From fd2db1ac3d0510cefcc48eaaa51cbaffb9d15a8b Mon Sep 17 00:00:00 2001 From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr> Date: Tue, 3 Mar 2020 18:31:36 +0100 Subject: [PATCH] Minor changes - I hope Former-commit-id: 5a8151ea9b499ba82154af3e8fdc6bc784d75751 --- GTSRB/01-Preparation-of-data.ipynb | 8 ++-- LinearReg/02-Gradient-descent.ipynb | 62 +++++++++++++------------- MNIST/01-DNN-MNIST.ipynb | 4 +- SYNOP/01-Preparation-of-data.ipynb | 2 +- SYNOP/03-12h-predictions.ipynb | 14 +++--- VAE/01-VAE-with-MNIST.ipynb | 69 ++++++++++++++++++++++++----- 6 files changed, 104 insertions(+), 55 deletions(-) diff --git a/GTSRB/01-Preparation-of-data.ipynb b/GTSRB/01-Preparation-of-data.ipynb index 9b5f91f..8f4fab9 100644 --- a/GTSRB/01-Preparation-of-data.ipynb +++ b/GTSRB/01-Preparation-of-data.ipynb @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -99,8 +99,8 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.4.2\n", - "Run time : Friday 28 February 2020, 09:23:59\n", + "Version : 0.5.0\n", + "Run time : Tuesday 3 March 2020, 16:44:31\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] @@ -1111,7 +1111,7 @@ " filename = f'{output_dir}/set-{s}x{s}-{m}.h5'\n", " print(\"\\nDataset : \",filename)\n", " # ---- Enhancement\n", - " x_train_new = images_enhancement( x_train, width=s, height=s, mode=m )\n", + " x_train_new = images_enhancement( x_train[2000:], width=s, height=s, mode=m )\n", " x_test_new = images_enhancement( x_test, width=s, height=s, mode=m )\n", " x_meta_new = images_enhancement( x_meta, width=s, height=s, mode='RGB' )\n", " # ---- Save\n", diff --git a/LinearReg/02-Gradient-descent.ipynb b/LinearReg/02-Gradient-descent.ipynb index eea180f..4dcb374 100644 --- a/LinearReg/02-Gradient-descent.ipynb +++ b/LinearReg/02-Gradient-descent.ipynb @@ -72,7 +72,7 @@ "\n", "FIDLE 2020 - Regression Cooker\n", "Version : 0.1\n", - "Run time : Saturday 22 February 2020, 15:41:36\n" + "Run time : Tuesday 3 March 2020, 18:29:35\n" ] } ], @@ -113,7 +113,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -127,8 +127,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "X : mean= 4.997 std= 2.887 min= 0.000 max= 10.000\n", - "Y : mean= -23.968 std= 31.201 min=-173.004 max= 123.967\n" + "X : mean= 5.003 std= 2.886 min= 0.000 max= 10.000\n", + "Y : mean= 116.083 std= 79.605 min=-216.756 max= 420.169\n" ] } ], @@ -154,8 +154,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "X origine : mean= 4.997 std= 2.887 min= 0.000 max= 10.000\n", - "X normalized : mean= -0.000 std= 1.000 min= -1.731 max= 1.733\n" + "X origine : mean= 5.003 std= 2.886 min= 0.000 max= 10.000\n", + "X normalized : mean= -0.000 std= 1.000 min= -1.734 max= 1.732\n" ] } ], @@ -229,17 +229,17 @@ "output_type": "stream", "text": [ " #i Loss Gradient Theta\n", - " 0 +23.817 -9.553 +0.742 -4.681 -0.007\n", - " 20 +11.093 -6.378 +0.495 -3.125 -0.128\n", - " 40 +5.422 -4.258 +0.331 -2.086 -0.209\n", - " 60 +2.895 -2.843 +0.221 -1.393 -0.263\n", - " 80 +1.768 -1.898 +0.147 -0.930 -0.299\n", - " 100 +1.266 -1.267 +0.098 -0.621 -0.323\n", - " 120 +1.042 -0.846 +0.066 -0.414 -0.339\n", - " 140 +0.943 -0.565 +0.044 -0.277 -0.350\n", - " 160 +0.898 -0.377 +0.029 -0.185 -0.357\n", - " 180 +0.878 -0.252 +0.020 -0.123 -0.361\n", - " 200 +0.869 -0.168 +0.013 -0.082 -0.365\n" + " 0 +18.482 -8.362 -1.596 -4.098 +0.016\n", + " 20 +8.439 -5.583 -1.065 -2.736 +0.276\n", + " 40 +3.963 -3.727 -0.711 -1.826 +0.449\n", + " 60 +1.968 -2.488 -0.475 -1.219 +0.565\n", + " 80 +1.078 -1.661 -0.317 -0.814 +0.643\n", + " 100 +0.682 -1.109 -0.212 -0.543 +0.694\n", + " 120 +0.505 -0.740 -0.141 -0.363 +0.729\n", + " 140 +0.427 -0.494 -0.094 -0.242 +0.752\n", + " 160 +0.392 -0.330 -0.063 -0.162 +0.767\n", + " 180 +0.376 -0.220 -0.042 -0.108 +0.777\n", + " 200 +0.369 -0.147 -0.028 -0.072 +0.784\n" ] }, { @@ -256,7 +256,7 @@ }, { "data": { - "image/png": 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VYPI912KBrHXfDYp6XgDKIUwFKOyb14HuNmFRoBM5X+B7+bm4Ua8iq5GotV95qdTzJouEsA9ED9ogqAf+0tC4RQQDQDKjQeNc+N6VXIRLSUd0uH8Hnj2xH5Pza96FMQfs+Q94/j/e7vGh+7pwbF8nZIlhsHd7w1CPk4rTYjXY224R4ucvjAc28fhdIIPYAN0rArKeF4ByCFsBCvvm9cTBnnvCdSxI6nE+bDSq5Vce9GlOPW+ySAgXwdxZsprm6IcWVJqTkVsJXz+v1CLsZUESLYQf3FzC6O1lZLKaZ2E8ubBWkAmMc2BqcQ2PH+l1HLBO93jm1EHLNZ55bACdI7Ng0MsgG1ahsOJ1sRJNPBFFwq0767g4Nu9rYvOzQAZlCbxXBGQ9LwDlUInnF6S4DotvbpgIS/Ae4U6l+24lTnPqeZNFQtgFe2eJKhIiioQ4CsVwUGlOju3rxOWpu8Kfi6jUIuxlQRIthJzDEohhF8aiwfZAbzvits8Qz30GtwFb7B5Fr11aT1W0FHIQeF2s7BMPY3pAUCklVP0skMWydHi1MtwrArKeF4ByqEUBirD4JNcztEHwxr3c1ypxmlPPmywSwi7YO4sRsf/Fzx6ALEm4ubiGodFZqDlrZhC+wmdOHcQPh6cs7hGtcQVnTh0U/n2lFmEv1h4vkdp2YSxqH7fP4DZgRRX2kqZ7DHqwV3Ni9LJYuSXML+Wzel0gnfrGxNwKXrk06dnKcK8IyHpeAMqh2gUo7hWfciL83Ot9rVKncfW6ySIh7IJTYYWILOG50wfxF2+O5UWwQbmdKapIeOlrT+OloXGM3Erg2L5OnDl1EFFFEv59pRZhL9Ye+0KoyBJUTYPm4tsrah+3z+A2YPd3OwTZ7daD7IIu3xrGidGYeK7PrSKrWot+BOUiYxf/Tn1D1dwrd4nu/V4RkPW6AJRDtQtQ3Cs+5bXiXrZwBs293tfuldO4oCAh7EIx68TbV+cKXhMNoLpbVJHwa5877Po3okktyAHqxdpTEKm9u82SzkskjJ0Gm5OQcHsGGudgsMbUsfx/gh3sQbkDVIpKTGxO4v+bZx4T9g2JsZJS1XkRkLSIh5NqFqC4V3zKa0FYN/Jh5V7va/fKaVxQkBB2oZh1YjaxWfCa/q6WinemakxqXq09BZHah3ochbF9sHkRN27P4HtDE+Igu4U1PH64N9DB7uwOsOrLHaBSVGJicxL/791YFPaN4YmFilgZaBFvLErZFIeNsG3chicWMDqdyLv3JTMqRqcT94yFM2jqqa+Vwr10GhcEJIRdkCWGb555rMBNwck6AQCnjvZVvDNV69imFGuPmzA2Dzav4sZtwBabrLwMdq8LlrM7gFa1IzS3e63ExFbMKmLvG5WyMtzrx5T1TDUFX71YscK4cRufXbFUpQT0mJaJuRUaQwLqpa+VQyO6czlBQtgFVeP47Zd+kh8MV28v57NCiIRRPJfrtdLU07GN02DzI26c3sOr+4bTYPezYDldqxR3gFLwcq9BT2x+rSKVsjLUU39vJKot+OrFilXL3O5OaPajM9P7EYXUS1+rNmE76QgKEsIuFPMLrdWOsZRjG7cOXIvOHYS4KWeyUjWO714Yw0c3l5DNLQbFxHg13QHslLq4lvNsS+njlbAyVMr/uZJ9Poj39/se1R7HtbDUh8WK5Zbb/M0rM4XVR21zWynPqpyNh8TEv5clcRA2EZ6+FhbCeNIRFCSEXXASa29emcH1uVU8c3wAzzym+6RWc8foV6C4dWAANencQYmbUiYroz3MItjATYyLrlWtDVEpG4dyJ66wWEWCbuNKT+hBvL/X9zAE1fjsCt6+OoeZpQ2kXXJ2B0mjWurdgkh/+6WfYGS6sPiReW4rtX+Us/E42LdDmKu9kieY96r1sFG5l13UGkoI+x2YIrHGGPDW6ByyanUWGxF+BYpbBwZQk85dS4u60R52EQz4F+N+nkU5C0MpG4cgJq5qWEWKtUvQgrzSE3oQ7+/lPcyCSpRPu9LjWNQnFVnKpy+sJ/yMTadn89LQOK7eXs7nTTeIyJJlbiu1f5Sz8aj2fFvM+EICuf64lze+DSOES9mF2yePiCIho2plFS0ICj8Cxa0Dc46inbsSO/taWhudAh0VieUXBy+f2f43X3pi0PH+y7USlrKQ1Wri8tNf/ARNBiXIK90uQby/l/ewCyo7SdPpVSUEx/HBbhzu34EPbi7ls7eomoZXh6dCX8bcjN+x6fRsRm4lhPPK6aO9+M1nHs6/V6n9o5xTtGrPt05i/9LYPF4bngrkNIYsztXlXs6k0TBCuJRduD1rhKZxfHBzyfI3ThNYGAapcQ/Td9cRUSSLpcLcgd06dyWPkYMUN37aW2jJkhh+9YkH8JUnDwEo7i7it13KtRKWspDVYuKqdruUQqXbJYj339/T5jpmAecNnQFjwNDVOdfy5uUgSwzPntiPUZMVVOPAtTo7LvXbB52e77F9nQUbk3hExlMP9lvavNT+Ua5Vt5o+r05i/63R2UDG+73srxpW7uVMGg0jhP3swu1+d7OJzbxF2F7JTDSBhWGQ2o9NGQOk3L3bO7Bb566lX5BXceulvc3vtb+nDYf7d+DazIrl77/y5CHIEsPFsfmin9lvuwQVHOhnIavFxFXJdglqc1npdin3/VWN49VLk/mTJ0Afu4dt7+FW4jySK2YjKm8eZAGYyfk1ZOxpuUJ4XOrWd/yOTafne+bUQYzcShR97qX0D+P+H7qvC8f2dUKWJAyG2ArqJPY5ip9AeuFe9lcNK2GJGakEDSOEve7C3fzu0lkNEtP94Mw+wvYJLAyD1H4PnOv3ffpoL556sN/Sgd06dy2P171uJoq1t+i9Du/pwNeffRhTi4WBjl4+s992KValsBKnB0FPXF7uM8h2sV87qM1lpSf0ct9/eGIB12ZWLBtuWZLw7PEBy3uIBFVfZzNOHe3F9N0N/PijGcv76gVgVgItAOPn+QXVx0vJpuHWd4JME+i1CJGf/uF0/2dOObtiBdl+pbzv/bvbINsSUigyw6kjfXj32nzZpzH3sr9qmPFrjAnDybgXGkYIe9mFi1Jq2eFc9/nat6s1P4EBwMWx+fzDHp9dCWSQltOJRBNFVtWwb1er5zy9gHihkyWGjKpB1XjVfcxEm4lik6Lova7dXoZ0guG50wcLrr2/uw2KLFksctGcf/j5C+N4oLcd9+9uKzgdYAwY6BYHCjn1v0cP7K7o6UGpx6H2vvfogd2WnNpO9+lXVHi1jgW9uaz0MXE57+80dqcW1/D4kV7LNZwE1cWxeaHgUDUeaDsWe36qxnFpbB7ffn0ES+upst00StkQFes7QaYJ9Prc/fSPIPt+pU4r7e8bUaSCk4JMzpAUxGlMpdyb6kW41QNhOBn3SsMI4WK78HRWw1e/M4SPF9fglmM8lvP5EkVum60yUUWyVPLxO0jL7URBTRTmRcJ4r6zG8YN3b+SLi1SiU/vZ8Rf7rH6P318dnoKqbT87Bt2a8fLFyfyz6O1ogr2b8Px/ChH1v0cP7MZLQ+OechlXc4J26tOzic2ii7FfUeHVOtZIFiA/Y9dJUFWrAIzb8zP60ZVbCcumshwhV4ooLNZ3KnlCEMS4HZ9dKZqX2Ot1K3VaaX9fe+YM42dTi2uBtHU57iVOz6IehFs9CfUwnIx7pWGEMOC8aKgax1e/M4TJhTXX18cFg030sGcTm+jvasn7Fpey6xW975VbCVwam7dYhZwI0g/ymeMD0LRJXJlO5CsRpbKaMJ2T30Hq9Bo/YkCU3aOjJQpN41A17uu9hicWcO32smUzJEsM6Sy3ZAuZvrsBe7EmzlFgtTNj7n9+chlXe4IW9b1bd9Y95VwuRVR4sY7dyxHLZlSNQ9M4OlqiBRZUP2PXbeMlS8zyLMttR6fnZ/Qjswg2KFV8l7Ih8tJ3KnFCEFQ+6bevzhX83O2ZuV3Xrf3K8R0vFrhpvucg2joo9xLzswi7cKsHoW6mnowXDSWEnRieWMCtO+vC38kSw327WnHqaJ8wOEH0sJMZFQPdbRjobgMDcPpon+90QtfnVgusABlVw7dfH/H0XsUsNX6D0EQBOeZOXcogdXuNHyFvfNZL4/P49t+O4O5aCnPLW/jWq5fzie69vpfwWFrjsJt6sxqHYhMUcR8+v8ak6yWXsZ8JOgiLgVMb2D+vXytlOdzLEcsG9vEWkSX0dDTh+c8fw4mD/tORiTZeo9OJgj5briXNCTdxVKr4LmVDVKu+E4SwGp5YwMzSRsHP+zqbHe/f7bpO7Tewu83X/G3vE/t72greV2K6b7tbPE05BO1eEnbhFnahbqeejBckhKEPAJEgYQB+9fED+GdPHfaViosx4G1T2qKl9RRO+OyoD/S2I2LzUwWApfWUr5Rb9onC6dh7YHcrwBiePNaXX3SL5Sk1d+pSBmmx1xTb8dsnY3BgeSNdkOf5vRuLnq0HoucZVSRwDsuzkBmwsy2Olc10ST6/XnIZu/2taIL2mz3D8P1978aiReQIJzBFKvuUoxzu5YhlQByfkFE13F1L4cLILCTGivZ/8+/tv9NyvsFmdy1FYvjlk/vz2VKc7stvn3I71TGua8+A4RU3X3tznIa5LWrVd4LKJy1yMzh1tNfx/t2u+6UnBoXtB+a9sJIw+Lh/Bw7v6cA1W0Dys8cHhAHJ1cbLswhSuFXChSHsQt1OPRkvSAhDHwD28pOAbgMcuVVYLtPMowd2o6+zOX90rOQsrqK0RX466/HBbuxsi2Fuecvy80xWK6vji8Tn5MJa3i3kzSsz+MT9O/GiwzGagd2SVMogdbKmT8xt++457fhFk3FHS9TVl86L9UA0eA/v6QC4VUioHFjeSKG/q8VyWuB1Q1Asl3GxADRRBa9SsmcoMkMmq1nK8jpZ0L955jG8d2NRKCaq4btW6QC3WuHmJpNRNbzx0QzevTZveQb21I5mgQoU5sEWjQ1V44jIkutzKqVP2U91RqcTFgHO7FGmPnBy+SgWyFmLvhOEsBK9h14aeUdJ13XaFHxvaMLz/C0MPp5ZwdeffRjSCVYwP3hx5as0Xp5FUMKtUi4M9WRhBerLeEFCGNsDYORWAmmbBfbazIqjiFU1jt9+6SeYWdpAVuOQmS6e7VN8soRdmywxPP/5Y3jx5fddk+r7pZgvl8aB0emE4zFaxCEFWymD1MliNDQ6iy+ePIDvvzOBkVsJHNvXiTOnDiKqbOfjEU3GS+upAiu63/ayD96B7jaAA9fnV9HREsPbV+fyYiWV1TCb2MRgb7vv47Xjg904nBMJ6ayGqCLh6N5OoXXu+KC3Cl6lZM9AZvtvvVjQnXzs68l3LWy4uckYGM/mq98ZsgQt2n8/PCEum17q2CilT9lPdb57YQzff/u6xdLtNq8Ww94PveT9rgXGuB2Z1v2kI7KEw/07fAmrUsRZsdeIxrGf+dupT0wtruG50wcDb/MgNtle2jEo4eb3dNTr56snC6tBvRgvSAhjewD83muX8feC3JtOItbo8GYrocjSEZGlksTriYM9OLa3M9CO75aE3yCdszo7HaOZy4UaeJ307YUtejuaMLVo9c+evrOG//b/ej1/j5en7uKHw1N46WtP58WwaDLOZDX0dDRheSNdVnsZg/f4YLdF4Eks94xNlHW8xnm+u3CHvmPcj5cKXsUsx14CWvxa0EVH+smMipHpBH7vtcsFGyav1EN0dFD36OW5AM5BiwbGsxOVTS91bJSbkUWWGBRJygfZiv6mXEJ9ZMwYGMt/i/w/PFJq8OkLXz6BS2PzeGt0FhzAk8f6XK/jR2RV0zLpd5PtNCa9tmMQws1vliKvn6+eLKz1BgnhHLLE8NSD/XjHlntTlpxz5npdwHa2xUoSr6VExhZbmEXp0OxEFcn1GM1x4BWZ9J3cGexkNCCjWe9tPZnFS0Pj+LXPHQbgPBk///ljkFjh8Vwp2Hf2dhEMbLeVgZ+8uNdmVvIWumJWMi8VvIpZjr1sgvwsaG5H+umshr//aAbv5I70i1mH7RukVy9NFlT+E71HrQRzkFZw0XORGCAxa3CiPVjRjvnZBTU2ivVnL6KoHkpaVwIjA42xeU1nNYzcSuB3X7uMz/nYIJYqzl4bnso/t3eLjEM/c301LZN+A4Xdxp2VVAQAACAASURBVGS1rJN+sxRVMxDaK/VgiAgSEsImDH/fm3fW8xaMrMbx8sVJYc5cL8Iiqkh4/vPHSu5EXgev14XZPOFNzK1iaGQGkyaLrMSAo3s7XY/RRIgm/avTCXz3whgUSdIDdnhhMn/Rka3EIMzlbPbXdpqMjUA/L5NdscHuZaPT39VS0vFaJSqwFbMci9pM5CPsdUHzc6TvdkwtTMavankx75ZbuVYuGUFGcAv90vt3AIxZgo/6Opsxs7Rh8bc1sPvslzs2DIr1Zy+iqNLCKaxHxsJTK5vPt9++6lWglNI/vc711bRM+pknw5JVwU9/DDIQOiga0dWNhHAOw993NrFZcIznNKDsHT6qSIgoErIqL1iAKo2fScA84Z05NZg/QgOA06asEX4QDuishu+/fR2qxvPWXy9Htjuao5hfsQYJAoCmcVwcm89PuuVMxl4Gu5eNzqmjfSUdr1WiApuqcbw1MlsQZW6eWEWBRk4BcMXweiJS7Jja3ndFUfKi96j2wmcWIbfurgd2HO/UlwE4BoUlMyoUiaG1KYJH9u+yZHsB3Mum+8WtP3sZh5UWTmE9MnabP0rpq14FiqpxvHllxjVwuFzCaF0Ni4uMn/7o9fNVc64Ly4aimpAQzlEsVZg5m4GBUwRzqcKiHLxUH3KyJjx+pLfsyF6nSd/sN3p3LYWIIhUE/9mPbD81sAtf+cO/w3oya3mvD24uYWx2xTL5lzoZexnsxdxI9Ojt0o5fiwlb0bNym1xVjeO3zl/ClZtLBdcyT6yiNiu1DYXltxkDGCybyWLH1H6S8Rd7XRALn6jtAWsmBkWWCkpsl3McL0vMkoEF0PuI/dkYvp9GyeKVjTTevTaPxHrKsuG2P2c1t4msxFGnl3FYaeEkev9aus0MTyxgfHbF1Yrvt696mbMMsTwyXZjtKAzuIn4Jq++yE/Y+96UnBl37nNfPV02RH5YNRTUhIZzDy2J8eepOQVGNIIRFuRO2U/Uhs/9qpY877ANaFvgzZlQNvYKAHdGR7UtfexovDY3j3WvzFleVoHanXga71Y1kBUOjhemqSj1+dbMaqBrHb333oiXw8NjeDrz4lZOOfevS+Dw+/PhugUtJRJYqdkzslmrO7t97fLDbV75ZyUMyfj8LXylFZMz3/8zxAYsIyagaGNPHWKnV37xcV+TaJEkMyxtpzykajfLxRqBdLJehpFLHqmHwLazV8a7ouv1dLRjY3Yq3r827ZgAqxVXLPmcZYtl+quJ1HgiyOmgQhNV3WUQpfc7r5/M61wXxLMKwoag2JIRzeDkG//DjJYzP6Lv8J4704mDfjpIHvdlq4JQP1Ov7Dk8sYDaxWfBzs/+q1+OOUgeSfUBnVA0vX5wsyH/5/NPHIEnFA3aiioRf+9xhKJKEv3hzzPK7UnanBZWQugsrIYkGu9WN5GCgx69OVrJLY/OWgLeMquGDm0uu5bUvjMwK/aqP7hX3pXRWw0tD447p6bzev9ORvj1i3XA9css3axfUxZLxe3UXMVtQzaJV1C5O46SrdbZAhHAOnDrSi327WgMPzHQTt36j0u3l41NZLZ8iMUgLT5h8C2t1vCu67mxiE//d5w4hsZF2PQEqxVUrokh6isccTgad00d7hdl+zARdHdRpo+l3fQmj77KIUvucl893fLAw3aa9KE1Q46/WG4paQEIYegfSNI6OliiW1lNCH0UDcwGKeIkdza10cTKj4sqthKvoseM0+Zn9V70snuUOJPOAVjWOkVsJy3v1dTbj+vwqDvbtKHpkZBDE7lRYCWlPBw737xBaLr18vkry1uhsQSY1zvWfO/UJp5bc1RYXiuAzf/B63vVElJ7OK05H0vaI9b7OZkv+W1G+WdEC5jYGii18xnO/cithCcb0KzKTGRV3VpOIKpLliDsekfHUg/1VTwHmNypdVD4+VWZhHhFh8i0s1p6VsmI65thdWHPtq15dtQ7v6bCc/GRUDa9emsyfqj3Q217QT2OKhKce7C/6+Up5fqLXXHHIjFGNjVK15mgRFXcpKJJuM6jxV+sNRS1oeCFsF6URWUJvRxOaIjJmEptC3y4DPx3NPPFmNa2g2pKZjKrh26+PWIoluOFcfciawsg+QdpTfwW5kBVkpxidxczSBs5fGC+YAN0WpSB2p6LPde32Mr7+hYcDS7VWDD8Lr9eaW+b37O5oKvBZZQw4fbSv4DW/99rlAv9re3q6chC1tyj/rT3fbCkLmNvrjPuwlym3X9uM08nQ1Znl/CahlAwbxfAjbo00eV4KNTiVj1ckFvhRZ5h8C93as5KCrFhVN6e+6tVV69njAxi5lYCW69OcW4s+PXpgNyK2eT6iSHj0wO6i9x5UdVCnzBhBrS9hcb+xU0mXguGJ4uk2gxx/tdxQ1IKGEsKiAWQfnBlVw/JGGr/xzMO4Pr+Cd6/Ne0pi79Zh7BOvyH/WztJ6ynMuQS9i0W2CNN7zlUuTBQIglVExMbcCACW5Sxj3/5fvXM9f2zwBHh/sLpr7sdxcym5WmkpUQhLdk3mzpUgM+3a14o9+/ZTQAvvksT68eWXG4uogMT2jh+g9jYwlzVEZ6Sy3+BWfEKTg+eDju8L7LFZO3Cui9tYrLzKo3HsQXSXuo9i1jbFktyKnsxokxvDFzx7IF8gJcgH2veHzWKjBqXz8vl2twvcuR2SEybfQrT0rabn2+hxLddWaXFhDVnXOCvPejUVkbQnPsyrHezcWi362IKuDAoXtGoRQC5P7jf2+zKfKQcQNmPHSdmEaf/VGwwhhpwH00H1dwg72p383guWNNJIZFYw557b10tHsE28xEQzoacX85BIsJhadJsifXl/Aaz+ZcsyMEFUkDI3O4S/fuVHyxOM2iIHCcrD2Rcnr7tQt0KmWE4To+U8urOGr3xnCH//G6YJ2PHGwB5+4f2dB+WVzVgD7e+qbDAn/9HFnoWa8xqn7HdvXafm3vcgFuL4QFxNIToujxjmknNW6Gn5nTvcRVbYDh0TC75tnHsM3zl/Ch7YMHKncidFzpw8GbpXys+EbnijM2T06ncCl8Xk8ftjqSmLPfGLehNnfu1yRESbfQrf2rKTl2stzLMdVq9xKf26U8vyKZdYxXzsIoRYm9xsD0alyT0cTnv/8sZJSkYrw0nZBj7+wWt4rQcMIYacBdHRvR8GRMgDcXUvlLUKc66Vqnzrai6mFNcwsbbgej9o70PjsitAypeTcAgz3APMteM0laC9l65QuSXQPqYyKt0ZmXdODFfPt9ILbIA5yUXJ6xs88Ji4wUK0F+vrcqrB9b91ZF7ajLDG8WGQxFbVbOqvlhZoIUYo9g9a4gjOntl9nX6wZ0102OIerb7zZMnJnNWnZ9HEAiiTh9NFeYenloCde+yIdkSXsbIvlFygAhYLEKGQxs1zwfkaftWdhKDVWwI7XDZ/Ts//2344ULLxeBbZTqWw/Yz1svoVO7Vlpy1mx51iOq1YxsVPOZyvl+Zlf8+aVGQxdnXPMjBGEUAuT+42B06myxJinvu+3IqxT2wU5/sJqea8UDSOEr8+t4p8vXkCXuolVKY5VKYY1KY74Tz/GY5tZrEpxrEmx/P/teiGrarhvVyv+12ceFkbJG6JTVB62r7NZGGjzyyf3IyJLGNjdhleHpwqqSI3P6i4JxjV+LEiSLiplCxQu8H2dzcIJEoBQpD88sBNfOLEf47MrOH9h3PI7vxNPsUFcbOL2KpBKDVSpNA/0tgvL42Y17tiOxRZTvwueU4o9xoAnj/bhN5952OKmYZ/czRvFZEbFRzeX8PW/uIhd7fF8MQcAFsuIqHmzqoZ9u1oLTjr8ZHbwin1hGOjOWbXn1yAxJqx0ODK9DMYKi3oY6acePbC7IAtDta1SD/S2F+TjBvTNu9PG6uShnrxbwPeGJizjyK1Utt+xXkvfQq/zRK0t1+W4ahUTO+V+tlKen7l/La0Xiifj2kEItTAe/5cjzkVVNbtaY3j+6WOWGCGvbRfU+AvS8m7OkKWfCrKyMm5VgoYRwg/0tuO+5C30Z1esv1gR//06i+ZF8ZoUw4bShMMfjUFO9OBkaxtOtrQB6VWoU8v4/b+7jsuLaSRUBUpELigPO5vYRH9XS0GKtK88eSjfEU4c6nEMLDOsVG4+nOaOChS6G8wsbQjv4fTRPrxzbb4g0O4LJ/bnO7x94lFkCTfvrFuqvLnhNoiLTdx+dqalBqpUmuOD3di3q9UingA9mrvUCdzvgueUYm9gdxu+/oVHCtqyWF7trMbzrgNvXpnBJ+7fiWdtuXa9uBKVktnBD+ZF2t6PhJUOBYF1ALB3ZwueeWwAP3XIwpCsolXq+GA3ulpjmFu2Vl/MqM6ZINzGkbHoiVy2ai0yvOJnnqiW5dpP3mw/7ew2l9XSKu/l2n7c3ERtJ0y12L8DGuc4f2G8Jkf45TxPu+BMZzXMLW/hhZffx4P7rLm+q7mGlSLuRSk5ZYnhG+cvFSQHCOoULSgaRggfH+wGV9eK/2GOVp5Gq5oGjL6QAnB5HLhs/TsZwP+W+14Fw3pOOBsWZ8PKvL+1Hx0HdmImJaGrZzcOHdoFeWkBaG0DYk2ugWWGlcppkTYwOirnhVbedFbDqaO9GOzdYbGOXZ9fzVc/Erl72I+XGQNUTcOPBVHBbjgN4mKTp5+daS0tPW7WKFli+KNfPyUsalDqvfld8Lyk2DPjJa+2gcaB0ekEdrbGXF2ARM+jlMwOpSDqR6JKh5FcxTi7tXVyYQ3feuUymqJy1bIwOCFLDM8/fQwvvPy+pd3iLouv2zhy6huKxEIxfrzg14JVaVHhJswrMU+J2q8Wm/4g2rXYpsZyypM7Tf3WK5drdoRfzvN0GnsZVQvslKmUseVX3Dul5PzaP/mk3i62+TQMvt1mGkYIyxID392HraW70FQVDADjHBI4GDgYYPm+lCEkg2OHlsQOLVn4yw8/BADsF75QAVpagZY2HMgq+N/XNIv7hllUG/9elePISorF6mbuqKJOPNi7w9E61t/VkhfKdhHn5AMWtNXOflzulslCJJCC9pHyOnl4sUZFFQl//BunA7XU+Fl0vKTYM2Of3M0+wiKMPlHQ7xTJNdNCKZkdSsEpzZNR6dDwIe5qjaI5FrH4xRskM6rjxsApC0OlOHGoBw/u6/RsGXOz8Ij6hiIx/OoTD1hOrSqFH2uu07gMm+9oMWEepNX2XvPnLNZ25nnv4tg8rtU4eM6PH76977oZHILov6K+4aUgmF9x/9LQuDAl52s/mXKc32vt222mYYQwADBNRURmSKkMGgDOJHAGaGD6Ig8GMIbWmIKoLOmrPucA1xy/1zQOrunv4K8UgQk1C6wuA6vL6AbgdTlNMyUnkmNYl+NASxsevDQBNLfiX/BlXE9yJHgEyWgzdu/ejeO7I0A2g+EbSwUTzWxiMy+U7RgTz/W5VWQEO7uJOf+d2U1ouhUcAdwFUjUsEnaKBTE+emA33rux6Ln+vNt9lWo18zuxOfnXvjU6iwsjswVW0agi4fSxPiytpwrE2cG+HZicF5/G7O9pEwarGpkdHj2w2xL0WewzO7XR/u42KLJUYEF9/uljAJD3T15YSSKqpNHf1YL2pih+7pBqzkzPjiZhFoZyKPas/VrG3Cw8Tn2jGiIY8Ff10mlR1zgPle9oMWEepEU6jJkUDEqZs/xsasrdAAUVoFvseTqtKd888xiO7OnASC5DkBk//dfpc4j6hpeCYH6NSk5um2vJjKPQD5PbVUMJYdx3APLiHJaXNpBOZ8C4BolzyNAggUPmHBLnyHIgKuuBZNA0cA1Q0xnd0VtikBUFjOmimYFhI5VFRuPgmp4eSmL66wxxzMBz1mfd6qxI0EWzIaxLJMqz2KVmsUvdADIAkgCGrgEA/rH9j2cBvP+nAIBPKzH8CY9YfKBXpTha/2YMuHl/zjrdDrS06d+3tgNNLY6716HRWZw55S7uLKm4uguDA90Sr5uJFxFwXig2+fldWJyi+I0gRkVmyGQ1i+tJOdUI/Vp9jM/70H1dOLavE7LECiz/IkST+4lDPbi7lrSUgJYY8undThzs8XdsycUFRL54Yj+ee/KQY1lm0X07tdHvfOk4/vzNMUv+VcaAw/078r75yxvp/EKUymqYTWzis4d7cG1G3A/NfP7hfb4r8rnh9Vn7sYy5bYRq6VcKeK8C9+aVGYtgMC/qMUWCIrF8UKoiMRxyKDJSDubAH1XT+4nEGE4f7bMEN1UzqCts1nCDUucsP21XTjtX05LutKa8d2MRL3z5BC6Nz+PbfzuSz1blZ51z+xxuJ25Bug8d29eJy1OFRoOTh7oxOr3s6CNci9SKIhpLCG9tgjEJ/TtbsZHKYm0rg/VkBtxkjpIYQ7y9GYhFAAAcHLeXNpDkWXDOoWgcTRJDT2sMTONgmopWRUEmk0VW1SDLErKqhlQ6CxkcjOcCh5gEFQBnDNGIgnhUAXIW6LwayFmbOdegZjVomgaZ8bxo5pr+ewae+39pRLIp9CCFHtUW9PPRCPCR8+tONLXgz1QFSzyaF8+rchxba3Hc/P409u/vz4nnNt33ubkNaGqGCmYZqIosQdW0vFuHl8TrwHYmC3umDj87eS+Tn9vCYkTeez3eSmZUfZNi+ncp1ppSrT5On9cIZPCLLDG8+JWTuDQ2j7dGZwHohT7Mabv8HFtOLqwJ3S2iERnv3Vj09ZlFbTQ6ncDz//ebmF+xBpYpEsOzJ/a7HqvLkuSaIxXQLddO7iWlUsqz9mKBdBO7tQwm9VoFzm1DkspqSJn+ndU4bsyt5tNTBoHbvbxxZQafvK8LL37lpKcg4CARurbkshHVEqeTMlG+azN+2q6cdq6mJb3Y+Hz8cK/FiOBnM+r2OYrFegS1YTpz6iB+ODxlcY9ojSt47vShvHFrYm4lNx71OZOyRtSKz/8ykNwE29pA8+YGlqYXcX18GlJqC3E1jTZksFNR0RLbbpaNVBZbaVW3WjGGDBiyKkMri6C1WRfLDEAUQMQQzZoKTd4uCs7AIYPnrc47IgriERnQNEDLdVCJAVwGuAamAYqkAZKsC2XD+mx8b0hgBpObBtffT+jCYft3ibCtDewGICzW+cZPgTdEL5KgxZvxP2XkghR1Zov0mhRHYiQG7GQ42BVFTJGQtO0gjUwW5ezkvUx+ouN6xoD7drW5Hm8VW6wNSpl8SrX6VGKylyWGx4/04vEj1sXMS/5s+z2LKp8ZQV9ePrP5mtN31wv9ybMaFletIhgAMirH1MIaHj/c6yjEBnvbcebU4HY2l5EZTC5ubx4NS3jQ4qaUZ+3FMlZLsevGowd2o6+zGTcX16Fyjogs5dNHXr2dwEc378Kl0r0j66ngyoYDhWPJDOfAyLTVj7VcK7ufdHCH+3dYTmlUTcOrw1MWK3W1cTop+8O/+hDX51aFPqqFp1fFRdMzxwfQ1SrelPu9v0pZ0is5Pt0+x5eeGMThPR348OO7JRcE80JUkfDS154uyBphnJSFcd4x01hC+KOfAok70GJxvDu1gplNjjUeQTrSAnlHE5585AD23N8DFlFgRAddvPwx3vjwNmI8ixaeRrOWQQtP4zNdLTi2MwZsbQLJTWBrExsbW0imVWg2BcXBkN8nMaApGgda4+73mhe36rZg1jTr91zbFspmMcxgEtFSTjfnvgewmVGRSmUsrhsS9AUoKm1fm3MNXNWAMgIIwTVEttaxF4BjrjqDv/4r4K+BxwD8gEm6WGbxvP/z0XfHgA/acHuL4b7Ru2g1LNPpOBY+XsdPR/fgxIP7XC/hafITHNdzAONzy67HW8bx7Vujc64ZPqKK7qvqJ91PqUeAfif7Un3mnPw37fmz7ffsN8d0RJF0f2XBNSOKVLCBEeVvNn7uJdG/eXE6c2rQ1RIeFKU861rnxi0VVeP4N//xkiW1YEbV8i4P5fLO1TnMJTbBgXy+a7/Pyy1w14w9fV05Gw+/6eB+6fh+XLmVQDbX+TUOXKugn7CXecIp3/XyRhrfvTBe4KPqfHoldrsT/f3SegqfeaDw1M5rZpxKua9UcnwWSxv67PEBjNxKQLOtSUFnhYkqUmCbzmrTWEI4uQVkMlhZXkdkeQX7zC4RSYbukXnIH8csLzl8dx2tGxvQIGFLUpBkEWyyCFJKF9C7F4g3AbE4EI3j0tUFvP7hbTAOSIxD5hoiXEWcZ9GipdHMM2jW0uiVOE5174CU3AS2NoDM9nECB8dGKpsfLC0xBcyPBDWsv3bRbPpekYAUY9B0kzJknhPDEgNkKS+usyqwybN6MCHnAJj+uUyWaAkcCtMHActf22SFLhGFa+hUt9CJLSALIDULvDMGALgPwP8oetEf/TkQiVpdM1rbtn2dW9pxck3DVHoBSyYf6S0ljoyq5Y9RRcf1nANXp5ddRaVTUnmzj3BUkRBRJLx8cdKXNbvUidTPZB+0pd0pf7Y9AO6bZx7DezcWhTmm7daMjKrh1UuT+WNEew5OienHwllVy4txUQYIc5YHr9Y7J0t40JTyrGvt51sqwxMLGJkurOJXDCk35yQz7nPM1OI6pnJWfCPf9Ys+fEC9umYAyGdGcXofszizB9CWE6egahx/+ncjRYuhlBMYZi+3bi8aJZonnPJdG9g/k9/TKydXqK9+Z6hgzhHNYdXcPFZyfBb7HJMLa0LDTFtTBN8881jo54hq0FhCOK17kW2kslarLQCNc2ymsuhssQpho4tI0NCipdGCNHYCiE1vIrExh46WWP5vHt1IoW1jpeC9kyyCLRZBUlKwyaKYVKPYt2Mf9n+iRxfRsgJIDKrK8edvXMVMch0asmhTVQwoCn7poW5dNOcsz3krdDpd+BkZA5isW4QdiIBjY2kjb72WGEM8ImFPZ5MuYnOCObmZxFYGkLkuMCRwcDAoigxFAjRVhcI1SLJkddswuXNspVVspVVTarpc0GDu/cB5Po2d8TNWhvsGMmlg+a7+JeABAP9a8PPN70Ww8nIzOrt34R+zKO5LZLCM7aIqyUgTHpIy4Ooy7mgRPVOHFEM0Gik43rJPeMaid2N+FRlVw8sXJ327KpQ6kfqZ7J0Wlu9eGIMiSSVV9Tt1tA+Dve2WtnAKgBOlw7NbMzgHrs2sOOa/5Rw4fbQX+3a1FlwvmVGhSAz7drXmszzYxUGpGT2CpNRnXWvXh1IzBBTLjy5Cyx1+Gc/Q62tGpxOOY010/27uEGYYA47tFY8r0QZTloBURkNW00/iju3tyPsXA95Ocoz7/fGVGSysFIrNiKlgT7nBtvaTF3vRKNEcJksMv/GLR/Fv/9/3hAGx9s/k9/RK+PdZLZ+r3e3ejPur5uaxUuOz2Od4oLcdEVvGHEDXQe/dWAy1y0K1aCwh/Ov/C5BJY27kJv79j96DnE6hiafRxDNolzT8ykN9QEdEtxyntoBkElEtAm05BUmz5shb3UpjPZlBazyCo3s7wQB0tMTQGo9gPZnJC8yIIgGZDOI8Axj9MANEr64CCy3W99xI4cHZFRzNzTBZJiOdjGLh4zR6e3cCHTtNVugmQIkgX8dW07ZFbDajf4atDYvrhv61AZZOY09Xi9jyLAFAzveZRbCe3rQIe4kx9HY0oykXTJh3x9A0gKuAmnPZyIlpWeaQWTb30Vn+NREJyKjQ83Ww7dR1TTEFEcUk4u1+zpruspHJqoBmFddGDuhSaOYZNKdWgFsr6ABwWvRHF4BftP1oU46j6c87clk29FzQcoteefBkSxuw3AZcu63/+0gbvv/zBaTS2dymQcerX5oxkRoLtL1UrtNrvE72TgvL99++bimI4aeq32Bvu2Xyvzg278vqM7mwZsn2YG4vp2s+9WC/5b2Mzz8xtwpV0yAxhvduLLqK8jCI4bD71ZnxKrTsYnN/d5twkfZC2uE1vR1N6G5vwge5yoeW12Q1vHllRuibKrr/h+7rEgbufmpgJ47t7cBcYhNMkDXCjGiDaSajavjg5hIujc3nTxuc4hREbkFOIr2zJZoX5qXECpiFtrnyo93VAXCewyTGcrEswktYTqf8Bv055b/2Uya83saZE26f4/hgN3a2CSpRZp0rUTYaZQvhs2fP7oKuGzYB/N25c+eKRwvVCsaAaAyPfHIQnR/eLZj0Bp49sS0sc+zUOH7//CVMTN8FSycR17Jo4hk0abqA3iGpiO7dg8HOCFgyiSP7NjE/v4SNlXV0yCqkTAoTsysFYrI5Vtj0dku1wlUo2S2odxbAtQ0sb6SwkcqiJaZYLNHCzxmLb7tttO0AdvVu/zsSBZMYWsHQavZDVlV9A5ATzc2bG1gdvYXsxjri2RSakUU8KluCCcEYIMv6V05Am4mAY8FufY7KaIrISKxt6UGEXMsHE0pMRkSSdVGtadvXAHKTKQeTJESiMlQOqJxDkiQwRc65QpuzcDgHEKo58V5OARUAaFaTwOKc/uWBXwXwRbB8gKCRA3r/+x8As905V45Wi7DOf8XiUDl8W3a8TvZOEcZerCteLc9+rT6l5L+1X9Nws3jl0mSBD/PM0oaliqPXTBxB5B6tJ4JIOSgSm4f3dODonh348FaiQPQVOxiKKhI4R0Fu6H/1Dx8EAIzeFlcsfGt0Dkvrlyxjxun+j+3rFBai+WVTCfpiFCtXDuif9ZVLk9ti2iFOwfihF0v1Lzy0x5eF2YwflxDA2d3KKSsMUJhCy2/Qn2j8i1yhZIlZXN8aDVlieP7zx/Diy+9bNjFhyuNbazwL4bNnz/4rAP89gH907ty5pdzPPg3g/wPQlfuzn549e/YXzp07txH0jQbC1Z8D6TTkWAwvPN6Bj+ajmFpOY29fFx4+tAcy16AXTd7GbFF75dJkQa48BmBg5yEMnj4IQDeo9pl+r2ZV/OgvhnDr9h1I6RR2yCoO74zh06f3Q0ttYfLmAhJLK+iJAVJsC0urtxFV02jSMnp+45yVdHQ6YbE0my3RBhwwieUkOlq2/Au8SCRvcZZaWvHw44/g47Us5rY44jvb0dfXASZJwgos8QAAIABJREFU26LSENDpZM4KvWmxQrPkJvZ0ocD6vJHKApKMDOe6Kwf0DUJ723bqOhGca9hMppFOZxCTGZpkBlbgD823lS1j4FxPRadxgEkyZEUC1zg2M2rO/zn/p2iJyohITCie7QGEpWaOlcHRoSXRYa5AeOVj4EqRFyoK1FgLzqZlrLJtt43NpSbc/o9Xcd/9fYXp61rbdL9pD9gXFtmHdcWr5dlvgIposTMqqH1vaALPHB/AM48BUwtrrtZukdAxH6EW+3wGXiyftRDK5QQ5FntduSkHjbYUPYNrt5fx9S88jC+cQD4I8YkjfZAYMLW4ho8X1/HjKzMF961IDEf3dgKcF/iqGsLq2N4Oi6gysJevVTWON6/MFGYcyY0Bc/+LKBI6WqLQNF5UWBlte/OOt6C/j24l8I3zukB3ilOYWlzD40d6PYlrWd6eofyOu2JCWw8n0X3xo8p2lg8AFv/nrKYhZguYjcgSTh/txVMP9hek8Hv2xH6M3l7OCza3oD8nNzSzKxSgb+R/8O4NjNxKhOK0pxxKHecnDvbg2N7OokaDRsWPRfhLALghgnP8LoBOAP8BQA/0Og7/EsDvB3aHQTJ+BVjRK6DIAD6V+8IStkWIEgGiMf0rpv9fjsZwMhpD+64tSOOzWOcyUkwPnEM0isHOqC7ApEJpJCsyfufXniwQCADwW+cv4ertVqQyTfkFHp/6jF5oIp1FqwJ8orcZ/+TBbvw/f/NzyEoScZ5Bs5ZBm6SiaXcv9u9QgOQWtOQWfjZyC6n1DShqxlEsFyWT0b/WVgHown5/7gvrAD52eJ0sF1qh401AvAksGkMrk9CaN/NwNGWzeG9oHHcS64hmk2hjWextYjhwf3tORG/owtq0GHBw3E5s2nybZXS0xvXBHS8MLszngVazYNCgcI4mMOxqjyKzugU1q0KCbpGOSPpRHOdAWlXBVRUyAxRZBpN01w1V49jkqiWA0BDQ4BypdNZSQIUxjghjeX/ocgIIkc0iml3B/aLfvXUZeMvhdZGoXhQlHzTYJvhqhdzajhd+oR+XF3ZibFVFmjOLPzMgXjzTWc0xbY6dsivc2Yp0RBQJXa0xPP/0MTx6YLfjIiESDkbhBbMYLmYlKWb5rEW521Kv6fV1Xqy9TkJrYHdbPjBSmN4uo2JqYQ3PnT5YEIT4+JFeXBybx8Wx+YLjb6P8s3F/Rt8AQ95l6N8+dwI/nVjAn785VpCBIplRMTG3ki83PzJdWBlLd+3ZgTOnDloKHswtb+Fbr172XNzFi0UV0ONUzPlfndIKOrW36P0M/I47N6Edz1nynz0+gBsLqxgancNsYhPnL4zng4GzKs9fJ5KbC8wFhX7zmYeF7TY5v1ZQvdSva8MLXz6B714Yw/ffvp4f26msvvm5NDYPSWJ1eZpTztxSr8G01cKPED4I4K+Mf+RcIp4C8Gfnzp17PvezSwCeQ1iFcCpV/G+yGf1r01psQuPA6sQ8Tq+n8tqMAehqjeEz788Cl6ELDkNER2O5bBLbQvpkTwyIrgLzabx3ew23b86CZxk4U3TryMwKvv7sw5BOMEtn/d7QBMZYB7gpjo8B6O4/hP05S/RPxubx4tT7SEZUSFxDnGfQIWv4nz89iIf7WnI+z1tAKmnygc792/hZcqv0PMOqCmxu6F8ekAH80yZgWUthVZUQb2/D7t0dkHLiGfEmIBrXNxe5wLuJ2wn85+FJaBF1OxsHT6N1M4MmNYW2ZAa7kioGOyIA1/JFU7bzQOtFTTIqQ7MUQ1fPtp90JCKjOaaAA7gxv6ovIhLAOIfCgfu7miFpGjY3ktjIpvSKhIxDgl6dUMtNuBy5gD9mlO5mYLKMqJGSz+QbrN+Ulnfj4FxDOp0F55qeeSTIAMLEHf3Lw3P5dO6Lx5vwX2UVrLJc8RQphmS0CcdH7gA324DWdmTiLfg/fjSKhYyCVSmODyYX8cPhKbz0taeFYriUCdm82L1zdQ4jNn/FueUt/LsfvId4VLYswMVKDMdNR6lerSTFLJ/l5m0uxeJT6jVFr7tyK4Hffe0yPmey1nmx9jpZ7s0VJEXp7UpNC3fm1EFLO/3KZx8o8Pc2xNpAd5vQ+j80OocD3e24arJAGkRkyZJCT2IMyxvpfL/zm9FAhMh11pz/1U24mtvF6RrmfuN33Dn53+7b1YrPHu7JF+QZn1uxtG0qq1msv8mMijhkfPGzB/JZNfxe1+8RviwxKJJUEESZzKj49usjWN5Ihy4mwAvlzi33ij90JfAjhHcCWDD9+4nc/18x/ewt6O4T4eShR3Wxl05tf6WSuf+ngEzKUQgurm5heSNtmbgkxjDQ3bbtVpxJ618bxY/C2mZX8Nzdlfz7pZiCFFPQ/MYkPjnYj+6VNGZvqJgY34FHlCg+UuexqkomS3QMD3TF9ftl1sVKYxI2WQxbHBjJtuDhgYPe2ofzXFuYBbNJJKfsQjq5LaizWee3BYT+zQxAZ0sMnQCAZFE/26alDXx2fXuDkmUyNnMZOZbkZsywCD6SY2CH9uNnUwlMb24hI2uQWvSAOoVzKFxDjGfx2e52fKI7jtatDbSaXDrurm7mRS2gVwLMcGApxbGrtQkSFGykpQKf747WGDJZDevIgGt6YjoJGhQG7G6N6qLQ4r6h5twutj+fpmrQONe9pXMBhJwxxKPbAYScAxupDDRNy1udZQmIySyXvs4WXFhOAZXkFnoA9MDUn7cA/PV2+cEIgP/T9BoNwAaLIfn1/4Torq6ci0arxSKdDybc1wa0cCC1CcSbrZsEAarG8e3XR4R+n1mNW6oa2RcJu3BQJIa+zmb8wT9/Aj+fuuNZlBdbqMtJ0l+qxafUa4pel1E1vPHRDN69Np+/ttdiAHahpXGOb71y2ZLezo6mcWRd/DeLHX87+YYmMyo+/PguRm4lCoItDWYTm3hrdFZo+Tx9tNditQwio4GZmCLhYN8OjEwnLIUOzPlfi1UCtOYun0VG5Zb3H+zdUdCWXoWQfQPCmB6PMbmwhtnEJq7cXAIYw5WbS8I83fZ2isgSnjtdfB0KKqWZqM9GZAlL6ylLie5yiwv5TYtXDmEtpX0v4EcILwHYZfr3U9DXvXdMP+MAilSKqCFHPuX+e851a7Ahjk1fV356HT+5HUeUZxHXsojzDGI8i708it5oTBfAPkRHe3MUkin1T4xn0cxU9KrrGB76GRIbaWgax5rE0NEcxTMMWN7SfyZJDJ2I4vh7t4HLDIjE8NRGFurGHaxrMlKSLqo1JYpHtpqBiYzFQo1o7v+KYhUfRpBdrPgjLLBcDXRCzqQKLM7q1ib+8o0rSKysIJJNoW0ji/4k8MT+DkiGNdrtkWBbRPOcO4QhQhWuop2raEcSMOaHNIDLC9i/nsL9Ts+DSejNaECmSxdnXbvzFui//8lNfMw3AK67NUi5Utb7O+J49tG9aN7awuz715FcXUNMTaENGbRoaSTWU9uluhnTjbxMgRyV0dTWAi/heMtrW1haS+q+4dCvLUMDZAWRiF6JkGl65cNsVncPkQHIuYzQ9kqE+WdrNsM5iWVRNcISkAC08RSwngLWi1ugt18oWdw0RMGC11dV7F2cRbOpxHeKKY4C2rxIyBLDN888hq9+ZyhvwZpZ2sDv/KdhYeo2J4ot1OVYtEq1+JR6zWKlwY1rG5XfjHaLKZJQnNiF1vkL40X9WNOqhm+9ehnH9nY6Cn77+4oyj4gsvnoSHWdXJOPeRCcFTz3Yn7+W4etarDiMGbe2jedyi