazFzUuNzV4H9Bi+3u8EdYU3VxWXDDicgUNuYBQqonIGZOQmohUdPadScsSqXn9FeL7ZNKPIQ7ka9zKg8IqsiJx0oVKHCIsn5SbcVTtRAdmDbbmfBRtbm/hVM4Rl+dsA67XEaVPeH7OJGoqvvx7Y73j+1bsW+1lqkGnbckulbDcRFhucinn8pbs5Tse+e6+XKq5jLhcr7WSe1nichHH/nqp9AHVGqfmshYr4Ki3uLy7+9k9NwETMIGnTkClWXKSdCaUaxkp7YUSJBfTq5S20mGx45eHX7F9ibjMeambCZjA3hGwuLx3u9QDMgETMAETMAETMAETMAETMAET2EcCcvfK6TuROJWEqRyxc53cwIreTWIWTtzAKbxtrYQISuXZn8RlhNo5YnmGkzjDlbvgZwnod9E02bkk1no2GcRgdBEDJj2HiMNjVNgl9W8bEDuutuNFrROHcnsjAlaoDa36uC1qVXdxLs+oaSyn8Ai3cpXnDtVP+ruinw/pFE6x2LznFMF8Bh+50SsI9U0cQQ1ivasWl+/ikLmz12D3pIUUNTmXfxSXqavMQgA5lOXwkqg84/jMuFxyTGHZv7P39wuZgAmYgAmYwEMR0HfajDIPw+F5XAzP4tvrN/Ht4G0MWQj5rPs8na+ctI85z7K4/FD7xO9jAg9JwOLyQ9L2e5mACZiACZiACZiACZiACZiACZjAZxJY4u6d4XycIDBLZNakXqmEYIvAWJXQiEOygqi1jU2CrFy2eDgRmBF5EdpUPzhjDBJtk3P5jjS2lTjhpOmPL+KKyc7ryTXR2JOgQjXR3BVirttx0jyizvJxHDZ6iPJNOKpudTVFYPeIwZ7gYM7pV85zJDCPbkR91cst17sPgxgecqcrjpu9HTnCZY16vjUE8qac6gjhisW2c/lhdsenvotc+vo91HGlLTmXOfZRl29iQ1VrHHGZY0pR93e1qOJT++fHmYAJmIAJmMBdEND5Vs732ZiUmGsE5rPB+3jbfxd9El+WrLb6ejZIJVyI7mAxZOku3tKvYQImsEUELC5v0c5wV0zABEzABEzABEzABEzABEzABEzg1whId5W7d4aDdoKTVnWKFf1cJea5jsu2hngld/BDxzb/Wl9/7TaFN6vesvopMTxjQGk8mpiU0xjh7a5U0tUKQZh4xrP+abzvv4nz4Wn6ecn7tMqNOGgfxYvel/Gy95rrJ9THbaQul+lXG9H2EFfzpDqKMX2jKi6O4VWMceGMpv0YjS6jSlcrPGddQtgV8/to8JhnCJASxSUws+8VkV1EBK/RxyYCeEOLCRAyt6W29n1g2L3XLDB/jrhMreU6x1tNrniSBFIsNsdRWlChxSG4lnMtEGEBgw59NxMwARMwARPYNQI631IaxzgbUoKEMiQ5LmYlxXD+NCGVRqVP5nzXreZ5FLX4UfEebiZgAntDwOLy3uxKD8QETMAETMAETMAETMAETMAETGB/CeB6TOLyIiY4WfP1nETsddQQlhs3cdPb7GHVdGJyLktcpr9zJhgX9D9jAlKO4uTfvCOVTQ7vIW6ZUzlorhCXJ+fUqB6FdOAGk5tH7Wfx8ugrBOYvots5SWKgjht5atq6HzezosevC9RcXk6TY1g/D8ZX0a99oGb0OlrNg6hQ27qAc/zOG25WTcTOGMN0NkoTt9r3K+r2agGBIpdb1WYaSwUhEznzzrvgF/wTBNhPUazi0m8hLsu5rFhsbuO4kZics1hArmUtGlDUvZ3Lf4K1n2oCJmACJvBoBNacm+QIyBMWwo3ZphKTWfS4JFllyfmJzvPmnM/M5xmLCznL4jZWWz1af/3GJmACd0vA4vLd8vSrmYAJmIAJmIAJmIAJmIAJmIAJmMCdE5DuKoFRYuxUAhWXBWSpOqJVgwk7xU3LHbytTT0rIyhrclHRzlP6mtP/TBOTbBrbXRk454t5DLJRnE0u4wPR2APcNAvE+Gq1jjO5Hj2E4aPuizjoUQ+wQY3qm1aib61qK46ahzHGefNhjdMmx1lNzyY4cwaTq7iutHBel3AQIxgi8DKUO243dXmZpJ1Mh4jLw1SbVyKkHD9l3rdRaUaTfjZwT1f42c7lO94Fd/RyRRzLisdWFLtc8VoMonrgcybfZ3Kjkz6ghRC2Lt8RcL+MCZiACZjAgxJYSTzmuyzjHGnKlsqccK6yItllxQnSknM7lfdYIC6n8xWEZTJYHrSPfjMTMIH7I2Bx+f7Y+pVNwARMwARMwARMwARMwARMwARM4M4IyN07Y6KOSnZJ8JRgVSMWucEmwbbEhN62tiJ9U33geuprOUpp0pF6ywUEZpzLG//m3cjLmuQc4jS+nE/ikrp/ctKUQNPAm9zDUdqVOIvruFpr/xMuOUy7CM/z3ssYw7q9mkV5iROH15oS9dhHXL4s1qKGoFtvdKMhYfCOmwgsNFFLzegJMdyT6SBmOXs8icvFKNPHBlHL7Xonmopc5ud7i+a+47E9xZfTca7f0wrT6WXtXCJE56ozzjEpcXnBz3dz1D9Fuh6zCZiACZjAYxJQ8obOT/S9NidVZ87iR53P6ZtNm+7TOY22FfcV1/o2dDMBE9gXAhaX92VPehwmYAImYAImYAImYAImYAImYAJ7S0ATeBKXM7YpG6HYqXZxvViJJlutgGC7xVN2im6WuFyjr+pz8cbRoslHOYNTLPaf3Xs4aJZJCJ7EkBrJV7iV+0Rb5xKWee8jGB0hLncQh6u4Sckq/qd3rOI07bSPcQgXY8RdnfkgqtOLWOOCnmWTuI7LOKdydB3HcKf7LHoI/XfeUBqXTMJOEZdHk36MEZdVd1lxynIoV6mz3EAUbxHd3URg1s8S7t22k4A8WppKrxJfr1rdRcTkZRKXWUDAPl2wQMGx2Nu579wrEzABEzCBjxDge22tcy/Oh5ZaLMV1vtQ2Z6NcV1qHRGV97+l6Ufe7mYAJ7A0Bi8t7sys9EBMwARMwARMwARMwARMwARMwgX0loEk5RSPL5ZsxyAWCYhEXcF0xyRJLuZ7qum4pgORcRlBWf2u4bcvU3VstmXREF5W4PGdiUmP83LZm4nJNHdsJMdJjahUPcC0PEJfHvL7qErcRlU9wLJ+UG0Rj13h/xOVftJKE22aFkoDV6K8X0Rm9T2xLTIbOEasHaMkXCNQSdU8QsZOb+BevcRc/yuEjMVvCssaS4VxOjh9E7yoxy3r/dnMjLlcQxO1cvgvq9/Makv1VFZu9lMRlRYim32Mm23OO96Un2u8HvF/VBEzABEzgAQjcuJT5LtP32610rAWFKt2imsxaMKcFcjrH06PdTMAE9oeAQ+73Z196JCZgAiZgAiZgAiZgAiZgAiZgAvtIgNm6HIExRzzNmaCba8KOunUSSBsIok3qCNe4XkJ83NYm123lRgyvlyTuVrFxFmOJ+jbHvak6yTlx1sw+ftYQFsQMS4y9Hp7HFVufSOmReBG7XUKA7dZ78ax1EifNo+hU20lw/l9vJAcwdQKrRGYrNruFQ7klpzWuU4nXqrt8pXhshOsJNQTl0rn7JvFxkaK4RzimJziYFfMtIV4u2CrCd+obzuWGor3Z/xaX734v3NUrap+x7CMIL2ejLjq/y6l2OpPsqpueao3fzsbf1Zv6dUzABEzABEzgAQjo60ui8pLvs+ReRky+lZjlYl5rEZU2OZd1H7e5mYAJ7A+B7f3Lc38YeyQmYAImYAImYAImYAImYAImYAIm8HkEJGAiMOazEQLzZFO3Dg20gAtYQmMdJ2uDrYpYu83iMrIa4jLx3Yih2tRfOa/XiG6aeJSwnOHWnTPWWCyIVfxjwm0+zxCWL+L08oc4vfohrkbnMcNdvEYwTk7j3ot4ffRVvDh4HR1cv6VfcS7/uIN4jmKzW2xdnModAsdVL3eKm/kaEfuauoITrmui9D6anK0zeIzzUYwlLuOaTrHYsKrAroFzuUVt6CZ1nyvsewn3bttJIMXBs99qxLJXWfyhSThNwEtYzjQZn6pSbmff3SsTMAETMAET+D0CEpJ1LqTvNZ27rG6jsW+elO5Lt986l3/v1XyfCZjArhFwLPau7TH31wRMwARMwARMwARMwARMwARM4MkQWCMyzhSPPLmOKQLzHHFTvo8SUc9yrTarTcTlZhJsVcd4W5sEUEVhS1hWzWIJ46Ul/cVZLOE0V63k6TBm5SZSXAGhHNG09Onr4eXulaD8/vL7eD98H9fUSs4RZfWebcVY917Gy8Ov4lnnRbRx/ZY+wqqEGNhAWO4VqtFDFJ/zM5WPY4AYOEBYnspBznYfTWL7bClxeYpbeuNYXyNEqqa2RPlGrRXNZjfKOJdRlrnVbVsJ6AguK848baWYsb8UDJrxb67J+OTispNrW/ef+2UCJmACJvD7BORGXiAqJ/fyzxdMcbvE5RWuZZ3XpAV5di7/PkzfawI7RuDT/1LbsYG5uyZgAiZgAiZgAiZgAiZgAiZgAiawywRynLwDROULYp4vhmdEPV8nR6sm8iSa1hGWWzXimxEZ5WD+mGD6mCxUD7ochLlhAABAAElEQVSCMCphWX2VMC6BHHWUuESEtnwWU2KgZzh15wjFf7T+8kzOZaKwP4zP43x0Qa3iIRbRRdQRhTvVVhy2juOo+yJ6neOoI85+rD51GfG5RXz3AcK9tib9XXMb1Y9jhHN5LDGcvi6zKS7ruxMH9UrJuUzs9mTBeyCQL4gML67WUUGYVPx5DX419r2EZbftJpAWVXDs11ioUOVY1HGnJQkZx0zOsSSh+e6Onu1m4d6ZgAmYgAnsFwGd/igIW8KyyjwoIpuTojTIdE2iM8JyEpd/4WreLxIejQk8TQJ2Lj/N/e5Rm4AJmIAJmIAJmIAJmIAJmIAJbCmBNcKiIqKHSVg+i9PhKW7cs/iBy6vZIPLlnHrAOJYRGDvEI3fZGojMqsG8rS2Jy2XqF1cbqd8SSEs5UxLJ0bKgrvA0Zjizp9VRVHlMudbEqftpTTX9MsVVI8SeUQ/5ii2DYZWazh2CiLuIxB2J8MRIV3ExU4Q5OaZ/79Ul1LfoxxEu53HjMIa4la/miILouVNqOQ8n/bgenEUH0VBO6HKtEUXc2HfRFJU8k4DNGGbLDKF9QaQ4AiW1nxWvrNrV2+xSvwsG+/Iakv8rEpfZZ9r0e6D9q1rgyiDYiMubifh9GbPHYQImYAIm8FQIyJ282RSNreucqmyabk/iMs7lVHPZy6meylHhcT4dAhaXn86+9khNwARMwARMwARMwARMwARMwAS2nQATcfPpKEa4b8+HH+K7/tv4dvAu3k4u2C7jmjq8mp4r10rRRDDtto6i2z6m/u52i8sFxNGKakQj2NYRjquzWnJfM5g06ZgTAb1xLo8YS4cJSu74xLZMImwe/VUWFysuEYI1ySl5+iDKcYC43FIUN+8bCNybdjv7+etvovrVTRzPR82jmNK3K/ym9ekyxsRV57zfgH1xef02WjiKJW63iydEft+RuEzfMwTlCWPJmJBV/enqmv7g8q6xlRSFbdfyr++4Lbu1yP6SC76GS7/KJrd+cnDdiMsLfpctLW/ZTnN3TMAETMAEPomAvr8kKOucK23Jx7x5qr7ddC6XhGXOaZRIo+QdNxMwgf0hYHF5f/alR2ICJmACJmACJmACJmACJmACJrDjBDKilodjhMv+aZwO3sf3/TfxD2oIv59dxQB375wJPMVKt3Eud3HidloH0W72UtTzJmZ6OwFsnMuIywi8qhlcQ+y97a9qLqtmsiKxteVEXMvt8vuNCUqE3eC5iqce5+MY4Fzur+cxQbirI+jJsXxcbsQBWxNmZbZPbXIGN+nrQfsI93AeH9ZZ1JfjKM5y6l5vnMsXxdNoYtEpV6pRRRDHH/2pL/+7j1Md3hkTsqrrnCGUK3a7JrEb13IdJ/anOrp/901854MQ2MRiS1wmzpxYeDni1+xDRWPPuZZiRNnPbiZgAiZgAiawiwRSLDbfZ0vOVXRa9uOSKf3MuZzSVzYCM+d13OZmAiawPwQsLu/PvvRITMAETMAETMAETMAETMAETMAEdpDAkpjrHHF1Qiz0YHwVl4MPybX8Dufy2/FZnE+vYkLUcwkX5JHqBzcO4sv2s3hGHeEO1+vUXJZwWkC42tYmcblKHxXf3ayPo0aMdOkmxlvick7U9DSfJJfwHDF3hYj+e03ulwViezYdxtX4Iq5G59HPhrh957HAJV1HWD6qHcQLGB3DqIkYXyKW+FObRED1dcXzZ/SvuxhFY3qOuNznffNgT8VVoUJd5mq0sqPo3ZVAyLjk/snYpgjMOT9LoFQcdiNFK5eiDEu33SCQFlXgVpawLGd7iq5nAcQS4/yC/atjXYspmH0Pss53Y1DupQmYgAmYgAlAQFKxxORb17KEZt2mbBhdWyfnsmou41zm+uZe7nQzARPYCwKf/pfVXgzXgzABEzABEzABEzABEzABEzABEzCB7SIwpX7vxfW7uEBU/kDc8un0Os5m13Ex5XaE5RGiawGx8aDWiVft5/G68zJeH7yK190X1FzuRQUncEGRzFsclSwncBKXcfg2cBjXEMkltK3p84KoRInLM7mX2ebETn/Muaz7pxKW4fah/y7OiA8fwDHntUqw6NR68aINp+6rOGmfUOe5kSY7P3XPFxFyJdqr3xmaXze7jka/HhWJv/R1vFzHJXJ/A9H6gP2jMdxF08Srpl/xbsdUl8zQ1uVYhlUTgbJerBCLbRHyLlg/xGsk57IWBXBM1sq1qHJZwgWvqXfFY8/zjPrq41hUx1HmGE0Cs/fvQ+wav4cJmIAJmMCfJoA7+ea8RakrG3GZ0h16Xf1841xOkdhcdyz2nwbuFzCBrSJgcXmrdoc7YwImYAImYAImYAImYAImYAIm8JQILHEt9ofn8e7sf+KHy+/iHWLy28UkzqkfPEaEXXBdQbodXL+vqP/7b90v4i+HX8bz7ss4RGhu1TtRqtS2HplqLpcYQx1LSwMBuVbFSYxgqglIiWyZ6iZLXGbMOU7ujzmX5YAZzYaIyu/iHdw+jE75uZ+cMQ0it3utw3iBAP8KXkfUpFaU+MZjk6Y8P8pL/Y1ijfhuwq6J2W6PetRt5md6PKUO8oy46iu5ifNhvMBBnd+Rc1kTsHNeW87lGft9jvjeLCEuI0q2ECclMtu5/NHdtzUPUM3lCvusVubY5xhU3fHikoQBjikd90osyGbEwVfG0UBULnKMFUpePLA1O9AdMQETMAET+E0CcinfistLrt2Ky3pCcjVzLqPvOm2b8zrd6mYCJrAvBCwu78ue9DhMwARMwARMwARMwARMwARMwAS2nsBaLg4m2+TekFv3mvrKbxFIf8B5+2bwLk5ngzhf5zEsMCHH1JzidLuVdpzUu/Fl93V81XsVX+DGPUQwbVBzuZJE060fNmIaghmimdyZNbYqIloZV3AxzUwuY4GgPIOHROY54u1HxWU4TnAMX06u4nR0FldczogOlyZcxynaRXQ/xLF82HmGu/sAUU8C/KcJy7+kWcMZ3kQMb5eodV0oE2dciDli8ojay/3FNIZJEM/TPpVT9bObjokcoZoFBznx3qrJu2JAZeK3G4iTTQmUHA8lRO0/8S6f3T0/8Y8TKHDclxWLzfEucbnKcViaMxXHAoIUB68FFTiXsxrOZYTnCo+9rUX+x9/NzzABEzABEzCBhyWgOss6X73dfnx3OZclLisa+0ZctnP5Rzq+YgJ7QcDi8l7sRg/CBEzABEzABEzABEzABEzABExg6wkoEhDhcJyNoq/Ia2oFn1Er+O3123iL8/Y8H8QIp7JcsFU5VhE0j3Erv0QgfdE6iVed5ykW+6B1RN3iDnWWiXpGoN2phgu3jMAmN2clEN6YfJTgvkBKzRSNzSbhVu6X32sKX5ys8riYj+MDtZavFS2M2Fsrl6ON17tLXHUXUbndPiLeuhPA+lxtOcVQS7DuFKvRo5bznGjqEZOlY/owSCKzXNcZtZhnUVG08R9tTL7GkslXnj/huJhSe1siuyZq5aCuICirZnSLTdHKEuXddoPApuYykdj8rmpL4jLHEtnqsWKfy7k85didZZOoys2/phb5bgzNvTQBEzABE3jiBHSmlsp5cC63lJicfro9f+Mezm+UyKK0mbSw8iPndk8cp4dvAjtHwOLyzu0yd9gETMAETMAETMAETMAETMAETGAnCSzmkSMk9Qdn8S1Rzt9eEYON6/YsG8QVDtjJep7icuv4Uju4VZ9Vu/H1wVfxzbN/TRHP3XoPwRmRSu5HXI4FXI672OTkLOO+lYBeYQ5S9YqXjD3DvZzJsYur82POZT1nsszjEjH6HOfwEGF5jWDXRLjr4S7ulhtEhnejQU1q7NJ/DhMTphBPwvIxr5vhIJ4yhTotFmKEw3xMv6c4jjMEwgrvzc7ZCNmf6GJeaVJWDlZqRo9G1wjMw5gjVmvCtsR4ajhetdCgiYNa7tdSEpftXf5zO/Vhnp1qLrOQoo6wXGcfyrGf9h8lun90LuPAn+XEYi86UeW4djMBEzABEzCBXSHA8rgkKmtBnFzMP0nL3P5L5/KuDMr9NAET+CQCu/mX6CcNzQ8yARMwARMwARMwARMwARMwARMwgccnIOfGIldt1VEMFeM8eB/fX34bfz//e7yfXMYAj2pWJuoYEaqBeNgrF+N5qRGvW8/irwdfxl+O/yWeHb7+PFfs4w//f/WgiDhaliMX5zJ+4hQnLVdLhlg8Q6idI7D9bnQibmFFCQ8R5a4R5fs4mGcwVs1aOYsPEX+71VY0EGOLf1ZYvul9DbdyD3HwqNaNMcLvNaLyEL/1lPcd0QfVfx4jDqcx1ZpRqKie9KcJwDo+5GCVqDyeIC7zWopMl+i8iVRGXK61o8UmkbIs56vbThAo6jjnGFSN8TrHRZVjM8Ves44k1VyWWx9heaY4dK43OBbcTMAETMAE9o/AL89rNuvPPu08YVtpaBGc3MqbSGyJzD+Jy5zIbcRl0mn0faeUGt3mZgImsD8E/BfJ/uxLj8QETMAETMAETMAETMAETMAETGCLCKzkVEYAnSCESnzsU0/5ghrL76ix/I/h+3g3vYoBsc4rnK6tQo3Y41YcEH38AmH0Za0XL7sv4uXBF6EY7M+KW94iFj/vSqpDi7BcZashwC6Za1RNvgzReONcJj7xR+/LT89cKUpYMcKwvBqcUq/6KobUWZaLWC5u1UQ+aRzE88Zh9BBi5fC+iyb3qRzDB7zuhIhyxWF/mOAwnY9ShLlizq+JN7/C1Vxi4rRF3edauRufaFxmrnUVc4TFCa8zUiw2l0lc5n2KiNoSJlvU1+40ekkwL7MIwW03CBRw6Kved52FDo2cY5Lkgdv9l5zLSVyeJnF5ThS6jgU3EzABEzCB/SEgATZjAdFkOuCzfpIGpjIJzXqbNIs63/MsLkwnDLsoNBfS2Zq+uZJzOf20GUcSniUwIyzrHM+x2PtzTHskJnBLwOLyLQlfmoAJmIAJmIAJmIAJmIAJmIAJmMAdEpgjKg/6H+KS6OtTHMtvp5dxOr1GmLyIc+otD5ezWDOh2MVt+6zaiWeNo3jePkmi8jPqKx8iKnebh1HD8bhfjbhnROUaY68hMOcMTqKaxOUZm5zLvyYuLxDfxqPLuEZY/oD7+2r4ARfxNBa8TgtGh7WDeNV6Hi/az+NANanvqDaxHMh1RMGD9nHMcVYPC+tor7Mor6izTF+1cOCSPp0zKtXLLVVrUWXSmGuftNvkZsoZm8TlMQsQdClxWbfL5ao45Tbx3m1qSCsaO4mTuzgH/Uk09utBci5LPJCLvjFHSOA4KibnOYsqOHa0nzMWTGQ6jjm2VnJ2uZmACZiACewNAX2XK5nk/cV3cdF/n8Z1xEK154dfRFeLB/mOKPBd8ckr0raIjHzIG2F5c6nrP3qTuSK3sr7rNnWXObP78c4tGoS7YgIm8NkELC5/Njo/0QRMwARMwARMwARMwARMwARMwAR+ncAKoWg0vo6L67fxnu278Vn8A3H5XT7ArTyJDDGxUCpGG7HpWLWVG8fxJcKonMrPj7+Oo8NXuFrkft1DFZHJxRLDqhJjXcfZOUsCM9HQCMwz3C1zLhUJ/cu2IDZbseJnV28Rl9/F1egiZghzqHU4ixGXW8fxovsyniPMd4ivvjNxWSI4+6nXPkqi9xX1ods5EdizKxzH+cZJTSD22bpA7DEO9M4x4vPqE6XlTU1Cvc7G4T7icpJeV4K76vNK2JZzWQKzHLClsiK33XaBQHLpKxab/Vaft6ifLefyZipOk+3a7zOE5QyRWQsXPlZrfBfG7D6agAmYgAn8RGBJio1SSd5f/RA/fPg7d2yczCpzUZNzmXOh4HuiqBOjnft2lz9ZruXNtmII6ewtXXJfOp+TuKzzun+SnnmGmwmYwK4TsLi863vQ/TcBEzABEzABEzABEzABEzABE3h8AsymqW6wHBpyIQ6IbD7rv6G+8rt4P/oQbxCXP8yu45oY7AVTb4ps7iA4HdU68WX9ML5onMTr9rN4RhT2MY6WBhHI+9o0fVpWLDbCcg0Xp+ovZ8w55ki3GZOPutQU5C/bHFfzEFfvGa7vM2Ko+7jA54sZzy9EkwnaHs7e4+7zkCOo1ZBz+W7io+VcLrO/mgi8C0Tvbj6K9pAauvQ/k/t0Sd3ndT8uGEs7O4qT5Dr+Ze9/+2e5muYI51OOm3GqvzsJubQLOKTLYpScr+1o4Mau4mIu3Dhff/sVfc+2EJC4LNGgyj7WvlNEthYM6HcgicsIyhKW5V62uLwte839MAETMIE/S4CTQp0X8hk/47xliLh8rrIo43Nu57tdaSvjZ9Hke6HIN4KSXAopHvvPvu/DPp+hpEV3P6+5/GMP0nmxnMtsnB9LaNb5jpsJmMD+ELC4vD/70iMxARMwARMwARMwARMwARMwARN4RALZbERU81mcE9d8jqv2lEnEU4TQC0TQq1k/BtmQWbhFdHCrPG8ex6vey3jROkk1gp9TK/iImr5dBNJailR+xIHc91ujrJUQ3WqF8kZcRkBdMbEq0Z0w6Jiz/Vos9pJJyQFi8odskOLF+8RRL1dzRLtatItVaiL34gBxuYtzuVFv4Qy/G3FZUZUF3MISBZv0rTXtRKtcjxZTwtPlKsUZD7DrXFRq0ZMLFcH5j8RbyveTU096isA4oR6j3NhyOsnFVJEIjyAp56u2AkIzNqf73kN+/bsiwLGjY6HIsaF47ApCsxYMFNnna44TLSLI5lnMWFww5xjwxPtdgffrmIAJmMDjEdBn+ZLP9owkkhGJK9ecB16wuPCMchqB0FqnBMYxJVMafCcooaZAokWJ7/pdS6vR+YsWAy75qluw6bq+9jbtJ+eyBGYl0ug/NxMwgf0hYHF5f/alR2ICJmACJmACJmACJmACJmACJvBYBBR7SAz22/N/xLdnf4v3EpaZSLxY5TFaEnm7Ir4Z10YbQfU5kc1/7b6Ov578lfrKL6OHsNystVP8sQSo4l2Joo/F4iPvq3lHictVHLh1xppqCMMp544ct+5victyLktcPsM5fJYPY4KQW2CisrXCBV6qRhdxuUvN6ha1kVGCP9KLz7gbh3WN/dTAcdSmTnYbkXDEZKmE4TGy+BV9G7CvVTf612K9f+sdk3OZ50xwsI55DTlZ17xmiWOlIk4w0nFRxuFkYfm3KG757Rw7cr/rWC+zT0vMr6sW5Zz/MoRlxeQvdNykqfktH4u7ZwImYAIm8LsE0vc64vJ00o8hiw37XF7z/X5dkHt3FS3ODy9ZfNhhYVyN8xeVvGiQjrJrTQsB5VqWqKxIbC0ULN0MIgnPEtmTsEw0NuN2MwET2C8CFpf3a396NCZgAiZgAiZgAiZgAiZgAiZgAg9BgAkzxWCvV0ycqb7yFDft4DTeUFPvu8vv43RyGZcIRyNEzgWTbRVcr+0qMdjlRnzReRFf917FNz3qKyMuK265VMWRiuj0FFqKmWasNYQ2TapWFV8NnyWcJCwvmIBUvLjE+FsmElvl6h0QG329mMZQTk/4N3huF6H3gJrLHQm/xGHfi7B8u2MkMMu1jFCo9x3x/n2EZbmV1ach4vKECeQc93Edt+qnNPl4NJYpz5fAnHM8ydmEDIm7WyJ8JTleLSx/Cs3tfUwJZ5rqgEtcLrPTl+k4X2zEZR3Pf3BRwvaO1D0zARMwgadNIDmXlUyRjWPC+eGEaOwx5wfjJMUuWUiWxYi0m3F5ELPmYUpA0XN2rUkw3gjMG9eyRrBOhR/SlSQop5IxPM6x2Lu2d91fE/g4AYvLH2fkR5iACZiACZiACZiACZiACZiACZjATwQUZ4t4OMsROZkcvCbe8EK19K7fxHeDt/F2doXDdkzt4HVU1tVo4zo9IOr6Gc7aF4rDJrb5i4Mv4kguW8TQYrXx8xzBn95nj68pYlqO3AYCbVWR08syjhcipiUu38QF5/Ctcn8wCav6yv0hdZaJwpaIm+GQUVx0r9yM5/VeHOMGbxM3Xk71iO8XXFoogMB8wHuP2WaIwUN6PmGKdUTfxkwmT5lMbtO/IluaZ/0pJ/J/dW4jLq9iSsT3hNfKERkLTDLz7MDHnmpTl3BJu+02gaJEZS0W0D7loMjTAhVqjLNwImOfa4HBLooLu71X3HsTMAETuA8Ccuzyua40Es5lMs4ZF3zWK9VE24LP+znf93POGRZ89++kq5dztZXGhDM5BV4rlkbnOrqkpdsYqxZSrfRYru+efL4Zi/81ARP4dQIWl3+di281ARMwARMwARMwARMwARMwARMwgV8lsCbqMJ8MYjC+ijfD9wjK7+IttZblVj6fXceQmnprJtgahAP2ChXcym0E5Vfx1clf4iWi8iGxzcllS8zxRny8mYn71XfbvxtVU1B1Z1MUJOJrja200PTEZuI1TciqViHC/Rqfj1w/F8RKXgzfIS73Y7pexBJBugHbk1ovXjZP4hkCc1Ni7gOgVKS3hOMjnNLTeodo7AX7fBo5bz5hongkAZzFBk1ireWkLuJKL+Ja/a32o7jM60zWTDYz6SxnawMRsilO8HoanvbfIrQ/t5eYdZewXFsXmHBn8p19LWF5Iy5vHGD7M1qPxARMwASeLgElsMwpmZKzQG6BkKzPe52iFPmXCiDJyZucvxJd2XatKbVnmcRlkmZSY3Tp/82JmKTkND7E5yQwIzJLcnYzARPYHwK//dfN/ozRIzEBEzABEzABEzABEzABEzABEzCBOyGwVA29G/HwbPAhfrj6Lv7G9v3oQ1xTA3iqGUNcuQ3irzsEG7/E2fqqcRRfdb+Ib07+NV6cfBNNBMmn3ko4jCUq13F163JTd3kjrmkSVrHSsxmVjImV7CMsnw0/4A4/wyk+xNnLBC1ibbPajmOc4C/az+KIWMkmbuKHaHKftojhPqJW9hRH0gWicCnHgcq+n9LfIWK4+ixxuYDgXC+Xf1dc1uRrisVm4nnKJve24rAbMGqyVbm+map9iNH5Pe6LgOqDaxIuicvs0zkCs/Z9LoGZTceA/F9uJmACJmACu01AYnH6bpc7mfOCJC4jsqaFYhsNNgnKSXzle2CnPvklhEswRjhfsMmVrPFuzlN+draih3FetHEuc37HY3ZRRN/tI9G9N4H7JWBx+X75+tVNwARMwARMwARMwARMwARMwAR2nQATYnJoZNT8VW3l6+SixamM4Pnt4H28G53FFbHNqhdcw43cqnXigPrKL8qteF3txMsWUdiHX8QxIqiFZRlbcC6XcOQiKjeIBK8hMJfnlSjM8zQZKyfMXOIyNQoX2QTX8nl8kLg8vUyu4AXuYMVft2rUsIbps4NXcdR5Fg1+VvTwfTcJ4Z16N455zxmu0/cEoFfWsxhRC3rGAoMBx8IVTvYG4nIZ13KFSHSM1r/Z5G6SwDhjghnPO5OxqtGNsEw96ib1lqu8TpHb3HabgI775FyWGx2JYco+XfDZIlFZ4rKu75TAsNu7w703ARMwgXslINE1LZa7cS6r9rCaPuclKuu7X1HZulQ94p1x9aqvnPtIWF5yPpbEZY2K7zT9p//V9I2mcf285vLmHv9rAiawLwQsLu/LnvQ4TMAETMAETMAETMAETMAETMAE7oXAGmF5OryIa7bz8Xm8udk+EIP9QcJyNow5k4MNRFLFM79sP4+T5lE8bx3FMy7lqj0gClsRyW6af0RkQzytIbzWEeNrCMzlDHF5gbeTicgFLp85juBZcRTj6TDOxhfxDuZniLajfBjrVR7VGgIvIv5R70WcHH0ZB7Cu1hGXcY3fd6uUq9FpHaa+ZsVi9FazqGX9WLP4QHW4+0RiX+BarzPGRrMbrc4xYuJvN00uy42d4VvNYFNEeC8jKjd4nwYCfJUxWVz+bX67dI8i1eVEr7FP5YDP6XzOMa8N/xf/uZmACZiACew6AQmrcuxu6iqrtrIcvj85lHUt1V1GpF0iOu9SPWKdp605b1lINE/O5QVK8s3SqKQtS13eKMwa13J1E4+9kZt3fde6/yZgAj8jYHH5ZzB81QRMwARMwARMwARMwARMwARMwAR+SUDxzNeDs/hw+UO8GZ3G3xE6v5tdxQVC5yQfM6e2JPq4FicIy39pPYt/IQL7Rfd5HHVfRq9zEs1GL6oVvIoIkW4bAnL/VhHjG7Vm1LNGSLAt5kWE4424PMOxPFoXo4+g/GF6lbZLRPwMZ3CJOUvVIu5R8/gAvgcHLxHuuw+Gtkxfy81elIjmntKXHsdCffgWV2rguMa5vCrE+ZpodPZ5L3sRRwjHv9XWEtKZoM2ZeM6ZeJ0To11FlK5yPDWJVlcd6SqsHIz9WwR36/YfncvsY9UdV2127feMyfrkXL6doN+tYbm3JmACJmACvyCQnMsr1VzexGJLbL4VYdNCOrl/OT9IzuUdWlq0RixO9ZYZ15JthdCs8agl5/INh000+EZY3tRclpP55k5fmIAJ7AUBi8t7sRs9CBMwARMwARMwARMwARMwARMwgbsmoInBKdHMl0Qynyr+mu0NtZXfT3Ew54MYEQcoubhNBPYRQufr1kl80X3F9jKeIy732JqIn6rB7PYTATmXywizci034KbLCiJqASenJlkzIrFHs0FUmbC8nPZDovLVfBJjeGtmUlHRvVI9unDvUL+6+dCOcO3PainqjKG9mEWbOO4WEdY11dClz5PlJK7oYyvrxnPE5gUTyP+rIaIzK0vU+pj4b9WWnuFexsHEA4u8bg1huoWju1khNlziMmzcdpsAhz0LI3Auy7XPVtFxxEKEObenhQWIC0l82O1huvcmYAImYAKIqJuay5T5YPHYnO93OZdT030sKkqx2PreR5iVw3dXmoRklS9RyozKlGxivX/ef77UaLoFaflmfBqjxv/zx+lRbiZgArtMwOLyLu89990ETMAETMAETMAETMAETMAETOBeCEwn/ehT6/eK+sqnw9N4OziN95OzOMOlej7rR45oWEMoOmoexKvO83hNFPbL9km8Ug1gaix3ub2O8Glh+dd2D+Iy7l+JyqpB3Zi1k1NXzm5NVo5zBH2ipZelcVwivl4iLA+ZoFxwf71Qi4My8eOVFpcNBN4qb7CZyPy1d7rX2xCBk/saYbxDXeQ2/ZgweTwj4PhKovMyi3GaOP7fk6lLbl8gKo85zsaT65jijldtRg1Fru46onIL4b2JgC4Xs8Xle92TD/TiHPccwxKWaxy3WmARq1Is5F4uqPbyJkb1gTrjtzEBEzABE7gnArex2KnshcRlxNiNuLp5wxQXjdj6o3N5F8VlxrWJxaZmdBKNOYHh+0wLqW6bxqmCDxLQ9Zj/fTZ0+0hfmoAJ7CIBi8u7uNfcZxMwARMwARMwARMwARMwARMwgXsjsEb4k7D89vS/4+31m3hDbeW3RGCfzREDETrniIYVRMQeztJviMH+Pyf/Fl8ffh1H1P1tI5bWub2GOFgsV+6tj7v8whvnMuIyjt8mYrLcyxJpi8QEa6J1hOh6sSpGVqzG9SqLa3hPMe5W+LlVqCIst+NFvRsHME7uz0eEUcJ92kAs7MpNjcC8Qh2eMYk6iAV9n8d4zeQrY/plk+tHrvgRIvpwdBmz2Qgj85xnF6KCuNxAeJe43IJREpcdqf5LhDv3s+bbSxzjVUTlOvu4ooUR1Oum1DjLEYJYbCbgOVZUy7Ig4dnNBEzABExgZwnIqTznM11lLyQyJ4GVhURqSXzmftVb3jXnskRyLZCbc/6meGyl/NzmXf9MV05jJEH7x/FJaLa8vLOHsztuAr9KwGerv4rFN5qACZiACZiACZiACZiACZiACTxVAn2cpGd9IrAvv48frr6Pt9kgTgmu7ct/wUSgxMSDWj1eNA7jG2Kw/3r4VXx9/E10cCsXcZlSjPepovukcUtAlXhWRRyu1/KoIaRWEdqK2F1SFPlyFlekJ84QayXSjhBoc2Ysa7idO+VOPKsfxovmMfugkyKGP+lN7+lBJY6FBn3v4qaWo3rG9SmC+ISA6yH9HlNPeYbLfT3Po1CRy3rTVkzMZvk0RsR+j9lmCM2apNXErOpPNxS1TR1pObtvhffb5/pyVwkUNrHYHCM1PieqLD4pLlmQUFhylONcvpmsn3OsKDo7HQy7OlT32wRMwASeMAFJyBJhVRZDrmWJzHLw3n6uJ4GW84RFEpg3rt5diYxWLWWJyzpnUeKKruu2TdNZzEZi1k0Sk29d2rrkRzcTMIE9ImBxeY92podiAiZgAiZgAiZgAiZgAiZgAibweQTm1PmdEsE8IKb4jAjs766+je/Gp3E6u06xzDMmARVpW0cUOmkfxqv6Jg7766Nv4qTzIjqNXhQRSW8nDj+vF0/kWcpMRFxWjeUq7t4armW5dUvAWzPRKufvsJBHVljh/MXhy7YsFXEpV4gb78Wzjmpav4oDnOJ67mM2RXk3OCYOcBkf4aZWXegBNtSMIU6ZdB0hGg/kTibGu0t/o8riA5omWXOOuclsGGO2KUKz6jLqAFJkeAPhvM1ihRbHVQ0nfNF1uxO3Xf4nHfaIxlX2bxKXSzXWoTAtx7EgoUH7XwsOVIe7qv1d5r7kWN9M1O/y2N13EzABE3haBDaiqpJLcsTXBecxEpfXay2v2zh45ViWc1mf/xJnd0V33dRcRhjnO0ubFgWq9+mb6p++rv5ZWN6M+mkdBR6tCew7AYvL+76HPT4TMAETMAETMAETMAETMAETMIHfJ0Bu32Q6iLeX3+FW/i7eDT4QhX0ep9OrGKwzaqEuosxjujhpTyqd+IYI7G9wKr/svowj6ix3JSxXEA3/aVLt99/S90IA4Uyu3ArsJKaVmVktSHRlknLIVkFcnjJpKUdnMVSnFsc4Au3z46/iee81TvHDqCK8PmZTLeQGYzhkscGEWttDJoovpqsY4V7OEM6HuJKv+qdxSf9J9o5W8SQKOFY1OZsjRE9UdxkBWu5mOZzWRYnLtWg0EJcZa6t1kJzdFpcfcy/fzXtLUlCMulz6qqld47ivzOVelusLhxuLDTKOhel0mH4fKtHE7V77p/qVd9MTv4oJmIAJmMB9E5BXec45gc4hk3M5RWJvThST+5f7UzkEPv/lXdb/u9DUd6Wv3LqWJY7zJZbOgQuI52oaijaNS4vpNEJd7o6ErlG4mYAJfIyAxeWPEfL9JmACJmACJmACJmACJmACJmACe01gnk/ianQRP5z/I/779P/Fu9FZnBHNPCgSVcs8WR0xsL0qxPNyM74kjvnfcCv/y8v/Gye9l6m2slXlzz88ShLYcC2XqUVbQXwrMvm4YAJ2CvccNXahgn3cVuWiRc3lXuMgjuB+ePAqKhKWEXcfs0kwbCAUHuAylkB8haDcQFguZnL1EOnNooUrFit08WWrdnK1Tn1pict0OonL1PCe4FTNEBYVLVlgjBXur6veMi7tJtHYZbmzk4P1MUfq974LAmWcy3It19mnNWLUyxz7ReouS1yeK0KdxQZTnOxKSCioLnOKUt9M1t/F+/s1TMAETMAE7p8Apy1JTJV4LGFZlysWzN2eL+paisbW7RJd9YSdaOqrai4r0nsjMN86l2+7r5SO22+tJERzxrPUGNOZz+2jfGkCJrAPBCwu78Ne9BhMwARMwARMwARMwARMwARMwAQ+nQCTXAtco/NFHjNiaPuTq/j+6of4vv823gw/xDlR2GMEzjXCZxMRqIfA86LUiNf1Xnx5+EW87L2K484zHKWtT39PP/I3CcjNWUEklrhMWDYuH/YPk5DJycPPVe7rIMqprnGH6PEWdYgr1CTehqZY7Dp96uEyVvRlj0UJjbwfpXyYXD2T2Siuipf0n3rRrUPun4cqL2uSNef6BEF6wjGYIywGk7Vl0pBVb7fOsada1GVFrVtY3oZd/af7UGDGvUQ9drn1dczcxsEXFkVcYBKXiYLPJklgzjm+K6smvxNuJmACJmACu0hA5zCL5FyWuLxEYN24eSW8Jucy5zqbaGw9clfE5Y1orsVwybnMIjoJzRtxXMvtEJYV/b0ZZBrXrWt541zexT3pPpuACfwWAYvLv0XGt5uACZiACZiACZiACZiACZiACewfAc3fLeaRI/pdjC/iPfWV3w1P4+3gfXw3eBen81FkTAKWicA+kFO23I4XCIev28/jFbWVn3Wfx3FyLCP6ud0JAXmPJSzj1UzCa87Pt8JyDUdzC3H1uFSPI2rUttnkdN6WplhsuYyL3aAudCkOltNoTT5EeVRAMM6pwTyMK1zLLaKQD4k8fo6zWU3VCeVmmiAqTxezWPDYInW9K0w217hWTa5VotYtLG/Lrr6DfigWG+dyEpeJxcZ5X8alXsipwIkTTMeAFrvMSFJQPe56isvmSLm1gN1BD/wSJmACJmACD0NAYmpyLuvzXQ7lJL1u3ltisoRl3b5x9T5Mn+7iXbT0LzmXVXMZkXnjXN68cpExlhhbibGnXBkuVyzWTAIzD9klEf0uWPk1TGDfCVhc3vc97PGZgAmYgAmYgAmYgAmYgAmYgAn8RIDJsDnuwNHkOt7hVv5/Z3+Lb/tv4gP1lS9xkc6ILaxUazhN6/Ga+sov64fxuvdlfHHyL/H88Evq/B7gPEQGxW3rdjcEVIZQkxMSlyWsZkw/SoIV4Tpi3CGsn1facVxpJZG29MhR2D8ftY6DUq1BNHYtetSE7uJ6b1VwpdLH+WIRM2otXjEmRWc/J/46RzBUS87lJC7niMt5LDkuy4CowaLOc+VeVoSy2/4QkEisGOxqtR4NnMkSmcssOiiwvxWPOmfRS6bPID6f8nmWJu/3Z/QeiQmYgAk8HQL6jt84l/lsZ8HiQiLrjTlZFxKel1xKYL519u4KneS65vxFzuXkXmYMui25lhmEROUSg1SZE53tbMYqIjcAdmWg7qcJmMBHCfgvlY8i8gNMwARMwARMwARMwARMwARMwAR2nUCqaYobMJ9thOUz4q/fXr+N769/iB+Iw+4TZzyXUIjw00YIPMGx/Kp+EF+2TuJ191W8OPgijg5fIwTZRnjXx8LGuYwDGJeyRNnyzUSsSNfl+C234jki/wn1lttEkW+l6IrDWPWR20R26/hp4nwn6DpNvA4RDK8RloeLaWRMxt5OzGa4mCcrxGUuNcGsSPAG45dbu8JW9AKGuz7UHvn1FIst53IDt3uLjdhrOZf5TFEstqL6s3yW3MuKSVfsqCfjH3mX+e1NwARM4DMJJHGZT3G+9Sn1IQk5eXnTq0lm3TiXf6pHvCvSq86n5VZesFhO289rLmuEZWKxy5zApdEyqI1zeSO2J735M3n6aSZgAttHwOLy9u0T98gETMAETMAETMAETMAETMAETOCuCGhiC1E5y8YxmA3icnwVZ+PzeI+4/G3/h3gzuYjr+STWCDyq6XuYRMxevG4cxVcIyy/YTqix3Gn2LCzf1T75xetIRFYsNh5OYqH5YcmkJdOw2MNxkVfjoH0cLzuv4vnB6+iyH+T+3MYmMbhG39rFSvTYMgTiKdPKE8Ty/noeI0Rk1VleMRm7ZJuxjREQZ0zSytmjutMN/Np1tjLXvZBhG/fy5/dJ+7NcrkYNUbmx6HDJQokyfn32tfa/jo2MiHS5lzfiMr62XVEbPh+Ln2kCJmACe0iARUOMSkuE5ny+61I/q+mcR8IzlYrZiJjmcpc+6m8XyGkBlOKxJZLrNjXFYktsqiAwF7lJY02P57rGv0vjpLtuJmACHyFgcfkjgHy3CZiACZiACZiACZiACZiACZjADhNAwMunwxgOz+PD6Cy+Hb6Pf4xO4z31ls8ml9HPR7GQsIyb8HXjML5uv4yX7Wfxovsy1Vc+oN5ys9FB5HSN5fs6CjQZKWFVjt0qwmoJF2cKUCytUnTwEXWuXx3/JZ53X0S7dZDcn/fVlz/7unIfdxCWD6kNPWObSzzGvjNgWlVCcoY7dUHkseoxz5JzeYkAzXg5BhWF3eC5DURqvY7bfhEosE9LLD6Qa7nB55IufxKX5VzeiMszBGYdH5q0dzMBEzABE9hBAnyFb8TluHEub36+9S7rHEe1ljei80/C87aPVOKwxOIVi+aWLASUwKyyDhqPzlo0Pi0W1Kb/tHBqJRbpOenZ2z5E988ETOAPELC4/Adg+aEmYAImYAImYAImYAImYAImYAK7RWCajWIwuoyLAYLy4H18O3gTfxu9i3NczBOiZ9WaOAmPFYHdfh5/7byMVwjLxwevott7EQ2csm73S6Akxy8OTkVedxHcBky3IsEm4a1DzPRh51naH4c4mEvUqSUv+n479JmvrglXxVl3cMAfVdsxrRKFTc3lEb6kCdPMo2UWYxz0Ex17HJcTHPVT7s+ZeK0yphrCcpMY8DqXci4zg/uZPfHTtpIACwiCWGw5lWu1ObXbGykWu8jtihndiMtZzPhcylmEIHF5t/xsW0ndnTIBEzCBByeQBFgJyGyLwkZE/ukbfSMmJ+cy3/NaRrRLn/VJGOf7aYGwvOAyxWKnweFWRlAu86+SaFg1x7ncRmDWWDcS9IPvCr+hCZjAPRKwuHyPcP3SJmACJmACJmACJmACJmACJmACD09gzWRXTrTsZDaK/ugizvuncYq4/HbINvoQl5OrmCLgVHARdhEvVcv3dfMkvkJYVvzyCWJmF8dynfvc7p9AlajgbvMgnvdeJvGtNOtEjxhp1b/+Ahf5Mfui1ehFCeEZZe7+O/SZ76DY4xricDqmmkcxQSC8KCzjcjGOHJfPCGH5Cvf8Oe7sSwTmwWwYM8TlZVETsjhaEdhbbA1eo4LgLteP2x4SYCFBpVJDWN7sZ+3p4kouNhYayNHOZ5Nqcytq1M0ETMAETGD3CEiAlZgqZ/KC7i+ltXKppXG3IrNEZd0vB/Ptbdy03Y2OblzIxHkjLqftxrmsjpc4D9o4l4toyyya4rZbFo7F3u5d696ZwOcQsLj8OdT8HBMwARMwARMwARMwARMwARMwga0lkCHa9fsf4oK6yu+pr/xmdB7viMA+Z7uYXsUsn0YV9+CzWje+6n0RX3ZfxQtFYbepr4wo2Gl0o1prb61DdmvBf2bHajg4FX0tKbXLPjjOhjHG5VvA5ako7OPmYVSrta0Wlm+HXkU07BGvntFvuZVPmVqtTFVXeRHDaT8+XL2J6nQSfep8X3MsZty+Jg5bYnIdV3YTFnXitMs4oLdYR78dri8/k4Discsc33Koq854ioJngj7VXWZRwpzI9CULEtxMwARMwAR2j4DSKCTCSlReaGMIP/9Ol/CcnMvcvlOOXonkGldyLisWG+fyjbisc7ifnMtFxr5ZIidReTPGnZHQ6bGbCZjApxCwuPwplPwYEzABEzABEzABEzABEzABEzCBnSAg1/JofBUfLr+P91c/xHeT8/g268c7aiuP8nEsqGcqYfmACOavWs/i/x5+E385+iaOEDXbiMo1RGUJhAXEPreHIVDDoazo6wZ1rY8R/l/mk8jYT0zFUu+6Gwd1XMuIcbvQqjiPu9SFXuI8VRx2dzmJ2nwY0yyPMYsePqzfUZBwEKNVHtd5H3EZAbFUQlxGWGb8rUozGojM5TReTdW67SMBfb6UWEBQSfGhHAJM1pMtGnOOmxnick5NZjmXd8jPto+7yWMyARMwgc8ioKhoLRBa8NkuYXmF0Hpb0EMSqzYtH0oCM1/1+rTflZacyHw//Sgw67tK32GMo8h/+l7TphIQKvswZ2wa3+YbbXfGuSv7w/00gcckYHH5Men7vU3ABEzABEzABEzABEzABEzABO6IwDrmRMqqvvJp/328HbxLMdhyLJ/Nqbu8mjERtooGUbSH5Ua8aBzFl73X8QWu5Ve4TLs4livUXo7yboiYdwRtK15GwnGDyGsJs8v6PBbUIp7PVQ97ze6oRw3RtYS7dxdaheOnWe+iE66it5xFh8UNdcZXZOI1I6r9akV9XcY3IQJ5yP0LJp8lJCsaPInLcGioFi/jdSz2Luzxz+9jSa5lNtWmlHt5LXEZJ3uGsJxzfMj1tkN6w+eD8DNNwARMYJ8IILYuOB9VTWL8ywjLfJTfrBXTBSWY+XzfCMoSmG/jorlpJ1pyLmuMjC85l/nuQl1O41KZh5TIwXcbsSxpPBqXay7vxK51J03gDxPYjb/O/vCw/AQTMAETMAETMAETMAETMAETMIGnQiDPZ8mtfE389QU1bd/038UPw/dxNruKy3wQE5ywJSbCOoh2L9rH8SV1lV91nscXvVfU+X2FY/nAwvIjHixytxQkwOLmTFHBxAVXEZXTZCXXSzsk+Bepl1xrqNZgIdrzcbQQxhtyqC4lHC7jmsnWnKnkGcfjiLrSC2oSVnlsDWG9ibDcps63HNwSqbnZbY8JKD5UtSmryeXFogMm53WMKCo9T643SQ5uJmACJmACO0EgLQjC10vySs4issWC8gYSXmlaLFbkO52zA65tIrF1j2KzbwVmTnrSY7f6H7qYnMuMS85sbYoA1/ma8n7SxsmLFk8tJTBzPdVo5j4J6m4mYAL7RcDi8n7tT4/GBEzABEzABEzABEzABEzABJ4cgWk2TjHYb87+J94NT+NNdh3vEfb6iykiTR5FhJouAt/zaif+9eDr+Lfn/1+8PHhFbdyDJOiVicFGwXxy3LZqwElIZSKytJmULCI2pybhubhxv2xVf3+rM+prsRr1ZimaWTfaLGhoM91aZ1ZVEdij4iKmNwLzWBOzvI4mYWscg00i2Vu4nuXiLiNSF6wu/xblvbhdR3UZqaGWxOUi0aHU5eSYkGs5Z7JeTi/Pxe/FrvYgTMAEngCBJLIiKGeU98iySUpgWfGZnqRlCa7IyiV9qN98sMvRrHu13ejSXNv+9pNzeRONrdQNiebpOw0FXc5lbQudw0hcZki332f+Ttv+/esemsAfIeC/nv8ILT/WBEzABEzABEzABEzABEzABExgqwisEe0m2SjOBx/ih8tv4w3i8vsl8cPFdczIHlR95RYC3zOisL9sP4u/9L6Ifzn+S3Isl6n1a3votuxOTUKmKVjUVnk6d7zhwq6rhnK5Hm3E5mahTN1FIo+ZZpWknDPhPGcrMR2bxOXkXG6nut8Sl+VcTkB2HIO7/9sEdIyrLmWNhS/6nFpw1C+YoM8QlnVsqOaymwmYgAmYwG4QkLi8Ws5DaTo5AvN8wTf+jXNZZzUSl28Lr2gx0ZKfJSz/WI94Rz7ztexJ30+KxJYzW+OWjrxxLiMu35zXFPle03mMvsluN4vLwHAzgT0iYHF5j3amh2ICJmACJmACJmACJmACJmACT4oAs1QZruXRbBgX2SDes53loxgts1iXcI5Sx7ZXbcfLei++aB6nGOxXh1/GQeswyrXGk0LlwT48AUV8NxCNewjM2lR9ccgELEcn4iH1ChEQN1OvRCPzuFajG60WbvpGB3G5Zufyw++yB33HIrPxqeayYtPZNDufxGWOkznHiFxtXvzyoLvEb2YCJmACn01Ajl7VWlYkdj6XuJwnAVYvuBGWKYFBconE2Ixvf0Kz0+d8qkfMbbdC9Gd34IGeKJf1Kp3D0GfOY4LrivomeAZhWekz2orEgHOGw3XFYd+K6A/URb+NCZjAAxGwuPxAoP02JmACJmACJmACJmACJmACJmACd0NAE3ixXMRynsV0eh3D2SAu5pM4W+dxzRSWHBWtVYko7Gq8buJWPvlLfH30VTyjznKveRg1HKVuJnDfBOTiaRJvfVBtxTGLHOY46XPkQ7mX1XQc678kMlJjutkkRpuFDw3E5WBhhBw/bvtLINVcJka9VqTGOE53xaDLzabFBzmbjhJueqDGZ+ofPN507KqOqJsJmIAJmIC+01k0lpzLxGLjXt44lyWrUi2DD/MqgnKdz0wFSM+4zLhtzUeoahLLBbxaLXYCo5zWybl8k7Chc5lNLemNO1vCsjaqTDMexGWNkWsaq75p3EzABPaHgMXl/dmXHokJmIAJmIAJmIAJmIAJmIAJPBECcodkkSEqj8fXMZj242oxiSuE5TFzWU0cowfFWryqtOOb9vP4Pyd/ja9e/Ft0EZYLclK4mcADEJDw1sSBfFjrxKTRiyni8mg5iRF1wAtMxhaw8xSJb1c0dhUxuU4cdhKWq3bVP8DuefS32DiXS1Hj86rCVkRgVmS6XMvallp8wPYw7Y+LxBaWH2bP+F1MwAR2g8CP4vLPncty9tLkXN6IyyVE1nVKrSgiuWqJThJrEZaXCNMozCjR232eqoVFclsvENNT+QYu9X2m/+RcViy2XMu6bc0m57LE5SQwJxr+xwRMYF8IWFzelz15B+NQ/MZ8Po/ZbMbq/yn1IYjvWPJ18bM/ZrSSVlulUol6vc4fvo2o1WpRInLujza97mKxSO+p99X7adN19UXvo6ZLPVabrpfLrOqtVn/c1BfdVtzyL98/ysePNwETMAETMAETMAETMAET+HUC+ttgjmt5Mh3GYHwZ/Qnu5Xwck9U8FnIClupxVO3FS4TlV50XcUKt5V7z6CFtgL/ecd/6pAiUEQubuJaPWscxIx6zrwnlGRPNOd5lJmMLTDqXV8VUg7HCYxWNXcHB7PY0CGjyvYJruVaq4Fym+jLHgI6LJC5zuVA9SxIaAvf7QzWJI/pszVm8IwdectMhIsh9VqafNY7POpv66mYCJmACJvATgeRA5jNbjmVFY+szdMXnuJqcvMyeR4PPfD2uSimEjaxMSoUcwIjLi2VOKg8CM6k7qd3Mi29+2J5/dQ6u7yoJy7qU2HzrU76NxE7OZS3m1Jx+GulGXN6eUbgnJmACd0HA4vJdUNyT15CgOxqN4s2bN/H999/HxcVFEpklMN82CbgSdrvdbrx+/Tq++opouWfPPktc1uuOx+O4vr6Ofr8fl5eX6T11PcuyJCRLtJagrMeqfxKR2+12nJycpO3g4CB6vV7qj8Xl273kSxMwARMwARMwARMwARPYbwISQDRxN0RUvh6dJ4F5ko0QYxb8bVKOXv0QUZm/V7qv4/nBq2jXiRne0km6/d5TT3t0JcS4No7lZe8lkdiFOC8gJi/HscyYkGUCusBW5m/eCraeCpOvm/qE2+1Yetp79G5Hv4nFlrhcjRrO9dK8zKL6ZSxYZ6963HNEhvk8j8YDxvhLzNaCnevBWYxIhJhSNzST2MFxqmP5xcHreMbxXC/aXX+3R4NfzQRMYNcJSHTVeWiuussIzKnm8o34KrG1WihHg/MCpVJU1/MorTcx2EvmuyVE6/Gq2VyWKJtMXH88UeIhGGq5kcbwk3MZcZkbJSzLtaxLnc+kpCCuKxZ7yabnSYh2MwET2B8CFpf3Z19+9kjSiiO+yORYlsD7P//zP/Ef//EfSWAeDodJ2L19cQm9citLUP73f//3JDS3Wq0k+t66l/WYT2kSiyeTSRKU3717Fz/88EN899138f79+3S7XkOuZInGcjhLYJa4fHR0lETtr7/+Ognc6r/c03qsmwmYgAmYgAmYgAmYgAmYwP4T0N8AGRN3Q8Vhjy5wLl/FLBtji1jirGvEQfsoXlJj+fXBV3HUPqHGMkIIz7HAvP/HxjaNsIRDqdXopknWOX/X9ojErk0+ICNzKDLhXOGQbFCEsMHf0FVulY/J7ekQSM5lFsPUSzUE5lpyBgfCBJ72mPNZJnEiR9yNOTXiESQ2B879HiMStPt8pr49+3uc99/FNZ+xY/oR5Uo8Y6GOjukDnPh1PmfdTMAETMAEfiKghY9aoLNxLpPMyefpz53LVT7vGywm2ojLeRSXm8VkeoxEZaVGSGAu8rgC5wyfOL3+Uwce6JoEYpbI3TiXlTRKkjfvrXOYnzuXUyw2t0lOTs/hgXqsmwmYwP4QsLi8P/vys0eiGGqJvFdXV0nYlbj74cOHODs7+1HklXB8K0LL3azrEnklMstJLOFXlxJ5P1Vc1mvoeXp/OZUVxS0ns15fl3qdX4rLt05micxqer4eo/eWyP2p7/3ZsPxEEzABEzABEzABEzABEzCBRyegSaokLs+GSfwYEY+d5zP+HlhFDfGjU2vHUeckjrvPo4Pb2gBL5gAAQABJREFUrlB5uFjZR4fjDmwNAUUHF2vNaHNMznCidiZn0UaUaxeRkolBrpUQnMv16LBpwrnEZLLb0yGghfQVRU0Th16rIC7POS5wKqdalhKXFU+dUbKsMmVhP1wQHPiQu1dASoRQmYHTwWm8vfohLli4M17M0LZrsaK/r46+Sc68e+2EX9wETMAEdpBAmue+dS4vb0sLqNKwyiirZEslGnzeK066uqpEibIYC+bGk7iMEL1gIY9E5gqft0Vuv99P+88HLH1YArnGkWouc06uJA65sznr4ZJ/FfvNmDVPn+ou8xwFaCtGOynM9/xd9vmj8zNNwAT+CAGLy3+E1p4+VkLu27dvk3NYwrJEZom3t3HXEm1VX1nuYT1WQrAEXYnBchtL4H316lV8+eWX6TmfGk+txyliW8KwhGq9jn5+/vx5clHrC+hWTL4VtuV2Vj/UB7mddam+djqdaDb5o53XssC8pweqh2UCJmACJmACJmACJmACPxKQs28RI1x9feKwR9Rb1qRcuVgIqoFGk8m7JgJzA9doAXFva2fofhyPr+wlAU2eshWq1KldNKND/eXjcjOelxsxK+OyLxfisNqOZ/WD6FSaqf7uXnLwoH6VgJzLVRYVqIaxahlXuC4nm4JSlwgNci3P+HzLb2ocaw5F/91bw3E3yycx4PP0Qz6M9/koLuejmFEHtMah3FOfWCShxT1uJmACJmAC/0xAn42KxU4lDeRElnOZz0w1Ca76vG/weZ6cy6sZn/eb2vWp5nISl1lcpOewuKi4xZ+zaY7+RliWYKz/9c2E3zpFeivWW4vlSiuVutx8Z+lbYzO3r7KXC9zZTh/VceFmArtOwOLyru/BO+i/oq//8Y9/xH/913+l+sf6sL+Nnj4+Po4XL14k8TbP8+RmlqtZz5G4fFubWT/LtaznfWo8tf4wkiCs50i8lpgtsfg2Alsi8a1QfSsYK7pbgvZ//ud/pj5LCL8VpFV/WY9XP25F6TvA45cwARMwARMwARMwARMwARPYMgKapMqZfBvhDBkspjHBWbdezBHrKtFkcquBK7SKwFxB1LOwvGU77yl2B2GuwvHYYVL5eaWFWNiJbK1au+Xo1rtx1DyOLoshqp5sfVJHh8SGCrWW68T2S2Cuqu7yQmLDpv5mhtA7zYYx4345h6v3lcAgJ9mSOvaIyhPKC/TnkzhfZfEh8hiQBrFg0U4bl31Oot2SeZrt9dM9qcPHgzUBE9gyAppPX3JuOmdBTs45qRZBytmrc9YSSSZKqWiQXpKcywsWEzGHLWVWRqolRqoFz1myrTBf6bW2talnKWGDvkso1xiSc/lGXE4O5uRelnOZMWqhnR6F0C5hWdHhFpcTEv9jAjtPwOLyzu/CPz8AxVC/efMm/vu//zvFYMs5LBeytq+++iptvV7vR7ew6iLr8X//+9+T41mx1voi/OKLL5Iw/Kk9uhWCdSnnsS7lQpYwrOu3grK+UPWzmpzTEpP/9re/Rb/f54+fPInT19fXqe8Sq/UaP3/+p/bHjzMBEzABEzABEzABEzABE9gNAorVy5igGjOBN0RglrOOP0qiTv3aFqF8DWKIKwjNzF7txoDcy70nUEZIbuNOfoaYvEZMXlTzJCa26p3oto6SyFxhUYTb0yGgeQsJyklcRkCWeFzM+cxC6E3O5Rzn8gznMI73Wq1Fje7WvcBZMdG/yCYxmvRjQAz2NW7pPp+rfUTukTQBhOUq8zQL+itxOcWa3ktP/KImYAImsLsENH+9UEkDBOKc89IFn62aL998jN583t+IyxXKIGiB0Xq9cSrrM1/isrbbOs3bSkIO7RVjlbCsS8nLSVxGSJZrucy5t8T0VBqExUma3988h0rNSVye832mxZ8b0Xlbx+l+mYAJfJyAxeWPM9rrRyiKWvWWLy8vU51luYYlLh8eHiax+PXr10m8FQQJty9fvuSPnGUSkSUwS+yVyCvxWe5lCc2f2vTlcisk6zkShX+t3YrMuk8R3drU1G85mW+jum8dz9u8uit13P+YgAmYgAmYgAmYgAmYgAn8KQJyPWSreYzSxnWmrUr8fdFCnGsrdpCathUEZjcT2BYCRcRlRbUfd55HhalmHcNlnMp1RMMGAnObCPeyFkS4PRkCmniXo71ebaatSu1tTcivkygxj4xY7Cnu5QyRWfGqNSbx76PllBQYja/igjrLZ4P31LG/ps4y9Z4Rl+fM/Rd42wX/LPiclXAiwcTNBEzABEzgnwlIQE3OZc5N9Zm9YFvzmSkNNcVi3ywmWuDgreY3zmU+Tjc1l1nkc/PZr9fY5rltfRPJuYwPOV3KDiZxuax5fsRljTXFYnN9E4sNAJ6UHNp8f+j8B4s2UDhPT/py+uefYfonEzCBnSDgv7Z3YjfdXyfl/FW89WAwSCKxVs4q1lpx2KqjrMjqnzcJu4rJlqir6xKa9VxtEnsVa/1Hmt5PX5g/F5A/9nw9dvOFRNQIYrb6oJ+3+Yv3Y2Py/SZgAiZgAiZgAiZgAiZgAp9OQBNwGRNTEyboxsS25vyN0EGoayPUdEvEDiIsU+nt01/QjzSBeyZQ5Bht1BGXD19Hu9lLf8NKSCwz2axo5ORM5dLt6RAoMgFfJe66Tl14LTKocF2Cs5om3/M5qQw4imf5LLnZ1v8/e+8WI9u2n3eN7rpX9XV1r7XXvvhc9rZxzAkG2xGQIJsQMAJFWCgYEDwEKYiAxQvCPACywA8oinkB5SUIR5HgyRAU8xCSECsiToiIk2Acxz62c87e5+yzL2vvdet73aua7/efNXv16tXdq7tXX2pWfWOdceo256wxftV7zDnHN77/n/DVN1B6+p5ne4/TZ88+Tp/vfZG22s8irCuiwKIcy/pjlS6QOc9GuM6USzTJXZe8GOIGfg0f0gRMoKgEmJfOwmJneZcZLw81fi6WslzE5FyuKQVCSWN5Wc8XNcZSiAYxkiA91NjK9S05mDM/8HSSCBFdTWPBEWeHzLWcCcvlI2H5RFRSekQ/dW7Dpa3Y31KkM1nal+vT+Tu7VSZwEQIWly9CaYa3QVxGKEZg5pF8xXnu5M3NzXAWn+w+LmXE56WlpfgIQRlhmWNwvMuIxbmonD+e/K6Tr3En810IyhFCSiGyEcNPC6d9cl+/NgETMAETMAETMAETMAETKDCBMO1hoVMuOzn5OnLWtQ+HqYMhQgJIdaGqnLbNtKLa1KQdTmYXE5geAgtHAuKLkJdZuEiE5wVNyObC4vS02S25SQKZc7ku13Jr4lyeiMsSKIYSJRB9EZZ7g2644G5qQX1X7uin+0/Tp1ufSFx+rJDYHTmVx+E+IwLESP+Ys8mFgYHG3oHaVkEYQRzwWHuTfyY+tgmYQEEIhOgqAXUgAZXK3LXU5bR4qIVkLCaaiMuLeo+FZQtEqkCgjYgQuJ0lLktkJnS0Btyp7TXLnBCV1buoOJa5jslCYsu5rH5xfmPeHgE95vzVnzCKqa+ZwDzMInUo7YKv1qf2p3bDTOC1BCwuvxbR7G2Qi78ItQjDCMK5A5jektO40WiEYHtW73EtI0JzouDkwLE4Dsej1uvKnXDBkgvLscJLJ15OvlSOSaVt+Wc4pL/44ot4D3GbfQnhnbfH+ZYvCN2bmYAJmIAJmIAJmIAJmEDBCBzi5Bhwz3GQDjqKnNQ/iFzLultIFYXWq5clLCu88GptOTXlDGEiz8UEpolANtnqv8tp+k3usi38PWTOZYnL4VyWo03jFpICcyKEq+4qNHZvKOeyhIqbEJdxkLUlLm91dtIT5Vt+1t1JB5ILDsuIIZkT7VBCM7P/kWOTcK8SlgcSvBl304JCuXusvcs/I3+3CZjAlBCIuWuJpwOJw1RE4wWEZI31LMZhzCQVgnIfyLlcDkGWpuNUxuVMGG3G5FFEi5hecZmWITDjrx6zwFPPEZHzkNiZe1niss4NR3P+7DMRlrNc1DKNiY2LCZhAsQlYXC7273fl1ufCMm5jxFsGe0RlRGEez8p/nH8huZJxDOdOZ15z84P7mcrr4/mU8/3Oe6Qd5E/e39+PMNvkgaYiKHPMXLwmtzPtJh80Lurv//7vj1DdKysrrxXFz/t+f2YCJmACJmACJmACJmACJjC9BCJMbG8/7e0/Tzt7T5QjdDucfUxN4QBpKuTwanNddU25bVsxcTe9vXHLTMAE5p1ALDaoyrmsCfZ6b0lCc5ZzGcfa6HCQicsSlnsSmXGzEYD0WosEjF53Px1owc7WsJOejXtpa6wFPPqe8Uh57GUmKCNyhMaROZcJ29qX4N1HXNa4yzb0w8UETMAE5p0AQ+VQ4/lgIjAjpioZpKqMXBJfq0rfUlE6gUM5mRcVFSLLR4y4LNOWFhAhLofwymLKKXYu00+EZZzLcVaSppA5l7UoSecEnMsslArXcgTNxpusM5j6GakVQkQfSlyGDUezd1kQXEygkAQsLhfyZ3uzRnOCysVlRFueIwTjVqYiGr+u4FZmH8Ro9kGQ5ri4ljkmrxGscTZftCAeIyw/efIkff755+m73/1u+vjjj9Pjx4/T9vZ2CMocC8fygwcP0rvvvpvee++99MEHHxyJy68TxS/aFm9nAiZgAiZgAiZgAiZgAiYwXQSYkGp399K2hOWtncdpTy47RA6mpKpygiw1VtJa657qhsTlZd2vvP6+Zrp66NaYgAnMFQHmSxaVg1OjWE15l1/kXCZvp3LJk1tewnImLssFd01iQ+RuJlKc0gsctHfSrsbVHYnY25IJ9pjCkVpQ03dVxogBvMwm/jMBRKK39qOSO3Sx4jzhc/U3686agAmcSSBCRSMuK2ULAjOOZMRTychJGZZTRaJrWdemI23DopxMXNY4q/GeXM0hLofj+ZoXEp3Z4it8MNGBaeFI5wkEZsTh485lhOVMXM4EZk4hnL4494wjXLhChqu/Zb12MQETKDYBi8vF/v2u3HpOXDiFqTiO8/zFF3Et51/KPgjR7IPQnIvWHBPB+iIidX4sHvM2IU7jYN7a2gqh+dGjR+FgJtcy33n//v1EPmhCYa+trSUcy81m87Vu6+Pf5ecmYAImYAImYAImYAImYALFIoADpCOH3c7B87R98EyhsXd0P9ML2aMqB11LIbFXJC4vt9ZTA+eyXCEuJmACJjD1BORkq0iorUh0IGdlSbPwhxOhoTeSuBx5OPGJ4fB688LczUALc9rt7bSjXMvbna20O2hHOOy+TAINhWttLqpNasuihI6RhBIK4vIgnMuKLCfnMi5mnM32Lb/5b+IjmIAJFJ9AzItrOc6AsVLCMmNmScIqSx0jLLbG1bLyLo/0WUnjbISMZgGPtouw2Iy3El8RpTnWVJZobxZHY6S+hTwczmVFutCcPSHAqRGZQ6/pI//CuazzWjiXJ3mlY6HTVHbSjTIBE7goAd9tX5TUDG3HCQohN6+8jsF+4jTOn7+uy2yH2IuwzPPjx+U59TIld0IvLy+njY2NcCWzP6Gvd3Z2dOPTjjbnobtxOT979ixyLiM2sx3HcDEBEzABEzABEzABEzABE5g9ArgcOhI0dru7aaeznQ7kthvI1adbkQg1iLi8vLQetaEQ2XYuz97fgHtkArNKgDCiFbm9KpqEL2sqZSEXlxFzCZWq15edYzmLFSJ1Wwt1nu49Tl9sf54e736RdjSu9vQ9zPEslerpQaWValqgsy1H82DYTl3twxg8kNCd51zGZYco4mICJmACJoB8mrl5EZaHIS4T9nlB47pCYmuMz8JiS1yWiFyahMVmH8Z2jF8RGhuBWXP217WY6CZ+l+gn5wQdnJzLXIiXokpYxrWsvlKznMuTiKbqI+eLPO8yj4jLSAdcx7uYgAkUk4DF5WL+bjfSagTiNy1vcrODAxphmdDWhL7GoUw+ZVzM5FjG0cwjjmZCZX/55ZfxGdvnDmb242bIxQRMwARMwARMwARMwARMYLYIEEawI6FjV3mXdyQsH/QP0kjCS4loSnKDNGtLaUnOZWpZeUyTXHcuJmACJlAEApGvUiKEEoypSmxQPGpJDSH49iQ2IFQwoX8dhcn8fY2jX+w8Sp88+zg9OniSdnrb4ZiraSzdqK2k9xr35GCupmp/L+11lJtZOZkRuAfDLBc0C3sQl+08u45fxMcwAROYBQIIwlyrZs5lhFOFv5bYGmGxF8oRnaKqcXUYRq2Jc1kdR3QdMs5H3uXM8XxtA/41g+U8RI2w2JIRcnE5+ql+4VrGlY35i8ocfRjS2E+ieTizcWcfLZi6rjPbNXfUhzMBE7gQAYvLF8I0WxsxqFMZ4I8GeVYQTdzMFxWI2e74PiePyevLFERiQl0T4vrevXuxK8cnxDaP5GTGwfytb30r/dqv/Vr65JNPQmhGkCb3Mu5lTly1Wi0eL/v9l2mrtzUBEzABEzABEzABEzABE7hdAky+deWa21P41l0Jy7iYDxVar6KQsnWFk21Um7qXWEnleut2G+ZvMwETMIE3JEDYUOKwhbh8uCBxQiIF8yASHPqaiB/o+UXnal7XlKHGTSJAfCnn8mc7n6en3e3UGWuhjuZTlkq1tFlfTe+07qem0g0MO6X0aLCftrSwB7cdYbERlvt6HOFcVrtcTMAETMAEMtGVZUCIy0NVRkeE5Swk9gvncvmQ+fhy5ClmL8bRyLmsMZZxltfT6lwOLYA2q+JcPgyNQVFNtaDzJdcy/ZsIy1rtyZYhto+P+jj04iT/R2MCM0DA4vIM/IhX6QI3DYi5VJ5zcjieg/kiNy2c7BB+EX0J34GYS57l/JiXFXfZ/rR9cDTnBWcyAjN5lvmuXq8Xbmbee/78efSFzxqNxqnHyo/jRxMwARMwARMwARMwARMwgWIRCOeyxIxdCRt7I+X81HPdyaS6wg22NInVkBBC7mUXEzABEygaAeZCyLdcJXyqJuLDFSa3ck/urh4hVmMq/3ocXl2FxCYCxLPebnra39eCnU7M/Te1UGdN4vI9RYFYb6ymhvJAP5PoXIlxVW3SHNBA425fue4JjY3Lzs7lov2lub0mYAI3RYAROsRljdeK6xCjNlEpSHlQ1XVqRQshy+WaUh+QYhLnchZhh8WTIS7jXNaYz+tpFZcRhyO0tXSE7B9z+epPhMKWzqB+ldXXBWkNR2GxpS2HKI3grv7hXqa/Yx3DxQRMoNgELC4X+/e7UuvjpkWiMg5f8hcjLiMSE3Ka54jFryusPkJQzkNVI0xzXIRgjonwyzbXXfLQ2TibcSrv7e3FV2xvb0eYbNpAH+jbTXz/dffHxzMBEzABEzABEzABEzABE7gYAcSWrqbq9g6HaT/ElsNU1YTWskINLqnW9HxxMlF3sSN6KxMwAROYDgL4unC4MaZRmZVBXugjMDPehdjwBm3V/prNT0MJye2DHYnLe+n5qJe2Cb2tL69K/FhdqKRN5VveUL7llYYW9EsEqQ32JBZUQnwe0w7EZUWQoOKARgRxMQETMAETwJubi8sycMUrRQ3Vv4qEV9K3sACyUpG4rFjSixJhNZEeW4W4zPiau3r1PD6YQqgjpUYYTxYWhTSsPjD/jrhMSGyE5RDO9bio11yXE5mDEmGxEZcnAnW2OMkC8xT+zG6SCVyYgMXlC6OarQ1xFyMC4/BFCGYFES5g3s+dyOf1OHctsw8VcRpRl2NSj7uNzzvOVT7j2LiTNzY24js5ie3v76cnT57E9/LZRZzXV/lu72MCJmACJmACJmACJmACJnA3BHBzdFUPNOl2INmFSbm6Jq9WJHwsa9JOyXHSgl0Qd/Pj+FtNwATeiABT74QVReSlakpe4oRyHUu87avihnuTKXjEgGGvndrt7bR78CxtK2/9jlzJ+4ua9pdjubVQTffLzfRWdUnO5eW0VF+W2l1N5V5DIkglxAEEEARlQmL3I+cyzuU3adUbIfPOJmACJjBVBBgNh6oIyzxqeI1xvaIFkFWJyRXlWy5rXC3pEpaw2LlzGZE1D4s91c5lmcxGWlg0YmGRrsfpLyav3Lmcu5YRmHXiCMH5qI/aOkT0ENDlWmZ/9dvFBEyg2ASu31pabB5z0XoGfgpCMg5fxFqeI9JGmCO5kHEx8/ys0m63Q1TGvUxBWEak5njUi5YIi6Hv4bsuelNC+2krlefshyBOxUFNmy56rIu209uZgAmYgAmYgAmYgAmYgAncHYGxnBJd5Vhuy2nXlnO5z5SWJq4actatVpppWaFcEZrxR7iYgAmYQNEIMHKVNb9Rk7Bc01hWYn5G7/X1/9Qsf+fVhVxCWLclKG/tPU3Pdp+kbYnM+8qj3Fs4TCWJy8v1pfSgeS89bG6ke8311KqvaG6npbkiosKRDVpOas3bcJyBxAXCY+Oys3M50Pj/TMAETEBXpspDrDnqgVgMNbaSj5i566rG0IoWQRIFoqQa+ZaZ19bnLIpkDhtxOaoWUE5duGi1TycA2bK1SEmLi0Ya/4/GfvqohVFHYbHj/MU57JhzWdtw2c4+R2Gx1c+Yu7/6ac1/cSZgAlNAwOLyFPwId9kEhOXcwYwojEiME5kw08+ePYubh5PtwyXMZwcHB/ER++GAzh3LnDgvUjiJ5Dmbc/fzRfZjH9pAjuWtrS2tvG3HyToXthHKcwH9IsfzNiZgAiZgAiZgAiZgAiZgAlNKQBNZh72O7j220oHEkI6cd31cD5qowv3Rqip8q/KDLuuxptcOiz2lv6ObZQImcC4BwoaWcS1rQj7EZT1nnGMhTU8VF9ybzMEjBG+3d9KjnUfp8+1P05O9J+mgux9hSuuVRtpYvp/eufeV9M7GV9Lm6sO01FyTEaEh4Vnjai4u41xGXNZiHypCiBf2n/uz+kMTMIE5IhAOZInKunKVuCwz1ER0rWhcJzQ2YaNzsxTXq8yeUxcQXSW2DlUZVxFhp2tsRRlWu1hUJHGZefnMuXwYUS3oU0nnLPpHSGwczCEu671sfp7w34jomUP7eFjsNzmvzdGflrtqAlNLwGGxp/anuZ2GIS4jDC8tLUWoaVy/OICfPn2aHj16FGIz+Y3zgqP5yy+/jIrAywmEfZeXl1Oz2bxUOGxOlDiNEZZZAYs4jPv5dYU2ICx/8cUXaXd3N1zX9GN1dTXawXEsLr+Ooj83ARMwARMwARMwARMwgWknoPsFTWL1Ortpd/952tt/ltq9/TSQSIJrubpYjdCta3XdByiEa00OO98HTPtv6vaZgAmcRiATlxdDWK6Gu62kifiFNJDhC4EZseJNJuEZN7c6W+mz7c/Tp9ufpaedZ6k76sScz5IcyvclKL+z8fX0zvKDtNa6l0qVeuoP2iEQENYUZ3WWLxPnssRlhUVFsFag09O64/dMwARMYO4IIAqPVIcaMFkcpEnzGEMzcVmCa4itWQ5iROWSBvWS5sbDvax5cYTliFKBU3iKSrSGtjH2Iy7rkbZyUuK6m5QOWc5lCcsS0qnjEJglLosB5w/KkXMZoVr9nTqHdtZM/78JmMAlCFhcvgSsWdwUly+iMALy/fv3Ixw2oi/i7WeffRY3GmxDHmNE4MePH8f7PHa73dgXt/Pm5mYIu4i8Fy18D0I2IjUiM6Iw7yFWnzUphJiMq3pnZyf2Y/9c4F5bW4t2Wly+6C/g7UzABEzABEzABEzABExgegkwtzZUXs92G3H5qWouLmtCS5NVNbnqlhS6dVUhXJcJ4Vqu27k8vT+nW2YCJnAOAXQIXF8Iy3XVskKoHi5qEl/vk79zEI4v/MtXK91+R+LyTvri4EnUvb5cy3LYNcpLaVWRHzaW7qf76+/o8UFKtUZ8SVkpCHAtR+hWvRPCSYTFlsAwERcsDlzt9/BeJmACM0ZAi21w5CIuK6ZDGoe4jJuXXMsVVdy8mZOXOW8kVxIOIDAjLjO+km/5yLmMcjstJW+fxv1wLusRpzVLnlgYtThxLYewTD9Vs9DfnD8ko6u/zPdn4jt9hFMe+WKK+jktvN0OEygQAYvLBfqxbqqprVYrvf322+n9998P4RaxmLDXCL6IubiYc3H5yRPdiMgxjLhLGAxEZcTcr371q/E8F5cRjNkPlzHvIRgjYrNtvg2rlPic7+J7KHzGNrQhF5jZjsIjobg/+eSTeCQMN8dEFKcd6+vr8T0cI983dvT/mYAJmIAJmIAJmIAJmIAJFJIAAsZBby/tHDxPuwqLjXMZxwROuqpCuS4rdOva8mZakcBcl9jM+y4mYAImUDQCeVjsmkSIWqkaYsTCuCRf8EI42cItPOhFzkvFqr5U94YSlve7WqivsfS53Mg7yl0/kIhRV67l1cVaWi8306rcyy1FgMiFZb7gKC8o4oHm/wlpSihUXNB9RAY9RzBwMQETMIG5JqBxcKjxeTDA1Usueo2LWhhU0kJIQkSzaAiBGXOULlQDVTiXtRECc5Z3GdfzxLkcsu30EGWUz3Ila9wfZTmXiWSBdTmEcvWLMNj0lbzSVJzLnEPyyBdsyz4cJ68+f0zPb+yWmMBVCVzuivSq3+L9ppoAIa2/9rWvxUkuD3mNMPzpp5+G2MvnCLmIyXt7eyEII/4Shvrdd99NDx8+TF/5yldCoEbYRTD+8MMP0+/+7u+GWI2j+Pu+7/vSO++8k3jOvtRcLEas/vzzz4+cyITm5jNOulRONlTepw04qPkORGWOhyjOsRGYEcGdc3mq/9zcOBMwARMwARMwARMwARO4IIEsLPZBV+JyeyvtKKTrkbgsUaRea6aVpY20vvKWHjf1uqX7B6bpXEzABEygWASYoMf1RXh/ojBUleu4NCrLvZy5vQaK4tDrtzUfcqAF+a2I3qB4o+d0UvMo5EXud9Oeci3vKLXAlvbdPtSCnUUJGgjLpVp6q9xIm6pLpXoIAscPiGMZd53kAVWcy7SF0KgKjS2BGXFZmUGP7+LnJmACJjBfBDQOSlnW+NxRdM5OOHtZiIO6jFMZUbmq8ZbxnbDYoTprLFXgiElYbBbuaGzVPDghsRGYcT9PVYn2ZWGxh5xXcC7H4iKdijhPqF9ZruVMWC6pz3oj5v5z5zKniiznchb+m/6q11PVTTfGBEzg8gQsLl+e2cztgXP5vffeCxcwDmPEW/ItUwl9jcCbi8EIvDwnjPaDBw9CNP7ggw9CWEbc5Yao3W5H6Ozf+Z3fSTid2Y5j8D2I1DxyDE6efBcuaARmQm0T8hp3ch7umu3YF1E5/27ayHchKFMRl3Fe41xGWHYxARMwARMwARMwARMwAROYDQK49fb7EkQUznVHuZc7vbbEjYFcy7VUl3N5Sc7lFTmXl+RcXpAYc77YMhtM3AsTMIHZI4Bzmcl5XMt15TuuSmQuDZF1s/ChIS5LHO4qekNZovKitlkony0uM9/Sl7Dc2d9K2/tPVJ+m7f5e2tNkfr8ss4DCbm9UWulhbSXdry6llr7v5OIc5ndKVNoWQghSwDiEZZzPCCF8j4sJmIAJzCcBRGGJwXIt93R9ygIgwkbj0EV0xc2La5nFQhUJzMxv50VWqiwstsbXLMB0FhY7z7lMyOlpKnlahNy5zEIj3Mi5iH7ctYxzWZ2Nc0rmXFZYbP2LBUriFc7lyfljuno5TcTdFhMoBgErccX4nW60lbiNcSFXKpUQcAlTjYMZkRdxF1GXm4q8IBAj5OIcxrVM3djYONomv7nIRWmOQT1+jPxYvM/3c0wqzxGcWcHE9ojF+cmX17QRJzXfjSCOcxrxOncs58f1owmYgAmYgAmYgAmYgAmYQNEJLCjP6CgdDLppR/lBEZkRWBZl95AMkhpy3TWVK7ShUK4LComt+TkXEzABEygkgZj/wLks0TgTl+VcltisCZmYiB9IvOgiXqhWNfYhWMgTd25fexo7txX14cnul+nJ3pO0o9DY3ZGED4nTDUV+2GjcSw9bD9JmayO1NJYihBwvkUtTAyvvVvQ4lAqA8wzHMs5lHHbOuXycmJ+bgAnMGwGEUq5NcS33NeaSugUhNhddEZWrk1QHOJnzwiVrLNzR41hjK2Np5GvWvhERYopU1xCGEdFJhyDncoT+1rw92jLnrpj/14KlPCR2nLsm4nI+p0+/89QKkVca57IXJ4HFxQQKTeDlK8dCd8WNvyoBBnpqo9EIkfjrX/96vEa8Jfw04nJeOGnkYjShrhGWcRIfP1mQMxkn8Te+8Y0Io43wy7EIYY2AzDEoCMt8xnHyfcjVzHfiVM5PUDwiNlMRm3NxGYEZBzVCN/u7mIAJmIAJmIAJmIAJmIAJzA4B7gOGmng6GPfTjibs9ofZpF1Vk3NNCR1NPdYINRiO5dnpt3tiAiYwfwQY7yI35yQqQ1Uic7kv8Vjj30hzIX2Nf91wLh9E1IZStR6utzNJSUDuaJ+nB0p5tv15erT3hSJAbMVxEACWG6vpwdq76Z2170v3lVqg1VjRvM4L4SOOq6kbfHZZWOzMvSxLnsZlwmJPnMvhXDuzFf7ABEzABGaWANoo4jJu5d4gF5e1gEfjJGN6Fha7GpEoKhKYY4zV+6iyERZbzxCYwwOMuCxZGYEZcXqKtOUQkWNhkVIiIJ6PyCutfiM640ymX8zxh7jMdbnOMYfSGViwFM5l9RkhOdzP6hvnNBYnhbg8VR2d2T9Vd8wEboyAxeUbQ1u8AyPcIvYiLuMGxkGMsHxyJRFCMgJzs9mMENc8P14QkL/61a+GUI1IjNsY4ZrKc044FB5zYRgxejBgBVQW/hohmcLJmEobqHw37eQ7EJSpfH9+zNjJ/2cCJmACJmACJmACJmACJjATBDR9ldrjQdob91Ibx50ms+qaxNLy1tRUjreKJq5eEURmoufuhAmYwDwRYAKeCflwLtcaqdatRY5OZIhwxkXY1Swsdr+2lKoaC88rzJ8Q9eHLg2fpk91H6dH+47SrCBAoGnXldF5vrKUH995LDze+ntaUVqAqJzNteKlo0j/PuYxzmZkcAmMTtpWoEiGCTJcE8lLz/cIETMAEbppA5lzua067GxXxlfGXsRtxNZzLWjTE45FzeTK2Zs5lYkQwtk6cyxpjsxnx6VFdM+eyBOGJuDxU5IrMna1Tiv6Rc7n8knNZ4rLm8rk+P35eCXe2zl0R9ULz/hw3lOub/pF8fBMwgRsjYHH5xtAW78AIt4i2VMJcX7UgIOMopp5X+L5cdD5vO39mAiZgAiZgAiZgAiZgAiYwfwQIm9fXJF1bk1n7msjqSsxgEqu5oGhGi9XU0kQWLuYF3Ve4mIAJmECRCTC2VRCXFeK/Xm2GyExoURbbk9uSsKtd5fMkNHZfzxkfzyuEZ91XfuZnylf/WI7lre6e3MZ95auvpmWF1V6rr6R7S5tpbeWB5oCWzjxU7lw+Epclmgxpj6pzLp+JzR+YgAnMCYFwLmvxI2NuX4uARgobHcKrxm7E5DJpDJTTvqLHfDEkYnKIz/p/IkOEuKyxdTSpuew6TQg5D410Lf7CuZyFteYcxfw+56twLus8Fs5ldYr+8hk9REiOsNjhXCalAg7t6RHQp4m122ICRSJgcblIv5bbagImYAImYAImYAImYAImYAJzQqCPkKLJuo4EkY58HANNYDU0edXSJN2KnHdNctjJLcHElosJmIAJFJkA4xgh/hGWGziTK82YoEeCQLzoK+wq42FXeT0Rmpnof6UwUa86lsCxf/A87bS309ZgP21rDO1qDC1rvFxarKfNcjOtV1qRZxkx+7yCKFCWo7miWlIb+dbMuTwJ33rezv7MBEzABGacACLpQIIywjJjM/mIIyy2xk6cy1WN66Q5qGhhz/G89izcYUylIr/iVkZcJh0Mout0ya5qk5zG9C3E5XAuczYgLHYmotO38iRVDY9jXZpnC6TUU21Dh0JQ1vmM8xcVTi4mYALFJmBxudi/n1tvAiZgAiZgAiZgAiZgAiZgArNDQBNq5PQ8REiR064jgbkt93JPs1IjCctVeTyWJIqsSHhpSWAuyxURM3DWl2fnb8A9MYE5JEDo0EqIyy2Jy50QmbN88hJ0R4gXyukpYblLXk89z1OJHUcVDjrlZW4f7KTt/SdpWyGxd7T9gUJhjxRhbkWBrR9Ul9JD1XsVOaTlMFtgDD2jMKwuShQoq4a4LAlkqPcQP+TN0/Pwop2xt982ARMwgVknkIuuOJd7qv0QXyMsNqKrrlsrEparWsRT0TXrogTYrEzCZiNAa+xnEQ/BsBlTyWSMc3maCpfmCMMjpal5ybkcjZyExZ44l4nAwbmLPtD/3K2dOZcRzjlO5lz2GWSafmW3xQSuRiAf1a62t/cyARMwARMwARMwARMwARMwARMwgWsiECHzmKDr7qeD9m5q67FLuEFMD4jLpUZaVgjX1fpyakkcIeey1eVrgu/DmIAJ3BmBLOdyVWGxm6mOc1liBKFFI5yoHF4hLsu53FPFJXdaWGxClrY7e2l773F6tvtlei738t5Q+yxKwFDOz2WNn2/V1tPDxnpal8Bc0/FfV7Kcyy+cy2yPADKQ2oAIMl0SyOt6489NwARM4HoJ4MAd4lyWa5lxmnEYATUpUkQmLissNterGoMXdB2bl8y5vBiLd1jEM9Rg+rJzeZpG14koPFJobLmXj/qo80AWFpvw35Ow2BKWSzq3lHR2QEzn3JZHGMrDYoeDGUao1i4mYAKFJvBiVCt0N9x4EzABEzABEzABEzABEzABEzCBohNgwom8dQed3bQnYWRf+UJx6hGGdVETV/VaM6001tKaxJElCTA4JLLMdUXvudtvAiYwzwRi8l3jGaJyddCMMKqEGUWAwKU8UASHrsSLLotvtOAmxIsTwHjvoH+Qnu4/TY8lLj+Tc5m8y0O5xOpKI7CqsfPB0lvp4crDtNa6F3mdTxzilZchLkskIQVBSfVQIgiONARmHMyWBl5B5jdMwATmiADj7lCCMhElBhqbj8JiL5QVBrsSjmXSD+BcTrlzWQMnC4eysNiZ+IrOyoKdzLk8XQAZ5w91HspyLis09lFYbCJeK2WCImAgKONYZlGUVjPp3KXrdnIu65wRwYXifKH+6XwUzmUdb9oc2tNF3a0xgWIQsLhcjN/JrTQBEzABEzABEzABEzABEzCBmSeAq6GrUNi7Epa3956k3fZWhMYe6X2E5JYcy2tLG2l9eTMtNVc1WVebeSbuoAmYwBwQ0AS8Zuc1UV+Xexkhoqaw/7m4LGecAlH3EJdHcsdJaD5dXE5pT2Gxv1BI7E93H6UnB09Te7CnYx6mJqGwlzbTw82vSlx+O61pDH1dvmWoI35EzmWJBDwiiRAaexAiSBY3gu1cTMAETGAeCeSLfxCWWfiTCa8KCY14TMQdhcUmIgWPUloniOTq1TNJr1GzsNi5uJyJrlO1cEfCcCai61wkYRlxGLGZ5UW0HRE5xGUtYipJYA5xWY7uRS1IQnzOSnYMjjPSZzwSPtxnkQkeP5hAQQlYXC7oD+dmm4AJmIAJmIAJmIAJmIAJmMCsEWCSrttrpx2Jy1t7TyUyb0WeUVn3FFKwkpoSl1clLq8t30+txmqqahILTcbFBEzABGaCgMSHskQI8i+XcQurU0RuIBRpT8JFT+64PpP7eu9kGej9HTmXv2g/S59JYH7W3dK2gxA1lhWWdUPi8lv3vi/dX30nokAgZp9bNLZGzmUJBxVceGqPkjTLWZeFxp5Gh925/fGHJmACJnCNBJBGM9FVzmWNzyz8QXxloSTRKHAuVxUOm7DYi4jLx8px5zLj7KHG28y5rGMe225ano4lBCMq5+Iy/Za2HP1EXC5LWMa5vKBHRPTFcSYs00/+EQIbLgjLI13Tcw7LxOVp6aHbYQImcBUCFpevQs37mIAJmIAJmIAJmIAJmIAJmIAJXDsBJqt6yhG6191N252ttK/HQb+ryatxqsrF16y20nJzTa7ltdRQ7uVwSDBp5WICJmACM0KgXFbuSo13lUXl45TiMBgTKhXxQu5lBAzEC2b1jxe9JEf9tsbMp6rP+/upI6dzSWLwkgSOtUozrWtBzorCYddbq8f3PPM5gsCi/hESu4J4oBrisoZc3Mu0IgSGM4/gD0zABExgtgkguiK4Mj4jLoerV++FM1kLeBBcybcs9fUlEJiYGZ+JCIG7Fw8wC3eyRTuvjPAv7XvbL3IR/WVxmTbmOZe1+KichcXGtRxFHURgz84jxLxAX9Y5I4TliXNZ+7uYgAkUm4DF5WL/fm69CZiACZiACZiACZiACZiACcwMASaqupqc21No7J3uXjpQiNehBJJyaTHVNfnWlPMD93KTkNi1ltwRL0/WzQwId8QETGBuCSA0lDUpLw9Y1EE4vkYhXPQkYuBkRog4KqNR2t9/nnZ2H2tRznbaGSlvvRbkHEqgXpaLbLPSSvdVV+SeqyFyXKJkzmUJzArvWlZdkOA90rGH+voQQaJtmcBwicN6UxMwAROYCQIssGHBTy4ujxVlgsz0eb56chCXT6RwYfRGdEVYJl/xIuKyxvxxjKvTGChaV+fqZ7iOdb5BZD5aWEQfdG4g2sZJEZ1+IrJTF3SuUIaGTGBGZJ6cOywvC46LCRSYgMXlAv94broJmIAJmIAJmIAJmIAJmIAJzBIBQgH2FMZ1b9BJu4N26ujxUE696kI1NTSB1SjXw7Fck2vZwvIs/fLuiwmYwAsCmeutIvGhptrngxAwRhofJS5LWiaEahRN0HclLD/f+jQ93XmUtpSnfk9jaE+T/Q2JFuvlVnqnvpbeqq2kZY2fOOUuUxA9cFETOQLnMuJyJoDgplYld6baRL5NFxMwAROYNwKIrkMJrriWqWMJrwpyHSkNwpnMwhxFozhZWLhDqgEE5lxczpzLCosd43s+yJ/c825evxwWexjiMuehCP89cWjj0j5ZQlyWgpydeSZ5l+VeRpwOYdnq8klkfm0ChSJwuavKQnXNjTUBEzABEzABEzABEzABEzABEygSAcLl9TQ5tz/qpV2Fx+5KWF7Qe3XNYDWV87OhiasaeevsWC7Sz+q2moAJXJKAZNxwLSMuIzLL7pUGEnJ7h4jLL5zL44HGSuWoR1h+uvtFOJc7EpfHmuyvK43ARmM9PWxtpvvN9bRcbV5RXFZYbNx3qgs6Lg67kZo0JP+mXHpDjdkuJmACJjCPBBiNhxqXcS5HvmWNi4sar0sSTYlAQT7iRS3OOVkyZzOLd/gceeaFc1mZEHTU6VFd1Z3Muay+4VomZzLX65yX6Af9Iyx2lqrmRU+Rx6m5wMz2hMYm33LuXH6xtZ+ZgAkUkYDF5SL+am6zCZiACZiACZiACZiACZiACcwggTHiiSau9iWO7BNmUBNQJU3ONTVx1VLe0IYqLjoXEzABE5hVAkzGIy5X5Gir4WzTc4SGvsZHxkTyHeMgpgw0VpJn+cu9J6qP05bCYveUpx5xoyUx+d7yZnpr/d10f+VhWlLOZcKXXrSEKKDxt6IxF3GZ0Ng47WRVC2Eg8m8qbcFQAneScy/TQqZHELloP72dCZiACVyJgIa7LOcyobG12EYVJ3NJ4y8jLeO4pONw9x4/fuQh1vhOSOw8LLbsy1o2hMAsd68G06Ow08d3vLPntAlBGGF5GBEriKbBmSk7T2R9Obnwk8/icz3GGUtc6FfU6KXPF3f2k/qLTeCaCFhcviaQPowJmIAJmIAJmIAJmIAJmIAJmMCbERhJoOhq8mpflZyhA022VSQoL5dqaUW1LmHDN7Fvxth7m4AJTD8BQqZWNd4hLlcQdDVFP9BEfk8T8yN9tjCJ3tCXmPG8v5c+PXiaPt9/krbb22nY76Sq5uyXlZf+/urb6eHm19Lmxvelpdb6JcNXy5FGWGyJyuFc1lhcktBM23CgjeTUGwy6qa/vG+sxSXTIBObp5+sWmoAJmMCbE8jE0qGuWcm7jLhMbmGEZSJOsDAoWxr06jdlYbE1vioqD+5mDeoRDpv0MDh7WbwzTeUoLLb6SujvEJd1ngnnMuekOE+92mJlk47rdkRmThAIyzqC+ohgjbhsgTnQ+P9MoKAELr5ksaAddLNNwARMwARMwARMwARMwARMwAQKQGAoV55ccITCbmvqqaOZqAUJGfVFCcuVZuQLrUvcyCaoCtAfN9EETMAErkiAiA3hXJboUFElFDWO5Z4m4gcT5xeH7ih9wPPuXvqis5Ued7fTQb8dIVZb8sut1ZbTxsqDtHHvvbTSvCcV4PKjJ6JHWeNutVSVwFwNl92CEoJGaFPEZbmk+712GpRr0U4c1cgpLiZgAiYwDwSysNhaDIloKuGVhTcReULjIKJLjIZ6j4gPeeEZC3deOJczcTlSDmiM5zg4hKXiasO7X1IZErD6kIveIS6rbYs6p7D0KReY8/4df5QRW5E0qPo/VSTlLCy2yHFgFxMwgUITuPsRqtD43HgTMAETMAETMAETMAETMAETMIE3IsDk2aCfehJI2h1ViSNd5fEki+eiHHP1aiOt1JbSivKHknO5pAk5FxMwAROYZQKLmq6vanFNTcIuYalxKg8lTvQkOnQlKLc1Xh50dtKunMpbvd30fNBOe1qYw1w9KQTWK410r6pxU6GwW40VDaYvhI0Lc9MuL5zLiMuZc3khxuCJc1lt6Q86cjD3MjHEYsGF8XpDEzCB4hMgP/JQwvJAY/NwkocYxzJLIRGZEV5fKRrLY2yNxTtZaGzGVYZPFu4g3o6GwzSemnz2SMKZKIyjOgvZLUeyGswVebak6NV+8g6f5Rx4jQM6C4uN0Mw/FxMwgSITsHO5yL+e224CJmACJmACJmACJmACJmACBSdAaNW+ROX9g+20o7yhB53d1JdIInNcKldqaUnC8qoEkhUJJA0JJpHzs+B9dvNNwARM4GwCmoyX0FBVuNRa5DqupMVxReGws7DYexKWt7a/SPXBMD1TOOwticz7h4M0LJWUn76SNqvL6e36WtqUc7klRzGhrK9ScCBn4rKcy1rYU1ElRPbCEOeyhAYtAupLVO4hLivqREVOO6SCVyWGq3y79zEBEzCB6SeQO5f7iMsSYAnzjLhclazK42nLIUN01RjP2MyYWpbIjAuYwTMfW0fDfhqqssgo3MvHnM+3TQUBOMJi08c8coZEYsXUUH7pTGCeeLRfahr9jL7qMThon4h6MRGYLS2/hMsvTKCQBK52hVnIrrrRJmACJmACJmACJmACJmACJmAC00aAyTME5a3dx2lbdV9OPIQKXBw1xGWJymvKFbrSWEv1WlNzbAThczEBEzCB2SWAuFyR6FBTKGpCUpfGuJIl5mpyf09i8pOtz9KiFuU87u6mbdWuPk0aL5dLjfSwvp7ebW5IXF5RWoFqiBVn5cN8HcEIi43ATdhrIkfgopbIgUAwHGthkMbqPnmX9VgbjeTWsw/tdUz9uQmYwGwQYLRDICUkNhXhlYKoTFqDsuppaQKOFu6Ec7kc4bFZyLOglDDhXCZ6j8bUoRbvVDX+ksE5afHQnRV1NMZ8jft5SGtySyMYZ2GxEZFPH/vJLU3P2Bah+ci5rP31PxcTMIGCE7C4XPAf0M03ARMwARMwARMwARMwARMwgSITGMrtRojXnYNnaVsVoRnBmYmoWrke4vJK615aaa2lRrUZk3BF7q/bbgImYALnEQinl/JsVuVCriMuI+oeSrbVTHyIy7399HTvcRp397Nw2HqNqFHWdisSlB+0NtPDpQfpHgtyJAq/SVlUO8i1XJVwHeIyzmWJIAgqOJcRQHoSlwcas8kRarHgTWh7XxMwgaIRCOfyRGCWNBzNj8VBE3EZYfWVorcQk8O5rAU7PPI6afFQ7lzmOpjxdTSqxaLKLLvxK0e6tTfoJ8LycNJGxGRcy1nI69ObEecyfZSHxeb8wLkjBOZ4ZnX5dHJ+1wSKQ8DicnF+K7fUBEzABEzABEzABEzABEzABGaOwFACBXmWdzrbkT+0jVCiSbUFhQisShhpKST26tKmxOUNOZeXNMnm29iZ+yNwh0zABF4iQPj/armiBTa1EIir425alDN4oLCruxJzv1jY1rjZSbvKebzf25MmMQiXM+kDNtcepger76b15fsR7SHLkfzS4S/8gnZU1A7EZURuQrjiRCO3KLk3ET8IjT0klYFEB6QDFxMwAROYCwIaC/EqkxBgoDrU87LeKzNuqmq01Hj5KolwLmvhDuGwj8JiS1xeONTxJOCyUIfr4Ki6Ri6Xx+EQfvVIt/NOCMLqH+Jy5lxW+oOJsJwLx6d0MxoXfdUzFoxyhojw2joWjz5bBCL/nwkUmoDvygv987nxJmACJmACJmACJmACJmACJlBsAggUbeXs3MW9rPCu7d6BhAs5lyVmIKwsIS5LJFle2kjlakMzVExRuZiACZjA7BIo4VyWY7heqWfi8gj3cj91JTTsjnrpUf8w7Sx0Uk/iLotzShJ2W7VSWtd4ubn+rupXYuwsaRyV1nGlQvjrCIstUbmqdhAaO8JiEwBVwkDmXB6EwDwYDiSIZCFhr/Rl3skETMAECkaAoZVRD8cy4jKPCMohLiMcIxif5lzWey+cyxVFvNZepHzRwY7GVi3YiYgQGvNLEnXvuoQoHM7lsZo5jl7Ru9y5fFo/4cMVO9tRcT/nQnX+/K775e83ARN4MwIWl9+Mn/c2ARMwARMwARMwARMwARMwARN4AwKE2OvIibcrx/KehOWunuMDqYSoUk2t+nJqNddSubH8Bt/iXU3ABEygKAQ0YR/OZcTlhnLP11N1KAFitIj2kNpafDPWopw9wqgi6kp8aOj5aqkW4jKO5dXVtxT94c1zdCJ4EA4bcZlaVv7Po7DY4VzOQreGc1mvEUZcTMAETGAeCORCae5cHmlBDlF3cCRXFsrxGOGuT8Bgwc+ixnhEZZzLJW0fESb0QYTFDueyFu5IYM7SDdz9uBphsXUGyp3LdAlhmfzSZ0vo2Wd5Xmb2CWY6T2TiMu+4mIAJFJmAxeUi/3puuwmYgAmYgAmYgAmYgAmYgAkUnAATVYglhHfdUx0ovGtJmklD01VNco7KLYeo4WICJmAC80AghAeJDaQFqCtaAwJzpV8Np1vkXZaIO5RHroYAran6hgTf9XIjbSrf8lptOTWVPuA6hGVYI3rgWA6BWy5oxBAczeGuQwDReN0nN6gE7rGdy/Pw5+k+moAJTAgcjrPwzkOJpUMJxoR91uCbicsaO3EuI7y+WiS6RlhsxGUtHJrkXGbLF2OrhOXJ4iFCZd9lQdqOdtFPycK4mLOw2C/yKZ/VPvpEKoVcgKYno8kxOObdy+Zntdzvm4AJXISAxeWLUPI2JmACJmACJmACJmACJmACJmACN0IAx0db7uWdw0HaHw/SUJNokjDSsoSTlh6rTM6pupiACZjAvBBAbKiWFRK72pSwK3FZAgTjIFPxMTEvwaKkWfuWXMXri7X0dm01vd28l9arSwqnfV1TfRIEdKwK+ZbVDqJJlJV/OZzLEgUi57LEZUJiIzKTc9lCwbz8hbqfJmACuIwRfrmOJd/yWIIxMmpF4ybjMA5mhNWTJRNcJUKzzTFxme3CuazFOgjLRITInMt3Ky7TrhfO5cx1HH2gt8eEY7Y7XvJt8tDZfIagLE1ex9Pz4xv7uQmYQCEJXNcVZyE770abgAmYgAmYgAmYgAmYgAmYgAncLQFcEB2JEvuHw3SA70OzUQ0JyysLlbSEwKKJOk9B3e1v5G83ARO4XQI4hInY0EBclns5E3WZqtekvGbkFXk1cnQ25FjekLD8bnMzvdNSOGw5l8n3eR0lNBHcdziX1QbaU5IQEs5lRG7CYiMuSwAZHjmXLRdcB3sfwwRMYPoJjBGBNQ6yrAbn8lgDM+GuK1y7TsRlxkuua18qCLIaW0uKzoO4jMiMk5kNQ3wlOoXG1qEEZr6D9+66hOOYRUXqa+43LmnB03Hh+LQ2xrmK/qryLxOpM8d3fpzT9vN7JmACxSDg5d/F+J3cShMwARMwARMwARMwARMwAROYOQIjiRI95Vju6BH3cl9TVoRzbSp36Ipce0t6rOo1E1IuJmACJjAfBORKRpyQmFtXiGvcy+VSNR90Ft0AAEAASURBVMKthsggp9yCJvlLhwupIeF3vbGWHiy/le4r1/KKctQjbFxP0bir8TfJHV2WexmRuaxjh1iC+2wigPQRQVRJcaAh3MUETMAEZp+AxroQgCX+EnFnrOHyUAIqqQQQjCsIx3p+WuQdrmkRoTNhmbDYRKbQtS7HQMCdpByIcVXPcTPfZcnk5ExYznIu63REX9WPkh5z4fhkG9km62u2DZ9ziiCstnMun6Tl1yZQTALXdcVZzN671SZgAiZgAiZgAiZgAiZgAiZgArdMQFNL5ObUhFy7s6u6l9oSmHsSl0dyblQWyqklMWW12kpLcuVVNekWYsYtt9JfZwImYAJ3QYClNDjZahoHG/VeqnVbaVECL/LCkHFSQm5ZwnJF0R2aEnvXmutpc+3tdG/lYVpqrUkElhB9nYXcoAjMqpEbFLkAcUBtwbEc7mUJIISHtRPtOsH7WCZgAlNHQGOf1F4Nxso33+8oLUBPY3LmLkZIjoVBRJ5QCgEW40RYbBRVBva8IMzmIjTj6pFzmUOPww2dCddatKNFPFPhXFYfRup37lzOhWX18Cifct69/JEu039J7PEP9RwUnCk4n/HcxQRMoNgELC4X+/dz603ABEzABEzABEzABEzABEygUATClTHopX53P+0dPFfdSp1+Ow1wZjAhp/yhywrtulpfSUsSmKuEYS1UD91YEzABE3gDAhrwyHVcqzVSXaJtrabs8xIgxpqYH2thzoKEjAqu5dGhUgdUQ1y+t/ZOWlt5IIdxHUvZG3z56buW5JwOYXkSBhVx+RDnstqHuDzUc8RlFxMwAROYZQIsoFnQmDdgUSTish7HGgeRSslHj6Bc0XhJzcRlBY09MSTzkrDYmXNZ2+k6F+cyG+LqHY1ehMXOhOu7H1vpN8KyTjv6f1qauZZz57LeOrVEFmqdkzJ3M8KyRGrVbCkSR7LEfCo4v2kCBSFgcbkgP5SbaQImYAImYAImYAImYAImYAKzQABxeSBx+aC9k3b3n6X9diYuE2pvoVRKtUojLUtYXlWo1+X6ktwfhIM9MTM3CyDcBxMwARM4lYDGOwkUUidSTaJtrdZUiGzlPdZ7ddVDRXdYkRCxqtQBa9WltNrUWLl0L5W13Y0VuZcX9d1Zjk01L8Rl5RmVqNJHYFa1uHxj9H1gEzCBaSGgsY+IDf1BR85lLYzU9SwCMBopAipRJyq6bmVhJM8RnF+5gkVslbhMDnu2DXFZr9kO5zJidR4VAucygvNdFr4dUTgThuU6VkMRl8uI6fmCo1Ou09mGfyEw65Fr+exYWVhsjne3PbtLqv5uE5gNAhaXZ+N3dC9MwARMwARMwARMwARMwARMoBAEcD/0h910oJDYO/vP0+7BduZc1mQa+ZbrcumttO6l9eXNtCzRBLH5lKm5QvTVjTQBEzCBKxFAZUCokKhcV12WkHyvVE+jclMCr9zKev2gcS+9tXRfUR5WNU7KsXzDJYQTxASJBCXEDokgCB8IyxGuW68tFNzwj+DDm4AJ3CmBiL4j53JfonIPgVnXs+RI5to2Ft9oEU4V5zI56sORLOfyiRKCK85lQmcTFYLttIAnxFfG1Ug5QESIYTy/65zLNP/IuRzPaCrOZYUB12PuSj7RTeTk+IztCBlOv/OQ2LiXfb44ScyvTaB4BCwuF+83c4tNwARMwARMwARMwARMwARMoLgEJEowKbfX2UnbB8/SLs7l3kFMzlUlmDRqcuItb6T11bfSytKG8o42NIn16uRccQG45SZgAiZwMQKEx66XaiEsv1NpplZNQrLEi3sN5Vle2kxvrb+TVhrLMXF/sSNefatFKQUEbi1LEYjJxCNxmfDYubvOcsHVCXtPEzCBaScQIqtEX8Jh417Ocy6ThznCYk/cyFXE5UXCXb96/YowexQWW85lci4vRFhsCa46zljjKYL1aDyI53znXZc8nHUmCksmngjGJbX7tD7m7c1dy/ki0VykfhEWO9/SjyZgAkUkYHG5iL+a22wCJmACJmACJmACJmACJmACBSXAxFJv1E97vb20LWF5VyJzV6EFD+XUKFdLEpebEeJ1dfl+ajVWU0muvUNNxLmYgAmYwNwR0NhXl/iwXm2m92pr6d7hYmooFPaG8iuva4xcUTjsJS3IuY0REtcZruUKj9I6yLuMww7n8kBCM//uXgKZu78Qd9gETOAWCRw5l+VYznIuKyy2xkDGPkRW3MoIy9RK7kg+pX15WOzyUVjsTISO40tcxrX8wrl8tyMr305lhI98yYjjnAckLIcrWc/5d7Jk7+Jsxrmsz1Xz4zgk9klafm0CxSRgcbmYv5tbbQImYAImYAImYAImYAImYAKFJCA9Ig0UUnBfgvJOb1+PB5GzrqR5tZomoBpyLzclljTkxispRLZmpE6Zsipk191oEzABE7g0AfLOryoP/UAhsHsSlpvKRb8mYXlZ6QMYJyN1ACFVb7ggHZAVNMRlPYbQIFF5QAhX1RGDO8qBiwmYgAnMKgEW1ZAOYNiPKDw8Ii6Hc1njMOIyIbGrWhiJcJxF3nlZeMW5TBqYEJa1TRYWm9EV8ZWw2KQcyPIu810IznddjpzLk64sqK8l6sTB/HIPJ63Vm4jKWejsPCw2545MqL77Xt01VX+/CRSfgMXl4v+G7oEJmIAJmIAJmIAJmIAJmIAJFIeAJpr6mjjbH/XSzqCdDhRacCyxuSpPXFNeiIZCvtY0KVclhyhxWF1MwARMYI4JIFSsKgQ2k/gjxkoW4EhUrmsRTkVjZUl5O29jCQ7yNfJHWe3AwTyQMoAIgmt5qGrf8hz/kbrrJjAnBCKs80jRGiQqD5TihcfxSAKw/pE3OZzLun7lGjbLuUwygZMF1bWcyhXlZq5KhK6Qc1nb6e08LDapBhCWx2NG1ruVYdG2j8RldSXEcZ0HCIldVrsj57Ku7U8WzkuZa3mSc1nbcKwR/dTGd9urk631axMwgasQsLh8FWrexwRMwARMwARMwARMwARMwARM4MoEcLodSCTZHfZSRyGyNTMXonJL4nJTE25V8tTJ/eFiAiZgAvNOAHfbsvLQ41I+lNCAgIHTraSxEkECBxnhRm+6IBTgQNPoLHF5McmrF25lxOUsLDYSiOWCm/4dfHwTMIG7I5CHrQ7nsq5hh8NBiMC0KM+5jLBcrTTCmcx4/UphvGbIXpC4jMO5VM3EZb05Dme0FuxIsA6BWdfLd+1cZlzPQmLLta12cx6gr7lzmYVPpxW6mDmXM4ezTlY6Uu5ctrh8GjO/ZwJFI2BxuWi/mNtrAiZgAiZgAiZgAiZgAiZgAgUmgBOjJ2H5YNxP++NB6mnijGmphkSSpYWKxGWFFCzpVvUWxJICY3TTTcAE5oQAAnJNOZepd1kQCiLnsgQC3MuIzfj1BpIdhqoRFvsuG+jvNgETMIFbIMB1LKJyuJe1QHKs1wjAkXNZkSSq1cy5XNHCoHAkn9UmXefibi7pmpd9GWOx9o5JM8B3KDT2SAuKEJzvshwSmQLRW43AwYxgHIuccudynA2i9SeameVmPgqdrf3oSRYW2+7lE7D80gQKSeD0pSWF7IobbQImYAImYAImYAImYAImYAImMO0ECCPY1WRcW5NmbU0xDTQfVZYDb6lUSysK/9qQuFzWhJWLCZiACZjA9BAgFCoiQSUXl/U6xOUIi42zzcUETMAEZptAHra6r+vYvpzLAy2WxGGMu5coEkSaqFYbqVZrhiv5XHFZqPi8REWwBR3isgRlhGWOO9b4etcRIUZyUYeATkt0zc65IIT0aDdhsSWM672ThbdwOPM5YjTbhHNZ749V77pfJ9vr1yZgApcnYHH58sy8hwmYgAmYgAmYgAmYgAmYgAmYwGUJYFcYDFK/305dwmHLmdHVHelQjo2qROVlhRBcKTdSU+EBzwqxd9mvvMz2v/3xr19mc29rAiZgAnNFAOkAx3Il3GqZUICTbSCJYKh69xLIXP0c7qwJmMAdEEAQxVWMqNwn77IeRxKCMRcvMjZKXK4hLivSREXhsS8iLocAK/fvIsfQgXAKjybuZR7vNCy2hO5R9BGhmwv5LCR2iOLqb+5KPu2nILrF8bDY9BNxOnMu08/Q0k/b1e+ZgAkUhIDF5YL8UG6mCZiACZiACZiACZiACZiACRSVwCGuDjmWe7391OmqSmDuEBIb54LEZSbilqtLaaW2lJrleggYt9nXv/A3fzH9/P/8H6n+zG1+rb/LBEzABApDgKCt4VyWAw2BGaEA9xnCMgIz4rKLCZiACcw2AYnLEnwHOJdVEZcJY40PF3cu+ZPJt0xo7CShOcnde27B1cvYGlXSLeIygq6um4cIzHfpXEb8Jac0fQwBPRvlGftLsciorMhDE+ey2n9aCXFZXHAv66QhSpOcyzp2LEgKwfq0Pf2eCZhAEQhYXC7Cr+Q2moAJmIAJmIAJmIAJmIAJmECBCRBOrydB+aC9nfYOnqf9zl64lwkkuKj8dI1aK602V9NqfTU15fYgTPZtFYTl//VXfzG+7rc//n8tMN8WeH+PCZhAoQgchcWWmICggMCQOZczgTmTVwrVJTfWBEzABC5FAC00cy4PJS4rJLYqYjCiMAJxWQsmcS+XFZEHMfV1BXdvOHy14UvO5QiNTe5lSbB3IcBK1E4SlEcS0IequLMJ0a3GqlsSw3UOyKryRUfI61d7ynZI5xEWGxH9SGDOhWX6xpnDxQRMoKgELC4X9Zdzu03ABEzABEzABEzABEzABEygIAQQlztyLe/sPU1bu4/TXntLYnNH0vJhqsjlsVRfTmutjbS+dC+19LxcqtxKz44Ly/kXWmDOSfjRBEzABF4QQACJsNi5uCxBYSzxYBDu5UwseLG1n5mACZjA7BHguhU38UBi61FIbF3jliQ6h7iMo5drWInMFytaZKkNM/dyaLeyC78Iiz2+q4QDoaIr77NCf1NHI0J/E9BabZVIjLCMkM5jiMaozicK7xyFxT7mXmbTLHc1IbeHJ/bySxMwgSIRsLhcpF/LbTUBEzABEzABEzABEzABEzCBAhLA8dBWOOztfYnLexKXD7ZSf9AhiqDyLVdTq7GS1pY20qrqbYnLpwnLOVoLzDkJP5qACZhARgATXoTFXiiniqJLICiMVZEGhgsKiy0xAiHExQRMwARmmUAuLvd1bTtEHJW7WNmEs9DWElERXC9TEGHZI0Jj67oY4ZXvGCIyj7PcxJc53nVsG22I/uXishzaag9tDUdyLDKSSxuBWecB3nu1aEkS7uUQoLNoF7wmNDYiPQtPCbetk8eru/odEzCBQhCwuFyIn8mNNAETMAETMAETMAETMAETMIHiEiCEYHfQTjudnbSt0NgH3b00VA7mRU2g1eTwaCnX8nJzPS2p1hUiu3Rhx8fVmJwnLOdHtMCck/CjCZiACeCoy0KhVjQ+k7oAweBwUfkzpSmMNJaTH3RsF5r/VEzABGaYQC78DnRdi3uZ/Ms4jXEu41WWj3fi5L04BGRZBBr2D6GGhToSrBGYNaqGdzlWY178kG+8JULyaKS8z8q5HM5l9ZUFRJwJwrkcDm2cy9m5gPPDyYLenG2L4C4uqvl2HB9hOZzLCMzWl0/i82sTKAQBi8uF+JncSBMwARMwARMwARMwARMwARMoLgEmpDrDXtpTaOzd7m5q9w7SSGH2Spo8qy5WUlOCcqu5FrV2w+LyRYTlnLQF5pyEH03ABOadAOFNs7DYci5rURACM3mX0QTIxYlIMNA4L8Vg3lG5/yZgAjNKgPHuuHOZxZPkWy7rA42I4T4+3cV7NhBk2XAtI9zGiJo7lyUta2zF5XvbJQtbTVjsgcZ2qsJiT8Z2xv1SiZzLLDSahMV+VVsOIRlxeVFCdEmV5zmbzBmtnNI6dixKUj9ljb7tbvr7TMAE3pCAxeU3BOjdTcAETMAETMAETMAETMAETMAEzifARFxXYvKu3Mu7/YPUUUjssSasKppIqmvCqVFppoZCY9ebK4qTXZPV4XIhBc//9hefXkZYzveywJyT8KMJmMA8E8icy4TErqQqoVBVEQsohDfF3Tbo99J40M0EZgsF8/zn4r6bwIwSmORclmMZ5zLiL1F4cB1XQlzWk0uOfYyika958sj+OJYjLLae34XkmonLmfiLwDyWiznPuYxATOhvzgFxHjjmSFYXjhWdNWLbzM39Qlwm1DfOZY4vhkS80HPbl4+h81MTKAgBi8sF+aHcTBMwARMwARMwARMwARMwARMoKgEm37rjQdofdtOeam/UTwuaSKodLqaGhIp6pa5w2E3NrjE9dzPlKsJy3hILzDkJP5qACcwrgXCrSVDAtVxZrL4IjS1BZSRHW4jLEpYHSnmQ5EYjVKyLCZiACcwSAYRermlJA0BobMY+TLsIy5lzmcDRlyuxcEe7sH8m1GQCNukGJOlKiL19eRlJ+0VY7IlzedIOwluTFiHyLRMWW4tEc0fy8Z7nYbH5PMu7fDIsdiYu417GFX0X/TzeXj83ARO4PAGLy5dn5j1MwARMwARMwARMwARMwARMwAQuQSCcy3J47ElgpvY1KcckWkuTUy1NTNUlMBNi9abKmwjLeZssMOck/GgCJjCPBBAPCIFaKVVTpawxW4uBEJwpONAGci73+4jLXaU9kFhwB4LIPP4u7rMJmMDtEUDmRfAdSGCm8m9Rb3JNi8CMfHrZwh4vwmIvhFOZdDLy9E7CYl/2iG++feZcVlhsCb/U0cSlzZGzhUaExH7hXD5dUp/kZ5YYjdP5hXMZgR7xmpzL2bEPw7n85u32EUzABG6XgMXl2+XtbzMBEzABEzABEzABEzABEzCBuSMwkpjcUd1XPdBknDLUpZompVbkflvGuUwethuich3Cct40C8w5CT+agAnMG4EsvKnCYktYRmAua+zOwmIfZmGxBwqLrZQHOJcRI3D3uZiACZjAbBHAVfxCXOY5168VXcdSEZn5d5nCFTBjaYk62RcBm4WZ4VwOufkyR3zzbQlbzbX7UAtCqeSWzsNiR1slFpcUxQKBGVfyqc5lSKhPWc5l3M7HnMtyKudhsSM0tr7LC5Le/HfzEUzgtglYXL5t4v4+EzABEzABEzABEzABEzABE5gnApqQ6kto6Mr1cKDJo86Cgu1pgqkhcWKlVFetSWiWo+EGmFynsJw3zwJzTsKPJmAC80RA0kC4lSvlWqqqliUsIBZQjjuX+ziX5UizUDBPfx3uqwnMBwFpySH4DhGYw7d8KPEU13ImLiMQX0ZaZlvCR2fOZYTYbG8FiY7v4RG3NPV2y2TRkK7fh0plg3M5F5ePnMuIy3EeoPWv9pqu5EJ0HhY7OquOcH5AsOa4IS5LbNabt9tFf5sJmMAbE7iJ+/c3bpQPYAImYAImYAImYAImYAImYAImUHACuNY0KdXr7qeOaluOtu7hMA2YbNJkVLPSSKu1VlrWY11C82muhzchcBPCct4eC8w5CT+agAnMC4HMuVyRsFxN1Yqcy3Iw40ijIC4Ph72EsJw7l3MhYl74uJ8mYAKzT+BQ17AIvgjLCMzEZ0BOzp3LJSmqpwmt55Fhe/Yrq+bSdOZc1vH1HZm8fN4Rrv+zI/E3xGUJwBEWOxN/EcBLSouAsMxjKXIun9aGPCy2XM7Hw2LrMJwfxiEsZ65oIl3cRT9Pa7XfMwETuDgBi8sXZ+UtTcAETMAETMAETMAETMAETMAELkhgpPybvfZu2t17mvb2n6W2BOY+bjY53SqVWlqqL6W1+kpari+nmlxwWXjVCx78NZvdpLCcf7UF5pyEH03ABOaBAG418izjXK6U6y85lyN8qkSIPgKzKnk07Vyeh78K99EE5o/ASF3OnMsTcVljY0XiaUUiK3F4pL1eqoS4HAIzobHZeSFEa10xy718F67lzFkci4YmeZF5ni8YOs25fFrOZRYkEd0C13KIy3qeC++Q45ghWuOK1nMXEzCB4hGwuFy838wtNgETMAETMAETMAETMAETMIGpJzBQ/s399k7a2X2SdiQwt7t7kbeNSalatSFxeSWtNtfTih7rEiquS1y+DWE5h2+BOSfhRxMwgVkngEiAU62qxUFU8i4fdy4PFDq1P5RzWeLyELGA6BUuJmACJjBjBDLnMu5lSaQIqIjLEpZDXNbzXEC9aLcXieij/cqqcS0c7mjCb2cuafzCl9SrL/rVZ26Hi5iw1ZFzGYE5xvTcuSwRXLmWOR+Ee1niMdf2Jwsc6A/CMttzvsijFLH4aKxUOWMdGwdzOJcdFvskQr82gakn8Op/+VPfZDfQBEzABEzABEzABEzABEzABExgugkcRo62AwnKO3It7x5sRWhs8qohUNQq9bTcWE2rrfV4rFWvR1y+TWE552+BOSfhRxMwgVkmEG41iQm4lqs4lwmLrfGcgkhAXk5CYiMuR85liRMuJmACJjBLBAhTPVIdLlDl8A13roRliae4ly+bcxk24VzWcRCX2R/rM8JyhMbWYzaS3q68nIu/jOUIzAjNCMCUBY37ERZb54CSzgk4k3PRODbI/09NzlzO8nNrG84XuQidhcWe5Fw+Wozkc0aOzo8mUBQCFpeL8ku5nSZgAiZgAiZgAiZgAiZgAiZQIAIDhUVt9yQut7eitnv7Eh8GMYlWl3N5WcLy2sqDtLy0kerV1pFIcdUu3oWwnLfVAnNOwo8mYAKzSgDxAEG5qsVBVS0IKuNclmBAGY+VfzTCYsu9LJH5uMttVnm4XyZgAvNHIHIRS+4dquuIyziXceZWSBmAm1fi8KlC6zmo8DojKlNx+h7qNeIy38HjXUiuIS4zrkv4RWBGXM6jUWRuZJzL1XAuh7isNp8s4VyWoLwoLlnO5VyEli8a57KOORplNQu7ffIIfm0CJjDtBCwuT/sv5PaZgAmYgAmYgAmYgAmYgAmYQAEJIC4f9A7STncn7XZ2Urt/kMjDrKklOZebaUni8upEXK7VWnJCZCLFVbp6l8Jy3l4LzDkJP5qACcwiAQSFF2Gx63IwZ2GxET4QHgYSIAiNPRhmLjfEAxcTMAETmCUCIYjiXEZglp56iHhawrmshTchol4+LDZiNMJyGXevHnVBnEY6Nu7osepdjKQRFlsRKTLnMqGrEZezlmRRLCQu6xxQikVG5XBbn/yd6VcmRGfOZRzPCM4cBRd0sCQk9iQs9t3I6Cdb7dcmYAKXIWBx+TK0vK0JmIAJmIAJmIAJmIAJmIAJmMBrCTD/hNvhYNBJO3Iv78q13Bt0NZs0Uk66xdRQvs5WYyW1JDBXm6tpoVI9CpX32oOf2GAahOW8SRaYcxJ+NAETmDUCCAo41cK5LPcywkKEOZVUgFCQO5cRmO1cnrVf3/0xAROQuhpj21DXsojLuJY1CEoULqcqzmXVEnmFL4UKuXUiLmtfHL66INaxM9dynnf5Uoe8ho1fOJfJuyznsoTmzLms1tJOhcNGWM7SI+SO5JNfjLicCcun5lwWx3BFy718KJd0Ll6fPIpfm4AJTC8Bi8vT+9u4ZSZgAiZgAiZgAiZgAiZgAiZQTAKaGBtoouhg1Es7Epj3h500lGu5PD5MjSRxebGa6hInagqPfclZuJd4TJOwnDdsVgTmwWCQ9vf309bWVtTd3d3U6XRSv9/Xb6lp1YmDJe+3H03ABGabAOLyImGxFRK7ciQuSwjRYiIcaMPcuayoFYgvkl5mG4h7ZwImMD8ENM4dklNelYU0LKjBgYt4Sv7hCvno5V5GHL50WGxdM0dYbAnVJVUE67EujkNY1rUW11u3f83FoiGJvwjLiMCqWY9pXpZzmegV2SKjcgjkJ/8Y4BD5mcPRnYXGztnQn5HuE46OPcnnfPIYfm0CJjDdBCwuT/fv49aZgAmYgAmYgAmYgAmYgAmYQOEI4NrA1XGgSakdCcwH4WQbpbpm4pYUGLulybjqxM1w1c5No7Cc92UWBOZut5uePn2aPvnkk6hffvll2t7eTu12OwRm8uS5mIAJzBEBRA+Jy5VKQwJzYxIWO5tWDOfyeKB8ywOFxnZY7Dn6q3BXTWD2CUgETVog2e93VbPFkuSZZ3UkQiuickUuXgTmEJcvuWoSwRVRmbDY4XzW63AuT9zLiLp5vuPbgs36wWxcz5zL9DcEbrUpi2JRCWEZcTlJXMdtfbJkjuxSOLsz5zJhsbNzBv1BvH5RCcSNXO9iAiZQJAIWl4v0a7mtJmACJmACJmACJmACJmACJlAAAkxKDTRphLi8J8GhreeUhgTllYXyRFy+fF66vOvTLCznbSy6wHxwcJAePXqUPvzww/Stb30rffzxx+nx48dHAjPuZRcTMIE5JKA0BhWlNiD/crjskASOnMuIy5MQqhYK5vCPw102gdkjwPg2GvYkLLO4rq3oLb0Y85BTEYPLElerLLzRmFjW69OE1rOocIwXImwWFhu37yECsz5DWEbYzcTss45y/e8j9B53FhMWG7GZkjmXWWiklDYS1WXfPrXPiOaLCOaEC1fl+XHnMscLZ7SOHeI5Nw8uJmAChSKgpSXzXSIMg1Zcs+r6Miuv88HwPHp5yIrzts23yQZmBlxyEVjzP4+rPzMBEzABEzABEzABEzABE5huAgNNvPVUOxNhua9JqromlVqahFouKd8yDg+JzOfdK53VwyIIy3nbc4H55//4n83fKsQjwjFhsD/99NP00UcfRRjsjY2NcC0/ePAg3b9/X5OKlVSr1a70GxYCghtpAiZwJoHIt4loIBfaInpAiAQjpUMYqk7CYlsnOJOfPzABEygOAUTQgZzLPbmW+4NupHnBcUtBMEVUruraljDRzOtf9tp2USIsYbHLui7G+UyobTIuM4RmAiyaxSDyG/Odt1EQl+O7D7Ow2CFuS/xdUKMW1VbayXlAT85pDjmX2ZZ+nRCXQ7xWv/KQ22LsU8Y5KP2RCUwpgbkXlxGUuWne2dlJrMzmNSeB8wRePj9e898WoTgXi/PH/LP8xJLvx/tsk6/2rlaraWVlJa2traVGQ3nHXEzABEzABEzABEzABEzABEygUAQ0LcTMkFxrve5e6vTaqaNw2PJ3pBHh/jRZ1lI41ZVqMzXLmoTTxNSrQfTO73CRhOW8J0UUmHu9XoTExrX8m7/5m4kQ2QjKhMXe29uL++Zmsxn3sHk//WgCJjA/BEIwQAxRl8sa9xfGGucXRgqLPUx9xAIJBZYK5ufvwT01gVkmgKt2OFTYfwnLCMwIzYitkgdCZC1rwWRVwnKIyxJRcSJfpqAVINaWcxFWYyvHyNzDGk/1fUPVmnLdS7C4zKGvvq3GdcTlofo51JgeYrp0DL49glsjgqu95xX6hb4S7uXY/oXwzrFhGLmcpcXwOruJOO+I/swETGDaCJw/Ckxba2+gPYi73CCTR4p8Uv1+Pwa+cvlsNLlAzACZP8+F5TxMxWnicr5t/oiQzfdRlpaW0rvvvpvq9brF5Rv4nX1IEzABEzABEzABEzABEzCBmyVwKHGBnHSD3kFqH2ylTnc3deVeHsjmcCh3Q22xlpZrS2lVFZG58ppJqdNa+49/9cfSz//xHzvto1fe+wu/+osJYfemyr/1z/8HifZctPz2x7+evvHVH73o5ne6HXmVnzx5kr797W+n3/iN34iF2DiWEZb5jMXRb731ViyY5v7WxQRMYL4I8J89IgNLhJg9Yw5sLAFiGM5lnG6T/JzzhcW9NQETmEECzPUPtVgScTmcy3rOeEdA63AuRy76WgjMOHQve12ko0R4bfaNvMssvhxpkGVc1YIdhOWBvjuVJS7ru/Slp4ahvk70R85lFgupHorBggTghRCY1WIJ4OcZ82gL5wlCfOPmjjoRzfksP2eM1D9CY3N8HdrFBEygYATOVlAL1pGrNpcTxP7+fvryyy/TZ599llihzYBHiK+bLojLg8EgBuN79+6lVqsVN+g3/b0+vgmYgAmYgAmYgAmYgAmYgAlcNwGcHf1BR+LjTto9eJ72Ojupq9dDJqKUa60uQXm5vpJWVVvVlsIIXv529DLi7De/9qM3Ki7D7zLtuW7e1328fIE0LmUieyEuc4/83e9+N3U6nViUzXeyEBthmchf+T7X3RYfzwRMYLoJRI5QCSvMnOFcHmmcRxwYSISgDnU+sE4w3b+hW2cCJnAxAuHgVVjqXFwO53I4bTPncgXnslzFFUXlIbfwZcVlwmLjAsa5TCUs9oKEWEos2glxuZeG1b4+Vz5m5Ti+rDv6Yj19sRXXd4zrQ4X/DnfxRFhmOSFBu2lz3sYXe518lonvERYbLkeiuM4XOjZu6ONhse1cPsnPr01g+glc/m5++vt0qRYiLiMoswL7+fPncdPMzTIrsU+WLJSDBnENgIjC3GBz480xckGaR/bPt+UYfI6QjEs6r7zHyYbtEZURs2kH77uYgAmYgAmYgAmYgAmYgAmYQNEI4HIgXODOwbP0bPdx2t5/lg7kYh5o8qiKuFyXa7l1L60tbablxmpMwuH6cJkOAtyLHheWnz17FiIz970U0kl98cUXkcppa2sr7l8vO4E6HT11K0zABK6DAKFRM+fyQoTARoAh5zIhVAmLzTnBxQRMwASKTiDCYiMuKxoPdajn+fw9zuWyQmJXSfeiWkZEjbgOF+81Im1Jwiv7ZrmJNbrKuRwCLIt19H24lwnNvSjnchYv4uLHv8qWjN6M6UShiPEcHUN6SEkfIHtz9f66a0A+D4ez+oV4DqtckIYpDDPhWs7oOGdcpaXexwRM4C4JzL24fFwoZuU1N84IvojLJwdJRGMqgx9uZ1Zyc1ON0Fyr1UIkJl8yz6lsmx8f4ZgbdUKI5bmd2YY8y+SuwrmMAM32LiZgAiYAAS7kduT62VVYSS5U7608yHKsGI8JmIAJmIAJmIAJTCEBbmXayrP8fO9perz9KD3bf5L2lXt5qJB3Dd37NOVYXlu+n9Z1TbPUXAuXxxR2Y26bxP0oi67zqF552ijui/P7VBZkIzojNOcpnuYWmDtuAnNMAGEBgUFygdzLCxIf8JwpdKzuYVlQpAyaR+PGHGNy103ABGaAQO5cHpDqBZEXcVnjHO5hXMbkWsa5zLxdaVEjoq6bLl44xiTnskTYyLsczmWOMHH3Kgw3YblHE1G7xAX3Zb7i4o052pLFQZlzOROAuQ5UlptwLYdz+WjLs5+EuCxBOZzLR+Jy1nCOB8PMvSyhWecOnTTOPpg/MQETmEoCcy8u86sw2B2vx13H+a+WnxgQlnEf52HBEJi5qcZ9HAMtJ4RJWG1eU7lJZxvEZW7CyfHM62azGd+LwMwx8+3z7/SjCUwrgc+ffZz+4Xf+3hs1L1b36eKCizBCyCw3V+Vi2UjrmnBsVJtvdOwi7/zpk++k//Pv/2/p7/2jX01be8/iQut4f1r15XRPjDZW3kr/zr/wM+n9t3/f8Y/9fIoIMJH+1/+///3UFv2hb/xkOLZO/dBvzjyBHS0Y+Tu/89dP7edP/tgfi9W9p37oN03ABExgygmQM+2gf5Ceybn8eO9xet5+rrDY7aQ5slTVZNuSrmNWdL23qmuZlpzLOD0uNf825f0vevNycRl3MuGwEZFZSE2UrVxIZrE097OI0CygZp/X5dwrOhe33wRM4HQCOJczDx0+vcy9TAjVoYTlMfNhp+/md03ABEygUAQy5/JQrmXlXQ7nskY5xFCV0AB0PVsjLHZl4ly+5MUtbt48JDbuZa6reI8xNMJiT5zLmbis6y69f8Pacvbd6iOu5XAu65EWISwTsSK+/7VisLaTuExqnKjhXNae6hhnCBiOJgIzr33OEFwXEygYgbkXlxmwcRuvr69H3igE4FwczgVnflNumrmx5gY6D1+NMxmBmP0RiDc3NyNEGEJzvc5JpRKCMTfiiNG4ndmHwms+57tyAZrv4LmLCUw7gW9/9s305/7Kf3tjzdyUcPpDX/mR9M/9/n85/ZPv/7MRGubGvmxKDowQ+T/+H38q/V//4C+d26IDuX+onzz5KP3bf/g/PHdbf3i3BAZaWXrWfyf8fRMO1GU+CTzdeXTm38a/9KP/uu4Us/xK80nHvTYBEygygZ7yK+/19tMzXas86e6mPQnN47GiPCEsUyvNEJibjZVUrbWYkVN3b3p6rMhEb7ft3I9yz/r48eMQl1lIjZh88h6VSFxsxyOfr676muZ2fyl/mwlMA4EXIbErunZFXA4BRmLBAMEgAmV7fmsafim3wQRM4M0IsFiGBZRZWOyJc1nmM1RejDOEw65WG+FeLpVwLl/ifl6XwS+cy9IJZMIpIcLGmCoBljQDeVjsiWM61Nk369Jr9+baj+QGR+Kyni9qSM9dyxe5eg9dRX2BCZXQ2LloHsfXuYL+ITJnYr3PGa/9YbyBCUwZgbkXlxF7NzY20gcffBChqRGQEZwRfRkEczEY0ZmwYKzi5jni8VtvvZUePHgQ4jLH4DUiNWIz+3GcGCx1wkFg5uabYxBmjNXefBeF8Nh818mb9in7W3FzTODWCDzd/TL9rd/6q1GXJMD9wR/6F9NP/8S/H47dW2vELX7RQBeIv/BLP5v+wUd/51Lf+t7m1y+1vTc2ARMwARMwARMwgRshoAmow0Evdbr7aUeC8pNhOz0Zd9O+hOVF3QutjBfS+kI5rWryrSlRuYawrIW2LtNFgPtRROM8LDaPOJTz+9a8tfniaaJy7ezsRBQv7n/Zn/taFxMwgdknwH/pCCJliSiExkZcHuq9gQSIEJc1HriYgAmYwCwQyJzLgwiJTWjsoa5vMzE0C/lckWu5VmummgRmovLoYujC3WZLBFdE5bIE2My5nGkSiLuZc3mYMC8c5Xq+peGVPhKNAoFZF3ka5SUuH7KwCF39An1EZJ/0KxOXjzzPOlwmKId4rXsFriFvqVsX/m28oQmYwOsJzL24jHsYYRi3MTfJucDLTTHiMJ/znBvnDz/8MG6uCQ+GgJznSiZf8sOHD6OurSl3mPI1Uwihzb5Ujsuq7lygZhU4xyFnVe6EtnP59X+w3mL+COx3dtKv/PpfTH/7t/9a+vd+8j9Jf+RHfmrmIPzlX/ulSwvLD9beSXVduLqYgAmYgAmYgAmYwF0SOFT0lRCW5Vjeb2+nrd5eejrqpOeSGQZKztbSxNK9xWraXKxJXK6nuibgFivZ/dJdttvf/SoB7kdP5lzmHvZkYTsicSEsc09LNK+lpaWjyFwnt/drEzCB2SSATIC4jHO5pHmvgZSBoea+oiKKzGa33SsTMIE5IxAiK85lCbx9mUMGuvbNxWXCPRMOu6r0friXF8paPImoeomSictyQIe4LJcv+WQ0pkpMkGNaqQbCuTwIBzNi823IsHwH30Te5SwstpzLalKJqrH/AtJy1oeJc7ksLgjouaub46ObjFRhiTuc/rqYgAkUi8Dci8sIyNwMU88ry8vLCUGYggiNsxmX8vvvv5/efvvtcC0jNuNoPq8gZLMfgvQnn3wSx+LGHDc0x+VG3cUETOBVAm1NWP7Zv/TfhMj8s//mn5brZenVjQr4