4/PrlhFcK5d7Xm2nVL6mbPI3F1PYXQ6kc9VfsRnxUPRSYRTkSC9VPIyGENREQz4s+gGdYQvGqcdLVHM2zInlCMkRRtXc874oC3O1SwA0mj4EcKjAP6bs2fP/mvosuNLAIbPnTu3avqbAQDewufDCGO6e4MguKhZ24mfTUUKJsyj//AR4FCPLhwyaZuVuVBQG1+7O5KILmWxsboGWc3q4rZFv25iI50XyKrGsbyZxsMDO8G6GVY302hvjmJ3e5NuieYcSCfRrwCHYyldQGdzYjkaxeF5DiyMiD+vJOXdOLRIDB+vpDG3pWHXzh04sG835Hh8WzSbfKbVSAzf+N7PxJarFmuqm+GxebyUWUWyqd/SbpGTj+iTj6blA+3UrS2MTMxgbm4J+1olDHbG8Opbo1hZ1kV0K8uiOSIjpqYRVdOIMA7OeYGVHkBBLmfLY+YaFueXsCtSmG7ts5vruG+r0L1jT7IFuJaAFI3iiYF2zG+14W4GSMlR/P3NNWzxXCI3BihMwsG+dhzpbUP/zmYwNesYTGi2pMeiCpgkIcsNAat/nh2t1gBCBlt+joIqhPbgQXW7EmG+XUz+yib3E7OAzqjAZiqTv6ZRgTAqMyiSboFWVRXclsauJDQNWFvRvxw4BODf2X6WhpTPvmG4bxj/3oo04cT8FvDeItDajtHFFFKLi2BaBGBy3m/Qj0Wo2EJdjkVLZPFJZlS8eWXG1cJU6jWLHa+ncn60r1yaxGxiM+9T3d/VIkzEb4ip8VyWnJmlTSgeUqOlfT4Hr/7exYgo+smOyD3m0QO7C0SOyNfVqY3tzySqSOjvasGpo31QNQ0/ePeGRVQrEsMXP3sAZ04ddEzpB8DZbYZzy17XvpG1PxuJsXyJY8A5E42R39duVXd6pjIDmmJKgYuSH1EexBG+lxMKoFBIurWTvb8L0+Jltn8fhMXZTD1Uj6zXjDp+hPAfAngVwDT0Wl/NAL5u/PLs2bMygFOwWojvGZxStRiRsscHuyEbgrG1+A5NAvDUf613mhtzyxjsiuPTe9vxo3fG8NcLY3nLc4xnEedZ7Gjdic/u70BP3qUj9/+sPvIkBhwf7MHi6hZWN9Noa9Kl0vW5FatwNqNpeqDd1haGJ+bzVugViWGpJYrjgz2FrwFwZ2ULT00u4TNcQpJFkJIUqKtRTL06gwfu684JZ91f+u7oArq2lpDMuXQkmYJUBtu7cEkC4s1Qo034xo/MkzHQ18kwqw4g2WxLXXRyPyISw/6uJvztT8YwffsulHQS7bKKQ10xnBrYgYuXxhHJptCkZfR0dzyT/z7Ks1hPZrC8kSoooLKnqwXzy1vIauZFSsKerlzO53QaUjqNPgB9DJi+s4GHt6z+5ACwb7kVe6SWbWciWd4OJNy5bYFGNJovg93EGX5+8ToWljeAbBZNEkd/WxQHDu/UhXM+H7S1GmFevAqCNV0RCujt7xVZhaRq4KoKybSwqqoGTWOIRmRIsozNtKoXE2R6ACGD7s6RymbBOSDlCqbIDIgqDIyjMK1diUShYae2iZ3apvgPXr+Y//ZT0KN6ASDJlHzWjZbzfwv0d9sCCgXp61paAVlxXajLsWiJLD6MAUNX55DJiS/D73VyYc2y0JRagMNs9Ru6OleQXknVeEEE/mxisyARv2EdG51OWASe1zXQj2VOaBnLCU1RFUEDxvTj8UxWA2O6mPvxldn8a43iL6JCGn59Xd2eyfkL4wVuImqusMZ7NxaFpwKXxubx2vCUUKwOTyzg2sxKXpxmVC1fdMYewGn3+d3VHsc/eKjf9STCS2Ce8X6/+sQDOHPqoLBSZLWxj9N0VoMiM4tYVWSGRw/sBuAc4BhTJBwVnFiMz64UbZMgXRfc+lQYBGgtAoWDwrMQPnfu3A/Pnj37LwH8i9yPzp87d+67pj/5RehuEX8T4P2FBnMnnJhbxdDoLGaWNnD+wnjJD1y0oPYODmDug0SB5fkXH89Znu2oqu7bnE5BSqXQk05hV3ILf/ZfLmNhcRlSJo3WZQ33r3P80qf6IBlW63RSfy10/2e7FTqxkcbi6hZ6djQVXHJ1Mw1oKpqhojlXKIRlAe16BtictfztZ1a2IG/csQQucFnBo9emgOWf5t01JhMpdI3dxidUPSNHKq0guxVBB2RdPBtfGVj8zR47tleYkWN2xTliW+IamngG/+xT+/CFT/Xm3Dk2geQWpFQSDz+0hctXbyJxdwX9zRKO7IpDSufcOGyWlpaYYnHXABzyRKsqsLGufzkgA/jlZmCZp7CZyqI5pqCjRQVbvqMXUGnvArr79e8jkZwlNyd+84VNVN3KrGZ0H263aoRFBDQD0NrBcXc9ZXX94HpZ7Z62OFoUCU2aivXNFLKZDGKSnjJwM6NCygX8MWy/TtOYntZJNrlxCN1GeC6I0EjTpwcTqqqaK+1dXgGVOM8irq6jW10H5u4CcxMeX9hsK99dmIVDbmnDydY2nDzUBrQ265/F5U7NVigjt7G+aEtQNc3i02j2e7XPO16saKIF06k0+OE9HZhZKhSWosXdEI4pm8DTOArGhwg/R7xOlrFvnnkMLw2NW7IFGBjV2549sR9vjcxajvpTWQ2zic188RfA2R/Tq68r4GzZdDvidrruW6OzjmLVbwCnQVbjmFvewvffuVEQWGZ+vdHeI7eWkFbFzzGqSDi2txNfefJQPm83oLcjAIswq1V6wZeGxrGVssayZLJaflPn1E6ikyNV43j7avHD71JcF9zaR9SnwpLSsdxgvlriq6DGuXPn/gTAnzj87m+AXNxTWJmf0RdWJZJzgYgAEYGvrANGJwSAv3znuiURvyjauhR8H3/IMiA36wt0juGxefyXjQ4kI235M/Q4l9F74BFrh1SzQDqFoQtX8Z8XriGWt0BnEOdZtLXvRs/+TlNgof7/tpYUJGnVMnlKEkN7c6FLye72JnS2RPPWZkli6GyW0RPlmL95O+/qoW2m8YmNlYIoantktSYpeHTsJrD6s1xGjriekaMlDqRXgYlFIBrDC7/Qhw9m2jB0fQlvjC9hk8vghtsEk5BWmtB34D6gr3CAKgA+8w8EbW0EE5oCB1s3NvD6994BUql8arsdsopPP7BH32wYwYSqtxRK+QBCs6U6mdS/UJjiyZVIRBfNLW26FTrWpPd7STaJX75tDVazuohOp7bzQG9tQtu6C85NvtyMIQsgqTG0RGOQALTn+t96KoOFxCY0WbBgco5drTF0NUdc3DiM703nvJoGMJbLAa1A1YAsB5gs6S4a2xfQ/6eJfaA510xuHCViWOYx7/01jOkBg3nRvG1t1ppb8aORu5hY41jiEbREm/GJzg588sEBTK5k8eMr1o2l2e/Vz0KjahyXxubx7ddHsLSeyluYzcfuzxwfQFfrdi7fHw5PChd70eLuFhzmJIJliUHLVSw0ckOfvzBeVrVEUbYAwBr8NjnvXK2wWDq4IPwxi83xoupqkwtrjhuSUgI4zYjay/x6w7/+fzj3Y8wLSjkDwKkj2+3rJswA/wWBzPfp1W3B/rpvnL+Ej24uwa7j06bqam7tJMqJPZsoPIWKR3LpNz24z7jdq5/2KZb9xSm49IkjvZ7azyv1HMzXWCWWRy8Da8uCXzCTMI6avgT/VqKYvT6NWHIdYArSTIbGJGG0dSmdK4hgAc8dUlaAJgV79u/F0vuLBVbof3RCbIXerWq48N13MTW9CJZJo03WcGRXE57+xYNQ0ylM/P/cvXeUK/l93fn5VUJqdM79+uU8gZPevDeBQaTCmpLFGYkWoyydlWXttnS4llZaWtpVOpJI2Suvz1JS27IsUzZJkSuLSRSVGDQzHM5w5k2eeblffp0Tuhux0m//qCqgABTQQHfPcOTvOXivARSAQlXhV7fu737vvb7A4lKGkaTKvm6DE/2DzMytsrG2Qa8B/R0xnru8UGahFSHQVVFnraQKyt69QcWEw7DuwOpy3XpVbUfgbqBjdo0Dqx7ANkXF/9lIJrh/FliJ1zQS1vxtxLx9H7CXsTiOHuP0vMnlOQfbNXgmtpuSWp1utf/OmouOIPZ6M/u62sc3aSZsWr4ntMyut55KCN58dsy3sOvqodQxzJPnlyg5EikUJJKYqvDOO0bZkJLVtTz9SZWxtM7M1TlubiySdE2Sfvpi+W0VBSOmIzWNXAlKNsR0nVSy2vu5rsoJgV6zoNYQPPt/e1SyB4IDxttnnouWg+NKXHzdcyiJUMFzLqh24Nh+A6Fn9bHhu8lUA1sFeKR2+RngDLiKyv+Cwbqvf/bSCCt/rytxskqM3MsuJI6WGWlHMzh9ebGqk/1XP/tsVUwuNJ92v7qwwcxKrk4LakQ0yjmuxHbdyACW4DVRCXA/cmofuh+h+8Vnr/Kxz7+I5bhl9vbjHz7VFAy3yrYGzW/Be7UCcl9vPWb4ouOtx0c4eWiozKSGddtCeOlqtT7IQV1fzLJ3MM2R0a6GwSLtSBvCUerh7/rClUWWN6LHIk0RVdu3GTMIbIk1bCbvuG28p+pYqWU/XV/eE3Vshvd7s+0ULBe89xefuRq53HsfOMChka4tn7u3wqpu5v4SlaB5dWGDqwsb5XS/nZAvRDp1aAo3l7J85+L8m1ov3BAIT0xM7Pb/nJ6cnHRC9zetycnJG9tes9ejLLPBE9KTF1gt+AwDJ5ZzFAuz2P7lpSMUTKH6Nw2yOpf/eoXDewYbg2st9HcNG73dZoFmA33UFEnbIQeqwm/9+IORkgRvsJKUrI6qq9ldoaaOZ85N84mbzyEoEZN2+ZbwnThi0qZDuAwmBKVcHtU2y1ppV8LSRjFSshFVYXcOQzoY0qFbmNw1EEe5eaW1DSo8Zw6vqdDgq6/OcWPdJicVTEXnNlRPKx3IN2yNG9fnELbF1GKeA8FVd0dnnX68an/sjxg4Xcdj4mvt6+rs7CIAtusioS6VMK6r9HbESMX1aFDsyoqcAtgFnGKVrFWdbFh8Zb78vrNCsBHXGRzo5rqiMqekKQidIjqOD0aHulPsvWecr75wnSUzj3Qc4q5kWNN4+8FelCDe25epVAy7hR/hHR3j3bDCchHXpVgyWbcKCKU61lv1NcwCwHVxhUBVFJ81r/F/Lv9WZSXzVnqJh7btVNnabbeBUHEduinQ7UazcOX6+tfh65W7rlA5pMQZEjGyWpwzsRTvcjTuxWBdrW4szFpxXnjxIlO3Ngjc5xq5MEA18wfVACVqeUXAsbEeoD4BLphGf+r8HK+GEuAsx+WV6ys8fWGOh4+N1L1ns2plLGu0TK1bw2994P4d17pGMX4r2RInD3lj/Wa67XBJ4LEzM3zn4jxHxrr56CN3cW2xPmGxFc/hmKY01T97zhnRF4Lj/R1V27cZESMlW2INm8k7XrmxwjMX53nw6HDk9u1OGZHfW1NES97MYTePZiEpcV3l0EhXpHShVVnCVljVzdxfGv2Wg+d3Sr4QZblnOS7ffG2Gp7ZJEL7e1YwRvob3WzsGXAzd36zkJu/73avBUQ8oWKbPlvm+v05jD9yoGu1N0Z+Os7he9PwvpUtCuiR8Fb6woXTtCsgo9rm2hM80t8BGB39rXqJdeZq7Bkg3G+gbTbtsJ+QgqChbo7ofmRBMLRVYdnWkVg9qDE3h4aPD3HfbKJdm1/jME5cqB52UxKXNPz+8hx+9d1e9K0fE/YFkiY6lAtmNXEWakTIY7ErWfXbD8p05MIssrhUwlpbY16Q7XVUEycdeZbVk0+XCjKrzlVicu4+MMj7ShxKPl903/suTV5laLrLuqHzLMPjGSB//+v2nPMcOVfP2byLp3UJVNbjuidhfvovJ82dv8J++8gKKXiIhLZLSJO7aJAoWnUWbcUfjB472eyC05Es5LKvqswRwbFcPmVxFuywlTM2tlae9XSnJFi2GLZMx3SZbLJRBs64p7OlJ09Nhk3lpgcH5NfrDmuqSIDNdore/G7r7IDbmsfKqWqOD9tlZx9dB25Z38Vp248hFA2jV82DOW7CubN6Y19cRoy9pNGacAw9o/76UEsuyfQcTgSsEtq+MlnjfP6b70e1l0w7vWcdxsWwHIQPQLH0P6q3LN3Tp0Ofk6CPntTVvNqkwDz8HFITGRsh5I6vGWBMV4FzUE/xAXEe9cq7cWHh6OrdJqIPCI/fv5aSvwbwyv87ewTTISgLc42dn6uOEgd//m9d44Mhw230Xm41lrXoTh50TdqpaYfyCsfXy3HpdylpUBVHVykkRqV+u7W+xbYdvvjbNas6sksgEFyZRdWC4sy4qGWCoK8EnfurhqtdtxrhvRXLSTLYgpRfP/eDR4cjtu5IteU2SNbMbfek4v/G+E1UgNbj4mZpbx/FnOQ4Od0U2UIYr3oA8alfqsBVJzmYXOq34PO+EfKHe23qu5QCa73Y1A6z/DW88Wqu5/4+33nJ/NIDADQFj/+Qa3Lf9/00TbP950ySnLVMSNqqw61K/FEWwlje5tZxjtDe1See0rADyCNuuTUtRfHbZ8MCxpqPqBh+7U+fCcJxb6yYjg90c3zfEKy+cYeH6NLoDEpWSKTl7a5Xf+/JL5dz37RykzeyfwiejZlewlu0y3t9RXo+q5YQAI87YnlHP+zeiqvbvbm//PvAInL40x/WZZQ70xLh7LI1imTjFIuevzrGwkGEsrXGwN+Y3ExYjnTnAaxR0GzBfUnr7PhnTyBdtHN+DOOaYkDc599IGc1MVN46ltQLj15cYDd4vB+qaYOm/vuwx3opaZ12HEcPVDD719A0ur3qpfE+pOn/V18WvfehBjGTCW07VwIhxYR1u0IE0OiK3V1xR6bk9QjsehKX4TLMoFugpFejx2eYXzt3k4tJMyJHDY/QLpl0HmsOsc65k12lGXSkpFEqbNhNGVuB93dEJ/UOeE0cAfoVCuOkut7jOi2emURwbXTokpEXKLZGSFknX9ICoEMQMrQpAb1a5ksXcah7XDVhmt8wya0i64zol6eLaNpoALUgKlG7ZTcNB4OIBaEURxAzvIjFvOTihE3jYxk5XBAKJ67hl5nk7+ueEtEkEDYSN6kvfrLp7CviMMKokGxU7O+9vnllDtQ9xKtXBiUNpfuuvz/HSfJGiD8LiRvR2Xs9bWzpxtjKj1oo38WYn7q00ILXD+LUqaWj2Ho2+74+/40hbxMeJg4Mc29VTdgUJUuY+8VMP1yVIbsbKb0VycmC4E11TmrLj0EAmYLt0pQwyueoZ4dWr584UAAAgAElEQVRskZ//5LfrrPMaXfw0AuN37e3j0ZP7WrZYizquGjXMtrJ92plFiKqd9CIOX8RtpsN/M1VDIDw5OfmTze7/Y6ymV2dNgiTqNEdS8kkkxQ6vg13D9afdbWLSwcBB33DoyEsObqj8i3ccRHWaAO3tVODDaxbBx9GuhNmVHHa2xPGOGKP6EkpmCvX6Cu/KLFddzVhCxXxa5cXTOjd70/zoW4+ixGI1DYUNmGm1usmw0cD9rXNzrGSfKV8FBwNlrWYRqn+U7Uo2mu3fU0dGOHVkJGLZPCVLJaYrHB1L8bEPvbP+hOA6ZZY5e36av/nblxGWSdz1pBwdqstD+3qIuRaDCYXM6jpzV+eJY3sXWcFnymo3jihQ7bqS9bzpAWHXCTVnVWpxrcDwrSUGwq/dgO/8P8/y8NER78JLVcGI87YNCyu3xIZUK9INofl2dholS2d+6ioMh+LBVc1v5ooGzwDmyDz/PfNitRZTU/g//+lxxsbT9BSL9ETEets3F5nKXcWwPYY6Lm3SWPUuG62WlBWpyFrzZsJxIKuskTU9OYcpNPKKwZLSQREVR9Xp70qw/649FZOHgPkts9Bm5fv48pGS5YWbIAQOAgcFS3j644ShsuR6J0BXeg4jcUNlbCCF8JXRmnQxCyamZRFTBDENhCt9trmE5VqoPmgOXDgUKX3tvMAVFW8OGSg2/N+l8B0rFOE9IaT0gmIATfjP+/rnrQLoDmnS4ZiMOA0SNZ96qmyqqQK/gQf8s77mucJC12ug8y+5EKvon4knWmpsbrfanZLerCEsCiA30lI3AiJRU83BPq6trcQQtyO/a6d3ZbNlo54DqmQpte994uAgvR0x5moCMYI6e2MF03YbMqpv2dPH42er9fmmI6tkA0XL4bUbK3z6iYuR7Hgj/fmjJ/e1pd+tPa6ijiXPzm+4zEa3YoVY6/7SygVUIya73arFSPsG0/+owj/enBKG16m2IkRvpDkqH9xCYKN6cb/UuyZczKm8Jbar8YDjuhXWuVayEdy3fUY6zFAHgNqtBpKuhG+8couljSKOI1FVQX86zrvu3EVvRwxVFWVtM3jTqLp0wDSxF/PMnFPY1ZdqbYMKJaR51rlfN/hnsVmu5IoUXKXcnGYKlcy1dV5+sYt7jox5jPUH7uOZqSX+6GtnWVovYrsSQ1M4EvpRtts42M7+betYUFTPlSOe5M77ukleyNadAB8ITXXNXpznM1/wQKIiXc+qy9c/J1wbMTLKDxwfwLk6z5m1CyghDXRKOKS6O73PdKMHsvV8xeouXLmiVbG8cxwo5BhT4Vis2h4vXKoiuPvqPKw8X3lQ0+tY6KpgFSPGCT3G27stzi0WWHcUpBFj/1gv9x7f7dHjXXUfBcC4K3nVrgEQo1187H33gtVE71z7eBDxbbam64eKxOPy3BpLG0UMaWNIm07X0w70J+Ic6BKIqxeav5Gi4MbiLBpdLMsuzJTGWWcNywVXeL7JqoDbx3uIJzVOX5hFw/uspLTosC26LJe0L5cQQiGVjJOKCOUsiiLLTrS2QUiJKjy9s5dCWM1GVzHTioKKF0CjoCAU4TUKCqWchGi7Ekd6DYOqCNoXww4cUU4cWwPQKpIut0iXW6Qy6RhR3/gGfKNy11VUSkYCmUyT6OlGdKTr7OuqvKCD541Y48+g/SnpRuPHM5fm+fKz9X6/v/WB+/nVzz7LuVurVSC4GRAJ3Bo+++Qlzt5c5dhYNwdHuri2uMGT5+bqmMzXO1hhM/DcyJpvs/ep9aCOYptVRfAz33ec3/n8C5FT/fPrRT7yJ0/yiZ96uI48OTLWzfXF+ou0qAAW25X8+bcvc/bmap18YTNiJur7t3JcRR1Lnp1f15ZmQ4Jz5hefucpL16KbyhUhuH28h0dP7uOkn7y51YrCSEfGujk82sX56Uw57fDIG3CMbrVaBsITExNvnZyc/FYLy/1vk5OT/+/2Vuv1qa0I0aMO0uWNUtNpmnbeP5zu1nYFYQghAP3KxRm+4rpgWOg+Q50qSfbSyYFDQ8QWLHKrGwjbQsfxwg38chzJarbUOhCWbkWPi9cB/8EDMZ6yVuu6nAWgP70IM72AxwydUlRWsrPcyFoUpIKragwtdcFrGsS8hkJV1zmVNjjV2+kB7mKuopOuYYba2b9btXppBZwHA+ZrN1awXYW8MMoXSYqA9G23w5FhDh2WLC111g2sP/ahk94G8+3tMEs4xSJnpmaZnV9BjJd4LnMDw600Ggax3yuWYEh4tlRBuMqegTR7BmCjYDGbyZMvevKEQC890FnTeGhb3i3f3PP4X6Vg0SlU0g7FDZT//lpj9w0jhmrE+NjDvbw6F+dapsSukT7uProL1dAhZuAk0/7JxOTA8Cgn7tqEDXEcP7UvZFUXgGT/vlssMj2zyEZmnT5d0tWnsJybR4YuIhUh6EvHWwJ10nU5f2m6qgHxsO+VG24mPKYo3JrOMmpWJE9FoTOvpIin+zm+bxAULeRqQZ0O2lpa5/rlWQzHJOlapKSJJr3jVvpa5CCQpVEJIRjpSdIR00MhKtWJg4Ebh1anh3Yr4Sfem3nr7DcQCsB2oWjZBGaHwapENQ3uRANhopiFYhZWZjd/QVC6Een5HNzuT3bwI/F5zhccVqROyUgyOjLc8MTd0O/3bLTf72efvFTns6wpgh85ta+hNtdxZZVu+fx0psw6f+DhQ9uOId7J2o6X7emphaogFtuVXF3Y4CN/8iR/+NNvLb/+5OEhbt/dy6vXl+ts0ABuLGb59195mfec2Mt77odrC17joOtKfveLL9Yt35eOs5Y3IxvwokiRzQItor7/b33g/k1nNbcyG9FMkhO2eW3EDLtScmEmw5dPX+PkNqUKURjpwnSGke5E07TDN1O1wwh/c2Ji4jcnJyd/O+rJiYmJHuBPgR/CS6F709VWhOiNrEmGuxOsZkt1zQO19bpOBwjhTWOrGgGZdMbMcFH0IEPktAD29Rzm0EOHeM8D76yI2c/OgmNhSMef4ofb7z0MY+l6htq2PFAWMNSWFdlkqAjYO5jm5nK2inlWVUFPRzXYn1lcZyOzTtqRpAFs0ObWmH3BagGM11re6ZxYK3DNvEnWFZhCxRIa6AbHjQKsLFZ5R2/HJ3QzZiQYMP/0sfP8+bernSlk+Z8WQLXmNVE68VRN6p4O6QN1A1xMUzjw7ntwDgzwq59+iuuZJYRZIl2UHO2P83OPHGZ/qcjU9QWWltcY9u3tFCvkE22VWh6wFOE1y1Q5eATHTa7BNDkeiL7Lv7EMvAYIgavpPH5xmemcQ85VeE6LcbWvkx/7nuOo8UQdqC6D7XgSEtHHS/kENRevsBWjXdAHV28toZglulWHY/1x7n3XwZD3cxSw9h7LZLJlEAwVn9yRnmQ5TCXQRRfN6n3keXRb6CsLENuczR4CVnSbjAsZNcGs6KQkVBwUXARCVTwraFlhgDVcDFw01yYpHAYNSSqle9KOqhCVNob/KADt/10qlijaApUaZtoHxRJwfdlIWMIBwap4TibgpRbKAEBL12ecZdnObstQzzIhs+LdIkoBfqL2wZvA84kqAO2mOliwNIZWLH40K8mIiia6ZCRJmF1YplVp8MQDNWdvrtadR4I0ua3OcG03hngna7N1bQaUL8+tR55Hby5l65oIP/ahk3z6iYt87skpaolhR8pIh4KoJD+Ad945yldOX69KmguqERBtNPY3+v4vXFnclDjZN5SuI9YanYvaab6rbaILfLuDzbaViPmo9XnszEzduahoOdxczpUZ99q0wzdbtQOEp4DfnJiYeAfw4cnJybLT+sTExIPAZ/FkeF/c0TXcwdqKN2QjXdBPf+8xPv3EJW4sZnEaAIed0t+0U5sBvGotUYnz0xnyloOlJTA6YuR7hnF2tThV4jg1cg3vNlIyyWRfYnZxDWGZpBTJnu4Yo/vGvcQzH2CvZEs4NZf2rbPS9ZZ3ByXcH9uoloXE4tw5L2DhtapX3y9U/qWc5VbBIu8qSE1noKOTE4UbcG6u4spRG74SOHw0iTN2XMkzl+b56+frXQSlhGuLGzx4dBhoTasXGfeqqwx1JVje8GQlQQxo0N18ZjZL0fXWdRGYWVM5Kfs4dfsQR26HIw03q9+8GXbfCDty1DpzhG+WuS2v3cWlNcy1DL2upBfABnV2gaWnMw3t8lwJixtFVkqSdHea0aHesisHRoyppSKxqRvsdxRfE60xf22Du46MccfJ/QhN4+BId1uM2t/+wzk+/8RZ4q7lNZi5Jklp8e5DA7xtf08VkJ5dvkJOVYi7nh46SNmr1cY3qkDOcWs5y8xKnnSNBURS0dBUpYqd7ojrDHcnKZiSRCxOd28XIpHwjmlFbRCoIr0LW8f2G4J9N44gjbAJgJa6RcbORwdn+EC22qrOJaWr6IpEF6ALED6o1hSBdCWO7eAQOEIrvv665vASHqvq6ewlQlJmmzXFA7dlhn2rFchwVhYB7z2H/VtkTcNHgKwwylrnnBanW+3n7LrNqvQbC9U4JT3BHW4fLHZ4SYWJZNW48o8poKDddLswUD4w3NlQplD7XVVF8OG3HebpC/MNvZVbiYiO6yoC0dCVo10Ca7PvH5xzT08t8Lknp9g3mAbhve7Jc7NV66EIGsoIorbj2VurPHNpngePVB+VtUTLjaUsj70203Ad260AlJ+5Wd+bEbU/36zHLrQHhO8F/gPw48CLExMT/3xycvJrExMTvwz8JuAAPzc5OTn5OqznjtRWwioagWdFEcyu5utAcKBvCufWv5FTVq2C/WBbPHNpnj/6+7Msb5SYyxT4N196qXW/P1UFNQFUgxQV+JcT9VN3So29V+HcNF/90vO4puk1Gfqs9F2374eRNLVaadc0uTG7TCaTpT+p1TlyKALedecuZlZyrGZL9HTEGrp2KNLhn9w2WLOsgXLjUmsbuoHdnaPp/PFjU1xaKjDoKHSF/KUtoSI1nf2D6dY+w69Gg+z33zXOweHOumN5OydQR8Lpa5nQtNtY68ev69aD6M0s7sxiWf/eqHlwdiVXkV90Jsr705Vwemq+klo4vcT0temyKweAMrvGqY36xEKeeQ5VEXSl4tx/+26U8xUdtGvEuLxSZDrrMDjQzZF9Q34zrQeuD/bFcY04i3ZF0xvXVR65rz6A5mrnBf7sW158s5CSuO+y8c/uHeX4W0YaaKGrQ1VEsYAQAln/LehNxxnrTTVw6fBnYAIw124ZBnR2VZw4Am/lcteWBzKTls3i+Wly2QKaY5HEpkOa6K5dtpArzx0JT4bS1ZUkFYv2hM6VLOZWcmVXjcB9QyGsh/YdOhSB69qohOO8vQZCRQ1JTmob7MJTMyG9s+NUrOw8h46tVdBAiIPHOF6/yf6oBf/sq5W/hYJMpigaSbJqnLcZSUbXHVapNBAW9QR3F5JwQ/HSCjvSXvjN69BA2E41ClPY6491zcak9z10kPH+jjpgG28ARlVF8ImfepiP/MmTDT1yoyKi687hQkQyxbX+wlv9/mEwXRsIIoR3bEU5m6mKwiMn9kZKSm4uZ+u2o2m7/NHfny2HstRuqwCIf+fiPE9fmN92A1uwPo+dmYlseDc0hbHeVN2++R+iWW5ycjIP/MTExMQ3gD8E/mZiYuIscBuez/D7JicnX3l9VnPnaqe6ZT/35FSklcrbjo9UGc5vp7Ziz9Nud68iBKvZUpXf37lbq9uewth0OwvBfUfH2D1+i/PTGdb8AapvrJtjbztJLXqtNFQISnYvxopkbyHBv/vAvRjSKcs1FMtkl3+LbDwM/pYuioBdfak69tmVMLOSYyVborcRmA50tDWWd7PLObpuznJXlIgN6Ihr3Hdxg+vPWSzkbfp60uwd60MJEuwiXDqOphz6FYt123P5cIXnS3twuLPldK1WBqGtxHtWlaJ4UoUG7itNy3VZPXuTz335eTBLxMshKzZJ00HPm6QyLnty8J63jKBYJrNzKyzmHc9hwV//sCsHVAeqRH3ftVyRxYWV8vK14PqGIthIGVXg+l4JHy3Os5SzyUsVW9Pp6k5z/y0bFuMVbXQsxgfHDF4Sa6xalENX7GSaH/onD3q0ZSslJdPnpvmDL55GMYueH7Rr0ak4fOieXYi+WIRLR96/6GgUItRC+cmEsN50MQU4NaCRSRrkSwqJRJquni4WS5JM0eHmaoFsyfUdExT60jH2HxkCGfaDNj1pTqlAKVv0vFaEUvZcMQFd9eKTy8Ewhkp3MsZcJsRGS4kmYKgrjqYpzb2gazTQEs/NwktPDECKQNMUH7R4Th1BE6GQFfCtCj8JcxsNhEgXkdsgkdsoUwvjUct9/mvV98suLxHNgsHjHZ31y2ylL6VBnTg4yJGxbl69vlwGd5bt8h//7gzgTf/XjkmqIsrnnVpgu9lsqqEp/OFPvzXSsxbqZ0Gjzomnpxbq46wVwY89dKCpp3Kj79+MgHrm4nwVaCy7u0SU5bhcWdiIDAjR1OgxY3mjtOk5uxWSbDPM0SjhL1wPHR1ieaNUN0M00p3g0uxaeV3eTMEabbtGTE5O/reJiYk08PvA7cAi8LbJycnFnV65HS+z5J2sa2y/NqsoUNdKlGc7VXsANjN4b9VKpRUge2l2rU6fVbJdpubWXvcpjHZAe21DhSkFF5eKfOT/e6WqoaKlkrIyBVzjFe2YJf74b15mbkEibEgpRXZ3S9573y4Ue3PLuyi5R/j73rt/gH94+WaVfOPyec/Vo9FXuFvCT8hbLOW910hNo6e7g/unXVisB88nVJ3v6SpxcTFPzhFIw2DfUC8n9vR4373Bsb8VV5V2K+o4f+GKFwe8bzDN8O5RLkxnWLAcdM0zwZcSAkOWuKsyss/zPX7siUt8avYiwnfmCNIJnfFd/OAdQ2CW6C8WWS69xvLyGoptesv5TYZxaSHCdnXA4nq1w0YUuFYEnDg4VG5G9JhqA2Xmet331YHf2y2ZmlsjkyvRnYxxcLgL9b//cX0zYdmlozb22+C+0RT7xvp4dTbHQshf9MC76y8aqzd40EwYwTiXWecG7hxtSAoE0JOK0ZPywVUx70kIYnBkWCWTs8mVvNARIUusXStEpxp29mAb3Vy6vuq7cARgWNCZ0Lh9VzcbuRLpmMJASgfLxLTnsfN54o6JoggMQyWZjNMWnyslmY0CmWzBY5prkwfD93FRwNdAeyEqqBW2XEgifmPhriEq7htuyIljq+XYsJ7xbu2UbtQ7bAQsczJdcdyoBdgRQUiqInjkxF7O3lzFDcAeML9W5ONfeJFjY90cGevmQmh8sV3J55++UnZoCIBtu6FOYcuwRgAvsO0Ej50GuGf/QCQwbBcEB+/frJHuj752tmU5FHix2lA/Jjd6D8txt93o3QoR0ixUBDwMNNKT4ukLC1VstwCmV/N85olL7RMsb0C1BYQnJiYU4LeAjwJZ4BXgQeCxiYmJ909OTr6686u4g/Xa85D12Q1NB81vNAv/r+n+3/7zVctUHtvJLPraqyxdVUjFNXJFe0eTWaKu9iJ1ff6yb0S1CtpbbahoqYSoNKLFEv42yfse0Qn+JttFUe8op/nGbZXdo6HQibLlXb21ndIxx4XFc2CZGNJBx4t1TuIw3mWAqrK0USw3EtqOZGmjyMxKrqEuuqHkIxt94lOBj4zBTCK8fBHl7/+izvIuDKBz5xc4mJ2rigu3bJXp6zOwu7OiMd1iRQ20murp9ALz+COjXXz00bu4trDBzaUs32yiaatcjFJ25ijoKn1Hj8C+ofK2eP8dJ8rM0d/VmM2nNPjlHzjufT+zxHNPX+Lrs1O+J7jtW9/Z9Bs9DPV3lcNWFLNU3yjYoFRFcGS0u2Zj2J4rRxNnjqr3AH5ThcXOApmSpKOrg5GeXpRvzDV16Sg/luyArt4qDappu54119wqx8d7+MA/OVQJR5DSl7JUyzSi471rgLRd3UQrgO5UjNnVfJ2W+diunmq4WioyKGBcFMjXNOMqWUFizWY0ANs5Ty99bKyblWKaNVuQ6kgy0NOBCKQcAQB1fYcdx6n8di2zsu4IjJiOm7ewpWwdQ0tJKqYy2hn3wKzj+gC3AfssnTID7TU7K2X9tWW7mI4Lvr90YOmjKwq6Kspss/RfH3hAb6+BcNm7tVGOHkNJdyFSHchUmhVXZ1kaSFfjn2askA+07xHtxLg0LfmlR+/h0vgaf/7ty+Up89qGra00ALZCqDRzddipGO1mjXQr2dZtHqFyHdUoxEMR1bKKWhlJ+bd90/9tP+z9tpudb1shQpol/MX98XtmJV8HlKW/To3e97td7dinjeM1xD0IvIwnhbgY0gg/MzEx8YtvZo1wFZMXTG1vUq7f3LS4VmCgK8HegTSKAFUIfmefylNOhuurRUYHu3jbHQOol15rAKwjHvOTq6Ku+mpTcGBnhO21A8Ft472Ry5+5scp3Ls6/aaYwmjVUPH5mpi35SFCm7VZNx8U0hZ6OWGQH7NRcaLs3sbw7tms/5i21vJ11TaG3I8bPfN9xTh4e4nNPTvGZ6+fRfacOL4jFobN3F7tuH472ig4kH0bMk3y0EPDYSPZRa3kXrsP5LPPmXNVFkKYKTk6v4/79OWZWcizlbXq6Oxgf7kEx/BCOVsJXdINnLi9z9tZq1YAY7tguWg4XZtZQhBcV+52L8zzVRNPWjh6+EXN0aKybe27fW2ZV+46pXDlXqJvpefDtNfpfKT3AV9Y5N9JA1zYbtufMEa6ySwcALmSW6pZxJTVMdaJ80lxcL7BiQmdXB4MD3XzmO9dZsxV6hcb1cxr/5rEn+NfvP4WeTHoR4JrBi9MbTC2X2DvWy4lD+xr+toIG0SfOzqK6Nm8/0Mu9Yx2olgemz03N8OX5c6iUymmEaWnTo3cxkhBloC2BTK4UOQXsSkm+ZFdYZ78E0BdX6QOgCKubZUqHKp6Azh7QDZKKysLUIss5C9uV3iEhPScOFRcNF126jKVUdNfCcEw64xqpmBZA16qSSHIlu3ysVS0X4cDhmCa5bBFRxT5LDE9zUdYwu9J33xCeH7ShqT5wCjw6vHHRsh0vRCVkXacKT86xnQZC1SrBygKsLHjb3r8dBh5q8jrzDxPcYSQ5VVIqYFmNkxUxtMdnIHPAZ6RDMo54dQNhw3VS6r2JwwEdrpQNXR1eb/eNVqOyw/XU+Xk+9NbD0TI3TWG0N9XQR9q0XT7w779GtuhdSL50bZm/PH2Nz/7899WlANau52a9JVHrY2gKDx8d5q3HRvjS6Wt8+/wcm9WbrXGuHUb4JaAHr2HuFyYnJ0sAk5OTH5+YmHgcDyT//sTExPdOTk7+yM6v6g5UEJvqNE9cCcDvwlqBqbk11nImtuOiqQrDPUkevX8fSMmXn73E3Goe23FZX1wmMzPHo/fvazhTWQeqBztRdB370hL3rc9joWIJxQ/oULBE5b4lFFRd53BaeLrUAFS3yNA1uto7Pt5DPCIN7uXry1yYybxppjBOHByMbKhQhJdcZztuW1Mujiv5yJ88WfV+JdtlcS26qSiYqtqsNmMnDgx3ohs6RUuh6FPOcV1lqXOIz9wUHBge4MTRJmBeyhqgHBG+EnT9RwBqHDtSAw2e52R4hkAI6E/HGelJ1oS0LNJ/ZbapnKO2XAnzp6/xSNHFCgWtWD7zXPJZaMvUWDmfgC6bE7069w7qnJ0z2bBB0/WqAb/d5td2PKA3nekRwgf6ejmBrzzjsrTueSDf2WBdgn0YBZo3ay5s4sxR1zyoeD7R9x0Y5LnLC1VNhYamMGg6VH2rIlz5ywWOjHbjSnjOf69OV5JRBE+lO3joLXu95MkQ4+xoBv/lyaucXyxQwEssfPlVjQPjA/zahx8GTeMrL+V5zNhDOHNIAM7xw3zwrYe87Wc7/MannuRWZgnFKBLXrbIeOi49TfTwoUFIa/VM9SZjesNyZZnlVoAHBlQySZt8yUsLnF2td8MomJKDe/oRuu7Nkqg6rlBY2CixljfpTBkMpOM8d3GOjVwR4TrEiy69puDYYBJRKoBLXYx3LJHAdDSKplOlg+7oTQGi3EQogmhu6aIJ6E3oxBVRDaotCxfXD1wJ2dgpCoqq+ox0A//psoDVA8yu6yJdd9sNhIZZwDAL0Y41zz0Pz0U8rvhNgY30zxEyDifRwa/8xcucn1mLDsHyq+QTHMCWiJRWK7KRUBW894H9aKrK3790k/ma887sap7TUwue9nq0i7O3MliOi64qHB3r5rc/eLIhk/3ZJy+VQXBQ2aLNn33rIj/5PUfbWs/a3pJG4+MvvucuTk8tcGE6Uyff0JTAY52G7/vdrnaAsAK8d3Jy8gu1T0xOTj41MTHxFuCTwHt2auV2vO592PvfdXEsmxcuznB9dpV9/UnuGu9CdR0c0+IP/uolbs3ncG0LXRpoaGiqgy5dSmsmV5eyCCmZW82Xd7rluMyt5rm2uBHpCuBK+OKzV8vAOQyqR5OCXsymGiJdVRjuSHLP2hScnqo8oSjVrHOZedar2OeFi9N0FzKYQsFGwRYqtqmgClnlNRiuN9MURlSnsOFrSLciHzk9tcDNpfpp6Qby3rYGx2bTT1EDiaYKPv/0laps+YZgXogKy7qFcmybX//0U1ybXgGzRGoVjhQTvOvoIN+wSwjDRPeZ6qTi8sCRUW4WbKazDorrnQRbkXPU1sxKjkLJxpASQzqkiG7i0lTBnSs2PDuNCvxf/TCjeBKP7nSCscECyuNfLUs7VCPGKV3nVL8BigU3N6IZad/yrlUP6HbDCtpqNNzOPgzb2/kg2SkWOH91njNTs1x2JKpmlYNWlooOiVWbhbyDEtI91/obB5XJeTMFUVrp3EaWxem5OjnI0lqB8etLjNYARuWsYPGPn+fqYpbDeZddUqUodIqKF/Ptagb3bmhwLgdGjDOzORZvzVJ0FEpqgpJIY/vWaUHz1Pj7IjTRwYVFlGyjkQ46WM6qnhUMa50lsJotkTerQUXRcsjkSvSkAJfu7F8AACAASURBVMtCAudvrZZlH2tCsKirKJZDOrRNskVBxoKerl4/ylz1xmpFgPAa8kb3SBYzebK5Ip2GQl9SRfge7sVcptxE6OA1zgLE1DjxjngVAy1jkMlWGpaE30Q42BlrrYkwiBb3vUpsFKQIMLK3/ZXAuk5UwLHwkwkDJ45yJHjk0dZCua4nZ8w2b9gMlwr8Nh7rnPUlGlk1zoYaJ0Ml1rtoJFh4dpVn87DsGpSMJAfG+1smUgKZ4b6hNEi4urDRMB46Cjz++NuPoCoCKSWffqLarShgTE8cHPR052HzEyGajmNnI+zMAL7y3PXyZ0ZVMxIg/H1rA0uauRUBvPXYMCs5kws7ICN9vaodIHz35OTktUZPTk5OZoBHJyYmfm7ba/U6l4PgV/78hciT1umpBb65FqeoDni/qJoSwPDgYaTr8rdxA026aNJBx0WXDrvjo+w/MOZ3Q/u+nLbFxRtLXFyXSKmhCxfXdcrAee9AmuGeJDMr+TrmUVMVDg53cni0uyzLqCrXn+qmfqo7zED3S8n91lIV2NZVhQcXTT64r5sr6RLPXFnm0lI+xEgrOCWV1XMx6ChFgO2QbvoNsO8JdwpfmV/fVEParC7PrUfa7qhKkJYVsn3RFA4ON8gMbrNqgZbluHz+6Stl/fPrffFx+soyr87lqzyG5zIq1mqMl9RBZOiYF8Dw8GGkhM9d6kIGYQ1+YmFiaDe77h6rZpwbhK8s5dcbRjwLvBNLEAceMNQQIfEwi95tKxXlCR3WShuhNMM+g1PDA97jrg2i+TH+RjQaAt46BGxsR2cIgOcoWimI7Su7poG3D/fG01zt3EBIiRHSPQex3/FQQuE79vbCeA+3ctMsiDwxxXtclw5uTWNhUOt5M9JL3fXJgrVcCcOVPhlcAMezUOuNGRxaVmDFu7BPzK7xw6vVVncOgq7uNAeGBxkdyKE8/tcNGgxDeuiOzgrQ3KwcJ0IHnYdiAVEqko9f59WL08Rdi6S0SEiThOs1/gUSjUyuVBewUjCdOru7irTD9XXJ9aXghagMpQBcsPzxWo+hdHazUNAoSgVHeIEqiqLSNdaH25ng9NQ82VwR4TgYwiWmqeiuTcy10IVEN1SSqQTtNRG6FAsmS2s5hOuWw1I0IGkomCXLs7QLvKKF30SoeP7PrgQUQcnxGMFgiyiKdww4rh+W4q+VgvT6DgN7vi2Wjkufm6fPzTdfcKH6bumGhv1SGrW7qwELncZJdvCfvn2TMysWS65OVo1hCxUpK9kBYTC92cX1oZGuulnZgDENWNZATmbaLhc2GVeOj/dERisXTKfp6xqtJ9BUX/25J6c4MNzJvsF6ZxBNEYz0pviFH75rx7TYr0e1Y592rcXl/mDLa/MGVbOTVjMxOFRT+ooRI1+jJRw4fBDGKgdacCX1xcUSL9VMDarSpb/vAPtP7OaRt5zkxUtzfO6J8+SyXsNJUoMD/Um+712HUd2Q1ZBjV/5uMk1ay0B7B55SxUjvHUijuA4He2ModprM0modWD5ipWFqE7H/Joz0prrpFp08an0Rm2lIm9WB4c5IScju/g46EzoXQtNqO331Gv4OUalHr6d+qpEODGg6LRY8510kqbi6yvCBvTDceB3DLIJ9/ChfyFxGWiYGDrp0SArJz77rILp0mF3IsKvT4Mhgstqdw3fzwDZ9hmobVba828Jry02GIQCt66B5AHr9zDy7c3NliYcpNCxH5fr0IqcO9m+rybBZbdbFDXDDn/mQQlASOiV08qqCKqAYOvbiusIvfuj7wVCxRub5/OqL5fdVpEuXJvml7z0Gu9JV2mjnyhyvrV1Ata2yG0dM2iRxcBS1zhsaPCulO/f2V13YR1ndGQoc7YsxpJmwtLn2sKpUNcKBowY8h106Uh3Q0+f9Heyvnnn+aunFOs34Lz96F7v2dkOxwLe+dY6/zV7ytM+uVdZAp6RFLLjvmnQIh0SiPcuyQDOd8z2ie2N+eIrrNxzqOoMUycyuIdbXSJVdKbz93dfb6Uks4gY9PR0Ixe9NCQJSAKSL67isrOXI5Yp06tCtgzBL4EiSyRhq0S5LNoQQGJqCiOvkhIVp+2mAvpRjrDeFcKUn4XBd8sUSmY2Cp32WFV9oQwHXdVCELINpT8IRNBH68KTReaHKgaPivrFl+zogJm3Irnq3BqUC/2vNYzmhl5nm7Gyc1cWv0T88UNY6q6k0pzrSnBpLQ8qG/AYkU6CoTZnYKJvWouXw+JmZhmDyAw8f4i+euuI3XlbKiQgoqftuEVrrTz9xkddurJTJocBi9SN/8mSVTvnIWDdHRru4MLPW0Bnkuz2z3Kjatk/7H6GaicKjdDJB1XobtuLJ18xzTzd09oz1QbIDNQn3nejh7nuPtjct6zhl1tm7eSz0K1PzPJFfwlXjaIrHVicUyduODWJIh+G0wYH+JIrrlAeUgJmulW/sHWghACJIpWqvOba6mjl5RMg/Tgwa3D0U4+xslpwt0QyjZdBaGz8ZBKF84qceRlVE21PjW63tRD3v5Oe99fhIOWkw6nhu1yEl0iFCV7FEjKwvAdk91s1bHrwHVRHcsdmKS7/rfzN/6LBWOuTmgbUNP11o2mQIcDybY9mcrYoV11TBQ9dX4KuveMdugybCMKCOTDNsMuOy2YW7JNoBxnJcRvqSFG3J0nqh7Jn785/8Ng8dHebAcGf5pFayHAxDZ89YN3e95WCdNOHQoTtYXuqs8pAVAu7c3cvoyX385y88jwx5Q6dwePexIe44Puhf6HiAeqBUwl2/xEZmA9U2SeCQjKn0p7fgSw3e2FjI4eZzkQ2ETUvTwYhxvxHjp+U8NwsWWVfF1Q0GOrs5IRdhdgOMGONDXWTjaW7ZCqbQkL6UY6QnWdfQ9PYPnfRmGFqwr3OLBZ56+SqFdRPdsUiSoyOuc3C4i4JZHZ6SK9l1WuZAZzwWzLCUomcOa6Ud8yFHD4DlooPVlwahoAjB3FqJomnhFiW6Ah0pwWCH4QNogbBKvnOIBioUSi5Z4dQR0emEQS7EpCMlqhAMd8VIaUq900ZDGYf0voUQoHi/FdN2cXwGWuD3N2tqmX0GietKHMf1pRvb0z+npEXKsRh2sl4D8IVbcGGTFwkBiRRqqoPfTaVZI8aqZhDv7mGoaxDl8SXuX3e5aM2yIr2kwnUlRl4YPHl+jpXsM5EyDkNT+Oijd/GxL7xY9dtvFFDSqIIxPAyCgyrZblVgRtFyuDCd4aOP3sWl2ebOIG/Gatc+TQDvBX4AGKNqEq5ccnJy8l07sG6vW0WBgcDcO8pbcKQnycPHhjk43FUFijbTEjZja2pBdSO7k00raLgIORg4ruRvn5zjvNJT15xyZHelOaXyAs9TV3FsHrnzfl6+PMethTX29MS5fbTTA8tlsG1XGOnAi7fG5iiqGrlvVFWLTh7lrw782n64li6yuF5goDPB3hEd5bknaoCzXgesVVXjY+8+wIs3M1xdLrBnuJt7D4+i+tt8pzuJGxmV76QNXyvV6PNOHhri5KGhhsdzu7rZyFhoVH70gf3oquJdXAnK02qbXmwI4TutaLAVXFRredcuoHabN2ON9CRJx3XW8iau9EBwlcwjuFAsbjJVG1miIYC+p5jjNWeerCM8JhrNb0b0WGnTD2CJqhvL+ZDPgLePri5scHVhw7NCGuvmo4/c5fU9bBLM83E/pfJbZ2cBeOuxEU76v59Du/o4P51hJTQO/tElhycKxaoTuQJ879tCTi6OS0qDbzopfvWH7kAtpxZuEvcdPO436EQ1EIYDUoKKdNzIZ3n3Lo3FdYv1fIHOpMNAJ94Y49dbJPysWfkMW9Xp6OzgbaN7udVps5B36e3rYt+4i3r2hWp2Op6Arh7vb92ouuB59uI8//f5Fyl2V1j5tOry9j3dPLSvmzuGkgjfI7pwbY7nn7mEZptlBjotbAa0GDdX83QYarRvM9HSjmzRYjVbYi5TbXkX11UMy0ELAKUL0hF09oQ8pI2Y93vTNNBU3KTNLTOD44AUEiEFuiK5bbiL9fk17FIJXdrehY8m2vaAltIlV7SwLIuYIkhoAt11cU0L17bRBOhKJcY7ANIC13dUEZ4GGokQCrquVn+6LP/jNw9KHNct65+3DKClLFsoisU5uoFugGvAi94ih/AsucLlIDz2+Vac2dc+Raq3h67BfpRUpWnwwWQHj3SucXbFZtnVMWMp9o72tnVeCcbwKAlhlINT0XL48rPX6O2I/aOKVwYQskUblYmJiRjw18A7qPi0hPd/cF9OTk42nQecmJiQAN8tpzXHlfzyZ57h7M0VLKf6imknvQU/88QlPvX4xTqzq7v29vHoyX3l9621OwEvgWwzu5NG3y3I/65tvovrKr/8I3dHHoxbSbErVxBQEdJEhzXSjmXxH776EtMLa0jLIqHC3t44P/7QfpQAIGy163unKwhcqZV4NALVIW/pRk4emzVSbfkiaIsV7OvXk/GOOvYF8M/fcZj3PXRwewl2341ynGi5hmXhlEp88u9eZW5xFWHbxHEY6tB4//270RzbZ6O3blfVqFwJ08tZnru8SMF0Gnp/O0Kp8oY2hYpFrXNHxb0jcPJQdIP//Ufv49SR4W2tp2m7/N6XX+Jb52brvE9rx6PvXJzn41+IkCI0GLcalt9Ad/rsLf7jV54H0yzroDsVhw+e3M2R/ngZOLulEv/w4hWyazk0x0RtApijqpFtXVsVNFEacTAMnru1wZOXVykqnhNHyb8VhXdBtGu0j4/+2EnURAJH0fiVP3u2rgnXsl1MyyGtwe2DcX7ojiHm5lbY06lxrD+OahZ5+pVrvHj+lq+DNsvyjt1pjfX1XLWTDNFR3+N9HRXmObwbgNVcieuLG1i2W+UhDZRBtkCQMFRuH+9BEaIyngaR3qLcqecx6v65RVom12dWcEolHEm1PGMzeColUrrkiyaWaWGogoQqfMAcwT77DYTS9fTyrt84KINQlWAbKQqGqvhx35XPKjPXUvomwDs/JjT9upqGiAxKiU4h/MKrS3zy2WlMUc2XBrOns6v1fsFAuYldbvJb/y5V5EHRDiP8UeB78AI1PoGXKPcbwH/CA8e/CzwF/Pg2VvKNqxo7D9h5b8FG6XOPntxX9d6N7E4+++QlfuIdkWYzDSu4iovK/27ENG47WjcUUBG5Thfn+dp6iqIaLzcgvlBUOdJ1uDqkIgpMb/pYSBbiuq0xz83KdcE1tzeVXuPkcWk+S2zqGgcdPI2tqZC/usyrzya448AQ//bLr3J+Pkvehss3lzh3Y4Xf+fCp1w0UthszvpVqJvl4wxrLdrJUFdQEUB+g8cz5Ob6U7cYyOisJeKrKwT3+wB94DkfJNZqx0cHfETMurqTK0k5RPABg2W4VIBYCDCFRXYsErc+2gHfGSH79GlwdrgtfaeoZrellmYeDwq9+9lleu7FSN95GsUSteJm2tvIeqLy45jAtk0g9WfW9jnQe4MjJyszYsxfn+cSrnRQ7PalYTNp0apJfOHaEe8bS0Yxz6L5ilhgyDIa2M24EISa+/GbcKnDUWcKxogGTui5Y+tQrDHUlUIXg47EYM0M2S0VJSdF59nqGrAzAs0bmusZ/vTVL1lWRhsGesT5+9YMPIToO8HfzL9Wdp04dHuRbr90iIe0q7XPCNf3HTL+B0GJsfABSasWxo1RESsm5kORCEYKYrrKn35sNmppdK4NsiaRoOawVLI9ZdpzNyRGhkLEEC7aGKxQU4btbuCrxRA/9nZV9HkirXMdhbS1HqVAkpUCHJkgl45DcPBin/LF+0mDRB9AxVXhOVLaNLjxdey37jHQoA1+hIDXPUsxzsfPYVa830HPhUBDoqufK4Yas6xS2rn8Wtg3rq96thfoR/1YUmh+Q4rlwdA32M54c4fGFDS5vuKz7zwXLrDtxpOrZCoZtTd9MLhG11Q4Q/mfAC5OTk78OMDExAcDk5OQc8LmJiYln8byG/xXw73Z4PXe0Tk8tcGFmLZJB2UkKv9Vp70Z2J40eb1aNNIMPHx3mF99zV8P44naBSTsMcksnN0UBZeu2YOD5kP7aZ57m8rSJNAXJWTiyCr/0g7ehSodaJ48qaUfw+HYbsqDOyWNteoG+YoZwdIkwoXTW4fqtBD1XbnBfuEExq3DtizMcGOuN1k3rofTD77KTR1Q5rjd92J0yWMmWsGx30waQN/vUWaNqFJ9aDH+fsOdwIlX3+tNTC1xeafI7cp0QMPbkGq9emuVvHRupmxiaF8qSUlwGu1Vy2QKKY5EULqNpjWOjXazmSlyeW6+74G5WqiroTcUqgLyQa3v7zKwUOHZugd3SZ6XxGwmFitQN7rS74XpF+nG0w6VPsdiwKettt6OZ30yDX25mfuZqZRm/qXDJhfMFnXtGxlv/QNf1E+sayDaqgHQoZCXw/Q7VQGeCnpRRZWNX/VEhFw8pUcwiu3TYpcOl2RUOFNeaco5qRrD0n5/n/u4Uv2CuMJtzyLkqtm7QG+9kcD1DobhcZqFLPiBaVFNlhtoRXpjH8QfuZfxoaOZASk6fucHkl55DGEGIikmX4vKB42MsL63y0vIt4tIm6ZplkJ21XHpa39oVbbQQuPhhIa5NKZsHo/p3VKuFVoSgI6ZxbLQTEcwElhMJg0ZCvzfBDZ0/LBNhmaQSMWQyXglNiScxGoSrBO8lpUO+YJHZyCNdF4WggdBFUXznDen9ryIQwvHfzft+js8zR8FhTRUeYy/9ABUBruP40o2tA+i4tIk7NgOO//u/OQM3X+GdwDubvK6kxbBiKehIk1ruQfyXb1U8nzt74B3v3uIa7Xy1A4QPAH8cui8ph9DC5OTklYmJia8CP8mbHAg3azDZyUalVj1JG9mdHB9vZ0jwqhEL/fbbRrcHVEPVLoP8RjWEnb6yxGuzWYqOx95lJKwsw+ms0TrACrtztMNIh5+vkRsNdCXQVKUKLGmqwkBngsW1AnYNiLIdl6W1HAcGUg2bs1qqN8jJI1xRceFD3Ql+5vuPc/LQEKoi3vAGwZ2oRhd+jeJTdVWp+j5Rr4doW6K635GiQkz1tKV+vXYuyxmlD1ljlfbhhw9x33BXZbw5MIAqHcYti6PFIr/+6adYWl5Hc2zPLxov4TCOS29cwSoUURyblOLSn9arrOy2UqsbBTTbpHbPKgIGkwmOb1yHV66XH79bwk/KWyzlPaZbahrd3Wnun3Zh0cDVdC4tFZjesBge6OLInkHUWANmWtU29UZt1sy8pWNSUbz9FNuCkN11QmDZi/G+76EiF67McebyHFM3FtEcs2x/lxIOqZ6uyJCoKAeOuo8LAem37usuSztcaSJYJndzjpObaNodFIpCo+MbV+H6aJWVXfbiEoOFZYpCo6joLCkdTAuNF1J72HP4Hv5m4ZVIN47x/X2hBsICFIsR9z1ttKots7E2jeF40hfw5BHJWD20idRCl2wyRYeelFZhbxuVooLh9+P4UdcXZ1ZZK0lM6ck40rbOHXv6/PQ+P3LbPzdI02RmYYOi6eKgglCbiot1VWHPYJq55SymaZcTBzUBQrq+C0fFuk5HguuigAeuhadW9dygKwBa1xTUunE98LYLO3DI7Tlw2CVidglyKzB/vfrJjs5/tEDYAsIGnhvAQM0y14Ef3u5Kvd7VyBmimXxgq9XKNPQHHj7EX56+VqcR/sDDhxq+plFtpfmqXWDSLoO8kw1hzZjoHZlWDQ92W60aJ489pkV25XluzK3iWjZJTXKgP8me2w5TurlE9loO17bRcdCkS1zx2KBt1w44ebiqxuWlPLMbJkO9aQ6O96PqjZ08Xrqe4eaNOaQNqlCwHMjkTBTfBB7qHTt0VaE7ZeBK6fkJv8l0ws0u/BrFp/alY+Xju9Hr33Ni75YlIo1+sweHuyLGG0+qYySS/PbP/iC/9+WX6vy3BfDhtx/iYBhEHxz0TuhVMo7GXtH10g4vuVBVRZWbhiLgtt293Lmnr062pAh41527mFnxQlR6/ORDJZupk4PMq4LpdLxxwqGfxvnxEZ1riRJzOZv+3k4OjAvU8y9xZi6LfeUqQ47wdNEh3bRqGBx+o6dzFdWLFI5XpvRV4Pj+Ixx5Z/Qx9L4P+QEjjlPFMvcXikx95Xlm5lbRHJMkDrob2NvZxFybDsUhnfIAuyK8Mefawnq56U8IUdVMCaAKD1AFYFLFpVNYDFGExdmqrzM2k+HthfogjIPPX+TQTDf/R3GZubxDTqrYmkFPT5r7l3TIhiztYnFIJCsNhcHNj10edCVf97eLZVp0aS63Dya5991HvW0RAtIXX73Oy8vTxKVJsmxrZ5EzHS8cpZ0SgkzRZq3kyfE0PBBdyjtMz60ghCAVuHr455SMJZh24qC4qHhg2EbBFdV8reK7WBi49EqNscFu8tk8JdvB0DWScZ2ZlVxVAqGuKZ4GWwnruanEdYdiuzsNlQ5DbRyqEjhwCF/n7P8tZaCL9o4NpEfaVBoGa/9vUltqGn79qh0gfAvPKSKoi8ADNcvcDaxsd6Ve74o6EfelY1Ws1RtZhqbw2Z//vh1pmNpKMla7QLVdwFm7TnsHvSSelh0D/AoAxblbq5Rst8ryzNCULTON22oUjKoaJw8V+MV/8T9F7pPDRyTr86lql5LuBD29Ayz1prh3T4/nId2qbjp8f5vlSvjiU5eq7PRe89MQG20e+9ICJ9fnCQ/HtlBwvrMG2XFQNVRd52Mnkpwdc/iL526wUnAoLMKf/vkij4308NH3nkA1QkC7lWCEUO3U/gze5/EzM5y9tVr2ew4D1qhjztAUfub7j5c/s9GFY2/H7JYv3LZ6cakqgrffNhrpvx0NokUFfGyhRiyLs59+imszK0jTpEOTHBlI8v7vP+L5RUc0HyqWyS7DYJdlEYZhMys5ljaKZVC9acKhb3mnUGJ/DPbHANbg5hoAzvUV7t5YrpMPDHcnODbSw2jvBso3ZpuGrzTUSmv6jkqTNh3XVdUDjAkfRLuSG53znFtPYdouhqpg6Aqm5WA6sjx2/uD//BAIbzu9eH6aT157EZEwK2EreH7QumOREg67OnUM22RjPYvuWGgK9KSMyAt30eD7K0KgCHjgQF+owVDz3Diunm9tg+gGGDFUI8bHh2Jci5vM5R36+7o4sLsHNbvmHbOdPdDvAWqR2sdXF87UeGf7ntD7ekKMcwGnUODi1TmWFlYZTQr2dekoNcB6I1MiyrJuZiWPpNIUeGxXT8XiDkAouH7WXgB6o8pCkHVVujpSpFJpUtL1LniEYDTdTaZokzUdUjGdbNFifmnDY4ylWwk+QuICttCQCBQh6EwnkTGtIunQVVJhSYeUdeBYug6ZbAHHdjxQ7ftBBwEqinT9RkqvWdBDwjVwWITeP7m9maadrnaA8LeB7w3d/xLw2xMTE38CfAGvYe57gT/bsbV7nWqrMaqt1lZOxIamtN0Y16jabYZqd3tsBXAG63Ti4OCWG/NOTy2UQTB4Zt1XFzb4F5OP8Z8n3rElcLCdRsF29nOjfRLe9lNz6zx5bpaZlRyf+vbV7bkphJ08qkJYajTStY+Flr82m2krRhyiZCCSmHARZhF3Y70MoFUgtbLBYGaGnmDZEuhXbnH962vV79/UyaPatcNRNH73L73mw5wtUXWDA7t6+Z0PP9DWNtxs2rxoOXzxmau858Rejox118WHnjy0eQMYNA8xaVbbGcPeSMs+Vdf5jZ9429bGWhlmoy2e+/YFvnklgS4dDD8GPCYdxvRedg311wHqzS4Go9hqTRUc29XDaG+KmcV1/v/23jzKrfO803zuAtS+k7WTLJJV3CVRS5G0LHlLt7NHdjptW3acdtpxdAZJK6d75mSbOJOOE+VkmZxMEmPGM86MuxPHdhLHjrN0OnHbsiLboqjNskRRRdZCsvZ9rwJwl/njAijsOwpA4X3OkViFwr24uBe43+97v/f9vcubTlS7t70hq6Jby1aYXPcxv23S3tbEQG8Hak0mgjroHZ1g8pfNfT2uI5lpoSjQ1ljL0sYuhmUzs7LNxz9/zbm/1Lu4sakyQRN2TJnGuy700nWoMarT2LVb84zNrnHyUD0PHWlBNeILCe3xOd5YfRPNDIS7FzYoJo0tjaAoqNh0tdTFdSrMiNDKw9YGKnACOKEBq8uwOp5wk4ds+KXdeeYjotCtrU1cmgVW9yztTN3NH3/tFm8u7LBuquCu4Vh/O7/+4w+jaXvBqemROX73iy+g+HfDnQdrI4oK660ATapJQ1snx5o0NPcS6xFpHCFXiZAt3W7AjBLWUSkeiuKkUgQdiVSgvd5Ne70zVZyaX0ML7s9QVAxU/KoLQ1fxBQxU28KlQE2tm7pD7VyfWWdjR8GyNXQFmmrhdHej4+JkGM41VINF8IrKls9gyY6OOMeiAO31Oio2NekcOLTyamGRzdH8OXDE4/EMBLvM/QHwGPCTOHnBCnAL+MUCH2NRKFblfN4ODCUim/ORz0Caj2PA6Ox6WARHMre2w5N/8iyf/NijBfG7zeR4CnmdQ+ce4C+/NVqYdstRTh7pB5pEov7b/zIS1UZcx8JlW7h2W/no8aFgAWJ0RPpYYwutdzaYW1oH04kemJbNy2OLzKxsR0WTk+VHL6zvRAvhLJw8bs9v0Dp2hwcTFh92pPSWjhTbr9xZZerODKoBLkXFQMOOiXC9MrHEjalVTve28AvvvcjEfGK/3eNdTbh0NaqDYCZNTNKR6z2s2IGAQh1n2E4sWEDbPXic+VdX4/JKf3D4fki0b9NM6c7R4/fjW32NuaU11ECAetWiv8VNd1cbX31pnKX1HUxzr/V30hSMGJwUjrvhFA5NUxjNYnvAETy5NF9xOd/5hJMvw2JxfTfcDjv2/pKqvmR4sJNrt+ajVvGir2f8xHjwjM3CcvQ4cbq3hSOXj/O12XUGD9Xx0JFmNMMfX0iYqtgw4E/aUTXVNVlY36G9sYa2Bida69jcaah3R6Oeu7i2w+nxRQYj8qu12vivEgAAIABJREFUFYXFT12l61BruDPhJVcNj+vT3N7ys2k5wnMbnQ21lgWl0bG7U1209Z3l2NvP0GnD/wiNGX6DBsWgVbf4wXOH+YHzXXzmH19hfn4ZV8BHk2pyrEnnofOde04coWYrMfngq1u+pL0KLhxtZ23bz7ZvrwHL6paPrR3nHKrBc7MRTPNoa6hzukM0NIUjweubO8zvmqwqNZiqE78Oph8HC/ssdNvChcnqdgDVtrFVhRqXTm9HY+LiwUPl5SCRTYvlp4GnI37f9ng8b8URw4M4NtB/6/V6yyv5Y5+pSGuoLMlnIM0nj/dkd3NCI2+Au4ub4XOczaCb6/EU4zoXzDoqS5LmsF4aiGsjDvCVOwajT88mFP0a8IGLV/izZ0b4i2+OYpoWOiYu26LRDwONAzx4rBUMg1ptjtuTYAUCYZFdr9m0dh12lnhzcPJIXny4zcnDjaRLmA7Z702ML/LQ+mb0eQpGWgxFIxAUx8auijLmovkYfPB4J+g+J1cyGKU2FY3/9s0bwXbojieqqsDpDJqYFJP9sNArNFnnlodSlJIUrmnAh89ejDv/127N88lXGjAbAk5BoW3SZMPhw0Nc7G9O3XwlEODu9BIL67vhQrW0KRyJsMygAMqlHzg8uupjZ3uebSvSQ3rPR9qPRkDRCQQ0ZsduQ3cNw32NnO9p4vVpJ+AQug88cOJwTpP+uJS4w018+doEv/2lV/ILHoScOdJY2oV+tnw+vvHyGJvrm2imEW6qcrK7JeHEZH3bH9cW3LJs1rd8dDXvOrnHOFHZH+2GhXp/sMjQWaGMLFDUVIX7Xx+D6aedNI5mN3cxeGZ0mWU/bNsab7wwx9KdST76vffxxvw246t+fKrOlquGa/2HeOh0RKF7aJXEt+vk2e7u8PzVm3xjfYw6K0CtvReZvnSkCbWznrbdbdp2d5zPKMm7EG77jL2mKICtqrwxvbZXYBhszKOE/weWomDheI/vBL0TlKA4dhk2jZZGS1OdM7FTlL0OFO7c3aGKQV7xaa/XawBfLNCxHAhKJWb2m1wH0nwcA4YHOzlyqJHx+Y24vxkZ9FEv5PEU4zqXyk0hmah/zHZaK0fmx4KTIpFK9Guqgq6qmJaNrSgE0AkosGPBm9saDx5ybJYudPbhGgvEDbCD3385uo1vVPFh6hzp5l0367e3sY0ArmAkuy7D4kPLhi89Px6VDhKJW4GuRp3F9d2oxxUDtkZvgrIWt83t+Q26b93he4L7MxUVW9X54RYb7dWroLu4outc6XGBtgZTWwV38siWgufMF4iQsLo6Msen/vk6y5s+5lZ3+O0vvZL3qlukLgitPNnB5iLbwBpw3Wjg4pETKfdjWja/+smvM9fY6aRv4FjbuW2D5o4j9N/bk9gr2ghEeEz787Zx7G+p4ViDwkIwqp0MXVN4aHYbvnELDfiNNphih8Udk9bWRo71Koz93VdoH5nivlD3Qp9GYGye155zc99Qz15qh7smrqFQ5Djx3MgcbxYieJClM8fzI3P8wWst7DabKEGP6Bbd4j+eOcW9PU1cH5thdm6FI00uhjpqURoWuLMyimbsNWFpUEya6+PFm6oQTu+wbCc6G9vF8HBznXM9d3dQd3eoXd/h8OYi7SHB7APttsLyP09xobmOnYhOiCuqwtXGWq6cP4paG0rfiCgkdNdwpMVNwFXLklUfbrpiu2s5/+6H4Ezv3sGaJvh3mb9+hz/9+5dRA76wP3SLavKes93Q6gpHnufnllnwr+K203fOi2y0YiuKEyQANm2dFt0d+2TS73F/Ka9EjWJzd9y54YS8AtVgxCD8b4LHNM2ZCamZFa5VojXUfpJPWoWmKvzhRx/hp7xPM7cWHSnJto96vsdTjOuczuqpWOIkmaifWNjgqQ9dTugykE70Z3J+Ml5ZSNBGPBmnhmw25+rjzuGxxx5yTO0DATBjCwydn6+Pz/PyphtLUXBpZni5T7ct6lSb7rZ6Lg508I8v301ohZeI2Ai1Zlsopp/VxWVozfH2m8hbOpzukcZbWnelLD4s99QuTVVQVYXVLX/C4sVsBFWy4tsff9upnItu/+yZERbWd7GDXsS+YJTMpal0nD4FxzI4vpB3bUbNV2L+FnxuyH3jWzdmEwYOIEEbcBxhd6S9jrBz8toS25PL9O1EFxUqu6C+tA5Lke7oQTQ9YQHhzo0FTm/MBdt/O5OMgKEzPTEFRxodQV0E//PI+5utKI4nsgWv79Tw+a/PBD/rFjUugzN9Op94/DHGN5+P+w58/wceCjbFifCAjrG7Gz6+w8TUIrcnF3GZAfpb3Y52sPfuAUkjzttO6lekb7Rp2axv7rIwv5w0l/qMDT9mz7GyHdNG/NpdeFmPsrTDXcNFVw1vafIxtuJnE5WtmkZauto49vZLUFsTFttffXaUP10ewQ5OHuqC0eZ6O0CN5Thu1NsBGjA4f7iW2bllXOaeI0cDRkIbO8BpLV5GVJcQ3lp3zMtzQVUccRwpmkMV7YoaHqyHW1SudCiMzO2ybdjoLp2TXY0MH21xblKqlrGoPojkm5/o1lU+7XkHT/7Js9xd3MSw7HBr7FyKfXI9nnwEfTJRm+xYIEO/2RxJJVpTuQykEgaZnp9CL9GHo4Y35/iX646d06Nne4LfWT2lmP7OHXhBX8WOuSteHOjgvZcGGD7eDobBwsZVxqdXsAJ+6nWFU531HBs+54iXmCh1W5eFOb6KbQTQgoNhIuGcVUfEkNtCrkS2sA2J5+Dvb0yvY4yN0mM4RTcBQ2Ph9iYvv9rBQ6d6QHdhKhrXxpdKFjEu1GpMsuLbP/3GmwkLIDMpun3tznJC796QnV5GE1pFca5Nnb7nApENlgVGADUQoK5/imf+/jsQ8IcLDOsUi/uPNHNfbxODh+oc946goLb8fqYXo4sEExUVappCW2OS71LItjHGImvIt8WsMRO9H1VheGodvhp0i1DU+ILChN0MY/4W6maoxk/ykt3fTMtKuBL20thC8jHBlfqa2JbNpz57lRuBNuezs6xxpq6Vpz7wIFrAEc2bb07z3//xOygBX0Tbb4vTJ3q5s7zGlOKjVg2E/6ZENk5JgKrA8GBX4hbfpgE7RlQzHBX44CFYcDvPb6pzgTHP2H95LWrbd20a1Gwss2Vr4aYqAVVnGz3oDa2zptThV3SOnRlivGWT1+a22TAU3G7dKRp+/wMQ8DlR5t0dZwKxu1PRxXKVTz7LTZbTsQZSVyJrwM8Pt3JzRmFudZuu1nqGemrR3nx170kJRbWW5rFQtFqPiVyXVlTnEqnMV/y4dZVPfuzRguRW5hppzVVAp4u4JTo3z43MFTwfOfJ9H+9q4nRvC29OryUc+HMR/ftdkBXL3zw/ET7eb705l9HEIdGA6dJUZ8APFh9qbjcf/8g7MndYucdmbiWiQMalcK67kWPvvuhEqA0DMxDg//jyS9yZ28UOGNTrGxzvMPjo2wcd67xI5490bWczwbaDwicARK+sbI3Nc3R7Li76Z760DeudWDZ8+flxZlZ32DEVZnSdkY4mPvSuc2iuTCLSEY8lEC2ZUKjVmGTFt5NLW/y7d5xGvaxkXXSbqH4hZKcHxZ3QhlHVcBTw4sVTtL++EveaP5rgNUP3ppGZoNXdms05o4H/5QfexuzuS0zOrUDAT71i01GrsNXeg9UREtIR0ekkdmC97Q0caqplbm0nnIpi2TY3plbp62h0hFvQ8i7nRkKhzpsR6RrDmovH6hYZ29lly1SwXW6OtLXRvLVMw+46WjBvOoAWNaHKZYxKWjsyvuzsq76Re4fbqR3ZirsmA++9zMKteb6y9PLeZ9u2aXQp/OL3noUjzXE50KbPx9ideZaW1ujuaOPkcRdqINitMOBLWlQYSuk43FzHtYhUjHA0ebCLrgadI3U2K1vbWME27vW6zvauES64hGAe9PgsjzXXsdDiiOvG5ga6GtpQv3on2v85HJnO7btfLKpLCB896Qwklrn3r2Vl8JiVskrVtG1uzqwxu7JNd1s9Qz0tnOlt5Uxva+INMhTVGaEo0aI5KsVDTyOqEzyWBX7DShiZ3Y9l1EJEEvNdBs7lGHIpsit0PnKi9326r5VfeM9FxxotZuDPVdSWqiAr10LG2GIsRQHTsnj6tWm+HSOmM31fmZy7ayNzfGPVxa7a7lRsA9e3NO6tPRr/GpZFshxp0x/g9Yl5phfWOdJaw5muxj0P6nAr8UDKgECqLojgRK1DvtIugIDBxoKf2zdvJ7XUS4qqxgjn1E4eoceG+xq50NPI69Mb7Ma0786GZMW3hmUzsbDBBx8dyqvoFhzB0dfewEMnO0tSSJ3Ndzd8fIYNqosdC64uWry06eLJn/7hqNzsgGHx9esaZ/oaou+Xth1sQ+yLa76iBgL01PXy7DM3UE0n2umyTTa3bYY2TQZaa/L3PzcNLMNgenkxKqr9keMq0y02K5u7tDVa9LavM70ww+7OXoTaVgDNxcOTq/DMaLSgThqZjvhd1TK6V6e6JnFBB7fOYF8rD1w4TuwS0d593I0v0B4/fkUW1iVp8z16Z55rAR+66qNGcZqt+LdNFtZ36Gqpi4s0H2qq5YXR+YR50JH50gBsbzj/JaK2Hk6eze9aF5DqEsKNeeTpWqbTLtGKFs2mYfI7X3yRidlVzECAWn2bwcM7/IfvO+sshWYpqrPGtoPFRAWIFKUU1dGPmYrKr37+RVaXtqlHwVRUTJ/K6N1Fro3McCUySb9MKcXAlIuoLXQ+cqL3/ebUKuplhQ8+mribYSW5DOQ6cYgcoL7x+jTP3piNykN97c4yf/bMCD/+tlNZTfTSnbusjldVQd2zFAsRP7kxONPnSjypC4vpQESOtPPzseMBzAWd6bk1bCNAvWoz0FHHseN9YBnMbq4QiBWOiSzvMsEKRv+ybH2oAZ8YgImGTeY3fBxqa+JEXwD11asJvaWTRamHB9o40tHA+EK0O0gu9QbJupVattMI5OOfe54LR9tLUkid6Xc33ecwo9xsRQkKQ1fC1/jOlMZV91b0igPQfOQUA48OOeNkIDLCHCOoY72iY55nWVZU98FI67v+joYo145QhDr0XF1VONSoc7RBgbUc+oKpKo+s+tncmWPbUvDjuHTYLhcXdxvgViAsnjWXmyudLq70dQe/y44fWU4Tl2TjV4z9YCKe37jJ39Xpcddj854hPnjlGKrfR5dvl64I8fzQ/T5Gb8+xuLRGd73GQKsbNdbeLgEhC7v1bT91h930lFEX0eoSwvkQipwS/QW/NjLHc0s2uzSG/3R3TeNKoCX5jSeBqDYNk1dG57g7t8axQ/Xc29/qGGSHo9QRQjrysRS95LMmC1F9c3qVutnbnIoV9T7wvWyArzdN2kd8fnVS8a2qRamUL4XDRy6ittANEA66s0k+E4eQaEjUOtmwbP7im6Ncv7tS0FWPQkx0sprUJRHT4IjMn3liIOlArLbM8fXZl/H7A7iC3tKNOjx631k42oYZCPD6+DxT82scaa3hbE9TdHpHZCOXPAICqgInOpv2xPfOVmyWR1o04I/P2Hx2eYL5zQA+W0XRXXS3NDNszMKtpcQFiQmcPGJXEyLxGU4u6rkjbQXpfPnAicO8NLaQ9PdcU5DSfQ4Lcd9I+1lXNUyXyrXbaxHvpyfjBizXbkzz6e++AHX+oFuHSYNp0dNynAvdjdEFhYEA3/PWVu7MLrO6usmhOi3cOCU0gcmqoYplcaRJ50S9zeKG49ahqgp1mkbT5AjWznTUPuJeo7MV1e1Gc7m44qrhSq0Ltpfg+iSm7uKNuS1ur/rp62rlnpPdTE5Mofl20BWnVTOKUrjr0d2yl8oQE0DUgFP3wKkU54GAPyoSbe7u8um/f5m5hVXUgB9zw2L7s1fLpgg3YyHs8Xg6vV7vfDEPphLJ6eYQIapNy45bcnKEzlZmH5LIri3pUjxM08nBCuUa5iGqZ1e2o/KEQmiKQldrsJgg9JqBPAp7wjvONpc6xWNBUV0Kh49yyLc96M4mhXDfSBbhMyy74KsGhZjoFHJykyqCGH2sKopLo6evlfvuP4NJbA6snzN9WvL7WKjhRUREOlG3QzMQYOTOInNL6/Q21zB4qB7VMvMrGAyiqwoffutJp1BxfYfDzcFCxcWZjLYPFTnObfj5aFsj9nmdb48ucXNhi0DQX9VQVAy/RttGAw+324zMb7NlgOpycaK7ieHjHUn3nyiNSdcUAoaFPzhWxP6ea3paus9hIe4b6V4jmZPHH370Edx6mnoYRWFkfotVS48rxnpF6eDC6XjppgIDoV+CRYamz8dvfeEqd2Y0CARoXLIY3HLxxDuH0MxAAjePYETassJuHVNLm7wwusCO32Rz1+DZG7McaqrlTF8rK1t+2hrc3JhajY5cT64kbLpi2fC1iCj3uqaw0FTL5b5WAtuzGKZjU+lXNCzNxZW5bXhuMmnzFVN38crkOmPLuxzpaeNMTxM3ZjYK12Uygb3dtZE5/mGrhV3XXsCwtoz6K2QTEb7r8Xi+DHzK6/V+rVgHVGnkc3MIfelfv7sSlZOX1RK9mrm1W1osKyiUzbSiuv2YxvrIOpZpotkWKk7/8b7WWob62gqb/gGFFdVB8TyMyvc3rjO+uMWOCZquc7S1heGGXZib3hPZGYjqtIcfIcAeuzTAY8EBtBT5tvvZYrfYJBO2+bpvPHDiMLqmQIKPW6Gj54WY6OzX5CbVsWZd1BlueOH8unctd8PXEkLXLIAv4MatK/S2q7z1TC9D3c0MH2/fy4NO4i0d/1ggSmzHRZczJNJ32jAtdE2lu62eR491sDW/EHVPd2kqF3x1/NDpJibaCYpuGDi8jfrtryZ18nhzZgNGRzliKk4zl4DqiGuC/1oqgeDPtqLmld6V7nNYiPtGutdI5uQR6hya7jsR2ygihGFaPDcyl3oCHCwyvDaxyrVFM2qVd3RD4wG9hyvnkpzTkOVdMNK88OY0/zT5HWzFjxsTl21Qu2NydcxANUzq1C00U8Ftu3ApJi7LjGq6EhkttmynIUsolznUoAWISu1oUE0ONbgYcAecpj4Jz0+0qB7XFP5VUy2eo4dY2rFoa2vkWK+G+sIzmXczzMDyrtxXIbMRwiPAvwV+zOPxjAKfAj7j9XqXinJkFUIh2g0nMu/fDZh84/Xp/bUmUlVAzcja5Hz3EWrGAnEz99/46CNourp3YwiL5/j86vjHQiLciBHf+ZnLxxHsea4BH3vkGDdn1iIcPlrQFucy35eqJHDyiE7xMBWV3/u77zIyt8lO0FLvRE8bH3//JTSXHiyc3D8HkFI7OhSKdMWO+bhvvDS2EJcaEaJYAjOfic5+Tm6SHWs+g13S7obDA1HXzGdYjM9vMD6/UZjiXNtOLJ5jItI3bi8wu7BOX0sNQ50NaJbJ2OQSU6u7WMH7d8C0mF3ZhoEOutvq4wRyyBIvoehO4uSxMTFP785iEh+GmF2EGhkoKv5rW7B7ND6dI5mTR/A5mqom/RwW6r6R6rOezMkjsnNoMkzLZno5cWPbr393mi9dncioKDrd5zjpqpIWPLe18Mb2POM0YSdKz030mG3jxkQ/cpwffaCP3/2ra9ydAQJu6hQTVa/BrZm4cSzwamyTWdPF91waYnJ2hbX1bVobnB2/dmc5aTrH9PJWQlF91jJ5oLcBsGBlIek5ToySuojQ5eZeNjhlr7JhKAQUzfGSrm0sm1XIbFos3+PxeB4GfhpHEP8u8Bsej+evcaLEzxTpGMuaQrcbjuRf3phlebN88mgiSfu+lYgbQ76ERHWoyCcbUZ3oscj3oSipHT7SYdlgpY5S35xeJXD3Nn1G8LX9oE/Mc/OZQPTrZmOrp+mp86vTiOpKKn5LRrbFjtkItdHZ9ahueiF0VSnL6Hk5TG7yiUonu5btjTNJ75EFKW4N2uKhJy7u2hPoW/gCBIsQFZ760Fu5un2Lf6jVwbbDbcRdtklv8wDv+cjb+O7oHFMLaxxpreV8TzOqFSm0YyLUSSb7iVw8kr4V28aFQb2q0l9jwWoOMapIJw9XfD60pru40qBz5VS9kyy6vhyfN53HhD6Vk0eqCVXk6mosbk1ladMXPofpPjepPscJHXd6W3jP5eOMz22EhXGy1KqkKAqqq4YjR7q4tmDw7SXYVVr2RHPMx7PWpXH50Ys8ryiM1q5z/FA9X3h+lImpJfD7aViBM7t1PPnuM046RzCFY3z1NpPKJi7NEdRuTGzLZGXTl3n77zjsYLFi8qLX8zb8sDrFos+JRBu6mzdOvrNs7qNZqRSv1/st4Fsej+fngJ/AEcWPAx/weDwjwP8F/Fev1xv/aTzAFLLdcCTpWtmWmlzfd9bevWFRTcoK2Iz2a9t7edVZWehFCvHEojoZsyvbBIzo5wYMk7nV7WghXEhbPVUJCuVkFnrFs9XbL7KNQGYj1BI9V1cV3vfWk1m7RuwXpZ7c5BOVTnYtgZT3yGIvr6aabEV+RkJtxGtdGj3Hj6Ad7uLi4W4uZvpCoYLCqIh0gGODAfyLNdydW8UOBKjToFa1wDBQTIM6FdyKhWIaWDHR55yIdPLIsvgwTGiiHmWHl9rJw1Q0Xryzyuj8Fh2NNczFtDFP5+SRbHXVrau0N9Ywuxr9ZlJ9blJ9jhN9Hl69s8wbU6sR9T2tfOLxS1H70DUV07KiynBUBTRVxTCjLQA//+ythJO/0ARBVxV62ur50tVxRoLe73v7d4PuZgGYXdV4ixFdtO+qO8azUy9HfZ9qdZXT77oHjrdFuHKk6F4YCAQ77AV/z8DyLpQ7Pb28xcqmj8ZD7Xz4feUT4MspXOf1eteAPwL+KBgl/hjwPuD3gd/yeDx/Afyx1+t9oWBHegCJrTQOVatGkuuNvpgtefMhH+/eVO8p4/0qyl4UNXEQKDsio82RRYkh0WyZtG67Wb61hREw0LDRbIs6XeFwZ7uTd1UMWz3LBjJzAElLFrZ6UU1fovKrI7YvENlGILMRasmeW64iuBzIJyqd7Fo+eq6H5U1fQjcGcD6aA9natmVBqsnW+986WLh0FFULNhmI7tamAU/+dH/UOQ25RMT+Pj6zwslD9Tx4rM0pJkybN11YJ48woXtghk0xQk1aQqkklzXHntNnK+zaGqqup3XymBqfxOXbgmBqSMhF4ZEz3Tx6toff/vIrae8TUXUcwwM8dgkm5qPrOBJ9HmybOEu52O50A4eb+PK1iahuhaf7WnnP8EBcrUjC74Ku0tpQ46Q1WDYTwbbZoauVaMUgkXZ44MRhetrqw97/NbrKmf42HjrT56jVuoaYc2FysruN4XMpvsehSZzftyeSE4hnNeCnv9NPf8DvvE4Z3UcLYZ+2BKwAu0AdTjD/J4APezyevwX+vdfrzcGU7+ATO3AETIsvfnssKkcql3zEfBtFFJNslrOjup91xt9IIt9Tpvst+ARBTS/u7jnUQ/2t3fDxhfKpB9/+CERWQmebS500v7oCvKojUzxSiurkjw2fPJyVEMlGqKV7bjlONMvhmHKNSiebeFwe6uLyUBfXbs3z9GtTPP36TFS+rB3+X3FI1358P9JRQo0WwBHm4JyvyHNcsJWADJ08UgrrLAk1aQlE5Fq7NHjriUNoqpLUySOyLXmPbfNO32KEIFRQdJ0fUE1ObG7x3tp5JrZ32TZBcbno72hhuHYLZu6GI9JP/c2rvDG76Th6uN2c6m+PGzMzSXlI1p3u8qmuhJ+Vh890R22fqFBXURSWN3YIvb1MPvKx2sG0bD7+ueeZWdkOR5Z72xv4xOOXot5jIv3Q01bPW890M9TTEv8ZD03iUrSvL3dyEsIej8cF/BvgCeBtOB7MI8AngM8AF4GfB34E+CRO+oSQgMiBw7Rsrt+Nb4eZbYShFI0iMiXT5ezYL2Ps0lLse8pkv6WaIGiqwicevxTVhS9ksh/12km8qnMima1eOgu9/fSqztMBRAOeuk9npKuGqbVdejoaOHO0Be3OraRpH5qmcaWnlit9Dc5jZgBsNaEDSDJRV44TzXI8pmxIJypD33GbaDFkB8VQrJgoFOlWEfYjHWVfr22Ek8fexGozOLHqT/964eLDVK4d0Y/dvbvDqu1CU50ca822MEwLTVW4nGTsS+TY4RybGvxdobu1hpOtbtTtTX7i/s4Yi7x61ImR8P5uz2/QPnqHSyGluQ36hsb438ww2N8RTucYVjV+oGGNsaVttk0FW9Px2eBnz8lDd7kYbK9x7nHaXpAk1WclchJrWBb+mLEsYJiYaW7DiuK4kwSSdFuM1QWGZTOzss1LYwtRx5RIP+RToFoOE/R0ZCWEPR7PIE5e8EeADsAEvgx4vV7v/4h46tPA0x6P56+A7yvIkVYBhYowlLNVSabL2bFfxnRLP5nst5QThJfGFsIzcdgz2S/aaxfaVi/rXOok+dWFFNWAZluc7WrgbFew0GMrSUvPTAiL54jIc2SaR1BUv3pnmcXbd6k3bGpQMS2V23f9vPDGJJfP9GRlq1co0n22K2EwSicqT3Y3UxvzHc+lC1y2x1TqIsRS3LdyFt9pig8T4dL7+Pbt2r17vG3T6FJ4y6ULMNCWMCJ9fXyeFzZrsBUVXbPQManD5uGhDlxYdDbVhF06IEEDlhgW1nYwYsYY0zRZWtlgsKMu/JgGfOzeFiYWVBbWdzjU6OaV20vRDiEN9Ty0WIP17HXGFzaZ2wxwuL2RE30daC4XsU4epqrx+/9wnZH5LbZNsFQN3VaxFRUDDVtRMG0Spk6Gz6Gm0tFYwzvv6UXXVAa74yO3meqCVEX82X72KmWCnk1Dja8C78SJ/k7jRH//b6/XO51isxeB9+Z1hFVGusEgkwGtnBsmZJqnmc5RA6LfUyb7LeUEoZwnJ2kplld1orSPmPzq1EK7OLZ66Vi7OU3/9nx0W1If7L5qgRFsLZ5IVGeR9hGOzCmZnftUn6/hwc6KGIzSUSr/62JFfTOdnKS7tsWY4OyX+DYtmy9fm8CM+N7J8IIJAAAgAElEQVQpqsLJvnYePHc0aR7pdyYsXta7sCMUjAIcGTzltIkPtxHPzFu6ZVtje2IT2wig2xY6FjUqHG6ui3vtWFF9vKs5riELJPaYfu+l43Fv6fb8BvW373A+iTOIpTg507V1tSztmmGLvICiYqs67lo3GwGb3UWFbz67yLGeNh6/eAnNtxPl5JGpLkiX/pHNuFXOq9ORZBMRfhfwdcALfNnr9WaSMPi3OKJZKACZzq4KMWAUK4KUaYQl0Zcx1dJPJvst5QShnCcn+0oWXtVpycerOo2tXiq62+px6Rr+CCcQl67tdVSEjEV1RiSz1Yuw0Dvv3uYom2wbNqaiYqLicukMtbp48Y273JpcwhdwOlCV62AUSTaNUipJzIfIJlKW7N4xcLipaBOc/Zq4X7s1z5tTq1GRTpem8p7Lx1O+h/StmpO3EU/E0Gmb1YWmqHN5treZYz/0ANhmlJNHbN60agQ4cdjgRChH2jS4NbnEzOpelDnkMT2xsBEXlU4UjY5EDQrz7z3dzvO35lnZ3MI0bVyaSkudm7VN/1403Qeusbvc/qfV6NfRNC6pOu9zT3N7a5dtU0Fxuehta2ZYW4E7m+Eo9XCbxvBhnRuzu2wYRBUfxp3nNFRKACib0eis1+t9M5ude73e14DXsjskIRmZzq7yHTCKvZyRSYQlkZgP+TXGVvJmut9SdlQ7SN3cyoaCe1WnsdUL5lcPtXfSNLHNnfk1rIBBra7Q11HP0NHDe9HuQpKBrd49tTYPN/mZXN4iEDBx6Rr9DQ08YM7xL9+d4cLGFDZgo2AqKtauwuargHq07Gz1sm2UUolkEylLdu9AoWjRtv2auCcSSgHDYmJ+g4dPJ8/7LvT9tNCTrKs7N/m7WjdK0Ftax8JlW/Q2HuPE2SNREekGs4n5OwEsI4DLdvyodSz04M9gY9uwsuXjg48MRUWf59d2uDoS3QDKMC0W1neihbBpopomjz/Yy/jcOjdn17CxOdUFyuSEE04PnQvglwdhoiXA/NoOt2bXWNvys2sBuouuxiaGt1rhtcn4hi0RTh5oOqdaNFo0i03DxlCc+0U5BoCyaaiRlQgWCk82s6t8BoxyWM5IdWOKvEFmE7kuZUTpIEWzDiRZ2OppwM8+cSz5tczbqzomWp2BA4imKHz4HafiuyQqSlQEW8FGt03cukZ/gwpbm/mds1S2egnyqzMR1eVw/wlRrJWxbO/lie4difxmCxVty0doZnPOchXcxbifFnKStfe+wKeo+Ah6TJ84Coej93/26CDGpBY+1y7daaAS+tprtkmjrvDwQ+dRB9o4YRicCEakN0fnuDNpYweclA4XJvUqtHUegtq6hE4ekTnNY7PrCVM2ItM/Lg3GFho2oW6sZnQe7rds3rl9M3h9FQxFRXO7eHCzFSifyWwh7NOEfaKUs/RSLGdkki+dbeS6lBGlgxLNEtJcy6J4VadP+9AsizMdnZyJya8eOuqi5+YC04sbGEYwWtzewFBPS37HVQxbPU1j47UZBjenMFCDaR4KVkBlceQmtJqZ5VcXgGKujGV7L0/0eSvmeJCr0PQbVpQ7To2ucra/Lek5y0dwl/P9NJv3FXmub82uYxgmX3ttipUtPwHDwuV2c7yvlQcuHI/LmT7f1Y8+bsS9zskfuLz33AgnjxffnOErvm1Mlx+Xy0K3LRq24RSt3NPbvJc3HeEtrRpGykLDVNxZ3IxI+3Am4XrAYuLuPEMPZL27oiFCuILYr+X1SslnLafIEexFQm7OrGHZNqqiJPZdFIRsyNNWTwM+cvaiI2pmVzl5qIGHjnegYe8VJWaTS11kW70jjRptqhGVg+3WNQa1bZiZjNrMtG1uzqwxs7yFBahAT3sDQ33taHps5DlRfnUwXz226YumcW10kRuTK+zGNEsoxP2lEPfyYo8H2QpN07J58k+eZXx+z7nFZ1i8MbmS9Jwd1JWybN9XyCv6S1fHw2OaS1Ppaq3jiXef4/JQV05+50CUk8fImsmcXYOt73n+KsB31Q7uGRxK/oZsO723tGk4lpgRBYl3JtbZsjV0xUKzne+RYdlMrftI8Wr7TlUJ4UqwEEpFrjeNbN93peSzlkvkGvaiR29MrkQ1RMnFd1EQCk1RomfZ2OqF/atNwk1fop6/J6qHelrob29w8p1TRLBN2+ZPnx5hcnkrunBRUznSMceH33EKLQ8bu93Xp7m44USmrWBk2vSprL+mgXsgu7SP0GPB4ymEACw3EXnt1jx3F+NTbXyGlfKeXM6R3XzI9n0lsgxd3fKjKkrKa5qs4UqibXIOcikKuFzOf1nwzVEXzzQ41paKbaPj5D0brk7ekdWeikvVCOFK8bNLRy6z9FzSB8rpBpuMcopch25ikSIYSh+lFg4esRPbUIvdfZ/gF8lWTzNNPnzyLC+PznF3bo1jHfXcd6QNDStKaF8fX+CNVQPD0tAUFQ0LzbYJmBaTy1vcnFnjTG9rzocUyq22DafJgwtwaxpH62xYW8ltpxG2epqqcUXTuNKvgbYJ09uJ0z5ic60jbPXKSUQ6zSDiVwl0VSm71cRyJNfATjZj/H4Hue4s7E2MbEUhgE5AgVtryQt/S0HVCOFyW0bfL3J93+V0g01GOUWuU/keZ3ozq+TVCmF/SDTo6ZpCwLDwR9gKVtoEP9ZWTwMeutjMQyk2eXXC4jtaJ3ZsSrBto2MxVNvPmdMD2dnqReRXD/W1ZRSZzopi2OpFCecsvapDjxVgQpOo4QnAkUON+35PrsT7aa6BnWzG+EyCXIU8d811ie3rmmozs7XbL6pGCJfTMvp+cpDfdzlFrlOZkKe7mR2U1Qqh+CQa9IgoCq+WCT6k+M4pCrrLzbG+DqitT7xxBmjAh88/yLWbs0zMrnLiUAMPHmt3ItORTV+K4FWdESFbPaMA0bVkXtXpbPUi8quHB9o429vCG9Nr7AZMdFXhyKFG/vCjj+zrfayQ99P9FNS5BnayHePTtXou5Fj02KUBXr2znPDxcqJqhHA5LaPvJwf9fZdL5Dp0E0uWI5zqZlatqxVC9mTScfGgTHTTESkcou5vulqwlSFNU7lyppcrZ3rz3ldBbPXC+dWZ2eplTAZe1enQgN+8V+XmYZWZ9QBd7Y2cPtKGNnEjIsWj+F7Vhbqf7neAItfATiHH+EK2ajctG1VV6GquZWFjF8t23uP5/lbeksIjuhRUjRAup2X0/aRa3/d+E22Bs4Zp2WiqymAGUYSDHLUXCku69qdwMCa6qQbcyL89dmmAx2wYm9/AtCw0VWGwu0ydWvbDVi8UfbYiRHOBvKrTEXLwmF3ZpqetnqHD9U6bX18eO03nVZ3gsanxSWp2N9GCHdEsRSHgT12wl4hSBChyCewUcowvVKv22EmES1dpb6zhiX99jsunEjtglJKqEcKaqvDUv73Ii6PzjC1scryrhYcGuxwLIcrrohSSckofOOjkGp0+6FF7oXAkGvQS5QhX8kQ3VSQO2Pc0orLNN83TVi+KPFuUm4bBZ756nanFdcyIfOp8nTty8ao+b61yr7UYZ7/3wGYNvLaeQFhHFCVGiOrpsTvU727gDnZjNFGx/AbjMytcGeoMO4CUmkKO8anGomwmBrHP9RtBBww1tQNGqagaIQygLc9zqdHPpUY3sAPTE3t/VJRwJW54Fqooe4+HH1OdfKrIx8OPqcm3KyHlkj4gJEai9kKmJBr0Qq4RB2Wim2rAheK1FU5E1eTv5ymqr43M8ZXtWXZdLSi6jYZF/bbCea2L4RMdyVM88vCqjoxAd7ftdVJMab8XEtWBQNL9hjhnr3LeWooT1Pdv18Gr69nlUmdoq5crhRrjU41F2XQyrLRVzqoSwtgpqnVtG+zgl68YZCqYUwptZe9LU0ZCW8gPidoL2ZBo0DtIE91Ug6hts68DrOTvZ0bkNbMVBQONDRNurgYYbsi+I1mYJF7VpmHwO198kfHZVcyAQZ2+zcnOXZ78vnNotsWHf/BBbtxdYnZpg96WWk51N6Flmf6R1s86C1GdlghbveQWepENYYojqlONRdmsXFbaKmd1CWGX2/mg2LYjikO5UYUsOkhGWGgXaf8ZC20lWnTHCu2obUVo7xcStRcEh3SD6H4OsJUW2SoVRRM+Sbyqr43M8dySzS6N4SD23VWNt/ibuHKqCw04PwTnIzey7dRpHxFpHq9PLDC5sM4D9w/xoGkyu7xBX2stp7ubnQ5phbLAC1FQW700ojrNY5qmceVEO1cGD0ed+2xWLittlbO6hHBnksrfkDC2bWcpJvRzrFi2rOjnhr5YcduFto14rNjst9COEtZJ0knUJEI7URqKIAgHkkJ3ttzPAbZcIltlm6ccZL+FT04TFEUJ5gEnlj2mZXN1ZI5P/fMtljd9BAyLGpcvmArzvdHnOzT2h2z08sivxjSTpnnkRDG8qoMC+akrzbwxbXN3ZYe+Q82cHziMNj8Vl1+taRpP/eg9vDixxNjCFgM9rQwPdZfVZzaS6hLCyVAUUII2Ldm7taQnldCOFNgJhbYVL6qrRWjHRq7zydsWBGHfKUZny/1MIyqHyFYl5CkXI70rlfgv9AQldI5fv7tCwNwb5JKmwoRFNc5Kcx6YpsWvfPY5bk76MQJQr+9wukfnV957Ma6bYpwDSKz7R7G8qoO2ehpwoVXjQmsjYMHSXFIRrwGXgEttwO4GvD65l87hdsPJs4U91jwQIbwf7IvQTiCOY8V3UqEdIbirTWjnXSAZ8ZhwICj36Fs5E3vuLNsueGfL/UwjKof8/UrJUy7kdUkn/gs9QQmd40gRHKLYqTDXRhe4Pr3OrqmA6mLHgpfm/VxbCOT2mlHCOVMLvdxs9Uzb5k+fHonLo07oFhIlqvdBU2SBCOEKIeXgHBJvqMUR2pBEMCeIcscK6kjxbVWr0M4gbzs2zUSEdkmohOhbuZLo3LU2uCs+x7bU+fvVmKecTvwXeoKSqlFNsVNhCn59Q8V0hSCNrd6ro3M8v65j0ICm2ai2xdqqyRsrBhf6WoJpIwlEdZL0lFJRXkcjJKQsBudQekGhvmCxJBTMueZtJ0gnKTYlF9opHEUyKZCsAqGdSaS3UqJv5Uiic7e04cOlq/gjui2Wc/V4puznqkG55CnvJ+nEYaHP/8nuZty6GtUVFEABTve2FDUVpqyvbxpbveuvrzGmNGNH/FkBXtU7uXBqKPrJkV0VywwRwhVAVQzO4TzefRDasZHrQuRt4wyO1ydXmFzcpP9QI+f62wo3OO6L0E4iqNM5imRaIFlCMp1MVmP0rVAkOncB06K7tY7VLX9FVI9nwn4HJoqRp1zu6T+pxGExzv/wYCe97Q2Mz29EPe7SVd5z+XhRz0055KHnSlYiPuQAoheirWJhESFcAcjgXACKLLRNw+RX/vwqI1Mr+AMGtfoWZ3p2+LX3Pei8Yr5528Um0kawGDP2SKGdraNIpnnbKch0MlnW0ZkyJ9G5q3VpPPGvz6GqyoHxyN7vwESh0wDKYoUxDanE4dWRuaiitkKcf01VeOuZ7jghHDAsJuY3ePh0d97vKdVrlzoPPVcqWcRHIkK4ApDBufy5NrboFDwYgKLjN+HVuR2uTW0VZnDM2FEkC6Ed+fdiE+XXvQ9CO0Ywz966TcvOKk0oWIqCDVimytTtaeirD2833N/EPd0N3JheY8ewcLt0ThV5afSgkGxQvBzM6Twok/ZSBCYKmadcCSuMycQhwKf++XpcUdtujuc/MjJu2Ta1JRpnS52HnimJVhIqVcRHIkK4Ajgos66DTNEHx/1OHUnqKJJlgWTo92KTRmifbFI5pPqjcgBrdJVTtQFYnAs/pgH/+e3dXJ+sYXJpk/6OYIrL5FhujiLZ5G1XOJUc2cqGSg9MVMoKYyJx+NzIHMubvrjnujQ16/MfGRnfDZjoqoKqKLh1NeghLONsJKlWEipBxKdChHAFUC0DTCVT6YNj0YV2xo4iORZIpolqn+tvY6CziYn5DfyGhVtXGehs4lx/W9xzNVXhnqPt3HO0Pfr4SxLRzsBRJNO87X2gUiJb+VDpgYlKvleNzq4TMOIn1h1NNVmf/9jIuGHZgI2uKnS11vHEu89xeahLxtkglbCSkCsihCuEahhgKplKHxyLjqIEHUeKKLRTCGbNtvmZD3Xyyug8t+fXOXaogYvH2tEUMiuQLHb6SCmFdiaOIpk0tqkSKj0wUcn3qkQi3q2rPPHuc1mf/2SWaYZls7rlR1WUirmm+0GlrCTkgghhQSgAlT44VjyhpjVqcqGtAQ/e38KDuew/r06QGeRtV7rQhsK2XC+y0M7XNaGSAxOVfK9Kmoc+lP11SCSqQxwUgVdIKnklIR0ihAWhQFTy4CikYV+6Q+baCTKDvO39KIgM54IXSWgXpBOkionCr37hBacgMuAURJ7ubysr14RiU6n3qlxEfLJJT0hUx7ZVhoMj8ApJJa8kpEOEsCAIQqkpN6GdNm/bdszx91Noh7208xPa1+8sszMxRnco1zQAgbEFXv+mxr0DhzLoBJljgaRQELIR8ems4p760GWujszxqX++zvKmT4rkUlDJKwnpECEsCIJw0CmF0M7UUSSZ0I7N+S4Qk4ubUZ3uAPyGxdTSBvcebdu/7pCpWq6ny9tOlIZywChE049MWjU/fKaby6e6DqTAKzSVupKQDhHCgiAIQn6USmhn1HLdjNqup7sdXLMYhoFqg4rjItLf0ViEA499DyamUaQOlInasBcyb3sfKVTTj0wLvLIVeOXama9cj6vcESEsCIIglDcFFNr3dPbRcGs3WmT1tnDuLQ+AQmFarodFesRjOELlk//4WpyN389834X8BUs4dSS/3SQlkdDO1FEkTd52rNAulFVXMQq8yrUzX7keVyUgQlgQBEGoGtLmOhYtom3zwpszfGPVjV9pQdFtVGxmVlTesqExfOJQFgWSiYV2UdlHob144y6d24tYKM5/igKGwuzYbTisZSy0h4+3c7a3mTem1vBlkf+bKrJarn666Y5LosXJESEsCIIgVBX7nusYjJLeWthmywBb0Z3oM7Brws01k+HGPF0KCtEJ0ioPoX2srYYmzdrrBGk7nSBPNgDrqxnvUgN+89HDXJ/UmVzeoq+jifPHOtBm78akiOxFpk0bfutLr3BzdoNdw8Ll0hjsaeXj7x9G01QmJhew/T5cKFiAjYLPb6e0W9sPEZoqDWR4sFOixSkQISxUPDLTFYTSIt/BzCiqF2sovUArbEg7fG1nVjnZ1cTwiUNo2MmFdkZ52wnSSSLIphNkOuI6RVqpnUeu31lmeWqGRsOiEcCE9bsbXH+pgXuOtnPetc2gvRbXrv0CK3B3PC51xETh977yKrfmQsJa56vdLfzSv3kQTVMzL5BM0x0y1WerXKPY5YIIYaGikbwoQSgt8h3MnErzYt3XaxvbCfIj/bw4Os/tuTUGDjfywEBH5p0g0wjtVCRzFZlc2uSeo+1JRfr5/ragyI7e3/U7y8zNLOA2LNwAPlie2ub6a7ei27inI7I7ZKxFn6ow3KpwpUPh5tyOI7h1nZOHWxjuruWvr06g+7apxxHmtqJg+U3GZ1a4MngoI6F9kBEhLFQ0MtMVhNIi38HMqTQv1n29tuGCOSeirbng0oVjXLpQoP1n4CiCbdM5YLP5+gp+w0S1LVSgVlfo7jkMtXWOSP+RB3jt9hJTixv0t9Vzvr816TVMJ6wzJtJG0IyPaGvAz/+rE44jydIm/R1BR5KVBc7U+jjGZnwUW113otgQLbQL0Qkyy4h2KREhLFQ0B7n/uSBUAvIdzI5K8mI9UNc2Rmgn4+J9zXS9thQVBe/pa+Xe4QuOsAvu4b6+Y9wXuWGSyPShQY3l6+v4AyYqNgo2dbpK55FeaGrJvLFNBsSlgQTJKNWk2G3YI4W27oLu/sK/Ro6IEBYqmoPc/1wQKgH5DpY/ueZwV+O1zTlqn0RoP3B+gCOvzEUJ67a2eq5vqgQWrcxXBPJoua5ZFj/z3st8d2KBycUNjnQ0cKG/DU2J2E+xiRTaZRYdFiEsVDSVlnMnCAcN+Q6WN/nk+VbrtS1k1D5SWN+aXefZN2aYXt7is8/czC7nOsOIdtLjAC5293Ix2RMydhTJsUAyMqqtlFcnRBHCQkVTaTl3gnDQkO9geZNPnq9c28IQEtYAf/mt0XCublnl0ytK0HGkGEbaRAvmMkOEsFDxVFLOnSAcROQ7WL7km+cr17ZwHKic62wJdYdUiyS086C84tOCIAiCIBSMUJ5vJAc9z7dckWtRnogQFgRBEIQDSijPt9aloQC1VZLnW46U8lqYls1zI3N89pmbPDcyh2ntQ7fACkFSIwRBEAThgCJ5vuVDqa6FNL1JjQhhQRAEQTjASJ5v+VCKayFNb1IjqRGCIAiCIJQcWb4vDqmK9ASJCAuCIAiCUGJk+b54VGNjlGyQiLAgCIIgCCUlcvneJnr5XsgPKZhMjUSEBUEQBEEoKVXtsVtkpGAyNSKEBUEQBEEoKbJ8X1ykYDI5khohCIIgCEJJkeV7oVRUV0TYtp02f4IgCIIglA2yfC+UiuoSwhtrYAWXXRQFCH7BFCJ+VqLFcvhnJfyUfdlWEARBEKoIWb4XSkF1CWEiPAlte+/3crMqTCSgiRDKcWI7Qljv17ZVjGnZXLs1z+jsOie7JWohCIIgCJVKlQnhCsEOKXNbRHou2xYR8boUBEEQhINDdQnh5ra9n207ieCMeNwO/y/iufuwbTlTiSI99LdUaSsZbvvCzXlG7y5iGiY6Cobf5NbkEi+8Oc3lU93pX1cQBEEQhLKhuoRwJOUsUESk58Y+iPSpu3O4/du4Ih5TfDB9ZwZ6alNvLHnpgiAIglBWVK8QLmfKWaDEiuXwPzkI7UTPTSa+M9l2HzjW2USNrrFrRHhd6hpHDzel37js89JFpAuCIAjVhQhhITvKWaDYkaI4B6GdwbYXh3o51jvNrZm1YI6wyvGeZi6e7ApquNKJ9Lwoe5EO1ZqXLgiCIBQPEcLCwWEfBIoGfPwj78je63IfRHrCbcN/T7FtuVOJeeki0gVBECoCEcKCkCU5eV2Wu0CRvPTcqESRHvpbAYpHk75OSLin21YQBKHEiBAWBKG8BYqI9NwoZ5EOkpcuCEJZIEJYEITyppwFSqq0lSihHfNYum1Dj+ezbblT9nnpItIFoRoQISwIgpAr5ZzyUqq8dBHpxUXy0gWhoIgQFgRBOIiUs0BJKpaDP+QktJNsG7lN6OdU25Y75ZzyIiJdqEBECAtCCTEtm2u35hmdXedkd4YOFIJQ6ZS7QJG89NyoRJEe+psUj1YtIoQFoUSYls0vf/YqN6ZWg57EGmf6WnnqQ5dFDAtCKSlngSIiPTfKWaSD5KWXEBHCglAirt2a58bUKrsBp0vdbsDkxtQq127NZ2fNJghC9VDOAkXy0rPGtGxemVji9vwGxzqbuDjQUX6BkEILbUWBmtriHnMWiBAWhBIxOruOL2BGPeYLmIzNrYsQFgSh8ijnlJcyFOmmZfNbf/2yMxYYJjW6xsnuZn7pR+8vLzFc6OJRVRUhLAgCnOxupsalhSPCADUujRNdzSU8KkEQhANIGYr0ayNzXFs02bVqQAXFgtWFANfmA1wZ6gw+K00BaOy/idJWMioeTbJtUSifawAihAWhZAwPdnKmrzUuR3h4sDP9xoIgCEJFE14VDIpzG9gxbMYWNrlypqe0BxdJoXPLy2gyAiKEBaFkaKrCUx+6zLVb84zNrXOiS1wjBEEQqoWKWRUs57z0AiBCWBBKiKYqXDnVJTnBgiAIVYasCpYHIoQFQRAEQRD2GVkVLA9ECAuCIAiCIJQAWRUsPWqpD0AQBEEQBEEQSoEIYUEQBEEQBKEqESEsCIIgCIIgVCUihAVBEARBEISqRISwIAiCIAiCUJWIEBYEQRAEQRCqEhHCgiAIgiAIQlUiQlgQBEEQBEGoSkQIC4IgCIIgCFWJCGFBEARBEAShKhEhLAiCIAiCIFQlIoQFQRAEQRCEqkSEsCAIgiAIglCViBAWBEEQBEEQqhIRwoIgCIIgCEJVIkJYEARBEARBqEpECAuCIAiCIAhViQhhQRAEQRAEoSoRISwIgiAIgiBUJSKEBUEQBEEQhKpEhLAgCIIgCIJQlYgQFgRBEARBEKoSEcKCIAiCIAhCVSJCWBAEQRAEQahKRAgLgiAIgiAIVYkIYUEQBEEQBKEqESEsCIIgCIIgVCUihAVBEARBEISqRISwIAiCIAiCUJWIEBYEQRAEQRCqEhHCgiAIgiAIQlUiQlgQBEEQBEGoSkQIC4IgCIIgCFWJCGFBEARBEAShKhEhLAiCIAiCIFQlIoQFQRAEQRCEqkSEsCAIgiAIglCViBAWBEEQBEEQqhIRwoIgCIIgCEJVIkJYEARBEARBqEpECAuCIAiCIAhViQhhQRAEQRAEoSoRISwIgiAIgiBUJXqpD2DfWV0q9REIgiAIgiBUL60dpT6CMBIRFgRBEARBEKoSEcKCIAiCIAhCVVJ9qRFlFI4XBEEQBEEQSodEhAVBEARBEISqRISwIAiCIAiCUJWIEBYEQRAEQRCqEhHCgiAIgiAIQlUiQlgQBEEQBEGoSkQIC4IgCIIgCFWJCGFBEARBEAShKhEhLAiCIAiCIFQlIoQFQRAEQRCEqkSEsCAIgiAIglCViBAWBEEQBEEQqhK9lC/u8XhK+fKCIAiCIAhCdWB7vV4l9kGJCAuCIAiCIAhViWLbdqmPQRAEQRAEQRD2HYkIC4IgCIIgCFWJCGFBEARBEAShKilpsZwgCIKwf3g8ns8A/w447vV6J0p7NIIgCKVHIsKCIAiCIAhCVSJCWBAEoXr4JeAsMFXqAxEEQSgHxDVCEARBEARBqEokR1gQBCEPPB7Pl4HHgCe9Xu8fxfztE8CvAH/i9Xp/KoN9vRN4HHgE6AdcwCjwl8Bve73e3YjnHgdeBizgfq/Xezvibw3AC3lysFEAAARPSURBVMAp4F1er/cbwcc/Q4IcYY/H8yPAzwHngHZgCbgJfMHr9XqzOB2CIAgVhaRGCIIg5Me/B+4Av+vxeO4PPejxeL4H+GXgOvBkhvv6BeDdwCvAp4BPA37g14D/5vF4tNATvV7vOPBTQBvwOY/HExnY8AJngF8PieBkeDyenwb+BkcE/y3wvwP/ANQBP5nhcQuCIFQkEhEWBEHIA6/Xu+zxeB4HvgF8wePxPADUA38G+ID3eb3e7Qx35wHGvV5vVM5aRGT5x4AvRLz2X3k8nv8T+J+ATwC/5PF4fgL4CeDp4GPpeAJHbN/n9XrnY173UIbHLQiCUJFIRFgQBCFPvF7vt4CPA0M4kdw/A7px0iVez2I/Y7EiOMgfBP/93gR/+0/Ad4Bf8Hg8P4sTDV4APuT1eq0MX9oAAgmOZzHD7QVBECoSiQgLgiAUht8G3gF8MPj757xe76ez2UEwt/fngPfi5Pc2AUrEU/pit/F6vbsej+f9ODnBfwTYwI95vd7pDF/2szjpEK97PJ4v4ES2v+n1eheyOXZBEIRKRCLCgiAIBSAYyf1SxEN/kOy5ifB4PC7ga8BvArU4KRC/Bfzn4H8ANUk2HwFeDf58HfinTF/X6/X+Pk4B3R2cXOYvAXMej+frHo/noWzegyAIQqUhQlgQBKEAeDyeIeD3gBUcJ4dPezye2ix28RhwCfgvXq/3Hq/X+9Ner/d/9Xq9v4aTbpGKXwQeBhaB8zh+wRnj9Xr/q9frvQJ0AD8I/AnwNuC/ezyezmz2JQiCUEmIEBYEQcgTj8dTgxPBbQA+gBPJvYfsosKDwX+/mOBvb0/x2g8Dvw68CVwI/vufPR7PI1m8NgBer3fV6/X+g9fr/RjwGRwrtUez3Y8gCEKlIEJYEAQhf34PuB/4Ha/X+0/A/wZ8E3jC4/G8L8N9TAT/fUfkgx6P5wRO/nEcHo+nDfgcYAIf8Hq9c8D7cYrfPufxeDrSvajH4/m+GOu1EKFIcKaOF4IgCBWHFMsJgiDkgcfjeQ/ws8BVHIszvF6vGbRUewX4fzwezwter3csza7+FrgF/CePx3MPTrOMo8APAX8f/DmW/zf4+JNer/eV4Gt/x+Px/M/AHwP/H/AjaV7388Cux+N5FkeMKzhR4GHgReCrabYXBEGoWCQiLAiCkCMej+cojhhdAx73er1G6G9er/cuTrONZuDzHo/HnWpfXq93C3gX8Oc4eb5PAvfieAH/eILX/g/Ae4CvxHa083q9n8Qpevthj8fzH9O8jV8Evg08gONj/JM4He1+AXin1+uNs1UTBEE4KCi2nciyUhAEQRAEQRAONhIRFgRBEARBEKoSEcKCIAiCIAhCVSJCWBAEQRAEQahKRAgLgiAIgiAIVYkIYUEQBEEQBKEqESEsCIIgCIIgVCUihAVBEARBEISqRISwIAiCIAiCUJWIEBYEQRAEQRCqEhHCgiAIgiAIQlXy/wMn9V12O1OlNwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -278,7 +278,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x288 with 1 Axes>" ] @@ -355,16 +355,16 @@ "output_type": "stream", "text": [ " #i Loss Gradient Theta\n", - " 0 +0.408 +3.559 +0.988 -0.057 -0.309\n", - " 1 +0.650 -4.347 +2.463 -0.023 -0.304\n", - " 2 +0.896 -7.067 +0.926 -0.065 -0.346\n", - " 3 +1.240 +0.418 +5.698 -0.018 -0.370\n", - " 4 +1.031 +5.688 -9.851 +0.027 -0.391\n", - " 5 +1.095 +5.490 +0.184 +0.040 -0.397\n", - " 6 +0.395 -5.822 +7.940 +0.066 -0.361\n", - " 7 +1.139 +9.341 +7.889 +0.057 -0.391\n", - " 8 +0.659 -3.728 -1.985 +0.053 -0.392\n", - " 9 +0.395 -2.076 +5.453 +0.039 -0.386\n" + " 0 +0.190 -0.713 -0.029 -0.201 +0.793\n", + " 1 +0.427 +0.562 +0.808 -0.072 +0.802\n", + " 2 +0.313 -6.245 +7.659 -0.010 +0.751\n", + " 3 +0.469 +5.487 +2.930 -0.050 +0.756\n", + " 4 +1.017 -1.594 -2.835 -0.046 +0.784\n", + " 5 +0.148 -2.095 -1.103 -0.027 +0.795\n", + " 6 +0.186 +2.789 +2.483 -0.024 +0.773\n", + " 7 +0.477 -0.149 -1.772 -0.024 +0.791\n", + " 8 +0.652 +12.087 -0.659 -0.017 +0.793\n", + " 9 +0.351 -0.062 +2.956 -0.016 +0.791\n" ] }, { @@ -381,7 +381,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -403,7 +403,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x288 with 1 Axes>" ] diff --git a/MNIST/01-DNN-MNIST.ipynb b/MNIST/01-DNN-MNIST.ipynb index ed397a7..a49936d 100644 --- a/MNIST/01-DNN-MNIST.ipynb +++ b/MNIST/01-DNN-MNIST.ipynb @@ -100,8 +100,8 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.4.3\n", - "Run time : Friday 28 February 2020, 10:48:50\n", + "Version : 0.5.0\n", + "Run time : Tuesday 3 March 2020, 16:36:00\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] diff --git a/SYNOP/01-Preparation-of-data.ipynb b/SYNOP/01-Preparation-of-data.ipynb index 3bb8ae6..c206c7d 100644 --- a/SYNOP/01-Preparation-of-data.ipynb +++ b/SYNOP/01-Preparation-of-data.ipynb @@ -2887,7 +2887,7 @@ "metadata": {}, "source": [ "## Step 5 - Final dataset\n", - "### 5.1 - Finalize it" + "### 5.1 - Summarize it" ] }, { diff --git a/SYNOP/03-12h-predictions.ipynb b/SYNOP/03-12h-predictions.ipynb index 3198e79..397d5c5 100644 --- a/SYNOP/03-12h-predictions.ipynb +++ b/SYNOP/03-12h-predictions.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -91,7 +91,7 @@ "\n", "FIDLE 2020 - Practical Work Module\n", "Version : 0.5.0\n", - "Run time : Sunday 1 March 2020, 20:18:54\n", + "Run time : Tuesday 3 March 2020, 17:19:05\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -210,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -226,12 +226,12 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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xlm1KlCPNeulr1jup1HHMfrkSaxBkn8VTilk4SUlfXTGvgjPmiwbcAu0xf/58tmzZktC+0X6pbmaDnkg0RjQaQ68f/eul3kCEPLMBnSRR6bLzYV17TuzwBMI4eiORk8sctLr9uP0h8rPYKzkZvIEwNvOxU51Cm5nT507kH+8f4MoVM3NgmWAkjp5z6XUS0VHgRMqyjE7SYTLq+fut56akAnza7Als2H6IsxaIlFaBdhn936wZQpKk1ZIkvT/U+xaLhfb29iGdLKtJTzgaIxLVZqrF0ZHHwZr1yrJMe3s7Fkv262wE2eeD/W00tCnRjEg0xvMfNOTYIoEajKeFof5OpCRJWEx6/OH0opFauX89/Zy3SpctqRqrTBKvywSllGPmxEJ2NnblxJZE6AmE+9Jvj+aiEydTW9+hmc94NKKWGv5gcy6dTvuRyPg8SjIYcdrNKbeROWlGGVvrREqrQNuISGQvsiw/Ajxy4403DjpCVVZW0tjYSGvr0P25urxBelr0WEzauq3hSIxOb5C+sVgCg04i2n2ss2ixWPqacgvGNs+9X8dpc8qZVOpAr5P41fO1nLuosi8dUDD6iU/EXC7XmO+JJ8syMXmg6IbFZCAQivQpc6ZyTq0srHn6RdQmFOXR5g709c3LJj3+I8I6cCSl9YTppVm1I1FmlBdywzlzB32v0mXnp1ecNOafDZVRRQ1/sDlXjz+MTkdfOrVWsVgsREwFFNpST0e1WYwsmKSktIpopECraMvb0TBGo5HJkycPu88/Nh7g47puvnXh7CxZNTL/3tLA717eydVnzOTpd/ZR3+alutjGnatOoLwoL9fmCXJIc5ePCb1/Awa9jkKbmfaeIKUFoo/oWCGRxa+xQkyWaXMHiHQd+fsNhqP4ghFa02i/pJWFNU+/iJpRr6O0wMqhTh81JceWJaiJN6i0+Igzp6qIP2tYoCYai5GfN7TT4faH+ekzW7hz1dJRofqpQVRRwx9szvXkG3vwBSNcc+asTFxCVV7fcQinLb22b6fNnsBrIqVVoGGEE5lBlkwpYd2be4atncwWkWiMR17awaa9rdx75TKqi+2cf1w1lz7wH358+Um4HLlfWRfkluYuP1X//jv88PtQX88vnKV4dHfC11bn2jRBhkhk8Wus0NTh5acvv8v/fnVx3zZPIMzlD77MX751DoZRXhfp8Yex94vAxFNas+1Eeo6KRM6qKOLjg11EYzFNZjG8+GEjbl+Ia88afHE332rEGwjz9q5mls8uz7J1o59squE7rMZRoyLe6Qmm3Tv8pBll/PL5bb29WbUdfRWMT7Q34o9iJjrzMOh11LV6cmqH2xfi/z3xHk0dXh685pQBPbxcDgttPYEcWifQArIsc79xP9av3Ah1dSDLONtbqLrtFli7NtfmCQRJ0+MPkZ83UNzFbjFSWmBl/+GeHFmVObzByIDavooc1EWGIlGiMRmz8UgKrcNqpCTfyr4Wbd5jj3/4CbgkSVy8bAp/eUe70VSBgt1ipMcfyrUZCaE4kekt1tssRhbUOIVKq0CzjEknUpKkKyRJ+p4kSd8DSoCC+GtJkq5Q8bosmVLC5v1tal1iRPa3uPnq795gRnkBd65aekwtkMtupl04keMeXyhC5f13I/l8A7ZLfh+sWZMjq8Y3aglUjBfcvvCgCqFKL8OOHFiUWXr84QHjeZXLTmN7dhcsvYEINovxmEybOVXabfXhCYZHrIk9eeYEJhTm4Q0KERMt47Aa6RklQjMd3iDONCORAKfOKef17YcyYJFAkHnGpBMJXAP8d++/UpRi7/jra9S88OIpxWzel5v6o9d3HOLW/3uXK1fM5NqzZg9a3+F0WGjvEX2xxjsf7GtD19g4+Jv19dk1RhDnR8AZwF5AmzNyDdPtC5E/iAqn4uBoVz00UbyBgc5QLhRaPYGBqaxxFEddm3+yx00qZlbF8Hovep3EbZ89DosxuyJF45mRFPEHw2Ex4vGPDiey0xOkKM2aSIBlM8r4qF6otAq0yZh0ImVZXiHLsjTEvxVqXnvRpGK21Xce01JDDQ51+rjuNxs4/65/8fn7XuTXL9Ry16VLh+3353JY6BCRyHFPc5cfT8mEwd+srs6uMYI4U2VZdsmyfDZwMNfGjDYGS2eFI+qho52eo5zICqeNpo7sO5GDpYbOqSxih0bv8alzypleXjDifrIsc8Mjr9OUo9Yp4w1Zlh+RZfn4ZI5xWE2jJhKZiZpI6E1prXbyjkhpFWiQMelE5hKH1UhNiT0rq7J3rNtIQ7uHmCzT7QtjNRmZMXH4Fddih1nURApo7vKx86bvwFGtC4ImM9x9d46sGt9kU6BiLOL2D57OWuG0EQhFaHWPDkGOofAEwtj7qaI67WbCkRjuLNaIeYbouVjpsuELRWhza++75fYn32Nvs3vE/SRJosJp4+bfv8n5d/2T1Q9tYH1tUxYsFCSKUhM5OpzIDm+QItux41EqnDqnnNdESqtAgwgnUgUWTylh0z716yIb273075F8qNM39M69uBwW2j0inXW8s7DGhXP1l+Gb3wSbDYCYy8Xm234El12WY+sEguRx+0ODtnKQJKk3Uja6U1qPTmeVJCnrKa2eQBi7+VhR9yP3WHvRyKYOHybDyFOd9bVN7DnkJhyN8sevncGN583lD+t3CUdSQ9gsBgKhKNFYLNemDIssy3R7QxmJREJvSmudSGkVaA/hRKrAkqnZqYusdNn6fpakga+HwmkX6awCZWVz6oR8uOsu8Hjg979Hd+65LPvhN3JtmkCQEm5fCMcgkUjQtvBLohydzgqKQms20y+HikSCdtOGPYPct8F48o09fPPTC7j+nLlEYzKLJhVzywULePKNPVmwUpAIOkkiz2zAE4jk2pRh6QmEMRt1mAyZqbG1WYzMrxEprQLtIZxIFZg5sZBDnT66vOpG/G6/ZDESysBa5bJz56qlIx7jcgh11vGOLMtc/uDLSt3ur38N27bBpZfCY49x6/+9w4Ex0A5hvJCKOMVYxe0PUzBITSRoW/glUbyByDHOUKXLTkMWFVo9gciAXpX90aqjXlZgxWYZuSV2Q5uHeVVOPrG4muJ8Jc1/XpWThrbctuzSOtlWw3dYtd/mI1OiOv05dXY5r+1ozug5BYJ0EU6kChj0OhZOcrFZ5ZTWtp4gsyuLeP57n+DRG06nvChvxGPy80z4Q9GsCP8ItEmHJ0goElNWSX/zGwiFlNrIV1+lZt/2UdPMWZCaOMVYxT2EOivA9ImFHGjtIRgevePeYBG1nKSzDnGPZ0wsZP9h7d3jX1y7PKGIUFWxndqGDjo8AS5/8BUAahs6qOrXZ1kwKFlVw3dYjHg0ntaZKVGd/iybWcZHde2iDY1AUwgnUiUWTylR3YncvK+VJVOKkzpGJ0k47WY6RJuPcUtzl48JhXkQDsOePTBrlvLGjh2c/vo/ODzKBUgE4xO3f+h0VotRT02JnY8PdWfZqswgy/KgDlylMwfprEOkhlqMemqK7ezW0D3u9oV47JWdCe176fJpPPDsRxw47MHtC/H+3sM88OxHXLp8mspWjm6yrYavRCK17Uh1eII47ZaRd0wCu8XI/Gon7+wSKa0C7SCcSJVYMqWYTftakfsr32SYTfvaWDy1JOnjnA4z7R6R0jpeUep9XIoDWVkJVqvyxmc+w7T3X8cY01YkQSAYCVmWcfvCg7b4iDOaU1oD4SgGvQ6jfuBXdqXLxsFOL9GYet8z/fH4h68v1FpKa6cnyNsJ1pGtnFfBVStn8tCL24jEZH79wnauWjmTlfOGbpklyD4Oq0nzTmSnN/ORSBAprQLtMXKhgCAlJjptmI166lo9TCp1ZPz8HZ4Ah7t9zJw4cv+ro3HZLbSLSOS4ZUGNiwU1LpBlePvtI2/U1GCeXMO5wYPAlJzZJxAkSzAcRScxbLP4OZVFvFI7Ottv9vgHtveIYzEZyM8z0drtZ0IC5QzpMpJIzezKIl7V0D0eTIxoOFbOq2DlvAp++58dnH9cNRUJiNUJsovdYtB8r0ilJjIz7T36s2xmGb9+YRveYBjbELXJAkE2EZFIFTlushKNVIMP9rWxsMaFXpf8R+hyWESvyHHMM+/tZ1tDB2zcCF0D2x60rHuax8PJR7cF6ZNtgYqxRLcvhGOYKCQoUbIdjZ2qZoeoxdHtPfpT6bTR2JGdlNaje1UeTVyhVSv3eLj7NhzXnjVbOJAaxWE14RmnkUi7xci8Gifvfnw44+cWCFJBOJEqoqS0qlMXmWoqKyhOpGjzMX55a1cLgXAU7rsP3ntvwHtykZPobx4CjUwCxxlZFagYS7j9YQqGqIeMU5JvxWTQcbBj5H66WmO4CKAirpMdBdGRIpGlBVaMBh0HE+hZnA0WTynmWxcuTPq4lz5s5N9bGlSwSJAudotxlEQiM+9EApw2u5wN2w+pcm6BIFmEE6kiiyYXs72hI+NKqLIss3lfG0umpOpEijYf45nmTh/lhXlKa485cwa85yqyce7LTxH9YEuOrBu/ZFugYizh9odw5I0ccdJqL8OR8AzS3iNOpcueNYXW4eyIo6Xa08Pd/pRabflCEXYd7Bp5R0HWcViNmo9EKsI66jiRk8scvPtxC+ff9S+u+80GDmlkwUYwPhFOpIrYLUYmlTqorc/sF+r+wz1YTPqEWnoMhsthod0jaiLHI9FYjA5PkNI8A+zde0SZtRejQc/mBacQeOrPObJQIEgepb3HyDVIWhN+SZSRI5HqO5ExWcYXjGBLxInUyD1eX3uQ9duSr9EsybfQ6hYLrVrEYRkFfSJVSmcF+MnftiCjPI8N7R7uWLdRlesIBIkgnEiVWTKlhM0ZrovclEJrj/647CISOV7R63Q8/Z1zMOgkePpppT/kUZz9/a+Q9/xzObBOIEgNtz9MwQg1kaCtKFkyDO9E2rOSzuoPRrCY9Oh10rD7xWtPtYAnEMaRQk1kSb4VXzCigkWCdHFYtZ3OGo3F6PGHKchTx4nsv2Aky2S1T6xAcDTCiVSZxSrURaaTygrgyrcIJ3KccqjTx9a6DvB44JRTBt1n3+S5HHzsiSxbJhCkTo8vhMM6srMwpSyflm4fXg1PQgdjOCeytMBKty9EIKSu05Oo0unUsnwOdfo00RR9sN6aiTC9vID7rlymgkWCdLFbtN0nssurZEWMtNiSKpUuG1LvqSVJeS0Q5ArhRKrMrIpCWrp8dGSoL2MwHGVHYycLJ7lSPkeeyYAsI1ZaxyFbDrQp6V0//zn85CeD7vP6x4fZsvcwvPlmlq0TCFKj259YOqtBr2N6eQE7m0ZXvdtwqqh6ncSEwjyaVBYMGqlHZBwt3eOzF1Yyr8qZ0rFPv7NPESATaAqH1YRHw4tAnZ4ghSq094hz56qlVLnsAEwssnHnqqWqXUsgGAnhRKqMXqdj0SQXH2QoGllb38GUsvwR61KGQ5IkpS5SRCPHHc2dPibERXXmzh10n9ICK7GdO+G227JsnUCQGm5fYumsoPQy1ErNXqKMFFGryoJCqyc4fHuP/sypLGKHBtKG51U5mehMLVLz7KY6Dnf7M2yRIF3sViUSqZU2MkfT6VVPVAegvCiPR284nROml3L1ypkpa2MIBJlAOJFZYPHUkoyltG7a18riNFJZ47gcZtozFB0VjB6au/xMKLTC9u1DO5H5Vj6YvBC2boWWlixbKBAkT48/sXRW0JbwS6J4/GHswzQXr3TZaVK5V2SikUjQjoDRTY++wd5md0rHluRbaRPiOprDbFCmrcFILMeWDI6aojr9mVdVxDYNPGOC8Y1wIrNAlcvO+tqDGZFkVuohUxfVieNyWGgXX5Djjs+fPEWpp73oIpg5c9B95lQVcfGK2XDuufCPf2TZQoEgebp9IfKTiETubOoiGtNmJGMwPMHIsJHIiiwotHoTUGaNo5V77AmGE15cOBpFoVVEIrWGJEmabvOhZo/I/sytcrKtvkP16wgEwyGcyCzwy+dricly2pLM7T0BWt0BZkwsSNsm0eZjfGIxGZR6jf/+70GVWQEK8kxKyutPfgIXX5xlCwWC5OnxhylIoCYSlL9vp91MXWuPylZlDo8/jG3YSKSNBpXTWXv8iSudFuSZKLKZqc/xPfb4w9gSTME9mitOm8FJM8oybCh4r2YAACAASURBVJEgE9g13OZDzR6R/ZkxsYC6Ng9+lQW1BILhEE5kFsiUJPMH+9tYNMmFXpf+xybafIw/AqEI//Xwa8h//SvcdNOw+179y/X4J1bCli3QM3om24LxidsfwpGXeMRptKW0jhRRq3LZaWr3qlon5g2Ek6rFn53jlNaYLLNkagl5ptScSKX2TpuOynjHYTVqVlyn05OddFaTQc/Usnx2aUDASjB+EU5kFsiUJPPmfW0smZp+PSSA02GhvUdEIscTzV1+Sgus6LZuhaKiIfeTJImSAqsiKnHPPfD881m0UiBIjlAkSjgSS8pZmFM1uvpFjlSPmJ9nQqeT6PKq5/T0BMI4kojq5dpR10kSd3xuCZKUWquF7Q2d/PqFbRm2SpAJHBpu85GtmkiAuVVF1I6icUww9hBOZBaISzJLKCtoqUgyx2SZzfvaWDw5/XpIQKizjkOau0ZWZo1TGnciP/tZ+Nvf1DVs7VqYNAl0OuX/tWvVvZ5gTNHjD5OfZ0rKWci1g5MMkWiMUCSG1aQfdr9KlRVah+tVORi5vseHu/3c/+yHKR+v1ESK70gt4rCa6NFoJLIjSzWR0FsX2SDqIgW5QziRWSAuyfzYV1aCTEqF/vtbesgzG5iQITnnYodF8+qshzp9XPebDRkRJBIon/nZCyqhsBAWLRp23xVzJyotEy68EF54AYIqRa3XroXVq6GuTsn1rqtTXgtHUpAgbl/iyqxxqort9PhDdI6CuvB4j8iRnORKl51GFRVak01nrS6x4/aF6PLm5h53eILsb0k9Fb+kQKizapV4mw8t0pXFSOScqriAlTaVagVjH+FEZpHyojxOnFHGM+8dSPrYzftaWZwBVdY4TruZjp6gZnstAdyxbiMNbZ60BYkECtPKC1gxbyL89rcwe/aw+567qIoZEwthwgRFoTUDdbiDsmYN+I5aHPD5lO0CQQJ0+0PkJyiqE0cnScyuLGLHKIhGehJ03iqd6iq09gSSUzrVSRKzKnIXjUzW6T0am9nAquXTcq4wKzgWh0WbNZGhSJRgOJawAFW6FOSZKHZY0losEQjSQTiRWebSU6bxj40H8AaTGwA37WtTWjNkCLNRj9mo1+xqHigCRPGvb1mGhjYP9W3qKhCOZe75+xZqX34Xbr11xH3f3d3Cwy9tV14sXqwI7KhBfX1y2wWCo+jxhRNu79GfXKdbJoonEEloUlrpstGo4vjoDUSGVYgdjDmVuas9DYSjSjZFikiSxBdOmYpel1pNpUA9tCp61OkJUmhLLrU+XeZUFYmUVkHOEE5klqlw2VgypZh/bKxL+JhAOMrOpk4WTHJm1BaXw0ybhusiJzqPpO5KkpIG/J3H3+Hbj7/Nq9sOEo6KFI5k2NvsxrV7O+zePeK+ZoOePYe6lReHDsEFF4AaKTPV1cltFwiOwu0PkZ9CicDocSITjESqnM7qSTISCb0CRgne4/W1Tax+aAPn3/VPVj+0gfW1TamY2ccpsybw3YuOS+scd/1lMxv3HE7rHILMo0QitdfaIpuiOnHmVTnZJsR1BDlCOJE54NLl0/jbu/vxBRMbBGvrO5g6oSDpVeCRKNa4uM7lp03HZNChkySqXHZ+fs1y/njzGVxw/CSe31zPFQ++wu9f2Ulzp08T9ZNasGEoZFmmpcuPs27PiKI6oNQD9YlKTJsGJSXw7ruZN+zuuyHvqDrfvDxlu0CQAN2+5NNZAQpsJrY3dCb0vOby2U5U0GaiM4+WLj8RlRbXEnVm+1OQl9g9Xl/bxO9e3ok/GEGWwR+M8LuXd6blSG5v7Ew7XdlmNghxHQ3i0GgkssMTxJklUZ04ikJrh6ZLkwRjl9QaKAnSorrEwaJJLp7bVMfnT5464v6b9rWyJIP1kHGcDgsdGhaW6PKGOHdRFV85f96A7afNKee0OeU0tHn41wf1fO33bxIMRwmGo8jQVz/56A2nZ9XeO9ZtpKHdo6Te5siGoQhGYkydkI/5w/2KWM4IlORbsJoMyLKspOZ85jOKSuuyZZk17LLLlBYir74KBw8qEci771a2CwQJ0OMP43JYkj7uR3/9ABllgaW+zcP1D21Q6oAH4eODXQQjinOW7Wc7LqwzEiaDHpfDTHOXj0qXPaM2hCJRZBnMhuTWnf/n6cTu8ceHuolFY5S0NlKsN9IqlVLisPDkG3tYOa8iJZvf2tmM3WJkduXQ7YxGoiTfQmu3P+XjBergsBo1qc6arR6R/SkvyiMWg5Zuv6K+LhBkEeFE5ogvnjqd2/7vXS48vgbLCP3NNu9t45YLFmTcBpfdrOlI5N4WN3OGmQBUFdu5/uw5XLViJp/+yQsD6ifVFJgYisZ2L/HFwFzZMBQWo557r1wGXzoJotER9zcZ9Pxm9alHNlx7LXSoUHdx6BD885+KKmt+fubPLxjzuP0hJpc5kj7u6OczHI3xpRUzBt331j++0/dztp9tbxKtNSpddhrbvRl3Int6+1QmW+uV6D3+zh/fARnOf//feKx2njrt87S6A6RTWuYNRtJWM58yIZ9mDWWUCBQcFpMm9Rw6s9jeI44kSczt7XsrnEhBthFOZI6YVOpgblUR/9xcz8UnTRlyv/aeAG09AaaXF2TcBpfDwoFW7ap67W12c8HxNSPuZzbqqXLZaWjzIKPUT1a6bOobeBQuh7kv9SlXNgzF1voOGg91cP77/4abbkromGfe28/xU0uUCWlNDej1cPgwlJZmzrDf/Q4+9znhQApSxp1iOmuly9aXOaA8r3YW1LiG2NfeJ+qV7We7x594LaLSKzLzDq6idJr8dCHRe1xdbMcfjNBaUEJ1awOSBCUOC1Zz6lOUHn8Ye5olICfPnJDW8QJ10GqLj05vkJqS5Be00mVutZPahg7OmJ9a1F4gSBVRE5lDvnjqNP7y9j6C4aEjQ5v3tXHcZJcqCnFKTaQ201nD0RhN7R4mJTgg37lqaZ8QT5XLzp2rlqpp3jEcONxDIBSlrNAKKJOnbNswHDsaO/F8WAu//GXCx2yt62Bff+nwa6+FGTOUdh+TJmWml+Ozz7LxrIsyKqghGF+4/amps965ailVLntfzfVwz+udq5bi6k1Ty/b4kkwtouJEZl6htScQTqltQaL3+NLl05ABT/EESrpbKXFYkHu3p8plp05j0eTBFwUSpcsb5MF/bk3rHILMY7cY8AUjxDRWB5iLdFZQ6iK31QtxHUH2EZHIHDJ1QgEzJxbywgf1fPqEyYPus2lfK4sz2NqjP06HhQ6NprPWHe5hQlEeZqM+of3Li/L4/U0rueqX61lz8WLK00xjSga3L8QP/vQ+N5w7hzMXVHLVL9fzw88vzaoNI3Go08cprQ0wZ07Cx5QWWDkcrwdau1apWwz2LjrU1cHq1crPadQvvvrQUzz2xj5uuWAu86qU1dQHnv0IIOVaKMH4IlV11vKivITrGsuL8vjmhQv589v7+PHlJyZ9rXTwBCIJp7NWOO28tv1Qxm3wBiIp9VxM9B7Hn/Xnetp5KRTGajZw6fJpaY0BVpMhrT6RoJQB/OejRr72iXlZbdsgGB69TofFpMcbiCStGKwmHd4gzhw4kVPL8mnp9iWVtSAQZAIRicwxl502nT+9tY9Q5NhoZEyW2byvjcUqiOqAkn7Z7tGmE7m3xc20Ccmn8M6vdrK1vl0FiwYnEo1x1183s3zWBM5cUAkozldzt7bqaFq6/ZQf3J+QMmscRaG114lcs+aIAxnH51O2p8qaNbz43NvccsEC5le7MOh1LJpUzC0XLODJN/akfl7BuCLVdNZkKbSZ6fJmP3MjUXVWUC+dNRkbUmXlvAru+97n+d4ff8gj/3V62otI333iXVq60huHLSYDJoOebp/2lEDHOw6rEY/GxHVyURMJYNDrmDmxMG01YoEgWYQTmWOmlxcwpczBv7c0HvPevmY3DotRtWLpIpuZbm+IaExbKSGg1ENOKUu+Tm5BjYuP6rLXePfhl7ZjMui4+oxZfdvK+kfwNMIPv3A8pd+++Uj0MAHOXVTJlStmKi/q6wffaajtI1FXBw8/zPawiXlVTv644WOeenMvoPS9alCxabpg7BCNxfAFo2lHnBKhyG6iMwdOZDLCOsX5FrzBCN5gZifXiSrEpktHj5+APV9ZoEoTjz8zjm9pgVXTAnTjFYdFW20+ZFnOWTorKD1ZaxuyN/cRCEA4kZrgi6dO56k39xA+qr/Xpn1tLJ6qThQSlNWr/DxTTlbXR0KJRCbvRM6vdrK1Ljs9k/61uZ7N+9r47mePG1CzWlZgpaVLO05kTJZ5tfYghrZWmJC4UIReko6sbFZXD77TUNtH4tFH4fLLKZ1YTG1DBzsaO5lcqtS/1jZ0UFWcWXVJwdhEUQ01qFIzfjQFeYoiZDSmTh/GoehJwoHTSRIVThtNGY5GZiMSCZCfZ6bTVki0viGt88iynFQa8HD84ppTmJpCVoxAXewaa/PhC0XQ6SSsI6jtq8W8KifbG0QkUpBdhBOpAWZXFlFdbOelDwdGIzfva2WJSvWQcZwabPMRk2X2taQWiSwrtGLQS6pL8G+ta+d/X93FD79w/DFRkLLCPE1FItt7Ajz+4kdIp54KSUyAA+EoP/7bB8qLu++GvKMi4nl5yvZUeOcduP56Ll0+jQee/YgdjZ1MK89ny4E2Hnj2o7QENQTjh2ylsoJSh2W3GLOe2phMJBLUSWnNlhNp0OvoKCrFt2dfWueJxmQuWTYFgz79Kc6eZje7D3WnfR5BZlEikdpxIjs9QQpzkMoaZ1ZlIbsPdQ9aGiUQqMWYdCIlSdJJknSLJEk7JUkKSJLUIEnSfZIkaafnwlFcdtp01r25h0hvNDIQirCzqWtIyflM4dKgQmtzpw+b2ZCS4qIkSSyocbG1Xr20jpYuHz96+gO+8+lFg/ZjKy2w0pxmLU4mae7yM8/fCpMngynxe1qQZyIQjhIIRxXxnEceUVp9SBIYjYpaa6qiOi+9BLNns3JeBZ8/eSpGg57LfvYyv35hG1etnClEdQQJkaoya6o47WY6PdlzIlOJqMXbamQSTyCMPUuCHZ2nriRiSO8zNeh1XHPmrJF3TIAP9rexYdvBjJxLkDkcVpOmaiI7vaGciOrEsZmNVDht7Gl258wGwfhjTDqRwAPA/cB24KvAn4GvAc9KkqTJ33lulZPywjxe3qq0N9ha38H08gLy0uiTlQguh0Vz4jp7W9xppQ/Nr3HyUZ064jr+UITvP/U+nzt5KkumDh4lLivUVk1kc6ePWV0Hk1JmBcUhL8m30hr/XS67DA4cUKKZ//kPvPee0nk9WVavht27+15+ckkNf/32OTz/vU9mRFBDMH5IVZk1VbItruMLRTAZdElF1CrVSGfNUH1hIpz62AMUnXdmWueoa+3hjnUbM2JPSb6FNo1l6wjArsFIZC5Edfozt7qIbaIuUpBFNOlQpYMkSXNRHMenZVm+SJblR2VZ/gbwDWAlsCqnBg7DZadN58k39hCNxZR6SJVUWfvjsptpd2vrC3Jvs5upKaSyxllQ7VKlLjImy9z79w+ZXl7AZ0+YNOR+xQ4LnZ5gX1Q51yyocbL4E6fCf/1X0sdef85sCgaL9Jx2mtLyI1k+/hj+/nclotnLIy9tZ9O+1uTPJRj3uH0hHFmMRBbZsiuu4w1Eko4AVhbbM5/OGsxMfWEivPmLx2m89Y60ztHtC+ENRjJiT0m+lVaNfUcKtKfO2ukJ5ExUJ87cKqfoFynIKmPOiQQuBSTgZ0dtfxTwAZdn3aIEWVDjothhYX3tQTbtbR0y0pVJXPnajESmIqoTZ6Izj5gsc6gzsymlT7y+h3ZPgK+O0DPMoNfhdFho08jEw2jQUbZ8KZx1VtLHHj+1BNNQvTpNJrjgAqitTfyEDz8MV18N5iNftm9/3ILLbknaNoHA7Q9nNxJpN9PpyZ4T2eMPYzcn6UQ6bTR2eDPaiD2bkUh3lxf9axvSOkcmazinTcjn2gylxgoyh8OqLXXWDk9uekT2Z25VEdsbO7MiLCgQwNh0IpcCMeC9/htlWQ4AW3rf1yznHVfF/c9+RH2bh3v//mHGHaGjcdm1VxO5t7mbKWk4kZmsizzU6eO632zgvLv+yROv7+b6s+dgMgzhVPVDS70if/TXD4jNX6BEAZNk7Wt7eOrNIXo2ShJ88pNw442Jp7U2NAxoM9LlDdLtDVFdItRYBcnj9oUGj5SrRJHNnN1IZDD5WkSbxUieyZBRwTRPMHtOpK6qCnNzejWIOkmiypUZCQSbxUhBnimjTrkgfTSXzurNXXuPOCX5VixGverCggJBnLHoRE4E2mRZHuybvgkoliQpe7OOJHnqzb19fRsb2j0Zq+sYCpdDW+qsXd4gwXCUsgJrWufJVF3kHes20tDuQZYhFpO5/9mPEjpOS70i21q7MDfWw6RJSR9bWmChtXuYv4/Vq8Hvhz/+MbET/ulPMGVK38uWbj8nzShDN0xkVyAYCrc/hCNL6qygOJFd3uxFPzz+MPYU6uIzrdCazUikcUoNJnd6aqgnzSjj2rNmZ8giuOUPb2U1Ai0YGe2ls+a+JhKUaKSoixRki7HoROYBQ432gX77DECSpNWSJL2vmlUJ0v+LX5ZRfUVJUWfVjhO5t1lp7TFcumgiLOjtF5kuje3eviCbTOKfh1Z6RYYiUez1+xXHLQll1jilBXkcdg/ze+j18NBD4EpARfjTn4YdOwZsmjmxkO98ZlHSdgkEAG5fdtNZi+zZjUR6UohEQtyJzIxCa0yW8Yciqou8xVmxfC72tpa0zvH2rpaM1lmLukjtobUWHx2e3EciAeZUOdkm+kUKssRYdCJ9wFBPsqXfPgOQZfkRWZaPV82qBKl02Yj7T5KkvFaT/DwT/lBUM72F0lVmjVNVbCcYidKSZquNSteR9YZkPo/SQistGohEhiMxzptXjnTppSkdX+myMbuicPidliyB886DDcPUMX34IWzeDNOnD9j8h/W7NNUORTC6cPuznc5qympEKtUIYEUGI5HeQASryYBel51sAW8wSu2Pfg6HDqV8jg/2t1HXmrk2JyX5FlqHW0wTZB2H1USPhiKRXd6QJiKR86qKhBMpyBpj0Yk8iJKyOtjTXIGS6qqdauyjuHPVUqpc9t6aDjt3rlK3hFMnSRTZzXRoJFUnXWXWOJIkMb/ayUdpRiMvPmkKJoMu6c+jrCAvbQc2E9gsRj61+rPwve+ldHxpgZWrz0hAVKKnB1atgk2bBn//4YfhuuvAcCSaEY3FeOa9/VlLkxOMPdy+7KazFma5JrInRYGYKlfmFFqz2SMSlOwJ+fHH4aPESgcGwxMI48jguLJyXgUl+emVWAgyi5ZqImOyTJc3SKEt95VSNaUOun1BkX4tyApj0YnciPJ7ndB/oyRJFmARkPOU1eEoL8rj0RtO5/nvfYJHbzid8qJjMm8zjsuunbrIvc3dTE1DVKc/82tcbK1Pry7ywwPtXHvW7KQ/D63URL70YSPbv/BlePfdlM9x+5PvjfyFVFgI//M/cMMNEB0kqh2LwTXXDNi0r6WHknyrcCIFKeP2h8nPy2afSBM9/nBf3braeAOptdbIZDqrJ5C8Qmw6FOSZOGR3ETtQl/I5PIEwNkvm0m9Pm1POrJEyMgRZxWrSE4nGNJFF1eMPYzUbEhLdUxudJDG7UlFpFQjUZiw6kU+hlK99/ajt16HUQq7NukUax+nQhkJrIBThcLef6uLMKHUuqHampdAaCEd5d/dhTptdnvSxJQXKPc3WZHMo6ts8VL61HhyOlM/R4Qkmlpr7pS8pdZfPPz9weyym1E1WVAzYvKe5mzmVRSnbJRjfxGQZTyBMfhYjkXqdDrvFiNuXnWSWVFtVTCjMo70nmJEJdrYjkQa9jm5nKaH9B1I+xzcuWMDiyZnrs7xxz2F+9lzqkVFB5pEkCbtFG+I6WhHViTO3ykmtENcRZIEx50TKsrwV+BVwkSRJT0uSdK0kSfcB9wMbgCdyaqAGKdaIuM7+wz1UFdsx6DPzZ1lT6sDjD6f8u73zcQuzKotSKpY3GfQ4rMac39fWw53YWg8dU4uYDKUFVloTcSJ1OsWB/NSnjmyTZTj11EF7SZ5/XDU3nT83ZbsE4xtvIILZqM/YeJEo2WzzkaoTadDrKCuwcrAj/ZR6JRKZHVGdOPPvuhWpXyugZGlo80AGFZ/zzAb2H+7J2PnGGpIk6SRJukWSpJ2SJAUkSWqQJOk+SZJUFXVwWI14NJDSqoUekf2ZV1XEtnoRiRSoz5hzInv5OvAtYC6KQ7kK+AXwKVmWY7k0TItopc3H3hY30zIgqhNHJ0nMq0691cf62oOsnDsx5euXaUBcp7i7ldD8RWBMPZJQ5bLjC0US29nhgNdfh5tvVl5v3AjNzTBnzjG7/v29/SnbJBC4/aGsKrPGKbSbsuxEpubAVbpsNHWkXxeZ7UgkQNmUKqI97pSP//HftqTWiH7tWqUVkk6n/L9WSVxS1FlzX56gYR5AWajfDnwV+DPwNeBZSZJUm2c6LEZNiOt0egKaUGaNM2NiIQdaewiEc5/qKxjbjEknUpblqCzL98myPFOWZbMsyxWyLH9DluXMybWNIZx2iyaEdfY2u5mSoXrIOPNrXCmJ67j9IT6qa+fkWWUpX7usII/DORbXufa/LsS68Z20zvHlM2dx7qKqxA9YtAgefxwmTIATT4SODnjyyQG7dHgCPL5hd9ajSIKxQ48/RH4WlVnjFNnMWROtSDUSCXGF1vS/8pT6wuw6kX9Z+x/kz1yU8vEpCRKtXav0va2rUzIo6uqU12vX4nKYcTksxOTclidoEUmS5qI4jk/LsnyRLMuPyrL8DeAbwEqURXxVcFi1Ia7T4dVWOqvZqGdKqYNdTV25NkUwxhEzOAEuh4U2LUQim91My7ATqfSLTD4S+caOZpZMKcGWhqBEWUFuI5G+YIQX7ngQ3n47rfM0tXv595aGxA/4xz/A54OW3l5vXV19k7E4Oxq7mF1ZiC6DKWeC3HGo08d1v9nA+Xf9i+t+s4FDneovnnT7Qlmth4yT9XTWFKKAhzp9rK89yO9f2ZX25+HxZ1bpNBF0NdWYmw9CCk5bOBojEo1hMSYpcrJmjTJu9cfngzVr0Ot0/OKa5WK8GpxLAQn42VHbH0Vpp3a5Whd2WE2acCK7vCFNRSIB5lQVsU3URQpURjiRAoo1kM4ajcU40NrD5NLMOpGTy/Lp9CYvd72+tokz5qWeygq57xXZ3OWj7O9/hqamtM7TEwjx3PtJKCWuWQOho1LJeidjcXY0djK7QojqjBXuWLeRhnYPMVmmod3DHes2qn5Nty+cm3RWm5kub5aEdVLsE3nHuo19Y166n0c60dBUsZc6ieoN0Jl8XZcsy3z1E/OQknX46uuH3f6Xt/dxQNRFDsZSIAa813+jLMsBYEvv+6oghHWGZl6VU/SLFKiOcCIFuBwWOnKsztrY7sXlMJOXYQEHvU5iblVyKq2tbj/7D/dw/LSStK5dVmClpSu3TmT14XqYm554TUm+lcPJ1AONMBkDpf/mJ5dUp2WXQDs0tnv7gkayTMZ6FA5HrtJZnfbspLOGIlEiMTn5iBq9n0fvz+l+Hp4U24ykw7xqJ403fyelY416Heclk34fp3qI8ah3+86mLuFEDs5ElP7bgz0UTSh9u1V5UDWTzqoxYR1QIpE7GjtzrhAvGNsIJ1JAntlAVJbxBRMUT1GBvc1uppZlTlSnP/NrkhPX2bDtEKfMnJB2z6dc94o83NxJQcdhmDYtrfMU2c14AxGCiRbpjzAZi0SVqHOhxlZuBalT6bIRj/tIkvJabXKVzlpoM9GVhXTWeI/IpCNq9H4evYel+3nkIhI5t8rJ1Lu/B05n0sfuOtjFLY+9lfxF774brNaB2/LylO0obZuEuM6g5AFDPRCBfvsMQJKk1ZIkpdW3224x0hPITlbAcHR6gppLZy20mSmymUfdwkcuSiMEqSOcSAGSJOFymOnw5C6ldW+Lm6kZroeMM7/axdYkxHXW1zaxMs1UVoDSwjxa3f6ciTF86uTphLduS0uZFRSV24euPzVxEZy771YmX/3pNxnb2+Lm4Re3p2WTQFvcuWppn/hKicPCnatUy2Drw+0Pk5+X/XRWpSZS/YlrOs7bnauWUuVS+u2WF+al9Xl4A2FsKSrEpkp9m4fXLvwSPPpo0sf2+MOpZbRcdhk8/DDU1Ciet9EIjzyibCeu0Jp77QAN4gOG8qAs/fYZgCzLj8iyfHw6F9ZKi49Or/YikQBzq4vY3ji66iLvWLeRhrbslkYIUkc4kQIAXPbciuuoIaoTZ3p5Poe7/XQn0CC8vs1DhyfI/BpX2te1GPVYTYasKTkezc7XNhHuyYwgcSQq0+1L8Pe47DJl8hWfjNXUDJiMbW/oZHalqIccS5QX5TFzYgFTyvI5Z1EV5UXHBB4yTo8/R8I6WUpn9aThvJUX5fHoDaczr9rJzZ+an9bn0RPIvrBOnslAc1gHBw4kfaw3EElNTXb/fvjRj5T/w2Gw2eCss/re/sTiaq49a1by5x37HERJWR3Mi6pASXVVZdXFroEWH5FoDE8gjCMHY9FIzK1yUjvK+kVmMhVfoD7CiRQAua2LlGWZvc3dTClTx4nU63TMriqiNoG6yFdrD3L63InodZlR4SsrzF1Ka/09vyDy1J8ycq4/v72XjXtaEz/gssuUCWAspvzf60CCIqozRziRY47Gdi9nL6xke2N2Ji3dvtzURBbkmXD7Q6rXGnky4LyV5Fto7U5vcTBlpywNCm0mmvKKkBuSUIXuxWE1pja+PP644jRKEuj1sHMnlJb2vR2LyXywvy358459NqLMJU/ov1GSJAuwCEgrZXU4tBCJ7PKGKMgzZWzOkEnmjkKFVqdj4FpEaYFliD0FWkA4kQIAXDlUaG3rCaDX6XA51BssFlSPXBcpyzLrt2UmlTVOrsR1ZFnGVb+XvMUL1Nb0xQAAIABJREFUMnK+0nwrrRlyhj+xuJolU4szci6BNgiGo3R4gqycO5GdTV1ZEXPo8edGndWg1ykRkFSa2SdBJmoRlRTM1J9bWZZ7oyzZvc8GvQ5p9mzCruTFzZZMLeGzJ05O7iBZVpzIK68cuO1f/+p76Q9FuP/Zj5K2ZxzwFCADXz9q+3UotZBrjzkiQzgsuRfW6dRYj8j+VDhthCKxnGozJMucyiKKbCZ0kkRJvgVvIMLrOw7l2qwhWV/bxOqHNnD+Xf9k9UMbWF+bnhr+aCO7hQ4CzeJyWHJW77G32c0UlVJZ48yvcfKr57cNu8/Hh7oBmFGeOYGfssK8nLT56PaFqDlch2XRwoycr6TAys6m9CNMgXCUqRMKsj4pFajLwQ4v5UV5FNnNOO1m6lp7VMssiOPOkTorKJGyTk9QVXEoTwYigCX5FvanIawRjMQA0hYZS4Wv37U6peP+tbmewjwTJ8+akPhBPT1wySWwZMmRbW433HAD1NWBJPUJjIUi0ZzcD60iy/JWSZJ+BXxFkqSngX8Bs4GvARuAJ9S6tsNqynk6qxZFdeI0d/kJRaJ86RevUOWyc+eqpVkpNUgVWZbZ1tDBfVeeTEWvGNjuQ9384Kn3ae70ccmyKSkJjSXLoU4fd6zbSGO7l0qXbcj7tr62id+9vBMJZc3JH4zwu5d3ArByXoXqdmoB4UQKAKUmckdjV06urSizqjvhnDGxkIOdXnr8Q6+qr689yMq5FRkdpEoLrNS1Zl8dzWzU0/6976etzBpnYY2Lkvz0I8Ub9xzmpQ8bsyK8Isgeje1eKpzKl/6cyiK2N3aq6kTKstzbJzI3TmRcXCfJeFdSZCad1crGPYdTPt6bgyhknH+8s5czfnob9r/+CZIYk3cd7GLmxMLkLmY2w09+MnDb9OnKzHD3bpgxA50k4XSYaXMHmOhUX314lPF14ACwGvgk0Ab8ArhDluWYWhe1W5U+kbIsZ8W5GIxOr3adyDvWbcQfUlTV4yI1j95weo6tGpp9LW4sRkOfAwkwvbyAB64+mTvWbeRgp4+bzpubuMhfiqx54l2aOhQtqPo2Dzc8/BoLJx2rk/FhXTvRqEwoGuPzr/+FXVUzaJ63hCff2DNunEiRzioAwJVvyZk6697mbtWUWeMY9TpmVhQOWR8Qjcls2HaQFRlMZYXctfmIeb1UXHUpGDKzTlThsrF4Snp9MwG2NwpRnbFIQ7unr43EnKoitqvc5DoQjqKTlMWSXFBoM9Op8nipCOtkoCYyjQyTHn/223vEqW3qxrT+ZWhNohYb8PjD2JJRZ/X5YNIk6O4euF2SlBrJ//ynb9PXPjE/Z9FvLSPLclSW5ftkWZ4py7JZluUKWZa/IctyZpTdhsCo12HU6/ocpVzQ4Qni1Gg6a39RmtEgUvPu7sMsHaQ/d2mBlfuvOplWt5871m3Eq0L0WZZlttZ3cNdfNvU5kHECkSjnHVd9zL9AOEooGgNZJiZJrP7Xb7n/+5ey+FnVMrg1h3AiBQC47Lmridzbon4kEmBBtWvIusitde047Waqi+0ZvWauaiI/uu9Rmj67KmPnC4SjXHzPv5HTbFeyo7GT2ZVJRgkEmqepw0tV77MTj0SqiTtHojpxiuzqt/nIRC1iSUF6NZHeYPbbe8QpspvxlZRDkuI6/lAEezL37ZlnYOFCKBikjOGOO+Dii/teLqhxalJAZTzjsKpfnzwcWk5n7d8vNv5ay7y35zAnTC8d9L08s4EffuF4Jjpt3PKHt2jpykz/yFAkyr+3NHDTo2/ws2c/Yn6185g+u1UuO8tmlh3zr7rYTmm+BUkn8ZflF3PTjT/nf278Ke7Z8xWv/ROfgNtvh+29Lc3WrlUWrHQ65f+1o9/ZFE6kAACnw0J7TzBtJyFZPIEw3b5QVtKDFtQ4h+wXub72oCrpB6WFVlq6/Vm9r+trm2h+cyNv6pwZK/S2GPUY9LqE2qQMxwnTSpNPNRNonv7prFXFdnr8IVXbYLj9uUtlBSWdtcurrpp10hG1Qci3GglHYvhDkZSO7/Fnv71HnCKbGberFBobkzru7i+ewOLJSQh3/e//DhTU6c/kyYpKa0S5f3/csJtn3juQlD0CdbFblJTWXNGhYScy3i9WJ0kYdBIXn6RmAn56dPtC1LV6mF/tHHIfvU7HTefN5bzjqrnlD2+x62DqJVitbj+PvbKTyx98hdd3HOLqM2by6I2n8+kTJnPXpSf03bd4LelgXLp8GjJKb2QJ5W9xX1ElS6+6SNnhzjuVTIdzzlGyGlavVmqsZVn5f/XqUe9IippIAaA4CWajTlE8zOIK/74WN5NKHVlZ3Z1ZUUh9m0dZXTcfmRiFIlHe2NnMQ9efmvFr2sxGjL3Ol5oiHHHihd5fba7j34vOzGihd2lvs+1Ufw9ZlvniqdPTsmEsI0mSDrgZuB6YBLQCf0KpK9JsHpIsyzT2S2fVSRKzK4vY0diZnLhJErh9IRx5uRNnKrKbqG9Tt9bZEwwnF1EbBEmSKO5VVq4ucSR9vDcDKbWpcsHSGnQvPgf25IRA/vNRE8tnT8BqSmB6I8uwdCl85jND7/OVr8DvfgcnnEBJvoUDOahxFwyNEonMnROpZXXWeL9YgPd2H+bhF7dz5oJKjCrXFKbCpr2tLKxxjShaJUkSF504mQmFVtasfQ+zSU9HT3BYARzoL5bjwWJUxoazF1Zy/1XLqHQNzEDrf9+GIz6nevKNPUiS0uVg1SnTmF/tQgak44+H44+He+5R+mX7joqe+nywZs2AFmijDeFECvpwOSy09wSy6kTubXYzbULm1FCHw2TQM2NiAdsbOlk67UjKxPt7WplS5qAk36rKdSf09orMhhP55Bt7kIDaylnsnjiN1p4AJQ5LRgq9l80sIx1X/2/v7qcnEObKFTPTsmMM8wCKouHfgPs4onB4nCRJZ6kpUJEOSnRaoqDfuBFPaVXNifSHKMhxJFL1dNYM1SPG6yJTcSIz0WYkVaIxmab3tjLDFIZTE1/ge/il7Zw4vZSE/jz8frjrruH3iddFnnCCIlS0N7kaTYG6OCzGnCq0dmk4EtmfE6aX8uz7B3jmvf18btnUXJtzDMOlsg7GyTMn8LBlO8295UL1bR6+/Kv1Q45XnkCYeOcpfyhChcvGjefNTdvulfMqBsytZFnmm//7NivnTeSC4ycpG3U6aBoiI6y+Hn77W5gyRRnnjL32r12rOJj19VBdDXffrUlnUziRgj5cDgvtniCTy7J3zb3NbuZUZU9oZX61i4/qOgY4ka+olMoap7S3LnJGFtI4G9o8yDL86bTPKRtkaHUHkhE3HJIrTp+R1vHbGztZNiOLf1yjCEmS5gJfBZ6WZfniftv3Az8HVqGiVH46xGXQ+6sjzqks4vENH6t2zVzXRCrCOuqms3qDkQw5kanXRfYEMmNDKrR0+Xlr7T+Z4d+TsBMZk2W8gUhidZzxKOQTTyg1kUNx5pnwwAPw//4f1SV25gphME3hsJpyGons8AZxjgInEuD6c+Zwy2Nvceb8Cpx29fpyJ0s0JrNpbyvXnDkrqeMOdx+r4/HbG1cMuu+q+1/q+1kGDnZkpqbyaCRJ4psXLOSWP7zFtAkFR4QEq6uVFNajqa5WRL1uuw327IGrr4bFi5VU13jkMp76CppzJLUX0xbkDJfdknVxnb0tbtWVWfuj1EUeEdfxBsNs2tfK8tnqREwgu70iq4rtOB1HvtAkSYlEVGVAMOitXc08897+lI6VZVkosw7PpYAE/Oyo7Y8CPuDyrFuUIP1TWePMrChkb7ObUEQd1UT3MK16skE2aiIzVY+YjkKrN4eRyEKbiXprYVLCOv5QBItRj16XwNTm/fchGIQFC4bfb8UK+MY3AKV5+6rlmWmbJMgM9hymswbCUcKRWNq1y9mi0mXnnEVVPPbKrlybMoCdTZ24HJaks8GOFsCpdNkpyPv/7N15fNT1nfjx12eSSSaZyZ0QyMEhIAIB8cATFaxtPUrbVVtFe1hbrVLr1Xa3ri7t2nXX/bWu3dpFC3toW5WttbX1bOs2akUsoAYMIsgRckASMjlnMjnn8/vjm4Ek5Jj7+53J+/l45BEy852ZD8nkk+/7+3l/3u+0MT/KClyjjo1dHY7SAid3fmoJP325+ng9jAcegMxRqbaZmcbt3/oWbN0K1dVGIa977x0/9TUaoljgR4JIcUx+VnwrtPYNDNLg9jA7jDSrcJ1SlsfB5i56hgpNvPVhE0tnFcS0SMe0nAyaOmJz1Wu0NSvmMTCosdsUCmPDtx66PVJ9A36qa8cuTDSZ3v5BFpfnW7rRscmWA35g6/AbtdY9QNXQ/ZZkrESOvEiRkZZKWYGT/Y2dMXnNTl/fiPTZeMt1ptHR3Yc/RgWz/FrTHaXKqJFUaO0ysU9krjOdGkcuOoQgMi01he99/ozgDn7iCfjSlybvQelyGSuhQ61G7vyfzWEXKhLRl2ViYZ12j7EKaVaPynBcd8E8tu8/GlFRmmjb+lFoqawBwwsHTVQAJ9Rjo+G8BdP54ZfORWOstHL99bBhg7E3Uinj84YNI1cWS0rgvPOMFNax1NYaGRSRePLJqBb4kSBSHFOYFd+VyNqjHqbnZca115vDnsLc6dnsGmpBULnrMKsWR7c35GjTczJojlObj1UVpZx/SjFp9hSUgoz0VL76sVOikq47LSdjzPSRYDjSUrn3qtMT6o9tnJUALVrrsZa3GoBCpZQlG9TVu72UjVFdeWEMW310dptbnTU1xYYzPZXOCKsVj8fXO4DDnhrcitokIl2JNGuVxZ5i47o1F+P/2YagH+P36+CzLpYuHb8q62gPPQQ/+hFg7AGOpPemiC6XiS0+Wr2JsR9yOGe6nRtWLeDRV3bF7CJYqLbuO8pZ80IPIgMFcF6+73I23nrRhBepQzk2WjLTU/nF63v5+WtDK7/XXw81NeD3G5/HS02dOXPs2x0OWLjQmI9aWkbeF8zqYksL3HlnVFc5JYgUxxQMtfmIl/1N8SuqM9ySmflUH2qlzdPLh/VtnHNy6JNXKIyVyPj1iszNTOezZ83h5fuuYMMtF0Vtv+e07Iywr/huenMfW/Y0RWUcSSoTGO+Xr2fYMSMopW5WSm2P2aiCMFY6KwwV16mLURDp6zM1nRWMlbL2GBXX6eqJXn/GoqHqrOHw9EReITYSK0+bBRWLjbTTIOxuaONffvPe5Ad2dsJNNxmrAcG45BL4v/8DAlWq49/7V4zNzJXINo91K7NO5OOnljGoNf+3M/L2X5Fq6ezhaKcvaftHf2b5bP7v/YbQzn/GS33duNGoFL1zJ9xyi3H7gQPjry5u2AA7dhjH3XgjzJ17YvAZMN7q5yQkiBTHFGSl4/bE7wrr/sZOTiqO337IgKWzCthZ28obu49w9vxpOIIpBR+BwJ7IePWKbGzvjslVtoKsdP77GyvDeuxbe5pwmdS0PEF0A+OdjTiGHTOC1nqD1vrMmI1qEoN+P43tvjH7vC4qN1YiY/G+7+w2N50VIM+VTmuMiutEcy9iYCUynJ+Dp2cAV7p5QeQ9T/6V3stXQ1VVUMd7gy0E9MUvwq9+FfxAzj4b9u4Ft5vZ07Lo7YvNXl8ROjP3RFq5R+REbEqx9pOL+Z/KD+nuNTc1e+u+Zs44qSgqWRdWlOtM596rTufhF3bSGuz59USpr+efb6TiP/OMETDeeCPccMPYq4u33AI//anx9T/9E7jd4184G2/1cxJyVieOyY9zYZ39TZ2ctyD+1ToXleex70gHPX0DcWk34XKkgjZOyOKxetLY7mN6bvTblby26zAbX91Nq6eXmYUu1qyYF9QqZ2//IDVHu5gfh+q0CewwsEgplT5GSmspRqqrOTlbE2hs95HvSh8zJb04x3gPNnX4mJ4b3YsaXT5z01khtsV1uqIYRDoddmxKhTX/mL0SmedMxzNtOpl1dUYgN4mgWpI0N8Prr8Mvfxn8QNLS4Mc/hoEBbv1k5G0BRPRkZ6TJSmQYFpblcdqcQp5+c1/IVVGjadu+ZlbEqBWUVSwsy+P/ffEcqg662bR5H3UtHsonOYeqPHUlT3/3iePHnjqPVcMPCGwNqqyElAm2hG3caHwuGdq29cADDH7tJlJ6jmdTDDoySHnggbD+b8kZ+ouw5LvS6fD2GZuAY8yvNQeaOjkpjpVZA9q9RkGMfY2dbHz1A460xbbojVKK4twMmuNUXKexvZviKJ+0V1Y38HjlHrIz0njguuWsvXQxj1fuobJ68nSYxvZuKmbm44jj3tcEtA1jPj5r+I1KKQewDDA1ZXU846WygvG+j1VKa0d3H1mZZqezptEWoyAy6BW1IBVmO8JKwYxWr8pw5bnS6SwoDrpCa0m+k+XziiY+6Kmn4NOfhqwQC7rdeCNkZ7O/sYP/21kf2mNFzLgc5q1EtiXgnsjhbrz4FF55r5aGVq8pr983MEhVjZszw9gPmWgONney8dXdlOQ5+f13L53wHCpwvrX20sU8f89lE59vKTX+KuIYt1eeupINn7uTvtIytFL0lZax4XN3UnnqyrD+XxJEimNSU2xkZaTFvHQ9QGNbNy6H3ZTVhHWbttE3YPRtr3N7WbdpW8xfM9ArMtZ6+wfp8vVTkBXdHlBPv7mPu1YvZf6MHDYPVbS9a/VSnn5z36SPnVWUxT9fd9akx01x/4vRvurOUbffhLEXMvwa3DHUMEZl1uECKa3R1DcwyMCgn8wYp6FPJt8Vu16R0V4BDKdC66DfT0//AJkmti9YVJaH72OfNIpJBGHJzHwumqxQ2oIFcMcdoQ9mzx449VRaPb383/vm7yUThqwMO10mrkQmSo/IsRRkObj63Lls+OMHprx+dW0bswpdpm9NiIen39zHXZ9awpG2bp54bS+Dfs1dq5fyP3/ew5921B/7GPRrfvH6Xi5cVMLRjh7eO9jCstmFE59vTdQ+ZIxxnHv/3fTtO4Dy+0mrr+Pc++8O6lxuLBJEihEKsmK3z2c4s/ZDglFNMkDrkV/HSnFufIrrNHX4KMpxkGKLbhXUuhYPFeX5fPVjp9Dg9nKwqZOK8nzqWjyTPvaZLfuDOm4q01q/D/wHcKVS6jdKqa8ppR4C/g14HXjK1AGOo87tpXSCfluLyvLYHeUgssvXT3ZmmumVfmNaWCfKK4DhVGj19hgBpM3E7/NFi0tYcvMauPTSoI7/5RsfTZwd0dFhFMk5I8g2IMOdfDJ0dDCjvVmqs1pIZnoqPX2DDPr9cX/tRF+JBPibs2dT6/awff/RuL/21n3htfZIRHUtHk4/qYh1nz+DTl8fBxqNc6jmDh9VNS3HPkBzuK2bli7j9p/98QMOTHa+FUz7kGHjqCjP59DRrmO3BXsuNxbZEylGyB9q8zF/Rmyrpu5v6mSuSUFkWYGTOrcHrWPfdDbAaI8RhyCyvTvq+88AygtdVNe1smx2IQ9+4WyUUqx/uZrpkxTw0Vrz7JaDXLhwRtTHlITuBGqAm4ErgBbgEWCd1jr+Z0hBaGj1smLh+PtZ5k7Ppt7txdc3QEaUVg47us2vzArGfr3WmKWzRjuIzKAlxMAnqP2FMbb3cDs7nn+Nz738ODz33KTHN7g9E+8H/8EPjL6P3/9+6INRCj72MYq2v8XRzplorU2/kCGMIjFORyqenoG4r2i1eXrJT9A9kQFpqSl8/eOLeOwPu3js6xeSmhK/taVtHzXz3StPi9vrmWn4OdTdq08FoKqmhZlFLr7zmWUjjp1Z6OKTy8pZNruQQb+fFJuNX77xEaUTZP1w/fXjtwwZ4usbIN2ewnNbD3L1uXOP3V5d1xp8a6RRZCVSjFDgSqclDsV19jd2MM+E/ZAQ/6azANNzMmlqj/2eyMYYBZFrVszj4ed3UlXTwqBfU1XTQuWuw7R5eie8gtnU7kMpI4gWE9NaD2qtH9JaL9Bap2utS7XWd2utLbuMW+/2UD7BH7a0VKMv656G6DW27vSZX5kVjP167THK2jAK60TvGm9RGHsirRBEAlS1D8C24LYcTDjmgQGjFP6aNeEP5otfJL24iPU3XRD+c4ioyzKhV6TWmlZPL7kJvhIJcPb8aUzLzeT322ri9poNrV66+wZMOw+Mt+HnUAODfqpqWnj4+Z2sWTFvwmO1hqqDLfx6y356+wZDvhgY4O7q4dtPbGH+jBx+v/1QUOMIhqxEihEKs+JToXW/SUV14HjT2XiaFqd01iNtsQkiAxXE1r+y61i1sLWXLqYwO4N/fvZd7l69lOVjbI7fc7idhWV5csU+CXX3DuDx9VOYPfH+20Vlxr7IZXMKo/K6Xd39ZJlcmRViXVgn+iuRoaZgeqJc3Cccuc50DqVmwdGj0N8P9onHk5luJ3f0ytCTTxqNtGtrjcdv327siwzHZZcB0FnfhivDnD394kRmFNfx9g5gT7ElRcE4pRRXnTOH+57aysZXd1M2dHF9vFZhR9q6WbdpG/VuL2UFzgmPHc/Wj5pZPq9oypwbjHUOdcOqBWNWZx3r2NsvX0JLVw93/M9mHrz+7JBXDv/jlV1csHAG15w/l9d2HQ5qHMGQIFKMkJ/liOqqwVjavb309g8eawEwFRTnxCeIbGz3sSBGrTRWVZSOOdH85Kvnk5OZxpG27hPaPVy4aAZnT5E9D1NNQ6uXknznpHvmFpXl8dJ74TUyHkuHr49sC6Sz5jrT6ew2Kj1He99gtFcBE3UlMteZRh829Pnno9rboWjiyqv3jE6NCzThDvRQ6+szvoZJU7/G9fGP88eLv8w5V39iyuznsrosE9p8JGqPyPE89ocPCBTmr23xcNt//oULF41dpOqNDw7j6TH6S9a5PazbtC3kC/Pb9jVz+enh9SZMVOOdQ4Vy7JxpWRRmO+gf9GMPIvX43QMtzJuRzT1Xnnbs+FDGMRlJZxUjFGSl4w62IWqYAkV1psoVKICczDT6Bvwxb+zb1N496T7FaCvKziAtNYXnt9fw7Se2jDhZ/dPOeuLQMUaYwGjvMfnV0IVDxXX8YTS7H0tnd58lVoDsKTYy0lNjsgIS7VXAohxjT6QO4WdghSAyLTWFX33r46jKykkDSICfv7YXX9+wOfbee8duwn3vveEPat48Tt33XlgtU0RsZJmwEtmeBEV1hhtdYNDba6SajvXhHXYeE05xQl/fAB/Ut3HaSdHJTplKls+bRkZaKvc9tZXfTZJ+/Pz2Gn74uyqa231BBZzhkJVIMUKByxF2znWw9jd1Mm96bAv3WI1SimnZDpo7fMyeFmJ/shDEak9kMG66ZCG/eusAd/z3Zi4/fSav7zpCbYuHZ946wHUXjN9UVySmQCrTZPJc6WRlpFHX4mFWUeTv/Vi0sAlXntNo8xHtPZrRDuAc9hTS7Sl0dPedmO450RgssOL7h6o6ztv6J7IWL4Dzz5/w2Ge27Ofz5x8vGEHtOCvg490ejEsuYd4Pf8KfpEKrZZjR5qPV00teghfVGW50wcHyAhdXnDFrzGOf21pz7FiAwuzQvg9VB90sKMnFmW7+/JKo7vrUUu57eiuHW73c/PFFJ1Tk/89Xd7NlbxMPfflcSvJjVzxSViLFCIXZjpi2+DjS1s3Tb+7jt1sPctOjr3OkLfbFZqyiODeTpo7Y/X89Pf0M+rVpqX5KKa45fy4XV5Ty4ju1XHpaOQtKcvjGZRM0yhUJK9ggEo7vi4yGju4+sjOtcfIRq32RsVgFDHVfpMfXj9PEHpEBr+6sx7d1O7z11oTH9Q0MojWkpw47rQmhCXfQVq0iZ3ohy+dNvjIq4sOMPZGJ3iNytFAKDg4/tjgng95+f0jV56dSa49YmZ6XyY9vPJ86t5ePjnRQWd3AzY+9zmX/9CI3P/Y6Wmt+/JXzYxpAggSRYpTszDS8Pf30DQzG5PnXbdpGd+8AWh/PpZ8qpuVk0NQeuxSoxqGiOmanCW/d18zf/c0ydte3M6c4e/JGuSIhBZvOCrCoPI8P6qITRHb5rJHOCsdXIqMtFquAoe6L9PT2W6KVSq4znY6CYqirm/A4T08/TkfqyPkvhCbcQcvPx/XcszHbey5Cl5Vhj/ueyLYk2xMZKDj48n2Xs/HWiyYslDP82J/ffjGfO+8kfvDrd4I6b9Ras3Vf85iF+ERoXA47D6xZzpE2L+v/sIvPLJ/N3OJsLjttJm9+2Mj2/c0xH4MEkWIEm1LkuWJzYgTGiWdAOLn0iWx6bmx7RTa2d1NsUirrcIFmtn/72VNZ+8nFQGTNbIX1aK1paDVnJbLT10+2BVp8wFCbjyivRPYNDOL365EralFgBJGhrUSavScSjEDdnVs4aRCZk5nGj78yKt31+uvhsccgJ2fSJtyhcG98nGc+/82InkNEj7ESGd8WH63e5FqJjMTV55xEUXYGj/3xg0mPPdjchT3FRnkc+nNPBUopnn5zH+edPJ1HXqrmvFOm89mzZsftwr0EkeIEBVmOmPWKdNhTCVwnVoqgT0KTwbScDBpjuBJ5pL075DLbsRBoqpuWmnKsUmskzWyF9bR6ekm3pwQdZMwqyqLV00tHd+Qneh3d1qjOCkMrkd7onrwGViGjnVFQlJ3B0RAuYnl6zW/xAXDVOXM4+WvXwRNPTHict3cA71irUdddB+3t4PdDTU3EASRAVnkJp26vDKlQkYidrAw7HhPSWXOd1riYZTalFN/69FJ2HHTzpx31Ex471Vp7xENdi4dvXl7Bprsv4boL5qOUituFewkixQkKshy0dkV/JdJY3dSUFjiDyrtPNsW5mTFdiWxq9zE91/y2KaE01RWJqS6EVFaAFJvilNJcdkdhNdJS6ayu9KjvifT4+nHFoOBEoq5Euhx2fNoGf/7zhMd9WN/Of1fuOfGOtWvh8cejOqa0iy5gTmMNHY0tUX1eEZ6sjLS4F9Yx9kRao8CXFTjT7fzD585g46u7OdDUOe5xW/c1c5akskZV4ML98KJp8bpwb/6u+RhQSn0duBA4A5gP2LTWctkjSLG11hA0AAAgAElEQVRq8/GHqjouXFTCXauXRv25E4HRKzJ2hXUa27s5c675xR5CaaorElO920tZiBv2Aymt55xcHPbrDvr9dPcO4rRAcANDhXWinPrv6R2ISVXUopyMkPZEenv6LfF9fr+2lRe3HeAHX/k8dHVB+tgphJ6efrLGGu/rr8Ott0Z3UBkZ1J+7ksK9e2GG+XPuVGdGi482b3JVZ42G2dOyuPWTi7j/mXf46ddWnHARqtPXx8GmLpbOKjBphMkpcOH+rtVLqSjPp7qulYef38kNqxbE/LWTMogE7gEKgPcAJ1Bm7nASS4HLgTvKK5GDfs1L79byD587I6rPm0jyXOl4ewbo7R88luYZTYHCOlYQzWa2wnoaQqjMGrCoLI9NmyPbo9Hl68flSD2hnLlZ8pzR3xMZqxXAouyMkNo3dY0XlMVZniud1u4BKCmB+nqYO3fM4wKFdUZoajI+liyJ+rjmv/ZS1J9ThCfehXUG/XqoXY41MiKsZFVFKbvr2/nh73bwvc+fgW1Y2uq7+1tYMis/Juc/U5mZF+6TNZ11JZCjtb4Q2GHyWBJOQZYDd5T3RG7f30yOM435M6ZWf8jhbEpRlOOgKQYprVprmjp8FFsgnVUkv1AqswacUprLR0c6GBj0h/26nd3WSWWFGKWzxqC9BxgZJq2eXgb9k+/j01qPHZSZwAjU+4y2HBMU11lYlsfKxSUjb2xthdtug5Ton7T+4dX3aFhzQ9SfV4Qu0OIjXntUu3x9uBx2UmPUwD3R3fTxhXR09/KrzftH3C5VWWNnVUUpG265iJfvu4INt1wUt4v4SfkboLWu0VqHf6YyxeVnpUc9iHzhnVo+NU7j2qmkOCc2+yJbPb1kpKWSkWb+SZ9IfnVuL6UhrkQ6HXaKczIn3C8zGStVZoWh9hPePvxRPHk1gsjo/x6npRqFkIJZOe3tHyTVpkhLNX/FINeZxuozZ8E//iPMnz/ucfNn5JyYJrdwIfzgBzEZV7s9k4IXn4PDh2Py/CJ46fYUlILegfic9rV6JJV1IvYUG/dedTq/21bDeweNfcODfs32/Uc5S/qrJpWkDCJFZAqjvBLZ2N7N7vo2Lhp9lXgKKs7JoKk9+vsiG9utk8oqklv/oJ+Wzp6wKgEvKo+s1UenhSqzgnGy5EhLjWplSE8M9yIG2yuyyyL7IcEIfq9dMQ8uuMBo1TGOf3/xff64Y9RK5ac/DQcPxmRci9/6Iym9vVBaCrNnw5NPxuR1RHDi2eYj2XpExkJRdgZ/99ll/L/nqjja6WPv4XZynWmWaEMmokeCSHGCgiwH7igWi3jp3Vo+tqQUh+TBU5ybEZN01sY2a7T3EMnvSKuXaTkZ2MNI5VpUlscHdREEkb4+siy0EgmQ50yjNYrz5bgFYqKgKNvB0Y7JLxB6e6zR3iPg7sffovVH/w7f+c64x3R095FhH7aC29oKr70GZTEoifDkkyz6wd9h7xv6Xh46BDffLIGkieLZ5sNYibTWPGRFy+YU8tmz5vC9TdtYt2kbtUc93PTo6xxpi12BQRFflg0ilVK5Sqnvh/CRH+Hr3ayU2h6t8ScyZ3oqg4N+fH0DET9X/6CfP1bVc4WksgJGr8imGPSKbGyX/ZAiPurDSGUNCFRoDVenr58cqwWRrugW14npSmSQFVq7evrJstCKr00p2vOnGYV1xnFCNdnNm+Gcc8Aeg//Hvfdi8436PnZ3w733Rv+1RFBcDnvc2ny0eWUlMlifP+8kDrd10+nrR2O0h1q3aZvZwxJRYuUNVLnA90I4/pdAa7gvprXeAGxYu3btlO8erJQifyilNdTiGaNt3t3IzCIXM6XRPBC7XpGN7d0sLMuL+vMKMVp9a+iVWQNK8jPpG/DT3OFjWk7oFz2sls4Kxr7IaBbX8fQMxGwlsjDIXpFWae8RkOtMpzVjGidNUFhnVlEWhdnD+vY1N8Pll8dmQLW1od0uYi4rIy1uK5Ft3l7yJYgMilKK3v7je1W1Ni5EiuRg2ZXIoeI4KoSPyGrHixGMfZGRnxi98M4hKagzTKx6RcqeSBEv9W4P5WFeXFJKsbAsj91hrkZ2+vrIslB1VoB8Vzpt3ujtxfL09MekTyQY+5SCWon0WaO9R8DJJTkMzJoFq1aNe8zaSxePvFj51a/CnXfGZkAzZ4Z2u4i5rHiuRHp6yZfCOkErK3AS6PShFGFfhBTWY9kgUpgrGm0+apq7aGj1ct6C8JuLJ5uCrHQ6u/vpGxiM6vM2tfuYLumsIg7q3V5K88M/CYgkpbWz23rprLnOdNqjuCfSG6MWHxAorDP5vG6V9h4Bnz9vLuecfQo8/PC4xzz42/foCWzB6OqCr3zFWPaIhQcegMxRF+0yM43bhSmyMow2H/FgFNZxTH6gAOD+a5dTXuDCphTlBS7uv3a52UMSUSJBpBhTflY6bk9kQeSL7x7i0mXl0ktpmBSbjfys9KBO5II1MOin1dMbVnqgEKGqd4efzgqRVWjt9FkvnTXPmUZrFNNZu2IaRAa3EhnLQDYcu+paeX57DVxzDezff8L9fq15fddh7IGWJG+9ZRw3rNF5VF1/PWzYQHvhdLRSMGsWbNhg3C5MYQSR8anO2uqRdNZQzMjLZOOtF/HyfZez8daLpAhgErHOpcYoUkqtBk4d+nLe0G33DX3drrX+qSkDSyAFLgctEaxE9vQNUFl9mPU3XRDFUSWH4pwMmjt8Ea3mDHe0s4c8V7oE6yLmunz99A/4IzqBOnlGDoeOeujpHwy5YnNnt/XSWXOdUS6s44vdKmBBltHXcmDQP+F80dXTb6mLUl2+frbuO8rqo0eNlh1z5464v7t3AEdaKim2oaDxjTfgootiO6jrr6f7ss+SkpFmqSJEU5XLYY96f+vxSGEdIQxJGUQCVwFfHnVboOPwIUCCyEkUZjnYc7g97MdX7jrM4vJ8S52IWEVxTnSL6xj7IeX7LGKv3u2htMCJimCFJ92ewuyiLD463M6S0c3hJ2HV6qxtUUpn9WuNr28AZ3psgpIUm41cVzrurp4J+7V5ewZwFVsnMMp1Dn2Py8thjOI6J7RF2bkTbr89pmOqrG7gyTc+or7Vy8xCF2tWzGNVRWlMX1OML17prH0Dg3T3DsiFAyFI0nRWrfUNExTgmW32+KzuSFs3//3nD3njgyNh9fTRWvPC9kN86gwpMjCW4twMGtujV1znSJsU1RHxEWkqKxjv18OtXr7z87dDml/8WhsFXyx28pbnTKc9SoV1vD2jVtRiIJh9kV0x7FUZjjxnmlEBd8ECo5XGKNNzM/mf21Yev+H3v4ePfSxm46msbuDxyj1csGgG5y0oZu2li3m8cg+V1Q0xe00xMZfDjicOhXXavX3kOtOwxSpVWogEkpRBpIjMuk3baB7aNxNOT589hzvw9g5wxtyiWAwv4U0bSmeNFqnMKuKl3u2JuO3Puk3b8PSE3jPMCLBSLJe2netMo93biz8KRVy8cQjegtkXabUWH0U5GfzXrRfB3/89fOMbJ9zf3OHj3QMtxhc7d8KvfgW22L1Pnn5zH3etXsqZc4twd/WybHYhd61eytNvSpF4s2RlpMVlJbLd20ueVGYVApAgUoyh3u09VtTO6OnjCenxL7xziMtPnylX6sZRnJtBU3v0gkipzCripd7tpSzCvbz1bi+BcCuUnmGdvj7LpbICpKWm4EhLiUqPuq44BG/BrER6LFZYx6YU2/YfpXfvPvjZz064f8/hdl56d6hH43PPwTvvxHQ8dS0eKsrzmVmYxWeWzwagojyfupbQ/laK6IlXiw8pqiPEcRJEihOM6OkzdNuf3w8uTafT18eWPY184tSy2AwuCcRkT6RUOxNx0NAaeTrr6Pkl2OcziupYJ7AZLteZbqRbRsioihrbUgXBrER2xWEcoXr8z3toPXwUHnnkhPtGBL1vvAEXXhjTsZQXuqiuayUrw87FS4x9kNV1rZQXRrZKL8IXrz2RUlRHiOMkiBQnGNHTp9DFP15zJk+8tof/fHU3g/6JU7Ze3VHPWfOmkSvpHuMqzHbQ6ull0O+PyvNJOquIB7/WHG71UhphEHl8fgGbTfG9z58R1OOM9h7WW4kEY19kNILIeOxFLMp2cLRj4pVIb08/LosF7LmudNx508YtrONy2KG/H/76V1ixIqZjWbNiHg8/v5OqmhYGBv1U1bTw8PM7WbNiXkxf14qUUl9XSj2plPpQKTWolIpRc86JOR12unv7o5JWPpE2j6SzChFgrUuNwhICPX2GO6U0jweefZd1m7Zxz5WnjZnqpLXmxXdquWv10ngNNSHZU2zkONNo6Zy4QmIwevoG6O4dkCujIuaaO3xkZaSRkRbZn43h88u3ntjC/sbOoPZZdnZbrzJrQJ4rnXZP5MV1PPFIZ82ZeCVyYNBPb78/4p9ztOU502hJccDgIHR0QE7OsfvOWzCdgUE/2O2wZw/k5sZ0LIEqrOtf2UVdi4fyQhc3rFowVauz3gMUAO8BTsCUNKQUmyIjLRVvT2wrp7Z6eimP8EKaEMnCWn8lhGVlZ6bxz9efxYY/7eaO/9rM9645k5mjUneqatykpthYXJ5n0igTR3FOBk0dvoiDyMZ2H8U5GbL/VMRcQxQqs4529Tkn8dSbH3HhohmTtg3p9Fk3nTVaK5GeOKwATrYn0ts7gNORark55epz55LnTIP33gPnyPdhVoad9NQU2LIFiuJT0G1VRelUDRpHWwnUaq39SqkXMCmIBHBl2OmK8TzR5ullycz8mD2/EIlE0llF0FJsNm795GI+f/5cvv3EFt7e2zTi/he2H+JTZ86MqIfcVFGcE53iOrIfUsSLUZk1ukHk2SdPo7tngOra1kmP7ey2bjprbqAFRYQ8vn5cMeoRGZDrTKe7d4C+gcHxx2ChojoBJxVnGePq64OjR0fct/6VXWz+sBH+6Z+M6qwibrTWNVrr6OzNiFBWjNt8HGnrZtu+Zh787XthtT8TItlIEClC9sll5Xz/mjP5yUvvs+nNfWitcXf1UFXTcqzIgJhYcW4mTVEoriP7IUW81Ld6KY2wvcdoNqW48pw5/HrLgUmP7fT1k23hdNY2TxQK6/QOxHwl0qYUBVnp465GenqtGUS+urOBDX/aDQ89BC+8MOI+T08/TruCzZvhggtMGqEwW6zbfKzbtI3eAT9+HV77MyGSjQSRIiyLyvL4yY0r2LynkXWbtnHLz97A2zPAnf/9llydC4LRKzLy71Nju49iae8h4qDe7Y3JXqBLlpbx4eF2aidpj2CsRFovuAEjnbU9GoV1fP240mO/y2SiCq1WXYnMc6bT6u2FmTNPKK7j6emn8MAeKCmJWzqrsB5XjNt8DG93Fkp7IiGSlQSRImyF2Q4e+vK57Kpro9MXevPwqSxavSIb22QlUsRHvdsbVAGcUKXbU1h9xix+8/bEq5Gdvj5rr0R6Iy+s4+2NT1XUiSq0WrG9B0CeK412Ty+Ul58QRJ41bxo5SxbCL35h0ugSm1IqVyn1/RA+It4UqJS6WSm1PRrjD4h1m4/hVeeVCr49kRDJynp/KURCSUtNwdd3fG+NXJ0LTqCwTqQknVXEQ2//IO3eXqblxGbV+1NnzuKr61/jyysXjFtpuMvXb9k9kVErrBOnVcCJViK9PdZciSzOyeS0kwph5nRjxXGY6y6Yb+yFrKgwaXQJLxf4XgjH/xKYfCPzBLTWG4ANa9eujVpPjljviVxQksOewx20e/soK3By/7XLY/ZaQiQCCSJFxMoKnNS5PWgtV+eCNS0ng5bOHvxah10FUWtNU7tPgkgRcw2tXqbnZpJii03RrFxnOhctLuH322v48soFYx7T0d1Hdqb1ghswCut0ePvQWkdUWKwrTgFcUY6DA01dY97nsWgQmedK58aLTzG+mDNnxH23bfwLj/z9laj33oMy04qDJiytdQ2Q8BXxsjLsUbmYMxatNXsOd/BvN5zHDClmJwQg6awiCo43D1eUF7jk6lwQ0lJTyMqw09oV/h+8Ll8/NhuWbXsgkkes9kMOd+XZc3jxnVp6+k+sGqq1tvRKZFpqCmmptoj3Y3l7BuK2Etky3p7IOI0hHN/5+RY87nbIyzPSXjBWyf3Vu1DZ2RJATnGujNitRNa5vdhTbEyXGgRCHCMrkSJiw5uHi+AZKa3dFGY7wnq8pLKKeKl3e6JemXW0sgIXi8vz+NOOOlafOXvEfT39g9hsinR7SkzHEIk8Zzrtnt6wA12tddxWASfqFenp6Y9Z2nKk3F29tOpUXDYbtLZCQQGenn7OaNgNF15o9vCEybIcsdsTWXWwhVNnF0gLMyGGkZVIIUwyLcJekUfauimWIFLEgVFUJ/Zp6lefexLPvn2QQf/IbVIdFq7MGhBpcZ2+AaPVXjwC5Qmrs/b0k2XRlchcZ5pRBbe8HOrrAWMl0rPkVLj1VpNHNzUppVYrpe5TSt0HzBu67b6hj9viORZXDAvrVNW4OW1OYUyeW4hEJSuRQpgk0l6Rje0+Sa0RcVHv9nLFGTNj/jqLyvLIzUxjy55GViyccex2K6eyBuRGWFwnnnsRszLs9A/48fUNkJE28jTA0xOfCrHhKC9w0ds/CJ/9rLEBHyjJy+SOO6+CnByTRzdlXQV8edRtPxj6fAj4abwGkuVIi0k6q19rdh5y841LF0f9uYVIZLISKYRJjF6RkQSRks4qYk9rTUOrJybtPUZTSnHVuSfx61HtPjq7rdveIyDPlRZRr0hPHFtrKKWM1cgx5h+jQqw1ry/ftXopy+dNgx/8AJYuBaB+6w56Tllk8simLq31DVprNc7H7HiOJVYtPg40dpKbmUZBVnhbT4RIVhJECmGCI23d/O/mfbz0bi03Pfo6R9q6Q36OJgkiRRx0dPehlCInTkHceQum0+7tY1fd8Q4CCZHO6kyn1RNhEBnH/2Nhztj7Ij291qzOClBd28rbe5vg2WfhsccA6HzlVfbPX2ryyIQVZGXYIy5uNZb3alpYJqmsQpxAgkghTLBu0zZauowTuDq3h3WbtoX8HJLOKuKhLk77IQNSbIorz57Ds1uOr0Z2+ay/EpnrTI9oJbIrTj0iA8bbFxmvXpXhqG3xsGVPE3g8sHkzAK6tW2g+VSqCC3DYUxgc9NM3cGKF50jsqHGzbHZBVJ9TiGQgQaQQJqh3ewMV6tHa+DoUfq1p7vBJYR0Rcw1uD2X5sU9lHe4Tp5ZRXddGw9DvRaev3/KtbPKckRXW8ca5P+NYFVqNCrEDOC0aROY604x9p+XlUFcHQPPchbjPkcqswkjTjnabj4FBP7tq21g6S4JIIUaTIFIIE5QVOBleKTzUlR53Vw9ZGXZLtzwQySFelVmHc6SlcvnpM/nNX43VyI7uvril04Yrz2W0+AhXPAvrwNgrkb6+QeypNuwp1jw1yHcNFS8qK4O2NtCaef/yD3zsMxeYPTRhEdFu87HncDsl+ZmWz4QQwgzW/EshRJK7/9rllBe4sClItSn+8ZozQ3p8Y5vshxTxEe901oBPL5/Fa7sO0+7tTYjqrHmBVbIweXoGTF+JtHJ7D4A507L5+ytPh/nzYccOeOopUu64HZtNevcJQ7RXIqsOumU/pBDjkCBSCBPMyMtk460X8dK9l1OY7aC7dyCkx8t+SBEvDe74VGYdLd/lYMUpM3jhnVo6fX3WT2d1pdPu7UNrPfnBY/D09OOMY1XUsaqzxns1NFRpqTaOdvrQAD/7Gfzud2wezOL9Q26zhyYsIisjLaorkVU1LbIfUohxWLOOtxBThFKKVRWlVO46zLwZwfc5k/YeIh4G/X6aOnyU5JvzXrvynDn87S/eJjsjzfLprGmpKdhTbXh6BsIKeD09/cwqil+wXjRUnVVrjRrKrY93IBsqpRTf27Sdp4ubcHzzm9Dfz3k5BbSeOg8W3mL28IQFRDOdtbd/kL2HO1hcnh+V5xMi2chKpBAmW1VRwmvVh/GHsILR2N7N9DwJIkXsHGnr5mvrX6dvwM83Nr4ZVhuaSM0qymJmURa1LR7u+O/NYbfDiRejuE54Ka3xXgV0ptux2RSenuNZEFZPZwW4dPcbpK29BfqNQCG7w83Mv78bnnzS5JEJK4hmm49ddW2cVJxNZrp1L6wIYSYJIoUw2ayiLLIz06iubZ384CGN7T6KJZ1VxNC6TduOBWzhtqGJhsahMfi1ueMIhpHSmhhBJAT2RR5PaTVWIq0dRH7uhf/C5huZhmvz+eDee00akbASl8OOJ0orkVU1LSybI6msQoxHgkghLGBVRQmV1YeDPr6xvZsZks4qYqje7SWwNh5OG5poaRlW/MXMcQQjz5lGW5gVWuNdWAdOrNAabipuPOW1No99R21tfAciLMlYiQy/1c5wRn9IKaojxHgkiBTCAlYuLuHN3UfoH/RPemzfwCAd3j4Ks2UlUsTO9Lzj7y+lQm9DEy3D2+GYOY5g5CZQOiucWKHV4+vHmW7tIFLNnDn2HePdLqYUV5T2RHp7+jl0tIuFZblRGJUQyUmCSCEsYFpOBuWFLt7Zf3TSY5s7fBRmO0iRsvYihpaU55OVYcemFOUFLu6/drkp4zjeDsfccQQjz5kewUpkP644rwKOrtDq7Y3/GEK15ct3MJDuGHljZiY88IA5AxKWkhWlFh/v17ayoDSXtFTpxSzEeGS3sBAWsaqilMrqw5xzcvGEx8l+SBFrnp5+Nu9p4tGbL2BajrnvtUA7nESQ50pnT0N7yI8b9Gt6+gbiXsCjKMdB1cHj7TG6fP3MnW7t04LWT1/JH709XP7rn6Fra3HnFlH4yL/B9debPTRhAdFq8VFV4+Y0SWUVYkKyEimERVy4aAZb9zXj65u4Z6S090hOSqmvK6WeVEp9qJQaVEqF13AwCl56t5az508zPYBMNOFWZ/X29pOZnopNxTe7YPSeSK/F+0SCEaj/9cxLoKaGIy1d/PyJP0oAKY6JVmGdqoNSVEeIyUgQKYRF5GSmUVGex5Y9TRMe19gmQWSSugf4NNAMBF9lKcr6B/38bmsNV50zx6whJKw8V1pYQaTHZ07wNnpPZFcCtPgoyXNSkm/siy3Jd3L36lNNHpGwkuwotPho9/bS3OFjfgi9m4WYiiSIFMJCjJTWhgmPaWz3SWXW5LQSyNFaXwjsMGsQr1UfprzQxdzpcgIVqlxnOu3e0CtDenvjX5kVoDA7g5bOHvRQj9pEaPExe1oWX//EIgB21bXy3NaDJo9IWInLYeyJ1CH0XR5tR42bJTPzSbHJKbIQE5HfECEs5NwFxVTXtU3Ya66pvXtE5UyRHLTWNVrrycvzxnYMPPv2Aa4+9yQzh5GwAoV1Qj2B7TJpJdJhTyEjLYWObiPw9ZrQZiRUg34/9z/zDlprals8HGzqMntIwkJSU2ykpdronmRbyESqatycOkf2QwoxGQkihbCQjLRUzpo3jb/sbhz3GNkTKWLl3QMtaA1nnCQnUOFIt6dgT7Hh7Q3tBNbMFUBjX6SR0tqVAHsiU2w23j1wlO7eAaMlicPahYBE/EW6L9LoDyn7IYWYjASRQljMqoqScVNavb399A34yclMi/OoxFTw66FVSBXnAi/JJM8VepsPj4l7EYuyHRzt8NE/6Kd/wE9GmvVbGgT6cZrRW1NYXyQVWps7fHh6+pk9LSvKoxIi+STVJTylVCnwJeBS4GQgG6gBXgIe1Fq7x3+0ENZwxtwiHvr9DprauyketeLY2Ga095CTfGtSSuUCd4bwkJ9orVsjeL2bgZtvvfXWcJ/imP2NnRw62sXKipKIn2sqy3Wm0e7tpbzQFfRjjJVIc/4cF+UYFVqNyqypCTG35LvS6eju40srF+CPYO+bSE4uR2rYvSJ31Lg5dXZB3CslC5GIkiqIBFYD3wdeBH4IdAFnYZzUXaOUOktrPX6eoBAWYE+xsWLhDF7bdYRrzp874r4mSWW1ulzgeyEc/0sg7CBSa70B2LB27dqIz6SfffsAn1k+B3uKJKhEwmjzEVpxHTNX1AIVWj09/bgyEmNV74dfOpcUm6LqYAsl+U5pRSNGiGQlsqqmRVJZhQhSsp0t/AWYpbW+Umv9b1rrjVrrm4BbgXLg2+YOT4jgjJfSKvshrW2oOI4K4WOf2WMGONrp468fNXPFGTPNHkrCM9JZeyY/cBhzg8iM40FkgqSG7j3czkdHOvjVlgPUNEthHTFSliO8Nh9aa6pq3CybLXvChQhGUgWRWutd46w0/u/Q54p4jkeIcFXMzKfL13/CCVJju4/peRJEiuj63dYaPn5qWcIEEVaWG8ZKpJlVUY2VSJ9pFWLD8c7+o7z1YaORgpsgq6cifrIy7GGtRDa0elFASb78jRUiGEkVRE6gbOjzxF3chbAIm1KsrCjhtV0je84bK5GSuiWix9vbzytVdXz2rNlmDyUp5LuMoi+h6OrpJ8ukYCiwEpkI7T0Ccoe+x54ECnxF/BhBZOj9WgOrkImwL1gIK5gqQeQ/Dn1+wtRRCBGCVYuNlNbhPecknTV5KaVWK6XuU0rdB8wbuu2+oY/bYvW6r7xXxxknFcn7KkpynWm0h1qd1Wdei4+CbAdtnl46fX0JE5AF9p3e8slFTMt2mD0cYTEuhz2swjpVB42iOkKI4FiysE40Kxwqpb4FfA7YoLX+8wSvGbUqh0JEw9zp2dhTbHzY0M7Csjy01kY6q5zsJ6urgC+Puu0HQ58PAT+N9gsODPr57V8Psu5zZ0T7qaescArreE3cj2hPsZGVYae2xZMwQeTi8jym5WRQlO3AkWbJ0xhhonAK6/i1ZuchN1//xMIYjUqI5GPV2TcqFQ6VUl/DqNL6IjDhlfxoVjkUIhqUUqyqKKWy+jALy/Jo9/aRnmojM92qv7YiElrrG4Ab4vmab3xwhBl5mZxckhvPl01qec7w0lldJrX4ACjMdlDT3MXyeUWmjSEUWRlptHv7+OJP/szz91xm9nCExYSzEnmwqYsshy40sGQAACAASURBVJ2ibNkuIkSwLJnOGo0Kh0qpG4ENwB+Bq7TW4dV7FsJEKytKeP2Dwwz6/ZLKKqJKa82zbx/g6nNPMnsoSSXXlU6bp3dEGvpEtNamrkSCsS/yYHNnwqxE9g8M8vWfvZEw4xXxc6Stm39/cSdVNW5uevR1jrR1B/W4HTUtnDpHUlmFCIUlg8hIKaW+AmwEXgU+q7UO7bKwEBZRmu+kOCeTqoNuGtu7KZYgUkTJjho3fQN+ls+bZvZQkorDnoI9xUZ370BQx/f2D2KzKdJSU2I8svEVZTvw9AyYti8zVIEUVptNCqCIkdZt2kZThw+AuhYP6zZtDepx0tpDiNAlXRCplLoB+E+gEviM1jq0hl1CWMzKihIqqw/T2O5jhrT3EFHy67cPcNU5c7BJJcKoy3WlBZ3S6rFAVdRACl9WggSRAAqkKbw4Qb3bSyAJQAO1LV5+9dZ+Oieo1jro91Nd28rSWfnxGaQQSSKpgkil1KeB/wI6MXpDXqWU+sKwj8+aO0IhQnfRohls2dtIXYtH2nuIqKhp7mJ/YycXLyk1eyhJKZTiOh6TU1nBWIkEEqrn4tcuWciXVy4wexjCYsoKnASuiykF03MzqD3q4Ss/reThF3ZyoKnzhMfsPdxBcW4muc70OI9WiMSWbBU6TscIjHMx9kOOdgh4Lq4jEiJCBVkO5s3I4Y0PjvAxOekXUfDs2wdYfeYsU1Mok1mu09gXGYwuKwSROcbFKVd6YgSRldUN/G7rQf7z1d3MLHKxZsU8VlXI3Cjg/muXs27TNurdXsoKnNx/7XJm5GXS7j2Fl96t5b6nt1Ka7+SzZ83hnJOLSbGpoVRWWdUWIlRJFURqrb8PfN/kYQgRdafPKaTqoJv7nt5KWYHr2B9GIUJxpK2be5/aSkOrcYK1qqJU3kdRdqStmx01Lby1p5FfvD7x7+qRtm7+9bfvcbSzh5sefd203+tAEaCvPfqa5eeXyuoGHq/cg7d3gHS7jbWXLubh53cCSCApmJGXycZbLzrh9lxnOtddMJ/PnzeXN3c38syW/fzsjx9w0eIZPLe1hv5BP9v3H7X0e18Iq0mqIFKIZPXHHfUA+DXUuT2s27RtzD+UQkxk3aZtNLR6AWho9cr7KAbWbdqGp8coqlPb4uGGn1aSOk4BmAH/8QquZv5e//iF94HEmF+efnMfd61eygvbDzHo1yybXchdq5ey/pVdEkSKSaWm2FhZUcLKihL2Hm7nu7/8K30DfsD6730hrEaCSCESwOHW42XKtTaKBwgRquHvG3kfxcbo76lNKZ777qVjHvvpf3kF/9AqoJk/j0R6X9S1eKgozx9RSbOiPJ+6Fo+JoxKJ6OSSXHx9g8e+tvp7XwirSarCOkIkq9HFAsoKnOYOSCQkeR/F3ljfY3uKbcwPq/w8rDKOYJQXuqiuax1xW3VdK+WFLpNGJBJZIr33hbAaCSKFSAD3X7uc8gIXNqUoH9qzJESo5H0Ue6F8j63y87DKOIKxZsU8Hn5+J1U1LQwM+qmqaeHh53eyZsU8s4cmElAivfeFsBoV2FAvDGvXrtUA69evN3soQojxSXPDYWTeElNJZXUDT7+5j7oWD+WFCVWdVeatUWTuEsLyxp23ZE+kEEIIIRLGqorSRAkahRAiaUk6qxBCCCGEEEKIoEkQKYQQQgghhBAiaJLOOo61a9eaPQQhxPj0+vXrZX/RKDJvCWFpMm+NQ+YuISxr3HlLViKFEEIIIYQQQgRNqrNGSCm1XWt9ptnjEKGTn52YquS9n7jkZyemKnnvJzb5+SUfWYkUQgghhBBCCBE0CSKFEEIIIYQQQgRNgsjIbTB7ACJs8rMTU5W89xOX/OzEVCXv/cQmP78kI3sihRBCCCGEEEIETVYihRBCCCGEEEIETYJIIYQQQgghhBBBkyAyREopm1LqLqXUh0qpHqVUnVLqIaWU0+yxieOUUvcopZ5RSh1QSmmlVM0kx5+tlHpVKdWllOpUSr2ilFoWp+EKEXMyd1mfzFtCjCTzlvXJvDV1yZ7IECml/h24Hfgt8DKwEPgm8BfgEq2138ThiSFKKQ20Au8CZwCdWuvZ4xx7DvAa0AD8dOjm24BpwHla6/djPV4hYk3mLuuTeUuIkWTesj6Zt6YuCSJDoJRaDLwP/FZrfdWw278J/AS4Xmv9lFnjE8cppU7SWh8Y+nc14JpgUtsKnAIs1Fo3DN1WCuwG3tZafyI+oxYiNmTuSgwybwlxnMxbiUHmralL0llDswZQwI9H3b4R6Aa+EPcRiTEFJrTJKKXmAcuBZwIT2tDjG4BngEuUUtNjM0oh4kbmrgQg85YQI8i8lQBk3pq6JIgMzXLAD2wdfqPWugeoGrpfJJbAz2zLGPe9jfEH7Iz4DUeImJC5K7nIvCWmApm3kovMW0lGgsjQlAAtWuveMe5rAAqVUmlxHpOITMnQ54Yx7gvcVhqnsQgRKzJ3JReZt8RUIPNWcpF5K8lIEBmaTGCsyQygZ9gxInEEfl5j/VzlZyqShcxdyUXmLTEVyLyVXGTeSjISRIamG0gf5z7HsGNE4gj8vMb6ucrPVCQLmbuSi8xbYiqQeSu5yLyVZCSIDM1hjPSJsX4BSjHSLvriPCYRmcNDn8dKoQjcNlbqhRCJROau5CLzlpgKZN5KLjJvJRkJIkOzDeN7dtbwG5VSDmAZsN2MQYmIbBv6fO4Y950DaOCd+A1HiJiQuSu5yLwlpgKZt5KLzFtJRoLI0Pwvxpv8zlG334SRx/1k3EckIqK13ofxh+hzSqnApm+G/v054M9a60azxidElMjclURk3hJThMxbSUTmreSjtNZmjyGhKKUeAW4Dfgu8BCwEbgc2Axdrrf0mDk8MUUp9EZg19OU3gTTgoaGvD2mtfzHs2POASqAeeGTYY4qB87XWO+IyaCFiSOYu65N5S4iRZN6yPpm3pi4JIkOklErBuCp2MzAbaMG4WrZOa+0xcWhiGKXUa8BF49z9utZ65ajjzwX+CTgb48rnW8A9Wut3YzhMIeJG5i7rk3lLiJFk3rI+mbemLgkihRBCCCGEEEIETfZECiGEEEIIIYQImgSRQgghhBBCCCGCJkGkEEIIIYQQQoigSRAphBBCCCGEECJoEkQKIYQQQgghhAiaBJFCCCGEEEIIIYImQaQQQgghhBBCiKBJECmEEEIIIYQQImgSRAohhBBCCCGECJoEkUIIIYQQQgghgiZBpBBCCCGEEEKIoEkQKYQQQgghhBAiaBJECiGEEEIIIYQImgSRQgghhBBCCCGCJkGkEEIIIYQQQoigSRA5ytq1a/XatWu12eMQQohgybwlhEhEMncJkbhSzR6AhcmkJoR1KbMHYFEybwlhXTJvjU/mLiGsadx5S1YihRBCCCGEEEIETYJIIYQQQgghhBBBkyBSCCGEEEIIIUTQJIgUQgghhBBCCBE0KawTpP7+furr6+np6TF7KBNyOByUlZVht9vNHooQwmSJMm+NJvOYEFNbIsxdMk+JqU6CyCDV19eTlZXF7NmzUcqaBda01rjdburr65kzZ47ZwxFCmCwR5q3RZB4TZqmsbuDpN/dR1+KhvNDFmhXzWFVRavawpiSrz10yT4lEFc15ToLIIPX09Fh2MgtQSlFQUMDRo0fNHoqYxJG2btZt2ka920tZgZP7r13OjLzMqB0vBCTGvDWazGPCDJXVDTxeuYe7Vi+lojyf6rpWHn5+J4AEkiaw+twl85RIRNGe5ySIDIFVJ7PhEmGMAtZt2kad24PWUNvi4YafVmJPGX+Lcv+g/9i/69we1m3axsZbL4rHUEWCS8Q5IRHHLBLb02/u467VS+npG+SeJ//Kg184m7tWL2X9K7skiDSJ1ecBq49PiOG6fP388o2PuOUTi9myp4llswtZNrswonlOgsgE8pOf/IRHH32UZcuWcfToUVpaWrjnnnu45pprzB6aCFG924se1lrZphS/+dtPjHv8Zx78A/6hB2htPF6IRNDe3s5TTz3F2rVrT7jvhhtu4FOf+hRXX321CSMT4ri6Fg8nTcvm1o1/oSzfSYPbS0V5PnUtHrOHJoQQExovRdXb088fqurYsreJfUc68fUNsHxeEQvLco89NpJ5TqqzJpD169fz0ksvcccdd9Df309VVZUEkAmqrMB57N9KGV+npaaM+zHW8UIkgvb2dtavX2/2MISYUHmhi637mrni9Jn86xfPoazQxfb9RykvdJk9NCGEGFcgRXXtpYt57u8u5fLTZ/LIS9X8/LW9+Iey3a465ySevvsSZha5qK5rJdeZfuzx1XWtYc9zEkQmiFtuuYUDBw5w+eWXc/7551NVVcWyZcvYv3+/2UMTYbj/2uXYU2zYFJQXuLj/2uWTHl/gMn7pgzleCKv47ne/y/79+1m2bBnf+c53uO2221i0aBFXXHEFzc3NZg9PCAAuO30mP39tL4vK8xgY9PNfr+7mn599l2vPn2f20IRJampqqKioOPb1j370I77//e+bNyAhxhBIxc/JSOOLP/kzr7xXxznzp/HargayMuzc+amlnHNyMQ57CmtWzOPh53dSVdPCwKCfqpoWHn5+J2tWhDfPSTprgnjsscd45ZVX+Mtf/kJ1dTU/+tGPeOGFF8welgiTy2EnNUXx3N9dRuoEeyEDZuRl8uAXzmbd/26XvZAioTz44INUV1dTVVXFb37zGx599FHef/99mpqaWLRoETfeeKPZQxRT3KDfz6s76jlr/jTWv7KLuhYPZQUunA47aalyrV0IYV11LR4qyvPxa80jXz2f4txMBgb9rP6Xl084NrDvMTDPlRe6uGHVAqnOGm+f/MGLUX/OP/zDFVF/TmFNu+vbWFCSG1QAGVBW6KKju4+O7j5yMtNiODqRrMyet9544w3WrFlDSkoKJSUlXHzxxVEfjxCh+v22Q2Smp/KNSxePKJby/iE3Dz5XxZlzi3CkyenSeJRSNuAO4OvAbOAo8CtgndY6Khv4zZ67hLCq8kIXT7y2l1Sb4surFgATp6iuqiiNWrEwmRXDJJOPiER1XSuLy/NDeoxNKU6ekcPew+0snzctRiMTycwK85ZUNBRW0t07wKbN+/jhl8494b25ZFYB/3D1GaTbU0waXcJ4GLgd+C3wELBw6OvTlFKXaK39Ez04GGbMXampqfj9x4fe09MT9zEIMZk1K+bx7y++z6WnlTMw6D/WtuOGoYAyliRPQwgTfFDXxuLyvJAft6Aklz0N7TEYkRCxkZWVRVdXFwAXXnghmzZtYnBwkCNHjlBZWWny6MRUl5meyqM3X8DMca7an1Kay5/fb+CjIx1xHlliUEotBr4J/EZrfaXWeqPW+m7gbmAVcK2pA4xAcXExzc3NuN1uent7ZQuRsKRVFaWk21P4695mVv/Ly6x/ZVdEKaqhkJVIIeKsb2CQj450cMqwEsvBOqU0l5ffq43BqISIjYKCAs4//3wqKiq47LLLmD9/PkuWLOHkk0/mootkf68wz9t7mzjc1s2VZ8+Z8Di/hh+/sJOffPV8Umxy7X2UNYACfjzq9o3Ag8AXgKfiPahosNvtrFu3jrPPPps5c+ZwyimnmD0kIU7Q2z/IScXZPHDdWdjinOkjQWQCqampAWDlypWsXLnS1LGI8O1r7KSswIkz3R7yYxeU5vLwCzvRWktaoEgYTz2VkOeQIon5+gb4j1d28a3VSyc99pKlpfxpZz2/33aIv5kk4JyClgN+YOvwG7XWPUqpqqH7E9btt9/O7bffbvYwhBhXuj2Ff7n+bFNeWy6pCRFnu+paWRRGKitAQZaDtNQUGtt9UR6VEEJMHb94fS9LZuazbE7hpMcqpbj98gr2HpatBGMoAVq01r1j3NcAFCqlpBKcEDHy6y0HeOfA0eAf8OSTMHs22GzG5yefDPu1JYgUIs521baFXFRnuAUlObIvUgghwqS1JsVm4+aPLwz6MWUFLv7ub07D09Mfw5ElpExgrAASoGfYMSMopW5WSm2P2aiEmCIqqxtwBFv868kn4eab4dAh0Nr4fPPNYQeSEkQKEUdaaz6oD6+oTsCC0lz2yBVxIYQI2aBfU9fi4asfO4VcZ3pIj9Vac+9TW3l7b1OMRpeQuoHxvpGOYceMoLXeoLU+M2ajEmIK8Pb2U+/2Mn9GTnAPuPde6B7169jdbdweBgkiQ6C1NnsIk0qEMU5l9W4vDnsKRdkZYT+HBJEiFIk4JyTimEVieOndQzzycnVYj1VK8ZVVC/iPV3bh6xuI8sgS1mGMlNWxAslSjFTXvnCe2OrzgNXHJ5JfXYuXxeV5pKUGsRJ58KCx8jiW2vAKNkoQGSSHw4Hb7bb0pKG1xu1243A4Jj9YmGJXXWtEq5AA82fksL+xk4HBiFtviSSXCPPWaDKPiVhxd/Xwi9c/4huXVoT9HMvmFLJkZj5PvvFRFEeW0LZhnEueNfxGpZQDWAaElbJq9blL5ilhBaeU5vLAdWeNf0Bfn5G2+utfw1lnQVbW2MfNnBnW60t11iCVlZVRX1/P0aMhbF41gcPhoKyszOxhiHFU17WxeGb4+yEBnOl2puVkUNPcxbxgUxjElJQo89ZoMo+JaKmsbuDpN/dR1+IhM93Okpl5zJ42zolUkG7++EIqqw9z82OvU9fiobzQxZoV8+LSl82C/hf4e+BO4C/Dbr8JYy9kWJutEmHuknkq+o60dbNu0zbq3V7KCpzcf+1yZuSdsKVWDHnmrf1cvKSUgt8/a6Sk1tYaAeE3vwlNTfDEE/CHP8Dll0NdHTz7rLEHcnhKa2YmPPBAWK8vQWSQ7HY7c+ZIaW8RmQ/q2rgqCiXiAymtEkSKici8JaayyuoGHq/cw12rl1JRns/2/UdZ/8ouKqsbIgr43jvYwm//epCK8jwe+eoKdje08fDzOwGmXCCptX5fKfUfwG1Kqd8ALwELgduB1wmzR6TMXVPTuk3bqHN70Brq3B7WbdrGxluln/BY+gf9/PKNj1i9dzN849bjgeGhQ/Dtb8MVV8Bf/gInn3z8Qddfb3weHnA+8MDx20Mk6axCxEmbp5eO7l5mRXgVHIwUBtkXKYQQ43v6zX3ctXopC0py+dfnqlg2p5C7P72Up9/cF5Xnbezw8YeqOpbNLuSu1ZE/bwK7E/g2sBj4D+Ba4BHgU1pr2XchghYIIMHIwqx3e80dkIXtb+ygJN+J4/vrTiyWA1BdPTKADLj+eqipAb/f+BxmAAmyEilE3HxQ38bCsjxsSkX8XAtKcnl+2zgbpIUQIokNT1EdnUraP+inprmLk4qzqW3xsPFPu6lr8fCxpWU47ClUlOdT1+KJ6PXrWjwsmZnPHVcs4UibcfIWjedNVFrrQeChoQ8hwvLqznoUCo0RRSoFZQVOk0dlXbvqhir9j1cUJ8xiOaGQIFKIOKmua42oP+Rwc6ZlcaS9m+7eATLT5ddYCDE1DE9RXVCSy+YPG3m8cg/Vta3sOdxB7dEupudl8uAXzqY038nHTy3j0tNmHuujVl3XSnmhK6IxlBe6qP7/7N15fNT1nfjx12dyTZKZ3JmQhBxcEiAgKmBVDgG1WrWHbbe4tLarlarburXHbl1dttXitr+utdtDK2y7tluUbrWtxbNVUMATRI5AgnLkmiQkMzlmckyOmc/vj28GkpCQa2a+3+/k83w8eEC++eY7H5RMvu/v533UNLO4OIuibHvIrqsYm6rXC5+n3zrJs3srefDmJWx6ej9dvX4KMm08sG6p3kszrE8uK8bX44fp07V6x6Em2CxnPFQ6q6JEyJHqFkon2Zk1KDbGwswcOx/Wt4XkeoqiKGYQTCU92eDhcz9+hef2VXHPDYt476SLOz86n//75tVsvmMVGTYrn185hz+9c4oKZwt9/gAHKl08sv0QNy+fPak13Lx8No9sP8SBSldIr6sY271b36Ha1U5AyjP1esrkSCn571fKeflADQ9/8TKWzHJw9YUF3HHNfLbcuUoF6SOQUvK3g7UkJsTCQw/B0C7Bk2iWMx5qC0NRIsDX66eyycsFeWkhu+bcPK0u8sLizJBdU1EU84vmHZMaVzt56Ul8/+n9PP6VleSmJ9HnD3C6tfOcTI9giuujLx05k/r6pdVzJ938JlzXVYypq6ePrbs+PJO6DKpeLxT6/AF+8txhapvbefhLl5GSGA9Aui2B5vZunVdnbDWudp7ac5xrL8jUahv/+79D1ixnPFQQqSgRcMzZykyHnYS4MQyEHaOS/DT2lDeE7HqKokSHaO5wWJBlw9ncyQ/WX3omMD5fKunq0vywBHfhuq5iHFJK9pQ38PjfjrKoKJPpGcnUNmuBo6rXmxxfTx+bntkPwA8+/5Ez6eYAGbYEyqpVgH4+ZTUt2kOzLVu0DqzPPBORoHEoFUQqSgQcqWme9HzIoebmpfHfr1aE9JqKophfNHc4vGrRdH7wx/e599MX0ecPUFbTzCPbD/Gl1XP1XpoSRZzuDn7xUhkur49/+eRiFhZlUt/SyTeeeJPm9m5VrzcJnq4eNj61l/zMZO65YRGxMYMr69KT1U7kaI7UNLMoJwn+8Ufw3HO6rUMFkYoSAUdqWrj+4tAWOeemJ9Hd68ft9ZFpt47+BYqiRDUpJdveOIEQAqTW4zDadkwOVrpZMjtbpZIqYeHr9fP7Pcd57r0qPnfFbD65rPhMkJObnsTGz17CL146ws+/vFznlZpTY1sX9z35LpfOcXDb2hLtvWqIdFsCLSqIPK91V8wm4+Xn4KKLtF86UUGkooSZPyApr23h25+4MKTXFUKcqYu8fO60kF5bURRz6erp4z+fPYjL6+PhL17GI9sPUe1qJyc1MWp2TN472URdSwff/dwS4mJUX0Bl8gbWD2faEwhIyYKCDB7bsJKslHMfzhZl26l2teMPSGIskx/XNRWc/W/cjhCCz3xkJreuLRnx/AxbAi0dKogcSYevF39Akrx+HXzyRl3Xot6FFSXMKhu9pNsSSEtOCPm1S/LTOOZsDfl1FUUxj7rmDr7+6zdJtsbyo1s+wvzp6Wy5cxWXXZDD7VfNi5qmOm9UNHDrmhIVQCohE6wfDkhJk8dHjEVw36cvHjaABEhKiCUtOZ6GlmGGuyvD2rhtLzWudgISAgHJWx+cPu/5acnxtHX24A/ICK3QXPadaOLdh34OTz8NyfpmmUTlO7EQ4l4hxB+EECeFEFIIUan3mpSp62htszYQNgy0nUg15kNRpqp9J5q454k3uWFJIffcsIj42LMNKnLSEmls69JxdaEjpeRr15WyvGQabN0KxcVgsWi/b9068heO51xlyql1d5ypHwZweUbfAZuRbedUoyeMq4oute4Ogv+JJaPXaMdYLNgT4/B09oR9bWZ0pLKR6555HLKz9V5KdAaRwEPAGuAE0KLzWpQprqy65ZzW86FyQV4qH9S1EpDqiZ2iTCVSSn7/xgke/stB7v/MJdy4pPic+qLslEQaPT6dVhg6vl4/X/3vPXi7ehFPPgkbNkBVldY1qKpK+3i44HDr1rGfq0xJacnxZ/481vrhIoedyqb2cC4rqmQP2NUd639j1VxnZNY//ZGY3FxYuVLvpURtEDlLSpkppbwaqNN7McrUdqSmmdIwBZFpyQnYE+Oiqvuioijn5+vp46E/vs+e8nr+69YrWDhC52dHanTsRP7x7ZPkpieTkhSvzULrHJJK2NkJ//zP0NaflXHyJJw4oR0b7tz77ovMwhXDy06xkp1ixSLEmDuuFmfbqVQ7kWO2ujQPmzVuXP+NVV3kyNb0NhL/3Y1aRK6zqGysI6U8qfcaFAW0TmQ9fQHyMsJXkzQ3T6uLLBxhTpqiKOY3sDlFjMXCstkOHv7SZYPSV4eKhiCypb2bP75zip/eeoV2oLp6+BPr6uDZZ+GWW+C666CvTzs2nJGuoUwpDS2dNLR2sfXra8dVZzvDYefJ3R+GcWXRxdncyV0fnc/aRdPH/DXptgSa282fRRFqHb4epv/60XPGoujFGKtQlCil7UKmD9vGOlRK8rUOrYqiRK+zDUCgzx+gxt1+3gASwJFqNX0Q2dPn5/ar5pGX0Z8Cl5c3/IlFRVoACXDsmLYTWVQ0/LnTVDdrBV497GTl/NxxN2qanmXjdFsXPX3+MK0supQ7WyiZPr6+EOnJaszHOaSkfdnlPPe/L+m9kjNUEKkoYXSkpoX5YUplDZqrgkhFiXoDG4CMpTkFaOnund19+HrNebPb2NZFQlwMH11coB348EPw+SAubvCJSUmwadO5F9i0SfvcQPHx8KlPaTWSHaoMYKqSUvLK4VquGsfuWFBcjIXc9CRqXKoucjRNni56+wLkjbNDdIZN1USe4/nn8be2MX35Er1XcoYKIvsJITYIIfbpvQ4luhypaaG0MDydWYNmTUulqqldPRVVlCg2sBnFWJtTWIQgO9VKk0l3I3/+Yhk7DjvPHti/H37wA/if/9F2GYXQft+8GdavP/cC69drnxt47q9/Db/4Bbz9NpSUwDPPgGpMNuWUO1uxCMHcvNQJfX1xtp1Tjd4Qryr6VDhbKclPG3c2VrpN7UQOIiWBBx7gf1f8HfPC1O1/IlQQ2U9KuVlKaZzwXjG9Dl8vdc0dzJo2sR9SY2WNi2F6RjInT6tCf0WJVhuunkeMRYyrOQWAIyWRRo/5gsgDlS6qmrzcsKQI9uzRgr/PfQ6+/GUtOKyshEBA+324ADJopHMvu0zr0rpxI1x/vdaUR40DmTJeOaTtQk601KTYYadSBZGjKq9toSQ/bdxfl64a6wzm89G7ei2Ft3+B5IS40c+PEBVEKkqYHK1t4YK81IgMxp6brzXXURQlOpXXtvKJpcW8eP/H2HLnKnLHmB5m1uY6v9n5Af+wpoT4v74MN90EBQWhf5GVK+H992HdOnjuOS1AHes4EBVwmlZPn59dR+tZuzB/wtcodtipbFJB5GgqnK3MH2c9JECGzarSWQdqaSH+Bw9x85Uleq9kUnAI4wAAIABJREFUEBVEKkqYHK0J33zIobTmOm0ReS1FUSJvd3k9K+bnjvvrzBpE3nvTRayqPQy33gp/+QtcfXV4Xig+XmvIc999Wr3lQJ2d8J3vgMsFvb1nj6v5k6b27oeNzMxJwZGaOOFrzHCkqJ3IUfT6A5xo8HBB3vh3IjNUOutZu3bBmjVsevo99p906b2aQVQQqShhUlbTzIII5a7PzUujQu1EKkpUqmz00tnTN6G0MEdqIk1t5mmV393r55d/PUpmnERceins2AEf+Uj4X3iksR+1tTB3LiQmgt2uBY1f/7qaP2lirxxyTmoXEiAnLRFvVy/tvt7RT56iTp72kJueRFLC+KcJJifE0tMXoNukTcEmbWCmw0c/SmD5cg5UNVOUbaxRblE5J1II8QUg2Ns7G4gXQtzf/3GVlPJ/9VmZMlX0+QN8WN82oTSOiSjIstHc7sPT1UNKYnxEXlM5SwhxL3AxcAkwA+19pngC17kFuAcoATzAduBeKWVT6FarmM3u8npWzMvFMoH6LUdqIqfbOkc/UWc7y5w8tec41Y1evvDG0zT/sIHsV1+CtPEHzhNSWKjtKA5VVKTVUkqpBYpCgNs9/DXU/EnDa+vs4VCVm29/8sJJXcciBEXZdqqavBHLODKbitoW5k3wHkgIcWY3cto4O7uaXjDTIfigyueDJ5/kqs/mkGm/Rt+1DRGtO5G3AQ/2/3IAaQM+vk3HdSlTxPEGD9PSkki2RqYAOsYimJObyocqpVUvDwFrgBNAy0QuIIS4B/gN0Ab8E/A4sA54TQgxeitOJWrtOlrPinkTm23oSEmkyWPsncidZU5+9WoFHV293P7yr1hx6HW+t+pWdpY5R//iUBluHMjA0SFCQHL/t2Fh4fDXGOm4YhivHalj2RxHSJqTFDtsKqX1PMr7O7NOVLotgeap2FznvvvOyXSwdHXx+Zef0Gc95xGVQaSU8koppRjh15V6r0+JfkdqmiktjOzTybl5al6kjmZJKTOllFcDdeP9YiFEFvB9YC+wtr9b9EbgZmA+WlCpTEFVTV46u/sm/EQ/O9WKy+MjYOAxFk/tOY4AMo4dZm7tB3zjH/6DttRMntpzPHKLGG4cyEijQ0YLOBXDCnZlDYViR4oa83Ee5bUtzJtMEJk8ResiR8hosDXWR3gho4vKIFJR9HakpiViqaxBqkOrfqSUJyd5iU8CScDPpJRnikCklNuBk8DnJ3l9xaR2H61n+bxpE0plBYiPjcFmjTP0zViNq50mj48P8i/gW7f+AG+inSaPL/LD3Mc6OmQ8AadiGNVNXlweHxfNyAzJ9Yr701mVc7W0d9Pu62V61sRr+NJtCVOzQ+sIGQ2B6WHoUD1JKohUlBCTUuq2E1lR14o08I6DMqLg0L+3hvnc20CJEMJYFfVKROwqr2flBLqyDpSdajV0h9aCLBtZKVYApMWCEJCdYqVgEjegYTeeWZWKIbxy2MmahfnEWEJz6zvDYedUo1f9zB1GhbOVufnpE374BZA5VTu0btqkNfIawBeXgPiPh3Ra0MhUEKkoIVbX3ElsjGVS7cMnIjvFikUIQ98sKiPK6/99uCIwJyAGnKNMEdVNXjp8E09lDcpJTeS0gd8Xbl4+m96+ALEWgQCy7VZk/3FFCYWAlLx62MlVk+zKOlBacjwWIabmbtkoJpvKCtpOZMtUrIlcvx4++1ktRV4IunLzef4r9yEM+KBKBZGKEmJHapsp1aFbmxCivy5SNdcxoWCB1XA/MX1DzjlDCLFBCLEvbKtSdLWrvGFSqaxB2amJNBk4iFxdms9FM7NITIhFCEhMiOW2tSWsLg3dDb8ytR2qdJOaGM+MnJSQXVMIQbHDrprrDKPcOfHOrEHptgSavcZuChY2jz4KH34IgQDPPf06MV8wZkWLCiIVJcSOVLdEbD7kUHPzVXMdkwq2YksY5nPWIeec0d+AZ0nYVqXoavfRyaeygtahtdFj3CAStLFId14znxfvv57Nd6xSAaQSUq8ccrJ2Uej/TRVn26lUdZGD+APaiLO5eZPbicyYqt1Z33sP9u+HPC356LOXz+KTy2bovKjhqSBSUUKkvqWT2x97nZcO1PDHt09S3xL52Wxz81RzHZMKdnQd7i4nH5BMoOurYl7VTV7afb2TfpoPWjprY6uxg8hyZyslEW5GpkwNvp4+3vqggdWloa8IKO6vi1TOqmz0kmW3Yk+c3BiVKdud9cEHobwcgHZfL5v/dlTnBY1MBZGKEiIbt+2lxq11E2xo62Ljtr0RX8MFeakcb2jDHwhE/LWVSQn+Y7lsmM9dChyTUka4VaWip1ClsoKWztpo4FmRLo+Pnl4/eVNtqLgSEW8eO8286elk2KyjnzxOxQ47VSqIHKTc2RqSh1/ptgRaO3qmVuOiqirYvftMo66jNS0cb/DovKiRqSBSUUKk1t1B8L1OSu3jSLNZ48i0W6lqUvGGUQkhCoUQJUKIgY9pnwW6gK8KIWIGnHsjMAvYGuFlKjrbfbSeFfMmn8oK/TuRBq6JrHC2UJKfhghBwKwoQ71yqJarFoZmNuRQRdk2qlzt+ANTKNAZRUVtaILI+NgYEuIseH29IViVSfzud3DLLew81cqGX77Oxm17qWz0srNsuJ57+lNBpKKEyPTMZIK3QEJoH+uhRNVFRpwQ4gtCiPuFEPcD2UBq8GMhxBeGnP5boJwBqatSyibg34BlwCv9DXO+BzwFVAA/ichfRDGEalc7Xl8P80NUW21PjKPXH6Czuy8k1wu14DgARQk1l8fHsbo2LpubE5brJyfEkZYUT0Nr5MtXjKq8VnsoFApTLqX1O99h17o7eGLnMe66dgGLijL4zGUzeWLnMUMGkrF6L0BRosUD65byT79+A09nDwWZNh5Yt3T0LwoDgeC/Xynnp88fpiDLxs3LZ6smFeF3G7BqyLEH+39/Hfjf0S4gpXxYCOEG7gF+CniA/wO+o1JZp5bdR+tZXpIbklRW0LpIOlK0WZHFDntIrhlKFc5W1qlxHkoY7CxzsrxkGglxMaOfPEFF/R1a8zP0eXBsJJ7OHprbuynKDs37TIbdGtLrGdoLL0BsLL87mcA9Ny5icXEWCwoysAitVOnRl44Y7l5O7UQqSojkpidxRck0/vG6BWy5cxW5OtT37CxzsvdEI109fqSEru4+fvVqhSGfYEUTKeWVUkoxwq8rRzi3cpjrPCGlvFBKaZVSOqSUt0opGyP191CMYXd5PStC0JV1IEdakiFTWv2BAMcbJt/JUVGGklLyt0O1XBWGrqwDzchWYz6CjtW1ckFeKjGW0DwAm1I7kd/9LvT0UONqp7Qggw/r2zhU5SbGYqG0IIMal/GeJasgUlFCyO31kWVP1O31n9pznLgYC7K3D+H30+T1IfqPK4pifDWudto6e0I+JsiRYjXkmI/KRi+ZIejkqChDnWjw4Ov1s6AwvHObVYfWs46GMJUV+sd8TIUg8t13oakJrruOgiwbZTXNbN9Xeaa/RVlNMwVZNp0XeS4VRCpKCLk8PrJSQt8BbqxqXO24PD6+/acfs6psF1JCk8dnyCdYiqKca3d5fci6sg7kMGhznQpnK/NUPaQSBq8cdrJ2YX7Iv5eGKnbYqVKzIoH+7+cQjupJtyXQMhVmRT7/PNx1F8TEcPPy2fx4+yF2H63nI3McHKh08cj2Q9xswJR/FUQqSgi5vD6ydQwiC7JsZKdY2TP/Cq7f9xJCQHaK1ZBPsBRFOdeuo/WsDFFX1oGMHETODeHOhaKAlia9s8wZtq6sA03PTKahtZOePn/YX8vIAlJyzNka0p3IKZPO+r3vwTe+AcDq0nyuXJBHX0By26Ov8ehLR/jS6rmGq4cE1VhHUUKmp89PZ3cfKUnxuq3h5uWz+dWrFRy+8HL+8flfsri9gVp7sSGfYCmKMlitW0tlnV8Q+vQ7IweRn1harPcylCjz3gkXuWlJ5EegS3p8bAzT0pKocXUwa1pK2F/PqKqb2klJiictOSFk15wS6axbtkBuLtxww5lDX1o9l5sunRHS/5bhoHYiFSVE3N5uMuwJYU+dOZ/VpfnctraEpOREtnz0NqxxFm5bW2LIJ1iKogy262g9V5RMC1lTioEcqYk0eXwhv+5ktPt6aWzrYkbOFOi8qEREfUsntz/2Ov+2bS8NrV3Ut0Rm9Eaxw05lo3GHwkdChbOF+SFMZYX+dNZoDiL9fvj+97UgMngoEOD596pI1XFDYqzUTqSihIjL00WWXb9U1qDVpfla0Pi1NdDeDrHq21xRzGB3eQN3fXR+WK6dZbfS7PXhDwSIsRjj+fGxulZm56YaZj2K+W3ctpcat9YDoLWzm43b9rLlzqHTl0JvhsNOZdPU7j1QHuJUVgjuRBrr4VdIPfecFkBecsmZQwcrm/nrwVpuXFKs37rGSL1zK0qINHl8ZKfo15l1qP/35wP4Pn8LPPWU3ktRFGUUTncHrR3dYUllBYiNsZCWnIDba5yn+qGun1KUWncHUmp/llL7OBKKs9VOZHltS0ib6gCkJMXT2d1Hrz8Q0usaxvvvw913Dzq0u7yeFWGoiw8HFUQqSoi4vD4y7cbJX2/t7KHyuk/BL3+p91IURRnFrvLwpbIGOVITOW2gushw7FwoU9v0ATWQQgz+OJyKp/hOZIevl9OtXcxwhDY13SIEqcnxtEZrh9bvfhf+/u/PfOgPSN481qCCSEWZatxeH1kG2omc6bBzoGQZ1NdrT7sURTGs3UfrWTk/vDcOjtREmgwSRMowdHJUlAfWLSUuxoJFQEGmjQfWLY3I605LT8LT2UNHd29EXs9ojtW1MTs3ldiY0IcVUduh9f77tXTWAWIsgp/dtpzc9CSdFjU+KohUlBBp8vjINkBNZNDMnBSau/q0nciUqdsxTlGMzunuoKWjmwVhSmUNyk6xGqZDa31LJ3ExFkOVACjml2yNJTZG8Jd7r2PLnasidjNuEYLCbBuVjVNzXmSFs4V5YXogFJUdWtvb4bHH4MILBx1++4PTYc1GCTUVRCpKiLg8PrJ0nBE51JqF+dx17QL42McgMRE6IlMboijK+EQilRUgJ8046axqPqQSDoermpk/PZ24MOyIjaY4207VFE1pLa9tCVtWQbotgZZoS2f93e9g1SooKDhzyB+Q/OS5w/h6zDNvVAWRihIibq+PTAPtRAL87vUPtAHId9+tvWkpimIYwXEET+w8xjsfNoZ9HEF2SiJNHuMEkeHauVCmroOVbi4sztTltWc47Jyags11pJSUO1tD3lQnKCrTWd3ucxrqHK1pJt2WEJHZpqGigkhFCQF/IEBrRzcZNuM01gFtZEB1Uzt85Sta6kSwbZ2iKLobOI6gydPFxm17w/p6OamJhklnrVD1kEoY6BlEFjnsUzKdta65k8T42LA9RM+wW6MjnXXrViguBosFtmwBp3PQp3eV17Ni3jR91jZBKohUlBBobu8mNTk+LEXlkzEjx86pRi+sXQteL7z7rt5LUhSlX6THETj6g0ip88Oknj4/lY0e5uSm6roOJbq0dnTT6OnS7d/VjP4gUu/vr0g7GsZUVoCM5Cioidy6FTZsgKoq7c2+qkr7eOvWM6d8fuUF3HBJkY6LHD9j3fEqikm5PD6y7MZrEDHDkcLJRo/25Os3v4HCQr2XpChKv0iPI0i2xiGEoN3XF9bXGc2JBg/TM21Y42N1XYcyeUKIrwghtgohKoQQfiGEbhHUoapmSgvSibHoc2ubnqxlIkVd/d4oKpyhnw85ULotCtJZ77sPOoeUK3R2aseBWnc79S0dpCTF67C4iVNBpKKEgMvrI8tAMyKDPnZxIetXzNE+WL4cXC5oa9N3UYqiAHDbmhJiLAKLEBEbR2CElNZy1VQnmtwLfBxoBOr0XMjBSheLdEplBRBCUOzoz/6ZQsJd3xwVjXWqq897fPu+KvadcEVwQaGhgkhFCQGtM6vxdiKTEmIpq24+e+Chh7QdSUVRdHew2s3fXT6LF+//WMTGEWQbIIg85mxl3nQVREaJK4FUKeVK4KCeCzlY6WZxcZaeS6DYYadqCgWRvp4+atwdzJoWvjFiwREfpk4THikLrLCQgJTsKW9gpcnqIUEFkYoSEi6vscZ7BFkE/OjZg2dTQe64Ax5/XDXYURSd+QOS18rqWFOaF9HXdaRYadS5Q2uFs4WSPBVERgMpZaWUMqD3OtxeHy0d3czM0XcmcnH21NqJ/KC+jZkOO/GxMWF7jcT4WATQZaLRF+fYtAmShjwkTEqCTZuocLaSlBBLYbZdn7VNggoiFSUEtJpI4wWRQghm5ti1ukiAlSshEIA9e/RdmKJMcYeq3GTYEiJ+4+BITdJ1J7K1oxtvVy/Ts2y6rUGJPoeq3JQWZuo+qL3YYaeyaeoEkeW1rZSEsR4yKN2WQHO7L+yvEzbr18PDD0NCglYAX1QEmzfD+vXMnpbCv//dJXqvcEJUEKkoIWDUnUiAmTkpnDrd/0NNCNi2DS68UN9FKcoUt+Owk9Wl+RF/XUeqVdcgsqK/HtIi9L3ZV6KLnqM9BirOtlPd1E5gimT7lIe5M2tQRjQ018nLO/sgv7IS1q9HSsm7HzaSl2Ge2ZADqdZoihICLk+XIXciAa5dXDD4wIUXws6dsGgRZOr/Q1dRppqePj9vHjvNF6+cG/HXdqQm0qRjEBmpm05l7IQQacDXx/ElP5VSNo9+2nlfcwOw4c4775zMZc44WOXmxiXFIbnWZCRb40hJiqehpdO0gcFYSSmpcLZy17ULwv5awbpIU3vjDbjiikGHjtW18sTOY1xRYr56SFBBpKJMWkBK3N5uw+5EFjvstHX2DD74xBOwcCF861u6rElRprJ3Pmhk9rQUXd4zHKmJnNZzJ7KulZsunaHb6yvDSgP+fRzn/w6YVBAppdwMbL7rrrsmvWXX5OmivauXGTnGqCkrzrZR2eiN+iDydFsXQkB2BN7HoqJDq9cL11036NCuo/WsmJ+LMGlmhkpnVZRJ8nT2kJQQG9bC8sno7vVzy0934A8M6H0QbLAT0L0fgqJMOTvKnKxZGPlUVoAMmxVvVy89fZFvUuEPSD6oa6MkP/w1VMrY9TfHEeP4dVzvNQ90sNLNwqJMw6RIFztSpkRdZHltC/Py0yISAKUnR8FO5KOPwpVXnvlQ9ndlXTEvV781TZIKIhVlklweH5kGTWUFsMbHkpWSSK274+zBj3xE6wz22mu6rUtRpiJvVy8HKt0s1yl9KcYiyLAn4PZG/oasxtVOalI8qSYbqK0Ym1HqIYOKs21TokNrhbOVeRFoqgNRUBN54AD88IfnHP7XT1/EDIcxdtAnQgWRijJJRm6qEzTDYT/bXAe0Bjt//jOsWKHfohRlCtpdXs8lM7NItsbptgZHSiKn2zoj/roVzpawDiVXpqaDVW4uLDJQEOlIoTKKg8j6lk5uf+x1/vxuJdv3VVHfEv73EtOns/7tb+B0DjpU7mwlLyPZtKmsoIJIRZm0JoOO9xhodWke6baEwQdnzIBnn4WGBn0WpShT0M4yJ2t06Mo6kNZcJ/Lt8iucraqpTpQRQtwohLhfCHE/MLv/2P39v74a7tdvaO2ku9dPUbZxRsYUZCXT0NqpS8p4JGzctpcadzsAjZ4uNm7bG/bXzLBZadYheyJk9uwZ1FRHSskP//Q+ja36zuydLBVEKsokuTxdESksn4zl83KHT/d59FGYNw8sFiguhq1bI742RZkqGtu6ONXoZcnsbF3XoVdznQpnZGbKKRH1aeDB/l/BdsPBj8Peue1gpZtFRZmG2s2Jj41hWlrS4BKSKFLr7iA4wURKIvL3TE82+U7kwYODgsjjDR6EEMyalqLjoiZPBZGKMklub7ehayIBmtt9fO1XewYf3LoV3noLWlu1nwRVVbBhgwokFUMJpk5d9/0XuP2x1yOSOhUuO8vqWF4yTfcmXHqM+ejs7qOupZOZOea+aVIGk1J+6TwNeIrD/fpGq4cMKsq2R21K6/TMs11nhRj8cbikJcfT1tmDP2DS+ZsffgjTp5/5cPfRelbOM29X1iAVRCrKJDV5uwxfE5mWnECNq512X+/Zg/fdB74hKW2dndpxRTGIf33yHapd2vDuGnd7RFKnwmWnjl1ZB3KkJtLoiWwQ+UF9KzMdduJi1G2HEhpSSsPVQwbNcERvEPnPn7gQIcAiBAWZNh5YtzTsrxkbY8FmjcMzdFyZGezZo82IHOCjiwu4cWmRTgsKHfVuriiT5PL4yDb4TqRFCIqz7YM7xlVXD3/ySMcVJYJ6+vw8uftD6prP7jxGKnUqHE6d9tDu66W0MEPvpeBIsUa8FueYSmVVQqyupZNAQEZkJ2y8ih32qB3zUVHXyqr5ebx4/8fYcucqctOTIvK6GTaTjvn4n/+Bo0fPfOjy+AhISXZKoo6LCo1YvRegKGYmpdRGfBh8JxLg4pnZdHX3nT1QWKilsA5VWBi5RSnKMPadaOIXL5VRlGUnLyPpTCAZqdSpcNhRVsfq0nxDzLIL7kRKKSOWTlXh1G48FSVUgqmsRkwJLI7inchXDjn5/Mo5EX9d03ZofeMNuPtudpY5eWrPcaqb2rEnxnHXtQtYrXOTtclSO5GKMgmd3X1YhCA5Qb92/WN1y5UXsGyO4+yBTZu0WZEDxcVpxxVFB41tXTzwh/f4+Ytl3HHNfL77uSU89PeXktf/pDtSqVOhFpCyvyurMYIoa3ws1rgY2iKUGial7G+qozqzKqFj1HpI0LImGtu6oqKWe6AaVzuNbV1cPDMr4q+dnmzCWZFNTVBfz07SeWLnMe766ALy0pO45coLeGLnMXaWOUe/hoGpIFJRJqHJY/wZkUGnWzvZ8kr52QPr18PmzVBUpG3x5OdDQoLWrVVRIqinz8+2Pcf5xy27mZmTwuY7VnLpnBwActOT+J+vrmaGw87dHyuNWOpUKB2pbsZmjWOGgZrKOFITaYxQc52m/vStnFTzp28pxiCl5JBB6yEBvvd/+5AQFbXcA7162MmVpXnEWCIfPmjprJEfTTQpGRnw/vs89dYp7rlxESlJ8fQGJDdcUsQ9Ny7iqT3H9V7hpKggUlEmweU1TxCZlBDH8+9VEZADuputXw+VlRAIQG0tPPMMZEX+CaMydb13sok7H9/N0doWfnrbcj6/cs6w3UtXzs9lV3m9DiucvGAqq5Fkp0QuiCyvbaEkP92QaYeKOdW4O4ixCMM+VBpYu23mWu6BAlLy6mEnVy2cPvrJYZBuxprIvXvBaqXG1U5pQQaO1ETuvekihBCUFmRQ42rXe4WTEpVBpBDCIoS4RwhRIYTwCSFqhBAPCyHMWUyjGJbL02X48R5B9sQ4bNY4Gs6XVnPNNZCcDL/6VeQWpkwpZ0d2PM+nfvgyD//lILdfPY8H1i097w3hinm57ClvGPwQxAR6+vzsKa9ntUFSWYNy0iIXRFbUtVKSr1JZldAxcj0kaLXbwZWZuZZ7oLLqZpITYnWbbWjKdNZvfhPKyynIsnGoqplTjV7m9zcYK6tppiDLpvMCJycqg0jgEeDHwFHga8AfgLuB7UKIaP07KzpwebsN35l1oJk5KdS4R3nyZbHAAw/Aiy9GZlHKlLJx215qXO0EJHT29JEUH8tHLsgZ9esKsmykJsVzpKYlAqsMnX3HmyjKtuMwWCpndkoijZ7IpIZV1LYyTwWRSggZuR4S4IF1S8nu/543ay33UK8cquWqRfrsQgJk2E3WWMfng4MH4dJLuXn5bP7fnw/wk+2H6PMHOFDp4pHth7h5+Wy9VzkpURdQCSEWoAWOf5RS3iSl3CKl/AbwDWA1sE7XBSpRxeUx/ozIgTZ+9pIztWYjSk+HJ56AL39ZKwpXlBCqdXcwcC/R2Tz2hhMr5uWy+6i5Ulp3GGQ25FA5EaqJ7PUHOHHaw5y81LC/ljI1GL0eErRa7kdvX0FSfCyP37HSsGm3Y+Xr9fNGRYOuGRUZySZLZ33vPSgpAZuN1aX55GUk0dnTx43/8SKPvnSEL62ea7gyh/GKuiASuBkQwE+GHN8CdAKfj/iKlAk5m/Zm3O5mZqqJBGjp6Ob1I3Wjn7h6Ndx2G7z7bvgXpUwpSQln6x3Hm+a1Yn4ueyrqTZPS2uHr5b2TLpbPm6b3Us6RHaEg8tRpD7lpSaboYK2YQ1VTO4nxMeSkGTswsyfGkWyNPX8JiUm8dayBufnpupbvpNus5kpnnTMHfvYzQOvkX9no5bENK3jx/uvZfMcq0weQEJ1B5FIgAAy6+5VS+oAD/Z9XTGDjtr3UuNsN3d3M5fGRZaJ01s7uPn7z2gdjO/mBB+D666G6OryLUqaMtz84TUJcDNMzk7EIMe40r8IsG3ZrPEdNktK6p6KBxcWZpCTG672UczhSrWEPIutbOtm4bR9VTV7DPghUzOdgpcvQqawDzcxJ4eRpj97LmLRXDjm5SueMCps1lp6+AN29fl3XMWZeLyzVfr7FxVp4YN1S0pITdF5UaEVjEJkHuKSUwz2ucAJZQgjj/URXzlHr7iC44WDU7mbaTqSxap3OZ3pmMi5PF76evrF9QV0dXHwxfPhheBemRL3mdh//9fxh/vWmi/nVXVfy4v0fY8udq8ad5rVifi67TdKldUeZkzUGfdqclpxAZ3df2G7Ievr8fOd3b9PS0Y0Ewz4IVMznYKWxU1kH0oJIr97LmBS310eFs4XLS/TNqBBCkG4zSXMdKeHSS+H0aUAb8xSNzcWiMYhMAkb6F+YbcM4gQogNQoh9YVuVMm55A24ujdjdzNfrp7vXT0qiedK0YiwWCrJsVDaNsa10Xh5s3Aif/zz09oZ3cUrUCkjJf/7lENdeVEBpYcakrrVy3jR2lxs/pdXt9XG83sOlFzj0XsqwLEKQPYHdyOHKDHr6/HxQ18rz71XxyHOH+Mctu/nMj/5KQ+vZaxv1QaBiLgEpOVTdzIXF5hhFFQ07kTvL6rh87jSsceeOXorJgCCkAAAgAElEQVS09OQEms3QXOfYMbDZID+fxrYuvv/MfsP/zJqIaAwiO4GR9outA84ZREq5WUq5JGyrUsbtxqVFZ9608tKTDNfdzO3xkWm3GrbF+Ei+/YnFFGWPo630V7+qNdv5yleguFjr3lpcDFu3hmuJSpR59t1KOny9rF8xZ9LXKsy2Y7PGGT6l9bUjdVw+N2fYmZdG4UhNpNEzviByYJlBtaud2x97nc/86K/8ePshKpytzMpJ4WsfK+UP37qGwiwbwbdHIz4IVMzn1GkPKYnxpulFMDPHzslGcweRendlHcg0O5FvvAFXXAHAjsNOVszLNfTPgomK1XsBYVAHzBdCJAyT0pqPlurao8O6lHGqamrni6vnUtXkJT8j2XDdzZq8XaaqhwzKSrHS1NZFYbZ9bF9gscBNN8E990Bn//OXqirYsEH78/r14VmoEhVOnvbw1J7j/OQfLic2JjTPLVfOz2N3ef2kdzXDacdhJ1++ap7eyzgvR8r4m+vUutsZ+EDdHwjwzL9cS8IwuxQPrFvKxm17qXV3MD0z2XAPAhXzMfpoj6Fy05Np6+ihw9dLstU8WUtBJxo8dHT3sbDIGO+1GTaTdGgtKYFZs5BS8uphJ1+/YaHeKwqLaNyJ3Iv291o28KAQwgosBlTKqkkcqHRxUXEmaxfms+OwU+/lnMPtMVdn1qBjda387MWy8X3RQw+dDSCDOjvhvvtCtzAl6nT3+vnhnw5w+1XzyMsI3S6UkVNa61s6+dLPd3K8wcOjLx0xdDMZxwQ6tNoG3Ahru4u2YQNI0MYcbLlz1YTrXxVlKDPVQwLEWATFDjsnG81ZF/nq4VrWLszHYpCMqwyz7EQuWwZXXgnA129YyPzp6fquJ0yiMYj8PSCBrw85fjtaLaTKwTOBxrYuOnx9FDnslBZm0O7rNVxdgctrrs6sQTMdKZxq9CLHcwM+UodW1blVOY9fvVpBYbaNqxaFtrlMMKW1vNZ4Ka0bt+09EzgavZmMIzWRpjbf6Cf2a+vswR+Q5GckTai7rqJMhj8gKatpZlGxMXbFxsqsdZH+QICdZXWsNdCc23RbAi1Gr4lsbISCApCSsupmirLtpit7GquoS2eVUh4WQvwC+KoQ4o/AC8A84G7gdeBJPdenjE0wZSX49Gt1qbYbOTMnReeVndXk8VFgwhqfdFsCMRaB29s99p3UwkIthXW444oyjHc/bOTNYw08tmFlWH6ArpyXy66j9SwoMNYN5cDmMUZvJuNITeR029h3Sp956yRXluZx98eiMzVLMbYTDW1k2Kxk2Mz18HZmjp3jDeYLIvefdJGdkkhB1jh6KIRZRnICe71jf/ClizffhMWL6Q1IHnx6P/916xWDMjiiSTTuRIK2C/ktYAHwC2Ad8DPgBillQM+FKWPz/ikXF804231t7cJ8dh6pM1T6mtvr03Xw7mR85er5xMaM48Z+0yZIGpKKlpSkdW5VlCFaO7p55LlD/PMnF2MPU/fiFfNz2VPeYKj3BBjcPMbozWQcKYk0ecZ2Q9bW2cML71ez7orZYV6VogzPbPWQQWbdiXzlkDPkWSSTlW4zQXfW/qY6+443MT3TeP08Qikqg0gppV9K+bCUcq6UMkFKmS+l/IaUcoxzDRQ9SSnP+WFR7LCTkhjP4apmHVc2mMtjrhmRA61ZmD++Iv/162HzZigq0u6Mi4rg1lvh8cehtTV8C1VMR0rJw385yNUXTmdRGGuXirLtJCXEGi6l9XufW4IQYBEYPt0zO9WKy+MbUyD+zNsnWTEvF0eqOd/zFPM7WGWuesigGY4Uqpra8QeM9cDrfDq6e9l7vJFVC/L0XsogpujOmpcH115rqK624RJ16ayK+TmbOxBi8JxIgDUL89hx2GmYJ5Eur49sEzbWAdhZ5uSdDxv5zqcuGvsXrV8/uBOrlFrH1rVr4W9/gwxjpRUq+ti+r4rWjh6+sOqCsL/Wyvm57C5vMFRKa7I1juSEWJ7+1jWGr4OJj43BZo2jpb37vFkVbZ09vLC/ml98eXkEV6comvqWTjZue5dqVwf1LZ3Mzk011e5OUkIsGbYEnM0dFBooNfR89pQ3cGFxJqlJ8XovZZD05ARaO3qQUhr3/fWeewD44ox2Mu0jTRyMDlG5E6mY2/un3CwuzjrnDWL1gnz2VDTQ0+fXaWVn9fkDeDp7SEs25xtEQaaNU6cn2S1OCHjkES2I/OlPQ7MwxZTODqB/nsdePsKta+YSF6JxHuezYl6u4bq0Ops7yM+wGfcGZ4ixdGgN7kLmpJnnxl2JHhu37aXGpdUWO5s7DN2saiQzHHZTpbQadRctIS6G+FgLXl+v3ksZ3ltvwa23cqyulYRYC8kJ0VkLGaSCSMVwDla6WDzj3N3GrBQrs6el8M4HjTqsarDm9m7S+hvUmFFhto26lo7JB+RCwA9/qNVGlpXB6dOhWaBiKmcH0Gsb1I++fDQir1vssJMUH0uF0zgp1U53B/kZ5gm2HKnW8waRnv5dyHVXzIrgqhTlrFp3B8HHREZvVjWSmTkpnDJJENnQ2kllo5els7P1XsqwDD3mY9cuSEnhly8fpbLJnGNdxkMFkYqhBIaphxxozcJ8dpTpPzOyydNFtkmb6oCWxnbdRYV0dvdN/mJCgMUCL7+szUWqq5v8NRVTqXV3nBlAL4nsTd6KebnsPlofsdcbjbO5g/xMc6SsAWSPshOpdiEVvU3PTCa4sW/0ZlUjmZmTYppZkTsOO1m1II/42OHnv+rN0HWRb7yB+8JLqGvp4JKZxgzCQ0kFkYqhnDrtJSUxnuwRGtYsL5nGgUo3nq6eCK9sMK2pjnmDSIC7rl0Q2nTcb34TbrkFVq3S0luLi7XgsrgYtkb3eFYhhEUIcY8QokII4RNC1AghHhZCjOluRwghR/hl+GZgPX1+4mPP/iiJ9E2eVhdpnJTWWpPtROakJtLoGT6I9HT28Pz+aj6ndiEVHT2wbikFmTZTzyY1S4dWKSWvHnIaajbkUBk2K81GDSL7+thhL2Z1aT6xESjp0JtqrKMYyoERUlmDkq1xLJmVze6j9Vx/SVEEVzaYy2vezqxBrx+po6G1K7Q3iPfeC+Xl8C//Ar7+0QFVVbBhg/bngY15ossjaLNo/wQ8zNnZtBcJIa4a42ih3cDmIccMWvih6enz8/2n97NgehpNXh+17k6mZyZH9CavKNuGNS6GY85W5k1Pj9jrjsTZ3MF0E+1EOlISef+ka9jP/fGdUywvmcY0tQup6Cg3PYktd67SexmTkpOWSKevD09XDymJxmpWM9CxulYkUJKfpvdSRpRuSzBuEPnCC1zd0W2qTryToYJIxVAOVLq5ZpRi7jWl+fzhrRO6B5Fm77qVEBfDwSp36HcZdu06G0AGdXbCffdFZRAphFgAfA34o5Ty0wOOnwJ+ijan9skxXOqklPJ34Vll6PX0+dn09H5iLYKNNy/T7amrEIIV83PZVV6vexAppaSuuYM8E+1EZqcm0jjMrEhPVw/PvVfFz1VHVkWZNIsQzMjRmussLs4a/QsiTOuAu5caVzspSfE0tHYZtgNuenICLUacFfnss7icjbR86u+Yk5uq92oiIvr3WhXT6PMHKKtuZtEoIzyWzM6mxtVOQ2tnhFZ2LpfHR7bd3DuR4y3031nmZMMvtQ6cG375OjtHqk2trh7fcfO7GRDAT4Yc3wJ0Ap8f64WEEPFCCMNvY/X6A2x6ej8Wi+DeT1+se9rOynm57ClvQOqc0ur2dpMYH2uqjnw5I9RE/untU1yhdiEVJWS0lFZj1kUGm6NJtAdIRu6Aa9jGOn/+MwfLqnj/1PCZHdFIBZGKYXxQ38a0tKRR5xLFxVhYOT+XnWX6NXCJhprI7BQrKYnxY2qus7PMyRM7j3HXtQvYfu913HXtAp7YeWz4QLKwcPiLFBbCv/0bvPYaBAZkd27davb6yaVAAHh34EEppQ840P/5sfgMWtDpFUI0CiF+JoQw3OPMXn+A7z+9HyEE//rpiyMyymM0xQ478bEWjtXp26XVabJdSAB7Yhy9/sCg9wFPVw/b36vi5itm67gyRYkuRq6LHNQczeAdcI2azhrYs4fnrdNZU2rcetJQ0/+nv6L0O3Dq/PWQA61ZmM+rh2p123nQaiLNHUQKIXj8jpUkJYye1f7UnuPcc+Mi5uSmIgQsLs7inhsX8dSe4+eevGkTJA25kU5KggcfhIwM+NrXYM4c+O1vtYBxwwatblLKs/WT5gok8wCXlHK4n2pOIEsIMVoRzLvAd9ECyS8CO4CvAruNtDMZ3IEUwH2fMUYACdq/5ZXzctmlc5dWrR7SXJ0jhRDn7Eb+6Z1TXDF3GtMMms6mKGY0M8du2DEfA9+3jN4B15A7ka2t9LW0Yb1okenvDcfDGHcAigIcrHSzeJRU1qD509Pp9Qc43hD5N+SAlLS0d5Np4hEfQXuPN/LOh6PPdqxxtTMj2876n7zKk7u1wLG0IIMa1zDNQ9evh82boahI+2lUVKR9/IUvwD33wKFD8Pvfw8yZ8K//qtVLDhSsnzSPJGCkn2i+AeeMSEp5qZTyP6WUf5ZS/lZKuQ64D1gI/NNIXyeE2CCE2DeRRY9Xrz/AQ8/sR2KsADJoxXz9U1qdzR3kZxj35msk2amJNPV3aPV09fDcvirWLVe7kIoSSsXZdmpc7fT5x9JnLbIeWLeUpPhYhMDwHXAzbAasiUxLQ9bW8k83LtZ7JRFlrLsAE6lv6eT2x17nuu+/wO2PvU59i371edGgp8/PsbpWSgszxnS+EII1pfrMjGzt6CbZGmu4m+iJaGzr4o2KhmE/5w8EeKOigW//9i1s1jhONXn5z1suY/u+Krp6+iiraaYga4RNsvXrobJSS1utrBzcUEcIWLIEli+Hmprhv95c9ZOdwEhdlqwDzhmvHwE9wPUjnSCl3CylXDKBa49Lnz/Afzyzn0BAcr8BA0iAGQ47cbEWjtW16bYGbbyH+YJIR4qV0/07kX965xSXzc0xbFMNRTEra3ws2SmJhkwVzU1PIt2WwONfWcmWO1cZ+vvfnhhPu6+XXgMF4x1bt3Hsr29MuXm6xrsTMImN2/ZS7WonICU17nZDFyGbwdGaFoqz7eNqSLF6YT6vldVFvJWyy+MjKwp2IQFaOrrZWVY3qFmOlJKAlNy5eTdPv3WS6y8p4ivXzOeR7Ydo7+7lohmZbN9XxSPbD3HzZHcrzlc/aR51aCmrwwWS+WipruMebCql7A1ee5Lrm5CBD8o+859/paO7j/s/e4khA0jQHixdPCOL+596V7eHe3Um3Yl09Kezert6eW5fFTcvn6P3khQlKs0waF1kR3cvbq/PFOOJYiyC1KR4Wg2wGxlsOFj9ne/y9PN7R244GKWMeTdgAgOfJBm9CHm89NhlPVDpZvGM8d0rF2bZyLJbOVAZ2U5Y0RJE7ixz8tcDtUgJf/6Xa7np0hn81/OH+dZv3sYiBJv+fhmP/MPlXLkgj6sWTedLq+fy6EtH2HW0nlcO1fKl1XNZPdkC8pHqJzdtmtx1I2sv2nvpsoEHhRBWYDEwoXTT/q+fDoyebxwGwW59ASnp6vHjbvcZNoAM2nu8CW9Xry4P9/wBSUNrJ3kmDiL/9M4pPnKB2oVUlHCZ2T/mw2hONniY4bATYxF6L2VMjFAXubPMya9eraDP28GM05VUFpXwq1crplQgaew7AgObnplM8FvN6EXI4zXw5jFSN2IHKl1jroccaM3CfHYcjuw3bDQ01QGtWc43Pr6IrV9fy4+3H+I3r33AipJcWju1N+bslMEjTFaX5rP5jlW8eP/1XHNhASEpPRupftJc8yR/D0jg60OO345WC3mmS5AQYpYQomTgSUKIkf7hP4g2y3d76JY6dgO79QE43cZP2T89oDlMpB/uNbV1kZoUT0JcTMReM1QcqYmcOu1l+77KyWcXKIoyIqN2aP2wwcNsE802NEKH1qf2HEcA6RWHqXIUctofg+g/PlWoIHKCHli3lPz+wLEgM9nQRcjjFelWzx3dvVQ2eic0KHzVglze/uA0vl5/GFY2PG28h7lnRILWLKe0IIPUpHhuXj6b3969hn+6YSF1zaP//56RY+epPccJhCKSPF/9pAlIKQ8DvwBuEkL8UQjxZSHEw8CPgdeBJwec/ipQPuQS9wsh3hJCPCSEuEMI8S0hxA7gW8A7wM8i8Nc4h5m69QXpueba5o4zPxPMqLLJi6erl3///T5V468oYWLUWZEnGtqYPS1F72WMWXqy/s11alztNHl8lBeU8L2btWaATR7f8A0Ho5QKIicoNz2JX911JcXZdr79icVRlf6TYRtc2hXuG7Gy6mbm5qVN6Al+hs3K3Px03j4WuYw/lzc60lkLsmyU1TQD2py9uBjL+ZvlDHDxjCziYy28+2FjuJdpFl9HC/oWoAWU69CCvxuklKNV/78GeNBGe/wE+B6Qgdad9Uop5bmT4CPgro/OxyIEFiEM360v6IF1S3Gkat+bkV6zWTuzAvzshcNn/qxq/BUlfLJTrPT6A7qnYg51vN7DrGnm2Yk0QjprQZaN7BQr/phY3ClZCKH9/x3LPVS0UEHkJC0syuBQVbPeywiZWnc73b1+pqUlYhFgEfBvn7k4rK95oNLNhRNIZQ1aW5rHqxHMQW/ydEVFOuvNy2fzyPZDHKh00ecPcKDSNeZmOUII1q+co/uTQKOQUvqllA9LKedKKROklPlSym9IKduHnFcspRRDjj0rpfxo/9dYpZTJUsrFUsqHpJQ+dHK4uoVPLCvmxfs/ZvhufUG56Un8+h9Xk5wQy49u+UhE1+x0dzDdpEFk7YBU5Wir8VcUIxFCGK4usrvXT31LB0XZ5gl+MgyQznrz8tn4+7OxBJBttyL7j08VKoicpIWFGRyucuu9jJDw9fTx4B/2c+vaEn7ztTW8eP/1LJ6RxQf14W2Zf/DU+JvqDHR5yTSOVDePuVPXZBsHub3dUbETubo0/0yznBv/40UefenIuJrlXD53GtddVGioNttKaEgp2VHmZE1pnt5LGbe4GAuLZ2Sx93hTRF/X2dxhyqY60F/j3/9owyypy4piVjNzUjjZaJwg8lSjl4IsG/Gx5qnnTrdZdQ8iV5fms2p+Hta4GISAxIRYbltbMvmGgyaigshJWliUQVlNS8THTISalJKfPH+YOXmpXHdRwZnjn1hazLN7K8P2um2dPdS3dnLBJAq6E+NjWTbHwa6j9aOe29rRzbd/+9aEx7NIKXFFyU4kDG6Ws/mOVeN+83v7g9M8+If3wrQ6RS/H6lqJEYI5Jmq0MNClcxy8E+FUa2dzh2mDrwfWLaUg02aq1GVFMauZOSmcMlBd5PGGNmaZqB4StMY6eqezAnT3+fnCqgsmfA9ldrF6L8DsMmxW0pLjqWz0mu6bcKC/7KuiqqmdR/7hcoQ4m223dLaDR18+QoWzlZL8tJC/7qFKN6WFGcROcnTARTMy+fmLR3js5aNM7290lGlP4HiDhwpnK8ecrVQ4W/B29dLR3Xfm68abuuX19RIXayExXn3rAFw0I4ufPHeYykYvxQ673stRQmTH4TpWL8wf9F5gJktnZ7P5b0fp8wcm/d4yFr3+AC6Pj2kmHTSdm57EljtX6b0MRZkSZuak8Kd3Tum9jDOO17cx20T1kAAZBmisI6XkvRNNfPxzxbquQ09qJzIEFhZmcLjavCmtR2tbeHL3h/zbZy7GOqS5TYxFcOOSIv4Spt3IiY72GOrpt07S0xcgICXVrnY2/PJ1PvOff+MXL5ZR627nkllZPLhuKU9/+xoKs2wTTt1yeXxkRkEqa6gkxMXwyWXF/N+bJ/ReihIi/kCA14/WsdqEqaxBGTYruenJHKlpicjr1bd0kp1qjUjAqiiKuRVl23A2d9DTF7mu8udzwmTjPeDsiA8ZklljE1PX0klPX8BUtaShpn7ihcCiokzTNtdp7ehm0zP7ueeGRSPW83x0cQHvfHh6zDWH43HglDskQWTtkBl2ff4A//fNq/nF7Su4+2MLuebCAgqz7ViEOJO6JYCUxPhxpW65vdEx3iOUblhSFJZdakUf+0+6mJaWZNpOo0HLZjt493hkUlrrms3bVEdRlMiKj41hWlqSIUZB9PkDVDV5mWmyTKLEeG3Do6tHv0B8/8kmLpmZbdqMnVBQQWQILCzKoKy6WdcnIhPhDwR46I/vc/Wi6XzkgpwRz0tJjGf5vFxe2F8d0tdv8nTh6ephRs7k04DPbQxhO2dXNSiYuvXwly4jJTGOaWljDwqbPD6y1U7kIDZrHDcuKcKpOjpGhZ1ldaZsqDPUsjmOiI2gqXWbt6mOoiiRZ5R5kVVN7eSkJWE1WYmOEEL3MR/7Tri4ZNbEm0JGAxVEhkB2SiJJCbFUNen/VGk8frPzAyxC8IVVF4x67seXFPP8e9X0hbAT58H+0R6WEDzFmUhjiPnT0+nxBzjeMPYuaS6PL2qa6oRSa0cPd//6DTydPXovRZkEX08fb39wmlULzB9EXpCXiqerh4Zxdl+eCDM31VEUJfK0IFL/Dq3HG9qYbdJ+HtqYD32mYPX5AxyqcnPRJCYLRAMVRIaIVhdpnpTWN481sPNIHd/51GJiLKMHcbOmpTAtPYm3jp0O2Rq0+ZCh+QYM7i6OZ6adEII1pfnsGMeMSZe3S9VEDiPdlsDykmlhq51VIuPNY6eZX5BOWnKC3kuZNIsQLJ3l4J0IpLSaebyHoiiRZ5RZkWashwxKT9ZvVmR5bQv5GclR8bNyMlQQGSILi8wzL9Lp7uAnzx3mvk9fNK5vgI8vKQrZuA8pJQdOhaapzmSsKc3jtbK6MY9ocXm7yVY7kcP6zGUz+cu+Knw9faOfrBjSzjIna6KoRXmkUlqdqiZSUZRxCO5E6l0GZcbxHkHpNv06tL530sXFM6f2LiSoIDJkFhVmctjAdZH1LZ3c/tjrXPf9F/jK47v4+NJiSvLTx3WNK0qmUdfSEZKnZ3UtnUip/1Drwmw7mXYrBypdYzrf5ekiS+1EDqsgy8Z9n76YuFj1tmJGrR3dHKlp4bK5I9dHm80lM7M4UtMc1gcbvp4+PJ09ZKeqhlvK1CKEyBdC3CuEeF0IUS+E6BBCHBFC/EgIoe8TYoPLsCUghMDt1a+mzx+QnDztMd14j6AMm347ke+d0JrqTHXqbi9EctISibEInM3GbC6ycdteatztBKSk1x/g9SN1475GbIyF6y8uYvu+qkmvJ1gPaYSuVmsW5rPj8NhSWrWaSHWzOJJFRRm8WXE6pLWzSmTsOlrPsjmOqJqBmmyNY05uKgcqw5cl4mzuJDc9KSS13YpiMjcC3wXcwI+ArwNv9v/+vhBimn5LMzYhhO51kXXNHaQlJ2Czxum2hslI16mxTltnD7XuDuYXjG8jJhqpIDJEhBCGHvVR6+5g4CZp7QQ7aV53cQG7jtbh7eqd1HreP+Vi8QxjPKi8ckEub39wGl/v+VtFd/X00ecPYLNGz012qAkh+Mu+ygk9pFD0tSPKUlmDLp2TwzthTGmta+4w/TgURZmg3UCRlPImKeWPpZRbpJS3A3cCBcC39F2eseldF3m8oY1ZIeiOr5f0ZH3SWd8/5WJhUQZxai6wCiJDqbRQG/VhRAPTRrURGBO76cmwWVk228FfD9ZMeC0BKTlY6WZxiJrqTFaGzcrcvDTeHqVpUHAX0gi7p0b2d5fP4v/ePGnY1G7lXPUtndQ1d0ZljceyOdq8yHD9e6xVQaQyRUkpj0gpG4b51O/7fy+N5HrMRu+dyOMmbqoD6Dbi470TTVwyS6WyggoiQ2pRUQaHqtyGvHn+5o2LEIJxjcAYyceXFrN9X9WYm9EMVdXoJdkai8NANURrFubz6ihdWl1eNd5jLJbMyqazu48v/mwn133/eTb88nV2jqMDrhJ5Ow47WTk/l9gofLJakJlMXIyFU43hmcnmbO4gX433UJSBpvf/Hrp27lFI9yCy3rzjPUDbAIh0TaSUkv0nXVwShQ9cJyL67hh0lJ+RjD8gOd3apfdSznG4upmrF00f1wiMkZTkp2G3xrHvxPhTxOpbOrl36zvUN2uNfuojMMNtLK4omUZZdTOt50mNcHl8qqnOGLx2pA4EfOPGRWy/9zruunYBT+w8pgJJg5JSaqmsC6MvlRW0FOtls8PXpdXpVp1ZFWWI7/X//htdV2FwBVk2Gtu66B6llCYcpJTaTqRJm+oApCXH09bZM+ENjYmoamonJkao7JN+KogMISEECwszOFRtrFEfUkpeer+Gay8qCMn1hBB8fGkxz+4df4Odjdv20tLRgwRq3O1s3LY3JGuarMT4WJbNdrDraP2I5zSpzqxj8tSe43zz44twe30cb2hjcXEW99y4iKf2HNd7acowjjd48Ack8/LT9F5K2Cyb4whbXaSaEamYnRAiTQjx3XH8yjjPtb4JfBbYLKXccZ7zNggh9oXj72MWcTEW8jNtVDaFJ0vifE63dZEQZyHdZt45h00eH1JKbnjohYhtSuw/qXVlVWVNGhVEhthCAzbXOVLTghAwf3roOkmtWpDL8fo2at3tY/6a1o5uql1nz5dy4g1+wmHtKF1a3SqddUxqXO2UFmQQFxvDxm372L6vkvnT06lxjf3fihI5Ow47WV2aF9U/FBcVZVDZ5MXT2RPS67b7eunp85Nh4hsxRQHSgH8fx69hg0ghxJfRurQ+D3z1fC8opdwspVwSovWb1swcO6d0SGnVUlnNuwsJ2qZEQPL/2bvz+Kire//jr5N9D0kIWxJ2ZAuRVUXZca3azdIrV60o6lWqVlvvr/XW0pba29tWa6/WpahVa1XUW7ValSqKCIoCKgKyyBZIQghkIdtkn/P7Y5IYIAlZZp/38/HII5nvNp8h5Mx8vuecz8FpvdcpofUhj6ck0s0m+GFxnZWf5XHBpCy3fkiMigjnwklZXVruw1rLO1vyufHPa0mMjaQljN4U+Fl9CqwAACAASURBVPGEycP7UnjM0eEyLa7COkoiTyWrbwLb8kqZNW4gv//eWby79RAPvLGNrL4Jvg5NTtDktLz3xaGgrMraVlREODlD0ti096hbr1vQXFQnmBNwCX7W2lxrrenG10nDSowx1wLLgbeAy6y1vSvhHiJc8yK93xO5N8CHssLxnRDe6JSob2zii7xSJg1TEtlCSaSbDUlPwFHXyNEK/5gXWV3XwIe7DnNeTuapD+6mS6YM4Z2tBdR0spB30TEHP1uxkRfX7+OXl0/lgcUzyEpLcEuBH3eLCA9j9rhBrO6gN7K4spZ0rRF5SgtnjOS+17awObeYjNR4vjfnND7PLeGCiVk8u3Y3DVpD0m98nltCWmJMSCT4Z3pgSGtBiSqzihhjrgEeBVYB37TW+mYF+ADkq+I6ew4HdlEdcHVCtHZK4PlOiW0HyxjaLzFg19X0BC1452bGGLIHp7L1QKlfFKpY80UhE4f1pU+8+4db9UuOJWdIGqu2FHDp1CHH7WtyWv65KZe/vb+bb581nAXTh7dWfnz0ptluj8Vd5k0YxG9f2cwVs0ad1LtQXFlLWqKGrZ3K3OZerYdWfkFecRVZfRO4Zt5osgencv/rW7nlsXXcfmkOowcF7xy8QOFaG3KQr8Pwimkj0/nLuztpcjoJD3PP/dMCLe8hIc4Yswh4DFgNfMNaW+vbiALLsH6J7D9SgbXWqyMaAn15D4Bll09j6YqNrdOqvjfnNI8+3yf7jjJ1uJb2aEtJpAe0LPXhD0nkm58d5KpZnvvD+vq0ITz45hdcMmVwawN44Ggl9/1zC2HG8IdFZwdUL0dLYrPrUDlj2hQaqW9sorq20SPJeDCam53Rmky2tezyaazedog/vLqFB647h6iIcFZvK+C5dXtaE86FM0a2e664V11DE+t3HeaauaN9HYpXpCfFkp4Uy478Y2QP7rAuSLfkl1QzbaQ+VEhoMsZ8HXgcqMC1NuRlJyRCVdbaV3wRW6DoEx9NVEQ4R8pr6N+n51Xzu6OkspbGJifpAT49Z2BKXGunxMe7i/jf17cyelAfjy0f98neo9x68QSPXDtQKYn0gAmDU7s0V9DT9hVVUFpV59FFUU8fkkaj08n3HniX4oo6EmMjcDrh6rmjuXjKYMICbK6QMYb52a4CO22TyNLKOlITogPu9fgbYwzzJmQwJ3sQBrjjqfXkl1bzk29NJDsrlW15pdz32hYAJZIe9tGXRYwa2Ie0EKo4fMbIdDbsPuK2JPJQaTUZqUPdci2RADQZ17SoPrjmQ57oAKAk8hRa5kV6K4nce7iCEQOSg2ou95mj+vPNM6r45QubuHfR2cREhrv1+iWVtRytqGX0oMDuvXU3zYn0gKH9kjhWXU9plW9Hdfxrcx7n52QSHua5hsIYQ219E0fKa3FaS7mjgaS4SC6dOiRgE665EzJ474tDNLaZu3dUlVndKswYjDEUlddgrWXV5wU46hu1HIgXvbvtEPMmhMZQ1hZnjOrHhj3umRdprSW/tJoMPyoOJuJN1tpfnKIAz1BfxxgIvD0vMhjmQ7ZnwfThDElP5N5XP8da964d+em+YiYOTXPbVIhgoX8NDwgPM2RnpbDVh0t91Dc2sXrbIS6Y6J61ITtzrPr4svmFZf5RVKinMlLjGZgSx6f7ilu3lVTUhlSPjbcUV9Tw6I2zSYyLbF1wOTsrVcuBeFhFTT1bDpRwzpgBvg7Fq8ZkpFBSWcuR8t63UeWOeiLCDEmxUW6ITERC1fD+id5NIgvLA34+ZHuMMdx2yQSOlNfw7Fr33oj+dN9Rj47qC1RKIj1kwpA0tvpwqY8PdxUxrH8iA1I8PzziuApZfrZsR0/Nm5DBu9u+qtJ6tLJGPZEekNU3gX1HKviP88a1Vr7dllcaUPNoA9Ha7YVMHZFOfHRoVZkLDzNMHZHult7IfFVmFRE3GN4/iX1HvJhEFlUwKsCX9+hIVEQ4SxdM4c3PDrJ2R6Fbrum0VutDdkBJpIe0FNfxlZWf5XHRxMFeea5ll0/z22U7emr2uIF8vPsIjjrX8iXFFbWkqyfS7douB9LY5GRzbjH3vbaFhTNG+jq0oPbutuBfG7IjZ4zqxwY3LPVRoKGsIuIG4WGGwlIHF939Btc/vIbCMofHnquipp5KRwMDU70z/9IX0hJj+Pl3p/LAG9vYe7i819fbd7iCxJhIBnhpzmogUWEdDxkxIImjFbWUO+pJjvPucKfDZQ72Hi7n7DFTvfJ8bStkBYs+8dFkD07lw12HOTcnk+KKWsZlpvg6rKDT3nIgi+aOVlEdDyksc/Bfz37MoVIH5Y46hvZLZKAXRiv4kykj0rn/9W3UNTQR3YviC1ojUkTc4ZcvfILFNc86r6SKpSs2euwz1d7DFQwfkBSwNSu6atTAZJZcOJ5fvvAJ9y8+p1eV9T/RUNYOBWVPpDHmP4wxzxhjdhpjmowx7p1h2wXhYWGMy0xhmw+GtP7r8zzmZmcQFeHe6lShZl72IN7d6hrSWqLCOh4zNzuD5TfO5s27Lmb5jbOVQHrQ0hUbOVTqusudX1LN0hUbfRyR9yXFRjGsf2KvR4pojUgRcYf8kurWn609/rG7BWtRnfbMGT+I+RMyWPbiJ9Q3NvX4OhrK2rGgTCKBO4GvA0eAQ74KwhdDWpuclrc+z+fCSZ4vqBPspo8ewM6CY5RW1XK0srZ1zp5IoPLmhxV/duaofnzcyyGtSiJFxB0y0+Jp6Rf0dF2JPYUVjAzS+ZDtuWrOafSJi+KBN7b1qGJrbX0jXx46xulD0zwQXeAL1iRyDpBsrZ0FfO6rICYMSfN6hdZP9x0lNT6a4f1D406TJ8VEhjN9dH/e2VrAsSrXOpEigSwYi2D1xBkjXUt99LQMvNNaDpU5NCdSRHpt2eXTWovJpSfGeLSuRCj1RIJrObH//OZEtueXsfC+Vd2ed/r5gRJGDUwmNkqz/9oTlEmktTbXWus89ZGeNWpgMofKqqmsafDac678LE+9kG40b0IG/9iQS1JcFBHhQfnnIiEkGItg9cTQfok4nZaDPVxKpriilvjoCH2wEJFea6kr8YOLJzByYLLH5qnX1DdytKKWwemhVf08NioCp7WUVdfjbDPvtCs+3VfMlOGaD9kRfSr2oMjwMEZn9OGLPO/0Rh6rruOz/cXMGR9aC4h7Uv/kOEoq6yitqvN41TQRT2v5sPLmXV/j0Ztmh1xRnRbGmF5VaS0orQ7ZXlwR8Yx52YPYerDULevYtmdfUQVD0hMIDwu9j/6H26xf7prK0bUbiJv2qqhOZ0Lvf5KX5Qz23nqRq7YUMH10f+JjQmvtN0/65QubcDYPeevO3SsR8W8jByTz9Ptf9qisfkFpNYM0H1JE3CgmKoJ52Rm8+elBj1x/T2F5SM2HbOu4qRzN2x5a+QXVtR2PFCw65qCypoERITT8t7v8Nok0xvQxxvyiG1+pvXy+G4wxm9wVfwtvFdex1vKvzXlcOMk7a0OGChUiEQlOL320j7oGZ7eHN4FreY9MJZEi4maXTBnMys15NDS5f0bW7sMVjBoYmknkcVM5+iZw/7XnUN/YxHUPr+GdLfntzo9vqcoa7Muh9IY/T+joA/y8G8f/Dehxl5+1djmwfMmSJW5dDmR0Rh8OHq3CUddIXLTn/rm355fhdFqys7SWoTtlpsWTV1KFtaFdiEQk2BSUftXz2N0bRAWl1UwY3Kv7liIiJxmcnkhmWjwf7jzMbDdPTdp7uIKvTx3i1msGivbWM79tUB92FpTxwBvbWLk5j+9fmM3Qfomt+z/dd5QzR/X3dqgBxW97IpuL45hufO3xdcztiYoIZ9TAZLbnl3n0ef61OY8LJmVhdMfErVSIRCQ49aZSbUFJtSqziohHXDp1KP/85IBbr1nf2ERBSdVxSZLAmIwU7l88g5ljB/L/nv6IR1ftoKa+kSan5bP9JVof8hT8NokMJhM8PKTVUdfIBzsPc26OFml3NxUiEQlOLTeIDJAYE9nlG0RNTidF5TVqC0TEI84e3Z/8kmoOHK102zVzj1QyKDWeqIhwt10zWISHGb4+bSh//o9ZlFXVce2Dq1l439tU1Tbwk799rIKKnVAS6QU5Hl4vcs32Q0wYnEZqQozHnkNEJJi03CB65rb5WKCrgzgOH6shNTFaH8ZExCMiwsO4cFKWW3sj9xyuYGSIzofsqpSEaP7fNycSGR5OucNVcEcFFTsXlEmkMeZSY8xdxpi7gJHN2+5q/rrZ2/GkJESzI7+sR1UAO1NY5uD6h9fwx39uZc/hct0tERHpprTEGL4xbShPvLurS8cfKq0mQ0V1RMSDLpo0mNXbDlFT3+iW6+05XM5IVRntkqMVta0/q6Bi54IyiQQuA37V/DW6eVvL4zu8Hcyv/+9TLPSoCmBnlq7YSF7zWjfFlbW6WyIi0gPfmT6cLQdK2HXo2CmPzS9REikintUvOZYJg1NZve2QW663p7AiZJf36K7ezJcPNUGZRFprF3VSgGeot+Px1DIR+SXVtFQl1t0SEZGeiY2K4HtzTuPRt3e0W+q9rQL1RIqIF1wydQivbTpwyjbpVJqcTnKPVjK8v3oiu0IFFbvOn5f4CBptl4loeewOcdHhVNW6hjrobomISM+df3oWr3ycy/ovizh79IAOjysorebMUf28GJmIhKJJw/pS29DIjoJjjMvs+fJtecXVpCfFeHSZuWDS3nIg0r6g7In0N23vakSEG+ZN6H0V1VVb8kmIjiQzLV53S0REeik8zHDduWN4fNVOGjtZ6LugtJpB6okUEQ8LM4ZLpgzhn5t6V2Bnd2G5hrKKR+i2hBe0vauRV1zFj55az5ThfTltUJ8eXW9fUQXL397B7646S2v+iIi4ydQR6aQnx/LmZwe5dOrQk/bXNzZRWlnHgD6x3g9ORELOeadn8sz7qzlWXUef+OgeXUNFdcRT1BPpZVl9E7jla9nc/fdPqXDUd/v8qtoGlr34CTeeP04JpIiIGxljuP7cMTzz/h6qaxtO2l9Y5qB/cizhYXrrFBHPS4qN4uwxA3jr8/weX2OvlvcQD9E7oQ/MHDuQGWMG8NtXNtPk7PqEaae1/P4fnzNtZLpbhsSKiMjxRgxIZurIdJ7/cO9J+wpKqsnQ3HMR8aJLpw7h9U8O4OxBgR2ntew9XMEI9USKByiJ9JHF88dQ19DEs2t3d/mcFz7YS7mjjhvOG+fByEREQtvVc07jjU8PcqS85rjtBaVKIkXEu0YP6kNibBSf7D3arfMKyxwsfvA9HPWN/OjJ9VpLXNxOSaSPhIeF8V+XTWLlZ3ls3HPklMd/tr+Yf2zM5aeXTSYyXL82ERFPSU+K5ZIpQ3jqvV3Hbc/X8h4i4gOXNi/30R0/e24Dh5oTR3euUS7SQtmID6UmxHDntydxz6ufc7iTO0RHK2r43Sub+fE3J5KepIIOIiKe9t2zR/DpvmJ2F5a3bjtUWk2mkkgR8bLZ4wexPb+Mw8dO3ZtoreXDnYfJ89Aa5SItlET6WPbgVP7tnJH86v8+ob6x6aT9DU1Ofv1/n/LNM4YxcVhfH0QoIhJ64qIjuGLWKB5btaN1se/8Ei3vISLeFxMZzrk5mbzx6cFOjztUWs3SFRv5y7s76ZccgzGu7VpLXDxBSaQf+NYZQxmUGs+DK784ad+f39pOSkI03z17uA8iExEJXRdNyqKkspaNe45SU99IdV0jfZNifB2WiISgiycP5l+b89rtcKhvbOJva77kB3/5gOzBaTz8H7P43VXTW9co11ri4glaJ9IPGGO4/ZIcbn18Hf/anMcFE7MAeHdrAZ/sO8qfFs/AtNxOEhERrwgPC+O6c8fy6Kod3PGN0xmUEkeY2mIR8YGsvgkM7ZfIuh2Hj6vQv3HPER5c+QXD+yfx4PUz6ZfsmvbUdo1yEU9QEukn4qIjWLpgCj98cj3Prt3dWhXwF/82lfiYSB9HJyISms4c1Y9n1+7mP/+6nroGJ9c/vIZll09jYEqcr0MTkRAzY/QA/vjPLfz+H58zMCWWAcmxHDpWw/cvHM+0kf18HZ6EGA1n9SOD0xOJjgzn8LEanNY1EfqxVTt9HZaInIIxJswYc7sxZqcxptYYk2eMudcY06VJKL09XzzHGEO5o566BiegKoci4juvbsqlrtGJ01oKSh3sKapk+Y2zlECKTyiJ9DOlVXWtP1tUTUskQNwH/AHYDtwCvAjcCrxmjOlKO9vb88WDjpTXtv6sKoci4iv5JcdXZ62saSAqItxH0Uio03BWP5OZFk9eSRXWqpqWSCAwxozHlfi9ZK29rM32/cD9wOXAs546XzxP7bKI+AO1ReJPdIfbzyy7fJqqaYkEloWAAf54wvZHAQdwpYfPFw9Tuywi/kBtkfgT9UT6GVXTEgk40wAnsKHtRmttrTFmc/N+T54vHqZ2WUT8gdoi8SfqiRQR6Z1BQLG1tq6dfQVAX2NMlAfPFxEREfEqJZEiIr0TB7SXAALUtjnG7ecbY24wxmw6ZYQiIiIibqQkUkSkdxxAdAf7Ytoc4/bzrbXLrbVTTxmhiIiIiBspiRQR6Z1DuIactpcIZuAaqlrvwfNFREREvEqFdTqwZMkSX4cgIh2zDz30kPF1EM02AucDZwBrWzYaY2KAicD7Hj6/ldotEb/mT+2WX1HbJeK3Omy31BMpItI7zwMWuO2E7dfjmsv4TMsGY8wIY8yYnp4vIiIi4g+MtdbXMQQ0Y8wmzUkKTPrdibsYYx4AbgZeBt4AxgK3Ah8A86y1zubjcoEh1lrTk/PdGK/+7wco/e4kVOn/fmDT7y/4aDiriEjv3QbkAjcAFwPFwAPA0i4mgL09X0RERMRrlESKiPSStbYJuLf5q7PjhvbmfBERERF/oDmRvbfc1wFIj+l3J6FK//cDl353Eqr0fz+w6fcXZDQnUkRERERERLpMPZEiIiIiIiLSZUoiRUREREREpMuURHaTMSbMGHO7MWanMabWGJNnjLnXGBPv69jkK8aYO40xLxpj9hljbPPSCp0df6YxZpUxptIYU2GMWWmMmeilcEU8Tm2X/1O7JXI8tVv+T+1W6NKcyG4yxvwvrvXbXgbexLWe2y3AWuBcleP3D8YYC5QCnwJTgIqOKmMaY84C3gMKgD81b74Z6Aecba3d6ul4RTxNbZf/U7slcjy1W/5P7VboUhLZDcaY8cBW4GVr7WVttt8C3A9cYa191lfxyVeMMcOttfuaf94GJHTSqG0AxgBjrbUFzdsygB3AR9ba870TtYhnqO0KDGq3RL6idiswqN0KXRrO2j0LAQP88YTtjwIO4EqvRyTtamnQTsUYMxKYBrzY0qA1n18AvAica4wZ4JkoRbxGbVcAULslchy1WwFA7VboUhLZPdMAJ7Ch7UZrbS2wuXm/BJaW39n6dvZ9hOsNbIr3whHxCLVdwUXtloQCtVvBRe1WkFES2T2DgGJrbV07+wqAvsaYKC/HJL0zqPl7QTv7WrZleCkWEU9R2xVc1G5JKFC7FVzUbgUZJZHdEwe015gB1LY5RgJHy++rvd+rfqcSLNR2BRe1WxIK1G4FF7VbQUZJZPc4gOgO9sW0OUYCR8vvq73fq36nEizUdgUXtVsSCtRuBRe1W0FGSWT3HMI1fKK9P4AMXMMu6r0ck/TOoebv7Q2haNnW3tALkUCitiu4qN2SUKB2K7io3QoySiK7ZyOuf7Mz2m40xsQAE4FNvghKemVj8/fp7ew7C7DAJ94LR8Qj1HYFF7VbEgrUbgUXtVtBRklk9zyP6z/5bSdsvx7XOO5nvB6R9Iq1dg+uN6IFxpiWSd80/7wAeNdae9hX8Ym4idquIKJ2S0KE2q0gonYr+Bhrra9jCCjGmAeAm4GXgTeAscCtwAfAPGut04fhSTNjzFXAkOaHtwBRwL3Njw9Ya59uc+zZwGogH3igzTn9gXOstZ97JWgRD1Lb5f/UbokcT+2W/1O7FbqURHaTMSYc112xG4ChQDGuu2VLrbVVPgxN2jDGvAfM7mD3GmvtnBOOnw7cDZyJ687nh8Cd1tpPPRimiNeo7fJ/ardEjqd2y/+p3QpdSiJFRERERESkyzQnUkRERERERLpMSaSIiIiIiIh0mZJIERERERER6TIlkSIiIiIiItJlSiJFRERERESky5REioiIiIiISJcpiRQREREREZEuUxIpIiIiIiIiXaYkUkRERERERLpMSaSIiIiIiIh0mZJIERERERER6TIlkSIiIiIiItJlSiJFRERERESky5REioiIiIiISJcpiRQREREREZEuUxJ5giVLltglS5ZYX8chItJVardEJBCp7RIJXBG+DsCPqVET8V/G1wH4KbVbIv5L7VbH1HaJ+KcO2y31RIqIiIiIiEiXKYkUERERERGRLlMSKSJyAmPMncaYF40x+4wx1hiT283zM5qvscYYU2iMqTbGfGGM+b0xJq2d4xc1P097X39y2wsTERERcQPNiRQROdl/A6XAp0CfHpx/KfAL4HXg90AlcAZwG/BvxpgzrLWHO3jeHSds29WD5xcRERHxGCWRXdTQ0EB+fj61tbW+DqXXYmJiyMzMJDIy0tehiI+t3lbAc+v2kFdcRVbfBBbOGMnc7Axfh+UPRlhr9wEYY7YBCd08fy0w5IRE8VFjzMfAo8AdzV8netta+14P4m1XMLVbHVF7JhJ8QqHtOhW1beLvlER2UX5+PomJiQwdOhRjArfAmrWWkpIS8vPzGTZsmK/DER9ava2AJ1fv4vZLc8jOSmVbXin3vbYFIOQTyZYEshfnf9HBrudxJZHZHZ1rjEkE6qy19b2JAYKj3apvbOJQqYP6RidREWEMSo0jKiIcUHsmEqyCoe3qDbVtvlNY5mDpio3kl1STmRbPssunMTAlztdh+SXNieyi2tpa0tLSAr4xM8aQlpYW0nf3xOW5dXu4/dIcJg7tS0R4GBOH9uX2S3N4bt0eX4cWzDKbvxd1sP9VoAKoNcZ8boy5sjdPFgztliuBbAJsa0LZQu2ZSHAKhrarN9S2+c7SFRvJK6nCaS15JVUsXbHR1yH5LfVEdkOwNGbB8jqkd/KKq8jOSqXcUU9CTAThYWFkZ6WSV1zl69CC2S+bvz91wnYH8CzwLnAEGAZ8H3jaGDPCWvtLeijQ/95dCWTbx87jHgf66xOR9oX633aov35fqG9sIq+kCtu8aqm1kF9S7dug/Jh6IkVCVFbfBLbllfLde99mzReFAGzLKyWrb3en/0lXGGN+BCwAlltr3227z1r7grX2Cmvt49ba16y19wM5wDbgLmPM0A6ueYMxZpOHQ/epsLDjP0hFRehtS0T8x9q1axk/fjwTJ06kpqbG1+FIDzjqGnnxw71c/cBqYpqnSwAYA5lp8T6MzL/p3VgkRC2cMbJ1DuSBo5Vszi3mvte2sHDGSB9HFnyMMdfhqtL6OnBzV86x1tYB9+AaMXJ+B8cst9ZOdVecvtLU1NTu9oYmJ1iIDHe9VUVFhDMoVXNTRMS7rLU4nc529z3zzDPccccdbN68mdjY2F49T0dtoXhGhaOev773JYv+tJo9hyv49b+fwcP/MYus5sSxZU6ktE9JZAD53e9+x/333w/A7bffzrx58wB45513iIuL44c//CEA//u//8vw4cMB2Lt3LzNmzPBNwOLX5mZncPWc0QA8/8FeHlr5BYvmjg75ojruZoy5FlgOvAVcZq1t6Mbpuc3f+7o7Lm/Jzc1lzJgxXH311eTk5PCd73wHh8PB0KFDWbZsGTNmzODFF19k7969XHjhhUyZMoWZM2eyc+dOyqrqWPPWP7l0/tl88/yZXPHtr7UW1RER8aTc3FzGjh3LkiVLmDx5MosXL2bq1KmMHz+en//85wA89thjvPDCCyxbtowrrriC9957j1mzZvGtb32LcePGceONN7Ymn2+99RbTp09n8uTJLFiwgKoq19SRE9tC8bySylqWv72dax58j5KqWu5bdDZ3fnsSw/snMTAljseWzGFYv0Tu+PpEFdXphOZEBpBZs2Zx7733cuutt7Jp0ybq6upoaGhg3bp1/PjHP+af//wn4BpakZaWRkFBAevWrWPmzJk+jlz81YyxA/jtK/DNM4dx4/njfB1O0DHGXIOrGusq4JvNvYvdMar5e0eFeALCrl27ePzxxznnnHO49tpreeihhwBXCft169YBMH/+fB555BFGjRrFxx9/zE03LeHR517mvnv+h3/9618kpaZz4NARX74MEQkxu3bt4oknnuChhx6itLSU1NRUmpqamD9/Plu2bOG6665j3bp1XHLJJXznO9/hvffeY8OGDWzfvp0hQ4Zw4YUX8tJLLzFnzhzuvvtuVq1aRXx8PL/97W/5wx/+wNKlS4Hj20Jxv68qrlYRFx2B0wnnT8zk4Rtm0i+5/d7jcVkp7MgvY0xGT5aKDg1KInvogl+97vZr/utnF3e6f8qUKXzyySdUVlYSHR3N5MmT2bRpE2vXruX+++9nxYoVVFZWkpeXx7//+7/z/vvvs3btWr797W+7PVYJDlER4Tx723zXsEHpEWPMYCAO2Nu2l9EYswh4DFgNfMNa22GZPWNMmrW25IRtycCPgXrgX+6I1RftFkBWVhbnnHMOAFdeeWXriIp/+7d/A6CqqooPP/yQBQsWtJ7jqKklKTaKGeecw6JFi1iwYAFTZp5PbUMjMZF66xIJJb5qu4YMGcJZZ50FwAsvvMDy5ctpbGyksLCQ7du3k5OTc9I5Z5xxRutosIULF7Ju3TpiYmLYvn17aztYX1/P9OnTW89paQvFM5au2EhecRUWqKptJDM1npsuGN/pOWMzUtiw5wjfOlNLrHRE78Q91JXGx90iIyMZOnQoTzzxBGeffTY5OTmsXr2avXv3MnbsWKZPn84TTzzB6NGjmTlzJn/5y19Yv3499957r9djlcCwu7Cc5z/Yy6K5p/k6FL9ijLkKGNL8MB2IMsbc1fz4xuKeBQAAIABJREFUgLX26TaH/xWYjauiam7z+V8HHse1XMfzwGUnVNqrsta+0ubxVmPMGmArruqsQ4FrgYHAj6y1+e54Xb5ot+DkKoMtj+PjXfNOnE4nffr0YfPmzQA0NjnJPVpJakI0jzzyCB9//DGvv/46vzxvBqveX8/Y4VnefQEi4lO+arta2qj9+/dzzz33sHHjRlJSUli0aFGHy2+0195ZaznvvPN47rnnOn0e8Yz8kmpsm8eHyhwdHttiXFYKT723y3NBBQHNiQwws2bN4p577mHWrFnMnDmTRx55hIkTJ2KMOW7fpEmTWL16NdHR0SQnJ/s6bPFTJZW1fLa/mHv+8bmvQ/E3i4FfNX/1A/q0eby4C+dPxtW+9sE1H/LpE77+eMLxzwGnAT8CHgZuBDYDF1pr/9DL1+JzBw8eZP369QA899xzJ83TTkpKYtiwYa3zgUqrasnbs5OI8DD27t3LmWeeybJly0hPT2f3vlyaOihwISLiCRUVFcTHx5OcnExRURFvvvlmh8du2LCB/fv343Q6ef7555kxYwZnnXUWH3zwAXv2uNZhdjgcfPnll94KP+S1rbDa1Yqrg1LiqG90crRCFXc7oiQywMycOZPCwkKmT59O//79iYmJaZ3zOHPmTPLy8pg1axbh4eFkZWWpqI50qtxRT1bfeCpqulPrJfhZa+dYa00HX3M6ODa3zbZfdHK+sdYOPeEaP7LWTrHWpllrI621fa21X7PWumUYq6+NHTuWp556ipycHEpLS7nppptOOuaZZ57h8ccfJ+f00zl72mTWrFoJwH/+538yYcIEsrOzmT1rFlMnT6bCof+vIuI9p59+OpMmTWL8+PFce+21rcNS2zN9+nR+8pOfkJ2dzbBhw/jWt75Feno6Tz75JAsXLiQnJ4ezzjqLnTt3evEVhLYfXDyBsDBDmDFkpSV0qeKqMYaxGX3YkX/MCxEGJg1nDTDz58+noeGrD1Bt72SNGDECa7/qsH/rrbe8GpsEnianZdTAZFZvO+TrUCSIhYWF8cgjjxy3LTc397jHw4YNY+XKlRytqMFaWosdvPTSS8cdV1PfyOFjDvrER2kxbhHxmKFDh7Jt27bWx08++WS7x524PS4ujueff/6k4+bNm8fGjRtP2n5iWyjuV1XbwORhffn1v5/RrfNaiuvMGjfQQ5EFNiWRIiHsa5MH0+S0JMdF+zoUERqbnJQ76hmSntjhMTGR4YQZg6OukfiYSC9GJyIigWj/kUqG9ev4faUjYzNTePwd9Rh3RMNZRULYe18cIvdIJVfOGnXqg0V64MS7+Z0pq64jMTaSyPCO35qMMfSJj+KYo95dIYqIuMWcOXNal1sT/7G/qKJHSeRpA5PZf6SS+sYmD0QV+JREioSw1VsLKCp38MMnP6SgtNrX4UgIa2xyUuGoJzU+5pTHJsZEUVvfSIPe2EVE5BT2H6lkWP+kbp8XExXB4L4J7C4s90BUgU9JZDe0nW8YyILldUjvldfUkxwXRWOTpUI9O0EpUP7ej1XXkRATSWTEqd+WwsIMSXGu3shAeX0i0j2h/rcd6q/fXeobmzh8zEFW34QenT82sw/b88vcHFVwUBLZRTExMZSUlAT8H7W1lpKSEmJiTn23X4JfhaOBpNgoEmMjqVSF1qATKO1WU/NcyNSErs/NTY6Lory6nuLiYrVnIkEmUNouT9FnNfc5cLSKjNT4TqdJdGZcZooqtHZAhXW6KDMzk/z8fI4ePerrUHotJiaGzMxMX4chfmDZ5VPp3yeOkQOSCA9TpctgEyjtVlVtA05rqS+L6tZ5ZdV1lEZGMWmc5vSKBJNAabs8SZ/V3GP/kZ7Nh2wxNjOF5W/vwFqriuAnUBLZRZGRkQwbNszXYYi4TZPTUu6oJzMtgWvmjfF1OOIBgdBuVdY0cO2Dq3lg8QwGpMR169yPdxfx1zW7mZajtzKRYBIIbZcEhv1FPZsP2aJ/83JTReU1DOjTvfeoYKfhrCIhqrKmnl++8AkAG3YfYc0XWitSvO/lj/czfXT/bieQAFNH9KOqtoFdhzTUSMQXjDF3GmNeNMbsM8ZYY0yur2MSaWtfL3sijTGMzXStFynHUxIpEqLKHfUkxbrW2Ss85mDLgRIfRyShpqq2gdc25XL5OSN7dH54mOHiKYN5deMBN0cmIl3038A8YC+gT9niV6y17C+qZHgveiJBxXU6oiRSJERVOOpJjncVMkmKjaRChXXEy17ZkMuZo/ozKDW+x9e4YGIWH+8u4lh1nRsjE5EuGmGtTbPWngdoOIv4lbLqOqy13Sra1h4V12mfkkiREJWeFMs3pw0FICk2iooaLfEh3lNd28CrG3NZOKNnvZAtkmKjOGfMAFZ+luemyESkq6y1+3wdg0hHWtaH7G1BnFEDkzlYXEVtfaObIgsOqkYgEqIGpMS1zkPLGZrG2MwUH0ckoaCwzMHSFRvJK64iLjqCMDdUBb506lCWvfgJC84eoSrDIiICNBfV6cV8yBZREeEM65fIl4Xl5AxJc0NkwUE9kSIh6vkP9vC393cDrnkDn+dqTqR43tIVG8krqcICjvpGlq7Y2OtrjhqYTFpCNB/vLup9gCIiEhR6u7xHW+NUXOckSiJFQlRZdT2xUeEANDQ5+Z+XP/NxRBIK8kuqaVk/3FrXY3f4+rShvLZJBXZEAoEx5gZjzCZfxyHBrbfLe7Q1NjOF7XlKItvyuyTSGBNmjLndGLPTGFNrjMkzxtxrjDll5QVjzGnGmGXGmI+MMUeNMZXGmM3GmJ925XyRUFLhqCcp1rW4e1xUBI1NTuobm3wclQS7fskxrT8bA5lp7mmaZ4wdwP6iSvKKq9xyPRHxHGvtcmvtVF/HIcGrsclJfkkVQ9Ld0xM5NrMPOwqOYVvugopfzom8D7gVeBm4Fxjb/HiSMeZca62zk3OvBb4PvAo8AzQAc4G7ge8aY86y1tZ4MniRQNE/OZZBqa45kcYYEmOjqKxpIC0x3MeRSbByWkt8dASpCdEcq64nMy2eZZdPc8u1oyLCOWdMf25/4kOq6xpbrz2wB+tPiohIYMsvqSY9KZaYSPd8pklPiiUqIoxDpQ4y3HTzM9D5VRJpjBkP3AK8ZK29rM32/cD9wOXAs51c4v+A31hry9tse8QYsxv4KbAY+JPbAxcJQFfPHX3c41u+lk1slF81CRJk3tqcR1REOM/cNp+wXlbLa89n+4uprHUtVZNXUsXSFRt59KbZbn8eERHxb/uPVDCsv3t6IVuMzUxhe36Zkshm/jacdSFggD+esP1RwAFc2dnJ1tpNJySQLZ5v/p7d6whFgsT/vr6VCsdXy3pMG5lOZIS/NQkSLCoc9Tyxehc3X5TtkQQSoLDsq4Em7pxvKSIigcVVmdU98yFbjMtMYUeB5kW28LdPjNMAJ7Ch7UZrbS2wuXl/T2Q2f1fpPpFm724tICL8qybgNy99xsdf6k9EPOOJ1buYNW4gIwcme+w5MtPiaUlP3TnfUkTaZ4y5yhhzlzHmLiAdSG55bIy5ytfxSejyWE+kiuu08rckchBQbK2ta2dfAdDXGBPVnQsaY8KBpUAjnQ+FFQkZdQ1NNDlta3VWgMTYyNahgCLutLPgGB99WcTVc0af+uBeWHb5tNbEcVCK++ZbikiHFgO/av7qB/Rp83ixD+OSELfvSCXD3dwTOWJAEoVlDqrr9FkJ/C+JjAPaSyABatsc0x1/BM4Cllprd3V0kMpNSyipqKknKS4S02ZYYVJsFBUONYziXk1OywNvbGXx/DEkxER69LkGpsTx2JI5XDgxi4smZ6mojoiHWWvnWGtNB19zfB2fhKaKmnoctY306xPr1utGhocxYkASuwramzkXevwtiXQA0R3si2lzTJcYY34F3Awst9b+prNjVW5aQkl6UixP3TLvuG1jMvroQ7e43RufHiA2KoL5EzK89pzzJmTwzpYCrz2fiIj4j9wjlQztl+iR+ffjMlPYka8hreB/SeQhXENW20skM3ANda1vZ99JjDG/AO4CngBudFuEIkGg6JiDLQdKjts2Y+xAZo0b6KOIJBgdq67j6TW7ufmi7ON6vT1twpBUqusa2VdU4bXnFBER/7D/SKXb50O2GKviOq38LYnciCumM9puNMbEABOBLg03Ncb8HPg58FfgOquVQUWOsyP/GCs/yztu2xd5pTy2aoePIvI/xpg7jTEvGmP2GWOsMSa3h9f5njHmM2NMjTGmyBjzmDEmvYNjzzTGrDLGVBpjKowxK40xE3v1QnzosXd2cm5OBkP7eebNvCNhxjA3exDvbFVvpIhIqNlfVOH2yqwtxmb2YUf+MZxKLfwuiXwesMBtJ2y/HtdcyGdaNhhjRhhjxpx4AWPMUuAXwNPANdZap8eiFQlQ5TX1JMcdX6OqyWnZUXDMRxH5pf8G5gF7gR7ddjTG3A48BZQDPwD+jGu92/eMMfEnHHsWsAYYhqsY2M+BUcBaY8yEHr4Gn/kir5TP9hVz5azTfPL8507IYPW2ApqceqMXEQkl+49UMsxDNy9TE2JIiIkgv7jKI9cPJH61sri1dqsx5kHgZmPMS8AbwFjgVlwfrtpWV30HGAKtFd0xxnwf+CVwEFgF/PsJQ6iKrLVve/RFiASACsfJSaSrsE6XRouHihHW2n0AxphtQEJ3TjbG9AXuxjXCYr61tql5+0bgVVxJ5X+3OeV+oB6YZa0taD72BWAHcC9wfq9ejRc1OZ088MY2rj9vLHHRvnmbGZyeSGpCDJtzi5kyvN2OXxERCTJOa8n1YBIJrnmR2/PLGJzu3VE2/savkshmtwG5wA3AxUAx8ACu6qqn6lVsqec+GNfd/xOtAZRESsibPW4gYWHHz1FLjI1EI7+/0pJA9sI3cY2geKAlgWy+7mvGmH3AlTQnkcaYkbjar7+0JJDNxxYYY14ErjHGDLDWHu5lTF7xj40H6BMfzWwfz7Gd31xgR0mkiEhoKCxzkBwXRbwHq4GPzUxhR/4xLpw02GPPEQj8bTgr1toma+291trR1tpoa22GtfaH1tqqE44baq01J2xb1EmpaZWbFmmWFBdFv+TjS1+nJcbw2JI5vgkoOLXc1Frfzr6PgDHGmIQuHmuAKe4NzzNKKmt5bu1uvn/heK8W02nP3OxBfPRlEbX1jT6NQ0REvMM1H9KzPYRjm3siQ53fJZEi4nm/eekzth08uQF86aN91DU0tXOG9MCg5u/tVXcpwJUYDuriseCqUO33lr+9g4smDyarb7dG/3pEn/hoxmel8MHOgOjAFRGRXnJVZvVMUZ0Ww/sncrSihsqa0F5bW0mkSAgqd9STHHfyUI+XN+RSVl3ng4iCUsuim+39g9aecEx3jm1ljLnBGNOlqtXdVVjm4PqH13DR3W9w/cNrKCzreInelmMvvPt11u4oZF72oA6P9bb5EzJVpVVEJER4oycyPCyMUQOT2RniS30oiRQJQRU19SSdUFgHIDEmMuTvrLlRS9bV3rq3MScc051jW1lrl1trp/Y4wk4sXbGRvJIqnNaSV1zFj5/+iK0HS9v9+vHTH5FXXIW14HRafv33zzwRUo9MH92fXYeOUVJZe+qDRUQkoO3zQk8kfFVcJ5T5Y2EdEfGwWeMGnVSdFSAxLlIVWt3nUPP3DGDPCfsycC1ndKidY0/Uss2r3Wn5Ja6kEFyBFpXX8MS7O9s9tqi8pvVnC+SXVHs+wC6Kjgzn7NEDWL3tEN+ZPtzX4YiIiIfU1DdSWlVHRupJA3fcbmxmCq9syPX48/gzJZEiIejG88e1u/37F4wnNTGm3X3SbRtxVZmezslJ5JnArjYFwzY2f58OPHbCsWfhys0+8VCcJzlSXkOYMa2LKRsDWWkJ/GHR2e0ef/3Da8hrTjqNgcy0+HaP85X5ORn8+a0dSiJFRIJY7pFKBvdNIDzM8wMtx2am8NtXNtPktISH+baInK9oOKtIiDlSXsPPntvQ7r74mEjqG1VYp7uMMYONMWOMMW0nmv4DqMG17m14m2MvBUYAz7Rss9buATYBC4wxg9ocOwhYALzrreU9DhZX8aOn1vOd6cMZ3DeBMGPISktg2eXTOjxn2eXTyErr2rG+kDMkjcqaevYXVfg6FBER8ZD9Hl4fsq3kuChS46M5cLTSK8/nj9QTKRJiSqvqKKtuf8jqa5sOEBEexpWzRnk5Kv9jjLkKGNL8MB2IMsbc1fz4gLX26TaH/xWYDQzDtc4t1tqjxpifAfcAq4wxz+EamvojYCfwxxOe8gfAamCtMeaB5m234LrZ9yM3vrQO7Sw4xi+e38Ti+WM47/RMrpk3pkvnDUyJ49GbZns4up4LM4Z52Rm8s7WA67wwV0ZERLxv/5EKr8yHbOFaL7KM4SH6vqKeSJEQU+Gob3c+JEBSbCSVNZoT2Wwx8Kvmr35AnzaPF3flAtbae4FrgFTgfuAm4AVgdjtr334IzMGVhN7d/Dx7gFnW2s97/WpO4ZN9R1m6YiO3XTKB807P9PTTed38nAze3VZAk9P6OhQREfGA/UXe64kEGJvZJ6SL66gnUiTENDktGantz1lLjI1id2G5lyPyT9baOe441lr7JPBkF6+zHpjf1ed1lzVfHOLBlV/wswVTmDA41dtP7xVD0hNJiY/m89wSJg/v6+twRETEjay1rp5ILyaR4zJT+PtH+732fP5GSaRIiJk+uj/TR/dvd99pg5KJDNcAhVDy2qYDPLduN7+54kxGDAjuITnzczJ5Z2u+kkgRkSBztKKWqIhw+sS3t1KWZ+w7UsmhsmouvPt1BvdNYOGMkczNbq/IenDSp0WREPPRl0VsPVja7r4h6YnM8aOF4sVzrLU88/5u/v7RPu69+uygTyAB5owfyPpdRdTWN/o6FBERcSNv90Ku3lbAE+/uJCIsDGuhpq6Rx9/ZyeptXl2Ny6eURIqEmI++LOJgB9XEio45uPXxD7wckXhLYZmD6x9ew0V3v8GCe95m9bZD/GHRdAameH5NLX+QmhDD2MwUPtxV5OtQRETEjfYXVXq1qM5z6/ZggIYmJzF1NRytrMU0bw8VSiJFQkyFo56kDgrrxEZHUFBa1e4+CXxLV2wkr6QKp7VU1jZgsaQmhNa6oPMnZLBqa+jcKRYRCQXeXN4DIK+4iqMVtaQfO8JjD9xEVF0tRypqySsOnc9QSiJFQkx5TQN9Okgi46MjcdQ1qYJlkMovqca2+dUeKnX4LhgfOXvMAHYVlFFSWevrUERExE32FVUwrJ/3eiKz+iaQnhRDcUo/dmaexqUbXicyPIyMtPYLFwYjJZEiIeb/feN0Rg3q0+6+8DBDzpBUahs0ZywYZabFY4zrZ2Ncj0NNTGQ4008bwHtfHPJ1KCIi4gb1jU0cPuYgq6/33tMWzhiJBdITY3h63pV898OXSWqs4TtnDcfa0LgRryRSJMQcKa8hMtx0uP+3V51FfHSkFyMSb1l2+TSy0hIIM4astASWXT7N1yH5xPycDN7ZoiGtIiLB4ODRKgalxBMVEe6155ybncHi+WOIjY4gr/9gnrniR9x4YTYXTMzizmc28P72Qq/F4ita4kMkhDit5cd/+5jX7ryww2Oe/2Av00f3Z3DfBC9GJt4wMCWOR2+a7eswfC5nSBrljnpyj1Qy1ItzaERExP32H6lkWH/vt+VzszPaLOlxMXz0EZSWsnj+GH714ifsLixn0dzRhId1fOM+kKknUiSEVNU2EBsVQXhYx3/62w6WcKi02otRiXhXeJhhbvYgVm3J93UoIiLSS/uOeHc+ZIeeegp++1tGDUzm/sXnsLuwnJ0FZb6OymPUEykSQsqr60nuoKhOi8TYKCprGrwUkYhvnD40jZ8/v4m/f7SfzLR4ll0+LWSWOhERCSa5Ryr59pl9fR0G3HUX5OTAbbfRZ9AgfnPFGRhjeOPTg1Q46nl3WwF5xVVk9U1g4YyRbXoxA5N6IkVCSGJsJFfOGtXpMUlxUVTU1HspIhHfWP72DpqcFqe15JVUsXTFRl+HJCIiPbC/yE+mJmRkwDXXwP33A2CaK9ntL6rgyfd2cfbo/rx250UsuXA8T67exeptgT03Xz2RIiEkOS6KeRM6v/P1vdmnEdFJ4R2RYJBf8tWQbWuPfywiIoGhrKqOhiYnfRP9ZM3jn/8cIo8vTvj5gRJu/doEnv9gD4mxUVx21nBuvzSHh1Z+EdC9keqJFAkhKzfncf8bWzs9prKmnn1FFV6KSMQ32i530vJYREQCy/4jlQzvn9ja6+dziYmQmwu//nXrprziKs4/PZM/3zibb585DIDsrFTyiqt8FKR7KIkUCSEVjnriojofgLCj4Bj/t36/lyIS8Y2vljuBMAPfv3C812MoLHNw/cNruOjuN7j+4TUUljm8HoOISCDb7y9FddoaOBD++EfYsQOArL4JbMsrJToijJc35OK0lm15pWQFeBV8JZEiIaTccerCOkmxUVRqTqQEuZblTt6862KumTeG//ton9cXiL7ruQ0cLK7SvEwRkR7aX+Sb5T06lZwMd9zhGtoKLJwxkvte28LnB0p44YM9rN1eyH2vbWHhjJE+DrR3lESKhJD0pFgGp3d+5ysxNpIKVWeVEPKtM4dRdKyGD3cVeeX56hubeOmjfZqXKSLSS37ZEwlw881QWgoOB3OzM1g0dzQPrfyCsup6Hn93J4vmjg7o+ZCgwjoiIeVbzWPxOzMoJY6rZndewVUkmESGh3HzRdnc8+rnTBnel5hTDPnuKWsta7YX8uTqXWT1TWBgShyHjzlo6QDtl+wnhSFERAJAk9NJXnEVQ09xc9wn4uNh1SpoagJgbnYGc7Mz+N0rm5k4LC3gE0jww55IY0yYMeZ2Y8xOY0ytMSbPGHOvMaZLVQ96e75IMPvz29spKO28tyMuOoJJw/xgvSURLzp9aBrjs1J4du0ej1x/68FSfvCXD3nxw73cdskEfnX5NH5zxZnN8zIN6UkxNDQ5OVZd55HnFxEJNvkl1fRNivXYjT+3uOACWL++9eEVM0cxbUQ/HwbkPn6XRAL3AX8AtgO3AC8CtwKvGWO6Em9vzxcJWut3FUEXpn0tuOdt6hqaPB+QiB+5/tyxrNycx0E3VszLK67iF89v4vevbOabZwzlgetmMHGo6ybNV/Myv8bffjCfcydk8j8vb6bJ6d25mSIigWh/USXD/GF9yM4sXAj/9V+0DDlJS4zGUdfo46Dcw6+SKmPMeFyJ30vW2m9bax+11v4Q+CEwF7jck+eLBLsKRz1JpyisY4whMTaSSs2LlBCTlhjDwhkjefDNbT0usvNVxdXXuez3/+L2Jz5kfFYKjy2ZzbwJGYR1Uob+6rmnYa3lr+/t6ulLEBEJCYVlDh5cuY0Pdh727+rWV18NBQXwzjsA7Dlcwe//sdnHQbmHXyWRwELAAH88YfujgAO40sPniwStxiYn9Y1OEmJOPewjKTaKClVolRD09WlDKHfUs+aLwh6dv3TFRvKKq3BaqKptJDk+igVnjyAqIvyU54aHhXHntyfxztYC16gBERFp19IVG6moacCCf1e3joiAhx5yrR+JawRK4TE/TXi7yd+SyGmAE9jQdqO1thbY3Lzfk+eLBK2I8DD+8ZMLurQg74yxA4iK8LfmQcTzwsPCuOVr2SxftZ3quu71xpc76jlYXHXciPFDpd37sNAnPpqfXjaZ+/655ZTzl91F61WKSKAJqOrW554L27dDRgapyXE88KsrqX/qaV9H1Wv+9ilxEFBsrW2vskAB0NcY09lYvN6eLxK0jlXXdbl346rZp5GZ5ofVzkS8YHxWKpOHp/O3Nbu7fM6WAyUseXQtSbGRtNynMQYy07pf021sZgpXzR7Fr178hFovzE2+828fa71KEQkobatZ97St9ZpnnoGbboJDhzDW0u/YESKX3OjaHsD8LYmMAzoqTVfb5hi3n2+MucEYs+mUEYoEqANHq/jHxtwuHfv3j/axbkfPhvOJBIPr5o/hna0F7C+q6PS4JqeTp9d8yW9e+ozbL8nh/sUzWiuuZqUlsOzyng2AuWTKEIb3T+L+17f2eH7mqRytqOGeVz8/bmiV39/RFxEBzhkzgMSYyF63tV7x059C3fHpiXE4XNsDmL/VxHUAHdW9jWlzjNvPt9YuB5YvWbJEZfEkKFU46kmK7VpH/LHqehoanR6OSMR/9YmP5qrZp/HAm9u49+rp7Q4DP1pRw29f3kx4uOFP180gLdH1NvPoTbN7/fzGGG69eAK3/eUD/vnJQS6dOqTX12xRXdfACx/s5fVPD/K1SYPJTItvTRz9/o6+iAiw93AFd3zjdM46rb+vQzm1gwe7tz1A+FtP5CFcQ06j29mXgWuoamfVPnp7vkjQKq85dWXWFkmxkSFfWKc3a84aY35hjLGdfDV04/g7PPcqpTNfmzyYhkYnq7YUnLTvoy+LuOWxD5g6Ip3fXHFmawLpTjGR4fxswRSeXvMlO/LLen29xiYnr27MZfGDayiurOWh62dy7fwx3L3wDAamuAbp+P0dfREJeXUNTewsOMaEIam+DqVrBg/u3vYA4W89kRuB84EzgLUtG40xMcBE4H