zn5nN/3F//vPX7rlX3nwwaX38Q4mYAImYAImYAImcN0ECBPY1XXa7p4Wzu4/TVsSmHeGndSW06GiCbcluZXv11fTg8ZaWtX1W00TcC7TSYD7UcRlFkRz78tz7pe5F+aedTjEl5iljEJ0JhoX4jKf41zmHpnqYgK3SYDJ6bzyvbmDPjcM8DfMc5frJQBRnMsIyxWJB4t6lKFNy4rkXEY0UHWZNwKSiybiUPbA3wCGGzi8eJw3Ku5v8Qnwdz2UqEvUQRzEXPvivOVPmxDWFbmVq7q+XeAaV68vWxg/XziXCR+dybeMpAivhMXOnMu5qH3Zb7j89vzXG+HA+X71n39I5rQM1zJ9j/+0X3dobbQQeaSJ8Kq9J+djmGaichYWm9c+a7wOpj83gekjMLficn7Bkw9qr/tpuEkmHBg30NxscwONexlh+Stf+UoIxricX1fIR8WNN+5mbsg/+uijWPGdr/w+GXLsdcfz5yYwbwR+8zt/N/3C//KfpZ/7d/9MXMAVvf/f/PjXU7t3cGY3CIvzwds/lDZX34pttvafpW3VH3zvh8/cxx+YgAmYgAmYgAmYwG0RGMq9sS1B+cvtz9JnO5+nx3sKpazw2ITRW6o00kZjI727/HZ6Z/WdtN7aSFWJzS7TSSC/J+V+lwhbiMncv+JK5jPCZHMPyz0r4bO3trZCXGYbFmtzf+xiArdNgL9N5mlIQ8YCCYRmBGX+HoksR/Wih+v/VZAWSgjLcthReU7QVMRlKrYJCwXXz32ajziWWWY41H+DRDSRIBV/ARKSFvj7kLhUknORnKsuJlA0AkfiskRlXMsYwxZ0rglxGWFYf98RDvsKwjIs0CbiGJOw2JFzGREWATacy8NwLyNqh3NZ7990QeqNnMv6f8m/eoW4rL5GzQTmC7dBXOjfi8VeOtpEXMa5jDs7c4LffL8u3GZvaAImcCECc3tWv6ionFPkBpqV26zgJu8yNyzcoOBEJu/yZQohuBlQP//887gx55gcixsiboZcTKDIBL7/nW+krz/8wXO7wEVDV/n4On259iWsdvrt9OXWZxJZ98/dL/8QQfa//+WfSz/70386Vkjn7xfx8duf//aZzf79X/sD6Wf+tZ9LhMB2MQETMAETMAETMIFpJEB4wGda+Pa9599Ln0hgftx+mjrDg7jfWa4vp4fr76Wv3vtaenvlYVpb2kzVkkNiT+PveFwwRlgmLRRRubjXfffdd0Nc5h76O9/5TkyqIuThWuZelshceZ3GvrlNs02Av9WPP/44Fj/wd8nfMgv/+Zv8+te/7oUPN/jz42ArSzSoIhyojscLaSQ9hJQIFpdvEPxUHlqLCuTo7Glx2UDzPCMJcIjLC5r7JNdqRSGDawvMhc7tNPRU/mpu1MUIhMgqATQLia18yxJ5FzSvuSgtVIGeNQ5q8cTi6w1nZ31bOJdDoFboaP33wn8nXHOhIR+Jy8OB/hvLF26cdaRrfJ/vVgNwLWchqyciuPrLYqLMu3zB79N5IXMtT8KF69h5zuWxFqMyR4yU7WICJlA8Aj6rX/A3Q/RllTY3LojArN5mlU2tdrWV99yoIyhzXI6J2MyNUB5q7ILN8mYmMHUEfvrH/0T6sX/sxy/dLv57+uzpd9M/+vQfpr/1W381/dZ3//65x/i7v/s30p/7y7+Q/uQf/S/O3W7aP3y+9/TUJnJx+h//1H995Fg+dSO/OdUE6nJr/eSP/jEtmth7qZ1cVL+1/u5L7/mFCZiACZiACRSVQGfQSc/az9Nnu1+kz1W3+/tprNm2eq2V1iQuP1h5Kz2895X0YPl+qlVbiqfnW9Bp+q3zcML5fS73uuRS5t6Xe96HDx+mH/iBH4jX3K8iJvMZblGcy48fP44F12zHsVxM4DYJ4KB/9OhR+vDDD0Ng5m8XcZlIcSyMYJ6Fv2MWSNi9fL2/DKY6BJFwLoewolCwSsiJpJg5l/G5SUFwmQsCms5JA7mWD7p7Okds67/Dnvotp6P+NshH22yOwrlcqZyfSnAuYLmThSMQzmUJoANCY+OyVV3QHz1XtPLjhtjKPM/VimRaFmHovxXyEhO9kPNVJt4i7OLsnTiXJS5nDt+rfdNl9mL0JueyvjEeeR0LinBqq3XIy5KbL3xIIhhwzshl6XAuh2tZxw+BOXMzX/iA3tAETGAqCPjO/pI/Qz74ccPCDTU3M3nYpcscihtzbsp7vV6s/L7Mvt7WBGaRAKvy3rv/9ah/5Ed+Kv3N3/wr6X/6lf8u7erG5KzyK7/+y+mf+uAPpn/69/3hszaZ+vc7cnCfVn74/X/GwvJpYAr0Hn/Tf/KP/ucFarGbagImYAImYAKXI9BXBJo9Xas97+ykp/29tK1cywNNgNXk3lgp1dJ6BYF5Ja0011K9sWJh+XJ4b2Vr7mu5L81dyLiWidhFYSH1/fv309e+9rW49yVc9ieffBL3v4SERJDOQ2hzDIvLt/KTzf2XMIfCXAxCMtHgfu/3fi9985vfTN/73vfivePiMs9Z0M/f9717947Sm/G3jfDs8iYEJmGxEQ8RRRBWJBzgXMa1PJIgclsiyJv0wvteH4GeBOWtttIl7HyReopOdyjhCKGsUV9K9/Q11XorNWLBwcUFqetrnY9kAlcngK82ci4j8qriuiURQFmKaya0SjLV+HfVcuRcVnQfBOY8N3GmQYwiEgCu5Swsdhai+qrfddH9WBwUjm2J6IjMlEXNcUV/9aj/XUJazvZljgxK8mRHzdzLE+cyK1RcTMAECkfA4vIFfzIGQFYOcRNC5caZVd2fffZZ5PLZ3Ny8cI4p9iO0NhWRmZsajknoJt/gXPAH8WYzT+AnfvhfTT/yA38o/Zlf/q/Sb3z4/5zZ31/6G/9D+gM/+BOxAu7Mjab4g65CRp1WNlcfnva23zMBEzABEzABEzCBuyWgyZ/xsJcGXUV10iTy893H6XlP0Z0OB+lArjVyKq6UFE651EgPys20olCYVZxKdizf7e92xrcjvOFAxv1JRSzmHpVCOiccyV+TuIygx/3rRx99dJTKKU8bhXDHPhaXz4Dst6+VAIsaCM/+7W9/O/4e80f+Pln8TzQ4nMvkWuZvmpDZ/A2///776YMPPkjvvfdehMxmG5erE0AejJzLEpWrGt9x3eG+Gy9keZcRlyM0sh4RnV1mn8CBIpl8sf8kfbL1vbSvRWeHcndWy7W02lhLI82nLi1vpFVh4G/HxQSKRCB3LvclLLOIkoUTJf0hEwibmo1wVxdHEaYjfHxZ4rIE5hhPJ+PmkXN5rLDY+u5YtHP1r7owdr4iwmIjMuvan3/0k3GfvMuZc/nChwsxmn2oJR1c2RMiImycK3SeuB3J/OLt9ZYmYAIXI2Bx+WKcYisE4JWVlbS6uhpCMCtluVFBEOYGhlBLr7tBYZ9PP/00VtVy88PNfLPZjBW03LyXy/5JLvGTeNMZJ7DcWE3/6b/xp9J/+ef/RPr06XdO7e0nTz5Kf/u3/lr68X/iXzn182l/86xJuPXlzWlvuttnAiZgAiZgAiYwhwSYXOr12nK3PknPJCw/3f0ybSkFxJ6mhQaVcmoeVtNmeSm9U1tND6rLabncCBfGHKIqRJe5H8WtzKJpKkIx71GWl/9/9s4Dzq6jPPuz2l60q77qWjWr2ZIsF1k2LrIN2AYbHIohlBBKICSEhFCT8KVA8hGHwJcESEJI6ASbFkrANu7dxlWWLMlW71qtdrW9a7/nP2dndXX3nLu3bp3Z39lz75w5c2beM2fueed5n/edbJnLgHHksa+urrYAXkdHhwWUAaMduAyb2ScvgVxKAIY86yjbtm0zTz31lGUts76Cu3bWWmLHIGOTsvv27TMLFiwwa9eutes2rLmwhgP4jIG/T+lKQCCB5FggYLlQ7FT2eb35pk+IgWP59fQqNqnihE6SW2SfxrcEeDdok/eS2raTZl/jYXOqtd70iWlZWlBiple0mdLyKjNHhmkq5tHl8T0UxmXv7Jwm181duMXWHsYtTrALBZQSczkT8xmMLWAqw/IvkDFGgQDmgZjLemBYMwRUxlinV9fn2sGDlHtR0282y1yW4ZBlLmufry1w251KGwI5ITc23IoHzGW8XABgD1+/Umm1L+sl4CWQWAIeyUwsn4GjvDQTq4e4PXPnzrVxfHCxhCUsFkx8ZoPB7JjNKDaO8UwZrLlRbgCkUdxR4mFDc8706dOtmybO9clLwEvgjARKFa/v47d83nzqP99l4/ecOXLm0+0PfNVcuuZaa913Jndsf8LC1ycvAS8BLwEvAS8BLwEvgdEmAfQa4iw3aOG4VjGWTzTXmlMdTaZDIILR4lhZfpmZUTrNzKmYZWaWTzcVepdjwcyn0SkBGMmxzGVYodxjZ1iNK2F0VYyp0YVxkw2YzObcaaPXoutSxicvgWxKgLGIYQPjlPEGiIwbbMBlNoBjxixlAIpZX2Htho21GJjMuNBmA1TGsJ8y1MV4BmBmncd7kUv9rkm8AhryrUtsCy7DXNb3vjxcnAqMEBjSoxi8PQIUYTZb9jIn+TQuJQBI1CVDgia5wz6pd4L69lPWsKC8sNRMEljWIo9t3bwn+OQlMAYlgPEEDFuA5R6BvXyHvZsNcFkoreZOmMvEXIa5rN8yvU9b8FbGGAFzmev2u8VWO7DRyHXiGsC9vZrP3RVx311AWzWXy1lRSoYirjhAvGN68xtP/ciWz8PRL13eJy8BL4EsSsCDy0kKE+UExXr58uVWKcEKFjdgxJwCMGa/e/du614JRRyFxSUmSBRtFG6U8OPHj1sFCOsj2Mpz5syx7sawpkXZ8clLwEvgbAnMmbbA/PFvfdb87fc+fPaB/m/HGg6ZJ7bfJ4D5laHHU8lslzK06/BW09By0jRq0ZQ4grikqaqYbqaUTzPVU+eZmupz7GJFKvWOdNnR2C9ekvce3WHqGo+bkyxMS+ZYvFdJzlMk7yWzV5qZU+bkTHTcW8bOsfpD5rj2XVr4qBBbHsb8ZMWGnDd9kZkzfWHOrj/WKx6NYyqbMj168oD1mHBSzLxTzXV2kXLWlHlm9jSxtjQPTK0Yvd4FGNNH6w+YZrmjwyVdc1ujXcwpllvakqJSU6H4p0vmrFSM+yVWcc2m3EZjXaNtrBIva8ueJ8zhk1oQbz1lZlRVm3kzasyCmUs1/00djSL0bfISOEsCADbt+s2sbas3BwUuH2k5bho7GkxPb6cp1qLYlLIqM3vKfDNP20yF+SjX7yqMDJ9GpwQwkHbMZQynAeMA2mAtT5061XruQmdFd0UfBlwG4EMXBtRDz/Xg8ui8t+OhVTDkMX5wRvqAyS+//LLZunWrXX9hDLKGgvt2PMyVlJQMeJNj/YUxXVsr1/0ygHjppZfseOU7ay+LFi2ybHzOZVwz3r0nuVRGDew1mMuF/czlfkBEOh56HsByV3eHYu+2C4AWBKOQCT48QiryHVtl7T3Xfe/U1i6eY5tld/bK/W2P6dJnCx6NrS751noJDEjgtFBPOcMWuKy5TRvr/LjFlh8Mga0wcoFO002CkYU55MsddqFlLoMpYJBDZGIYvQKWpT929zOXedaGIwXgsvAMtQG/NLzJB8xlwGV6nA53OQCWJ6lyiVCbfi/0fsn8YAFsLuqTl4CXwJiSgAeXk7xdjmG8YsUKq2AT42f79u2WgYxC4xRwFBsUGjYUE35wsKJFKWJDCcdKlkUZFJhly5bZDeUGt9pYzfrkJeAlMFgC65duMmxR8ZfJTxdc7pTSe+9zPzO/2fmA2b7/WWsROLgFZ3IAPjcsu8xsXn+jWblg3ZkDQ3z6xl1fNDsPPn9WqcN1+8/67r788snvm8devNt9HdiXFVeYT7/9SwPfE30Yrn65NrR2NJvPfvdD7uvA/pJV15jXXfqOge8Ha3eb+57/hXl4650C8esG8sM+LKpebjau3GxuuPgWU14yOaxI0nnMxwA6dz3zY7N1729MW2cQTzBRBdMrZ5m1iy829GHD8ssSFR10DPn/1bc+MCifjA/f/FkLUrqD9z33c3PX0z9yX8/af+j1f23mCujOJKGMfOa7f2gXeOLrefu1f2TWLNoQnx36fbjHVGgj0syMGp/MK7dc9X5bK3JiLuB+7DqyLeGVZk2Za27a9HY7D4y0pwEMIx7ddrfZsvcJs23fM6ZexhrJpBIxCZbOXW3OXXyhefUFb7BGFUOdt/vIi+Zrv7o1tNgVa28w11/05tBjqWTe/sB/mGd3PTLolGvOf725dsPrB+WHZYzEWMVQ5h9/+IlBzeG34lWSL+mhF+4w37v3y9aNcHxBLME3rWa+fKdZPHtF/GH/3Utg1EgARlqrfuOOtzeYAwKWjyu+YnN3m11wKi8sM9PKplrjrDkzFgtoFlgjwxZ0H59GpwTQVR24jBE0Ois6rWMso59iPM17FOAdbE/AOcpyLmD0qVOn7B52qU9eAtmSAOMLV9eFzzaSAABAAElEQVRHjhyxLOVnn33W7g8cOGBBY8ZeaWmpddW+Zs0aU1NTYwFixi+L1YxTQOgtW7bY8Uo9ANWs5eCNjrUY1neIwwyJwLH1s9X+8V4Ps7p15SrguAhQxLHtFBcUwACX2ADLbMUAJjDKLQnD/x6Mx7FxWp4bxVk3vaIk9sigrBdwTOOgT5/7dO/73HuAv/3j8faP+z455jLAsqIeC24NYg8XYmAjaDkzcFmVqR6jOdQylwfcYuu5AdgFfJU7bJjLPdrzHq5JNucyt8C2rgKwzAawjL5qYy5rz/dUk/3doC5tSJF3SwssC72nX/z55CXgJTC2JODB5STvFwsiKNYwmAGNUbpxbU0CLEbxQanmGEoJSg7xl1FqKIsbJqy6KcfkifU3xwGYFy9ebC1ncckEKO2Tl4CXQLgE3nD5uyPB5RcEFqaaeEG7XyDnbff/+5AgZ2zdMGwBoNguXnGVeds1f5AU+AcTcpeAmWQSMQzZ4hPM2qHScPfLtYfrhvUP8IqEa7QfPvif5scPf91as7vzEu33H3/ZsP3qydssAPjqC9+YqHjkMYwPAMSONwTzdmTBuAPcA4BwtmVz15i3bv59s3bJxXGlwr9iURomD0oDBsamuTMWRZZ9cMuvzFs2h4PUsXUk+kz/X9z/TGgRGAVDpZEaU0O1K5XjUeNzzrSAnc7Y+H8//vPI+xB/rdpTR+yYAgi9cdPbLNCMsjWcqVuMkJ8//l3zSz0feFpINXXIre22/U/b7aePfMtcf/GbzZuu/D27OBhVF4YOxLoHvI1PLTIwyRRcpk8Y12AMEJ8uWnFlfNag7yM5Vrt7u0LHz9olG20773zqh5HAPAWYMx7Z9mu7ve+GTwwA0oM66TO8BEZYAh0yzmqUy8sTHadMrbaGrhb7G1+i2MpV2qaXTjEYZ00Taznfh/kY4bs19OXRUwGXAYvxsoXOCmsZEBl32AB16Ljow+QT0onNsZnRhTG2dkbUhIaK9eI1dAt8CS+BwRJgXDEuYSzv2bPHGvY/99xz5sUXXzR4kWNNhXGJEQQMZMDllStX2nHLug3jmPUayjE2+Q7jnjUbtzH2WZ/BKIJ1HtZiGLuMbRLnesOYwfdmIEdzQr7kBqhceBa4LLad1sF65CIZPaMLd8j9rpGH9015oKX+Q64loGelu6fDekrq0edejYvefN3t09prnJzWBrjcB7IEdpQ6JpXrHvj6vQQSSoBhS9xhRZEXczkAQHFcbcHlfqA1o2Gt5wMqdL6A5XzNqRju2N8fXcoa6/SDy+i66IxBCxI2OeODQZ/7wWU1zzK0AZf1fJ+JuZxarykNEM9vAWLsywNUFngO1DwcncpYKr4CLwEvgXgJeHA5XiIJvjOxo8AAHOMyaf78+RY0BhRG+UGRRgFBMYHJTFm+o6Q4BYVjgMqVlZVWCaqpqbGWttTnlJkETfCHvAQmtARgCc+smmNONB4dJIe6puMG8DZZN8Yt7U3m1ts/ZrYfeHZQXalkPLnzfvOMGHZ/+Lq/MpdlwS13KtcOKzta+9XY2mA+9/0/CQVewvoRn4d7X8DhIyf3m9999Z/GH074/XmxlT/3/Y9Ya8+EBYc4CJMV9u/brvlD8/pL3zlE6dQOr5i/1hoo0L/49NDWOzIGlx/c8sv4au13XDs74Cu0gDJH65iKam86+TsPbrFu99u7hmazx9ff1NZgvnvPl8yeI9vNh27+m4TAbPy5mXxnrHzxR39u9h1/KZNqBs4FaP7JI980Lx3aaj725lsjPQWUKnYqTP4HtvzvwLnuw7H6g+ZlhRVYPu9cl5Xy/umXHw4FlnG6dcV5NySsbzSPVUI3RDG+wzqVqbeCsDp9npdAJhJgYatPxh+dnQJ8FC6AkAH1ApibTneZbulIpQUlZnrxZFNdUmWmayuXpxUPLGci8eE5F5fYjnkMkAcIh06KfourYAciA7ihxwLaATiTjz7r9F1AOgBmWKEwTTlGeTafvASSlQBrJ6yrMIZgHR86dMjs379/AFzmM8cYj6yfwD5mPeW8886zwPKSJUvs+GS9BjCZdRfGJus0jGnOh73MWGXsY1BBwn02G/m40a6urrb1Y0xBXd5YIvwOWpCAmMtyd40XHxcnVIiIwAK5UhVzuRtwWRsusgsFiiibwz6NFwlwQwG7dI87OlrEUm+z9x3oywHKPbrfgVtd5Y2Xfvt+TDgJgHsCKnczt/VbSMDgLdQcSAzijJnL/RK186hY/8Rc5g0qT9fjHRzX2ADLbPxWDkfiKjyzvXqG7bOryTuIuZxv2cupMpftb0Y/sIy8qJO+8HthN8l1eHo2HNLz1/ASmDgS8OBykveaCQ8FBBYyigpgMa6TsOhGCUcZQRFyx+MnexRrAGcsv1HKUbhRylFcsLZ1cZq9ZWySN8QXm7ASOH/ZpZHug7fsfTIpcBmG4t/99x9boDIbgkRxhvEI6J1t0DGV9o3WfsFEvPX2j6YNLMfKAIYmBgavveS3Y7MjP+879pL5/A8+kTGwHHsBgERe8G++7F2x2Rl/xnUudccnGLKAnysWrI0/lNR3GKBPvfRQaFncGKO4RKXROqai2ptOPrGJ//62PzXpAMux13ts+z2mtbPFfOxNt9q4xrHHsv15//Fd5i+/9f5QEDbTa8Fk/s49/2Le/5o/i6yKsRoGLnMCTPtMwOWoenHdTWziqDSax2qrjJlSAZZniO25ZtEFUV31+V4CIyKBXoUNaG2pF7BTa441KYapfptOac5rZ6GpqESM5TIzt3SamV823YLMJWJd+DT6JQCwHAsKA8Q5djIhm/CyBbhGQk9FlwVcJh+wzh2D+Uk9MJ9hlbqy6Lg+eQkkKwFYxDCVcXu9Z88es3PnThsn+eDBgxYIBlhmTYXxB0v53HPPtS6ta2pqrOE/6yustWD04Bj0rvw555xjYzUTdxmQmbHK+MdFNiAzLGc+L1682K7z4C6bzwDLbpwn24+JUg7DP/QIWMtFYtsVWleucPnEUJWu1GvB5U4LMPfIuwvsNJ/GlwS4pxZYbteaaFujBZhZG7EAkX4zAJh71GW3gYlxDJDJJy+BsSQBxi3jmNHNBouX+a+IOVAAM0zerCT95hBvGRAXANaCy3IZDaiMS+xegczBXGqfsqxcMqoSroChiDUOUf/6aJM2QhwArNv2RZ0ckR8LMAcSw+gEcJn/ue9TRLN8tpeAl0AGEvDgcpLCAyxG2XbxpFAyXJwejqGYoOwAMlMOBRuFhoRCg2KNMg6ojCKO0o5VOIoPdQE+e2A5yZvhi01oCRD/Nio27Q7FMx7KbTLMNuLgwnQeKhVMKjC4Ky6WGy/cIw8VxxRgsKKkMjImaGX51KEumfbxkezXUI3GfXg20y+e+J7c996SEBTlesQ/xYigQxbUiVKl4kFOnTzDEM+6sVWLojov3m11/Pm33/9VMdVfZYi7m610pViZ/33vV0IXXh584Vdpg8uPvXiPXJR1hTZz87obQ/PJHM1jKrLRaRyIcl1OVdxf4lEXio2x5+h2s/fYzoSGCsT0/ocffNx8+m3/kkZLkjuFuNBf/PGfJQUslxaVa2xPF9hdbk4pvjlsw2TSA8//0txy5fsN8eXD0uqF51vZAC7Fp0df/LV516v/RM9n6q+YTW2nFGv50fgq7fer1r02NJ/M0T5W74yIpx7VIeYC/04YJR2fP1ISgHXWJPf7x+Wh4Mipw+ZEa61p0e9r76Q8UyJgeXrJNDOvotrMr5ArZb0LFSkGp0+jUwLoruip6Kvoto5tjME04B46KuBdLLjsDKcB2TCM5jjMUfRbEkbY6MK4HQbgQ/d1OvDolIJv1WiUAOx5gF9cX+/YscO88MILFhBmXGHgz3jDuB/gd+PGjebiiy82jq3MMcYd6yskwpPx3bnNhhiA5znGJ+sxu3fvtgA2YDbXhSkNwAywjYEEzwhjmHWa2LE+GuU2Ym2y4EqBBZWLCvXMC2Tm/Q+MBXDZMpcVCqiru1P3T85kBYz4NL4kwH2Gmd6mNZaW1lOmXexl3hc0AIQgB3GWYT0CyuFS2MJH9lgAK40vafjejGcJMHYZwwDLsPEBlwsAljXnFep3AhZvtkY1AG4A3gaGGDxnzJ+WucxnPUPDAcPa90X77Oo3lc6pj/wm5lswvd9td4o3nWpgZGOGxLzAdGCNVNQjrjc8PUux0b64l4CXQEIJpL7yl7C68XsQ5QSFG4UDBRxwuKamxlpu427JKeeUceAySjaLgyglKOkOXK6qqhpQesavxHzPvARyI4F5M2oiK25oros85g58+Wd/kxBYLi4sMW+64n1m/dJLzLwZi+Xe68w0eaB2t2XrwZ5FWQ5LX7/zH82K+eeZBbOWDjr83us/bm4QKBqbbr3to6Htec3Gt5qr1r4mtqj9TOyVsDSS/Qprz1B5vDDDflwt4G7hzKWSdY0FgQ/V7TX3PPszxRy9K1LGAP1P7XzQbFy1OeFlfvjQf0bG0ob9THzZq9e/Tu5/KwbVA1P4Bw9+zTy/5/FBx8joUfxoYu3+4ev+MvR4OpkA3OuXbrJu1uPPf/TFu6078NjxGF8m6vsDES6xz5l3nuS+KOo0M9bGVGRH0jhAHOb3XP8xgzFLLMhHnGHAz3/7xd9GgrsAzI9vv1euo69O48pDn3LHb243h+v2RRbkWWKeuWzNqweNbbwI1J46qhjiP7dxzKOMKDBGuOM3P4h0x45MAHtvf+Crg9oBQPzc7sfNBctfMejYUBkPb70zFLwHJN+4Mvp5H8tjdZKUc9ycxaYr1w2e+2OP+89eAiMhAeaFJi0a17bWmWMtcond3mA6etu1mGZMWVGxmVI2xcyaPMvMrKw2laVTrYvUkWinv+bQEmDxzumugHYAaYDM6LAcQ2cFPMaQmj2Asvst5DNAG4AdOi06LguN6L3owdTFxjGMqn3yEkgkAQBcQGPGHgDvvn37zNatWy24vGfPHrv2gtECazGMJ8bk4sWLzapVq+y2bNkys2DBglBmMeOSjcR6DGOXehirLo89Zbg2HujYUwaAmueAYzDycRHPmKcN1EN97pmwlU3Qf0ApjrlcqNAIMJcDj0iOudyjOLxiLrPpNyRg201QYY3TbgN6dct4oL1TnhwVKqNDewwJSIwP4izDXrZudfX7wvMFSEbMVp+8BMaSBKyrf0Gf3XrvJY64fiAsuFwkcBmQmfWtAArOvFfUBVjNyt8kPTcgsMyfPdIZYS9jppHz5J5XXZdY6TzL/O4BLNNfC37bPqfWEuYFGM+O9QyYDHDv3GKnVpsv7SXgJTAaJHAGNRkNrRnFbeAlCEUZK1pi/zhFG2WGhFUsFrAoGlh8o7SgLNnJV8xkAGg2lBFnTTuKu+ub5iUwaiVQPW2+fXELU06b208lbPedT/1Q7oEfjCyDG9Lfv/EvTPXUeaFlFgowfse1f2QBSdxgh8U6Baz5oo59/v3f63/BPFMVwPXi2SvOZOjTbIFYYSzqaZNnmprZ55xVNurLSPcrql1R+cQXBmiP7x8LEqvEiGR7rcD1z932EcsYD6vnVwLYEoHLgIAA1GFp2dw15q/e+a9ipJeEHbZ5uKD+i7f9s4Dun1ogMazgYwJ83/+aT9mFlLDj6eRdvf6mUHC5RTGnn9v9mLnwnMtTqhZm6Y6Dz4Wes3l9NBN0rI2p0A6mmblJ8YT/QEYDYeODPEDjRbOWaXz+aaRr/W/9+p/MhuWXZR1caZMLWowaotKNl7zNvPOVH446bMcqBgVvV9zw6y96s8EY5okd94WWZwzc/Ip3hcqBEzB+CQOXOfaQmPbpgMtRhhCbVl8T2Y6xOFYx7HjL5vfLG8E6G5/wpLwl4Fb9VzJcmlY5y8yZFrxbIkufvARGiwS6ZVTX2N1mjnUqJmlno2nobNYCV7cpVqzNyZOKzDQByjOmzDPTZLxVUSZDWrHYfBqdEkCvJZwTui3xZ3EJDLgM4IxHLYyoAdNgeaLzArI5IA09Fp03FmgDgEP3BYSjTtwNwy51IN7olIJv1WiQAGOEGMewlQGWd+3aZRnLfGYc4RUON9eMR9ZdYCzj3hq2MhssZNZXkkmMbcoDSHMOn6mXa0EgcK63GcewmlnT4dngujU1NWbRokWWzc85PBes/0z4BL4iQ+yCQq116R05AJdhLvfHXNZvRJcMG9GPMcxm7hFEoU0n+jQuJIBBEsargMuEYsJjWOAWW/dZ48Cyl3W/ufNy5isj0h6FaBb4rHcHn7wExooEMKLoBdzV/GVZ+BrbebKuxNOhZS7nySOp5eNmp0fMkJP0COUL1QVgxjV24Ba7x7YDIDbX6bS8pZ3meVW/HVM6T2AyBkQAzJBeAIpTSZS2fdN/C8Xbn4MAONdVJF1l5L5rqTTZl/US8BJIQgLeXCwJIVHEgcvE/Xn66aetiyZAZhRzl1AwUH5QuF0sKhQPPmPlimLugWUnLb/3EkhPAoWK4QfDMyzBmItKuJL90UP/FXXYAi1/+Y6vRALLsScCzlB2yZyVsdkDnw+e2GOZtQMZOfww1vp106a3m8+86z8GAcvxIgJ4/ut3/nskOEdcWGKsRiVY5mHusHkZ/uRbvhAJVMXXd835rzMAdmGJhZKXDr0QdijtvA3nvMJMLq0KPR/X2KmmqHOK5Ob50jWvDK1urI2p0E6kmXnhOVeYD//WZ4YcH3OmLzR/9+6vy0tBeBxs4q///LHvptmK6NOe3fVYZGzoi1dcZd5+7YeiT447Ml0g5ode/9eRrt1bxD44evJA3Flnvs6cMsecW3PRmYyYT7+RZwEWmVJJh07sta7Hw86Jcok9FsfqZjG+P/u7XzPniRXPc4hlOrJkbvzSh/7H/MVv/3OYCHyel8DISkAspA4ZbZ0SuHy8p9VuzT0dJk/5FfKTNzVfrmcJMaF44VVTZpui8ilmkgzGfBqdEgAMALSDtYw+i1tgADXy0WdhHQMOA6KhxwLEOXCZHjmjaqffYlyNrkyYKBdzmfo8uDw67/9oahXjhDjHTz75pLn33nvNfffdZ5544glr0M+4BBDGPfvatWvNZZddZq655hpz7bXXmksuucSCy6y9pJLKy8stWHzeeeeZTZs22fquu+46s3nzZrN+/XrLjGa9hnEMg/rBBx80d999t7n//vttG8kDhKbdPgES9DOX9T5TKHC5QHtihXLEgjHSvwEeB8DlOE8tXoZjXwKWuSxWensXzOUW6d/tgfcxAUT2d0MgXMB6DFzfEoe7V2NCPxpjv/O+BxNGArEuqXvzBIZacBkGb4EpwsBGa0wwjbOX+iyoDLCcz7NkAV6Yy4DcxFwWDJtLgFnX7NU7fq/m8L7+cAY8zxgTsp5GvwPmMr8CqfXbgsv6Z92Ia08/HHOZzx5bzt4o8jV5CQyXBDy4nKSkmeScqyQUHWfhjQun2AQ72bnARnkBUEYhJ49jKEg+eQl4CWQmAVykhqWWtsawbJsHi7VBMUfD0ny5v4aRHLtwFlYuNq+itNL88W/9bb/rr9gjweefP/69wZk5yBlL/cLF8Nuv+VDScoZB/tpLfjtSakfro4GvusZjoefh7rgqxdjXb7j8PZH3GZA7mwnjicvPuy60SlyBw1xNJT24JRyQhvVNjOmwNJbGVFj7082DlfyB1/657nVyTl1wp/7u6z4aebm7n/2fyGPpHvjNzgdCT0XBe/9r/2yQt4TQwjGZ9PltV/9BTM7ZH6PmTFcqiv3OImIUI9qdG79/8IVfxmfZ77Onzpc3g/Whx8baWIWx/AF5x4j6rUFZLy0O/30LFYDP9BLItQS0oHRaC8UtMt5rbG0w9R2Npl4LyE1aSCbeXKkA5GmF5WZGcZWZWjrFVAhUzveM5VzflYzrR68FXHYxZtmj06Knor86ZjLsZOcaOH7eIh9gD5Yz53AudXhwOePbM64rwAgBhjyGCDCW94k1jPE+oC0bzGXWWSjD2gmG+kuXLjVr1qyxADMg8+rVq82cOXPs2KNMKolxytilXpjP1LVu3Tq7cQ1YzbjepgxrPzwbgN+0EQ92bHym3RhnYEBBn/BYx3M14ZIFG4i5XKz7Jeay5v9JeidlvgD8IIwQ7rBhL2MQGOZ5bMLJbJx1mPvcjQGa3hXa9H7Q0S1wWfc9gIj0ogDgpo3vPCsuDrfRORZgnojPzTgbA9noDuBtp8ZQq9bzmlrrTbPeOa2bdTHh0SthvI/kHEscccYubqkJZmRdRAOyClgumlRo2csYDGu0ZyVRD2ANqxIBghCwey17GaA5lxAsz6TuhzUEwRhEz617numjZS6r7+xhMqfaaX4fArfYwan8cjKPnHH2PQF/SyUDn7wExrIEPLic5N1jAkQZwVIbsBhFhh833CX55CXgJTC8EghzV0sLUGSiwLdfPvn90EYS75K4ubjxSjXhuvTa818fehquiGHP5jqNpX696cr32cWGVGRy8cqrIovXN52IPBbFmjxWfzAyVm5UZYCIjqFZXjJZjPVV5tLV15qbL3uX2IfhzM2oupLJxzV2WGJx5vHt94UdCs17+fA2EwXAb153Y+g5ZI6lMRXZiTQOXHfhm1I2PMB7wYaI2MIYOGRzDuCd49ldj4T27MIVV5hKxTtNJy2duzrytKjnyJ1AHOSyCDA0ijXvzo3ds9gYVT5R/OGxNlbfeMV7UjYAiJWT/+wlMNwS6IKt3FxnjsuLwVH9ftY1nzBNYi93ibVRVCS3suXTzXy5wZ6rWMtT5XWjWACDT2NDAnjfcuAyIBlxbwGJiafMBmgMwBaVYCvHAtHox+jFgMvUC7OTOn3yEnASAIB1oDJA8sMPP2zuFyP40UcftV7hYARjoABzHkAZ0PeCCy6wG6zi5cuXm+rqahuGzNWZyd65eKfOmpoaC17DZn7FK15hLrroIut+GwML1oCIxfzyyy+bZ555xjzyyCPmgQceMA899JD9jktv4o1PxPFumcsyjC0UsFxcVGZdY4cxl2EvW8BR73s+jS8JoJ90y/15u94X2gQOdij+sgOXWUNls+AyeJXWanoEFHarbK/2Rt+9D9zxNR7S7U2XQMwTIoLsqtttth3ZZrYf2Wp2H9luDtfuMnUNhyzoDMA8vEmDljlL81d3V4eMKDRuYfLqz+IDMqQpVFiYwvwiCzIDvDLWs5MCt9E4ng7cYgPAOuYy4HKu5tL+PgOkY0iqPcA/zzl9duAyoDrgcqpsbQeax8dctsCyrhH8ZUeCvhYvAS+B4ZNAcvSc4WvPqL0SEykKNq7BcBGG0o2igWLOlkj5TqdTbvJO51x/jpfAeJdAImYhYEg8IxN32XuO7ggVy5VrrzeJwJXQk2Iy3yCw4NfP/CTUEnvrvqcMcZpzlcZSv+bPXGJWKr5oqqmmerl1HYvFanzCMjoqTaucGXoIZfc79/yLeferP5qSQcEf/9ZnbX0w1nOdFqnPxObee2znoEs99MIdivkdDQzHnvDAlv+N/TrweaaAgHNrLhz4HvthLI2p2HZn+rmksNTcdOk70qrmTVe81zzz8sOh5z798kNZnQPee/0nzPFTh61L+GP1h7Q/ZD0yRBkkhDYqLnOG3NiiHGIJHZ9gmSRKGPrgXv3uZwaztLfufco0CJSKCmMQW++2fU9Hxle/UrGdw9JYG6u4uz9/2aVhXYnM+6tv/37kMX/AS2A4JABrASYJIHOHFpnatXXodxQOUo/iy9VqQa25QHFSZVD30It32d9Vy2KIadzqhRvMm2Vc5tPokQB6JsxlGKK4xQY4I8FYxh02gBrAMQByogSgjG7MOY6RCrgMONjY2OjdYicS3gQ85pjte/bssWDyCy+8YPgMOMtYxDiBNRaAZeIqL1682H6uEfALU5lxmaob7KHEzHoOY531HcYz11m5cqWNuQxLmdjLeK1raGiw7rD5DAgOm5l20U4Yz8SCpi7rMlT7iZJYI8uDuaf3QQyOcI2dL7CZ/IC53CvmcrfdAuaygAufxpUEAIO6pS90CHhrl27eKZ1dUWEH+mjHiKU2BjFju3W8i/eKQhkjaOwETPeB4v7DBJUAoVeOKKzUS7UvmXoZMhbqPWWK9PPpJVVmugwYqxWSqlhzTIHml+FKagK+oU2v2tYpBjUAM+/FuIJnXBeIpILXuSKRVArFXkafzlYKQFiA5WADSoY/LP8P/TGXc2OWYfsspjJx0XlWAZgta1zXhmccuMXGDXjgCjz+nX/o/mOSFADnAMz80S/A5YC57H8jhpahL+ElMPok4MHlJO8JPx4OXEaB5jPWtyjjuLxGEULZGUoJT/Jy9scq2bK+nJfARJNAh1gzUQnlNj7tPLglPmvg+6qF5w98TufD1IoZZu70ReZQ3d5Bp+88+Ly54eJbBuVnK2Ms9WvlgvDYtEPJAkOCKRXTTe2pI4OKYkkZlaqnzIs6ZIEwYiV/8Kb/Y5aKhZxMGg5QObYdgIX/ecc/xGbZz9tksHCyqdYQLzdRYgHn0W2/Di1y5dobIn9jxtKYCu1cmpnXXfTmtJm/y8T8XbPoAhPmIv3plx62DPc0m3XWabyHhLlM515jPZxuQhGuEvuwvrl2UBWJnjFXGBZ8GLjMYtNDW++wsYRd2aj9A1vCXWJjBDFT4HdYGmtj9Zz554V1I2EeoLtPXgKjVQL4bmI7NVob6NsVKQEYljBI6+rESheoB8sYFqczogbEA2jjdycqcSwWXMbYmroAlQGY2ePa2CcvASTAGGO8YcwAA/i5554zTz31lDlw4IBl/VKG9RVAXsDdDRs2WKbyokWLLOCL4UOuEp7pWMNh3C9cuNAAaju32wDPjHOMJ2An0w/Wf2D749b71KlT9jlhPYhngmeIfqTqrjtXfct5vcwRAtPzjHOLHYSBszOHABhACVitAMwY+MK8CyCKnLfMX2CYJBAwlwGXu0ybwKgO3evePIHLlsQZgEeuKaels3SL2dwpsA4WaMHpYo0dMSJdAb+fmBLQ/Nra0WyONR8zu7WmdkyG1IUyep6psCut0lEBdMvLFH6ld7ZmmuFMckXdP2a7cM8t44lega1ClwMGr/TvwgJ5brDM5UKbl62xTD2Arw5cZt5k/uxl0zPDX65Sn1x/swZgPU6ov3gcCMhvxEmeZONL25jLWkOwcZNTfIJt3/Tbka+Nz0HfXNzl3IDmuZKVr9dLwEsgkED6q5ETTIIoCygJKBhsTK4ozsQFwpIVRcJZ06YCMFMPCYUexQbFJJXzJ9ht8N31ErAS4OUzKsWzlimHi+qotCJN0DO2vsVzVoSCyzsSgNqx56f7eSz1K1kQN0wWYfeUcolYlbPlshzQ/8jJ/WFVWnfFn/za79gyF8it8fqlm2xc13Tco4deIMPMy859lfnmr/+ffbGPrQpFgjizN216e2z2oM/P7nrUNLeHxyC/at1rB5V3GWNpTLk2Z2O/YfllGVWzqHpZKLgcxj7P6EIhJ6cLLKOg7j8uF48vP2JaIsYKZYZKgKZRzxpM+6HGKjHanth+b+hlxtNYPWd+egY2oYLxmV4CXgJeAhlIACDYgWToscSWnTFjho1Di4tgdFp00kQJ9gqgGwbWnOsANwA4gGX2XAdjbBidPo2MBFhrYMOgAGYw7GE2vpPPGgcbKZW9Kxt/Xmw+Y4RrMA4AYwGW9ylW8UsvvWQ3wFkY9KyxsJZCrGOYwMRBxgV2TU3AWIYJn+tEW0msyRCPGfkgJ9rPGg1t5JnA5TuGGfSJ9lOe54DEmKfN8+bNs8/QhBr3+QIcxN6DVZgvNh+giIRn3amirwEwO3DZCsv/GzcSYDWTOLTtuMYWENUJuDxJ845AKEXQsGOBeYFnCS9JAFa4xWZfxO+D8n2amBLo03g4jVGC1vZOia3coFjLDR2Npr6rxRQoJneetkKNo3KFfmqX4UJgmjKMstLQtGNWBhFduMXW3rrF1pgFFoUEAbBsmcua+yZZ5nLwe5ppK6klFlzuUVvsM9QPMOMZIjcwLPO2AGzN29Yttu4BbrGZz+kzIQXpt3WLLQ9G1hV4ip11/WLPHz1hxSHXoHmKzfTFvQS8BFKQgAeXUxAWoC/AMtaoWKniEgnXSHxHCUEZR8FG8UDRQEnhRcq9TMVfikmbjePU4ZR6Dy7HS8p/9xI4WwKtHS1nZ/R/K1GspzB3NAdP7AktT+aOA88LfI5mNkeeGHOgpb0p5tuZjzABsdhO5Mb7TOnUP42lfuGKOd1UGhHT9bQU2ajEvApr/Gu/ujWqiM0HfGb7+ePfte63Vy/aINe1m8y6JZvMvBmLEp6by4O40L1oxZXmsRfvHnQZYtMOBdg9+EI4E5T+VU+NZnWPpTE1SDAZZGQyPrls1Pm4c8dVf9QYzqDJKZ1KG3Cjzf09cGK32aswAbsUz6pN+dlIm+Wq/bv3fGlQVfuOv2SvuUBu8aPSkzvuV3y2wS7umc8vWXV11Gm23qiDo3FeX5TDEAlRcvD5XgJeAl4C8RLo7u62wDK6LCAwQBkJD1ywRgH40GcB1BIl3rMcuIweDOiG/gtbGcAQoM2BcMRv9mlkJMBaA0ApBgTcc9Yu2Lg/HHOunLmfrF3Erl+4vLB9bF7sZ+rjO3WzEM54Y5yxbgJjGXD58OHDtg2At4yNBQsWmFWrVllAecmSJQbm8Pz58+3aCGsvI5EAtGkLazSs8dAe3HfTD/rAHgMN9oD2jpVNjGjWcnieHOg8Eu0fiWsCLFtXqQKDMCfJEwiCrobLZOKp9gAkWUBkJFrnr5krCWD43K173ak1jzbd504MCTQHCF0WOKZxEHNhQKoegYldxGXW/oy73ZhC/uOEkQDu0dta6i2wXNd4xDS3yeMJrFmBtL2TekyzxlKZdOlmGS10JVj3yZXAGNuMWevKXboq4DKM3gG32GonxISigmJrWJMO0BrddoBcGTzpWYK9zHNk3UdrDu3VxmdA2Vwk+ge43CtgGdY4AHtwteA9gfVWx1xO1S02/bDvDPxOaLMxm9UR+nNae/qUq37lQla+Ti8BL4FAAh5cTnIkMAGiKKAkoGyjKKFEo5ihhAEMY6XKHiUE61YUbGexinIVn1C6qIfzcfVEGRQsr4DHS8p/9xI4IwFebjrkliYslZdUhGWLlRcO/lL4X3/x2dBzspXZ0t4sl7NTs1XdWfWMpX5lAq6lC87jWhogFhfYySSAwOd2P2Y3ygMYblCM1ItXbjZrajbkzEggqm3EVg4Dl2GbHqzdbRZEgFUw+5966aHQanFhnCiNpTGVqB+pHENBiorRnWw9xC2OSqdkhZ3J+I+qNz6fBZoDGhcAyEfq9ptjisd8vOGwXMofNsQnzmW68rwbzH/f+xXrriv+Og/pGfztq/8gPnvge1Rs8E0ClonpHJXG2litkMGIT14CXgJeAiMlARjEgIzorrCMYSwDjgHwobtWVlZaV8CAyzCX0WUTJXRj9GLKEjIKwJBzuA6sToBlrsU10J2d8TTn+TQ8ErAsJ90PgGUAXpi2sIaJIwwYynjgvrDZxV6tSYSBzQ50HmrPubHgsgO1GW/EVt6xY4cFY2MNGhhv559/vtm4caM599xzrXEDwC6gMgb7bi1leCR25iqMbdoGo5o1npqaGnPkyBEba3nLli1WXsgRufIscQy38DwDlMet9kQDlyfJRawFHfrB5Ula27LuVfV+CsAMuAxo4dP4kgCrnD26rx26z+19MiQQCHi6D/Z6nzUygJ0YQMyAYkEM7i65xIa5HDAix5c8fG+SlwDgMozl4ycPmhNyiY3XNagDeUXFlsXaofXyFo2pVm2dGmMAkMOdrGt/jVVcuTNuB5jLepfJ15wHa7moUO842jP/ZesVh6fGucQOGL64xQ6eNcDlMHwhW7Kx7rcxCFK/ewQw85xyPfoWuMVmrg/mewsOp9Jp1THQN50XwOYBoGwBZtuJ4b/P2ZKdr8dLYKJKwIPLKdx5p3SxZ3JFUXNWv+Q5hdqByyhqKGGufPylULgcuMxnlBf2PnkJeAlES+DoyQORB8tLwpkRiUCIyMqydIBrjwS4nKXmR1aTar+GA1yLbywv+R9/8+fNn/3X74bGbI4vH//9RONRc+fTP7JbRUml2bhqswGwTid2anzdyXxfu2SjmTZ5Vmgs3Aflbvht14QDdgDSYbFyYYJuWn1NwkuP12clUaenV1an5dIpts6E4HLLSTNHbtpzlTA0gHn/iGJsYyAxEmnq5BnWtfwzux4ZdPmHtt5p3rr5g/ZdKP5gvRYUXtj7m/hs+z2RS2wKjLWxOtxx20OF6jO9BLwEJqwEAH1hFDv31ezRY9E9MYjG0BnmMqAYzOVkwGXAP8rCXAZkBkxDR4a9DIAIU5aNfMBCB2JO2JswAh3nXnAPAD6JbwzIu3PnTuummjHBfWZzaxYOQI5d94jPi//uysaCy9TNOocDtnGJDQALEEs5xg1s4KVLl1o32LjCXrFihV0PYZyMdKJPPBdsjF2ML9gYy/SL8Q1jGbIA8sWIYu/evRY8xwU433k+MKxwsh3pPuX6+jDYAB4ARAqEDQTgspjzgMvacJ1smcvgBqALPo0LCXBPBT8ZwW6mA/BYIOCkPo0DMZf1GCn+sjwZqKcqZkEqAKvubm3an2FEjgtR+E6kKIEuMZIbBSifkLe/upY60yx32N3MExozvaLtdmjQKLiGXK4LXBbY2S2gczgT7zMBcxm2PW6xBbbKUCYAWhUKQN4aCsVaLpIxNGEBcuIWmzlV8uAP8BUOMVsuzXT69LsGqA6wDHM5MAIJJu6z3GILYGbeT3U65wx+K+yf+kbNzCN2nrDfhvMu+2t5CXgJZEMCHlxOUor8gKAkoaChJKGIo4jh8ohjfOY41t8oGShFznI3GXCZ8pzrweUkb4gvNmElkIiFGuV6tbUjmrmca0Hm8tq5rHsouaR6bV6+RyIB7N/6vm+bb/36n8y9z/0s7Sa0aAzd8+xP7XbhOZebd73qIwndS6d9oZgTeem+cu0N5iePfCMmN/j48NY7xAYNB+we2BLuEvvS1dcmZIJSc6r3dVDDMsgYqWsnAoaT7c50GQFEpaa2hqhDGeVv2/e0+elj3zbE1x4NCdfYYeByXeMxs/3AswaX7PGJmMxhTr1mTZmrGOjnxxc/6/tIjRcakc61yyI8a5zVKf/FS8BLwEsgRxJAxwTwAmSEwQpz1TFI0WMB+wCWHXN5KLfYAGYYVHMezGXAZb6j9wK6OYY01yEfvRigzqfhlQAGBbjBBlTetWvXWcxl1jC4z9x/7ltsivru8t3encN3Nu4zyXloY+0EMJZ1DtZKMKbH09vixYstmAy4TJzlhQsXWgOH0QAsuz7F7vEs59aDGN8kBzjDZHYu5jHaYMyzIVtY2IDM8fKKrXu8fGYEAYAIbjDiwluAGaodjOVubT1aIwuYh0AJPo0XCfAeL0fBApe1KchyrwZCse4/W7cAZu46pq+Us/FrLUgYuBe2oJXyfZqYEugSgNnY1WpqO06Z2naF6uhtN515Ajb12wTliii/HRpPHTJY6BAQ3UkYJQDmguFbV7JjVoYQuHLHiNu5creGNDCXxVoGXIbUEIDL2buXsIJxi10AgCs5AL72gEtIMsyluXhyVL2mbdxia87WswpT2zKXuRtqBO9+MLbztbbH7z1ySCW534kAYA6+0Q8Y6465nIt+pdJGX9ZLwEsgdQl4DS8FmaGUoyChUDCxOoWCKlCEUMxQmlE8KMuEnEiRoAx1MUGjdFGec33yEvASiJbAzkNbIg8um7sm9BgvgyOVeDnLVRqv/cq2vGC0//6Nf2GuPv8m86snbzNPbL/PWtGnex1cTj+/+wnzqbd+wZy3+OJ0q0nqPAC7MHC5rum4eVGA3Zo4wA43yDsOPh9aN3UNlSbkmMrC725BAiWXmETZTj977Dvm23f/c8bVohAC+m7d91TGdV0gowtcP7fIAj0+wbQPA5ejXGLDWk70/kT9Y22spuPe/6/e+a/xovTfvQRyKgFcVuKe8JBisx87ddQu+NV1t5k2rf9UyPtFTeUcs7xqnpldPstU6nkvLi3XGl+0+/qcNtZXnpIE0DWda2RcWMOuxH01CTYm4DDgMuxlADEHEkZdhDnaMZcBDgENMbpGF0a/BbgGYCOMFPkAzCMVPzeqDxMhn/sAaxiX1MQ8xpUz95+xwD3k3jtwGUCYjfUIt8V/d/luH3scebrfbvIZc5RjLDEGGGOMLwDltWvXWjfYgMpu7IxWYNmNE8YvhhS0E6MK3F+zHgSA/+yzz9piyPvkyZPWiMPJdihDDVf/WN8DdThXyLz5WjMDQAqNBVwlDzCXx3pHffvPkoCNqw34J2C5U+8KfZpXiqVfVOTlW9C5Ryzmbh2zAJLKAVh1Cyi0wJV1t3tWdf7LBJIA4PIpvWPWdjaZE13NprlPY0O/FxpC+jGZJPayDBe078RAQczhjo4W01HcYkr6yjXBaJbROnpuUxxzGXDZMpdPq40BwFqod+CiolLLYEbXw8AmG4nfUsBl4hJb5rI+A772YsChfe5QA37/+5nLelZhaltwuf+CAOiAy6x9EAohz96DVPqMIRrutdU//SEvjAj61K8AMM9dz7JxX3wdXgJeAuESyP6KZ/h1xkUuIDDKBIoCrsP4jrLglCiUp1QS4DIKOPWgnFM3n33yEvASiJZAIubysnnh4HJJcZnpwNIxLsGmnTVlTlxudr+WajE2V2m89itX8loxf61ha5Vi8vTLD5kndtwnkPhxq6ykek2U4r+/7aPmL9/xr2Z5xLhLtc6w8rhTXrlgvQDj5wYdhvUZDy4T3zYszZm2UPWsCzt0Vt5EHFPZYJR2dAYL9GcJs//LlIrpYdlp5xFHPF1guTC/yCyevcK6dse9+5qaC0xl2RTze1+8wTTIHVkmqVDz6eXnXmd+9ZvbBlWDq/b3XPdRa9XtDu49utPGh3bfY/cw9odKE2Gsrll0wVBi8Me9BLIqgdYOuUnWQtKRxiNiIWmxmAUmLR4VF8n9sTw0LK5eZdbNWWMWT11gKghFgmGN1V1SWVjKapN9ZUlKAL0TQBEWq3NPTB7AH6xMwDLAP/ZDActcEv0XPRjdFa9enAeASJ5jqjoX3BwDQExVV06ya75YhAQAeAE7ud8wl/ft22dBT8BQ7j33ig3gn4ShOxvnJdrcfWQfW446Yo+5z4wnDBYWLFgw4AabOMtr1qyxYDPnjYVEPwCTAZl5VlgPQpbbt2+3wD1GFhhsAC5jvEGf2TgnmWdqLMggYRu1FMYvAW6xYS6z14CwoLJlLuv3BPDAp3EkAd1f3FsDEnbp/nbrlsOyLJ5UaCZPKjJdut8duuVtipnLfGBZ7AKsunCNrT3ANPxUnyaeBHoE1LYp5nKjwOX6Hu17ReLSWCjQO6dlwwIsSyy4x8Y4pV1rea0KN9dWWG4hyQKt703SGMtlYmTCXO7Ruo8dsxq3A26x1QrWEmEtFxcG4LJlLmfpdTiYS3UNCy7DXA5Cc8Lo1tOU07nUgsvSBXCJ3Xua5zSAfS3grXc+Cy7DXBaYnipzmfsFoOyYy7Zf/FQga22Ba2xK+eQl4CUwliTgweUk7xaKMwozFt0oUTCYAYadpW+scuWqdAqV+x6/px6Ub+pGOcFFFAqeT14CXgLhEjig2KKH6vaGHiT+B6BJWIJNd0pxT+PTOsW0/eRbvhCfPWa+j9d+5foGlMs97RXnXW83FNuXDm4xz+95wmzRtufoDr3cJqfkYkH7tV/dav7+vd/MaZOvFuM4DFwOA+weiACXr1r3mqTaOBHHVFtna1KySVQIQCYqZRNcxhjiKz/7m6hLDeQzH86dscgsmrXMLNS2YOZiM3/GYjNr6jwpgoHLyoHC+tAh5T48JfcsuHM3i3EcBi63dbZYl9kbV252Rc0DL/xy4HPsBxjOuMUeKk3EsTqUTPxxL4G0JKAFXwCAXi30NbfUm4a2U+ak4t7V93aYdi3oFWphq0wLeNMLxG4trjCVJZWmrLRSbpu8zpKWvEfoJAcuAzSyATQ70M8BZei6yYJgLAiS0IUBp92GETYgG7oysWgB2WB7AkAPpRuPkGjG7WVZawD8hD0OexmX6NwHwGTWHgD8Wdvg/nPfAZZZm3CAsVvfcPtk8t09Zs+YY8/1iMsNuLxo0SKzZMkS6wabtY+xlhj3rAEBGNM3+sVn1nAY92yMe1j7HEPeEykBGARusQWKqOOWaSdgAtZyDwCFZObTOJAA95H7Kv2hU3oUOjEGBABDAE9likNbWVgmxmmvaRFiNKk3AKdwKYzuzRYwl8n3acJIgHGjcdIrkJawUY1t9aZJbrFbBGBaYJn3TTGC0WNbBSq3SDCMj24Bna0aZ806pzm/2OqypTJuLJIr6pwmtRdglfGKS+wu7a1bbOXzW4BraMBly1zWOzFjPzCxybxVFoDlGoDLwgu4Hs+Xi7ecO9+IukUKZ+CeVcB0AHZN3lgV2ntTIOMRgHU2G3M5eB1MutP0BVCavsFgRmb0h83PB0mL0Rf0EhhVEvDgcpK3A4ULq2uUIRQFlCVAYZQLl3hZTuWFmbIoaUyuKCQoed5dmJOm33sJDJbA/z7x34Mz+3NWLzo/Mp5shRZCw9LeYzvDssdM3njt13DeANiWsDfZiGHcIotYXAQ/JxAPdnOYUUJs+/Yc3W5e2Psbuce+KDY7q58vWX2N+a87Pj+IfQ9gRzsvWnGFvd7Lh7eaY/UHB10b5eTKtUmCy+P0WRkklJiME3L9mmmKMnqh3qry7DCX27vazBd+9KlAwYto8Loll5hXbrjZrF260STrNQGFsV2KfVhKVcFbPGeFqak+x+w7/tKg6p7ccb+JBZd/s/OBQWXIAKBOJvn5Lxkp+TJeAkNL4DSLvB2tplWgckPzcVOvxb76ng7TLGdKvdJzJouDNiu/zMwuKDdTtVhcooW0Sble0Bu62b5EihIAOAT0It4y4DKgI56zAMbQbWFYpmvkDKAMMO02x4x14HJDQ4MHl1O8X9kozj3nXgDww1jnfnDPud/OPTXxjufPn2/zKY9Lc9YnYtc13OdU964evLMxNlhLYQPMBtiOXUfJRn+Huw7n6p09cmW9CPlhuAFrnz1GFshhoiRgAmKEFmqDuUzPAZW7ASK1BRDjRJHG+O1nn0Di3q4O09YhJql0507pKD3KA3wqkm5dLs9tlUUVplNGBQ3dco3fJ8anYCMbv9YCdTHMZUArnyaEBCxQKw9yba0Npr75hKlvOmHB5XbcpmOUINByhsDjIjFiT53Wb5HGDDGXAXUx5G4UWWRyHoBusSkUWaBoGGwcaTMAa6wrd9oFqGqZy3KJXazxDsicp3ZnKzGXnnGLzWxK0AEB88p3brFz9eTQ54Cx3WP7HrjFVp+FfwRusQGWi/qZyxit09rkku0XvdFcAcCMHDmd3wr/+5CcDH0pL4HRKIHszX6jsXdZbBNAMso3ihGKV2wCHM40WesdXSNZa/FMr+fP9xIYaxJo1EsoboCj0uZ10fFkp1RMCz2Nl1rqrSqfGnp8tGeO136NpNwrxMa6ZNXVdmMRDaD5F49/z7Iuo9r19MsP5xRcBiTcJID5vud/MagJT+68fwBcfuiFOwcdJ2OtGPrTK2eFHovPnIhj6kTjUauwEps73bTv+Muhp06W1wTce2UjPbrt1yYRy/oNl7/H3HLl71mDtVSul4h1jVusVBPxkr9x12CPEDwnWEHjQmv/8V2m9tSRQVWXyK3YJauuGZQfljERx2qYHHyel0CmEsClpQWWG4+ZuqZjpl7vRU1yT9guvQQguWpSqZldUmXmFFcJXC43xQDLWdB9Mm23Pz81CTgmMexVmKx8R7cFZKyurrafAQHTSbCXAdioD5C6ubnZAmpNTYqjKGATcBlGJ+9VPg2fBJA59wA3zTBpcdmMMTtgMqAycY/Xr19vjecxcHfgsrtPbh/V4tjjfI7aWOdgjYPxBaDMZzbKZ2MdJap9uc6nPxhkIDvGP88BBARkjrwB8ycaYx/mMjAIrlxhMFu3toJExIfvZ9z5OSDX43I46ifubKdCArW1Nen9odEQHggmMigRbNLy4nJTVVxp2sVILVUc3fyeNjGbZcgmg9aAuSywWd+Jx+1HxHDcsdFxDUDKNoHLDU215oT0wPrmWtMsRnK3RkG+mMiVBWWmunCyKRVzuVDec9pkmNCl8YNb6jbA5bxi624d7znldrzltl+MTdrM2AXgZuz2ysW7frzsbxfgcqFY+kUKHZOHN59+oDQ7rQpYy3Yu7QdhdVVzWtADaETunht+y8/EXEZ375WRiHIFbwN45xvHXM6XMQA4SarJvhOoT8SSBmQmTjv9CgDmXPYt1Zb68l4CXgLJSiD1mSDZmsdJOack0R2nFGGZGruhVGS6oYygbI1lBWuc3HLfjVEqgR888FVrMRjWvBKBbxtXbQ47ZPOWzzs38ti+LLCXAWd2HtpijjccttZ9kRfL8oHx2q8si8mclAKzZc+TBjfSqSTmYxjJn3rrF811F74p8tQwkCyycJoHNq+/KfTMp3Y+aAE7rEuj+rdZbrWTTRN1TO0+sj1ZEYWW23FgcExsCi6duzq0fDqZj2+/N/K0d1z7R+YtV70/rXeIQyf2RNbLO1Cq6fLzrpPSORhQZ558cf+ztrqnXnowtNqNMuwokQV4MmmijtVkZOPLeAmkIgHYRk1iHx3XIt+xpuPmZGu9aZWrS5gLxVo0myYDvNmVAiArq02VYrQXC3D2aexJgNi7gF0wKgG/YFPGg8uZMEnRhakPZiouskkOXOaaAJ0TicE5UiPE/W5jPACoj+zZA/gDHgOCYlCAe+qamhrrqpr7xjoH6xEY0jsX5+Qn2lxMYfaA1rGsZFxew5DGJTp72MrUC8ud63C98bDuwZoQMkMGgMzIPx5cHqmxMBLX5Z4ChghysHvaACxhmcuCDuRt1adxIAH0zk7FwAXwY+sQcxnAmftfKEZjOSE0BABOlkcsjNRw6wsgB1DHO0cAMPdoPOQWJhsHoh5XXWB+JHZyvd4za0XyONl6Uu6uW+xvE97kqmSUPVvvmnOr5pqZFTNMhdb40Ch7e7pNO26x9a7aRNxlx5TPuXTEFda7MGPWgssCmRnDjGVrSKNQU4UypgBgFspqGbjZapIeJXuNAoG5+dp4tuTz1ALLmGQELN/sT6jUaJnLel+AsY3RiPNCQgdjmctBfGzMiVJJ+NQLWMuBu2/kFni5AFwGxM5+r1Jpny/rJeAlkI4EBq/+pVOLP8dLwEvASyCHEgA0u/PpH0Ve4bI1r0q42Llq4frIc2GDrlt6SeTxZA7cevvHBJo8Y4vysjStcqaZyUvxlNnm91/7F/alM5l6Ui0zXvuVqhziy+PK+lt3/5M5XLffHDm53yq8rsxXF6w3UyenHuPt3dd91DwlN9l1YnbFJ5ivuU7c69nTFgxye90iJQvADmXtlBS0+AQb9+IVV8ZnR36fqGPqkW13ieF9caRcEh3AqATjkrC0ceVVYdlp5XGdqHTl2huiDg2Z/8yuRyPLsHiUaqoU+LThnFcY3GDHJ1xhY7ARBS4n6xKbeifqWI2Xqf/uJZCpBIiTWN/ZbA4LXD7YfMycaDtpOsQywl1dRYlipQpYnjdtsZmjfZV+P+0iWqYX9ecPqwQAuwCW2fgMmxKQDzCQmLswlwH+APzSTQCGAGwAiVwDdjR7AGsHLqdbtz8veQkAIHN/ccmMK2yY49wH3DVjAAAIPHfuXAsqAwAzDnxKXwKMewB43HwjZ9jh7JE7437ixVzGLbbA5X5ABNAAd8gwE9n3gUKAmvg0piVwWmBbp4zQHLjMZ+sWW70CbCsrnmwml00VY7nTlHY1a0wIgAJcFusTsIqy6BiAWB5IGtNDIaXGw1BtU3zuE+0K0dFywtTpfbOtW5GV5Ra7VN6rZlTMNPOnLTGTBSqf1vvokd52c6Kj0ZyWh5323j7TLJfYzcUtpl2hW9LRUVNqbH9hxmg3BhEw7y3Q2qv3YzGtdbxA4DJxl2FdLUhpfQAAQABJREFUZzudAWB1DV0HULdPEygALNq5fXL0TGU9qUrWlWBo91rvAjyngREIADdtKVB/C/Sc03dcZacypzP7B+6+nVtsMZe1fmoZ2TpI/wDvffIS8BIYWxLQTOBTIgkwgbKlmrq7ZV0lC23iHLGhaIRt7hhlXYyjVK/ly3sJjGcJHDqx13zl55+N7GKRLAXfcPm7I49zYPHslXLRFB6UBVCJmLnppu0Hnh0AlqkDWzuYsjsOPmdgQ+IuJ1dpvPYrU3k1tNRZF+rEQ8aSOjYRRzmdxO/AwplLQ0/FmnQ4UhTwBogXxWp9hQwvUPKTTRN1TD0qAxYsotNJv37mJ6GnoRReeM4VocfSyTwpRmFYWlS9XK79w13/h5WPzYM58EQCRnTg4i72jOQ+Xx0RpgA37oQj2HXkxUEVzZoy16xetGFQflTGRB2rUfLw+V4C6UqgU+4G62WodKitzhzW72dDe6ONpViqtZ2qonIZy802s2fUmJkzFprJFcRJzd17Tbp98OeFSwB9FMYyIBcb4DK6J657ARoBF+fNm5cVcBkXwYDLANUAbXznWrgHhjmLHhwfWiq81T43EwkgY1jKAMuHDh0yuEFnDLBYDMsWBjHgMkYF3C+fMpMAxhOAy46dzXfGPa7Ied5Y40H2EyXx7psPuAzooj1uYoElAJblTDYARCaKMMZxPwPmcocNK9QqN8cdYqPCcgRkKpR74DIZNwMuV8jgtFQeiQJwWXCYAGUYzt0wIgXYWW8WE+j5GMdDIqmu4Qa9RcBwHd5y2uVZQ++buFcv0O9WhWItAy7PmbnYzKteZmZNnW8my0ihSHOKEXO5U6B0i9Z1WjTW2gU291jAM6nLpl2ImRtwGXfuMJetAYX6MEljFrf/zHGArXnasp3cXMqzY58fXQtwvlfiwBvEabUhV78tuMWGoc1zjltsx1ymTQPM5X5wGUPUVJOtB9lp43yMjmBlAyzj3cICzKlW6st7CXgJjKgEUp8JRrS5o+Pi1pJHP4Ao7FijokBgHYzyfPToUXPgwIFB2/79+43b3HG+79u3z+zdu9ccPnzYKt64sPLJS8BLIJDAEzvuM3/+9XcPAghj5fO6S99hFz5j8+I/47IFV61R6Wu/utW6Z4o6nij/9ge+Fnn4hotvScs4JbLCuAPjtV9x3Uz56+LZK0z11Hmh5z2iuLXppmMNB0NPnTt9UWh+tjOvXPsavXYPNnbiOYERGpZScYnN+RN1TGGE8N17vxwmwoR5B+VS+n8VkzssrViw1kwREJOtFGUkkE5cZNem2+77N3Os4ZD7OmhvF4oG5Q6dsX7ZJjOlfHDfMbz5wYP/EVoB7OtUjPkm6lgNFZ7P9BJIUwI93Z2mWS4G68UMOaHFvvquFgPYzGJeVUGJma6FvWkyXpkyeaYpLhMQBbCcxkJSms3zp2UoAQyX0VFhUbLx2bmnhrEKCAzIiOtiXPtmwlx24DIgG/UCXqMrA3TC5ERf5to+5VYCgMvIG3CZ9QXWJ5A7cRFxiQ1bnfvNBiiaiSv03PZkbNTOuHfMZWTLd9aHAJbd88ZzOFESQAFACMxlQqTwXgcYQjTeABDRBw8mjvnhAOjUJZCwXfpTW1erBf5gM6Ol4ha7tKTclOudAQ9aJWKkFgIiCTWy4LLODZigAq68ucGYHwupdABX6gDEDXrXrO8WCUvMdg0KUyYecFWBvKnILfZUvW9OIQyLQrJM1tgp0VwyCfawwN3WXr2zMu5gESsv50lAZ6/mq2C8wrrXLCZwOV/5wMkAzOmAq8m0W1OnrRt2NHMpsY4x3tCl7VNjXVfrWcpFghXNM37GwwCzt66s6wMuY2TKugR7vutA8s2w/QrkRp/y0Cm0WWBZ1+DamaxtJN8QX9JLwEsgmxLwbrFTlCbAslOUsUhlQ2lGYUaR4FisVTZWPnxn41xesF2MIY6hbJCHi6olS5aYZcuWefdUKd4TX3z8SWCbXEz/QoBNlOtU1+MZYtO87tJ3uq8J9zde8jZzz7M/DS2D6+Tb7v938/Zr/jD0eFTmd+/5stm6L5z1XKZYQ4CBuU7jtV+Zyu3S1deanzzyzUHVbN33lPnZY98xN216+6BjiTI478jJA6FF5kxfGJqf7czplbOsC/fndj92VtUwtcPSgplL0or5O1HH1J1P/dCcV3NRwvjtsXJG7v/8k/8TWDHHHuj/HBUnO6RoUlk11eeYbfufHlQW7w60ZapiU6WSGEc8C4kSiwDppHwpwVesvT60/ruf+Z/QKtOZLyfqWA0VoM/0EkhBAr0ClbvlraGxtcHUnTqiuHcNprG3w3Ro0Qe319MKFZe1ZIqZVVIl9nKFKfJxllOQ7ugp6uLuAjTCYI110wvQCBCcLeaycw8MGxpwGbAaHZc2oCcDeLI5AG70SGl8tYT1hVjmMuAy9wDQk3uC/Lk/LgYyoLNP6UsAueJSHpkiW9jheAaAqQ9j3K0RTRSWOHFIrVtsvQcCiljmcp6AIf22wF62wAEghU9jWgIAW51ijxL7FoC5S+8UQcxlucuV17aS4nJTppjLpxVqgZjL1k06Pdb81JOHi2GYy7jb9WNhTA+EZBoPCKz73t0FKavBNMmQkfdNRVo2PZPyTGlekd455RJb752V2kr0DgobuGhSoSnTViEAslvzSq+Yym0aN83a2nHZPCxjB4YwbrG1bq/xShvy9D2/j7jyWtfXhovn3CTHjC6w8rDxiU+L5auL8dzwvPUKcEe2Qniz2gRLplNfbcxlyTtgLusS6mo8c9noXqUmAVElwEQEKNMn3kH4TiX0LWBNq098Sa3irMrAV+Yl4CWQmgQ8uJyCvJhkmVgBkbH+3rlzp3n55ZetZbBzM4byxuSIooElMOUBnJ3La4Bl8plEUTywJKY8ij1lnCVxCs3yRb0ERpUEknHRwktah2LzdMjStV2ucIgbu+/YS9ZV6kuHXjBH68NBvNiOFktR+fib/iFhrOXY8vPk0vEixZ6NYnj+9NFvmf3HXzYfvPHTScXk/R+V/59Hvxl7ibM+X3P+60yJ3EDlOo3XfmUqt02rwsFl6v3uPV8y88Q2vuCcy5O6DLFu//GHn4ose/GKqyKPZfvA1etvNPHgctQ1rlr32qhDCfMn8pj6/A8/Yd50xXu1vS9QdCIk9fLhbeYfFGs9CthfMX+tiXJjHlHlkNkw8sPAZeZTQO5Pv/1LSVlP8y4DqPy9e78ivS3xog7zc7qJ8TcUeO3qXrXw/EhvA65M2H4ij9Uwefg8L4HkJNAnXaZFzLqj5oSA5WNNApfb6k0rC0jSX8onFVtgeWG53BOWyq2lFv1yt3iWXIt9qdQlwFyPnokh9JEjR6x3LfRV9E10UQAxwGXHXAYUywRoRPeFwQm4zEb95NEGNlictAWQzR3LhCmdukQmxhkYtCNr7jlusQGXWXOAqY7sAUAxaudeZXK/J4Y0h+5lPLiMnHn2WC9yADMgM+DzRGCJ81sBqFwor2GFAphxFwvnLXCLDVADKy3xu+fQUvclRloCuDfGTXC7XBW3CzTsEgO1T+8QQG7c+yKtgZSUTja9Ag+L5Sa7SGuf+dx36SwAdN39W6++D6WLjHRf/fUzkwAgaE+HWMpt8ubQXGsa5SmnRR5yOhgTGhuV+SWmurjKzCJOt1xjY6BCgg9bKmB5sgDmjrwCxVsWuCzzlBbNJu0aN8wpuU5cgRGKC25nEKEJTKNchpg6aDm7OZrPwAj4jbbMZWEI1v228rRAYQFvgN9uGXX0ycgjj/B/9lg2JBIwh3nGMQCxrrH7n1PnFtvGXC5U2DW8GamNqSTu7hm32GKlO/YyM4FkyroGLrkNm/rtk5eAl8DYkIAHl5O8T7wEo5ihKBA3CvfXuLPevn27OXjw4FlujwCUUZadwsa55JH4kXAbyj3KNmXZw1xm75OXwFiWwK23fzTnzeeF5MM3f8YsnrMipWu957qPmR0HnpMLyMbQ8wDtPvLvbzXvue6j5oLlrzClsrqNT8Rnvv2Bryqm8vPxhwa+lypG4fVyiT1cabz2KxP5MTYAng7X7RtUDS+tn7vtT82GZZeZt2z+gGJyh48jxgkM+l8+eVuka/YLBVAvUlyg4UrE8K0oqbQGGYmuyYs6bobTTRN5TP3gwa+Zvcd2mnde+2ETz0pvlmJMfOZv3PVFWfPi5G9wQvl7/2s+ZX/rBx9NPyfRfAez/vM/+IR5x7V/ZOZMWxB6EZTD53c/bn7xxPeSjjPf1NYQWlcymTDnl81dI6OhbUMWT9cQgoon8lgdUrC+gJdAiATQSdo6Wwxx3I/WHzTHW1jsE+ioxbN8ubmbXFxpqsvEaJ0s17ll00y5jPnQXXwaexJAbwVcxD0y7GVALu4lQDJAI+xVQK/y8sHvu6n2NhZko07AS/LQg9FvAbYBlwE20ZEBmD24nKqUhy6PUTsMcZjqAMwAzdxz7rdj13rZDy3HZEu4cc+zxMazxPjmPgAuO7fwPHswxznm1oiSvcZYKsdYAwyBdUj4ElhuffptsXFCNRcALFrgQOxWn8auBNClO6UHtQlUbtfWrZi4wHAsLmNUUASgLIAZQK5I7xXWTTpInc4DUO6WToJbY4A7n8a3BGDXtolIckrAcj3gcvsp0yb31t0YHhTpXaSw0r5rzpS3HGfMyPgirnGZxlKlAOdWjaEWsZU78voswNyucYVxw2kBrJM0z+QyWbfYdswGYzdP7YKrC3MZt9i5ejumXtZzWFfALTZ754Ib19wWtCf2tDZi3MMgzkbYGp5Iy4y2z6jzMACTOPDC6pjL+XJ/rwk+LdHzO0E9ti4xmPkeCDIAtnGxzzbJg8tpydef5CUwEhLI7Uw8Ej3K0TVZiEE5QEFHOQdQhr2MqyMSShrKMtbCKA8ocuyxUEWZY8NdGEo++TCcUahxSebiH6FwTASL1hzdIl/tBJEAcXw+eNOnLQs51S7jVviPbv4b87ff+3DkqS0CFP/pJ5+2x2cLpFksV7SVZVPMicZjcou8P2F8Uk6ifZ94yz8OGQc6sgFpHBiv/UpDFGed8sc3f9Z8+hvvMx0Rrn2f2fWIYZs9db6ZpRjNs6bMkQJcLMXnhKnT/SaebqcssqMSL/hvFMt1OBPxbV5x7qvNHU/9IOFlNyy/VLGKpiUsk+jgRB9TT730kNzyP2QmK/bTOfPPM7i53310u50DEsmNY7hcXzBr6VDFUj5+kQwLiCUOkz4s4ZXhmZcfNpesutrMn7HYzJwy1yqhAEjMX/QHpT6VdPjkvlSKDypLzO+hwGW8UGxafc2gc5PNmOhjNVk5+XJeAk4CLOy36XexTgt8R9tOmlqxllu6WywAgPtK3GDPUMy7WVVzbOw75j8WgHwaWxJgsS4WXK6trbXfAZZhr7IBAKOHZiM5kC2euezAZXRj9GgAOKf/ZuO6vo6zJcAaA0A+4DL3HICTew5LHQ9prFfArvUpOxJw4x7gno31HNZ4WDvCqAKgH2IC4578TD0EZKfVOapF+ICNuSwgxDGXAUSMXLlCs7AxPAUI9QiM5N3Pp7ErAWIldynubbtAwg5tvQKCZEZgivryTJH0YwBmjAvyZURgY3D3A3G9MBP1bMAEZbNM9rErBt/yJCRA3N7mDq2jN9eZE0215pRcY7fLgyHvBswDU7ReMatyttbOqk2FXKnjVh2Ak3FTpnWZyXKV3ah4zAUab71ysd+pcdOBUYNCu+CFp0xxvQNgNYnGpFEkYC7LIELXxTAC0BdQmTjigMy5gpd5h8NtdAAsB4Y6ef1gLuA7oD3AMhsyA+ilbdlIeBOgr8zZp9VvwGz8VFM/czzhr/IzAPWpw9bDXu3mT47PdYWAlAewDHg+CQB7AHjORs98HV4CXgK5koAHl5OULC9BKAa7d+82+/btswAzSjIKAi6tUaRR2ACHAZ63bt1qDhw4YJW3lStXmtWrV1sFHqWa89mTsG7l3AULFljmMiC1T14CXgLhEiCm6Mdv+bzYcKvDCySRu37pJvPe6z9u/uuOz1u3K4lOOSZGD1uyCevCj7zx/5o1izYke0rWyo3XfmUioJrZ51hjglvlvjhROtZwaEijgfjzUSQ+eNP/MUvnrIo/lPPvV6+/aUhwefO6GzNuhx9Txno5eFqAbbLp1Re8wdxy1QeSLZ5SOTwpfNgaTLzXKnthJ6MEPrLt12GHIvMwiIGB/9j2ewaVIVwBzMYoNvSgE+IyLlvzKvNNsbxxlxeVNq7cbEqLMgM3/FiNkq7P9xIYLIHTMoRt1TN5oqvFHO5sNCc6m+Tasl0LeXmmoqDMTJVrwumV1QJKFpgpYi4XFOMWOz12wuCr+5zhlIADl3GPDNCIFy4Mnqurq63+iR6aLcNmQDbAanRmdFs+Y1hNAmRDj0b/BYCjDYDbPmVfAoDJgMsYwcMUZwEfmbNewYbcs3XPs9/6sVejA5cZ88iZtZzYce8Y+4DLxcXFls3POeMyCRE64xYb98iFFoTI6+uy3bXgcneXjb1qBBbJJ27AVgM88GlMSQBQmBi07QK4OmCQCgwq1H0slX6sAAsWfOPmcmfzlU8cbgC504DLsEC1wVwGwIIR6dP4lQCulRvFXD7WLG85jUdNvYwaO7pbLahYJnb7NJE/qqcvFLg8x0wW0Jwn0LJP5wCslhWUmEq9k1Z0t8lwQfOIth6NF4gDrW2Nprml3rpbLywuk2tocYmz/K7KyGSsM1a77HgNAFYLLjPONbZzN3sRzzkAcq2hBkxf/alFemQCcLlb7/JshfIUMKmPVmXHEJT3Bgtg6z4wb3O9PAG/k+wcDyAsRnWa4DIS428g5rL6aJnL6pm9LtcUsAx4XqjPGgg64nUQCcEnL4FRLQH/lCZ5exy4jCvsHTt2WAAZy2AUtGXLlpmNGzeaV73qVeaGG24wl156qampqbFKNUrGqlWrzObNm+0x9ueff74555xzzIoVK8y6devMBRdcYNauXWsB5my4JUuyS76Yl8CYkcCUiunm5st+x3zhA9/PCFh2HX71hW80n3zLFwRoZO4G0NXJHkY1IM1IpfHar0zkSZzt3776g5lUMehcXoh/7zWfzMjt9KBKU8jAPfKi6uWRZ1SWTTUb5NY9G2mijKlbrvw9y1pPV2aMiXe+8sPmvTd8QjpQdhS7sLYsn7dG4PX7ww6llTdXscf/73u+YT70+r+O7P9DL9yRVt2cVF5SYS5eeVXC8zNxiR1b8UQZq7F99p+9BFKWgFZ2O7vkqrWr1dRpca9WC3YNvR3WzX+ZGEdTJhWZaVrImyqX2FVVs01RhVwYa9HKMgdSvpg/YSQlwCIdQCMAI163AHdJ6K7EWQYMg0GcLRe9sDIBz6ifDXAZI2wSoaAwynaAJ56/ALp9yq4EnBtm7jX3HZkzDmArz58/32585l75lB0JANTDVmbMAyAz7nkOSKwVOcY+94Nxj5e7cZuEsggOsYByodxiB+By4Mo1YKQpbqmAkC6xFnvwDCUmImw4n8aeBADcYJC293Vrr+i3+l6kuy9TNFOsPTOMA93gJIp3aQFm8hwT1LnF9iNg7N3/VFqM++pGMZdrW+QpR1uTvASeVqxgxkuFWMnTRB6ZPk2GT/IgV1BaMVC1ZS7L+LhS4cAmi51cIiAaUBODhA7NIS0KVdWs+traGq3BCmMwFwk+LcYQMqGw3Fp0fsvGB/jVuM4eX/js1nMdiCsF+r127GUHwgL89mj+xAsEzGXA2Gz2n+cbUJkNHAR39hZc1n/Y2gDDaQP5/E4IlLeMZfUPAD3olw7ouhgWACzTJyOjFfJ88hLwEhj9EvDM5STvEZMqCgFW38StQjHA6hu28qJFi8zy5cstYIwlKsoDVqsoG1iuomhQBqUON1Qofih1xOLhOxvf3Y9Fkk3yxbwExrUEeJnasPwyc835rzPnL7s064ANdX7uvd8w3733y+bJHfdnJMtNq681b7z8PWZhDlzhptqw8dqvVOUQW/7my95l5k5bZL7/wL+bQ3J1nUnCRTIxXpfMWZlJNRmfCzP5G3d9IbSey8+7zroiCz2YRuZEGFOXydU4gDwx40/KZVcqaYYAmHe/+k/TctWfynVc2ddf+jty1T/VfP/+fzOnpFSnk4jbfeOmt5nXbHzrgGvC1fK4QNz5+PTQ1jvMm698X3x20t8Zqw9vvTO0PLI7t+bC0GPpZE6EsZqOXPw5XgJ9sAC0ANXZKbCxpc7UtZ40J8VYbhSw3KmFmwqFXJhaWGFmligOb6mAQbkmLBYTxKexKwEHNNbX11tgGT0Wo2e2XIDLTlLovoBt6MLsAdpY9CQsFMxlNj6Pa5DNCWOY9gD1rCs4UJl7jjtm8lljYC0C1jL3HXB53DJnh0nesZdhvQcZI2tky5jHqIJ1HfIIq8baEPcG1+TjedwDHAbMZa2BiUUIuAzjLk9uscEHcJ3cLVCpS8AyexiKgEUSlU9jTAIAbl2AywKCAJkxHsBNcKnc5ZYAiAlyI1mATP9hNcOrVJhdgYMBE1RwmOA6n8a1BHSvAYKbZNB4sqvZNGjfKUC0QKzk8jyFjywstcDxZIWgy49752T+KFdYlsryqaZC76rFPa0mD2NIjTeYy4Sya9Z7a4lcZ+Nhp6Avu6QRd1+sMYTGKoxpTIMYy4x1G0fcAqOuZHb3DoAtIH49bqjtXKnniudN2ATgq3OLjeeAbIKwPM+A+Mi6t/96umX2qWaOzxS3sH2T7GCnAy4770jWCIlrqj8AzDbuch+mKt4gLrujy9fmJZB9CXhwOUmZohQ761PcGwEIY6G6dOlS68564cKFNo/qUDBInMPG5OncT82ePdsC0SjeWG+jYOOqDKtWyqDwU69PXgKjWQJVFenHco3tF/FtS2SRiCVimRhuc6YuMPNnLrEg7coF6wyM5VwmWHsfe9OtNpbqTx/9tnl+9+OmrbMlqUuiLBEnFFA5k/iqUyJkmUm83JHqF3FzSqQkxMc45oW4nHg4I5g2rtpsLlp5pQW5fvzw183hun1Jt4Zxum7pJeYVcvGLIUGyL9S4GyZWZfyYwnCCWL6ZJADk79z9z7JaHcz8AczLdhqpMZXtfiSqD4OBz73nm+brd/6jeVLxi3uk1CRKi2evsPGVmQeIPZRKQolmDkGJik2Mi6EsgRl/GN1cuuaVhnnr5499J6Hb6dj6582oMZefe5254eJbDG62YxNjPAxcrlWM52Yp8OmO2XMXXxj6HHDtK9e+JunnKbatiT6P5FhlnmO+i38umRd9fMFEd80fy7UETgtYblK8uzrFXz+qOOyHGw+Yk2J9tOs3JL+wyEwpnGzmlc00C+SWcJbevTJ1VZ/r/vj6wyXg9E4ALPRVAC10TAfmwlTGOHru3LmWuYw+m4sEoAzIBtiGC2zaBdiN7gvABuA2nkG2XMg0UZ0ww7nfMNSPHj1q1xcwJiBxj5E5IbgAmLknbl0iUZ3+WHIS4J2MLdagApkD4DPGefYAlwH8xz1zWSKDjQagjA5UKKMl3o95rwWgAQxxzOWuog799ojjqjIeW05urI2mUtzPTm3turPioFtwqEj3ulRAWLH2uMF2acAttvLQfQDounWuZS7rt8GncSgBbqtAwk7FRW4Va7lRXnJOiWnbnCcmrMZBucbJ9Hx5OskvkXFjiZ0vYqXAnFqodaUKGVPDfK4/3WVKuxrNJIVy6ertUsxmeeBpP2VjMZcKWC7tnmJKBYbmIlErhhCOuUxM8QIBvYXaLIM3RzMYMgBQxv00MZX5bD3N6AEKYi4LXJZs2Jzr6mz1n3e2wC326X7mcuASO1/3lSc70zmbmSAAldU/9cv+jqpue13Y0hjEql+n9TkPPCVbHfP1eAl4CeRMAqmthuasGWOjYhQ3FGPiRrlYybjEBmBGcSYxIVIOS9VgcpQLDVkSk0cCeK6pqRlwl7R//36za9cuy3AGcOaYT14Co10C65ZsND/49JOjvZlJt4+4uR95w9/ZF7NdR7aZ7Qees4zAprYG09R6Ss+y4seJYVc9dZ6ZNWWe3c+eNj9tsCW2YR+++TOKo/qZ2KysfR7ufgGefPuTD2St/a6iv3zHl93HjPa8xF5x3vV2Q9E5KBbzgdrd5qC246cOa8GDeTrPVJVrMVQxfzBuWDBzqTlv8UVpAUMsrnzz4/dm1OaokysFTv73nz8adThn+cM9pnLWkYiKued/orkAMPWJ7ffKCGG/mMzHTZNAmCpZTs+ZttDMnrZABiVLMoq3PWvKXHP7p5+IaEVy2YA/b5GL7BsveZs5cnKf4sMHscOPK4Y47GuMImhzpcYygOu6JRfbOKpRtb9WLGa2bKfW9ibTKQvzsHSVwOVcpZEYqyP1XOZKhr7ecSIBLdjgCpu5bH/tLnOw8bA51FpnGrVQB9+oQoYmMytmmYWV881CgcszyqeLCRLEyh0nEpgw3cDTFnqnYwk7BisG0izewSYGXAZkxKA5V+AywBpgm2NK0x70Z89czs1Q5P4CYGKwzsZn4m2TuA94WsODmmcu50b+1Apgz/oQ8mbvGPsAyjyHEwVcBkjGyA5gGYAZXQimW69+hyxzWaxF3gkBmYswbtJvkE9jTwKWuWyBZa19CvkpllFBkQDDMt3zEu0D0I1+CZTSfxtzWWX4HRJcZVmgAHYB53ns9d+3OIEEtB7eh6tmMZZxWd0iELhJz3yT7naH4ueWyCF2VX6pmVVYbqYr9nqZxgvj4uyUZ4q0rpSnNRnGyGQxlktbj1sg8nS36tE7LczlRsDp0kpTpfkk3mD77PrS/3YGXMale2BMBGu5CIa+5jvmt1wkDDECt9iAyzCXMdQJrsXaJKzenp7AffRpGTJlq//MyGdc18NcRgJ9gTtsfSLuciY9pl/8TuRLfmysz6mnqlm1Amr3u8U+Dbisfk3S9THHz+yqOt0nLwEvgZxKwIPLSYoXoBjrU0BiNiZ2YuqgoDtgmapQ6ilHeZf4jqLvEiAyyh3WxSiDuNnGCgn2s1MEXVm/9xLwEhg+CWA5t2L+WrsN31Vzf6Xx2q9MJAfDEHY8m0+pS2C8jylYutduuDl1wYzAGcQ1Xj7vXLuNwOWHvOTD2+6yhjvxBVctPF9A/fz47Kx/H+9jNesC8xWOCwnAOJBSooWa0wGwLDfYR5uOmYOnDom1fETuCVvEOuoxBWItTy4qt4DyHBm9VFfOti4IcUfo09iTAHoohtAAWcePH7dgLixh9FDALqe7oocC/Dr3vdnuKUBbLLiMLoyOS7sAPmmTM7zO9rUnYn3I1oHLrCvAYmYsYNTOOgXxtWEv59KgYCLKPb7PPE8Ay84lPGQD9zwy9jGyIG88J4ACWHYYOAIw49IVIAEwBHadc4vdJbfYJWKnASb4NLYk0AeopXvXpfsJpNctTAh32MW636Vio5bo/scyl+2YYFwAImkjnmvABPVuscfWnU+utYCcGI+0A/4qDMupVpE19M7Zptjc3Vprq4SxXFRpZomVPE1hmkrlwYAxEpvAUPM1njBSgOleIcYyRtWwhfP029bd22laJrWYJoHTVfI6CJs5dv09tq5MPtMX5xYbtn2v2pUnQJR2FPYz9AFLc5HAG9BhrVtsy1zGUCeQE/Npj96rzmYuZ2suVa/BPuycLRBbDHTmaSBg56A60x7TN/AP+geAPgCaI28LLou5rHmGLd//RuRiePk6vQSyLgEPLqcgUiZZFDU2EoozSkRsYmJ0kyUT5sBEGTcpAjCj5KNsY9FKOSy6+e6Tl4CXgJeAl4CXgJeAl8B4kMB9z/08tBub1702NN9negl4CaQpAS3IdIkp0i43hLgM7NRiW4cs/1vkjvCk4rMfaDxkDrYp1rIW+Vp75JJUekq5YplNE/NjumItTxVjuQqX2DK+wlWpT2NPAuio6JW4n8aImT1ALoAWYK8DlwnTRBzeeD02Wz0G1ARk4xoAm7SBDdATkM2Dy9mSdFAPQL0Dl48cOWJBTLdOQbgtNkBm3KL7lDsJOPYy8sb9OOPcMfa5Pzybbh0pd60YyZoDV6cWXBZgBMCMS1cLiAiggGnXrd8lgOUegU8AB9li241kryfUtU8TKlDvF3rXwF2xvYMCvJjziX1bJrZpsdjLgEYwDQGhBB31x6cNWIriQgZusXUse3zLCXUXRnln8xQircM0tNSb2saj5oS85jSKwdyJhzgF3SZk2PTyWWZ2pTzlTJ5l4yoH4yW2Wxo5BOiepDXzPkLoaRPAWiKIs1XvObjYb8sTG7pQbrf1PtuluSQXybqGBsjVTNWj5pzuB0WtdwaNcdqdK3CZ54eY9LCWrVtsPWMYZ5Aw0GD+dOAyAHDWwHVh1DaMAf1WvcRIt+CydvS2n2OcvrglR/pB32Bjs+c3Qtm2D4E7bl1X95jfy6z1K/0W+zO9BLwEkpCAB5eTEJIr4kBj9mwObHbH3d6VQ8HgRYtyYaAx5ZgwnQUrZfzk6aTo914CXgJeAl4CXgJeAmNZAnuP7TRs8alUTEnil/vkJeAlkD0J9MGSE0PkpOIqn2w+YRoEIjdo0c1unU2mrq3eNHTLTb2Wcy2wLLbAtLxCUy33hNMFKE+W+8FShVyYVHS24Wz2WuhryrUE0CthR9bW1lrPWIDLAFrolxg1A3jhItmBy+iq6KPZThhYAy7DlAVcph3EAqYtxIEGdMN7l0/ZkUAsuIycYctiOOBYyxgVeGA5O7JOVEv8uHfMZYBlXMLzbIatCSWqc6wds2BIQaFYy2IuC2AGFAmYy7jFFtNOABOsRkBmGGp+7Wts3GHuU57Anl4ZBrQp3E07bFHdR4CgPM33hXlyhy1gGXAZkJmYtMEvCwYHApf1HaZnwFzOs2xnALvA4W62GJdjQ5bjvpW68e0yPjgp1vKRhsPmeLPCS7XXCwjttPNCZaneQxRqbs7UhWa6QrKUi73sQNMw2RRoPBXBitf4KdOoapGBg9FYbM/rMM0CsVs1p8Ciz8UosixaCy7rkupXn8Y6c1yhAF/HXM6ZW2w9N4DXzKEWXAaI7QeXB9xiY+ChzcZczqIEeN4BlYO46MFTCqiMyUgAA4fdqeTyAOPpB30DK7EAPYYE9l1U5kZ6j8UdNr+V/jciOZn6Ul4Co0ECHlxO8i44wJgYUrCOmQhR4OPdWDMRcwwFHqWO8kyMKNNsKNok8jiXvasbhcQnLwEvAS8BLwEvAS8BL4HxIIGfPfad0G5ccd51skIvDT3mM70EvATSkIAW2lo7m02DQOVjJw+Yo6e0oKc4d7U9Yi2f7jRNWshvl0tCFooKpJuU9RVbYHlO0WQzu7jSTBVzuUwLfB5YTkP2o+gU9EqAW1xiw2AF0ELfBESGuQyj0sVBRp/NVUIXduAy7piJA0xCF25qarJt5DMAMzqzT5lJAHYsACb3HMMCwGbuN4YEgPuAy17Omck4mbNjwWXGPc8i4x3GPkYVgMuxodKSqXOslQEkItYy8VJhLgOKBIBI4O60W0AIoGQ3MVlzxDYcazIbG+0V0KT3iE6ByhZc7mAsAy4LdOaeA/4VKn6ujEdLCkoEGGmZOUCXrWvjAFwWQ1GAUl+fYnCr04DLAFjewGBsjIBkW8kaebtiLNcRjkXA8okWGbl1t9jxUKLxUaV3zekKwTJj6nwzRUBzvoxQ+vpB09BrYLyg8VSirUzwZqkGVpfeZTv03tusMdl6WgYrMHezCK66duD+vQejGJlB9Ar8xJBiktpRKHf/RZrbYuMgu3OytQ8wAgBYgcu4CNd1HQiPUYdtlwWXYfhm11AH5rIgXutZgGshWsxFzjCX+x/uNDtL3yy4rD455jJVaTqwBiv8NgCYc23mBwwHMrtimg31p3kJeAkkLQEPLictqsANNopZaWmpBZBRiFEYsA521sBMlJRBicNaGCUDhc/FVSYPwJlznGWxA6M5j88+eQl4CXgJeAl4CXgJeAmMZQnc9fSPzSNb7wrtwqsvfGNovs/0EvASGEICWmTBVRyLvCzOs1DfrQWYDi3WN7cJTFY85aNNR01tc62p62g0J3vaTXOfFvO1KjNJi1OT5VqwQgvA0xXzbrYYy3OKq8zsqtlmimLfFXuDjyGEP/oPx4LL6J4AWizMOWAZ5jLxYHMJLCMl9F90Y9xiA7KhF6P/ktCLHeiGHg3gjf6LDu1T6hIArAS0dPGskSn3F7kSWxuAmXuOgYFPuZVA7LjHiAMjD54/1n24L9yneGJCbls0/LUHzOUAXC4UwFwgFjOADHKwblwtc5nfr362nfJHPA20IbYtmo/8nDRwa7h/PbpnHXKJ7cDlM8zlfBkTaI20uFwujgUu610Ct8HAQczqGBcU5Mm1r/IAlPpOK+6yDvRI3MR1BRjzafxIAO8EbQKX8Z5TJ6PHpq5WAaHdMjooNJMFylYWlpnK0kpTUVpl8v8/e3fSJElyponZYt8jcqsdKGRh37p7mj3T0jIzMhShCC8UXkgZ3jkHUoRXUoRCCn8A+Qt444En/gvy3CODxjS6gUGjMYUCutCoqtxjXzP4PmqhmV5RuXhkenhEZqpmWbmHu7mZ6qdqavZ+7/d+Or9cWMPn3f0p4Rfy26VsCxlLhxlZyX3QbeX5djtE5F62kY+jjHfp+ymDEeZmhzKWqZZD+Np6hf7zav9ifdsTsLlu8uw+LdV8zuseoxR1b9rck9/m0tGuX6+tAj/K9ZmWJ2drUS2H3k6wSH9dl4q80P965bK1lt0vZFKqpLl5Rj8ilvu02IIGenK7TCYvdL7R/qjUL2Oi1K+Q35TdKbGLAACBNgICWmkWeNMs0FDGkD1ucgfURGHbgGDAWIQwsPz+++8X4O5wwDRAAUyLygb2fvazn3WffPJJIabtL02StbCAfscF9gH/BvyG7JC2W7NAs0CzQLNAs0CzwIVagGOJQmWQFNhMujzE8v/z//2fT6zbH3/0593X3/7WE79rHzYLNAs8xwJxvBxEMbQeRcj9rbvFabee63A96a/vx4l3N5/fSyrC9f0H3fbhVlGITeY3q1GQrc6sdNeWbnTXQiRfj3LkrSiWr8W5d3XpWre2cqOQAM85e/v6kluAAxQ+hTGRyxSTsGVNh+31vNZZHjQNB+igchnJLDhboapVR0pbG0xt36asHbTg8O/ZsipjvSLv+RT4Ib72ta8Vcpl9q1N6+CO3Pc9qgUou1wwBSH3j25hHMCOXK8E8juvwrPUfxf5sICX2bAjG2SyxgBTplcshK0IYPFIuJ0Bq1KlcX6j+uT+G+cbWZBs4AmI5fddKtUCePUIaSoe9JS12nkP2k5LYWq/6fDZqZWvpyoBifVyK9b4gpaTF7tWeyOUMiLJ2bVFGWtM1GTeK7c+Ho6sNaK/jsIBn1KTE3gq5fD9psO8e73dZDKCbyOfLGQmWYllLcONCxovgk2EJw6kEKFAur+S36yHvdnLsrGDfbWfgbGcMWXMZ2TeSYi7ImDzI+N5PW+r68AZpIZdTD2m6KZeRy+eWFjvGmcwcJEBnJtvjLBC9uvewkMt9WmyE5yiV247liIVcTt+5NB8rl1+OXHasnjjvU2Ijmf3tn/NSK+vLql5GOF+mYlmHHXPgzkaZA9UVAT6ZwIfFhZVuOZjKayXML1PdW12aBc7TAo1cHtK6Jjygl/IYQAYUKJelnkIO+84GwANwAJ1oYd8DfUhkD07lgTvksldAA/ksmtv+AL9jtdIs0CzQLNAs0CzQLNAscNkt8L/+X/+m++zuP3TvX/9Gd2X5enn/2b1Pn1nt//pf/ptnft++bBZoFni6BR4exFEXhfKtO592n93/tPti5173xcFWdyeOtvtRKW/F6bEbB/BR1ByWMJuLEyy0Unc16a/fW7zRvb/2te6tlXe6a7leV+MAWYoDhCNYpD0FQSuvtgUEL8OdFJMIZjgTwWWNZYHQSK+qID7PlsLJg8pl2BnhCU9XdbWU3RVHw88wsO9beb4Figo0fgUqWD4Ggexe9T0lMyL/nXfe6b7+9a+XV76JVs7fAsY92/PpEBpUxb4xr68Qyw8ePCj9ZF/j/nUb84gCSru5ZMiYzeY9J3shKx6Ry33WDeRyIXbPv2ueeoaydmnIgYeIqROCWZ8gkSaP45dLH7Wim/q02Lt7WeovpMp2gtn2pcVOQBPSSxr0hfmVPFOEXI56Wb/X0hNy/Tq1fWrfqJfzZUm9W0jB/ZB5sX+zdTXZq/fq2slYeLi/m8CDjW5zf7t7kHTV6+nl3TyMLncz3dUQwzem5gu5PJcxM5E5cNhind/5kHcrGWfL0wvdgzzzUkM/nDjOki9H3Z4sPnn2VYc8zA572Cfu188JmaPShv1sSOaHlMEpfPjGe69cjqI4z9jnRSKah6oSdjqZASiX67n6ZwApu3sF7VFsMCoStlybud4LyVto0xNyOfWZVqdCA7/Es1p+WubX3CumokIXcOLvUpw394WS5SI2L6T5ZSOXM+9tbN7t7q9/niwOPcFseYCZ9NHVtXfK3LcQRX5M1UqzwBtlgfa0NGR3m9wBM6mlAAMPUkCzSRyIQxQD9EACUIEs/uCDD8rRqZtrKiTgogJo4N6+gIfIYmsitajtITuk7dYs0CzQLNAs0CzQLHChFgD+qJc/+fxXXff586vyz773n3Y/uvlnz9+x7dEs8IZbAL4oDq447IpzJbiD4osj41YcGv+Y1NdlXeXtu4Vcvpt1lbfiXDrgEA8WoRxbjDJk5XiyuzY52701v9Z9sPpe97WV97q3Vt/pVqNUXly+2k23VNiv1UijjkReVbKx4ldEI4J5XIHMHLAwrqBsJJvzws2wLywMS1Mt37p1q5DfsHArw1uAHwJZSanMhmyp36mWzR3VZ8EXwXfB9sZCK+drAeOeraty2fgXNKG/iBIquayvfO4aed2EBRMhCqZCLM5EtczZLj1oIQ4yLpEVvXI5RFBJNUsbd7FFPRCmNilmXT8IHIrBosBOG7wKvqpXUNHY5XpyTdm3v7TqtxfbnvM6u35in50oObejXt5JemwKPs8p+rdPi32iXA65PJl+r8X3j9MI96l9s+xyGQ+OWdbfDjEoPW4xZpurqulemVdz3FGI2J3t9WTWudc92EkQTdTL2/SvuXYWksHgWp5DPYteicJ9PtdUJUqHaaSxsZDfrGTN5uWMr9mjXakQypIvuyFYrfG8m3F5lICWKc+1ZSy9GMlsDjhKSuz9EOWUywcJ6nyY5xbFWJ4OyWs9eerlkqr6nMYr+zi+7A99WuxeoKYehfgNCStldyHZY38BPKMqjtQrl2ly/ZWAm2yhgcvry812/dzZr7mMWDa3uvZpw09IbUEnyOVCmidg4BIV89VGlMt31m9lOaJ7ZS6UhcF64hMZE6urb5d2XKIqt6o0C4zFAo1cHtLMoktFXX/7298uZDBgXEEz4ABIABQeMr0H4CsBDTQA0yKKkdD2QSKLJEcoA/xUzgjmFlk8ZIe03ZoFmgWaBZoFmgWaBS7UAjdW3+1+f/uToepgba3//r/4X4bat+3ULPCmW+BhIuO3d9e7rShAtjlz48TdilJjPakob2/c6m6HXL6zE0Jpb7048Kw3J22g9Q6Xs47yalJTrsbJthaFx9Wsb3ctf99YvN5dj2J5bTFEX9RFU/n+yaV3JD35u/bpZbUAYhnWtAlqRj7ClYhdOLOSy+NQLsPE0v7CvAg1WFldBFjDxxTVlMs25DMCtJXhLcD5rb/ZTxA7lTqiGYHJxsh6/T2YFltftHK+FqjkMp9RzUpX01/zAdVsdoI/fM6/9LqRyz2pE2Xfwz7tLSKmkMsxvUCpQiYmJfZBSEUpV0dJiLxI7+5Glfh5ArYEbW1lbdiDXFvH6ReKQWlvkWLz2Sgt50KSzUY9iVSyrnDJ+hEl5US+x4281iV2QWTtIgxjp52DqDrzXGI+lxaYclkq2KXFtaJczuAu5jDreDaZjt0QzEV9edgbq4yHEDWUobZCLif9bwz6WpvydWwcEpCi/d6Dz3I9fRbi7fNuI8+v+7nm5xOgsTp3tXtn+d3uveBGS7HMZbycpSAiF3LNrUQdv7q30i0e7XRT+yGAM4PseT4O2UdNuhQl7ELmlelk5JmcfrGLUsCEsS7t+14IZkEUfZYF5DIFfj8HyPhznsrlPEBlOu3XXK7r+E6cXBsl+NR8mmf/w/ASo1Qu65dC8ua1T/hceN/+OkZ4p17+vWjxyxLAkz41H7gPTkbd7p9nG3OKuUE2Ce8v+h5xup0CkjYSyHDrZBmi7QRVoL8X5/e62ZWM83yfZrTSLPDGWaCRy0N2ObAA/AIAUkyZ+EyEALrPEM3AnAIsIIyRzMC0NGBAHrAvotgk6TeAh4hiwK9GdTdyecgOabs1CzQLNAs0CzQLNAtcqAVurL071PmB8f/hv/zfSursoX7QdmoWeJMtEIyxH8fF/fufdbfu/2N3J5Hxt+PIvZO01/fj2H2wn3U78z0n72HSDk7EERYNSLck5WCI5XeWo05eebu7krWV1+LoXQmxvBjS2Rp31CIUF5Nxij3dN/TiTqM3udsuqu0yaCEVEVZUrPAm8lZGrYo3pcRGMMOl4yCXK5EJEyO34WAYV3A10lv9an2RoIi3Voa3AF8C0l7683/4h3/o/vCHPxTlcvUxsDm76veaGY0vo5XztQDfUFUuI5L1Ax+R66GSy1TmggL4h+zLp1Svl/Ot3RiPnvZK49oTIiepv9NO45PKbj/Od+RNJWzGWLOvnGorxMCnuc/++otfdbeTCSQJcLvjEJxInbk8uy5Fq7cSYnQ599dl2UAQXHMr3VoIstUEay0nWGt2LtdW9nmdC4LnIETWbog2ZMouRWfUnVZmLcplzxdJBbuwuNpNzC8+NkVIlkrIzYSEt/ZyIZFj5zIecjyph/fzPFMCERBNsXkrr5YFBI2sZ8mWz+79vvvHLNlyazPBGiGXzW/zyWJwLdly3rv69e69tffy/q0zk8tI3IUQxqsJVF7N8/Di0XY3E/XyTp6BDxKMubn9IGmKb3ULRQGbDBJ5xo1e/oWMKMVxJZcfKZdDdiruoyUtdo7vWdr785q/y3ELuWzpzf5c9T6ujgjlQixT+I6YhMWNHjlHrnDEKUK5boJJ8t9LlH7ZgaJcFnwUkvmxip1yWVrsfuuVy5eLqbW+90YCbG7vJHNM7hnuIQ8zLlYmjzM2o6DPPQ4930qzwJtmgUYuD9njJnIg4Gnk7+BNBclMlWyzPxAPXFdyGdj3GXIZUQ34Aft+N3icIavWdmsWaBZoFmgWaBZoFmgWGLsF3hqCXAa+/8d//b93f/adfzn2+rUTNgu8chaIQ2U3jor7WyEKH/yh+/2d33afb97uPttf724dJg1uHGm7HErx7HDwzMzMdktxaq/FjXZ9drn7YPnt7mtJf/3u2vvdlTjwVuL8XgjBPLj+Ye/0eCnP0Ctn1te5wshlSmXEMrIRaVvTIyO2BDAjlgU+j4tcHrQ3LFxxMTINDh4kw6UI9ncrw1uAIxm5TLH86aefln6nZK7+CmmZkcq2p/kuhj9b23NYC7A/n4+iD1xv1Rekz/SR6xO57Hu+oNe2UKWFpKUALkq3EBW9IjBpkOOct0ntepGqtFSpEANfbN7qfnP3t90f8hoZSMjlPt3tXL5fztISyfPRrYQ8XUsWECl9BW5RSx6ekC+LuSfPHSczQwj1l2RdLu1wQJUgfAq5nGcRr0cJEMiQ70IPhWiLvzPkn/WWBwvfJjK5qD1DLiPjShrc9D11ohSzFKJIPOrnmYexYeOWB034SrxHLm8k284XG190n0W9fG/nblTLfcDAUrLkXEkwxo0r73U38ny6FIJY6vyzFPOI8bWSYI7VBFou7W90s8ncM5HANAr6raThvj99u1ukKs4YnMtz74tRy3lCztg8SnusKb6XsXmYrEHGqrmqT4tNudwHaqpXzcxwlvYMt6+glZ7M9gzvXJWELXVMnfq1iaPyTZ1HyWcilAfTYpfE1UW1LC22BNkvgSHy04m0a/KRarmSy71yuaiyM6cW9TLS3ER9icph7L4Fj2UphbtZe1769+O05zB4bDNjhVr/ctX4EhmvVeW1tkAjl8/YvWclf4FpoB6gAC6AZym1Rbb6rka0NmL5jB3Rdm8WaBZoFmgWaBY4gwWWElH/Fz/4z0q0/eDPRMqLom7l7Bb48O1vRxG5XNZfO/1rzqN/8eP/vPuv/sV/2339rW+e/rr93SzwxluAA+UgKff24pjgxNpPtPtunLVSc95Z/6L7/MHvQyx/0d1NZPzdKJUfxGkRF1dRHa/MLUbFkRTYcXCthVy+OjXfXY+a6p3lt7p3s6by9byuLl3t5uOIi8f7lK1fwil06kjtz4u3AHIZQYtYttVgZjVDLiOwqFiRyxTENdPWuGouoLpm80KoIZdtSLYvvvii1LcuGzWuOg2eh+OSDSlNbepC8S2o3OY9/H9WH8DgOUb9Xp0HlcsCC/gX1Fd/26pafNTnbsd7ugUKkRYfz+mACmNI/wj6cH0a+3WsPf1or/43ngOnkYshIgpfGH8YglJaUQ76Pi32xbXzMMQRBe5GlJD3bdJi5x47lfpNhxx/+BAhHhVjyJSdydlua2a7W5dB5OFedy+fXjk+iFJtM+lQo9iNonku92Mk6rQ00Nqd9pe/fXayTQRzvJIEdNiSwxA+u0lpvhMyby+k8HECBKbTRplTZkN8wVOlfV/qUuRyb4eZPIs8SpOe4xWFYtTPfVrsnqyeRpK18spZQEaCzVxPd0L63g7htpnr6TjjZSFjYiXXzmqCH6mOl/JMOhOSOIPiTG2UPnkhePMwz7WreRZe3L3fzWyHoN7L/TtjcStLxqxPPyhrMq/kmZqq90VLueZDLkuH7dm8rAme+UqhsnUtl0CIBJP0yuWztWXoenlUt53MHWyAyPaROh5lPpUWG8Fc0mKPkNJEpAv9qcrlTGeZw6XErmmxh27FE3d8lBY7+MX8UAj6nCPNKrxJr1w+WXN5hO16YmXO+CEi/yDjYTfBvjvmw2y5a3SzsnLkO3ZrpVngTbRAI5eH7PVykwkQBj4RxYB5jUx91iFqBDGwIXoVmHasCj6ADYSzYwLfNsRzK80CzQLNAs0CzQLNAqOzgIjf/+lf/x+jO2A7UvfPvvevuv/7f/5/uy+SUvA3n/1d99ndT7vlhdXu7SvvF0L5SlSTrTQLNAs82QKUEVtb95LK7/PuftIJcmzfi+P6Hif37oPuXtJhb+R153AraUSDFeLwXsw8tjoVwnA+6ycnzeCVOOuuJO31WojlVWvRxfm2HCfeYsjn2eLAa1DvydZ/fT5FhiKspEa2/i7iymfwJJJLkDNi2Rqw/oZNx1lgXpgZsawOcC+STT3Vp64VPM46DZ4LLqco/d3vftf95je/KfWB2W/evNl9+OGHj9TeFb8P/vai3qsLclmfS4st1TI762uBBF4R+s2ncFE91JWxXQMU9IUxZuy7VimXBYS4Tl/nIrsGYnkmvvZp/i+Od+RyyJCD437N5cImjNUIqQzff+6/e1GeCe7aS532s+bnw8yZ0w8nSmrd2WNMR4hOJEKIKqTB5sTD7s5ElhvISq/zD3e7xf0H3eLGYlLwzpW1mRdDlFBOLmVbTBrtxaidl0M8L1uaIvfniSgqpyl7X0FfH7LpMDbYTd9th0wRDDcR/6V1qOdDOiUEpxBPp7uy+Dzz3CJFurTY1l4u9yBCS+RYnmsODpLaOEQe9etsxkkrr54Fyjq0Cbq4k2fVO3ndzjiZzpih/L8yMdOtRpW+kLE/84Ljv5DLC8slLmMzc8fS9u0SuGH+OMg5t7qQywmy9Ay8g1zOdfuixf21KJczJo1L6d/NW4qxaywjl2dzfVMUn59y+aQFIeInM6cgts2ppZzMpYJ0bLgE9R5VKVNkDlbJZSx3WTs95PJL6pZzpJoWW4p8abF7RXZpWdqAvO3J5V6RPcp2jcI+5daQsd2T7wm6UfFsD9M37Da6XhhFbdsxmgXGZ4HmcRjS1iY1oAAQsMXmTigAAEAASURBVFYUElhEsM37ZxWAGols0veApTgeYA0Yilz1OSWz44kyb6VZoFmgWaBZoFmgWaBZ4FWwADLZ1kqzQLPA8BagiHiweaf77Pbvus/XP+s+ixLj84OolrOOnNRqnLicuZMTx91snNGLUQitxZn1zsK17oOVd0vq6+vJurAWknkpag6OO+vSFT9HcEVNnzd8jdqer6IFKrmMWK5r71JJWt8YtkTqIhthzIsoMK+6qMfbb79d1luGpaXyRrJdFLmsXrA5PI6c/Y//8T92P/3pT4v6Wz0FhFeCFgkusPyykLXqxn9A+a3P2VId1fuDDz4o/T1MEPxFjIc35Zzsb/xUglmfuVb5kow3ffa6k8u5dRVymcNxOu+RyxR2VF+2Pi32eEeE674LWXQYxfJO1oS1DMVB6vQwqsCpKBHnQ3oiw6zd+nAyCjXEcmiEg9xY90JA567cHR9uh0nY66ZCLs/kvoxczcraWZ/ZuptRacooUlJoZ/5NOuCryze6w+UcJW1epGoO4Vxu1ONt+kuf7SD9t5fnkh2EcF4nY0skvLYjl58UtoRIeqxcDrkc9TJFu6L/C7lcCLz9Quj5rJVXyAK5nB7WDADpx/tR86+HkjzK9bISevlqrodrZb3yhRCy8XG/YGDFhGfb2ekSvLGc4AZZs+YSrDCV8x/let453unWk+HHWrhStr/MODJHUAOXlO05VlkfPvOAUrIxFHI57Um2gqJcHkPAXlEtI5ddZ2lzeX5JnZCwhVzOdSMAZFTFVVjJU+9xFUh0NSjq6RNO40XPV5XLUmM/XnMZOZsApLTFXKltntEEEFy2cpz2D27J811SYx/nNca6bNVt9WkWGIsFGrk8pJlNbIhgwF3EqaglUc3STgENwANSuKbOGjwsIPokMCp6FaCWwkwBCP3+oshlNynAhzob2PG+TOiDjcn7EoGYNiHV1dfri0TB1/M5DydIfXVO3z2pODdw75w2dnVun9taaRZoFmgWaBZoFmgWaBZoFmgWuMwWOIxSZzNq5Tshl/+QNer+EHL585DLt6JaXk+qtf080k5k/S7KiPk41Hr1R1L4zyx178ZR/UHWrXtn9d3uqnWVV653s1lfrpU30wKVXEYywpRbW1sFI8GTCF1LMCGZL7Igl9WDchmOlsYZBka0IdmqqtN+4yrs5tyIvt/+9rfdr371q+6Xv/xlsSFVNWzPbjCqesP9T8Lz46rv4Hn4JNhOPdkTdldHCnXra/NPNHJ50GLjf89P4RoU1GHs8PsYS8b9G0Mu5z6GRpwJIcLpyL3DzyO9su2o+Hue7PM5tx7LOZFGu0mja53W7RBSu1k/M5Rx+IGk3g3ZcW0q136IK4TBQRjyvbTDkhQ7IT2iiSxraiJXD3Mcatv9tGknfbudpmxNTHebIZc3kzlkc26zBIptRuXrvr6S8ywlO8n8/ko3F+VjSQebhlqTuij4ENypw2Useqkol9NvO9kQzTxvcyGKF7J5pVI/XXq/YVJmh7ifOUkjjExSylgIUW3N3JJ6OO+f5gM8fdz298Vb4Dj9dbQf1XDWWn6wdbd7kNeNjHHrls9lLK/kOroxv9Zdz7aSZVxmQ8q+dImCdy6ZeeZz/cznWhHUgITcO95LKu6kuM/5LS/Tzy0vdrai0n9ELkdVn+P1yuWsuZyxO53re3Y24rHUYSzK5TSjkLGZjwq5jEQuBKy02OZRG//5i7X39K8chg3Q6TZK3dDqfUrs+N3NV/69cCl++7QltqzK5coluP4fryctAIl2ekQNe+EKf/mHalOJd6rlEnaQNhVCPveL+u/Lv2p/NQu8/ha4nE8vl9DuHn4Agb//+78vKbMAUhHCIsGBua997WslddaNGzeGBp7A/yeffNL93d/9XWnxd7/73QK8OQIuomijOn322WclCrpGkgNCtXhABJaAbWQ4AMsGSOazFscVdQ0UV+cCsMzBACQrlTiuD5qIZQDNudkdYOOI8Hkjl8/aA23/ZoFmgWaBZoFmgWaBZoFmgfFYIM6aE8XU1k5Umw/yvL11q/vd7r3us/045/bzDBznGLfOcpxWqzPL3ZXFrC+XdJprIZWvxFl9JWqNq/NXumtZt876ddJtlvTX42lAO8sltABMimQUAA3DUQULfIZJYSWYDU66qAKfwWrwm/ogluFGQcUwHyxog0HHSS6zk5TSCGX4/m/+5m8KJq+4lM3gTwT097///UIUXiRhW7Ewm+lvG/xMeQ2bw8Tvv/9+US4jl8dpy4saW5f5vIPjnq9EPxnj/Cs1uMK1+zr7LxAQyBD5NGwIXKo0quXD+J38GzdtwPEv1e32TtaFzbIUm9vJShj1MoLKesArue++vXC9e3suPqYoE7uQSEcRM0iLvR3iaiv7bmfbSkptxPTew/itkiKbXwvRvBmd8y4yOQrO29mWjve75aOdbjkq56XNpazNvNQt5rhSZpcU2lJpR9G5lPv8cjKQzC+uxlIvQdyc40Wh/3bTZ4Vgz/uZkF1zCPm0YTbk8pPSAxvfUyEEZ0LIzSDjSnrfXuOMOOqVyydpsUPoIZZaeTUsIPvO5ubt7t76F90XD/7Q3Uuw5FaukaMQkHMZ39dyHb23/E73zsrb5TnW9TWKIihDMEMWfsg2kWCHXNMZO5tRNNv2EJIvcQlVcnM/pPJ+CSAJWZ35Khm+CyFqLM/leRzJ7X0WGh9Fs555DNeRq8aZqLUfkbCuocxdD5Gy+TeaQj/cp8Q+DFl6ZEZy/lzv1pEvyuWXOJGuQZYjlimy9afj913WZ5RB5psf8BP12eclTjnSnxZyOf8zH6K+a1rso7ShEMwnBPlIT9oO1izwClhgNDP8K9DQl62iB0bkMiJYyiwgGMAE3BHLf/RHf1RAJwAv0nmYArz++te/7n7yk5+UCRUw/Pa3vz3MT0e+j0m7rgNkvamf//zn3aefflrU2qfJZe3mHPje975XiHRRuU9TZz+roo4LsP/+978vm2h76b3YBeBXqjK53licG6H9ne98pzgl1BuYVoca8fSsc7bvmgWaBZoFmgWaBZoFmgWaBZoFxm2BPLJ2B0nFubVxp7sXtfIXWWv595u3uk8PQjTHOZ1End10nBOrcdRenV3p3lt8q3s3CuWytnJSa67G8cwBPU81EQetFNgctVmMbdxNaee7RBao+I1yGWnFSVfTI1OyCoa+aIyE6KRchpsFUcNtsB28h3CDq2FCda0By9pxnsU5pcL+t//233a/+MUvSvA4LKpOCNxaP+/VC/6EOS+qIOMRlEhl9eSX0AYB2eqHUJYS29bI5YvqpcfnNX7quOc30VfGuoAA/gyvrt3XubiCqVnd15DL5AoIZaplylfqwlHRIcPake9oP2l8qZbXN++WDCI7e673kMu5964mYOu9ZAX5cDmEWO6780trSce7UMjn7aTRlnFkI9v9EGlFrdndD6HsX9JsR9+8i4ROq5DLXdJnT+XOPnu03c3t3gkRG9VlyJmF3LtXkir4ataIvZb02dcSMPbWlXdzK5/u5pIye+IS3tOFATwml2PD9OlcCKL5tKmQy6mzQILTpZBIaRfV8my2KWvUnrRPoEFRfofA2w8pKBXxZSOSTren/f3YAnt5nr23cav7w+3fdp9tfBZy+XbWMN8r43d5YbV7a/Xt7v3VD7q3197tVvLsWtOhPz7Ci70zzmYz9pZyLa3kCqOhp6rfyjUnS4Br8GVCFIzBkhYbuZxxWZTLmbMw1sbujKxCIZelxZ6gxk66/PMuztCTy+bSEL8mzrRTUAzVsm1UBVaxma+lNy9EfSGDo9rO68unxe6J6sfKZeRyWpc5he3NC0WNXQhmM8+47xLPtqTaIJULsVze9/uzldrWtN7PPkr7tlng9bNAI5eH7FMAgaoWcP/4448LIACMgQSTIBD37rvvlkhx74GG5xGuwKoIc2QuAP3RRx89IlWHrNZIdgNKAWmgHrkr8l0kt622j1NCO21AP3ALyIrEFR3vc6Q6gnxYB0YF7cCVNbcAZfZALjs+m4gadzxEdAVp3gNr6uG8/raPc7fSLNAs0CzQLNAs0CzQLNAs0CxwGS3Aqb2xfa+78+Dz7laccbe273R3skbcxvFhNxOn1Vqeb29Ifb14rft61lX+YO39kMtvd1fipFtauZbUkvOXsVmtThdkARgIPoWdaqpdJC4Cl4oVuQynnTdR+7zmw21VuQw7wpDqRLlZCTeKTnW1wXjnWWe4F+ZELguopl6GRSvZp07wMEIXFhVILgCcPS+qqEvF6uquvysJzr78Dwhwm/5vuPiieurxeY3jGlShv/g69Jmxri+NQ36Y17mvpFCNd6ioXA9CAiGUEctZfK0450NdPDbYGN7xHUnBvGV91pDEsojsJ2MIcnku/bUccvd6lp5490ruvavvdIvLV7tJ9938bjf7bswlqGN2ubsfYvhuiNV7WVP2fr5/EDXzgyiikVtbE1H3hivZT3v2076dHH8iS15MPTzOdpR1irtuOes6O4Zj7SxdJ4nsFhJAtrx8vVdMj8EWZznFEaIt5C9V6B5iJf06lRTg8yHXFrLNUiHms9PFPF6UyyUt9nyUngPkcvyrRbmMwJPVJcrvl6MFT5+9/X2eFtiLSvl+1P+fJ1Dyi43Pu429+7m+E0wR8nU5Cv1rS8meEmL52sqNskbyVMb4KAqNqyCN5Vx/y0lfv5txuD+xX9LWb+dZWuaAg4ylFy3ITKQtUvkgY/Mw454fWiAnYnU65ywp3s0LU6Np0/Pq6tJCqvfKZQpZfvmeVEas9xTsaOZSx+3/9Qrmhzn5RPpO/1EZT8UGVWf8vHo/8XttcSyq5ZONXRUtKOePvXv1clqWubf/5qvzi9+Mu6gNKr+Q72UuxIs/Vi0bOw8zZlppFnjTLNDI5TP0OAAPdNrcYJDLgHKNPgVMgQUks010NoD8NMDgGEB1JVK9LzeuM9RpFLsCOZVUBlZFRJsgtc2mncCR9qsrEATE+h3VsaK9wCxgOyy5XOvuXIA71bf3AHEljBH0PnNOm6Iu7CyFWQVmPmPrVpoFmgWaBZoFmgWaBZoFmgWaBS6bBTzPSrN3P4qpL6JYvpXt/s79rPe4naomE0+UHl9LGsGvL97o3o5i6p2lt+Lkvt6t5f1y1lQuDu7L1qhWn7FbgKPNWPKKVLbBRUjmitFgUOQyxSQiF566qKKucCN8R1FdyWV4EaZWb9gTuQvLqWsNLh51nZ0PdhQs/h/+w38o6yxbbxkORt6ylbqyI+IPGUitLOAa5lV3WFf9xl0quQyrI77ZCxZXYHX1qj4I+B02buViLWAsGT/GDZJZn+hH/hTj3qYP9dfrWFABvXI5hEyoEfQBEiQrmBaCuU/lOt6WI46QRlJbb4Rglt5aet8upOk0VXGUxMtZdmIt916vXQ3oyjw2T30Z/91M9psJmWrdZPtcybE2EcshorZsIbiQXDt5v5uAsr18L7Ds8OFed8inFeIhKz0nffBuCNuQtlE+Tu2udat7G93V7Ou4meTHa5hnnS1kifoj5UtKc1XL/E3pLZPKgmwqeV8JosFD+Qy5bH3a2aT/LmvUhqBKAwuJhLgrx42tkDI9kTR4hPb+slpgPwTu/QRNfLH3oLuT9Za3834yaZTnQ76uJC22pVtWy3WUYKekkB5V+mgqV8EMS1H/O89mzrcZqm8/57Ye+G7GkoARa0JPyO5zxoLLLNkVCkmdlNiI6hzXDCaAYjrjd3o6xx3zc5X5s5DLeaVc7knwEMzIzBDChYM9Y1uftHshdZG7OUNZWT1tLtexdmfz3nPdsKW/pkNHn/ykENOPyGXCtOS1yN/mBI14pFxGcmtX/l2moj4PU1XpsG2I5p4az/vUVyDOYebKLv3SMktdpp5rdTlvC4wfGZ13i87x+CZRYBJQQCjfvHmzpGcGhAEDazUBqh9++GH34x//uDwc+Q3S9Gmg3ufIZ/t5f5aJelRNBWw+ydrPyFrgHskNAInOrtG22uBzUbc1Uho4ArY5NQB1tgGOhgXc1Z4UzwCx37IF+w46FtyQnBvIF0kOTEvZDVgD+gh5zhP1PSuxPSobtuM0CzQLNAs0CzQLNAs0CzQLNAs8ywJ7cTrcS2rNz7fuhFy+221krWUaLmswvhuVx3fe+m73nasfZq26K/ksa7pF7TMXh+xkXltpFmCBiotgIqSoVNiyQMFJsBVcWtNie60q4Yu0HtwMU6oj4huuhBe1RTvgT+2oSx2p83kUdrIklWWufvaznxVyGYEMZ7IbQl4dpDCGM736/ne/+13JNOY7xDOifNhlsEbVDucVRKBecHBVWrMjeyEwYWF9ri2tXKwFXIvI5EFyWRCAIsiB78j44kPRf/V6uAhf0HlZComAXK7KZXo3qZUPc90/Vi6f19mffFxzDlXjdsinzWQNQYhZg7kLMSXl61zWWF5YWOkWEtDVzfX99ehI+X46ny0gRuwXpfGV/BbJth/yqSh7c4/fPdqLWnkv6zNvlTTa0m9TSWd1+SibuxDPWSIj+yOhd7Me8+7hVje7v9G9FYLu7awFvUAZmWcCBG5Yl0enH/ubECVhSkKIhyDfzfrSSYOMGEf1UBzOpp4LIY0XQvBZquNJ5DIi0PId1ltGMFujtqTFRsrEh1fTD1MwN3J57D384ifMdbSX8fsgY/3W4U53J9tergVrb6/MZnkXxG+CMRYTfDHjWirk4YufbvCXrohCLmc8rSQY5P5sSO2DjNN8EQlYt5N67CRwZHdns1uYz7NEyMuznL+Stsa67SjtnMhYtdax9P5FveuYYy65ZMp8ak71XnCOdNjm036JgdGQsK7Jst5xjltTYrtmEcuPlcvDNd413ovnKteR3+XeWFTgmRemQtLz+/eEdU+Ya1eZGzJHjpI0H67Gz9urp7p71XKvXqbsntSmzIzHIZSPkoXhYD/5HWaSIj7zXT+P+76VZoHX2wLjnxVfYXsiLpGfgAFAefPmze4HP/hBmRARs6KgAQQbED1IKg++ryZwPECiksveXwSgAGyQxJTXgA6iF0EOYH/9618vqcAQv4CQNtrXq0hvryZ/gBegZRPk8DBF++1bATCb1Yhw76tdqJgdX90A6boulnTi9gHwf/SjHz1SOw9z7rZPs0CzQLNAs0CzQLNAs0CzQLPAuCzAJcHpdS/qpFtRLN+NI3kvquWZOFZW46R9L+TyN2981H3n7e9mbeWs7RpfBEdFccRMNMfEuPrpsp8HOQITCfaFwxDMSFNYiZMO5kQwyiiFyEVcXWTwbSXZ1E0dYT2EW8WLVJzIZSQuAhqu652Ro+0JeBKBjVj+6U9/WnAvTMuW7CNQ+Vvf+lapH5sivWFkthXMbFmsSnrD7LDqOO3KdgK6a3C199rELwGnsxvbVlw9Wuu1o72IBYxxfaNfakCC60GAvnHHZyRgQJ9VgvkifEEv0rZhfuOuJYVqUfqGdEI0Ii0OEMzZiiZtNHzIMNUp+zgdEng79+LNEMw7FMUhNieT3nYm9ZtN2ub5uaz9jpQ6XdIgZIF9ZpI+exH5kn+lpF/NzSXNc4jlvSiit5NG+8HG7e7u1EJSaM9lm+3uROF7z1IYUTE/iDJyM1bYfbjbLR0kg0OeCazpvBTShe0mQ2Cr10UV8/DDtGU3xPJOSG8K7JK6OpWzjIfgt8UEvwmOm4tN9PVXimcXRDS7pT1FuZyxwGyII8frU2OHxMvzDhu2cvktcJCU2K6dByGV7x5luZeM5XRet5p76dWM8yvTC91yrqP5BGoUcm2ETTJHzuWZeTnE8upcrsPUYeo4yvf828uYkoZ+O+N1e+5BxmQI4QRqTqZO5aF6iHq4pq3525PLybOQcTmR406nfYVczjgf572/VDmXBUq5psZ2pZX5JvVCMI8sC0Ta+rAEelj/nCYXBOmVy9Mh1HuC+fnKZXMH7sDznfud57+FhcWT56Z0ysm8IPBkinLZnJCiTUX9i1jOMfr54PLMCepW6meMpBmI5WNtKZXvA2YOo5w/yLwpI8Ns5snjLIHwOt3X+8a2/zcLfNUCjVz+qk2e+YkJzuRQiVAErKhU6l8AX+Qz8AeUWsfJhAqYAvnARQWlTgKYmmgvcrIxaVcHhTRb6l6B/QcffFCIZSm21BGh7kbKBsCs9mo3YAQUaaffD1scE+jiYGBDx+cEQW4/qbCf/YBqv3U+r0B/vXEhm1tpFmgWaBZoFmgWaBZoFmgWaBa4TBbY24vDK87Z9Sil7scxt/Uwy+HEQbGQ9eKuZO3Fq1l78UoUy0sLIZZPykQcE600CwxaAA6De5DLsBvMCRPBZnAQchmeEvQLUyEf4aWLLM4P96pb3eA+n3E8wnICiBG8cCl8OsrCZo6PTKZc/tWvflXUv+yoHnDsN7/5zRI0znawKcLbxq5+i1yGW2HRSuZ6P67Cx4CIhL/1Owyuv/kWkJfwu7a0cjksYMwbH8ZS9W/oH76Uqlw27gUJuCb4hOr3l6MFL1+LolwOETOTNtuo00KFJJWo1NjxJ+UUF0EbUA1LWb0VglkKXelLZ1O/ULndfMhf6wJXsuO0Ffq5NC17ypQ6E7JkIWTWcdS8OyHAHHMupNB8yC2fL+yGDItK+U4I5sO8boeY2w7ZvZFngwcJOnuQrCZLqQOl4HyONZntogpyqZCIIZe3k3Flt5DLeq5XLkvfvRgCUbuQx0WRfLqyDJVtIja1Vu10iOZ+zdb0feZ5hLI05UW5nH55RNafPk77++ItkPtoR8kb4mw9QRAPtpO9kjpfavd081L6eG1mubsxn2CnuaiWQ/66lkZdBKkIbKCMXosyejnX0OxDabCThSD128k4lSlgcyYZIXIdLeQa6q/p4WpSfN0Z+4JQpIHvyeWsl56f9+RyT7YOd7TR7GW6QShTLVflciHBM6P2K5W7Kl9iNtW3tnotJugDieqIVLm9Wpt6OQscxP7m9tPFcxsuwLOK5zjPT56dZKzxnCLgEa9QM3hkwsj8luPZsjRALeadRwSzOqjXJSlSpNc05J5Se2V3T8Cr4iPlcu4tUmNPZfxrXyvNAm+CBdpIP0Mvm9gq2K3A0iQJNADHwALQKtIZ4Af0P0m66Zs3bxbAWpXAdUIFUP3OQ+pFTZomf8C6Rs6qC6AKpKqv1/4hujcUMM0JUG8SbiCAkU27HW/Ywl5sIZLXMdnjeaAYcGZv+6oXwF9vYs5dbTtsHdp+zQLNAs0CzQLNAs0CzQLNAs0C52KB4rCJcyROhp3tB91mVMvSCK5TWMSZMpuI9itxQl+PymM1ztm5C0i1dy7tbgc9VwvAbpx2Am4pfmFOGHWQzBLYjFz22SCWO9eKPefgcBonIzK3Erjqrf5UxQjxUZPLbIWUhdFlGqNcFgDuM5iXnWDeP/3TPy0b7MtuHKPwvP0QgAhpmFOAecX0bDuuAueqkz5HMGsXOw6us6w9rVweC/BX8J0gl40r/YVE5r8wzo0rY8w+ro3XzY8RV02IxPiWokqbSRBVTy5PhFjOWpXZkMsXUQ5DWGxTDSfAay8E0sTDrBMb6mYRaZVX5M3LlomQX/OomRxzOu8XluLDCkF7Ldv93QfdFyGSj7c+j//sVrcRIoLa8sHWve7e1FLqkfSzMyFio55OjoSXrcoL/x6ptr8f8jt13ooKe3cv5F3IJ82SFtuSHYtRji5lQzQjoJ5aMu5LCtwTcipyFUxMiJo+9fBB+qMpl59qvUvxBcJPevStzTvd7Y1b3e37f0hAxIOSHjuDPOTyQvf2wrXu3ZW3u+shfaVMzwUw8rqbR4y91VxTOwnUXA25PHe42U2ExKSE304d17fudvcTtDkjoCHBDzMJghi2oDKpgRHLyGrtnsyH02ESkSfej73EjL1qOURv5lTvy/UTjKGutpfjYNOotFdKZ6SodYN73iPCupyNzSvBPJn56UnPlPz5gt7c16rQzrMWnsBz1p/92Z+Ve+DgfY5quVculxYVTqQQy4XU70nmSxNwEhMdHuzHPo9t049vY7wf5+peMjHEhuw4k/EosKb/duyjpp2wWWCsFmjk8hnMbYLtJ9ledQwg1LV+EaSAgTWZAFdrL38SYhnoNKECoxWQSjmtABcI1ossgCqiGDEMpKovIAQAuQk8CTT7zv7ar/g9gOT3InGHLZVcdg7kur/Z5FnF9xV8qSebVpJZW4A1+zjek256zzp2+65ZoFmgWaBZoFmgWaBZoFmgWWBUFhCBf5R1CveSom8jDrn1OGg34gzbjnfqKM44quXrsyvdW9nW4ghrwGxUln98nP/mX/133Q+/8WePP3jF38E4cBgyVrpmTjw4DI4SpCsQF1azIUIvU4HN4DjEMtwMS/qsksuItlGSy3AiRyd8XhXLnJ3s5rww+Xe/+92y/dN/+k+7P/mTPyn1YseqEGY/x7AcFKyLeP7+979f+uB5QdGjtL1zqwfVsr6Hn/W1JayQ3Wx60X6FUbb3dTgWX4V+4aMwbiiUq2/FOBe4IEik+pGqn+l1aLs2PFYuZxm4EI/IieOHEQfkO/rXsrbmyzEiZzYVXijUQNY9zprHFJd55Y1DLC+FVp7P60i8c5lfEMxzVJMLUSuHrLkSonY/6bI38xywFlJ5Jymvb0svHPX0QVIMU1vemYjCOYTL/MJqt3R048ztG+UPjMe91Gsr6bqRyzupO8IEuyyd7XxIu8WkPV6MghS5/ETl8kCFeiIp4yC2KQQd32rCDBDW1sE+DKF0aYikgXq3t70FBBtI9Y5U/uzep92tjc+6jYwNwRoCKNaSeeftlXe691bf7a4vXevmqZbz3ajXDUd0zicV+8ri1W4v42Yla5Yv7N7ppvYE7mQpxZDLD6ZCLtdsActXu+QSSCOGo/iMQesYy3DQK5eRy31KbMrlMj+Med7SA7lssi48grufo7QIqVyVy/5+0VKEbiHSXd+HUaYjmY/TfmbzrOTaplruCWYW+KotPW8RrHl2snzlT37yk+6v/uqvyjPqt771rXIv/Pa3v134k1rPXrXcr7lcPotd1aUQzDm/1wswda1e/6oCxdiZq4ptknWqzFX5OrZhn94chIjJzGE+S8CQeW02f5dAmi8fsf3VLPBaWqD5MM7YrSY7GwITYACKvdqokEUMA39Aa40qBpRFGftOtHbdAGlkrOOZlMrEdMb6vMju9XzlgTHnVwc3A9FGAI9NHbXpaQU4qmtNIXSBJsexeV+B09N+73PtZTPbsEXdnc9va3S23wPT47LfsHVt+zULNAs0CzQLNAs0CzQLNAu8uRbwrE3tsxFF0v3N2yWNoHUerQs3mefXxenl7nqUHm8tXuvWkkZQSs1WRm+BH33jPxn9QS/oiMYUYgrBCF/CmXAc0hbZWLM81SDgC6rmU08LX8KRlVBDlNu0gzLXe1hvFIWKBhkrpTXl8ScJ/GY3gdHIbYHUnJ0/+MEPCsH8jW98o2BY30uT/emnnxZcW+sHKyOqfe64FdvzC5wnsau/Basjl23aJXgAYWkZq5pJTT1auRwW4JfQHwIQEMy26l/xHX+JPkUu1zT2ru3XqfTkclTLISVmTlI9Hx9PJi021TICp1emjbPN1LH72XaPkz43tUByLwjMSf2ko56jGn4CcXLmOqaPpdYuZEwXgjnk60JI2O5gNWvRLnfHGRvXol5emv5DyKIQ7iF1to6jag65vBzS9kpS+6rrRRbrY+9TVVs/em/zUVpsdaJcRvAtpU0I5rm819ZnFQRVUUCmvVMha/rggpAxJ+pl69zy9bVyOS2A6LO0y90ESn6x/kV3Nyncd5IWW3rzuaynLU319eW3uhtRLq9GuTyXrDznUXo/cFKyJwBjOQEiS7v3uvlcX4hXymVrg29MZr1zGYGWtrorIfmMqq/SoU+unSHYK5ejXi5zVERQ2dVK6CUtdl6HPdaTz/Bin1blsnZ6b9168+hRKhwKtvx7sSPnV46R+YYqt1cuh7I+uR+Ve9mJcrlPi/1k5bLnNs8qnuXwIJ63ZIrxzKXUQMjKRfiMCrr68SdKjum0I+d17iOvqZd/F15iG3P04Um6a7bqq2UkGA/JRJt3vXI5JHTZN8K37DdjQLXSLPAGWGB4Vu8NMMbzmmgiPL2ZbGsBGiiZAVOgD/kKNJhoAQcgAihFwNoX0AWifWbf8wamtZ5e1Uk9gGcOCQVJixQGlJ9H+Kqr/er+bgqDx/R33crBR/A/NxmAmk3VW1GHSu6rSwXVg/0yglO3QzQLNAs0CzQLNAs0CzQLNAs0C5zJAsUZF8fsnY0vui/uhwjM62ZSTFLoLCZdHwfc22vvde+svtddWY7SNKn+WmkWeJYFYDQYrqbFhiUVRGNdZ3mcitpn1fVJ38FuyGWEmjbAochbDkhOSc7J6tR80u+H/cxxKUM5OH/2s589yirm+Eg+6aQRyFTINiRtDY5GPH/00Ufl9zBlTfUoMFwAOaIa5oft/U5b4N5RFz4C52Abm75WF/4IwQTq8LWvfa20hW/hefh91PVrxxvOAsabYA+b98YZv4nxZMzzb4xq3A9Xo/HsxU1mfV3kcllrN6/dw6y7nM8RIshEaZHHWRAn+yGbdnNu3qSjXLepXe7Hc91StrkQzOp8bkW67Bhm6XAn6aSj/I1N5pKW+zikzk7WjH0QteVKCDtq5uj2zq0awxwYsYMksYbtdp5jdhMYR5WH7EEyzSXV8OLCWreUbS6E+KT+fUYpJFVIGASdPalDzfUl/bCxgMjrGZtnHKV9dWEWyLg1Lu9keZfPd+51d5MSezeq4aks8bIQknA1QRNXVm50V1bf6ZbzbDsTwnl4Snf4VllzeSrLyEjMspj5Y3E+Yq9cu8bVIR/3w91uc2Kz28iY3DJmzzjHGN9IW8RyIZfzXsDJTNo/49wmtjEX5GUhl50/76yDrBRy+aS+L0NhljYHlxTVbfr4MKQ9/KKU6/aRcpl6+cmiLtcyH737mmcvPnvPK4rPd3d3yuv+3n43N9+L2By7BpwUPXTmhOOJzAvmgpPN885FFrY5zhg6KhkmspZyXh+WMUUg2Nun1C/VLOvIZ46s5LL9/L6VZoE3wQLPfgJ4EyxwxjZWctnkCRQAfbUAlRWMAg83b94sAFT6LRHOwIMJVroI+4l4FsED/AIaiFET7HkXbagkt4nee+eu6aYBnmHq4TdIcQ4Mv6k3FMfkOLCNCmg7phsUm1lbjDrc+Z3X+et23rZrx28WaBZoFmgWaBZoFmgWaBZoFhjGApzn1lm+tfF594cHv+9ub96K8mM9P43SY26uEMpvX/ta987aB91a0ghS/7TSLPA8C8BByEbqEE48OJIKtxKdz8o+9bxjn/f38BtyGTGKXIbvkGvwcFUuD+LrF6mP38PbMKPlqv79v//3RUHjXDAuEl6aRorlH/7wh0W9TAlcC3wrWFxRX/VEKsPysLvlr+BmJL/vqcVHTezC6/Avm9R1ltnJORU2RJBLi12Vy6PC3eUE7X8jswCfiPGiz2zeK4PksmuaL+V1KggRalbEsqwc1K4TIZet4llIEWRGyMv8j8rh/Jue8+wnzfNeyIHdEBf7iIHUbyaE7lKUj7Z59TxPclkrky54NsTXQggyS2PMp9v3Ure9PBesT4VgDiG2jcC4aFKFjVKPnSztgWCWIhv5lE4tfTkfcnxpcS1+uLU0KWM6tnxW4eUMD1mIZb1d1JY5x2Gek6QgpmS/aCLpWfV/079Dklmr/M7Bdvf5/kZ3b38zqX/3QuxGbR/Kc3V2Oc+x1yOiequbD9Fc0mGfh2ubvzz33YmpxVw7R1HQL+W6zTUV5ausBII3tya2u/XU05rMghfOUlCBRbmcEVrGZNptTpgNgV7I5cxf/o27IJQR29OpC6KZ0Nc82meAeDkC01RDjSutOPXyURTgx/lbnyN/ZR2YytwoHb73T2q/+5fnE4FSAgY901VOwXNS/d5zzWNy2ZxwQpzHoCWsJ5VBLJdgk7zXMtv4LX7Swye26VXLuJOaFruvlTbWdsr2wH7SYiOh2zryJzZsL2+EBcbwFPf62NGkAbTZvPfwg2AeLMACQC+CGcAXRW4CBUSBQ69+hwz1dwXTjmfSrRPT4DHP4716m/BFQ3uvTVUBPAw41gb1BZb8zm98Vo8J1A9znGHapn6cAYA1YM+Z4vjAGRJfWjVOlVGdb5g6tX2aBZoFmgWaBZoFmgWaBZoFmgWeZQEOms2kk7y9FQyQtNj3kwaTM246z89LcSxbo+5aVB5Xsy3ML8Wz0qDZs+zZvuvX/0V2wkPITlgO7kQ0wp5I0stMLsNrMJw62xDkcB2HJLyHcKsE6ov0N9ztGIhlKawFeVtv2XvnRsTevHmzpMH+zne+U0jkQWLZOeFbBLQgZnXx+1/+8pelfurpWAhox0OSI3j9PeqCcNTHMLAAa/aBi9WvZkzTHnWogeqjrkM73mgsYHzwW+g3r/wmNd06f9DrSC7HsVXIZcTyTMgfJPPEUdZdDkuAPEBUctRz2k/HF2X/so3G5I+PgrQPUXKQJSr2igI3ax9HUXaY882kTrNJ37s0k6XrZkJWpZ7IlPMu1qiltlzKPX8p5xNWcJA6bYaQ2Mgzwg712xlJsVHXWR9ZC3kn/bMdYnkfqXLiN6RGn02mFSTidBTMcSYOdXqkGIWpFMNH4WZQR4VcRmwhl4c6StvpIiywn/VmLety7zCpsfO6lbE6GdX9Uu6DaxnLayGXl6Nit174uIogDet9CwqxXvpu5lVK5e2M2c0Qy4I0jK9MuEOzk8ZgJW0pl/2N1EUs25ChF0F0OivVclmzPHUQpCMARV3NHz0N+6KWl0UgxKg5GSma6971r5TzhlCWraCuu0w9frogjz2PekZyP/O+chuelR5mrHie8oy2drQWo/ZHSFNi055YLmuxa0/O3ZPLJQTl9KnG+je7PiKNcw1UcjkfnxSjwcaGua8lAKO/r0X9bQ439lppFngDLNA8GGfoZJPjILn8pJ9WkhjxCqiaPEU+i54GKkyyJh3gELns1eRrokXM+u68CzBjA05tzlnbpt6VPH9ePWpb6/6O6Vj1mM/7/bDfA14cBJwDv/3tb4vdgGpAno05UgDqVpoFmgWaBZoFmgWaBZoFmgWaBS6LBQ7iqNmKk+teFBR3ovzZioM27qBu8TipL5N+cyXO2aU4ZxeS1i+M82WpdqvHJbAATAUfDuLESmz+4he/6P7hH/6h4EhEMrIWGfr++++XwObLTi4j1yq57D1Mqa0wH2IYboaZkbtnKbCo3yN/KZbZCX5ExrOnc928ebP78Y9/XBTLH374YVEdnz5HDbqGM6s6GJ5nf8eH32FSx/voo48KASwrGQfqKAs/QlVNI+HZRTv0L5KSDRHLAq0Frqt3K5fTAsay8VLXGjeOjHf9i1w2tozf16kUUoLaL/e6Waq3kBM9cduTByUFa+6JB9konCfcA7P/qEshBqK+3d5Z7za343sLwUyRKz33JFIqqtvl3IOthYyoet7awaOo33TaixBbDim3MjnX7cc228fWXU62k5ATSDHrHfekGOJi/AWts5+6IJeLAjTk8kTIkpnj9GfIpVlkU1TYwxLLWmGGQi7bvM9ICBnTK0SlAX85gmz8Nnrtz4hgTP+4Rtez1vKDXD8UwVtZs/xh7jeWd7kWUvn63ErI5SiIc/2Ms0zGd20cLmRbShYAT9gHmUe3jw8SpBGiM/WsBPFZ6oWwlQBeUmPeeVrhmaJcPlmTfcyXZLl28pxEQT2detQAmH79+nTRS145vR+/kstRLoegL+RybkkT6Wcp78vSBgnGmYydPbOdLo6Bz/DM6n7mmQ4voHhuqSK0vf0QtAcRouVYioCTfkPR4in6tZadv2RvuAT3xZ5433+kSPa3uYoVBm2h7oj5khY7+K/frzSz/a9Z4LW3wGgR0GtuLhMH0IaArSTss5psf2myvvvd7xYwARQiSWs67AqggQtOgcEJ+FnHHcV3FbzUV8ccnBjPco7B3zlePWZ9PcuxTu/r5iTdGwfKz3/+8+43v/lNqScHCocAYhnYZ79WmgWaBZoFmgWaBZoFmgWaBZoFLoUFEqUvep26414ctPfj7NqNC2gmzpqsjtpdneBYTiq/KJgbsXwpeuxSVYJTDokp6xWVsg2GRJz+9Kc/LZhIhWFSeBOxXJXL56GiHZVxELBINsQtYhQpiyyFG5GpCFRqXUHY2iWgWBuHKY7hd0jlf/fv/l1RGyOXYW7kHuz4T/7JP+n+4i/+oqNatl7xswhs51Y/Ac3WZeYg/SRrOCMEqYkFNyOZYXxkr/o63ihIXvgaDtbvcLBzWF7LsZ3XuWRIszl3K5fbAsawcS8gwPipwRT62XjnjDe+XqeibYjaolwOcVxTqmaB4eJ0p1jejwJyP8SvfaRbtY26cPbvJoPIZjKIbIQgQzIfHCQdd+aLmZCjC1E/Ls8nI162+QR8jYNc1sa5kEQrFJ8h5LYP5rqEF3S7kfBt5TkBuSwN9cFebJP004XFGLVhnnM886k0w9bZtVHkTWWMTuUZZu6EbLP+6lnKoHJZTztHTYttHW7/Wrk8Fjg8TKbLnY1y7dxe/7y7lww8GxmX+xmnMxm3a9OL3TuL17p3F64WcnnmHK7fZ1kDuSdN9KJrKQTodojPw4kQnBlHG9H0bpd062cbU/ZGiSKXbS4+pC5y2bm8Fzgz7uKszu2aQy4fZ36l/keAq+/ZWnm69lUklrWF0+fmTOsHK3Uer2mxSyBQzn26VALZc5xnlyqqs5/r3DOt+541l40ra90rjm8WoVrOcstlXv6yctleF1hS90Iup879WsqxT1HDp07soN4n9ij1ju16BTiSPiR0ft9Ks8CbYIFGLg/ZyyYMAFNUMCITqBsGPNr/5s2bJeoZcABwHQuhXAlqILFOSENW56V2c6661XOb9NwQvJ5lAqy/UyHHdLx6zJdpk7q4MXGqANXSYQPzHCpANMLedjO29XdTLr/UkGg/bhZoFmgWaBZoFmgWaBZoFhiFBTgSQiwfxWluncJNio84ZTfiNTnOc3KSSHbXQihfm0qa1DiWpeVspVlg0ALwleBahCLyEv75+OOPCxb69NNPyyssqcCl1luWHtlGGfkswnTwPBfxvpJsyGVEG/K2kuEcj5Vchpvtq31ehylIZAS8NZGRy2xGFVrTV3/729/u/viP/7j70z/900IsW87qeXgVlkfcI5f1C4epY9r0D+LXpp6+R/rWNXWHqfPT9nEsDtqqXBZk4G9EPJs5j60Ry0+z4OX6fHDcG/uCIIxxai7XOnK5qrwuV81fvDZFuXxCLs8mkEoq5ULMuEXG1yP4CrGMYKYYnpmRqWD0GTwQA7tJib2+dS/b3UIuI7bRI0jtxaR1Xkk63+WF1aJiHge5jESZiz1WQ2ZfifJzIyl8700krWxYlqy+XdL6Uljv7m6G0IolKYSz1nE8bi/eIWf8ZVEuh0TZyfPLblR4xmcWwuvmU4f5Qi7zKb4AuZz29Mplywz2qmXrxpa02I2HOWMvne/uUiRv5rq5fe8fu1vrn4VcTnBGnmmP8ixraZcr81e7d5be6t5eutGt5jqiqh1ncZ90fSzKBJTn6c3MM1sPs6Z6KiFYA7m8fxLMMux1LcCBLhVpSxk8lU3Qi2wDCOaqGh5nO53Lswpyu6y5jFzOdXiUuiGWXzYsiR1leDjKtX4YcvSRctlZcl62ozS2lSCgJ8xDjuF+5jmOH3+QXFZ/y5/4zHaQ99aad5j8V5TLRk6ZTdQl94ejbL0i+2InBWdXH5moBhXJlc53n1PKfuYxSy5kX+nZ2bTuV3Zq/2sWeI0t0LwZQ3YuwhRoBC5NlkA88P689FeVbBWpCmj6LTDBIWDiNQmLQha5bavgeshqvfBu6qXuNu/Vw4Rv8+Do7+eVHhQ8/k258QT812M+D6w/7fjOzTkAcHEQIJYBajci9gGkKZdF50tVBvS/6LmeVof2ebNAs0CzQLNAs0CzQLNAs0CzwFkt8JBjJg7zrZ2kD4wje303qTizhuJuXA8lDWaUHtfnr3TX48xeiWKKc7uVN88C8A7MVfEXnFOdb3Ai7IO0RCzbPkmQLWIZ2YiIQlYJrqXGpaxFLCNr4VUB0Ze1wIlwseBgJFtVLqsvbCywGAaEl2G85xG17Mh2sCOyVyD3r3/966LsFqDMFnD7N7/5zaJW/uijj860pJI6wJ1srn/UDeGvH9SVgtk5YVR4FLH/vDoP0zfOpU3OAw+zh/Gif/Uz23k/Lt/BMHVu+zzdAnXc6zdj3xjhS+Ebcr3zBwkeeJ1K8Q2FQJ2JaplC+LFy2Vqh5r6QDFSQ+7vd4dx+r4o9BwNQj+25J+devJH78nZUzEgCxf13IemwlxevZEugS+7JUsCed2GbuZBzq0knfHXhSnc/hNhM6KyHSY29GzJsO6mHN5KCeHP2XsitzCtJ2z01aY4575o9Pr6UtAfpp52QJDbkr7okcfgJuUxBeZYK9QrFeB8LQZZE6FGG9srLQi7nGcm/Vi6PBRCNG7sb3e2N292tjS+6+9v3oqjfSc8dZ/zGL5ux+9bK292Nlbei/E9OnpCPYy0ZfgjtxcwvlplZF6SSaymzS7cXalJQxG7ml90EakjPnwH73OqVdYyN/bQRNYhMRq5Kv/0oQOa5Rxn1Dq6dE+XyCcFdlMs5zWG2l06L7RiZJ/U3YpRymQrX1SiApJDrmSvN4YWkz2enSyFgT9JiV+WyZxbFc1p9vu3TYufKd/D0h3+65bEePORy+YfwzoyQ7WILsru3TU8uy7xxYpvU3aT8iGDWzsyViGi2rPtdbP3b2ZsFxmOBMc/+42nUeZwFgAcsRTsD78CcVFpnAXT1GEAEZwBHAKDob8ejxEWcjqMAOCKf1V+9TPzq4XMRR88rHoj9hhPAzcNvykNyjum4gLy/X6Q4JuD+q1/9qmwANcAFiCGU2Z1joK0v9SLWbb9pFmgWaBZoFmgWaBZoFmgWOC8LHEQRtbl5t7sXlccXD6L02KL02CkKg9koO64tZB3Xlfe6t1ff6VZDMI/dGXdeDW/HPZMFOJ2Qh1SL8GBVw3oPByGXbQjS+j08BH/BRBSrsOn3vve9ssFIPocx4bnLWirJpv3aDvvCjkollxGqbOC7YbCxfS2dBDv+1V/9VVlvmd2co+L3H/3oRwXHCxQ/C/mLLEbmwrWcnJa4sp6zV/UVAPA3f/M3xXEKU+sDBOLLFoS5/mYL52IrdlIXfS0ovQVYv6yVx/d7Y8O1aXzYBFgI8NfPAhf0NZLZ35c588BZLOaaQUQglmeRyyGZS9rr8A1SriIx9kMuH0S16/1syIzzKEiSvZxjMyrgzRBlO1ExF3I5/Mh0lI6LSYe9snytbPNI3DEQZAgraz2vLV3tdkIk382yGfPHWTF2D7mTwJKkIn6wcau7NzkbKnciWU6yruysefLF/GsvYle9sZ85bycEc7SqRckplfd8+tRGQXmW2tgXGY2gnkFYmVPz2WHOUYi8vJ7PCHiR1rffsADSf31/q/ti+073eVJi39+5n/XKd/rgNsrlXDc3rr7fXcvz7FICNMoa3GM0nTFFUbwYYnk1az4/sG56yOWJh5lTMrp28zwuqIT6ei6jdSbXnGVonqW4N18U1bL2G6uZp8s8lmtQ2u+LSIv9+Np5rFxOI8q68VTWvT72JUjYXHuUwkjlQi6HIP1yWuxknajkcu5lTwoq8XyEE8ApVHK5EsNePbu6v0mLTbl8nAxPmU76OSF9g66WGlvpCf6qXO4/u6j/p+olsOYo96ieNO7XUs4DYZmOSyrvk4mwjJ3YsO4nsKnsd1GVb+dtFhijBS4v8hyjEYY5VSWGgVFAEnmKEK5geJhj2IcjQOQ0gtrEa4I10VagLXr7vIsHfedTd+SytgDf6qOdbgr+fl4RfeQ3Nu8BJMdjoxcFRexRo/X/7u/+rjgIOFQAac4T6cw4BSrB75ytNAs0CzQLNAs0CzQLNAs0CzQLXAYLcJbfjxPus7ufdp+t/6GsUbebzybilFqK4/p6nHDvXvkg5PK7ScW5GqdVg2OXod/GXQfONxiHGpkStqZX9rfAWmQzTARnwYrwG5yFbJW5iWL55s2b3be+9a2Sshk2giMvM7HMxrCmTZBwVS7DjtoHB0qLjRiuWb1gzGcV31Ms//Vf/3VZi/rnP/95safPEXjs8+d//udlrWX2qkTxs445+J26snklpGXUEiDunPoI8auoO/vD+d/4xjcGD/FC742PmiIcwSwQgR+h9j01tvHAact2rVxuC1RfTx33/EiDPhjXugACavh6Hb/qfg5qLkQtcnkmRNRMiNxCLqerihNeWuwD6y7vFULVZ+dRqKT3cq6tLFOxFQXjjmCvEAXJNd0rl3NfXg7Ju5RtMmpMpM15F9estZ7Xlq6FrDvo1kKILR6ud1MHW6VuCLF7IZfXQi3PhtSZXUiWgvx1/jV73PJCLofu3bVlnqGURLQt5Jllnoqz0EGP9x/mHTq6pPY9IemO06BC5OX4SLITbmmYQ7V9xmCBg5BjDxL88Pnug+7znaSV31vPtXuUlO5Zp5xyOeP36pX3uitRL09FNTyOa+d0sy0tsziz2K1GOb2Sus4fxad9cFQISirrze37eZa6XcjlxYyw2cmVkJpP8SEbh2kzlf5RWMOHJLXHIXRzjtkon6tyeawX4kmDy3yaoAxkelnrPNfjw1SvbGlXr6U9bZ3h/nbllWwSJ+TyYZ4563xcldvsbD43hz/pmQN/MEgu40xq8ZzimcxnvXL5hFyOIc1pRZWdd6VXsq+2lC3vL35WSF2KcnkgLXbGh7lK7dlCG0ix2cD4ESB0EIKeDS++/qVy7X/NAudugebNGNLEHu4BOtvpUiNyfD74/vR+/jb5ABO2iyr1ZoAABkq9As5KjSjiyHhW8X0lxiuoBZAQ1rZ6jmcdY/A7xxC1C0QD0FKMAe2cC8A1QtlmvSsR6CJ/X5TAHjxve98s0CzQLNAs0CzQLNAs0CzQLDAqC+zHif0gqTe/SArBW+tfxBn3IM6GpLzMepJLcSZzxiGYryaN4GJUFiXF3KhO3o5zaSxQMWHFSV4512AomKeu2UtxK61yTX2NZIaF7FMLvAaDImORix999FFJ8YzIRHTK6jTMck31eJfhFdlWMTFcp40KEpUSmQ0QbpyVzyoIerazzjJi+ZOkD3cMOBFmZKMf/OAHZauE7FlxqvPDt2zP1shjWBVuRggKCHBMn1eV8TCK69PtqmOGAxbJWNXs3jsXpXKtA/Id4V3H1+ljtb8vlwWM96pcdh27no1R/ae/jXX9bTzVfV91X4drAimDWJ4N8US5TPWncMJTyMn0YfO+jv9R99wRGx+FXEY0hXzaS7DXcRz/PWEUojRqRorlydyfx1UQNmyyErXnfuqyerDZLW5lmYxI+Q6jst6JyvpBd7e7G0JrKem6V2OjGAibMbZCxYhc3AtBsh+ibTpEm9TCCwkSWChEG031GSqUXfW/NMZ17VrrxqJfagriRi6PrXuHOpHAyPUEZdzd3+zuJ/BBkAZyc3lipluLWngNoZugjKm58V07pys+nbFo3fTVpOheOdzpFg63kmJ/p6iuXetbSS+/Pnu3LEszNTPXTaeuGYWnD1P+fph5yFx0WAjmkIUZswJDnUMKfQSra/dM4/7Umcx9dTNH2nAN9f2p3fs/U4+i+s9+MMNkkfxO5tqpay73xOYTfzvEh667MidnLkKMfmXN5bR7Kte9ACEBsU9Sfpu/B8llXEEtvvP867NeuRwxW+aV0OR9+9kgVrUplMu+77XL9SgX96ou0l2XsRH7IJuRyX1R52z5s6whn/0ep8W23OjJbu2lWeA1t8CTZ9XXvNFnaV59yDXZP6uYKE2mJs16s7C/3w8eA4kLMNjqDaS++q7eWJ51rlF+B7QA8zag2fkHAS1HxenCKQLIA+7ailSuv3e8SlSf/t3T/mYfBDInAodKjdhnS1G2bThJAABAAElEQVT4jkm1LPJcGrBxqLufVtf2ebNAs0CzQLNAs0CzQLNAs0CzwNMsYI3C9Tiwb0V5dCcqj+2kFOQ+XYh6a3kqaywmBedqCGYpBGdmQ6jFUdTK62cBZGAlkgfT3lbSEIGKiKSEtcFByCX4Ck6EwZBRSChEJUIKoYgwRXDWdZZ95ns47lUr6kxdDNvZYFA2YwsBxoKOn0Quw472Q8R9/PHHj5ZSogCXXhhpzS4yXn3nO98ptvL3ywZ3I3PZ31JWyECYVypu9aU2/yTEtkAB6mh9pO8qaT5M38DVtV3GBhtoI7vA244n2Frfa09VfA9z7LbPxVrANW2su44ruaxPFX1urPOvmAP0q2vj1SeXESFR/BVyOcrl3AOtZ4yYqSo5wVg2TnsO/PMoiIq9OPy3jpIiF5mdc03mXLOpx3xIGmupSo89zoKcmQm5jExZzjPD8m76PUpQtaCq3js87h5MbJR1ZK+E3ENAx3k4tioexw8ndbjz7uf55TCnptqU3nwx/TlPjZ5nl7OQbGqvvZTL0mKXQIO0ybGplwfpmrE1tJ3oqxbI9RInbwlwoPpdD7G8/nCv20Zl5p63PDXfXU8K6mszS91yCGbX9cWVBDzk/EsLq93a8vWSAWBhP/fm/SisE0yCXN7Ms/iDrbtRNyfDZgI1FtK2r5TSZmmbk6Y/vzlMMIp5A2mIzC2BKNJCh2R+mYBQ/m33dM8L5ns8gOc3zwzu79Ufzyc/WFxnRUGc+apXLiNls89Er4wtamukp7kt9TxzSVvNv0hlJKrjIUoRps5j3i7BQQKEzOFPmIs8v3he49f3zOu5pRbPbNrus6Jcznv7I5crqQwJ9TMcrW/qUuqkD2wXV9SGLQZThrNVrVUxRSrub58W5XKxYb9O/UXX/+Is1878plmgkcsj6PHqPABmTaYmVZNl3UymNpOwGwUgavOZfRQ3EoDXTQWgGFep5DKwY1MfRDmHh5ue+g6Sub6ra4Bpr+85PvxWNPVZQFC1C3s5FsfK3/7t3xZQDmSxxR/90R89Sv8l8nywLuOyUTtPs0CzQLNAs0CzQLNAs0CzQLPAMBYo5HKUyrezLt2dqCis+caRupxH/tU4ppajsFiMI2wmaS4DDoY5ZNvnFbQAzIQoqsQjpStsZUMcwlqcixyNcBA8CR/CUzAQZ2NdCoji1t/WakU6w0P2gcHsD0e+iqW2t65TzBbsxi6VXOaQPF3sw4ZU35ZRolj2nq2RuYjdH/7wh4/Wo0bEstPLFlgeMSiTlvcIw5q6WtCAIOlf/vKXBRer482bNwsZ/SRH7JPqYgw4njEi2Fob/a3A2OxkTGhfJZefdJz22eWzgLFelcuuZddwvW75PYyfOie4tl82EOIyWMC4t04nEpVKdybBVZWYKQqvECG9ctkycaEXkRnnUDj890LgboUw2s6GPJnOZ4vJyUzDGMq7qALP4dRPP2RsY+3XqWyLoSQWN+NLC0k2H3plL/OAlKobIZLuJzhtM0pmzxVjKfFPxiGYeTiE9v5OT/ynXx7G5+ffXIjlhRCKC3mdDsn0pLVXn15PBFnIwLSrpBcOaSfVthkewSwN8Qm79PRDtG/O1QLFPy1VfdLHr2edYqTsRsbgdsbfQdSri+nzazPL3btza92N2YzZXNNVbXquFXvGwWVGWFpYC6n3sFuVXn7nTje1NV382tJib+ysd+tTC3n2Xk7a7PiYnzDPHCNTtftk3B8msOI4bS5zWAjQXrVMudtnXxj2nn662p4LZOf8yU9+UgLTfE9Axect84njutd7PX0OfxeiO33gFdnc5ZoppCaldebTw8OsXR+ccdbryFEE/CCXi2o5r5VARS5Lhy0Ax+Z9IbZPNc7Y4dd3P8OJ+LsW7z3LaX9RLp/wJb5PszKG+sCTQqmbgrJ/1S0/Pko92vhf2eKRcvnENmlgX3m5/Rk8/xWCPnYs+6ZPehtehhaM32btjG+eBRq5/Jw+Pz2pD+4OAJogReYAftU5ICLH5Ol7ZO3gxFqP59V39vMeOUulC2SMk1wWMQts14h4NwP1Am6QvUBz3cfnQLvPgV03DQAeyAZ2teEs5LLjsZ8IfcetgFwEuOP8+Mc/LjdZEecANKDVSrNAs0CzQLNAs0CzQLNAs0CzwGW0gFSbyOT1rPl2L9t6HF0c5stZ2/HK5Gy3FmXSctaGmwvBXDwql7ERrU4vbQEYCbZBKMNNH3/8cdlgnYqjEM9wVy0wVSWUkYccjZyOXqVChrcQUggqRFUtcGTFl/WzV+VVkDIcCkfCenAx21VSHr6GFU8XZDxb/uIXvyjpsH/961+X4Gf7stNHH31U1liW+UpwMpwL075sgen1gWPC7M5HLf1JFMvqihBXl6ooho0FA1QS8Xnn137H4XzWPni7pkfX79pmLPAZ1OO+qn3/PFu8bt/XQArt0nf8GtXno98p4flfbOYBn73qxdicDhnTK5cXcg2erLl84oTngKeOtXk/6DMbZdsfKZcfHnTb2aynOhvCZDEk52JerR1MGXhRZS6k10JS9S6GuFkIkbXzMOq3EEVbEwk6SIDaZp4pKIiLfc65msfUjwf73d7uVrcbUnE/584nhQSeyhw6nyAB69vOT0exGhLrLHZTdYTYdOZ9BLP02Mk5HFKZcjnkcjgYfE0rF2sBAR/b20klvXk7BPPdbjPjYCdj4Ej/T8511+audO8sXO2uJyW2FOkXXQRoLCQjkECFkhZ7famQwMl9X9Zz35pIivmorVdCQO+lbb0iebDWBF9R7IZc3tsTVLGd+TfP7vFVG9+IXOmgqfaRy2XN4ReYL1y/nm8Ej/3sZz/r/vIv/7JUwtzvGcXG717FaIM19L4ol1MXQR2FXM57bdSeopYNsawNs/rEM2LscZZSiNEQoubioxCkNdjHPE6tbP4uc/iQ5PLgubXdPc0zE+XyQd4/zDynOL6gk17B3Kt/iwI4v/F6XveFwfo9832qibcYVCSzlcLCdcPyI+kf7XfcE/Rlx/a/ZoE3wAIvj7LeACPVJprYBglREaY2NwQEqc0NA7ls4jSB+o0J06b4vc3ndaJ0EwGqgUa/G3dxXkCV8wKgBb5FjCva4zMASLuoljlKfK996m1/6bkA3kouawfHgN/4HngCrH1fwT07OLYbLADN8SJK2zk4GqptvSr2BczYstrR35wx9nd8x3ZDrvYuP2z/axZoFmgWaBZoFmgWaBZoFmgWOBcL8DxkizN4czcOOWkEo/rYjELKU/1CnFErccZen13prlJ6XHgawXMxwht5UHjHBu9QbHgPD8JA8AySEG6yJnAlC32HHIVlYBc4hkoR4VTX04WrbDdv3nykUuV4HCSVXweDaw+MCE8i1NiF/WA+doKx2XSwsDUS95MQulTLf//3f1/+FtSNzGVDdpMSGwksjTWsO4oCX8KcFcsify3ZRFkOF6ub4AH96pxUxjZ/D1OMCW02bmBiAQrGFV8BLG6MsJWxMKo2DVOvts/LW6D6Jowf49RW/ReOLoiAf8VmDBhPr3rpFW9RLmf5h1n3vax3Oon0SDHWre25n/vmfu6VlMvVYT/qdh+GKNnNtuO16OFyXw4xsxRy1NrBs3lf+2fU5x7meHxXcyGElrKtpD47IV2TCzEk81G3EdtsJUiNndgIqXR+BTESwj/k2s7uRjZr7IZcTl8dI4VTv/n042KIcOplRNtZ7TaVOZRquVcu9wpINE2orEL6I7VauUgLIAH3u908w25F8buVlNI7UbBT0hsDc1mffDVLulyTgjprHBsHRUF7kVV2TczGJ5w6zCdwcyEBENLdz/C355rZyXjemM4zuTTZuY4QlqeL+Qipvp999qNuFtxhPuLB78nlPkimrjl8+vfP+rtyCJ4PzO018FBgmuL5wTONZx7PQ+73fOaD15Z69IEZfVrsPmsAne9E4RSsASyV91EI5uPUvfx2qv/eOZ5Xah2Lcjk2Q5AW8jfK6EfK5RNyGdGcD79ySPcszyvaefq5zfE9o5Xv9sKTUC6fELQ9qRwCO4eswSqlPqhaffiVM433AzVQ1zI3xrbuW/6uNVPnyVRyUuaF1Dd7flm5nM9aaRZ4EyzQyOUhe9nEVkEjwAv0IUPdFNwITKQm8XJjOplUKygAnKszoDogTK4+c+PgUPA5UO044y7Oj1jWRo4QoMZND+krxZgIbeBH3RC9gL99fQZQq3eNqtcebWEbYJ+tgGHA2o3TsfytOJ7ziTrnHLBGFbs6vu+Aaudws3WjraSxc1c7Adait+vaU/5WB7YdvCGP26btfM0CzQLNAs0CzQLNAs0CzQKvvwXKc2kccbtRetyN0uPe+ufdRhxynNnHAiyjWL4+d7V7ZymZfuaz3lvUy191y7z+dnodW4gQqmpDeMUGQ9VX7+FE+8BEHGvwjIBc5BKSEI6CkSh3vffd4GYf+1Ys+TrZEVaD8ZCm2s5O8CcHrIxgiGaYD75mN/gZdkTUy3QlHTaSGXaEZ9lNxivE8s2bNwv+hDs5a0dR1NcmIECdEdcwMBJb0ccIZ/VUn48++qh8B/8O03/aWf0M2sgePnMs5zMWtKcRy6PozYs7hjGvD/WrV30siwEfjD6vvpCLq+Fozlyul6gKZx8udLNzUS4jlxETuQNyzhflcpz11kA+DJnhXjrykkO6HveRy3H77+bmO5W5ROpYZO5i7s9UtAiOiyzWIV6S3SRphrezUSrvhRvazJqqW3m/W4ijBNrEhudVmB+BvRsyDqm4nY2Kk6pTX1rbdn42CmtK67y+CLncE2Qhl0NMW8d2IsTgcdqIUqYod36E4ES+a2X8FnAFItGkk94WYJBn272kZUc2ugfr/7Wla921lfh18zqfQIMnpUgef81D7uXaoC6ezxwTz3E3X6IW0pbjkLppz1baUdYuP1U5bS7kbEh1ay7vR/0rvXRR7mbcI1ONfRkYZjKfIZtdD8MW85pnP/d287t5ftCn7lnHs6LvPOu5P/CBf7n06t6pzFV13WfX0kRJyRxCM9cMYvkg68ofHSX/gSCeY4KrLx/lWX+VOTlzZVEuI5dzPZoWtbWsueyajR26vMo4cLqYZz2v2bwfLGyAGylcyCPl8on61/EfbX0WA9RtnxqbGvjiS3+/GrBN7tkqhk9mCSE/U+VvSnJEdFKM5/UxBX3xbWg1aBY4bwu0u/aQFh68KQC1yNOf/vSnhRh1IwBa3QwqucrZUB0IAKjNxOxzgNmkK+rZbwBhv7soIAHUIGfdyABWRC9gDNyrp5uTugI+/tYO4BaQ9ruPApyRxwC2hw6OABH60n24UdZobm0Uua3N1UHg5sqW1qdCLLNPBd/sqi7AdY0Q110FIITAVg+2k/LM92ysH/ze8X3fSrNAs0CzQLNAs0CzQLNAs0CzwHlZwPPxzt5mdz+k8q37/9jdXg85tpNn/TgWJuOIWZ5d7d5autG9E2fctcWrSSc5+yji/bzq1I57/hZABsEqAo3hHgG5NsGxyOVKjsKDnGqwCYch5am01zY4CjnpPXIVDqu4EWaCa2Ccio3Ov1XjPQOsBn+yCbwIe7KTzFnwMmzsvY0d2BsurEHMv/71rwtmhWVhUWnErbWMXBYADSeeV9GXjq//YFG+glofeBYZTMVsLCARbdqgfU8rMG4ll/3WGLK/Ywk+YCdtfV3Hw9Ps8rp9XpXtrndb9RvVQBRjv4oUXum2IyCinpuiXD6IIi/kTFXe9kRGr1zuyWVqsNHTCMchjA5CzO7F2b8TJmAv7qHFEJfWDl6iwkUaIYsu2NChWQvZfSVZTraybSSl6mYo1+08LWwfZx3TqCkRvYLTMpH0tT0HX9dhiH6E4ubOg6Jc3YtqFfFW1koOGb8QZejS/HIhFRFuZ/G3FYVfxsR07F3I5ZB2PblM7XeSTjYEGZKMMvPCO+WCx8SFnB4JKJgh443iV6DBQchWaxJPpb+RyyshlVdX3+6W8yojgbFxKUqqYVwtZOwshfJbCPG6l+fzvVw/MgltZmybB74yz2TaMcbNQ1TLB9lcB+aoMmbjW6ZYnivkdT+H+XzYUoOHEMqeYczz5nx+dc8N3rvX+64Gkfn8SyWnKwritE1QRlEue5bIbvYtqZjTRqpzquvJh8kqcIYkB47xKL12nkOsX41cj245/WvN5Yjl0v/TIdfzx5eqVv/QnrrVz+qr4/sOuWzN5cODBJHkHKxo+NS02NWuJRnUSZ0uA73MNn0wVNKn5/owNiiX1R+pbEaezj4UzGazw3wvYMp+rTQLvCkWaOTykD1dHEcBtshSYM8GALsJAIEIU6DRxFuBoc+BSMATEOQgqDcRE6v9fM/p4G8g4is3kiHr9zK7ATjAKvLX+bVJCrdKlKtbrbfz2L86AqiGgXeAV1sU7dAmG8eLV7/XXnYcLOVGdvJZJYc9pALSlSh2vGob+3uvTvZh12o7x74I+w22p71vFmgWaBZoFmgWaBZoFmgWeHMswMGwGwfsvc273a31ZACKenkrZDNnFZXDctaCk0LwRpxxa0knOJeUfdWB8uZY6dVtKXwBw1QcUzEh0rCSyghmGZg+iYpWsCwnIvxjX3gFdqoBxYhkAbqCc2/evFk2n8Fi9nuTCtvAlJU8FbwMf7I1h2tVMMPfbAmfInCRy0h8mJWdEdNsiOT97ne/W9475nkWdVdfAQKcxfCoV/4BPgCviHBjRL9K112DB55WL7jZ2DG2bGzAPlXd7nz+buXVtgCfieAEinabsc1XYvwIvK9ChFe7lQO1R4aEzLX+MnK5hFfEp1PTjO5T3eV+ySk/soKdoMDMGqq7Nilvo14+mkSWzIQkm0/g12K3lLWDZ1Ovs5CkI6vjwIEQrssh6q7MrXQb89vd7WNrvsaPFqtsp+5bJ2mK5yejBI9aNDLw1PnJJM/AYc/8lnJ4L4Qi1er23kYUrL1qNVYr6k3k8qK1dqNeFixwJtVqIZGQy0mVHpsbD9avjVT5hFzm8+N3zLJ6+a6QWBPom1bGaQHXorW2d6L23c1mTXREIJJxNs+vCwsr3fJisvDkdYqSXhDJJSmuI8plKe+Xcn0c5WlboOdW1lq37WVOeFLqdUSqsYdcLsrlELTFr5zx91i5HCFTCNanpYV+mgkcx3OKed0c7/lgkFyuy1C699dsLaeP5Sooqv9wDYjlPi22oBhpsS276dpJBogTcnkqn511digBP+n7qlxWb8ro3jef82Yen3BdPqG4f1XOgK/+dHGP8zk79GsuI+8zR5cWmJMfb36Luq2bvS6ywHhsUwh8do6N/F1Vy0Y/qwgQmkyb6JXtg2A+yt/+tdIs8CZYoJHLQ/ayyVVEEYDIeQAwKoAighW56j1ADPiaXN04EKQUvd///vcLoHQMxDTgYJL1PVDB4QB4AqrjLiUS6SQCCXi9GUcHUK9Nbnze1+Lmop7Arf0qUNaOWtgAyJeWzKt92QigHnSaVOLdfj53LoUNKsFc37N/3dTHzcl3jvnhhx+WugJp6lF/U+vTXpsFmgWaBZoFmgWaBZoFmgWaBc7HAhMlZeXdrLf8+dad7s7W3W57fyOnOipp9FbihL0aYvnaWsilkMxzJY1gc5ieT1+M/qiV8OP4g+OqwkSWJ5gO7pPVChnIcchRWLFSVawiOgUbw1lwIVwEQ3lvexOJZT0F79WAZZixBmT7jhOSrWFueI/TFQaXDptC3OcwIRsjln/wgx90f/zHf1xUy44Fj553EeQsyLoGYSPBEcrGAKxviSh963u4v6rSn1YvSu06vrzCvtpnvNiMo3G062n1a5+PxgJ8FTWowpg31o1v84cx9NqRyzHbVIgJxDI6pKi7cj3E9V7UggchfayLbLyPpsTBHxXfQUjlza2k148KlwKTwx8RRoW4OLvULefevFjSO0eBm38XWdRpOcTy1ahBrbO8mFS+U3uxT6yE5NvIc8X92S+yjmzXLYesmJ1cLfYcdZ2ranU7AXLbUiIXclma6hDCIRIXEiy3nCC5xRCL/j4TuZzK9gTZ47TYRcn+sF831lqmdd3buZB4kxOZw5HPuU+0Mj4LUK1aB516eU+K6EK0hlzONSIowLrL87l2pnLtxPGKH7w0xfiaC/m6nOtJ2vudvN/L3JLk7tlCbpprMs5Ol0Kspp1IdVtRLscOmtaTyzLJIJcpl9GIwzfavIYbcH/HD5jfzfmeCRTPB54Z+MI9b/Jzf3UuRL5GQYxYTh+YT4vPO/VAXiI+jyiXswnaQTj3it/h6ukYhUAVgCPYo8zHJ8rtnEM67smcs1yPpdZf/p962+qzzpe/TU1iA+1iB5v3tf2IZfeFcm8ods2yCTlADTca2W3hdKWG/TtzbhkfsbG1x9k6lU9/HEetHJOEgDcipmNq1i77xv7IZe9j2laaBd4ICzRyechuBl6BPGAWqDV5IoQRm0CBV+m4TPJ/+7d/+wgYAoRSc/3zf/7PCygENAFjjgg3EBMrkAgsIker+nfIao10N+dGdIum5/yo9as3N6+cAMhoThNtQxwPEsYqBCzdvHmzfOfGWfetBLpjKIhgNgO0RZmzheL7uk99P1gH792MfMd2jqve7Odv9au/Lwds/2sWaBZoFmgWaBZoFmgWaBZoFjgHC3DKbEctcDfO2M93ojwLybx3uFOeRxfjkFlNCskrK2/lufjdqJhXmxrnHPrgvA4JbyCVqWRtFMqfRJ3sPXIZEcRZCBfaFwZBOMKGMA7SswYiI5F9Dj/BLPBSfR0M0j2vtlzG48LNbAAHC2pmH0Qye8CFsDeyVkHe/+IXvyg4nN31CxuyK8UyYvlP/uRPCt7WB+MoMG7FsrBnVVYjCSsZDl/Dw9pZg60H61YxLsezNvmtdvsbxoW1jSOb9xfpKxisd3v/4hYwVvg/jHs+F3OIvud7qXMKJ/3rVAoxEnKkOOHjbD/MfIlcLqlGixqMI340XniHoX7d3n7QrSeTyMbmnczRySYSUqmQT0ktvRRybCVE6WKUuNZpPStJOuq+UYflhdXu6vKNbiME2PLRdjdzFBVl1lClvH6QNtyZDLmVE09GtTydILUk6x1xNXo1uTV2t3JOaZHrervWWkWsIZeXQi4vpK7TIdtiuKHrgJCjVKa6RFLakMvUkcgw6Xz3Q6Rb73cekZf7g7TZw59h6Kq0HZ9hAcTiAQU7JW/ISkQrLSkJ1COiNcr//PGMo1zMV2o0F9XycsaqTADrGcsPH0aFnS+2M8Z2M9cIYMhk8CWiFAlY0mJbl/mEXDYmJ5LpAJFr7FNtF3I5f5/F1+weX8ll87xnA8839Rh4Bs8ICGav/n5SqWmx1Uc/TMpc4OIovvHMpeknyuVCjKfuZylmXjZALAvCKQSq9h/369G7bp3zdPHcq77uXervvlWfaQb3tZ82P4lcLvMC4jwjTABDaZL6lC0I6xJMACUt9pdsc5z69mplr8KTkksi9U990x+CpYpy2d/5vpVmgTfBAl+dId6EVr9AG00SooyARiAXiQnMUt3evHmzELIAo8mVg+Gv//qvC6lagaT1nxDQwAPQLIpZKi/g0SR8GUjR6hAByLXlSTeGQdPVG+LgZ95X27CPYzxtP+CYE8H2vHOdPsfg3087/uA+7X2zQLNAs0CzQLNAs0CzQLNAs8CoLXCQVHTbcUjdO9jq7u5vdRtxjFIOSM23EifXShRSK0khuLSUNL1xoLTyaliAE0xQMCJZYPDHH39clKiCjGWy8h2HmoIkRQQii6hmYT7r/9qkTa4ks2DYRg4+7n8YDkGLNOVwhY+R7z7jqKzkMmwNgwvgFuitbxDLCGlB0YKUYfKPPvqo/PbxGc73HewM69vUyfn1NyJc3b0q9vM5Ehw+HizVd4BU5hvwWpVN7MIm1NFI7EYuD1ru1X1v3Bu/lVyu46QGGOh/Y/51Kl8il9MwznrruFKCFTVYnPGjdMNbZ1lq5/Uofje270e5vBWSKevGZq62NIV1g5cXcl8OWTob4uii/UnUiOpykOwmayGUl/bud7N7WZsV2ZVlN9a3E7gWJe98SN6FPEsshfgZNbVsvFGtSiG+fRCyKM8yUiJLW430mY0SdD6k9vzCcsjtBPDElmctxoH0utILFwUm8vioKpeRy5YLjAJydi8kevYp1MwlYJfO2tBXdH9E2FHG1n6Iyr1cQ/t5vnXdTExIsxx1Zvqr9Fv65jIW42s+19JK1i337D1/tJNIk6T5zhDazTjezfUkWENWg5mo72vhi0bK7me8G/Oe4YvqNCOwEOrWW45im1p/Esl6hiHp2J4PPOPgArzW4CHzjmcApLI5v5LLX/WNC8yw9vETlMs5fkmLjVzOJrW9NOZnKzlGrjV9j2AuyuccV5pnV7nrv5DZpw5a6+55zaadX6175vtBcjlrLmt/DSaq6y3XV6eoKbG14qLJ2UK8p0aP11EO+R87sQvlsoCpGfNaXqXKFjZV9s0+5T534S1g0VaaBc7fAo1cHtLGJkkTvhsCsMg5ABQgYYFFrwrwKBLVq+KGIfq6RlAjlr/xjW+U79wggAfOCROz9/VGU3a44P+N4iF72GMMu98Fm6SdvlmgWaBZoFmgWaBZoFmgWaBZoLdAIvF3dta7zaii1qNWXj+OcyrehZk44FajjroaB9dqNiqci1ZGtS57ugU4xBDFdeP8ozBB+iCXKZa92qypDA/ChnAdUtmrYFnEIaUyMhDBXEllnyOSWvmyBeA/RDJMzD7/P3tnot3IcaTrJLGDW7MX7ba61ZYly5J9PL6eOfMA92HuG913uU8wM54zM15lSy3LkiypVzZJAMRCgvf/IhFsEAJJgA2AS0dK1VhYqMqMyoqqii//SOCpw2WOAaAV2/PqacixPc/agGVSYbMAl7E727qoQv057gwooI7UG1hMH2JguvchYDFqVX/29RgAqdVpI78BMlJoD+uyXWIN2OdVVblf1HGdx3459vRhjifHl7gSx5U4ED6Ivs/CewYuXIdCmwEUrly2lKcKvqOS62lB6QVQmE3JoGiPwV5Kid1oK7uEAC0q6SX5GhSIKwLL66s3pcLdsM8XfX0uCtwyhy1wZ00ArN58pNTXspY+95SeeFf/PV+WGlMAelOfM/iajbV8K1gfsNQRoNoDwgkyoyZe1pEBZJd1X4PCuqR7m/OAZTk9g/vASUD1kXJZ37tyGVUp7UWBWVJdoizaAqRHPrRzkn6AgplBIAUpeFFmagJCvZfGVMtlLAaXdX6vafDIus6nmuByQfflfcFxgDmp3hsabNKUqnlDbVhi/nIV7udQ6wKXs1p7kJqaPiugS0ps0oGX9Dube9jQ4mQWYNvDcJnr+zCERdELZ8DfA5f5PFpUDcu6YHUhc8FA9c85xaAc6u7K5RdgfHQrJ39WFc2ncP6z4F+W9CUAlUEFgF+/ZxneCtCYOgOWaYNB4zFgm/X4G+3uaKGNfEdhuwWWwX5oE3/h7Kdt2O9iSz4nzMZmH9VOdaLO/FfSK9c16k9NOX8ypAczX3TdL9ZysfdXywIBlyc83jg1d/w4Th4CCCYwOn10BDKOk3X5DU6Th8bhiwQPEf4giYMlSMEDBdvBOUcJC4QFwgJhgbBAWCAsEBYIC4QFLqcFDnVv35fChlSbpNzcUSrsXQVF9xQA6ivwU18qpVvl1XRbC5C5RPq6KJfWAoAc5vBl4bnM51IG9gH9PFUtATSe6QA+AGUHyTzDsfBcyHMeoJFnRdYBlvog40trgAuqmAcryXqFrfz5GvDGczRQGaUyn3nPgGwK6wGU/+Vf/iX9/Oc/N6ALqLvIQhsAwNSHwrM9z/XAZfrVl0qnjgKe+AHxAfoJg9GJCTCQgT7H4AXWJ8hMoZ8B0Rmk4MrlgMtmmiv9D/3e4TKDUujPfKY4hKBPIGjgeHu2Az9frmrjM6jQuaEG9BRzRysHVO4dah5LwYxZQgTmVW0prXND6uWmlvYgo0ihkCHR6soNweXbNn8w0Ah4cpGFVNflZc1nLAXcqlTDK1JdVpakmjyQjXTNaR4up+cFTUsnYN6WonSWthpuN8chw2VBIIG2Q9mRuUQryk1b1n0MKa0BXOcpWBj1I/NLk16YV1ShABraAxQjnbmlJR4oZs+zn/jNy1mAPtDVsejo2JNVQBcsO/ZVnbOcu9zNXuzZcnL7yExQFQBe0+CRDYHkVQ36LPelXlaKebIZNDUYdHv3SVpXViH634qUyAyUAAECD1EtszAQBcAKMCwwGMLgcl2AuWpp6QGgkxb6NnwAqMzAM+438fNeOL9H4fK48xugz/nHQBQAN5+pRT534A0MBsjKZequ3U5RTQeoYheyA8pn4HJB2+B447vx2KOF+xfaMgyXx9Wd9bAB90Tdbgborq7musagABa/xrEnwOxlUC7TZupypFzGNvqM5+qr7jboQq98ZlgA7T+uXGYLUcIC198C57szuP52GdtCB8U4RxwfD3w8yA6PkmYdnCbrUHAu7nCHN8qDBIEGLiQ8cDJim7ReAZeHrRTvwwJhgbBAWCAsEBYIC4QFwgKXywIEQTsKWAOWn+88StstzaOmwFVH6g6CUGtFQaHajfRaVYCxKLWDgiZRLqcFCPQBkB3+efprPvM9wUCez3j2I2sVz35AZDJXeTpmVMrAZZ7vgMmAIp7tKLx6RqvLaYHLUSuei10FzntsBmQFuvKe52mes3nuBrSiWP71r3+dmHoKNTBw9yILdQQEf/jhhwYD6TM84wOL6UO047PPPrM+BDCkLwHUCbgCzR0u857v6Df8HQjNIAa27QDyItsZ+355C3BsOZZAZXwGg1HoD3xvIFE+CbDMgArW43ygz3jg/eVrcDFbwCMSgEfpBbBArZqVy0BmwvezKWwHOLQnBWxDMLappaP3KDCXS8qWoGs0yuW11c1U12sSPJJxZ7Pz826F/cuHlGvrqdbZTTUB75pAUlmN6aO4FNzdLrbSDUHytj57Stnz7u6k3xlcxnbaB5AZAMTcx8q9kpRjQqBZEOglVKsGyIB1KKANLguQqe0GyAQzUSwDmPd1P4W/5/uLPjQn2eq6fn9A/FqDPjrqB8BlICNQmePP3LKcx5xjF3zGjDU//auqc2dd53VT58rqfjNVejtpWanm6VsGl0sZLjN/eEWZCwrlnPHEfJH6PGptYvn4JzstdR6SDrsslfOyfEei/0/ReOcB3GtyL3CSctkBrXOE4w3MABbFcmmgXAbGUkG2T+ryrFwmNbanxZ7co7Km+eOBMtfarqOMn2Yh3fM4B01duTeDabBw78J5O65wbWPdjqfFHqyXU27rmqC2eJv62qFltxi303Ebn+N32TZZjcx1ylTdql+2jaCy6s11DdSvDP8DEM36uQ1jDTfH+samwwIXZYGAy1NaHuedb3LkRDRn8OiDrP/dAwm8OnAe3hW/5SHUHyC4qeKCMv5iMvzLeB8WCAuEBcICYYGwQFggLBAWCAtclAWAy6TX22o8Sc92Hwsua25ElFEKhBQVNCWwdXv1ji3r1XUFUQnNRblIC/CM5cEtAlwswEvSEJO2+IsvvjCVLOmLAcvM8UsQkN/xvAfgAWIC+lCS3r171+Dy/fv37TPwD7Ac5XwW4NkYwIYNgW4M4vYpowhYUjgGgGVszsJUU3zmefuiC/CPgQf0F579Ub1/+umnNj839aefocJ2qMwABWA6AVmAMqplVPO0mRgBdmB7roIPsHzRR3h2+x8eqAJc5jjTL/ievgKEcLhMn+fcoH9d9eJwWZo7C8QTdO8pWN8zoIFKbXIYcpYtAEWkdm5Kvcy1GTUiyVaBYxVdj1ErV5k3GOXiZSqCE8DvupS9K1JX1qT0bcssnX4v7QqQsQB+gefzKAARoOKe9scrkEn6YsHlgpTUwGVg8Pn8LQplUioDx0y5rNcj5bKOjSmXgcvKAoMKE2AWZfEWIJkv52VHGQV45TxFnVnWcWegJDBwCra60AbQv6rlumUkWNcAhZXOdqq0NKe6/gO+7nWkHlZa7B1NV4OymT5XVO+21NLyQ6TONvUv55fOBdqa+yxqew1g07V52gIf4H6T+0kyUgzDZXw+9wxwgDPTYqttZA1Aucwr9TLVv507wGUNzlD9aRMAdLqS/S+DS5h3nd8z3zLHeVn+Z9wZT7u416FtDsbHwWWuXyxuh64G3tl6gzpiA6ByXrRHfeZaQAty75uuJfNYm/pkNXJOGc7ogmz9nCrez4uevqfOPAvqKNggoNld1ebRsthmWGB2Fgi4PIUtzfHp4ZUHWN7jILkYjBb+7g8BvGcdRi8T0OB7L/ye73CufmHhuyhhgbBAWCAsEBYIC4QFwgJhgbDA5bQAAZiG1EVPBJYf7nyftppPFLRqKhh1IGWloJDSbb62+U56bf1Nm9eRQGqUi7WAQzwgH2muWVAmswD1gMmoTIE6BP94hnPwAzhm8fTXAGYW0iADCYHOQKAoL2cBID7A1YEqoNULimWAMmmnP/nkE3vPehyny1CoB30AMEzAFTU76nagMX0OxdLnn39uf6O/0Bb6FP2SvsgAB/ohQVpAI4Cdv/PK5yjXxwL0FQYLAJU5xvRjBlMQD3IIgWqZfoN6nX51HfwLoAblq83bqvem7NK1FIBFIH6WYTDSbZM+uqG0uHtSwqL+RTENZqoIkJYFbguCNJexFGQjoDKpe9ekmjxQf+nKOLtq066AX1tzyJK6dtbF4pFiO9IMpz3tp6P9UYCK1Ae75XlGz7lnbXtZQAw4VhbUZyDeMrDO4qpMJai4qI5ZVi6jzp4WkJ2zXvGzIQtwXqoPyPYdzk1DZaTDXrbBBbxyHl/WQv+yQSM6X1rqvyt7z6SS56wX8NPABQ01SbuFnbSrKWtyqvzcx4nA5ywK9ME8sIH5zgGrKFMBuaTHPm9xvw5c5r4GNkDc33kA9wHAZV7hAz9kAi+Uy0VXLqtOqpqyCwB5NVfyEFxmUMg0Bd/r/tiySOgLbAZANUWx3o876s45uG9hoZ3DfIRrHfd0XO94D/eg7cMQGr/DPvB7/MeeOB60gEVJGy682DzKqo3Bd6tdtg3TKQCWbdCNasln60sGlzMg53OUsMCrYIEXpPNVaO1LtNGcnm5+eOjl4RZIjOPkAjBa+BsOlAdB1mc9RqDykECQAsfKxQMHzMWDwncsUcICYYGwQFggLBAWCAuEBcICYYHLawEUAjuCy48agsu7D9OWAlhdzelW0DNAXaoj4PKdm++k24LLteqq5mi7nEHsy2vh6WpGII5ntZMKz2JA46+++spUySiTUZGiUiZ1McpRV8kCBwE5DpPv3r1rIBBQ6KmvgUKe/prnwuuQsvYk2y3ye+wITMP2LDw78wxNAeJ//PHH6V//9V/TBx98YKplgNxlKR4r8L7z9ttvJ/oOwJhCH6P/EVjlb7/85S9NdU2/Y4ADEBq1M8FZgLIPXKCfDQ9OvyztjXqc3wL0FQ+2E0tyuOzBdwa30F8YdMBABP7+Q9hw/v1f1C8NLgseEIwHJhAFE0YRXM4pRFEPzqoASFD4NgWUbI5iXQPKUvvVRSqEOTR3aUGxt+lViLOq32nbYQbYqqDyhuZYvqE5otuFtmCv2iLSpVwaUhVnCKsg47mUlCfvW2BR+wYq7mnRjMsGl5j7mRTdBpcN/ACeTr7enrZ9g8u6HyLNMEpQUy6rL/QFyADmpC7uakGBmZXLs+sTJ9cr/uIWwNqoNIHKwoR2fnLelnSulNUPLC26jtdlLUvqp0sVnecCwWtqQ73x0FKwc6YDX9t9weXlStqpNpTZQFNZDgZQDCuXyQpgKfRlh6IMIk8hf3V+f4HvHobL+Hfgqhd4ANcB2AD3B8Nw1tfhdUnHAMCdlcvC/Oa/htJiK9uAnTfyC+e5XhhA1XkPQLXUz9b2DFFPOt+pK21zuDxaf5/qhHs7v761O+3U7QGhMwAHyKJaNrisV66Ph0o73Vc3uwxnP32DcwL4zvWK99jDwDvXEhbqzTHSe+pt6+szr1HCAq+KBQIuT3GkPSUaD708EOC0caSAYn+4xRkSZPBUVnzm4sFIeH7DxYTt8BseGriYsD4LfyegESUsEBYIC4QFwgJhgbBAWCAsEBa4nBboSl2zK6Xyk/Z2erqnNHd6f7jUT1UFS9c0x/KG0mJvCDCvrt6acfD3ctrjomvF85YXns9YeMbywBdgGWUoylEWUmA/ePDAYB/qQA/08RzGMx3z3AKTSbsMyGRBiQrgBPzxzBZl9hbgGRmYBnwFugKWmYuYoKQfC5TL9+7ds/Uu63EgVkBfuXv3roFjDywDkemXQGb6I/0MxTwLYBlVE20CJpLum8EMAZdn388ueov4KxaONf7E1cnEg+grgAZ8Fr6JPkHA/jyw4KLbObx/PDQQwZTLgAQF4QnF71vAHuXy7NCy+X8BEiBsU8ClrVfRIlMt1wWJqloA3EuXVNiBnWqCSOtK3XujvJK2lQp7S3LSjoyIopg036T37em+o6R5YOUgIU/D5j7Xe5u3VYAXuNwWFukJ8BS17QpQXvWpCNwBVM5bADIAMaBySYPwigLMpPfle46ZpcUWVEa9bJBM9Qg0c15rn/N3HAdZHbgsr2PnJenQyzpnKgBmLRmjcWTO3xfOWbvJfyZ1b1UDO2tKkV1FKa+6dtS3NXQhNXT+7HIOAZeVZYSiZku5rD4vX3EEl+n/+pspl2WD8wrBPHU08X9YAK/DxeEy3+P7+Tzq7+3cUR0MLkuJDWDmXLJzR8cJGJyVy7rvVRumVf1zNDnb8MfAZbwxRzcDVHz3+KPNPTbXJ5gIdef6RXspDIpzuMz1jr9xr836vS6DR/J63jZPjc2eNNu1FuoEYJ7dtYF6naeYbVSPPOeyBt2oPdiG60heMsOhndQdPXwG0ZcDkJ+nzfGbsMC0Fgi4PKHFuJjwAMADLyOpcZQ4fW74ufEnGMEDAYURyzwM8mDMQzEPx3/605/sQXJYzcwDJn/ngcLnVPJtTFitWC0sEBYIC4QFwgJhgbBAWCAsEBZYlAUIvvbaaVfpNrc0p+PzfkcpBKWKUshtTcqOjWWl9lXgtKo5HfWAsKhaxX5kAYJyBO9IQcwCoGEwL4N8gZRAPRSiPIPx/EYwzAEPkMef81CNAveYW9nTG/Nsx/NaqEjn19UA+6Qb/+lPf3o0WJtjQMDuZz/7mX3PZzKBse5lHpQNIL53754FkodjBsQFUMz/7ne/s/5KX2SgA/2R4Cu/I9ZAHAFATczhvEHt+R2p2PKsLEBsiNgRx5mFwDt+jBgTymV8GH5qFDbMav+L3A5QygPxqNQAGgTgXbmcUcMsapQhAIC0qWuzkmLLhyiWJzhaV6ppXrPS7HLCMVSS9VIt3aiup2b9Rnp22E2ljhTLS8qaKFVvs72bdhrP0o4UmKu6HykKMBdmMHc0qmFSAnM/g2r5wGCW7CaQVZOKGshceBkgL3OjVEa1XFb7yrpPApbh30nji3KZ/TM/NoDPABmdJMrCLADG06yygstS22rZ17GpiiyWdJyqOndK6psMfhiPGhdWzYl2VBwMiGBASe1QilLF7nsabNJg7nKBZQafANK9AFV76oOkx6Y/GjzUHxn+8DJtBqjiw12U5vvjFcDK3/kbXAD/P1a5LJOb6l9tIp08bVtWu3Ty2LXBVP8DMM6UANNeLzjurlzOabHzEc5wGT3ueF/pAzipP8swXIZrcE3j3pr1WLi20UaUyw6XHSpn5bL2Q5v0AqA1zM0hgv6PrwJmnHvh2sR5wfWKPgNEAzDnwVJ5sBLr0Bbq7uuhYo4SFnhVLBBwecIjzU0PzpGHPBy/P8xyw09QgpHWjD7m4Q9YzIMv6zESmQcDAhlcVCikhWCh4Ph5QCaAwbbZVpSwQFggLBAWCAuEBcICYYGwQFjgElmA4IYCTt2OprbpttKOglPPpSLaJX2b7v/XlkrppoK9m4LLBLCZoy3KYi1A0AqQ7BAZiMd7UhM7UAY+E+ACEhP0AhgDk4HIPL/xPAbc83S0rIN6FADkz3+LbdWrszeAMc/E2JljgHqcwQEUYOtPfvKTKwGWqS995t69e0eDEeh/xAOAyAx0+M///E9TKzMI4q9//avBRPokvwOw0xcZ0EC/C7iMRa9nISYEYOa442scJNMv6CuuXL7MrSeeRazsrHKkXNa1EZAARCA1NiCLgP0LzHPWlk7/O3OQAkjaWlrKKILit6Z91nRdXtX1mRTPWTl9+nYu6q/cO6C4vLGyaSrlNQ1gqxx20pIGtKHqbbSep62dh0nDToy3rAB9XxYuy2Y9DZojJXVX9zU92Yz7moLuaypSSta0VASZAd9nH+nxlkOhuKS6olquaPAdrzaPrfqBQU2Hy6T3dbg8flPx7ZwsYJBf57PBZd3bApeXdMzLOmcqApolzh3O3StShGCThl4oRfayfAKZEjRdpfrXrgZs7Ol9nnE5q0sNqus71gFmolgGLHMnTw/Na03f+7kvZcG3Ow8YNh+Q1cEzf+f+9Iclq/45X0qch1JmL+tYcE5lMJyhOOcNoJmBGdN6VH6BH2bhPd4lw2VmQraz9wfVou4AZepP3QHlfMf1AK7h1zXaz723KZfbrlzO1mddQK1DZq4LgNrh5Qc7XuAXduTVHyzLhl6pF3XkPDC4LH/NoIsDdQ0GMb1QLuc20HuihAVeBQsEXJ7wKPNQ54pknCIjbxiN447SFcg++pQghV8cCHIQ1CDdFevzwMy2POUVD9F37961B8iAyxMekFgtLBAWCAuEBcICYYGwQFggLLAgCxxqvrYDBV9bpMFu71havV1SVErVQQpL0mHfLq+mm6WVtGJB2KsTgFuQCee+G1ShgLu//OUv6bPPPrNXVKE8h/E3LzyvAZEBeEDl999/31Jf8zzG90AentV41uMZcFJ44tuP1/NZgOdgoDK2B7CSCptnbOzvqaYJVl4FyE8fA4gDzAm+Msc3EJmB6QBD+ij9klSYgGdiBPQ3+p7DZfoitpgE3J3P4vGri7YAfZl+75ns6O8U/BVw+Soolyfpn4TXQRRFBeEJxDPn8aEC9AcALAMaoJvZ4OV9AdiuFLBtQSKkHfsK+BcKgkwCpKuAUgZ/6bvL6tdRKAKXN+qblrp3/aCVqr3dtKwBbfv7Ul7u7aStwmPBZdlSgLZcX085fyI9Z8oi3yoalPo9AFjLsrJ0da8D3jpU3ywC46UyRkltcFnXw3MX6wTC+qTFBi7rWPicyxwL0vnuC/xx7PZVh5zadzZ94tx1fsV+eDAA+z3BSfpAX/e3y8rIU9Exs/TSGhyQVbyX3zB0t5J8zIrqv6Zzvi0Yu6M+tid82tS9Oynms0pZwHCgWEa1z8AUvBGghHTaplw+Zzd0cDwMX91y+E3uL13VO7wOvxsutIXU90VBZZTLQGb8BNwynzso/9UenlNQXk/pS2kev2FeYRb+Aydb+mfqyY7GFOrOvctw3VnNr2uI8/yejbbCUdpa3+ZcHrTR7KC20a9sqgK9svcMl1UT6qPlwop27eCdaxX1yrYhJfaL6xkWWtb5wnVtXx+OlNf6TZSwwKtggYDLEx5lRpXysAcIRqWMY/SRpjw08p0/6PIQyIMxo45wuDwcMFIHx4njxbHyGx4Y7927l+7fv28js/lNwOUJD0isFhYIC4QFwgJhgbBAWCAsEBZYkAW6pNFDMdR4krZ2H6dtzbfcUnq9A93flxUo3axuptdWbqfbKzfTiuZJJGgaZXEWAMowoPfLL79Mn376qcFllMt8B8DjOQ3gx/OcZ40CLAMw33vvPXseAzajWAbyDZdJ4Mnw+vH+fBbg2ZrnZOxPUBLgRuCSwCLHju9Y5yoU2sFCXwMWo8Kmv6FIBS4TH2Chb3ogmT5KIJYYAQPVyYpGzCD631U44uevI3Ek+jq+x/sFrxedFptYlsezeKWfci7STzlHqTd9fLKSQQVQ2dSPgBH9lutnDsQraP8yAIHfEsMHKrcbqd3dSx1BZuaOPdR+SsoqUhewXWEOVkFN6nECL5msOXNci3S31cpK6ku5DABb7e6kautxWt5j6oduaikt9vayVIHFalpZvZk2BJTOW1Cq9nVv09X8zXvabkevqKOBKShWAcA13d9gu4rU0UWBuvMXERcIjMCYpfYFkuk4GLjS8ctpsaWaBi4LlGX15fn3Fr+c0gIox7tSn5IeXfY3XSlAU8errAGTAGbOXRSmV6EAAFFcM9iTc6Wp14ba1VHlUS231c87mtqmqzZzf8+gBmu3weWc9hg4bfpgvU5THIhyX8rCdZ5BZrABL/h8CvcErM/fud9xIZuvZ6/sH5+lcpQWW36NNurHOldQLgPLM1zOAzNs9Yn/sbTYOvMdTbN1zk7Uy7R+nAlG4TLXCL8+cM/G/QsL1w9KbuMLhTPfAZXpU/gCBv2g/jV3npum9/JRg2PC+gsvqgdAmSOXVd3YQv1C9bTBUqo35wVI3FOV9zVoinVJtX6hdV+4sWKHr7IFXubu4NrYDWdOOevBjQc80lXxwIcjNaeizwBhHgS5waawDqCYz+5QeUAkrRdqZvbHDTnKZYIYjGrmYYILDE44SlggLBAWCAuEBcICYYGwQFggLHB5LNDt7aXnu0/Swy3N2bvzXdrWnIcdBaQIhKxU19Lt9TfSmxtvpzsbb6RVfY602PM/djxT8UzG8xUghhTYKEL/8Ic/2Ly2ABoCXaQX5lmLZy5PN8zzHAvPbLzynAd4HgXL829F7MEt4M/WHDOep1l4NuY48/6qgGVvD6+0hWd84DLzRtNf6adkNEOVOlxY1+EyA9rpk8QZJgd4w1uL91fFAg6XOd70CWCE+66tra2j+NGi2wMIQCABGHFlGvCAcxJ/yuLxr0nqBkAoEYgnjTODr/QZsGyLAvEKw2szxOVAGdMVAxBS33bbzdRobinDyI7UcZptWb5jWfurAGI16Gu1smpKXIPL0+1iYWujSAQuY6+2IMXq3rNU3ZbKV6bpA5f7zfR8qZxWBXw3BdEBSuct+Nae7ASwbmrwHK98xp7Mr2wpsWW3uupTlQ3xUec5Psfqp8MLsKQPGEzij6qHATIAn8FlUvvmGO2x38aH2VsAcKfr0r4y87Q1uKBDn9KABdSr9EWbu1gDC+gLzL18VeAyhsLfrKjfrpfqaUfq++JhT6ny83zSwOW21PrtYh5Uwf08ymWgIDhVGD2plwognqzcPelgcJ3Hf+LHgccOl319rvMMPPN7WPws6/viMNbXt1fcIvdGpZwWm2cMvuI44Zd93mWAJtudprC2AVR8jG1R0BcbqO05ZfV4n0w7XbnsAwG5T+NeDg7CtYJ7avwGdaR9rNft5vTZ1JF1UfziC+hbfMbH5DplOHuogQ8XV7KKmn7BtcrmUTa7DK5nOg4l84v5fGHQFNeyI7gsG0UJC7wKFgi4rKOMA5vEAfNQy00/N9Ksz+98Ge0sfM8cXjhUAhV37949uqjghHGwOFy2xXo8OPKbKGGBsEBYICwQFggLhAXCAmGBsMDlsQDBm7bUDc+kWv5+6x/p0e73aae9pXhcV8oeqSJq6+n2xuvpjc130u21O6kuuHyVAnCXx9LT1YRgFdADAPPtt9+mL6VaJvUwC4plnsMAy0Bl1MkffvihzduLkpTnL5SwPI8R/OI5j+czf8abriax9qwtAFAlSMlxoZz0zD3r/c5je/QxYPFHH31k7aBtBJtH4bLHDYg3MOiB/hnl+luAfs4ABI47qbBJk07/wL+hcsfHET9aZGF/rp7Gv1IPAAh1wndyPg6LKyapm825TCBeULEo4Luk933NiQwaZb5TU6oKIiwBnqcs/LYrKMZ8xLuNp6mp6Su6UiUCKNhXVerbleqqDfzive1/yn0sanVLDSuldVlAT/rltKL7C9TW5GwgZXX7oJ92lOZ3u9NITeZhfgnwYnaTnYDxjZb6GnBZkI3rIPC3orTbgOW6oDzzJM8qIwvAH3DJfdKy5sJdMiCmgQYC5ahHeQ3F32J6HBCfQQukRd/baxhcPhDgFR8M8QAAQABJREFU59xhgAFAGbCMcj3D5aygXUztzr8XfFRZ58mK+u2azv2V/VYqaa7lQy36N7XVzxlM0dI6LbIdaFBFT/4NT8tvbT5d9U9ep9Vq4z/x256pxOGx38cgMuPeFH/K4Ej+zm8cLvN6UmG+5YKdP+BfFY6f/iPFN4ulxdZ3dgBP2sgPvmcbrrbliQcb6Pibcpn2j+cU1HkULnM/7SI77ml4PwqXUWf35cco2MT8gPoa90b52SnvDz/EoJP+SwygsZ281D+yh6rDdcqG8eh97h9cywT7uZ5pwWr4NAZN5SMie+r47utc0htOppeqRfw4LHDZLTD9ndtlb9E564eDoDBKyBecvRdzenJ2vPqCs2OhDL/3dfkeh8tDMQ+HONrhNBfDjpbvWc+3zW+jhAXCAmGBsEBYICwQFggLhAXCAhdrgUMCQArAPtdcy49bT9Oz1lba6zUVBDlM1ZLmc5Oy50ZdA0YFlteUyrIohQSpOKPM1wI8fxGU+/77702pTBrsb775xlTMBOcYxItS+YMPPjCwjHIUyIxSmWcznruiXD4L+HEhIHkdig9ycEhIwJnBEKiXPYhMnID+StAZeAe4i/JqWAC47Eo2jv9wzAjAi5KZvrPIwQbsF8jtKnsy8PEd5yYZ+Xy6uEmPEJ4WaEAQHkDFK3CZgLwrvAjCswCfpy1coztSXjYFSXcFmJuCRh0UuEImANGqVL6rtQ0tyhRo01ZcjfT6KJhtzmPmPlaa6oO+lMZSX+6qrdsCy81BCuNp7eXro1Du9bppD1Ct+5s90mIPlMvLSiNcLgsua7BcvbZmNkTFOotC+lhPg8vRXoaFqS4ZLqsfCCjxOcr8LWB2Vz9qdwWXdfwZpMF5yP0Vx4kBlAwyqOi+tmypzK/GvS0+h7qvaGDERnUjrekevtLXLOy9PK9yG3+hPt8QOrW+r79n5bLDQ5SpA7g85b2iQ2N8JgNz8OHE+yn4d67x3IfCChi8w72Aw2VgrWc79Xsh++Hgn2X5M84dkC/Qd8mYRFYuA5YtFbM83zSFtTnbHDDzGX89POey9vSDTTpcZjAU9aY44xhWLvsgQTgLdmDueOpqRTvL+yItttoFczlAuQxrETY3YC6sC3eZ8jjkHbzcv5wHOWU41ypVQf9ZfQ0sFyz1On6R+nLPaoODRKPtN4LiDNToayDysqYyGGPCl6tc/DoscIksMP2d2yWq/DyqwsPed999Z6PdceoUnISNopGj8/d8PwyU+UwZvgD433G6LFxk/NUu1lysBJS5wPCwwGhVlkU+OORax79hgbBAWCAsEBYIC4QFwgJhgbDASRboKEiwreDTk14rbWlhXrqyRqKvKVqwXtC9PEFgBWCLCmTpgSFiCCcZcsbf8+zm6bAfPHhgz3AEr3i+IhXxL37xi/TLX/4y3bt3zxTMKEID3M34IMTmTrUAwVZPgUkMAFX93/72NxsUQfCZvxNoRmFPLICg7HBM4dSNxx+vvAVG4bIffwYeELSnj+DnAM8epJ9no9kn0wzgT5liAP+KohrATbY9/o4S32HJRHURFDgGl6W8s7SuQET9RxpeoCZzvpakJLT5RY1l/BBojNufKXAFi1Ai7ra27ZV5VAnwL0vpB6Rdq2+m9ZWbBktL+u4qRPpRwlUEk1ZlkzXNd7wv4INSuaG5mHf6vdTU6/5LQFj8EXMs7wkoot7cE2Ds6nOOVWrfgvL1+nparSvTomxYEESZCd/RYQWMMVMpAemC6qGDZcCJ9qHA5Ngp4jrucMd3M7QAxxqYjHKZObdzWuwMQomBl5hvWWC5qoX3Nq/sDPc/r01xDUVxvaZBJXurt9Jav5sq+w2By7b1M2A6mQ529vtpV5kO9jT1TVfnEvPAl2wgjMC6YCfpsceB1dPqTcwfloDvZmEQpANjrvf4cjLoAFsZxMN3+FN8Puvha9t77VStCUiqDN8P8N7BL5ifgRkJCCtfyqAMfCHHdNqCH8YbA5n5NW0G9uZ01eP9MO105TJ1Z7+0hfvvYbjMNY56w0NcyHegtgOO+Y0DW/wdUw15e2nLga4NB4LR+keOYoCvtK1FFexi0F27FPPWdUu1HYBlBkIxzQODpVjH4Dh1kwEB49Td5jDXtQg/rh/LsFdjcMai7Bv7uT4WCLg8dCxxbIwcYq6uTz/99ChVFQ7SRqHIUeDo3Nm50+YzF15fh+8dIuNA+ezr+md267AZZ0ugg1RZ7Cvg8tBBibdhgbBAWCAsEBYIC4QFwgJhgQu0AAGCNnBZwaln/U7akXKIQE79sJBuKPS0jqoIVYcCsYDlKIuxAM9XpBb+4osv0p/+9Cd7BcLwPAWsIw32b37zm/RP//RP9hkF6SLgzGJaH3u5Khagzw3P541qGZAMZOZ7nv1Rg7qqnn4a5dWxgMNllOss9Ae+c9CA8g3lMH2FgTH0J+JOsy74U8AG8bB//OMf6c9//nP693//9/TZZ5/Z/olveUpsskBMBZdVWeJlpKMuC1CiXja4zASWFjsTWBEc7gj4VPibUvCKCk/Mf6k7MLnREcxpSykoJW5Hg8EAlOyzpkFf68oqsr5yy1S4RSkar0RR/ctCL4DlG0qV3RVkfi4g0xK92NE9SEv3JV1ArI7N8jn6BOCEOY6Byi0tQOaeQA6gxOaq1j3NSn1DC9P4rarfzQ7Ki9EYWBZ2slf6AVCZtNg9tc3mjr0SB+lqV9KVy10df+Zc7gqyWlpsHQ9gH2plUsmzlHReWurfK9FkpcWW4pqBEV318XXdu9e6W6nQ3bbBLLR1V/OzVwVFd+Q3WvI/wOU+8X7gIaptnXe8ktJ/mjIMl125jD+nAF6By1zz8aFk2+Gelb/zGbDMAJ7WXkssVXBX5/Wwv1ftMowVwGQe9mUdJ2AmKZiHlcv6aqoCVEaZa8N94BuCoKRFB5gaAxmzNUCxw3AgM36YtnAPMwyXuWaxDf6ObQww86qF72hRBtnYGvjKumqW2tQHLuv4HWoBPKsDjqnJ/L4y5TSgWEYGLlM/lqL6SIbLysQhv6iayl4aiiB75foDl3VMdR1i4BTXvKUlefNIjz2/gxVbvlALBFweMT+OnLQUjCbmgY/CCM1hhz7yk3N/5OKBE2bbXHQY0Xz//v1zby9+GBYIC4QFwgJhgbBAWCAsEBYIC8zQAgpuEPBuatlRkGBbaqE9BRlIUbkmxfJmsZo2BJZrCmIVCYhHWZgFCGqhqENZB2DmGY7nKyAM8I7nKgAzS5SwwEVbgJgCaiVStb/77rv2/E8fpr+iBEVpz6AIgs9RXh0LOFwmFgRcBiDzHUIE+gcDZoDLgF3iRisrKEhnD5eJgwGWGfxALIy56wHMn3/++dHBYDAPfZTYladBPfrjKW9AMzkgL6WXYFVOjS1oIbicFV49+W7gsuCmrqmAZSAW0GGSQmC/q2wiLQGjBvOodpsCGF0F8wWXtS2bc9kg6YYpcBPq6CtQaH1Z9xqrute4UayllmwDVN7TH5pqc1P3I6T3BQhWl5U1ZTJzHbUcsINqnG0Al3lFxYocEqgGnKtW1lJNqbGLDJ6bIdihqhxhg8sCScy7fKC2mXIZyAcxizJ3C+Q+oLi0+lBb5w19iT4BseQcBCiTVp6lrP7HoJCrUICZ1L2uVPj0qbVeI9UadevX+wLN+BoUyyWlhd9RNqIWEFC9DrhMwmlL4a+2FtXn+W+agu8GErtyGd/KvSkF8IovR1zGd+vr6wZk+ZvDWtbn99wLcN8wWvzc4UhYzXQeo/Ili4ENyoDMTlFYO8Nl1Mu4Ef0nO6BaNuXyCY4FUOzKZb8eAJcByyzUnTZwPeOaleEy8xDrPFfb93vqZ0vao9JI09cs3bf8Dvum/5lyWYNN6I8M8mWgUEbRUzq6KWwxuuqB9o9fYqASNlLlLPV17h+6nun6AlzG7kW1kbpTO1ddW0YO9a2Dg4psQK6GKGGB62mBgMsjx9VGVGpkDU7RH+x4jzPMTk5uTo7FnIY5PU3bIMfIPAosXBBYnxGnONTh0fH+O98lf2N/bMv3wecoYYGwQFggLBAWCAuEBcICYYGwwMVZ4BA1kILTHaWKfN58lrYbT9OOAm97BBl0v14tVNPNyka6w1zLFc3jqKBbHnF/cXV+lfbMcxUghJSCTGkEWOZZjOcvQN3du3cN4gFsooQFLosFAIMAZuYBJxZAHIG4AemwCTa//vrr1ocvS32jHvO3AHEgn3MZf+VwGR8HZADoMogG8Ix/m4eyHTDAPhikA1QmEwSKZeazHy7ABPysw4/hv5313uZvVRC+rNS6pNdF5UUcjHYepcUW3OxJgYxyeVma3UkL2+iSJlpgrAEkVXrtvhS4KP/KAiRVpcclxTOpnZOA6VWJ8AMisNea5om+IcC7q3mWy2k/7Sp7CvPDAoQbe8+VdvdZKiqtdKGsgSmmkJsMYWA3lMJ7snlLtrNU4oI40g9aamBU5sy3W5ZqVQHRSQ/HROuBYJjTFdwCZKYAaI5Uy6pb8OWJTPlSK+XzD7jc1nmzZ3OV25zLA7gMUOa8qUr9z2ADIOBVKNa/dO7AZulT9bYGSagt+IOOwc22BqI05CN6aedA/R+VKehyAJOBh2XAodTL51UuMzCIBVBMwddzD8CAMvw5fpfPwFc7F3U/wIAi96/8jd+MFogBCzAH9TJpsTl3fCEjwTQnD6cagzlMuaxTsaDFBgMJ9BZlL95nZKrNDhWHy9SXelNXFq5Tfq1yuOycIyvl89zLqLWXC1m9zD4MLsNHBv6AdU05LJ9kKbQF7a3hk7m3oZqe8y1QW9cRwDaw2C4cg3qaclmw2AZKyU+SktyUywOe4+cVg5xIjc01btm2cc66xM/CApfcAgGXRw4Qo2t4uGPkMA96Dn7dGfrqfGbBaXCDzQhPbvx57ymLSHXhN/84XtZle14A0eZQtR32yQVm3MXD14/XsEBYICwQFggLhAXCAmGBsEBYYP4WIJDR2tuRQutherTzMD3d/t4UUT0FBwh8r5fX02v119Mba6+nTaXdY263KPO3AM9UPEMRsAN8OFjmOYzCM9X7779v8I5nsXGqj/nXMvYQFjjZAkDkjz/+2AZB0J8JvhJEZkHF5PGDk7cQf7lOFgAscNzpC/gvT31NG4ESqIQBv/wNxRvLrAv7IZ71u9/9Lv32t781wPzll1/aXKGj+0KVBxRxoDCZj83TyKHwIs0u6mVLi61APTEy0p6iXO4Kbu1XuhkkWOxsdO/jP7ONroL3LUFSADMpsZmjs6zcy8JhlmrbwFj56oBla6lihxXZak1geVNzRu9oao6aENiyVJjAjD2l/97ZfZKeF+qpoHuWulJ/l2prijlOBgAtLbbgcltwDcAMXBaVt3mvKwI8wDXmp16yOarH2/683wLHqGWGy4Bl9QMtqC9ZQrl8XstO9zv6wL6OeUfHHuU6r3zWoTCQXNI5A1iuKS16We8BaFeiEHdHIFZQZiE1pgYg17lEv27pXNlXquLGUlPplnU/qcEae2pzT5kOmG9ZumVBwwE4FEwnhv8iin926/Hl+FSHy/hL2AHXdhgDvIAFIMt3nomCwWYOl3nlM75ttFAXzh0GZUgPrHeuXM7p5PN85aO/OvkzfUBjU3LqZ60GTKe+OS02cFl7HGMA2knbaCuvXMvGwWW+c2Gd+Xvdw3e6Uo/rN8WS+pp2nuHyAGTbvlQr+QHALtcHFMQFfdYV4+SGzOov2FzXub76CMpjADPXPeyMLSyFNwMPdD2zKR70WjzEXoO02FrH625gWep42gCgnswzz6ohsZ2wwOIscEWuDIszCCNsSPUD9OWVgiN0KMwrDpELAM4TJ8PNPlCZuWn4HX9j1Om9e/fsQYFt8P3ohQFnTHAEx80DBQ8MrpbmN1HCAmGBsEBYICwQFggLhAXCAmGBxVuAucuagstA5Ydb36SnDSljFcgl4FmV+mFdgd4766+l19ZfTzf0noA59/r+zLD4Gr8aeyTYBmxBqcxcdcBlnsUAHQTrUIUCl3/605+aCpTnuChhgctkAfopMQfiABR8hgVyFUMgjuCB5stU56jL/Czgx9zBMfDBY0LEkBwukxqb+BQxpFkVhyBPnjxJf//739Pvf/97g8u8x6eOK1znqBfxr0ZDyr9Bn6UPn1gECwjIE4gvayAWalxLEUpsTf8BEFAsA5j39crgrmkK1+Wu4ENT6sOmVGLMsbqkbZQPS6kqWFQZQFKdbNNs9sLXBWlxb7Gm1L6bqzc133In1Q9aUiljI6XeVRrw7caTtLUsYI8fkbK0WJU6e0KEge1RdbZlrz0BZuZfznYrGoQjJfe8YCJHAjhWVL1RMJtqUn2rp2VfC7BrARjpwo/xRVeA8xlVZUfnTVuDMkgvbz5GoJUBIJyvplxWv2KAhk7ci67y1PsvVeqmwK+hZBaeLKlzKTGzzbO8r/OooU8a1qL/FPvXgJQXWRYEDWUDwOc0xf0qcJnU2M4IuO4T92dhEBG+k8E53KfacdA9AVAZWMvC/W6Gmsf3jl9A38vdLefQkp0vGpShtqBe5ryepujnL5TL+iGp6pnfGNUygPmFlvj4Vmmnw2XaSAEkA8xpK21z5TJtdZZiIruOMkMJLtueVQED2bI1r/hpq5Paw7WgL9/OvPLYaCFFNmRwUr4mabCF/CLZrCj0BdT7KNttASxr2Te4/KKvcNwA4q5c5hoHRI8SFriuFoin7aEji7PD+aEgtps1OXQKjnD0ZpnvcJw4VCAzwQ1+z2fW5aGR0fJsy2/ARy8M5nC0Pr/D+fIbthklLBAWCAuEBcICYYGwQFggLBAWuDgLMMK8pXnYnraepccEb1tbShfYUsilr/SapbSmeQg3V2+nzbU7CvzqHl4BYN3SR5mzBQi2AVmYZ5l5QVHbEbzjeYvnKdIK37171+a0RSE6mapuzpWOzb/yFvCgKM/9xA5Yzir8hvWjvBoWcFUbcBkVO8CBeBEAlwE0TAMA8CXeNIvi4JqpBYDJf/nLX9KDBw9MMMF+6KPEsngFcONnKfhg/k69WIif4WdH42XDdTQYooA8imVgFa8E5vneFF4KwqMQ66IUA27p8zRoEZjS5ZpNamype7sCAZo2WCrfQqoJkAKX5wVJh9s56/fYB6C3qnsMFKXrAsD17nYqdLbFPgQDlRZ7t/U8PV+upJpSZ9fXbk0FYEAdpoCW3fYEUEiRvSwAAlyyxOQDuDTrdrE92sZ8riWhK+n9hPqycjKUy/Ow9snb5Nw5Ui6rj3U1QAOYp0OSjw/nrNKil5lzmww9gq9XsXCPXpMfqCvNNQNO1EhTK3fUHOYv72juX+ZbNqiq9WwgjOZmZ07d86TFduWyw2X8KLF+wDJxf+Ay13f8J2yBAnQFuOJfHS77vcOwzTkC/AIP6tjbU2Kj/p8WYfY1wMTnFD7kngOgbOe+YK9ec/uPH3fqNQyXMyhO1h7uxVm4pnm7XbDH7wwuC0bzG1gyI0kA+gw44jpi1wV97dcGUy+rT/KZ1h2viVaccaGOffnEnhTHR8plgLOK+S3g8kDZzhQPRfUtfCeQOdd/UHcD1EqJrfPK4PJgGzOubmwuLHApLBBweeQwcGO8ual0MnL+3DhTzEGMPNjhHLkQDMNkfuMXCLYBXGZ0Kc4Jxzn6IJCdVt9+w4WGB4mAyyMHJD6GBcICYYGwQFggLBAWCAuEBRZsgUNFL5iD7WlnNz1sK3jb3pGiY09BcYJTBcFlpbYTXN4QXK5LVbRM0G3uIY8FG+ES7o6g1OPHj20+0E8//dQG+KKg4zkM5R/PX++++65NcQQY4XktSlggLBAWuAoWIBZFTAgAwSvQAcjAgBoWfN1oTOm87SI+hUDij3/8o82xzCsDdgDGxL9+/OMfp/v37xvoZj38LaCE31EP3rMAEYiN4YNPKyjSigrElzWtBKAHkEDsjIFcBN5RTDLva2+QglQhtIkLuEFILLUESWQhmzsVRSwgiQUFLsjiyhW1weCy0l0fqPrA5Vrrsakp24IZwOXtpZ20VVBq/fZmuiEbToOWsBtK4TYptg8F+HUsYD1KfmxQnvlp52U3jj1wDHUkS+4LUi7rOEqjqH+n6ABX7sBengob7NPx7+h+lwEMDO5AJWpwUUcfyFrSOVvUoi8vT8WnrAkK36p8waqAcUOv7SWdP1JnHywJMqvf+5lDfy/KX5QBy6hSgct2Vky+QxequXIZruBgmftU9+/4cr7H31JYz5XLvDIAiOMzWjgKlp5ZdaVdBoa1HgMzhInt8+hvTvyszaMOBk4bumXjOjdRrTMgx5Xbo0eeelF/rgdco7yutGdYuezXBq5lnOPW3/D3SovNUioqsbfqgBrY5lyW7VmPwUXAZKubfF1WMCut9A/NcWLTzvsHg9qqI1AY9fK+DbjIg7oYfEAWDvoFYNkGSvGqY4i9+DvPgtk+PW0jz7l8IFid520+b63id2GBy22BgMsjxwdniMNntOiwI88O7sXKOEmcJg6VIAejj3gY4Kaa79kGadlYKDjc0QeB4e1zQXHH+2Iv8S4sEBYIC4QFwgJhgbBAWCAsEBZYtAUY/U+KzadSKz/uNtJ2VyFrBTgqCiqsKTC1Lri8pjSVK1IKMQdzlMVYgEAWcy3/9a9/NaUdabF5FkMFglL5rbfeSm+//bY9g50FOxZT49hLWIBY7Who9myrnOc3Z2811rjMFsBnEYcilsRCwJ44Espln4ptNKZ03vYAPr744ov0b//2b+m//uu/LBsE6bGBAEzX9tFHH6Vf/epX5lsBz8Bth8sAaAcngBIA81llmWB8CbhMzEywCpWXAvFMQUFaXqAWc/5m5TKB/MkpAkF7g8vCIy39DhBb03W6rn2sCBJVgJdnVfAS/h0fUJC9SOd7KBi/3mumle0VpcCWbhGwI9sJ8afnGty2ofsUUhsDaqYp0gMKLmfAxnuAclXbR/GNqnhedgPBmHIZFeAAyBwI9pES29JiT9OIWPfcFmAwwr76Eank6T+kAGbe7UJfcFX9zyFa0nG6yoXa06fXdS41dL705GLahWUDzG1soAVQa3BZbWWucQbBoFDN8HfyMwEfjd92H8k9Kj4SZoBfd5/J/Sw+3+Ey6wGVh5XLo9lPOQamntW/pirWK5pa4LAQrM1bPs0AE9I/W9pp1MuyAcrlJbEJT/0MMMVP6yaGXR8V6kV9uUZRZ8A4/gqeQltZ4CK0jTYeg8v78l0D5TLr47Noi+1L69M+CtCc64Mpl1VPoO8iSgbD+ZqU4fILMEx7gOA23/Kgj/AMWOzre+sr6mmqvg2a0nnU03MkC9e4RdV/ETaKfYQFRi0QcHnEIgBeFkDxJAUnycUBx8nvcDa8+sXDHwr5HCUsEBYIC4QFwgJhgbBAWCAsEBa4/BZo9/ZSQ8tzqZW3NQ9dR0ECVDZrClSvM+cyKSgFmAMsL/ZYEqwDLpMWGzUdsAN1MjAE1TJpsT2V62JrFnsLC4QFwgIvZwHiSMNw+fnz56YMIyU2C1CXgP55iwsj8KP4z88//zz9+c9/toE6pL52sHzv3r304Ycfpo8//tjqw35/97vfWawLmIBy2cEJEOWsOhETA1ZYWuxy1QCzK5ctkE8QHrhMGlLBLVRq0xSC9x39DgVuR4CSmBzKwxVdq1ek6i0LNGdt4DRbvSTrAnUUcyRDSr26luqlmqX3bQgEAV2a3Kdo8NtNvXamVMcdyF7Muawci1oEptgVYFlQvoZyU3acl90ASEDlkpai9kMf4agD+VhCubyY/sf5B1zm/EG9DATTCZiKAn5ZWU664qsNlrEkyJJ+vSqfwNKUn9il3+uVgSmATFqJIhigXta6zA1vcBm4OkXBH+IXuT/Fd1K4T4UbAJjJSgE/8OkH3L74Z4Az3zuwHRakeRVAr7QHGM585VwROF8YFHuU3tpXPu1Vx/hAxx0/gs9lX4xNMXWu/HVWL+cpQh34+uYcLHM9ACxTd/wu7aRtLDAVB860kb9bfxtA6Y7mXa5V1Rrt15TLWod98huri2Ay4NvrB7CdCpx7Zad8Zd8MJrY5lzXgCRsd6pygUDcguKnaUSxroEJBgxBKffUb9RlAPMcnq58RIpIWW/bR9thulLDAdbVAwOUZHFkeAnCWOBqKORwco5YoYYGwQFggLBAWCAuEBcICYYGwwBWwAKPiFWSxeQwbT9PO3k7aFVhuEbbRiPS6gq03y6vplpY1BXjLGrUeZXEWAGaQEhu4jGIZJR3PXSiWgSF379619zGod3HHJPYUFggLzM4CDpcZIMMCYABOzCotNsAD3+lzLAOMUS+jikZB9s4776Sf/OQn6YMPPki//OUv7T0+linfXHwBSPC02PhktglYOKsADQjEl3XtRLlcUCCebQMLUKehnGS+V5STqPDODMMTqAcCKJX2XruZ2nrtKrUzNSH4XwEiaV8rWiqDoP9ZdbzUfxeYAXZxH7IqWN441DzFslNL9tpWuuxdzTXdEShOgmWTFqAN81N3tJ0ujEf7KGrbKKWrwDWD8tOBtUn3bTFTg8sol3MslXTYwjiC3AOElMOrk24y1juHBegtpFPuCn4xiJL5l5d1XhHJLguTkV7elKvn2PZl+gnpnavyCWsaGLqqZbunFPB9Dak4xN9kXwIVtH4JXMZXaSnpfJu2/YBXALHDZXwn0BWwzMIAIj6j6PXFwatnq8Cv4mvHK5ez0pfBGQBm1VpPKfk4cg5NBGBps/w24NR8LnBZ/8kA2tpAnSs74LeZD1lfHytAcAfLXkeuX7SVe3AWADN/o438Ddvy+eAILitTRY/t47MBy4j1BlxFfdLWVb0AsxnOLki5LGviG7ELg54YcMG81BT6ApwnK5dfwOWiRuYcKZdlQQfUbMPsK1uHcvlYF4oP18wCAZdncEC5mcbxDY9E4TNLlLBAWCAsEBYIC4QFwgJhgbBAWODyW4AR5t09JZlsPkvPdx6m7dZzm3e5p9R51aVq2iiupNdqN9KdqpQHSlVJGrco87cAASwCdYBlwAhwGRjCdyiWASKo7O7fv29AJgb4zv+YxB7CAmGB2VsAwEBQHrB869atI6gMaPA5l89SCZ9WK2AwUwr89re/tXmW//CHP5hPJY7F/lAq/+Y3vzG4jE8lEwRwmzoBCCgAD+oDOGHh/dl1Eq7QAC2gcrkMXNb1U/BS+VePBeEJ5B8pl4Efp5RDgENPKj9ds1utbRsU1gMCCGAUNfCrKoX0ChlGbCCY5jW9BtdrQJ+l9gUua9kRxGgLp+8IqjcEP7pahmOSp5hPYKmf1eKyWUdQCbgMgGMe0aqgWg24pmMGEJpH4e4JOAZYRi1NXxDSSfvanSkxbb/z2fc82nNVtwlQZDAHgwwAzKhDgcuA5YoWFMzqVFe1eUf1Bl7W5HfWpf7fldL/mXpZUbmxlwT/aJ//B1hFrVwi44Gl78d3TCcawx+6j2QgDr4T6Ipy2VNiM5gH4OpwmfeUYbjM+3HnM/gXqIyyXGhW/+p05jgOlokOF6xCx5vnngMtKITZF9vCV5qSWDbL0Ff7GPEDrq6mrfyO+27aRDuHlcuwEtrI39nGYV9Kefkc2sacy/s9pkpgn3lf2U/n8x4Ya3Mu49eB3/qsfzDTXAvtsekaZBezD/tn3ypZ1U222wyWbaAU79U2Vy6zHnU9mvJBfQw4jqo8Sljgulog4PIMjuwoXMYZ2SgbOdIoYYGwQFggLBAWCAuEBcICYYGwwOW3AEGEhoDy1vbD9ExweUfv96Sk6ivAwtxrNyo30murt9Od+k3B5XrA5QUcUp6rCNIBlr/++mtL5fro0SODGjyDMdfyj3/8Y4Mh9+7dMygDoIkSFggLhAWumgXwXajaHC5/++23pgoG4pK2GtCLYuw8hWD+w4cP06effmpwmVe2jzoaePyjH/3I4PI///M/m2KZuesdKAMMeA8AwSfzG4fLQIaz4LKhAl1HiwDLAVwG4Biw0PYIwgOVs3L5RSD/tHaiLOt0mqmp6zTX7T29R3WpjVqQv4ZCsbqaVqpSCWq/1wEuA5RWBJU3liupIfjVXpZieamfmsJKDSkw20qLTYpw6bVPNp3sLcohqLMnuCO1t9YHSu+b3QS7ZKs68zxL5ZlVmxn0nLzB8/3FAJkgVklqRaA20CbPG5tBGSCG/6LM1wJYGOUyqnfm8OYY0M90xggwC7Tq/Xx6wHzbNbp1VLG1cj2t1TbSmvp+Xarl0kFbcFlrel+TMfBJKFABy2XOAQ1UmeaeEv+Ij+a+1QEsdXG4zD0r8BXYyoJPRcUMmGXfDN7hd/z+ROWy1iN9t825rFd8HrkeSCcPYJ4g74PBzz6q2iGA6sravG3UuZybeepP89UDo3baXasf1wH3/bSFa8QoXObvtM3hMuc13wGWSYvd0/uSqBQQ21KQmy8go0UGtAaX6ZdaclrsQSXm+JJ5DvMlZ9UxymMXDnIdoX/YnNwlgXH5S6ZHKukwMGAKKE+hnQBl3wb1Z7tRwgLX1QIBl2dwZHG0vvjmRj/79/EaFggLhAXCAmGBsEBYICwQFggLXD4LEJhutHfTk8aT9GT3cdre03yXUkZRqgq23li5me6sv55urd1Jq5r/kKBLlPlagGcqAm2olb/44ov05ZdfGmgmeEdQ7saNGwkI8u6779orKQcJYkUJC4QFwgJXzQL4LkAvaahREjM3J98BhvGDwGUWPhOwn6TgKwHBgGXmVwYqf/7556ZYZoAO+8GHkgqblNgM1nnrrbeOgWWfRxNwABgAelAPT4vtgOHE+gBAhKwkU1VQXsBGYNRSoApbucKLILwF4k3hdTYeIXDf7rRSc2/bFuAyvz/UvlCV1SsrBpJWq+upouv3NIDoxHZc8B+AsHXZb0PgfFfLjlJh7/TbpjzeEyRqdhrqJztpVfZdFvRADQx4Gi6HQA7Nbd1RKvE9rd/pSnkOuNFqy7qnqQiUAOFQeTL1x7ygPNd2FMsltQnADJQ5FOBk3uc8d6zqhFgnLufDh28u74GSDDDoorYUAGN4Xll9p6IFtfzxHjSXKsx9o4DLugabrK9spl0NqKgftFKhuyOpMCAQf5PBH/3S5lzW+fNCuTz5gEWHyrz6QCB8OIOGUC3j0/GnFHwSQJbPLHzGl/JbFvy8Q81hA3E8UCxbWmwdIz6jqwUsc/wmQZjmdzVAZ1+2yPA0w0+OtgFUnY/YwZTLOk+9F8hU8ruaimDQPq4FQNPhtnANc/UybaCN2ADbsm6Gy/JBujbt99T7Kjr/dXy4JrA/1hNaHgDanBabtNSLgrPsJ6uOc1rs4ZTcR8rlwXzLloUDhbuqXNR3SzqGuZ0ZiPNciVLb4LIdJTUtSljgGlogIiIzOKjuKH1TOBOW63AD622K17BAWCAsEBYIC4QFwgJhgbDAdbZATwHWbcHlR43H6aGW560tBasVgCIopdSam+t30p1b7wguv57qUj+QejPK/C0AxPjqq68sjSspXVEuE3AjSMd8y6TFBoi8+eabR4qQ+dcq9hAWCAuEBWZrAeJHw3CZwTIOIgjE4wufP1d2ja0tA9AMsDkr5sS6n332mUFl5lhmIQsEsJq016S//tnPfpZ+/vOfG1xGNT0Mrol18Zl64XP5HVDa5132z2daAl4ArCIQL/gLSDBgoUA+4IAA/DBcBi6cVlgfoLwr1TKLw2UF4gQzlBJbA8DWV2+mtfoNpciuy05Xn1ICl1ek/L4hYA5IfnbYTQXNHSs+ltr76h/N7bS98zjVDpU+u657lIraTfrxoYISsNttKZ34to7ltuAyx7NngAoAV9W9Tp104rIZczzPCy6z3ZyGW4p4A0s6Pn1SYwPJmPNUcEb1StJhR5mfBTjLgJKafdgW4L6GFKSyzk/m3AZgOlicXy3mv2XAX10+AcjXFCGtCywXm4/V8ux/cg2UFlrtRYFqKfzlR7JyWX0T/3VKcWjKgBv8NKpe+jAFH47vxJ/z6v4VZgB4xbeycF/rcBm/CpgdB1Q5Hq5ctul5tJ183gCZJ4PLWVmrjBH7qJdz2mZXLmMDwLIv+E6+o1A/2gZcduUydeQ6RLscKtMeBiN5G52ZsA+Dy1Ito14GTqdDQWXSYssPsJ18XRhWLmc4m1NTn35dsEq+5D9Y0OFyni/5RTYN6kc9PS12WX0E5XJZ88QXTOWerzMch6NtKKPEwQLh+Es2P34eFjiXBQIun8tsx380zuEfXyM+hQXCAmGBsEBYICwQFggLhAXCApfZAgS2t7uN9FhQ+bHmXW50dglxpooCTasKtN5YvZVu3nhLr7fTEqqgKAuxAKo7YAhg+W9/+5up5QhiAUHeeOMNg8q8ogqJEhYIC4QFrqoFCMATnHflMpkZPEBPQB5owdzLLIBlQIXD53FtBlagWP7973+f/uM//sMA84MHDwwM40NJhf2rX/0q/frXv07vvfeeDdRBYTdaACB8T0pXYl9sF7gMSAGCULdJC+DGFsEKcMWStodiFYVXD5WXFp/f8rRtmnJZYLQhpW5DkBS4bJBUEIhpLABJa/XNtCq4XAEuC15c9QLsAfreUJua+3tp9VCpfQWY25pzudNTqnLdu2ztPEpCOgby67LDKFzO6cSl+JbNbK5qt5t+U9KxqQper0j1XdNCyleHSrO2HQAJlSKqZfaLalqS6gzJgGy6HwN6qTMwIeusdx/bG1gAVGfKZcEw6WTN/gUBtIqOTVlLhstX31wAwZrmW16SH2jIx9SbjzSooWT+Rw5Nrc+pmIGhDHawtNgCh0DEDDxPtgE+EUiKL8QnsgBe8ZP8Fh+Or8Z/4kfxp17w4/h8YKwD6TOVyzodCtQTEK6FOhvMBGhqw5Pg5WHlMs8+gHCAM8WVy1lJjJrY1bjJ0lh31DbaOgqXaRfXIwfMtBvb8P0LuKw67jPABeUycxqr93GKq6+pt9kr7aENXAeAskBan3N5UEWr57z+ydc4BjwN0mKrvwyDd+zC3PRMIWBzLtNPdATynMtcZ15k5PDrGm1gu1HCAtfVAgGXR44sJ/zwMvLno49cBLzgGHGKXDyyI8qjcRhdimP1ctpNNw50ePHfxGtYICwQFggLhAXCAmGBsEBYICwwZwvoGaCt4OyOgtVPBZi3e83UUbq4ooIqzHG4XqylNQWmVqUGWlIgIcpiLADAePr0qc0NCmBm7mWeuYAupG5FrXz79m1ThCymRrGXsEBYICwwHwsAIoAMDpdRuhFPIk5EzImBNg6X+R5AfBJcBhYwnQADckiFTUpsMkAAqPkdquW7d+9aOmzUy6TGZn8AgeHCvofhMvV4GbhM2lBPtUqy1WXibwKIeX5K4HKGHGfF4QnWc81mEBgL6Z37UjMvK06H4hY4uqIMI/Xamtor3Kr9XvUC1KhXVjVFx2ZqHHTSyn4zlXoNiE/qSLm8u7eTnhefpBVBs7LaX9H9yguMlVuP3Tqac7alLC1NLVm5nAcHAHlJiV3XvQ77AbDRJ+dRUF4eKZfVLoNPUlyTnhuolOGypiVRuu8kwKeuooV/oszSAmZr2bunEw6dOCCfflZeFihEoUlK5Otgd8FLjbRIVbWnpvt7BlEYPKfJajtwVsF8aysKVLIf4DcyXD57YMowXMZPA4jxwdjuJOUy5sa34svx+/ACfgO45fdsE187WrJyGT+aFzJCMBAWsEw7+MVZGBNugc9lAAepsT31M/XlnKcPANlZsnJ5kNJadTotLTbXD9pCm3hP/Wkj/IRts1+yTnQMLg/SYquy7M/hsla0Jme2kuHyCzh7VstGrTX952ybDJcNvHNNGhwHy7ggP2nKZfURpnlYIhuHBvjYnMvAfuyPfQeDpvKAKW3jzKMyfV3jF2GBy2KBF4T0stToguuBM+eGediRj7uY4iDdWRL0ACTzW5wOFwVG8fC9j+70UT2jzcPpULiZYpvc6PM+SlggLBAWCAuEBcICYYGwQFggLLAYC+xr7sa2wPKu1EDbSmHWIAygAMeKAmw3NX/hDS11LYxMjzJfC/B8xPMXz1fAZJR3QBLeE3ADvJAGm/lBUd4BROL5ab7HJLYeFggLzN8C+DGUbcSTGDTjymX2PAqXydRArGlcIRW2g+X//u//Tn/84x/Tl5qvHrDMbwDL9+7ds1TYKJYZpINfPQlUE6OiXuzTFWts6zzKZeprKV31ytXUIl/ARIGOngL0PZRq+nxWOVDczVJB67rd1IJyN+n3pjoUqCC9c1VzrFYESZcMTl59MMlUHKT7BgQ1dY+y2ttN5b1n6VAD4rqAdqW6fr6slOBq+4oyrazLlqOFFOTYqsX8zFrazLks2APQKchOVUFpBtGxn7K2My/FN9d4BhlwvIDawKWskgZ6CewIKne77dQrS52tdVW5gMujB3MGn1GE7gOXlda3JzObGlbHgow9AGYGAAAzr01h8IkUpxW1TTOxp4oGtpS0dNREA7OCg8sanFIWfK4orTxpj5cA02fYAH7g2RzGwWX87ri02K5cBsbiW/H93OfyHp/vvGDY/hwNFMuA/yPlsgZm7OsPpDWfBL+acll+hGwPLFkZnH9pymUDyyiOUS7nAQZ92alnrKNjdXTGQR0B0s5IHJbDS2Akw4wDXoKtSInd1T0+26PCy7r2FTSQ10D2wNbUkXoxaMheB4B32BbzeI9qGjDc035tqgb2zzVJtrXBUTo3GHzAAlhm8EuxrykKZCdsx/Ghnf0lALXPuazeNWA/86hzbDMscNEWCLg8cgT8ouCOnT9z4zMKmLkIuLNk3htf350lFxa+x5HiRHC8ONbhwvfuYHDE3LDbKKGAy8NmivdhgbBAWCAsEBYIC4QFwgJhgflZQAHMPQVlUfHsov5ZUtC6oFR2qZw2ivV0u7iSNgtVKR54dCJsEGWeFuCZiWcnAMk//vEPW5hnGZDBsxPpsAHLzBMKXCbdYJSwQFggLHDVLUAsiMA8r8STXEnMZ+JUnhabbA63bt0y+DDaZoDEt99+a3Mr/+lPf0rAZaYUYHAO20ah/Itf/MLmWv7oo4+OBuicBJaJgxGrws8Cl7e3lYJa8MNBCnGw0TjXaJ1GP3MVZcblkoBIEZ6hwD3B/C6AGZhAIP8MRML6bSnumgKlTSlxe7p2k+C3pO1VgGMK/FcESpekPrwuhcFtBbKnCPg0ZZ/VvaepvF221L60v3G4K7is+V3V7k3ZBEg7Wviuq3VbAvKtblOAvm1gnxzlJUGSmmD8Su2GpRWvCLABe+ZRAMkA5dKy0suqXaT8Bswc6Pj16QfAZbUBaL6s9gKf4u5rxkdC91OmEAekqT/to1qWnelnFQFWALPBZeD+NSr0O1TLygmR6vJBTezg7ZMNljWIw+CyVPwGD884B7gvBQrjC/GPwGXnA/juYeXy6IAg5wr4Zvwsv8O/suDL4QujxQZmcP4MlmHlclYvy3uqTqcVA7e610a5fKCFc85/Q+pwH/hh56Xazz6tnSiXdX9O/RgAynWJ72mnw2VXLtOXYCZ8z3tnKtiKtnUEmPeVdYGqkha/sER6/MF6+jLDZV0buCbIDuzn9Fad1uLJ/8Z+bIDLERh2uMxc1zo/TNmueZYBy6WcVYE+Rd1JV76MD9M2AOK2ncEr240SFriuFgi4PHJkcXJcEAhm4DQpw47QV+ciADjGyXGjzgUEJ0nBwRL8IAji37my2X/PK79lwclyMeE9F56TbuyHfxvvwwJhgbBAWCAsEBYIC4QFwgJhgfNbgMCFKZY1Z+NW42na0nyFO0qX11KgbV+BkDKK5dJaulPdSJsKuNYUbLteIbbz226evwRU8Dz23XffWRpXQAmpYHk2I2h1584dmx/0/fffN1DCdwRtPHA1z7rFtsMCYYGwwLws4D6MeBAgl8Xn6MQvAh6IUwGXiT8RdxotCBz+/ve/m1qZuZY/++yz9OTJE4s1ATbefffd9MknnyTA8r1790zFzD5OK8PKZeJW+FvgArCbOo2rx2nb4zoKsiQYaUO2tD2C8Dbnsq6/KAjPCsOjbm5Lcdc8kApXsBTlc0HqS80SbAPBKrp+oyy7VgXwoqUmuLEqsL6i9NU1AWGAel+2aPX30vPCblqTkrklKEuK8dECuO8I3Ga4jOJbGRhluyXBEYOKAmrMTQtkLkrhCbiaR0ENC7gqAWp0b+VwmX1ZX9AxBSz3tDCv6dKh5sfNOvd5VOeV3OYh5436gqkz1S/6ikvTv4BnFdS9HBfBtKzFvD4m8jmlyUy0pqWlgaP7GlRKn6S1nAemTGVgigY2TFLwgT7gBt/M/SrxfaArgBUfi//lftUL/h7wik/lexgD/MDhMtscBySpp6VnBmbiE3SOUvsD+T/N7GuDc8b9zvfLK38HKGflck7HnRNqa9uqM4pl7MDCPhhYyzNTVi5nuEwbqS/b4jdcJ2gr7eE9hfbRLpgK61C4lhlc1pzLbO9QgN/gsq4GuT3al9YD0OILHNKyf61s25jnP1x9OHaWTQNlt+pg+6Z3mG1ok84N4PLgoTCDZaneOTaq3JLqeTjYBtvhenX2VW2erYpthwXma4HJPOV863Bpto5T5Ab5m2++sUAGFwUKztAdoVcW58j3/MbTDvkFhIsKo+xxqjwQsA4XBhzUcOEz37NtUh7du3fPLjox+n7YSvE+LBAWCAuEBcICYYGwQFggLDADC+ie/IBAmgJqOS2kQLLSQjJP4TOB5b/vPkyP9UpQVqgy1csr6fbqnfTG2pvp1uptzUFYt1HrM6hJbOIUC/CM5IAEMMJcy8BmCgE64DKKZVJjv/baa8eCdadsNv4UFggLhAWujAUcOBAbYnGlmMNlYk6jBXHDgwcPjuZY5j3rE+hHBU28iUE5ZH7gPemxR5V0o9t0AILvJbZFvSgOl3klpjVNIfiOwgtcSECSoDvBd1Jik6L3QNfqswrYtK31Gwr+72kqCwBASXE1XaVTTTAEZWKGImdt6Qr+XTCpIrDBgLe6wBht7ui6KRyrAXKa2kNqZGwCzhgtgJqOwHRL6+1pMcW3YA8wqaRtZcW3QJfud5LAkg7RXIql3gUuqw0s7J++BuCijpYWG7is+zXgd2GCPjGXil7Hjcq+uhmW8lSDC6RgRyVOJgB6C5CPOcsNLgswk7bcB71cF1MAAqtq47oyE22WVjR3O1Nckmm0n8o6j8wv0W6tM2nBBzLQBpEZHAF4SoEZMFgIeIwPHeUKDpfxqzAGYC2/ZVu8jjIEtsnxsLTYAx9n29Rk5QBmU8zKh3IOnVaApfhMU67Lh5IuH26hTQ/A9RBcVr1wBPwdpXOn8wIu026+pw7DbfF9W10H7MS4inyX8xFSY7tyGV/tabHd6VBHBsMYYB7Uz7c711e1h/PBUloDhmUn6kyxKR3UN4DLNt2CV0SG80FTBa26r/XxZQzwYTG4PNiG/yRewwLXyQIBl0eOJoGLL774Iv3P//yPjfDkz1wMcPTDBSfpFwZuqBkNygUA5w+gZhtsi9/iiPjeHZJvhwsHima2zTw3/krAJEpYICwQFggLhAXCAmGBsEBYICwwQwsogNrrNNP27pP0bPexgPKztKVU2E+l8nmm5WH7efq+9VQB11ZaKVbTem0jvXbjrfTGjR+lW+uvCy6vXbsg2wytO7NN8dyEMu/zzz9PpHX98ss8VyjPVcwLynMTcPmdd96xzzxDXbfg58yMGRsKC4QFrqQFCMQDJIDC+D0Kii8G3uAfgcvDfo85lv/yl7+YzySW9ec//9nSYxOzAiIzGOeDDz44Ns8yYJn9nFWA0wBuV96xX+JY1IFYGBCE2NYk22JfBOEtLbZAA6/7CsZnuKxgPEBhDBQdrSMAGrjc1DzLZBvhN1Vtb0WAtCa1ZUnv58RFR6tyIZ8LamNVy5rauya43Jf6rys77Agqb2vZ0/txeAk7dwHyAGjBWyDuEnNVHyrNq/pKWdCkjGJT6tV5FuYutfmxUV6jAhSwATgrcKr/c1psVMsGlwVCR2Op86zbdd+2KUFl23Zbc25r6Wre7b58C3gMBTlzEldJKw9clrJ32M9cB9vgGWpkJpI6/3Z1XYNjOtbnOoLLNS0V+SPOLzV84uYCWfGHwGV4gMPlYTWvD8zxjWJXB7LDymVEaw6Xx/V76p/hMkpfzhvqKmirDRuM1flCJoPTig3o0Xm2L19hytojgOrKZam3OS91fWAfeO1D5lxWGut2+8Wcyz6wyNuCcpm2DBeuQWwHWxRLDFYQfDUWosG+DEzC3tpHUb7sKC22vswcBTAr/27XheNiveF9zPK9YWHtc19+MdtG/kd+CTWyp/MHLquyx3bL0BjAMtbSL1R/BkpxTctweZLr2rENxoewwBWywNl3kleoMbOoKjfHpLkmlRCp2Cg+imh4+8MXWAIgfjONI+Vv3PRzURleb/TCwG+4cBAQwanevXvXbtKH9xPvwwJhgbBAWCAsEBYIC4QFwgJhgZe0gAJnXSk0dpvP0+Pn36Xvn36VHjYepUed3fT4QKkk+x1T/Owq4EaAoK7A02b9Rrq98Ua6s/l22ljZ1NRaUmwR/IwyVwsALRi4+7e//c0AM9CE5yZUcyiV33jjDYMlt2/fPvasNddKxcbDAmGBsMACLUBAnkC9w2XiRcSdgBejabGJKX311VfpD3/4g6XDBjKTSQ8FHf7SU2EzTz2A+a233joC1mc1yaGBK5eJd1E36sN+iZ/xCkyZHC6TftaVy0rnqkqgmwQsG1xWEB9QclohaN9R0F4zC0uxq/SzisFVBShIdYuaF2ht1OK0jVzhv3FcMlwupXXNW9yR8q+h/tGUTRqCRnsGjo5mkj1qKYCjC3wWVG6TFlkQiqS6pNYuC1LZ/MeAkzkXjpelHxbABGhniJnvr7KiUnMuq36mqlVbzu4Rc67wNdo8cBmgvCewzALEB+jrkBhcBipXSzXB5WpWLtu5dH0MYL5C8PyGBpB26rcGcw7Llwgmrst/1ACdOp8mLcT58YcOl3nlM/6QQZH4cRbeDxfOYdaBN7AAmhlAhD91n8rn0cLvLA2z6kg98cdJg0soBmE596Uw1sZEbce3w1NOmzpXPiCrczO8tXmFUeceS4udt8123e9zr869OQWmATymjbwOl2G4TBsB1WzHByXJfGpDhtieFpvfW1vk51FVu7J6EX6A+hgUHvjQvG904Wqn/jWVtep7rOhHykquv2e4zLzLaoGB8ZyNA89rXx77WXwIC1wXC4ycEdelWedvB86dG2Zu4nGaFC4EOMuTil8UfNQ8N/1cBFhGgfLwNnDErlxmf+Mg9vD68T4sEBYIC4QFwgJhgbBAWCAsEBY4wQJ6uLc0aqQg08KIcwKnzCfXlTKBOQafS7X8cPvb9P3ud+lxQwpmKZa3+kpBpwB1T79H8VRTUO2N+ma6s3IrbWpZE1guS+FgQZocvzmhAvH1LCzAIF3SuwJHAMsE6nhOApKgVuaVKYV4BosSFggLhAWuowUIyBOoJ0508+ZNU7IBi1kYfMMCZL5165a9J9MDamVe8Z/ADfymz1H/4YcfWkrst99+2/znpDbDzwIEiJGhXAYy85mYF3DAQQOQmXUmKRakB6xosBZLRz9CidwDLisgf5bC6wAwodTOHV3j2/oNGj1SYVc1KGxVQIx00SV9zolKJ6nR1VsH5WJF8GdN7d3QPUtT9zdNWa4jwtE6VIpelMnK1NLXvc8yc4MOisSHpnDe031PW5CZeyWfq7oizIzdAD3zLqYAFMAql3SsVD9TLmvfhwdkfdT9m44xitJQLs/+SBhclm3b3aYWpV/We74D+hWBhDoeBpcFYBlswLG6TgV4WtPc4tzfH0rlu6R+yOBRUslvrN5KG1Izkxp8mjIMlxGZ4R/x3/hL/CLvRwffuG/FT7NOBq+u6lWSe/lXtjta+J0rl/Nc5Tl7D+jSlcsH8o9Jzz42YoB7ZZahYqpae07KymWOP+yC1bj2FADLDPrQq8877RAdnz+srPZ2UP9RsMwu+Ttt52+sw2cU0LAQXimwFPblymVVRbxcvp0enGgAAEAASURBVADVr+p2IHtS50UUIDDHz9JZa9/YBtUywNjmVNb5QD1Hi13X9CXek79iL+r9Ii326C/ic1jg+lhg/ncNV8xWpBzixhvHx6hQCg7QRgOd0BZ3ljhM3psjEjg+Cy7zdwAz2+aB4f79+2fOeXNCFeLrsEBYICwQFggLhAXCAmGBsMArb4HDngKmCqg22ztpZ2877UqZjBq5oUDLroKt2/rumaDy89aT1Ojuaq41pV1UQIkA94rUGusKKt2s30xvSLH8ztrrab2+kRXLus+PMj8L8PzEsxHPXwBlMkgBSADNPGOhWGauUBZSvDL4d5Lyf//f5+k/vng6yarnWuf//O/30/967+a5fhs/CguEBcICp1kAPwdcJksDvpGBNoALMu0x+IZse/jHb7/9Nv3+97+3he9Zz6E0sa2PPvrIYlwomIHRDjFO2/fw34iNuXKZ9NguvsBvAwjYH9DbIQoxMZaTisXPAJm67nLttRiaVkafylyVJyIEoyfss6m5YqWY1nVds5KmA2AI6bAFWlcFWuu6lgNJr3PBZjZvbHlF6X3X0o5UvlvdftoTAekIhrRko0ZrK+2WV9PGmqbdG6S5RuDIQDqUzW0twCiOAwPrKhyPBSF5UmCbMpJjpaWg+llabB00i6fq2KJaJm03cEmk5jofzoW2DXsC7duac5kFhTjfGRwT4EOxXNWc2xUBVwN+p5zLC634jHYGGKxV19LmxusaOFpPq2u3020NNO3KBrXKSnpt402be3ya3QGB8c1MjQl4peAz8cP4TIeqw9uEA+Bb8acAZgA0kNV5AnCZZbTk+cpRLaP2ZW55+dADci4NoCiDau3c0bMNftCEcsf9MeATcIty+YBFbTdlrfljbXOgXC5Y+ufsS1/AZaneB9Mh4Ie8DbyOE+XRTtpP+1iH37jQDrjMqQ3MLhQ0t7rqmwcFMVg4w1kALX6Kz6rk3At2QLls8y7LLhwP4LKGvmTlMjUcc04wBIPa40NtOAb1x8a2rVAuz/3AxQ4u1AIRJRkyPw6CG3cc3nvvvXc0Sug0sMzP+Z0vvjkcny/+3eir/53fsk+fx2Z0vfgcFggLhAXCAmGBsEBYICwQFggLnGEBKV06bQVUm8/S4+3vpFCWOrkpdXKvmZ4JIDMPYeNAc4UJKBNMQyNVULyF1JKrSoV3s7ye3lh9XWD5rfTaulIv6/2aFMvLg6DsGXuPP7+EBQigEZR7+PBh+uabbwwuo8ojgMXzGWo7V94Bl6eBI7998Owlanb6T3/73rOAy6ebKP4aFggLnNMCBOPJ0oAPxB8y4AZwwUCcr7/+2lTK+E58JimxSYcN5EVhTOprYlqffPKJweWf/OQnpmKexndSbWJV/AZwzHZZACFAbeJZwGX2if8mnuWxLV5PKj5naEnX3qIWQvGgDaAngDkrl49TBPa1BATR9bvd3pUqt5E6AEjWR/W2VE51wbAVKRLJPnId54odtic2rNqAOEGy2o20JVtUZI1dTfHRVXrfpuyzvfs07RQECgGGAGYdkkMdl65sxpzMpBUHpACVgcvcC3E0dGCHdzWX91m5rHldUceactkVsgAyoBdZZ6Rs1OuBIDj1jDIbCwDLuqRFZ4CGljznMEM6SPmLwlR9RueRwWXBxWunXBbArFZX5cM0aGb1Zrqp/tWTb8HvAGxpN+rtaYorlx0u4//wh/hvh8vmw4b8ovtWVy77oB32i4/Ht6MSxsdyLfDC74CwgGNX/AOc0Z4fDs6dfT3j7MsnLPeFOoHPI+7YAKrW5dwiy5OnnWYf8I+CnokAy6ZcNi0ubiGn//ZsFS6Uo94sMI1x7GQ8XNbzmimXpa7WiBdgtg0wkS/3a8dRWmwDvIK85gXm7wdwf6QNz4pjFN2adkGfUS4D0ADHI+bEbPpO7fBF62KvozmXVfd8XbNV45+wwLWzQMDlkUPKTTNLlLBAWCAsEBYIC4QFwgJhgbBAWOCyWcAHcOpB3p7uNV+jAg/dHvM+NqSg2k5bjccGlr/d+trmVX7Wayn19X5qLEnxpOb0CZwogFEuKBCtjG/rh8tpU+k0X5di+e31t9Jbgss3115L60qHTYDtugXWLtsRpT4Eq4AnABPUeEBmVCAEZwjMOSi5e/fuuZR3l7HNUaewQFggLHCSBQiwAxRQvqE2BlLwGYiBvyS7Aymwgc28x3c+e5YH0jA/Pb6SATnMscx7phMYF/g/af/D3wOXT1Mu46tRVlNXAMNZAJtLN2ldURcDSGhrXylQTbk8CML/ECHo7wJiHV3nW3s7NldsR+l8UTonbaOka3hdg8HWpOKtCy6XBCvYz3Ut3JdUBGbXNW9sa6WZ1gWVK/1WWuoyHci+lMs6Jhpoty24XJe6uSKlZhI0BCFq9u6kWXZ1PyTbyfYlVN+CatWjuarnbzWAF+AKiIdy2RSy+o4qofaz6Ux0vDNcBvD8sEfMv5bXcw+ARJStgOWO7p0BzdxHc8IAK8vqV1UpeCu6/y0qPbTDvutiDdpjKZ9R5c6g0DcBwcPKZfbhymVex/lE1uF7h8v4dwbtUIbhcnuvfQwum3JZzzCmLh6ol9kW9bA00gy60THFXxZ1fi3rpBr1hazLMTflsp6PTLksiAo+JW24p8UuDKUHB7Jy/WHQJwvvuaZQb9qA7x+nXPZ2sh7r8BnFcreb02JzZpOK30E5PonvrD0aCIE/OFIu6/v5F4fCOaU19cCGXFHQcI/a0utzXLmcleRM93CkXA4X5qaK12togYDLOqg4CwpO7rKUy1iny2KbqEdYICwQFggLhAXCAmGBsMAragGmlZFyqTNYUCG3FBxrsmjuuB0pmrZbz9OT3UfpSfOR0mA/19yDHSl0lNZMQZAVBVpqJaXBq62nVQVc1xSQ3lgupxsKRt9UkPbOyu10S/OwrSoddlWB6jxq/xW19QKbjYKBdNifffaZLcASAAqBKKAKcJmUriiYmcZoXKBugdWNXYUFwgJhgblbgGA8wBblMtOoASkI5jtQ/vTTT22+ZaYPYMEvsj6K5Y8//thUyyiW+f04sEzM6awYmIMBByUol1GpsT0H3UAV1Mukx2Yw0FliDbZJOmyUyyxsy+ZcVgCfGThzWuzjsTnqSirflq7xu82t1NAUFx0NHAM88HvUhisCqGu6dtelSiwZFDm+jbkfsAXugDaTwpc5YknnuyG4XO3upKVew4BsUxB+u/gsbekeB5us9ZShUfMbA2lQe5O7BQVzWcehLKBYl72qAB4dj0VYDUAG4ANkopTlPcCcyKylBRbwAiz3BMo4xqFcnl3nsj4g8Mh9dBu4PLCxbpJNrQpUrukcqlaBohU7LrPb+9XaEv0up2k+vd74QofL+EF8ID6TgT68OjQe3grnMD4bfwqc5dXXc7gMxG1pWZFfLRZzemp+h8Kc5xNLJz0YoMO2XfXvyuW+nplQ3Y4W/Kmtq/NsWLnMuU/a8KIyNnm6ev+t+eDB4CaHy8Bk6s1CW6jbaOE72uVweX9fz3FkmuoIgmt74sfWntwWEK5qofrZvNA690mLvdg5lwX3ddz3tV/AcFYu55TXeMeTlMs5I0e+thV0jeNaht6aAVBc38KHjfaM+HydLBBwWUfzrBvqizjgl7FOF2GH2GdYICwQFggLhAXCAmGBsEBYwC1wSECipfmUFVzeaj1LT6XMeSqA/FxB5m2lUNzpSz0gNUZDcy23NKfy/qHSwunhXmHLtLFUSuvF1XSr/lq6rbnWNgWR1whGCzKTSpOUmiieUAOVUdIo2DkuUOJ1idfZWYBAFXOFAkv++te/mnKZADMg486dO+nNN980wIz6jgBVlLBAWCAscJ0tQDyIwTXACcAyg2rwh3xHIbsDaUn5uwf9gcg//vGPDSz/6le/snTYzFcP8B1XJok5eT0clAzDZXw0A4OAKSiXgd7AAupzWiEIj2K5BCDRsiSgSRC+J6aQ02KbgPXYJthmV0rlplTLKHIbGkSG8hJAgtKuqus3g8bW6zfSitTLZYOVi8Ckx6q5sA/AWdSlS6sCF3q/cdBKtdajtNwSqGfQXWqm7WXdGwkub65qcIJsVajUBnA5Z3HpLauPHQr6CCzXtB7ps4sGh+ZvNwAWU47Y/ZbuuVDI+v0WMBlFJXCZV47xWX1qYYa/BjvivMW27X0Gako9KtCMjUUqDVYyD3G1pkEkDLDUvbAOzDVo9fmaMAlYZsv4vWE/iL9kYbAPr+MGROJbga6AWWC0w2W+d9/KvfHeXsv8bKFAJiUdDp3v+E3gsgFm86EcI4CxQKyuCz7nMmmvC2PcMaCTQQYolvOSk06zfQbimipaPjSxDEq/n9Ni5zrt2fWHc5ZrkiuX/Rz23/DKd7Sfe3deDw4EXFXHnBZbHl9psVEuLy/ngUL5ukT9Bu1RHakrnxdR3Db7gG2DyyiXc0ps0DfXr3EF2zFoimWZDyqmXNa1LVt33K/iu7DA9bBAwOXrcRyjFWGBsEBYICwQFggLhAXCAmGBa22BvoKMBJa3G0/Ts51H6eHO9+nbne/So6Y+A5cVnm4otabNpqwAC/onIHG1KLCsZGa3lAb7jlJdv7n2Znrjxjvp1rrmVNbnmgBzRcE0gikEkhilTuKzHBsYH0S41oa+gMahevv222/TgwcPLC02oIJAFLAEsAxUBjIHWL6AgxO7DAuEBS7EAvg74DFpsQHMw3CZCjGVwNbWln3P331u+p///OfpZz/7Wbp//76ua1nt9jINAAgQ8Gf/gGogCNsF+AEIPC02cIX0sGeBQLZlabF1zSV9NfCh389KL+CyqbzsGv6i1gT8u1IuN1EuCyxzL9ARMGWO0QLgQgPDVpV9ZFVwGdUlUGxSMPRiL1fnHSrfgtpc19yo+4LEq+1nlpVF2kGDRR0yuWhAHcrlW22lEe82U6m3ktXAshnqZaD0ckGqb9mqXqwKMmtQnVJjD7jIfI2hfScBZeZcRr0MJGOQgAMyoHLXlMvMuWyzyc63Pq/Q1k253NdATbL6aAE08x13u6QmBvhXNeiyqAEbOtFfIcucr6kOSvF/+EJ8Ij7NB+ScBpfxrZ4W29W/+MdjymUN2mGbFRT+JZ2zGpjB80rJBoOgFs5TC8gZ6jgyMEODMiwtNqrg8ecOPhpwCnzm/OL48x0+k7rntNiaN4jzdFA8LbbPuQxQd+Wyw+UMhv0X+dXhMhCahWuE28wHIy0N2oQPML8NR1Z9LM23Qd6cvWAR6l/tNkNh2SQrlx0u5zmVX1jkRTs5d44pl9UKmmBTPZitqfli4PiLWsW7sMDiLBBweXG2jj2FBcICYYGwQFggLBAWCAuEBcICp1pAwQSlceuTqk0BEoIePS0dpe1rKc0jimWDy40n6bFSXz/S8nRPKTIVIGvriX9fAReCLlVLf600mQqYrivt9aaCrDeLtXS7vpleW38jvbb2utJJ3k4rCkYvV+vHahRzLB8zx9w/AJafPHliabFJjQ0sIUDlKrx33tFAAMEVAnRRwgJhgbDAq2ABfOAwXEa5DHwYLSjV+B6wDFD+6KOPDCq//vrrFvgfXX/azw4LUNihrnOFHVCE4oo9/DhgZSK4rMA7yuWy1Gqol1GtpUOBEEXoAcsGPHT9P1b0PRCsJWi6K8Dc1JzCPSl0D9V+lGJVAbG61JYrA7hcQnF3nceGQYCNaCitbn9FmVd0bNTmmuAM6Vx7AiO7Snn8XFB5G3vp/qkipXNXQN4UwWjpBKWLujcy2wkk1nTfVDSYuADDUX/ty+a+FWTmvs3UfuIvhwCywT0gr1k9eKw3xIeXsIDBZcH7DqmxtRzovFpSf0HhSlp0VOSkw+b4RDnbAg5beQUC45PxjwzEYXAQPtPTXQ9vDd/Kevhv4Cz+3tdjG/hSVMKtlubG1nYP6vuCy8rDBPyVz8zKZT3z6L2llNd5Y8plHU/STnNcT1L9A5JZd1/PVwaX9QrMNZcif8r5CGAeLvwGf+/K5XFwGZA8WrydtA+4zGeHy90uz3ka2KDvUGTjA9gC9bA6Uk/1TVTLfF4EnwUCy5IGls336DP1YvgxCxB5nIfkW+VjsOsRbVGjtJ0MmCOx/2iviM/XzQIBl6/bEY32hAXCAmGBsEBYICwQFggLhAWuqAWIHRwIFHcVCAUmE0R+JtXNlpZtBZO3FSjd1bKj9ztKh73bUWrMfamXFHwo9QuaQ7kgoKxUdPWb6ebanXRDMHlNQVfmVl4VaF5TcHWtqvmWtTBf4TIBtCgLtwBBIoJLBKkAysyxzCuQme9I5cocy8CSe/fuWUrYcUGrhVc8dhgWCAuEBRZkAYLx+D2C+Mw9T2AevzlcGHQDWP7kk0/Sb37zm/TTn/7UUmPPYzAOAIQFGEJdqBv18XSwkyqXCdQXBLEAyyiXCwLNIp0K5wOXs/KOtK4GEgZRfN0aGHBsCY42dP0HMqNkVgJZU0GjtqwpLXZd8wtXlI1Ek8dacH/YVtf1fUHppcsCQStSHa8KbvRkLKBSQ4Pytg4yYN7VPRQQuaP7qp5SIXMNJh05EL6GAlr3SVXdI1ma8kUaSvsvsKgvGLRRvRgwwAADIHjP0mJHUtlZHhJAXU/2ZdAm8y0zmHNZ511R3ytHgc7LrIyd5T6v67Y4j/B7TAlgAFiDYwGl+EgyPZyWFhv/eZpyme2xXU+LjZqZYmmx5d+KylqQ02K/UPua0lfHc1/HlQG6fB6nmDWAqr8BTwHMlrFJbVHyJ52HgsvyDQDm4ZLv25VOXRCd+3R8P9covy74NWH4N7z3drIu7cU+gHPa1+sxuMGzRQGYM1xmnuglLdSLOhpgtgvC6NZn/5lrDecIquUj5bLqVdTCXMrUcVzJ1zXBZbNfnj8e61s2jrFHYdxW4ruwwNW0wHFvcTXbELUOC4QFwgJhgbBAWCAsEBYIC4QFroEFCCR0u+3UaGquwN3Hpkz+x+7D9B2pr7uCzYcKZCuY3FFQhMCyHv0VmCykumZV3pBC+VZpJd2ubabX199Ob9z6Ubqp1NcrpL1WUJUgakmKDBRTNt8fI8vHjLK/Bma89E1AMUFA7vHjx+nrr79O33zzTXr06JEp3whgAVLee+89g8t37961AN2lb1RUMCwQFggLzMgCBOD/P3vvASfZVd/5no7VOUxPT9TMaDRBwUooI2QhhDHBgDDLOrBOu8444PScvcZr1jz8nPDb5+z1szG2wQYbCxAWGJCEJYGEhOKMpBlpkjR5Osx0qOow+/v+b5+e6upb3V091aF6/qc/t6vq1r3nnvO/556693zP7/9nYUAe1TKQAgUcg/Mx8X7Dhg1h+/bt4eqrrw433HCDTcpBMceAfrkTx6M8cUFlB/AAgBDKYM7KZdXLYi4LiNYJkJjybhylF3BZv+pS3aFKDoKgoT5OAAOI6Vj63T8jRe6gvh/TdlU1gmH6Lc/grUQTxogVmx8ntNw2WI75AYnrtTQL0LYJMGf1flCauSEtfYJMvSNSLw/1hQbdIw1l+822/AbXqI0QOqRRYUGasJ3Uy7japd0tWtKxOP9MMAAug2QMLqtd4RrblJVFANmilXGFHYgIsCO6l87KNXZOCxMR5ORed9G63HQOcFmfuChfYRUvY3W4frhXBbLitYH7WWAp6+kXAa6olueqXI4eIdiX62+qW+wJ5XKEy7puuWYS5TL9p64dnmcmrh27bgSWx+zcCtxCSwtSApcFPnXuE+Uy2yXunw3w2nPSVFxEfZnoFOEy72O5qe9McJl68bvBNtQPMA1gZsFbFYVkPX9JP8CqBC5j0+i2O6UqBTU7/49mG5UHMGwhGpQlGn6gcaJcTj8GZU+Uy/znfCTKZctHeTFFxpNbYKVaYGpvsVJr6fVyC7gF3AJuAbeAW8At4BZwC7gFlr0FUKsMSpl8SjD5mGIqH+47Eg4prvKRwVOhTwrlIY15jmqA+6wNfFTbYDIxB3F9vVrq5G6plrulWl7ftl6AeUPobF8TmlAxuUJ5WZ17BqkYkEOxvG/fPgPMp06dsoEmAAbxQzdt2hRQLQNPUIAsBCxZVkbxwrgF3AJugRQLMIAPXMajA2ECgBj0h3ymj9yxY4e5wsbbAzBjIRNwAJBAmYAFEbCUBJc18A4QAWRa3FAp5KoFl9FkA7pQLQOXRwWSayfgMsPyqMiGBEvPjA7LYwkgZ9TgdIPyy+g+wGL3CpZeaMmUgbJhsybPtan+g3rNylbC82FAELF/ZDD0DQouC32czp0Ow1J/o2gEIGakVm7KtNgkvAaplwFWRvkX0Yhxsp+pAnWicdFs7QAFphYmHDiXKd8JSZTLCjcj26IMJ255rSSr9Wc1UYNrE8gnl+meiluAfo9+OD/efITLMQ4x960RLudPCoq5AlNZH5W/qJ2BsCSAKvkBr6NyeTTCZYFkjlErjwVcr4QVIC/bT9cKz1EWd9lU/6DN6VCT8gNsAct4i2BiL0rham1qcJc2YMDasrV/7ANQTsqUKJdjXakDdUm7T7f+Sd/x25EPl6kfcBmQTgmpAc0OLJugWco4UU69JvWYXhcrXBn/cYREuYzqOPGagE24Lmzihd7zV5jYhhANtQb/VQNtP6bNEuWyd2GF9vLPK8sCDpdX1vn02rgF3AJuAbeAW8At4BZwC7gFKtYCDJ70yuXlgTNStPa/Eo5OxFTul/ImpwETBlKa5D6zsbbJBkPbFDO5XS6u2+TWEeVyuwZKOzKtoVPxlNtbVtmgqYPl5dkcgMv79+8Pu3fvDi+++KLFWqakqO4iRAEwEzsUF69x8Gx51sZL5RZwC7gFFs4CeHNAoXzzzTebOhkIQVz6qFwGOi+EK+zCGnFcwDLghOMBDlCyAZdLcYuN+2U8ieBRhPeJ8k7KZcEOoHJOcDkn5XLtOLQjAR0M0g/hvUSAGdWlCEDICIg1CkU0CJQysH+hJlyMN+v+p13eWwZYBAtRLg8LjvRL6X1SE/RqpPQ+pUl6g7rHws6oH+vrBZc1Aa9F91JNDS12Phb7t5bj4dgXVSAD1EAugBeum1Grm2oxBZBdqOf6fOsNLiMmN3CZ+2qU4qZi13VUN3EuEtR3vkdauftH+Atczo83z3qAK7A1Hy7TbxZeV/SdLGxLX5oPl6OyN4LcnEBsdIutncxldaJcTlT/5J1AUQFjFP9SLqNgtokZKddO3HZU1xllViMQWD5rCl1UutPRKULic8plvFVwzFh+6gA45nNhYjvAM5OReOUz9cuHy+wDsDWIq/dA7qhcJv5xVC6z3WKkc7GSgcIqF9BYvzGJqj/NOvxGqR9T/ZPtZEW9t3y0eaLNXoyS+zHcAktjAYfLS2N3P6pbwC3gFnALuAXcAm4Bt4BbwC1QYIERDRqfVGzAfWeOhb2Cyz2DvSErlZKe2jXomQltUid31rWEVQ0dYXXburC6c4NiK68JzVLeNAg810sNldF2uMFGxRQ0s9/T8rMAg1S9vb2mWt61a5e9MkDH4FpXV1dYt26dQZP169ebi+zlVwMvkVvALeAWWDwLoIC79NJLrY8EaDBQD3BmwdMDoJnB7YVOEZxQHuAJyjPgcj5goX+fKaGIi3C5nlAVqO80cC9anChWpVzOCYiaa2xBkqCJY6QELo+ZGpfQGLhQblRezShw9Wk61rDdLoh/dbJBiybZMbluQLbrzUmJOCZALxvhRhy4fDYr9+Uov7OnTREM2M/IFXaTYlU3N3XIE0yL1JCJ29rFNBqtlrPP3Vqtmg7tx5TLAGZNJgCQzdyiFrO0lX8sUy7LtlmB+xG9oggl1nJG15LwoIF+kJqn4hagjQJH6Yv7+vom3WKzHpAMbKWPjMpl1hVLANfoXjpuB0iOymWL5zyh8E3yUP8pTwUJXJ4IK6BzxzkDFCfxynXdaOIA11Faf0wb4LpKFqFPfSYHrkPALrGXC9sA+QCFI/Cm3PnK5ahKZs/8BHCmXnwf4TIKaH6v+P0wRbbyNrisdaacVgb0CzHmsgFma6n5OS/Me6pOj8PvDQsFSeCy6qHSUb7CX1o+T8Zc1nMokJnn1jEZEo8cvDJPypNbYKVaoHgPt1Jr7PVyC7gF3AJuAbeAW8At4BZwC7gFlp8FpKoZyg6EnuG+cHjoVHh5uEdxFQcsnmKLQDFguVuKnHWZ9rBWyuS17RvD2lVbwqqO9aFRihtcw/Ew72n5W4DBqZMnT5o77H1yi028ZQbFACWAZZbu7m4Hy8v/VHoJ3QJugUWwAMo2PDnQRzLAz0QcvDwAJeIg/2LBZY6Jm27gMpOEgCDRLTbv02BGvolM4SU4Ui+QyaQxQIm5YBXsSNxiZ0M2h3J5OJwVaK6qqzflGmrLYcGwIaCjBv3rBVSaquoUa7jOlMuoXy/MJDgoQN9c3xw6GjvCmbFsaBLSqB6Ry1upwAe09Iz3h/Hq4TAgxfeg1MvCSlLhKVaz1M5A5UaplzOKu1wr2J9gncWzJGctKpeBnOYeXeeaeLCcc4t7KvjkqTwWiMrlnK6jnOyLaVH9Z3QWiF8OPIOpeSpuAe5X6euYVBP7PkApKcJl+kcW+ssIjYvlGOMRx74cuJzvgppjoUhOEsplucTG64MWAK/1/TpnKHy5bqJymc9piQkFfGfxlq0NCC4LgAKXWdJ60lgm6snCcakXv0UzKZeBy9Qr1pGyRnieE2TmPb8ZiXJ5AnBTBq2jrVJOlsQtdlptyruO4zDlIlkEjVWyfOVysd9ZtkO1XGtwWVbUtTReRU/LeUnqgZeAKsCzJ7fACrOAw+UVdkK9Om4Bt4BbwC3gFnALuAXcAm6BSrLAWeKCaQB5aFiDNGdOhn6plU8r7vKgFEtn9XDeXNcU1sj19WopctZKsbxWMZW7m1eH1e3rwipB5mZ9p1GOSqryBV1WwMiJEyfC0aNHLeby8ePHTQkBNMG169atSZxlFB+e3AJuAbeAW0CqTg3OA3QZxCehAmNQv9hA90LZLB+cALyBKyjrACy8j4BlpuMDkmsEhFHOmltslMsMuGsUHrgMGBmRxxLg8ohcY+O6eVSTz3ICo8DlYUGQMeXBQH6T8iDWcIMml+Gy9EJN2LFV6uNs22CQ02uFDxH8GR+U3eQGWzbtFXgCJA1LzTiMGlw2xA11Btsp1nIDLrGlYg4C/YudAFnEWk3cYlclIEZYCVUtoMyVy+U9I+DGEcEu4nIzSeOsYJ/BZUGxel1TFnO5vIdccblFuByVy7zS9wFJYx/J5B/gMn12mrvofKPQv9OnR3VvVAnjFYL+lVcgbExT4LL60hgf2ZS+usZRLZtyeQIcx/3iK/kzaYM49mMCnuYWW19y9Vvs85SJuhEqA71jWSg39eO3iPdp9eQ3CptEuMw27M9CXrjvHp+Q9apbEsxNFmY4JOUELgNnF2fGA5ibawTVMoCZ8k8ql/UbU8xHBtvV6BrCKwchB6r0njqAxbE1v22ck9oJTxz60pNbYMVYYPHvHFaM6bwibgG3gFvALeAWcAu4BdwCbgG3wPlagIHkYQHlvv4Toef0kdA/0BOGpbThwZyB43UNq8LW5u6wrrkrdLd0h67W7tDevCq0CCo3NDRrFMLB8vmeg8XYP8ZYQ+n28ssv24JiGSjBwBNxlnH7etlll4WNGzdOQpTFKJsfwy3gFnALLGcLMCAPeIgqtfi62GXmuCjxmPwDPKFceKIAAuQDlpnKhftQ1MoAUdTLiVtsnFwDECbgsqAyrrFzucFQI+VyjjjMmoQGXM4irFQ56qoElqW8bakV3BAkvXDhcpWFAWlr7jQAc0aEpmX0TKgbPmWfhwQ1+qoF7GVfgC0uxUkMBtcLghBCpF6AWXTZ1i/6P53PqFwGMKPPNLgm6GXwS+UG0ngqjwUMLsuew1JV5phkoOuRmN31gpQJXL5wJ2nM1cIRLkflMvHmUReTIlyOymX6zNkS2wBnAbCAWto/x4hwOZsVXNbEzMmkCTnm9UH9Z7X6UuAnV0hUI48KYrKQx/RET6vJJoDliYUVNRPXIdfidMfPweoHYOZenvJRZn6TgMssvE+Dy6zLh+d8plwsBqpHga4Kc3BW2l/li1vuBMsm/UAEy5R5sfqBcdkCa49iEy32m4UqWXa2yRe6ZqYk24ZJU9pG5wPAbLY4G2NhU0dBeU2SQm3uyS2w0izgcHmlnVGvj1vALeAWcAu4BdwCbgG3gFuggiwwqgHjM4N94VT/US1HwmmB5lHFBazRA3qr3GCvF1Te2rYhrG9bG1ZJrdza1m0xApm576lyLMAgUk9Pj0Hl/fv3h1deUUxtfWZADgUcrrB37NgRdu7cGYi1zACbJ7eAW8At4BaQ0FSD2QxW80qKr4ttG4ACIAFwAlzmM8CB/h24TH+eDjTOldRiLuv3vV4usRO32OcUb+w7pglnBpPlGjurOMFV+q3PytUzk85yisHLgD9ApV6hMpoFRYk1nNGA/YULl8WFgfRSLjPZrk+q5ZaBYwaOgTUA5QHp7UYFEoV0DNgSO1TRlRO4zHmoy5w7QYv8rkoAJnEpixo9eY/aD7DMAlxKwNIiF2wlHk6GBCiOqB0Qj3tE11Kt+hVgGOp/ILNdR0k3sxItUJY6AVfp66JyGbiMEpc+OgJXJuHwfi6J/hwozX0vSwS4ES4PD2f1XIT7aPp+5aiJALWEFNDCs1KiXGZyDkpk9ZFSA0+6vE65emwiz8Q1Zm7n9R5FLmA5Kpfzm0Auq4k9Uk/T10fVMn0/MDxfuZz2u4RNIjjHHtTTJo8IUlNPFsuTOS+qYKJcTtTDyYSjpN9in8XoBzgGRRmTAQzNG1BGkQw8nnAbr+8LE3UHLts1pNdqwehE/5x45AAsj+nZNozp2Ubfy9Se3AIrxgIOl1fMqfSKuAXcAm4Bt4BbwC3gFnALuAUqzwK4PRyUG+zegVOhR8uZ4X4NVOf0YB5CoxQ1xBDsllp5Teva0Na6OjQ0derB3JUVlXamgQ/EWT5w4EB46aWXzCU2A3MMyACX165dG7Zs2RI2b94cVq9ebYNWlVZHL69bwC3gFlgoC9BXpg3eL9Tx0vIthMvAAsAAC/CBJSr40vZnHSo7JocBNOu1JMrlRN03qVzWpLOslMtD2TOKW1mlMBmCGwLNOYFnBv5RhzUIKjcrXjBLgxTMDOxfsAnAJDDYpPumpqxc8ereqUH2qBcpGRWUAdImqCTBM3V6yQjjELfaYl4v5T2VygxcJt6yphkYXDK4LLQDBB3TkpT6gj27Zat44i45iWUt5+gCaOpTdO7r1X4yuiZRsgOX05SrZSvECsiISTD0dVG5zHtShK0AV97PNdGvA13j/kBcYCr54hbblMsWc5krIaGSkzGXdc7sd0Ff5SuXJ+FyysWjrCdVy0w4iVAXzwEAZpS68TjUgXLgoYK+PQ0uU9+5usXmN4TyYsNRqZZHBF15Pjg7Kog8ppjEKhtPeBQbGyTqasBySkUoXJkTNjQ76nhcHyqsTRpgAgahGBLbTD+ouc5Wn1sL+Nf1xO9R1VjikYNzYXGwNUEqAJjldcNqaXaenpevcQtUmgUcLlfaGfPyugXcAm4Bt4BbwC3gFnALuAVWkAXGUNXkhkLvcF/okWp5QLGXRxVvsaa2zlxdtjS1h3aplQ0sE195KQdBV5DdF7sqqBOIr/zCCy+E3bt3h0OHDtlgFYNpnZ2dplYm5vKGDRsC8ZcZaPPkFnALuAXcAsvHAoABlHVRucx7QAH9O+AhQoiZSpyAFIEs3DFrAZKYC1HtNAlHgMu6Lxgc6jegfFoD8oO6N8A1NogBIN2YaQqtDa22NCgu8wUNlzE4kFb2zEjN2Cj7NAnRNMpYYjbgI0uwDABSg75jAS4Dk5YycXTUkricZTHwZEAcKI5qcfHA0lLaYTGOjXrSIJfuu4kny8SNaiYhyK086n8g84XsAWCu5wAwSn8HXGbhPfesMc4y/SJ95VxT0icmymUUz/SjgFXyBeqaclkgNj/VyY09HgsS5TLul/UHjDWQSbxyucW2SSXToSzb4hHA3M7bNqDOCJY1wYOOInYLOuzQMGWYrlyOKm3qWwwu07djG7blfj9/O+IQj4yMJvGqc4K6mqRkrrF1cGFmlZK+K+kDrA+bXpV8k5z/e/pKlcliJCs3OVWwZ05iKNcaOAaMY6nClEz84jdo0i02ymXZkXNCnnjpYuL0aJ1cY2u7s/K37ZM4Cu3onyvVAv7EXqlnzsvtFnALuAXcAm4Bt4BbwC3gFlgBFkC5PCCFUo8GjnulWh7IDmjQYzTUaZCrQQMnLY3EduwKDS1SLGudp8q0AANTR48eNbj8/PPP23sG6ADJqJZxhY1r7O7u7knQUJk19VK7BdwCboGVaYF85TKAOUIU+nLUdqjscBFLf893aQmYVSuYFeFynSaSsY5kajYp9HIolQWXAZ/Vuj8wuCzQPKpYzMAH9mnMNAcmn7U0tYVGuccGAFzwCUjLvVNVbWiW9RQVW7FDq+QCWQo6QKL+AMqN+q5Br7jGXmo/MMZvVA5UgaYMVIlQUwqN2TK20EBpxTcaGRBKJnA3MjKsJXGxDFyWbFnXjSZ66F67QZMSMsQu9wmcs7YIgCF9XFQu0/cBTWM8epS8ccLMrJlNbACApc8kD/pQEseYqlye2JgXnTMm5gCXUc2KYqr/TOByVKgDl9MuH+Ay598mGOiVP3rgc4D5HD7Nqm4A7kLlMuWNSmvKDTxOqzPrsE0+XI7gnf4e4ApEPyu4TFzpRLmcgFcrp+plrrv1mlaXPIuc99uz+u0xl+ITky/oM4HJlDeqkc3W6q/yk/Vhdi3JtbzOR7KtrIlvbZU6cVWes3APQOZq/X5V+fNsvgn9fYVbwO++KvwEevHdAm4Bt4BbwC3gFnALuAXcApVsAWbXD8pVWN/IoBa5XdOgMi6xGfhs1kAXg8YNDS0Oliv5JKvs/f39BpQPHjxo8ZZxic0AHGAZtTKvKJjTBqcqvOpefLeAW8AtsCIswCA7IAGwzEIfzroIlwEQgBGACOtZCvt0i7mswXWDy1Icm3J5Ao6cFQxhIH5E7q9xix1Q1eWqErgsF9kjGpgn1aFcrhdcbmwPzVoyDpcn25fFz5V9WrS0ChzmNIEPhSqQGUVinWzdIJDbKABdZ25eJ3ddojfEeU1Uy5QNeCOOpPImEUsBYAsNlZao4otzWIyHipWY5ZqwkZNnoJFx3MvrC1SlmpSB2h3X8kzaqFGbcEXlzKeG/g7wy30tS4TL9IltbZrsMtEvzpzL1G9j30qYGPIEuLLQl3IsXEgXJibUJOdrQmhs/SeqZalvue7pP1OuHmsSWh9dTpMvYBnPARZzObYAbTgiuDw8lLjFpp7RLXYhXAYgo8AuTFGVDYgGMEflMm2MvHCJTT1DTnBcdQQu0x+MKitKH5XLlHlBkw4wqufPMf32oDSm1zmrMvL7lSiX5e5a9qZ/ml5L2U/rE3Uz2+k60oQp6k5fZgptUy4zsWMk1Cj/Wr5Iy2hBK+mZuwUWxgIOlxfGrp6rW8At4BZwC7gF3AJuAbeAW8AtMAcLjOghe0ADXX1aTmvBTVu9Bj1bqzQ4qgf0Ri24wPRUeRZI3MGNh97e3nDkyBGLs4x6mc8MMgGUt23bFrZu3WqK5WJKt8qruZfYLeAWcAusPAsAFAAnEaKgsmMdCUgACEHNx+QhIAJ9ehpcrpHirr6+UYCZ/TMSUMpNqPKIbrENLgt3jElJxjD/GQ36D+UGbfCf0Xpzi61JZy3Nq2xpUNxlFHyeBGZkywbAcm1jaNMyJDwzLGJDjF0SQLlBkISlXuCEv6VM8BWAFuUCzgBpgOFAJQDzuAEYpzDzPUcgsnEBLcDysCZoZLmOBLq4P7OJHmorBpdxU2/K5bm7c55vmSp9v3y4zP0s8Je+DrA8X7hMP0oe9KncHwNczymXiXXM1TA1ES+bCSNMB7CzpnNK2Zi0y7OUKZfpWPMSH1lQA9O3Rm3zZD66/swtNuSTuT1FlMvA8Khc5jchQuO8Q9lb+n/qlq9cZh3tcgyPFwaXc6FK84YiXAbfxgkO5qKaelmpC3Mv02cgvED3qCZgcG1ga9yGA4fpH4HKKJLpW+33TOsLkymc2U4TNFAu440jge0TymXlG/OvM3jtbLnQhv65ci3gd1+Ve+685G4Bt4BbwC3gFnALuAXcAm6ByraAHrBHUC7LDfZpDXMMaACUB/QmPaC3V9dLdaMBaFNRVHY1L9TSMzAGaAAov/zyywaYe3p6bNAMlfLmzZvD5ZdfHrZv3x66urpM5Xah2srr7RZwC7gFlrsFGFgHgMTYooAQoAIpwmVUd/T7AAeAwrSkPEIVcDloaTynXAZ0TIAR4PKwCAiQwSagCS7jJntUMWORtjF43yig3NLcaUud8tFo/rRDXYgrsFmjIGGbwH2HbHRGWKb/LIpvqQL1H3ViRpP2ANB1msiXgKSlsxQQyZTLgjF1WnDLfFZunPEoO0qbUNEK+NjSFbYCjwxEJtZyNjeg2LnEBx4wyIWXAOAXXgDwIpABLmuih7mon87OKrDmC1fk6Babvq6vr0/2HJ3sEyNcNghZQhEiXKbfBNpG9XJULqPyTWDluUy5drjezaW1LhKiFI/LpfMoi56vAKSFVw+n1iYc6D/XV6KHnsgHUK2F5zASbraBv8RcxitFvnI5wmV+D1iKwWXKTN3ylcvsa/lPKJdzuWyoURdldVSZ6ZPYzyaoqgcALPNXWBfL5Lz/KV/97ozrNyYnl/EjAsx4z2ASE4nrwRTJ+s0xaDxhm8LDmnLZtlG/qmsKtfNkHQDX+k0jb15RMi9MXQpL5Z/dAotjAYfLi2NnP4pbwC3gFnALuAXcAm4Bt4BbwC2QbwE9uJuSIqeYYnqoH9BgSFajHo16OG/WIFenBkbba+SqTw/2NqaQv6+/rwgLMBh1/PjxsH///nDgwIFw7NgxU7QxYMQA3KZNm8LOnTvDxRdf7C6xK+KMeiHdAm6BC9kC0XVrdItdCJdxiQ1YZqGPx8VraoJw1ClmaF3GVMjARdyhJm6xk0lnWf1OnEXZJhXZmXHF5dTA/7je19QoVjBwVK6wGxtaQ50WURVPExYAcjTKxXG77HKmoS30avJe3ahAogAH0KZe4KNJ91hN2sZi7BaBJYtmUJ07yoxyuU5ABphzVnJl8AtazeigdtHKs+IOJIioe+xsNlEuD2cHzb0892EGxIi3rPbQYJ4EMgkU8wtqxlYABGXyJB4aWOgXmUhDnxfhcgSoM2Y08WUEsFG5DIiNABu4jIqZY7KObWPiPdf0OeVyolYeI2awlrSYyxHRcl0RzxxwS47WFnQd0hcncFfXnyAoQDm6xaYcgHRSBMbAcMpN/fPLZhvpH5Ad8ByVy+wXwTt1In/yrdED4PhEzGXqA96mD6B8CVxeuEdBYC8Tl0ZwGQ9cFgCOky9s4oueS+vwokX/JPucOwOxlon9AMp1mtiDZw1zi60trfyWf86uO65FJgD4c+052/m7yreAw+XKP4deA7eAW8At4BZwC7gF3AJuAbdAxViAwZGzenAfE1Q+PdirpScMyE3fsGaKjynYcl214jlmWkOn4ii26TUjwMxAh6fKswCDYocPHw579+4NL730koFm1G0MnK1atSps3LjR1MvEXG5vb7fBqsqrpZfYLeAWcAtcGBYADAATIlzmPetIQALgclQuA1+ABzMlXFmjCjOgAeQwoJyovLJVAiTaf0j3C4OCyzkNylcLNmcEcogZDBitF5xOHemf6aAr/DugRpMUyx3NXWFIrlhPnh0J9QNDoUqAo1qK4AZB/db6ltAq+NyomNdsv5QpKpdRLQOXrTwCOGO67zMAhqpQZfc0PwvokhJcHpUqU+pTqZazeACYgGdcd6gsMwLLTNao14QDdy8/u53p65g8GVXFUW0c4TKwNQLU2XNLtogTd6JbbNYCXSNcjlA3Pz+DwlrBFVyj8xwn6ACFzS22EUxw8tTEGjwC2PWl19oIqNUeIlxmj/ExTe6hrhPK5Qi5+Y7yci9Peal/MeUyduA3ArjMkr8dbrGTmMu5UJsjDEISczmB21G5nADmRLnMkcubuD6A8KYs1gQmc4ut51ED+UBu9UtA5QQYJ3B5+o+OejHqqWtpClzm2VV5o4Qm/8QtNsrliMvLWxfPzS2wVBZwuLxUlvfjugXcAjNaIJsbDaf6h0JP/7A9L65b3RI62+TuapkkXMRQvlN9Q7oZrwlrVjXLNVfp8SDLlc8yMYsXwy3gFnALuAXcAnOwQKJYHjxzSr/zx0Nvv9SsQ/3mHrtKgxWNtXLl2NQZVmtgtKOpPTRKUcFMcU+VZwEGxQ4ePBh27doVXnjhhXDixAmrBANw3d3dAah80UUXWexlBqnSVA+VV2svsVvALeAWWJkWACgAEhgcpx8HLOTDZfp84DJqPuAy282U+G1XFMsgB6KhFjiiZ2wb6DeYOB6yGpAfEFQeGtfAvAboa0UCagVIG7VPvfb1e4Pp1sV1a3NjW1jVvi6MiG0cHR0MdQP67R3JCRzp/DXUh3ZN3mtv7AhNgsy1UuQtZTJApnNJuZO4phqmFqgh1nKirmSSwYSbWp9oOI9TlcR8zY4MK+bykDwADE0qlwFidXKFnRFYbsg067XBQJrfi81sZsAy/RsL8JV+EKAcJ93MBy7Tj7IfeRUql+NEnULlMqVM3GInSl8RUes/xwCaRZTL7JPAZVxiJ6pgy4drcGJJ+lWpbtV/4xY7TbmcD5fzfwfIKz/RlqgbdWKZApcFkw0uyy12neCyxVzWzolrbnoGwC91Upkp9AKls/q9wXU8YHnEYi7LMrIhyX6jDBpPuMXWNVM4oYluybZTX1onTwC1Frs8zy02sH8y7+gWe4Eq49m6BZbAAg6Xl8Dofki3gFtgqgV6Tw+HB584GB54bH94Zs/xcLJvMAwMKZ5SQWpsqA0bultt2bimLezc0hXe9JrtoalhcR6IXjzUEz527zPhi4+8FE70DGoG2tQ7nNbmeoPMa7tawk98x03h8ku6C2qQfCxXPqmZ+8pFtcDI6Fj45y/sTj3mG2/dFtpbGlK/85Ur3wJMPvn8wy+mVvRd33SFxkySB6bUDXylW2CFW4DBEZQTfWdO6jf/sADzsTAouMzMblyKJYqbVWFV6+rQLsicqWt06FihbQLIAFwGLO/bt89cpTJ4tnr16rBu3TqDykBmYIUnt4BbwC3gFqgMC+DumrjLUbFGqVHW5bvFjkBkphoBHlCpMTAJXK7W/QED/YBktKqDgsoDWrJ81mB/nbZpEo5uAi5rhN/vpqdbt1r3UbgLxzpy7hrah06F5j65PdbnRn3XWt8sVfOq0K6lqUFwWVB3SZPOv7meRR0oOINytmpMrrF1coFfowJQgJmzgj9VUl17Ks0C3HOjXMat/LDAMq8W91XXU6IqlVtsg8st8gTQ6MrlWcwLWI4LYBm1LXYEsDLhBsDMfS7wda4pAth8uMw68qcfje6ogb35imj6P6besnA008Nyvg0uJ7GKtXpaQgVM/5rAZb3hGlQduA7zlcumLJ5QLkeQHr1RRGBMmVEkF0uUN7rFzlcu0y7HZTvgNfXL5GrsM+prQC1/Z+W9AsS70Drfc8rlnPU1TGaJIP+cclnQWH0UZUv75WE9fWmt4DLqZfphQ/6qzxi/acpzBICtCVOcR/L35BZYKRZY4ruIlWJGr4dbwC1QqgVQ7N59/3Ph45/fFZ564eicZqINDY+GvQd7bInH+92/eTC8/Y5Lw7e/8cpw8YaOuLqsrwDE9//Z/eGTX3puxnxPD+QCC2V8z7fdOG3bcuUzLWNfsWQWGFH8qt/6iwdSj3/dZesdLqda5sJYefj46aJt452vv1yPSz4cdmG0BK9lMQvkFNPq9FBfOCXA3Ddwylz1nUWVpIfyxowGaJo71Id2hRYpl1FSMMjiqbIs0NfXZzGWX3755XDo0KFw6tQpGxTr6uoyd9ioloHMDMR5cgu4BdwCboHKsgBgmSWCFAbLgQQx5jIwYlblsu6Hia9pymWG4gEOqOV0P8DYu8FlxQwekQqPofh6XD5r0L4JhZhUuB4yY3qbAYZUy+NLo2BHq+y4qmV1WNvSHUYENZoEPbpb14ROrWtt7jSouNRukLm7wxU24AYXzRHgnBVlAvqMaXIBasJRQVFcZ+tGwmDY9Jr7mmIWAG5x3z2siZ0omAFdCTxDuVwvRWmiXK43N+lgAr/nLrQl/RJgFe8MeGYAMAN/SYDWQricD4EL80r7nK8Ejn0qx0TZy3FYeM+x8hNjCvSf9KP0mXbNGFzm+hFGLmCYgFFWAWwBzKbPnZzgIbis68vcUvOdjp8FLk8AdY5Pom6UA1iMGnmmFMF5VC6zX7RN4hZbddPvRi5Xm7jFVmbUhf1iOSnrwgHm5DcHoEy8ZWIvM9k5ccMNdFffRL+khb6yWr87aYn1k26xaydiLlsdOA/AZfVj8sLBtWcxl9My8XVugQq1wNReqUIr4cV2C7gFKssC90uh/KGPPDwFEs+3Biic//6ep2255eqLwrvffFW4/fot881u2n4A4Z/84D3hoScOTftuphXbLuqc8nW58pmSqX9wC7gF3AJuAbdAhVogp4fs/uyZ0DPUG3qH+8JQbkADIAyaKH6XlBMMera3docWvdaZcpl5+Z4qwQKo11AsA5T3799vr8ePHzf1xdq1a8OWLVvCzp07LdYycZZ94kAlnFUvo1vALeAWmGoBIEFU2gFWgCMAkAiXARJR5TZ1z6mf+HVP4DKuT3HhKxCmAXhw8qAG5VnGBBrrBTTqz0ohKEDaqIF+QHOagmxq7hfgJybjyTY1TNaTMnlt+/pwqQDtat1TZQTl1yrkyGrB5ha5xs40NOu8LY4XuGJngnOI6g+X2JNw2c4tEEYqTMGeEYHlnKAoysAq1UuFLpadry+wgKlUDS5LBSt4lgWg6R4ct79md9xiyyU2bQX32IH24Gy5wIpSnwosM2GG/g24DGSOsBVlLt4c8pXLEaBOy6jICvpTAGycsEOe3B9zXI7DxB0Wvo+J7wHB9IRcEQaL6UN1bi3mst4nkDTukbwqur1BZVMv018omfJWgDRRLifPXMQ6p08fGkpcgOfXN6qQKfdMKR9Ex32ibaxuOdVNx8jl6lSmiZjL6usjXI7q6gJGPtMhS/6Oa4FrAg8JowLA4za5SVaiKzW4rL5J/Q7wmLJP/93RGq2nL62ty+hZtl7v1Vcpg+Q3TfmrD7ZjKG8mAHhyC6wkC8zcC6ykmnpd3AJugSW3wLFTA+GX//Dfw6PPvrIgZXn4yUOBBVXgL33/bboBOP+Hjo985qmSwfLGNa26OZ/6kFaufBbEcJ6pW8At4BZwC7gFFtECDBDk9JB9emQw9GT7DTLjJltji0FRdw0ut8gddktrlwY+22yQdBGL54eaowUS1cv0EUgUy7jC3rNnjy2vvPKKDcYBHlAq79ixI1xxxRUGl3Gr6skt4BZwC7gFKs8CUWkXXWRHCAJ4AcAAYlg3WwKMJHBZIEUohFihuMHGpfNgGA1D+EnVNnU11bpHqAstUuU2CzA7XJ7Bsvw0C3Zk6hsNLjfLTTZgEXDUODGJr142rJHCDvetS5qAYwI4dQLf9cAZQRnKiV9sc5Eu6JOTO+dcbjjUG7QhSvf5j/MsaZ0X8eDii3ZN5QTNsqOKEYx6ckKZaS7pZVOgMhMNgq4tXWqeUizAxEmAMve4LLxnHQkoXAiX6R9LSWwfJ+sAkAGxEcICdelPOWZHxzlvjUBOA8tcQ3rPqePefBSVtQAmat+0xFrw5ph2SJTLiWKZmOxci0n4LvXHyieBy0mMafpzykm5IiieDS4DWNmG7Vl4H22DW+wIzg0u18jFuMplymmFEDurfa2cqYg8rWbzW5eo0hNl8dSYy4L3wGVdI+fgss5ryjWCTWrVnxLDnO3NLbbKrzMiWD3hFhuAjXJZdk2D/vMrve/lFlh6CyzxXcTSG8BL4BZwCyyOBZ7ffzL8+Ac+EwDMC50+8e8SEuutAABAAElEQVS7pIo+FX73594YVndo9uU8U/+ZbPiLTzxW8t7bN6+ask+58pmSqX9wC7gF3AJuAbdAhVqAGeJZPWCf0SBXrwDzGQ0ajulzXVWd3DjKtZwGt4i73NgosFzE/ViFVn1FFZsBo8JEvM0jR46EvXv3hueee86Uyz09PQYYcH9NnOWtW7eGbdu2Bdxio3YrBqkL8/bPbgG3gFvALbB8LBBhCJOEWFAqA1siXJ6LcplfEWCCNHq2KHKWKe6G5Qobh7NyrB2yVeMJ8BCCztQI4tQ12X0CMDLlZ2j5GGipSyLjADnaWZrOAamlLlbh8a0N5LmU5bwCdKp0X2iKQqkJUS2zjI42Ku5yxtpMYT7+uZgFojcAKUQFloFn4wJcVdVnBSQTxXi9bEq85TRoVizXC219hMt45mGJ/R33wkDTCJfpC4HEEQzPxU4RwEblcoTL9LEGi9WvApc5Zi47EuoziZBF/HVSuVyrctCXgi2TSTq4Y56OMBMtM9tMKJ21H3uaW2dAqiZ2oGImjY8Bl7N23NifUyYWyoq6erZ6JtD1HFzO38fgtcA5brFHcvVhrE7KZR03qqeJu059AMxJuSlV+ZPFXGZCkymXJ9xiy3acl+gWO8JlPhdeKLEPq9GEnTrFhccLlymXZdc4uYMJHYQm4NWUy+ncv/yV8xzdAotgAYfLi2BkP4Rb4EK3wJcfPxB+/vc/FwaHkxgdc7HH5nXtoaujMaxqb9SP/Hh4+Vi/Fs2AziazA2fL44nnj4Z3/+LHw+8JMF+5fc1sm6d+j8L6zGASRyVtg7ra6vAN29aEtV2a5al0snconOgdDNfsXDdl83LlMyVT/+AWcAu4BdwCboEKtQCxrLIa2DqtQa7+cblb0yAyqUmDi20aVGyulooC12MOlivmDDMLH0XF4cOHwwsvvBCefPJJg8v79u2z9UBkVMsbN240xfKmTZvsc757v4qprBfULeAWcAu4BQwqABiAKUweQtUGgIlusYEh/DbMlmo0gA/QUDRLgeQqKZaBHorfrAW4zGeLK6r7giYpLFvlwrdZr6hchUFmy96/XwILAMQKU9qENLaJAAeX2HVS/llsUwDOuFSLmoxosVDlFntEExJxWVsrZbunuVuAM4GKFY9BWcEzABeK8OSak0t63WvXoF6X8tJTcQvQvwFY6d+Ay0ymRHVLW49usQn1gmvsUuEyR43Alvtl7o0jhCX/fOUy/WqEy3bt0HdqSZTLSZziMe0T3UkX1og+2RZtY9B2Ai4DTeMS4TIhCrLZJOYyLrmxAcpj+n0W3s8Gl62MEzC6EEjbtS2X2FkB7FwuE85WCy6rPByfVyAuZVxInS/XB5NYKIu5rdb1Qb2xe5XKkbjFVr+kSTqmSLayFVhVRa0CzKNc1gRpQLRdU6oDUBx7A5VZeAZO3GJP7yMLcvWPboGKsYDD5Yo5VV5Qt0BlWuABxVd+729/Vj+oM/94cu/wuhu3htfesCXcdu1mgeV0xfFJwduH5Pr6bz/9ZNj90okZjYJK+r/9+ifDH/xfbwq3Xrtpxm3Tvnx6z7G01bbuxis3hPf9yB1h4xqpqmZJ5cpnlsP4124Bt4BbwC3gFqgICxA/b1iDXGcElU9ryGBY9wC4t2wVVO7Q0iLAXKeHd0+VYQEGYHAReOzYMVMsA5a/9rWvGWSOqmXAMrGWWQDLKJgZhJttUKoyLOCldAu4BdwCF54FGPwHFgCWASqAF8BHhC98ng0uR7euKJcBJAzm53RPQIxl4HJ2AoCwHpfIzfXNoUXhMprrW/RZgTQMQFx4tl+uNeZ+gIUUX2NZOVdxieuS1zx1oJR/uMVmcqGagUEfYpWOyKU3C/BntjY1NW//hOYTV/M5JnZiS71WCabVSRZKKBquPdwQe5rZAkycoU+LymUmVAJ9SREux5jL9IulpkK4jBqae2SOMRUuD4WWppZQXUfvmZw7VMum9tVBTbWsZ6tR6zunj8GiWgeemtNsTrtdl4LTuuZsooFeI1zmWkuUy4PWt3NNU658AD7XemKTCJdjvw2szql+AOycYi/XoFwWpZqiXFYZE+XyXI9U4nYykU1i0XXB82nSx2BFfSHbnHOLLZjOhCYLI1B4veizzhXx4OuBy/IEMBlzWflM5j9he2D29DNTYrl9c7fAMrKAw+VldDK8KG6BlWaBwydOh1/5X1+YFSy//uat4T3ffmPYdtFUd9Jp9gA6v/X2nbY88szL4cOfejLc/7X9aZvautzIWPi1P/pC+PjvfnvoaFUMmRLS8Z50F961Uiz/5nvuDOtWzy1OYLnyKaHovukiWaAxUxve9YYrwumB7JQj1iom2Ma1rVPW+Qe3gFvALXBBWyA+RevBPaf4ykNybzigB/kBBkD0QN4iuNwuV5edWloEmFEweaoMCzDABlh+8cUXTa28a9euwHLgwAEbGOvu7jagfMkllxhcXrt2bejs7KyMynkp3QJuAbeAWyDVAgACQAPKZaBKb2+vqfny3WIDZGZKDNGDEZlQxkKeo/r5z+oL4HJOC9sAvzICj4TMaG1sD00NES77vcJM9l3s7zjfxGjlNUJgzimQDADHgtoxPyXfK+YyYEYTBnhNJp5JtSiBAmFTRlHcCi7zHjDjae4W4PYb0JhDhYo6E7gsaFin++56AWbOhl9Fs9sTEMr9LnCZCTSAZtbRViNwpS+cD1jm6FERjGo5usUmb4AucJnjcXwm8HB91eta4trB8wMwlrj1fGb7RLVseHQaxASeRvWsIU6uT+0fVcs1OmZy/QlUq35RuRw9UVBXyoc6u/BansmK0U7sA0gnjcntNnVDFT2ifqMqMx6qa5L6VKkcwN0Ilhfyqk+Uy4r/TF8zCYDP2nWBArkWd9eTsZSTiS/T6qqyqmKySaJwjnCZEyBdtPLVAsAG7OsceXILrCQLTP1VX0k187q4BdwCS2qBkdExc4VNvOFiqb0lEz74U28It1x9UbFNZlx/4zdsDCz/8sXd4f1/dr9+sNNvOXBX/Vt/+UD4bR2rlDQwlO7G+9Uq71zBMscrVz6llN23XRwLcAP/qz94++IczI/iFnALuAUq2AJnpZo4q8HB7LBiLA/2hjPDp8OgXBwycBykUmmobgztDa2hQ4qkFrm7rNM6T8vfAgx2EWMZsAxQJs7yPrnCPnXqlA1+AZEvuuiicOmll4bLLrvMXGI7WF7+59VL6BZwC7gFZrMAsACQgnKZBdgAjOB3AcAc4cuM+Wg8HrCBYg7YxXuDYVo/qje4dwV8odAjlmWz7hNaFT+4uaE9ZIi9q+09LR8LAL9OnjxpEw2AzCRgEm0DbyUdHR3WVvJLzLkF4ACVUfwlbrGFytQGgD7AnpzAck6usXmfuJTNz8Hfz2gBu45wiy1QOAG3qnRdoViul5ET5/IytqcZLQDQzYfLAFHGgugDIxCmnc8nGSQWmGT/qAoG4ubDZeAufSqvANn6hgiXJ9xiqy/U9ByDsTiOH1VPmjY6OqZJvkzSIN6xJdWB4wCXa3Ud8hqV7IlyOXGLHeEyE0Ty4TJln2uKE0wiXAaEoxamr2CpVcHJzQA3vwXKm7qw8LvAUv6EsljlsGtjwnU1z6xMYjHbJMA46Zs4JwLjM9S5RupmvC+gBOd8cK0lyuUELuNFwPuw8p9Fz3FpLeCjNktrfz+6W2DFWuBDf/eV8NQLxd1KX3pxl8VDnotb6dmM9I7XXRbWS0X8s797b9EYyfc+uDe8/qat4Y23bp8tu8nvh4rEiC4FLJNZufKZLJi/cQu4BdwCbgG3QIVZYFyDWsPDZzTb/2Q41X809J85GYZygza7PqMBxZZMW1jV3BW6mleHVg0eE3vP0/K1AANOwIMTJ06EPXv2hMcffzx8/etfDy+99JLBZr7v6uoKqJWvu+66cP3114cdO3YYXG5ubl6+FfOSuQXcAm4Bt8CcLBDBSlQuA1no+wEwKPsiBJkpM8AiA/C4xK6bcMtaLZfYAAaLVakBfkMX+ldX2xCamxTTtGV1aGnukFqwSXEuHS7PZN/F/o5QGLt377Z7AdoACVjGpLLNmzeH7du3m9J9CpASqAE2oQzEpWytXg3g6MwblBEIG5lQLpvLWqCPp5IsgJI1J6iVVTia0Ylrql7XnCytay+5BkvK8ALcuBAum3pYABhgyn0tYJj3801RuTwTXKZvHRoSXBboJln/qfMIxkS9zHUllmlgOVEv20a2rf2TAAgvAABmnsuAu0ke5+ItJ3A56Vct5rLiIQ8NJlCb7aNKm/pS5inX8rkjpb7jOmefuMBoR1UmYi6jXB4fUz+gEgFmCYVA6RR63SB5ctUvEF7WNQH0pX+ZVC7b0ZOJL6iRiaVcqwlO6W6x86qrOtJ/AejRZwOXOSnYEpf0Ubmc6Mrz9vO3boEKtoDD5Qo+eV50t8BytQDusP/+M08VLd6WDe3hL993l2KF1BfdptQvbr7qovDX739H+MHfuDuc6htK3f23/uKBcP0VG8LqIvGcC3caKxInuruztEHRcuVTWD7/7BZwC7gF3AJugUqxAA/Vg0OnQ0//Mf1OHwl9gstZwWUGKhgwbmlsC52t3Vo0aCyXl3VyQeZp+VpgYGDAXGHj+pqBZMDyY489Fo4ePWrnFIXShg0bwlVXXRVuvPHGcMMNN5iCGQjBoJInt4BbwC3gFqhsC0TlMv16VC4Dl1HXJRBkyBR2s9XSXLpqMB64zFJTpbib/MERDCTaJ4HHTGjSvUJLyypB5g7FHNV9ggCEp+VhAe7n8FrCPcGjjz5qCmZKFu8HULWvWbPG7g3yS8zZNeWyzi/qQBTM55SNUi4LyOASOycoRvzls2pjnuZuAS6jMV1HQoqCy7KnUB1QD7hcb9ccUHLu+V2oW+bDZe6B6eui0ji6w6ZPnG+izUcVdATVhcpl+lUm7YxKuQyz5Lyh8q1lMbiM2hel74RrbOtE807uWOJePsYVpqzkYd4j1AdPKpcn6jEuz5A5xUOOimnqPF+32ByLOrIA4RMwXW3eLhLlMopqtUv1B5TH6q7C8WtAfeyPxrwACeXyOfiLS/8EvGOcaqmQmfgCXK7RqyowawkoP79rONCuVt5nce/PxA7la3AZXL5AdZm1cL6BW2ABLDD/nm8BCuNZugXcAivDAn+rOMjFgGpjQ60plssJlqPViNn8i//ttvhx2mufXHT/f//w1WnrS12RqZv9hmIueZYrn7kcy7dxC7gF3AJuAbfAUlqAh3aUyr0Dp8KpMyfCabnGzuWGbUY3cRRbpFZub16lpctiKdbVzn/2/1LW80I4NgNbKJYBy88//3x44YUXTKX0yiuvmJqZAaN169aZUvnyyy83l9gomFEuMaBUisrhQrCn19Et4BZwC1SiBejLAQ0RLuMqFSAAgOB3IgIJXLgWS2APFF4Gloltqf0T566CHhp9r9YAPIPzxBOtl0eThkxTaFS85Wq9ElLDyEixzH39olqA89zX1xcOHjxoITKefvrpwELIjL1795pXE+BYYaIdEZ8UxXKiXE7UgaxHuQwIGwGKaRlzt9iF5pv1M1AOOJeTLbOCWmheucYAyxmA4uQVN2tWF/QG+XAZzz1MlohhAVAu0xfGSRHzMVQ+XKYvJb8Ilzn2lD5Vn011zLVjSwIz8QKBrwdcYuNKmmkY+QwTxXKqcln9LhM8YtzlGG6AZ7ecVMWDE+646du5j5+vW2zqwzMCebBUVwsccwwBbADz+GjiqQJgjnKZ/p3yUw8A8EK5kzb3+wZ+E7fYHMfsq+Oioq7RMynq5YBXLZVptt8dys65YNTYRo6VH27IRziGucXOPyvayJNboMIt4NPGK/wEevHdAsvNAsRY/sQXdhUtFvFpgcALlb751dvC3fc9Fx547EDqIT7/8Ivhl3/gGzX7rDyAOPUgS7RyUG68n3rhaDjRO2jq7Z7+Yd0EVYeu9kYtTeGidW3h0i1duhfKm724wGUd1yy9XS8dD0dOnAnHTg1Y2WprVCapx7s6GsPlW7vDhu7WBStF7+nhcPCIHnKP9odDR/rDcG40EOu7o60hdLQ0hIs3doQt6zsW7PiVnvFybFPlsun+w73hxUM9SbvsGbSHm4vWtgWWTeva5+zhoFzlKTUf2vX+w31Sfw6HvtPZ0KvXkZExDbrVCszVyWVgxq6vbZs6bUZzqflX2vbLqa2OyL3Xw08eCvte6ZX75yGFbWgNF2/oCNs3rwqr2horzbRlKy8P7kOKsdw33B96BnvCacVcHtFnBhYyGlRszrSq3XaFtlbgcptmirtyuWzGL1NGDLQAC44fP26usJ988snw7LPPTg4aM+iEeg2QfO2115pqGbhMzGV3hV2mk+DZuAXcAm6BZWIBnimBK/TvbW1t9goQIUUYgsIPEMPkovQEHEF5J+AAYMSdqO4XQCI8sdbodycjKV6DPmU0yF+vewPUrfZleoa+dokswP0BrrBRL3OfgCcTEtCZCQh8lzbRIIHLdaZMr69vtPML6CJx72iKwgnX2KiYuRfxVJoFAI05XVNZLcDljOBdvWyc4brTNYd63NPMFgAmMzmit7fX2jKfURjT90Xl8nzH2eJ+gNc0t9iAV66vqFzmOkrgJ/2nJghMLEBhlMv0oGN6tV40jv3psiHWMnB5VBM1UOfaFvq+GoCqtmCxgvWauKVXPlIuE1s6Hpf+Ph8u8z6WfWbrJd+yLXXkd8LguVTA47JjolzOqnzolnG1LTirNgrE5WpnAS5bHOS5HKjEbYSSJ9xij6q/SZTLOpgBYgPi/DYZWJ5bxvbbpU1rVHAWXGPTj6FaxouAweu5ZeVbuQUqwgIOlyviNHkh3QKVY4GP3vu0YgwnMUAKS71ZwOYtt+0oXF32z8Djb/3pj4bh7PRynB7MhS8/fiC87satU477O3/9YPj6c0emrHvp5Z4pn+OHv7vnqfA5QerChBp7+6ZVZcnnT371rYXZp34eyo6Ef/ni7vClR/aFr+06rJtFbiWLJ1yC33bd5nDXHZeGV122vviGRb7pH8iG9/zPT0/79ptuuSR839uvnVy/5+Cp8EmV67P/sSccF7ibKe0U8H79zVvDd775qtDWrMGC80jcZD8kqPNPn3s2fPXpl4vG4M4/xNqu5nCL3KpTh2+8bkv+V7O+x/64Yk9LH/jJ1xukjN998ku7wz/e+2z8OOX1f/74nWGL4NP5JIDWj77/0wbQC/P5qe+6Jdwgl/BzSYvdpuZSprlsU6xt3nrtpvCeb7vRssBGXC+f/OJz4ek9xWPCs/GGNa3WprlWMvVLf7uU1cSIex/aa9DykWdeMSg+F7vgLeLKbWvCjVduDN/2zd8QOlobZt3tmb3Hwgf+8sup233L7TvCd77pqtTvSln5J//4qPXFhfu88/WXB5a5pMVuq0yS+bnfu3da0Wgj/1m2JX3myy+EP/y7r9iEmsINgahvUD/zX9/xqnDZxasLv17xn3lwH5Jbw77cmdCTPR0G9Do2lrX4VQ1VwOVmxVDs1OD0qlBbTzvl0dzTcrIAkODkyZOmWAYqP/LII6ZKYhCZwSdcX65fv97A8q233mpweePGjWHVqoWbVLic7ONlcQu4BdwCF5IFGHQHEES4HAELNmCyEb8LAMX+/n6D0GyLOi8fRsA9yAfAVW9wWWBByi7cYePRtU5Lg5ZGEZMkPmwSz/JCsnMl1JVncCYRsHCvwAJ8I8V1KC/juil1UiNAuYzbWZTLuKCtNtezKJcFQ6VWHjH1stzmAn5s8sGUHPzDDBbQ5WNK1pxeAcxjsjcwMYHLUpDqPd4DliIZIF2iY5daXybM0K7pz+jX6OPo8yJcpn8rR4qq4ETZmzibjZN1IuTlM7bj2RKgbHCZSQLqS8+Oy3uECmLoOP+0qrwRLvM6rn6WtkF/TB9M38x1mPTRyXEB0MRDHhoi1vOQgeV8uAwoLjVFhTagmnaIohd1NIB5TGM1VerrKQ/fWdxlXe/mElu1WohrHxtgywT+Srmsfot6g7X5DTL31gLuNcDlOSbMjgXxuJEolxPVNarlxC22HXWOuflmboHlb4HSe4LlXycvoVvALbCEFvjcQ9OhayzOd77lyikPk3F9uV9RiX33W68Of/7xx1KzvkfAsxAuo2KcDTbFzI6eHAgshQlFbJ2UwuXIpzDvws/chP3rl54Lf/TRR2aFt/n7omr+ly/stuXOm7aG97775pKg5phmL6bV7xu2ddthRvX9n338a+EvPvGYbsq4aZo9Pb//ZGD5+3ueDu/59hsNgM2+1/QtHvz6wfBbf/lAOCSVcimJc/lJ2ZLlyu1rwo9/x03hlqsvmlMWug9NtQc7Z3PJA3XMCOVimu34/lP3Px9+TMc9n0T9H332ldQs0iZaFG64VG2qsBzz/VysbTKphUS7+MUPfb7oOSg87ivHTgfitP/xxx4J3/O2a8L3vu1ae4Ar3G6hP+ekRv6bu58ITGopFk9+pjIw2QcYzfJXn3zcwPCPftsNM3pvoK0yQSSt3eCd4nzhMnX6yGeeDKcHGOaYmu644eKpK1I+LVVbzemBN+0ajv3Fx+59xtpMSpFtFX3ivz2415Zf0SSoCKSLbb/S1nPehjRTvn9kSIsGKQSagx6yM3rwbqquC031TVIst4bazIWr7l7O55xBYcAy7i737NljMRUBzLjEZkAIVRoxlnfu3BmuvvpqA8yollFgeHILuAXcAm6BlWcBoARABcCC1wogM0o+4AHghd+NCJf5LYgAI98SFm8XOAJcZABfgKR6PCEi/GdwXs62g/YODQZRgA4J+MjPx98vjQU4zyxAL1xiA954z8SCmIBSLNwrRCg2ZYKBznFANSm3swBmXmkHMMeoXMY1drIk0Vdj3v46uwXGAFpahBNDDpsakJR6VF4AMgJmTOzAhe9SpPx2sBTHL+WYtF3aNm0cyAwcpV9jYiX9H31hOeoDsCVv8ovwlkkZXFNcR8PDimUv99YRzCcxlwWGbZKAUKYuHCYQcKVMkZ2gnNVEDVTLvJpymcEsnXuuN7xH1Op5jPdxgi+gFZfV9OVcvxyTclFv+nrKV0qd2ZZ9yIM68mxM/5FV3hyHevKbAFjm98LyFmwGLid9jcbXtL2+LOXUzbot0DrCZSawENe9SmQZS6gn0uFUHpvwMmtWkxuwH8DNrCm7cYxzyuW5jZNOZuZv3ALL3ALlvSKXeWW9eG4Bt8DCWgDl4AsHTqYeBFXvXXdclvrdQqzEPXaxdP+j+6WuLh77qdh+y2U9cAe17G/8yX0lgeXC8n/hqy+Fd/3cxwQ69hR+Na/PuH/9vl/7l/Bn//Q1u1EsNRNcWAPzfvv//49Sd5Va+WD4yQ/eUzJYLjwQ4OhH3v8pg3CF353v52t2rjPXuGn5oHY83wSgTkvdnU3h1dfMDMuXa5tKq8981uGV4Nt//h9TweBs+eFe/kMf+Ur4hT/4nB7kpk4YmG3f8/1+v9wqf/evfCL8L8WKnw9YLjw+oPl//8vj5n2A/rpYam6sN4Vt2vcH5I4b9/vnk+7/2v5UsMwg0ltv3zlj1su1rf77V16cESwXVup8PRUU5lcJn0fGRxK4PJ4N/eMaRNBAF4PGLVItt2iAqwlXl8Sz8rTsLMCg0rFjx8KLL75oSmXcYQOVWcdgE4NMuL6+4oorwjXXXGMxllEss96TW8At4BZwC6xMCzDwDyAoVO+xHkgACEG1CmAGyqS5RMYygATAcp1AF5DZYm0yoK/v6gWSG/Vdk5aM7hdwm518vzJtWmm1imA5usLmFfBWeK4TKJYAqsLvdEINFlXpHpC4y7ifNdUi/AUoI9gzYuplXNZKVShI42nuFhgdySZQEYDGbhOTOTKyd4Z7b11bBvHmnmXZtwRa0m7whPPKK6+YS/Wenh7rP7gHjZMSyn7gEjLkfpd+jD6N9kyZURkDl+kDywWXKRLq4Ahgec+xgMscf2iIUFh5cFnnM4HDCZDleuIKsYXrJ14vuo5MuayJGmN6JmPiBtCWcw88RZlL/6vctLddfGFUx6HeLJwDtqVcUV09H7jM5KNYtzgRCbAMYDblsvp+6sMS+3rqj9J6XP2AAjNjorImPCTgrjqBv8Lyel+tdVgCVT+TL0pxHc9UDX6/AMwGl/Xe8ucYWszFt9Z5cgusFAs4XF4pZ9Lr4RZYBhYA4Og3ODXdJJesxAFdrLRjc1fYKLe2aYm4u196dF/aV8t+3cvH+sP3/Oo/h8fkArscaURutH/hDz5/3jA1KyXiT//2Z+cF7wrr8XefeSp8+FNPFK4u+vm5fSfCz/7OvXpoKt+DJjARCFfudNfrLk3N8mWpZAvdsqduWGQloPA+Abu0BKxjRmuxtFzbVLHylroeGPpTapsDQ+c3oQRX+D/5f9+zaBNTmKjzXQLLz+1Ln7BTqh3yt0fF/KGPPJy/atr7u15XfDLQpx84v8kQd9//3LTjsYLfiXWrW1K/Y+VybasAb7wmzDWtVx1v/IYNc918ZWynm4NRzbIf0oDAaQ0OnNGQx6ge1on11l5db0ujBpd5CPe0vCzAQFZ0hQ1UfvDBB8PDDz9scJnvGFTbunVruO6668Jtt90WbrnlFoPLrPfkFnALuAXcAivXAijLgASAlQhYgM0ACEAEAAawzMJ71hWmRKVGzGUpKAW6agWQI1AgH1z2Ngp6MAGtQeCjVus8LR8LMImA88tkM6DgiRMnDIABg/JTBFS8ToPLcUO1J1Mt6zzjipanVxSEAGWDywJiKHAL8467+2ueBbC/lrM5gL6UrgLM2JF4vIDEutq60DABl1GsLrU3ACYpcK+JZ5xnnnkmPPfcc+Yph3XAXMAq2yxVop3TdunHKA/Am/4pKpcjXC5X+ehb6UuBuLzymevG4DLK5Ty4zPnELbYBWb1qY51nAHMClolpLKosJov6H9Wy4HJULqvAoFOD0/SvNtFA+2tcjWPkbEmuWWyQX66oXC61zgBp6sQCzD4Xc1lxoDmGys4kIsavort2g8v6DjhO2U29XNDHlFqOc9snTrdN3a/+BU9bXDs1sl+tLiOLmXxu4zm941cKIJ3AZT5xLvQsLLA8plfOjSe3wEqyQPHR5pVUS6+LW8AtsCgWeOzZ4sATd8OLnV4nt8/F0uO7j0z5qrOtPG44y5XPlMJNfABgfP/7/jXsk5pxtlQr99zbN68KV+1YE9asap5tc1NmfuLfd826XbENcLX9xPPnp2bMz/tvP/1kcmOXvzLlPTFQf/wDnwmDsyjRO9saArGdr7t8vdyAtyuGLnMIZ05/JHfIwKxyJkAvsXHS0qcfSFcep21buO7zAp+4Gk5LM0HC5dym0uoyn3Wo0VHFpyUmoCTxcq8wl+i1NTPfFhHP+2d+59/SsirrOhTSP//7n0tV9xYeqLmxztr0FZd0z+laj/vffd/z4aTc5BdL1+taKTZBB28H853M0SMPB//x+MHUw75dsYuLpeXcVnGHfbJ3qFjRp62nH2BA4oJJeoge0+DW8MhwGNSgxhk9uA/pUjurAYXG2obQUSeXcnptYEDDH7aXVbNg8AwV0qFDh2zA76mnngqPPfZY4PXIkSOmrEChjGL5+uuvDzfddJNB5i1btpi7vGVVGS+MW8At4BZwC5TVAtzLAAgKYy4DIAAR/IYAYqKr5AhEphRCt0MJ2AAuR+Vccj/O4DxxmJukZm3W0qDvgY6gAE/LwwIRLh89etTgMjAwgrf8EjKxADjHdyzFksV81f1ghMtVgBjc+U6olxPlsp//YvabXC+IFUZQnA7K3TBeA4DLyeQO3PsykSPDvXedwrrpulpquAy0PXz4sEFlJjICmPfu3TvZpoCqSwmX6buiW2rKSlumn8vv+5hoU67nu6juBS6z8JkycGyW2JcyOSeJCQxg1iQBQVmU6UwiAMWjlrU45dGtPIBZS/QAALSlzPTBdbjEVlsg5nGE6TlBfY7FZ1IEwxF6n49yGXtRL2AucZ0Tt9hyR02dDC7nK5dxv58or8dUflFoA8BWqDL8O6dcBv4S93ncoDIjhiylPp/ylF+jf0yGAjATu3nyGMrbJ8iU4aR5FsvKAh5zeVmdDi+MW6CyLTCT8hLIudjpzhu3hr/91JOphz12amrM5F9W/Mt3v+WqKduidgReFqbv+parw9teO911K7PrLlrXVpZ8Co/J5//+R19MLU/ctiFTG37kP98Qbr1mU9i6sWNKTNU9B04F1IKoglErp6UP/tWXw9U714btm1alfV3yOiAq4O4GKfTIc+vGToPALx7qCf/8hV3hs4p9XawsxEH+0iP7wutvvmTG4xLf+XhPOiDb0N0avvPNV4Z33HlZaG3KTMuH9vqn//RoeOiJQ9O+Y8Wo7PQn//ho+M0fuzP1+/ms7O5sDq+5dlN44LED03a/V7FYf/77XjPlvE3bqMiKu+9LV4JyPomfWyxVWpsqVo9S129e3x5+6fulsLvqoikPgUPZEQOfv/GnXyoKdgHMwPxvumXmtllqmfK3/4fPPh1eern4JBKu73e/+arwptu2T2vbTDJ45fjp8Mkv7rY4zYWxv+Nx2I7jFIv1zYMmsPePP/Zo3GXyFVfhDz5xMNx+3ZbJdXN9w3WfBqaB5DNd75XaVmvUD44VxJ9/2wwQfa52rJTtzjIzXgNag8On5T2gLwzkBsKwlCc5ta96KSZa6ppDZ0NbaK9vEWjO2ABJpdRtpZeTQTQUSAcOHLABPlQkuMVGmYTrQgaW1q5dazGWia186aWXBhTMHR3Ff3NWus28fm4Bt4Bb4EKyAPeKwAXUe0AWXoHNBgwEI/gdAS6jbOV3o5hyGZBQL6hRP+ESWTfnNviuF7nFrhVYbtD9gmJ81nCf4D5OllMbi3A5X7kM/CpMEVYBlgGFAKvo7jcfyOEO22AZgEmQy+CyYI/BZcEl3Nb65IJC607/jCvk8VG5Gs4OCdwJMGuCZ2K7xAUyYWgyim8NYE7gMjhsaRKglvbD/WYMucI9JjG86TdoT/QpqINpM0uRaLOmGlZZKC+gm7JEuMxrOeFyVAjTp6IQ5jPXTCxDPlzmO1P6ykb0pVxPKJdN7avrxVxhG1SOquWoXE7GBNm+RhM6aqVmR7kMSh0dGVXbGQ/D6sNzuXNwmfNAec4HLvObga34rRgaHDZbApZzAswolxO4LNWy6oJymZZ5ri4AZmIiazvVu1yJPiVxWy176dpBaczkJqY9c5Tk6mBSy9yuE0od9yePES2olUeZcK3X5Ajk58ktsDIs4HB5ZZxHr4VbYFlY4MjJ6SCWgumeIHzDtsWHyzu2FIekx3umwuWG+tpw2cWrp9hx87r2VJhLDNtLC7bN37Fc+eTniTJuJlfeuFh934/eIaVhW/5uk+9RMf/0d706fOudl1vs2DRXu0Ao4sr+4//zbbqZm9uN0+QBCt5ce+k6g3eFdqqvqzH1MApiID1xkgHJaQnwNRNsAgQCqtISSvk///W3hcZM8QcQyvjHv/JWA93Er05L9z60N/zaD702UO5ypXfI3XAaXO6TMv3Brx8Mr73h4pIOhbq6UIkfMwDuF0uV1qaK1aPU9W8QFP7NH78zcM0XJtoL0Ji+470f/GxRLwG/9+GHwjdet1kK+Ol5FOZZ6uczgzmb1FBsv+9+69XhZ7/n1mJfW1tlQsF7/8st4Ts0ueK3/+o/wr9/5aXU7T+qfuX733ldqi3Y4W2vTYfLfPdpxfieD1xGMZ2W3vDqbUXLUWltlUkdP/btNwb6mLramsBvIxMS/u6ep8JaeZLgt+VCSSOj2TA82CvvASdCb/+xcHqwL2SlXmbQIyO1RFtje+hq6QqdzZ2hqb45mXF/oRhnGdcTIIBied++fQEFydNPP23KZT4zMMygEurkV73qVeHaa681sHzxxReH1tb0cCTLuKpeNLeAW8At4BaYpwUiFAQWFMJlQDK/JYDlfOVy4aESsIGb3nqbdAZQYBA+J6BYo4H4GuB1fVNoyQhe1zVafNjCPPzz0lkA6MMEggiXiZkLEIxKx1gyYBxQDjjG9rwCzoBVsR2xLe/NLa5gDE9ZtAFQTAKXAT/EXHYoE+1a7BV34tyDZ7OCs8NnBJeHDMoBzWo0YYMJng0CywBm4HJ0RV8sv4VYTx9B38BERlTKu3btCs8+++ykZxwmM9Ku6EPihMaFKEexPGnbLLRbykC75R6Yth3hL/e9bW1t1v8Bm/PbcrF857Ke/AGw1JsFmBzh8nCechnYmah8E5fWvE9U6Fw1UuEKxKJUHlVbGNVkgxEt5hZbEzUsFrPqF/tgYp2jXFYTMXfYQ0OJp4ERKeC5ftmOOgKFKdN83GLbsXTNUzcWrv+RCa8G2HlKzGUpsM2eDEuqnHgwoD4WL1rvw1mwbXlSBL+4xja4rOMx+md9kI7CH73OXI/HdjoTUi7L5Tj10Gdzi805YeKH5aaVntwCK8QC5R8VXSGG8Wq4BdwCpVug70y6i6Ou9qZFjbccS45atU7uodPUscXUrnHf5fSKi9w/l0K3WPqON10ZfuG/vmZON7NApz//728PP/z+u8OuF09My3LvwR6D2HfO4FJ82k4FK7737deEnxLYspvBgu/yPwKe//dv3BXe+TMf1Yza6S6diQsLOC0GzPccPJXqDhvXxn/4i2+eESznlwPgjkr0b+6eHueZcj3x/BHFR92Yv8t5vb/9+i2ho7Uh1VUzsWxLhcvF4t8CT9946/bUslZam0qtxDxW3iFw/4H3fpPi+8w803XL+o7w4d/61vATH7gnNRY2yuC/UVzwH3zn9fMoxcy7/MfXDxSND811ySSRuaa1q1rC+wXSd730sfCK4noXJlxN75eb/cJJIHE71P/EQf7q0y/HVZOv9z26X+XMhebG+sl1s73Ba8GzLx5P3azYRIhKa6vUg4k++f0fdvyet10T/su3XKUZ4NPjDaYaRCt/4E+/WuyrilmfzJYnVpcgs6DywOgaxV3utAfrk5odf0gqpIelVGKQq7b2uJY+2W7m67NiKl+hBWUAKUIBBtL6+lrCmZErQ3bdjlC3ZjxsnhhcYkDtlOIqPxJaw5P7FDft0MlQXdNjAzD5Vb/+ks7wo2/Ykb/K37sF3AJuAbfACrNAhCCABwAEYBlYwO/ITHA5gSPALsXgBHTpfkA3AgY+0CjX6z6hJdMSWjOtobG+0WJ0zn2If4UZeRlWB9DGOY5usQGFALj8++BYbOAY4Jn2QIxuJiUAqPKTTr0p/jj3CdgR0hGMsbjLZwXK9N6Vy/kWS38POAQuDwGXtWQVd5l7chIqVa6rBk3WaDC4XL8kbrFpCwBkvOLs3r17MtYyYVdItBHgMu1m3bp1YceOHYs6iTEfLPf29hpgpl9jPVCUPo97YcoZlctW8DL8i3CZCRgcJ39yRr5bbK4WgHKtylOn82pwWWBafrMsXjmupBOwLPfWAGaLuQyg1fd2LdHdakKHwg8Q7xzAfFYeA3IScXAcO5aUy9SZ7ejbuWbzvVSkXeszmSAql4HL1RqTGZdC+pxb7ES5jAcDJhrFZ0JD5cBleb8CMAOaqynTTAcq4TvqB/Qd0XIOLifKZfqiUo/DHjWylxyV24KNxuQbG+WydNcJXPY5MiWcId90uVvA4fJyP0NePrdAhVgAADA0nD5o3tI0d/hQ7up2dTSlqo9PKNbouFyVnq9Ct9zlTcvv3+QuuRgMv+SizvAz3/3q1Ae4tLxY19aSCR/8qTeEd/70R1Pd035Y0Gy+cPmWqy+aE1iOZQMcf/dbrwl/8YnH4qopr/tf6SsKl9NclrMzLo9XlRhD+wf/03XmMjzNXe+jgtzlhMsoGd/yjTvseFMqqw+o01GulnLNfEoK0rT0+pu3Fs2nktpUWt3msw638f/9R147K1iOeTM5hUkb3/mLH4+rprx+4vO7FgQuf1Hu4NMScdR/7YduL7nPQo393nffLK8En0/L1vqWSy9O/cpW3vW6S1Ph8nBu1BTRM8VJLsy1WFvdpHACr7psfeHm9rmS2iqK5V//kTuK9seETigFxj+y92SqTSp3JZ4kWJJEQIOe+EEOwxQcTku6J4vJzfzNIltA92913SF0dofCOznO1ABzCofjuVvkovnh3AJuAbeAW2DZWAConK9oAzAyUSnCRF6BRAzi5ycG3XHHmslIodegEBnDiUK5aWRQLrGrBZVb5OWkI7Q1dWricIvBj/z9/f3SWiCqOoHKUWVKiYBtgCm+J3HeeU87iG7SgWa0mcLEFMNa0RzpQC3uqXY2qIxbZ+ByolwuRUdYeISV/zmBy1KeyiX2sOAybrEnYy4L2tXLe1CDPAJk5G6eCR0Wq3cRzUJ7ANgePHjQ4iwTemWfvOMAlnt6kqcDXmlDKINpW0xiWL16qqfBhSwyZQQmJxMt+6zd0q+xHkBK+8VV90Ipl2N/ynEM8qr/5HVIZaAvTa4DlMu4xRYcBhBH5TLgWOVMlMvJJN8EMkvFDKBFuazJpLoyDZ0S65x+uEaLdrNrdXBwSBNFdA1PKJcB3hEux2sXO5QCl9kWMA9Ypn68t/jPEnTQP4wrLJ0cYhskN8WvtmcyEXWJymWAOe1bkaXLdvqxBFCZ/sXgsj4nE1xUFh2/1GnPlDoql1EvA5tNHa3/iVtsnyJTtpPnGS0LC5R6jSyLQnsh3AJugeVnARRwxVIpoKxYHvNd39XemLorYPlkX3qs3tQdlnDlRz6THjeaWJ6/+WOvm5fLZtyyvvP1l6fWChfLxGieT/rhd11f0g0mx5gJZBfGxs4v08BgMvs2fx3vDxzpC/0Dxdtj4fZ8BiTeeOUG+6q1uT5ccUl3+OZbt4Xv/9ZXhZsVl7fcCdfYaYk4uJ//yotpX6Wue2rP0XDgcF/qd3cVOQYbV1KbSq3cPFZ+xxuvLHnSweVqB7i/TkuHFY99vtdJWn6s48Hpy48fSP0a1XVniZMmYka4iS+WUB/PlHBNX6wP//QD6RMb0vKjzy22Pe63i6VKaqs/9J+uLxn+F6u3r3cLuAXcAm4Bt4BbwC1QKRbIV9oBXFC3cV+L+2NgIq/A5sKEC9c6KSibmjpCe8vqsFrL+qausKlxVdik1w2ta0J3+7rQ0bYmNGubWimcNU7vaZlYANhFbNyTJ08aFOQcc/5RmrJEZTIgCzAHqIvtwQCZAa6plTG4rJOcxDtNwBJgOaoKHctMtVfap8QttmIuyx02gDkLXJbikwRIrJdiuUGu5hsywOXMoiuXaTOA5D179kxRLNNG8hPtClfrwGVeaT+Llei/aKNxggzHjpNmgKS07ahcps0DTEsBrTPVI78/5ThAWMpCP5qAZj2/q3ykRLkMWEa5LK2swUy+1kQMgVgU67jDtiVPuQygJQvUwUnM5US5rNhFE26xJ5TLgGxdp4VwmXIBl0tJ2CdfuUy9xsekXJ7wdIEnBNtGkJzvEhffyRjJOC7xrT6JcpnzU45ELuQF9AUsR7f7BpeB4VpK1S5TB3Pvj205H/psAFvH4jhWcv8dK8fp8zyWiQVK6wmWSaG9GG4Bt8Dys0BvEZfYlBRYt1RpJhhzsm8odHc2L1XR5nTcnv6hVPfV7PzW23eeVyzrHxII/qfPP6ubtOk3Zo8883IgTnMpaZtU1MXUhzPls3NLl8VaRQlZmIirXCytUezStDSqGY8f+sjDUp3eVhJ4/+B732DZoexe6ESdL9u6Oux+abpr8s/INXYx+FxYrk8ViV+LG17icKelSmpTaeWfz7rGhtqAu/b5pB9+1w2pMbLJ6/7H9pd8ncxWhl/+gW8Mh47223JQEyV4j+eCubaJtPzXrUbpUZ3qqSAtbEB+Hol79W3h41JqFybcZRO/fi796KPPvlI0vvrbXruzMGv7XEltFVf3t70qfSJCauV8pVvALeAWcAu4BdwCboEVYgEG51G1oVhFyQcAYUCdV9wgA2iiijW/ylVSw9ULcJn7U7lkXa8h+JwASFt1nbl53dC+IaxbtSl0Cjo3CobVCoqVOtCffzx/Xz4LALsAbihQUZkCjVEjoi5dv369nXPaBepUoBFgLl+5HF0MF5YInR9gB+WyDVgrDxSFI4JL5hZbnz3NbAFTLgsqGlwWYM7JJbK5QtZu5hYbl9gNwOUWXbeCy4J5i5FoB7QBQPH+/fstzvJTTz0VDh06ZH0F4BGXy0BUEpMVANFsjwvtjo6O0N3dbdsAcxcy0Xaj2p4+jPZNG6YOtHPgKn0dbrEXAi5zjOgWG7BLWQwuyzZce3GShYFhwLImDQCaJ11Jq/wolIm1PFqNW2y9En9Z7YL1wGdhVeun2RcFe01NvdxpV4URucKm76a+HBdb0J+XW7mMO2/aJcfIZhVzWaAZoGx1GT+niub4UbmcqK5x612+fgBV8Zjyw2017015rPomMZMTuFwKC57cH0iuc2dwWcXFJXbiFnshW67n7RZYfAu4cnnxbe5HdAusSAs0Nej2v8gv7sBQcUC4lMaYLe7qUpYtHvuJ54/Gt9Ner7si3Y3stA2LrFgtl+HEYE5Ljz+XxLpJ+67YumsvW1fsqxnXcx66OtIV5jOBr41rW4vmCwh79y99vGh817QdgcqLAZbjsYvBQsD+0VOzz8rFFT0ug9PSWwXruIlNS5XUptLKP591xCWfaaLJTHmi+i0G6u//2v6Zdi35O87ZW27bEVDA/o/3vC781f94R/jcn35PeOTvfvC8wCUPNauKeHFgMsZs6a470pX2PNPd8+U9s+1u399933Op2+ExYP3q9Gu5ktoqLrE9uQXcAm4Bt4BbwC3gFrhQLQAYAi7HGKTc1wJDIlw2IFIABEw1J6jR0NQmFeDqsKZ1bdjSuj7s0LK9bUPYJLi8Wsrl1tbukGlsNbetF6p9l0u9gTpAP2Ab4A+4zCswCvi0du3asG3btnDJJZcYCASSFSqXAYxp7YE68gRrsUqBTPoERENRmCiXgT+eZrMANgMiDkuxjGqZCRtAORIAMlEuy8OAJmzUacIG8HKhE1CWNgMoZsLBSy+9ZMplYi6jTKaNrFq1KmzcuHGK+2vaFfsAoFliXO+FLi/tPB8uM5EiTohAVQtcBiqjXgYCl6rinan85A88x/00C5+55gwuA3yByxMCEc4dMLZWE3KicpmBWa4UbE47SMCy1MsT7cBcUeuaop3QT9v+EzGXTbk8AZex/ciEW2y2S4PLM9Wj8DvywE70CSw1es95zwksY2tUzDihTmJH5yuXUWGrPlG5PFH2wvzn+xlMbcplbCab0AuhODa4rPKo2CUmlMuqx0Qe/M6J2SvvZMHyntwCK8kCC/8LspKs5XVxC7gFilqA+VwFz4qT26J8W6o0k3vkYsrXpSpr2nEf3304bbWtu3bn/GBufoaXSz2blr4u19ilJlxJzzcVc7sLQC2WcO1dDI6zDy6L3614ue/4qX8Iv/s3D4aHnzykG/Hi+RU7zkKtf/Nt2zVDdPrPMNfRZ+cA7P7j6wdD7+mprqNiWe+6o7ib4UpqU7E+5/t6+3VbziuLHVKap6VdLx1PW132dcTpnk/CK8HufSfCn3/ia6GviHeJ6PpppvwBp8WutWKurvPzG1JM1mLu3ouBa/avpLZ6jcPl/FPu790CbgG3gFvALeAWuMAsEFWHMQYp1c+Hy8CRmRJxYFsa20JXS1dY17Y2rNXS2bwqNDUIKguueFoeFoiK5VOnTk26wwa8AeMARsDliy++OGzZssXgMnAMqMR+tAcAY1SyF6oPYTiJO9lEuYxLWpIp/gSU5BDXgJijGTNL0X+mXFZs3awUy8OjitEr1SpAsUrnCJUyauWMPAYQ67xWULGqauGvL8AsYBiYvGvXrvDCCy+Ew4cPT7q6RpG8c+fOcOWVV4bt27cbYAacop6NSmfUzrxn3WKk2NaZIEMb5zNlAvwCl4HKLBHO087LkeIxyJvjRLhMvVlQFnM+SQYxLeay4LIgcywL1xZupEfNFXYClgHNo3KPHuEyjBPwSbxmlMu1Ui7nw2WLuaxjAXYL4TLlos8vtc7sg/1YqJfBZQHsEcFlYDjjytW495adJ1XYKmihcrno4PM8ToBNYNExJlXFOo3ETAYO0wfhTaGURDNg3zpda8TBph5ntXK0ShNlqIsyY8zPk1tgpVhg6YjPSrGg18Mt4BYwC6zu5KZKsSRSXCwXgxqLYbpisaAbMrWhrXnh3R+fbx33HuwpmgWxkeejMM7PsK9IrGxiHY9q5mAp6u71csU839TcmO7WaCylPcVjcCP77rdcFX7rLx6Iq1Jf973SG1g+/Kknzf329VJ8v+bazeHWazcVBWapGZV5ZXtLQ3jdjVvDvQ/tnZbzp+Ua+3vffu209fkrPnV/erzbG67YEDauacvfdMr7SmpTUwp+Hh+KKWPnmuV6uZVOS9mcXHspZnGx9pu2z0KtoxwHj/SHPQdPhb1adsnl+tN7joUzg4rJVIZ01+sulbv5r0zL6bl9J8PeQ6fCtouKu9H/96++FIaGpw8o4vHi9TdvnZZnXFFJbXXH5vQJCLEu/uoWcAu4BdwCbgG3gFtgJVsg3y02UARXycBEVK0RzMwGIjJSUbYKLjfUAySlDpRauVbusj0tHwugMEStTMxc4CBxcYHFJJTruMRGtcx5R53KukQBmcBl2gLbAxsBS4UJkINiGdVghDoAGRwBJ2DGqUyhzQo/AxaBiDlB5exI4hIZOFeF+2TgsuIsZ+qbBPiaJBPXOExp7KzwcHP6TBtAsfz4448HXGE///zz4ejRowYn16xZE6666qpw0003metrwDOTUWgjtDe227t3rylnmbyCunmhEzbk+LRX2jJtFvgJHAWsMmmCV5ZyJ8AqEzUKlcvAbeByTjCWspASOFyncp1TLnM6cXsNRB6RK+yRKmIuCywDm7WO685iLuuaok+uUR9bqwkHTDSQA3VB9FG7ZoeGErfYbE+9o3I5Qu9S4XJyrESVbcrlCJd1jjnPuMUWLk+Uy+r/4+8F52JMbvFNuaw6EH8ZIFyuxFGjW2xypv+JqmNeSw3FwPbJ/sDlBJSPjyVxlxkR8Sky5Tpzns9ysYDD5eVyJrwcboEKtwAQEjfLQMnCVAxgFm63EJ+Lge1KUC1jj2Ll57v3/cmXeFmwhOp7VVu6u+q0g7YUAcRp2xauKwVi5++La+lPC7LO5D43f3viOqP4ZSERm5g4qXfetDXcoBjF8y1H/jFKeU/50+Dy8/tPGiTcvikd2HFu7nt0X+qhgIAzpUpqUzPVY67fcU7P93qfCU4Tu32x4DITPiI83vdybzg4EZv55WP9oad/YWdwE+P9//37r6ZOIPr0/S+En3z3zUVPSbGJEG+45RLFzys+YFhJbXUhXOr/5Q8Xt2lRYy/5F3rQ51lfAxdD2cFwoO/l8OyJvWFvzwFNMDgdGs9Wha7axrC6sT2sVwzFi7q36frcqFn3C6+YWHLTLKMCMCDFIB8D/wz8PvHEE+HZZ5+1gWJAAINaDN5t3bo1XHvtteGKK66wwWJc/zGw5AqyZXQyvShuAbeAW2CZWKAQLgMG8pXLgJHZUrUASWNTe8g0aGIn0EMD8xEwzLavf784FgC4oVomBi4L71lH4t4BuIxqGQANNMR1MO+595hNuUwe+PUCLNdp4VW3jpPKZQBQ+ZASR1uZyeCyIFwWuKxlRIrVs8Dls4JduudGpYo77FCXPsG/3Fbh2qcN7Nu3z+AygBlX2LQb3OgzGeG6664Lt99+u7nG7uzstO9RKaMaZgID96vAzA0bNlg7KncZC/PDhgBP4DJloO0CWfPdVQNIKVO5E/fhHAeIC2DmGByb8mAzVL7RE4SBTBSyAGJTLvNMhVdJAVm1gTHcYlehWNY+plrWOuCs4DOJ/rU6KpeZaBAAyjHm8jm32JSJckSwTt1Zx3HmmjgWeVC3aDv2p32wJHBZNVIb5dkw9v1sw+QI4Dh1whalHHe28lEDoDLKZUP2/PZY/6OYyZNTXGbL5dz3k3BZv19cb9RnXEIsyd9ZpwAAQABJREFU+jKOg+c478nO2cvfVb4Fyt8LVr5NvAZuAbfAPC2wtqs5FS6f6BnUIPPIjBBhnoeccTdAdzHgsnZV84z7LpcvlxLMo/ouBS43NxWHRAtlz/q6mvD7P/+m8N2//Inw8rHTJR/mleOnw8fufcYW4NDrBZm/9c7Lw2LFT73l6osMfKZNysDd8HvffUtqnT4ntXNaPGqUoN8kYDdTqqQ2NVM95vrdGvVLeFU4n7SuiHKZPE/2DgZctC9kAih/+O4nLMY2EySWInV3Nkvxvyk88NiBaYe/58svhJ/4zpsmHwDzN6Btf+WpQ/mrJt+/fQb37WxUSW21Xf1HudMN29Inl5T7OOXMzwYqmCEvsNw7qIfnuuFwaLQ31I8dD+P1A6Grqj5ckqkOm1qrwubuTNi8oTWs7e60weNylsPzKm4BBqZQYBwbOS3A/ErIHd0djj//lbDv8UfMXSFwYN26dWHThsZwzebWcMc1m6UkucIGiIvn6t+4BdwCbgG3wIVuAaABMCTGIAU88JuD4g8wAxQBiMw0QQmXvSyelq8FOI9MTkO1jHoZ8Abo4f4BUNjV1WX3DAAkYugClwFJbIPqErfYADvaRhogAihNgh0BHkAZQAblcnRbC7zxVNwCKCNHBOOyAovZCagoIhdqRdEA9qgpUakudAIYxvZy4MABUx+jQMa9NeuByBdddFHYsWNHuPzyy8Nll11m62gfTFAAKMdJCaiXAa28ch/L+pn6kvOtG22TNhqVy/RhJOAqanzKQhtfiBThclQuc22RqDNlymrhNRgkJo42bq2By3UGfNkWZbIBWVxho1zmVa7SUS6PRTirOkY4XYPyWZBZq5R3hMtywa1ziC0oE+XgWsYGfCZFAGwfZvln17bUytiNhd8MkpVT4fCIuWwEFgpr13hynQNiUSuPq/7YoPzKZaCy+hcdjtjIpp42uJy4xk7qmJSFb2dLsQ8zt9iyaQ22Oqu4y6oT1yYx5KmzJ7fASrFA0huslNp4PdwCboEltcDarnTXsajtnnrh2KKX7Ynni8cNPl8l42JV5rQUqkuVirkUL1ae+caFLZbfXNcDwP/+g+8K77jzsrnukrod9f3nL+wO3/Or/xze+9v3CFb3p25XzpVAz7e9dmdqlvco7nLaAzcb313EJfY337pt1kkcldSmUg1T4soNq+fvrj0eiokzxdKp/qFiX533+keeeTn8+Ac+E971sx8Ln/zSc2GpwHKsSLH4yIdPnAmP7TocN5vy+hmBZx5SC9PGNa3husvXF66e8rmS2mprBYRZmGLcBfoAXB7ODYb+gVOa3KXBnzOnwmB2QANcepzWw3Vjpjl0KH5iV3NXaJd6OSMXbD5AuEAnIyVbBqJQGL344oumHHnooYfCY489Zp8ZHGaQDkXINddcE1796leHV73qVeHiiy82F4Up2fkqt4BbwC3gFnALTFogwmXUqwBFQERU28VYoQAlT5VtAWBTVC4Dl5k8wLnnvHd0dBhgZoIBbYDX/MkGnH9gXXSLnfasizNsUy5rkkGNFH/y5WxqQqbXgmNSHisq26ALUHrsOioYlyXusqAisXdrdI8OolSEZbMvsXoXOnHd4wobDzmPPvpoeOaZZ+wz6wGn3GNyr4lqedu2bQaW6TeYlLBp0yZTNKOEZx2TElA7A5dRMqOEXsiEDblv5rjcI+PxB2hIu6atM5GGci1EyofLHAegG0F6dBdufWp2WLB13FS+dYqXjGts8wYlDkr5cYuNWjnGWo7KZYOzejYjTcLlasB0hMs5mwjCMaJCOh8uU575JuoBWCYP7GfgVZlR3vHxZFFTTcYP4sVu3+HmG9Vy4tY7dYBhHoVS1hYDGbCc9DF6o/OM+3hUx8RcLvVZVTnoPODeW5M4tDBhirYDM0e1PMY50WRs78zmccJ8l2VpgYX/NVmW1fZCuQXcAgthgU1ri8d5LQYeFqIcMc8nnjsa3057LQbCp224xCuWEiYxo7FSEvGz3/cjd4S/fv87whsFWGtrz+/n7b5H94dv/emPFlVcltMud8k1dlo6ImD3tRRgB/T+uuJtp6W7ZlGCss+F1qbK4XIIhXyxVKcHpIVIf/2vXw8/+Bt3hy8/fuC8smcCw41XbjivPOLOr71hSyim0CVOeFq6+77n0lYHVMvJLODUr21lJbXVmvNUxxe3QmV9w6DAsGBy3+kTUvUfEWA+FgaHz5j7NWbTtzS2hc6W7tDVtja0NXWGTG2DPcBXVi0rs7QM8KP0QGm0e/fuAFi+7777bLAPt5YMGq1duzZceeWV4TWveU244447wvXXX2+wOSoLKrPmXmq3gFvALeAWWAwLRLgcwWIEEFG9CJyJ6r/FKI8fY2EsAHBDucy9A7AvgkIUyyhRUXVy7ll4Hycb0D6Ay/nKZe5NClO1IEytYExdVRIfGNAzqmWkSlBGS+RNhfv553MWSJTL44LLirs84Ua4RobLiG4ZXNamQl3ndligd0wk2LNnT3j44YfDgw8+aCFYAMMkvOQQZ5l7TmItb968eRLW0naIq7xz505TMNOn0O4AyrQ5JjXwSjtkfVo7Ot8qRbgclcu0c9owZUGhT9uOwPd8j/V/2HsP8Eiu6873ImcMBpMDZwbDIWdIiplUjpYoW5ZlWSvbu6t1WEsOWu1zkr1On3f97X67ttdyktOz33otydLK0nrtZzkpy/aTqEDKIsUkpgmcxImYgNBoNML7/071AXoa3UCjuwF0o+8la6pQ3V1176l7b1Wd3/2fm/97B7muXEYp7M/iwNW0oDJ9KXMiT2l+ZMIuA5YT5TIzBidhsfkuQNbgsqmWk5DY7GdAcJNAJ14zA6HyaTSp3fEuh03pr2mvU1IU887O+YHBLOUqtjlOLlzmOC2t+FKS2ghUnpkWYNYyq3x4DWWL/HKdAeZs+2f5tivnb47FwBVXLts81iiXZQ+iKNAnLSdZOfVbfm/H0JpjklCUG1zWXOhhSgsnr2Zh7Czxn2iB1bVADIu9uvaOZ4sWWNcWYN7a933s4YJlfOCxU+Gd33VPwc9WaueXi4Ri5XyvuGvPSp22qsft6WzXPJULw+C2CZ7ulPJvJdNqzSNbzTLcfuP2wDIyng7/3z8/Fz77laPhi18/Idix0IZLnXcyMy0F8yfC//ilN4VbD2xb6utlf05I5TsPbQ8PFQDGfy9gd8/N14JB5rctlPbs4Dg7Cn10zb5Gq1O93ZWHqxpLFZ8jbtNA6fOSX3MhFvmDkOi/9aEvL/KN4h8Bwg8NbbbQ7rffuM3qz0ap++/7kT8N5zVFQSWJ6ATf+oobwp99/LEFhyFU+8+9/eUhF8Q/efRCOHzi0oLvsoM5nJdKjVZXl7JHPXzOy35qMhUuS7l8ceRcuKI1sFneADkiFEauoy8M9G7Ssjn0ak7FdlMu10PJ6juPOIdwwOGMI8QgcPmRRx4xBQnAGYcRTuGhoSGDyyhImGuZfTiBcLDFFC0QLRAtEC0QLbCYBbiXAENy4TJOdg/lCqxwxSrwiHsLn8dUXxYAsvFM4QpSBg+g5tyyRYMH9dwAdHMQRX1wuOz1wOEyzyYLny8SlaDNC5xV/Sn0jULVCsjITCzVxUr1ZftSc4tdE+UycJkwwgqJrR9rllwtAnxaVjpxvZkz+ZlnngkPP/ywPXvyHAogROEOTL7lllssWo6rlskTv6N/AD6zn/pyTHM1o4Cm/wBOM1Dy1KlTVs/4DX0OQLaaCRtSR4HLKJep94BVh8soilcSLgNeaT+uXKZNkbBPeiItuDwWUuNSU2u6IdTKzKNtymWBTFICYwkjLbisK24KZtUFC4ut+qAvGNJtpj4YQE0AKAKTdHoeLgOiHXY7XC633PT3lIOyJUsSitvuA3rVACgDllFjs56HriiaE7BMfmwwgfJfjWR20rEIi239i/IICEa5TFhr1sttLfRiAHsLP29hsaVezsLlWcqhaAIZgeVMZlKDaHS9qLvZz6tRpniMaIHVtkCEy6tt8Xi+aIF1bIFbb9gWdku9fPLswnDCKJefOX4x3LBn06pY4KtPnA7PHh8ueK6dW/rCHQe3F/ys1naiErygOV3z00tuvy78zs++IX93/Dtrgb7ujvDGV9xoS0ajLR9+6kz48iMnbXniyHmepUtKQOlf+eMvhA//6ltL+n65XyKkdyG4XAjY/W2RkNjf/qqDJZ2+0erU2HhxMFySwfSlxcIzbx7oLvUwJX2PwRC/9Af/uOR3Ucru2zkQbti7Sf3qYNi/e6Mt9MEeXir3IOMThe2w0KmT+6uF24TGLgSXR8Ynw+cfek7zlu+f+1GxusqAiV1bi0e68AM0Wl31ctfzmpHlab0sX50YCcPjl8LV1NUwmUnJlSW4rJfn7nbNxdg9EPp6B0O3VMwtrTEsdqXXG3UBjl1f52/jGMMpRghLVB4nT5405Qhz3+EcxkG0detWU4cw1x1z3uHww0nsTn9fV5rX+Pv6s4A5qFGRyOFHIhoG9x/qhP6PKVogWiBaYM4CgAdAiMNE1HbcYzyMK2DIQyLThwAZ4v1lznx1sQHY4jry/ADk8wFqKDmJfuJwmevO9fXBBgBnrj2AbnG4nKgoTfHHMQA7Ai8AZQtZKygGWEqA18pEj6qLC7FEJrljMz/1pEJjswCXAYgdWtq1tHIPX+IY5X5Me0dVyzPn008/bcuRI0dsgCPXjudLQl4fPHgwMKiRsNco3j0BMqkvwGWebS9cuGBhsoGRDFCh7vEsS32jzwFEA3yrnQrBZfq03LDYDnyrfW5sQHk5H22IMvq5UBJPmHI5Ze2pvUVDBtROWvVO1arQ2O4HIP8WFhvlst7EMlqzMN8vQBWHGDieVkToZ85JfwzY5d3BlcuUjbyQB9aeD/YvN3F8+ga/bm1tym8L5yU7WYCs809nnzvdZ8c6geXKf3awBN+vRqIv8WMy3/KsMmPKZRvckiiXl3ufsnJyTQSWAcwGqLPwmJDkhMSeknJ5Su/MfCc0E08gpmiB+rVAhMv1e+1izqMFatICb3j5gfA//uJrBfP2foV5/W//12sLflbtnf/r7x4pekiUd8t9QCh6sBX+oF9wuVBCERhTaRZAbXnvLbts+dF//aLA3Moo6YF4qJsLwfvcIwOj+f4LX7Ard3dVt+978fXhV//kCwtU6gA78vnqe/bZ+R595mw4fubKgnPzQP6mVy+tBOWHjVanTp8fWWCv5e44crKw+pbjDG6onnIZAPwzv/VpjSzWC1+R9JLbd4fvfN3NgQEm3Z2lzfPECORi6uvlvpahij64b1N46lgS0iw3m5974Og1cPlzDx7N/Xhum5DYpaRGq6ul2KTmv6POiPndrmTGw6X0SBjRkplWGDk5Ejrlwuhp7zLFcm/PxtDW0ZsdqV3zparZDOJYwfmDcxeA7GvCBrLNOn+bvz2cII4knHPMsXzvvfcaWD5w4MA1YLlmCx8ztioWmBZUZoqCtKK54Phq1zNVRzsOM1ySETCvykWIJ4kWqBML5MJEYA9QBJDAvQpIBJTkXgVkBC5wD2JZ7UR+6sUXsNq2Wep8PHMAh3mWAPJxTQHKLDt37rTnB6672xcYBYxjAUa7Wpk6QJ3IB0TcZwhBy1zL7VnlMuBM2EnqZak2de0I84vyj/0xFbaAwXgBxLQWg8v6WpvsykBP4TxTLq8UXub587nnnptTLD/xxBMGgwHOAOObb77ZFMuolvfu3bsADFN3clXBKOQB0gBnh8somalT1C/qHoC62gkQTh2lrtJvMXiT/orzMpgiN4/VPjfn8cE6nMcH6nAelMi0oyQsdkpRoRQOW89mucplbEjbogwolpXza5TLDDYgJHaL2hS6XIPL+o0dX4MDCLuNrSk/x+L85APATJ9eSeL387Aa5TLHS/ILVJ6eElzWwtzE8/2DyqI8A4GTeZep4cv1YhTO9fQUYdU1l7OOzxFdtdxiYFj5U5tZblvh+/PKZeaVbsne65LBMdPTGhgssAxcnlYUr+ZZDbQyzF84j3FvtECtWyDC5Vq/QjF/0QJ1ZoFvffkNReHyJ+8/HN713feWpFirpNiHTw6Hf/zqsaKHeKPgcr2kTUVUkeeGx8Lw1VQYVLjbmJZnAYDV61683xYeWB98/HT44N9+PXz+a8eLHggIvZJwGUj4egHmj/3jUwvyALBzuPz3X3hmwefsePFtu8O2QYGaElKj1Sng8tWxdGBe7nLT088tBKkca6CvUy9ylb1g5ebpk198NoxqQEGx9ENvvcv6UHfYFPte/n4GVBRLhJ9abgIOv+f9X1zwM9oJYBzoQKSK0+cWgv2uztZwn9pfKanR6mopNqn17/BinpYTY2RKwDMzFsamJhTWLGMqiW69nPdojuWuzt7Q0SWFQdaJUetlquX84eDFWYs6hIXwg76NM46FfTj6cI7hjEJ1hKqEfmRwcNBCDhIGmznvmNuOfTiPYooWwAKTmRlNNSIolJ0eorO9VXOnSymkNVO0oGJGzRxTtEC0QGNbgHsKcBkAAVh2uMw+3rfy4bKDisa2Wn2UnuvH9eXZwQeyAZfZ5rmCZ4bNmzcbXGYNXPaUC5epC9QDB3b8FviVn+bmXG5mDlmFkxVom51N1MvTqP6YO1bPlm1tnfk/jX9nLcDbXUaoTNhMi8AcENFUy9lQv1kV5UoYDKUx068QCvuxxx6z6Vh4XuX6MwDhtttuC/fcc0/Yv3+/QeFCz5wAR/oIBkACpImwg7qZ4wBVUS7zO6IkDA0N2bMtMLaaiedllPY8PzOIgkQZgMucl3rO3yuRqPO0Hc7BQln9XLRD8pVKjdt6aqpH0wyhKOY77WoviW+Cdpu0l3nlMiGxp/SuBrhllmO+SQkIjZ3MK6wIAXqPm7Cw2+NzQD0XLpO3chP9SC5cTpTLgreqn8qS9Qcop6elzp5hfvVs9wBITuDyvHJZvyg3G8nv+LnKOiXQy2CVBC5rpzLTnB3YQv9jYDivvWDb3IUD+vVh28rJMVo0RzX9mLbNvjr8LH2YzmdhsQWX27XdNBvfu7BbTPVrgZXpCevXHjHn0QLRAhVaYGjXRpvvs5CyFujws7/9mfC+//LmqgKZ3CwzT+7Pv/ez9nCSu9+3b9q/OZDHekm3HtgaPvPlIwWzi41fKvViJQnodvTUpUBo362DPSt2XSrJYym/PTs8Go6e1EuuyvP6l1xfyk/sOzz4AY1ZUA5/5BML55Lli6fOLQz1XvJJSvwiobELwWUGStB2eOj+lOa1LZS+4zWHCu0uuK8R69QTh88bgC9okBJ2FgpZzs9uuX5LCb8u/SufLtLWOcK7v/cl4fvedHvpB8v55mLK63JeyxhExJzQUxpVnJtGxiYDUyDQnooN8Hndi/YLLpb28t+IdTXXnvW4jUMiNa35ybRc1cv6hEaC44IALPcqVFu3HB8dOAPp0GIqaAEcrSw4tXLXbONQ8rDXKApw7uLEywXLwGT2+cJ3cMTxO+55OKtwirGg9CAMNqEJr7/+eguHXTBTcWdDWiCjPh6wfP5SSgMaJ8yRxmC4/h4p0braQ48gM0unlMwxRQtEC0QL4FwHCHF/yYfLgERXALJG+Ydzfi0S90IS91mHnX7P9TzxHSCKL/63r9nv275ei7KsxjmxiQ8OQK3MwqA1ni2wG/ALZSngMBcuYxegGDCOBfjnNucZhjrBc01+csVfmykHgcu6x6As1BctzG82pGzQgEXNr6JnSo4Qnytz7WjKZQPLMwaZ+Yx5rDsEuTq0bhUsyzaD3J9VvE3dOH1a09M9+6wBZqZgob1z7Rm8SDhsIuTccMMNYdeuXTb3Ms+lxRJ1i985ZHbQy1Qv1C2eY9mmLgJAq5kAuL5QVykD56Rvo4+jr8sFitU8N/2Lw2UfiJMofBXuXOCV/FDmVGrC3scTGApgzoXLvE8kSl/exnzOZSKaJWGxgcoolxl4AFxOAK+F3TZ4Pa9cptwOuT0f5ZSXPoHfY0vK196er1zmXSdZppvJ5/w9IoHLSQhr8p/72bLzwnFlh6B31Skpl4G9vGeRXLnsIa0NMJu6Wh/qZ6Nj46rTmvZJA2Xov8gHZerpkaK9fyC0dwhIq19qaxVYFlwGMLeo3XHcQIh6nQeYnYTFFthW39biFN1yEP+JFqg/C0S4XH/XLOY4WqDmLfCDb7kr/PRvfqpgPh979lx474e/En76+15a8PNKd/7Wh74UiqkMOfZyIFyleanG7++6qXiIn7+WyrVSuPzu93wyMD81iRcMADNzUrP80jtfrVGQtekwvKh5qH/zg18SGL8cjp2W4zxnPtk7D20PWzb2LNv8P/sDLwv/JJD7/IXRBb+tRmjlBQfN23HnoR1hz/YNC8JeozoF2DHf4cXLqbxfhdAnJ+9r7h1asL/YjkasU5+QIhh1dzmJOeSZs7tQ+qYXlm73Qr/P31dovnr/zre9srSw5/793PUXHjqe++c124wOXm7aqIgJr7xrb0BVn5/YB1z+p68+l/+R/V1qSGy+3Ih1taDR6mhnRvNHTeiFeVQvyqNhOmR0X+mUE6tP84FtAC4zejtv9HcdFW9VsorTAacrKgl3ouWuUW3wt6uHPPw1f7O4qsOdtrlqA3f646hzRzBQGScf+2KKFnALMKgNtTJThxx7/mo4fV4hTOXw6xFc3tjfETb1d4Ztm3rCjuaeCJfdaHEdLdDgFgAY+H0GAMP9B0iC8517Evc17lGsccy7M3+tzAacYZoIonxw/+Te67ATaARMcaACXPEFKOLbvl6rMqzGebl+2IZIKT6tBs8eXFOuL9ca+Acs5NmCOuCJOkE4Y+AytiIx2I3f+uLftbWeGzmmgR1Ufw5mZhXZSfkgJDBQJpNJhRkNVgSOzQPma47U0H8A36ZkL1TLk7JpW9amnbKnhRsHLlcRyNOeaUMoip955pnw1FNPGWCmztCWgMosRMghFDZQmOdO6gTAcbFEfaJ+DQ0NWZ3hHPQjtNvnn3/eBlNybpTNSx1rsfPkfkY/wLM2fQT1lEER9Gf0B9R3FrYrAa2558vfLgSXHWQnYbEnlLdkzmXe5YHLbW0KpW1wGcyTDTMtmGkDMmaT+ZanUM0COFU3EuVyEhIbuGy2Ezyl7MzpTJvnurKf6+R9IXmrJGEz70PpH/ibKkA/g79rLix2C+rg5Ex8ZnMuq14DzBOVcQW54MA6TkYDVXh3TeDytJ2P8lofhE0dEgsUk0ZHpZo/dTKcOnXCBthgI68bu3btDtfvP6C6uiWB51KTcz0SwIxyObEbeTflssA2559R3aJ8MUUL1LMFIlyu56sX8x4tUKMWIOTw6196ffjUFwurLD/0t4+E3Vv7w7/6lhdUtQQf/vtHw599vLDylBPdcXB7+M77bq7qOVf6YMxvSghC5rvLT5+4/9nwL157k4Gc/M9K+Rtg6WCZ7/NMc/bimC2XpFAh3GGtpvNydv7d5wuHiCY071s1J+1yEw+SB/YMFoTLydyCyz3i8r8PePu9jzyw4IcAOxy9hdIbXnbDsgYBNGKdoi/6D9//Uimsio+MLmRb9v3FZ54o+BEvQR6uvOAXyth59uLCgQ0c5sa9m8qe2zmj0c2f+cqRorlBmVZOYqBOIbj8D5pn+e3fcWdgIFF+2rm1L9xz88783UX/bsS6WtQYtfwBNw8tswrtlZ7UKHqFwh6TEyOlNjKjl/LOprYw0NYVBlq7BJc1mruWy7LGecPRjiPLFcm5KmS2cdKhSGbNd3B8oarA+YOzFocQx8BR4w6wgYEBU4bgxGNeOlRFOOlw7BFmkL/5jO/HFC2Ag4vnjVR6KlwendAz0Vg4cupKOKxlQvu6pMjYPNAVtm/qlsNyNvR3t2uKiBjOL9acaIFogQQKAiEcvgBjHL4AaHxgFGv+XmuHOoDqyJEj4fHHHzdI5cCUa0neUVdzD6U8rr4ttOZzAKrBmXVYEXiuYEAAzyGnTp2ag/HsdzsRupjnCp4pHCJjDyCS24zvso9nFZ5bktC+gsS6l/j0CgBP5jgFLrdpUGKi+tN8pdPJIAUUf5kMzz2pkNGzZZtUzU3AKf0X07wFpgFYplwWzJdpsBOgrENwmSWZR3b++5VsAddQLAN9Dx8+bGAZwMzf1BHqBVCZgYzMtwxk5rmT+lBK4nvULxTPPOsC9HgGRrHskXt4Lqa9Utfoc8oFoOSX8nhfRb3nnKTcwTMol1cLLjvU9b7U4G82LHaiXJ5WeTUQQ/yzVUDTvqdrrjczs/+UBvxO6e8pA8yCzQBaLYo6rXqAclkw1VpQAqTnji94nQuXgfy0Z89HKdcu/zu0fyA5tuRYDpfnYLieP6dkf55Dp5ty1ckeFpv8J3DZnJf5Jyjx78Q2soveXZO5j1EQT+vX6ovIY7YPov8h5Dj5JI2MXA3Hjh1VuPdHbaAN9RB7UR9e8IJbtd4QNm/ZpDIyfUyHwWXU5HPKZR3DFNgMkhFYtpDcOu9a3wutcPGfaIEKLBDhcgXGiz+NFogWKG6Bn3/7y8ODj50KQMpCiRDEZ6QQ/fF/86KKX8S4Gf/2//py+MBff73QqWwfYfz+249+k27stQtMC2We+Vzf8PID4f/93JOFPg6//MefD3/+69+lB5flu+v/8M+/WvCY7Hzbt95a8XUpevAqfHBo3+awe1t/KKT0RKVaDlwmW8fPXCmYu707Bgrur/bON736xvD7H31gwbPyZwUHGWFaKL35NQcL7S66rxHrFMr231HEhJ9/xyuK2qXQB8zf/sG/e6TQR+F2DVYpNidwwR+UsJNIAelJXmyuTcWu/bXfKvzX73/kwXDiTPGw7sDnctJL77hO5e9aoKZngMof/Z/CfcubpL5ejuOtEetqOddirX8zy0uxQopNTGiEf+pqGEuPh3E5/9I4s1D+tHSHgc6+sLGjN/RIZcKcbzHNW4BnGHey4szCuY2TDHWQK4R8/mTAskNmVBo4NDzhSMPh42oAHOI441iAyYBkX/t+nHs4i5bTLv18cb0+LQAwNrA8krZw2Gcujptq+dQ5zTmoeykhsEdSmjNT9w4ip+za0mtOwNUahLc+rR5LVQ0LFHlMxmcdsVM1DLyMY3BfYQGKuFOe+xWDpwC63Ou47wFy1jJxHyVsL3D5ueeeM2BFvkjkHyUkC+CABYjs274GaLHwmUMg4An3Y7+3cp/3bS9v7t+52/55La25Tg6XCXnMcwjXknxjJ8rvg9ewgyc+BzS7ctlhnD/3AAmTZdy+478jDDZqv3YBGlP9aWBiYiOpGgXKgEGTkxMh0y7ldHae2djI3Xpay0YG4fV8DmCe1nUIWZt2CHS1y7at+ltGzflR+ZvUDZ5TGajx9NNP25rnV9o59YHnT+AyYJl5lvmbelNqog7xm6GhIRuQgFr56NGjVgeB2gBmzk+bJFHfeBYuJwGWGfRAP0X/sBRcdjVxOeda7DfUd/oQwHpuv8J+8sjgHNrgxATRFqZDE+8A6neAoc0Co1xZ2tmMKZezcJn6YMpl4HLiVwIq8+055bJ+R1+dZs5lzelMf8j7RW4+KoXLue8qyZzLSYh2y6/6miQstiCyweV5KyWfE1YaGCvwrP/KTX6sjN5fTbmMgljHJSVhsQXAAfayJ+Gt/TqjFqduM3iCewbvZdiL96m+vn7V8Vs0TzT3NWB/Vrms37doYIcPeOBzgD/nBjDTp1VSFst0/CdaYI0tEOHyGl+AePpogfVqAcKm/uIPvzL81K9/qmgR3//XD0sNcSn8zL99mYHCol9c5APg4q+9//6AWnWx9HOC3buklq7HxDyrxeAyIaH/4KMPCtK/eFlFe++HvxweEPwvlPqkQgEC1XpibuU/+auHFmTzwcdOa6DBw+H7v/2OBZ8ttgN7PHe6CFzeuWGxn1bts22DveElmkf7iw+fuOaY5y+NX/O3/3H9dRs17+9W/7PkdSPWqY9+8nFT+b9Wc/6WkggF+gu/81l7wSn0/ZUIsc+giQcfP73gdMyZTH6YG305iXr0gb95eNGfABHKSYAEQnUXGtTzF5/5RsFDvulVyxsIwUEasa4WNF4N7+SlOD0hJ8zIcLg8cj5cTV029fK0PBtdcvr1dvaHwZ7NYWPPptAjwNwqJ2GjJ5waOKxwiuGYYOQ7TiwW4DJqDACzK5TZh6OL3+BMIuE8c4cP2zjqWNjGmYejAwWRK5Nx/LIPRznbLK4uavTrEcs/bwHg8pXRSQPKJ86OhJPnRsLFK4pGILCcmpDaLCMnppybRNVhAOllTd3BvMwbe6VerpKjej43cStaoDQLEIWFuskapzl+c6pjiyaRZOAeC9sxrY4FuDdxf3Eg4YAZaMN9DujE9lrCZe6l3IMBVceOHbOFeywJ+ME9l4X7MHDHF7/Pcq91RS5r/uY7lJmys1BuFlfq+doHgfHdXPWew4fVuUrLOwv2AioDl3luQc1J/gF6DGZjnQuWOTrloXzYh8+wj0MagAxgmbqA3Ts6+IzBhwlUA5KhXCasbItAKPedBAhl4bKi5ABn2gBN+i+2bpmOjk/QbVKDPNPAd4Xdnc52hggssGennsvbtTabcpEqTFxHnmEBbQzSePLJJ22b+kL9IEz60NBQOHjwoAFmVMsOgUs9tR8H0EmdQR1NXeK8PB9TJ4HNtDmvc+XCZfqkfLjMeal71F3aP/lnYbsS0FpK+SkTZWXN+WkH5NFtgXI5o2uQtBsNaiFClL7TrKqAQpbvWlhs3f+msnAZ5XLSZqTSpb1pIWQzil0SczPnhsX28/u6kn6K/Dtc5hpdM+eynj8J8T0tWA5gzp1zmfya4jdbJrap2uWnZKCKhacG8qqtAOI5qEVPUJ/jofmT6AnJu+tkZtLuC/SBQGb6RPpCFu4naYUT92xZSGz1X63ZCAy5YbEJbU77zGgwtimmKytM+WaIv4wWqJIFonenSoaMh4kWiBZYaIHXvnC/qW4//oVnF36Y3QMU/uLXT4S3veHW8P2CqKUqAQEtf/o3Xw8f/vijReGPn5Qw3cuZ59N/VyvroV0bNafuvvAPDx4rmKX3fezh8NRzF8N//nevLmmu4fd97KHwvr8qDpzeolDbXVJ613oqBpfJN/N6Y7dX3r23pGIwSOE/FJknnANUe27dxTIFtMyHy8W+/+ZXHyr20aL7G7VO/dRvfCr8yHfeHd75XffYy1kxIz367NnAfOTFoD4h9t+sEObVTgcVBr8QXCZc3M//zmfCH/3im/TSvLT7hBfgD6h//F21g6XeVcakQCs30a8WgsuFjsf8yUQbWG5q1Lq6XDut5fcZdT06LiB69Uy4cOX5cHV0OKQ1Fx4v1+3tXaG/R+GY+7eFwb6tBpp5SW/0hLMHJ8Q3vvENhVZ7zJRTOCpwurtDG4crTjQcFrRpHDLu2AIM46zFuQUsdmjsCir25wJnHEI4wVjjpGPbnf2Nfi1i+a+1AHBuWND46OmrFg77tKIMAY/lcdP9R85K3Y8YlDSqfZdHJgWY07YQkaCrE2ccCpSl71PXnjX+FS1QmQXSmj6IQRFEqsnIOU095XmpQ4Mg+rvbdB/qCC1S3ce0ehbgHsM9x+9FAAmHy9zn1iIstt9LAWLcbx0QEOoZUMC9mfsjibyyMNjL+zTK4GAE2OMLkIRt7q9+j+U4lD138X2AVoAs92+2+Q62qgTarPSVBQCjEMVWAHdsRd55HqEcPJNQ9tyE3bAL5eNzyujPHjzb8IzjzzxdXYmtuM8APhPlsgA9IBTVn+4xYGRC5gKVJ5l3WWsGOLY5zck9eSNuCx5Oyy6piTHBQcI5A8ykogToCTq2Cyx32CLgBbDXf5UkFLRcP1TDKDkfflg+Kc21TP2grREtB6XyoUOHwk033WRhsXlepU4sJ/F9BkrS9qgzhNnmeZeBIdRL6iTnp27RxjgHda6cVEi5DMgl+TO4w2XqM/tWOlF+Fs5FH0Hbc+WyvSdM8p7AZVb/pM+BxAzT4Bqg8J3S96VlD5msapl2hLaWq09Y7FbqB7/RQlNCCZ1S38cAAc6DTTk/5WVdKVDn91wrjpUolxk8kuQXuGzKZQ0Wm7E5l+cbN2VBXWxhsXWP57m03IRtmOt4CrCsSAhzcy7rgGZH9TnJABcNDtK2hsrYqQDf3Beod9R97iPcT7AN+9n2fLXMDZCRzSz6QvIMAsTmfElY7AQuk5+YogXq2QIr3xPWs3Vi3qMFogUqtsAvvfPV9rDD/MDFEg8QgOIP/u3Xw603bLN5TG+5fouB5sENmgNQ99rhKylT7jGP5z9+9VjB+TwLHf/gvk3hP0pBXe/p597x8vDQk2fkyCscZhwY+Z0/9b8DCm2AaqG5ZVHm/sH/fjA8rOMUSz1dbeFfv6G6c2EXO1el+5mPdWjXQDh66vKCQ+FU+rH//vHwirv2hH//r14YUIQWSlc0n+AH//aRwHzdOKQKpVfdszfcsGdToY9WZB/z+PZLAXRVaqDFEgoMlKPlpkatU3/0f/45PHnsQnj3974k5Ic7p3196kuHw3sUDaHYXMQ4zonK4I6mcu1f6Hc3qU4XSyjyf+o3Phl+Uvnes72wkn5aL4/0BR9SKO+vPFo4MkH+8YtNXZD/vUJ/X797MLzgwNaS+uNKBvg0al0tZPNa3Dc1I7g8cTUMS7V8ceRcuDp+SQ4thSqU26JTYbD7uuVA7d+qeVm3hG6pmHnZbuSEUwiHBE6xJ554InzpS18yZxxObpwVOCfckYWdcCTh2MGZhXMWBxtKEA9x7Wv24+TFYc33cHZ7P8Ux2PbF/27k6xDLXtgCPAudv5QKx6VaPva8lPRjaTnvZ0KPBh22awoW1KH4wCY0hQPQGVUz3wfkbQyCCHqObMVbGVO0wCpZgDp7WWHcL+hd8erYpE0vgnqZ52QGy05mOs0F3TcrACjA7OqsVcpew54GEILDnfsR9zDuO4AKh4lscz9czYQDn/sr91ruuajOAKbAMEAK903yCpgCEpBH4A2/YdsHe5Fn7qe591K2Haj7MRxCAcLYBsayBsZyHyfUL2tgGAnownFqLQHcsBn2AsKjFqX8PG/w7MHar3Fu3ikLAIk6QNn5DjYmYd9cuNzftyF06rvNGhBicFmKvzaBUNR/RLzhfKhyLSy2FH+TzJWKMjerXM49b2Nuo/rMqK4q1LimqTG4LBsBl7EdoIyQ2B16Lm/XGtilD8o2Fe2BOkH7OXHixNxcy4TG5nzU7b17984ploHMO3fuLOt8tAsHm/QfTO3C8663U/KAmpnBDTwT79u3r6zz8CP6JJ7DHRxSRn8md3jtz+Ocr1LQWkpGaTO+cD76MR+cYf2TBhHMMqBKdmdh2IC4rH0PIAuMnZpBuSxwa38ncxm7atm+r9/YYAMd2/o+2cDAtQaBcD0pK9eAfFRSZo7F7zkOfcOccln7uW/PGFwG+goiq99RducS5eZ5lGtEuSrBsaaE1sAU4DJh9qfnwmIndvQBLhaW395bs3BZeZpMayCb7hfUDRby5e9u5Bs/pCW1MeZbtj5Mx3DlMmGxk36MOZcJxx3DYs9d5LhRtxaIcLluL13MeLRAfViAsHm/+uOvCweuGwy/95EHFs207svhkafP2rLoF0v88K2vu8lCbjNqvd4T4ZJ/+UdfG971y39XtChXBCN/XmF8ScAnwDrhyZ+/IAehwmcvNu8qvyFk3Ht/9g1hx+b5uZLYX8uJuvVv/9NfWajGQvn8/NeOB5brtveH3QqLvnNrn6kYzg2P2Zzfz54Y1ssXIwwLJ5ylP/Kd9xT+cIX2ch2+9eU3hI984rFFz/BygXMbfLHot4p/2Mh16p+++lxgGejrDLfduC30drWHJ46ct3ZS3GLJJ4Rppj9bicTAgmJziXM+ohdQn1/7oqEA2KU+U0eZv552Tpmo28tJRzU1QSWJOb8Z9LNY6uxoDUQaKDc1cl0t12ar+Tte9MflzLqUuhwuj19W+NwROQTSNsK+S4qTXs233NctdY4gc2cHDubGVY/hjMApC1hmXjoUHj5vFw4KHLE4XXDA+qh+nGc4snDe4oB2h7Q7pVnj3MVZ7eqh1bz+8Vz1bwFzVE4rVHsqE84JFJ8dHte9RCFjNeAKJxlzKwONp+T0Qx3K99g/Oi4QrUhCvfqMe1GbQpp2qb+XZzOmaIGqWAAXLY7kadVPQrZTB6e0zcDkjJy4aQ1yGFV9RG3PMgJcRvGkl0qHy4Bnwrf3a9of6mcSJpsQsfS3Unmp7rZqYZvf8HdMlVsAuAyQACoCF4FRQBqP0IEzfi3gMvdhYDL3YRYgMyCJxL12z549dk+lXwSucG8mr2zPAwTmtE3gByAG0ENZctcOpolCQvhe7uvAGe7pwGa/nwPDdu/ebSCO+z+f11qiLNgIu/lAOMoC4OMZhGcPrnV+ojwOl32QgSs9sRvXguNapBbZuFc21fAktcVENQgEtbDY+hs1oSsXTbmM2lBgyOdJzT93o/2NHw3QPpmZUFsb0zKu+sgADqayaDb1ZbvAcmeb1KdaG7AXTiwn0Ta4ZiiGjx49aqGwgcoomGnj1G/qNIplFiAzdaXSxDMyx+Y5GMDMmv7E80Jfc/3111ubLfdcrlzmuCzUUeoqUNThMm2U+lyozpd73sV+R5vxdwLaE4k80SeRv0kpl20Qga4nABNYDAolNLY+sDowpfuaz7eMcpmPgMkazpLMt6y/ua6802UEWmnz9Hf0aT5IhD6M8/N3uQk7Up55uJzAamoi57d7vO7t3N/ZtpzqQ4PB0lsnc0hzj08Aebn5wAAWLpzQ1KiXDfISFlt24V0sC4aBw4lyOXmwtZDhsgv3BeodeSYl9zcGIKGExreo60S7sz5MymXNu+x2I+8ch1DcHhabvi2maIF6tkD9E5d6tn7Me7RAA1ngB//FXYH5YX/hdz9bFARWyxwAbZSFlag6q5WXah7npXdcF37hB18RfvVPvqCHxORBptjxj5+5ElhKTThT3vOT94V7bi5vRGmp56n29w5KkQx0/0mFMF4sAdaXguv5v9ezb/gv73pNuHn/lvyPVvxvQmMvBZfLDYmdm/lGr1MolZearz3XXt/9+lukhL83d1dVt4k48Cs//trwA//xY/ZCVejgvGh98ouH9RFLaQlH6qsU0eDTXz6y4AdPHbtofUUxNfSCH+Tt+JaXHQi//oEvmoM376O5P4Hh3RWG2m/0ujpnzBrc0Ct+GBNMvixn1qX0SEhNak7g2UzoEETu0st5T7tUQN0bQpeW5rblhcKrweJWlCUcVUBlwmGjWmZ+OpxzOClw1DooxsHtSie2cxdXPuWucXLh7MLxE1O0wHItkITCTgssjwebZ/n8qCmSU+npsKG3XYPzesP2zSj5ZjSQaUzzMctxLYAHZD6jv00JqmcmIPMmDWqMKVqgmhaYzMxYKHbqGyCZQQ2jmtJjZCwTRrTm76tS2LMmZDv1GYcvkJjnn+7O1tCr0NgMJESBz0AJ6mp3l+5PWrOP7yTrZKBENfPfqMfCkZ4Ll4GvDilxyrPtjvnVshF54NzM0cocsSdPnjRYSl4AoYDle+65Jxw4cMAgCvsBOKwBLYAch8ysfWF/PnjmXJTPv0947aReJmpeh8yE+CVkMJ+xD5uRl1pKlAEIzHQegHIAInCcZxbyD1wGFuUnrwM8o/Ac4wPn+J4rL7keLBMTKQP2fDanXNYzY6KybTO4h41Q/BFOFnAKmAGesj8mwTIBK+DyxKQGROhZHEWmQ0dTLgsqd+mZ3OCyAXuQ3vIT9qY+M7/yQw89ZM+0KId5lgUc7tq1K9x6663hhS98oc2zzN8ORZd/tmt/wXEA1bRVBjvQhqmTKOqpZwBunrWpo4Xq5LVHW/gX7dbru8NlgDN1mePxrO7P3At/vTJ7HGzTN3B+4CX5pM8hr/RPhJMmmXIZgKsmwR6gJXMsM99yhjVtSAv/mYpY3wUwo2Lmus6qrLRNjsnCebwdc25sUEn/xDlJHIdrCTT34+HfxNbMIU0ZKdMMhDxbTRk0BvymPGwbCbajLf8fg9WyCVB5Di5L4c1RPSz23JzvORG3ppUv5qOmrrN4Ir/YjXo3OUn0QQYJZeGy+jGO5YOraZOAbfovzm/RF6w8frS4jhaoPwtEuFx/1yzmOFqgbi3wmnuHwp/+17eEX/y9zwWAxkqkvTs3hN949zeHA3tWRlm4EnlezjGBWzu39IWf/e1Pm1NvOb9d7Lv/WRD1VffsW+wrNfsZ9erH3vai8DuaX7ZaiefeX/yhtRugQMjvG/duCk9rLu1CaWN/p4X8LvTZcvc1Qp1613ffG/7nX31tUQC6mN2oD4TR/t5vu32xr1Xls1sPbAvv+pf3Vq0+79s5EN7z7vssBDiq5wnNS5if/v7zz9g81Pn7S/m7r7vD5iT/+BeKT31QjYEQ5KUR6mopNq+17+CkSGn09ZWpVLiSkYNVzizpS0Kn3tB7muS0l0qiq7NXoQ4XqlpqrSwrnR8cYYDlBx54wFTLOLdx2OJkcQczTm22PVSmh7nGqYNjCUcMzjucMaxzF3farHQ54vHXlwUIcY0CmTDYxzUYD2A8IoiHQ2+DpunYu2NDOLB7gxxhM4EBnMC+i1KJApjPX07JaTlrquVtg936znQQGllfBoqlWTMLTJoyWfcXKeaZxoMw7CyolFmjrgc4o2BG6YTCGaczflqe3QDMDKBFVU/dBSr3a8AE9XpAy6Cepzf2a1uRbDb2yRWv3/Q2y9ldgTJrzYxVYyd2IMFAKBaHrNzzWBxcrGa2ASUAI+AyiksGdxFNhMS9lvsvQOzOO++0AV6ADvIJOGBNGQDJXgbWHM//BpI6dPA1389dvNyAHO79AFp+x/lRY2IrICz381q4pwNLyB92AuJRXp47AOGornleIe88m+QnnlNYgHEsPMfwW9K1cDlRhwNHSU36DXOxtgNlsspBgA8wKYFPWbWhFIeAmUogE+dbL4nwugaXUS4bXEbZnRMWG+WyIgihYEYdbmGQyyg87QCIyyDJr3zlKwHVMiHTqa88u9KO7rjjjnD33XcbBOba0x9UI1GfGMyAGpq6SP2kbvJ8TZ0kRDaDILxNLfe81C+grbdptrEh9RYYSh1mWe22yfk5L2XE/uTJ+6O0YKYr+LEyT2CmXuZGqAUgO6UPUC4DZk25zP1RNaAlq3TWjdPmIJ4hKkgWkrImYXMH29hguTa1g+T9wzE5lsNq7Elo76R9A7iT6BCzTeDepIXTZwJmWYDDySd5By7xTzsWcFkDVWzeZRuoYjg+AfQe0lpQGJU/id+gOPZ7Qe6puB6ExOYz6ozF81YGW/X7NiIFqB9zuxnwZ5CMqZezA2QqKk1uTuJ2tMDaWCDC5bWxezxrtEDDWoC5az/6a98V/vmJ0+HDH3/UwrwupcJdylg4D15y+3WBMNivunufbuLVeXhd6rxr9fnL79wTPvwrbw3vFUz93ANHK8oGoWp/+K131z2Mf/t33GnOzz/46IPh8MnKwvzerjDJzF190xoolnMvJuGG3/P+L+bumtt+4ytu1Mt29Zy3671OfcvLDxiM/4n3fCKcvTg/ynTOoIts7NjcG37mB14WGMSwWukH3nyHnJ2d4fc/8qDNNV/OeZm3+/sEw//NG29VGMjE4XP3zTvC/ZqTOT9VApc5FvC4GFzGfvfeUr2ICOu9ruZfm3r4e1JgeUwOvqtSL49qm9HxbVIt9zTJka+X6i6UJ3qxbvSEUxZH9rPPPmtqj1ywjGMWFcbBgwfDzTffbOEEcdqiDELBjKPZnRKNbsdY/upaAN8jcyczb/Kpc5oLXGCZaVYAdIQQ5l60Q6rl67b1GbgD9hFmGGfl5ZEkRDbhigk5fEn7AX192o4pWqAUC1D/cNgmTuPEgYwznAELTFszqrpJfaRuAZMvaDCDw2UAM3MsMziC3wOSTUWvE/NuSEJtn8Zprs9bmqV2Hm+1+k74bOo9augxzdk8llKI0XTGzkkYeEB0u4C0hcrWeyWH45jAGFvrHz+HnSj+s8AC3LOAIQ6XAT4ObAA/Dm0W/HAFdwCJAVHA5ePHjxsgAwaQT9SQhPIlrC5K4kLwiO86XAZscSyHy6wLLXzHITSfU3aO4YCCZwFUvTfccEMYGhoyeEReyFMhYLuC5rnm0EAe7EXeuXYs5J/rxjUlz8BwlmLKZT8gZeE5hjUwiboBjOFY2GN0dMS2OaclPT9aOFk9OwJmDISqwVk/ARDKVRvqOGreMQlOmRrSlMtSs2q6GhSZswKK1GVTLrdrkKLgcofW/F2ojhczJLbn+gA0UQlTb5nWhWdawstzLKZo2bdvn9VlADP1mXpSzUSboL5dd911NpCDeklegMxsA5cB3w67qXfUuVLL6vXS2yx1lPoKCPU6zPZqJ8rt7Yjr4PmkL2EOYJ7JSNwDGTYA6EnQcAJkdSu0+ZaleTa4nNzTErhsqmX9fkpAdyqTzEs/KbBM+wdqc26Hyw6D7WQV/sOxODagmetj0FWDGA1u2/l1b29WxuXa1afW/k21rLwCmCtr+KrPzEVNX4J6WKDXFMQqU6JcbksGtggKNzUlPjfskSiTNf2GbJ6bErgMeE7U5FyT9jYGAus4eg9uJSx29jiJchm4LBsLMlOm2IflWjNu16MFIlyux6sW8xwtsA4scLfCL7MwT+hHP/F4+MvPfSNclfNgOWnrYE/4jm86FN6iZSXmCd40UDi036aB5YWdrNZxcm2zV2rE3/zpb7Z5Yt//sYfDl75+wpwkud8ptq1nt3CfQ+Vlzh3L3KldCh2XmrhW/dgqB8xaOxNf+6L9BgA/fv8z4Y//8mvh6KnLxUywYD9OpJfcvjsQ4hfgXuoLCEoIyo2DKjehktjQV9mLB/Mu/9aHvmyOsdxjsw14rnZaqzpV7XIUOx6DBRiU8d/ff3/4Bw3KIGziYgn1+PdrfmXaSjkDVlDB0NbyXxbY787PYuen/r3lm24K3/zSA+F9H3sofPBvHimoOC70+6FdA+FbX3FDeNsbblW4x2sd/AzCKQSXT56Tg2x0Qkqe8gDgC1+wq2A7IH/f9qobS25PhcpTaN9a1VXaOn0dzurcRJ9I39iIaVYjvicVmnBcUHl0VvPnaYT5rJwwPXqZ3tCquRZbOkKnVGDMAdaoCccUzuUTJ05YSGwccTi12YcCAcesz00HWL7xxhtNDQRwRu2xFk6sRr1WjVZunMXAYBShZzTw6pTCXQOZJ9XHmcJTkG271MibN3RJ1dlpgG57qsdUpNhqdnbU5mgmHLEpSQF/Wlwh2tIyD/sazbaxvKVZgKk+0oqoQgj2lNYAZUJbj2sB/DoEZn1FC++K1Fm+PymVEM/hHQp9zT2Y0NYd7YrooHuQ/rfnL571xgWPOZ6Hy2bNsYDSHPfClZSFzO5T6Ox+1fle3et7dKwuhctmgEWX3hE4bqeWDm0na51nnQ9mLu0KFv+Wq90cLgMRgAZAVYfLczCx+GGq+gnnA5B6WGzmDyYBcz1iCAO6ir0HutKONaCHsuWqktnOVSz7Nmv/HmUHfPmzAOcHiKH+3Llzp4Es8kl+sNlaJQfL5A2YiDKUvJPIF4CPPJJntpd6VgFO+cLvsTF1IRlwMGrQknMmSXOiMzBRENTgsgEeYuJkAaqgzKTAaQYgJECk1p79XWOvgGPYZSKj+cEFmTN6NjfoKEAIrO9QSOyujj71Yd32t72olmgynheoAzzLUncJhw1cBuRy3agHPMOyEBKbUNg8w1Y7ATupbyiXOS/1k/DcDN6kfpIfYDODM8kzz9hL1c3cPNL2AOj0E9RN+izqK+2d8lCH6dtWM9FWPA8Abt4rgJmmXFZeaUeEkNaQJ5s/uUXfR7ncQrOQDQxeanNKEHOKNqSF7zAgq1XvZ7yhzeh+OqnjpFPJ9AXYFvsB1oHAlJ+ys82+aiSupS824EQ5w/4ZzSHNPNJTsv1si8Jy6xU7ETADlRP1tUUoqSATKprZMCO4SzuZmknmrcZezLnM4Iu2VkFhDZIGbdPHYHdsDU1KrZAAAEAASURBVGAGRucnVNCpVBIym++2N/eorgigtwOX3W6C/YB8lROwjHrZQvvHPizfnPHvOrNAY3rC6uwixexGC6xnCwCFf+J7Xhx+9G0vDOeGNY+bVBMoJ04Jdpw+LwWF5n3jRWK71G+Eg2bhNzu39oVdWlYybNmv/NjrAkulqVrHKZQP5gP+Nc2VzIvDY8+eC1/7xvPm2Lt0NSVHX4rnI7Pd7q39Yfe2/rBLyhPmVi0XIqGA/NKf/mChrFS07//5T2+q6Pf+Yx6SUfWyMP/a4RPD4Vkth09cCifPXlUIxyl78EaJwyCBzVqu370xvOi23eYM9eOUukY9/Pn3v73Ury/rexv7u8JXP/zDy/pNNb682nWqGnku9Rhc81/7ifsMpH5G8w8fPX05nL0wKvXVRNgo5/letY09Cv95vQZdVDrX9i61uYc++s5Ss1bwe8xT/O//5QvD9wlyH9NgiROqwyc0lzrzh58dHrU6O6h6MkjeNeDkJarH2zYVf5H/njfeFliqnWhrOIMLpW9/VfUHQvh5VruurlWb9PLW1Jqbi16M0wq9xxzL41Itj2k0fFov5J16ge5pEYxq7Q79LZ2hQyO1GXHeiAknCc64Y8eOmTOOkNiE4sSxjHOKcJi33XabAWVUSyimcMjh3K6mOmA92f6rR4bD//3pZ2qmSOTlwSOFp7AolMl/d98N4Z79az91C4CNaRIAy4S2Bi6fHR43lSiwbpPuK4DlnVt6BZal2BFsw8G5dWO3DTBs0vNWWuGxLytc8RU5266ifhak4xht+v30jAaXCNJxrJiiBQpZgMhVgGVAL8pk6iJrBiqgjkeVDGBOFMUKVarvMvABhzdgF/DLIAiUxtRRQlwDhqlzDPLE+QystuPrmByPcO8ck2MBl1FFU5cB0u1thM5uyR633Y67QccmEszcmpDaPR2hv0mDzSJcLnRZ5/YBC4ARDpe5pwFqcLo7XJ6HiXM/W9ENzs/ALuCyh8QGmgBJUUKivCSfiyX6QQcsXj7KwbF9nbvNPmAEa54JAM0Auvvvv98gA3PGYg+eExhURv0GhgHHGIC2Von8YivAMvbiuQVATsJm5A+7sQD7lrIbn2MvFsqHHbET9kC5DCjDPp6apFg2uKwpVQA9DFK0R09TGwKEZG8DM4TIjQkLoIgkmlBaYDk9BVxOgBlz6gLJOjp6bJqajvYe+5trUGri2lAXHn744fD1r389PPbYY1ZnqdvUh/3791tI+dtvv93CYtOWlnP8UvPBs7MPAKGt0H4YHAKkpD5RTxmoAQgGyLKmXZWaKKfDZQAz7YD6SltEhe11t9TjVeN72JHy0XawNW0Ju9OXpoiCcE1Y7AQsA3oMActGpvbVpQYs25zLWvOZzc+sfpppjW0uYR1vIqV7rcHqpC1ib87Hef3c1YLrDpY5HstUU6IeRjUN6J7WM2ZoF1xWGbwss6ZaJloJ7b6Slo9dEuWyKYizfQnXi76mVWHjE8Vxu87VpLxMWr2gblDPqHv5ibqSSo2rP9O7sb7X3ZFMA0D0LuqiQXn9zBTaBrUTuJwolxceL//48e9ogVq2QITLtXx1Yt6iBRrIAkBioDHL3Tc3UMGrVFTsd/uN222p0iHr/jD9cv7ceWiHLXVfmDUowHquUwyueOvr6qejYV7jW2/YZssaVIUlT0m0ANRH+emum+SsE7Bf6bSe6+pK26684+t1XqOzpxVybzx1RaqwEYXFlkNCI84zcrb3aIh5X5uAVGd/2CAHVmezHLUN+s6McwEVBeoOwDJqD1QWOIVwzAKSUXm84AUvCPv27TMnLfurpQoo7/rW9q8AswDad/zhV2omo189PFxSXmoFLAP1DCxrYNW5S+O2oN4EtDF3LerNrRu7LBT2jk1yqOp5qt2AXbMpmAHTOkS4fDUdTmuAFr8D4pkCWgNF2wTpgHtAvgiXS6oaDfUloO+k5usmChKRfwhzzQAHW6ScP686yZzeKOKpp0QLIfQ6txHqFXURJTFAeYvqKcr6rRoIsUURp5hLGRVzq1Tz/IZzAKs9nPZF1XPOdzmrgJ5AAS0H9pQc1sz3yCBV1NAMpqDeczwH1wzkG5/osO8zqJf5nbs6EgXzSkCUeq8UheAyDnkDIro3suZeuJoJkMkUFQAoFkASEIx7MXAZSAUEWCoBRYAhgCZP+bCBv6kXLCjVSNiEch8+fNjWAG4AFrDCnxU4P9Ni8EzA88BaJfKUC5eHh4fnrhegjbwxvy72YwDBUs8t2CwXUgFiOAdgHYUoz0sArrmk0NioltsUBYfQskkbQ/WnZ02BIMBpxtWGcz9q3A36R1Muyy4TU7qXa8FGgCxsZ2Gx27oMMAPtm2TTRJFZms2opwyKePzxxw0wM1CStkQ7YKAkYbAZLMlcy/yNwnYlEvUMyAlopV2hmOZ8gF8PZU10IIfBDH6gnZPPUpIrgl25TD3lXABt6vlawWX6BcqNXdn2fnRcMJMQzXN9DNeaBeWyKW416IC7p/ojlMuolsHGfMfCPwukonh2uJzS4CvUuZSb5P1cLtheqq3bD0v4h2M7YGadaWb+4Vkplyct1DchulWpDX4DwKnLFlKatZWphJMU+QpPFNgM9TD9CWtU0ew3uyiMtSuXdTqzyfg4c8OnZJvF4HJKA2aY+iCl54fp0CowT0hs+jCgNcM5uDfQVk25rHUSjpsWHFO0QP1aIMLl+r12MefRAtEC0QLRAtEC0QLRAmtugY/9w1MF87AS4dsLnijuXFUL6J1Y6jHBJIHlqyMXBZaGw1h6NKT1cj6rF+eOtu6woWtj2NSzKWzoHpASjFDwNuZ8VfO51ifDacH8bzjjnnrqKQvbh/oHZzpKCpxhzLOM2mNoaMjAMuqKajlt1rr8K3l+APP/fOeLagowL1VewPI77zuw1NdW5XOgG1Dv7MXxcFLRgk4rStAlgWLCDLe2NhlU266pZ3ZvVT0VtOtVuGBXaaIUnZruNAg9uEEKTilFh9s1tETHBNgxZzMDfgglPCAw17cy/uVVsdN6OwmDwBgYwEIITXdlysecTXMb5gD1vbbWR/Of5nyCgzrnz9xN9nMOYDIglvMDlVEME+1kLCUlsdTEw6iVBXxRLTNQ4YqioTAHckb1EWUVCmWmpAAqoyzuUR1kAARK5U1aBjdoLfDL34S2JnS1KZdVJye6phIYrd8SDYa6jBL5is41ovPbXMsC0EBsBlbQBnD8Tk3NmsKZeo26mnmZUUAPX+0wUD0gsE3d71ZeLEy25lbsFGgmr4SFB1A3egIcACS43wFlACPc37Cvq+5QwgIYSwG65dqTezHnBGISBhuoDCjlb/LEfRewzP0YUMq+UlICO+e/mf/3/CcJoPG/OT5AjHMS2pcBZ0Q4Aa7yjAAUI4oJzw98D+iyFgm45HCZOXXZxo7kH5CH3Vi4tqWAO4dUlI86AegH+iXK5WxYbD1H5iaDO4qG09IMJlOPovOb2lBQ2ZXL/E2+YkqUy4T4ndCAT+DytOCyCJogo2CiBn5aqHEB5iaFHFdjXNJk2JX2CWg9JmU9AyVZCDtNfaAuMMgAsEydpQ0Rhrra8ywXyijtDeDLgBAGY7CQ6Fuor+SNfeSdulxKHeX3rlymfPyW8lNfKRN1nT5ttZ/TKWs+XKZfo88YH9Ocy1Iuz8+5rMF90vla2GsKpLvwtK6jUKqplpOw2NqrYzarXbVqAXlO696X1sCXcd0XAde5cNkHhVB2tqtVfsrFdaFsLJnWBNpic9TYqspWf6mpyXOGyqJyAJhZkiFnlHH5iS6DYxD9IJn7WEeGIitRvmTO9yScNcrltOrVmGyNzQnZjf1zE20Fm2E7+jS+l9gQO+sZRnbG0kBy2uRME6pph9o6FhmKKVqgji2wNk8qdWywmPVogWiBaIFogWiBaIFogWiBxAJPHrsQnjyazFmXaxOcv69/8fW5u+L2urEAqjNUjsOaq/KMnO1npTCTA0ZOLBwV3Z2E0d0cNvcrVGKvHLVSL1fLEVEvJsShgFMKJRIKJZQezAmHswoHCmCZMNg45HAu40COYHl5V7eeAHMtgWWsDDC7onDWx8+OhMMnLxsQJmQwQI5Q1tsGuzSVSq8plzcJ3KHi9ISyE6g20TdlMA/APDzSnqhQdQzmbcZHhuJzh6a0iak2LGCQQFCZOYu51gBeoC/OXf1vyVb8nc0y+5PtZCN3v32S/dz223ayg79xk3IknL/A7PGsSnluDmWpkhngMMoipdS4hapGyYOTVSBEyuPuziQcO3XSw19T9wiDzTNGj2BxTxdzLSfbc3MuK4IGUJryUacZ7AAABghvSydh3cfTOqfyNC6IDTgmD5435mhm/mcUzYBlC92t9tLWljIlPhDZQHUWVpO/DQqXDdzepsEYDMhoExBr9MR9H5Wfw2WgIvc/EvAA5zuAlwVww/epj9VOnItzAJUJoct9mfszbQJYwv143759di9GiZurRq52Xvx4nINzMbiMvBw5csRCDgOayROKZvILYCbkNABmJWzj+Sm0BrLxzAKoIxwyqlDyAdADKLLmmi4HfgOm+A2QjuM7XObYKAL5OzcxXymK2xbBGdP86ZoBdUxtKMA8NYva8FrIk/v7RtsmvO6kgFVa8y4z9zLzwjZrX6v61DY9n7erXwIwq7GVZBoUrLQXlMBPP/10ePTRR+ci8NCWd+/eHQ4dOhQOHjwYbrrpJmtLK6VYLpRh6hN9B+pknqVp07QZ2g79CQM4qMMA51LbtUNb2iWL92NrDZdpZ/QNQHNsT1vh+jBAh7XDTu53dt8DZKo/5V4MhkWTa2GxtWZ25nm4nLStGQZ+CYymUlK9Z5XLMqe1eYfLnJvtUkF9oWuWu48+DftyTMrGXMsk+mzCYs9kNBhJ5QTIeo2lvRssV+YoW/mJvoRnDkVCkGp52hZZSidCuYzauJ2Q/Jp3mS4mPaFBb4LGyYCoSatr+efOhcvjWQjNdxhgzcIQGdPP04/poFMaGJPRYmHL8w8W/44WqDMLzL8p1lnGY3ajBaIFogWiBaIFogWiBaIF1tYCH/jrhwtmgHnPu+R4jWn9WQDnDfO5XRm/pNClZ6U2Oy/n/NUwI7jMSO+eDs1vJqg8uGGrHO6DUnN124v6+rNE4RLhxMJRipMY1TJOYwAzSg8cQoTfROGBQ441YHktQ18WLkV97K0HwFxrYJkrSwhrlKInBZePnr5q89uiKgWYbVZo4e0Khb1jc4/W3bYvvzagIgWobUQ5KsXosFTPF2eloBGsy2jOZfAQ4bSBdIBsHJ0xrY0FcL4S7hlFLjD3QjYE9ZjgLg5aLg1zDvsVYkv+XvvbYNbcNvlPPrMtvsQePrfvZH9nu+c/gxWn5bRGkUw4akJUmzpZf48Q9lp1kbwRCpOBC51SGPegLlZIapTvDG4wVbLWwFtCVFP3ALyo6XGeU7/4rS36m/yQTLml41FfAc/URe5frqRGqWwKatVTwDLKacJxJ3M/swbEy3mvej2WQWGEAjY5NucmNDeAe0BgmTzSZnQKazPsJz+NnBzKuOoPqOiABzACXOZeycK9kc9YVztxT0apzP0YSMa92ecOJk/AZSAUoIx7MaBjpRNtC2gMXAboAFPII2CM/AF0WYBmfBcbYh9rkyuduezxyRNgDrjIgs3Ig6tFgW0AoVITece2Xh8AWJwDYEMdoD7kw+UmwWzAcgtwhv5HDZDQuIAggBBgCEhTKWYqtQy1/j0gFaHC05J8TuqZfAa43KQ56mW7tiZUqopCsoyBL1xzBmQwQPKJJ54wwMxAA64dAyJ5hr377rsNLrPNvuUMNqjUnvQxDFTgOZq2RH0iz8BlYCttiHZFHeN7pSQAofdNDErxfsvh8mq3Q88zfSNwF3hPO3IIDsREVetw2e6JgMxsm+GWRb2YUh1I4LKeCXRrMrjM95pNT2thsQGoKYVzTqdducx9eR7+OlxmX7USoJryYNd024RymcBl6lhTpjWZroK2r/12/zY4ng2LXQFedrvQlyTqZSIgJIPbAMEMarE5lzXAZVJhsCdkG+oD9Yt6lp/Im9cdUy779/RQwDMWYBn41qITWzmyg2Tow7g+2pt/yPh3tEBdWSDC5bq6XDGz0QLRAtEC0QLRAtEC0QK1YYE///Tj4RP3P1swM9/9zbcU3B93rg8LoIgYSY+EYQHmKwqPnU6Pq2CEH5XKUSH3+ro2CA4MChJsCK3aN+ftXx/FX7QUOBVwvh1TCEHmWAYq4yzGwY2TCmcxquUbb7zRHNo4mGMq3wK1DJhrCSzjzCI08bhgHvPPMtfyWc1vC/BLC5z1drVr7tpOA2SoLwF5wOZiCbi3ITs3M0pY5sVNaf5aFKBtwGYdF1gHnAMURsBczJIru58w1EB+5i8G7J4V/D+nBbBLGE0HsuQigbKJE5dtYBAOXf5J1jl/531m3835XvZnBlsnBXGpI5zf5joW5AbYTihvhOfmXMzNTZ2iHqIwpv6xbNJgB+rlYD9hrwWc9dli9ZLz5iaObYrHItNtMqiCvKCg7hW0RhGNSpo1Ia5ZgPKmZrb5mQmdLUWz8g4UB1ADyKn7AHLCbpNPU1brGI1c7wEQwEegDovPFcr1wQmPk97hMtACKLUScBkQALQFkgGYCY3N/RioATAiFDahfIHM/L0Secitk2xTVu79hBEGopA/BqIRFhubuFqUkL+0LWwJfFnNBPQGLgPqAHTYkWcY7IXqGlstF8TzfY5BfUAVStlz4TL1Ij9RdkAZTbiZ0R0GZRK1YTJPKmAmJhErA+2TgmVpgWWbb1ngij6oTWZrc5AomFhK4pmBOZVpN6iWCYdNvaQe0K5pL6iFeZYlCg9tqFSAW8r5S/kOdYPBCsBlh8gAZZT/rmDm+Zs6TPvhu7R7flcs0TcAl+mfqJ/0W5Q3Fy4v9vtix61kP32AK5cdLnM88koo60nNuTzXdnTdDGTSb+iao1gmHgBgWUGn7e/kpp6AZQ+LPYMSekZwWWWfULkBriSHv/TRDpfZV62ELelzuT5t6h942KCOYfuWSYHZadq+rpn2A2BtcJhgLOuKcKy1FwFhtRH6EZv3WMeV1WzQWmsL03Gg0m7VIA3ZRXamr3K4TPvIT1wD+k2+Y8pllYN8cv0Y7GaLfsT1AGQzBzbqZeByoePlHz/+HS1QyxaIcLmWr07MW7RAtEC0QLRAtEC0QLTAGlqAcJDMc8iLkSfCagKWf/fPHvBd16xffNvucOC6wWv2xT/WjwUIFzapl+ERhca+JMB8RfMtEyZbQq7QqeHw3Rrl3d3ZE7q65aRViOwg1YnkJuvHAEuUBGcsUPmhhx6yUNg4jHFI4BjC+Ub4wDvuuMMccqiYcdbEVJkFahEw1xJYxrqAZWDveUHlU5pj+fiZEW2jNs6YAhPF8tCuDWHP9r6wY0uPwbHFrgqhF5n3ltDXhD0GrAEsgZiAOuDy2Ytj9p0pnbtPoK1DoG7+TrLY0eNn1bIA15d5sFnO6tqfH05JvZyy+YS5LtzaUTp58k3u+b7X9/Fl38cG2/5sYPvZN/fl5Ig4TDmPq4SB3ewjTDUgFqiMqphtwDJzJlOv+jQgIdkWEMh+xhrYW82EArlH5ze1l7YB3Jx/80Cn1Mw9GizBvMxSV2bDZ9u2bMrfzNNMeYDMgHOKTshuADjlYm5yFMzJM1Q1c10fxwJAOFwGzAAVHdwCD1wdCEzlc6DJSiQc/sxpzECvYxr0xTYqP0ATgBdYCsRFdblaANfhsqsNAd7f+MY3LH9AFQDZU089NQdvsd1qRjihjfLcAlzEXqy5dlwnBsgBFgGJy4FM9A0cA7vzW2yNUhkYQx0AyOQrl6kPDA4BlrVpofWjXiacbUbwK2Oqv8Z5vlyqfaDinpRNJgTLUHYTz1e679Au22O74kj12iNTL121fvToUYPLtB0PYU9bYZAki0/tgqJ9uYMNrj1reX9Rn3iWpt1Qh8gn0YL4m3bFgBLKQP1jDmbyXgwO0y9xDPomfk99pK3S/tYaLtN2eF+gn6TtUB76NlTLzE9M3lHhzjBgS00CPTKDMgCYAGa0tj7fst2nRWub1UczFzdtjDmXJ6YJiy2orjbJsekHaOOcz+Ey28XsV84V5FiuXKaMtOZJlQX7tyvTbTOa49lKw1OG4DjloQ/QtlZlJ35qoakNLhMBQcg3O+CO/gZFN2C5SfljENxEan4uZaC+992eAf72gQm0ExTg/I0NeXIyNbTWtEP2UQKANuWpGJR7JuI6WmANLVDdp/M1LEg8dbRAtEC0QLRAtEC0QLRAtEB1LfA9v/CXghBXwr6dA1IQdYcT2j5x5uqiJ3nHW+5c9PP4YZ1bQO/3zBE1opHclzJSHgksT0nJ3K6X8B7B5R7B5a52nB8Cy9qXJJwC6z/hSMCZxfzKDz74oCk9UE2QcGAPDQ2FW265Jdx+++3mkMMphuMqpsotUEuAudbAMtYFgF0UVCQM9nPqw0+e08AQDRQSEzaQvFNA+YbrBmye5S0CzcC/RZOadI9gIOGvUZQwP+05wWrAJarOSyMT4bSAJtMj4EhrbuqRA/HagUqLHj9+WBULEO75hMKfP338cjgj2A8EZRAA4aBRLhsupntWPZCv+po091l27zUfZ/+Y36et5H/7tvl8zYFqu7VPzlWRjTaFqAa4AnA39nXmqJQ7Qr/CYKMa7hRABs6y8H3CWgOB2Tan+DW5rPwP1NvU92SeZylK+6QmkjOZJaN6DURG8Q9Yxp6orwmZfVl1nDDj1HsgdLgSzMYOl1V8g9Yrle/KS76yRwAaACIcJuYq7gAXQBxXLgNz2LcSifsygJSQ2CyAUoAJMAwFLtAWcEReVythGwesbAOTgbaALxSYPEcAl0lAHUJ2r2bi2gBIsBUL29gJGI9KFEjHdSXvpSbabq5ymYEHwDtXLgOZC8Fl+iXuRsTRQIHbBFwyIJQTFpvGFpNBN57PUS8D3qFvQHnhQFtztcBa1rcXsBf3ah/4QZtBSX8sC2vZpo0AcoeGkmdZn9qFwRnLqQsFTl32LvoVDx9Pf0L4bmAwcBJATptHdU3+qH/UWyBmoURdZKE/wg7Yg+9yPPoLfosNVuI+VCg/vo/z8a5Am6E/IA+Uh/ZCPunjgMxso0BmjuJWgWWAJtc7US1n4TLtiXu1PjOASlhsbQOXpxUOm7KbcjnbH7vdHC5jw+UMKvEyFFtzLGxMmfy6WJmkxm6e1L1/RvCbe6kOkCDZRL0MkLUHl2IHXnI/x0mUw65cZjBG86ygsuyD/RhEKbqsZ4FkEEx+3cg9BXCZe9i8cjkJn81+68P0D8plhliaclmlASwD/5PA/rEPy7Vn3K4/C0RvRv1ds5jjaIFogWiBaIFogWiBaIFVsQDOVRRHTx27qPOxLJ5ec+++cO8tuxb/Uvy0ri0wLbXIhELujWpOt6taUprfjRfyLr3692oEPHC5sxUnweo5atfSoDifSDhDCL1HOD5UE4QRRDHB5zhkmdOR0IEs+/btMyfyWuZ7PZ67FgBzLYJlrjWhfwmHffL8iMDyqCmL6d+Basxtu32wJ+zaovCSUiID+IB5iyX53kxF2qSQxfKXCVRP2ny4KEvHTemp9iDoxt/tAEWBaIBicyu/jGk1LIBqeRjIf37MBhQQDhtISgjzZP5h4Cfq5WLXpDRnZ+FvyQ2sD/iMsKzUgfY2KZRVt4CvDGDYurHb5vjespHQ111hQ58GJnVI6btCELmYzRPHPc57KZcLfAnn8ISeg8Zkz7m5mQWViQLQonZiYbUFlwH2RAfAzrSrNn3mqmwLzV3g2Ot5F1ACYACYAaQ6XHYoAsTIhcuFwGI17AModVBGWF/OCygBLKPABZqSx9VO1DvsA6gFjgHt2DZQJDAGzAMoEfGE/Hu+VzKf1HWeZYByQGXWXCPyBPjBVq5crgQu81tAGclhDOXj3PkJEAqQ8YWOxZTLgqgOZvJ/04h/09cCqTJ6Hk8LLLMmGVwWICMstt3V+WKxLl8fca0JWc4AB9oL9ZCpXtjHtWdwwaFDhywKD8+11Ana9Fol6hF1k/bEYE7aNIM0qL/ULfKOcpk2zyBP2hjbuYm+h3IziIKF37lyl2PTP6ylcpm8kg/K6splB7zTApqu9DW1taY5UUUw1TLKZf6Y0vUmJDaQOQn8DFxO1LmtgrvNM1nlMnMuqx3acQSbSZwHoMy5c21tH1bhH+oOZaMv9MG29APkoTWjYSXTDI0ALqsQqrtAZVP76g+qcrmJ30qvnAxUUV9iymUdu4VF5wIsN1sI+SZF55meC4uNfQoNhCLvvO+RbyA09x2bC1vtkLwTHYU+jGNTHr6bqLCVB32nkrKUa4P4u2iBalogwuVqWjMeK1ogWiBaIFogWiBaIFpgHVlgu0DD0VOXSyrRBgGKX/yhV5b03fil+rXA5KRGtWcUHkxgeUyuirTgRJtBZSnPWhQGVHC5rbmwKqB+S1085zhocMDiwCLs5mOPPWZhsfkbJwMObEIH3nTTTeHmm282BzKO9phWxgJrCZhrESzjwAJ62Xy7gmGERz4vyAwsA/wSani71McAvo2a47ZP886itFwqUe/bBIpb1NYJuQ0w5PeAapx/zEuLihk1KOch7PbUdFdJx17q3PHzxS3AoIGUQCiq2ucFlp+XYhnQb/Nht6LYVNhmwc8E+CaKXa4nzk3qCym7Srbzdyzy+ZyDVBuJskgKIEFWQkMDWpmLmLm6US0zp7LVG9WdDVoAz+Sj1hLO7+7OREHdJvt1tLfq7zYrD3lFCY6qOYXCWXZnPnPK3KnvDW7onLNDrZVrpfOD3VgAM8BEh8tcY2AOTvpcuFzIYV9pHgFG3J+Bswz+AjgBAQBiqIEBZWsVztfLBrAhP4A6lKC0QZ4fsA1gjwFr/A3sI78Olfz31VpzXp5ZgIjYioV5a4EkJIdzDsF5jllOXrjuQCrqAb/leNQPrjvnBeg51HPIxHktZL1+m4AZ42aJ4g+loKAQIXLn+h1+0KDJ2pXKPsl1FKyShtUsAVRub9JgF4PLi/ev1AGuAW2G+kYdQEkPcCUBWAmDDVymrgJy80GtfXGV/6Ee0o5pR+QJgEwZSJSB6Wnoh8h7fj9Dmdnn/RFldYDodZb+i7KzBoKyfzUT56NNOFxm7W3EwTjXLaXQzZmMomiobSTKW8FZ1YVpvacBlokN4RiTY6JctrDYM81hRgA1rUGIzBVMe3Q75cPlapedPgC4TN/AenYqUc+Th/aM3iVVFgOyWZOjNjalb4XtXj+3ezN9CCp/UxhrJ1ESDC6rvVBW6kdmKpnGgb4wt27k1gGuCbbinsP3WCZVBo7b3KTg9FxDYWX6MYfLPueyXRMyFFO0QB1bIMLlOr54MevRAtEC0QLRAtEC0QLRAitpgR2bS4NgKJN+6Z2vttDZK5mfeOw1sgAvvXqhn1X464mJ0TA+qRdnKZbH9bI/pZfpHjko+tsFp9q6BZelWtZLdCMlnHCPP/54ePTRR8MjjzxijiwcVDh/9uzZE+6+++5w55132jzLOL5wpsS0chZYC8Bci2DZIKPA8mXUlAJeZy+OWwhfwmEDv4B7Ozb3hD3b+kxFSrjiUsBy7pUjpDDQkJDGzFO7ZbDLHHZAtksKwTwj8NwrYH2dzkGI4a7GCGiQa6JV3QboXlXoZlS1DCQ4rpDYhMNmH2mwv8Pm1UYpjJIc2IvKFpUOv2Whu1eHb+vsZgJv+Cz5iH/N6Wp/2za/SDb8OzhlSdQRQlwznzEhr4GuDDhgYdv2a11tp7WdvIr/0Ga6lWfKwiAMFlSVQHtTiau+0+YuXJ4w2zBwY/fWXjmX3UpVzEwdHYr7IGDH4TIOeIAIMCQXLrOvWsmBEXDUw0w7KHX14tDQkAFmoNRa35OBrYAv8kheABSE8yXvhMw+efLknJKZ/AK4sGO1E+CEcwK1OS/5AfKQAGs8v3hY7HLgMvCIusBvWRtMUj/hSkXOz8LnnniaBMwARwEzGTUn+inCP5tyWc+mMSUWAFIBlYW0DCZit3aBrQ4tAGb+XizRbrjeDMJABcygDJ5laZvUS64/0XcYKMmzLXWxVhL9jNdRBo7Qt5B/6jAJOMzfXp9z8039Q20KkOZ3DhApM22N41JWh8ur3V9wb6R8AExgPgswlv3A1oz6C+ZKHh8fk2pd8/zquauF600fIXCKQhewrN1ziVDYc3BZ26hz0wpFTdltkIeiVJE4hiuXWVc7cXz6AezMOq33TK5Hc7o5dGX0wAic1UlR//IEQh135XL2qaPMLPG8kwxQATCzzXzu9KpAsuScyXMO+QEWU0fMNhqM4M8rrL1PI/+0Fb7HYspl3f95TkBFngBmwWVNIUVZErgclctlXsD4sxqzQITLNXZBYnaiBaIFogWiBaIFogWiBWrFAjsUJnWphALqPe9+fXjlXXuX+mr8vE4tMKuX7plMWqPaR6XQuhLG0gLMUi6n5aeabZFToFnKs46+MKClt00j6gWbGyXhiMEJyzxvX/va1ywcNkoJEiqK/fv32xzLd911l4UUxDmFA88dE41ip9Uu52oC5loEy9gbdTJg+azC9AKWUSwDltk/2N8moNxloHH31j4DzYC+chKqVFSnmwQsCa9N2GUclVcVKjuj7cHLnZYPwgp363uomWNaGQsA8Lnmp6RYZq5l5r3mb64DsHOLQlFfv3vABhRskqp2Q0+HDQ5o0TVRtyTHKKogJW3TT+GLZj87bM1+22c7bR/f4rNrvjf3O5SHctZKDW9zKLcl8xjS/+l/c7ramn9qPOEgRrncrqwySAIwD0xmfvErgvcAr4tSi4+Mpc2Og/1S5o4zF+a0QfQaL96KZs+BiAMEh1iAHJSyOO5dKVdpRvzYQDEGfgHJAKacC0hAXgg1vW/fPoskAnRa6/sxcALlMuACOEGeAbwACp4nUC8TGQXAROLZotpwGbtxfmyWGwoZ5R3QBDs5mGeOXey4HMiGjYFTDmIYbMBxSVx7oB/PU9SFXLicKJcFlvV74LKrLx3MAJv4r9ETFkjgsiKHaIsA46hXiSzUoaVNsDEbGHtRU1EHgMuuWuaacJ25XkTiASozMIM6UGspN4+0d+oUqn/KRN2lbtMv5CfqH/WOvoiFMpviVOUG6PLcTp1k7VA3/xgr+Tdtx+EyZSRPtB2uy6zgZaKWTdrOVJMGg6D2zcJjMCn3pmkBTe7tfqe1Y6JcbpGeNsP8zcwXnLRBjmdK3ux5ORd990okysDxsWur1mlNMUE/3aTxcFOTCuateyxgmXxbHVdZvM1X0ur9WNaPCMDznssM1YBf+hlAMP/RL2aUD+qEw2X6aPpfv5/l1g2vS9SnyUkN8wBaK+8GlnVN6Md4JmLQ2ZRKMsW1iT3YSlSteMxVtkB5b5CrnMl4umiBaIFogWiBaIFogWiBxSzQJwfp616839Qjud9DhbVVzu6YyrPADXs2mToHB2l+Qq38LS87EN7+ljvlrB7M/zj+vY4swPx2aamVR8c1B9/oxTAiwDye0fx4ejFua1V40PbeMNCzMQxq6RNgbhNwboSEAwTHFU7fZ5991hTLOK9wluCEQ4mEE441oSSZe3mtndiNcF28jKsBmGsVLOO4Qk0JUD51ftQgI0ridEZOMfXdfVnQuEtTH2wf7A5Ma9Au8FduQr0MrEQJDVgeVahgoCbhgllfVIhs5nxG/QnkBEiTj5iqawEAPrY+fWHUrvuwYCdgmUFgXGPmOiYM+k5dJwYDAEgrTThfzcmrf9gm+d9sy5cqR2z5dYtj1EKiHLmJ+ruht91Cym8f6ZZDfFptbsrq/lU9M10WdB6+KhWgBnQA1rkGGCPvMLmHXLfbDicAI0BJ4AVOeECPKwVx2FcrAZNc9cs9mm3gAAm4SdhcYC6QGTBQbVC73HJgF/LkNnnmmWcM5mEf1JQnTpywZwwHTIDeasMenk2wG+pO4DKAG0DC8wzXDOUmzzDMZ5sLf0stK8enHlBWfs91cCUk155zzyn+JiZDR2eikkRhCSQlpCzAjPZDKGzmFE7mkE36nFLzsV6/N6vndEAZdpmUkabpa2SvdoPLikoikAioXyzRf7tymWdZIDNtlesGWOXaex1Y7Dhr9Rn1FIjMMzdtB9Uy7Z82BCxnDmnqNd9hgIYn6h/9A2DZ+yPaInXWB0TQ5qiztDvaxGombztAZe9DuSbkAwjMNUpNSPU/ngqzrWkDzg6X1Wr0N9plHwCW5NwGbQCXVT/YntZzG20QOxjcVUvjHJTfwG92YEu1y00ZOL6B2uw5mEN6Nq26rLXorMFl8qipoQ0sA8u1+9oClZExoO6U7GdKaCCwjsnQaAuLrfJjd9oE+XG47Mp38szn5Jv+jOvCfYQ802+OaUEJbpBex0r6MUFrlYZejHPTjwGYKU8cIFPGBYw/qSkLRLhcU5cjZiZaIFogWiBaIFogWqAcC+Cw/nWpZ2OqrgVefc++8Pn3vz2cOnc1PHnsQjhx5qo5qHdt7RdQ3hjDYFfX3DV7tGk5JlJSLV8eOS9wcUbO8ouax3XMXsi7WhUyrnsgbOrfpkWO2p4BzeW5MiPca8VAOAtwQuGsOnz4cHjyySfN8Yu6CMcCjqt9+/ZZGOyDBw+a0xjHHI6ImFbXAisJmGsVLGPhaXneRqSmPC2wfPjkZQuRDOQCbfV2J3MgA4J3KmwvwBHIWAkARPXMcZh/Wd44A8qEZr4i59oVKTnPSDk9uGHUoOO2mW6bnznC5eq1BRygzK0NyEepjmr55LlRgc5Ju66bFQJ7x6ZuA8tbdZ2YH7saYJkS0K9Zzzb/T/UKVuNH6mhjUEVXuG6rXMRqc4QfZ37zlCAzaubzl8et7uMYB+4zCIPn1UZL1BGc8dwHgTSAH4AOMJF7Kc54YE61EscDJB07dszALMAUAAOcBZLu2LHDFJisAQOrDYvyy+lQjHxgD0JPA7+AYtiIcjhMBu4R9rfaiWuUD5f5G6CFzRwqA9jKSRw/Hy47qKMuAG0oK3CP69fRJrgs0kPbMQWuQCmhsTmOK3SBqbmhfsvJ13r5zczMlO77mj9W1kG1PK26BJJv12DPTi3tzYKRst9SKRcuU/943uWa+/WnPqz1YIxiZaCPIXQ380HzLM4zOm2HOgUoZ9AEg0Hph0g+4JMyOlym/bFNf0R7pI7yfdoAfcVald0HlgAxXblsbYHBBJpnmTyPKzR2S7sGg0vtSwQpVOsts1IB2x36WoDJzL8t+ryVwcCiqg6XJ7Jlb1GUDs7j51qpPhJ70i9gZ9YMTePazeh5ZkprlNnA2KTuJm0fMJuol+0ylvUP1kgU3Ul4arZ5hEkUxkkYa3U1iXJZ9jVgrP6J9oEtuA70W/Td1AvsRL65z9CPjfNdbZN/7H+tcpmw2FJm69+oXC7r8sUf1aAFIlyuwYsSsxQtEC0QLRAtEC0QLRAtUEsWACazxNSYFpjRfFRjgsnDIxfCxavnpF4eDhPpcYNI7R3MPSlFS/9Whdbdpu2NUjOvb7iMcwH1A2plwPLTTz9tcyLiiMNxjiLqjjvuCIcOHbL56XBgJU6Txqw/a13qlQDMtQyWsffEpECjYDKq5WPPX7VwvShYmd+W+Xa3CzTukIJ1W1a1bFywggtFlJCNfXI6y+kGZAMmnzgrVaIUzKg5mfO572ybOe/a9d3eHtTLSzu6K8hSw/yU0MyEXgbio1rG9oTDxuaAGa7L9s3dNu81gBmw3NtV/bkTG8bgOQUlnPhAX4cN5uA6nBuWalwhycdTU6bav3Bpwq4F804DAlDsy2ffkMnhMpAGmMOAiFyYWE24zHFRLAKWUP0CljgfkAxoi2IZsEyEEa7LWicAC7ACG6G2JNIJeWSbsgDFyD8AZmhoyCAwdqxm4vgOl5nqA+Uq1wSbEQKZ5xggCnkoJ2FnnoM4HsdhzbEANZyb5ypXso+PjWsQVK+i4CSqSofLrAE1002oloGolUOmcspSi7+Zms5IhSkgJ9g4BRSTXZuZa7lVqlA9kxtoLBEu8yzLgAygLNeN51raDdcNyMn1qoV2k38dqF/UVaAfoA+QTDthoAlwkD7hyJEj1taAgYBBlly4TJlpB+zjeNRR6iqAea3AMrZ2uEx+Hfiyn3xOZsM2o1xu1/saQBPlcqv6lZYZBmSIH+dNTW5KWrUvwmJriIbaup4jUgyMmtB0D1N2PrcPdliJ680xaf/0e9iZ85C4dlN6PGStAtpzDO2eRDGqERbbjqV6nITFTkAzZyAk9lxYbOWPuo5y2eEy8Nj7a/KPjagb5J3+iz6T77JcGxY7ibxAH0Yvpujbpl5Ooi+A1GOKFqhvC0S4XN/XL+Y+WiBaIFogWiBaIFogWiBaIFpgRS1gjheFwb6icNjDY5q7MHVVoVbTesFukiJCc+h1SI3UI8dT72Do6uwNzQqVvZ4TygZUyoSuBCzjvGYfCSccqiIUyyxss28lHDPr2cbVLls1AXOtgmWcYCiWmVMZ9SQhsQGMhKMeVXjq7s42gcaOsE2AcZumi0Bx2S9Fa+Kyq8ziqDFbu3BmNls4bkJkD/S1S8mpEI3Kl6uX20XWgHFbBbV7lJ+YKrcAoc4ZSMD1PiPVMopxFMyoZ/u62+06EAZ7p0Kgb5ZqmZDoOJtjqtwC1Pe+LKjH3oNZRTiq5Uk565mP+ezFMQEeKZ06pJpVGO1OwmM3YHK4zP0QeOMKL1cKAoSqkTgOTn5A0vHjxw0soeoDyKC+BD4BytiutfsyAIn8Ab4ZpAZcBiwDvCgXgJdysR+FZjXzDxQBZAMVGTwHYKTvBs4B4bEZANwBUDnXijrAMYAxuXCZsgGX5wYbSIEJWGqT0p/Qzq0CUIR1NjCjzgvABFiOYbGJFCJjCAZmJpkCQfPVWghk6TINLmq+5ZaO0CnAjILZ1J+L9P0869M2HS7TjqhjQGWuP22Xa1jNeldOPSr2G6CfP28D9xig4YM7qWPUbVcu084IRZ8PlykzdY9jUVb6DV+KnXel92Nvh8u0H/LswDeBy/PKZVFla7col6VbNnjbNJ296GrPnjimK5cZjODKZfrKafUFlN/P6efy31ZzzXk4fj5cBiFPaZDkvHI5UfsmIbEZVFJZwhRAagtPbVtZ5bKeiAHzDMwzCKzvMOdyLlwGiPs14HrQl7GPtkPdSfqy+bDYQvvW9ui/kj6M2Z2zobGzeZi/MpWVK/46WmCtLBCHC6+V5eN5owWiBaIFogWiBaIFogWiBaIF6sACs3rJnpAq4nJmPFxKj4axybEwI7jcLkdUV1NL6GnrErjqE1juV0i27tCkUGvrNeF4QdFz9OjR8Oijj4YnnnjCnL2Ul3DYOIQJybd//36b9w2nLE6ImNbeAg6YK8lJrYJlyoSzzENhHz19JRzXNAYoKQHLpAGF5d2zrS9cv2uDIlFoQIhAFw60aibmle0V0EQdu2Wg2wA2IbMBb+cEPs8MjwXmfkbNjJMwpsotgG0JhX3k1BVbAMzsI+w413iHoPK+HYqooGvPgALUszFVxwLYmDoPxAccM3CCxQC+TgFkRkX+vJYrGgBA9IBGTIAMQA1OeOAPsAbYAzQFZAEVq6VcBrYAiFArMvALUMo+4BjhpoGylShwV/r6ASuAyzfeeKNFPwGQAWCwE2D55MmTtqAuNhAkO1YjuXIYcM0zDteG82I38gCM41kGiFJOog4AkbwOAJgdVFIXKAvXjfMCcky1qFsE96gWA8vAZc2GKkAzLTBDEHUW5mFt1AT8F4ET/BpXNCHC8I6rXREYW3bTdSLkcUdbh5TLnVKBJ3P0LmarXLjMPOVcC47DAAOeb2m7QMBaTdRX6pQPIqGtA5Cpw4BSIhjw7E7UIdoSdZ5Eual/DHShL6I+Uk7qKO2RbX6/VsnbDv0m+WHtwHdaETNQyJJ/lMsM2hGvzIJj4WVdP1S/PG35QjmS+tFq9aJF7SqBy8lxplR+ytvVlai7sWm57X4pm3HcXLhMHh3QEhYb5TJzINuzqvoCwllXIyw2+QIum3JZ7cjajM4D/CX8PmvsThsj7Dghx6kb1Bn2cx2oH7QJ7if8Tf3zQVNjY6N2XahbwGWugwF/2ZpBHrxXJ31Y5aCcssQULbDWFli7HnKtSx7Pv24sQIdPBx9TtEC0QLRAtEC0QLRAtEC0QPUtwMv+xOxUuDolRcOUwIXAcpP+7pKzSuO1QzfKCEHlto5uvUOvz2cyHAQ4DXC84tRFtfz444+bowpnA04GdwgDl/fu3Wt/4wSKqXYs4ID5HX/4lWVnqpbBMoVBtXxJilXCYD+n5djzI6ZgJlxvv+AXobCv3z0QhnZuCFs3ap7lFVIOA9tQSO9QKGZUtWcFlFHSoqbmM9ajqUk5w5mDNqqXl10Rc35ACHJseUrzKz9zXCpHhWS+oNDYvB/3SqHMdd6zDbisa45avCtxNuccIm5WwQIdAvbMYQ1Y3ryh0+a6Zv7lMV2bsxdnTbmMenxSUQUaMTkccWc890XuqUBEgA5rgE41EmACKAZcJsIIkAwoCmTas2ePrQGcteo/ArQAc5lWg4RtAOTYibJQJgAZMAMgD/SlPJUmzoPdeMYBwqHC49gAOqA8cJHrVq7vzesAMAkYQ56Bduzn2jvcdrhMKFp1YwkEA/gAmLU06fczIsqAmQQy6ZlznT53LnVNZwmBLbg8MTGmAUUjsqHmLp8GLhJKWOGGFVmIkNgWFlvP60DExZ7QHfIzkIF6QJ0ALDusZZv6WesJyAf0o87Slng2pw0BB1EuA0uJLASQJeX3ReyjfXEM+iwfBMH+tUqUiX6MfLF2uDwjpTrvJpQFANohINzePCs4jHJZYeXVZuYvOm9zSaLdzSmXmzVftwY+0eYnJpL5phO4fG0Ibv9tNdf5cJlj04dTr6+Zc1nvmiRQrYXFpnMwXM7e5Sebcxm4rKOx8HcyS7kgsLZMvaz1tMKMk59xgXvqD7amH+Qa0IfRl7FNX8w14rt8b0xthz6NZzQScLlN7Y8+zOEygnIbIGNnX34Z4i+iBWrJAuUNO6ulEsS8NLwFavXFoOEvTDRAtEC0QLRAtEC0QLTAurBARvO4paSGGJlOa1G4T/3dohf7Hr0o9za3hW6cV1JHrFcHH85UHDc4dglRSajNY5rLEScVDmwcciiUDxw4YGqjffv2mQM7guXarP4OmJeTu1oHy5RlIj0Vhq9MhJMCjQBmwvGmtI9Q1BukWmZ+5d1SLF8n2Eh45JUKz+vn267Q2wA1gBvva6MTGYPfwwoVDGwGvqGwBX7HVI4FBJYnJgXr06aMZY7r57nmsikQn7m1mVcb5TIDCwD+XJsG5TDlGHhZv+lS2GuiA2wR0N+i9tWtkL6ZjEJjazAFoekJkT2mNsDclo2WaP8AmlxnvN9XUatyf8UpX43E8YCj58+ftwVHP/diABODvoDMAJpaTQAKoC7RTwBg5JnQvtgQ2IfiErjMwjb7yk1cA78OwGvsBlgE8HI9sJPDZfLkcLmc87nPjvI5IAMuA7HIAyCGa+VwOakPAj4qtyn+DC4nYbJntI9QvgZmsmUoJ0/1/hvsBoRLK5pQamLUlMtTU2pH4lnAMdTKHW0K69yuiBUKjb2U+pRr4IMMuA6ANCAmcNmVy7TjekgAP9oNAyOYw5wyAADpF1D/+4ANgKqXmbrPNnWVOgpcps9ykLtW5fa2w/WjXLRD8sTf1AEGYtCHzimXdYsxcKz3s2RAAUMKVClyeKyFm1dbRN3erHc53mOwRUrzLhMW2+Ey51vJ8tMfUKfoC9q0pqzM+Uz7t2gW0xKSKd+UgAQGTgBzJWh5/lhJWOzkmJzbQ1fTfjgnEXZQLqdULxwu+3Vg4AFwmTX1BZvN2zGlPm1Sf9NLKf+aZJlj0pcRiYEHMcoBYGZYFXA7pmiBerZAVC7X89Wrct4ZsZU7YpAbFJ0j+z3R4foNwDtTbjh0pMtN3Ag5PjcOHlz8xu4vF9xM+A7n5IbDTdRvpnTe3IDIS0zRAtEC0QLRAtEC0QLRAtECK2QBez4cD+Oac3l0RkosvQbj1OuR06JPiuX+Fj2fSR3Ruo5DYfM8iuP1mIAycywTCpttHLEknFZDQ0PhlltuMWcwziyek2OqXQs4YC5FwVwPYDktRSSqZeZYPiPAeP6SVCyCjIRA7hHkAi4Cl5kLmXmW2wQZVyq1aX5ZzsHczlNSbYyMS72pUM2XR2YMrgHAySNwG1XHQF+nzdW8UvlZ6rjkYVIKa1TWqL8t1LHshu2aFfa4FtOE5iIcHc8YtES1jD2HpVhmMEGvFLRc611bei38+aaBTlPV1mI51lOekkEVqvcaVEF75BoxgGJkLGMhsYHMF3WNaBssKMuoa42S8OdwXwTY4MvBQe+KO/w/+KHwDZXj38FfxW9x/jtUZjAYoJnEOQFMuXAZH1MtJkAOClHyh01cNYztKCchqw8fPjwH64G/DG4rJ3E8fHBANY7LnLRss8+vFzCePACX8cVVw2749XzhPFxzrp9DPq4jPkKevVD5AWTa9IzJYmBGoAYgY2BIKl3Um42YsM+UBn6mJ1PZsNgCg/rbVJjYTEC5Q9PWdGpp0yBQQGOxhO+V51yH+7RN2ihtFUhLaGlAGterHhL5JN9MVUO9pk6jxqZ++7zi9BXUa6/7rtamfJS7VuByrr3xgVM2FnzwhLzm2qWkOKb9TKbbwqymaOCdrLUJ5bL0hNm+Lhdg0q5aBJZbGXTQBFBO+gL6YsJid3S0W3t3uGzHyc1IlbY5Ln2elUlr2jf1mv5gRgMPZ9VHAZdhr7ZfG0nEgsrgMocUt9YAFdTLiWXMJvQ32Eb5snDieia0OZelCse+1ifpM+ziPIS+DLtRBpLxDfXdaYUrT6sdTc+qTaocHHEeLksVreuSlEXnV5ljihaoZwssnwjWc2lj3he1AB04DxSoMBgJyWguOlD2e6Lzp9PkRk1YIUZUEmqkHLjMw6zDbG7y3NxRg7AmH5ybGyU3G27sPDT7wzPnZPRcOS8fXpa4jhaIFogWiBaIFogWiBaIFihiAV50NeJ6knB7Kc2J+P+zd2fddRxLerALIGYQAGdSlChR0pna7V69ur3se19+f+37Zb6wvdw+3Wc+EsV5HjDP8PtkIcktiANIAiRAZkrFKuxduyozKoeoeOONSC63pTCWV2MMPzEy2k0OJ7fk6FQ3J99ygObex/sV1zrmH9NZGaOAyv/zf/7P7s9//nNhLzMgMC4wWP/TP/1T96//+q9FN6avvotufMzFdOyqvx+A+agDy1uxjgEU5XMFMN59lBCqgNz8zZ54JrmPvwh7+MqFmQI4npw8XGBZJwCYzQQ8UwAR6oZNjb0pLLD99bsLuyDFUDcRxieW58cqAOX5AOBPwwAGCMoRfWo289tJ4SWPJgAFsLz5YKHDVv7h1tPCWJZbW3U982+TV/u7hD/HVD8dNu3nBGJ+rH5ExrPT493l89PFULwU544HT8PST/93/CjgsvGJ4czpQjSBqRx/DsU8wKaDBVgBG2skOxN7EODH5hio87al2rHYkUQWkbqC8xdbEhAAgGSdvnr1arFdvcs93rZO73o++5Y6kw/AAuPaJn+0NgHNpeUARmiXiCnvWsgNAM/uV+1wwEXF82Lzc2/AfA2L/a73GvydtgHJKnmE3Y+eZb+wsFj22ILU0B5cHslcPBomLnA5Y2YnobEz1/XgcpyCdtmBg/f4HI71gRfgcsLwxgkU65Pghk8EtAugjLU8Ph7mcqILlRDJewSjDxgnnru+xS6r33kenhEdF7CsrwGX9YvjUMw55ho2a/3Kpo+LNqStAGUh5s0FmMyiAFRw2RjUbk4e9kepzepSgNjY5B2zz2Mamz+X89zW1yYDZO6CyxkzwNqixezBLoWXP5FxWMDlnANQdg3PXh7n6ek+/LYx6j4H4VTysn5TweUCmgfQPlGiq6TG6cMAWQjwji1rZv7vt1xoT3Neduk3fparFoAZ2iEagjaOkEtNZM7QAABAAElEQVTkYd4p4HKcV0rO5d2w2OYu55mjjQebumtH3Rs7G3km1rM169pqHKfy93NwGUFuC7hsDitNLAzpN1a4ndAkcIQl8Hlos0f4ARyFqpn8KBUWXIaza2Fi/P73vy+KuYXXdyZQyou9BYbRrCr/XhLqouB7236K6/GIo9C6L4WZouz+XgwoNu5hMQMsUwyuXr1aPjOZY4mYwFtpEmgSaBJoEmgSaBJoEmgSOFgJbIf9sLGy2C0uxdN/8XG3sBaDX/Isr8eAfjJGqpMjMThNzHanx04W5vKnDC5j0TBWA5f/9//+38URkyMknZjhlXEXa/k//+f/XAzXdNdWjocEXgcwH3VgmYTXN7cKeCWv8e2HS4UhjMEsRPZs2CtC9F79Yjbg8skcTxUg97CfDLavfM6Yv94LHwRMBnjefTRaQjZjc956sJjvum4yQO65MGt9/zHKRtg6iwGWH6WOwPmllc3C8gU4jzAwdwE0wsRW16NShFV+mhDLNwLQ/+3mswD3yZMaYBwDeyZ5ljHGAcu/upJQpgmNLRcwQ+wRasJREeWB1mPI2hj57+z04KhxyIliJCDPRsapv4UtF7LcGJGn+XMClwEiNSy2PSN9McLHSYvNB6hhexfgFzgGeAUSIUpYrytI6nqA0a+++qqwGB2zJR31Qo8A7iJVqDsgjLzYyADoytXYxrSbTa2y5t6mXex85FTzU1dyiWuQkftjLquDY7a3/dr6XlcP4J36uoe+UBnmwK3FxYXCQC/M5cxcxoq5GLD8nLm8DVwO60/O4YCpANYIR4Lm1932k/uugsurGwEF4wC6vr5aZAE0E+p4dFS44az7Y9MJi13B5Z+vBPoUOzBgFeBabbCE5RkBz4DLx425rP7qzjGizg8iDyFRGS+AdPOFeWgQXNYH/U6/BC7bHyWdXn3Vx7OxAWM9QyCm0M1raycDxNaw2H3OZWOWDqC/1CIsds9cDnAch42euRzdMXMwJwT3MT5t7ncQ477ee3APR3Avc8vYWB8mv9YXktwDzGEwB/Cm44ipakvwgtKmwWu9zTFJFGA3V8FcVoojS8bNSORlJnE3oLv+ghlufSKP6gDE8UBf8RwUbfCdos/Vda3ksd7YLAxsjHIOMiV3fCjZfR3SNg/N88m9W2kSOI4SaODycXxqB1xnkyWlEsBLEa/ALiWDUmfCN0latEySvdLXA8I8vEywzrP41sl2P1W0uLkmpdbvba7vb3Vyf5t7W3Cq9xivOXXw21aaBJoEmgSaBJoEmgSaBJoEDlgC0dGE2ZtfftI9WrjX3Vu43z1ZedqtxIBF+xodmehmJme7M9Nnu1NTp7upsT7E5QHX4qNejp5KNwUsMzz98MMPZWO4pjMPAsvAZU6QDLBHyQj1UQV4jG7+MoD5OADLRIy1LBzy7QdxgHi4mPy7CS8bdjCgC6got7K8x5eyybl7WHmWX/a4RwOqCf97OmGvzyQct30yQ+d9r89DC7Q9G/ATC3c9n43l78MujJNyPAuBTU5LYfs+C9hNdncDzmOYkhvQ2XnYpQBDbFNg4FEIkw2cf5jQ4ndS3/6ZJ6Rl3ovV+0zkeSFOBABme/I/kefQzJWH3bMYpsNmirPEiew3w7TiMDEXB4/Jcf1JX8NkXing8mSY+sLBy+fod596ARZYGwG9lblcDfLVvsTuY72tTEG/2S+gwX4EFAPAWqOBpAz7bEjux35UI+CxWfn8OBTAFjCcfqFNVScBKLPDYWLaAwVrxBS6y9vIrTKX2QEBbuxw7G+eAzIHUNFeXQ6y6A9sh65rrwBv2CX1BfUAtlTm8mhYmHIIV2DG+QAZrOXNzbVuJ9tQdNMy2X0GY0r7wWzA9fXo5nT2tcjA3/oAgJCuPjE+XbaxsYk811/2e2OHvIHLdFvjiK3VNTwj/YBjQQWXj4uOawyYb5CUzDHGinnAZ+YZDqJ0e+03hiqjmVQHbc9HDVzWLvUzfwIzORB4VquZ78q4SZ5foGwJi13GC7DTGgNAtfXrjXVHfyg5l9NXsJVXw7BdybOfGE+qkoDW3nNsnvl+55Tc4HlRrxd3NJ8//+r5QSWpaY9N28q98kNs5cJaznqKYmy9fJFz2ZXfvfi191lpngC8dLsCdEcW0fTKvTeMrcxDcievZ9OP6rjQj4wN4DL5+Jys6triXGsQNrk81pt5n8SE5iAzErkP5T5pXN+ehPUXzn479xtOZLBWmgSOowR+ubocx1a0Or+XBCiUWMM8IC2qlFUTIy8vC5YJk8JngqTsWYxNvCZLv6F8WJyFGpKPpXrrvKlSFg2b892P0iInhns6piSriwXf/X1u0vZ3A5bfJN32fZNAk0CTQJNAk0CTQJPAO0ogBrvlsCDuBlS+/vhad2P+bndn8V6AF+ESd2Isj9528lx3/lTy8M1eDKgxWwwZ73i3I/kzOidd9Foi6ois83//7/8teQ4Z3xQ67z//8z8XxvJ/+k//qRh2j4vR7UgK/CNXahBgPi7AMmMgcFQ+42t35gsb+HEYrMx58u6eDbh1Kbl3hcU+fyqGsICkIx8AwB18lNjL2LSAzifnV4sBT5jgEsI5IYOFyH7i77CHTwXIPUzw1pheDhgvB/TTsEgfBaB1/8cJV1zqkT3AeWL8RAEB74YNTm59vurpgIHjmft6NvZgGz/EcapeWOpLybN8L3m1AcuY6nJrr6bOU2GKcx7wrDkTnAlwCWzGmm3lw0iA4ZxtQ5h3fZ5jwumMQc+FQwCHhvuPwwrLOSV89jmG6tTtJQb3D1PjD3sX6yOgBtjLKM/+w6bEtsOuxCbF1uS7CugUkGEf1WQbYjdi08JMZNNiu3ItoBiAln0JsFxB7X1c9qOfwk6m/t9///1zcgUAmG4CDASmay92MeDZuWS3X7mZE8mcvIBvrkmWrgFQJi+2QHI86KJtbHyuD9B03wouszdqj+EBXAYo98xlc1rYmAkpq8i1vLkV4GdjrWzjcgrn+wigfP+p/+P5AZPX0n7s5QIub/c5l4FXY6PAwUQXmgy7MmlsSkjxPUKpcjd+9C17IKVrG7N1DAFmPavjMn7KXLwL9pljqnOJeUDf0u/p99prPHGu0O/MS9qo3dUR5qjp9tV+DuCcmEhe+fT3AmQmdPN65lLrinEyOrKdZ/5CZ+mXmzifpA9gLhcAOjmX5eImI3Z9LFsAqc34tGm/ufptS7DhjFHOLsBbS93Px6Vn5Lquz9Y/XsHlfEaPLeByHP12bNF3XQvODGDWFtu7FlfYLszhjKFUa3R3niET7nhbYRqvBRQ2J5GLPmOsqK/+UcFl/UT9yU/fqeByv64lVPnyUhlPoisMBc12/T68f+aqXM844yCzsRnwOuN4LN8Xgf1cVO/azPa7JoEPJoEGLn8wUR/dG1HkLaxC/VHsTI4UcMpkDYPj2ILFY9LCS/G0EPP28plrUEIt2n6/n2IxsTCanCkqjimxPDNd33Ut9BZ5k7PrOne/yvJ+6tDOaRJoEmgSaBJoEmgSaBJoEvi5BLbygruwErBq/k7318c/dbfCXn6wmnQlMVqNx1g1E6bymYDL5wIun5m50E1NzkWP+7ReKxgS6LxA5box5NJJ6cWMvf/1v/7XAjBzsGSwauV4SwDA/G////93bBqxGrBKPmOhdn8KuAxkXs9nAN3TyRl88ex08iz3wPKZ/P0uxsH3FQb7GODzQkDu5dWELk1RR8xbdQfs2oC9ctZiCAPAD4PNub6x3c3nnvcDyAJnr99b6G4lpLS6AJwBy4yXIyeGyvc3AwpeigyXVk+V90+fn0iueWGNP3TBol4IQAlMFlL8dpjWjrGuMb4BmMKfy7Es56+c15jhrXwcCcjb7RkISy40PSN4Cb+eyAJM4iIKcAzxXBn/P/XCfsOOw15UwcpqiGdcZ7xnT2KL8j27TzXS70c21mW2KeByjS7intZl9inAGKDIPY9bUe/vvvuuzN9YdMgd2khmQOG///3vpZ3kaI4HBu13ric3cq82PvInN/cEVFfGMjvdQRfPF0DjeesXbH7aVMks2qpNgaUyJwuL3TOXRzJeAM7GEbAHa3kjrF1bAZ4jgz6o7UHX+Ohdj3Q2twOCRQarm6txQNplLgc0K8zlpLCZHA+4nG0kuZejqP+iEfrAIHMZaYjdVzEOPR/jyKZvHZdSbcb6mX7Mvs22jckMMNRG8wXWsn5vDPjcHAHorOCyPrpf+/aHko3xqI7GzcTEZBmzQOWVlYTFxvgHYhovIzs9uFwrlvG0k/GtAJf1EWDnEHA5AC6ZyA88NTn1HFwmD+2v8qyXetPe2kbnElWFPjc6GlB25Jf9T1tcX3usEZ5X0f/SuYXExlzeTt26zV3Wcvo2xrG+/z6lgMuRRzKUl9zHPbicugCXE3MbuGxc1HmJE4eifmSiX9T1zGecmXzumKyMK0xwv7cNDYvEEDnszmMA/aEujiA1+kLeuzfiIDKW73ORPKBfyqpUoP3TJHBEJfBpWYGOqJCPerUolBZVXo8UOrnjKJMMZYBeOV4sriZMRjbHQGW/w96wCFkUvv3223LO27S3LowUR8pKnYgt8NVTrHrPub/zW2kSaBJoEmgSaBJoEmgSaBI4WAkUI57QXHnBnV951j1ciif/4oPuVrYHCY+9EnaIl97ZkeThm5jrTick9tzMue7k9OkYrWKwjUHvUyrVifJPf/pTccBk0GVoYARhrGbs/Yd/+Ifut7/9bTFaMSq00iRw2BJga2esA4Q+XVwN+3YlYOlymLbLBawFfAqFfDFgLtayfMZC8+4XbDjo+nu3m0oI4HNzEwkvmNRHMTY+CpgsPPDK+mbqnHzHaYO/K2t5OuFPhwPkHmTB7n2S+wLg7zxaLnmKr99NWMz7iwXY3oghlEFTHdY2drrFAOHzAZwB4cJhyyEtzLdczEBDIDgw/EMVz1vOXnmhK7AMEGfALSz1yPfLAMtfXZwpbGv1PQyA/kO197jfhyG9PheOFcK+r6yFLZcQ8OlhpS9iMy8nVDaDe7reJ13MA9bOCiayJ1kzzUuM8OxJQEWbdZbR/m2ALKAQcgKblo0x370ASdJVVEbvcRQyWZGTje1NewB+WKaAQLoJhzfgTAXRABz7KZXBKS2ejdw8J0BiJZsclm7DrucZa4tnVRmCBVwO2299o4LLPQDWg2XCYpvb6JtxBkpY2Y3NpFUIKIO9PBrnxxFMzP00/hM4h96+FXB5Pfo5gBn7EZt7iCNUZDQaWYwFVB5L3uUCWL2kzQB6Y47Oq3+RP7urPlQBNH3Q8XEtdWzQ3UUd0s/Zm80ZnBi02RxUi/P1y2qP3u94qr8/7H21oXsm/fjMqrL+Iiw2PdF4GTkRcDmOv+ZfBSAbbLYUnwCYOW8APUXC2Qigajw5xTxgfNoc12uUH7/kH7/RH9Od0n/Sp7LeLSfNiJQQHN1OTkYPnZI//efviuY11wcs204AZ3d1K8zl7dSrgMv2wz2wvJ3Ky7mcxfSdi3EiZ/sWJxUXSj3IajTzUmbbbnN9o8xJSxkbMBJjQhmUvXFh0z/0I/2myqqAy2ur6WtJ9ZltdCxrfypd2OJ5NoVRnoaUMVyYy8DltW6r5EaPg0zq814NLLVt/zQJfDgJ7E/r+HD1aXf6wBIwSVImLKxYwpQL4bAp4BZe3l0mTMWkWXNWVK9JSiDFliILbPb5fosFyjVNwlVh9rc6mLQt+hVYttiboFtpEmgSaBJoEmgSaBJoEmgSOHgJ5BU3gMpCgJYH3f35e921x9cLY/nx+mKypCbcV154zwRUvhjG8pfT57szci1PzHQj42EyfELMK/omoxODLUbQ3/72t8ISoufSienIAGXgMp2ZbswQ3kqTwIeSAMYjQPZuQFLs2/sBTBcSLhnrVuhrzNVvL8+FxRrGUcIjYzJ/rMKmCYiVWznVKzmigaMA26UAuADSe2kHIE5hhMR0ft/CYCcM8UqMm2QjFPfDMH2FusZcflAAeSGlk+Muhsy5GD4ZP8cCCgKi55fC4NkFdG+G3QyoFcobaH8hTFThjskaQ/WwQWbPlazU2fNWn4d5/gBxIbyF6wZgltza2fv7Y7Cr3/eZfUq/11+EJcdaFopdDm+seQx945ejgFDsnEKY/Kdyrr7/KTsEMLpbKwGhgJtqA2I/Yry3xgJL2YDYlvZbrNkVGGPPcsy25D5IEjbM5cMCSfdbz3c5j70M4EJ22sk2hwgCYGbHIzvhrMmSbLUVQWS/wDwbG5mTm83fZE+vAcSRofsfRmH3A47pC+rOpsi2qD76wsZzu2KYy8lDCigdPRFmYwAgjMugTlnzEhY7gCpweSPM3a2thH4OYPS5FOzLzQDs6wm5uxY5bGS/E5lgRQYO3M3vmiNsyFeUCi6TP3DZ+DN+PBPgKr33OI6dvc3VHuPm6tWrpZ/T8StrmZNFLdquvRVc1kcrYFjP+dh7tnJ17MHl8bRHXuAeXHa8A8QELgftKWMlfUFfsdbAUXeP0ldKZOaMG6GZ5S/v7e1kYE4xj7jPftpPT6EzrWS9o688TkQYeiodi25FLx0ZCRg7+XJw2f3GxjGXOVslLHYq6ZpCYvfgcuqYmm8b+qUN2vSOZZctvJWxQi6Aam02t9Sw2JsB2lcSZnw540Go8DeBy+RPVuY1RahrLPCl3bDYU7u1LU4yFVzefS4cRMxjGyXywEY3sh3weSfXSb1aaRI4LhJo4PJxeVKHVE8KKSWOt5bNQkWB5KlIceW1OFhMmJRaLwAUDcoI5c9vgdTvAi5Xpdm9K7jsOhYxxT1sjAStNAk0CTQJNAk0CTQJNAk0CRy8BITmehaG8rUHP3Q/PbrWXV9InuXlh91iQmEP7wLL305f6K7MXOq+mk2Um6lT0Rkxlj8ecHXQUmA8YGAV/vovf/lL9+c//7lE9hEuj34MTP7Nb37T/e53v+t+9atfFYP1fo24B13Xdr3PUwLehzAer99NvsCEwv4pe+GRsUMAinIbA5Z//fWpMJdjHA7L9k2Mk8OWJCAZ4AmEFRpbqGDA7GqMd4yQQlQDeP03M5X30IQMft+CYbwYUBnTVxhpQHxheAslHbY0A+hm3i9HY8iU/xZgDDieDMva9zcD4gKiMZfVbykMU7mOvzx3svv6i5nuq/Mnu3OR9dnZPuz3+9b3db9nsJ1PnbTl2p1naY/6bBR5zk7n3Tz1/iLhu4XwBmZOjsuP2KySr5Pph/iOU4Wc3fqifsQ5AHOe04OQ8I45fzBxnMsm5/inSrms9h4G/ApYARN8bt2t4DKbEnAL2PMm2w/7kN8Ckys4WokJFSCtkfjYtKrR/0M8+4O+BzkBu4Dk9BDt0vbK1nYMCKabkKXj/RT2O850gEWyIyM2PnZAGzkeltxcl/6kXUAybWSXtNcH2ANrHwD6jAGXswFneuZybycsOZeFhA7ALK/p6GdkMyQf65iUNWvbiWSR/VAAs5GMM5bUkYB0Jez+a5YDgCJ5A5ZtngE7rGdi3OgP1S67nz51VM9hxwYu//rXvy4gqnGivYPAsroP9svjwlxeD0u4B5eF+zZuMGyBy1J57DKXf2ZKDzCLYRxAGcvYBlzGFK4yMD8Pgsvm7tcVv6fPiRADVL4RHcrGKY/OB8SdyxpXHQnrtVx3dDTjO+9YY6MDYbFzQs9cDqCckNgl53KYy1u7YbEBzO+EvqaJ24mKUFjCAYC3Iwi6J52pgMuRm7/LGrTVh8VeSV8xxyr6B9kYHxwWzF9wDP2pgsv9upaw2GEuA6flXeYgM5zn0TPK4yCT3+Q2eVZCh/c5lyu4zEHGk3jNsC11af80CRwlCTRw+Sg9jY9QF4uQzWRYJ0STJYUUM+NlpSoaJlOF4ld/71oUFBPsm4pJ13n1XH8r/QLjpZjHEi+qhKzIVpXLN123fd8k0CTQJNAk0CTQJNAk0CTwdhJYXV/uHi0+7K4nx/LfH/y9u7vypHu6EzZkdLWT49Pdhelz3dW5y903s5e788mzPDcxm5fkw2G0vF3ND+5sDpNYQBVYvnbtWsnDxgBLN2bQ/ad/+qdiwJU6huHpTQaXg6tdu1KTQFeYvsBkDNYfbsmzvFSMd0INCn8NaLyS0MjfXJotYJX8xQyNu69ZH0WEjHbjcvuF7Xs2wPjZhHAGNteQiQyRymRYwJfOTQck2C7M5netLCAP+Po41xX2+m83nhaAWehtwDxmMqAbs1Q9hOz+OvIiN5+pD2yW4VU+6CXs58I2jaEwx1sEykCZbSQnYpwCqQ+6MNaSxbOwqB8nVy+A/HaAbiCl+mNPXwyYjLF88WyA7rRjOgyhVo6GBDhVyH1u7HGquH5vorD49U/9SH+cnV6MLWQoDPiss3G4qHaRo9GCg6tFtfMAqYBV7EhsTrW9bEgArspcHgQWX1UL5wCjOX/JPQwo8jdQwLUxb63Z2LxAsnqvV13vqH8OfAH2ApdFTqk2vJorFgHEMbCYHe9NgGBlijvf5m/Xp+tUdjQd57DAZc+jgsv6g789U04DdC4gGRugMhyATLjr0eQQLiANp8Z8JSw2cBlQVICZgDTAms+lZAnqmctp91qAdWzJIU5TWaPiVhZwGbj4JlCwB5c5KnAyYNet9mDjxrM5rD7wIZ9TnROA5/qZMPA//vjjL6pQ+6W+b2P7ftNY+sVFDvkDddQe42d8PE6+Q8J6I431ZC9DoILLQMw6/6oW4JQCs83OHlB5PczijaxJjqu9vQKoFVz29+A1Xta8zbCfrXN0JnrKj7fnu7/dfFp0Lqxljm9Xv5hLHxWqu7f7u86J6K7GdAGXM8eVe1HA0rlrWOxSN7mXE+bb6MY0LluBYF9Wm1d8lrEh4oH5AlPYeCmAeq5X8k+XsNhpa/7bJJftlbIuGRMvA5frWqbO5izgcu0r25m71vI7YbVtkxMJYR5weRQ7Ou0tYbFznx7viLOjeSx16h1kEsn1FU1oHzcJHFUJNHD5qD6ZQ6xXXTRMkJRSi2udLCuwayF53QLiewuAiVSh+FHk6/VMrMrrrvG67y2Y6vKm35ebtH+aBJoEmgSaBJoEmgSaBJoE3l4CjAt5oV1dC2CxcL+78+xOdzs5lu+vPu0WNgP4xIA3G9byufGZ7mJyLF+cudhdyDY3fSbG8IQfzEvycS6MmHRNujHDNsayMNh//OMfC8AsZB7dlt4rqg9D9a/DemDYxYCojpbHWQat7h9eAox6wv2VbfcYu3Hw72IDMz5zwBiXw8JOFlb3h9sJ2x7GMibrYsJKAxpPTo4HWA7IGHAZ8xcL8mOGw36ZVNVzJuDtmYCgGNYl7PR8H36aQVKoZ6wXobKnwyDeL/uWPDFvgMYlJOPKegk/jBmK3X0jYaQB8lg1ZDyZUNJyEvf1mIzRswfkgbRYv4A+AKBnMhH2qTDawmTXvM138pnwxfLoAqCxxoHUmKpA/oN6f11Je55GHu6PfY15jfGqbhhA2EBCn1/Gos4xYLyVoyMBTgcM/AAgDOXT6SPydQsTqt/o6/pSAaE5OWwFKPiIIew/lOTYiaypNgAJuw9b0ruAywCxO3eit8QpDHuZgV8BCAntDFiW6g1oWo3+H6qdh3EfLDnt+f777wsIqP2AdaC8/c2bN8tGxgBm+2qvq/Vh9wOW+C1A3h4oTw9yLllVcBnQvPf39Trvu3ddfUCb6FKeD52MbXI1AODqWkDA6F/T07FL5j8hsceij9pXp74SFjugKmAZMFPAIovlZ1KwQeWNXQMuZ9sMcDac9mcVCriMvezo9eCy/mDc6Ac2Oi/QDLCsD30q4DLbtfZoL0cKaW/ME3uL9du8RAb6f+2be8/7mH9XcFn9JybiwJTKrGHJLg9nnzSVQV5LGHlrUBwzQMqDxV87GWub0V02EkGmAMw5ph8pQlOTgfFpDjE236TXGLuriQhDR6HPcdJ7lNDYvT43WiLJ+F7kjqmBd0cgq+u7X8UX6r3UB7As7zLmclThsp5ue2/b/a9UeJ//FMeTAMqbwk/LbyyMfHFGyShJKPmSDznyKjmXI5e1NcDwUmHzC5OtVNnrF/qI+ct81D+Lfr71N93dWCrM5eRcXj8Z3TI6Gqdsc1gBl3ffP7czds1f5jF1IstWmgSOmwSOt0XouEn7CNW3KpU8t4DCJsC6gJjUq8L2qiqb8OsiUJVWLwUmUNc06dbtVddonzcJNAk0CTQJNAk0CTQJNAl8PAls5iX76bP7YVDd6m4/vd1de3qjuxNg+Wl8w3diFJ8dmejOj812X0yc6b6aPt+dmw2wPHc++SHD2I2R77iXqrsyajNMYyz/27/9W9nkY2N4pRcDlgHKQmHbKmuZLtxKk8DbSoDBDLAKJGRos5XjfFb+3t0DM9cCRPlMzla/KaGew1a+ndDIjHgALMDVFwFGhWoGNAqFfRhM2rdt58vOF7r77OxkdyWgKAzABjQVOrEPp9gbJYFswidiXgOlX1fI7llA98fZGDRr+Gs5beWjfhRDJ9kB28/MjhWQrwLcQG7HZ8MCng1gOxpweHxM7r2hbjYhuu8EwAfkA3efhfUMUAbqY+io77OF1QDZJwtz+EJCIMstfVD5jrGvb+a+GEDX786X+66sJeRpZHIm9f3mi9kS/vxyQnVjMWMAtXK0JMAJYSoAsnDvxil2uf5a+mzGr+85JRi/HCQ+h2JNrXYn4IW/GdMBXDXfLoCxEiJeJRMAKfbhTz/9VDbHPmODYvDHXAYuA0r9fVgg6avqdxifk5c2lZCtmTy1+VoirGg3HebHH38sznHuffXq1eIEt7fdZCsENuc5Gz2ngvKuT98BYNew2Iel53hO7gegsekTbIzslGup48pKwLLYFWc2JgMuYTuG3Rjm8ugu608bAUPO74GZgMsBaT4n5jIZbEYG67vgMqA5kYO78cBjhbkcUPH1q2d+vwu2VnCZHZh9Vwh2YKxn41kd92KeqREMOFNwPjEv+NyYqMV7gT7vu0FwuQKe9byPufc8PKMKaHrI7PAZPnHI0BbgsrESwDRAbl/3dIwAsmBZxZwLWI5bRtq/EbA1IaLzmXPNGa5vfNqTx5vaD/ilsy4kHYk0HiK+cKJSzOV0p5V8xgFwLGGwBXtxzeHoLWNju8zlknOZY2GvywDAAcsAZsgyljHXidKSXNP3ubgLlfu86R9zA4fqGungBbgc0Dj3rPmQK7i8krZ4P5RzeWOzz8tdZV/B5eqgQFbmsCorji+eCday+XVjPaH/MyqxlkflVBZ9wdModQJ4V+ayOUzEBq3cX7ve1O72fZPAh5BAA5c/hJSP2D1M7kVpy2RnwnNclTuT4n4USNfYC0j7zPVsJta6KLxL8y1srmdrpUmgSaBJoEmgSaBJoEmgSeDgJbC2sdI9eHa3+/HOn7sbAZivrz7uHm8mHGHe+qeHAyyPznRXAyxfnoqx8eT5GMfPdZMnzwRYPv6hV+m/DEzCQTLKYi1jLP/+97/v/v3f/70YXBlYBhnL2EJXrlwpRuuDfxrtip+DBBjbhMQFTtY9Rq2cvvbLART7vzcK4ApgZIxjtOvB5gDM+czvlXMTmLfCDc52Xyess9y7WLn7tLV9cJFj9mJwfnXhZLk3Jgs29srqWjcfxnIBhwMIj2UO8h4IlDsRQPrVpc+tfC/s3jsPF7tbCYONqSxPcp9bGQskxvZcQ9hwMnLvi5HTRTmTA/Zhk47H2FmZ0sA+wDLgGRP8ZI4B07dz/SdhWmPiCK/9JPWeX+7rzaC6lbyAQPHxsQPIGR1DKucBOQv/cj3szNwbG0ghE/mVgcvffXmqANrY2G+GEV4txfbN4UlAn58KE1+/16cAyw+frpZxzGlEOGx91fjeX6bcw6vrh7gyQAGgw+7EQA+8UBAU3iYs9iC4zBlMSF82JNcFIgGXRRixhr8JGPkQ7T6Ie7CxCX9NNwGCXQuw/B//8R+l7diY5PCHP/yhtNe5WMgV/Kj3Z6sDJGJ728itgmuARPICLJPfYYLyFcCq4LJ+wCapLhvJiboSQGZpaTEs5oAyAZVGhoHLAboCmglhq3jeW8kzXMLJBvz5/JjLu+ByAZgTbQO4HLlgLScmQNcH+C2ieuU/+gMAjS5MJzYmjaEKLus/nstxL2zTNoC5vg1cdiz0tXeAWswVxo5+qf87PmrF81Avz6av31CxwQMlK3O5AKWc856Dyz1USTdM2uLCBC7gcsDW1VXA5s/BZdfVD4xLY/VNcyinSWvYYiLH2Dj0gUYB3IBbaT7osnTciaRAGRadJidoC/zB/awLg/dyzefgctbK/LkLjduL9hO2dZykhwPY7qf0QG6AdMzlyhLOmCGTwlyOrEpkhK0wwAO2L6/0Y+N1OZfrfclJ/bVFm+iv5jL5lntwOfnQMy45x4xuR6/dfS7O4xQDXH5eJ0prK00Cx0wCDVw+Zg/soKpLEWNU4/Xo2GJhIq+T4ZsWD/WwODu//sbEWK9J2fX3+5T6+7p/n2u13zYJNAk0CTQJNAk0CTQJNAm8kMBWDHHPFh939+fvdbeEw56/2wPLsUyNjI51M2PJkTV5urs8faG7nFDY5xIW++TkXHfiiALL9EUbvfZley2nn3rZZ5SuxjSGVewf4PJf//rX7lqMtdg8zmPEld9QKGyMZYwhBrdWPm8JlDec0t9i4CrGLn3PMXNX/1kxfeUPIZtjuyoh8jA3gKlAZaBxBZEHj8t3BXjuAefltY38pmc0byT/bgmTHQsbNi8QFIMV0Ii1/EUYrP4W1vmoFkzr2enxwmiRow+7eDJGRnmFGSOfhAksnDUwF3tYWwaZwEWeu7IG1C8E5MUkBirfCpv7dpi+8v25LlkDjKcS6lrY6iKnMKa/vjST4xo+fKKcs1de7llB5Y3cByColFx8+RvALyQ546hnzwha6huQ1z2xrguTuBgt889bFG18GmBZG4DkBVhOeMnN3MN1zyfsubZcCvDNsYAzQStHWwLCq58Kc5mzgn6OwaXvzmed4VzxNP2ew4Lna1yzxTB4f6qF/QgwAsABYGhvBZeBpNZf8+nrCoO9tfvGjURcSWhsazrjPkDIOm0Dru7HrvW6+xyl76rtzR4QiGEMKKOzkBeQ7IcffiiAkM85wwHQBgvZApfJzO8A+vQm1yQ7wDzZ2Xs2h1UAMK7vnvpBBZe1Qx2Xkz92cbEPSZshkfl0F1yOfvocXM7iKgJPYS4HJNsCNj2Hnw6r5v1a715AoW3gVG41PNSnROj3PZB52MxDsorVtVsHKqYeW/lbnuWxhPi1nVCn14iBLdi4MebsAc2eBYBZv7E59qw+pYKRzImC8wkdnxyA6+YKYDMZ2PY6ZryvDKzt9Dgga9Ep8nDoOsBWupFIFvn/jYUdvoLLxpDnww4PPAUYZzjnOnIt23M36C/q3z5QOr00YyeM5dWhAMF57kJjmwcUuEC9vnFpbnjTPEoHEmlnKY52nO2kf5BaRB3M5ByptNtWI8kMJwcxPWks1+/BZTnVXwDZhbkcp73t/DYX22Uu99cz7gq4nDEoAPx+ShkvZb6oOdoHwmILz505Big/FHAZk3tleSVhreNwHedHOZTJoMqGXGy1kJH1p26eA8B+OddYEhY7sgYuyx0/EnC5zmHeGswlci0XJxlhsdO2VpoEjpsEGrh83J7YAdTXpLp3M1FapOzftHDUKtRz/U5xTQtSNer5u5UmgSaBJoEmgSaBJoEmgSaBoyOB7YDKq6sLMWTHuBi28q2Fe93ttfnu4dZqt5KXdIyHmCq6C6PT3RcBlb84/XXJtTwb1vLY2IsX6aPTor4m9FKgMQN13Tse3BijGdCqMY1RlUGJoRXIXJk8DC2MSsDkf/zHf+z++Z//ufvtb39bjLgMCK183hJgoAP0rcdIuC5nXQxfG0Ld2pdt97McMyD6vOxz3DOQY1wLYLwS49tzY5vzsjE8ugbgFJDMYMfoCLjsJhjiYtyKMQ5DFuMWwPjt5YSuD7h89tREwKmjGxJbr1F3TM0M19LOswFKhfEWYlqb7W+Geex7bE/5owcL2QDj5UAGymE63320nPDVywWMxfZdDgu8Z0hP9LmJcw0gLEBZ+OESCjsgPPC4spUH7zF4PJO6AgQZSYF+wD/1kh+aI4Bn+yAgcHl25Tlvp17r5X6Afm1jPN5vwUjHYgWwYy0Ly/04bGn3mQ3zWl7oL8/37GuhsBmlWzn6EsDEPzM7Xp4fBhfHBH13eXWrgMoP4zxQnCoy1oHQ+phx/6kWBvoKLAKvgDt7weXXtZ2dyXp+//79kmMYSApcASYDjGwAJIb+T7GQXW2rNB30FxuQUJhwoMc333xTgGNOdYPgIFkLi13BZSA1ex4wjcxcF+B70MDa3uegTupZgbwKknm2gBh6mrotLSfv83TYk3IuJyrEaEJj9yFlOW/14PJ6AJn16LZ9WOzDt0G6z9Olx92TxeT5XluKxhwnpqSRmR4LkzTbxIQw32Fc7zKs97b9oP7W0kCKCW1siyyybo4FTBzLfW0jOX4ZvMxeq1/oB3Rg/Ybeq9BxAazVweBTBJf1O84XnEa1W3+Xs5xMqhOp/j84bopw3uOf0q+j3z3OvM8Bzvyv0BMunpkuugpnOmkv6CV5lK8s6gWMNWa0xXwKct3KHLgVnXQrjnvb20IuJ4R08i/XEWFFceYJH2Qd2ogTx+rOat6ZArYmWgCd07uU67nu4PWrzT+/fGkBnAONS1jsOErRjzgQ0llL26PD0HeXgcvRdafotqWVgYYzT2vP+G5Y7CFeeynC4VsvhcUeyrHr9KUHx4W15ig9Ik3TLiaxe8JLd+YL0Q2eh9HPcQVyS1hsrOKAv0MbCc+fnMzlnTHMY31E+8jdmqKu5DNYyKfKTd+xngG/V+Ikg71cweUSrnyQuVzGYuqUtgCY+zmsgcuDsm3Hx0MC7W3keDynA6/lywDkF5P1291u8HcVcH67K7SzmwSaBJoEmgSaBJoEmgSaBD6EBNbWA1Y8uZ1cpDe7m/N3Crh8bzvhKIN/hOfQzQ6NdOeHErZ2fK67PHupu3jum+7MzPliMAtt+UNU8Z3uwWDKQFbzxjGa1eNqePW3zxksK1OD8QAYzXhQQWnGA6zl3/zmN92//Mu/lA27geG1lSYBQCMjWmUeM6KVMNcMZ7vHmIlYx/ZyzzGqAZaB0AxugFRbBZKByApQFSsZOAqUnJqIMSv7sVGAcgCZAJyAJyAncFmu4AsYrMn3Cwh1bjXMHcUnxWiKFQwsB8wLSw10e/xsrMgQsDo8tBiT41B3LvmL1y/93MhGzhi9AOjrAV/vBVSWY1mIarImxvHIilwYbb9MCOwrCYUNIJ5LTmUymgzTdzKgLBm/qThHHmUgrpy5Z7JhQQuRff9xn99ZmGxgYQ96r5f6fHNJyOq5GCr75/em+/hev9J+Yb0Byz8lz7K2aTOZYSx//9WpzrW/jDOB8NiYTq0cfQkAivU/z9hIF+K85PHO8659Wp8qTiT5fmRk6pMGlxnpGeArS5Cjl/W3rs1vYi773hqOucwpTN5gQIhQt1evXi1sRKDly2xeR7+37K+G5Acg++6774rcgBtAdvIAfNjTeYC05FwLEL6CywA1OhCdh7ywlZ3r2oddKhBTweUXIFnyxmIuB5BZWJgPc3Cpmw7oNDYmbG7A5YC4w8O9Lgok3ahgUZjLmwEHsTcPu2wkpO7DpJT54d5fu8cL97vRgLhnJ0515xPhZ+5ktrkLiQAUFuaHAJeB8QGW1xPreCvrAUbkWOQznm20sFd/uUbQl/ULurGxY9z5TDGO6LoVXPb3QYKsh/1s9nN97cFc5jQKKHQsepE5qEYDOKgxUDS7/EPvowdyIvrDj4+6H289K1X9Ouv5Zti5pcSBbCLvYFjnr0OXK8ipjp5P7/Q6VMDMXrcEyvY6RW77vNAXOEKM5LOhnLAJXN7kkBsHuRwLQV3B5Qpe27v+m+ZSOuxq9Nsa1UVbAcPqChOm6y5zqsznwGVANh61os8Cls1D5gXsf0WOZXUq9cq+DO3d9myHrQ8oBsiOZ19g8wJK/7K/l4uV6/XOKIPgsnso6gBYFrZ6eyjnZZ6szOX19d7xQt3UsW7lhwP/+N7z4JBBHnASIHNlLmtvAZd3OMj0QeudA4Tumct9aH+At1q9uiUDN22HTQJHRAJH10J0RAT0KVajAsAU0Lr1k1rPOq7M4ze1ffA3jl23Xq/e403XaN83CTQJNAk0CTQJNAk0CTQJfBgJMLotroSlnDDYtx7/1N1evN89WJ/vFuSsiwFgMi+7Z5Nr+fJEgOWps2EsX+hOz13KS//0h6ngW96FzsoAwCDEOC0kJGOz/eAxdpPPGdFqXjkv/Iwpg4UBhWFAKEAGW4anf/iHfyhhsQeNs4O/acefjwQY7TBUMY6xY2vuXcDiQgmTXPMk90AjsBHYXPe9QW3XMrYrNu9QCtB1NEAmcBigKVQ0ABm7djp7oY+ny2cJ+xqAFLAMXJyZzvHUeDnnODEdhUJU/9MBloG3j8LcxAzpgbbtGBiHM0+dLKGDMXQRt4UNdp4w2NfuzHd/j3H2Xo5rvlpynIqcyAyj+3IAWKxu+aixlckUcM9kl9fWfRXvtAB9GxbyVPaAXgwjzwtArs4cCDCY+5yDDIQ75Rz18WzlRHZv13tV4bDwOOGRhfi+HmAZa3kx4SVZGF1HG4T0lmsZeD492Uw5r5LlUfvcszdu7TdjZOc4of8/HFmJUXk7fXitMPBHsw5zZNDXjPdPtQAcrLUVXAZ0cfCyjju2Nte58WUyACxby63p1nrgmGtxCsPYlTMYG/F14+1l1z1OnwFjgenffvttkRmdhp4DMAQyYyYDj8nnBQDVA7fA5fodWQOpgIk2ctvLyjsMudQ+UMFldQTOeO5YlAAZz9X+9Oxc2pCcpsOAtOQr3QVtC8AUFjHWn+2DMJcDBC0n+s/DgMrXHyWNypNbAQOHusXozBtry6UewwGWxydn057DZc4X5jZgOVDUetYJaw3ZjMtPHX0ec/llKw4gmWyNn8p491lZ7/IcgMv0YCx2fYON91Mq2qNtV69eLUCgY33fvKLdxpX+eCAl/RmwTP+jM95/stL9eHu++8O1x+XyvuOwJqJLH6UGAOm5vezJ9TUydir4q55jY72eAaQG6G6WiDoBLLPWVNu+qxVgOdctsVRyXmEuryfCU96h1vP8hWdWjMN6fXPBfsBl4DEdBnhM76Ur76q3RbfbSJ18Z/MdR6vB0juP7OZcTj9WALQFXM5vh1LfnbCxFS5aQmYb79jLoS/r/Pni9aC8ucVv+vzGmMI9c7nIJuOmz1M93m0kVDhH0GXAcJxcjA1jC6hMLhUEL5UZ+KeCy+Y0v3G/1VyDg0zPXAZgB6zf6XMuF0VUnQpQXpnLu+lFG7o8INl2eBwk8OlqrMdB+h+xjhZUi4SJ0bFFh2JJqRcOZD+l/sbvGPYoI/WaJtZPWZnfj3zaOU0CTQJNAk0CTQJNAk0CR0UCOwkdtrjyLOBFmD6LD7qbSw+7uytPu/nNpfJiOx5W8umxme6LqXPdlYTDvnzmqzD1zoXhd/gMlpfJiJ5JJ636KR3V5oV98DPAMmM0ozSWDkNZZSzbM0D7jiENQ8c16KgMJoxm1YjC05xBgIG6Gmx/97vfFRZDA5Zf9oQ+jc8YuIoxLgY+IA82BWNf/czfgEKGsbWENJRTroDLu6Ax4LiCx8L9FVZGznkeMjsGKkY3BWDKCA08xlAEsAKb/I2ZDFiesO2CmUDlqQCIgEWgZtly7PManhno6XzXOG4FSDuX/MtYxQB6hkhyZph8HBBZvmHs5ML2zJfyED+IYRag/NO9+bIHOAOle3mMZs4aL0xu4a+FwQYwC60NjH/f4vkAwzfTJxTziHtjA2Gi6gfyPGNWex7ap01CeAPIZwMmYp27zt6iv8k7/SBMZQxWYTOB5oyefqcNGOoXwlA/F7Y3YFJ/yq1bOQYSYJjGjDo5NRRm41gBEwAKnqOc3voORhuHhVMziZyRZ/0pF+uu9beCywBQazm7FIDHGk8HGCz+ZnOy3gNGbZV16TtrOFD56tWrZd0GkgJhPtXCjodxCVwmL4DxtWvXCsBM78Fc/vHHHwuIRt7C/ZqznFud8ehIABDgGmDe9ehBzj/sUsFlz8k9gWT1eamj59zrbXHAyLowHMB0dJjjEfslmAyz0XpdweUATQFp+tgAB1/77dxna2O1AMuPwlp+GF36QXTo+3HQFGaYq+Jm+u96olWMTIX9PX0q6/lkNxwm5GEVbMfNAIIbeYYsuPLrjkRO45HRuPyx5PSSRYIebZzRl23k7DPnAs8quIzJbpzW53JY7fjQ19Ue8wXmfwVRtVmf0xeNhYNysKADAFPpKvQauoKUHv5WOBaJvEK/qfrcZH5TOng545f/mCdrvXtwubfpF/A0703y/cqhvDEW/ZX+mUrQEBMhO456PXs5ilW3sR3mcubdFczlARzA+Nd+17b527VfVYDAwHObtvYReXrdKAOygMT05xXRfKIjOQ9oPFjMZ8VxJOPnOXM5DtHyLWvDcIDzwSpwlt7eBZeB4ify5RvElt/T5+t8UZ1R1KNfn3vm8lgiAASYjwzlW/beaN0hA3Ws8n7ZmHCO7/Utv3O/HqBOzuW03fjcy1zGUe5zLgf0jqP3Ztrkd3lag+Jpx00CR14Ch681HHkRfH4VpDQAgS0YNpMg4x1vR5MkZe5NxYJWmSImTspIXeRcs4LWb7pO+75JoEmgSaBJoEmgSaBJoEngcCWwubqU8F5Pu8fJD3c3rOUby4+66xsL3eMAy6sxlo3lHXZueDzA8unum/PfdVfPfBNm3IUAMmdYqw63ci+5OiMGYzEgmJGU8YsRmfG0gsWMo/WYYYyhjGGIXkqnrftqMKPjMsYwZHr5ZzBjRPI3oxLjat07ZnRijMViaOXTlIB+xgi2CjAOoFlZFT/b53PhrVd3w/k5t8+b/MKQVo1prsXIpgCN5ZorgPEu+IuNUv4OMxE7Eft1IozWegyMlEvZ5rxR+/zm+d7vS5jl/jrOAWLKFXccC1AWuHb53MkeQE4jsIAXwwp/FsPrzQeLAddHCyOYMfJJDLPyFAJdn4bhK/yi6Un4a6ze89mAsMJH2wOaTyUUMXD+oIpn5X7k7tlhlJ+emQwwuFQA4fsBCAGFt1N3/YHRGND9dUJzf5UQ3XI/933jxTPrgeWwsgNKyx9968FSCbmNFa3uAG1hsL84O11Aasxsz76V4ycBY3VyfLSEyNZHgQxABXOKvqNvXDgzWeYk89PLgKHj1+pf1th6bB22/jLEsyMBOdikrOXW/r1ghr99JxLJ9evXSxhbekF1GAOEXblypYCtQtu69qcqPxIlQ/oJuZAfWfz5z38uOZfJEnP5T3/6U7H7sf1VMJ+tj87kfHoUgJ/syIxjnfM+hNzYIG2ek40NUZsUz7QPiy3nMnAHuJwwz5nKR5N7+QRGbpbaAhYFjNnARgQ0RW/c22/KBQ/gH6GwFxceBiC8W/Toh3HSfLa11i1kzGJDrkafXlk90a0tJbTx1Knu1PTp7mRCeMu/3AXoTQMOoBYDlwjghYEpLHj4lyUk9mjAZGF9JwIuT0ROo5HZy7jLLwOXqw3Yc9AnMHnpwsbpp1b0b+8Dde9dQHvJgB3bePD9QZQSkSWAKlBZmgt7eqR7e7taj56wEH3HWmBt5wiXIf3aYpyop7Hq+Qza3o2V9bWQxuRRHg1wmX4SL7gCLrvjSO7LGWIHCB1weWVlOFtSA6XtlWTm+hW8dm3lVXOCqhbHyuhumMucNLXZOARmawsHQXpy1a0d72Uu922KQ0TmhJraRchq+hFweSf7ne3dMZSL1vzJwGJhpYcLIFuq+sp/XgC5WMJyTO+yhFNPDisjJefyeKIAJBJCnpH3SBu5kAOZkLnjvfLwt3nW87CmmVvlsvY+6t30OXM5UQ3i/pG5rifjkVUJi20O48CSOtU80K9sSPuiSeAISqCBy0fwoXyIKtUFg/JgEjT5UzIochZVwPHriu9tzrWZcF3T9WwWhVaaBJoEmgSaBJoEmgSaBJoEPq4EsC2WEwr76bN73YP5GMWy3Vl90t3dDAgbL+mx6IBzyfF1YWSy+3L6fHflXPIVXvg+TED5hZk+Pmyhk9ItvZADj4V5lAvNxqhsYxStG+YNQ2k1TPs9YNpWX/YriMwQWzeGJCwdG4OqzxnSGNUYBhgIGBLoya18ehJg2GLgq2GrsUj63LkJFxkWbQl1Ldx1Pp/PfimAZ2FcxHgG9MNuBiQXAxrxsLBluIzE0DweAHI0DNWpgEhCMWOrAiHtgaX9MfZxPt/9G2MFuAw8xkjFdCyjL/84it2qMGTt9euf74/n8yEy7ccw1p71yPbh09WAyTG+xhgrpzE5YDB7Tk8CKHseWOEMcqMB72fCfL4c8PbbL091VwLeApkLSzgGWjIF8PvvoIr6AMSBzJ7jbO4vb7RNfmWhFAHh+pP+os6MyYyp6lKdAYQ9VtKM9Lc+jzTmKlY2djY2k3vI03vlQoDp3bzRfsf5oJXjK4GxjHPPkROEfqIv6/ccEfSPx/NrxUGBoV5Ugk+xsBtVsNP6zHbEFmXtZ8xnk9prj7KmW+sxcq+FoUsnYMA3B7uWNRxAyimMc5h1fC8A8CnJEqBMX2F7c0wemNv0mOqU97e//a18R8Z0HfIAdFTnPHpW1YUOOtfsfmXtOdkGbYj6gn7AmUBIWfPqUPLQjoyYQzOv74LLGTzJj5r1OMAMgPkwmcsbGxxBHmaOvt7diR79aOVxt7wTFmb67lqArxVA3fpC163GqSkOnBcWAy6fCIAZQYxOcKCY2K9IXn+eRSNjYSOOoepUwoEHWBMxeCjjajRA9nhC72IvjwRcftkYIF9jqUb60SeML+OQ7qtfcbY0rj7FYrzQ7bVXv+PcYHyYS3xnfjooe7bHtRLg9XEc46zxHOM4nolSQe+hR3KU42QkmsX6xkTUSdrRq/WWasv3rOq7is8oFMBWQDHAeCuvL1t51sYJWJZDXw8ulxuXsNjbK33oZnNvfW/SdgAq2byuiOpDH+ZQJzUI3aePNFP1VJ3S7fvzenA583xYwX3O5Z9f3X1H0o7SlnxFdtu5x2Z0vhOR2bZOTjTlux6U5dgBnOVoMvQGuVVnlML4L0BuZQlzCOWYIecyp4OVjK0BcDnXF7bbPGpMvOq9UP09D/PZ+PhEeQbyWWNAA5fzBPLbF+DybkMKoGwO6x1kdgHv8mX7p0ng+Ejg09RWj4/8P0pNq4JRFyWGM4tHncQpG713Te+59bJK+p4RzwJUF2fXqNvLfvM2n7mmTV3r3nH9u37/Ntds5zYJNAk0CTQJNAk0CTQJfG4SWF1PeNWV5NdLfmUGsbsxjj1KeOylzdVi2JgeS7jVsdnuy4TC/mL2Und25nxAr1MfTUwMHAxeQOSaN5DRFAun5hMcZDAzPjKQMgrRZb30M4jY00sZArAQKohcDan+Htycw6DGeNDK8ZUAw5aNwa5s6RcVBGbg6kNchxUfw9FK2MiFKRtwD8BXQGVGMmCyPLo5ZvRzDuZyBZVdX+lDWscIGdBQiGt74DBAGWg6Azje3eTTA0ZWYLkAzrvfOZ4MkAhU/pxKcNqSi7jrJorxEXMH0xgoDPgnfwDz6EhC4sdo6TlsxMhIzvLRVoDuSoBXwPJXAWGBvLO5Bsb3YRYsdIZgDGJgL9AZIK6O+gegEJsHSOz9tTgWpM6KMMiMy/IwY6wCk2so7IdhZ2u3a3A20B6hvb8MgO7YdVo53hIYy1yBoYZpXwzy6QNPw8bnxCKE+pM4IzwJwNz3nQBTmVMwuTJcPplSjfBAHWsuexS7kvWfjalugw32vfWeLvDTTz+VPQDSWm/ttrZzFLMBxugD9IJPtZhXFHoOXUYoXwDxpUuXSrvZ9IQOJ2vfA54B9uTHOY8sEUSAIb6vzOUPDcp7TnQ2m36gXZ6bPgAArXZJKNWJgKXO70P7pvFA1YTCfg7M5O/D1x9CJwAAQABJREFUeuTrYTrOJ9fy/aSUuR89+tlGwrfvAIwCgGVbD9C8k9C9T9YWuwdLyXs9dq8bDyAuXPVMgKvJAlq9/yjeAaQlzc36epwwsmFUYzuSD/YlgGyigMvjWStfDy7rBxw0OXPU52A86gOfKrAcQZXCnqxo92EW+mfvaLZWUmbQDeg3FUCmVy6urJf53tpPN3hTUff6fuM5OdYOsx3msudZbPXxYduKrjuUuVMgeU4ZuOxajAmM4dzFcdK5WLPGnj7jenV7XV2kCKm6Gp1Z2hjMZaUA2VnrgOh0PQxk54oSRJ8jl72ljG0AczY6lfDYzttKm3KBHA9XbDnjPIzm9HtzGIBZWOw3PUnzit9wyAAwV5awdvfMZTrdeI5HAmhH51zuo2D1zOXo77vjgmzq/DvYBvX2PHpwebzUEXu5n8NE2jE+d3MuZ6yWuS4tKnNY5P+CufxL2Qzepx03CRxFCbS3k6P4VD5gnShwFLnq9WSCs7gw6jHg8frc65lDAZEXh0Kq1N8PKoTv24TqgWXiNknb1M1efdTbOa00CTQJNAk0CTQJNAk0CTQJvEQCeeHe3BCO61mA5Qfdjwt3u5vZ7iwlFOLaMxaHDrD8xfTF7vtTX3VX5i53l89+HUAMY/njFXrojRs3ut///vclxCNgmU4KUKZ7Mj570WckqHrsoFGMYaxuXvBryEXG57rVzwb3ftN0y4/33A/qzth+AD7GvD589Yu972wMXHUPYO7ZFDkvv2H0qmGuS3i/GLaYebANsQh7QLmGt+4/Gwxn7biGubYfL2Gv+8+en5dzavhrLOfxseMb2vp9npt3O8CZUMGAI4xjIaBPJSdtfUZYPoyUwDVGypnZsYDHAVPmJkteWuxP+WnlIxauuoSMPmRgebDNQpvvhIVaDKDpK0Bn9ahgMcBcfxQmm3EVcCjv4pcBw+Wb1veceyO5pYVFlq9Zv3Nd1xEO+5tLMyW09umZpJ6KvFo53hLo2e+j3cUw9rG39PX7ee5CvheGfvqIMOsz06P5PpFFamj398eljozg6ppd12B2pAKOZF23xgONGeSt8+YJxZ4OQCf48ccfi/OZc63d1WmMk5hrulb9TTn4xP8hP8ztb775pvv1r39dbGaAQwxm+lLVfdj4APMc9zjlAal8B5AeZHxX4O1DiY3Nb9Cm6P4AMs97IZtjoWKByyMBnEYDlDFkcxizdggNvQFoAi4/h58OtvbrAbCebix3d9cWss1385txakxs7gQxLnN7KpO/w2CO3n0/Ore8uYDfBHjvroxPBXQ6GN26hNDNPVbXQvYJkI3BXMDlDJMTiUI0BlgezVoRkKyAy4Wz+nNZcDzAXmfTZdv1N/3XWKqM5b024J9f4fP5a3AOepdW6490UbrMg92w2OZ50W+i0pTvODaKYgGg3Q+4bH6r9vBqN6/z52YcDwCa5tDERc97YEDNjBMzYmEtZx4VKr0Hl+OYsJI6rPWksWJ3H+3BZc+/zqOvajddhQ69EHB8MQ6ajrWLzERqGc/96b0icljLigNedJ6XhcV2D+N+NPb+Cmz3beoB850AzDvbFb4iVUzmHliuzOVX1bN+rl6A6J65HHA584bPsrikvrnvqLzPWYsyz2zEEYcMbUKLT+wykoHHZFPXpXrtos/mc8/Du+fERO8wVdcya9Ve5rKVrYLkffQFgPcLNnW9dts3CRwHCdTReRzq2up4CBIwMZoAKZUUCYqFjTLKq9ECwwuyFt6DPCAppBR+39ffVq+peu777C0sNpP0y7b6/fvco/22SaBJoEmgSaBJoEmgSeCTlEBemLfWV5JnOXmJFx91dxcCLoe5fHM5bIvVZ3mxX+0m4kF9bjS5QE992f360u+6L09/1c0l5/L46McNg0fXZDj+H//jf3T/63/9r6KP0jkxbuiEDJCDoDH91caoXENe1xDXwkMyNPsNnbdu1VnR3/XYvpXjLQGGLswPYYix/hjrsAEZ7oRTxk6uwDNwmYFLvrtNW37L+MXOFLtbYVoACgHEhVkcYBmjdsqGgYyZjI2MfZy/sZVLaOsY5vyu5NXFvMBqzh6Aag9Y2rsHnn7OhUymJwMaB6QFqJ4NYMwY6zkCXz0U4cQxheWjvZTcw0JFA16xeU/mtwyYJU/1BwSWPTN110dOzcQBIYZUdbwUlvGZO4z7J7qfhgJCpO9pCxY8ljKWqn54NgA5I/ON+wsFXNZn/a1/AMkvBTD/8vx0AaKB6OPpW/pmK8dcAnmG5hDP1OM0P3EuuBPHAfOQfON3knvbfFIM1vnc/HJUucu7U+ZbPRSgARtUBZerwd5F2KIY5OkCwEXnKHuZy5zOAAPWfuAo9m1d78sPPqN/9BM2ua+//rqAhWxlQOWbN28WGVZHPDJjy7P53jOo8sNsJkPPwu8/ZNEfqm7n/v4GxtQ+sApcDohsFGAtA8mSTrbDGwbObBb2MqAJc1mPPOASEGst+Y2fJuLP/aSUeZgNiDeCKZy6hDfarUZk0VITxjf5dRMtaDt69ooIQQF552aTemXrQjd8AHomII0OvxoW9epqHC4DNG8HkDI/qA9weWLUepFUhQmRrW/sLWQLXGbz5bipL9CrOWnQmz2Ll/1u73U+h7/fVw4cz+gxwl4/imOZdZ5DkW6arwJi9mGlrQP0go08izd1YeMDAGusGMOO65gVzpmTrjl0KM6NWxvr3XAZO8GajZtsgGYM+I31OD+sJJJPxpf8xt6JxgOKmi+8E9Vrvuo5A5K1DbCMfa1dnOjIbDQh7Dlk0p9FmzEu6d3OX1sHDP9ynPrdiDrk/rYTxkt+txmZJDxBmQOG8zO/LDmXgcvedzmVvElo2pzzOGIAl0s4+Yybkt8478M/Yy7HSaNnLvfgsmuPjfV568mcvF/WL8jM8zCW1N/vOPHIG7++1ofFPpFc6CM7Ae4xl/Of9vVt2WUuZy7jItNKk8Bxk0Czohy3J3bA9bUwmSAZ4YDIjHcmSh5svEItKDZGO4sOwJmSKlShv+vEWcMPmWgHS82V4xp1Aq77el5dCOrn/uZVydNSfUzIFkhKj+KzmkdGvWuhcLpGvU79vO2bBJoEmgSaBJoEmgSaBD4nCayHLbGSPMvPErrvwULCS4dFcXf5SfcgjIvNhPabDPPjzNh0d2kyOQoTCvvymSvdpVOXu6GE0/sYhe5nY0imYwKX//jHP3b/8R//UQyM6kSXpHdWAxgjqK2GwazH9vTDaiRzfiufvgQYlYF42H/y2gHzsEYBNQVgTrjZhSV54cLqiIELoOw3+T9mnLDj8h+gkBEMywIwCNwBIMurOxPg0/FMgEzAX/+5/djz0NcMaYcdjvlTfZIAebIEFgNVPR9P5tlijPUxQgqXfTHAstzDX52f6b75ogeXT51kBP+4UsHQ4WTAiIplOpe+AiAWIpIDg+oJhcnBQUhI76r6mDzeQmffCrgsrzTDbGFn5/cXEzIZSI2VjaWN4d7KpyEBcw1m+onkY1XOPp3cZSePFOcYAMODpwGXc445BcOd08JwjPUfohSzdlmTjUC2758buvXfdO/nNpd3qRUb1OvAZfYfwKINm9I92YPYgGrKDOCY9d2aX4FR59IVPreizdqOfQxUAh5ipbLn0avkqSZv8rMBFBV2QGBiZX47BjB9aHua/gCMqToeux8nA3W3efbF1pexA1zumctDAZXojgGXAWUBZXrm8gE+fX0/118JkLsY/fnp+mL3JIzlhe2Nbiwdfybg7eTwaEDlsD8DCQUCL3VZiw7+AKM4I2hm+kx3KRGDzk6fiwNnUs6kre9ThNCVa1nKG+xlQDPAWenZlwHmEpVoPACz/MtCC+8tg+CycUS2+g/dmd0XuPw5jqO9cjqIvwGq5nT6Zw8g98AynYfOWcHnxQIu0xmil+6Zc/fWo44XY9pWgNj0K3M1+3sFl0eik2wldPtwPh/D+E+fHQ2oif3PmVJY7BWgcJjO7mnsu57nDyh93TxgVaCnySetXRw7tdXn9Gjtk76EbqTImy4yUA2L7f57iz7nvuPjwnIHXM51nAbozc2CBwTULXfo1yUs37oVkNglX7Mg0fWNFeGnNzOGAc39+sbpU57tOByHvQxoVl9hsVdWlguYDOcwP5kzXzVHqnt1kqkOGuYxz2MtOZcB730Fccf9lxK5Y2Gbw/rw/p5/g5eJppXjJYH2lnK8nteh1LYqokBboC7lglcjRY5SCkzmBVqVVN85l9InbLZJ9ttvvy3HFVyuzGfKrYmVksKb0rHJ2MSrWPxct3j05JqUG8C2e1CGgdmUX9+rl99SiN2fx6WXCUqwNqiH61tc37QYHoog20WbBJoEmgSaBJoEmgSaBD62BPKCurK23N0LW/nO05vdzWd3ulvJtfxk5WknZ9xUAOSL43Pdlenz3denAyrPXSqhsD8WsExcdEH6Hb3vr3/9a/fDDz8UPdDnCsPn1atXi97H+IVpM7jRBetWdU77qpeWi7R/PkkJYPox3AGWsUJvJfwwoO5xcpZiUmBJAJMZtRiLYscpAHDNkzsCUI4RrM+dW/d9GGtsQYAhZuz0ZM9Yrsxlnw8ylrFXY/Nu5T0kQKby0Hpejk8HUPNcGV+FwsZY/iKA64Wcc+7UVAGjj5LMGWL1IzmfgcL6HuMx0Px2+qSQ1wBk/fXeo6UebM45QmViMwGkgegY2V8HRLedKcDy+4ER7/FI2k8PQQJ9n+3zs5+M4X0ufRtjX39nN8cGEzqdAwJHFn2JI0xgokOozS8vuZ3766fAAmx7c2cFAsyXnG6MR/1aHd+lVCN8ZS4DNHzG0M8YX8FlekFlirEJsVUNsi39/ssvvyyMXY5mrvO5FvYweZPZ6Mjv+vXrRZ8iD3IEMPsc0GEPoCK/Qd2JHe1jlAqWaYONDfE5uLwQcHmXuay3jQCgAGWBZoC6Pbic0NjRfQ8yLHYB6hIBaC2Omk8CDj98eqd7spz0LNGjN8zrJxJlY+JUd3ok0X4yqNcC+q4k7/JiwN7HCZu9EEbx4zCX7yZH863HN7rpodFufeZCN3PyTGyWJ8tv3kXWbKIcSFfXrCdxJAjQXMJiF9kEmAtjeXI8dtEAzCPR94f2OFtoF5JQtbvae+7kXp0y2VQbuPwuT+fnvwG2Al5FzamOjfQZ6S3Mo6LWyLkMUF6K45nIJeZbei0d9VXFs/HMzI11fqzPq8yfGePLQNGVOD4Mh7kcm7vs36P5Hcb/iWzyGG8Al5cDfKY/gDi9M1Wwej/2dPWszOWaLzpDo+hBdDjOdifjlCnU97Pcr4TFjv7D8a4HWn/eQjqU+6qHLQlTCqNaHukIJcfFG7T8yLjH2N8KSNyHxdYCjqKvLgD0rYzTAuJiPBdwOQS1/KRnLicsdpj/Q5jLkZl5EsDMaWM0oDO8gXxeBi6ru899X8/TFuN1M2xy77P91ofjHorsnueJTlvUpZ/DKuD96na0b5oEjqIEGrh8FJ/KB64TpfLq1atlMmTUq6AuT1GLlAWLgmGCpehZfCxmgOUrV64UJdZeOCITKlD673//e/fv//7v5QWAERD4zJOSIZDiQoFUXBNQ7CVBfj2/u3btWvFIpQS7HwXYIkkR8jt1cZ7rqoPcMq5PmfaZ4rzXeVqVk9o/TQJNAk0CTQJNAk0CTQKfmAS2EwJtYXU+gHKA2kc/FmD5zvKjbjlGKKEEz0zMdd+eTl6+bJfnvujOz1wqxqiPKQa6Hv3zT3/6U/eHP/yhgMuMyArd8b/9t/9WNvomQ6gXd/qpl/jqWLh376W+lU9fAgWoC1MZoAzAu363Z4ECJRntlHT7AHc9cDwzFYZUGIG2yQDCk+NhnAY4BhQzhjH4YRXaAIU2DAy5gft9jgOoDH6GpeEerbyfBDwTwPF45I256xl6vgyCns+pXQAO4IYNc+Idga33q+Wbf61/yB+NdYNxChy0/+nOQgGYGZwfhVn/MAAiY+tSnCAAigyx509Pdt9/dar77su57ouA6YDH9K4337SdcSwlYH7hvHI2/UU/SVcvYIQQqhhbAOeF5dlinJ/4QIFFzJvG3p04QNzN9ixh3DHwFWP0XKILfHNptsyf7wous9VYv9mhEBCs53XNrkZ9NiWAMvuSDWMZ8cFnbER+z/bDFmQDLn8scPQodD4yrPY49rW//OUvRV+Szg7AQadixytgR2xwzq/Asufg749V2O3ocOph0wcquLywuNCtRUfkYGEuPBFgmS5rw//D8SthsQPQJMht+ftg2pGQtmEsP356u7v/5FZ3Nzr1k6XH3WrArOGAticnT3WXTl7qvoiz5mjqtBGgaymg76Owm7ejbywlH/NyAKMHiRr004MfuhOrAYPPzHdfdt93Y8nBPJxQvO9SAGkbCdG9GuDb5rgHlyObMJXHwlieCLg8PhaGZeq5l7nM+UA/YOtF6jHOjBvjsBJ3PItW3l0CgNO1AMbYyE/i6Gg+tdYDYzmccVyUBiRdN/N7+km+w+gt4HKA1zflXTZebMasebAAselzinHjnQoouj2ZETEScDmA6mgQ5bEdIdwzbnJf4bcLuMzhJP1BXcbSD+p7VZ2PXymFnF+cO1P3nrnct4+u3Uf9GSt6DyckepzILT2LW1jsFw5Lg9fXppHo2hVc3kno+QzrnrmcNWgIuFxKYOQCyAKp08aMPX+/qcATCoiLuTwALlt4jRNh5E9wyMjY5IzaO+Os5J2zD4Vd3z3VT133FjIzdiq4bN1ynnuu5918Jc8FE3p9J2B+5jggv839nWMeKxGVPIxWmgSOmQSa1eWYPbDDqK5FCTBrbzKkjGIrU0Ap7ooXAIqozSRJ8bDwAIx/9atfFUUWQ0SxmGEVA4AxkIXbNsFSXt3DVsugckPxpQQLg+h3FkaTsUXAfRV/21xfXYHLPIAGJ3H18ptWmgSaBJoEmgSaBJoEmgQ+DwlE74mu5EV8KcDy47Asboat/MOzW929hMReCoMiClR3cuxkd3E6LOAwlr8//313/iSmD6e/PmzZx5JV1T3pgDZAM+OXF3VG4//yX/5L99//+3/vvv/++2IA87mteurT+6qOWPcfqy3tvh9OAgx4GJ+3Hyx1P92d727eXywbBvNK8psx4pWcbwGMAcclrHUMXSWsdcDJPrx1GHgx8jH0YRGW3MkBULBGMJoZs71VZPiU4u/d/1/sfdDKe0sAmweYNpPnIBd2CSudvfENhJOnltESoFWfx3vf9BAuMITVVvrZaMmrfGpG/uWR3sEhfep++ueThdU+jGQMmPox0E4fvHRmugB3315OHvnIgkxK/zuEerZLfnwJ6MuiIQyGg9fvhVEXcvTRs8kAE3Jxb5QQo3XNO4ya1/CsgAJz6M3kgb52Zz5OEJlPA3zoh5w8vrqQiHEZoxcChptf36VUcBnpoAKbbExKBZeBX4BkxbpewWWfsxOxPbFJcTqTaxjrktH/cy1Vpux6QEN7trIaCZCNjt3MeWRNfpWpylZX5f8x5KdfAzhrf6AT2gCfttW1Gvq5hsWOg1fWXXAas99G/tkANmXv74MoQtMuJ+z0w2f3utthHt9bvN/Nrz0t4WuBtrOTs92FMJG/mooePZzwwwGdF+PEObn6tFsYigPRTsC0/P5Zwlff3rjdDa8up27Jcz0lomN+EwD4XYp6FXA5ev1qWNLrAZcBztZEDEvMZeDyRAGXE04/oNlgoVuz8RpHNv1Cn9gLLhtzrbybBDiLmbPN41K0FHA5eYb1TboM/eBM9AKOcxtZ/7GWV4GZQOa1gP8BX32H2fy6Ysywfdt7J1KApsaLZzw8nbQhUzvdZPrr5Ohw+kV0qOT8NZlvxvlhayPPP+DyWs7H+h3P/MlW73r6xJtKAZdTd2uG9vp7JOkb6Dv0apFY6NlKz9Lumc49O/uXA1Wf0w4hsc3lm5FBkVGYv8DYkciVDJWeuUx/CrgcoHxf4HLaCLztw09Hxhk39EsjpH93pFsOl3v0uavXypzpfkJ1V3DZXLl3fPi7zsH1vApCwzLMvStxMPFc1oZW+vbEg8xT85ZhXJfQ2JkjGpZB4q0cNwm8mzZ43FrZ6vtaCZgcTYSUOpMeUNlmEqTMAYBNltVwZ7HhGSq3De9ISn0Flt3Iuc6hoFD87S169T6DE7F7urfvLGTOpeT63P1eNnGrl5cOv+Ot6jd+a/IeNDS+ttHtyyaBJoEmgSaBJoEmgSaBT0QCdKa1hMJeDEPi0UJC8D1NapEYwh6uPusWE5bvRLywZ5Nj+cJUciyfvFAMYmdPng2YkfxvMTpE8fpokqDXMSAL2fjDDz+UUI6DYfqq4RjIzKmxlSaB0t9jiMMIuRVg+UZAEBvQDlPE93LUAkAAdEA7wHIFlacBf/nONl1yKNfj0cJYflc2Xnsy7ycBzgBjyXVXgGTGz62EdIyxki3RM8EWPw6lmoM5IgiXjumJtbQegzED64m0Q1sxm4XDzGHpq5jKF89OdedPTZZ+C0hv5dOXgOcsLLaw75wqMIWF9Qc4cJ4BTjwKy130BOCucaD/vG9htAeCYGj1YbB7kECueqHar2dO5bDzJPcHehiH5lSOEJWJh23/LoUdBzkAmGhjK3oOjsTOA/BihwKSAsPYo5APMJeBjuZ4v2c3AqKyS4ly8jmDy/U5sKORBTsd/UmEQHoWvcreBvxwTmWqkv/HLOrMfljBZXVm73sOLicnLCccvb4wDLEMsyVWYWErBybqEuOi5DjexZ7euzmAp2WhraNH30v0n0dJLbOyGcAuoNxk2MGzoyHPJJ/y2QDM0wmluxOQazpA8lbC595PXua5/G4tYPP2VtK+BHjmOjG+/Lg7s/gw26OsdXE4Gn378VPA5S3h6hP5IhugWV3jvZR1EjC3y1wOwDzm+llTazFuKqhsHBlnxhbZIwIZT+y6/h602dbft/3+JCCNgDDRZe7eBZdFf7D+9/N9Ippkrd/K/AtoFamCM1FNm+G39FPOO6b61z0L9nLzXrWb6x+eKxBzciM6bsK2z86G3ZyoPVMTAW2TI3wjYbp3nj3o7u7M59y1AnqaF1yngtXm6NeW1Eudsa2xkoX95qDEMZMONxs9G4huzQCWW7PIBSub3rORCBmAdZFeajEPyHsMyAV0A5R38htzQU4eYC7Hnzrt1O9LzuV9ArL6v7DYogwAmF0DsFtqkPtsp27Ww/WA2XCMTczp/Ea9BslsVda13nVvDRs8jzz9lmxdr4TZDnN5bTgRJHKfwlw2q6UeQvoX5rJ2ldX2oGayWru2bxI4XAm0N5bDle+xuLrFqir4wNrvvvuuKBTffvttUeZNhoPFZArQpbBWVvLg95QRxj8TMaWFkug81wYCDy5Ujn1GkakLGs9Ti6Figt67mDqvAt4U4wp0u4Z7mcT3/mawfu24SaBJoEmgSaBJoEmgSeCTkkB0rmcrz7pbj37qbj6+3l17dru7PX+vWwiwHCSjOzWW/J1hKX918mL39dyX3fmwl0vOtzAcvNd+zMJ4WNOjAJdFz/ESTq+TS5E+SufEbmqlSYAEABvy195NOOwfbz3r/nbraQmLzcilOwtJDEwWZlaOXsANAxeD11iAGcAzAxiQxDYRloX9WJgdDVg+In0sDxJzfDgALDvbQYBpH6tlBWAOYKxv6pdCXWP0MDwDz4GFDMnncs5XF2ZKeGx9tZXPQwLmo7PJrb0Z4zbju7lNSGpAg7nufuY5If/ZNzgeAHQPYjwAAhbCipbfWZj2si/HAdTsswE9MNKAAYr+CkhYLDlE4zARA/m79FVtsbHd2Bjk2ZjKPQIkAJTZkRAeOJ8xygOWsZcr09LvgKMVXAaODdqZysU+03/IE+D+m9/85jmAyL5WQJrIhP0Nq5mNDphYZf+xxKUvVHDZc1UfeiDiywLmcsCyAqBmFj2RcwHLNmAdCCYwUYCZHqDBwDyIshPgaiXA8MON5e7uRvTUjaUC6I7FfnlyZ7ibHZno5hIaey4s5JNx3gQQjQVcXo/98kKA5UcL9wMYnegWUp2VANIPA3+P5TpnEk3o9OObYWFuxuHtdDea6EHDbxE96Dm4nBDca9HxN1LHEhY7IN2JAIcFXE5O54mJ1ImOn8Iuuxkwb2lp8fmY0h/YVI2Z6mxA72bn9SxaeXcJcISQr94caj6fzzwKTOVQVnXTry8J/44dvxHHyOWA0X24aL+bj5PkVHQCSkOJokMPekVhL2f/9szs86jjDIQhu9Sd2Zzrzkyd6y5cCiHr1Eyec2zxgVKX5uP08Oxv3bUT97t1eZcDeLKxT45NlLnB/FGdfV5x26LPFIZ26sshSv2ro5w8yyUaUPbSzyxGv666tTVO6gWAs210cgBczngejT6uHUJ0b2QdsE5hEUeA3YnIVV8uJfseXMZA9vnPMYuX1dvcYJ4oDGEOGTkG8AoTng8jiwDtJxKpY0WUB7mR+2uaj4Du5k17f5uzBou/B8Fl53omwGUAeWEuZx2zrq2NJGR5gGstD9G7yLKAy3CO1Ol5Gwdv0I6bBI64BBq4fMQf0IesHsWC4c5kTtGkfFI49pY6cZosB18E6nkmXAAxhbUqLHWxcw9bnYxNwJQZ31NsgdIm3nrfel69dt3XCXdwMTXJ+9v1TeKtNAk0CTQJNAk0CTQJNAl8DhIQFk8o7GsPr3V/e/DX7k6OGcSEPZtKaLyLAZa/P3Wluzr7RXcheZZPTZ3qRj4isEyPo+sxGAKWpTsRChuw7G9GYgbj3/3udyUUNgMy/bSVJgEsDwY7rDps5R9vz3c37obhljDDJ2LZOhOWKAYgFug3Md5988VsAWSAx0w4+h6DNHBG+OLCJN3dx1bdyhGTAPZvsbwdsXq9TXX0s7mw5zGWOD7MhU1vwwhlOAXOAZeFkQQwc4TQL1v5PCTAqeXUbA8YA2tvPVgsIbAXk4tbLs4HT1e7W2EQ6xOcY4SHf38Wfx+29WGufeP+QlILLCa/8nIBOcyv7q0u+mcx7sfwnsPuxNpQYVQDQESJwLBTAAfvAniz3Qwa7CvLC7iMYWm+Zht69ixgXXQDGxsVexM9AcmAzYmO0Ow/L8YLuxi5AJfpWgANwDz5sa+RHfDZ5tj5H7N4duyB1dmAvqfeANClxZ5hCxwNXzGATA8uy3Ms/3LSyJbwuQDmBJQ9GGg5fX19Yy2Rf+JosbXSPdha7Z4FxB0KIHUyjOPTQ6PdqdGpzNvJVX3yTMnBTH4nA+jOBRy6EAD52ejJbvtEGOEnNrvHqdl81oGxgMFS1ZwZHsvHmJ5bAanD1HxbcDlM6LXo/XT/jbCYAeGB5WIHDTAX3X48rOWhMJhrAb4BEDlqcNIQEYDDhvFF1oPgcmMuV6m9+54TTg8uxykm4PJCnHGAqhNZ6zmW0VGvxJEMyPow8y0HNJEqRK4wp84HrK1RKt4017N9G7/s8uPjCYMdPVaY66WMnZ0wo09Pne2+u/DrAMwXknKkd9J9nOf/9PZqN3biD8lnDlxeyTthD+qaW41F1319wULOGI3zkfbZ013oOYDlAi7nbxE3AOQnskaYe0qY67ST85SILnSfWoYyD4xmTajYwWrqsJ17bAKXM++PAoRLMc77UNLG0Dbmchn5UOJXF/fuQdzgHLtsZ2o/gBlLei0s7uWd5W458ljLumPcqLMxYp0yTl4FLrur9cz3zrX5HTlas6xjz+ez8YDLwHJrakZubpEZIuxmwLd2lba8uh3tmyaBoyiBBi4fxafykepEqTMB2t6HHWICrYrhm5rinjYTsQWRp1wrTQJNAk0CTQJNAk0CTQJNAvuQQF5EN2IAe5Iwe/fDVL61cLe7HbbEk7XFbiNvzBMxLp0enyl5li/PXOwuA5ZPnovONRNj8IsX+n3c6UBPYdDyks3QeePGjbLJC8jg5QXcSzmHw1//+tfd1atXi+GYsaGVz1sCDHYAubth9QGWhWyVG1S+N+EFgS6nk8fuctjKX1+c6a5enu2uZH8yoa9bOZ4SYHQ77kUTGFYnbTG8Yi9xhBAy0lzI8FrzSWP8TI5zxD7urW71368EALO2E7GJACTMYbPT44W1vJ15TWhscx4nBMDE2VNb3VTJ1Li/O6SLlX4G3DCHCksqJ73w1+bQG3cXulsP+7kUm958ilEH1JCDHmgsKoQNg1n+Zedgq82dXC/f69dC2r9LsbYzyFdQgzGf4xlAGeghugkGs7DOjqsBH6AsMh4wjD2plRcSYM8jG+lEMICFFOfAB7Rn56NfIYNw4nPex9avPD91AN6wI7ILmhvVdzV5SvWHtfWwPxPKdid9GCAzknQvwOUcFkfKQKy74PLrAaYXUnrJUXTqLozijfWMg6UniQg03z0NG3k+wHISbnQnozefSjjss9GrT40n93hA3BGpZXbLUMDdk5NJ85cUNItx6tyKfr5mXG/mGqndQsDqh0lfc6fwR8OYDFN0NOcDg/c76RdwLnVcS51sWwGXKwMTm3s0OXXlhB4sZEmGwGV6tz0dHHimr1RwWV/QPzwL47CVd5MAkNgcaT6VdxmIas0fzzx5Ko5lnMjOn54MwBrnggCxnB9JG1iLASxixcy0tC3Zote+rrC9e4bGzETCXhtL6xsBMuNMsBEAdzwODmdmzodlf/75Zc7OXcx1Y3ffHi79Qi7g6RMJo57rmIddyzz7uj6AtVzWg7StRreYmUrY76wZdBvOcoBjus8g+zpdrqxBWMvSLcSHKX22r5q1Bsg9npzLwmKfyJoil/nGRsZ0wNjCJN4d3pjKGPvCYvfM5Tc7ljijhp/GXuas4tY9uJxw2Bkjywl9v5Kx4V10EFwml/2Ay2TnPO+xxpHnYfytZx5eXu6ZyxvbYWQHcC7gMgcZ0HLOqWGxc9hKk8Cxk0ADl4/dI2sVbhJoEmgSaBJoEmgSaBJoEvjcJbCTN/SFMJQfz9/v7jy7011LSOzbyQv3ZDtGsLygTydk35nxue7SZMJLx8h1bvZC2HLnE2ptNnnehMP+eIYjL9sMxdeuXev+9Kc/lU3OZYZkhhJspO+//74wl7/99tti/GToaOXzlEANMchIdycgyN8TChtjWbhYYAwQhBFOyNirYSp/d3muu3z+ZP4O0+ANhrnPU6Kt1R9TAvqkUO3YSmyI+i/gcKwwfFpo9o/5bD7mvScCMJjHgA9nT02UuQ27yxx3L3MdA71Q/4zyb1PMn/JhCmUt3KoQrcJdYyi7rq0CIIzggAF1UY+5gNwM/nIw3wgQ7RrCuPZ5oVcT1jeR44Dju334bepVz60kA6AiozwdoEY1UR9AGHDZZ4BSZAQgGGBU3uCPDYzWdhylPSYj0B04YuO4B6wHHJLzP/7jP3a//e1vu6tXj4bzXgWX1U0dATn6RQVlVoA+0Q9XAs5spg8MxVFiFLgc8GknABm2n62MjPfQbbcC2q4uP+vmFx529xbudQ+e3e2erS10qwGyhpNLeW4kUVHo1HHWPJuQ1hPRs/cWzOHT0be3wioezvHas5vRd29Fv43zZOr+MMDjGCApdT8xNdtNr53rTm7MdiMDTOO91xz8u4TFDjAGWF4HLuf4ROoHgkzMiwK4D+fag0UfMH5qBIAKLmOHG28VXBYWuzGXByX3bseiPkgfAFzmxAM0lj/59C6wbP2X3mAk87LP6QCAXI4/gFrz9Nyy9BmA09cjjX4HFAZmGjeeqXkSQLqa8M5buaZw6YMFQziuDT0I7bz0jcq0raCofvG6soZ5XDY5is0zO2UtmA64XJnL01lLvGkCz0uak9S1Zy4HWM5vgcsA9tHJ/l7yqY+GyT+WnMvCYmPiu+4WBHoXXK4QsuuUsNhpr725oihUr6k0SRo/QmPbKyXMfvY7uc56mMtLw0vF8YJji3FjbjKfDoLLLwPePYfBtazK0+9dpzCXA/iLIoGfXHIu574j+Z2EPlvmhNTJvjGXPZlWjpsEmpXmuD2xVt8mgSaBJoEmgSaBJoEmgSaBz14CGzFcPYzh69rdP3c3ntzsri3d7x7ECLYcQ+/EyFR3fmy2+zrh0C5PX0iu5Qvd6TCWJ6dPdycYsPIy+7EL49Zf//rX7v/8n//T/fGPfywhGxkHhGiUa/lXv/pVCenIgOwl/XUe9B+7Le3+hysBBigAiHCxGMvAZXuh+EbT37H5zoUF8lUA5e+/misAcw0v3PrN4T6bdvW3lwAw7iQAL0Zl5Xlo9oB42Kutz769TD+VX1RQ98LpqRjeEzI1IVWFSX2QvdzMwv+bD7GQMeH2UwAAcijL62kelc/ZHvDR58rcCKMZg364AB49ADLRfclBJ/Vgs/978tqvrgegio4hNQE29cNnYbtNJvpc+jFQvPslzraf6pX+ju0FNLYVYCRAIratY0xL4Cj9APDI+Qwj98qVK0VfeBMIsq9KfGInVcAQ2OEYoEGWly5dKkAi/Qq4XHMuk//HLOa8yqCt4HIN1b0Vhh/wS3hs7QAADQUXGg2AOgIA2xrutgpAE+AoQ+L1UNzrW7kZcPnZ0uPu3qPr3e2nt7v7i3e6hdXFXD95qpNi5sz0uQDLX3ZfJsXMmYDLY2EJ7y0AMY6cYwGesZJXMt8/zrhZXHraLW2sdE/DNN5Kypr1gGiTy6e7cyvPulNhkYYnGqQp42gPMLz3+sC1jZ0wl8PYXE99hcQOxB7AOjLMycCykk5i4IfGzl5wmTMn0Iucgct0b84ajlt5dwmIDoGpLG0AYHlhee156gsOkDaOO6KVbGYe5zQEXObEIwKP+X1hye/GCvD6JnB5EPz0ruS5ApjtOWSshvGvX+8t3iH1CecBUo2cvczlvb8xtqw6HJZEstBO64E2K1I8cJ4rzOXoOJjLaWIBl+nqAg1oDxB9NesbRyXg8kwFlyMDOZc5DKnLcMa3tU7EAuCy/loLCPYFcxm4/OK7es7evXGAuVw3bcYZB23vxAFgzTyzk3lml7ns+nVuGgSXjZmX6WmDIPTLwGXOMeawoeHAx2lTH4HB/NWD3oBldTPG32ce29vu9neTwIeQQAOXP4SU2z2aBJoEmgSaBJoEmgSaBJoEmgQOUAILMUjdD7h8/eFP3Y2nN7r7G3khLha3GIqS6+385JnuSoDlLwMsX4hBbCZ5lkfHpw6wBu9+KcYMed9+/PHHwlq+fv16eeFm1JInUMhGhmN7TJZWPl8JMLYx0N15uNRduzNfwrg69pnvpmdHE2JwooTBFgpbGOwvEhab4a6VJoGjKAFGZGGEW2kS2CsBDHb5uTGUGd2xw4RXXVraKCkBerAiIU/lt8wcJ583Y/9LSwzVAAAMZWG1OefcztwpFPbdxwnTG2Zdz4IeKkzlyVzPXApUllrg6hdzpR6M+8CEm/cWC0DNhg/wBlgDlYXwPpdc9+9agCOD4LJcy8AOgDJDPHBZpBNgAwCsgsv0AyzLBi7/UvKAD3IBcNhXwInsfEa/EhabPMn1ZUDJL696eJ/oA+pBB6wM9gouy1cqNPbS0mLZMAAxl0eAy8l/HFSuMJY3MxAK6y/9/l3LRpjA82Eu063vPL3VPV4NYz6hrMucXcDls93FuUvdxdlL3Ryd+iXpZYawL+PEaRseHe+eJk3NvUQXmp9/kFC4AQ0DKj3aSD7ctfnuTNjMlxOBSKjtodR7bOJkHECTNxcK94pSmJ8B2dYSLng91wIuj6TtOKI2QFke/88KUA6QyKnTeMJgJkd9w9irjHHAfivvLgGQIHBYpAjzNoAZACtKiTDXnCDPBlwWMnoi6S9W1/uoJeMBVMcCMPu987GeRYkw/3veryuD4KexzYnEmCngckBSc+lmwObBUtnNvtMv/AZsDNQFotq/bF4t4Gz0bg5LJVVC6oqlvZX+xUlOG+jeM4loYbM+0NMHmcvGaAGXcw0pFlxrc2es9GHzQB8WW6jw1CFjvLB+k588lSzrkDoo9oW5nP4PBH6TnMpv8o/zeoZw8innb84YJ+KY0edcFhZ7gLmcdY98zUVka34in1eBy3U8ObfKUZsgxRsJVV6fCR+S7WFOIbl3xrp7ZErDZ85clna9/pFrSitNAkdOAu2t5sg9klahJoEmgSaBJoEmgSaBJoEmgSaBSCAvmNsxdm3EIMXL3Es2n+aV9ZXu7nyA5We3u1srj7oH64vdcsJhY0xMDcWAMXayuxRA+dKpL7oLM5fC7Dwb48bRAJYZNQDLwmDLtywPIEMXY0YNh83oKZ9iA5Y/31HAIMXoJFyrcKw/3Z3vroetLMcyoxb253TYDhfPhLF8YaaAy5fPJxdiQI4GLH++/aa1vEngOEsAg202kRgung1IEHYXcOLB09WEsl4vYAWg2ByIEbYz1xXjfWUwM5pjg/XhSsMKC8CBYex84DK28sP8HmPZecAA4UsBAMJfi/bwRe576ex0AZXtzafAgxIiO/UCGGBUA76xqKcSAvXc3GSp67vKnfHd+l8BLoCHTU5YQDP9QAGAAMKwbTGXRTgBjmLntvJqCZCtcMfAxBrymK5Fdh+bsVxrXfsA8AbACZypoDfWpbDY8m1jL6/vhGUZ3Xg0wPJIdF4hfgEyddve+TmQVu+xn/1GWMXzAX7vrwVgXn3WPcNa3tkIuzQ5ZBNaGMNYFKC5bNNhJQ9DiV5TpgIWn50+U5jOq7nW8GLAtoDK8wGG55PL+d7iw+5GgOXRtOdiPjsTZ5GZgMuvK94BNtLGtQBqwGV/JzN6lwD2fVjs7Ht+6YurAOIAWxVcNq58Rs6iBRh7wLCXAYovrtKOXicB83WN6iDtgMg6gGZRIYCuIuxI1WJONX+bf+mxIkZMJQKEudS5rgGYBjCbZ9/EXB4EPz1DDjnAZfOnZ94Dxz+vue99bnPs3dI8aq6ooKi+4NqDJV2mk096Oe2SroEurr4lkkY8HMZ2UztYVwDoHKDIZSLgeWEu53KVuUw25fdpY0jDuT8/kQC5GVNCYguNPRz5qJt6DmXz/qgO+b8HlzMOAMxCXPegs29eXYD3ObsHl7NX+rDYqViuLefy0tqJ52Gx3Y8MzEXk8jpwucrKXOZcm9+Ro/tuhHktD7bnA2zfHv9/7J0HextHtm2LJHJkTsq2Z8bjO3e++/9/h98EJ0XmjBzJt9dpFAVRpETKlASKp+wWAoHu6tPdhepatffBkl7ngD7Pd5N6Je0Yn/fiEbhrEfCe2F07Yl5fj4BHwCPgEfAIeAQ8Ah6BexIBzbDuSrHROtKN/Ilu6KVO7rWUA05KiNZheFHbCptSLNc1lqRb1FARWJ6fzoaH2UpYr6yE5fnHYV72fLl8Ocyk3rfv+5JB5CadAWMGigHKb968sUdAM4MbKJaxaYx5ABnw8nJ/I8DgGnk+sXBFsfzbG503Ut6hdACmMEBH3ronq+Xwg6ywUSzP6z3s+Lx4BDwCHoG7GAHaNgbmAbsMogMpNvak3pUFNVAXuEw7mM0ot6oG3lHAR7jMIP5Jo2MTcmg7dwWVsdU2oKzv0aYCAhjcx8oamEE7ujpfNKvWObWnWGKTC7RayihvrHKCCooArfl88p5UlZrwgw3qUa0rMJKSUwQT4D5uSXrV8WBgHagBVGRBpcwAPACM5+OFv5Mq49mzZ+Zs4srl8ehc/RyISB+LeAGReB2VwVd/68v9JZ4DcYJBrJ9BF5EnIFldcBnAfDaDLbZyLgssp6QcxjrXFIyq7kAgir6mZmV+1F76vb3T9WZweaAJHFIr7w5boTHshGmBq7y2U1X/elYTNyuCxaXyfJhJfzzFDDlkK/lqeDz/yHKrZgWbe8rB3G7uhy7baeyFP3QtDTRhFJvrlNyFyqX596o2/gaqxr7q1BVY4xGollK7kdW2MlpQQ15WUKjiBkCfmzgCwTgfsMLmupqk8+Gy+k/ye7TVTMIhnz1tNK4OtLeAWM5hXCHory5LuczjuXOJDhVuFWXBZmBsU0Ca/MW4SpB3mUlACTS9eu85jhF+AjS5vqPddYTLF9fRkbU892NA2whQ+R6TTVgH7TGvLxbW09P1yMQl9g+FNu4X/KbYBBHtC+CcfamoL85+M9nJlMv6vSIWgGBihUIbwMyjuKvSOQGXyW8M5FbOZcAsymVdH0yMCb1Mcm0beAW/ovBNrLETuPzx3yDqj3J6oGsH+2kKdvTs6ZmOVfdUeZZbcuYQmO8oPhYbgPdIuUz7RNtE3T5UiCMLnyOO+IsQa44Hv21nikuYkeOA9neofaSdYOq45Y1X/XQ6efEI3LkIvN9i3Lld8Ap7BDwCHgGPgEfAI+AR8Ah4BL69CPQ14NRoH2sQd1cDxnvhSLngDgWaD6Wo2Ef1MGyHIymWh7p5lTlkWBRYXk9XwqPcfFgtr4R5KZeLHxmo+lJRAyCjmgAsP3/+PGCFvbu7a4NczAYnF+CPP/4YfvrpJ7Ns5D0v9zMCDDwdSV1HXuWX2/XwSsub3boN2KFsQCm3JviCfevT9YotwBhXLN/P88X32iPwrUSA9g0lsQFjjTDvSm0M1CUvJwoulMikBSC3ZT6L4jhjMJj9R+lGbmZUyrSbr7WQZ5m8yijNAAAooxn4j6CDSTlPViuC2VIw6n3sW4EdLBFas26UdxXVY0FgBLB8IsAM/OBzNeUHTey1+eTNi0EJwQwG7plUhm0v+8pAvIHC0SoBHsAw+gpYYsf8wa62/HjMgRwolYErAB5izjIphbpQx6hc5pHjTV2x9AWWAUQbjboArCxyxYVQLqNynO6ntF+JnexQ0Ggg9fFANropqQOvXYBOPeWfZfKmwPKBoPKRlMTAWxlWh1mB5QXlUK5mgUvqbWev1z8FE5X02enZB4JnWVU6E47VZz+WOvpYffsTTRp9re32+4LY2pe5ynJY6q8Ixl29fpTK6JWBy/Izsl1MC05lp3TdaklyLr+75/F6Ai5zfQG4gF5cc6jaHS6/G6+bv0oUx8dqa3GKADCj7I1tLsB1rpzTZB7lW9bkHRTLFKYB0LbTJtOWDwQ4UfNiiQ28xb0HVfCHCtcI1w5QGPDJceV+i/YzwmWO/3jBZj7C5dgmAFDH4fJl7aouEwPDjTbpGvpKjyBb7NHEopRUuPx+oMIukW9ZC/sZ95HfHtttrcPyUgtKs6+os5OczWqTtC/UA0tss8W2iSNSLvfGlctJPLjmz+Gy9u/DUUr2ns8Alftc7+yMCrbUwruJcplrsZWovgHaxM2U1GPxJUYfKxwD2i+OC/uDAhvrbhwYuPamCwLPOSmXsyiXUYgLLitQ5GJnefdofWxr/nePwGREwOHyZBwHr4VHwCPgEfAIeAQ8Ah4Bj8B9iQADYVh5xYXX8UbZnstCSwNkbSmVa/X9cFzbUY7ZfcHlg3AguHzcka3esBsaugk90803g1bVdCGsZGbDenEhrEq1PC8r7KIUy5NSuFFHMfHixYvw+++/m3IZFTMDGwwkYnWJGum77747HzSelLp7Pb5QBDTWg7KOgTkUy9hhkx8UYIJimUE0APKC8oJigf1wpWT5lRmwc7D8hY6Rb8Yj4BH4bBFgcH0aq0wNzKMQQz0MjMCRAZUX7SO21sBlLEcLUhSjGmZCDiDZ8imr7dwgr7IejwSjUcIxwI9ajvXQfq7Mqb8goAxcfrhcCktS1FkOZ23/YpkR+MuiXJZ1Nu4QgGpAtkEQARRACEq2RKF28+FF2nUG4qNqNQ7eo/QaLwAwACkwjAXQzHe9fDwCkwaTL9aY+nEORLj8rnI5AWWA5Xq9EYrqJ4jFWL7j9KnAjeAMZAaF/VAW2gOlkBkolQyqZv1RH/7wOXIqED20iZwnul4OBH1PQk2q4pbgbVbq6PJMLizlqmExNxsqubIAmhTL1ywG/tK5APxFndhQv31ZquV99eUNZg8aod5XTufOcSjr/bX6bliUMnpRjkNplNHU367etxsEowHHAMs8so2UoHJWsD2jWACXLxYmaWCTzATPw8NDew6M5Hqan593uHwxYJ/wmgk2loZA/dVDTb5BdTyFolzwmAlDpuYVQB7vqybnx0jtq7aZttTsptXGJuAVVe+HUSPXDgCT48kC2OR4R6Usj9xnjRcmawCXoyV2XEeEy0DRy+Ay1xi/J021+8DvVlcTOTTZiP0AHqNQZtITrhgRoPP+20Xnp37fgO7Ey5TLAujJPgpEa1+oP5bYLDMpWUprm+zPEPtuPZ7pu7zH43AKBbLupbUAm9/dy/E9Tp7zCX3SbLFRCXOpRFvsM+0XMRlqslSE8nyAOBAPYhN/m95f8/vvGCRXm0a7ltakEirH+oHL6ZLcBkozZmNvcFn7za+0BNyqHx/92J68vz1/xyPwtSNw897f166xb98j4BHwCHgEPAIeAY+AR8AjcJcjwI2/rK3bbS1SILelWuhoMKutgae2Bsc6ur1syyKvqQGvVqdultjNdi3UBZUbeuxoMGqgG2lG2EpaqtOZ8LCwEB5XH2pZl7JzVQMZC7op/nA+uC8ZQgY4dnZ2wn/+85/w888/h5cvX9oAFzfr5FdGifT06dNAvmUGjrkh93J/IoA6AwUcdoKA5T9kg/37xknY0XMGoLBnXRqBkWfr1fCdlnUpl8kTykCWF4+AR8Aj8K1EADyUlwqsUlC+XLVxwF/cHBjcPxa4GGpAnwJUxsYa9RcqZ9pOciHzGSAFdpzAaT4zL1CN9TWTcRZJK6AFFwgUdQABAMFlhbdzAiSsg+8CQA4EUE6kwMTStDGySAU2AKKx64aHXb6297cA2GDwfhwsAhjGgQj9gXGoDIi+qr7vb8HfmfQIGGS7cA4AZyh9U2GSfzuxxU5J4ZvOSa2p/i2L5V0eTtn5gmq5L7DckwIxO5MJU/qsTkit5eqzsaf+dE1Q9+B4O2zXNsOBnjf13qnAYD6liRf5+fCotBLW1K+uKudyShD3+kXbtbzQgm4CRtXubFjT+hr5hZBSn3hXDKkmlXRNcGwXFfPhKymlp0OvXde1uiL77QXx5Xe3x5UvXBiUeTr0NMEUK2xU3FnlhM5MCerpNdf9eIlKVuAy6mUme+ISgCU21xXXU4z3+Pf8+fUiwPnLxB/aXSb5HKkfy2scH6JNNI/ndtij1eoUMyDLpB+Wo0wngZD6LhMqSYXAetTsGwi9rDbx2mFCRoTLHO9ojX0RLgM4gaf8Pf4triMCatpboCrvjxfqwW9Oy+CyJkCrjvwW0eSzrzmDyzrX9dsVC+sAKONywd8zAsYU1sP3+Q1BsQ1OtZzL2GKPlMv8DnDtsg0WLLLPRotZ4QOXpS42W2xW+pHCNoDLwtH2mKJu/GZpcsqZ7su7QPdm4ppBrvcI3fl9YrnJfSnx4/6W37WCoD/r6vUSuJxra6LsQDnOZch9OlIuqwlLbLFVxzOL+7ux/8iu+Z89Al89Am+v+q9eFa+AR8Aj4BHwCHgEPAIeAY+AR+Dbj8BAMLnVPJYieS+cyOr6RDbXJ13lF5QlX12AuXYmZZAGm9qy5esyWDYkp2EyaDY4U+6p0YBSSQNJs1OZsJwqhsfF5fBk8bvwYOGJBilmNVA0WXCWwYytrS2Dy//+978NNGM5hmpibW3N4PKDBw9MtcxNvJf7FQFUb9gJvtqumWL5+aYGWrcbuj66NiiFHStKO6ywn8kK+9malEQCLij3DGbcr3D53noEPALfeARSGoQvFdKWD/lYbR9DzeRgbgjiohwDKJObEyUcE3DIr4yq2XJgigKgHMPqemU+USivLxYNVJNXGRUdSmVsTFGVATk+VLL6HHB5USCZvKJAEsa/sURFtXyiemAJS1tcEKhOS1l9EUxctf4INhiEB3hF1SqD8WZLKsi4tLRkfQNAGArmmwzyX7Vdf39yIhDPFY4roJNzgH4g76NGbrexxdZESwHmfL4Y0rKTTQseC6cKDpFlGLgMgFI/WWAZYNxXH5icplMGb67e144mcR6c7ISN/edhq7YdjlrKh4xNtYBtuSDL+Ir6p5q4ucqkTSmXcRe4cdF3UlIwl2SrvVqYD4OilMmCWad6v9OrSSU9CIe9Rtg4fB2yXdVfE0+lqwxZuQ9x7Y0XcrMCl3taBvp+RvsI8E6Uy+NhEWsAAEAASURBVOoPScV8sQCTUUySw5yFa4tYR7jMNZWAvIvf9NfXiQATYWh3aZ9ph3kEhtI/Ja0B7TD5hwGs44XzG2VzBNC50SQflLxYYpuyV217V0mJaasvKxGARjDMcUTpCzyOAHncFnscLgOhqTsglMkFwFDWw7nBexcLn02Uy5pUpDaf+vFeVC0Dj9mf9Aggx+8DcA0uKx6om9lv++2Q8jnJuZwAdNT91D8ql7Gk5rNsA7B8vujeEag8nAIso15O1Mxxe1c9RrhsuY11/TARA1tsHiNcbjWT3MjEMKUYEAsW2qObXCPxGjO4XCxYbvh4HRbaM1JiK/2F7t/P+PFVfLDFTpTLbot91fHz9yc7Ape3UJNdZ6+dR8Aj4BHwCHgEPAIeAY+AR2DyIsANLv9xB6vH+C83xpYfSjbYfSmUm60TDT7saSBYA1kN2V1jdS3VwrEGl7C7Bi43NYCEMgH1BAplbrqxDJvOKFeTlA2A5XktS6mCBqsWwnp5OSxr8Gt+dvXag7pWwS/wD7PjyfO2ubkZXsgW+/Xr12YPhq0lYBm1MmAZBbOD5S9wQCZsEwzCHUnxgY3rK+VZxtp151BqIkGUwfBMA7wzUszlzL41sXEth2UBE6wGvXgEPAIegW8xAin99gOAafvqraKpuxjMBygbdBBw4DGXnTGwQQ5MrFTpMuQMaqA0Vrsp62sm5DxcLptSGbAc4fB144YNN4Ck08uFWQFsgDaQjQF+tglcRjGNeg2QgNOE0fBrbMAAiwbvAVzAZQbjGcTnfQrvkV95fX3dILOrLK8R1Dv8kXHABfCif4DiL8m53ND5IOhblv0vymXBGVMujwAUIJo+NjmMsceeTgk+fyAW9M3bAtGHmuS5rfQzu1It1wV7T4V5srK/LgsGL5QXk761rKoLek1f/FMKkDufKYSF/Fw4LTVl63uq1Dbq+0h92VHfvy3F9f7gIGT7PYPlhdKcrN/Jv1w43xwgbaD7CJyLAMzAZfK1phULlNoZqaS5/kaXzvn3sMQGLhNDJnpGEMnkzjhh4ybg7HzF/sQigDU0bTG22Ee1xDWCdpg+Ks4QBpcFVYGw48XaPuCyVMsVLclkSSZUkMNZgFnrZPIOCl9T2EoBfHFyA+vgvoljGifmcF5z3wVIBmgCSmPh+HM+8LeoXAaEso7xa+8yuJzYYg/NFQOniq6U1RTAMb8pAPCLAJ2/o0gGOvMZJktwj2wKaO1XW1Ce+HHHbMpl4LLqkh3BXN4zuKzr5Vy5LPh+mtIyHW2x+X5yz832rip8RqE1iGveH4odttSpsylN4tY9t2LdbMpFTGCebUbgDlzm+U2ukahcjpNlJEe2Y8F1WG5lwumgmOR61ilB/JlognqZiJoSmyB58QjcoQg4XL5DB8ur6hHwCHgEPAIeAY+AR8AjMKER0H3gmVQTXakgWHoaKCJvck/21j0NeHUFjHnekQq52RFE1mBWrXGoQeNj2V2fyFqyEVr9VujweXJH6WYTJUJK6oucFA9Z5V/L6jGnxwIKiBlZXU5p4EKP8/mq1E3rgnCTlYOQWfEMYpBrGRtslu3t7UCuZW64Acp///vfw9/+9jeDzAwqe7k/EWBAqdUeGJTY2GuEPzZr4cVW3ZQfDKgZ0NCAG4rlx6vl8GS1Ekx9J2CSdyvs+3Oi+J56BO5hBBhULwhOLMuhoa/8y33ZiNokHNlf0z6ibMNOlLQAppKyPMxJmoBZqZPn5fZA2oDVhaLlpud5VYAY8HyTEgEIgIQ2+0AK5phTs426ToAAO1hSGuRkacr6k1QFCRz+2LaoO1ADiEwOWCAJSjvAB4V+AX2Fp0+fGmTmNd/x8m1GAIgTYRnnAhBsIDjWVF+yLvVyt6NcxGcFgTopl09RLmsigv4z5bLcfnp98owncDklEKusrQrU5efimfrmHX3+qN8MOz31PYC8+i4TO/AKqKZ0zeSVa7kk6+jCXEiRb1kw6lNLRn131gVdG0gVeSREzDa7nabuF3AsGoRtTR6d7p6Eiu4R5ut7Iaf9y+cr2m4qDFRXADp5ZrH3xT53WuvBHjyneACYscget8Wu1+qWa7ler5uSFWgGJKMPDlgGMPuEjU89osn3AMsxDzHpCACn2FzTDjPBh3z1FxXofFOnmd6fCWW18yici/nESQIISptPfnvWx4ITBW3rdOrdc5n2OUJQrhdAaGwfuQeLkJnnQGbgMotdVyPlMp9nHXyfhevvMrjMpYRNd6Pds0lO/AYBu3P6DQKkU7+Ya3k8ojPa0bcAOpkMhXLZJklpHy3nstZNPVKj6z+j/eC55VTXysixfApU1jJUbNgXuw6AztwzUzlbxrf87nM+cSrnr0S5rFZBdcf5YOZ0Rvfsun+XQwLwF8U3n83qdwlgz+/TTcAyW2VfOBZ8P58v6BrvKuaJg0C7nbP9MNcFHVeu4TNNEgEso8Jmf7D9xlLfi0fgrkTAz9a7cqS8nh4Bj4BHwCPgEfAIeAQ8ApMbAd0MDsiRLGB80jgIdeVGbiivckOqiLqUFA3lJ2xqQKipwa+W1MlY8bF09Xfyw6G2ONXfpnVjSQ61ssBxPpUL5UxJAw9VzWqvarBiTnaWGgjS64IGuXKyv7NFnyvKPi8zpnCYhEABlrHCfv78efjvf/8bXr16ZQpmBrdQLf/www/h//7v/8KPP/5ocJnBDS/3JwIMxm3tN8PmHorlWvhNeZY3pFpuySoPW72FinKDzibKu+8fVAWXywZMGMS6qN64P1HzPfUIeATuSwRQegGFKdhgb8rdISX1Go4OZxpkZ9A+sb+Wk4kgBp9NcionbecsqjlBDtpM1pWWeuymRePvBgZQI6Ncwx6b9TH5py17FQAB+aD3jrPaBpAkCzu7dmEQnsF7+gTY9DIYTx8hFqDzo0ePwrNnz6yfwN+9fLsR4HwAbnGc44RDJhu0UN7KFrvbmRVDElCLcBkAo5MUuESeVMu5LEDcl3I5o375h8pAk0Db6nsfadlT7uMj9dMHmuAplBRmz2bC7IyuH1lhF4sCy7LIfk8S/KGVX/K3GdW5WJoPM5o0OhDgPdKE0sP6viyu5V6kUx6kdSAl8/SwHebah2HxZCtkte9nulfIZouhj2pZ+zXU41vlpa5FwHJK1r16jEpuNt9uadLH4aEt2GEDFClAL64rwHKEyzeFZ7aie/xP0kQlNtHkoY/pCmgPTwVCaW9J57LEpB6BY9rLi8UUvYLLJU3cqWjCEO0qCl9zhVAbz7rqcoXArQI4Sxt8Uf3M9RLBMNfMOAjlukG5DCzlfgwgCzy9DC5zzfHdCKg5H4Cv44V2GYtuVMumXBZo5veH9A0VAXSD3xDzC8X2U/Vn0hHqZsDyuXLZ4DJTJQCyXNeom5Mcx+zXtNZPYdvkWx5K0T3UdodpLakEMGMkbb8Zb3827DsX/+HPBnC1NVTC2mCiXNa99JnuywHAxKcra3r2nVgw8YLHS2H7xQ2MvY7KZdqwQkETxATik5zLssJvFwyQY2EPWLa86toe1tiWD5rrW+2QrtSxNfpTj8BkR8Dh8mQfH6+dR8Aj4BHwCHgEPAIeAY/AJEeAG17dBPY1+NOQCvmwtqv8bdhdH4QjrK6VS/lEA0g1KZZrum1sygavqwEvUx3Y7bRud/XetGBaWjeZOakWKgLLVQ0SzWaKYTZXDfMCyrPFhTBbWdayEspSPmSzyuFk9nzKzKabUnt+YSDga4cNpcSbN28MLP/6668GmhnUoL5YYH/33Xfhp59+skde3/Tm/Wvvn2//0yOA4g4VHorl51Isv5Yd9uZ+w1TMrBXrVhTL2GA/1gJYXpMCj7x1XjwCHgGPwH2IQFZAIiV3Egbdsb1GjYwizlIGqA3NqN9AnstZAd2Hykf/WO4Oq2o3l+Zkv6vPYrea1uB8Muae9BU+NW4ADxR25aIWwQTgCROEUJ3VlG/5QLlGAdmdecGVhLxca1MRLmOLDVwGMjOgTwF2rKysWOqMJ0+emC02A/2AhIvg41ob8w9NfATG4TLnAUAMC2mUy9g6dwCk53BZ6kbBZc6F85zLgq8A5oH63Kb+u7jHnJtan2TAUt1rAmi3GY4BzJrc2VTPnBzGZSmBFzRpc14TNsmTnM3pfLyN/jXrUB7ZXGo2zOnpstTJx+rj99JHsvyVilpK5sa0cuAKdO21j8Ou7iXSqEu1Tyin+6qbWX7rngOtJqlyZrT/gOWcgHU2neSFJR4DQTjidXB4YO5BwGVAI4XrKsJlrjkAmMPliyfKh1/TBgFIm4LCwF/a5KaceHiPCUCA1Pkqk3xwjAD8vz+xhzYVmEz6A9r1c7is9p42FFts2v1as2vrwzb7Im/kWI/DZSYOxIm6XDsol7nvAi5HNyleA5x5zX5EQD0Oly+7HxsKmpNbmnYf9XJ/QNqatP3OUP+8wDG/VReLweXMtGy/UTfP6LtToSv1sSmXBV2xpOay5D42pTgBurOZZD+izbspl/W5U8XXFpTYssUGoL9VLl/c8ruv+R1kUgbYFpA7JbhLvvIk5zK22FG53LU2JcJl4kI8bvK7Q0w5FglcLmhiTFPHoK2mC/V42ZTLbDdMK/ey1q3A2e80+zLU9T1Q+6QcWKqkFi8egTsQAYfLd+AgeRU9Ah4Bj4BHwCPgEfAIeAQmLAIolRmcEjjG0roukHyigaKj2p4A2V44Vh7lmtTLNcHlplQUzTPZWOrWsacb7zNyPAkeo7zIYGPH4JBuMHMa0CrpRhfVclXvV9OFUM2WQ7UgWz4tVUFlLPUyRSk3JrwwqMFgFnD5t99+M/Xy8fGxDWAxYEgORawuWRg8ZsY9N+Nevu0IoOhAgYfSDZXyq+16eL1bl+pNg13K34YygwG05dlCeLBUDI+WS2bpClRxsPxtnxu+dx4Bj8C7EQAcACpKgrpzlaxZXJMiACtVLKpzAhNMxEEdR27lBwLMS7LRpr1EQRxLMj7950epZwSqgcqlvJR22i62rUCBumDDgWyx57Rd3qOdv25hH4EJ9AtQUT58+NBSZQBFGNwndcYzqZbpM2CbzYC9l283AhGW0SdkwgFqW4BLq9UMTFhEXSgSo/5zTsrknsHVxBZbakQmepKSRvbRA6WlIUcx56dOsfMCIOr3WgI8NVMNHzTUX+/U5Cok1bJgT1VQayGrSRrFxbAgoFvUJE/yO992yQtaz6k/v6aUNtS138yEZvdYqXOU85U80ILLm7oXEF03q9wFQbQp3TN0ZKE9UF5mYHqSb1kgLqbOEWQm/zIxRMXdbGrC3tHRuXI5wmWuN2LL9eZw+dOOrMFf9WVPNLHmUP1ZHnHdoV3OKD0AoHhebTZOErTRlymX7VynzzuyleaRth01MOsH5AJx682+ALXO7dL7Svx4vUQwzGOcKHBRuTwOl8dtsVkH5wTtLdcdbexlcJmJRNhiGxRWf53rCkU1vweolwHHwOCLZYb163Oks0G5jOOGWWEL83I/QMoH6qpQ2PWcVl0yWd0bK44oeyGsXLe4dZwJSgOXscY+nRGI1TUe4fLHfnVYBxO7Lbex6pRMzgAwC+zquI3bYrMPecUSOExcYkwv7ttVr4lfhMt8n/tbrj/2uyO4f6rrGuXylO7/zdpf9eHoDhUHrl0mx0ii/dYam2B78QhMcAQcLk/wwfGqeQQ8Ah4Bj4BHwCPgEfAITGAEdPPHTV9Xttd7AsmvTzbDZn0nHFn+ZA1SSQnR6ilvU7dlttc2A1k3tMxSzmmwKDetPEzpUihht8ciS+tirhKKsr3LCyrndcOJ3bU916BRXnmW89hgazAqTc63O1C4iQYmY4WNJfaLFy/Mbgy1xPLystlcrq2tWc433vPy7UdA4zoagJMi56gdtmTv+nzzJPy+cWLW2ORuA6JUS4mt69O1cni2Xg0PBZfnZY/NQJ0Xj4BHwCNwHyMAbED9hoMDwjCUcrSnAIuCVG8ohrHFjspm3vtchZQFwBK2BRjAthUlGyq8harA2A3hclTNMYiPg8lf//pXA4oolRmcJ33G999/b/0GADSqPGCIl283AhxjIBfHu9EApg5MeZnYYvfC1JlUgVLqZs5QLifnA+pmJjViG91DuazJnwCri3lYpXOU2rQWDo42wvbxZtiubYTj9lHoCkzPSPlbzc6GtfJqeFhZC0ulZaWg+Tw27MAnJow+XPpe/fpCOD0qhvrh89Csd6R+lV22JmiktLQFmaTBFkRTfnXdC3Q0kbUv+My+JUpPrJRzmmiifLt6TED4tPZf+Xpl8Yst9sHBQTg5ObHrirOG6+qictmvqZtdT0ygaUm1zETJfU2OPNJxs7ZPDbO1kYKttJHkXGYizmXK5aQZS8ArYJmJOwlcnhJkxIJacFnKZSyombQzFAC9WGL7GcHwOFzmeuBeLCqXmbCDgpnXwGVe23kk8HmufhYIZR2XnQ/UhzafBYV2RiAc5TWTnwDM5JW+UrkMXNb+AaCnLbUDeYWZbMqEEMFiUj3ox43rwpTLOkfTuh7PJx3rswDgM20XwGwW2dhH67pAxW8/iBeDM/5ax4XPkdMYa+xTBX9K28L5gBzrWpGpuS3nsmIDJM/lE7hMPC6D7eOrv/icevO9qFzmtQF9Xc/E/1T7YPmebfuCzBofAH4zIYY2DIeCodoxwLyCoNX7b97FGPvryYqAw+XJOh5eG4+AR8Aj4BHwCHgEPAIegUmOgG5kz3Rz2O/KBrt5HLaON8J/934Lvx+9DkdSKXd1Yzic0g2i3fT2bWY3OaSwuy5LnVyW2qIqSDybn5XV9bwGl7SUl7QshqLyKmekPJjRTeaUbjJ5ZPBoWkpne65H+WdPcnTO64Yd3/7+vsHlP/74I+zs7NiNNuoj7LCfPn1qg8WoJ7zcjwh0NYjEINyLrZpyLNfDSz2+0eOxgDODcSjuHiwXw/piKTxdq9iyMl+wAanLBrruR9R8Lz0CHoH7HgHaPybYPFwumwV2TwPTDOIDLFCEkYeTQX7LyykQPaPB+89VsNnGAhW7VyAD6jracBRXx7JvBbgAC0K4HuBm3xi4ZyAeFSUwGfAFDEMthrqSCWkOlj/XEZ289XLcgTLJeSAHoH7NoFhd/cpuV3BZ/enMOVxObLGjnWwfFbDgjCmXDS6/u3/0zetSLe+o7/7m4GXYae6GevdE1ttDwbGiqYnXZx+GB9UHYUF985yALdDn9vsgOBJUDQhnlc+5q+vqoFszB6Rj0uycYtJ9JkV1X/8KWIqfzaaLodFrCBjKXlf15d4gI9v8rMByToA6o8e0bLcpwHX64REuo/oGJsZrjesJC3qf3Pnu+XHdV8BfLLEPLN9829pA4CuqXAAqbSQ572fLmkx8jck+gFmDr3qkHaddReXa0MQd4HK7g320ToILhfMSMEz7GVXHXD+8Dzgeh8s8H4fLTECgAD4BuqwjJ7h82blOfQDB9OMBy9QlqysRGI5qGcCMk4bB0At1JCbsUwTowFzAcl/1Y72sD8X3WUoW3eNwOUPO5cROnMkj+pHRia3P6fPAWfbP4LKuz/cj824l7LP6vCmX9aczxQflssFl/VyacjnmXFasaX9yOU1stce3avB313r1K64zJnFwTPL5gl13XH826bwNONbkEP2HLTeQmclZ7AS5lskF37O88bLn1t+nNCmdP3vxCExyBO7G6NQkR9Dr5hHwCHgEPAIeAY+AR8AjcG8iMJRdVVfK5EbzKOwpv/LWyVbYkHJ5o74d6srbNi0VRTaTqAcy2F7r5hElcmkqFarTmTAnuDwrq2vg8pzyKAOXZzWAVakshazg8l0u3Lxz88zM7+3t7bC5KUW3lt3dXRvkwtISG2xUSI8fPzbVMjfeXr79CDBIhnXg9kHLbLA3RlbYDM4xKJTPzZjCA1tXAMq6LLGBF9cZlPv2o+d76BHwCNz3CJBbeUauJ+S4pACQUxrAZuD+SxZSF1AHFHkolo/qAstq23sakEdlBwxBZVcpksvz+nUDaAA3lpaWDCQDQqL6C1Wel/sRgQjL6Bsy+TAv9SATDVD7NRrZMVtsKZeFt8g5HG1zE1tsrGcFlwVpsI6+WAy64jrUOgw7ssQ+kmq5JytqrqWi+uyzyoE8rz75QmVZ5/msYC0I7fMULHEzWua1LElNvXK8GI5yewJdg3CivMsNIJPAWU6AiXuIXrqr/NDKn4uqUfuW1oRV0usAlpMF+14StQKXdT2O4DKAGagYrzGAGXDZ+9+fflwNLivHMv1aJk3S9gFMgcSm5B0B1+v2YeMEIayjSQ3DugCutLE4VTBpZ6B+9MUSrxfaSBba0OjuEJXL5Ffm+NOmcn/GtcRz/k4BhPKdqBge34ZOP6sHqmwAd1t22MBg7vdo33Oqq+WL1v4Cmi9r820ilOByolyWUli/IfT72T8mIgHlWbQqnaPUBRU0VuLkIx7ZbAOQAcv6fKJcTuqAEjnRJLPGq8tQk05oHxKlcwKXmZyR0sImIlwmToPemV0ftD0RLhOjmxR+u4DLfJ/rjPgSMybH9Ho6V7TvU8odz0QZVMuJMjmZmM7EGAAzCuaU2h8h6M/WBt1kn/yzHoEPRcDh8oei43/zCHgEPAIeAY+AR8Aj4BHwCIxFgAGrQ4HlrcNXYUPKh5fHb8Kuci23AMv6XFXKgUWB47LUydjpYWldEFAuyu66qMGhogaDSnqvJAvsoiCz2WILKmf1+lsoWGGTZ/n3338Pv/zyS9jY2LA8edxoR8vLf/zjHwaYUSnxvpdvNwIMwGGbelhrh429ZvjtzbHZYWON3dJAFYNRKDuW5wrh6Tpq5arlWF4UuGCAzYtHwCPgEfAIMOieqL+AEDz/WoXtAxPmlUu0qTZ8V2AFwI0CDfiAyo78o0Wp9VCqYS96GXC4qv6o7gBfDMRTbjqof9V6/f27EwFADFAmgct5Uw4DfQB3UbmclqI4LcPomWiLLcRkttgolwFJArSApIsF8NwQnN1X3uXdfjOc6PnZ2SAUBLWqTAKVerkiqFwqzoVsrpS4BX3m6w2APSsVM1bcfaXTyer1m/Zh2Os3QktOSftyRcqqfnXlkm4oN/SJbLMHcknKarIJCu5ctqBrrWSPQZNYKQlcroeD/QNTLwMYgYfElYmePPLay6dFAKcGUy4r17zBZUFgcvcWNVESxTJtJP3b6xaUq6h7aTdJOzDQ+gHMTNYhnQzbAsZeLNxDcb1cZotNGwpEBiYDlXnOdRThMor8+H3OBRba3/HCfqJWph4sbeWVZrIo0Jl0DfTTmWxURrms55dNdkrgsiZa6+95XcO4bPA5A8xal6miBa9zBp0TJTZgNo1ymXtEfu4Ui3Nb7JFyeWgOYaiXP6Jc1nfJxQ6s5Tt82rCurinyHc/gNiYlNrbVrWZLrgDJb2xULhPbqAYfj82Hno8rl4tFuQootlPaZ44J7RTKZVVF+8S+sSZ2UjXj73Id6Cuveqzv9Ie5OV/24hH46hF4t+X46tXxCngEPAIeAY+AR8Aj4BHwCHgEJjcCPQ3u7Ent8Pv+8/Dy6FXYbB7Isq9pM4/LgsmPCvPhqfK1LZkqeUF2YbNSZZZDVnCZuccsaakUTHGgQbGULOxQHugOenJ3+po146aZ3G6//vpr+Pnnny3XMqplCoPFDx8+DD/++GP4n//5H3vudnzXDOwd/hhqh23lV361Iyvs7YaB5Te7DRukQolHTrqVhUJAsfzdg6pyilZMEccg1Lli4Q7vv1fdI+AR8AjcZgS+JlhmPwAK2KAuqO1uCTaQ7xkoAvzANhWVHWo+2nDGxFHuZTSofpPCPvrEs5tE7Nv6LLAMtR/9RgAPEAwoRvqMjpR/Z8q5jKJPmMrgEOcLnxmK1PQFlYHLgxFEeicygjZdQeW61L+Hp51wcCaVvb6T0nermh46PyXlsiZ/FjU5NJtXyhb10b9UKQpqP6iuqy7B8icPTlKhUcOKuB5ONHl1SpbZxwJkHYHwE9V/IHA+IzgGiM7pu7kIl22aawKXscI+ODwIR0dH5ioEJMMKm4mdxNevsU8/ulFVTFt3IMCM8jYncDpHnmUtJbWLKHSvW2grmbiD6rlayozyLZPPvhdq6itfBZc597leoi02jxGERuUyMJnrB3gKZOY5oJnCdwGfPLJcLANBV9TKDU0aYqIok0LZd21WaRkEl4Hh2lf2F1vsyyYSGVzWtQtYBkYDl1Ny3uBXwXJL63cDt4tcmjtkYLnAvOByolweAXoBYrPF7mOLLTALnAXE6jowuKxr+L3Ce/qMkrbr/FeOacHlU7UPkHHiRroprqEZoK72sydbbGI1o0ng1JnrhUkYxPSmk5y4togr3+day+ZwWdCWtG1A9nAwWvScKtqPpR7M3v9cuYzCWQ4M8Y/v7aC/4RGYnAg4XJ6cY+E18Qh4BDwCHgGPgEfAI+ARmOAInOnGtNY+CTv1vfCqthlen2yHYxQEugktyAp7UXZ6D4tL4bvyWlivrGiQYSUUlUs5l6/oZvX6M9gnOAQfrBrKiL09gXeplv/zn/9YvmUGMhiwWFhYMKD87NmzwEIeRW6+udHmJt/LtxcBBqUONei2sdcI5FkGKgOaT5SXE0FRrpQolp+sVMLDlVJ4JDvsmGP524uG75FHwCPgEbj7ETC1moDCbJl8oD1T2TFRCOUdirZ6s29wGYgQrV4l6bvxjnu/4MYh+ya+wHGnzwiQQblcKOQN9KDka3dk5yvlpMEYIaFpgaHEUhZeJFgjoIylrCmXzRZ7DDgJiLWVa5l8yyedhoHausDyqfrvJRlsz6cLYTGjPMRa8nISmvqCYBmyRG7nxdJiyGifztQ3PpJV966AclMgua99wQ67ofzLfdW5o0fsg03tii22lMs51Xk689Y+nng1GnVTLeMoRMoaYkrfG7gMOLspMPsmTrBb2gnUtgBXVMU1PZJrOF9OGVgmZQCQmPz0NylMnijqe5Vi1uywscTuCLrSzgJ1zY5a57nl5x2tmPsorheOJwtQNsJl4Kvl+R3ZYnOPFm2xUbbHaw0IynLZ+YBymUlDOFLUZf1NfQDCfDeTTpTL7GtRLhUotS9TLhMbPmvK5RFcZvIod36A6o65XmjdGeVwTmkStvYnUS4rsVSMoS7lxBY7scY+Rf2rumGLrXcuBbB29atNGEr935dDAVbT5FxPSG5iSU3eYxoUbKqJVa/Xtd8tYjEOly8quj92XDku7APXnAHq7FtAbVBcv5UDQfKZPrA5Vkn7oes7scVOlMtWX+2jF4/ApEfA4fKkHyGvn0fAI+AR8Ah4BDwCHgGPwFeNALmauh2pB2SHvXn0JmzWtsKuIPOxBn+GujsuyfZ6LlsN64WFsFZeDiuCyotaKqWFkJbVnUbGvmr9v9TGyYtHruUXL17YQp43bshXVlYsxzL5lsmniCUfN94UH0D+Ukfn826HgV3AQk+DJT1yqGmwCIgMUP5dVtivtqWgOWnbIBKqBQaZVqVYNqi8Wg5rC0VTMfO+F4+AR8Aj4BGYzAiQ69lUyWrzK5oghCUqij2gAqAACMGkokJWwAEVnkCJl/sVAUMhlwERQabrTCWk3xjhMmAGeEYfY9CXKtkWARiUf/KLZaKaXG1VUABKuSwQa3DZ/qDtWT7TILB8Eg6Ot8PeyVY4aOyHeq8ZugI5OSl/AcorhaWwqv77nNyGsgK9X7YIqAkSp+RyRJ94QfmWl+SKtJKtmE02SmVNyQst9k3KZfYRNwDwXEoQPCO1dVbOSdESm7pjH16vN0y1TN+c9RJTJnrSB+d57Id/2X2921vjPERli0MDsBUATH+Xts4cHWalXAYuq11kIs5NCpNxEricCbWG8g1Pd6xfjXIYFyDU0X1yE6u9jYXjCgi9qFzm7xeVy1HBDGQGpEYACkS9Ei5rkmgCuLHF7lkfHrhMew8M57cA9TIpEDJ6rTTC75XEFjv5LDmlMyMIzWWbwGUplwXPS/kZrUM5mS9VLusK1+8L+ZZPWfQcSJvkUL5K26s2AVg7Ui7zeKprh+1STZoovdQSlcRYVp/qepKiW7CdiS20P0Diy8D7ezs69gafj3C5UNA6TLmcnA9DUy5rW7pfAjBjf25NmNWJOuga12R2IDNtGuecF4/ApEfgbas06TX1+nkEPAIeAY+AR8Aj4BHwCHgEvkIEur122D3cCJsHL6VW3gxvpFo+ZLBHN9Kl6XxYQbEssLwuO2xyps3PrsnOT2CZPMrfOFjmppeF2fBYYm9tbZlimbzLWLChkHj8+HH429/+Fh49ehSwwr7pDPCvcMh9kzeMAIMlDA6h4sAmcE95OMmrvLnfMOXywXEySIZ6Yb6cDwuzebPA/l5W2I9WymYlSK45Lx4Bj4BHwCMwuRFANTctdRlqNSyxS3kNwgsYpDVpKMkR2rOJRLw3X82aumxy98Zr9jkiEPuFkYnolFEBLCdYJ3l99ZajEhPlcrEoi2rBHUAY6+0zeQ3QJgVzb0Z5lQWDoERTWoRpDMj0pezFLhewDHwbCtScCChvqQ+/cbwR9urbodFthFP9LS9L6SXruz8I67KlnivMSXH6FfoiuBtlBaRUp7Ksu5dVj1puTnbYbamZp8P+aTfURcIG7KcW22dFFAvfjJyTMsDlsdLtdgSX6wHVcq1WM4txgPK4ctnh8ljArvGUCZTkHz4RWD6qS7GsR1S3HA9SA1Q12WZpVgBf+ehpF5mIc93CJ7HRpt3EZrqo7wNvzTZaQLkzAsxtbW8cLsf1c181rlzmfeAy92FA5ahYjo/8LapzI1y+7Hxg++xjQyCdBRUz1yFwmf58TucswDjW6bI9Bi7bpFJ9Lq9JR1nZX8/Y9Yx9u5TL2jeAfafHhKREic01nxHl5XM2JYVT3uAygFlXuuqfgGWu+qhdvgBh9RIAPUC5TM5lPQKbtSYuH7PCHko5PKUF0ItdNeUtGE4srf+MLTbXHDmXza5cKbEoVie1Y33FdVrHlvpH4s0+DXAoUF2By1j9v0XP9nX/xyMwkRFwuDyRh8Ur5RHwCHgEPAIeAY+AR8AjMCkRaEq1vHW0EZ7v/Bre1HfCbr+uPG2ypUtnQyVTlmJ5MTwrrYQ1geWlymqoyAo7i2L5HhRmvzNwEcHyxsaGAWZeM2CxuLgY/vrXvxpcJucyOfS8fFsRSIBCPxwJKu8KKm/s1pVjuW4W2PuCykf1jg1OkW9tXoqOdeVXfrhcMrj8WDmWUTCjfPPiEfAIeAQ8AncjAtiaAkJQ6KG2Q8EG+GOSEROMeA8YgTLNy/2JAMcbCMejQVDtuk1IEDQlz2pKwAyb3KsKMHhcuVwqvc15CvpBvUze5VarG7rpnqDQ0JTLrPHMwIzsg6X8Ay4nqCjITUUwsHmYOA8dvwmHnSN9pm11KSlX8WJlOazPP5JyeUVgb1Yu7l+vPzKdyQrWqU752dDVpNVp1Z1Jqp1eLbRV5+lT8ksLgAH4tM9pAas0+ad1PxIL/XLy6mKLDVjmOX1vFvrkMecysfZy/Qj0dU6jVibHMu4MuDRgVc35nZcad7acDYtSLpN3uZhPAOq1165DgY02kywrReCybLVH6QQMwApEttW2stCXZjIPh2/8CAIwgbJcP+eTMXQuoFTmHGCJcBlbbD7HdyJcvux8AIS2BZRRLaPSxp2IQt1Ih0DfnccPlbfKZf1OGIhWGzAC72+Vy6pnP6M2Q9e/2WILrks9PC0FsBX4q+KPctnUy7Qvqtt5zuVLKgCURflrVvljSuDYMACTBzp+agwSuDyy+54hLopj0cDwpymXif87ymWtb0ZtH4UJMWy3r7hOaxlOa7+4qFVow4aaRNKXyjoql+0P/o9HYMIj8PV+NSc8MF49j4BHwCPgEfAIeAQ8Ah4Bj0BbYPlIiofdxl7Yau6HvfZRaJ72wpRuEovT2GErT6zypK0JKi9rYKpanNcg6/0BqL1eL+zv75ta+Y8//ggolrHDZuCCQQsssb///vvwww8/hNXVVbPi87Pq7kYAFQOLDepoYKargV4AwjGKZQ227aJWVo5l8iwzANfQYBTwGfAwK1UHOZUByw+VX3l1sWj56Rws393zwWvuEfAI3N8IoEYj1yYwBBVzhC3HjZ6gc9fa/wgj7m+U7s+eA0iw7z3R8QdGxYkF2AMn50racnTTH/hQGVcuA0Sjcjmx+WVCYwLLOhnlUFUfZFp9DDOcBS5L6Ydt9ECAGQvcUz12lW/1WH35XfXf99rHodFrmJd2XlbUlVQ+zAnkzqkfX5XjUBbHoZHC8EN1/Jx/yyl38mxxLgx0XwEg64ggnsgOm3sP4JtcfENWWJGFHM0oracEs2JpNBoGlnlk8if9NUAizkHYYsecy5cpVeM6/PH9CAB5ybN8WGvbBBr6t/SHUfFyTtMOzpZzOo8y9hqoet3CJ1EqYzHNepi0wzVDGYz62k2BZbaZ07YK+gKAdxwIc92wYHHNI4VrJsJlzgcAM+cE92gcf8ByhMuXnQ+4EmGLDVRn20wgYpIIFtjsM3mWP2b/bZNL9J0ERsv6WopnvgMcJ37cR5jtd48JIUnO9QzKZe0Dk5is6JwHLp+iWlYdLOeyrncmsPCtq9S9iS32SLkswIwyWGuy/w0u81pweWDrTMA52zQwLMUxymPuZT/FFpvjgK12VC7HdXA9ApZ7ius0YDsNXE52k/3BFhuVtSmX3RY7CYz/O/ER+PCv+sRX3yvoEfAIeAQ8Ah4Bj4BHwCPgEbj9CAxkRddRjrajxkHYlmp5s6VHWWEfa4CHm7+SBnjmpjNhVTnRVgSVF+cealBhMeTyFQ3yfHgW9+3X9uutEbi8ubkZ/t//+3/hX//6V3ihfMtY8THgES2xUS4DmAHN3KR7ubsRiMo07ACxwD6WKvlY9oCHWo5qeq33UDDX9Eh+OAa/gMrVciYsyy7woSywH68ov+H8KMeywIQXj4BHwCPgEbh7EcCyFBiCUm++2hEoSOBLrclvQ8pADL8DXu5PBOrqG7zaroWt/aZZ3QKQmEBWKablUlI0WPQxuByVy1FtG+EOquVer2vqSwOnua4Uh31T8dKTANBxDvZHcGbYF6Dpd6WI7ATyFu8NO+FAS1e2s1hNWz9+RoBZOZeLhar134OAs63oKx4y8i+XNVEVO+ApKZmb4mtHfSlPO7UwLcDWFzCUDjLkBeZUWymt2fOk9AT1j46OtAiiCyaiYqYAEMm1jHKZR15fBhOTtfi/l0UARX5NcBlHnn259ACamTyZFiwtSKnMBJtZgWUescke8cLLVnXJe4nNNIpn8tSzDiAygBp1tFlTC+5yfXH9mAsA4PXtobfjCVTmeuH4ApCZ8AFcRrHMEicc8DdgZ/ysqYTHJijECgJ/Ab9sN5kwkliAY/uNupr9vC5EB0QDmAHT1B/ozPp7qLK1DXJXn54JPGsfsiNAzjlq4FjcF8WvqZbNwhqFrxYzlb4KLb9VLg/MFnuUw1g7x7Hh2A10LZ0J9KIkJt8y8ZrWPXwmS85lLK0/XblMbOM6eI5rA2Wo84jc2cDlGZTLU9pukjjelMuDd5TLIxhu3/R/PAKTGwG/m5/cY+M18wh4BDwCHgGPgEfAI+AR+AoRwJaqBVg+3Ag7x5thq7YVdjon4XBKdnyCZYXT6bA4nQ2rM4Wwnp+TFfZKmJ1b0+CCrLAvuTn/CrvwxTbJLPjXr1+Hn3/+2eAyymUGs1BIoFR++vRp+O6778KTJ0/sJn18lv0Xq6Rv6FYi0NPM/mZblqcCyjsHTVMnb+sRhTJgGQUz9nkMwDHehepiTiqOtUVdJ4sls79mcHlZ6mWAMwPO0RrvViroK/EIeAQ8Ah6BLxcBNfSAjvlKVvAhnwAQARfsU2uoV/WcHJ1MSkKV5+XbjgC//Uw2e75ZC7+8PrKctOgOUWEuanKZWJApOxeUHuOqQh8RQAYcS3Iuv7XFRnXY1YRGIFm9Vg9dcpLq9YxIUcpQrICRPgOcwQq712sr56zUmr1mOBFUPjzTpDiBHLZRluJ3YSoT5mdyoSylsCmW06Dar1+YoJotzoZ0thCmsvlQH2oCnxyUOvUDweRUEFLXv7KkBzDrsymBcoqy9YTjkxNzE8JBiDihXAXQAcmY8Ily2eHypx1j2jEmVgKW6fcCRHUqWV8W2FrWeU4ueoArhX7wtYs+jJoXW+xe8dTWlUDkaYOugNem2lPyPRe0Df6Wz4JI326F8zpaXQM1ybdM4ZFzALDMORGVyzG3MOATlfBlkw0SuDw0Vwr6/wDZZLKI1NXa5wzqadvK9f4BLEflMlAamMsEJOy+O3o0W+yUQLvgblq5mamT5VzW6s+kok6Uy4LKqJjVoJhyWetgPRcLb/GZgSym+2aL/TbnMnSZdZjDAb9RbFuvKefKZcUwKpeJ600KseV4JMpl2jBNBxk5InBNJsrlfpjWOTSYEVwerR4dNsply7msCQDYel+yazepin/WI/BFInCzK+SLVMk34hHwCHgEPAIeAY+AR8Aj4BH4ehHoSeVQb52E3dpO2BJc3mnthaOu8ixrwGpaudhKUhUspZVrubgQVorKX6bHogaCxm/yv17tv9yWuZlHIUGeZSyxX758afndGKhYWloK5Fh+8OCBQWYUKF7uRgRsiGZsNIPBpWiLhzJ5TwNr2F6/Rp0kuMxgMnZ5PbO0S/LGkVetKoC8pnzKj6VWRrGMJfbirNQzykvHAJMXj4BHwCPgEbi7EbBco2rrUS4DlAEfuwdS2gFCOomNKu+Th7kkH9cEFNzd/fWaXx0BoBPqxv2TtqmWX23XrW8AeCrL5hfl5ZwmIbR0XvDZD6kdATnAZfqN48pB+pxRuVxXPmFp/gSERsplgRwQqzBN6Kmv3u5LWapJohnlIj7R5NCTroC0bKU7UggWZSNdTRXCUk420XIfKku5nElfDbyv3uvP+5dpbLtl1z2vfNHca/RbtVDQXnZkmTutfZhXfuhypqD+VGKB3O5KoV07CQcHB9Y3j3A5KsGByvPz86FalUpb/fTLYOLn3aP3105XE90pj5wXHGMDhTqe+t/UrUC6+Pz9NXy5d4CgwGVSwODcg+U/ILkslTHK/Jh7/lNqxHUCXGZ+cmmQGq0Ly/PEPpqJG9hi4wrBtrDOVrjeK+PKZYujPgFc5vk4XOaLWD9zHnCtYeF82fmAFTgQnT5+C6WtgDCKavY5Kpft4LxXk8vfSAlGJ4BZ+zYC03Ebna7Uw7QNCkZa5zT7wrk7rRgMBVnZ4XNbbNXLlMucL/bfZdt7q1wGLg/VVgCbKfF8AypPCS7jigD05X3iEPMlj7c/l23hqvc4ZwHMxBZAzfoioOY8Z7tdxXO6q9zKGW2XGTJ2HZB6CFtsAXE5LCS54y850Fdt2N/3CHylCDhc/kqB9816BDwCHgGPgEfAI+AR8AhMXgTONMO53a6Hg5agqXIsv2rthy09b/SVo02W2Pl0PiwW5sLD8np4XF0PK3MPdJMtK+wbzd2evP2+SY0YpMBSjQEswDLKZR5RSjAYsLa2ZmplrLBRL3Nz7uXuRICBD7Ph08AHUAArPAbUEstrKWhkew1g3jtq2XsMejFIhOICNUVJg04ok+cFHJYEk1cEmJfngMpSCOlvDpbvzrngNfUIeAQ8AldFAEBYQLmstp0JSKj5MnKkQE0GKCBPJ5OPWIBDKN7SgjGAFC/fRgToD0bb3J3DloFlADPwjX6D9RcFdOgb4G7CedGXQjArxe1lBShDPxLAM26LzWvAULcr5XJLoFjpV6DJw2ngstYEzNEDT/sCUc1OIxzUdk3BvNerh6PWYWjJGvdU6ynQj88vhgfl1bBcWQ6lXFnW0pM5NJ6S2rGie45Vpd5JSW3dkhK7J/A0pffLsvJerq6GvAAzO97pKO4nx+/A5fHcukBl4DKQGahIrL92ARCiyqWvCTilzUAhTNuC+w3nDdb7BjOlDP5aNbZJlqonEyiO5N7DI+c2SmX6utWSIK0m2pznCP6EwHI4ZqRCB97aovYSlS9AF5UtE3bIa2+TOQUn2f544XgCMDm2AE1gKQW4jKMUcJkFm2xgMp8Bfl4Fl1k7jkW07RyfriAsxyIva2tU2glcTuC3bega/7Av3C/wW8A+cr9BbnbaEHO5kDqZQhyxkaYtYOlzzisd1ZkSjg8F9dk3Uy3rxE9w8eUbx8lgKEg7MOUyNuHEJNkGMe3rmGonNWlFQFf3MpQELsd8yW+dE+yPN/yHOHM8gMtRic1hI8dzV2DZ4HJexzIDImdyDM4LtJEA5kS5rErfcKv+cY/Al4/AZP6Cfvk4+BY9Ah4Bj4BHwCPgEfAIeATucwQ0wHGmm89uRzmpmkdhTwNRr9qH4WXnOBx3a5azLadBqXlZda2XVsKTlb+Ex/OPlRtrTjfI5XsVOaywo2KZHMtYYe/vy7JPAxYMXAGV//nPf4Yff/zRFMxxtva9CtId3lkGPRgEPqy1A4PFO4dYALYNKgMJGNxCQcFAE4NbDP6hXFuo5rUkj4t6RKEc1Q18hsEkLPS8eAQ8Ah4Bj8DdjwAAKC/YMFfRIL1+N3aP2gabpwVIAIjYYjMZCdjIZ6fL0wILQoBfixDd/ZBP3B4Ah05kgY6byZvduj0Clpl0ZspC/R3VMqpHlgiRAIcfKqj+oi02YIbX9DfObbEFl1Nax2mmL8VnAoSUxlWfkXJeyr+a8hNvy3noWH35Q+VbPmoeGGgGIleVz3ht9mF4WH0oOLtmcHkSQOtV8SjmK0ov8lR9KqmXNQF2KEA2pWssk8np2lvUpNeSQbpWWxP+jhO4PG6LTfwAiMBlrLFJWzMphYmM0Wr69U49bCpXd1MTGlG4VpR7mNQqTE58sFxK4K3aka9RqCfWzclES/rAfQOtOPQsqX4A5rz6uLdRuDbITZwsmpCjWABS24KRbJ/+OfW5jDlynUS43JNlPCUql1Gys/A+5/vbz2ILn3kPjJu6lv1WXx/A3NM1XVT4gei4EZAfmsmiNz0i/AYUtA4mJrEfCbhPADavQbyc39w7ZjKyGVfe8c6gYyr2M/2unOq3BjCMqhenAvtvlLPYdnj0j8FaXStAWuA0amBgM4W2hHVYHLVvQGbufSjRFpuJ0UxwIZ5/pnD9JXA5bTFnXeR4ZqIMcNksuVUt4mj1os6oltWOUV9Hy38m+v7dLxWB22n9vlRtfTseAY+AR8Aj4BHwCHgEPAIegc8QAeyyulI6NGQ/d1jfD7tSLW91T8LOAJVAN2R1e1dVfrblTDmsKcfy+sITKTIfa8D0fnWnUY6gGNna2jIrbODy9va2zYbnsACXv/vuu/DTTz8ZZOY1s8C93I0IRAUSQADLa6wt3+w2LMccao3zQS3tDoN/KBdmNaj2YKkUHi6XLa+y2V8LNFdKUilrkMwGTPR51P0TIJS5GwfCa+kR8Ah4BCY8ArTnABAZrBpMBLTwm5CW2g7wgdqN35KqIBGTi1C9ASScLk/4gb1B9boCTvQNgMsv1V9gQhr9CCYTYPN7hnJwBHFMASmYgjW2qdjVh/hQvyBaygJ3UC8CxAZSYDLBEQVmNpsOwykpl9XFZEJDAmckRJTyDxts+vXA5JrssJu9mmTOch/KFsNsftag8sr8ozAv0Ey+5Ul2H8pJmZyVbbdBNCNN/JPYzLPfVoCPHcHlkXIZyExuXWIWVaqAMoD9pBRg7XE9yWG8ud8Iv2+chBdbsjDXZAWA6pwmKC7PF5WTd2AqV2AzitkvVZIo67TRBAnOaSz+UVbj5oNFNu0dkyiX5wpW1+wtwWU7ZgKwTMoE5MaJGNY/N+Vysn1A5MUCkI3XDdeJTcgYUy4Dl1GzAzsjXM7nsMXO6pp9d8IH+8g1i9sAz7mOZ1D+67qziaNqz2nrqe91C5/l2LJvRe0b9WOCCvvGYnBZu8XnTLks5S/gO9OXm4H+I+/yUBCY/Mh8L1EvRy3yhVpo3We6Z4020zzSHlnRNoZaV0/bPLPtohJO/kZciAdxZPmzhesvWVAvqx1TDAdSXncEl6e09KXEpl62f7rKmTxC3viBHhMY/v5x/rN18u97BG47AvdrNOy2o+fr8wh4BDwCHgGPgEfAI+AR+CYi0JNd3nH7OOzVtsPGyVbYru+GI+Vra+v9tG64ZwWV1/Nz4YGssJfLy7Kpm713YJkDzc13rVYzK+xffvklPH/+3OyweR+LtcXFxfDo0aPw5MmTsL6+bgoJbtS9TF4EsKIbaHAFKzgGjhjwRZWM6oiccgwSb2jAb1fKZdQSWNYxhsRgFwPDJQ3yMbCG9fXaYjGsL5ZMwbEosMyg4Lg94PWHniYvTl4jj4BHwCPgEXg/AuRcnpZctJCb0m9IJpQFloHLAGcDE1KD4XZxUGjb7wXqPgfL78fxLr8DcMMOnclo21roP4j5GDxCcofCEwgENGKyAXbCNcFDJp6RSsOUj3QsrijRVhbAzHMwS1suOUxyHOayYSozCKms7HIFbNjuQKvCVnaoSaEdqf8QunbMZjaZJFpCuSxYW1UfviLnoYJUwVPKbWydmyvq8PXeZm+ZlMfy4X404BmF6slJknMZuBwhIkploHLM/fq19ofzAEeDmJOdc2X/OEmzsi3F8qYmKOzJ/YB+KBATxXtffVSOIe0KategrNOASSYufPYiOIlaty24Sl1PZNsNWKZecEj6wfR1F9UHpi+cy2oy5QfO5ZvU16yjtZ/YbtcEc/sGIxOVN5M8aV8vwuUEyL61xeZ6wQ4boMy5wTXDhAMK92zRQjsngJrVZ4l5LFxLrVGeZVyKuE+AZVMvjsO5LTbK5asv37i680c+G+Eyx5FYsi9MNKB9MCWxYssxn5H1ewJlM1ZXJoCgXAYuA2ejcjlRL18OmIHPfBbVMnmb0TpTuLJQKvd6ap804QUlMftn9RMABmhHtbF94U/8k8DqxB4bWI31OaC+01G6iHZHqmntFwGnqBKn1l4p5q5cTmLi/96JCDhcvhOHySvpEfAIeAQ8Ah4Bj4BHwCPwOSPQ6Qum1ffCH4cvwxtZ6b1p7MhW70Q3esNQyVbCo8pa+Ev1UXgwqzzLldWQk4rgPhYGJBi0+v3338PPP/9sj7xmAACw/ODBg/DwoewGtSwtLdnN+X2M06TvM4NSDOIwiHdU0+C/1GVHWlCZ8Zr8yjaYpkfUBBQGggHKFdnhYVWIBTZ22AyqkWOZ96MN9jhYnvRYeP08Ah4Bj4BH4NMjAGTGEhYAxG8EjwzUk68TuAxEmNVvBr85NwERn14j/+bnjgCgEJtrju/ecdtyLe8ctAzGZTW5AFUixx1hLQAa9ScT2I4FlulvkHsbyAIkTDTHl9c4AjBUt8BRFNFdQRmUy1OFYciVtA5BJyUhDr0p8pXKol3oqCUlIMwLt1xTK+r9srY3HzQpbiYXSpmiJsqVBaf/vDLx8prfxrvswfUKYBGAiHKZNDVMAqWfB1TGQQhLbAD913QSYkIj/cv945ZBZM6b3aOWAWbU7yc6lzhHmPTYl7rWjqVBzTMByRkBR+2jYCQ21PRBgZSfs8D7gJ/HDVn7q65MuiTfMaAVto0Lw7z6wdh2Ux/awOsfsQ/XnD40ttGVQibUC5r02cRefmD9cvrtAHra2IslXi9cK9yXAZNZAMwRLvMZCiraqM7ls+P99laH+wOB6RHI5vrl2kNFTfuOLTaQmWNwE6DOZ/kO+ZZJqVAHYOuYt0btA6CZuM/ocyiXscWOkBeV/qlif6rPAGepk6JguPiSUNg+JjmXE1ALrOWakHO+PQKpe10pmDs9O6ZYcafTCVRGuUxMbqNwzRHrQiFvbZhZe6s96ggsn7VSYdiTgnuo83uUNR4IjsqavNIA9EsP9G1UzNfhEbjFCDhcvsVg+qo8Ah4Bj4BHwCPgEfAIeATuYAT6GqgiP5uA8u9Hr0y5fKg8y33d4OUFkRdlofdk7nH4YekvYVWW2CUpHlIzX86abZIiyuAVA1d//PFH+Pe//22W2KgjZmdnz8EyimXA8p/NUzVJ+/2t1YUBMwaoUIkkuRIbplRGgcSQ29v7AABAAElEQVQgH4PBgABm/ac1yAU0ZkBvbaEYsL1eWSiYFSBKtGSASQMjGnhicCqF5MCLR8Aj4BHwCNybCGRkjwpMBIZUlRIBkITtKBa3qFRX5qOVa6IOuzeB+QZ3lHzKCegSKFY+7T0BQvoSR4KDgOUFQcy5ivKkqp+BRHAw0D/6n9cAxAOpVXNpwSXBOFOjfkCUi+oPAAZcJgcqrzsiQoCymeJpSPdyIXcmCCSA09M2hLFDWwtT4sigCswCEeXlQFSdSoclgeW5tCCPltQ3NEnUJgwql27tpBYODg4sPkAt+uZM/AQu3xYs+5RTmskIjfbAYPKLzZPwWulWdqR0BzAzmRFoTM+RyQaFnI6l+p892QWfSIFOl9JAsh5jv5TzrJrKfkpVrv0dYsrkSiZe7srJh8mXbYFQVOIZnb/0i+kDL8ithzbP0sDofLuNMqOdtvZUEzdr6quj6iXnMgpXUy4rXsR0vHCuA465XoDLAE0AJWCZyQY8UnjPrgvB03O4LKXutGJP4XI1C3DyO+tegGMDyKZOuFKgpmbfSXNgttj2rev9Q3iYKJDXetg/7i+AxEwmYP96AuiqnuAyymXlFQf2AnpT2GKrGeF3RVDYFoFX4PKZ5Vt+NxbUhuPExJLEFlvrRbkMrOVv2qGB7Na7iutAk1VY34zaCEB2NpvTkqil7cO38A/XXszh3GvL3UH73BZcPm1pr7qyJB9qOdO4guqVKJexxk7q+/6e3UKFfBUegVuOgMPlWw6or84j4BHwCHgEPAIeAY+AR+BuROBM+dcGUiw3ZH+9L9Xytpad1mE4EFjuyUIrJ6u8uWwpLBfmpVZeCSvV1bBQWgrTaQ1ojNmH3Y29/fO1BCzv7e1ZvuWNjQ17ZMBibm4urK2thWfPnpklNgNZDGx4+TwRYJCHQZPR/zZIwpbsff1jAxGjz/AehQEdnjPgz2BZQ4NVDOgxYMYg38Yor/KJBpNQEfQ1usQpzuBPHEBbl/X1w+XSCDAXDTZXNPDlxSPgEfAIeATudwSAQtjComgjFykgsdFMVGknjWlLrcBvD79Bn1txeL+PxOffewAfimVUp9tSK2NtbGpKARqU64DlNaXJIFcux7slaASQ5nuk2ADSoX7E9ST2Ua6qNTCZiYoRLofTRKELXFa2mlDqp6T3Q5GrCW5a2VB9nZ56QcI3oa/X6KJnpgTcBJMX0/Tn58JcriK4lbfvXLXdu/Y+rkId2YVji314eGjKbuAiltgLCwsGlwFnQMUvUQzemQJZx0HnBXCUyYtvdurhlXJzM6mR129TrkzZuUP7AXDETp2/ATZRsx5K8ZyaaVjVAcsAzpwmrdxWnuPLYsK5Sc5hznWUyzwCvFPqHJMexpx8BFkjaL1sHZ/6HpM1Y/+b9aP4ZrIOVs5cT0zu4Jq6WNKC3lwv3INxvCncu0U7bF5zrjDxAOCZwGXBVCmEgasUOWkr/rKwR7kMXFb8ubMALhN7oDLXbwKHb2aLjUsB7T/fRZnNc5sYobjGY63NhZSAMUrilM7hjEAv5/LplGDrKAamXNYBIgIso1sdqv9OASYDafuyyLecy/qkTKjthsgmyUihjXIZ4B7bmnw+seDn9W0UrjnqT6wBzJIjqy5qF6UoH7YE27uK62kCzxUNA+DjOZdHd3W3URVfh0fgs0XA4fJnC62v2CPgEfAIeAQ8Ah4Bj4BHYJIj0O42ZXO2HXaPt8KL49dhQ/mWD/vKTaWxl4Jysi3nqmFdMPlxeSUsFed1M10O01lZ6H2hwZlJiR0DEQzkAZZRLLMAl7HDZoBieXk5/O1vfwv/+Mc/DDCjkPDyOSOggQkGJzRoO9Ds90QhNsqfrPcYtMBW0P7OQAzvjR4Z8GewqKbccSjKUGSgHEGtzMA/g2mlvHKDCRIweMfgL3Z/qDMWZf+HQiNaYTO45MUj4BHwCHgEPAJEAMtU0iMsVPKCMkNbUL4BKYCPACYAgsPlu32+0I8ALD/frIXXgoU7mqQGhAMK0md4uFwOT9cr9h59D8uzLFDIc/oeByfJpLXOgvocHwkFgAcog70zYKbTksp1lHM515TqsVcUiBJCVi7lBC5PWd7lnvpBfYElsaswI9VjNT8f1orL4UF5NSyqX58TbP6WCg5CAEQmfNI3R6Ua7bCBy0DmL6VcBhZyrXPtc7wt9YpAMoB2c7+h/NwtgVrlmhUcRflakl0wABV7afIX0z6QloWJC1ioMymB84vzjO8AOVEJU+ib0hf9XDmY6RdTh10p85mQSX96HPoWtG36y7ddyH+MdTS5jUuKDVCXe8++YkEbSr1Yxgu3pimd6xEu88g9mtkrIwceK1xXnA98Jp/L2/Noi02eaSaZ0mZHuIzSFncK2njcBrg/AA7znY9dw2ObtdvnlI4v+apzWk9Ue6NeZrsca/YxPa21juByYout/NEDKX25n9HfLeeyvhPB8qV10JuJLTaf10QXQebkG2LL3DuJop9hiS0F8VDbBmQX2L+RpTixu40S4TLrpQ3rj2A21+tQdueFrmIxlJOCNsbUD9TWA6XkSpTL2olLd+42aubr8AjcXgQcLt9eLH1NHgGPgEfAI+AR8Ah4BDwCdygC9XYtvNl/EV7s/R5e17fDdvswNKVYRpk8J7D8pLganiq/8rryLc/n5zQIojzL9wwsczgZmMAK+7fffgv/+c9/LM8yoBnojJrk8ePH4X//93/DP//5z/D06VN77w6dBneuqgyuoSRgEIZHBpri8/jYlQqAnGxRCdDR5xicYzAKNQgL6uXEau+tmgzFGYN7S7OCybOaYDGvwT4BZYBBPqtBKw1wMbiU0SPKCi8eAY+AR8Aj4BEgAtidVorZsKDfEH5bUPqxoELk9wZQAbQAxnwuGORH4vNHgOO4td8Mv785PlegitWYkpO0GU/WyuGHB1XLyczxxjY7TnLD0hfFKn0N+iOAyA+VqCYELtPf7Eux2ZES86x+GooN8pX2BWWkTp4BLp+GM2Ca1M2GkfR66kwgK6UJcqXFsD7/JDxQf36uvKR+jPrz31DpyRI7wmXUy6iYsUhmsmdULn8puAwkpI+5p9zKAOI3u1Iq444jC3VAM6pYYCWQEjhsqVZ03jzSpARSrgCXDwSiX2xp8sLIVcdStgjycs7Q98zoM5w79If5PufTbRfW31Y/mjrvqj7sEwWwOqftWb9YkDR9SwrX8frPyBfa4LL63gBmgDZQ3SCs+vfEgXaVdtas5e3LSZ7iXC5rEzIAx5wDl11jXFdAWyZu5LRwbgC0uRqBu1zjBpe1DV5TaLMT5XJiZx9h9E3uBAy0sh79BgCnWR/Hk/OBNgJlOPctqZRyKys5MvWnnhmB3+GwZzmXzRJbnyVtj674c8BslRz7B8Uvn0EF3CeHMTmXlZedQkwGajt6AssGl7U+LLinVR8AMNu8SuVvLZa+z6MeRv8wPDBlQwQXv8dr4hvhcrPe1CSZTmi11C7mhyGDLbbup4Fz4GztmYFlADM5l125rKB4mfgIOFye+EPkFfQIeAQ8Ah4Bj4BHwCPgEbjtCPSUZ/moeRg2TzbDq8NXYat1EE5OZaanG1lysS3ICvuBrLAfV9fDYnk5lHNlDV6Rue3+FRQQOzs7Bpd/+eWX8ObNG7Pc44YZS+yHDx+GH374IXz//feea/mWTw8GQBi0ZbZ+fzTwgh0eyqHkkYHW+PztY3f0HoM0fJaBqLigImOgn+8zUDWt48gAD+qPJUEBrK/Xl0phVYN8q8qxDFxGnXGTAaRbDoOvziPgEfAIeAQmOAKMsQN8AC64XPAbs3UgsKH3+R0ChAArWJiklJe1KgCF35+vVQADBij0O8gjylomzVFnQA4whYUq0t/hfUqsMa/jc/vDPfinzaQBKThRkWJtzCNQCCUiziarAn1rSqHBAvgi9QYAEVhVU9+DfgiqVJxT+Dvf/VBBPRiVy8Dl+kkjtJpSsCoXb6uZlYpxIFvsaSkdgctCyjpOYstWZnSAhItCUbl552SHvSSwvFhdU39GLkSfOV/vh/bpc/wNsNxoNGyhz86kUIAWOZe/pHIZsEzubZTtTEAALL8UJH4jSHyk405bwLUEEGUiCn3MJ6vl8EB9zidrFTt/uOb25ZgDvAQ86n87V4C7qOCZrMD3aT/4jwmPwNeoZr6t+AKumRzB+c4kmZbO3axNoFHKJNUPtTV9Z9qH2y60P5bfWGAZq/AIl2mnmETKtcM1RbuKAhgoST3SuocdVy4DZy8W4h+Vy1xbeUHojGyxyblMm9gzG/PoNtG3a5RYo1ymTqY6lv32pxTqGJXL7BPHLqqfaX/ZNvcsKV3LwGVcBziPsZXudlFhq80QgB7o2AxVWVMufyD+plw2FbDud6x9wCpfBZgt5XJP1w1wGSU0yuW8VPQfUi4n+aFRQieOUEBx7tOIKZMiOAfTWsarZH9DFT1SLrM/LQHmbleq6eYwFLulMKX1oX+nbga+tWeA5eTXiAp78QhMdgQ+rUWY7H3y2nkEPAIeAY+AR8Aj4BHwCHgELo3A6UA3k71WOGwchF1ZYm83D8JOrx5qGqiilJSbbT6VlyX2bFgWVF4UYJ4tLWgWc1E3wPev64zV3sHBQXj16lX49ddfbdnd3bVYYblHruUHDx6E1dVVA8tY73n5eAQYmDBArMEqBuMsfxgD3FoYvGCAm0cGW8zmWjmQyVsXbeNMsawBpnOlsgZjzlXM+hyDYgy+8AiUtsfRe2ybgSLypgEDgMoM8s0rT+LyHEAZxXLBoDKDxW5//fHj6Z/wCHgEPAL3OQIMpjOwDlzu9vKm8uO3AzDU1W8SakWgIuApWqGSt3Rav0Vfq5C7FMhZU72Anvye2u+vYAHQ2+CyfiMBPQAC3sMpNT7XS4NfyWs91xtT+qw98jf7PN+N3xk96jOsE6Ugv8URZH+tOFxnuxG0HUp1vCVr4x0pUnlO3DjO9BkAhExMA7yRCxf4zvkwJ6tswCBgsW6KyAiuEpv0cuHqGkTlcsy5PCO415VKdyAVY6uVN7hMHteZKYCO4JiCzXZ5ldKiaaGhoomhlUxRMLASilqmscTmoNzxYpMP1VdEpYwVNulrUEP2Bc2IGzCLfjpwGeU3UOu2SwI76c8msPNEx3lfFtLbh02bWMDkAlS/QFAizvlg54QmHNDfZDIj5w3q4wW9h1qXQt7udVme0/8FeAJ24zY451gvhb8Z0NN5QR+W8+62Di1gGaV9VPDSd64IKM+SKkYTaNiPjLb7OQptAvCV7bEdYDrtkcVbfXniQb2oX1E5ggtZMLvOeXIuZ5Ocy1G5fFn9LlUujxTYtINRuQzE5noiv3VR9wwG8dUm0s59SjHQqv3AvcLgso4X+0Wh7WXbuCylZGGtcOs8To+Uyxnbv1PtOxNKzOpbBx+4/CHATLywl0a9zH3VlHI5G8TVc5TLbU1U6bUEmDU2AIgvFBPraq6Vy2yxacNOZPVOe0Y9qS/XIfuAep57pirnxFh42GfWB8hHFc1zzqU2281KVd3R+IPqQ3tFJAyIy3thAFzWuom/F4/ApEfg/o2QTfoR8fp5BDwCHgGPgEfAI+AR8Ah8lgic6Qaz2TwKR8qxvCOwvKE8y9vdWjiSTVZPN9V5DU7Nyz5vJV0Ka7LBXlBetkplWTeElTCl2dP3rXDzfnh4GLa2tizPMpbYWGOjiuAmmVzLz549M7jMABaDf16uF4G+Zt6Tcw6rPwYp4sB2hMcMWPAZZvFjE8ejAWMNSACcGZggr3LyyPMRTNZjMpM+qYeN/2hgg8E2BrpRCJSlPEjPZG0Qr6pBK2ywWRgArmhwxHK8Ke9yMa9BKn3Wi0fAI+AR8Ah4BD4WgQiXyWfJADy/JSkNtJ8KULRRAAosk3cVBRyfRfVnI/0fW/Fn+DuD9qggX2ydSFlZD4e1tuqogf7Rbyh0ICXwCzTgdzM+T15f9r7eM1icqJ3j54HH8TvAZN4nN3Hcf2AYv7P8jd/pSS3Aph0Bw829Zni1rTzLUo822rIJFvnAIvip1KfPZIX9aKVsis64H8BCYFytmUA64GNLkxbJxwtwpO9Dn4Y4XVbehcslA0B9weVmGwVzUYBINskoHCNcHq0ErxXpk8MCE0anZS2svn0uU5Dt7bcBltlN+ugRLDMJFMCMghnYBcACKEe4/LlyLgMEz88NKZVRsqNaBjBHS3z6s1wDgNKl0SQEFMsLArSo2mejxfQILLNvXBeLysGMcplrg/4v22K9TFSh79yWQw+TKLHjZ/2AaM41bKs/9VoyYK/44QgUnRZaOleBimyDiRTY/tNnRrn8ufLHR7g8UB+92hrBZUFdrjfiSZ1ov6hjpTRQf173qLqEEuVyYnfNfRqK38sg6fR0knPZlMuC01lgqvZPIU5ssZUX2ACqri+gNZNR2V/S46RGEJrjdNPCcTlXLguY0/bRHgJguXdhkiyTfmbOyJGsdkHA12yxUVYrBzMuTgPdDzEhlzbcwLIqAYBlGS+8RvsLpE3yFw8N3gLByM8+kL0+kzG6AszTsjsoZAs2IYNJGVfZYtNeMbEG1wYmSzEBgfMSUP5QkyQsNUQpAeGxLgbUR8pl1s0x4dpl22md533Vw5TLqjBwmXNQKHykXI57GNfmjx6ByYyAw+XJPC5eK4+AR8Aj4BHwCHgEPAIegVuOQH/Q083ggXKAvQobR29khb0XDnsaoNLdXCqjWejT2bCWqYQHubmwKlvs2dJ8yBfnwtQ9VSwDljc2Nky1/Pz58/DixQsDzcyGj2AZK2zUywxcXTaAccuH8JtYHQNDNQ2872qQjAGKA+WhY3AusbdOZu2j0GAwi4V8yXwHmMxgCiMocS67vdQ/PNpAi54wRMtgHINeaQbxNfCW2NmlbAAEaFwSPGaW/ZIG79Y0yEeeu6rUy+RSntEgj1kRalAPIO3FI+AR8Ah4BDwCH4sAvzkpKc341WCyEjACeFDTG10mVGkwHriMao2/MbnpaxVUZwCqF5u18K8/1C8UFDNQMPqd1U/q+YQsA8L6HbXfVH5XLy6CI8l78TPxMXkfKJXEJnmMNr6oEYE2JUF4CoBiEgvwlz4LYJk8uOTPZXIcfRLqDGh7vFoJ361X1ZcomsqS/aBfguIRFSow+UAAH9DSU/+GWNPvATADkwqCVuq22N/HYxDhcpJzuWhwGbgERO1K8Uf+VfIqA5en9UhBycxk0VkplpdSUsSmC6EstXIGK+xvqE+DEhNAdXR0FPb39w0udwFV2kfgWITLAOaoXOZvt1UAvhxD+rCvdxrnObj3dI3jCNAFTGp7eV3v9DeXdZ48Xdd58mA2PJBimffywMXRtUW/c7zQT+VaYR1ARyZ+AF2x2z603M19+zjnDp8DykFYceSxiSvjK7vmc0Ah/e6aoC3tFfAWlTAQm20wYQYoDmAuqQ3j2v4chViwD2dntA/AZZyGklhwPVInbOaT+vVDZSjoq+9YjmLdowExuVe7SoHLhJmops3nkpzLXDkGeHVNcVwtfY4gOzEHqpcLWbu2r5oIcp04cISByfwukHOZySe0jdqEbbun2DMRKSWlsaoh4C2780w2geQ6D1Aun9n9EMpm0LHamXdPm7FqJJbVQ1MuY7Mt5bLunrDLn1YMh+QpF1juaMmqbTDlsuIW1cWX3dOaal6TJ55vntg9XF3tIucMv2fcm9H+EcNxRw7OX4AyxyTmcz5TXTrdThi2gcuapKP9mtb3p3QOU08D4nrkvo6z2otHYNIjMJm9l0mPmtfPI+AR8Ah4BDwCHgGPgEfgbkVAN2mtjtQpyrO8Vd8Nm43dsN85Dq1TzfLXf3mpGuZy1bBWWA7rldWwWFoMpVxFaor7011moAo7PfK2oYJAsYwd9n//+18Dy7zX0804eZbX19fP8yxjic0Ns5fLI8DAA4NwAGIGtBkMYlAbsLypQbIjDdKimIrqZAZX+CwqZr7HgjLZwLKGRhjoMfirARUGLZLniTo5vk6UUckAGwNiDFKRJ43BbFQd2OwxsMeg8Mp8UfaEGlzS57x4BDwCHgGPgEfgUyPAbxAgBBgRl2xT6mX9DvLbty8QxftLs+TA/LLD5myO9BKAGSydN2XvvDn6HQaI8TsLLGIfjBTo93ZqKoErMzNDgyJvlcjjauZEncx33yqWeZ68BuSkpcy1R8CXfmv5PQbMApZRbpqdqoA8wCWpw6cegdv/HkAFO3Osjum3cAxxVAEQUXf6EVgcL2nhNfWnMDmN3NrYZAOr6HvQfwESMpkOeIX6slHs22fppxC/8QLgAZLhjMMCNKXPjvJvIHtcCRwFZTQpTmBZJkQjBeBpKAgsz6c0cS4/H5aKC6GSKwvwfL3JDOP7dFvPx+Ey/fOTkxNTMkflMvGivx7hMoDrzxRTVArK0T/lnGBiwHG9J4vqZni5XQuvlV8Zu2omEtBvRaHK+czxjxMZH69UzAob5TLtwMcK4Bl1M59n0iXXMOceds311qltC6U0kJLWhPOLyZTYVtMPvmmhv252+TrfOeeZVMG5SlvF/gB6qQ8L1y7vfY5CG8SVwH4RQ9oKrg9ALOc/AJz2tC5HAO4fmOih3dY5LmCbUztCLuWRcjlpz96t5bu22IqVnRvAZd2rKM7NdrIA9dl2nATD83h9v7vG672iLsQsb/cjaWtDbH3aWWAx2+PcSkm7q1PI7sGzWdmP69pFuYxiWX+ytlrs2fKrG2C2aL1fB+6bElCbwGi5YidwWdvCFrvT1qQiLamC2h45lHEvG5XLl8FlJkygWI45xVF389vWlnqcNpBrgokI4zFinyPIj3B5Su0ak2RCT22Z2jF2dkrpj5gfwzk4nJZy2XTXnNVePAKTH4H7M1o2+cfCa+gR8Ah4BDwCHgGPgEfAI3DbERBU1giUbr4boVbfD7utg/C6exQ2ejVTLfdP+yE/rcEPDVitlVbCo4VnYb26LqXFsm7q7xcwJV/b9vZ22NzcNKj8xx9/GFQGMD9//tzyuTGwB0z+y1/+Ev7xj3/Y48rKig343fah+xbWx6BDBMoMZjMgsSfFMoOzDGYf1jo2SMZgguVn1AALQwk2oJqZsoEXlBgamzCIzIBFopDiMRloiu+dP2rghs+g3oifYZDN3jPInOQ6Y7AIFUZVFm4Olr+Fs833wSPgEfAIfP0IMOEpJ8gBiEGdXG9mDBw0pbRDuVwWVGp1SoHu2Zcs5NsEBjCpa0Mg7LlUy28ES1EoApYBJ8BRgA5gh99lfsPj8D7vnTMMfqsFLoDV/QEgCNQx+rN90F4m7+m1/b4rLvxOx99qYBHqTMAbeWcBaOSNrchFhIlgk1AAecRs/xgY3zTVKKpOIHClyOS0gi3ANvoT9DNiAcQXtR9z+hvAqKxzAfBH3ACFWGWjQC0qBkDBCO7j93mMymWgDLA0JwtfrNYpdv6IxkyfKnf3UKpOganQ64YZ9euLhVJYVj/+YfVhWJtdV13npez8OMy0Fd+RfwDsKLixwx6Hy1QfWBjhMoCZ55fBspvsKu4D5CcHutJ35VqmP7t33DI7bPq1gFjO7+ps1q4lVOtLo8kHTELgXOdc4Rq7bmESAxMguawyalfoJXO9TgtkA/KYrMm1yjkGfQZe0mdmEmVWn+f5dQuqYFNjS2XP/pkCG/inktW5yzoB11ynTJb4FIB93brwOdqNODnUADOTQLU/QFibnKFrkf2m3kH3DNhi5zUZIz9SLnMeXDzuXH+8F4EnyuWZ0cQD4toRuDZnAYFSJhIwCaAgxyOub47bn1Iuq+60EQmwVl0FmVMpDpBaUB3DrmIN3De4rMsZW+yM7jszqp+1sjreZzoPOe4Af7lZC8jqH/5nNWOFdlufNnvpvhoLFMHInFEuTyleQ22n0+7YhAwssYkVYJnlMsU3oJpJE0xs4LzA9h3AT73YJyYtcf5znYjvnxfgclw37RjQH5U05VSq6jPbJz3qe6faFyD7QDNlBuyfPhN/f+wL/o9HYEIjcP0WfUJ3wKvlEfAIeAQ8Ah4Bj4BHwCPgEbgqAkNZYfdatVBvHGowZDfsNA/CZk8QdSjlxWkvpHUjPTuVDstSOKBYXl/6PqzOrunGUGAZj757Upitjq3eL7/8Ev7973+HX3/91Z6/fPnS8i4zgMXN8NLSUnj69Gn4+9//Hn766afw+PFjs8SON8r3JFzX3k0GgFA+AJJf74wGszWoDWhuSBnAwA0DFkDgxCIOC+sEGkc4zGAsf2dgK8nTmOQpY8CJgbPkESVUolDmM8kANipnDbxqsMLGXuyR90bL2CD3tXfIP+gR8Ah4BDwCHoGPRICUDMAXVIt17Fv1OxgVw6RgAOAwiP4lC+AEKIal6W9vjk2FCxxDScvvJ+Droex6AcwAAUACv9GAmwED/gAJfRYIwmveT5a3fzt/3z4/+ow+nyACJoolbiPsN7/FTPJaVVoK4kF/oT8owkn0W59AaD73NQpQHfcUABbuKuMAkb8BjNcWiwbFsYKtaJIaauzxQt8jD1zWm22BHMAcnwGYEVvADMcDeEX8iUW4IC4GgjGpETiKtbOBmREIgyhNnQoqA5f1KHF5yAi4UqoZqZara+HB4rOwKMhcLMwq3t+WO8tlyuVxW2xiVq1WbQHS/9nCuUCubWypUbC/kT36zkHTJmcA3Li+UOUzYZHrCOvrFak5lzUBASvpePzpz+rUuHZB8U87AthkIac7kx6Aelhyj+fvZtID5xzfUdda13ICZ6+7MfahofbqQJMpaBtQqZoKm3NZ2wawzmn/aCO+1KRM4kUqAbbPQn2S66dvEz+wkabeSvBk92nZbGKLfW3lsmC0WiMLEetl4gdtNQsx5H6iqGuTyULEltefWmj/MCeI+8P9C4Ce04F21VTxOpeUldiUy9NKs5Ad2WJPoVxW/YZ92l+1y4Bjfc8As1bwHoTVG8Bl8hdbuwxcPmUyiloO1iPlMtb6XDO0aWnldS4WpKgXALYc1BfGAGj7mUwEzKe9RqUMTAa22zFR+22pjBS/ihqyeIqzz8BxjofB5YJyYWtbU1wECrDB5Z7AsqA+F8ZQ9RzII5v9o/5ePAJ3IQLv/vrfhRp7HT0CHgGPgEfAI+AR8Ah4BDwC14oA1mEdDWBpVr/A8q7ssHdbh+FAeZYbUjakdKNaktXWUrYaVmWbt1xe0ox0KZbz5Wut/S5/iJnrLBSsrnd3dwNKZcDyv/71r/Dbb7+ZWpn3B4OB2RLGPMuolp89exYePXpkuZfvchw+V90ZqGDmP4ooBqh2pLBgIO6VrAM3lLeQQTp9xAZpGKBCpcSgFYOsDB4xAMtgK4+JaiHC4wiWGWRL/h4/x2NWn//ag9KfK6a+Xo+AR8Aj4BG4GxEAGACXZ6XwAyICDQA1qGCZcAWM4r0vWVCb7QmOMdGLBcUjQJffTnJmohx+tFw2i2q4AgALG9QIc85TVQgyoJwDSptyWZ+z13ov+QyQePQ3KdCm9LlTEoPqN59eF5CCz/Ed+gn0xVC+AcT4ANAZ9SV5qy+qDr9UvKg//RQgG1bH++rHoNTjuNEvARQSLxTX/5+98/5u40jWdjOBBECCOQdRsi1ne73n7r33///t+pzPPg67TpKVmHNCDvzepwZNwhQlkxJJgVS1PQKI2FMz0+iup94qlKkca2ByazO1tsBYNt1h9sXGwCkCD9hn9n1XcJn38nnDuZeDDaJyGVDKlqj+EhDGFLYBWQIsH6dCtisThlO5cCwl5KTm8+O5SR3LSannpVruEUA7A4ta+3rZ+4Dd1nk0AKl1u+znvcnrz8JlStrwGDA+Kr25fdPgz2SJIDin85XrlnksUJma23arueyWrieUrtp9A7+UW0HNPjc5EO5NDdg5gmJ5WI/b+f0mO6r3cG4BODtHOuwcBCjTLwJUgH2MMTRqp9OHqChOFPGnqdrtRa/55wQua2wgCJTznQbU5jzlHM5quymwzHcDzIH27D8K4oICU+36lA3YbyBwzYIqErgc02KTTh7FLOdla+NvS4ud0vWoTAAog2kcb8Ay2ZbYGP/4bq7XbFO5zPrkbZTLsR/0IVmzEEyr61ffE5XBRfWhR+UICOahNBXnc0yLzfnNMUqOfQJf6bedq8kJG7/CbvlMFM4AZs6VY35ytHUIEjekkq5VK7IltcEVmCJ7ZLIol1UmSN95duzlt4JzHRvxuwBIppyRkv1bXxnTI3gulupa1yXjFOcuMPkELrekKydQwupI67OOtdX1G4BquaNL/VWmDUbE09wZf9k1/8Mt0FYWcLjcVofDO+MWcAu4BdwCbgG3gFvALXBVFjgmZVxF6dryW+HF/nJYOlwLa0eb4Ui1lxuNWuhPZcJMZjTc758KcyMLYXxgQim6Mlf19W39OQDlgwOlBt/ZsVTYL168sNrKwOUnT56YiplobpQiOKeosQxQ/uCDD8Lnn39+olhu6518B53DWU5EO444HLGJ2qeZNnBbDlo5anFK4EyhXhvqn5wcVSgC+JsUkgBiVMq8BocSsDil+6Zg5u/mfW57zjz/NoqCd2Au/0q3gFvALeAWuIMWMLWbYAwpcEmHDQQBLuOYBwyZ2lCQZHggqc16XSYAAAJK9oFjUlk+F1SmzjJBX8AAAruGpIock7JyQTBsQVCMPpP1A3DAbzqQw4CGXn9yH8AhMAAgjs+hYgY4R/hx8pweA3Lof7sFSgC6sYd9h76H/vAagzr6m8/hdSiCM70vg9vrslf8XL4f+P58XbV0ZbNV2Q5FJw2bAZQB8ShUUaUCnF/VOBeAUla3VecEtwD2olR/pMXO6LFRfR6PnW0GwQR6/qJc1tyHRhAfTO1YyuXermyYyKgObm44dKtG67QyEE1qy6QHm2BZ/fsrYzv7VZf6m/kxpWSYS9NHwFGEefx9Ew3QRlYh5vGkxc7n89YX5u0olpm7A8zepHGukp74QOcpynVSRHMOoFrmXCU1NnNdrpNctsuCA6gbjvo/CTqQcnxEad5RLGt++zZgubX/QF5gNeMI0I4tud50Luh8IFiB+s8EfXB9o7HluwnevMj8mM86LCqoQorobX0WsBCQzNx8UMEeBID2Ns+/1n5d5/2YGps1AnCbcYV9I/gjCdSJymWd4oKxnIdAUs7JV8FlUsundJ30SeUcgw+KGm84pjHwh+urU+sPru1kjSIYrfvdVxSkYX1QEI2tbXRbVc1hxgDGQJTLDAedyphlNZcFZ4G9wFhTL+tJS4ttYyrjqzZdD2ebnjYFsGWe0PMdZE5n07h+rHOkwZcI33bqmsVuXDNWc1nXTStc5mWMf9iHcZnxEfvofxu3uc/jqJlZ//VnlBmtR/bXUMDxQ7lMHWw+v/W48D6Uyw2B/LrUy6FHvykCyx3qkyuXzx5N/7udLfDqGUA799r75hZwC7gF3AJuAbeAW8At4Bb4GwuQEvtQIHlZiuU/9pfCiuDyZnFPi8Jy6OuSYjkzHO6PPQgPVWd5UimxhwbG7lzavPNMxAIcJ9Tq6qqplP/973+fKJWXlpbC/v6+LaqHhoYC9ZTn5ubCw4cPLRX24uJimJ6eDmNjY+a0OO/z3+fHcMqsCSKj6liTI45t40TxUzW1AVAYJxVO2YXJnDnKqEVIWmxLEScniznN5JAgmh/nHeoLHjMVht1H5dT6d/K699n2vu9uAbeAW8At0B4W6NTvE0AGUGsKVVIr67eQ30igImAE4EzKbBSB/J7xG3fVDYUfkAi1JdlDnqrOMr/RfDfAE1C1OD1oKZ5nlOZ5SqrLHCpL9QXQkUCEU4AArD4LFZLHTl8DJLbXGHxIoBd/0/g89j2mFibgLAakGZgQzANoAbWBLIC6Sak1LWX0VRvnNZ9HEBwq78fL+5ZxBdVqRUo/MqYADLHV/GSS+pi60agbX9eY91iGFs11gI3sK0pAwCVqZmwCuD/bADxAn1O4LPAvgEZrAP0FihpSLvd25VSXdzD0DaRDpl9putO5MNA7IKiTFt0R4XnDU4tje1b5yXcDlldWVuwWgDsyMmIbYIr+nvce3neVLc7lI1wGNNMXABb9wWYRHF72e1F5HgqSAWpJI78ilfKGzgfSmOd1DXM+o7bnXKCuMufDnIINJpQGm7+BoFzXlkZZr7uqxmEk7XZXZ86UvPQB2ApY3hfw5jx6vla3vqO8pbwMAZu8DzDM61/XqnoPY9K2gh4A6IwBvA9wPqqxjPuMVTfaDE4mAako/BkfSsrKdVSg7A7160/hsk522Vw1l9OvhstcU5wXpH7ubSkOzNhMPfV8CTWvAKd2EwU44+SArnEAfaJcfr0NL2obxlgyNADvWfug0+W8Qh3cLbQq8bJd6ymlxea8Zi1kSl8dE44L53+yMd4KFGs720grDaQ15bIiUSyLhETupKCmxjGfR3p1IHxfE/5mZDvAewyIYFTinCAgiFvGLYIvuMYtO4NueQ0BDZx/BA0xJvYpKKg7o3NP/ab/aSmiz8Jl++3Q++rqT12/i8eppnLZ+izsrWPw8qh4di/9b7fAu7eAw+V3fwy8B24Bt4BbwC3gFnALuAXcAldlAVZ8imA+rhFhrNq2hd2wIrXy86P1sKmU2KVqKfTI0TTUreh6qZbnpVi+N/4gDCstdle3UoMpVfZdbqgscIrFNNg//vhj+Pbbb8Pjx4/D+vq6qSDY/9HR0TA1NRU++eQTA8tffvmlwWVAM1HXNBbF3k4tgIMHxxtg+U85ZFe2AMyJMw4nMfW1snLSxFqFH84NhQ/nh+TMzppqGecKygocLli21bwnrqzmnZO/o8dUD5w+dtonv+cWcAu4BdwCboGbtgC/YwDREQVSURN0XbAJAAl4ReGFchknPLBEvneDFqlrqInL7zJQ+9lakgob9SXKMiBGWs5/asLen8lZsNf4UEZBhlInqt+AFRqvO3em03zwFc/ae206qnsGEJp/ACAol4HaF9jal0oC0egj8AJwxEfz/QAzftlRDrJdB3y3jp75h2OESg+YiGoZKI8d+X5SDk9InUqdZdIfA90u0oBI2DunetvAQfYNSMOxyPQJlOl8wDZnGyrgCJdP02Inbmw+AwhfVQ1W6TDDSGYiTI0rUHRoUFaLc/nEhmc/96J/nweJgbibm5vh2bNnphimf6SkZn6NYjiXE/gU4L1uBXNdsKxQKITd3V1TL6Ompi+AZebw2OtN+sA5z3mICpjj/9uzXZ0Dh5aNB/DHyWmBAgJok6oXDlhenM6Fe9qAywaUda4YfNPtVTcy+vQOJsEKnKumJtV5wDehsN4VGAaUApI51wDCsaH+fZWCOQGbyqzQBITcAqaB5AShEChjqbmvYZ9i/867Zb8AsPSdTAZcM7uH1DFPav8yvnIdxNbZrWBVrdM4F4CmrQpcXgNY7unuMeBJumka784rkwQBBQWuRVICqGFDAl/5bgOmWqdcFVxnPGFcSEr/CCcroxjHE1V6l/JXp3Qedsa02CiXNRZwNZ9AZQWXcMzqgGX1t1FPUphbx/WPgVnGUb3LUmOjXGa3Khq1BXJJR80Hcp5iJ6A8wSFpbYB3YDZN5rVgJH6vGKfKQGk9bv1XoAGpwzklUL3zPFmrTOmtsQ7bdevJlPrPMbHP121UlB+zD+oHsBvAfIx6uxvgrVt9Jrpqb26B22ABh8u34Sh5H90CbgG3gFvALeAWcAu4BS5kARZ85XJeC+S9sCXF8vLeclhTWuyd8lEoqs5yrxTLI739Yap/PEwrDfaYoHJOCuau3rubDhsHVKmk2tOCyigcAMsolP/444+Aaplay7G2Mun0UCwDkT/++GMDyh9++GF48OBBmJ2dPQHLHIzznG4XOkh35EWoJWINLhyvOB5WlDIQZRSpN7fl5EIdhWOZVH6mfpBzCofsjOoUovIgbSBOK5wrrQ1nknnKWh/0+24Bt4BbwC3gFrgFFsAxD4AC1gJBgMixTmlZEBEFGMpAFI4ADMpAyP9+pY3vJeCLDCIol1ELA0+Yu/C9pMLmNxh1sCku1dezCuG/B7r2a33hfqP8Y1+T9NqCorKTqaQFSQArPE4f6bP+tAbMYR4B2AUyXxXcOdtpQA2A11KIS6mMWhlYR3/4To7ltGwFTBwbkppYNrxoYx/TUj0P6jwgDTkBBsyfmDtxLgAIAZfsZ+vcEjDWWkM4SSkrNaCOYU19LZcFwwoqN6Jj3Xks4JjKtoBlene54/O6/alW1U9l/WG+/OjRI8v8Q1AmsG58fNwCMicmBLgVmEnWH+bSAL6zcO9133GZ52J/9vb2LOMQfzOHHx4eNsD8JoAbSJmA5bId/zVdM+s7eUtfzpyX84+5LOpkrh3Oh+mxZE7LNcQ5clPNMg8ouIEsQJxPOiUM8LEP/B2DPRl3UDFzffEaMgWhOG1tPHekdNiAW85H4DTvoV44YxfBIMBlxrQIHVvff5336SpAHbiL6t/6oAfJggCI5XhZOn3tdxxjUeEaXNa52Xo90U+rYSxlLoCzS2MRTeaybAKsWdh3lMs0QHysNw1k5z6w9Coa+8Xns/5hbCAtNtc/WRM6BYyJ9e7t7DYVMcrf7phuXq8hnbVtgFmNA3WBZeD02cYQCgpGuUxq7E5eUk5gLmmxjwHO6gjX8IlyGbgs+3Ddmk9B/bGAA50b3BrI1xMRjpPeG5UzwS62FswraCrfG0aVVr7eoN43cBnlcsYCPv6aFlvwm/7r2NX1PY1qd6ilgMt6/KTm8tm98r/dAu1nAYfL7XdMvEduAbeAW8At4BZwC7gF3AJvaAEWZAfF/bC09SS82Hkenu6vqM7yRsjXK4p6FljuG1SN5ckwrzTYC4MzYTA9pEXlzTlD3nC33uptMQU2KfyePn1qKuUnT56E58+fB2oto8BgQY9D7P79+7YtLCyc3JIGG0dZVCy/VWfuyJvNiSCHDkCZ1JEolHHAreGQNbWyainKWUBUPsoe1Abjup2SU5a0m9Qr5HFUFdQb8+YWcAu4BdwCboG7YoGoXAYgAA0BNH2CCDjyLfWsHPXUNSV1dhJ8dXFQ+Xc2ImUqgISUywDlFwLLL6S8BJTy253LCo4JcM6rxvLseNZ+j/kbxeVNNGAKYBtIA7BBDQlgByChambuEFOIA4+wV1H7k0DwtGU/uY5+cpy2D4o2h3mudMjYjv4AmnL9fbJVf3gwO6ja1DmBNqnv1OeLNo47YBJAHlOlA7ELxaTOK4o/wExJisLW48D7aIDS1pSyPFZThqJisWCq4SMFT6Io5jEl0eXpK2015d/e2tqyVNjMn3/66SfbmFcTwAnUBSwTmEnGHzbm0SiI6fd1NJTSKKYpZcMGLIzKZdTLfC/Q7DINUGn1lXXsUawzp92Toh5VJlB2WnNYoDK1lZnHspGNZ9gCMy73XZfp16tei6IWuGwKW12/BuUUoEHgCufUc2Us4JwCmgKQeR1As1XNHKEg9b939D6CKQCcZCXgnGX/AOekACf4hLHtJhvXAOm96TPKf24JUIF8cm0ClgnOYMyLcBmA3Ket+xzlMms5ai339CgbQvP6UoyGfQYZC6i1zecCVoGmaY1XgG2+N47hV7X/1G/uUz+oK19WBgK+09TxgsU9gqxplMvNtNhAXBsPdBwtPXYEy8BZXZ9suhjp9En3UC8jVjb1ssZ+6hujXEYlTJ1jPofWrT5w7dg4Y3BZpRG07zzNucD5w3qPwIOK3qsu2HnQ2UFQFMFRSVYOjgFj5mB/2aA/6eX1SkF82U+fa2OYbvk+M72ebjTBco0+1RQ005DqX++i8rLumk3ooze3QDtb4OZH/3a2hvfNLeAWcAu4BdwCbgG3gFvgVlugKoi8k98JT7efhj83HoeVwlbYrRVDQz6wASmWJ6VWfjC0EBYFlscEmAf6+gk/vtX7/LrO4/TCIYYz7Pfffz+psczfqJhRNOOQwgFGXeX/+q//Cl988YU5xQDKsW4bjoro5Hvd970vz+HoxYGwIcfbs9UD1SXcM0ccSgmcM6iPcCCj4piV4wulDxv3cVKhmsJZlChabtZR9b4cI99Pt4BbwC3gFng3FkDVlaQNTWqEAqYAM9EJD/jZ3i/ZY9Q4Rhl4Va0oJ/2OwPI6imXVil1RqYoNpZ1GdZYolqV2VL3ghcmcwbKoSLyq7/+7zwEdDGQSlfSgpU5N6rhiG4AuQM/qe8pGqHsBezFLSoT2Z7Od/N13XuR56iATHPdUc5pnyr4CZARcRdXywuRA+EDlPIDczG3+XtX912+Nc6LRQp8pRHu6C6a+BGgCx2xTHwjKAwA2uZd9CPPPmFLW6q8KIJEeF6B8cCC4erAXjvICzGUFLOi/q26kn15dXQ2//vpr+O233wwsk/lneXnZ5tFAXJTKi4uLpm5mbsdGv2Nq76vsEwGh7DvBo2Ql4pZ03NiIeXuEy5dJiw0wA47FdOiUeOEaRQXMuQlQppTLg5nBMKEgSQIyCNQg3Tm1ed/FUgrYyfnIdY2SGTUvNd3ZlwMpSDd1DgMGS9QLFyhmHALAck7zNw2QeiCAzvm+o/1lbGIOH7MvAM7JMGQBKPoOHdIbbXwffe7X+EmQDrcGkfVEXf1kvEN1beObxlLtmq3rUN8CkFvPAc5JzpE+1VruaQk8AMDzGdgK+zHmwNA57gT/EPCBYvqq14GMZ4wLfHZB36tdScC+JMbpTqXF1n53S/VrymX112C4ji3ppFEeG5jVsSWopFZX/mrUy61wWUeqIQUwguWaSmZ1CSiHCsplbbpP3XYk0qZcbsJlaiOTFptayXwPsDvC5bxsxDnGuU4deY4NqdMNumtcZyzjXEIBT7AM6mrgMg2ob3A5naQrj7as6/wDLKNcrldVc1kOC7wSpMVW7+xc5v3e3ALtbAGHy+18dLxvbgG3gFvALeAWcAu4BdwCF7ZAQwvL3aOtsHGwEVaVEns1vxl2y4ehplVaulvp2lICe5mRMJWbDJMCy4PZES0KM1oknkY5X/jL2vSFOJxwuEXHE6pk0l//8ssvBpcBzE+lXl5bWzO1BZHapPO7d++eKS0+//zz8Nlnn4WZmRlLrQdU9hYX+KSMbIS84DGKKJRFa1Iro4gi5SYpJHHM0fqU4m1ITh5SYKP2QVmBQooUgiNSLHtzC7gF3AJuAbfAXbeAQUHBEBS6bEAElF+owahNiRoO9SO/rVfR+ByUhwR+AZaBtQR94fSnZfg+BXhRlmJGv8n8HqOevskW4RQAdVDgCkVlGUAiEIG9KtoHgB6w1Wof7xRPoA7pY5lfJOU0EqXmVfT9xG7KxAJUxH7AZuAPcAkAP9FMIT4mmwHyLgOX2WcADHCMzwLiAciYq1p6bO0rx40NoBXTh0dbsY/MR9mYtwKbzFZN9S6AtSAVc+1M3dWrsA2q5VhjGbDMRuYfAjSBzjRUxKTLpk9AXrbYP55D1QxYSgIK375XwGRUy2zcJ5CUz6bOMsGipMbm+1rB4t99K+cf59zWnhT/CswAzALIAHpct2TbmRlTUIYU/1xDpGjmWL3Lho1JO4winv6jWEZhihqZ64prH9CX0nx9devoL0ERIznV2lX/CaBARQ9Ip860QUG9l+fYb4JfCKYATHMOR7XvTe03+8i1Yspl2Zxb/tYlpX0W/CQ4Q+sSoHhJCmTFq1gjcDilDcAcm6mWdf1wHQFU+WwaAJWxhs9gbKahjmZ/gb8GT5uvtSev6J8E8isttuzcq5rPlUJN40FDYFWAWwkIOqRc5lqPASUdEG8BaNJZU6uYdNINjZ2mXNa131A67dYz8lh9BtKiXK7pnEC53AHEZYtpsfUObJEW9AW8s6UE5hV5rnNIY7Hsy7jEeZXXGq+hz8H+nAdWM1r3+ZvGWEZQw4Fey28O33nSBLGj/dkfakjTjnXeoqSuarMU35Iro1jmF5Fz+Fj1p725BdrdAqejTLv31PvnFnALuAXcAm4Bt4BbwC3gFjjHAiwmC/ldOSq3wurBani++zyslnbDzrFqI8nZku3qCUM9Anu9UqkILo/2j8lZMKpF3kDoUKqqu9QAy9Rfow4cigrSXgOUqQ9HnWWcX6gdcEDh/CKF3wcffGA1lT/66KPARhpsHFMOlk/PDJwtRKPjuMIBhbID5ytKB+5vyyGFYyublnpF6SNxluP8RVExpXp0E7qPE/syNQpPv93vuQXcAm4Bt4Bb4HZawGChADMBV6gAUeUCMwnSAlwQdFWRo/9tG454wNCW0m0/l/L2z+V9K1nB9wECsqIuk4Ji81LgAsi4Tw1g0p++ywYsItUw7IbU2ABdwDNzDcCRKSkFfEmPLdRgyjmUdMA+bBrBxpvuA4AXqAiIA8abYlWAEVUkaXhjfV3qLPN99Jc+XqZhf5SivJ9jvbXXa+l2+ZSqgAz7SDYYFOcAm0T1nih/4/cASpmXAn8ApwBVwC+AFbhMJh4eu6rGfJrP3N7etuw/KJV//PFHu39wcGDAC5DLnLpcLtvXcgt45r3Mt5mHkxWIkjNkAxobG7P+v2kf2V++Y3d31zb2G3hNA1gxr6dPb6JcZg6LepV5LaVeAK1cU6SetuACXS8TUi9bSRddN5yj7dQ4L8kQRG3otM41sgOp+zqvpfDW+bWkYBMAPPd5DecwimeCQtlXAkZjIArXItcVATE57b8phnWffW7BhTey+1wjsS8lldIhRXWvldNRCmUdMyDmoY7bgcYE9iWrwA8a4xo1lbu71W/BU84dgHOyoWhOrjMgJun3Sfmc1BTGNoB1NlJhq87yNR1r+mDKZanfe3sUYCKNMYE1OkKhmiH7hcCt1ukoidkHGyR1AFAcA5cNxmo8SeCylMJSLp+clTqIlhZbt9I0m3KZ13eizNZmgFnDRZdOEuzU16c1mtbG/RpbOjp7MKGdP6VK1cAy6z/OHRqlDOI5Qv+79AfHIZ5blvJfv0WUaGhtjF9sHINYQxpYDSSv6f2NqjIyqHa8gWWruSzwzJjGSXe5Ibf1a/2+W+DaLeBw+dpN7F/gFnALuAXcAm4Bt4BbwC1wnRaoVEtyhqwqLbEA6t5KeJ7fCJuVo1DAEaWo5xGpluf6hsJsWqplweXB7HDoy0hV0HP3VLk4wlAlx3pwQGVSYFMXDmcYUeosnoHKqJVJgf3ll1+GxcVFc3oNDg6a046Fr7dTC+B0QQW1JJUyzldTdcgRRYQ6Ef844FDaAJQXp3PhnmoSolqmVhvqDpxeiRLnxO1x+uF+zy3gFnALuAXcAnfUAsw7UNyi/iP9NapC1IRAX6AJUKRCutK3aNS2JLXrvn6TY7kK4DLAUk8ZJOL3eV7psO8JLM9LuUx/rHbpW3zvVbyVPmAXFMlAi0Qp2B1WpLQkTfWmYPn2nuoLCxwBZgHOBLvdn0nSFb8pXAa8JXaTclN2ogY2GVj4TiAVqk1sFst6kBaYxy4LlrGRTgHbr1xHSmq+hpSmSZp04BKgj6CAXdW83RbUBmYxXwJstTZTcAoyMYelxnGEyTE1NJD3KuEyn4diGViMWhm4zAY0BnCT9QfIXa0qpbfUw6iYAb3AaFTNz549M7jM39RE/vDDD20OznvftPFdAGU+k437PEbjc0nNDcB+E+VyUls2Cc5AtQwo4zhwblJreWpUKbc1px1oQtY33Yfreh/XEYpq0hSjNiZIgSAWAGxB18ymAkHt2tHYQ/DCgKAxvA5VKlCZ5wGIqE+BqWQ0ICCUjTl8BKw3zfjsvNe+dKgP9C2boQ6xlLNaThhcNjCcpGI+knR5dFBZBbRfgPRUj9TWUiqjmAUutypno3JZnDYJYtE4zFoHmxEQxHVIYIGptS8ZTHKRY4wdGUvseke5rH2iUXNe9Fj7pn1Euax96EkpoEXHF1sAWk25rONKauuk3jIgN4HL9iH2jxTAOsKmXNbbqvrd6QIuo1pm43v0P8bCFrHmcl/69Po8lnIZaAwsJtMG9xlvCSQmEIisDvxN7ea6BlRewxhtymWNodUzwS6JClsBQRrHWGdzDJEp19SXqj77uNptv48oruHJddmh3tD1TUYG4Lo3t0CbWsDP8n0X8AAAQABJREFUzjY9MN4tt4BbwC3gFnALuAXcAm6Bi1ngqLAfNvbXwoud5waXN6qqP0YSLMHlTLcUpKnBMJcZCzPZ8TAuuJztGwhddwgso5DAuYQjLNZX/vnnn8N3330X/vzzT4PNOKBoOJxQT6BW/vTTT8M333wTvv76a4PNLHa9JRbA6YrXiahzFDU4nQDLT1cODCzjgEV1hUO8u1vAXs6nUTndSH/9weygtiGrrZyVYwbHw5s4Y/1YuAXcAm4Bt4Bb4LZb4ES1anA53UzBqhqhAor7+a6kzqec/RFqXHZ/o3oPQBrLVawKkFJnGVCBOhEoBiAjre+klNJA08ukdb5sny7zengJ8wTbmgAFmwF4ULWRnrqglLGAnw7tF0rjaCvmHgBAAM1lG2AZiGx22xPElr0AzIB/viPd25eU9tC8hmA51Ju9LSl2L/N9QCHSFwPogMmkGE4ATafNs1ArEghAFhiAFgpn+tAq1+MzUP0BdIHLPA9MjumhrxIuM6cGEJP9hyDNGKi5qrrLQGQg7uzsbJiamjIzMMdGTcx7COZkLs7fUVVMX5mrR+U16uI3aWfhMvsONMQ2gEMCRFEtM9cHNv9dWmz6hZktna/OL44BgIxzgPMD1TrXCtkFUC1zDgDU2rExz47p9wGiwPL9w0TNS4ahpJ4wqdOT/SJzAQQPoAxM59xHucs1x/sZNwDQQOY+XZ/vqunQ2vEFvnLNEHTBfbuWtC+McaS0JtiV9NiKsQlpdRd4OaBADM411n2cJ5wf/I3CnXOR80YsVNCUlNiVRHmrz0T1zXWIPQ1k04lraOwDkDbDGKZbGDbHp6HrutZQ2m4pl015rX3hXLZe6JgBcy0ttjoPJK4LvsZNT8pgKMz1n95A2JKwrZTL+ltjD2mxa9qSeshiy+oDtqIONddQa2OcBShzXnD+EBiV0THgOuA4sGEr+mwps/UdBAFxvyCbMq61NiB2SqCcetippoK5AwCutSRwWTTazj9GPvrfOCZ9N+C8onWkDqqdDK2f6PfdAu1hgfb8VWgP23gv3AJuAbeAW8At4BZwC7gF2tQCx4rmrVRwBCjt4d5yWD5YC8uFnbBeOQxHtRLrytDf2RdGejJhqn88TA/Oqc7ypBxWo1oo/3Xx2Ka7+LfdwqmGkwtFMg6tmAqbNNg//PCD1VpG2YBDC2cCTgWcYYBlFBRs3Mfp4GA5MTcLelI04kzA6YqiitqAKIierR6GFaWmxPmG+gGVBI4FnAykizytrzwQxuSEo5YizmFvbgG3gFvALeAWeF8tgD+cNLUAwzGpIHHUb+52ySFfSRz3CuDiMeDGoNIwXxb6EuRFCml+p5c3jsKL9SNLhQsww/GP8pI02GQUmR3vVz9U7/IalHhXcXxRSALCSUkN+AFmVAUu6K+lXNW8j5q4ZEtBmckcoyrAMpJLGwgDNPO+i7REQV62ec2S5jakwwYsAkpineUZ2Yv61ChCs0rHe8GPfu3X89kotAFX7C91Y/nOqJ7m+HDszjb2i7lqVC6THpp5cFQuRyXz2fdd9m/mzCiNKSXzn//8x9TKzKuZY/N9fP/MzIylu37w4IGBKfrAPJzMQUBdVKPMzXk8pslmvk6fuZ2fn7d5OZAcyHfRBlwGKPNdbFG5zPehvAQaApaZ718ELmtXDYJh+1jqBZUmaZIJdgCwUt6F8wDIzPG6DY3ghQmds4vTAwnUF4wlQBSQDCQk7fcTBYtaBgXtL3P7HSnn2W9SQgNxuQ4ZjwjcQGHfDo3gDsC3BZQo0wHXDWMFASjsy2GB9YkCQ5RSOiNQOjU9FT7++KEFZHBec+5S/3tubl7nSM7OU2ocFzT2AqgZY5JMTALrOtZJCu7L1Ve/jJ0ICABex/0BNidBI0KrLMg6BJRV2qqzk3FNx6A5AFGn2NJia5xIlMuCsEqJzYbqWQcxUTcLNFv9Yr2P8a6h13dq/UaNY6gzyuEeKaMZV4C9Z9fCwGFgMZkVWPcBolNa+3FdsPbDPozBvI7MC4zTjGcENrCGtPfpOY4ZjevUQLbVd05rnO3TY10GlyuC0R0VqenVTxpwmfGmWitrXVrWLgnfScltDg57hf/jFmgfCzhcbp9j4T1xC7gF3AJuAbeAW8At4Ba4oAXKZSlHd1fChtJgL+0rFfbhaliu5cNeh6KRVacoo3DlodAdZnoGwszgdJgevx/GchMhLdVy9x2ps4wjjZR9OMAeP35safu4xZGF2gLVBAtZ4PHi4qJtpMLGGYZji9rKpM/DIeUtsQDOFxwCVntwW7UH5ahe0y1KZVQ9wGYi5nGOjspRntQizFjaSOAydZWH9fiAHA44Sby5BdwCbgG3gFvgfbYAUBCAMGhwOW3psNO9eVOhEcwF0ABuATZR7AIarO6u7l+kAYT4jf7j+Z6CwJLsIoAWlLKkvqbG8sOFIYPLADKCwtq5oUbGZj2qq8o8AnjBnGJd6kvmIUD4clWARBCDOsykF491pK1ms/b7Ig0wxVznqWz2ZGXfSn+QqQXgQy1q5jSkEZ8XmKdWNqnNr6L1aJ84H9hPajqjDkQtyjHrk4J0TPMo4MzZFuFyVC4Db6NqGciKcpk53Ns01J0AYVJfM5/+/vvvLVgTNTLfwXczp/7kk0/CP/7xD7uNqbGZc1NjmXk10DjOw1ExA6v5TAI+gdQEd/IZH3300aXhMv2IcDkql8+Dy3+nWsZOqJNJCw1sXdJ8F8B8pL9tniu4DGCNadG5z/l1G1q31j7098HckCCrghikwgXWRSXqlq6l33WeZ7d6bM6PahnozPuAhiNKAT+usYLxo532mXExKn0J0GB/gLEWDKvjdij1clHjw3CmVyA5Gxa15ssXimFh4Z69DmVuToEHC3MzpnAHbJaVFSGv97D/KG4Zb1Iae7g+US9fn3K5w8Ya9sfgsiA+3811nih3BYgFlwNQVf0ENOsfU5ubclngta7Amoau2aha5lakVi8jvbT8AcBlfRqAWcOlJMwol6WK1riJrLkHWC+ojGr5pK5z8wSH8QKHUSAXJQev6L19jF3qL+WOKBOAfXqkqCYgmd+VWGbBzjPZkmwT2LWvJai9W3A6rfrO2Wy/BYAwxte0H2V9T5fGvW6Ny9bou1Ji14DL2nrku+A6VyXqZg/9xi3QPhZwuNw+x8J74hZwC7gF3AJuAbeAW8AtcEELHBXlqNldCi82/wxLRxthtbIfduqK2NbCK6soZ8DydHdWdZaHw3RuKoyNzinSePiCn97+L0O9gMMKkPzHH3+EH3/80Zxgj5S+D+dVTJNHhPr9+/fDP//5T0uDzX3AMrXicH6xUPWWWIBofRwBO0p3TU1l6jU+WtpL1MpyeuM8oOHQwUlOCmxUUNyyoVbmuaiIuqBfPPly/9ct4BZwC7gF3AJ30AKgToPLgjblStoUgvxWohBETYYyDLBMSmQUgh1AH93CEf6uoRij/vDaVvKbDSjFmU8DAFAn9p7Uiw9UrgIFLjWDgRft3AAsQC3UbsCKXoEeS80ruAu0AC4zV6nV81aaAyBMnc8klS/ZVC6mhMXuW4K5z9ZV8kOZWfaOSqaEBJig9p4aI3CuP0wJMqNivarGHAlAA7xiPzmGBBigvtw97LRAg5IeAziHlq9thcsoMAmMBNqSehrISsAlc983bbwXcMvcGjDM3Joay6iXAc7MmQHLDx8+DJ999ln4/PPP7Za+0HgNwZ78jRqZWz6DeTowGPgcMw3FrEJ8JttF1cutabH5TFTQwEUUlyiV+U4+7yJgmT6jsiQ4YVXXD8GUnA/YHuDFeUCmAYIM2Dhet6nEy0BWqY51zeR0yzVl6Yp1nhGgAURd0nnPWMP5xz5jRxSpgM4R7Tdqfeb6nPs81w7jBvanP2mNnyj/UfjDTIHLBAmwFVV3ud7otfNhbm5WTLZb52ZB/U9Uulw3w0ODUrkP6p0dUuQqnXZRinrUucBNraFRSJMS3NJi6/uua6nIeM/+MC5jdzJNJN8FYGaT7bWetw3lcrNRc5kU1w2NewBmtprAcg2grNvODlJJ675eB6rFRqzxUC7LaKZc1jfpu5XmXSpibEK66tbrhnOEcQnbco5wrcj81k8CEAi44XxhHzi/UPUD5ekmr6XON79NXF8D/VIpi75xHvUoNXZa3wn855o9Vj/r2peyjltPRZk7jIInr2UfUC2z1Xv6xMyTOuHRDn7rFmgXCzhcbpcj4f1wC7gF3AJuAbeAW8At4Bb4WwuQDjtfPAjbh5th9XAjLAssrykd9n6tEKodqn+rVV0uJWVBSukPs2NKhz2tCPQxLfpYRLdnY/FL6qvW2/Pu03ucGzjScEzhxKKmMhsp+3CGRbDMghWAvLCwYFAZhQQOMcAyzrG7olZmoY7/kVv9/9db2eu851tfH33MKHhwICRpGUtSQclJqBR6qJZ35fAm7SZOXhy8OJ1mx7OmFJrRLc7XCTnecDJ4cwu4BdwCbgG3gFvg1AL8zgIT+Y0EjuaU9hiY0N2t+UxVcFlOeH57d5XaOqZ8zQo0vI4u8zn8ZlOmYpl02IJj6ztFg9R88+BAApYJ/KJe7OgtSukbLZekpm7WHpYNAfHADtKzkt6XeQv7TwPKANOxX2W4YaAD4HFeBpVYaxm1JnWpUauiYCa9NjBpXIFy1KeeGBJcE0C5SrAc943PJO0ucJnjCNwDbhEYwMZ9asm2fncrXI5AlrkyimXgMrdvA5f5DGoqP3nyxKAwYBglMkCYWqkoklEaA5ZRHpMaO4Jl9gsFM3Ns+gHopr/MQWOfeAzATKPfqEh5D/N/AkEjlD6bmtfe0PynFS7zWaTZTurF9hlU5vMuM78HTu5L7UpNYtT/qMdpgDLS2HN8AKwRojW70fY3jDldWg92pXQNDHYa6JvVWMD+kR2B6yeBqYDl03rvAPU083ypnk25DFzWNfW6seimjcF1zfgJ7GfsjBv7dkRa7EpV553WwwKnpEhHxVvWupH97tJ5zLmMWrc71Wdq3IIBVOoDC85qTCH4gywFHPMIl68LrLemxeY72Tf6mcDgBC43DDA3jwEHlrWexsKTtNg6h4GwlhZbquVaTfWJBY655TG9UluHBatUlfHhWDar6T0ogAnqYL0MYDa43ELRGWsZi7glUwTXLAFRQPBTuJyUcWA/WB+SMpsaypQyYFwj2xXHJV9U8M+AnlP3sX+89tPpTCgX8uqrlNFlZQzQsevW99AsLbb6j2oZ9XJd+9ap504R+02fef59boFXW8Dh8qtt48+4BdwCbgG3gFvALeAWcAu0kQUqpSNFX+9KWboVlndfhOf5zfBCNZZ3BJaL1VLo0aqtP5UJ05mRsDi8EO4NzYUJweWc6ix3tkQ8t9EuWVdwPOF0wiGFo4j7rVt0VPEYz6OOACKTpo+NVHtsKC4sIl3OhMXFRXOCcUtd5fv375sjbGRk5FKOp3az1dn+AIprcjLjEEk2alTF+9wmtfzsOb2uGv9uvgdnLa+3mmNyZuJkI8rcVFRyvHIfJwcONtJpApFxOE2OyPE6kpa6R2mw9VzGHOFne+d/uwXcAm4Bt4Bb4D23gOZmBGd1qg5oTb+51DFNVF4CoQrcAu4Ae7b0m4siD6h1HF6vvgWwrm4n9ZWfrx1YOmwDpPo95/d6XirlD+aU/lUpsQGlt/U3mnqvzDFkQjVgpUCyVIUEwFF7GXCB3WhAGSDtzHgpCXoTJAZAtTbmQoD8TSlUX0i5Sa1Z6lWT+jXT22NznPszid2Y7wBSrqMBkegbEK+gtLymujSoLLWgoAxgBmjW2n9TPPee1lxmvgu8Rb3LvJg5cgS5l+0z0BZYC1D+7rvvwi+//GJBm6iDgUEEZQKV/+d//ucELg8NDb30NUAjoDP9AhZT+xjAB7AGXFPKhvk7fY2KawA283S22dlZe/2rYB77B+xGXU1/6TdwjO9h4/tb1ZcvdfDMA1x7BChYkIEAM3YnywCqVYIMhpT6l3MAdeZtbQRYMKZQc53LCDD4TGMGtdlR/Zcs5bECfI+lkNX1xf6i3Gf/AesExtgb28QA7A+ZH9gPCzbRNY8qG8BJ3WQgMfuhEUG1lzPaL4FWBTAwPlAzmJ2hfnFduaILei824P0AUexD2npSPHMO2DgtQM97r7zpIw0uo1yWzQmmoRSAfZX631Da6rr63jjuEh5WiuwWrApcTuoukxZbGwHaAGbgcr1iamWgbF1ppbkWaSiXgco1rfW4TVLJJwEe1KcmSCNedxqSpDpO1oNHGpdQLusrdR2olrUgMufFsMYuADy2oc+WFlv9x4iMswQvJMplrdt1f1hwmaTWpOJGuUwgCNdrTev6mq7jhpTLwOU+vTdpwuKCy0By2xftW7eCBry5BdrRAtczU2jHPfU+uQXcAm4Bt4BbwC3gFnAL3FoLNFAsCyxvbb8Ia9RZPloPL4rbYbUhhcCx0nhp2ZnTInSisy/M96vG8MSHYWHsvpQcw1rIvd5J+S6NEp1LOIvYUE4AiVu3+Fy8JQ0gTqXoXAI404jARv2Ag4o02F9//XWgxvLo6KgpGiw6W864u9JYvLPgR90CHOY2uZ/ctt635/VaVBq22f2aObZ5XaKaqVm6SRyb1IFMHC0dVusQ5zRpNRenc5YqD0cVNdxwiFg9MnPY3BXL+n64BdwCbgG3gFvgaixgWEL/xFS7/UpTC7QA4gCJAcz7h4Kk6ZKc9b2hJKjZ5AGv7AAO/yXBoV+f7hgkpZRFUYAUBS81e/m9/nRxxMDyUH+fwe1XflgbPwFQxVbAPexnil8BDYDzn91KCa25CmAe1SlzIkARsJB6zKQEpt5sKxhi/rMlmPx87TA8Xz8Ia9TYVZptmAWqTUp9fKg6tdxiR0DTdTQ+F3gFXAaQkY6ZRv+AMuwHjw9kVedUcIsGEOtNae4lKAO4jXCZOTCAmUBM5tTApAiJ7I1/8w/KYebc1EIGKn/77bd2CwTmOYIymVdTYxm4TBYggPF5CmG+lzk3821uySDEvBzg/Ntvv4Wff/7Zsg3xXcz3+Q7SZn/11Vf2XXwmc3n28bzG/tFX3sdaADUltkBV/ao+nfc5PBZtzfmC/SkJw7kykompsLMGZQ2uvupDbsnjBE6gXOZaymn+zn4S1ECtYYIYOusCr80xitcADslSBMClzrGNYW2yr4wDAE76RlAGx6+k6yYUQjjStcO6iKBZAjhQLaPKJcW8QVDtJPdZ35QqGi+aNYEJMmhozOD8ZYyJymggNsef9OFX3fhEYC2fj1o8rUCaJC12VC6fAmYgM+pja7BinfdRuWypsXWd1uUnQKmMypfnqwo6Bzaj4jYdMPstBXJVCmHWeB2q4dyn7zXIm0ngcvIFMmUxyQqBbRmLyJRBQ5ls4F22BzBzDGgEKmMz9gV1MzbmvEoClkk7rs+o69pWnIIpx3WdR7icPzhU4HgpHJcE90nZrb5rZ20cY3+qguUAZtJ+pxwum739n/azgMPl9jsm3iO3gFvALeAWcAu4BdwCboEzFiiWDsNufies7a+Glf0VpcLeDjtVwVgtulgM57r7wli36sMpFfZsbjJMDc1IaTpz5lOu508cWa/bWr8VRxDKAxxEKBdwiOEowkm0t7dngDlCZB6P9+Mtr+N+hNB8BtHWKBZQVgCTqQMHWMYRhgqCyOjb0vAZWLozs2myuKbvOJqJOo9KYxb6Bo/lRMGpgjMlgcZJbazkfnwsuY2v5zm733xfcj9RT+EM4LNjTUCi0lEwzEn9hJrn/kzO1Mo4n8xxc1sM6/10C7gF3AJuAbfAO7YAznec8yhSgZko5nDEk350R9AT2MjvML/1Pa/oa15ABECK6hb1LWAZ5z2/yTj7qQ8LHKXGMplGCADTRPEVn9b+DzPHNfWooAVgCRtyS1DcvuASt8AhlNsAZuZKpGgdVPpxYAhKbl7PPBWYRM3ZZdluRanEydICiMZGBM2RlQXbTSmVOMcHsHYdjc+NymX6BJjhEDH/4vjzGKrs/mxF6Wr7TLMIHEtJuQyUIS12VOkyr45Zf7hlfn2RGsbYAyAdwfKTJ0/Co0ePTL1MmRmeB9oyrwYoU16GtNhzc3OvNQnKYYAvWwzq5BalZJzXr62tmdr62bNntg7gOZTQvIf9AWhH+MTxjy2mxSbAlLUAz2EL+sn7gdOtr4/va73l2iIFOtccx58NNTuwlWNO2vpJHX+uIzuHdL7d9sb5zZbUeu8wKIviH8U+9irqGqJeLtcK10EEhzZ2tNnOcy2nBcuprb6fUZ1eXUvA5CLns+AyY4HVYFfwDq1LNZd1Sp40nWoClqyLCKhNAjm45sgqYdeY7JCM0U3lso7/NbBl6w8gNtWjQBiBZYJhLMNF83wHJgOV61Ium4LZ4HJyLZhyWWMFtYqpt4xqGZVvVC5Tk9nSYutxrR7tu3hPVbahtnFNt2Q06+tTdgeuU6WnTplyWetNvRqlMZmruC6wDWOqjb06hwDhrAFJGR6vNfrOGM3GORPXmMB/PiOva01faXCZfWxVLnd1dpmSWtrl0CnlckPHMmlSLqv/iXK5meJb/fDmFmhHCzhcbsej4n1yC7gF3AJuAbeAW8At4BYwothQtG6pfCRlxlZYPVgLz/IbYUVgea20F46qBZaeob87HabSI+H+wGSYz02HmZF5KZZfTld3XSbF2QPkbXVuRQcXTq648Toej6/DqQVcZgMWk9aPW7aowoip8+LncQucBiijUiACGsfS9PR0WFxctI1acGyoJW4TWLbjo4Uzi3pSieH0wEmCszFuOE5xohB1z2MonnCSndzyWuCxvSd5nPck7wNO6/1yMODMNlDNfTlWcSLiOMDxhLOA2l+WClvKnXE52GakXEb1gOM7qT136uy7rvPKP9ct4BZwC7gF3AJ3zQLA0Zwg1rBS7paVkhYwTDpe4CigqwBc1u+2sMhfdp0gsgOVriCl89NVpbXdOLR6wcBm1Hb8Pk+OZsI9ZRgxMCbQTKrVu9KAX8w/aMxh4vwoLZgBbAcWsq0KGgM7UDsfyjbYAiUmKWix8Zpg/NLGkdmOz8BGwOhY9oPXAuk5TsZzrsGAABbgDMeMPgNr6C/zsqLOCY4ziuyslOzUh+3vk7JU/e9NKSihCZeBr7E+MQpj5sfMo9kuApeBuEDaP//801Jg//vf/zbFMmVmeA7lMUD5yy+/DF988UV48OCBzbsvYw6Ab0zVzTyTzwU0P3361Oo58/2okH///XfrM+sC0mQznwdiA40BzbGxn6wPCDRlrcD8HzhGXyNcBlS/rjFnBpxt7SV1lqm9zTXI/Jia3QRUzmrOS4ABKt+7FEgJ+AMck42I846/45jD9TExnLHrheustd736+x508/F1Mwo/wkGsOtUnWCdQ/AsATuMp9l0yq758/oHLCUohSAOskCQQYL307g2Le22bMB1yecDna+jxUBeoCyA2ZTLza+KabFr6muSHjtRNNMP4LGlwtb+niiXUS8bjJVaWb6BJC02KcITRTZjJspl4HJD415Pt34fmgrijJTL1Fxm/VcTvyV7gqmOm8E7PM61QRCMpfBWXxmvYovgGXtxXI6UiAF7EvzTr3HsUNdXVevV0Ntp63fScDOOsUbvFFymXyX5O7qlqgaWU2+ZfidK7ES5zL41XLkcTe63bWaBuzPTajPDenfcAm4Bt4BbwC3gFnALuAXezgINpbMqKhX2/sFm2DhcD0tSLT8BLFek3K3k5bCR40lprSb6MqqxPBc+nngYZqRWHlKN5XTq/JRyb9ejl9/N4g9HT1Qd4/BpVRdHWMwtigVucXzhQGLDGcYGeI4Qmr+5jxMKJxEqCCAyQJktqiG4RbEMRF5YWLC0ffPz8/Y3zqhbB5ZlXhQ0OHpwGq9vy66kJJPzg8hxHMsA5ZrsguOZ10ZAjFPMgLE9BkxOnuOxJA4d4RJp7zpkTzbZVY4kNpwZOAbYcKLhaI3qJ5xrKJ9wRuFswrGAM8SbW8At4BZwC7gF3AKXtwC/tQOCl6Rdpj4owWGAHoAHv/k49gkgO9sO9JoXgqLUWH6ycmDqW15PI000qbAXpgbCvDKNjJli+e65Oy0ttmwXG0BmVICWFNfYZFPAcFfpjcNKMHi0oTq62GOelMAKnqO2LvAZ1Te2QzmI7ZjnzIwJUuoWOHLdik3mWoAxZmimUAbm6TH+BngDZQDhqJsHstT9TSk1r1TbplzOGFQFLgORmdsxX2buzBwbRS/QCPDM/Jnnz2vMu0lP/cMPP1gqbAAvoJk5OvPn+/fvh3/961+WCjvWQ74ItG79LubuQF/6QZ+YszNPRyH9448/Wpps+gBQJph0ZWXFIDZpsslABJhmP5jv0/ibNQf7yG0ul7OtFS63fv9595lLY1sCDNjIGMBjXbIT81wA64zOlykFanCdtkK08z7vtj3GHJ+AC84LbgnAYMxh/EENTDApkPC6gOrb2ovxExjLseF4cZ/HYlYmAnQZT1mvUMP+vNT2rKVQOQOWCeQt6pqzgB5dKgSxZNLddu1hB65VrstrazoOHBPGMr4rrrEMLjdUL1rruBO43OyIZbjSPgBiE+WyIDPKZUuLTc1lvU+wFuUvoJbGGFGVMrgkuNyh8z2ljGcolxlHTuCy1nf6SDsfCHJmbEKFbOtDgWHsgb3PBh5wLtnYrOPBepG1J3CZ40CQDLcEdVAH22ouC2ZndU2npZhmbDC43CiHHtJiC5LTZdJ5k+qbtNhswOUkxbftjv/jFmgrC9y92VZbmdc74xZwC7gF3AJuAbeAW8At8KYWKFUUnX+0LWeZ0mAfroUV1VleK++HrXpBCyxFZSul1YhUyzPp4bAwNBsWxh+EScHlzq5XJVN80568+n2AZFQObKgP4oYaIUJmnEDcjwA6wmUcYTiKWPDSWJwCq2Pjb5xRqBxwdOFcwpGEcwp4jKIBsBxVy6gqpqam7D3xM27TLc4CUyXJGRrrAW6jxsknqqao0mHRzhYdBif7yGK8+Qdm5PkO/YeIwxwDgso9RODrAZwAROP3yonCfSLScWzgjLFUjVJUTcnBhJMJZU1Kz+Oe5HN1WLy5BdwCbgG3gFvALfAGFgAgAEXGhpIU2Kgodw/l+C8kqXoLgh0o6YKc9LHhmN8TNF1S4Nmfgqjc7h5oDiUHPtAUmHxPYPmB6gVPDKctte11pXSOfXoXt8w/TEko22BH5iwEwxE0ByDLC5wAy4CHwCZsi0KRYDwgMirVTc2xeJ7HRzTXGRXkJ4X4zJgUznoN8OS6mwX3ac7FHI3+o2JmDtZtcAcok+wDNbhHBisCNoLPei6By0labKAQc2TgTITLzK8J5GS+HIMzz9sXwDLzddJfo1j+/vvvrfYxcBqYy1yaVNgA3m+++cZqJr9pwCZ9BErTXyAw9ZepxUz/6C9rAfoCWOZ2Z2fHusz7WAewf8zz2cfWIFWCUIHXrAv4XNYG8T3n7XN8jBTQnAekRUfFDkBjvgzgG9SxQLkMYLa5r+bHcV4d33/bb7luyJrQp9TSwGVUvtRrZyxhPUDWIrIXtWszuKzrPoHLgp26z2Ncz2RtYn+AmYyLAPIOHVeeb22MpwTt8jpU6xXVX2Z9w+uwAWMAYwu2ol33sif53iTAl/v0mxVc7VhbI9lUkfh0AcY6UMerocCkl5TLCkwHTFtabMHmBMgm68aYFrurIsybJS1234mCGOjLfkpEbCniUS4nUDipX80Y1S81ONfJWWDPuExwDAEzQxqrANIE71gmLn0OabEJ4AjHKJ6TQBOD2lrbk7YcsF/RmAT8NuWy/kadHZXYtRqZBRIVth0Q/8ct0GYWuP5ZQ5vtsHfHLeAWcAu4BdwCbgG3gFugzS2gaN1ypSiHx25YP9oMy1ItLx8K4BZ2wmH5UA6AaujvUnR9WjX1MqNhfng+TOamwlB2+EbAMo4gHELAYuqmLS0thdXV1bC1tWVOoQiVURVEhTL32WKaayByVCOz0IyqZB6LG84owDILUBxlES7jSCIlditgprbybQXLLLhx7ODgohYg6S5RJuH4SqLGWWCzJS4unA6d3aiQ5RyQcw4nJZHuyd/xfnJrDkw5KnoAy0r1RkS+gWXBYm6pRwhg7pVT01KeyWlAZDqR5+M41+RkiynnuGpwIHhzC7gF3AJuAbeAW+DNLACwyAkuAzWp87qxU7APiildrQ6o4OJhumKQg99/HPXret3yplS3WyqVIrCM0hBIbemwBYmsTqx+t4FDlhaaScEdbdiQQDiUx8yJbA5VUNYbwaUtpQ0nDSvpcWv1YjJH0mv2Dns1pypbCm3AEu8DhkzJdnNSqmI/6u0yV7qphkIaiMW8K6oC+W5AOYpa4PKU9oVzoEP7TIps5sSkg+YWEAyABbwyv45ZggCtzKHj83F/UAUS8Lm5uRmodwxY/uOPP2weD7jlM0lHTWmZTz/91NTLzK15/G0afWQ+D8yiT/SXfvCdzPnpC+sI1gysJVBQ83rWDbG/vO6p0mnTd15H4zWsBwg2jfvMd72qEZiJYhXbkh2IAE7m4MxzAWekRGf+C0hjjkx79ae96lva+3HWBQYItX91O/eUUr3SY3CZNQVpj3u0LmvX1q31DH1kDAUwA4IJLmFdCdQ05bLWUxxPri+CY882QLpBaF1bwGX+5jM4D/g8e1/z+J9973X9HcE2azILBNZ5jIi3XNV+KVf1sYAxx4dGUMqx1oQGlgXKuUW5XGuwL9QnbsJl+QuAtFHpDLwtK/V0T7XTMiEQMJIoiNO6DpVJQctMwDtBOqw/yZxFhizWhwTBkNWB+9iqtdEfrpeB5voRm5Jpo6jftzybrjkCpCs1gt/12pTGMV27maxqPTOG6T/2oSayXdcxTDbtT7eAcwf7RD+SdNmt3+v33QLtYgGHy+1yJLwfbgG3gFvALeAWcAu4BdwCyvmmhVRZNdMKe3KAqcay6iw/OVoLa4WtsK3HKrViSHd0h/H+wfBgWKmgtZEKe2JwWgu7vmu3IA4hHD/Pnz+37cmTJ4ENwIziAMcWDi5UESz0WQiz4exhAclCFgcRMJm/cTTZ4laOK5xEceOx1o3XseEsi4/j7IrQOTqVrt0AV/wFOIePihVL0fhi/cicxstK17gqp9e+nMkyty3ks329sttpKmucKzgicEAQQY6jlY3XxPs4SO01PKbXdAtI83fccA7YfTmaTt+XKJpxPJlzTe/15hZwC7gF3AJuAbfA1ViA32igyFhVcFkAlPs8ViipDqic68BlYLL9fgs0VOVsJ7XoslL4sgGjSaWdkfJwJCf4KChK6mcUyyhcgZUxterV9Lg9PwVIBghqCAbOjPcLtgcDtCsC8C/WVVpEdkIFjjoV6MScBnXjrlTLvJa/x2Wzucl+SydOamweew2bvBZDAGX4Xo7d3mGi+uO82FY/OTeYIzL3lq5SUJAU0REu99ucmDk20LgVLgNlmR+fbbwOhfBPP/1kYJnU1KTDJliUefni4mL45z//aTWWP/vss0DgJnPvq2r0lX5NTk7adzDnp6zNL7/8Yn0CMrMfrCkIZGWtwRrj3r17BrgjhOY51hAEmxJo2poW+3VwmXTIgC+U66RMt3NBJwPpoFH/sxGwEcHyVe13u30O5zjriGSNpuBTrQ2AiEqIZfd1mNq2MS6iVqa/MS02YwHrKQIFDGwq49NAVoHYuq6y6Zd3hWBdAlKOBFC51ngvYJkAD8A1gbd85k02vg/1L2NaWgG/pGOnxFFJqmrgMsplgrE1DFhgjHJlS7lMWmxSepMSW/cBzAZigcQEpWjfdM0Dorn2KwBeweWOGr8RTQWxrsG00mN3a59lhgTQA4eBy7rF3qwJCboAMBOM/NI1JlMRvEzAz5Bex3t7FLgBtCcLBzYmYKZcSanbZNGSP8DW/KT2TykwXiecvpu+1nUMa3pPVVutS2C5U34R7VfjWPtBB725BdrQAg6X2/CgeJfcAm4Bt4BbwC3gFnALvK8WqCgVdv5oR47EjbCuGsvPlQ77icDyTmlfDsZi6JGDaVgLsbnsWPhw7EH4aPJhGOsf0+Iso4Xi9U9tgcc4fVA74AxC8fD48WNzVqEuSBxgwRbAERoDgdlQWkQYzP244Rxq3QDFPIfTCecRDi+ANItqFrSJMySpxcx9Huf529hYdOPkerp6GH59umM1FFFSsKBHYYGT2JzQUjhlVQMM5wfQmMh2nF8s8nmMRX2MtOdv7vMcjgqDzlq447jA4YwNzWWif7i1v7mPbeOt7iSOFV7hzS3gFnALuAXcAm6Bq7AAznoUs8ARQAhQEec9DvmqoDFqMeYBgAUgT6mcpMQmmwlAjFTP/MajUF6YypnqdlbKWxTMGcGR9wEsx+NAkBz1Ucc7pIqVDYcF24EbwDNAMrbDnkAn5k5AJIAH8yReS1rgWYFp4DTgBDXzTTfAXkYpfIf6+8L+QEWAuWz9BXwCPUkpm9Qr1TxXWYuYGzNHzjZVf8yDAUcA16hcBi5TduZs43kA7f/7f//PNubvZCCiAWg/+eST8L//+7+WDhuwjCqYz7/KxnydOsysEVBFU9IG2EzwKPN56i+zngB4o1QmdTeQmbUBQaz0l7UGr2ftQL9jWmweYy57XmNODeAi1S/zblJjU3PX1P/K0kMZGDL2cG3etTrL59mDx1gNwCsBjUYWZTvM9yobvupzbvJxxreU+tsvaAw8BsZybXPUqVXPmHoIGNWxLWssQLV7ttVa0mdzTgAtyfbA57HuYk1102OB7ZfGJeA2+2Qp8nWeM46VSX+tesVdBGdrXWdRANovUywDmIGyArCWRlowtiYYTZ1iKz2l50ihjRq4psBv0k9315O1M9dgRuvzXgWQcA4wNhqgl00YN8n+wBqUFOP83jAe9amP511hAHmunUG9bkAlHKyGvGJikowcKu+k41KwmsoaxgSX+V7GsF4FT8frzfpJ/WvStAuCV3sElqVerrFvyurmNZfPnsn+d7tY4HZ6odrFet4Pt4BbwC3gFnALuAXcAm6BK7NARamwD4sHYedoK6wfrIcVUmHnVX+sdBiKtXLo1cJvONUfppQKe2ZgMkxJrTwxOClVQe7K+nD2g3DgsLFAxSmFk+fXX381uPzbb7+ZwwdHTwTLOI2i+hiQjOMHJxi3OIbY4n1u43b2NfyNk+guNhbvqCdIy4gTESUSKpsXqqFIWmwcCTg1Mhk54Kh9LOfnhDZSwJGO7AQuN8GywWVg8glwbsJl1c96Fw6Su3jMfJ/cAm4Bt4BbwC1wFRYAiJriVsyDNMyovQwmCDLWBAyAX6R2TqBHsLkC4JnHcPbTMvr9J602UBSwnEAx0kSf5/a/il6372cA60nXmgTVJeo7ahZjMyDSvm4BJlUp+kijDUQCQAOWmVsB5QH8zbC7G99RMscAtIYGUgoc6NUcsGbbUVE1hpXGm2BD5oVJ07kjIBSDNpknA3+Zo8eSNczVUf/GYM+4Q5SsASwTFMo8/tGjR5aJCJBIWunFxUVLh/3RRx+FDz74wBTBzOmvGjTyefSbjTUA8336zzqCfhNQCkwm/TWPAf7IhsSagn2LNZl5HY8BqlEvx3XD2f7a+5tzbjIAkFJ+X7fAM2AkgZhjupamBJfHBJkBae/LdaRDkZz3NmzcrrGDAFvGTTaufVPeCmYSUEJKZo5vSUCVgJLWxp8cd9S0jBMFrcV4jJrnjCMEehisvuGxNMLlZJ+6TM0LJK5JfQxcpgYz1yO1kRu65k2NbMrlCJcFj0253GX7R81lahXHVNOonGtKPX3M1nGsfZTtmmNJStdi4zipW83vDiCY4GfWqlwLKLoZMwHN2JrzprXxZ4/WoMD5+LqYjjyud8nAcFTQb5SM3dUlO6dV9kqBMjaGEeGg1tD3ReWyqZdTuka1YQNPi20m8n/a1AIOl9v0wHi33AJuAbeAW8At4BZwC7w3FiAat1oJJYHlLYHl5wcr4cX+stVZ3hRcLkvN3KNcZeOZobA4MBUWctNhYfReGEWx3JO5VjPhnEIpQBo9nD3UQUO1DFjmMWov4+BB4YBjZ3x83BQIQGScXyxc4+IV6MxjET7HW57nfrzlPp95FxtOLpycqJJI1bgqJRJQ+cmKauAZWK7JUdKj1Hx95jgmRR8O0FE5vFi04/BgoW9prOVQjapku5WD8uzjd9GGvk9uAbeAW8At4Ba4rRYgeKxTgDkroEhdUIAGQAunfayvTF1loCmOeZz8RQFHFMs0As2AybPjSoctsDwzJsAmtRjvf1+bAUvBpqB5EvOme1J0M99Cacc8a7MJ6wnG4/lpgUTqLE8rpTjK1XcFljlezOkMLgveHOYqFlzAsea45wXAgDLAHtKjWy1WgRmDy00wg9qXuXqrcrlSqQjgCFA1VcfUM45Q+fvvv7f76+vr9hpqLAOTUS3HVNjM4W9qHg4gZg3x1Vdf2ToAFTOwG/i9sbFh+wVQZmPNAYimccxZNwCoUVhzC3zjuLc2/gQgbuscWNW8e20nH3aVdp5U6dgHYDY5mijYua4AaTetWm3tr9+/uAVY+wCFGUtR/AJoyyotgHKZIB3WW2fhMvmX/6pcrlkqcKAugT4cf1MHX7wbV/JKzjkCgkn5TV+qSh9dEQiuaewvKzW28liEnhS/E6lQ7dRJ3VQuJ2mxUS5rU+ropO6ygmkElqvyLdRUZ7nOpvMdpTPppznvU8qChnKYsaS7W+n49VQMygEwJ9kSSHetWsr6jQIa55pBPGcDOIDNvM7SYuuDGHdJ7c3j/KbxeQT7sPV1K8E3cLnpE6COfJeC5+lXorBWOmxdrzXUy33aAOSqJe1psa/kNPMPuSYLOFy+JsP6x7oF3AJuAbeAW8At4BZwC1zAAvJ6HFeUAk/q5MOj7bB+uB4eCyw/PVgOW4XdcFQ+Cp2Cz4O9uTCfmwqfjD8M91RneXRgXIu9IVaIF/iSN39JsVg0iIwz6ocffjCHFIAZRxUKA4DyzMxMmJ+ft7ppKB4WFxfNMUSdNhawMW01Tp9Xba2v4f5dbdRJxOGB4/j357vhyfKBObp2BJtxfuH4pG7iB3NDJzUAh6WqMdVy03FCiD0Le5woOCOokWbO6uZjurHn7qoNfb/cAm4Bt4BbwC1w2y0APAaIEDiG8x6gQGYTwAgpfIEiqPBQsibArMOyl6B2BozOq1bwjAAzc4akDuZtt8jb958AvEHBwoUppY2WXYGFQJG+lX2lQi4bxMV292dyVqua4D3Sab/LZpBUfRhWgECsB0w9XM4FMtygwGTeCGge0hyRFoMz+5RSlnk1DaBMOmzUvdyPAIjHmLd/++23VteYOstkIeI1gFyg8r/+9a/w8ccfB+bwpJimJM1NNfrJd6JgJE0264mJiQnLdES/SZONipn9am3sd4TLESzzfNzv+Frgcl42pAY3WYLWtgsG0ahinZGKnfToU4LLXEuo2IGV3m6HBRhDyehEkA4BOlWlgI7rLEApY6fiLv7SNLQaOC22pH7u0ZjB+EugCYEepKq/6ZbAZamxtR+MScpqfdJPFNgs9lJKJw1cPu5SgIV2BGBcF0wnHXZdOwpgrilUpqq/gcuAZYO0Gjvq2ELBSgaXtX9cb3Ec6RRcLlUV/KxMCQS2sB6lbAPrzLTsi12ouQw8Zp3KOvOvjXrRSVpxSjtQYgB7ku66qmAQjsOBPnvvqCfklM68p1O/dwaXNf6+lBZb+wRYVt/JWEDGiZqguaXFpvPe3AJtaAH/1WjDg+Jdcgu4BdwCbgG3gFvALfC+WKCmdNcRLG8fboZVpcNePtoMK4WdUKjkDSznuvvCRHoozKFYHrmnbUGL6IHQ0S1178srvLc2HbWbUAYAllEN4Nz56aefwnfffReePHliTh6cUqgacOgsLCyEzz//3BxTqB4+/PBDg8tv3ZE79AE4CUlrSA0wFMrLm0emVn4ih+eeFBRE0RP1jfoIRc2iHJ8PZgctVR+qChb3Zx1md8g8vituAbeAW8At4BZ47yyA2hgogjMeBz4QsWhAGUiSgGXUy2Ql4TU4+EnfCyCdkuqW1NjvGo6200EDhlB3OlHbYa8kVTjgBTtha8DzvelcGJeCGZujFnyXzQCO+katUlL1MudDOQncKQvKAJwBM8CyAb0GvAwY6ksLhCqIExBMUCZzd0Dy4eGhpZPmFlUw83hUwEBlMg8Blpnf8z5gLlD566+/NrAM1GVeHxXPN2UX9oMNxTJprllfMOelj/SFNQd9Zh9j43UorAlyRX35qkYKZK6rDcFlVOykl0fRSiACsGxY5We4jpIMQTcH1V/VX3/84hZA9U8wAAE61Ps9KhxL7cvxpmaw1P86zmfTw7PesjrAAqhAVBS6Nm5obODaIy024+1L/PTi3XqjV3ZoXwC0QFm2svpF/8lgwD4Bl3t0PXBNKNxIsJU00qzXBV51XRhYFlxmNCONdE102pTLVr8Y9bLepWuBxjXV21QuU/u4C7hcke1U55gyApRfILiJIBfGTcZJfn+wM2MrILy18Segn8xbtUzDXocdqbusj9T1q1TlwOVD2bZTJQDSBIYkqmnqPcegcvaHfta1zwbFBZdtX6zmstJ5O1xuNbvfbyMLOFxuo4PhXXELuAXcAm4Bt4BbwC3wPlngWIu/YjkftqmxvLcSVg5Wwwttm4DlalGLt84wms6F6cyIwPJMmFWN5dH+UakxcqFD0ctX3VDGoEbGIbW1tRWopUwqbJxROKWAzHt7e+b0ob4ZTqgHDx5YGj2UD9wHNOMc8pZYAMUEDmIcWzsHpcS5JdXEU0FlnFykCGOtDFQmVSPO4vszg0p3qRqK+htHMlHi3twCbgG3gFvALeAWuFsWMPWynPDMAVCuEogGFCnKGQ9YRIUXVB8zwlILPhMYnZ8cMCAGhPD2VwtEBSCAiDY9mtQOZT5FqlZsaPMrpW4F7nMM3mWLabGH1T+gJxAnzvuAYMwf91QjmEDEwcH+IHFtAocEmTLNmqlA5QhhqVMMUKa+MmrfpaWl8Msvv1g5G1TAqAFRCjOHZ+5OQOi9e/fC9PS0geWbSof9KpvTN9YSpPkGpAHS2QDJrE+AhQBlUnkDxwHor2txDk5qdNTLNu8WDMPOozImymXgmV9Lr7Niez7HOU8NdTI/sHH9FARTj4pK8aygDMZQgjRaW1HPkxGAawvQzDoNCErgCecB2STeTVpsUksDaBO4fFgSQBYspp9V1V5WLmm7Hqq6JsoKAGe/TpXLCVyuU3NZi8qq0kijXqbecrUFLtcFb1lzJnC5VzWPs7YBl8v6jgOl4D/QOFPSe8iekcB7BUAJKnO9YCMA+HnBzglgltJZrwEssx+AfwP4zd+1fX12tq8zDPertrmgdn9/1pTLnXEMVv8aHDPB7QQuq//sh/arcdww4N16LP2+W6BdLOAzsXY5Et4Pt4BbwC3gFnALuAXcAu+TBaiNVC3JibhvUPnRzpOwJLC8KtC8XzrQ4q8RhqROXhicCR8qDfasVMvTQzOKBhZY7rqeKSwOp/199Ue1lKmpDFT+/fffTa2Mk2p3d9ccPNRne/jwocFkgDIbaeyot0zdM2+nFqBeFo5B1MpPVw/Cn02ovLFbCLuCzUSGk+JyQY7i+1IqA5UBzKS5JM0bi3hvbgG3gFvALeAWcAvcPQvgkKfGpqknh5TJRjCA+pQAMaAC4APQiCqPFM7MEz6cG9QcIWPBZyjuvJ1vASAz4InU2NQqnhFQIt0ttjSAC1gWnDoPlJz/idfzKP2MYJM5I2m9SfXLuQH8ygv47AguD2rOODJUEVxOgkt7eqTEVs1UQCtwGShM1iHgMkCZRtpbgPLPP/8cnj59agGiBIcybycFNtmGmM+THhvF8rsGy/SZdNeAb25ZU9Bf1hesTYDLqDRROVOSh/UI+/jqpqBZwap9qSZRLDMXByxi3+HBPqu1PCLlMvbv0rng7XZZgENmabF1zQCGk7q+UiYLMue19kL52wqXqVt+JOhMhgDGWAAqYyhBJrE8AWDU0mLf8NDKOADUJlMV+9TdlfSPzBUIjjtUlzgql7saZRUzFmzVeAEwbuiaaOBXUPpoxSIZjK0pnXRMjQ2srSsjhqXF1mcZXBakZvww5bIC1o+Kgsv5JEsC1ww/Pt0aNy3jgynDFYCh36q/awBy+k96cV7fW0pqwmN3AmQIpLKay1IvExhCWmz6Y4195ZjpN9DUyyfKZT0WqDvtzS3Qnhb4+yujPfvtvXILuAXcAm4Bt4BbwC3gFritFlAUbr2iGrvF/bCb3w5L+6vh8d6LsHK4EQ6VCpv0fdmevjCeHg6LQwK5Y4rOz03KITakBbCKFcVF2BXuP2AZeIxaGYUy9ZWpz/brr7+aipnnSVuFowdH1H//93+bUwp1AcoBnD+vd/BcYWdvyUeZWkLK5G3VU16RSpkU2L+pzvK6lMs4j3Fo4szAYfxANZY/WxxRzTepUgSbifYmkh7noje3gFvALeAWcAu4Be6eBZgHABNQTx4V05oXygF/WFHmGrYOOfc7DTaOKW0vilsC0RamcgaWfXrw9+cDkIjU2KgaAfXkusWuACXj8rr/ru1ofRE4QkFN+lhTTwK4NAcEfgHCCEYEOpNadnxEgYfqdEowOSPlYS43EPL5vMFY0keTYYhMREBm5u1xXr+zs2MGI7vQp59+Gv7xj38YYF5cXLS5fTuA5XhEAd1Ac9YWpL/mlv1gP1mPAJ55fHZ29ty1B/vP8QaSkQlgX9cU2YNQTuqQW23lSQUdTCuYc9jqLHsgZ7T9bbrlWqbePNcMKa179wUydeAJIOC6QblM2mseowE4Cfi1AB5Uy/qvi9TP+oysxgg+h0CDd5UWm1TtwFz60KO6ynSbbBbA5U5dyz2CwGxdla5wDFhWZgtTLzfTYqN07tA+1Y6136iYgbOmXMbvQM3lJK08Y05KabFZt2e11TpJi60Ac10fh1q3sn416C64jJI7guKLnBvJMQEuK1W51rjUjMf6/LbtH3XK9tSPlqpZcJnvJytBVwykVq7vY/qp42d1l1Feo1z2mssXMb2/5h1awOHyOzS+f7VbwC3gFnALuAXcAm6B980Cx1r4kQr7qLArJcJWWNpbFlReDxv6e19gmZXkQCoTxgSWZwcmw7S2iYGJMNI/pohlRedfoWoZ5wsqB5w1pMFGFYBC+fHjxwaVUTlsbm7aa0hfhbIBtQNKB2q0kUqPNHoAZxw93hIL4AzEobV3VDGlxNp2PixvHIVlAebtvZLVz8OZMaQUiCiUcRTPq36ipWrU31HB4vZ0C7gF3AJuAbeAW+DuWgDASRpRUmIbCJMDHpUqEAQFGPWDSeE8I7A8M9Zv5TNI76y3ebuABYD31A21QsUXeP27fIkFGuhcIAUtG1AH5SUqTBR/BCqizBQDUnrcYCrjRLmcE1DeF4iWylnzeQAzYHl9fd2CGLmP4pcU00BbMg0xfydQdHFx0VTB7Rgcij3oLy3eR6HNugWlI30GlKNiPttQq1Krlvqx2A2wjO24xoBegMjJ0YwyBWXs2kO56u32WQAAikqW4BGyEbB+Am4CZEsCpFazWNdPrCF8pCwAwM4EPAvO6jwhqONUuUzNZcFlPWaRKDdoEvpNUDH7YHBZ478e0nVtmaylXFa/mnC5UymyJeQNDdTXpMhGuWwAlrTXWtsDloGyeq6mc96UwEBbvZ7WoeunV3A5KpfzVcHlKqn3Kwbf67KfZcxgHNL1go0vkyocSI4dgfVm72Yq8oN8R8gL+jeOqR+tuvFSLQOXTwJbRKGPBcxb4XJNfpMTuAxt9+YWaEMLuBesDQ+Kd8kt4BZwC7gF3AJuAbfAXbXAsdJUHUqxvLT7IrzY0dass7xXOWKdGIZ6B8Jc/3iYF1SeG5qVYln1xDKDCVju7rlSs1DPjLpsq6urBpX/+OOP8OjRI6uz/OLFi7C9vW3QmPR00RFFjTNS6cVaZzh+HCyfHharlyinMPXxgMrP1w7D0sZh2FAqPlJhE0XPIsEEHjgAAEAASURBVH1UKqSFKRRIA5YKm3TYg3Iu85w3t4BbwC3gFnALuAXuvgVivd0RqSfxmxel6jqQgz/WAh1R6t5Zgs+ksJzTLQDFwfLdPS+AWigXgTI51YQ+DmUp9xo2p0z39lg9VLFj0WWlS09JGajAz5wUvmnVXj4QQEa1DFACNNNiulkUzKSQJpU0AaIRLBM0+nc1i+2D3uE/rRAZ1TIgDdgMLCfwNSU4dbbVpIAELFtw5+ZRoN5yXhmDxBLNvqNcVwrWmNZGSnovQXPWgrfjb1PJNssGAJipCRxrrTOGlpQKOq81GWplAn8JMEDJHksPAJej0vY0Lfa7q7l8olwmnbT2C3huraNTCmvhqx5Uvin1WcplneOtabHJekZqbFB0ApelWuZ6EdglxTTbcYTL+liuH8YPtlK+MxQrumYUxIJ9+C0CKhPIhF2szvIlTgkCeoDLBFED9En3j5qcoPajooC3hid8B/SBDbjcoX1FSc6TwOUaG8rrpnI50ZnreW9ugTa0gMPlNjwo3iW3gFvALeAWcAu4BdwCd9ICcohUysWwo7rKT3eeh983H4U13d8WWK4ohVVaqbAnsqPhg6F52yaUCntYoLm3N6tV2NWCZexLfWWUytRXJv01NZYBzKiVAc8s/KhzhkqZNNjffPNNWFxMVA6kqzOnjhaF3k4twOJ5RyqJVYHlZ6qx/GhpL7xYP9SCXc5iOQhZoLPYXpzJhU+VBvuB6ieOSZVEDcBe1c/DYebNLeAWcAu4BdwCboG7bwHgQVopWTsHAIEd5oAHhNA6BRpRLN9TENqEymcwd8Bh7+3uWiBRYnZbEAG1SWsCRhZwICjWm1JaZ90SpKhFgYBMs+ay0mKnpeJlTh9VyqVSyUAO83jSR5NliPk7gaFffvml3QKa2x0sc6QB5PQTgA40B1DFx9k/trONVMgEeS5vJJmDtgWXUYAD75lvM+8mW9CUritU4olS9eyn+N/tbgEx1xPVMYE3WaVaBsqyljL1uq4VskCkdd2gxiVw57CpXAZ4HgOXLS12l50H/c202O9iLQZc7ZFaOa068SiXUVMDaVkW0p8OweUOgeWurp4ELqvvlhJb+8G+cW3Uj3Wr68PUvvI51JRWOgHLCqxg3NBraSiXUwpOSWeULUtjR2dRIL7SsLUqMB6VMgEu/OYAlyOwv+j5QP1yQD9jGL9npNreP6orpb1gv4I8KjWu4QSY96gfKamYgczVTvURaG5AHDhOem+Uy8m+OVq+6BHw1920BV7+FbrpHvj3uQXcAm4Bt4BbwC3gFnAL3GkLkAq7UdNiqlwIO6qxvH6wEZYP1sKyaizvlPYD1Yj6BJaH+nJhUumv53LTYW5wRmB5VDWJBsWVX0759iYGwyHDApUFKOoGwPLvv/8e/vOf/9gtquWlpSUDy6SZI93copxR1Gb76quvwtdff/3K+mZv0p+79h4i4Um/B1i2NNhSS6Ca2JJTq6JIbFIcstBGgUTdxHvTuWbtRAf0d+1c8P1xC7gF3AJuAbfA31mAOVl3d4cBA6r/jg7WwoGc8UBGgNeMsprMa76AshnYgNLZ2921AMed40zaZmoBW1pfBaUSuBhVl0VqqNZJmav6rH0KTuxXsKcAEedSsajXaosNFTOqwJiBiPk8gBnYfBvAMvsBXCZ17mUadtsVXF7fyWsr6JpSLnE1gjNQY45IrYximfvY3NvttIClkhZMJkAAGIraNvUXuFy3tMwAZ5TMBGcAO7me6oKYHHtSUVO3OUlHnYDpd2GNv6TFNuWy4OvJudmpvioISYHmwGXArEHYDsFk4LL8DPVmXeIOEViDy6TGtrTYUi6TilrwGGEwzYIyYv3mrlRQ6LvBZcByWQCYGtQGl7VmxbbUrr9Mixk5rE68at5v7qkWtmA4QR8Ey3B9VmT/+nGH4L6Oma5vu8bVvw4eR7Wsca5K/23ftJ+ma3a8fJnj4K+9OQs4XL45W/s3uQXcAm4Bt4BbwC3gFngvLdDQAm8vvxO29tfCqqDynzvPDCzvVlU7TBbp71HdsMxwmJJKeUFgeSI3IYfHqJxFg6EzlSbE+ErsRh223d1dS4UNRAYso1YGKq+trZnigcXd4OCgQWRSYZMC+5NPPrFbVMztWJftSozzFh+CkwJnBYrlJQHlF0qFvSKovKk02ETI47wgon5yOGNQmRSX1Fmm3jIR4d7cAm4Bt4BbwC3gFnh/LQAYTAkqAruorYzqq0sO/TGl7+WxtGAD8MHb3bYAhxgQRkpsAgqAPZaqVrdFBTCSshYlZrEkWEZqWQEisgih6uUcYp7f2ihdA0hmPv/5559bJqKFhYWTWsatr70r9wmkZV6+pzrLlKMhwNNK0jTTjY+pLA3XFKDZwfLtPuonKa0bqVDI1hIQKljMSGl1lwUxuV5Q4gI2uZZYlwFQaVxrBpUFU4HSpKV+Vy2CcvrD+P9SMFGn0mSjWtYmJGtpsY9R9Gq/GlZzGXWv9gu4rFsDzMBZQVqUwAwYHfInHHfWTSncJVDd0OcwjlRU5xjlMnYBAqekoB7IJmmxDS7LfpdpBEaRxp/rjGCpjO4DnIsCxyWpkfNKjU0t5iLAW0EyvQpoJ0BG0fahs6EgeB03+o1y2fajqch2tHyZo+CvvUkLOFy+SWv7d7kF3AJuAbeAW8At4BZ4Dy1Qq1bC5uF6eLTxe3imOstL+Y2wVtwLJS2W0oLHE5nR8GBgKsxpm5FieXRgPKSzgGUttBSxf1Utn8+HP//8M/z000+WCpsU2I8fPzbYTB0znFPUZJudnTWgjFoZuIxjanR01MHyOQcC58XuYSmsbObD6tZReCawTJ1l6ruVLHVhsMU1zqz7SoX90fyQ1U8cyaUtKtwdW+cY1R9yC7gF3AJuAbfAe2YBnO+k7O3szJpqFdhAilRUZA6W35+TAchFQCJwmcDFzd2iUkGXDPyQUjYBzF2WWpb6qwR9ZrMZS5Mday1jLcDy4uKiAWXqLAOXHzx4YGmySUF7Vxvpr4HyO5qbYzsUzFw/ZA6aHM1YoCf2fZcg8a7a/qb3y5THQNe0xs4yyuUEEutwmzK5pCADav7yuorOC0oUcU1xjvAYIBe1c5/GWQD0u2ws9+kDWa7YAN/0kSzwyjumOHPgslJjS8GMcrmh1NKAYpTLwGVSYrNFuGzppIGzgrQogVEE9wgod7K/grl8Foy9KFsUtF5lzVo1AN2h35xkDBqU6tjSxl/SNl3Nmsu8/7DQVD9rf4KuS0A2Yxhp6/MCzPVj1ZmX/yGr1PeNAtC/Q31WXzTWVdV/Un7XZQSUy97cAu1qAYfL7XpkvF9uAbeAW8At4BZwC7gF7oIF6lIdCCSvHayHJ1IsU2t5q3wU8kpl1dXTGwaUCntaiuX7uRmlw54SWJ4UdBwKPdRZZnV8Re3o6Cisrq6aWvm7776zVNikxd7Y2LA02CgfhoeHTd3w8OFDS4FNGmwcUTxHi3XOrqhLd+JjiIDf2ClaXWVqKz/XtrqVN+cFkdvUq5pUTbdZpbb8YG4ofDg/rDpvGTkNfBlyJ04A3wm3gFvALeAWcAtcgQVQngKScexHNzqpsvnf2/tjgVa4jNIS8MW5Afih/MpBvqytS+DlOHSrVmkuNxiGVVc5NzBgoJnay8zbUSgTIPrxxx8H5vX379+39Nh31ZKWdlcg6lAA60B2A17t6RabAZNjWRrql5N2nHq23u6GBVhvAWSBxUBZ/qZVRE8BmAyopGLe17UD2KTeMsE8ZIQggxTvu2zq56u2HNc45yQpuvvUH8aBbvURVwDPAZc7UC0Dl5VOmnrRpljWvtSpt9xMjc1vBzWKUfxWVZKrVgEuVw0up/T+HtWlBuZSw7ks0EsgRkFps1Et1/SZvSrTwJjDNTOoDApZ2eiytjHbah9Irc3nAKhTUoXbOKbvAfjvHZVCyeAyymVl8tKYVa2XQ6Wh+tjAZW2JcvkULgunX7XZ/fPcAldiAffqXIkZ/UPcAm4Bt4BbwC3gFnALvD8WOK4rklaprht2y6KOv5Oo4UZzQddQlC1xtqVaWarlzfBsfyWsqN7yduUwlPV6aiwPpPrDdGbE4PJEbjKMaRvIDqvuUFI77W0sCggulUoBqEx95fX1dVMtf//99waWnz59ammwqcWGumFyctKcUNRjwxnFhoI5gmX6wqLQG6nWjm0RfqjaXdRze7K6H56uHlh9ZRQSOABxbuC8mh5L6ivPjg8YYB5ViksHy34WuQXcAm4Bt4BbwC1w1gLJNMuQ8tmn/O/3wAIc+V5S0grKlHOqG6zUzigrxZgExASXBYL2pMjdywo8ibP0pfvD+MREKOQPw/rGetjZ3bNaymQboqQNimXgMlmJCCA921gr3JW5PXAMVSppsMkeRFYh7EWGIYAdKeaZk1OSZkAZAkg77+3uWAAYa7WTBUOBxtRY5tiTFruq21i3nFvWaRx/1mrAZYJ62uV8QL3MGEAtaGAzoLZDsmaDy4BlpZE+ltr3WGtRMhWQFruOcpn78kHokn4pLXZULvdqzZ/u6rNa7aGj29JSU4+cFNWovFEJdyq4CdhucFnK44zs031p5bLUyALUrIMHCoLLGsOiMpxxDMBPAEhF6bGlITe4jL+hWMqHKtcsKmoB8SrAW/skbbYplx0t353r9a7ticPlu3ZEfX/cAm4Bt4BbwC3gFnALXKcFgMZVLYgqBSl+C4qE1lZVPa+qUtbVKqFUV7otbSUB5LJqHuUVhbtbOgxLB6thtXIQ8kLOaYHl8b7BMKV02LPZyTCvOstjg1NhoH9MC75+rRvfPl0daa4PDg7C8+fPTa3866+/Wgps6iyjWAY6s5CbmZkJ8/Pz4d69ewaUqcuGE2pqSv2RCsLbyxbAWbW2U7A02MuqsQxYXtHtgWBzXVHfRGjjuEKxfG86F+6pvjL3Acss2L25BdwCbgG3gFvALeAWcAu4Bf5iAUHkRLkcAsGq2weJchAlJsrLvBR/O/vFMJjpDLk+KS+zOc3jZ6UsDKFQyAuo1TX3P7RyNl988UUgYJQ5PnN6gknPtrsCltkv7LO9VwrMy1eUQWj3oKx1GQpV2Upz8omRrAV5Mh/vF7wH2nm7OxYghTSwmDUYwBiITDplq1Gu+yjYyTaFmpnXkiHCXqtzgfID7XQ+kLIdGAvUBXqzAZcBywlcVl1ig8tJWmyDywLDNQFmiZoTIEvdZZ3/QFpSY4vOyj6A3mzoUyr9Y8HlfKluCn+yIZAem8D405TWvab2bwXDFz1bsGWXgD3BMkDqjNTSjGuMN0D/WEu+pvU0abF7e5UWWz6Jo8PeQAmvMmBZiuuKakZXCdrvOA517ZfD5YseAX/dTVvAvTs3bXH/PreAW8At4BZwC7gF3AK32AINgeVCSWmtC3uKiD/QonVfm6Axqa4FmvM1RcprOxJgPmpUQ17bkVI87QtAc0sq7FyvVKzp0XC/fzJMKxX2lFJhDw4ILGeGLTr5bc0DWCYtHmpl6ir/3//9XyAVNmrlzc1NgfFKoN7a+Pi4qRq+/PJLS4d9XynzUCuPjIxooderxbdH9Z89FkR1o4Z4vnYQHi/vh+UNnFhHYUfqElLyEaUNRJ6ROmJ+ckB1lgftlvTYycL67Cf6324Bt4BbwC3gFnALuAXcAu+7BcCdgOSY1ndQc0pLKQs9FogBmO0eFAVLSZmrsitD/WF0KIGlzO21iBCcKViQKHN7shAxp2fOf5dA8nnnCfBwY68QljQvpzzNgdSR0CiCOgcH+kyxPDWatVrWPVKGen6A86x4ex+jrjbrLMAyQFMH2FS8gEzWZ9QrJzgY4GxpsLsFoRV0QDCw1bVvo2ADFMvA5bh1dwnMApelXBb+1X6RFlu8WGtSq0lsKm3BZCmYgcsomAHNVeCsQG1daa+pudwrHwQQN51O4PJRUcEXyrhFJq6K1MI0vpNsCWRPYKOO9ZuOHb1NgM/ncZ/9QmHNtUrK/2P6BlxWDWj6he+BMRDlcgXArP4nyuWk5rLDZTtE/k8bWsDhchseFO+SW8At4BZwC7gF3AJugeu2wLEWXrZpkWMprO3v5uIFdXLzP57TqspeU0ORXM5LHSCgLLicL7TC5cNQAC5XioLLAtCNssByLRQVOVzRSqmqjVpH2VQmjAkiT/VPhJmBqTA5MBGGsyNavA28FVgmtR1QmYjf3d1dA8svXrwIv/zyS0C1/OjRo7C1tWWpszKKWJ5QGr0HDx5Y2jyUDdxHsTw2Nnbdpr9Vn49DAjUyHgrSqrEYRqVMfWW2DSmYWZRzmrBwHh7oDdNyXs0JLM9PDBhkHh9KW5T8rdpx76xbwC3gFnALuAXcAm4Bt8A7sQAALKowqXt6VOwyeITKcOeA57rDVFdWpW16Q7+eL6sUjpY0Si1bMuXy4uKiZSd6UzD0Tnb6Db+UNMdAxO39UljfzlvAJwpV5uWARubm1FweVJpfHvN29yygpbrgcqddMwT6smarqKYwARlWe1nnR0nQkuuhTxA6gmhU7NQ4biflMkplAkxIj40au0fbcVVgWcplJfSWh0JpsVmaan3aoCyXynTVtFW1BQFcq7kMYAYuSwEMYO6Q9Lc3rWCVbMZqLvNZeaWlPta6lmuHtS5gGdDO2ANUJr34244f9B9luH2ePhfVOMeB9XSH/BZ10XBqLlu/VEO+Q38bXKbf9F+DWk07K6+N/Xf3zlzfo7tgAYfLd+Eo+j64BdwCbgG3gFvALeAWuKwFWIhVlMpaiuKKUlpXpEiu1pWCSQCZxVnlWJsWbKRjUsyzNtXZJdW1XgtgLmojJTa3bHwOz8XPqem1Nb3/WIvYXkHlgZRSIqvG8nBmKMwJKs8NzobJwWmB5bGQyQwqDdXL6eous0solbe3t8Pa2pqlwn7y5Imlv378+LGlw+Z5UuKhTEahzPbw4UODy4BlUuZRe9nbqQUAy6TZS1KpSX3+/9k77/44jmtp9+a8yACzKNly/Pnm7/8J/Nfra19blixRYgKJjMXm8NZzenqxgEiJkhCW5Bmy0TM9PTM9tWm6q6uOOsLEcnvy4jT8S6plbPfoINMZX5EyeU0DfPe3mmaFTb69VrdyOtK+OAKOgCPgCDgCjoAj4Ag4Au+CAKROsvlt6xnzTOpDJpLGuMKyejYCTRMbpfar1osimO6HomxvByJliK9M+qXE0Lu0cxnqQB4Sx3Vfz+i7hz17XqddPJszwRNHIUhECEVfPkwEUKJjJ42NM58NYgiPRkMjlyGYe/r8jGQTDVEbbbGL9p5AvcznbJn6ahDl9C2ZCFEXIdsT4TscKo60rKwhl6e6V0VLtxeSviqK5eFI4xYiY3MipceqAcHMpItoi62+6qyk978mudejcnmqc3XARMrlruyxOVua0JKUxljK/9IFohzCuo0Smu8s8d8D9Z2POqLIx7Lrnug+K/p8SrlcRbmcyGUR4nyujVzW3U7UEPHpvjgCS4mAk8tL+bJ4oxwBR8ARcAQcAUfAEbhGBNQJg1juytL67EwK5P6JOlZSJA9FFJvyWPsUK7krS+ueSOKuujR9ddJIkM6Qz5DHkNHjLE1VNtV6kFJZpk9MHA4lWVhVNDO4UayFlXJbxPJa2Ghuhjsr98K9tQdhXeRyo9YKhSL2XbGT+HPuejAYmN016mTI5KRWJt4yhHO321WnOR92dnYCNnn/8z//Y6QySmUUzAxANZvNN8Zj+znt+VCOmQ9WSQnxUkoI7K9jfiZlhBTLGshioGq9XQ/3t5vhnhTL5A+UtkQsM2DhA1kfyrvB78MRcAQcAUfAEXAEHIGbQwCyDJtflLc20VFOOagMsQBebytO6kDxY2WFXa7JIntHCsF60wg0bLBrtdrNNfQWr4TNbk9E1Imw2VeIGmJSd0Wa8Qy+uVILdxWmZkM5JB24+fKBIkC/W4Qsav92vaLJBrwnIkHJ+4HJwEzOSHGMIVJbqsvni/jLy6Rc1qCAxT6GlEXxe1YuhWmhKBc0EcuykZ4pUYcFFzYUykOpgEm5kkholWl6eySdIdl1/yWVVzTegELYbLFFUnekXO7nBiLiJXjWRGiwwAobbPjuuYqFj1xVyuW2XAMIEXWqa0LyH3fGoaBxlvpUduYil7HFhlzGsB7lcl6TZCzmMhP99RnHztzJ5at4Rfwc14GAk8vXgaqf0xFwBBwBR8ARcAQcgSVDgM7XRB2U8VhxhaQw7vVPw2nnUGlfJGEkmDvEUpYK+Uwq5LNJX2loBHNXhHEvJ+UyM2fVSZra4IRmDWeDFCgD8pqZm1f8s2JRtlKadVtV50hmyKGpmcErssLeqK2GzcZG2GxthQ3FWN5ob4vQXdcxP73zRuc4qREgll+8eBFQKv/jH/+w9Le//S188cUXZo1N3apiGRFfGYXyIrmMBTaDTyiaP8bFOqlZT5Uua+ymK9aTZnozy/1UAxOHmtGN9fW3ssD+dvfE1omvzOCeoLVOP6qIR9hg74hg3myGnfW6OtGVjxFSv2dHwBFwBBwBR8ARcAQcgStAAGtcSFLI5Y7Z+k4sFAvW2MQU5llVj6xa8qFQqoW19ZsjlBefoXmATs/QV3Db73SKqNiMz+vHnWE40vM6iWd3QhpBkG2tiVzWxE+Uy2wvkzr1nW7SK/0kBMqQy5ly+bhTshi/Y7PHRtmryd/qr9N343PF+wE1O4RqRSTuMpHLfJZoI6Q35DK23YNijLes6evSJYtczsYgpthGa9I8obEgY/MaqDDXNZWPKBdRC1mrwzThWTGUpVyuqu+PLTaKZQU+FhmteMhFkbwin1EXc02ufxULEzpMuazzrrbK9n110tW4isjjgibql8t6zUQuQ3hbzGVNliGO9EivF6/ZEPW1tokhbaHKrqJRfg5H4IoRcHL5igH10zkCjoAj4Ag4Ao6AI7BMCIylRE7W1WdjkYIkkctGJKNcVuqKaO6KWCZmMlbXfVlkD6VcHqJOFiGtiLqyopLhltS/ZZHBhSIdViXyYsU6Y6WC7NY0q7iU18xgEcpVdY6q6vzV1HlrFathVTGV12ormk29KuJRVtiV5s8ilifqKPZ6vdDpdMLR0ZEplomtDJn8z3/+M7D+/PlzqwOp3Gq1zAobYvnzzz83cvnx48emWEat/DEuDCww2MDMaeJxDVIHVuvYimGFDXnMrPdjKSEOpFx+sS/VchZfmY48M7sZ8MP6+pO7bcVXbmoAq2nqiIb2+eIIOAKOgCPgCDgCjoAj4Aj8XARQWUKWrbaqRpqeiEQlRAuKZeKlRkUmhrE3uxCfFfJnrBwiDNIWMgqC7qYIXCbPcv9M+NzV8/lrWWJDuvNMT0xdbHiZ7JmUyxB0vny4CPA+RG0LMQpBioI5qW8hK8cT2TCrEn1A3qe8H1rqx8WYy7LFviIy9UoQVjuLskCDXIYEh/zOFwpSI4t4ldIX9XKazsHnYGz9WdTLIpfHObmsRbXvUOUjlY2VNDgRyWURy8Q4xmK7q8kpU02kx0GN+M7thuyrhR3XLGDBdgULhD624/SbVxo4MEz1XaYwY+prF9TOqcjlYkl22GpTSXmBSfd6jYxgNkV2vC/67cSY9sURWEYE/NdlGV8Vb5Mj4Ag4Ao6AI+AIOAJXhEBfxPH+wbOwd/oq7Mn++vW4Gw5EMHdGkMh9dboUJ3nMYIRiLivH5nqGvbVI3LzUzgX1Y8oiiuvqhJXymt0sMrlaqqrDVxdBrCTSmFStaCawyiraRx1IZvTA6g4q5rLIZpHPdpz2l1WPjtTPWYZDzc4XqfzNN98YmQyhzPqTJ08s3vLp6amaPtHMZFk1K77yJ598En7/+9+HP/zhD7ZOGVbYEM8f6wI5TCwuVCBYW6N4MBWIiGQG7lCDQC5jQUjHm3Xs9sjVR7YYbnekhLi31TBFBPGV2V5XzGXiVC3T7PeP9TX2+3YEHAFHwBFwBBwBR+B9RgCCCZJsTc+XPIPuy/IZ8paYpaiWO734/Apx06jd3PA2Dj9cm8mYkEeEgIHQJSdO7E0s4prsef2FwtY8lbsQBDPP9bCH2PCuS60MsXxPz+hrIuch6nz5gBFQ/2xuiy2ClM8E7wPCQkFJQsIi8sepCuIUAhUSmnq1pVMux8kaRi6LLDdyWaTrVArjkYjliRzSIMlZIFzp90MiD6UGzo1ELuc0WZoykbOUT0QyQxVjl8/4AOTySOdikgqK50Y9TsZYER4kI5fp8F7BAqHPd4KRy3L1Oj4TAZ5nvAVHOXs1bEwkX66GktoHic7CfY01UYTvOhKTWSYal/HFEVhGBG7u13cZ797b5Ag4Ao6AI+AIOAKOwAeMwEiq5WPZXu8ePg3PD6To7R2E56Oz8BrLa8X5sU6KOk/W4VSHhW5nLq94TPpXUSfO7K2lPK6JWK5JqVwXaUz85IZI5aaUx81qWx3TVXWY1jSo0xZhK5K5qtjF5Vooilxm0dmtQ8fgS04ktf7aQAzrP3UhdvLBwUF49uyZ2V//+c9/Dn/5y19Mrfz69WtTKxfUKVtfXw93794Nn376qZHK//Vf/xX++Mc/hjt37hipTEeb9DEucUAsksWoP/alSmawjjht+1I9sA3Z3FX8Nuy4mOlOPLfxGCvyYPZpxHB7fK8dPru/ktntKaa2YknVKyWr8zHi6vfsCDgCjoAj4Ag4Ao6AI3B1CBT0rM6kRchRlMrNWjmUpLA8E7ME4RInSA7s2XQWNPlVJM5V2dm+7S54Jua6PC8zCZP+TYwNq36SiLDptBRqyq97gZxiQujL/W549vrMnuV5bketCpG13q6auxChayDoaacvHy4CvLq894mtzetvsZQVZ7godjO99tTBppl6NRHP1GFSRnnZJh6oobQRUpa+pdl2a6L6VGMSE5HLGq3IRhcUqkvjFyiXjVwWkZwb5UUuzzRxHnKZcGAiZZmJoWNwXKtUarrfapgNC5pkLxI6jDU2ECdkrIj8JaHqzsEKX8EC9lG5LAcGnfvgZKDXBAW27kKmC5rGH3KagF/Q5HsU1HndJ51pLLDpsw81iYZkJLkIcxurwRbcF0dgiRC4/l+8JbpZb4oj4Ag4Ao6AI+AIOAIfLALMSJaNtcVVlpU1quTjs/3w4uhZeHbyIrzovAq7vaOwJ3L5RMQyVtd0ssqojOnMiAzGiqmoJFOmGDPZiOVILtelWm6obl0W13WRx41yQ+RySx3TFVlqrShWEOrlVihUG/TfrmRBYcuMYmywT05Owv6+iPLd3fDtt98G4ir//e9/N9UyhPNYs5OxuV5ZWQkPHjwIv/rVr8Kvf/1rUy2TP3z40IjlK2nYEp+EGGzMhDZCGGJYHWqLyyYsGXTCQg+7a5TIxGYjpjKWehDNR0qU91SH+E4sdO4ZrCtkOR3jR3cUX3lbduOKr7ypeG5mIaZZ7744Ao6AI+AIOAKOgCPgCDgCV4EACkuzxdazJ8plwrEURZ7qkdZUwzzP8uway2Uvq2dV7b6yBYJnomfpGEpGrj8itJOCGnI5OvqIPIIEEwk+J/bUTtSPKEkhyPO6D0g+2ndVttkDEWnHssF+fdgNr5SItcwEXqyOiVENIc/zuRPLV/Z2WPIT5ez9xsSG1gjSWH18WS5HkjTKfHnv8Zkq60PChAhIVIjbK+q2Xxk+tMdsseUEwOeIthYVc1ksrEYvSCJXs8kSUbnMeAHKZdlfi1weoFxG7ZuIZd0+k9oLhPQyErcSZqOCPtcKEyVyGh6Z60Aspz7tVblw0cy5LXZT32FMkFF8Z321WH/dLL7zZSOYxTBbO20gRV9yKK6JFz2SInus8ZCJxjomk7Gw8fBTV/Zm8xNdCQI+CnQlMPpJHAFHwBFwBBwBR8ARuGUENJt1IqXySe8kHHQPwuvOXngtcnlXpPIrrR8MFF9Zlth9WV+X1JGCLG4V6mGluqKBm6Y6VU3N5sXWWrGI1LmpiGwuqxOHgpkca+yyyipmja34yiKascCuimiuyOa6TGcNq+sr7KFCLEMmE0MZtTKkMvbXxFUmUYZFNjZX2F1DKpM/evTILLAhlNlOiuVbfoVu5PIMgFksOqkpGPSKaWhWeaxjmRdzBshUrsEolBfEaEOlzMLARFsDYnS0GdRDicEgBQNWdLxRQWwrjtuGFMwtdZLpNPviCDgCjoAj4Ag4Ao6AI+AIXBUCkLF1PX9iHosNNorM9MzJhEnCuBxqgiTPqhBQ5Iooe1WXN2KZZ2QmXprLjwhlJmSSmJzZ0z7N5zRSL6qXo2oUgopEe0kNPT9HlSj9q1/ePhynwIOJocRa3lMi3A02yBDLPKOvKjcFZkbCXRkofqKlRICXmckMefXT6c/VUSRnMy14j7JAmFJWVnxhEp+lK+y2x4tcwV/uhc9+nLQBCQ4pXLJ7C3JT4zPORApuC+Wy2WKLiCXmspjl0JdyOVpJK6YyM1G0mHuaxjcCxKwSPm1T7LW1DzcEPp9MoOZzG+3ErwYZlOJ8N3BebPRbjZ7Z58Mu0zSU2Jh253N8zxXDLDm7sV/K5bGOGaNclqPYSKHBxqOhk8v2ivqfZULAyeVlejW8LY6AI+AIOAKOgCPgCPwcBNQBmUip3O2KWD55Gb7Z/yZ8c/hdeNndD/silFEqD6RqDupsVUUQNzXjd6VUD5u1jbDV2gprjQ11dmRtXV8VsdhSZ05xf9QBQ8lMimbWstKyzo86ruoombW0SGfbTx06Q1cwYLJ4+8fHx0Ym/9///V/48ssvzQr7q6++stjKnU7H1Mq1Wi3s7OyY7fWf/vQnUyxDKlOGPXarpfup/Lz4zotteR/WR+qEokw+1iAYg21pAIwBsQOzux4YuQz5DJlsttc6BmUGAw6Qyk0NgtEBhkROygc62wxSYX0NwVwzizLZpmuAgoEMOvi+OAKOgCPgCDgCjoAj4Ag4AleFAM+mBdxz8iiXRS5nxA/qSwi0TmZPjWqYZ9dxOxJJV3F9PRobgXt0OlQ847Pw5OVJ+E6xjV8fdeX8MwxnTMwU8YNbULIahsyFpOJ5medmwshsyeGHnBjIPC1Dmv0SVWQilpkcCsHNMz7qbZSe6/VquLPRsMT1E7l4FXj4Od4PBHhvxYnBUi6LPOazQhn9Ncha3KggOyGWeS8u62LKZbWVic70O8uy+MYyOqdxjBzjDTDQWlLM5bGIZRS+U5HLA5lND0TGErN4JvLZFsYpREzPRL7PIHI1hqECfXYVi1lYxM+tyOV6Jcagzs4fD/75f7HFRkHe1DXpe3Odioh9VOSRHCeGtKy+Z0WRzJkqm8tp51SE+VTK5TH3MhCxPFSs5tFAUuiamk77OYP3wYHLl9tFwMnl28Xfr+4IOAKOgCPgCDgCjsDPRoAO02g8VCyebuj2TkUqKqby8cvw3dHT8OTw2/BaNthnIpRHzPaV9XUtXw2r6pxtaJBmUxbW281Npe2w3twI7eZ6aDbWZW/dVszkqmb13uxjIoMlzDxmhjEW14lY/sc//mEW2JDLEMtPnz4NEMss7XbbSGQssP/whz+Ef/u3fzNymXjLa2trpmj+2eBe44EMWMUFLYaWbHuhWEXzLdu/sBX3qYAOK7ihVmY2NMQyceAYZNo/irGUIZiNXFZ+KtKZelhex4nc5wNi0Q4sxmhjAIxYbSiTyddIGqRa1WAZ9mm+OAKOgCPgCDgCjoAj4Ag4AjeBAMQYDjqWMpUyEyOZLAnBCmGzKVcdnod/zmLP2PZwHp+rIYGS5fa+VMHP987CtyKWv3t5GvZPUAlLTShS2ULRiOTmWZxnctTEXVyC9CzO8zjP5Vhp8+xNYlInOfdhKlMdg20xBBfH67+oopi/6T64Pwht7LAPT/siueOzPdddsYmh5bAjcnlnvaFthT0SieXLx4cAquSa+mvmPKXPC5+PkQjUhiYRM3nYCE7tX1Zymc8AhDgEOBOfmbRR0lgGttaQy/rDB8ZeWItNrM8FFtgFEczTYS4MGR/RZ4J4y3xGbdExU5HL01BSDrnMedQPtuvo+4UJKppgHbHRpHk+lFew0MyCrl2riPTX64ATA8poPv8jWXhDco9nIoqnIpeV65uELwGCMYeZKZcjuTwSuTwSuTySA50UBZxUlbK6V9BOP4Uj8EsQ8NGhX4KeH+sIOAKOgCPgCDgCjsAtITDsdzSAcRJOlU76p+Ggr5jE3cOwe7obnnZ2w27/OHTHfU3SVWdJnahWqRlWZX29VVkJW9V2WJcd9prSisjkprYbxEyWarkgi2v16G78rvr9vsVVJn7yq1evzAr766+/Dl988YWRypRBONO53NraMlUyNtiPHz8On376afjNb34TPvvss7DsxDLAQhzT2aVDDMl7vr5YnvYvlulYHYNKggEmUhqosljK2YAW9n3HnaFs/AamrCCGMoNRjJsxY70pO7Bkh0aHncEHOtNY97UzSzAUICmhZkax7MTyjX8s/IKOgCPgCDgCjoAj4Ah89Ajw3MrzKuplnkkhVLG+jbbYRSODU3iXnwyWHpB5TkaNTOxi7KYhrXH9YYIm1tO7B13bhniG9FrTczPKYJ7pue5Ez+Q8n5MPRWod6fjhaGqhaIjPbOSv4iBHFyBZZYvM4n6iMlM5JJqe0TknRPObFq4DsUxbXojwtrjPesanH4EalUmh9zZRLivskSaEYvfry8eJAJ8X+nWbmjCc3pvEBN/Q9mpb6lytXxWBeuUI6+0/t8VWO7HFLttE+Ugu50TIakqGPnn0oekPa+KGJqbnRC7PpFweQS7ru2GizyrKZhZI26mUwYpYLIUwJDOfs4nU0NEi3PrC+l4xO3F9vukzX+0S7bFrczV2UeR3VGLTnonI5dG0YCrmeGO6N32PTCDJ9b00liX2SKrlsUQFE5HLOMdBkL/5m+JqW+5ncwR+DAEnl38MId/vCDgCjoAj4Ag4Ao7AsiEwlUr17DC8PngaXp/shpdSKL8YyqpN6aB3HI613ZuN1DHTDGXFUN6pSOFrFtjbYWf1XthsbStWbjtUFTe5pDolkY0lKZvzxCLK3/xABLGVT05OjFD+5z//Gf76178GcmIsE1cZwhlVc6PRCPfu3bMYyqiVf/vb386VyhsbUl9LydxsNo2AXraXLLWHASAGhxI5bDkzkzOy+OK+rF62f8Jx6kRjf41qgjhwxFCOcZRTXOWxDbihlKAeZDQddCy/2oqPbDOzpWYw4lgDT8xgZ8ALchmimYGtitTtZRvgiscxuxoLbF8cAUfAEXAEHAFHwBFwBByBm0YAIgxCjFAtOOpoZq2Rt1hU1yuEfZFtrJ57f84CKcyz9Mv9M1MpQ96+PoyxjHEDOtM+YhpTj2flbVld3xWJyzM07RqJxILshpw+0uROyGm2TV2sdXsO17M07Ue9yDM49wHRx73gEkSCEA41SKg3P3OjzoRQfvqqY4l1Jplyfkj3rbV6uLfVNPVyU+Q15b58nAjQ78Nx6q6U7KwzoTl9fpiEwPpb5jDcOmAQpskWO07AELlczpTLpl7OJmCIAE7KZSZ05NT3lcO0SFr1q7VOzGKbxa3zzXSz2E+PZD9NQjGcz8c+Mnbh4MG1wIrlOrChP81EbRTkDcXEHk/kLKf7Qbk8nJCwyMYumxtbIJeJtzyQalnkMsrlscjlHDgUaKvTy/aC+Z9bRcDJ5VuF3y/uCDgCjoAj4Ag4Ao7AT0fgDKXy6V54efg0vDh8Fp72D8OzUSfsSancnWhG62xsZHGjWJVSuR0eilh+0NgKOysPwvbGY1lG39XgiBTK2RLt3Ni4+Q7KQJ0lyOOXL1+Gr7/+Ovzv//5v+POf/2zxlSnrdrvWynq9blbXqJM///xzs8H+4x//aOQyFtjFojqK6ji/bbZ/dqu3kiWl8UgKBghfSyLL43rKVa4BIiyr53VSXXWYKWPQDPKZDnSywEalzIAasei6GshCeQFRDRYMeKFkqFXyNpBlMZQ1eMVg1kY7Wl6vr8R4ypDOEMgcQ4caSzJ7OzBzO1u9FfD8oo6AI+AIOAKOgCPgCDgCHzUCxDWO5JhCuEgBPNTz7mDYt2fg47NiOJPiGKL1pyxM+OSZGvJ4T+rkZ6874evnmuwqVTDkMrbTPG/zHI8KGFUj174vAvfxvXbYkhU3BC7nSDbar0RMY+l7eAIprXA0ejbnGT71UVAmQzCvSz0KGby1KvtsXZ+2Wx9Az/kt7edeeSZfXGgnhPJztfOlroP1NgukGEQ3z/fEd+Z5H7x8+XgRKIvI5D1BDG7eH3TnIDabUucykcHeX8v6HtFbt6DPVSJ9zRYbcllubPlLMZcjuYxyWeQyymXIZfWDUfyi/J0rl0XajrQTErcshTDksk5nEzmwEAcP+szXuRQ0gZ94y8SIZ1I33wsFjV+MprnQl0U25PKUHrhstOVbZrbYE5HkKJcXbbHHUymXpc5+8xSU67wDP7cj8GYErveT8+Zreqkj4Ag4Ao6AI+AIOAKOwLsioM7DZKKBCc1SHWi26tmgEw46EMvfhRenL8Nudy+8kgX24agb+iKVsUlqlRthVVbXG0r3ZH39oLoe7jQ2NOiwE9YUW3mRWKYZN03IDmXtBGl8enoa9vZ0LyKRv/vuu/DNN9+Ev//97+Ff//qXWWOjaEatvLq6arGVP/3007laGYL50aNHZpGdoLyJ+xBna+QtnVgjgRNhrI7slM6sKuglyyyvZY+nbRTHWJLR2Y0EcSSQIYHnZepgztcXyo1Uzo5jcCslSOSuZjKbLaAGpMbjGD+ZznFBcZgYVKAzHpXKUSGx0iLP4idr4IlBB5QTKCguD2AlTI1gnm/4iiPgCDgCjoAj4Ag4Ao6AI3CzCEDYQgLx7Aoxy8RKVMWDPuTwOHREwKAcxir7h8K48FyNtTWkL/UhhVEaY3399NWpCObMblpELs/cxEc19x9ZDKMyhlB+sN20xDbkMpNDu42xqYd5Dieu6mFL4X40ARRCOMZejjGXOedAJNhRB1HlzNoBSXykuuvYZ0ttip0x5BPngoiGZKPd+1JrQ15DLB9onTLqUH9DbSHOMvWdWL7Z9+YyXq0kBS6flbubU3tP0UbKIFDp9/G+WV5uOafPFWR4jLlcW7TFluOaJLvzsYsZKmVz9YJc1uQSEdPW10a5rG32s6AIHo7zoa9UErlM7GYmX/N5QUXMtSC0r3MBb75LUC7zGgzVd4ciJu8O9b0wRrWct3ZMaQr9fvX3R6ZcjrbYo8wWezYj3BWT6q+zxX5uR+DdEHBy+d1w8lqOgCPgCDgCjoAj4AjcDgIiFieDbjgmnrIssHdPX4VXZ/uW9mV/fTw6VWzlrgYYBqGqHlW71Ah3m3fCvbX7YbuxGTZqiq1caYUVpWZ9JZQXFMu3c0NyspMFNmTykydPzPoaxTLrL168CLu7u6ZkJoYSsZU/+eQTi6UMkUwizjJxlbe3t410vul7oCMHoXuqQSAGgxg4Imdwqq8OIKQznVqbNY2NNa8fnUMl7gmimcGkVDZR2Xw7qzvfpt5CWbpXOpJqhhHYlDGwVa+qA64BA2an01Gm02qDU5qhbnHdVEasLfYzoJASBPRbieV0Qc8dAUfAEXAEHAFHwBFwBByBW0KACaQ8s0ZyuWb20+ViLxK0ImshmImXjL01z8VvI4ogeomjjALY4iljf61tyFpiLPNcz7M8bj6Qx4SOQQkcVcZy/ZE6GHKbdkB6QXpDbrU12XRV9YhxC/lMv4D+wemZQv/onCTiJVNGaBssrrHNhtjePdCzu6yuUZU2RRS3lafneK7HRNCcrvNSiuoXsu6GYD6R/TbP72uaOLq1KgW0rLqJRe1xlm/pDbpkl2WSMe9HrJiZhMDC5GM+G9HVann7f/RzC3zeM7vqKu5airmMchlSOGchvCKryiRu+tpDOYLl9JkiujKTPUy5DNmszyaLqohYDpqkrwnYYzl1yVa6UZvZZ4vPDTGque51L+BPP53XZqDvDH0F2OSTTl8hr0QyR0V1SXcxDDn6+plyeTyAXJb1P3GXJThgTMGVy9f9avn53xUBJ5ffFSmv5wg4Ao6AI+AIOAKOwE0joI7SeNjVQMmxZtS/CF+//ip8c/Ak7IpUPpwqvpjmu44kk9XYQqips9XOl8Ld2nr4leyvP938ddhu76gD01KHqaZOWUUdSmazX++s3B+DqNfrmVIZhXKKrfzVV18Z2Xx8fCxidqy4SrK8W9d9KK7yf/7nf4b/+I//CI8fPzb1MhbYrVYrVCoVdZJvtluFpRiDUigl9qVwYGAKGz0Gpw5Ps5hsEMzqzA5RNKsnG8ll7PAiIQw+ENSci0IrT2VWeL7f6tlx7MhpEEmdbf2JMZBjnmI3Mch1HrdN1ngaEFuVdR/KB2ZjFzW4YINterOgaKADzaCUqxt4IXxxBBwBR8ARcAQcAUfAEVhWBHhuhWziedcI4pOePd/SXsizrlTIJyJvj0W6JgKHfHFJcZCxvcYC+4XSM63vHWIxLdUzZJQWrsPzM3GV7202ZS2sWMZa316vifStyNo2hZGJz9PxGV+TR7NndogfiCPaBLkMgXwgm+xXR11dS/0GtR3bbIvNrDqTad/IYwhtuzbkskhm7nVH14TY5lkedTXxoFOsZeyNscG+t6W2iVw21TKdQl8+egToKzJBgQnGWa9TPcn4fmWiBpMilr0PyDuZCSWQ4RZzWRbSeSOYUR7HzzZ9ZSZsM7Eb5XKOvrfycWaLHTvcIml170Mpg3uyn25IvdzQeRsVJmdUbFIGZPxNLPTH+W5hwkh3MA09jXsMx3I30LqarM55wYj0oDjMkMsTuxcRy8RcHhJzWeHPIJelXNaIwU002a/hCPwoAk4u/yhEXsERcAQcAUfAEXAEHIGbQwD7poli6Qw1M3UgYrnb74RDKZWfHj8P3x0/C8+OX4SDYSf01CmcliNh3MAGW52krVIz3G/fCQ9W71m+3t4OpUqDqcrXdgORAI2q3LSeci7KAAuEMRbXEMv7+/vhiy++MGL5b3/7mymWnz9/Ho6OjtRZmgRiK6NYfvjwYfjd735nsZV///vf2zaEc7VavcZ7UXvVSUU5nHKUxsm+GqVBR4oDbOmMXM5UDofKj6VIYNAKYjnWT6pjlMmxyUbo6g85HXtyFtYhetlM5bY136++puowEECnlMEnYjZBLKNGRqHMDGhirUVFBTGVIZcrFtfJLuJ/HAFHwBFwBBwBR8ARcAQcgfcQAZ6PIVghzLC0huTFsppyiKWuylAHowbmWRnaBVJKj856Lp+ZBfaRJoKi/H26e2pxlVEAvxaxDCGNkhgyOsUv3hGhjAKZ+MrErYVg3sxiLL8LfI1aMALprDGKJJ8IJdob1Zg8x8tuW+1M/QcIcvoP3X7sd8TwN8Rrnqh/MdGk2oIR0kxqxWqbfgMuRBtqEyQ4bYNIpNwXR4DPRdGUyu83FnxGsJKGXGbyOQrmIiRz9j6P5DJjDZDLYmd136iWiVU80+fJ+s/6XOdE2o6Juawq5AXZazfrckKQ8h/HAK6hQ699wVmASSBMHOn0JrLDj5NSRlhky7obdXa5UharXDIr76kmrc9jLmtsaDSRetnIZU1cv/bW+gUcgXdDwMnld8PJazkCjoAj4Ag4Ao6AI3D9CIjYHPRONMv9MJxIrXw4OAkH/ZOwJ6XyS1liP++8DnujThiKfC7l1RlSapdbYV2xlbdqa2G7vh62WlthRwRzq7EWSmWNbFwjsZwAgThOKRHJbEMWDzTTttPpGKn86tUrs74mpvI///nP8PTpU7PIph6EcrvdNsvrx48fh5Q+++yzcO/evYBi+TqJZe6Fmd0pDhuqCBQHDOCkmGxY7ZkVtgahGMBiu6c4SNhhMygEKY3lWKkk0ldUcer00VelE0wnH4IYqz6bMc66JTq5cZ16qJNjeSSd52U2SBAtzaJ6OQ5OMbhERxVbr2SFja0e5b44Ao6AI+AIOAKOgCPgCDgC7zMCED+JXIZwJTYxz7kIGLGl7umZHZIYe2ueoaciliCMhno+h1RG9Yv9dSSUcRzq6zkf8nZqMVArmrAbJ2rWbLImZC1200zcXJMTEKT2ZSX0j+HJ83tdhC+sFc/5tJ/ndOI231U/4kSKZvoTKbwO/Q4LsaOJqqgxCcFD+yCguTYTXF9L+cxkVs7Dc//OOqrqpsjlusV61iV9cQQ+GAToExdtUjUhnZigARFc1OcpksG4Bkw1eWSi74S8+uP0vSfqm0Mw5/QZ4nOTL+scOoZYzeOpvhtE4vLdAKmMghglsZHLN4Aa/XcmgXDd0+44VI/VTl2XSe1iwDV2o3tkIv2wHwbSW0+HIs71vTDCFnsoYhnl8lTxpJm5ngYabqDdfglH4IcQ8BGnH0LH9zkCjoAj4Ag4Ao6AI3CDCEzVYeh09sPr/e/CK8VWft47DM+GJ+H18DQc9U/DqXLNww2VouJ/Sa18p9wOO/WNsLNyL9xZf6gBEJHKtXaoYYMtC2z1vK699f1+3xTJqJJJaZt8qE4QxPLe3l745ptvAvbXEMrEVoZo7na71oEifjKxlUm//vWvw29/+1tb39zcNAvsWq1ms5Wv+2awsiZGGrZ6Kfaa5SiUUSdr0Ir9PU17tnhO6rQm0phOaYpnjIUXM60TiZysrItFEc/q5NKxpLObclMja/tNOfVIkXxWB1mjRgwcJXI6Ec/pXOSWdMyNTMG+7hfFz+8IOAKOgCPgCDgCjoAj8FEjgAKxLJKJZ2IUvpC9PHfzXM0kVUhZbKb3jjTMLdKFZ3qehyFunyqe8ZOX6k+JmIVoZnIo52C/WdTK6Qcy+Z5UyvdRActiGlvqmkigmtTPkMJc++cskN+olYuF6CaEwxBtw+mINkMom222Qu3Q18ANifxIfQ4mt1qsZt0XE1hTfdqBCprwN9sil+9s1o0Apy/iz/4/51XyY5YZgaI+RLh11aTorSuxTp85RfrC9W2qSRhYSEO6TvS5IVYxttJM+A5TfU9I9YyVtj5GtkBQM0EDBXGzVrZ++018dvj+atRi7PhjWebXKkPr09OovMZtyprkMq3WRCt3w2g6DFMc0USWG7msmMumXBa5PFNYNGeX7aX0P0uAgJPLS/AieBMcAUfAEXAEHAFH4ENHIPZkmJR6cZmpHxNj/NAZOpJiee/kVXh59Cy8OHkZvusdiFyW6nfSCwN1JDRioMGEWlgp1sK2iOUHUivfb26FO6v3w87G47C6elfkYzzfxevELayjWFIeS7+/fbkO1los1mHTAA6qZIhjCGQI4rOzM8tZh2BmO5HNkMu7u7vhyy+/NLUyxPLJyYmdi1nHzWYzPHjwwCywf/Ob3wQssCGX79+/H2MO2ZWv7k96DVApRyPqpHgY2wAUg04HUjMQEw2rvL0jWWArNhqx0hjgwaYONQEEL4NSqCZIzH5mgArFMDOSE8Fs5LAGpCCbjfRVzroRySpPZRdzlavzGctiHcjlZY+NdXWvkp/JEXAEHAFHwBFwBBwBR8ARuIgAz8K49fDMnZ63RyKKRyJseU7nGdtssqVKxjHoSMTsNy9OwpMXp0baMkGUfhBkMaQxZO9d2V5DLD+60zIr7A3FMTZVdNb/udiCn7ZFH6rE5FK1q1a5eCxqRULuRFI89jteizSnD1Es9kLhJKe+CfFYcYgibNJM55G1tohl4i1vrCplymra64sj8CEiwGRtyGCUy0z4qEjdi5o5jXnM9LmYSrk8GcoSW+MUkMvYYouh1XeA3A0qlUgua9zBev/6TDIR45xcvjnlMuMCdd1Hqz6169ds4kns4zMuUhK5PJNyeTSuhJzZey/YYkuEMFJ8ZlMuG7n8Ib7afk/vIwL+6/M+vmreZkfAEXAEHAFHwBF4fxAQaTybMpMWUhIbI1k2McN2RmzeseL+TMJQeXckArOzF14ePgsvOy/D664UzP3jcDI6szpVqZXbsr9er6+FTeV3KyvhbnU1bDc2wqYUy+3G6ryT9TZwIIeTujjZWFsnTB0x7KxJbP9QnohlyGUsr9P5Ug7hvJggmo+Pj02tDMnMvkajEVZWVswKG2KoHtHyAABAAElEQVT5V7/6lRHKjx8/DiSUzMRUuuoFlUJSCmB/DVGcbLDN8lqDUljPYVN3KJL5SCQzigds8ziOQaqSSGQGpGoa2MHqDlIZ9QQd1LpmIlOWVA5GLKsTGWNeRQXyxfVIMp+XRcvrdBydafV/fXEEHAFHwBFwBBwBR8ARcAQcASEAgQzBii00CmPI5AmTdPXsPhTJBKHM8zjuPoS3eaXJoqe9oYilWSSlRUyv6NkdYnl7rS5r6YYUwDWLrYwFNqT1TSwQ5aivedYn0R+AJIY8x6Kb+6Ffgj02quWJ+jF46FIHO+w7ajf3gTLaF0fgQ0UAty7IYN73EMwV5SiSCxDMyJONXOazQaxljWNoMsZUkzaMXFYM42JR5LLGFYi7nCaZE/O8pc+OKZetb38zfe70GcfKn+8vm0iizz2f/7zaVyyVw6xcVZv1HdQXWa77GYksxxKbMZixQqMlcvl7moUP9Q3g97X0CDi5vPQvkTfQEXAEHAFHwBFwBN5bBHjqF3E8HQ/UIdCAh9JY62PNOh1p9ml/3AunA5Gviq18KNvrfeWvFV95T/mpSGX2Tyaj0JS6eb2k2fTt++HB2oOwJUJ5TQRzu9IKrWpLAyXtUKzUfxSmkeyUjo6OwsHBQTg9PTViGIJ4kQy+vM2+RByzjwSxTEoEdYqznPJUnupQznGQ28RVRpX8+eefW3r48KHFVL5z507ABpvYyhXNML7qBZUCRDKqBgZrGHiynIEbrVu8Mw1AnfXGFkeZeGZDBnLUYU0dQQabIJPpiBIrqa14bxDLqCcYxEIBgTIBcjjaVsvG2jqLcUayWVqrgMGkZG8d82z7wr7Y0bxqHPx8joAj4Ag4Ao6AI+AIOAKOwPuKAGrgqDyshDUpeLGZ7o/G9jzP830kankGFzmj53gIZ9YhbDelSr4r62tIZdS/HE/8Zkhq3Icge256SSpK+hDtRiVsqW30Q5ItNn0XJrpCoLNAjNEXub/dtDYnh6mbbrdfzxG4CQToKzOhBHKZyRjEXTZyWUpfBVY2J4IZymX19SGWiVE8U6xi7VKfnFBVlVCUIhjylqEZvh8qisPMxPAYc1nx1HV+m7lxzTeUxgKaQU5n9n2DZb5isst5DrJ8BrlcUlsLZZHj+v4yW2yNuRBzWWNHY40LjREqwJzb3Vxzg/30jsA7IHDzv5rv0Civ4gg4Ao6AI+AIOAKOwHuPgEhlyNzRiNjDsrUedkWwdjUA0jOieaD8TMTyQfcwvOruhb3ecTiQ/fXRTPbM6jBMZHdUVGeqrs7FmmywHzQ2w+erD8Pjjc/CZmsr1GotdawUW5kOiDpLP7ZAEu/t7Yfnz5+bivjw8NDiIS9aWmNrfTmxP9WBZE7kclI3L1pss76YUpsY9KjX66ZWhkT+4x//GP77v/87/OlPfzKiGUIZNXNVNlBYQl31gmKZQRpm/u8d96RgkPXcUbSfY/1Qcc5ORSz3VWeUqR+Y2YzDeFUzo6sij7GdIx4biUGfTVnRoW4wxbI6uhDLkMosHJsWOrBpiav6m5XNd13YvrCRDvXcEXAEHAFHwBFwBBwBR8ARcASEAC5CTPDcEDk8kAXu3vHUnvO7epbnuZ+F5/JySSpnxWhFpbipZ/lHd9rh03sr4f5WQ8SSVMpyHWI/xC7Ez20sEN81I82KYdaMnQj6U5DmKK+NXIY0m8R9hMqhzdw/hJsvjsCHjACfj+gaFpXLFnpK1tiQsdO8PhP6uE/1mZ8pJXI5jDQ5XOWFgohoKYGxmy4UZZGtzzhkLmr/FM6KPvxNL3wv1fXZxRbbJqdru4RaWeM602JV7RTJPFU8eZTL2OIPscZXErmclMs33Wa/niPwNgT8V+htyHi5I+AIOAKOgCPgCHwcCGBZLSI32lZH+2o69JRhnzYnS+MWzkvZGvvinFGrJ7RsDqkKJ1heYzM9iYplCObBoCeSGXK5LwITFXM/nGn7UOQyFthHUi6fiVgeaCAkr1mrZZHKrZJm1ec1g726Eh6u3JNq+X64s7IT1pobmnLb+N7rkxTD5Mm2GjIYUhil8uvXr+f21CiYE2mclMuLx3Ac5Ys5+xdJZUhjyOCiddY041brxD8iT7Po2Ver1UyxvLGxYSrl3/3ud2aD/dlnn4WdnR3b/72b+QkFvEYoExh0wTJuqnW2IYoHUjIQz4zZ/yiUD05EsotYJieOMvbXHVlfM4BD7DMGouhwMsiE5R4dT2Y1b0AsS+1AHDaI5XXlWNFhXZdI5Z/QZK/qCDgCjoAj4Ag4Ao6AI+AIOAI/AwHUuzgIba7VzJmoJxKGEDf0AVh4jod4NYtpnuOxwJaV9MPtlhHLWGFDzlLvthcmosqvKJt8ek5wE1+Ze4BM64tAn2TkciTI8nPHpNtuv1/fEbhOBHi/2yQRyFgmdJtyuRCVvplymZjL9ONRLWMjLYdsqYFlOS9yuSjCFnK5LEKaSRkX080TywmreE+E2dL3lBzQBhUssSthJHJZ0dVFmOfClFjrTJgxxzjUyyiXCbOGYjudyXNH4HYRcHL5dvH3qzsCjoAj4Ag4Ao7AbSLAQ7kUxhMRvX2pigdSGA/HIn+xHFI5D+9YD5GMMBZpjCXZWMTzGELTFMbqyKgLgEERuSXtn9hxEMw6Fx0BrIwyOyOsrrkG1+oMOuFkcBoGIqIZWKgWKqEpQnml0jb76+3mVrDU2gzb7W0Rneuaiv99C2wIVlTHxDdGlby/v2/21+QpYYfNPupALEMeQxgTZ5njIYQTKZxeFohiVMUk9kEeQxiTiF9ULpfNxhora9YXE/sph1xuNptGMK+vr4e7d++GR48eBdZRK//ShXEkVMdnsozrqkMJkYy9NbP9IY5PlE7PRmZ9jf01yWyv6bDp9SS2cZsOq1KDDp4IY+IgoUomYYUd82iBzTp1iLvsxPIvffX8eEfAEXAEHAFHwBFwBBwBR+DdEShrIig213dEGKNU5tkfhyLiL5ekAsRdiJjK66rDhFBUy2xvtGtmh81z/DIQyz92xxBr9E/ob0CeQT1DRlNuVrrKfXEEPmQEIrnMRItssoUI4iIxlzVGoVEam+k/1ece9bIRsZDLImapE/TZycsWuyz1cq1aUf+dPjx9/oIR1oSxuq2Fa6NcttjxssPv16thdCpiOVfRuFNJ4zP6zDNWoYklKJeHcsQbElqNsSuNNUWJw2213q/rCJwj4OTyORa+5gg4Ao6AI+AIOAIfGwIie4dSFPekGu50peRVvONuX6SrLKsH7JvExEP8cKqHeZHNQ5HGpBG5ujQjPdwrso/SVNvB1iPBTDQcUlTSTkVMz2yWKQrZLGl7pGvI4EixddS5yJfCWqkR7pbbYae+Fe6tfRLubD6WUvauFLQtxdgqa1DhzTNsUSZDHr98+TI8ffo0fPvtt5azjhU2qmXqQCijbF5UIEMYQwpD9EIEQwizTr64TllK1FtM2F4vbi+up2MWz8d+tq9igVjGMu7wtG9xlKMiuR8OpUxO8ZWTpdzA4igrDpNGZohxthhHGWs9lA0MSK21FcdNA1IWf00dPwZ1IKHJ57GRbrFDehW4+TkcAUfAEXAEHAFHwBFwBByB9w0BbHJXRMiM1zXhV7NMIZZJPKdjgX1/q2kxibfkPLSB45Ce7ZksiuI5PdO/L/eMDXY+l1ev8nyJE4Ihmm+PHDtvja85AteHALbY5igmUrkmhW9FhHFJn2PGTnKKSzzT5x9ieSy3srFIWNTL+RmW2dCvIpcLssWuVEO9pnBW+m5gkniasHF9rf7xM0Oa40qAE9qKxhzOjquhU6oq1LK+1zJyWSyyRBC6L1zpRC4PRnLFE8FsyuUfv4TXcARuBAEnl28EZr+II+AIOAKOgCPgCFwbAprFbf/Is3V8gmIZV2Utzu2kA846FthmTS2lcl9kcrd3InL5UIMShyKXO0Yu96UqTgSzqYxRG0Mui2iGWB6JLDZi2cjljGBW/36k82uyrDoGuhYd/iyhSraBAO2nzP6pU1FQB6JYlPo3VwzrskG6U26GB9W1cLe1He6t3gvbaw9CsyUb7GwZY/uk67NgAd3vR8triGUIZIjkJ0+eWHr27FkgQTijVoZUpg3JxhplMbN+E7GcFMoQxayTLybKIIVTvriPdfYt5qkeJPLPGfyw11MvGDP19d8WyrC8NhtszVLGJg4bvCMRy1hdQyjvY3mtOMpHssE+6UTlck+q5pHwYoEcZnCpJdUCqoc1kcpYXmOtZ4NQ2kbdgB12XZ1YXxwBR8ARcAQcAUfAEXAEHAFHYDkQKBZz5iJEH4Hn+ziJdBxa6hPw/P7wTis8kAX2JuSynutXZKH9c/oiy3C3kGvqMC5DU7wNjsCNI4DCFwtpCGFSBeWyUl4TTMJIky4gYJk8rjEBYi6T23iPuvDYSwe5whVF2kIutzUhBaVwXcrl23Yu4HNNKC4Ib76zjtU+4kPP1N5pThbZMyz7I3HOGM5AbnN9pSEiAcaC0uDIjb8ifkFH4CICTi5fxMO3HAFHwBFwBBwBR+B9Q0AP1xPN4hwqjjGEMRbUZmuN0tisrSMRbFbWekCnuwExPBRZzOzPAZbYwzPFJe6IWJayl7jIxERGUaw6ZmuN/ZDFt4HYPVceQ3QmU6KZ+vx0EsqaWS6vspBTyucVDyinmbVKxP0pisglt1TQrFviAIlYLim+cl2dnrVyPexUWmGnthI26mumWK4RXzlbemeKEXx8EE5OTqRCPlF+KtL46IL9NQQzZDI5hDJW2SwrKyumOm6322ZPDQmc1MlJWbyYJ8Xy28qSCvmHco79JQM5xFBGaQyBTD4YxfU+ZVIrY23dFWmM/TVW19hfd7qywu4NNWFAsZZ1HANOKBQYVLJZz+qUYoVHLGVira2oM5dyOnbUY0YzHT0nlrM3nmeOgCPgCDgCjoAj4Ag4Ao7AkiCAJbRClIpfkX3stKYJtFObOEofgWf8LU0YhVjmGZ/n/l/SH1mSW/ZmOAIfJQJmi53FHyfmctViLscJ8jnZxk002XwmtTKq5QnkspS+GojR90JOwt+i2UwXNM5Sq9HnV19f3wmch8nmt7lwX9hit0V2Mx7RqBMbWmMnIpdnuZISlB3K7KjK7vcHGt+QMGLAeFck0G+z/X5tRyAh4ORyQsJzR8ARcAQcAUfAEXj/EIDcxSJIpHC3exK6il/cG4goHnVDD1WySOIeSSRxX+RwX/bTfRHLfVHCWFsPUB+bGlkdEtlgQ04TDznGWxaRrP0zZobqoT5Hkko5r6mwBZLQwqKsJEJZ9LHFvWK7IEK5KOK4KItryGNLRXLFI4ZItqTYPyVZTpdq6iBJDaxUrzZCs9IMK9V6aLEtorlQaMxfk35vEHZfvQzPnj8LL168kEL5mamUd3d3w97enhHMkMlYXxNPmVjK2F1DIm9tbVl84+1tqaHv3Qt37tyx7VarZSpkSGDUy6iYU0LdzPrlfLEs1b2cp2N+yUAOxP1A5PCxLO6OUR+LWEeFfExO3OTM/g5iuSuSmcGkkcjnEbOX9VqxMNO5qpnNi0QyVtcolbHSazBzWZ3LmupUNIMZNTNW2eWibMKV++IIOAKOgCPgCDgCjoAj4Ag4AsuFABN6mTyKkjHFZIVQZmIqk0nrKsdylmd7bKV9cQQcgfcTgfj5jp/1uojlipHLcZwC8nWq/v90LPHAQDHXNSYw0/pMgzVT+WITuxib6YLc4VAu26RyTSTn++E24y3zStg4hcYf0iT3pmIul2XfDbkc8nJakCBBK2iXzQq7p9Bm3W5f4dwgl125/H6+mz/MVju5/GG+rn5XjoAj4Ag4Ao7Ah42ASN4J9tRSHhMv+ezsSGTjQYybzLZI5jOpkc+kQu5KmXwm4rg3lZp1JqWrCOMB5LLGGUZKEzolyiEz09CDOTDDIsuOCII2r30Qyjw4FZUT+bish/2SyGSUyiUpk8tKJXUCyiSRy2URy2URyhWRyeWiyGTlFXLNnCVFYlnqYRHK9ariKYtQrpRriiGkM+vYtDAztdPpmBL5u+++s1jKxFP++uuvzfoaovnwUJbeWTxllNUsELyoldfX18PDhw/Do0ePLD1+/Dg8ePAgQDSvrq6GZrNpdtYQxGBgOGjA5oeWHyONf2z/D50bu+uROkyoki2Osiyu92VxTRxls73O4iofy/IatXJX5PJQM5anOo7rMoBU1KBStRQHldY0ExjlwvZa3XIGnrC+ZuYyxHJJM6GZuUzH1RdHwBFwBBwBR8ARcAQcAUfAEVhuBOiqFHju16Re4q82a5Ixi4ahDxef6PU3/l/uG/HWOQKOwA8iYM5wplwu2GQSJo2UyyWNlzAyk5HLGt/BEns61DiI/s9yjGmImMVeOl8NBSmCI7nMBPOMXL7lSSeMPTAJHptuSO+mxibKamdeRLgaLF45I5cRQ2g8CFK525PjXlIu82XniyOwBAg4ubwEL4I3wRFwBBwBR8AR+GgQEHkZpAQmZvDEciymk9U0SuFLltOQyDpGpdoHESxVqsqIMzNGcSzSuC+lMjGTz7pHZmuNermLzbWUy71RL1pfS408VH2LkazOxliDDTORxgUUxkp5VMZSFxexqdZ2Qbnt00M9tmtFEchFdV5IMlbLUiKWI7lc0uBGJJg1yKFzlHVOCGaUy6ZYtlx2R0m5LKI5WmJrNm0B++iirJymIsnVdnUauoqljAL55OQ4HB0dhlevXplSGTIZ22vyZH2NSpn4yUmBTKxj7K83NjbC3bt3w/3797N0z/KdnTvaty5iuXXhrfdLSOELJ/qBDWKjjWVVPRYhPFJifaQZxuOJrMplaWfW12Z3jdU1sZQHMXYySmUUyxDKssLG8ppzFKRaqCtBKBODidhFdDohjhloIqbyRptUM8UysZTXWlVTM7uS4QdeKN/lCDgCjoAj4Ag4Ao6AI+AILDkCRiZnfyxb8vZ68xwBR+DdEVA3XxPzZSFt/XuNdyTlsibS5/RvqrEErLGJtazBovky08T/mcZjciJrS5rA36jXworGBQiBVatqcrnGeG5z4fKMW6BcZrwC5XKlWhGnXJFqmRjxuKjJFpuxE1l9D6TMhlwmR7kcp9Lc5h34tR2BiICTy/5OcAQcAUfAEXAEHIGbQ0Cq2pliIo+lJh5KdYzyGCtqi28sopj4xsQ5HmXxkrGsHolIHkpxnGyssbImDUUyDzKCeSASeSgyeajzDnQ+YimPJ7K41rVmUjhDaOf0YM7MVz2yh4ZIY4hdrKlREVfV4ajJhhp76qryaqUuJXHd9hkZDOGsB3w6IQU95M+TzgfxXMiSrVMn1cUi2whq1LEQ1THmck7r2BxpOq3wELmqzhA2R8eKoby3vx9eyeYa4nj31W6Ittevw77KDw8PFEdZ9t+Ko9yXNRKqZhTHm5ubpkJGpQyhjA02ifW1tTWl1bAqFTNKZdTM7XZLdtnnlts39wbAYXxm8ZJjbGTiIyuJMCbH4jrlrJ+JRO4qhlJ/APGM5bUmGTDLQAtWePUWZLJsrUUkW5xkzfxtiFBu1BRXuRotr4mbnNZrtq76sqByYvkmX3W/liPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPw7ghAwkqobOQyff5oi53FXMY2Wlb4WGPPhotSXtHOGnfJ5SFro910Q+TtajNTLus8tz0WwPhRrSJyfFYOZ2pXqyFyWbbYRi5LuWy22BprMnJZZHJfpDJxl/tSaDMp32wa3h1Gr+kIXBsCTi5fG7R+YkfAEXAEHAFHwBG4gIBI3gnk70CxkKU27veVZFs9UOqbwjhTGY8hiBVHWeTwQORwX3bWfRHOPRHOXZHJPRHLxEwe6Il6gAoZZbOI5pmIa1NBm9oZPyTFR5a1tUyTZFcdSeWaSN+aZrDW9cBeE7FcV8zjukjkhkjlpqypm9UVWSYpDnGtLavotpTADSOYIaILIomxyGaGbJoVT562U24ebFYj1bqAwsUNtb+v+NAnpx2LmYwi+VtZXz958iQ8ffrULLCfPXtmRHOnc2odCjoYEMqolImZnNTJ2F5jf43lNYm4yhDLNdUryiIam+wScZRJ9NLUobnpBbtrVMfETT5MNteyvT6UOvlQeYqvjDoZW2wI5Yk6jPyz2Gqok2V9R8eyXS/b7GOLoazZvuuKo7wqRTKzf4mxTCylimYDY3uNIhvXa+ynLGnbF0fAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEVhOBIxcVtfdJpSrf0/O2AYucznGM3DC1mT9C4v6+pCzecZwCEdWrcl2Wspl2U8zVoAKWsMpt7rYfWlsIqdxCxu/EPnNuE1J1tgFqZfN9tvIZYVyk6AAxTLW2AM51k1ELrty+VZfPr/4AgJOLi+A4auOgCPgCDgCjoAjsICASEyIzBm21SJqieVr2zzKUr6Y6zDKWPhrazwM6x/HTUQOjydDUyobmQyxPBCxrAS52pfqeGCq40x5jJrZCOahVM0jKZQhmcmJlywVqzoYI3Umxnogx946L9IYVXC0uC6IQNS29mOWRHzkihpUVdwdzQUNNemOa+ps1GQ3VNWDe02W1PWcVMuhEeozPdRPKqE60j51WMzmeqLzE5MXPlJksJAQbw2hvYCB4aTtt5VZORhF5S316BQMBooHfdaR7fWxKZNfvnxhhDLkcrK/RsFMPOWkUq7V1DlqNqRCXjPF8p2dnfDg4YPwySefhEcPH4X7Ri7fDzsqJ37zmxazGGeW77zdvGjcT7ZoJa5nZWnb8mxPzOyAxdeeA9MuIGPdrK9FFPeHE6mRR4F4yZDJxFE+0vqxyGUIZ2yw2d83Yjl2EgsCviyCGFIZu+uGOmColLGPWpPdNaQyBLORy+owttRhRKlcVn1fHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFH4P1DgOnwjMNUpfKFFK5IxlwSuQz5auQyYw9yN1tcmFiOU1xBYoJSpaZjNdJTw3oahzNZa8tmW1WWYmHIwpzW1L56XWNStYbIcMQBsvTWOJeGaGwcKCmXhyiXRaZT7osjsAwIOLm8DK+Ct8ERcAQcAUfAEVhGBIwVFLmLqhjL6WFftsQiiLGtlgqZmMcTEc/jTClMbuuiEy02su6J3MqzGMkcgw222WFjjS0C2bbJs3ObNbaI5ImuMVV94jObKhlSV0rkskjjCjZHdBikQC6KQK1gbc2sVM30rJT1QI6ttbZLIpFRLhd1LwW5B+X1IJ6XejYvYjUvhjU/FWksa+r8rBCmw4JiNYsA7ZyF08JIZPWpSOpoXz1THYhYiHJsiCCG57lmkrJ9Xha32Q8hHPcJL+ro2tzXBMKdGaiaedq32ModI5APDw9NpYwFdqfTkV32UPciJW7jTiCOMvbWKJXX19eUb4pc3jCCeUu22GaDrW32E0+5oJm6lxde0r4soway4UZFPCFGEW2BLFeCJNbmnHSmLN73Yh6trS+Wn5cl4l2HZueb6VpTUyETJxlFMtbXp4qhjPV1T5jH9sR2lGR3XW4oHrVy4hARO5lOYLK3Zt1sr5WjUCZhhR1zzWZWpxMy2hdHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBF4vxHQ3HGN86ifb45smS22xoQiS5ymtJ/fI8IDJtpjNV2tSUwg8tbGFBQey0QD51VvfY1J8bUqYz710G41lWs8q1wJZxr30lCYxs6SclnufkPGybDFZmTHF0fg9hFwcvn2XwNvgSPgCDgCjoAjsJwIiOwdSlnc7R2HztmhFKUnIga7oQfZLIK4L0IYVfFQBPCQGMgpFwk8EtE8FLFMwrZ6jH01pHNGRM/0lAxpbDbWYjOTnbUppFUHha/oXKLoSIE8FdGYE0ks4hBiWaRyRaSyqY5FINcULxlb60a1qSRr68aqiFjZQVeaskQmwrI6HRCmIlNHWAn1RJQrHw5IIrWVyId6UB/Ksnush/dxIl5FvvIwD0lMPpJN92i0kDjGtnWehXIr077RSOdN+21bZUY4p2vE846z8w5FJvfUPuqUNVt1ZaUt8nhLKuTtcO/uXVMo3793P2xvx3jKq6srZo1drxEjms4TqSLivXLhPcVcXuIW97IYxhC8AymJuc+xWGCUxdhPR7JZucqMdKaM9YyEHi/UsXWI6awsbsfjLu+DXOZ6pOEormN5zXXpChYglEuQyRDJKX6ybK+lREahvCqyuWnxlEs2Y5l6JVlkQ0ATL4l8vr1svcULr4RvOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOwLsiwJgBTmYlJdzqCgVJCBAcaHwIFfIi14pyGdvssoQH1WpdxHJN5K0c67DDvvnIYD96izapXuRyS+TySrsVWnKpq2pch3BeGm6zcaiBFMv9fhyzglx2avlHYfUKN4SAk8s3BLRfxhFwBBwBR8ARuD0EUKSmqy9aH8dC/vIArr9G6qKsRU08VCzkXq8jYvkgnHT2ZVl8FM4GHSlNIZj7IpdF1EJA64l3ALG8QC4PRQ4PdNGRHntHOvVYaaJrSACcPQjLiihrUszjX/azsLegjYIaV5KqmPW8Og5FrcvcSBbWUrJmqZGTvZEsri2JVG2NqqGpVCvUVB+StWAEKeTwZCDiuqc2d0PodRX/V+vdru5HqdtTUt7v694gn4ckHuAjcZzyCyRyto+yy/vTdspRIUMaQ1STUEFfXojpTCqXNXNVnYrt7Z1ALOVHsrz+RPnjx48VT/mhqZRXV0WiNyHQz1W6vJa81kl9DHmMFXVPnRGIZUhlUwtn5DKkL0QwJG8imC03cjmRyol8zupkZDOkNMTy945LZdof98XjIJVHGYmdbLTpMBEXGWK5KfUx8YYgk9czu2usrlMsZaywUTGjZo7v18vo+bYj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ah8aAgw7oEltsVcLkIwyxpbYyfGLi/cLGMF1KlJscyYSkOkLcpllM/LuDDRHrvvZhNyuRHaanNN7S0oMLS4ZRtTQQhB3GVyxlgWBviW8Za8TR8RAsv5qfqIXgC/VUfAEXAEHAFH4FoRENM4Ffk7kTIWu2niHlsuIngs5fA42VqL8k0W1iPtw/ra1MlGMJ+IkDwWORmJZcpJ1BmbxbNIW51HOmT9i+chNnFRRDFcMXGPp0Yso0OGNiZGsmaYkrOtdRlW2x71DuK6yGQiNufV/oJISlKRJOISi+qR1s9merjOKYavojCX851QKhwqyRa7VBM529CMVil4RSxPVZ8H8KHI5b5iHKMM7smKOpLIEMkq0zblWFQPUDRDLIswHiuZjbVmh1rsaFTW2XqMJZ3KlesasU5cR53NPdAJos9DbmpttX2RXGXGbUmdo7JmpxJnpynCeKXdDmvr6yKRt8P2zl2lHRHNd8KW8vbqZijV2mGar4XeuBD6ckUSh6x7o8OhpPvkXoeyoDa1sIhk7KghmYllnFTLkL1G/qo9KYcsnlthC3uzySZH+W15tMfWatw2IvtiWbTXjvtZZyFuspHImhwAoYzKOMVQhjA2e2spkyGQIZjPU8XWE7HMrF5fHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFH4ONBgHGEogjXUpG4y7LG1hgKE/PftFQ0Wb/VaoTVlZZZTWM7vaxjCRoqM3K51aiGNcjlds3I8JLIcA1VSSgR4tiOxnoY48FVLo6yvOnOvcwRuFkEnFy+Wbz9ao6AI+AIOAKOwM0igG2xrJ77gzNLvSEE8Zkpj3tj1MeK+av4xv2ZiEgRxH3Rw1hcs56srlExj0dKE5JIadWdiNS1IMayrFYYZKOJoYohkjGizusJ2WjkjETOGVksAnkGiSyCkaR1craNYBbxmMsVRGiqg6D6xO7FHpu4yxORpVMpf8d6oMbGus+MTaWJHq7HPGBLCTwRWWoxjcdRUTtBlWvK3Mz+GQto7KdNOZzlWFanbchkSHjOZQSy6HaxqMx8pdNSUErK4jfldFbymiH7pn10hM7Lde+qy0xUI5XV8cHKmhm1a2trYXtry5TJK6trIpuboVxtKEmrrTjSJVmAj0I5HHXG4UAxmXV7ils9yxTJUmGjxO6PLPWUQypjP41CeTElMnlOJAvrFEMZ4piFTo7du+VxnbL02p7vZ4KAynWPvJo5zSqI+5hcENchl5mRa6SylMeQyW1ZXUMiWwxlEcw1BVKqKQZSRRhWythks66kThXKZvD3xRFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBD4uBGxsQmMoRRHLJY2hkDPGoqGICwvjFdhKr7abYXNjJaytNGWPLeGBCRkuVF2SjZyNfbQ0PrK2Ule76xobqkgwgTI7utLhwjdkLExjYIganF1ekpfOm6ExYF8cAUfAEXAEHAFH4MNEQMRsXzbWxEw+68Z02jsKHWIoq/xsdBY6src+E8nclQr5TKRxD2JZBPNAT+hDPciKQtZzq9hGGEdjHW1LJLFUxdpXVF7SrpIe6ct68rV/yjWPNJQsh3DOiOSpCEIIZdSrJKjILMe6GuIZnbN0yiKWFV9GD81jiFGRvhITa9amFNXdqRTGMS5xrxvVxvNctta9nu7FbK6jMtksqSGLSXhFq70Zd2rEcdyGxOZG2cd9ap3FCFO1H1VxqWxW1SXZFTFL1hIEcTZrls4NMZKto6Ocdauj+hw7PyYr55yUQSqTaooD1Gw1w9bGZrh3/164c+eOLK9bakRRKnG9jkPiFE9DV3GTO92xct2r1rtSIneFC1bXlkQop3WssAdSK2N7vUgcp3tMt2n3riulcm7diGIjhEUKk6vTRtxrCGJwSWSxxTvOiGPWqRfzWJeOHceVpdoui1SuKUEmY329sVKzHKK5qvhH1IF8hphOCx1INq1soTzt99wRcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQ+cAQYh2CCPmMvZQVL05hKQS5wFwYQBAGEM0rl1ZVG2Fhri6yVzbTIZsYWlnUhlnSzLnJZYcFWlZqQyxXU2RqT08DNSONiuNSZclmiCRu7Wdab8XZ9VAg4ufxRvdw/fLNYeTKAb3ahsgbFFpSyZN2ZjuZLmgHxarVq9p0MivPl/ksXlGJYk0Y70hjfMsWkpB0si9fmusSkpC1cn32+OAKOgCPw/iEAmRm/a1Hp8p1ricfFtG3ri+XQgmxrFmO2D0NqIxDZ1kPzRMcOZYE96J+JXD4R4Yq19YmISRHLkM2yuD4TQXk2FEErgrknxW4PBbOsnIc68VDnGIvWm9jztwg+Ux5LTRwvrcufW1YXVWaW1apTIum44jyHUBbRaKQyxDLbKJgjwYw1tvZmxDK/JUraj/U1Fs2oim2WplTLff0umZW1rK35rSBRFvNYliyu+yKZB7K2Tirk9FuWU+cDKyV+M4jPM89FhLPNbFYry/I8nReIYPu9+T5J/D3SGPI4Ec6sW4qzauO6YgRpPzGArJ51jFAux9/UUnNNnkgbYZRf0eshlbLYfRTIkTiGWB4oDbWdFMrYXOt1E9GMStlssLG/NsWylNyZZRIkbwH1L7nIXlNSa91UyHqNU0dLRbbO/mIil0Uoz9eFEQptyGXLF/dRnhHMRkSrjp1H5ckGuyYSuS6F8kqzHNZaVcUTIo6yfsdV1xdHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBC4jwLRz4iwzrpL4gDdxAUURtbVaOay06mFdBHO7VdNkdlTOyznmwBgME+1bChO2qjESUkNEc4U2q1wyiSi6MOUyLnuRI7mMj287AreBgJPLt4H6kl4TAvf09DQ8e/YsfPfdd2Fvb88G8bEGTQuDz3yBtxUL8v79++HRo0dm3XkV5DKk9qtXrywdHByE4+Njaw9EAeQAC9deXV0NO4o5iaoL+9BWqyW7iIaRAamdnjsCjoAj8P4gAEMsy2eLXZzF98UGWiTvJMvNFtq2ie+rchHHUymMqTPWusVIVl2zsYZUVrzjIfbWlBEfedjXDEeRyNhj92SJrdTX+sAm9PRlraMJPdhMo+6VShZSVxx1kON1yCP2taS4yShglXiYtfjCPNQya5LvaH4r8Ggm+C/lSjn9rnCOnCyX8yKLIaihks0am+1sXTX0csVycuIyQy5j2cxvUEy0SxbYZldtlPqcEFVTVZ/YxiI8FaemXquE6Qp14kJM42hDnYhdkb1G8DITdCGpo2Lbyu0YOw4iumCdGIjm+bnYd2E/2xDTyjPy+nydsmyfHZfWNSlKdUcqm8ykUB6UwtlhLuxpQkBpV63PF011TJxkbMBjvGRyFMmRSB5h9S2sIf0jisq1UlNHpF6NCmOIXSymsZY2m2kR22xTnshgyN1IODORK5LOF0joVDavl9XPyu2YC/t0HjXEksohmyGjiTtNG2qywSbWMmSzE8vZG9UzR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8AR+B4CcBLwD+YqJ8FZUQ5xjL1cXnCbq9fFXTQVw5gJ7VIBE2qLcZJlXGgWYzU4uq3I4W2lScg0tVmT8HG8G2rMh/BvQ40LjSUkYExuPti1jDfkbfqoEHBy+aN6ud98swzIQyxD4h4eHoavv/46/OUvfzGCGbL5MrmMYnl7ezt0FOsR9XC9Xrcvd77wWJL66c1Xe3sp54PY/uqrr8Lz58/D7u6utYdybE1ZsA3l2p999lk4Ozszgpv2pxlLbz+773EEHAFHYAkRkFJ4qpjHI8UzHsmaesS6yOCYK76wlMcj2VWTj5XHdT1Q6jiLfQx5rNTX/p6O7U2VRDp3RSz3xOoOxAqLthbPG4lZFMDEKyZNpIYdK5/2lURW5vSQGpMeVEUS5xXHVwdbPiWGsdanFtM4WVXHWMc4XoyVIkGtc2dEtdlQG1kt8lnXZ4l0slZ06rhQomVhO9thZCnf7ynREeD3BQLXbKo12YjfowoJ9W9ys9B6yWyolcsqySypsUyijuW4XlRtH/uLWVmxROckdlAKxbJ+1yCYiXFDZwXCOzYT0tuaqz9GglOetZ+c1e/n2fGX9gOx+PNIogvfcQ+lttTmlg60PtPrHMn8+BpqnddSB0G8Gza6IlbUdEaq6jDVlKqKW8w6uSmFReAamZuphlEKY0NdkUV1WQQzpG9UIauzJiLYiGZhDd4Jd3KW9Btvm+y3MtsV61slEIs7Ys42RLNyCGgdZ9fJFNTxaP/rCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjsAbENA4Ai50cADmZioFs7nOXapaZtwD5bJIWsJxtUQ0M/bBeMQyLoyxaPhG4cMKYaVREilekUW22ixrbxzvNHAXlcuEiZPIYCrBBeNOvjgCy4CAk8vL8CrcchsgbolPeXR0FF6+fGkJBTHKZcrTYD6D2JDQqWx9fd3qohqmvNls2pd7Gnj+KbeFapnrQyhDMEMuQ3RDIEN6Q15wfVR1kAoQ2vyYUJa2KVv2BWwsxWH3ZW+ut88R+BkIxEccPptxidbN8/V0xvn+VHAxT0en4y7uffPW90958SwcdV6itfONhdWs8OLuCxfUHZ1vL6xePH/cst3pXJbzPcpMQ6xsRM5CJkMsy5Z6qGQEs7ZRG49G2peIZkhm2VYnstnWRSpDNg+VeqpH6up8XZWfyTani4JZbR0rST9sZCSqZCOI9UA6E5k808xH+SiHnCyV84rpW1TKD0WZikSGWJYsWqpkQaVkimXlE+0b6TwWC1nfyUMpavmOHioN9HsyFGE9pO0isk0JrfvV0QCi5fLT/OXtWEtflNmKMkDUJpbVEL5FqZNF/YaZCORCTiRxQd/95VooVGuhpAlIVeUpYTVd0XaZ3Mjnqq0b6WykcjUUtQ9S2YjmjGCO6mWZe4tYzuV0LTXBVNT6rUtkMNvzOMYL66lscT9ls4wMXiznvYQKfax9Y2aiClssrlPs5KE8sanPAiQQtJbrD0ph4h9D0kIsQyI3RBoTz3ieax11MNvktm5lJasPAY16mRQJ5vgbZRf0P46AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AILAECjKcXxAkwtlPVOA68gMVcXhhnypVCKMnFrWbKZVTA1Ugul+JYyhLcxhubgF6vrjEfiHASyus5udzLxuE0VjTWGJ7ZYn9/APSN5/XCjwcBPh/nY/GMId7M+J6Tyx/Pe+ytdwpZDKH79OlTI3chefmCRiGM3QTkMeowSALIXmJbEt8A0hf7bMpPTk7CgwcP7Jg3xTt408UhpFFFJ8U0xDLkNqQ2hDeW19hucy0+HNRNx0BkfPPNN6ae5sOCTffKyorVfdO1bqMsfaDtx084ppgQV2Ehfhv349d0BN4NAUhBqEzNppOC1ohUI+Ti53cqIg1CLX4+Ui7+cP5gxF4tkHF2Qf21/2kr5hfLLtW34+I552fhfEpG8ulg1i+n7+/j0qleWk951h5rJ3XS9XT32bm50zmRqDLBEO2ss+8+yOUJhLEI4bERyTE3wjmVWw6pTD1yCNssZ10JohkydyBSuq+8r+/knsr7+s4c6lojWSajdMXqGivrmQjjaWZfPRN5CZGcU55HrTySfbX257HZUcrBC2exkjVHVBvEQo7xkOE87f7gjYmfrO9iLI9zOWZXcs1MYWsY8WAT4xkzXZR1Mbf2sEOulfN1OgaL+4xQVV3spPVdCsFcIMaOiGBTK6tjURBRnFM+U5pofaTfsJz2T6VAHqs9w1lZeEjJPJatkKjp4lRW2KwP1RkZ6JwirAsKHF0oCIfiSMStMMgLGxHads/6O38tdeP2XlKeXmu91AvvJ60vvm+y94OqnNfRujb4b2WcOyqTIa8jaYy6GMIYErlkdtIigclFJJvNtbA2YljbWFxH1bJyHZNUy1Ym9TIWUFXVYbZuVYltrKkTqcw1fHEEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHYBkRYHwdgRnkck08hZHLGiNa4JY1VqTJ94QIU8xiFMBRuZzT+AcjO8u56LYkn7CIaVIsl0y1XFOot3JF41WwziwaqxuJXJ4whqcxI3DwxRG4jACfET4XODjyHonK/usd7/N34uVX4SPcxvr6GxG1f//73009DASokh8+fBg2NjYsvjFxjSF8IX4hgTkGUhpCen9/37YhoKkPifouC0QxZDXxlV+/fm1qZXLOzQcB6+vf/va3RljzgYBQZh/X/Otf/xq+/fZbaw/XJf4zcZjf9drv0r6rrMOHGUKkqOSLI/BhIyCmcSbLFghTrJwtz8hRKWohVI1ghmQ2ci3LBYptR5bunJzLSDpYuPk/GLl5/YXjsrrUi/8h7yAAIeyypO8dCEG+f2yyim3HdeqY3bDVzepY3UQiZsfaOXXujFxUaTxnVm5EoZ0LRaqSCF1Tptp6RiKaelnXY9KMMMFCempxVMCIGMPR6oa4Klje2Db7Wc/yWM62jiFecpZQDEc1MUrYaJuDdQ7KWCOXIUct6bVSrpu2nLjIizGSwVCUrx5GICGxmpbCV3m+IGJWKafvM8jeHCSnyGASJLE9smt9ZtuRUDYFMOQwSuDMajpZTpvttMp1Mh3OfjoHcT2VkVNmCcI32w/5yzGRdOYc+TBWm2ZKxDHOQ3pPFN+YfKx8kNXnOBHIubyIZDHo5EZ+2/moo/ug/fRSuKX4lsres9l7TmVx0Xm0YreuNTvUtuOx7IunyfZRbLvO69p+lUHQl0V019WJKEpNXBFxDBFcEyEM0byYkq11xeInR8LZrK1FFEeLa9TIIqp1T5Zn68RRLqrMlM8Q/U4s8wr54gg4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4AkuKAOM0JfEDVchludZVJCxAwGVjLlmbsZEu49wmW+xWQ9bYSvp/oc6S3p41qwExLre5miyxK4wLiWPh/mYjGQvKFnuMC6HGFhk78sUReBsCTEpA1R/HNt9W62rKnem6Ghzf67OkWMdffvllwJ4axTIqZMjllFAFo1h+8eJFePLkiRHBKTZysqzmGFTM77pAknBtCGXOm4hlCB8stlEt//u//7vl6ZyoqiGT//Wvf5laGuvsu3fvzmMzQ0pDMPPhsQ9QOvAW8nR9yC0wQqHd7XUtXoKrl2/hBfFLXhMCELiR/DR752Fm75xZPUdb5yyGMOpbpYmI1RnkqgjYSDBHElh/tZ3I5qzMCNtYBsOXCGgjjdO26tg/5d+ro/MtEstRTatr63uGdkC2YkvMetzHeiSLLV9cpy3Zdso5NipaOU8kodN5Rqo70vccymEIZraJnwvhnJSqM9TE2p5JNTxTHR4SsZ+2MghgyublrGufto0ktpw6whOLa81gxOZ6qvWJHjgnynnwHCq2MuQypLORykLLljk5+oa3hp5TeVSFvDUbaj2MSxscyno4gWiWl7S+y0Q0a90spHlwyUhnHmIgoGNiPSXi4aR15XnqKKYxSeU6meWRfM7Wc2lfJJb1CK3W500bH+MOR0Xx226FcsTXJBaFoY4LBfYsnh7IF2tldd6S2bWyC/I8T+LB3pLx69GyOpWlGMOQuYLTSF39QtlvFHUsvrH2kaMkjnGSNVs1s7SmY2E219hbZ+tJ1UwcZchn4iZzrrcutPOtO32HI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOALLiwBjHoz5o1quExJNJDMxmBeXIuMjImirGcHMGMr7NBZCiOVqmfZLfSpymfvNS1ABhxLH9xQSr9uTWK8jgn35w4Muvja+fjMIGAclfm8wHNj7hvHz61ycXL5OdN+Dc/PlhAIZkpY4y2xDLmNJfe/ePSNuWWdhVhDqYAhkEgpilMcQvpDPqIp5A7/rAnmSyGXU0FhrQ8hyLhTQpHTtdM7V1dVAwgab9kDYoqg+Pj42BTUKYVTWENCJ3E3H3mTOtc16QDl2tccnR+HF7rNQlyUHxHnaR35OijH4/xN+8qzqef20dvErQ1sXC94CQ6w0rzpfeXP1C7Vtg7uIy/mXlsoW9y2uU3VxWxXT8XaWC9vZvgsVVCu7/3TfHHf5Nf/etp1cR8T/8SSL63aS7NQXXot4L9aS1O6FPLX+/N51e9mXd6w2r5Fhogst3OOFurFVtOR80fvobfdp5ed/zutdOkbgzPddxoUL0YZ50qtB88+3rUIsy/bxgkVyGKIUkhbyMosfrB8wI5oVA9gsnlUerZ5RM4v8VH1I5O+Ry6kNxOfN1pPtsCE433+5rdm2tc0aztq8/XNy2YjgjDyGxL20bUSxyiJpyX6dw+pJbWzX5l4jgWzqZzte27pWIptjeVQnm2pZx0fl8jmxHNXRHJO1UYSxLhaJ38Vc11wsj+t6LYDHjo15ZE+xsFay+Mg6F7GSZXctsbiwL8h2WzGXZ/zk82ZBmaski2WxuUYgm021vo9MxZrKtI3SGPLY4hETm1gzQ2PiITfOoixqP4l6uEwYycw2pHLKWddDv5VdIJhRHWdEsvafq5khnylHyRxzrVh7IZeFjPAjxdeD92r6GFiuGjFXRS25HEfEJZXrI2GLopLEfL4dUUonoNjqaoVPUTqOg1hPJDIC4EQkx98ACGfqLJDNKhCssYzytE/liVzGuhqFssVIRq0sAvlcsRytstmmHtbWvjgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj8CEjwNiKKZczchllbxRvaeCFRWMtKH3LImcrlgoWQizufH/+Em7O7kHkOSI6XFAniHokGumcnIbdVy/Dk+++1lAgId0K4kYGJkCxASrGEX35eBDQZyKN8eNuyULoxMODw/B675VNQmAMPp+XOIgxX9W/6sXJ5atG9D07H8QsamWIXRJvNGbFbG5uGrGMPfbiQvzlO3fuGKkLSQoZDakMuQtJjbr5XReOhVyG1CbWMkQx54QchtiGRH6TwhdSGeKZOhxPe2k752DhHvjyJb+thWtDokDYDHRfu69ehC++/L/Q6R2HWj0S35AQRvCI2Ejf/fMPuX3W4wd+/rFPvw+pIPtCgOxgScWpms4q5ok9WUnakVW0/exmyRqQ2mFFl4+zipwtnjeemi22Y25kJCVsvy3Nj79UJ5XbuThlPGc8d9zOmqAsEjx273yRUpLlWuF/VifeLDXOy1JdyrSf/xwTVyyPxXFfbBYElihE2mSk3sK2yuYk4cK9z0lRjklpYX8q0+kW9tPuuMxbnrWPUmunNSveT2zzYvvTuvL5/diBdv+UxXOQ2xn5Y9f/HtEKqQpxl/JEpGZk3vk+1TMFbbR2tnjAmmRCLGGza7ZYweyLcYL5sTNVboanLn5+/7yp2M5wivtUtLit9Xl5Vjdu28GsKmXr2b0lrJMq+vy1ia9p2k4515uvcw1L8bypLXadxXrWxlgnHRuVzBlZrQMSEZpyzjFvO+3O3lvxFimI54NUtkVxVeLCdxvrSiqL/0TMKhayKMos6fuHqC16KM1L1VqqQkJGojYqic+VxTkRwEllnENxLILYLK/nJDDEMaSxrP0zAhkSGbshHnILugbf1cwYJY+J+hDH2tb3IXn8Xow5D8CWRHDH9Sy/tI1ymuOsjpHevHezByL73GaICAq450j08juQrUPmah/lvOcjmZvybJ99F18qU2XOkT4vnCMSx1kZ6C+ck3OnbXs9bFtl/Fvclx1zXp6OO2+LxVHmNaNDYTnq8Rgfeb4tnKjniyPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCHzoCjLnAAdRr1dCo1zQJ/5JyWcNeJY1TlUQsk9uYFIM579nC2BNjbiiXLUnYMchJhSq3wmMJ/J48+Sr8v7+thd2D5zZWhlMh44wafrJxxPfsdr25vwQBxhvthUebhBJJAiOJujonnfDNd/8Kh8cHEhxBLsNTZTbZv+R6bzjWyeU3gPIxFUEGQ+pCMJNQ/JJQDEMw88a7vKAaZh9EMwvnSMdDVkMc8ab9sYV6KJ+J2UwsZ744uS722lhdo2COJNHFM0EcQy4TZxnVdEU/JpDMqJ85B+Q0xPRtLnmxHBAt2KD2B5DLL0Uul8Prg5f2I8cPBYwDREdabI3tuJJ9NbD3vE78lYhkhZWrPnsv1+AoSDD+25rlrKclFVgtVcm2lUXyLNaLpVIAWnk6lupWK74+GUlohJqOjsQaxGQiY7W+WIdrcXyW5vUXytI+clShVp+WxQbpho2aycgc4aimJRIo5bFOVi6EUvliHgmnuM/qc169dlB0Vk/n5U5pI/dj90Fu61lZVs4PeVTjxvpJ8ZpwuIiB7kr17bx27rh+jnBcS21YbDPr1u75PX//3tX67H61b74ey3hPxkkN8TiuFO9PFisifklM/EB1OxFpTGKWk1k9s612x/Xs/jML50gwR5tpI5BVF7vmZOF8Xsb7gqQL80fJXlZbtbVYlhXGerQyvf5UpAoVsjJbz8psN/vYfX7urMAumdazKlS0Ivub/cnOkFXNzhO3Yu3smhSd19Va/G81UxX2p/WFyosHnq+fn8zOcfGPdvJhz+uBweIP81pCGEO+ogyGJGbmZmZXXaiIKI7r0b46bhdkaR0TltaUaVsPq7ZuOes6jvNwThHBxtxm7728iM0Yx5frorhlW+9L1o0cTttpP/viOnUs6XOWjuH7Mp1nvt/qpfL4no8k9eL1dA6LI8x1KU95FmOYbV03xh2O6/M6dg/n9ePxqmvHxPZSFsnorM3WJsriZ8dy+3zFbV6bxe/i89eO1+l8K61Z0UK5atkJKIqf+cWcXfE8aZ9VTifz3BFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBByBDxQBxkJQ9GKJ3RQngfgMHiCNt0BhwBnAE5Rkj8140MKQy3uDCmN8EORVkeg1Jey/zwpdORNCLh+Gr598HSrNQlh9IVGexgLHhNnLhgvjkOIPDiy+Nzh4Q98FgfPxRngGFsbf+z2Ftn32MhweiVwW2Uz85XkM5nc57U+o4+TyTwDrQ6kKKcMXMtbWEMMQwthZQ4Kx2Cyget2+oN92z3Xt58sawoDjOBfnSeeDoP6xheMgtpPyGVKYHwFIZchhfiTeRFLTPoht6kGCkZL6mjLaEImnH2vBNx2KjAAAQABJREFU9e03hVs2I4T2QKArdKhZEqDys183vQZGIlgzMlIh/SJmefwR1N/574JW0r7LeVYniRsTBimP7FY8o7HFuq5RZnac/sT/WR5PFnfFdWtmqsOReh/Zv4w4tm2VnZPF+nHTazzfNvL1/DjawzG2P9VL5832zfdb47haWvjyBL8s121dIIoXys/rXKxvBCtkEecBy4XzQXbF8wuOrI2Qw5EozshlI4fT+sJ9Ut/uNZal9Tk+C/cYsUmYgUe6P+U0yf7RtNhGXr35etpvTbc/HJK1O9UnXzwm3S/3x7XsT7xHEchjEp8pvR4kiGHLbZt2cr+QyzEZQc69viFxM6oOc215qsP2/EbT/V7OaVoC4/K+tE2dhXfExXXbufAn3mcsSOspp3Rxne3FyTGX92Xb82y+YudJtQ13Xr8IdPa6cOrsNeGa2mf1yePKhfpWJdWjjr5vI0kLoRxJZZsMIfUwJDCEsJHGEMQlYiJDGr8hNzKZ8lRf6xyb1Y9Es7aNqFZ8Gl03a6C1NxHABbWJXZGATXl8j52Xs63D7bOmOtln7kKZzmNEs50v1k/XoF48JuaJyJ6TwUYqZyTzBYJZMz0TgazGzMln1nVSSPDLRLMRy1k5OFubaC8J/O014v3hiyPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjsBNIcA4TVWh2lpyPV0Rh4B6GZc3xltZGG+vVitGyFbEL7AvjcndVBuv4jqMe2H5zf3Bv1hsaZUNpVw+OT4Jz54+k0hkFprthu5P98+4K2QAY1YGxYWB06tokp9jmRFIg5XZ58B4OlTuB8dyGj4x3szGkuGp7E1ytTfj5PLV4vnenC0Ry5C7EMt82ULsQgqTv0mxvHhz7IfkhWAmsQ3Jy/lIbJN48/7QQjuS6hkymWPISbTjTcdTh33U4drpHjgP67Qj/bD80LWvcx/kJOQFuA4Hw7D3ehA6Zx0RQBkeGUkRP/8LH+3sC8F2Z+vzdvLbkI5jJVtnZb6aVY4/I/pr/+PWBR6OelkM0vjdc7FO3OLHKTthyrKC8/3UYSvmRqBqPZGmtn2JfLb6OsaOIk9pfg4utliuLbuGlVpL0h2Dr60DR7ZusC2uZ/iwX5UMK6vLepY46fl6RiRRE2DV0HPVMbPBYtsi0Zzdq8hXyu2+F9tOXU5xqf2Und8N++0yVnr5D01Ii61n90BZ3I57Y730N95nrKMy+x/zOZmuQp3KltR27om4w3aP2jPPbT3WtRvKVufr8YZiqc1u4MSXEuWybbaL2nXTfg6zgv/P3n13WVKc+b7fQg4nvGm8B2lGd838cdY6L+/OfXtnHTcz0khIIJwwckggQFjp7k/ueqqTTbWlqrur+hsQnZmRYb9Z9VRE/DIiVxAOrpcc53zaNNfbm4fl7sLOf2V34qzTaO82fF4cWBq/C1ue/VKNgzgLG+dL4EG63fX236UNuzQHcbYRl/8cFy/KTgie4/KHfGsPd6Lpwb3lemsnxd3aht0K3q3dWMJ3cSbdYdgifo6wTPgUn721PfXBt4+3tnnZvvrw6NvIOtZbAXrCtmLy7nq2uiYu7307WXy2nJB92C6/HzsheVvt5Rwm94VvD4dxl+uDe7vw3f0Ranfp1mknjx3XSTPxHZeyt/8s547j3VOfg3uHwvASfpBuzvfT74cf5KVNuQhEIAIRiEAEIhCBCEQgAhGIQAQiEIHrS8D8Fy3gnu3CMjuf3rEVXjm6BmcGdlnxuxWYd5rCN3djXSLe4P/4rBy9w8K627cCszbNvPKHH3y8eeO1txaN4YfbdppHXOaUt/OjZrAOp0lv8DZWvZMisP0J8EOw9Z9/9sXmb598tt2h0YKknU61TNoec9GJy8cM9DRkxyARdUcIdr4WdYnGl3JEKGmI0d6iYbTla5WufF0vYoPZ/gs48QnB/gjwzqVRPr/b2uKbk/viuKcM8ZSpDfJwlM/1dssqPaLPtq5ffLEV0D/9ZLt1xXaF97Zu2O278xrGN9s7cb92Z7n4WshF/ogcGJZtRuzL0W7vzvkkR0Q/iHsYZye2irjcmfCDaIeFzvUROV7XoDXG1fn5Z7Jt19Tdcc6/baWVNeXtH1d5L2VPmUv5c7GKdHh6sXuHkS7/RL38Ck9d5yhs6xfhdAuK8OlnfXe9EztHVPUWnc7Osn2zLZwpkovfZSadAvy3c/KZgtxa39+eH16LfRDPYVehgzDXk89BA7bplL14dungfBuyDTvv5b9cbwXIXfxdmes4E74Lk+cuzU4E3Z5v89+Jwgcv2WzflrRVzSLUEmsPPUHY9frewfnWxp2PJz0B+uB4ULelvBFTl46CvLZbO2/ztC2/ozzW1xcK/+72+72+n7y7r9MxeVjBq2zHA1F3QaLNuycwj255DMi7sTyB+ed8vIkjzTaHr8Wbe7vku/zX+Zy/vy77/PlhuUveB/VYnS/pPSvVEr4LWLXj/D21y0UgAhGIQAQiEIEIRCACEYhABCIQgQhcfwLmpm7b6hB333X35r6tuLzbAfW8hkGEtV32nduVzURoc2Gn0ZmXs/X3XdvV2XdvP016x+13bBeMfG/j28rch3/+ePPJR39b5hOXuatl4ng9h3XMc8OnEeJNUuf1kzaj6QULc6N+V8xd+8zhj+780cEctbDjB5O4fPxMT0WOBM4RZImxhBBiLU+4vRwnDXFXGkLEiNYj8rp3KbeslNyWry7Ol1+ARQzZvlWx/CIc/VO/E0ysuPNthe8saUdYVo8bzdkemKb89+3fga9ry/t13b++ni05mr0/XMudw9sH19uqHgY5O7hYDNf5GwcN+kbAEn4Yenhyhe3fw7d3uZfZ3t2Dy73QXZptfZYq+eewbocnS5yvXS0XWy6OW+9n9NAvwuD2ensUYXfYnS/xzxew/E7txOWdgH94TuFe/he+LWP7j5/7OV/uLQ2ZeKq4BDj5xqlqqovyl3puhcRFHHX03dnt7+Lhitv1PeHLH6vtH6jtH6xdPMetX+JZYXtwvRVXl62cF4HZ1vAK2wmz25PD/5bmLyB2zNxb7h+ELfUUNtdSHpz/Y3v0x3PSnE9HTN7d29VBfbd+K0gfPpfl/jbO8nwmfNLth+/y2om75+PKa8J2/Lbi7iISj1DMZhF8XW/99t5cs2XCdkeC8Nev2bzD53BYztLCbfh2+59tvRe/5e443xnebQ1NLD6/TfRybxtvd1yH79IuAvXEP9hqevLZFp2LQAQiEIEIRCACEYhABCIQgQhEIAIRiMA1I2DOjQZx53Z+k+h63333bh544IHNfQ/ev/nbZx9vHjl3busf2Tz84MOLAP2D7Rbap9HZZfBHd961efCBBzfnHjq3+fPDf9lucfzh5p233l30E23aftVw+bbuaWxfdT55Av/Yzi9vp+O3n2g1R36y7vJUxJOtQ7lfYwJEKELueNeLKLIISCOUXFpB2E8jH0K1fHdC10rMOqKNE+dC9SCkHOWUuy5bHHmt8zkq3bUMUxcs1MsfPm9M3X7H7VuBx2/2ThAarW8rCZ6v2jb+uG+cHQTshy/X5//ZJl8K8O+B250t/x4oQ+fvTRzHbejqxu7062ETe/sEdtE9C/8diITzbNbXBMQR3A7vL2mkOyjl4Jnust2F7245P6jbroZLFXYMtv/u/vcDsKN4cMTdzcG5u979nIgpfAkTf/Hbn9klfLlxELaEHLRvWw+/H0s7t78jy/kubNemLY6DNmxDz5/DtIiV6zDpXB+kmfMlnUbumGjoUv/DOq7rvD3f/rf7Xxt2kR137Vodl3YtuS3x1iyEjjsUj7VtEYa3QulydL0TmJeVq+4fxNHmneDJbuzCF9F24bPbutn9RWAmKjs/XL28ANgWv2Wx/W/avTtXq13Ycr1cruNhtL12EO8w/S7NhO1usyO78CWvpQ67+i7PbMnH/e3/2wx5F4fnB2FL+Op8d3+bzyrupFmOGPDb3/mdMExw355vw752vbovfPGLOH9wvjyDrwvL58tZqr3lul23va3bNupy3Bax2X0P+SBs+zP2jett2BJvfVzyEL4Tqt1HIxeBCEQgAhGIQAQiEIEIRCACEYhABCIQgetFwFwY94PtZ9+sxnzs0cc2P/3pP28/UfjV9nvEn20efuShzbPPPbN56qknN48+8viyrfT1quu3Kdc3lgnLzzz13HZJzHbxyXe2nzH9wW2bB+9/cPPxxx8vn2Q0B+jTjFzzdt+G9tlLu/xUbP/54ovPN5/+bffp2pPUzBKXz97P0Klq0Qhdp6rSl1FZv7SzGtu24Q+de2jzxJOPb+7afhfi+9sVidzO+O+2LBhB8EAy3N7d/YHYqYYHV0RGCbf/HJydPx78QXGbW8Sn1Z+Xw+ttofPHeBdz/l1kNzeXgOVKXHksQbvjcip//kBoPRQPt0oU8XX5PuuyWpW4RhTbiWo7Ye1AJBshclveTnjeliQ/QpewbV5Lnbfnu+NBXQ6qu+OwE1WxW/5zPPB///v58wlz3H0L2osV7q9esNi+8rV8V/nguDa6yteGneh3sOJ0WXl60K5tXdei664N2n7QpqWNC7DzbdkBPOAoHp7+uVA7l4e+ax8G8zOwC95eIyB8d9welrhLvMOwAyZrNsht4y5t3CqTy+rUrcB5Xmie54HB7lksx4PntHs2u3CNOH+9VSW3jTl/rWG7ZzrhjguA3T9qL8Vy3A8/iLjkt4uwi72c43boJv3kNPfOhy+l7IAflLa9t/t/m8ucT4A2yHz557B87VpCl+Mu7mGJq3tL+1c/y1//uZ6f94Of9eX3R3lbf3g+9w7C3VObKWOpxK52gpa0y33nO6F5CT9Isws7iLfEv3g82eciEIEIRCACEYhABCIQgQhEIAIRiEAEInAjEDBvfOd2AdeTTz65+e///b9vHn/88e2c7lfb7zDfs3n43MOb+++/f7tt9v2bu7arf2f+7Eao9+XW4bZbb9uce/CRzW0/vG1z3933bf3929XYD23ee+93m08++Xjz1VZz4Mxdc6exjUvF++d4CJgo5g60APrH559/vnn/j+9v3v7tO5u/fvjRsgDyyy93iyB3kY/v38Tl42N5anJaBIitIV5W1R0IH4vwtjVKDNOIcZdq0H4a+a7zvJRxW8cf0UWZI+yNkdyvx9Rv4rk/eV2qzP28Tupa3b7yS7sV8m67/bbNo489uvnn/+enm0ceObd8p9ofQk59h6Nr5zvnuBP+Fuuw3Dt/f+KREv23+3+Xlvw0HHZS1K4cYeMPCtk7rNKJS8ZSzeV8d5RgbNbyrLerUInGi/i6iMhb8fVATN4dbcOwFmSdW70pDTF69zOzCLKuiZbLcXfvUGRbCp6SXexYwDU/D//w87sNWATkOZ+f5wNBlYBMWF6OB6vsd6vtrbi3NbvjzvtjLW/MfC/3/DbFto73TfDv79qyFWV336TVrm29l5Wmq7bht/hdvbeni9uh3V0IE2duLOxdbMvXxt3p8qQPz3ehS5Q5Xeq7i7sN357s2MxRXrsV/ofM5L+Np2TPZfk273bb5kVA3oZuH8dSL89pqw3vXgQQ2fX24J/Duq7P3TvKTRuPundZYUupX4v5zZCv3T7i4iDFlSdc5bVLfJjF4ckqytdOD+J/I975gK+juXT417LfXhymODw5H+MbQauA3ekq4CDZ/Fycz6WzCEQgAhGIQAQiEIEIRCACEYhABCIQgQhcXwK3/vDWZRtsq3yfffbZZbGS7y37DjNx9vsHc7bXt5ZXV7rtvPm777pnc+899y/H++67b/PHP/1h8+mnf1vE5WV+1zc4t+5wPvnqiivVKScwz58GRQ346qu/Lyvc33j9zc1nn+1WL9M+vvrqy0Pd4DibnLh8nDRPUV47Iel7yzeTnTNKvpU830u+nKYQUK3O9TaEH1I/zL6zPN8MnR/ui+VFSJy6OF9E2W1es+pXvY5yylt/Y3k/n6PSXMsw9f5qK1KS7jC59557ttt1PLp56umnNndsVzIvq3S3FcJo9wdh286lrSMgulbjg+vtvYPL3VH46v5ydxdw8EdlJL/tcdGNdkflLXd2gUv+StlJhAcC0xJH0Pm0XxMRd7e2twmoxNSduHwoMC/C8UHYCMmHAvMufBFhCbFWs1oROythCZiLiLk9LrXa/nMZDorFb/9hS3l/YyHBl4FdBGXnqxXLuxcUiMlEZy8DjLC8C5NWO/2Mzndyv6ctSyflQChf2n+w/fB213P15m9Ut0Wy0f3YsTmo5fbRb3e+vqHrfaPyrF4RiEAEIhCBCEQgAhGIQAQiEIEIRCACEYjAtSFAB/jRnXcuc+73fXnfstCH0Pz97/3g2lTgGpSijXffdfe2pH9s56Fv2dxz791bsfCzRW/Y7cxphteMfu6mJbBoN7ufANqGyX6a2YcffLj57NPPN2/85s1Ft9npHrtFdMfNKnH5uImegvwIjATgH26NLk84I9T+7W9/W84JzJdyDJwf1k8//XRJJ4185Xfrrbcuxl2cSzlxiK+8c2LeiNzyd73vhLk38Vxrg28ba9fllLuf53FfqxNB01Gd7rjjzs0D9z2wOffQI5s7t3/8DleGHrR5ib+Nu3Nz9Odje37+ko04jHN4Ktb5i+X+9lFs3c64zL+7MJrxLuQgo9XhIHx7WATogyzW5xN5CRPvQGBeROs537Zpt9LVlr7EY9dE5TkXvhUyl/TbHJfylsNkf8XHbRa71m5PiKSL2wq9Oyy2Hifi+/la7OwSvns+O8O62xLb+e56EaAn8rayi4iuHYfCuXMeg9MlysKzRbMDNqwWYP0TgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRODGJmAR0K237hZtmZe2S+ZZdLffdvvm/nsf2Nx+2x2bL7/6Yrs4ilpwMMF9Fhtcmy6bwE6PoXtsF5JtVyxTQmh8f779z5s//v79jU+1jt62iM+XnfPlR0xcvnxWZyomwZMIfNtt260itsIucdPbL8JnJfLFGuwH0g+rNLxzAi9xWZ6E3ks5vwDKXtdjLVirx1E/+MLcI4YTt12PqO2oDfK+ng5PgiXnj5vvJPjWw31337v50V13Lb/Y6rgI4UvcnQz69Tqvwlan4uxdfj3ZEVdfo3EFbL6WbpFvD0pe5TFCM7Vyib+9N0dV2d0/H7aYvIP0SzxZbk8ODkfU/uqCDhltT5TD/+PwZPtneOlzbNXhLf9/LGt2txGX/w9SLuG7dBTkXTtcbzNxLa+t+440gnaX/RuBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAInSMBiILO611sHOMEmbvWW722/MX3nVm+5/WBR1JR2MH/djPQAuemOtAi7wXK2wyZsWIz53e98b3P3j+7Z3LrVo5bfERrHgV8iH+M/icvHCPO0ZDUGlwhLjOX3Vw4Tbgm9BOOj3CeffLLbimEbR37yIijL63KEZXkSVsX3PQReOqLxBx98sLxZYYXv3Xfb/uHrzi/Jxx9/vMT76KOPlnQE6ru2oq008pk2fj3ltb/yi6udOxH9tm277lj+IFz7mtx8JR6KvYcnKwF4lOEFyyrCzYepFkcgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIROFUEzP/fKBrASYGjK9xyyw823z+pAsr3TBGg59kSexaU+v04KWEZuEvvW3ym8NaYfQIjLhNneQbLSuQ///nPmz/96U9Hrhz+61//utwj8PrhJOZKO8KyPC7HiWd5vo/SP/DAA0t6YvE777yzeOUc9QeCAP3+++8vcX7/+98v9SUqP/TQQ5v7779/yfOodJdTp+OMg8049dHes7pFx7SzYwQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIwLUjQHtaPuvpU6XL4rqTXVTXyuVr92xvyJKsqPUmw6we9nYD8Zaw/O677y4rlwm246xoJuj+7ne/2xCCrWwm7EpPKCYwX64jtkr74IMPLgLxH//4x8PVyOrx8MMPL6un9/NTB/UjQtsW+5577lnKP3fu3JLXHXfcsQi5++mu9fVa4CY02/teu5yv713relVeBCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYjA2SDw5VdfbvWnrf/7VweLRs8vfjyJFiYunwTVU5Sn7ayJwvfee+8izBJuiZ+zMth93vbUVjQTld9+++3lSNiV1n0rj21LfblbYkM0wjRx2VbX8lfuhx9+uORJQLZFNuF6nHt/+ctflnArp4m1Uz8iOKH5RtoWe+q9iMvbbzD7xVZnbU9gHjodIxCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEroQA7Yn7+9//fugn7EryudK4ictXSuwMxrd6+NFHH10EW8KtFcWE3fn+8R/+8IdF4HU9q5aJvl9++eUiKtsS++mnn17OR1y2pbV0BGhhyrCieLbOhpHASji2nbUf9lmRLK1V0b/97W83P/vZz5Z8CMgEaOLym2++ufHN58lPeuK4MqzCzkUgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAsdPIHH5+JmeuhyJssRhorKVybwtqt96661DYZhoS9wl+hKBCcNWCT/++OMb21E/8cQTm0ceeWSJ7/6rr766+eUvf7msMhbPfQK2FdBEYYIzwZi4LC/nhGiiNgGZeCwP9SBIE5+J2Vb9zirnxx57bPnGsrr7bnPC8qn70avCEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACp4hA4vIpelgnVVViL6GWOOvc9tS+Z/zee+8tgq/tm4m/ltUTeJ0Tc30TmWj87LPPLsLxfJuZMCz9L37xi0UctrKYgEzEJir7zrM8RlS2nbZr21xb7Wz19Hz32epl9XFNYJaeWE3IJmzzTz311BIm31wEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEInAyBBKXT4brqcqVYGtFMXHWymCrh61eJvYSgInKBOYRd22DTVz2rWSrlnnX8w1h8bgRj0dInvvuTRzn3Hz3mWBt5TInPTd7xTu3itlqZ/GefPLJRRRXD6L4On9xcxGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIwPERSFw+PpanNifbYfMEXquPrUQm7FoVbItr4u44Au6I0bMlthXJ0o8jANsC+6c//enG95MJ166tOFYGsfkoIVg+VlAr22pnK5htw227bFthc7NymaBt9TJRW/7CcxGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIwMkRSFw+ObanLmeiri2qn3nmmUXctR21lcz7q4wJyVY5E4rn+8nrxlrZbKtqQjVReOIKd66ctRg9aW3LTTQmQitbWn69clk6QrK8xHfOyzMXgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQicHIHE5ZNje+pyJtwSbXkrgq/WEZDvvffexV9JHtLxBO5cBCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCJwYxE4v5fxjVWvanOTELAqen9l9E3S9JoZgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgVNFoJXLp+pxnb3KHvXt5bPXyloUgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgdNPoJXLp/8Z1oIIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACJ04gcfnEEVdABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgdNPIHH59D/DWhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCETgxAkkLp844gqIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQicPoJJC6f/mdYCyIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQicOIHvnXgJFRCBCCwEvvOd72xuueWWxTvPRSACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIROBqCIzW5Lj2V5PXlaRp5fKV0CpuBK6SwPyCX2XykkUgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCETgGwRGg5rjNyIcc0Di8jEDLbsIHEXgH//4x4b/+9//vnjnuQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhcDYG19jQa1LXQn9oW+2qeVmkicAUE5pd7/yiLeYvkWvyyX0GVixqBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEInADElhrS/QlCxuvpc6UuHwD/lBUpbNHYH65Z+WyFvrl/+53v7v8wl/LX/qzR7cWRSACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIGbg8CIyyMqj/Y01/sUaFDHqUMlLu8T7joCV0lgLSDPL6lfcL/Mn3/++eaTTz7ZfPTRR4uofMsttxwej/uX+iqrX7IIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEbnMBaXFbVL774YtGf/va3v22+/PLLRUgWhx8Nao6T9ts0MXH529ArbQQOCPilJCL7peW/+uqr5RdW2Keffrr505/+tHnzzTc3ROXbb799+YX2C+x6fqGDGYEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIELERjR2P1ZqUyT+uCDDzbvvPPOciQ2f//73z/UrVyLYzdd/tu6xOVvS7D0EdgSIBATlT/77LONN0McXVuxTFx+5ZVXFkH51Vdf3fzgBz9YzoGbN0Skz0UgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCETgQgRGV3J/tCUiM23q7bffXhY62kWXFkVUplHx9KrE5QtRLTwC14HAWlz2S0pYHvfxxx9v3njjjc1f//rXza233rqsVl7/8k+8jhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhG4EgI0KiuTicrvv//+IiRLL3wWQToSnIV9W42qlctX8nSKG4GLEPALyXM//OEPN3fdddfm3nvvPQwjMntzZOJcJKtuRSACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIROCSBEYstvDRdti33Xbbok/deeedm+99bycFH6c2lbh8yUdShAhcmoBfXNsJEJV/9KMfbR566KHNc889twjJ9rnn/ALPL7jr4/xFll8uAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCETg5iGw1p1sj01gpkfRqZ566qnN/fffv7n99tsX0fmWW275mk51tZQSl6+WXOkisCLgl9fbIH5B77vvvs2TTz653H3ggQeW7y/7RSY8z4fS17/sq2w6jUAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiMAlCawXMTonLH/22WcbIrOFkI899tjm0Ucf3dx9993LZ1tnFfMlM75EhMTlSwDqdgQuhwCx2C+ltz54v8S+r3zu3LnDc9sQEKBHWJ7j5eRfnAhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQgMgbW4TFAmLPs863xfmahsQSShmT7VyuUh1zECNwABQvH4+d4ysdl3l4X7SDqxWdhaVF6fr43ADdCkqhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEInADEbiQrkRcJioTmL/44otFi7Lo8Y477liE5dlZ9zia0srl46BYHhE4IOCXer697A0Qv7jCiMqzsnn9ix+4CEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCHwbAhYwWuhoAeRXX311qE3NiuVvk/d+2sTlfSJdR+AYCBCSicyzGpmgPP4Ysi+LCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCBwSmEWOE0CXOq6tsCdPx8TlNY3OI3AMBBKRjwFiWUQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCFwWAdoUR0w+aXfyJZx0C8o/AhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAROnEDi8okjroAIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACp59A4vLpf4a1IAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiMCJE0hcPnHEFRCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCETg9BNIXD79z7AWRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEThxAonLJ464AiIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQicfgKJy6f/GdaCCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAidOIHH5xBFXQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIHTTyBx+fQ/w1oQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhE4MQJJC6fOOIKiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEInD6CSQun/5nWAsiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEInDiBxOUTR1wBEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABE4/gcTl0/8Ma0EEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBEyeQuHziiCsgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIwOknkLh8+p9hLYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCJw4gQSl08ccQVEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIROP0EEpdP/zOsBRGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAROnEDi8okjroAIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACp59A4vLpf4a1IAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiMCJE0hcPnHEFRCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCETg9BNIXD79z7AWRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEThxAonLJ464AiIQgQhEIAIROAkC//jHP04i2/KMQAQiEIEIRCAC151A/Zzr/giqQAQicEAge9SPQgQicNwEsivHTbT8InDtCSQuX3vmlRiBCEQgAhGIwDEQ+M53vnMMuZRFBCIQgQhEIAIRuPEI1M+58Z5JNYrAzUoge3SzPvnaHYEIRCACEbgwge9d+FZ3IhCBCFwfAn//+983X3zxxeazzz7bfPrpp5svv/xyI2z9VpvBDf/9739/88Mf/nBz6623Lue33NI7M9fnqVVqBK4fga+++mqxGZ9//vlyZDPGbrAdPHvx3e9+d3Pbbbct/gc/+MFyPbbkQrWfvNkiNmnyXceXB9vDHrFFbJJz4bkIROBsEdAXmT7K2AR2QvhR/ZSxD+wPu8M+OO73VyY9e8WWrW2Oe2NPHHn5rW3O977XsO5s/aTVmgicJ6DvMeMi9ofN4dY2x/XYCedrGzF9nn27I179HBRyEYjA5RLQT2GHxrNN+i3sEVtz++23L+Mh/RI2Z22XZlxWP+dyaRcvAmebwNgH/Zy//e1vm08++WSxLdO/mftrCnOPfWFnZu7F+b7dEVc/J5uzJth5BI6XQLMQx8uz3CIQgWMg4I//Bx98sHnnnXcW/+c//3mZUDEYGacjYfBy9913bx599NHN448/vrn33nuXsInTMQIRuDkIGCz86U9/2vzhD3/YsBcffvjh5qOPPjoUZ0x+sBk/+tGPFlvx1FNPbR566KFl8sMAhDtq4CLcQEfeb7/99ubdd99d8p4JFPc5E7hEZTaILXrkkUc299xzzxK+i9G/EYjAWSHAJrAx77333uL/8pe/LJMhwvVfZsKDXRhxx6THnXfeuXnwwQcX+/DAAw98Q1zGR3oTK3/84x8Pbc5f//rXxQ6xUezY5Gny9r777ts89thjS57yz0UgAmeTgJdN9EN++9vfLv0c12NvxuawEdOXYSu8TMfWsBFszx133LHcnzhDqn7OkOgYgQhcDgHjKn2f999/f/G/+93vlrESW8LmPPPMM5snnnhic9dddy1zM/ot48znEI/q5wyRjhGIAALswhtvvLF5/fXXF7vCzszYZwhN/2X6P16yNediXoftYXOMh8zLjN0RN5szBDtG4GQIJC6fDNdyjUAEroKAyREDDhMmxJxXXnll8/Of/3wRmHUIdAzGmTQxsXru3LnNP/3TPy1vq5lE0YmYjsTE7RiBCJxtAiMu/+Y3v1kmXn//+98vkxYEIMIM+2EwYuDxr//6r4uNYD8MSEasWROaiVo25+OPP97I75e//OXinbNR65dd2BwDGRMp6mJAw7NJ8s9FIAJnh4DJU3blzTffXGwCwYetsXKHzeDZGy+ueAmOJ+oQgp999tnF/rAX7M84Nke+bIuX6whIP/vZzzYvv/zyYstmgmXeyCdWe7mOzWGL5MemZW+GaMcInC0CbIOXbtmFt956a3mBjl3w+z/9Eb//PHuiX+KFOiIPm8TeCJux0nqCtn7O2fpZqTUROGkC+jvmavSDiEH6KgQhYyD9HLZJv2RWE0592KL6OUOjYwQisCagL/Laa69t/sf/+B+LXWErjHtmvKR/M32X6f8Y+1ho9Pzzzx+udhaf7eH0h9irxlZr0p1H4PgJJC4fP9NyjEAEroKAP/wGJEQgb8J6A3ZWBTnqXOhM6FSYRBFfp8HRakFv5JswMWjRyTCZO52Pq6hOSSIQgVNEwO+91X4EHiuX5016tsTkB0+4ce2t1hdffPFQCGJD9t3YI4Mcb9aPLbJy2TVbNfZI2ZyV0gZA999//+JnZwV2yXkuAhE4/QTYBn0QExV+59kaOyYQm2eiw319FUIOm+BoUoONYg/YoNnZQH+Fk69+jvzYm9kpwcss7Bc7M/mxPc7H5uj/8F5oMZnrnvJzEYjA2SHABrARbI2+jKN+DXvDT59Ei8V1PTbHOMkLLpyXXJyzE2yWfNiw+jkLnv6JQAQug4D5GuMt4yLi8q9//etlUYDxkf4HoWd/YYB+DpukT1M/5zIgFyUCNxkB9kN/xGIBNkVfxrhm+izr8c2MuaTxIh1741watkYfaG1z2KrGVjfZD1TNvaYEEpevKe4Ki0AELkbAROn6D7/JWKKMSVMTtCMa60wQfRxNpkpnYKND4c01W9KavNWpyEUgAmefgIkMb6kSbmyH5Hffqj62wUofE69EGxOxvIGHMIMOft+5Z/J2tuZnlwxa2KCHH354sUvODXKITCZL5MlOSeetW5PA7JHdFRKX9wl3HYHTR4CtYBt4Nkf/g52xIwLBxu8/z/6wDY7sDdvBRkjvBRiTG+KxEeyDPNxjO1599dWlP0NU1sfxsor77JvylCudPpB6iGOi1kpGNkjfZy0knT7K1TgCETiKABvgpRSf3mBfxqaIy36wDWwOO6BfYkzkmiPkCCckW1XIlsjDNdvB189ZUPVPBCJwCQLzcp2+h8UA+ivmbISPm/7S2Cbh+izGYvVzhlLHCERgTYCN0Hcxbpp5XmMs3ryLfpC+i/7OvFxnsZH75lxm/GM+SDz9HosC7IZprrix1Zp25xE4XgKJy8fLs9wiEIFvQWAmVnUADFIMSAjLvo9qgnU6FiZUdBS82abzYTDz+nYrJmGuTZqY6NXxyEUgAmefgAGEt1oJKwYeJlQJugYo3n418GBXHPkRgNiYo5zBDXvyq1/9avP61rYQcuTpu4XKYZeUJa9Z9WOShW0iaHvbVnq2SXyDnVwEInC6CbAXJioc2Rf9jKeffnqxB2zBfOdrJj/YEfaAmGyba7aCMOza0T22yBv38mRDfvGLXyxbbbuW/49//ONFXGZDvL3PjZjMxihD34mdm/yVz+7kIhCBs0PAZKnJU7bHVtd+941z9H/0T2bMo9/BFsxnQawuNF4iAhF25OOlFnaC7ZgVh/Vzzs7PSi2JwEkQ0C8h6Oi7mKdhT/RH2Br2SL9DX8gLcSPurG2T/hNxxyfPjK/q55zEUyrPCJx+Avo1xGR9lZ/+9KebF154YXm5jl0xbnKf/WB3Jq6xFM8OScuxV16u8zkRfZ1szun/2agFNy6BxOUb99lUswjcVAR0DgxOfLvHgENnwApBnqDju4Le1tdpMAFiRaG4JmmtEvTGPaeDIb78chGIwM1BwEDDYILgO4OLWQ1I8DGByhtUmPhgJ0x4XMixPyZN2BaDEfmzK2yQyd0nn3xy2SHBiywmWAhHVv44SmMilzcI8nJMLgIROP0E2A+eY0dmtbIw9sZLJ1YWEm3GEXbYIE5/RT+HKEz8MdE6fRz3xWU/vAgjDZtjQoW9EU+Yvo3+DztHUDaxa6J3xCRlexEvF4EInC0CRGW/22wMm6Mf4/dd/4SwzAv3khtbQsQxqUpstmJHn8RLLYRpK4LYEv0X94y76uecrZ+XWhOB4yTAXrAl5mDYF17fgy0xntIn0i8h6ji6ZpPWYy0v/Or/6LvUzznOp1NeETgbBNgLXv/GHIpx1XPPPbf5l3/5l+XcXI9+z4yz9Hn4SYfCvGjnfG1zzOcYqzW2QiYXgeMnkLh8/EzLMQIRuAoCxBwDFhOlJkR0DLytZsWyTsBsdSLrEY2kMdAh6piwNWmiEyIfgx0TMbkIRODsE5hBCNtAsHG00m/ekp/BCJtxOY79MGliMpY9IuoYyLAv7BHbZPKEI2ibdFEW20McImSzSQRquyko18RtLgIRON0EZtJjJlL1M4SxEfor60kNLWWHhPNsyuxuwC6YhGUr2A15OBKJefdMrLAv7M169wN2SBx5sS0meUdkFl94LgIROFsE9HO80DaizVGtY0dmxY4xEfsijE0gJOsLsT36ONPPIfbUzzmKZmERiMAQIODod3i5zS4I7IYwL9mNwKMfMoIyu8PN+Ij9Ynv0g4yP6ucM2Y4RiMCawNgTNsQYy65NXqozvmFHrsQZV7E3+j9sjz5QY6srIVjcCFw+gWY6L59VMSMQgRMkMN/X8MefNzliEsUkqm8o61SsHfHIpKpOg06C9NLpQAhzrQORi0AEzj6BEZcdDUoMRIi542eSYwYsQ2TC53qO83Y+e8KzMeyJ1YOEHkLS2plcIS4TeQyERvSR1rlJ3MTlNbHOI3D6CLAXJk69aOKcvdEPcc5G7AvL00L32Ah9E57gQ/hhH/RbXLMPbAU7MvbMCyxEZf2dtdM3soJR2WyVXVzYHnnZ5UVYLgIROHsE2Br+Uo49EU+fZ8QdtoXN4PVJjJPYoxk71c+5FNXuR+DmJkA8/uUvf7nsdsC26Ne8+OKLi2hj7KPvQUBma9xng5zr7zjq88z9+jk3989SrY/AUQTW8zTsh3EVW6FP43i5Tj7GVDMPox+UzblcesWLwNURSFy+Om6likAEjpmASQ6DDx0B3uSpiQ6rfbyptj9pq8Mh3KQsIVonQnqDFkf55SIQgZuDAPvAZswqwrWQOwOV9XFNhS1ZO/FMkLBDY0/cJ1izOesVhJNOee6ZaLGqyCTK2LKxR+xZLgIROL0E2Jn1ZAd7w15w+32UaSURxz39FC+leEmFOG2iQz/Fm/TEHWHsjrhsBXtDXHbcz9sECVujLiNMWwVENJJX/Z+h3zECZ4vA2Jv9fst+K+dFFv0QdoHN0DeZVc/CZsxVP2efXtcRiMA+Af0Kq5VfffXVxXvp36eCiMv6OWyNTwPp07AvY6tmPMTeEHrq5+yT7ToCERgC+jbTv2FD2A+2h/3gzfVcykkz9sbYKJtzKWLdj8DxEEhcPh6O5RKBCHwLAgYl/vDzznUKOBO3JmL3J1bXRblvskRHRDrpdUImLxO2uQhE4GwT8Ptv8pTfd+zHeqCyf3//euyHI3tCBJIHO0PouZBja9gjdovbt0euj6rfhfIrPAIRuPEIsCVjTy6nduyHiVb2hJ+359kJL6WwCyZlp+8ib/fmBbsLTaSwNyZ32SR2xUSKfg+haMq5WN/pcupenAhE4MYisLY97Aq7MUKO33f2hLDskx7vvvvuIgaxB/omdjvwEpwXXdgh9oLdWNuL+jk31vOuNhG4EQiwMXZH8akfL7DpZ+h/eGHObk7skBdv9V0IQuzLiMtja6SZ/kn9nBvhqVaHCNyYBNgHfsZHbI+t+F3rvxj/8DPGcXS9nn/Rr2Fv9IfYp2zOjfmsq9XZIpC4fLaeZ62JwKkiYMAxgw4THAYv88ffBIeOwqXEGPenQ6FToYMhH/nx8hM2HZBTBajKRiACJ0qAfRivIAOXsR3sCPvCrlypPRJfPpxBjXMTucLZImXmIhCBs0/A77vJjffee2/z9ttvLyuNhdnqmtd/MQkyIhHB2cplorJ7F+u7jG2afhL7xW7Ji2dvchGIwNkj4HfdrgW+lWyrWpOo+hg8e+OeVYIzDvJJj+eee24RmIlB+iCTxvnYkisZd9XPOXs/V7UoAmsC+hNW/hGViTtEHv0NQrLPltlBxQ4r7MzMwazTsy3medgrL9GJ57p+zppS5xGIwBDwUgrP9uijGDu9/PLLyziJrZk+iv7HvITr5Tm2iE2a3Z7W8znOszlDuGMETo5A4vLJsS3nCETgEgR0HkZ4MeCYP/7eSjO5qgNxKSeP6TDM22zrDoV7Bjy5CETg5iTARlyOW9sjE7Su2SB2xQCGLbmcvNgb9otgZBLGAIl9k6dreSYuX84TKU4ETj8B/RETsr6L/Prrry/2YCZCiMvsi8lWdmL6QOyHiRP24lI2R5zxhGjx5cX+JC6f/p+fWhCBowiMXbFF7WuvvbasVLaikLA8q3XYAX2Xp556avHPP//8snLZBC03Oybo29TPOYpyYRG4uQnoRxCV9V28yMLGsB/6Lk8++eRiT9gYcznGNeuxzZxPn8QYSH6uZ5xUP+fm/vmq9RHYJzB2xJG9sAuLMY6X6PRVOGMddoctsoOCHVmefvrpZX5FOKePtLY55l4aWy1o+icCJ0YgcfnE0JZxBCJwOQT88Tco0YEwwaoDYdAxA47LyWPSSOfcwEWevPxd5yIQgZuXwMVswP4ECFvEdkhjIMMWsS0j3FyMorzW9kgaNmjydH45L81crIzuRSACp4eAVT8mRUzQmiQxueHteisJ5xvM02dZ94HYicuxOeKMZ3/kxc4QlnIRiMDZJOD33EtrVif7DqrVPewMe0M05jki0GOPPbas5mF37r///qWP4r5+CVuhz1I/52z+nNSqCHwbAl5U0W/xchw7o4+h32Llsu8tO65fmGWX9t30SWZexvWMk+rn7NPqOgI3NwHjGeMkdoZ4bCyjv2L3hLElCJmXsUrZLi3slGv9HWnZl+njzFjIfI442Zyb++er1p8sgcTlk+Vb7hGIwEUI6CRMR8GkqnMDl5kodbyUE3+dxrl85Df+Unl0PwIRiMDYo7Eb+/ZobM2lSK3t19oemcSdMi6VR/cjEIHTS8DvOeHHKp+33npr88477yyrl71Fb8KEwGNi1sTIxDUBwkZwbIjJEfbjUm5tl8a+OLJjuQhE4GwS8HtvEtVWkI8++ugyaUromZXLRGbi8YjGJlqJz5x008+Rz36f5XLszn6asTn1c87mz1utuvkIsB/zchxh2YssbIxvt1u17KUVL8lxRBt9FnaBY0OIOYQcxwlfbm7/2bcfE36ho/zGLtXPuRClwiNw+gnos7AxdlqxClmfwpGNmX6G/ovzGTOxU3ZWMKYSJg8vsxiHcezN2KfGVqf/Z6QW3LgEEpdv3GdTzSJw0xHQUThOd9z5HWfdyisCEThdBGZi42pqnS26GmqlicDpJEBEJihb7cMTmD/66KNlgoO4/MgjjyyTs0QeYpCJWzZiJkyuxNZcSdzTSbNaRyAC+wRMkBJ6fEfZyyqzSocgxNYQkq30EU7cce2eNOyP43rCdfL/Nvakfs5Q7BiB00uAODN2xCc9eKsDhRF5vMzywgsvLHZnWjmrAdkPnn2alYJEIWlH1BkbM3Enj4sdJ83F4nQvAhE4/QSMi7x8azz0zDPPLP0UYQTjsQNslH6OHaF4/RzjKI6t8ukhacbmzHHSXw6lK4l7OfkVJwI3A4HE5ZvhKdfGCNygBPzh5k1wzLnJifUk66Wqvh/f9eQ1+V4qj+5HIAIRQGBsxxyFre2R80u5sUlzlBdbxOciEIGzT8Bb9ATll19+eRGZbSvJHtjizda0586dO1xtSPSxIogbcdlxzi9Fax1v7NYcL5W2+xGIwOkkYLLUtwbZFDaA08dwzv6YcPWCy0y+skG//e1vF1GZLTL5Kg8CECdsbInzSzlx1r5+zqWIdT8CNz4Bv9NW/HnpjUgzwjKbwj6wMVYH2jFh7awQJCDPSkJx7cYiL8exLewEpxxhE77O66jzdbzp38zxqPiFRSACp5OAF1i8ADdbYns5RX+FuDy7ILArxk6/+tWvlkbq67BZRGZ9HS/xGmf5FrN+zojL2ZzT+TNRrU8PgcTl0/OsqmkEziQBAxWdhXnr1R/+GYzMIOVSDZdmBjHODThmK6bpUFwqj+5HIAI3NwF2g71gO3jXbNCV2CMTJpNGOtdsXPbo5v7ZqvU3BwH9D5OwJjrefvvt5WgChLO60ISsrSQJzCZOOBMmYx9cT19mJmSFXcwpk50Zz25Nv+pi6boXgQicbgIzabrfCpOzPNvC+x6hl118l5kIxAZx7I482JD6OfsUu47AzUmALbAqkLBs9wNHL8AZ2+jPeGHFiypebmE/iDpjX9ga6YWJ98YbbyxCDxvjnl1d3B8vT32XS7n6OZci1P0InA0C5oSNj26//falQfow7MzaEZzF8+khNkq/xrbY7JSXYojMBGnjrqP6OezJpVw251KEuh+BbxJIXP4mk0IiEIFrRGBE4JkE0XkwoapTwDu/lJOHeDoW0hiwmFjVGZGvToU4uQhEIAJHEZiJjRGB2Q0DF3bDm/gmRNgXkyDiXMxJwwaxRZOGXZtJXoOh7NHFCHYvAqeTADthWzYTqq+//vrmN7/5zSLmsBvE5KeeemrzxBNPLNthm/AYx6awN9NXGfthEtbkxqVsjjjK4J2zL/PC3pTRMQIRuLkImJxlB/Q/2CT2wSQsG6Fv4p6+DvvC5tTPubl+PmptBC5EQN+DSGMFINuhXzNb7OtfGDP53AfxxzV74v4rr7yyiM/GP4Sen//850s+tuC3ktA4aGwNeyOeMVb9nAs9icIjcPMRmDERO8O+8Ec54yZjKWMradiR2W1Bf8f2/TP/Mv0cNqex1VE0C4vA8RBIXD4ejuUSgQhcBQEdBhMcIwQ71yEwUOENQnQWLubcF2/SSK8zYdJkxOURjy6WT/ciEIGbjwDbMH7s0dgOg5F5cYV9cX4pe8T+mCwRfwYwRKP5XhAblz26+X7OavHZJ2BSg6jMW9Vj9bLVP96ef/jhhzf/9E//tHn++eeX1cvsAcdecNMH0ndZ2xx9m4vZC+nFcRSPDZMHm2PiJReBCNy8BNgZtoewo+/CHs04i41gd9gL9mPGUPVzbt6fl1oeAQT0KWZbbP2a2W6W4GxcY7XgL37xi8WW6HOwHxPunnN5EHLefffdZWtaL9bZ6mzzXBwAADhESURBVJa9GVsz4vL0Xy5E3/36OReiU3gEzh4BdoW/mDPm8RIdEdl8Dftk/OXFlenXGAeZ03Hd2OpiNLsXgeMhkLh8PBzLJQIRuAoC03GYiVWdABMfM1gZkeZiWRukzJuv0ulAyEeeM7k65Vwsn+5FIAJnl8BRNkDYhM8RAbZj7Ad7ws3kickQb+FfyLFHJkFM5MqTPRt7ZDKXW5d1oXwKj0AETg8Bos1809T2kM71S4g7tsI2+fHkk08ebkc7LTM5wkaIxztnO0zOsiWO8jnKiWcLbhO/7NPYl3mpbmzXUWkLi0AETh+B/RdNLqcvoS/DFrARM16SD3vBVuifjK2on3P6fiaqcQROigD7wk74xrJxj+uxI8Y5rnn2hHBD1Jnxj6Nr9/Vt3Gdnxt7IZ+Z46uec1BMs3wicbQIzfrKLwsz5zgtyc4/9YccaW53tn4Vad2MQSFy+MZ5DtYjATU9Ap2BWDDr3Fhohx7d+vDnr2z77zltqs1WTe9LpRMyEiUFNLgIRuLkJzOQqe8CumOAw0GAv3HO+duII58eWuE/EYY/uvvvuZTXiOo1z3yJjq0yUKGPSr/PYT9N1BCJwOgmYqCDWEJZtG2mbSKuV9Uk4q3Rs2UZYfumll5br/Zaa/LCy2eSs/gybJF99H/ZG3o7rbbTlIQ5bY8tKdsdkiglgzpv88slFIAKnnwDbsPZapC8z/lIt9AIKO8JWsRPy0sfR79FHWY+Z5FU/51JEux+Bs02AXTDnou/CTtj5wHfa2RE2ZBwbZKzDprAb+j9WKjs37nnggQc2Dz300NL3efbZZ5f89F2Mozj9HHnOS3L1c4ZsxwjcXATWfZyZq7kUAf0Y9sjYiU1hR1yPqGxMZL5GH6ex1aVodj8Cx0Mgcfl4OJZLBCLwLQnMJIeJUd6AxmSIFUA6BzoRBjjjDF5MrPquj7djdSak05nQkZBfLgIRONsEDEgMRC7m2AYTIDMZy5YIY2P4o5yBiDdhx6ZIMzaHfSEcOY4j9Lz33nuLyERclp4NYo8Sl4dSxwicHQJW3RCVZ0L1jTfeWCZWTZZarWwL7B//+MfLpKxvLrMDR7np2+jfjE2RN3tj0oRtkd+Ix/JwX9/IKml9IBO2JoOVIW79n6NIFxaB00dAH8cqP7/jMwE7k6+XeomE/dAv8cKL8ZR0+jzSjV/3c/ST6uecvp+RahyB4yLARrAJRGF9DgIzEZj9mFXJ7BBnHMWOsE/6If/7f//vJY77hOWf/OQnh30g4rQ+DgFIXOn0Y/SXbKXNO6+fc1xPsnwicHoIsBn6ODwbxBkbXcqxGV5oMRbyoi1bxH4ZDxkLORoPzfirsdWliHY/At+OQOLyt+NX6ghE4JgIGKRYwWPrJYMSHQxvoJm8NeFq0sOkiHPijcHJ22+/fbj9pAGJDsVMwl5INDqm6pZNBCJwAxCYQcjFqmJixKTIDF7YFTZEuBdTxr6s8zDxQVj2Jj175Nrkihda2Bb2isDs3ODGBC57ZHDDdplEMaBhz9gl8XMRiMDZITAvv7322mvLxMasWmZniMlsx1NPPXXkiuWjKOjD8PpBIw4TetgUtshEC1vCeUufzfFtZ8KRe8ocm2UiRT0uxz4eVZfCIhCBG4OA32PepKm+i76Mc7/b7MRR/Qv3iTXGSeySF1Q49mF2XtF30a9hb4yb6ufcGM+7WkTgehPQf5jxi7qMDdqv13pcQ+BhZ37zm98sL8URdaxW/pd/+ZfN448/vvRP2Cx2ia2ZMZLxkjGUuR79n/o5+5S7jsDZJ8DGsAX6Ls6JwBx7wM7w++MZ8zfsBtvDe3FFPGMvL8c4sjPmj/WT+MZWZ/9nqRZeXwLNdl5f/pUegQgcEPDH38THbL1ksKFTYXJk3m41iWoihChkYpU3UNERMbFKJDKImc5EcCMQgZuDgElXAw2ecGwQwi4YbPziF79YJlit4hHPij8TIOKYaDXY4NkNAxJ2xKSrgYnvpJrMladBjwEM+yNf+Ug3q4PYKpMrJm297S8/ArQJk/1B0c3xVGplBM4mgRFvvFDy61//etkSmwhMcGY79EtMerg/kyRjQxBhD/R59GdG1DGh6/yJJ5443I1Ffq+//voy+cr26CNxbI1wYfJls6Rls86dO7dMomRzFlT9E4FTTWB+j0286nt4sUQ/g10xkep3Xz+EPTFmEo/d0C8xZuL1i/R1xDfGGpsjvn6KcZMXWeRZP+dU/7hU+QgcCwF2Z2zP5WTIvujDSMMGObJLxj9szOQ1fR79HDaH3WLX9GdmFWL9nMshXpwInC0C5mzM0bAH+i/sgfkXtsO4Sv+FveD1U8Txgi0/L9B5UY6NYV+Mh9gg/Rz2Sd/H2Ew+ja3O1s9OrblxCCQu3zjPoppE4KYn4I+/N1394Td5anKWgGy7k1deeWWZWDV4MQGiU2HCRFwDFyuECEM6FDoXM5C56aEGIAI3AQEDBTaDmMNuEH/ZBwMJAw8CEDHYpMcMTHwjdSZlvdFq4PHTn/50+T6qCVvCsG1t2Rx5E4+kMQli8GIChJA8AyEij/zYMaL0ww8/vBxnouQmeAw1MQJnmoDJDzZkXi5hC7y8YvUyG8QesA1E3//8z/9cbIbJVelm9wR9EzaIjWEjXnzxxc3TTz+9TJ54KeWf//mfF5tjskSe8peGHZLGRIlJF/fZHPZFOjaHzZKnMnMRiMDpJ+B33+88G+L3Xh/k1VdfXURjtsikK7+OZ4KW7dA3MQnrHtvAVujnEJNn0tUKw+eee+5w3FU/5/T/zNSCCFxrAmyOPs7YHUdzNcL5cfo+5mpsmc0GTT+mfs4Q6hiBm5PAjJO8EGdsxXuZTj/H2IrXl+HEZV+MxfSLXJsL9nItb0zEzkgjPaHZfI7rxlY3589Xrb42BBKXrw3nSolABC6DwIjEJmd5gxNika1oDVoMSojJJksMVpxbsawj8fR2cpb3Rv76LdnLKLYoEYjAKSfAPpgUNRjx7VNisAGKQQTvZRQTrRzxmShDdDZQMSghxrzwwguHk69EHAMTzjlhZyZ25csGsT8mfZ3zJkpM4BJ5TNbOm7MJPQvG/onAqSdgksKExry44oWV+eYyW+LFEvaCvSEAsTHsBBsjLXvBC9NP0WdhH/RjiDz6Mvo2wtgyL8V4uc5LMtJLN/mB6aUY+Zg4kRfhyDVblItABM4Ggemn6MMYD7ELbIt+DHtgbMSJx3PsBWcspV+iP8JGOJ9JV/fZi2eeeWaxJfVzEMlFIAJXSoAtGhF5bJBr/SVzOWwLW8Xpr7z00kvLeKt+zpWSLn4Ezi4BNsNci/7Nz3/+82UO2PwOUXjGPsZT/Iyn3DP20pfRzzH/oo8jbPpEPlHmRd7GVmf3Z6eW3RgEEpdvjOdQLSJw0xPQAZjBh46CzsSsXLZ1Ej8dCnG9qW8SV+fBxKwJE17nQgdkBjc3PdgAROAmJGBi1SDFka2wmwHPGZCsX1QRNraFSDyTssJNgrg2qUuw5k2U8ONGLDKJSyAyqGGLCEXCZuJ34neMQAROJwF2gj1w9Hs9fRAvtel3sDH6JO5NXDbFOee47+U3Nkd+7AanD+RFFgI2Mdsk7aRVFrvG3rBR+kC8eug/5SIQgbNBwFhmJlHXfRc2xjW3ti8T3312Qh+EXZrdDdiJdb/EiyhsiLzq55yNn5laEYFrTYDdsTOC/os+j6O+kP6Ie9PHcc7+2GGFjaqfc62fVOVF4MYkMH2XOeqTOOe5Gf+wLxOu/0IwnnEQu8O26PNM/0hcL+Kam8nm3JjPvlqdHQKJy2fnWdaSCJx6AjoCBiIGHiZAvH2mI+BNNGLODE40VGdBp0IHYrbE1sEw4ZqLQARuLgLsBltg1TCBxuDCdkkmS4nM7MUMNIaMsBF22BKCsAlY5+PYn5kwkZd7VkKP0DPx5K1cdssqICKPwUxCzxDqGIHTT4DNINh4Ec7vum3WXBOBHdkKv/fimQAZYXnEn7FD7Ap7YbKDrVj3W4SzZSZd2S79GiuXXUsvLS+NvpI8bHM7E7mnn3ItiEAE9gmwL7Myh13RX2ETOP2PfRsztoKNMOGqb2QC1vUIPtKKx5bUz0EjF4EIXA0BYyNzNf/tv/23Ze7GSsGntzsl6Je4tx5/sWX6SfVzroZ0aSJw9gjM2EhfhO0wr6tPY2xjHMR+GPeYs5m+DjsiPluib6SfYzxkzLS2N2jN3LK0ja3O3s9PLbpxCOxeBblx6nNkTbaG4N+2N/7fI28WGIEInDkCJk6IybZG4W23NJO068bqaBi06EjwJmWF5SIQgZuLgMGH1X12OGA7iL8zgDAYMXDh990MUgxEDFBMhFgNaMAyTt6EZWK1/OXNHq2dvNkeopNJWvZof0JlHb/zCETg9BFgL9iTsTe2v+b1UdgAExgmPJxP3Gmla+Hj2Qt9lrEX8yKK/NmufZsztmrSs1nSsDnTB1rbrSm3YwQicPoJrMdF+iJsDlvBjb2Z8zkKZ4/YGTZCH4fN2J94Fb9+Dgq5CETgagjos3gJbl6+1ReZvo3z6RdN3vVzhkTHCETA+Iaffs58S1k/Z8ZOQ2nGQvox/IjM+jlenjtqLliaGbs1thqSHSNwrAT+v+2Y49++OdN6rGUcT2Zbg/Bv25wSl48HZ7lEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRuBICi7i8+1jPlSQrbgQiEIEIRCACEbgBCMwbrDdAVapCBCIQgQhEIAIRiEAEIhCBM0/AGKxx2Jl/zDUwAhGIQAQicEkCicuXRFSECEQgAhGIQARuRAK2fcxFIAIRiEAEIhCBCEQgAhGIwLUj0Djs2rGupAhEIAIRiMCNSiBx+UZ9MtUrAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiMANQiBh+QZ5EFUjAhGIQAQicJ0JJC5f5wdQ8RGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAROA4HE5dPwlKpjBCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgetMIHH5Oj+Aio9ABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCJwGggkLp+Gp1QdIxCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCFxnAonL1/kBVHwEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCB00Agcfk0PKXqGIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIROA6E0hcvs4PoOIjEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEInAYCicun4SlVxwhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIALXmUDi8nV+ABUfgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYhABCIQgQhE4DQQSFw+DU+pOkYgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAhG4zgQSl6/zA6j4CEQgAhGIQAQiEIEIRCACEYhABCIQgQhEIAIRiEAEIhCBCEQgAqeBQOLyaXhK1TECEYhABCIQgQhEIAIRiEAEIhCBCEQgAhGIQAQiEIEIRCACEYjAdSaQuHydH0DFRyACEYhABCIQgQhEIAIRiEAEbgYC//jHPzb8lbgrjX8leRc3AhGIQAQiEIEIRCACEYhABK6cwPeuPEkpIhCBCEQgAhGIQAQiEIEIRCACEYjAlRH4zne+c5hghOa1eDz3Hdfnh4k6iUAEIhCBCEQgAhGIQAQiEIHrTiBx+bo/gioQgQhEIAIRiEAEIhCBCEQgAhG4eQh89dVXm48++mjz4Ycfbj755JON61tuuWXz/e9/f/ODH/xgc8cdd2zuvPPO5fzmoVJLIxCBCEQgAhGIQAQiEIEInA4Cicun4zlVywhEIAIRiEAEIhCBCEQgAhG4QQlYfTsrbS+nirNa90rSXE6+pyUOMfn999/fvP7665vf/e53my+++GLzve99b3P77bdv7r777s0jjzyyXBOacxGIQAQiEIEIRCACEYhABCJwYxFIXL6xnke1iUAEIhCBCEQgAhGIQAQiEIFTRuBKReIrjX/KcFyyun//+983H3zwweaNN95YBOZPP/10WaVMWH7ooYeW8/vuu++S+RQhAhGIQAQiEIEIRCACEYhABK49gcTla8+8EiMQgQhEIAIRiEAEIhCBCETgDBL4/PPPN3/72982xFKrc7nvfve7i//hD3+44S+1Gne+RSy9/D7++ONl62iC7K233rpsGW2Fr5W+p1Wk1sbPPvts2Rr7L3/5y8IMG07b3NPeXAQiEIEIRCACEYhABCIQgQjceAQSl2+8Z1KNIhCBCEQgAhGIQAQiEIEIROAUEvAN4d/+9rebd999dxFMib8EYd8PfuCBBzbnzp27LHGZsEyk/uMf/7h59dVXN2+++eYiWD/88MObF198cfPUU08teRKuT6vDZvy0Yf96wjtGIAIRiEAEIhCBCEQgAhGIwI1DIHH5xnkW1SQCEYhABCIQgQhEIAIRiEAETjGBjz76aBGCX3755Y0VuVboWolri+dnn312c9ttt23uvffei7aQsGzls22j33777c2///u/b/7v//2/yyrfl156acnjwQcfXPIlLiuDKHva3C233HL4XWVttqL7+9///hKmXaexTaftGVTfCEQgAhGIQAQiEIEIRCACV0MgcflqqJUmAhGIQAQiEIEIRCACEYhABCKwR8BWzl988cWyjTVx+ZNPPlm2xCYU2/bZymXCsdXMF3K2hP7zn/+8+d3vfresgrYS+p133jlcuSz9WlA+jSLsrFAmMI8nKM/5aWzThZ5n4RGIQAQiEIEIRCACEYhABM4agcTls/ZEa08EIhCBCEQgAhGIQAQiEIEIXBcCVinbutoKZt9Etp31H/7wh81f//rX5VvJTz755Oaxxx5bhOYLCai+sSzdK6+8sojLtse28pk4/fTTTy/533333Uv+16WRx1DorFAmJo8jmJ91t34p4Ky3tfZFIAIRiEAEIhCBCEQgAmeXQOLy2X22tSwCEYhABCIQgQhEIAIRiEAEriGBu+66a/Pcc89tHAnAVi7b2vr9999frq1G/tOf/rRsAW2LbAL0WmBVVaucCcu2w7b62XbRL7zwwrLq2feWCdR33HHHVbdqRNwLidtXnfEVJJxVytezDldQ3WONmsB8rDjLLAIRiEAEIhCBCEQgAhG4DgQSl68D9IqMQAQiEIEIRCACEYhABCIQgbNHwMpl/p577llEYyuQicOff/755sMPP1xWMb/33nuLqGw18o9+9KOvicvi2RLbVtivv/76xhbZxORHHnlk+Wbzo48+uuT/bcgdl6BLJF0L1VeSr3bZPty3lsddSfpJc9qON0MbT9szqb4RiEAEIhCBCEQgAhGIwJUTSFy+cmaliEAEIhCBCEQgAhGIQAQiEIEIXJCAVcn33nvv5qGHHlqEYSKqFcq2yLYqmbDKEaJtEc0RXK1s/v3vf7+sXrYd9pdffnnoXUtvNfRbb721fMtZvjzR0mpgK6GJ2cq/8847D/PfXx29FHhQpm245amsycfR96PX5Y8gLC/1Jow72q5bG4Rrl/xsAy5P1/Lg1M2Ka/XTFu105NRdmfyFnPqog/xtOz71kb97/KwKVpdhoX7qqWxclHUpJ591WepJ+J+y1FP+2j1bfLtWrrTiOWqrsj2Lec7rssXx/OQ97fJNbdfC3eflq97r/OQrz2G3zrfzCEQgAhGIQAQiEIEIRCACJ0kgcfkk6ZZ3BCIQgQhEIAIRiEAEIhCBCNyUBIh/vq/8k5/8ZBEXZ+XyiK/uW4nMETKtVrbS+d13390QGAmHREUio9XMxFP3CY8j2ronfIRUAqpV0+fOnds89dRTi7C9vzp6/TAIwMpVpnop79Zbb12OyiGqikPMtbW3o3pp1/PPP7954oknlvKUK637hO/f/OY3Gyu0tVke6kjktVqb6E4QdY8Izak/P+4ooVlbbRmuvsr44x//eJi/uo7wqx4jwtqeXJk4q6vvYV+OuKy+2oL3G2+8sYj+tigfwVxdtRlbx/HYqIfnp77Kx0rZ7u075Xj28rZ9uvK8YIALbvLi1Nlz8Wy15entt7c9Y/lr65rdfhldRyACEYhABCIQgQhEIAIROG4C50dvx51z+UUgAhGIQAQiEIEIRCACEYhABG5SAkQ/21kTgomQv/71r5dVy0REYba7JiBaTUu4JWK++uqriyhrtSohkbhILCXEEjt5QrPrWbkLL+GS+EhsfPDBB5fvPo9QPMIjgVLY2imfsPzLX/5yydd9ore4BNtZTatMYrEjkfjHP/7xImoSVSd/ddaO17fbef/nf/7nIjATgOVBRNVOK7mJotJxOLh3OYIvFkRX/H7xi18sQuwI3tqhvpMXFlYLE5Y9A6Kwek99p85rFs5npbD85pn87Gc/27z22mvLqnHlK8ez9U1t+TvirjxlaJPnRFzWXmV5JuKsnftEaM/SKm5l/Nd//dfyc6Bs3OSlTvJQd/kQ9blhJl/Pbf/ZrsvqPAIRiEAEIhCBCEQgAhGIwHESSFw+TprlFYEIRCACEYhABCIQgQhEIAIR2BIgQBIfCZ6EP4KhFb1Ewz/96U+LWGmVKpF4VvsSmAmh0lplS1icraIJjQRJ+Y0bgdE10ZNQqSxCJNGTyEqUvf/++xeBm/i5du4pj2isLvJXtnxHaBVH+NTFPWLnlK3+vHyIycTfWVVMPFXfaYO8CLeccHWWrzKJz1PGUSuXxZdensrilatu4qvPpBPmPicMDyumleEeIRibacMScfuP/Dwfz0o7CO+EX3yEK3/KkMa1cjwbq6qxd66O8ib6u6/MfSccJ9yV88477yx5SCtfTn7ajYt8pfGzY/W2/PGTt+erPbkIRCACEYhABCIQgQhEIALXgkDi8rWgXBkRiEAEIhCBCEQgAhGIQAQicFMRIMDOltTEQeIhsZk4SDwkWr788suL4ElUtnqY0EgIffzxx5cVt/IgKFoxS3S0StU2ywTOtSMyijMrZp3Lk1hK9HzmmWeWbbL3xeV1HsRL4rS8iJoE2AceeGBZLUvIfHq7FbN7BFqrrp977rmlPcogjo6oTJjlrLK1athKaGkIrby6y4dgO1tNu08gVab7yt93RFbhRFSrutWXAC/PtUiMNVbagof6+VY1YR93bGwtbVWxctdOfFtT8yP4qqt6EacdPR9iuGfDua8dnqtnpZ7uEfe5tRi9BGz/IQhr/69+9atlRbv6qafnYztzaeQx4rJ6ay+nfZ6t8ojT8lKnxOUFT/9EIAIRiEAEIhCBCEQgAteAQOLyNYBcERGIQAQiEIEIRCACEYhABCJwcxEgEBI+CaEER0IrT4gkFhIHbe9MLLQS9fXtdtLEyae3Ii5R19bTxE/xbElNMCUiuke4JETKX96E1MmDaE0ktRqaaEnEFI+YOoLnPAniJaFUXgRaq4rF56QR/8UXX1yE3xGIR9wldCub0EmM/Y//+I8lrbyI6PONY0Kuazy0j/hMRFdH9SaQTt7qqE68+OMwUtbUicBOjMZD3kR892Y1rzJeeeWVxY+ILb0yecKt57IvLqsPEfrnP//5Ui/CsbjawBPp1VFZ7onv2XhJAH/tUndCtHRY4Cts7aTVbi8U/K//9b8WwXu2M9c2bcJe/dTbqmnt8LNg+2weS2HaLo325CIQgQhEIAIRiEAEIhCBCFwLAonL14JyZUQgAhGIQAQiEIEIRCACEYjATUuAEEs8JAJaSUwUJBgSZonGBGFiI0GScEk4Jc4SDq385cQTblWzFbsT7h7BlBg5ouys1nW04lUa6fcdAZcgy0tL9BZPOE+wVA+e4EnsFHccgZNQSlQleFoVrI3qQogdTxAnEGs3EZaz0tmqW3UnoMpHnKOc++pDqJX3xFMn33B2xI1zj+ArvvppE0F/RHdxpBG+dtKpv3oRpgnHnhtRGb8XXnhh85Of/GRpn+fk+clTuVY5c8R5fLQLT/Fcq8vaKYcAbjW7lwA8J4K052tFOIZ+XvCeeinLz4sXBjCTVhnC5ee5tXp5TbnzCEQgAhGIQAQiEIEIROCkCCQunxTZ8o1ABCIQgQhEIAIRiEAEIhCBCGwJEBmJh7aTJvYSWAmgVqISCgmDVuESTgmfREbnxM0RUomvxF7391fc2q7ZdspEWAKsMgi+RFXXBG0C5lFu8ieAEkrl7ThiJ2GYX4vZk488iayEWAKnOhI4id/qQ5SVdgRpIrC6EWG1kXguPj6E0nHqNPUSNkKtukmnLvLEQ/5rpx0YqZO6iUeUJcYS8LFSVwLw2mmLZyEOwVZbRrwmknt2ylJXblaRy0ud1EV7PAP8RlB2XLeNqCx/QrsyPB8MrIjGCzcr3Nfp/RyIg4lV4n42/Owoa1YwC+PlN3Vct6/zCEQgAhGIQAQiEIEIRCACx0Ugcfm4SJZPBCIQgQhEIAIRiEAEIhCBCETgAgQIhM8+++wiEhIAiZKEQiIo0ZQga4WwOMRKWyoTCQmc4hMSiarCj3LEzZdeemkRPYmkv/71rxfx0jmRlZB5lJMvT4QlvCpTOQROq2fle5SwTNQkWmsHYZbwqZ7qqx1EUulHWFa2cwItMZ0A7D6RlfiqXQTVfWFZOuEEW+lHZHW+L7KLy4lv9a+8xCFoE3QJsgR34rY2r506YaVNnon8PTPtsGrZ89kvDy8iPGEYL0zkI542KZ8bodhzIPpbHa3dWMuXUO25E7CtlD7KYTurqLVNXaXTNoK1c87zSlw+imBhEYhABCIQgQhEIAIRiMBxEUhcPi6S5ROBCEQgAhGIQAQiEIEIRCACEbgAAUIkYZQISIwd8ZcYSRAkHD7//POLwLgWCImcVqRejiMCz8pnYi3hUf48cdlW0GvhcYRcR2Ko9OpJVCV6zuriddlEWeIsAZZQS+RUjvTaR2yVltgqbN8RSQnMhGVHK4WtIlbfEWSnXuu0xGXuQuL6Ou7Ekz/WVi4TeIm/6itsX1zWJvcJwM49JxwIuQRmbdt38hQHJ22WltjOuXeUuKy9Vq0TsbWXGO95H8V6vzzsRtCWTvrZ9tuzm5+vfRF8P5+uIxCBCEQgAhGIQAQiEIEIfBsCicvfhl5pIxCBCEQgAhGIQAQiEIEIRCACl0GA2EggJQoSi4mkxEciJ9FQGDHUfQLiiKmyJoauPTGXIDvipTjyIDYSLec7vBNPXCKk67W4LN0IueonD972zupApHS9duLLi2BNhB2hlgiuTdIQZtXlQo4ISgwVj596jSA7ddpPL5xIvvbS8u5Neu3l1dE3iq3sJYarr7j77ISJqy3OPRN5ac9s3b1fl7nGR5vxElfe8pi6iDfnwgnY6sI7F0aUJjoTwaX37IXzOKqHIzHflupWPWuLZzmCNtFcG6TPRSACEYhABCIQgQhEIAIROEkCicsnSbe8IxCBCEQgAhGIQAQiEIEIRCACKwIjwo6QO4IscZInthIrR5y1Ena2dCaSjlBKSCTyjhBLkJS38Ndee23Zepk4SYCU14jL8h5H9BznXFz1If6qn/yOcvIixI5YK6008h4h9Kh06zBljcgsL/Wf+mjTUY6oTIQdwZjISqQlsLpHFJZ2ViUTWt3Dw3bUyuGG7ZQhHDe81EFdtAMD9byYG27TfvmM0L2fTr3UEzfPVf2Jwp6vlwJ8F9oqZtzVHeepjzoTo22p/frrry9C87wAIK95FtP2/bK7jkAEIhCBCEQgAhGIQAQicFwELj5KOq5SyicCEYhABCIQgQhEIAIRiEAEIhCBhQChcARMgux4AiVR0z2O2ElIffXVV5fvMxMfbalMYJ7tqImQI2bK1znB1feFCY3yEi4eYfNCjohJ1BSfH1F1X6yUv7zUjXdfOvXmnYtzMTd5KoOAK7506nCxtNqMwSuvvLKs4CUYaydhdsR2efPy4tTVil9eeVjwa4cLL657I/yr06XclDVtmTKk22+La/FxIwarN7Fc3a1I/tWvfrWUPRwm/dRX/QjJOMw9aafu8p7wS9W7+xGIQAQiEIEIRCACEYhABK6WQOLy1ZIrXQQiEIEIRCACEYhABCIQgQhE4CoIEC15QiRPzCVoOhIWrVglGBKJCahvvfXWsmWyFa6zWne9UpWgKB0R0rl7s+p1RFbCI3Fy4q6rPYKk9FMv55N2HXfOpRkv3pTvOPlN3P3j3J90c1zHE7Z2ViATkt99992FBzHWNbHVil6rj7VPO/lJryz3hsfUeeqgjAlzPnWZ9q/juX8xN2mn7AvFnfLmmRCb59mo66Q/qmxpvIzg52W2WJ8VzMLUOxeBCEQgAhGIQAQiEIEIROAkCSQunyTd8o5ABCIQgQhEIAIRiEAEIhCBCBxBYARER4LgiJlEUIIpEZF4SljmCcsESN9lfvTRRw9zJEDKY1bMEioJsFY7E6Llx8vvcpy81v6oNOo6Arlz9VLurKAVdjEnLTfppCWMTluknzyEaYf2E5RtC221L0GZyHrvvfceivLi8uO0mdAuje8Zz+rmEXIn3oj82j11mrYIu5ib+8pas5427qcV3z2rvH2jmZPW+Xxve5gKX7dnynLfKnff6X7wwQc3Dz300HJ0jWMuAhGIQAQiEIEIRCACEYjASRJIXD5JuuUdgQhEIAIRiEAEIhCBCEQgAhHYI7AWQZ0TDXnnxFAiKPGUoEoUJY5axUxIfP755zdPPvnk8n1mK51HiCU2OidM//u///si9M7W2cTbtUi5V52vXU7d5vi1m9uLEUeJmMoklBJk1ZtIezllyYNwapWudNIQW5U5+Y84qw3E8uGAhS2uuYcffnjz7LPPbs6dO7d8q3rSTN0JxIRoPPC0pTYBWHnKH6dsbcFTWunUbT/exF8f1Vf7py3SKkNd3Fs7z0e4sojJ6kAQvv322zdPPPHE5rnnnlvahOPUU33GyY+XjziewXpLdefakotABCIQgQhEIAIRiEAEInCSBBKXT5JueUcgAhGIQAQiEIEIRCACEYhABC5AYC0cijKCK4GSgEpc5gmkxEbCIRHyX/7lXxahecRdYuMImdIRZP/jP/5jESAJn/x+WesqTVpxxq/v758TNpU9Yqb0hFiiOE9ovZjTvhHQbXetfvJS9oin2sQRn63gJgwTmbGQhiB7//33b1544YXNSy+9tKxgnlW78lMfQrvVztIQc+V5FI8Ryh2Jv+qB9wjGnsvUZ79d4q3bor7iT13En3bhpp22sZa3cHHvueeeRVj+13/9181TTz11WIT7PIfL5HMYYXUyz3AV1GkEIhCBCEQgAhGIQAQiEIETIZC4fCJYyzQCEYhABCIQgQhEIAIRiEAEInB5BAiDIw4SP9di5XxPmLBoZe1shXzXXXd9I3NprXAmqhJwR4ycvL+R4CoC5EU4veOOOxbBlshLNCWSqvcHH3ywiMG2srZl9b5TJ3Hc553Lk+A69R2x3DWRGANt4pVB0JVG2cqwgnntCMTiSCf/S/FQ3ojla8GciO2b10RtQrY4+04cZRCweWWOWD3ctYOTXn1tba5dnpX06jui9Dp/6ScP4evzdbzOIxCBCEQgAhGIQAQiEIEIXEsCicvXknZlRSACEYhABCIQgQhEIAIRiEAEjiAwwiEhkjBKHCZAEow5AqSVy7PydT8Lq5VtHf2b3/xm8+tf/3oReOUjHT/576e70mv5EE8JsvIncquXehN+rTK2WpiIqu6E1LUjKBNseauy33///UU0t3pXHvIfcVk6ovXwcHTtPqFduQTmoxxB+OWXX15YvPbaa4sALC0W0u+74ao9hG51Jxpj6p7n4VvXyhxn9bE4f/jDHxYBerbd9gKAfIb5iMvy9X3kEczVa1ZjW1n9+OOPL9ywuJiTfsRobSHuz3N2fVT7LpZf9yIQgQhEIAIRiEAEIhCBCFwJgcTlK6FV3AhEIAIRiEAEIhCBCEQgAhGIwAkTIEqOyEo4JKSOKEqoJC6uRU5C45tvvrn55S9/uYipBGaiLYF0RMcROr9t1ScfdSKg8oRRAiyBmyeyzjbUs9pauVYQE2Lfe++9RVieLbyl1aYRYdd1HA7TDjzEc80RnPedMojCIy6/9dZbyyrhSTdtWKezqpj4OyuLtYNY7hvPypSGkD2rpAnV6k9MH4+5eNqjLOeOPCcf3832XKxy5uTh+r777lueIZ5YEJix23dWOyvHimf5z4prRz8TI/zvp+s6AhGIQAQiEIEIRCACEYjAcRFIXD4ukuUTgQhEIAIRiEAEIhCBCEQgAhG4DALERuLkeOKic45oOkInAdH2067FISJb7fv6668v4qO4VtRaPUvQHdHRiloC5eS7Fjj3qzd1GQF04s5xP/76Wr2IoVbjPvLII8s211bNWp1M7NYmdbGlNCGUuDzfkSbeqp82EF2lmzKlcy4NgZWoqxw8MJBO+wiz2k1UnW21xSHcWhlNiCUQD4s1j3U7nKsHQfzcuXPLd62xVCdsrcRWR3Fse61O8hWHUC4Okdv98eo+TlvGEX8Jx0RsXBzVWXr1xk0ZVj9rt/jyct+z1ibtxnXyUk/1c52LQAQiEIEIRCACEYhABCJw0gQSl0+acPlHIAIRiEAEIhCBCEQgAhGIQARWBIiNBE8CJbHUkVhI/CQQWvnKj1BLdCTY2kL5f/7P/7mxEpewS8gcQVb28iRG8wTJyX/yXouc4hNxR6gVh1O+fIiZ67yXm0f8QwR95plnlrIIuoRRAijx2Kpfq6kJv7MKV95EZoLqiKPa4lxdCKi88jltIfhqCx7qKS2B9Ve/+tWS13/9138tArM2a9MIseITconGHNbqJ3/x9h0BW1u0G2srktWVuKw83LVXXUfw1U5x1JPALpwoPM9mhPJ1Wdpru/AXXnhhYU2kFl956id/fkR3adVJXuqOoXtWO3PKxljZuQhEIAIRiEAEIhCBCEQgAidNIHH5pAmXfwQiEIEIRCACEYhABCIQgQhEYEVgRFtiIUF1vHCrcAmYHIGRqDyrY233bOUvEXG8OETRJ554YvPYY48t2y4TQgmc8lsLxasqHJ6qw3iBcz51PIx4gRPC7XPPPbeI4cRk3xG2+lZdibnyIYQSVLVLXV0rxzkRXRtGEMeCOOzIEU2JtoRinnAt79mKWnmEWffki586SWNlMA5WFr++Xe2N5eStXvtOumeffXYpk3BLvCZkK4/ALI2yCOXqOyuLR8QmZIujberCud4vyz11+/GPf7zU1fOdrcKVQ2D23DCQl/Set7KnjVg++eSTi3gunvvq4ZiLQAQiEIEIRCACEYhABCJwkgQSl0+SbnlHIAIRiEAEIhCBCEQgAhGIQAT2CBAIiZO2RCYIElln9S6xlcg5K31945e3OpbgSCAd8ZGQKD5xkZgqTwKn1bSuiaqzcpeAq6y1I1Yql4A7K5edy0e4el5KrCSwKks9pJEP4Zcgq548cdR9x/kusDYrR/7KGYFZHuq1diO2W71MXLdCGg/itaPVvPKWj/pzjz766MJXeQRpoi1hGXN13i9DGnXE3X154TirxrF07RmoK66EX89K/EnrWWCA9YXEXuHq6WUADLDgZrtrZeEmH+VpmzTags+I8sri3NOeC5W3ROqfCEQgAhGIQAQiEIEIRCACx0QgcfmYQJZNBCIQgQhEIAIRiEAEIhCBCETgcggQFJ966qlFGCUi2vaZ0EiwJFQSL4mcBEj3bJ9MvHROXLaaluhImCU4WmVrO2eCKiFWOCHW1svKevHFF5c48l2LxdI++OCDy2pdcd0jXhJMfUdZWoLlxRwRVp2lJXZqj7rJg1jqmgg79Zw6SSfv8cTREW1xGHF9ylaGdlqtK3/txIK4TIQdcRknq4KffvrpzeOPP760Rx7qgLl2yUO8facu6iBvgrX4jtpi62risuuJI55zeauT9juXj/ZNG9fMp0zppu3CtEF6zEdcVhZBfMRlaXD0c4ERUX944iW/o8qaMjtGIAIRiEAEIhCBCEQgAhE4DgKJy8dBsTwiEIEIRCACEYhABCIQgQhEIAKXScDKU1siE0uJksRC58RKouesqiUkWrVMOCSUEpWt1h0hU3EETGmsyJWHNIRH51bsSktAlg/heO0ItvIlnhI3OfnJwz31JFhezBEz1VfeynStfO0jcKsrwXXqKd8RVsXlRxR1HHF7v67KwOfprWjsSOjFYkTZEWC1Fw91EE+5I8Tip3wiPOYXcsqShmAvD+L8rCQmACtDenVUvu8zWxltxfZwFEc7la+NR7nhNivYlfX8888vecwzxo4bTvKT73BST89pmB5VTmERiEAEIhCBCEQgAhGIQASOk8DRI5zjLOEY8toOEv9tm83/ewxZlUUEIhCBCEQgAhGIQAQiEIEIROC6EiAYzirXEUUJqyOyjhjpnrjjXfP7boTHST/xHeceIXPuT/p1/pPvlD1xHS/HTd3WZU+ek17e4ydsjlOu45Q9YRNnP+8pc+47Tv6TjzDx8HYUjsXFRF9pOOVNOufTHmmJx5wVzT/72c82/+f//J/NG2+8sYjpxG1Cu5XFL7300rLy3Grqo9y0Ydo211PWfpphMu1bs5p7+2m6jkAEIhCBCEQgAhGIQAQicEwE/r/tuOPfWrl8TDTLJgIRiEAEIhCBCEQgAhGIQAQicDECBMO1KHixuO6JSwjlr8Rdbvyrzf+oushr2nbU/eMII6Rerti9X96Iwfvh80yEr8Vk5RCRL1WeOLavtpU1oVl8q5qtJraq2EppcS7krgW3C5VdeAQiEIEIRCACEYhABCIQgashcHmvIF9NzqWJQAQiEIEIRCACEYhABCIQgQhEIAI3MAHi7jjfN7b9te3EicW20b7QCuJJYyvsd955Z1m1bGts6YjJVirbjpzIfDFxefLpGIEIRCACEYhABCIQgQhE4LQQuPDrs6elBdUzAhGIQAQiEIEIRCACEYhABCJwCgishcxTUN2broq+c0xcHlHZt6d919k213fcccfXeIj7+9//fvPmm29u3nrrrc3bb7+9XM/3kB944IHNQw89tIjLF1o1/bUMu4hABCIQgQhEIAIRiEAEInBKCCQun5IHVTUjEIEIRCACEYhABCIQgQhEIAIRODkCtsW2xTWB2dHLAFYdE4dtb01gdv3ZZ58tq5uJy0TlP//5z8u3lsUTx3bYvrk822Jf7jblJ9eyco5ABCIQgQhEIAIRiEAEInB8BBKXj49lOUUgAhGIQAQiEIEIRCACEYhABCJwSgnYAvurr77afPrpp5u//OUvyxbXH3300SI0E4itZHa0fbYVze7ZQtvx3nvvXQTl5557bvPoo48u14RmaXIRiEAEIhCBCEQgAv9/e3eTmlgUhAH0KQ6ciE4E47876aX3TtxAZlmAzXfhQaAn8abpJK+O8CCJKbRODT/qXgIECExJQLg8pWnqhQABAgQIECBAgAABAgQIEPiUQMLj3J18v9/bXcqvr69tMzmbzAmXE0Lnye/jMdin06nds3y73YbL5dK2lnOcthcBAgQIECBAgAABAgSmJiBcntpE9UOAAAECBAgQIECAAAECBAg8LZCweD6ftycbzNlIHo++zj3MOTY774/HZeeo7Bx/ned8PrdQ+Xg8Drvd7q87mp/+MgoIECBAgAABAgQIECDwTQWEy990ML4WAQIECBAgQIAAAQIECBAg8P8EspW8XC6H1WrVtpBfXl7a8dfZQM49zAmcxwA69yvn7wmWs7V8vV6Hw+EwbLfbVp/3vQgQIECAAAECBAgQIDBFAeHyFKeqJwIECBAgQIAAAQIECBAgQOApgQTCuSd5PO46IXM2kt/e3tqx2NlczntjwJwjsbO9vNlsWsi8Xq9bvXuWn2L3zwQIECBAgAABAgQI/DAB4fIPG5ivS4AAAQIECBAgQIAAAQIECPx7gcVi0cLibC8nKN7v90PuX87Gcu5Yfv96HzJn43l8cmx2fvYiQIAAAQIECBAgQIDAVAWEy1OdrL4IECBAgAABAgQIECBAgACBDwskMB5DYsdaf5jNPxIgQIAAAQIECBAgUExgXqxf7RIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAh4BwuQNNCQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBKoJCJerTVy/BAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6BAQLnegKSFAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEA1AeFytYnrlwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAh0CwuUONCUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoJiBcrjZx/RIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKBDQLjcgaaEAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC1QSEy9Umrl8CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAh0CAiXO9CUECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoJqAcLnaxPVLgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBDgHhcgeaEgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQTEC5Xm7h+CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0CEgXO5AU0KAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFqAsLlahPXLwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBDoEhMsdaEoIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQTUC4XG3i+iVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgECHgHC5A00JAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEqgkIl6tNXL8ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoEBAud6ApIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQDUB4XK1ieuXAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECHQKzjpovKXk8Hr++5IN9KAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBIoLzGaz38UJtE+AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECHxH4AzPP01i/xLmtAAAAAElFTkSuQmCC"}}},{"cell_type":"markdown","source":"Our aim is to estimate how each player affects this hazard. It is not sufficient to evaluate players' contributions by simple stats like obtained yards, touchdowns, and tackles. When a returner gains long yards after a kickoff, how other offensive players contribute to this gain is unclear. Using hazard values enables us to compare players' contributions between different positions. ","metadata":{}},{"cell_type":"markdown","source":"# Cox proportional hazard model with gated graph neural networks","metadata":{}},{"cell_type":"markdown","source":"We adopt **Cox proportional model** to express the hazard function. Cox proportional model divides the hazard function into two parts as\n\n$$\n\\begin{aligned}\n    h(y) = h_0(y) \\cdot \\exp(\\phi(x)), \\, \\text{$x$ : covariates.}\n\\end{aligned}\n$$\n\n\nThe former part indicates how the hazard function depends on the yardage and the latter part indicates how it depends on the covariate information. The Cox model estimates the former part in a semiparametric manner without any model specification.\n\nWe define $\\phi(x)$ as the summation of the contributions of players.\n$$\n\\begin{aligned}\n    \\phi(x) =  \\phi_\\mathrm{R}(x_\\mathrm{R} \\mid x) + \\sum_{i=1}^{10} \\phi_\\mathrm{O}(x^{(i)}_\\mathrm{O} \\mid x) + \\sum_{j=1}^{11} \\phi_\\mathrm{D}(x^{(j)}_\\mathrm{D} \\mid x).\n\\end{aligned}\n$$\nHere, $x_\\mathrm{R}, \\{x^{(i)}_\\mathrm{O}\\}_{i=1, \\cdots, 10} \\,\\, ,  \\{x^{(j)}_\\mathrm{D}\\}_{j=1, \\cdots, 11} \\, \\, $ are player's information for a returner, offensive players and defensive players. Specifically, we use players' locations and velocities when the returner recieves the ball as $x$. $\\phi_\\mathrm{R}(\\cdot), \\phi_\\mathrm{O}(\\cdot), \\phi_\\mathrm{D}(\\cdot)$ are estimand functions that transform players' information into hazards.\n\nEach player's contribution to the hazard is also affected by nearby players. We express these interactions as graph expressions. \nFirst, we calculate the Delaunay diagram from players' locations and construct a graph that indicates the pairs of nearby players.\nUnder this graph, we adopt **Gated Graph Neural Network** for expressing $\\phi_\\mathrm{R}(\\cdot), \\phi_\\mathrm{O}(\\cdot), \\phi_\\mathrm{D}(\\cdot)$. 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"}}},{"cell_type":"markdown","source":"# Application 1: Model training ","metadata":{}},{"cell_type":"markdown","source":"In this notebook, we focus on **kickoff** plays and construct the hazard model for kickoff returns. We first extract players' locations and velocities when the returner receives the ball, and then split the data into three partitions; the first partition for model training, the second one for model validation, and the last one for model evaluation. \n\nWe omit the details of our model, but this notebook contains the full implementation of it. For details of gated graph neural networks, check the following paper.\n* Li et al., Gated Graph Sequence Neural Networks, ICLR, 2020.","metadata":{}},{"cell_type":"code","source":"import os\nimport numpy as np\nimport tensorflow as tf\nimport pandas as pd\nimport networkx as nx\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as patches\nfrom scipy.spatial import Delaunay\nfrom sklearn.model_selection import train_test_split\n\nimport seaborn as sns\nsns.set()\nsns.set_style('white')","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:14:03.719955Z","iopub.execute_input":"2022-01-06T18:14:03.720308Z","iopub.status.idle":"2022-01-06T18:14:08.809436Z","shell.execute_reply.started":"2022-01-06T18:14:03.720189Z","shell.execute_reply":"2022-01-06T18:14:08.808711Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def find_adjacent(loc):\n\n    delau = Delaunay(loc)\n    adj = np.zeros((22, 22))\n    ind = np.arange(22)\n\n    for i in range(delau.simplices.shape[0]):\n        for j in delau.simplices[i]:\n            adj[ind[j], ind[delau.simplices[i]]] = 1\n\n    adj *= 1 - np.eye(22)\n    \n    return adj\n\n\ndef extract_feature(game, play, play_detail):\n\n    homeTeam, awayTeam = game.homeTeamAbbr.values[0], game.visitorTeamAbbr.values[0]\n    possessionTeam = play.possessionTeam.values[0]\n\n    vel = pd.concat([np.cos((- play_detail.dir.values + 90) / 360 * 2 * np.pi) * play_detail['s'], np.sin((- play_detail.dir.values + 90) / 360 * 2 * np.pi) * play_detail['s']], axis=1)\n    vel.columns = ['vel_x', 'vel_y']\n    play_detail = pd.concat([play_detail, vel], axis=1)\n\n    play_detail_football = play_detail.query('team == \"football\"')\n\n    if homeTeam == possessionTeam:\n        play_detail_offense, play_detail_defense = play_detail.query('team == \"away\"'), play_detail.query('team == \"home\"')\n        defense_team, offense_team = homeTeam, awayTeam\n    else:\n        play_detail_offense, play_detail_defense = play_detail.query('team == \"home\"'), play_detail.query('team == \"away\"')\n        offense_team, defense_team = homeTeam, awayTeam\n\n    returnerId = play.returnerId.values[0].split(';')[0]\n    play_detail_returner = play_detail_offense.query('nflId == %s' % returnerId)\n    returnerLine = play_detail_returner.x.values[0]\n\n    direction = 2 * np.float('left' == play_detail.playDirection.values[0]) - 1\n\n    position_returner = play_detail_returner.position.values\n    position_offense = play_detail_offense.position.values\n    position_defense = play_detail_defense.position.values\n\n    name_returner = play_detail_returner.displayName.values\n    name_offense = play_detail_offense.displayName.values\n    name_defense = play_detail_defense.displayName.values\n\n    is_not_returner = np.logical_not(np.any(name_offense == name_returner[:, np.newaxis], 0))\n\n    position = np.hstack([position_returner, position_offense[is_not_returner], position_defense])\n    name = np.hstack([name_returner, name_offense[is_not_returner], name_defense])\n\n    loc_returner = (play_detail_returner[['x', 'y']].values - np.array([returnerLine, 53.3 / 2])) * direction\n    loc_offense = (play_detail_offense[['x', 'y']].values - np.array([returnerLine, 53.3 / 2])) * direction\n    loc_defense = (play_detail_defense[['x', 'y']].values - np.array([returnerLine, 53.3 / 2])) * direction\n\n    vel_returner = play_detail_returner[['vel_x', 'vel_y']].values * direction\n    vel_offense = play_detail_offense[['vel_x', 'vel_y']].values * direction\n    vel_defense = play_detail_defense[['vel_x', 'vel_y']].values * direction\n    \n    loc = np.vstack([loc_returner, loc_offense[is_not_returner], loc_defense])\n    vel = np.vstack([vel_returner, vel_offense[is_not_returner], vel_defense])\n    \n    x = np.hstack([loc, vel])\n\n    adj = find_adjacent(loc)\n\n    y = np.minimum(play.kickReturnYardage.values[0], np.floor(loc[:, 0].max()))\n    c = y != np.floor(loc[:, 0].max())\n    \n    return x, adj, y, c, name, position, offense_team, defense_team","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:14:08.811125Z","iopub.execute_input":"2022-01-06T18:14:08.811375Z","iopub.status.idle":"2022-01-06T18:14:08.832076Z","shell.execute_reply.started":"2022-01-06T18:14:08.811342Z","shell.execute_reply":"2022-01-06T18:14:08.830386Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dirname = '/kaggle/input/nfl-big-data-bowl-2022'\n\ngames = pd.read_csv(os.path.join(dirname, 'games.csv'))\nplays = pd.read_csv(os.path.join(dirname, 'plays.csv'))\nplayers = pd.read_csv(os.path.join(dirname, 'players.csv'))\n\npunt = plays.query('kickReturnYardage == kickReturnYardage and specialTeamsPlayType == \"Punt\" and not playDescription.str.contains(\"fair|try|PENALTY|Penalty|MUFFS|onside\")', engine='python')\nkick = plays.query('kickReturnYardage == kickReturnYardage and specialTeamsPlayType == \"Kickoff\" and not playDescription.str.contains(\"fair|try|PENALTY|Penalty|MUFFS|onside\")', engine='python')\nplays = kick\n\ntracking2018 = pd.read_csv(os.path.join(dirname, 'tracking2018.csv')).query('event == \"kick_received\" or event == \"punt_received\"')\ntracking2019 = pd.read_csv(os.path.join(dirname, 'tracking2019.csv')).query('event == \"kick_received\" or event == \"punt_received\"')\ntracking2020 = pd.read_csv(os.path.join(dirname, 'tracking2020.csv')).query('event == \"kick_received\" or event == \"punt_received\"')\ntracking = pd.concat([tracking2018, tracking2019, tracking2020], axis=0)","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:14:08.833383Z","iopub.execute_input":"2022-01-06T18:14:08.833841Z","iopub.status.idle":"2022-01-06T18:16:00.120910Z","shell.execute_reply.started":"2022-01-06T18:14:08.833810Z","shell.execute_reply":"2022-01-06T18:16:00.120159Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"xs, adjs, ys, cs = [], [], [], []\nnames, positions, offense_teams, defense_teams = [], [], [], []\n\ngameIds = plays.gameId.values\nplayIds = plays.playId.values\n\nind = 0\ninds = []\n\nfor gameId, playId in zip(gameIds, playIds):\n\n    game = games.query('gameId == %s' % gameId)\n    play = plays.query('gameId == %s and playId == %s' % (gameId, playId))\n    play_detail = tracking.query('gameId == %s and playId == %s' % (gameId, playId))\n\n    try:\n        x, adj, y, c, name, position, offense_team, defense_team = extract_feature(game, play, play_detail)\n\n        xs.append(x)\n        adjs.append(adj)\n        ys.append(y)\n        cs.append(c)\n\n        names.append(name)\n        positions.append(position)\n        offense_teams.append(offense_team)\n        defense_teams.append(defense_team)\n\n        inds.append(ind)\n        ind += 1\n\n    except:\n        pass\n\n    \nxs, adjs, ys, cs = np.stack(xs), np.stack(adjs), np.hstack(ys), np.array(cs).astype(np.int)\nnames, positions, offense_teams, defense_teams = np.vstack(names),  np.vstack(positions), np.hstack(offense_teams), np.hstack(defense_teams)\ninds = np.stack(inds)\n\n(inds, inds_eval, xs, xs_eval, adjs, adjs_eval, ys, ys_eval, cs, cs_eval,\n names, names_eval, positions, positions_eval, offense_teams, offense_teams_eval, defense_teams, defense_teams_eval) = train_test_split(inds, xs, adjs, ys, cs, names, positions, offense_teams, defense_teams, test_size=0.2, random_state=0)\n\n(inds_test, inds_eval, xs_test, xs_eval, adjs_test, adjs_eval, ys_test, ys_eval, cs_test, cs_eval,\n names_test, names_eval, positions_test, positions_eval, offense_teams_test, offense_teams_eval, defense_teams_test, defense_teams_eval) = train_test_split(inds_eval, xs_eval, adjs_eval, ys_eval, cs_eval, names_eval, positions_eval, offense_teams_eval, defense_teams_eval, test_size=0.5, random_state=0)","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:16:00.122778Z","iopub.execute_input":"2022-01-06T18:16:00.123036Z","iopub.status.idle":"2022-01-06T18:17:00.617199Z","shell.execute_reply.started":"2022-01-06T18:16:00.123005Z","shell.execute_reply":"2022-01-06T18:17:00.616477Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_orig, A_orig = tf.constant(xs, dtype=tf.float32), tf.constant(adjs, dtype=tf.float32)\nX_eval, A_eval = tf.constant(xs_eval, dtype=tf.float32), tf.constant(adjs_eval, dtype=tf.float32)\nX_test, A_test = tf.constant(xs_test, dtype=tf.float32), tf.constant(adjs_test, dtype=tf.float32)\n\nxs, adjs, ys, cs = np.vstack([xs, xs * np.array([1, -1, 1, -1])]), np.vstack([adjs, adjs]), np.hstack([ys, ys]), np.hstack([cs, cs])\nxs, adjs, ys, cs = xs[np.argsort(ys)], adjs[np.argsort(ys)], ys[np.argsort(ys)], cs[np.argsort(ys)]\nX, A = tf.constant(xs, dtype=tf.float32), tf.constant(adjs, dtype=tf.float32)\n\n\nn = xs.shape[0]\nys_unique, ys_index, ys_inverse, ys_count = np.unique(ys, return_index=True, return_inverse=True, return_counts=True)\n\nys_mask_index = np.arange(ys_unique[0], ys_unique[-1] + 1)\nys_mask = tf.constant(ys_mask_index[:, np.newaxis] == ys_unique, dtype=tf.float32)\n\ncs_count = []\nfor j in ys_unique:\n    cs_count.append(cs[ys == j].sum())\n\ncs_count = np.array(cs_count)\n\ncs_mask = np.zeros((n, ys_unique.shape[0]))\nfor j, index, count in zip(range(ys_unique.shape[0]), ys_index, ys_count):\n    cs_mask[index:index+count, j] = 1.\ncs_mask = tf.constant(cs_mask, dtype=tf.float32)\n\nmask = tf.constant(ys_index <= np.arange(n)[:, np.newaxis], dtype=tf.float32)\ninf_array = - tf.ones_like(mask, dtype=tf.float32) * np.inf\n\ndf_true = 0.5 * (tf.sign(ys_mask_index - ys_eval[:, tf.newaxis]) + 1)","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:17:00.618441Z","iopub.execute_input":"2022-01-06T18:17:00.618711Z","iopub.status.idle":"2022-01-06T18:17:02.675111Z","shell.execute_reply.started":"2022-01-06T18:17:00.618677Z","shell.execute_reply":"2022-01-06T18:17:02.674358Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class GGNN(tf.keras.Model):\n\n\n    def __init__(self):\n\n        super(GGNN, self).__init__()\n\n        self.gru_L = 10\n\n        self.denseGRU_R = tf.keras.Sequential([tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dropout(dropout_rate),\n                                               tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dropout(dropout_rate),\n                                               tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh)])\n        self.denseGRU_O = tf.keras.Sequential([tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dropout(dropout_rate),\n                                               tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dropout(dropout_rate),\n                                               tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh)])\n        self.denseGRU_D = tf.keras.Sequential([tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dropout(dropout_rate),\n                                               tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dropout(dropout_rate),\n                                               tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh)])\n        \n        self.update_R, self.update_O, self.update_D = tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.sigmoid), tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.sigmoid), tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.sigmoid)\n        self.reset_R, self.reset_O, self.reset_D = tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.sigmoid), tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.sigmoid), tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.sigmoid)\n        self.modify_R, self.modify_O, self.modify_D = tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh), tf.keras.layers.Dense(n_layerGRU, activation=tf.nn.tanh)\n        \n        self.dropoutGRU_R, self.dropoutGRU_O, self.dropoutGRU_D = tf.keras.layers.Dropout(dropout_rate), tf.keras.layers.Dropout(dropout_rate), tf.keras.layers.Dropout(dropout_rate)\n        self.dropoutGRU_neighbor_R, self.dropoutGRU_neighbor_O, self.dropoutGRU_neighbor_D = tf.keras.layers.Dropout(dropout_rate), tf.keras.layers.Dropout(dropout_rate), tf.keras.layers.Dropout(dropout_rate)\n\n        self.dense_R, self.dense_O, self.dense_D = tf.keras.layers.Dense(1), tf.keras.layers.Dense(1), tf.keras.layers.Dense(1)\n        self.mask_R, self.mask_O, self.mask_D = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid), tf.keras.layers.Dense(1, activation=tf.nn.sigmoid), tf.keras.layers.Dense(1, activation=tf.nn.sigmoid)\n    \n    def call(self, X, A, is_training=False):\n\n        X_R = tf.slice(X, [0, 0, 0], [-1, 1, -1])\n        X_O = tf.concat([tf.tile(X_R, (1, 10, 1)), tf.slice(X, [0, 1, 0], [-1, 10, -1])], axis=2)\n        X_D = tf.concat([tf.tile(X_R, (1, 11, 1)), tf.slice(X, [0, 11, 0], [-1, 11, -1])], axis=2)\n\n        layerGRU_R, layerGRU_O, layerGRU_D = self.denseGRU_R(X_R, is_training), self.denseGRU_O(X_O, is_training), self.denseGRU_D(X_D, is_training)\n       \n        maskGRU_update_R, maskGRU_update_O, maskGRU_update_D = self.dropoutGRU_R(tf.ones_like(layerGRU_R), is_training), self.dropoutGRU_O(tf.ones_like(layerGRU_O), is_training), self.dropoutGRU_D(tf.ones_like(layerGRU_D), is_training)\n        maskGRU_reset_R, maskGRU_reset_O, maskGRU_reset_D = self.dropoutGRU_R(tf.ones_like(layerGRU_R), is_training), self.dropoutGRU_O(tf.ones_like(layerGRU_O), is_training), self.dropoutGRU_D(tf.ones_like(layerGRU_D), is_training)\n        maskGRU_modify_R, maskGRU_modify_O, maskGRU_modify_D = self.dropoutGRU_R(tf.ones_like(layerGRU_R), is_training), self.dropoutGRU_O(tf.ones_like(layerGRU_O), is_training), self.dropoutGRU_D(tf.ones_like(layerGRU_D), is_training)\n\n        maskGRU_update_neighbor_R, maskGRU_update_neighbor_O, maskGRU_update_neighbor_D = self.dropoutGRU_neighbor_R(tf.ones(tf.shape(layerGRU_R) * (1, 1, 2)), is_training), self.dropoutGRU_neighbor_O(tf.ones(tf.shape(layerGRU_O) * (1, 1, 3)), is_training), self.dropoutGRU_neighbor_D(tf.ones(tf.shape(layerGRU_D) * (1, 1, 3)), is_training)\n        maskGRU_reset_neighbor_R, maskGRU_reset_neighbor_O, maskGRU_reset_neighbor_D = self.dropoutGRU_neighbor_R(tf.ones(tf.shape(layerGRU_R) * (1, 1, 2)), is_training), self.dropoutGRU_neighbor_O(tf.ones(tf.shape(layerGRU_O) * (1, 1, 3)), is_training), self.dropoutGRU_neighbor_D(tf.ones(tf.shape(layerGRU_D) * (1, 1, 3)), is_training)\n        maskGRU_modify_neighbor_R, maskGRU_modify_neighbor_O, maskGRU_modify_neighbor_D = self.dropoutGRU_neighbor_R(tf.ones(tf.shape(layerGRU_R) * (1, 1, 2)), is_training), self.dropoutGRU_neighbor_O(tf.ones(tf.shape(layerGRU_O) * (1, 1, 3)), is_training), self.dropoutGRU_neighbor_D(tf.ones(tf.shape(layerGRU_D) * (1, 1, 3)), is_training)\n\n        for l in range(self.gru_L):\n\n            layerGRU_neighbor_R = tf.concat([tf.matmul(A[:, :1, 1:11], layerGRU_O), tf.matmul(A[:, :1, 11:], layerGRU_D)], axis=-1)\n            layerGRU_neighbor_O = tf.concat([tf.matmul(A[:, 1:11, :1], layerGRU_R), tf.matmul(A[:, 1:11, 1:11], layerGRU_O), tf.matmul(A[:, 1:11, 11:], layerGRU_D)], axis=-1)\n            layerGRU_neighbor_D = tf.concat([tf.matmul(A[:, 11:, :1], layerGRU_R), tf.matmul(A[:, 11:, 1:11], layerGRU_O), tf.matmul(A[:, 11:, 11:], layerGRU_D)], axis=-1)\n\n            z_R = self.update_R(tf.concat([layerGRU_R * maskGRU_update_R, layerGRU_neighbor_R * maskGRU_update_neighbor_R], 2))\n            r_R = self.reset_R(tf.concat([layerGRU_R * maskGRU_reset_R, layerGRU_neighbor_R * maskGRU_reset_neighbor_R], 2))\n            layerGRU_modified_R = self.modify_R(tf.concat([layerGRU_R * r_R * maskGRU_modify_R, layerGRU_neighbor_R * maskGRU_modify_neighbor_R], 2))\n\n            z_O = self.update_O(tf.concat([layerGRU_O * maskGRU_update_O, layerGRU_neighbor_O * maskGRU_update_neighbor_O], 2))\n            r_O = self.reset_O(tf.concat([layerGRU_O * maskGRU_reset_O, layerGRU_neighbor_O * maskGRU_reset_neighbor_O], 2))\n            layerGRU_modified_O = self.modify_O(tf.concat([layerGRU_O * r_O * maskGRU_modify_O, layerGRU_neighbor_O * maskGRU_modify_neighbor_O], 2))\n\n            z_D = self.update_D(tf.concat([layerGRU_D * maskGRU_update_D, layerGRU_neighbor_D * maskGRU_update_neighbor_D], 2))\n            r_D = self.reset_D(tf.concat([layerGRU_D * maskGRU_reset_D, layerGRU_neighbor_D * maskGRU_reset_neighbor_D], 2))\n            layerGRU_modified_D = self.modify_D(tf.concat([layerGRU_D * r_D * maskGRU_modify_D, layerGRU_neighbor_D * maskGRU_modify_neighbor_D], 2))\n\n            layerGRU_R = (1. - z_R) * layerGRU_R + z_R * layerGRU_modified_R\n            layerGRU_O = (1. - z_O) * layerGRU_O + z_O * layerGRU_modified_O\n            layerGRU_D = (1. - z_D) * layerGRU_D + z_D * layerGRU_modified_D\n            \n        maskGRU_R, maskGRU_O, maskGRU_D = self.mask_R(layerGRU_R), self.mask_O(layerGRU_O), self.mask_D(layerGRU_D)\n        layerGRU_R, layerGRU_O, layerGRU_D = self.dense_R(layerGRU_R), self.dense_O(layerGRU_O), self.dense_D(layerGRU_D)\n           \n        out = tf.squeeze(layerGRU_R * maskGRU_R, 1) + tf.reduce_sum(layerGRU_O * maskGRU_O, 1) + tf.reduce_sum(layerGRU_D * maskGRU_D, 1)\n\n        return out\n\n\n    def call_players(self, X, A):\n\n        X_R = tf.slice(X, [0, 0, 0], [-1, 1, -1])\n        X_O = tf.concat([tf.tile(X_R, (1, 10, 1)), tf.slice(X, [0, 1, 0], [-1, 10, -1])], axis=2)\n        X_D = tf.concat([tf.tile(X_R, (1, 11, 1)), tf.slice(X, [0, 11, 0], [-1, 11, -1])], axis=2)\n\n        layerGRU_R, layerGRU_O, layerGRU_D = self.denseGRU_R(X_R), self.denseGRU_O(X_O), self.denseGRU_D(X_D)\n        \n        for l in range(self.gru_L):\n\n            layerGRU_neighbor_R = tf.concat([tf.matmul(A[:, :1, 1:11], layerGRU_O), tf.matmul(A[:, :1, 11:], layerGRU_D)], axis=-1)\n            layerGRU_neighbor_O = tf.concat([tf.matmul(A[:, 1:11, :1], layerGRU_R), tf.matmul(A[:, 1:11, 1:11], layerGRU_O), tf.matmul(A[:, 1:11, 11:], layerGRU_D)], axis=-1)\n            layerGRU_neighbor_D = tf.concat([tf.matmul(A[:, 11:, :1], layerGRU_R), tf.matmul(A[:, 11:, 1:11], layerGRU_O), tf.matmul(A[:, 11:, 11:], layerGRU_D)], axis=-1)\n\n            z_R = self.update_R(tf.concat([layerGRU_R, layerGRU_neighbor_R], 2))\n            r_R = self.reset_R(tf.concat([layerGRU_R, layerGRU_neighbor_R], 2))\n            layerGRU_modified_R = self.modify_R(tf.concat([layerGRU_R * r_R, layerGRU_neighbor_R], 2))\n\n            z_O = self.update_O(tf.concat([layerGRU_O, layerGRU_neighbor_O], 2))\n            r_O = self.reset_O(tf.concat([layerGRU_O, layerGRU_neighbor_O], 2))\n            layerGRU_modified_O = self.modify_O(tf.concat([layerGRU_O * r_O, layerGRU_neighbor_O], 2))\n\n            z_D = self.update_D(tf.concat([layerGRU_D, layerGRU_neighbor_D], 2))\n            r_D = self.reset_D(tf.concat([layerGRU_D, layerGRU_neighbor_D], 2))\n            layerGRU_modified_D = self.modify_D(tf.concat([layerGRU_D * r_D, layerGRU_neighbor_D], 2))\n\n            layerGRU_R = (1. - z_R) * layerGRU_R + z_R * layerGRU_modified_R\n            layerGRU_O = (1. - z_O) * layerGRU_O + z_O * layerGRU_modified_O\n            layerGRU_D = (1. - z_D) * layerGRU_D + z_D * layerGRU_modified_D\n\n        maskGRU_R, maskGRU_O, maskGRU_D = self.mask_R(layerGRU_R), self.mask_O(layerGRU_O), self.mask_D(layerGRU_D)\n        layerGRU_R, layerGRU_O, layerGRU_D = self.dense_R(layerGRU_R), self.dense_O(layerGRU_O), self.dense_D(layerGRU_D)\n        \n        return tf.concat([layerGRU_R * maskGRU_R, layerGRU_O * maskGRU_O, layerGRU_D * maskGRU_D], axis=1)\n\n    \n\ndef compute_cost(model, X, A):\n\n    out = model.call(X, A, True)\n\n    out_max = tf.reduce_max(tf.where(tf.cast(mask, tf.bool), out, inf_array), 0)\n    exp_sum = tf.reduce_sum(tf.exp(out - out_max) * mask, 0)\n    den = (out_max + tf.math.log(exp_sum)) * cs_count\n\n    cost = - tf.reduce_sum(tf.reduce_sum(out * cs_mask, 1) * cs) + tf.reduce_sum(den)\n\n    return cost\n\n\n@tf.function\ndef compute_gradients(model, X, A):\n\n    with tf.GradientTape() as tape:\n        cost = compute_cost(model, X, A)\n\n    return tape.gradient(cost, model.trainable_variables), cost\n\n\ndef apply_gradients(optimizer, gradients, variables):\n\n    optimizer.apply_gradients(zip(gradients, variables))\n\n\ndef compute_baseline_hazard(model, X, A):\n\n    out = model.call(X, A, False)\n\n    out_max = tf.reduce_max(tf.where(tf.cast(mask, tf.bool), out, inf_array), 0)\n    exp_sum = tf.reduce_sum(tf.exp(out - out_max) * mask, 0)\n    den = (out_max + tf.math.log(exp_sum)) * cs_count\n\n    baseline_hazard = np.sum(ys_mask * tf.exp(- out_max) * exp_sum.numpy() ** -1 * cs_count, axis=1)\n\n    return baseline_hazard\n\ndef compute_hazard_ratio(model, X, A):\n\n    out = model.call(X, A, False)\n    hazard_ratio = tf.exp(out).numpy()\n\n    return hazard_ratio\n\n\ndef compute_concordance_index(hazard_ratio_eval, ys_eval, cs_eval):\n\n    n_eval = ys_eval.shape[0]\n    permissible = 0\n    concordance = 0\n    \n    for i in range(n_eval):\n        for j in range(i+1, n_eval):\n            if ys_eval[i] != ys_eval[j] and not ((ys_eval[i] < ys_eval[j]) * (cs_eval[i] == 0)) and not ((ys_eval[i] > ys_eval[j]) * (cs_eval[j] == 0)) :\n                permissible += 1\n                if ((hazard_ratio_eval[i] > hazard_ratio_eval[j]) * (ys_eval[i] < ys_eval[j])) or ((hazard_ratio_eval[i] < hazard_ratio_eval[j]) * (ys_eval[i] > ys_eval[j])):\n                    concordance += 1\n\n    c_index = concordance / permissible\n\n    return c_index","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:17:02.676371Z","iopub.execute_input":"2022-01-06T18:17:02.676906Z","iopub.status.idle":"2022-01-06T18:17:03.600055Z","shell.execute_reply.started":"2022-01-06T18:17:02.676867Z","shell.execute_reply":"2022-01-06T18:17:03.599309Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('Training ...')\n\nlearning_rate = 0.01\ndropout_rate = 0.5\nn_layerGRU = 32\n\nn_ties = ys_unique.shape[0]\n\nmodel = GGNN()\noptimizer = tf.keras.optimizers.Adam(learning_rate)\n\ncheckpoint_dir = './training_checkpoints'\ncheckpoint_prefix = os.path.join(checkpoint_dir, \"ckpt\")\ncheckpoint = tf.train.Checkpoint(model=model, optimizer=optimizer)\n\ntraning_epochs = 2000\n\nc_index_best = 0.\n\nfor epoch in range(traning_epochs):\n\n    gradients, cost_epoch = compute_gradients(model, X, A)\n    apply_gradients(optimizer, gradients, model.variables)\n\n    if (epoch + 1) % 100 == 0:\n\n        hazard_ratio_eval = compute_hazard_ratio(model, X_eval, A_eval)\n        c_index = compute_concordance_index(hazard_ratio_eval, ys_eval, cs_eval)\n        print('epoch %s : cost %s: c-index %s' % (epoch+1, np.around(cost_epoch.numpy(), 2), np.around(c_index, 4)))\n        \n        if c_index_best < c_index:\n            c_index_best = c_index\n            checkpoint.save(file_prefix=checkpoint_prefix)\n\ncheckpoint.restore(tf.train.latest_checkpoint(checkpoint_dir))\nhazard_ratio_test = compute_hazard_ratio(model, X_test, A_test)\nc_index_test = compute_concordance_index(hazard_ratio_test, ys_test, cs_test)\nout_players = model.call_players(X, A)\nout_players_mean = tf.concat([tf.reduce_mean(tf.reduce_sum(out_players, -1)[:, :1]) * tf.ones(1), tf.reduce_mean(tf.reduce_sum(out_players, -1)[:, 1:11]) * tf.ones(10), tf.reduce_mean(tf.reduce_sum(out_players, -1)[:, 11:]) * tf.ones(11)], axis=-1)\nbaseline_hazard = compute_baseline_hazard(model, X, A)","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:17:03.601506Z","iopub.execute_input":"2022-01-06T18:17:03.601800Z","iopub.status.idle":"2022-01-06T18:21:07.008407Z","shell.execute_reply.started":"2022-01-06T18:17:03.601763Z","shell.execute_reply":"2022-01-06T18:21:07.007598Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def draw_field(returnerLine, direction):\n    \n    fig, ax = plt.subplots(figsize=(12, 12))\n    \n    if direction == 1.:\n\n        ax.hlines(-53.3/2, -returnerLine, 120-returnerLine, color='black')\n        ax.hlines(53.3/2, -returnerLine, 120-returnerLine, color='black')\n\n        ax.vlines(np.arange(0-returnerLine, 130-returnerLine, 10), -53.3/2, 53.3/2, color='black')\n        ax.vlines(np.arange(15-returnerLine, 115-returnerLine, 10), -53.3/2, 53.3/2, color='black', lw=1.)\n\n        ax.add_patch(plt.Rectangle((-returnerLine, -53.3/2), 10, 53.3, fc='black', alpha=0.1))\n        ax.add_patch(plt.Rectangle((110-returnerLine, -53.3/2), 10, 53.3, fc='black', alpha=0.1))\n\n    else:\n\n        ax.hlines(-53.3/2, returnerLine-120, returnerLine, color='black')\n        ax.hlines(53.3/2, returnerLine-120, returnerLine, color='black')\n\n        ax.vlines(np.arange(returnerLine-120, returnerLine+10, 10), -53.3/2, 53.3/2, color='black')\n        ax.vlines(np.arange(returnerLine-105, returnerLine-5, 10), -53.3/2, 53.3/2, color='black', lw=1.)\n\n        ax.add_patch(plt.Rectangle((returnerLine-120, -53.3/2), 10, 53.3, fc='black', alpha=0.1))\n        ax.add_patch(plt.Rectangle((returnerLine-10, -53.3/2), 10, 53.3, fc='black', alpha=0.1))\n        \n    return fig, ax\n        \n    \n\ndef draw_play(game, play, play_detail, additional_inputs=None):\n    \n    if additional_inputs is not None:\n        xinit, adjinit, xnew, adjnew = additional_inputs\n        plot_new = True\n    else:\n        x, adj, _, _, _, _, _, _ = extract_feature(game, play, play_detail)\n        xinit, adjinit = tf.constant(x[tf.newaxis], dtype=tf.float32), tf.constant(adj[tf.newaxis], dtype=tf.float32)\n        plot_new = False\n    \n    n_offense, n_defense = 11, 11\n    n = n_offense + n_defense\n\n    returnerId = play.returnerId.values[0].split(';')[0]\n    play_detail_returner = play_detail.query('nflId == %s' % returnerId)\n    returnerLine = play_detail_returner.x.values[0]\n    direction = 2 * np.float('left' == play_detail.playDirection.values[0]) - 1\n    \n    # init\n    \n    out = model.call_players(xinit, adjinit)\n    score = np.squeeze(out.numpy()) - out_players_mean\n    loc, vel = xinit[0, :, :2].numpy(), xinit[0, :, 2:4].numpy()\n    \n    G = nx.Graph()\n\n    G.add_nodes_from(np.arange(n_offense), bipartite=0)\n    G.add_nodes_from(np.arange(n_offense, n_offense + n_defense), bipartite=1)\n    node_color = ['r']\n    node_color.extend(['b' for i in range(n_offense - 1)])\n    node_color.extend(['g' for i in range(n_defense)])\n\n    row, col = np.where(adjinit[0] != 0)\n    G.add_edges_from(zip(row, col))\n\n    # new\n    if plot_new:\n\n        outnew = model.call_players(xnew, adjnew)\n        scorenew = np.squeeze(outnew.numpy()) - out_players_mean\n        locnew, velnew = xnew[0, :, :2].numpy(), xnew[0, :, 2:4].numpy()\n\n        Gnew = nx.Graph()\n\n        Gnew.add_nodes_from(np.arange(n_offense), bipartite=0)\n        Gnew.add_nodes_from(np.arange(n_offense, n_offense + n_defense), bipartite=1)\n        node_color = ['r']\n        node_color.extend(['b' for i in range(n_offense - 1)])\n        node_color.extend(['g' for i in range(n_defense)])\n\n        row, col = np.where(adjnew[0] != 0)\n        Gnew.add_edges_from(zip(row, col))\n\n    # plot \n\n    fig, ax = draw_field(returnerLine, direction)\n    \n    if plot_new:\n        \n        nx.draw_networkx_nodes(G, loc, node_color=node_color, node_size=1000, alpha=0.2, ax=ax)\n        nx.draw_networkx_edges(G, loc, alpha=0.1, style='dashed', edge_color='k', ax=ax)\n\n        nx.draw_networkx_nodes(Gnew, locnew, node_color=node_color, node_size=1000, alpha=1., ax=ax)\n        nx.draw_networkx_edges(Gnew, locnew, alpha=0.5, style='dashed', edge_color='k', ax=ax)\n        nx.draw_networkx_labels(Gnew, locnew, {i: np.around(np.exp(scorenew[i]), 2) for i in range(n)}, font_weight='bold', font_color='white', ax=ax)\n\n        for i in range(n):\n            ax.arrow(locnew[i, 0], locnew[i, 1], velnew[i, 0] / 2. + 0.01, velnew[i, 1] / 2. + 0.01, width=0.01, head_width=0.3,head_length=0.3,length_includes_head=True, color='k', alpha=0.4)\n\n    else:\n        \n        nx.draw_networkx_nodes(G, loc, node_color=node_color, node_size=1000, alpha=1., ax=ax)\n        nx.draw_networkx_edges(G, loc, alpha=0.5, style='dashed', edge_color='k', ax=ax)\n        nx.draw_networkx_labels(G, loc, {i: np.around(np.exp(score[i]), 2) for i in range(n)}, font_weight='bold', font_color='white', ax=ax)\n\n        for i in range(n):\n            ax.arrow(loc[i, 0], loc[i, 1], vel[i, 0] / 2. + 0.01, vel[i, 1] / 2. + 0.01, width=0.01, head_width=0.3,head_length=0.3,length_includes_head=True, color='k', alpha=0.4)\n    \n    xmin, ymin = loc.min(0)\n    xmax, ymax = loc.max(0)\n\n    ax.vlines(play.kickReturnYardage.values[0], ymin-5, ymax+5, color='goldenrod', linestyle='solid', alpha=0.5)\n    ax.set_xlim(xmin-5, xmax+5)\n    ax.set_ylim(ymin-5, ymax+5)\n    \n    if plot_new:\n        print(\"[BEFORE] OFFENSE: %s, DEFENSE: %s, TOTAL: %s, RETURN YARDAGE: %s\" % (np.around(np.exp(np.sum(score[:11])), 2), np.around(np.exp(np.sum(score[11:])), 2), np.around(np.exp(np.sum(score)), 2), play.kickReturnYardage.values[0]))\n        print(\"[AFTER]  OFFENSE: %s, DEFENSE: %s, TOTAL: %s\" % (np.around(np.exp(np.sum(scorenew[:11])), 2), np.around(np.exp(np.sum(scorenew[11:])), 2), np.around(np.exp(np.sum(scorenew)), 2)))\n    else:\n        print(\"OFFENSE: %s, DEFENSE: %s, TOTAL: %s, RETURN YARDAGE: %s\" % (np.around(np.exp(np.sum(score[:11])), 2), np.around(np.exp(np.sum(score[11:])), 2), np.around(np.exp(np.sum(score)), 2), play.kickReturnYardage.values[0]))","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:07.009851Z","iopub.execute_input":"2022-01-06T18:21:07.010079Z","iopub.status.idle":"2022-01-06T18:21:07.048525Z","shell.execute_reply.started":"2022-01-06T18:21:07.010048Z","shell.execute_reply":"2022-01-06T18:21:07.047597Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The next figure shows the estimation results. The value assigned to each player is the hazard ratio compared to the mean hazard. For example, if the hazard for the offensive player is 1.05, it means that this player increases the mean hazard of the all offensive players by 1.05 times.","metadata":{}},{"cell_type":"code","source":"i = 1539\ngameId, playId = gameIds[i], playIds[i]\n\ngame = games.query('gameId == %s' % gameId)\nplay = plays.query('gameId == %s and playId == %s' % (gameId, playId))\nplay_detail = tracking.query('gameId == %s and playId == %s' % (gameId, playId))\n\nx, adj, y, c, position, name, offense_team, defense_team = extract_feature(game, play, play_detail)\ndraw_play(game, play, play_detail)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:07.050967Z","iopub.execute_input":"2022-01-06T18:21:07.051747Z","iopub.status.idle":"2022-01-06T18:21:07.557422Z","shell.execute_reply.started":"2022-01-06T18:21:07.051706Z","shell.execute_reply":"2022-01-06T18:21:07.556724Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Our model assumes that the changes of hazard along to yardage axis do not change across data. The left figure shows the obtained hazard. The offensive and defensive formations change the scale of the hazard; the solid line indicates the hazard rate of this play and the dashed line indicates the mean hazard rate obtained from all plays. The right figure shows the cumulative distribution functions. The yellow line is the obtained yard in this play.","metadata":{}},{"cell_type":"code","source":"hazard_ratio = compute_hazard_ratio(model, tf.constant(x[np.newaxis], dtype=tf.float32), tf.constant(adj[np.newaxis], dtype=tf.float32))\nhazard = baseline_hazard * hazard_ratio\nhazard_mean = baseline_hazard * tf.exp(tf.reduce_sum(out_players_mean))\n\nplt.figure(figsize=(18, 4))\n\nplt.subplot(1, 2, 1)\nplt.plot(ys_mask_index, hazard[0], color='b')\nplt.plot(ys_mask_index, hazard_mean, color='b', linestyle='dashed')\nplt.axvline(play.kickReturnYardage.values[0], color='goldenrod')\n\nplt.xlim(ys_mask_index[0], ys_mask_index[-1])\n_ = plt.xlabel('Yardage')\n_ = plt.ylabel('Hazard')\n\nplt.subplot(1, 2, 2)\nplt.plot(ys_mask_index, 1. - np.exp(- np.cumsum(hazard)), color='b')\nplt.plot(ys_mask_index, 1. - np.exp(- np.cumsum(hazard_mean)), color='b', linestyle='dashed')\nplt.axvline(play.kickReturnYardage.values[0], color='goldenrod')\n\nplt.xlim(ys_mask_index[0], ys_mask_index[-1])\nplt.ylim(0., 1.)\n_ = plt.xlabel('Yardage')\n_ = plt.ylabel('Cumulative probability')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:07.560090Z","iopub.execute_input":"2022-01-06T18:21:07.560462Z","iopub.status.idle":"2022-01-06T18:21:08.115992Z","shell.execute_reply.started":"2022-01-06T18:21:07.560421Z","shell.execute_reply":"2022-01-06T18:21:08.115341Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Application 2: Ranking of teams ","metadata":{}},{"cell_type":"markdown","source":"The total hazard rate indicates the performance of a formation and can be used as an indicator of a team's defense or offense. We calculate the mean hazard of each team in 2018 -- 2020 seasons. ","metadata":{}},{"cell_type":"code","source":"teams = np.unique(offense_teams)\n\nout_players =  model.call_players(X_orig, A_orig)\n\nscore_offense_teams = pd.Series([np.exp(tf.reduce_mean(tf.reduce_sum((out_players[:, :, 0] - out_players_mean)[offense_teams == team][:, :11], 1))) for team in teams], index=teams)\nscore_offense_teams = score_offense_teams.sort_values()\nscore_defense_teams = pd.Series([np.exp(tf.reduce_mean(tf.reduce_sum((out_players[:, :, 0] - out_players_mean)[offense_teams == team][:, 11:], 1))) for team in teams], index=teams)\nscore_defense_teams = score_defense_teams.sort_values(ascending=False)","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:08.117467Z","iopub.execute_input":"2022-01-06T18:21:08.117728Z","iopub.status.idle":"2022-01-06T18:21:08.439949Z","shell.execute_reply.started":"2022-01-06T18:21:08.117693Z","shell.execute_reply":"2022-01-06T18:21:08.439035Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"This figure shows the mean hazard of the teams in offensive plays. The team listed on the left achieves the smaller hazard, which means that this team obtained longer yardage after kickoffs.","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(18, 4))\nax.bar(score_offense_teams.index, score_offense_teams.values-1, color='b')\nax.axhline(y=0, linewidth=1, color='k', linestyle='dashed')\n_ = ax.set_yticks(ax.get_yticks(), np.around(ax.get_yticks()+1, 3))\n_ = ax.set_ylabel('Hazard ratio')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:08.441360Z","iopub.execute_input":"2022-01-06T18:21:08.441650Z","iopub.status.idle":"2022-01-06T18:21:08.879918Z","shell.execute_reply.started":"2022-01-06T18:21:08.441615Z","shell.execute_reply":"2022-01-06T18:21:08.879206Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"This figure shows the mean hazard of the defensive players for each team. The team listed on the left achieves the larger hazard, which means that this team succeeded to block returners of opponent teams.","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(18, 4))\nax.bar(score_defense_teams.index, score_defense_teams.values-1, color='g')\nax.axhline(y=0, linewidth=1, color='k', linestyle='dashed')\n_ = ax.set_yticks(ax.get_yticks(), np.around(ax.get_yticks()+1, 3))\n_ = ax.set_ylabel('Hazard ratio')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:08.881215Z","iopub.execute_input":"2022-01-06T18:21:08.881622Z","iopub.status.idle":"2022-01-06T18:21:09.338226Z","shell.execute_reply.started":"2022-01-06T18:21:08.881583Z","shell.execute_reply":"2022-01-06T18:21:09.337487Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Application 3: How to find better offensive formation","metadata":{"execution":{"iopub.status.busy":"2022-01-01T18:50:23.069666Z","iopub.execute_input":"2022-01-01T18:50:23.070001Z","iopub.status.idle":"2022-01-01T18:50:23.074505Z","shell.execute_reply.started":"2022-01-01T18:50:23.069968Z","shell.execute_reply":"2022-01-01T18:50:23.073544Z"}}},{"cell_type":"markdown","source":"Our model is able to evaluate the hazards of an offensive formation. We can use this to find better offensive formations by minimizing the assigned hazards with respect to player location and velocity.","metadata":{}},{"cell_type":"code","source":"i = 666\n\ngameId, playId = gameIds[i], playIds[i]\n\ngame = games.query('gameId == %s' % gameId)\nplay = plays.query('gameId == %s and playId == %s' % (gameId, playId))\nplay_detail = tracking.query('gameId == %s and playId == %s' % (gameId, playId))\n\nx, adj, y, c, position, name, offense_team, defense_team = extract_feature(game, play, play_detail)","metadata":{"_kg_hide-output":true,"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:09.339702Z","iopub.execute_input":"2022-01-06T18:21:09.340167Z","iopub.status.idle":"2022-01-06T18:21:09.375998Z","shell.execute_reply.started":"2022-01-06T18:21:09.340129Z","shell.execute_reply":"2022-01-06T18:21:09.375217Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Here, we show an example. In this play, our model assigns the relatively large hazard to the offensive formation.","metadata":{}},{"cell_type":"code","source":"draw_play(game, play, play_detail)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:09.377554Z","iopub.execute_input":"2022-01-06T18:21:09.377863Z","iopub.status.idle":"2022-01-06T18:21:09.842088Z","shell.execute_reply.started":"2022-01-06T18:21:09.377823Z","shell.execute_reply":"2022-01-06T18:21:09.840504Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We maximize the total hazard with respect to offensive players' locations and velocities. We fix the returner and defensive players. ","metadata":{}},{"cell_type":"code","source":"xinit, adjinit = tf.constant(x[np.newaxis], dtype=tf.float32), tf.constant(adj[np.newaxis], dtype=tf.float32)\n\nxnew_returner = tf.Variable(xinit[:, :1], dtype=tf.float32)\nxnew_offence = tf.Variable(xinit[:, 1:11], dtype=tf.float32)\nxnew_defence = tf.Variable(xinit[:, 11:], dtype=tf.float32)\nxnew = tf.concat([xnew_returner, xnew_offence, xnew_defence], axis=1)\n\nadjnew = tf.constant(adj[np.newaxis], dtype=tf.float32)\n\n\n@tf.function\ndef compute_gradients_xnew(xnew_returner, xnew_offence, xnew_defence):\n\n    with tf.GradientTape() as tape:\n        xnew = tf.concat([xnew_returner, xnew_offence, xnew_defence], axis=1)\n        cost = tf.reduce_sum(model.call(xnew, adjnew, False))\n\n    gradients = tape.gradient(cost, [xnew_offence])\n    \n    return gradients, cost\n\n\nmodification_optimizer = tf.keras.optimizers.Adam(0.01)\n\nxnew_candidates = []\ncost_candidates = []\n\nfor epoch in range(500):\n\n    gradients, cost = compute_gradients_xnew(xnew_returner, xnew_offence, xnew_defence)\n    modification_optimizer.apply_gradients(zip(gradients, [xnew_offence]))\n    xnew = tf.concat([xnew_returner, xnew_offence, xnew_defence], axis=1)\n\n    if not np.all(adjnew == find_adjacent(xnew[0, :, :2])):\n        xnew_candidates.append(xnew)\n        cost_candidates.append(cost)\n        adjnew = tf.constant(find_adjacent(xnew[0, :, :2])[np.newaxis], dtype=tf.float32)\n        \nxnew = xnew_candidates[tf.math.argmin(cost_candidates)]\nadjnew = tf.constant(find_adjacent(xnew[0, :, :2])[np.newaxis], dtype=tf.float32)","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:09.843367Z","iopub.execute_input":"2022-01-06T18:21:09.843799Z","iopub.status.idle":"2022-01-06T18:21:21.030878Z","shell.execute_reply.started":"2022-01-06T18:21:09.843754Z","shell.execute_reply":"2022-01-06T18:21:21.030094Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The following figure shows the obtained offense formation.","metadata":{}},{"cell_type":"code","source":"draw_play(game, play, play_detail, additional_inputs=[xinit, adjinit, xnew, adjnew])","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:21.032160Z","iopub.execute_input":"2022-01-06T18:21:21.032425Z","iopub.status.idle":"2022-01-06T18:21:21.582087Z","shell.execute_reply.started":"2022-01-06T18:21:21.032393Z","shell.execute_reply":"2022-01-06T18:21:21.578415Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Conclusion and future work\n\nIn this notebook, we propose the hazard modeling for kickoff and punt returns. Our model decomposes the hazard of return yardage into the sum of players' contributions. This idea provides new metrics for offensive and defensive formation in a data-driven manner.\n\nOur model only focuses on the formations and ignore the skill of the players. The team which achieved the smallest hazard is good at making better offensive formation, but it does not mean that this team gains the most yards; it also depends on the ability of the returners and blockers. How to incorporate the skills of each player into hazard modeling is future work. ","metadata":{}},{"cell_type":"markdown","source":"# Appendix: Comparison with hazard model without graph","metadata":{}},{"cell_type":"markdown","source":"We here show how the graph structure improves the prediction performance. By defining the adjacent matrix as a zero matrix, the hazard under our model ignores interaction between players and reduces to the independent sum of the values obtained from each players' information. To evaluate the prediction performance, we calculate the **concordance index**; the larger concordance index means that better prediction performance. ","metadata":{}},{"cell_type":"code","source":"@tf.function\ndef compute_gradients_no_graph(model, X, A):\n\n    with tf.GradientTape() as tape:\n        cost = compute_cost(model, X, A)\n\n    return tape.gradient(cost, model.trainable_variables), cost","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:21.583429Z","iopub.execute_input":"2022-01-06T18:21:21.583777Z","iopub.status.idle":"2022-01-06T18:21:21.590903Z","shell.execute_reply.started":"2022-01-06T18:21:21.583740Z","shell.execute_reply":"2022-01-06T18:21:21.590149Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('Training ...')\n\nmodel_no_graph = GGNN()\noptimizer_no_graph = tf.keras.optimizers.Adam(learning_rate)\n\ncheckpoint_no_graph_dir = './training_checkpoints_no_graph'\ncheckpoint_no_graph_prefix = os.path.join(checkpoint_no_graph_dir, \"ckpt_no_graph\")\ncheckpoint_no_graph = tf.train.Checkpoint(model_no_graph=model_no_graph, optimizer_no_graph=optimizer_no_graph)\n\ntraning_epochs = 2000\n\nc_index_no_graph_best = 0.\n\nfor epoch in range(traning_epochs):\n\n    gradients, cost_epoch = compute_gradients_no_graph(model_no_graph, X, tf.zeros_like(A))\n    apply_gradients(optimizer_no_graph, gradients, model_no_graph.variables)\n\n    if (epoch + 1) % 100 == 0:\n\n        hazard_ratio_eval_no_graph = compute_hazard_ratio(model_no_graph, X_eval, tf.zeros_like(A_eval))\n        c_index_no_graph = compute_concordance_index(hazard_ratio_eval_no_graph, ys_eval, cs_eval)\n        print('epoch %s : cost %s: c-index %s' % (epoch+1, np.around(cost_epoch.numpy(), 4), np.around(c_index_no_graph, 4)))\n        \n        if c_index_no_graph_best < c_index_no_graph:\n            c_index_no_graph_best = c_index_no_graph\n            checkpoint_no_graph.save(file_prefix=checkpoint_no_graph_prefix)\n            \ncheckpoint_no_graph.restore(tf.train.latest_checkpoint(checkpoint_no_graph_dir))\nhazard_ratio_no_graph_test = compute_hazard_ratio(model_no_graph, X_test, tf.zeros_like(A_test))\nc_index_no_graph_test = compute_concordance_index(hazard_ratio_no_graph_test, ys_test, cs_test)","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-01-06T18:21:21.592401Z","iopub.execute_input":"2022-01-06T18:21:21.592684Z","iopub.status.idle":"2022-01-06T18:25:22.125404Z","shell.execute_reply.started":"2022-01-06T18:21:21.592629Z","shell.execute_reply":"2022-01-06T18:25:22.124593Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('With graph: %s, Without graph: %s' % (np.around(c_index_test, 4), np.around(c_index_no_graph_test, 4)))","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-01-06T18:25:22.130636Z","iopub.execute_input":"2022-01-06T18:25:22.130916Z","iopub.status.idle":"2022-01-06T18:25:22.141879Z","shell.execute_reply.started":"2022-01-06T18:25:22.130874Z","shell.execute_reply":"2022-01-06T18:25:22.140731Z"},"trusted":true},"execution_count":null,"outputs":[]}]}