0Pny8StKaOSCc7q2sNbp/4aIora099YHC7D9casy8D9wJjmx9PMsaca63trKv2JaC9VetzgP8EXuvgvNuB4hO2fdKdoMV9wsMMN38tm188v4mzTutPYmwk9Y1NPP7OTtbvKuJnCyYzvot/Uz2VkRrP7Zfk8Ou/f8qfrptBn/j27pF2zlrL+l1FPP7OTtKTY7l74TRGDkxu3T8wJY4nvj+H6x5awx3fOL01oRQR8Ufb88sY1i+R+OhIX4fSNb/+NdxwAzi+GgxZHxVN1K9/7cOges/fksjngf8CbqNNEghcj2suY+sMVGPMCCDSWruzJ+eLhJqYyPAufwA97/RMzjs908MR+a8T1py9rM32/cD9uNacfbaj8621W4At7Vz3z80/Pt7Bqa9/frPmAAAgAElEQVRYa3N7GLZ4wOhBfcgZksaiP63GUddAeFgYOUNSefD6mSTGeucDzPTR/dm49wjfe+BdGhotmWnxLLt8WofJXmGZg6UrNpJfUk2/5BgSYyNpaLTceME4po5Ib3dorjGGc8YM4IMdhxk9qI+nX5KISI99tr+YicP6+jqMrrviCtf3n/4UDh7EGRtL7unTOa1le4DyqyTSWrvVGPMgcLMx5iXgDb66+7+G4z+0vQMMwbUuZE/OFwkpj7y1nWkj0pmfc+rksKSylk17j3LBxCwvROaXOltz9n9wrTnbrfbEGBOHK/ksAFZ2clwS4LDWNnbn+uI5ew6XU1XrGoFsm5wcraj1WgLZYuuBUuoaXJ3fB4uruPXxdVw0uf2hUG9+epCKGle8h4/VUN/o5G8/mE94WOfL+5wzdgC/fXkz18wb3aWlgEREfOHz3BKumTfa12F0zxVXtCaTYfv3c9rUqVBUBP0DYE5nB/xtTiS4ehHvAMYDD+L60PUAcMkpho+563yRoFTh6PqcyKraBl78cK+HI/Jrnlhz9rtAEvCEtbajdRu2AOVArTHmQ2PMRT14HnGztms9WnxTvfTE56ysaSA2KqLdr8qa49e3PFZdf8oEEuC0gcnUNTZx4GiVW2MXEXGX6toGDhytZFxmiq9D6blhw/h09iVUvt7h/eSA4Fc9kQDNH67ubf7q7LihvTlfJNSUO+pJ7mISmRgbSWVt9xZaDzKnWnP2bGNMVDcLdS3GlYP8pZ19x4DlwIdAGTAa1w2x140x11prn2zvgsaYG4Abbrrppm6EId2VmRZPXkkV1vqueumJMWSlJbBwxsh2j313a0GP4jXGMGPMAD7YeZih/RLdGb6IiFtsOVDKmIwUoiLCfR1Kr/zt0htYNG8MOS0NdQDyx55IEfGA6aMH0C85tkvHJsZGUVnT4LH16QJAb9esPY4xZjQwA3jXWrv/xP3W2j9aa//DWvuUtfZVa+3vcRXhKQLuM8YktHdda+1ya+3UrsYhPbPs8mluWfvRWzH0Jt5zmpNIERF/tDm3mEnD0nwdRq8NTI2n4bXX4Xvf83UoPeZ3PZEi4hlXzhrV5WMjw8P4w6LpWNpMOg4tvV2z9kSLm78/1tUTrLUlxphHgF8AZwNvdeP5xI0GpsS5Ze1Hb8XQm3jHZ6VSXFlLYZlDVVpFxO98tr+YH339dF+H0WsD+8TxZczpTPnvn8CmTTA18O4HqydS/j97dx4fVXk1cPx3su8rS8gKsi9hERFcWlRsta1YX5cWiq3VKlWqVqy29aWixaUr6lurtlBbraVi3dq61oqIO4KAJEBYhJCFkJB93ybP+8fNYAiTZGYyk5lMzvfzySfkzr13npDkmTn3nuccNQQ0t9n4wdp3+96xi6jwUNrah+wyYo/1nBWREOA7QCVWuxBX5Hd+HkRl6NRgFhwknDFxpN6NVEr5ncr6ZirqWhiXEt/3zn5u8RfGsfiCGXDXXfCTn8AgzPzSIFKpIaC2sZXqRleW78GvXtxO/rE6L43I723Bmh9P77qxS8/ZrS6cayEwEniqhzWWvbHfPi518Til3Ha2prQqpfzQjkMVTM9KcqpQmL9raGlnw84iuOYaWLAA2gdfQXYNIpUaAmoaW4mPdK6ojl1cVBi1LgaeAeQZrCI4t3Tb7rBnrYhM6uVc9lRWh70hRSRERE66rCoiGcANQAVWwR2lBsSM0ckUlNdRUdfc985KKTVAduQPsv6QvWi3dfDH/+6B0FD43/+FffugY3Blf2kQqdQQ0GbrIGu4w9osPYrrLK4zFBljcrBaBF0qIi+IyLUishp4AMc9a/c4Oo+IpAIXAh93ntORGCBfRP4iIj8WketE5LdADhAP3GCMafLMd6ZU38JCgpkzbgQf7NUb4Eop/2CMYcehCmaNHvxFdQASo8NpbrPR2NJ5B/K66+Dpp307KBdpEKnUEDAlPZGf/M8sl46ZP2UUGcNcCzwDjCd6zn4XCKb3gjpNwPPAacAdwKPAEuBN4ExjzLPuDF6p/tAqrcpZIhIkIstFJE9EmkWkUERWi8jA98JRAaukqpE2W0fAvC8REVISIjla3Vmj7xe/gJ/9DFpcXfXiOxpEKjUE7DhUzkf7XLurcOakFMaPGvyL191ljLEZY1YbYyYaY8KNMWnGmFuNMfXd9httjHG4QMMYc78xRowxa3t5nhZjzLXGmGxjTKIxJtQYM8oYc7kx5mNPf19KOWPO2OHsLa6mtmnIprQr5z2IlaWxG7gJeBa4GXhJRPR9pvKIHfkVzBozDBmkPRUduf3rMxmZ0Nl6bf58mDoV/uR0EXef0xYfSg0Bnx6uIDgoiHkTRjp9zH92FFJU0cD3FvS23E8pFYgiwkKYNSaZzfvK+NKMdF8PR/kpEZmKFTi+YIy5rMv2Q8DvsDI4/t7D4Uo5bfuhcuaMG+7rYXjUyIRImlpsRIeHWhvWrIG4ON8OygV6hUipIaC2sZX4qFCXjgkJEspqdCmeUkPVWZNSeE9TWlXvFmO1E36o2/a1WL10rxzwEamA02EMn+ZXMHN0YBTVsXsrp5j17x/4fENqKhQUwJ//7LtBuUCDSKWGgJrGNuLcqM5a1zw0C+sopWDuhJHszK+gqXXwlZ5XA2YO0AGckHpvjGkGdnQ+rlS/HCqtIyYilBHxkb4eikelJERRUtV44saYGLj9digp8c2gXKBBpFJDwLILpzBn3AiXjkmOjSA5JtxLI1JK+buYiFAmZySy5cAxXw9F+a9UoLyHHrjFwDARce0KplLdWK09AqMqa1epiQ6CyMxMmDcPJkyAoCAYPRrWrXN4vK9pEKnUEHCkspEgF5vznjIyjh9dPMNLI1JKDQZna5VW1bsooKdyks1d9jmBiCwVka1eG5UKKDsOlTMrwFJZAVISo/hy9zXn69bBxo1QXw/GwOHDsHSpXwaSGkQqNQTc9/w2GlxMTW1tt/F/r/TU2lApNRScMWEkWw6U0dpu8/VQlH9qBHpKWYnoss8JjDFrjDGneW1UKmC02zrILaxiRoD0h+wqLCSYRWePO3HjihXQ1K0eRWOjtd3PaBCpVIAzxlDb2EpspIuFdYKDeH17Ie02Z1siKqUCTWJMOGNGxrH9ULmvh6L80xGslFVHgWQaVqqr9olRbtt7pJrUxCjiogIzK/rn/9jKzsMVn28oKHC8Y0/bfUiDSKUCXENLO2EhwYSFBLt0XJAIsZGh1GtxHaWGtLM0pVX1bAvWe8nTu24UkQhgJqApq6pfth+qYOaYwEtltYsODz1xXWRmpuMde9ruQxpEKhXggoOE6y+Y4taxsZGh1DbqRWSlhrKzJo7ko31l2Do0K0Gd5BnAALd0234d1lpI/1vIpU5SUtXIdY9t4iv3vsp1j206udiLD+04VM7MAExltUvpXlznvvsgqtsy4pAQa7uf0SBSqQAXERrMBTMz3Dr2oavPIi05xsMjUkoNJiMTohgRH0lOQaWvh6L8jDEmB3gEuFREXhCRa0VkNfAAsAn4u08HqJyycv0WCivq6TCGwop6Vq7f4ushAdDc2s7+khqyM5N8PRSvGZcSR1R4yOcbliyBNWsgKwtEID0dbr3V2u5nNIhUKsBt3l/G3c+4l1FUXFlPRV1z3zsqpQKaprSqXtwC3AZMxQooFwEPAxcZY/T29SBQVNGAMda/jbG+9ge5hVWMTYkjIiyk750HqXkTRvKNM8eeuHHJEsjPh44OKCyE+++HtWuhzb+WF2kQqVSAq21qJTrCvQn45a0FWlBDKcVZk1L4IK+UDvs7TaU6GWNsxpjVxpiJxphwY0yaMeZWY0y9r8emnJOeHH383yInfu1LOw6VMyuA10MCNLfZ+PU/d/S+U1AQPP88rF49MINykgaRSgW4msZWt6uaxUaFUtukayKVGuoyh8UQFR7CviPVvh6KUsrDVi2aQ1iIFRIkxYSzatEcH4/Isv1QeUAX1QEIDwnivbyjNLT0cpdRBB57DH77WzhwYOAG1wcNIpUKcEnR4YxPiXfr2NiIUOqa/Ct9QinlG2dNSuG9PZrSqlSgGRYXQZAI35k/gbnjRzIqMarvg7ystqmVI5WNTEpL8PVQvEpEGJUQxdGqpt53HDMG7rgDnntuYAbmBA0ilQpwC6anc152mlvHnjUphS9MHuXhESmlBqOzJqXw/t6jGE1pVSqgHCqtJSUhitPHjyDXTwpofZpfwZSMREKDAz9USUmMoqymjyASrAI7P/0ptLR4f1BOCPyfjFJD3N827XM7BS1jWAwZw7Q6q1LKqiJosxnyy+p8PRSllAflFVczKS2BU0bGUV7XTHWD74OUHYfKmTkmcFt7dHXn5adyxsSRfe8oAlVVMGkSlJV5f2B90CBSqQC37VA5re3uFcjbmV/BnU9/7OERKaUGIxHRKq1KBaC84mompScQHCRMzUj0i7uROw5VMGt0YK+HtCutbuKTz445t3NiIlxxBdzSvTXrwPO7IFJEviMi20WkSURKReRPIjLcyWPTROQOEdkkIiUi0iAiu0TkNyIyNC5nKNVNvwrrROqaSKXU5yalJbD+/c/8sim5UoNRSVUj1z22yad/U3nF1UxKtdYeTstIIrewasDH0NWx2iZqm1o5JSXOp+MYKEWV9Ty/+ZDzB9x9N2zeDK+95rUxOcOvgkgRWQ48CdQAPwT+iNVv6G0Rcabe8ELgbqAC+A1W76IPOj9vF5EULwxbKb9W39xGvNtBZJhWZ1VKHfe3d/bTZuvwu6bkSg1WK9dvobC83md/U7WNrVTVt5A5PBaA7Kwkcg5XDOgYuttxqIIZo5MJEvHpOAbKqMRojrpy8SAqCp59FmbN8t6gnOA3QaSIDAPuBbYAC4wxa4wxK4HFwBSsoLIv7wJZxphLjTEPGGPWGmOuA24AMrCa4So1pDy9/HziIkPdOjY+KozZpziVCKCUGgK6NiH3p6bkSg1WRRUN2EtV+eJvau+RasanxhMcZAVs40fFU1TRQEOz77KQduQHfmuPrlISIimracLW4ULRslNPhY4OePxx7w2sD34TRAKXAFHAw8YYm32jMeYl4CBwZV8nMMbsMsY4WqzxTOfnaZ4YqFKDRVNrOxt2FiNuXs0LDw3mRxfP8PColFKDVXpyNPbZxJ+akis1WHVvpzHQf1NdU1kBwkKCmZAaz+4i36S0GmOG1HpIsP7P719yOuBi5euwMFixAu65B0aPhqAg6/O6dV4Y5cn8KYi0dzb90MFjHwGTRMTdMpHpnZ9L3TxeqUHpWE0T69/vX2Pae5/7hIq6Zg+NSCk1mK1aNIeRCZEAZCTH+E1TcqUGqy/PSCcqLIQggeAg4RtnnjKgz28vqtNVdmYyOYd9U1ynqKIBEUhN8n2vyoGUlhRNY4ut7x27GjYM/ud/4K674PBh61b24cOwdOmABJL+FESmdn4udvBYMSBd9nHVzzs/P+nm8UoNSjVN7q+HtCuqaPCLct9KKd8blRjFn5adQ0RoMA9dc6ZfNCVXajDLK67mxq9M5bWffY17F5/OE2/vG7BaBMaY4+09usrOSiK3cOCDyJKqRm7/60ccq21m6R/eGVKFu/6ycS/v55W4fuCrr1rBY1eNjdYdSi8L8fQJRSQBq5CNs35njKnESmUFcPRu1X4bxOVXKxH5EXAFsMYY81Yv+y0Flt5www2uPoVSfqu2sZW4yP4FkbGRodRqhValVKfQ4CDGjYpnb3ENp54ydFLOlPK01nYbn+ZXcOvC6QCcesowzp6UwsOv5vK/l85yeymKs4orG4gODyEpJuKE7ZPTEjhwtJaWNhvhocFeHUNXK9dvoarzorW9yNDaG+YP2PP70qiEKPeC5sJCx9sLCvo3ICd4405kAnCXCx9JncfZ/+fCHZwzots+ThGRa7GqtL4C3Njbvp2FfE5z5fxK+bvJ6Ql8e/74fp1jeFwkza0uplgEABEJEpHlIpInIs0iUigiq52sFI2ImB4+6nvYf6KI/FNEqjrbE70rIud59rtSyjOmpCf6bM2UUoFix6EKxoyMPaEN1zXnTSK/rI6NuUe8/vx7iqqZ2O0uJEBEWAhjRsSSV1zt9TF0NZQLd41KjOJodZPrB2ZmOt6emNi/ATnB40GkMSbfGCMufNgXbNn/WtIcnDYNa7Wp039RInINsAZ4A7jMGKO3UtSQExwUREo/081+fMlMzpg40kMjGlQeBB4AdgM3Ac8CNwMviYizc+e7wLe7fXyv+04iMharHdEZwK+B24EY4D8icn7/vg2lPE+DSKX6b/P+UuZNOPH1NTw0mJ9cMpM/vLGbsho3ggoX7D1yciqrXXZmEjkFA5vSal9vDUOvcNfE1ARmj3Ujs+O++6yWH11FRMAPfmBVb/3Wt+Cvf4WGzoB83TqPFeHxpzWR9sY4Zzh4bC6w1xjj8Ap+dyJyNbAWeBO4xBijC7rUkLT+vQO8uq1/KQ27CivZ6eOeUQNNRKZiBY4vdLYMWmuMuRW4FTgXq3+tMw4aY/7W7eMZB/v9AiuL4wJjzC+MMY8CX8C6cPaIeDunSSkXTU5PIK+oio7ua3GUUk4xxrB5fxlzx4846bFxo+K5dO4YfvvvT736N+ZoPaTdtMwkcgoG9rX//OlpRIeHECQy5Ap3pSVH8+UZGa4fuGQJrFkDWVlW5J2VBX/6E6xaZd3Ovfxy+Mc/ID0drrrKKrrjoSI8/hRE/gtoAm4UkeMJ2CKyEBgLnPAdikimiEwSkdBu278L/AnYCHzdGKNlJdWQVdPYSkKUowzxTk5ckdpTVM2He4dcYePFWMW8Huq2fS1WWn2fLYfsRCSst8rSnemxFwNvG2N22Ld3XjT7EzCBz6tXK+UXEqLDSYgO53BZna+HotSgdLC0jpDgIDKHOX55uOLMsbTbOnhx8yGvPH9Lm42CY3WMS4l3+PjUjCT2FlfTbuvwyvM7UnCsnusvmMJrP/sqa2+YP+QKd139yEb3+nMuWQL5+dadx/x862uA4GC49FJ4+WXYtQv++1+r6E5X/SjC4zdBpDHmGHAncDrwpogsFZGfA08DeZz8Zu6vwB66pL+KyMXA40AtVm/Iy0Tkyi4flwzAt6KU36htaiUuKtTxg+vWOXVFKjYylDpvFtbxYGqFB80BOoCPu27svCi1A+eDusuxgs46ESkTkYdFpPsr9nSsteA9tTeyj0cpv6IprUq5b/P+UuaOH9Fj8ZzgIOHHX5/JM+9/xqHSWo8//4GjNWQNj+2xcE5sZCgpCVEcOFrj8ed2xBhDbmEl2ZnJA/J8/ig8JJij1V6qSJuaCkePOn7MzSI8fhNEAhhjVgNXYxXb+R1wA/APYL6TqaynYn1PCVjrIZ/q9tE9EFUqoM0ZO5yM5B5ugq1Y4dQVqbjIMO+VG3cykPWBVKC8h1T4YmCYiPRV9vZj4G6sQPIq4C2sAl/vdrsz2Vd7I3C8Vlwpn5qSoUGkUu6yUll7rzeQkhjF9xZM4lf/3EFru2cL3PVUVKer7KykAesXWVLViCCkdFkXOdSkuFuh1Vk9FeHpaXsf/CqIBDDGPGGMmWGMiTDGjDDGXGOMKXOw3zmdhXnyu2y7u48iPqMH8ntRyte+fvoYUpN6WJje05WnbtunZSZx7fmTPTyyTk4Gsj4QheN2Q+BkyyFjzFxjzG+NMf80xvzVGLMIWAFkAz/s9lz08Hy9PldnxsbW3sahlLfonUil3FNV30JheT3ZWUl97vvlGemMSozir2/v8+gY8oqrmdxXEJmZPGDFdXIKKpmWmeT1tib+bGqmlyuq3ncftogTg3RbRKRVnMcNfhdEKqU8Z9mad2lubXf8oJNXpCLDguno8NLCficDWR9oxHG7IXCz5VCn3wCtwNe6PRc9PF+vz6WtiZQvZQ6PobaxleoGrV2nlCs+PlDGqacMIzS477fhIsIPv5bNW7nFHi1yl1dcxaS03oOWaZmJ7CqsHJACWjkFlU4F1YHsijPGcvbkUV47/8YZ57DmiltoTUvHiNCals6aK25h44xz3DqfBpFKBajWdhuHj9X13Cj4nntOLgsdFXXSFan65jZ+/NRHeMWoHiZLN1MrPOgIVsqqo8AuDSvV1eUc385WQ0eArnW8+2pvBI5TXZXyqSARJqXp3UilXLV5X2mfqaxdJUSHc8vXpvPbf33qXuGVbirqmmlus5Ga1HvhmqSYCBKiwskfgAJauQWVTMsY2kFkwbE6ntrk2TvOXT393gHOWHUroYUFSEcHYUWFnLHqVp5+70DfBzugQaRSAaquqY24qLCeU0PCw2H69M/LQoeGWusR7VW9OsVGhlLf3ObZK5EtLXD99VblMCcCWR/YgjU/nt51o4hEADMBt1JIO49PB7qWu83BSmV11N5oXudnTVlVfmlKeiK7CzWIVMpZre02tudXMGfccJeOO338CKZkJPLt373FV+59lese2+T2+rm9na09nEkdnZbl/X6R5bXNNDS3kTm8x0LmQ4MIb+V675pxYXk9U9ITufe5bcer7k7LSKKw3KkOiifRIFKpANXcZmNcSlzPOzz8MPzoR5+Xhf73v+HVV6HtxKucwUFBRIQG09DcQ1qsq44cgfnzoawMcnNP7m+0Zs1JgawPPAMY4JZu26/DWp94vPKPiIwVkUlddxKRnsrL3QOEAC/ZN3QWDXsJOEdEZnQ5RwxwLbCfblVilfIXWlxHKdfsPFzJ6OGxJET30n6rBwdKamhoaafDGAor6lm5fkvfBzmwp7iaSam9r4e0m5bh/eI6uZ3rIYOG8HpIgJSESI7VNGPz0hKijGEx7C6q4s4rZhPSmUqdW1hJRg9tZvqiQaRSASotKZp7Fp/u+MEdO6zg8ZIuXW8uuAAyMuDJJ0/affEXxhHkibndZrPugC5ZAs8/D3FxPfc38iFjTA7wCHCpiLwgIteKyGrgAWAT8Pcuu2/AajfU1c9E5EMRuV9ErheR20TkLeA2YDPwcLf97wBqgDdE5Kcisgx4Fyud9SZjtKO78k8TUxP47GgtbQPYS06pwcze2sMdxZWf33k0BooqGtw6T15xFZPSnSvikp2VRG5BJd58GcopqCA7c2insgKEhQSTEB1GRZ13WtwvPnscq/7xCa9tL6Dd1sGO/HIefGkni88e59b5NIhUKkDlFVezYWeR4wdF4IEHICTkxG1PPAHf+tZJu19xxliiI3roN+kMY+B3v7Oa3iYnw003Wc/n327BCvqmYgWUi7CCv4uMMX29Y34bq1/tVVithX6O1bpoBXCOMaap687GmAPAWVh9IX8K/BZoAC40xvzHQ9+PUh4XFR5CWlI0nw1QLzmlBjNjDJv3lTFvgvPrIbtKT44+/tIpnV+7ytZh2F9Sw0Qn70SOjI8kJFgornQvYHWGVVRn6PaH7OrPPziHEfHeaXNyxoSRtNk6eP7Dgyz8xWs8+vouvnvuRM6d5l4XsZC+d1FKDUb7jlRz+FgdC6ann/hAfT2MGwczZpx8UHo65OTA1q1w9dXHN//6nztYMD2N2ac4uYZj3TqrTUdBgXXOjAyrdccLL/TjOxpYxhgbsLrzo7f9RjvY9i/gXy4+3x7g664co5Q/mJKRyK7Cvis9KjXUHT5mrT3LcnPt36pFc1i5fguF5fVEhYewatEcN8ZQR3JMBLGRzl0YFhGyM627kek99Z3uh9rGVo7VNnPKyFiPn3swOlhaS2hwEGNT4j1+7o8PHCM7M4n7l8z1yPn0TqRSAaq2sZW4qLCTH/j97+HWW3s+MDYWbrsNSkqOb+owhup6J8v4r1tnFeg5fNi6A1lYCJs3w803w5gxLn4XSil/p8V1lDeVVDVy3WOb+l1Mxh98tK+UuRNGuN0LcVRiFGtvmM8/bvsSIlYLLlflFVczKd25u5B22Vne6xeZW1jJ5PREgoM0JAHYdrCcTbtL+t7RDflldcyfmuqx8+lPTKkAVdPUSnz3ILK9HR591AryejJ6tHUX8uc/P74pNjKU2iYny4qvWGHddezKZjvhfEqpwGEvrqNLd5U3rFy/hcKK+n4Xk/EHm/eXudTaoydxkWGcNSmF17cXunys1R/StSByWqb3KrTmFFTqesguUhKiOOqlCyXfOWcCF8zM8Nj5NIhUKkB9e/4Ezu+eyvrSS1Z66ezZvR/8v/8Ln34Kzdbi7sxhsc5f8SwocG27UmpQG9m5fqe0pqmPPZVyXVFFA/brE/0pJuNr1Q0t5B+rY3qWZwKmhaeN5pVtBS5X8swrrnY59TwjOZrmVhtlXvgbzz2sQWRXoxKjvHK3fcuBMl7d5tn3YRpEKhWgHL7QTpwIq3td4mdJSoIPPoAw607mwtOyuHBWpnNPPGyY4+2ZTh6vlBpURERTWpXXnFBMRtwrJuMPthw4xqzRyYSFuJ6C6sj4UfEkx4SzeX9p3zt3amhpo7S6iTEjXFt/KCJM61wX6UmNLe0UlNczIdXz6/8GqzEjYrn+gikeP+9/P+2h0GI/aBCpVID6/au5J17NKi62gsMzHPW0d0AEFi6Ed99lf0kN/9qS3/v+xkBtLdx/P0R2qywWFQX33efS+JVSg4f2i1TesmrRHDI6C7okx0S4VUzGH2zeX8pcN6uy9mThaVm8tPWw0/vvO1LD2JS44z0CXZHthZTW3UVVjB8V77HAOhBEhIWQHBvh0bZJLW02tn52jDMnevb3T4NIpQJUTWO3NZGrVsEf/+jaSRYvhttvp7q+mY/29XK1s6MDli+H738frr0W1q6FrCwrEM3KgjVr/KL/o1LKO6akJ7JHg0jlBfZiMt9bMImzJ6cwKjHK10NyWZutg20Hyzl9nHv9IXvyhSmjOFhaS2F5vVP7W6msrq2HtMv2wp3IXF0P6dDdz2zlcFmdx853sLSWqZlJJESHe+ycoEGkUgHJGENN1+qsVVXwj39YQZ4rvvUtaGkhdePr1Da2Ot6nrQ2uuspqC/Loo9a2JUsgP98KLvPzNYBUKsCNTYmjqKKBptZ2Xw9FBbizmawAACAASURBVKjszCRyDnunuIu35RyuJGNYDIkxnn0THxYSzAUzM3j5E+fuRuYVud+KZ8zIOCrqmqlucLJSuxNyCiqZ5qE1ooFkVGIUJdWeWxc5OT2RVd88zWPns9MgUqkA1GHg+gumEBHamSLy5z/DV78KKSmunSgoCB55hIjUFOp6qs66eTPU1cEbb0Ci9olTaigKCwlmbEoce4urfT0UFaDGjYrnSFUD9c1OVgr3I5v3lzJ3vGfvQtpdNDuLDTnFfV7AMcaQd8T9O5HBQcKUjESP3Y1sbbdxoKSGKen6vqG7FA8W12ltt/HgyzvxRu1sDSKVCkAi8LVTuxSyueIKuOce90525pkkLJjPY3O6NRmuqoL16+Hss+HFF611j0qpIWtKeiK7BqC4zsbcYpb+YRNfufcVlv5hExtzi73+nMr3QoODmJiawK7CwXU30hhj9Yf0QGsPR0bER5KdmcRbOb3/HZRWNxEkwvC4CLefy5PrIvcWV5M5PIbIsBCPnC+QzB0/wuXiRz3Z+tkxjlQ2EORmb9LeaBCpVAA6UFLDzX9+3/rC3qrjlFPcPl/wgf2Ef2kBJiPDujuZng7Tp8PHH1s7eGFyUkoNLgNRXGdjbjFPbNzLsgun8tIdX2HZhVN5YuNeDSSHiMGY0lpQXo+tw3DKSM8EBY4sPG00L2093GuvVvt6SOnH67UnK7Rqf8iezRw9jDkeWj/77u4SvjB5lEfO1Z0GkUoFoJrGVmIjO9dD3n67lXLaHzt3Ik2NSFGRVYW1uBhKS/vuN6mUGjKmpCeSV1xFRy9vZPvr6fcOsHzhdGaOHkZIcBAzRw9j+cLpPP3eAa89p/If07KSyB1kdyI37y9j7vgR/Qre+jJrTDJttg5ye8kEsFJZ+5c6OiE1geLKBho8kFJsBZHJ/T5PICqraeLmx9/v93k6jGHvkRrOnuziUiYnaRCpVACqbWwlPjIU8vJg5074xjf6d8IVKwju6FZuuq0NVqzo33mVUgEjITqcuKgwCo45VynSHYXl9UzLSOLdPSVUN7TQ3GZjWkaS09Up1eA2KS2RQ6V1NLfZfD0Up320r5R5Hm7t0Z2IsPC0LP7dSysuq6iOe+sh7UKDg5iQmtDvjANbRwd5RdVMzdT1kI4kRIdxsLQWW/f3XS4KEuFPy+aTFON+CnOv5/fKWZVSPhUbGcaUjCR47DG47joI72dFuIIC17YrpYakKeneTWnNGBbDx/vLePClnby4+RCr//0puQVW5UsV+CJCgxkzMpa8QdJOpraxlUOldcwY7f07bl+ans62g8eoqGs+6bHWdhsHy+qYkBrf7+fxRErxgaO1jEyIJC4yrO+dh6CwkGASosM4Vnvyz9IVL3x00KsX2DSIVCoAnT5+BAtPy4Kf/xxuvbX/J8zMdG27UmpI8nYQufjscTzw8k7Gj4rnm2eN5UBJDfc+v43FZ4/z2nMq/5KdmezxpvfesuVAGTNGJxMWEuz154qOCGX+1FRe23byxd2DpXWkJkZ5pIjNNA8U18k5XMk0XQ/Zq9mnDKexxf2WSa3tNta9e4CYiFAPjupEGkQqFYCe/+gg+x9/2rpT6Im2G/fdh+lefTUqCu67r//nVkoFjCnpiezxYoXWc6elERUWQklVI5f95g1EBFtHBxNS+5empwYPT1YI9bbN+8uYO8E7rT0cufi00by6vYB224lpkHuL+5/Kajc5LYGDpbW09COlOKdAg8i+LF84nVNGxrl9/I5DFWQNjyE51juprABaV1epALMxt5h1G/cyd/Vt/OrqOzj9qmTOnZbWv5MuWcLG3CPM/ctDRJeVWHcg77sPlizpcQxPv3eAwvJ6MobFsPjscf0fg1LK72UOj6WqoYWaxlbio7yTqvbg1WeSGBN+vGR9RV0zybERGGO8WrxE+YepGYnc93w1bbYOQoP9915Iu62DTw4e4/tfnjJgzzl6RCypidF8sLeUL075vCJnXnE1M8cM88hzRISFMGZELHnF1W6l6XYYw67CSm7+6jSPjCcQbcwt5s9v7eVYTROZw917D7XzcIXXqrLa+e9fn1IBrKSqkese28RX7n2V6x7b5LGmshtzi3l8Qx7T8rbQFBZJbtokHt+Q55Hy92Vf+x/Wr9sAHR2Qn99rAKkl+JUamoKDhElpCezxUkrrxtxiOow5oedZcmwE+0tqWPH3j0+6A6MCT3REKOnJ0ewvqfH1UHpUUtXI1Y9spL65nZ/+bbPHXuOdsfC0LF7amn/Ctj3F1Uz00N36kqpGiisb+MlTH7n1/qXgWD2xkaFevUM2mNnfQy3ITuWsySluv4f63oJJXDwny0ujtGgQqZQPrFy/hcKKejqMobCinpXrt3jkvE+/dwAB5u/YyL/nfo1j9S1I5/b+iosKo7ap1akxLF84neCgIPYUVWkJfqWGmCkZSez2Qkprc2s7v39tF8LJdxvHpsQRFCQ8/laex59X+Z9pft4vcuX6LZTVWEVRPPka74yzJqVQVNFAflkdYLX8qmlsJXO4Z4pPrVy/hbqmNgzufW85BRXaH7IX9vdQ8yaMpLS6ya33ULsKK3l71xGCg7wb5mkQqZQPFFXUY2+lZgwUVTR45LyF5fUcq23mgUt+yFvTz8UYOFbb7JHqXFnDYzhlRN/NkgvL62lps3Hvc59w7/Pb2JhbrCX4lRpCpqQnsssLdyLf2VPClIxEhsWdfAcjSIQfXzKT9/OO8n7eUY8/t/IvVtP7Cl8Pw6G6prYTXu88+RrvjJDgIL56aib/7rwbmVdcxYTU+BPu3vdHUUUD9k6w7nxvWlSnd/Y2RlnDY2lqaae0utHl91D/2VFIVX2LF0dp8bsgUkS+IyLbRaRJREpF5E8iMtzNcwWJyIciYkTkZU+PVSl3FJTXn7RuJz052iPnzhgWQ1RECO0hobSHhCICw+MiPFL+fmpGEl8/fUyf+6Unx2CzGX515Tx+deU8wkKCyS3UEvxKDRUT0+I5UFJDm4dTSzfmHuErMzN6fDwuMoxV35zD1AztPRfosjOT2FVYha3D9L3zADHG8M7uEpb+YRPRESHYX+ZFPPca76yvnprJpl1HaGhuI6+4mslpnvubSE+OputbmJSESKePNcaQU1BJdqb3W54MVhnDYsgtrCQyLIQ/Xv9FRiZE8fLWw06/h2q3dfDh3lLO9vJ6SPCzIFJElgNPAjXAD4E/AouAt0XEnb/AZUC250aoVP/kFVfx479+xNXnTiRzWAxBAiFBws+/eZpHzr/orHE0t9pIjA5DgOGxERjwSPn70upGfvXi9h4fN8bw5Ma9REeE8Mf/7qa6sYX05GiiI0K4//ntjEqMwhj/ecFXSnlHdHgoqUnRfHa01qPnvfPy2Zw+vvdKl6NHxBIZFsJv//1pv8rjK/+WEB1OUkw4h0o9+zvmrrKaJu5+ZitPbdrHzy4/ld9f+wUykmMIEiEjOYZVi+YM6HiSYyM49ZThvLmziL3F1R6rzAqwatGc499bYnQYocFBTldqPVLVSJCIS4HnULP47HE8+NJOduSXA/DxgTLWvrnH6fdQ+0pqSEuKZkS89/+P/aY6q4gMA+4FtgALjDG2zu1bgH9jBZX3u3C+9M79VwKrPT5gpVy05UAZv/nXp/zo4unMHT+SK84cizGGax59m9qmNlI98ByZw2KIjgghLiqMmsZWIsNDPFYZNTgoiB35jtOHbB0dPPxqLp8dreWexXPYfqicR1/fdbw661XnTOA/O4p46OUcbv7aNK/n6SulfGtKegK7izzXVuDNnUWMHxVP1vC+U+rDQ4MJDhIeeGknKy6bpRVbA1R2VjK5hZWMGxXvszHYOgwvf3KYv23ax9fnjGbF5ace7wm59ob5PhsXwMWnZfHQKzlUN7R4NIgclRh1/HszxvDLF3fw8Gu5/Gjh9D7/1nI7W3vo32TP7O/Xur6HWnbhVF7dVsBj/9nN9RdM6TU1eUp6Ir/+zrwBGavfBJHAJUAU8LA9gAQwxrwkIgeBK3EhiAR+DxwE/g8NIpWPvZVTzB//u5u7vjGbqRmfrwUQERZkp7Mhp8gjk/ybOcVcNDuLq86Z2O9zdRcbGWotpndQRj+3oIqy2mZ+9e15RIWHcO60tJMC1/Oy07jnuW08/d5nXPnF8R4fn1LKf0xJT+TDfWVcOrfvFPi+tNk6WPvmHlZfdYbTx/zgwqnc+sSH/OafOzhQWqvthgJQdmYS7+cd5RInlll4Q35ZHQ+9vJOgIGH1VWeQ6cQFjoGUHBtBaXUTbbYObv/rR6xaNIdRiVF9H+gCEWH5Rdn88M8f8Mq2Ai6a3Xs10JyCSrKzdD1kXxy9h5o/NZV17+6n3dZx/EJFd7aODp7atJ9vz58wEMP0q3RW+73+Dx089hEwSUScSggWkcuBi4HruwakSvnCCx8d5M9v5fGrK+edEEDaLchOY9Oukn6vH2q3dbAxt5jzs9P7dZ6ehIcGExsZSkv75+Osb27j/byjzBidzH2L5xAV3vN1qciwEH7+zdO4bN4YymubqWtq88o4lVK+NyUjid1FlR5JYd+8r5SM5BjSk51fVx0WEsyC6Wl8crBc2w0FqGmZSeQUeOZ3zBldW3NdsfoNbnvyQ86fkc5v/TCABLjrma3HW954s0JsRFgIK6+YzV/f3tdna5/cgkqmOXgfpPoWExHK9780hbqmNv74390O2xl9ml/JJ58dIzhoYO70+lMQac/mczS7FwPSZZ8eiUg88Dvgj8aYj5x9chFZKiJbnd1fqb4YY/jTm3t4dVsBD3z3TEb3UNl0VGIUGcNi2HKgrF/P98nBY4xKjCLNiwv4n15+PhGh1hWwirpmbnvyQ3IKrDLrzqSnhAYHERkWwtu7jnDbkx9SXtvstbH2V2dhruUikicizSJSKCKrnVmfLSITRGSViHwkIsdEpE5EdojICkfHi8jdnQXAHH3c5p3vUCnvSUmIpKPDqg7dX+/nHeWCXgrq9OS1bQXccdksSqubqGls1XZDAWZEfCQRocEUDlDl05Xrt1BYbrXmqm1sIy4qjItmZ3ms6qmn9beKqivSkqO5deF07n1+W49VQY/VNtHQ3OaxViNDVUxEKEXl9dz73DZa20+8T/bunhK+MMX7BXXsPJ7OKiIJwC0uHPI7Y0wlViorgKPfPvurkDP34X+NFRzf4cIYMMasAdYsW7ZMK3+ofmu3dfDQyzkUVtTzwHfPJC4qrNf9z5+exps7izlzYorbz/nmzmLOn+6du5BgNcBd+2YelfXNpCZGU9/cyqVzT+GbZ411+VyXzRuDrcNw6xMfcPGc0bzxaaE/pps9CNwMvIiVEj+58+tZInK+Maa3W8fXAD/AWs+9DmgDzsVa9/0NEZlnjGlycNxyoLzbtk/69V0o5QMiwpSMRHYXVvW7wMNtX5+BOzeb7KXycw8fYPW/P+W+b52u7YYCjNXqo5JML1f/rm+22nZ0/TUsqWr06nP2V3pyNIWd7cQGokLsvAkj2Vtczf0vbOOXV849qfaBfT2kvwbdg0V4aDArv3Eav3xhO/c9v527vzEbEcEYw5YDZfz2O86n/feXN9ZEJgB3ubD/34BKwP7XGA50f3NlbwrV61+siJwNXAd82xhT7cIYvKqkqpGV67dQVNFAenJ0r3npg21ffxmHv+0bFhLE+NR4fnXlXCLC+v4z++LkUaz57x5qm1qJi+w94HSkvrmNrZ8d46avTnP5WGdszC3miY17SYgK45aLptHRAQ++tJORCZFuLZAXEb551liOVjfw3Ief8dNLZ1lv9gorefClnQA+DSRFZCpwE/CCMeayLtsPYWU6LAL+3sspngN+YYyp6bLtDyKyH1gBfA9r3XZ3/zTG5Pdz+Er5hSnpiewuquKcae6XDXtzZxGjEqMcLgXoi71U/qKzx7Fs7bu8u+cocVGh2m4ogGRnJZFzuJKvnprpted4b08Jj/5nF9ERITS0tA9YUNZfqxbNOen9i7ddOX8Cd67fwuMb8lj6pSknPJZbUEm29of0iNDgIP73slkcLK1DRPjvp4U8++FBKuqaWfnMlgG7GO/xILLzDZA7lxmOdH5OA7rnmqQBpss+PXkE+BTYLCLdexpEdW6rNsZ0v9LvVfYUCIN1ZXT5Xz5gSQ+FRda9s5/qhpZBs6+/jMPf9m1us1HT0OJUAAkQHRHKnLHD2bSrhIWn9b4w3ZF3dpcwa8wwtwJQZzz93gGWL5zO2v/u4c6nt/L6z77KHZfN4tHXd/VrotpVWMVPL53F4bI6osNDj6eb9fe8HrAYax57qNv2tcAvsQp99RhEGmN6So1/BiuI7DHaF5E4oNEYo/0J1KA2JSORt3f19bLdsw5j+Oumfdx5+Wy3jreXyl++cDrLLpzKcx8cpLCinu+e6/nCY8o3sjOT+Pu73klPLq9t5pHXcyksr+eOS09lWGzEgAdl/dG1iupACQ4SfnrJTG58/D0mpiYwf+rnF5ByCiq5cJb3gv2hJjgoiPGj4nl8Qx4vbj7EV0/NZMWlp1LV2DJgF+P9qTrrFmApcAYnB5Fzgb3GmL5yULKAeGC/g8fO7dz+CHBj/4bqmhPy0oHqhhYOlTnubWQPQgbLvv4yDn/bF6CowrVUl/Onp/P3d/e7FURuyCnmsnneq1BnTwu7ZsEkIkKDERGPpIXZzxsTHnp8nYSfpJvNATqAj7tuNMY0i8gOPi8E5ip7vnFpD4/vBGIBm4h8DNxjjHnNzedSyqdiwkM4UFLDV+591amslu52HKogJjyUcSlxbj2/o1L5S7443tcXqAKKiHwf+CIwGxgPBBljBixfMS0pmtZ2G6XVjYxM8Ezl0Q5jeOWTAp7atI+LZmdxx6Wz/KZtx2AQFxXGnZfPZsXfPyZreCyjR8RS09jKsdpmThnpfwWIBrvN+0uZN2EE/9qSz9dPHz2gF+P9KYj8F1aa2I0i8vcufSIXAmOBO7vuLCKZWGskPzPG2Ms8fgdwdCvmWax1Rb/k5ADV6+KiQqluaAWsFIiM5Bhu/mq2w31zDleekMPu7/v6yzj8cV9XU11mjx3G6pc+paii3qUqhCVVjRSW1zNnXO9NuPvDnhY2+5Thx7flFlb2Oy3Mft6Zo4d59LwekAqUG2McrdEuBs4UkTBjTKuzJxSRYKy+te2cfBezGlgDfABUAROx1pa/IiLXGGOecP1bUMq37nluGwaryJi9OqQrb8K3HTzGBbMy+tVTrmupfFtHB9c99g4TRiX0WOhMuewOIBnYDkTz+YWyASEiZHdWafVEEHn4WB3/90oOHcbw62/P098TN40fFc+150/inmc/4XffO4tdBZVMTk/UHtFeUFhezyPXns23vtBAWpL1vnOgLsb7zU/TGHMMK1A8HXizs1rqz4GngTxOTiv7K7AHK9XVfo5/G2Oe6/7R+fDRzq93eP+7+VxtYys2m2FUYhRBImQkx/SaArFq0RwykmMGzb7+Mo7Btq8jwUFBnDstjQ07XSs/vyGnmPlTRxEa7L0/Z3ta2I78ctptHezIL+fBl3ay+OzuWeP+cV4PiMJxkS9wrdBXVw8B84CVxpi9XR8wxjxkjPm+MebJznnsN8B0rDuWD/bU3kirSit/1rUapDvVIb+3YFKffedcERwUxNdPH80jr+cOWFuIIeAcIN4Y80Ws5UQDzh5EuqNr245vrH6DW//yAedOS+21orpyzpdnZDBjTDL3PvcJD7y0k22fHeO6xzb5fUGiwSZjWAy7iqo4ZeTnGRsDdTFe/G0iFZHvYlUonAjUAi8DPzXGlHXb721gPjCmr0IUImKAV4wxF/X1/PbqrI8++qgboz/ZH97YTVu7jZt6uZOnlN2BkhpWPfcJT9x4rlMVzIwxXP3I29xx6SwmpiZ4dWwbc4t5+r0DHq+i6uZ5vZouJSI5wAhjzEgHj/0DuAIId/ZOpIjcA/wMWGOM+b4L47gLuBu4wBjzRk/7eXreUsoTrnts0/HsDICYiBD+8aMvO9XD7K2cYqLCQ5g34aQ/wX6xdRhufvw9Lpt3CudlD3haa0CXpRSRl4GvuZLO6om567Ojtdz//DYe/8E5Lh973WObTqi6mpYUxZ9/cK7bY1Enam23cdlv3qC1s7+0PaNL04I9x174cPnC6ScUKPzuuRM9lc7a49+zP6WzAtCZtvWEE/ud48I5fTJxH6lsYMPOItZcr38syjljU+KIDA1hV0El2VnJfe6/u6iKkCBhwqh4r4+ta1rYYDhvPx0BpohIuIOU1jSsVFdnA8i7sQLIvwDXuziO/M7Pw3rbSSl/1LU6ZFpSFDERofzihe38+JIZx9eYOWKM4Zn3P+OGC6f0uI+7goOE278+83i/WzX4jR4RS3VjC1X1LSTGhLt0bFFF97YdjjovKXeFhQTTbvu8G5a3+1UORY7WfnswgOyV3wWRgeQvG/fyP3PHuDypqaFLRI73jHQmiLT3huzPmiHl0Bbgy1jp9e/aN4pIBDATeMeZk3TeSbwLK/3+WuN66oe9FHBPhXiU8lvdq0O2ttv45Ys7WLl+KyuvmE1UuOO3IHuP1NDSbmO6E3OgO0aPiKW6oYUNO4tY4MXeumpgBAcJUzOsfpGuNFpvbm0nqLO/nmFwtO0YjNKTYwa0X+VQ5KuL8X6zJjLQ5BVXsauwkkvneq9ipgpM52Wn8V7eUVrabL3u19pu4909Jb5IyRoKnsEqyHtLt+3XYa2FXGffICJjRWRS9xOIyEqsVNSngKuNMR3d9+ncL0RETrqVLCIZwA1ABVbBHaUGtbCQYFZcdiopCZH85G8fUdPo+Gb+7qIqvjIrw6tNyUWENW/u4bOjNX3vHOBEJEFE7nbho9/N/jy9nnuaG+si1765h9PHjyBjmPu1DFTf+lsvQvkvvRPpBcYY1r6Zx3fmT3C6T6BSdsmxEUxMjefDvaW9NunevL+MU0bGMSI+cgBHNzQYY3JE5BGsatEvAK8Ck4GbgU2cWF11A1Z7oePveEXkB8DPgQLgTeBb3e4Wlxpj/tv57xjgkIj8E6tYmL0667Wdjy02xmiOlQoIwUHCD7+WzRMb93LrEx/wiyVzT5rDLp07xuuFb+KjwrjqnIk8/FouD3z3TK8GrINAAlbGhLP+BrhXyaaTMWYNsMa+JrK/sjOT+N2ruU7v//H+Mj4+cIw/LP0C0RGhnhiC6oEv+lWqgaF3Ir3gw32l1De18aUZGb4eihqkFmSn8WZOUa/7WKmsehfSi24BbgOmYvWXXQQ8DFzU013FLuyXWjOBJ7HuRnb9WNFl3ybgeeA0rHL5jwJLsILPM40xz3rim1HKX4gIV583ia/NzuLWJz6g4Fjd8cfe2V3C69sLBiRF/8JZGYSHBHO4rK7vnbtbtw5Gj4agIOvzunV9HeG3jDH5xhhx4WPAW6X1ZdyoeEqqGqhvbutz35rGVh56ZSe3XTxDA0il+kFvk3lYu62Dxzfkcf2XpzhVgU4pR86alMIjr++isr6ZpJiIkx6vbmgh53AFP7lkpg9GNzR09qpd3fnR236jHWz7LvBdJ5+nBeuuo1JDyqVzxxAXGcqPn9rMwtMy2bS7hMPH6hkeF0F4aLDX1/gEifDLK+ciItg6jPOv2evWYbv2OoKbOxMEDh+2vgZYssRbw1W9CA0OYmJaArsKK5k7vueKvsYY/u/lnZw7LY0Zo72z5lapoULvRHrYa9sLGRYXwWljh/e9s1I9iAgL4cyJKWzMPeLw8U27jjB3/IgeC1MopdRgcP70dBZMT+Wpd/ZTWdd8fPvjG/LYmOtaz1x3iAj/2VHI719zPhWy6faffB5AdgpubqLp9p94enjKBdmZyeQc7j3L9o1PizhS1chV50wYoFEpFbg0iPSgxpZ2/v7ufq5dMFmrZap+s1dpdcRelVUppQa7LQeOkRAVhq26lvk5myiva0aAp9/zQNakE2mnZ01K4aN9peQVVzt1yogSxxf3etoeyERkoYj8TER+Bozr3Pazzo8bB3Is0zITye2luM7RqkYe35DHTy6Z2WuLGaWUczSI9KBnP/yMWWOGMX4AevapwDd9dDJ1Ta0cLK09YfvhY3VU1Dczc4y2DlRKDX6F5fVUN7QS11jLlRuf5ocv/o6aihoKy+v7d+J162DpUjh82GpQd/iw9XW3QDImIpRrzpvEw6/mYOvouc5La7uNhpp6GsNOXmIAUBY/JOfky4B7Oj8mdm6zf33bQA5kUloiB8vqaG5tP+kxW4fh1//awTfOHMuYkXEDOSylApYGkR5SUdfMS1sPa4qE8pggEc7LTmNDzol3IzfsLOa8aWm65lYpFRAyhsUwPC6C0uQUbvr+g0S2NfPQE3cwOtFxsOa0FSugsfHEbY2N1vZuzp+exqS0BG5Y8w5fufcVlv5hExtzizHGsKuwkv97JYdvPbSBmsVXUpaSiS3ixLF1REby0qVL+zfeQcgY891eCvCMHsixRIQGM3ZkHHsc3FF+7sPPCAkO4tJ52nZNKU/RINJD/vr2Pi6cmcHIhChfD0UFkPOz03grpxhbh1UMtMMYNuRqKqtSKnAsPnscBhgeG0FLeCSPX3Mnj39zOd+YPwn27HH/xAUFTm9/e9cRtn52jPOnp/PUzeex6KxxPL4hj1e3FfDwKznM+eQtHls8i9SnHif/5TdZc8VyWtPSMSK0pqXzx8tvYeytN7g/VuUR2ZlJJ6W0Hiip4fmPDnHbxTOGeisXpTxKq3J4QH5ZHR/tL+XxZef4eigqwGQOj2VYXATbD1Vw2tjh7MyvID4yjNEjYn09NKWU8gh7Fdan3zuACERGhHL+VQs5NysOpp8Nl18O998PoU62Y7DZ4MknrXWQNtvJjycnQ3s7NDRAfPzx516+cDqb95dx0+PvY+swfO3UTP7zzi7+sOVvsHMnfPtiSBvDucnAj3/AjWdeQGF5PRnDYlh89jivV5NVfcvOSuLZDw8e/7qlzcav/rmD6788RXsqK+VhGkR6wJ827GHRWeOI0X5Dc0CqyAAAIABJREFUygvOz07jzZ1FnDZ2uPaGVEoFpHOnpTkOwrZuhW9/G847D154AYY7Ufn80kuhshLuvBN+/esTU1qjouChh+CTT+ArX4HvfAduuonC8nqy332d6T9bwdLCQsjIoOOuu1hw351wxcXw8cfWsX2NV/nUlPRE9hZX02brIDQ4iD+/lcfoEbGcOy3V10NTKuBoOms/bT9UTlFFAxedluXroagANX9qKpv3l1FR18wHe49yjr4YKqWGiuRkePllq/9iTAw0NzuuuLp9O1x/vXXn8Q9/gHfegbvugjVrICsLRKzPa9ZY55o7Fz79FCIjYd48lm55EVm6lKCCAsQYpKAAufFGPpy/EB577IQAUvmv6IhQ0pOj2Xekmk8OHuO9vKPc9NVpWjFfKS/QO5FuKqlqZOX6LRSU1zMsNoLy2mZGJeqLjPK8hOhwJoyK55pH3qa5zcZPntrMqkVz9PdNKTU0BAVZAaIxMHkyHDwIbW3WY4cPw1VXQXQ0/OIX1j6jRn1+7JIl1ocjGRnWMXfeyYXjJhDUrfdjUFMTF334spe+KeUNJVWNlFY38aMnPiQoSFh+UTZxkWG+HpZSAUnvRLpp5fotx8uPV9Q3s3L9Fh+PSAWyoooGmtustT2FFfX6+6aUGnpEoL7+8wDSzmaz1jYuWwYhblwbj4oi8qjjHo89bVf+aeX6LdQ3t2Gw2nr844ODfR6jlHKPBpFuKqpowN5Nyhjra6W8pbK+5fi/9fdNKTVkHekhqCsq6t95MzNd2678Utf3ZvavlVLeoUGkm9KTo7Gn2ItYXyvlLfr7ppRSeC/Yu+++k9c9RkVZ29Wgoa+VSg0cDSLdtGrRHDKSYwgSISM5hlWL5vh6SCqA6e+bUkrhvWBvyZKei/CoQUNfK5UaOFpYx02jEqNYe8N8Xw9DDRH6+6aUUnwe1K1YAQUF1h3I++7zTLDXWxEeNSjoa6VSA0eDSKWUUkoNHhrsKaWUz2k6q1JKKaWUUkopp2kQqZRSSimllFLKaRpEKqWUUkoppZRymq6J7MGyZct8PQSlVM/Mo48+Kr4ehL/ReUspv6bzVg907lLKb/U4b+mdSKWUUkoppZRSThNjjK/HMKiJyFZjzGm+Hodynf7s1FClv/uDl/7s1FClv/uDm/78Ao/eiVRKKaWUUkop5TQNIpVSSimllFJKOU2DyP5b4+sBKLfpz04NVfq7P3jpz04NVfq7P7jpzy/A6JpIpZRSSimllFJO0zuRSimllFJKKaWcpkGkUkoppZRSSimnaRDpIhEJEpHlIpInIs0iUigiq0Uk2tdjU58TkTtE5FkROSgiRkTy+9h/roi8KSJ1IlIrIq+LyMwBGq5SXqdzl//TeUupE+m85f903hq6dE2ki0Tk/4CbgReB14DJwE3Au8D5xpgOHw5PdRIRA1QC24DZQK0xZnQP+84D3gaKgd93br4RGAGcaYzJ8fZ4lfI2nbv8n85bSp1I5y3/p/PW0KVBpAtEZCqQA7xojLmsy/abgN8BS4wxf/fV+NTnROQUY8zBzn/nAjG9TGofA5OAycaY4s5tacAe4CNjzJcHZtRKeYfOXYODzltKfU7nrcFB562hS9NZXbMYEOChbtvXAo3AlQM+IuWQfULri4iMA+YAz9ontM7ji4FngfNFJMU7o1RqwOjcNQjovKXUCXTeGgR03hq6NIh0zRygA/i460ZjTDOwo/NxNbjYf2YfOnjsI6wXsNkDNxylvELnrsCi85YaCnTeCiw6bwUYDSJdkwqUG2NaHDxWDAwTkbABHpPqn9TOz8UOHrNvSxugsSjlLTp3BRadt9RQoPNWYNF5K8BoEOmaKMDRZAbQ3GUfNXjYf16Ofq76M1WBQueuwKLzlhoKdN4KLDpvBRgNIl3TCIT38FhEl33U4GH/eTn6uerPVAUKnbsCi85baijQeSuw6LwVYDSIdM0RrPQJR38AaVhpF60DPCbVP0c6PztKobBvc5R6odRgonNXYNF5Sw0FOm8FFp23AowGka7ZgvV/dnrXjSISAcwEtvpiUKpftnR+PsPBY/MAA3wycMNRyit07gosOm+poUDnrcCi81aA0SDSNc9g/ZLf0m37dVh53OsGfESqX4wxB7BeiK4QEfuibzr/fQXwljHmqK/Gp5SH6NwVQHTeUkOEzlsBROetwCPGGF+PYVARkYeBG4EXgVeBycDNwPvAecaYDh8OT3USkW8DWZ1f3gSEAas7vz5sjHmqy75nAhuBIuDhLseMBM4yxnw6IINWyot07vJ/Om8pdSKdt/yfzltDlwaRLhKRYKyrYkuB0UA51tWylcaYeh8OTXUhIm8D83t4eJMx5pxu+58B3AvMxbry+QFwhzFmmxeHqdSA0bnL/+m8pdSJdN7yfzpvDV0aRCqllFJKKaWUcpquiVRKKaWUUkop5TQNIpVSSimllFJKOU2DSKWUUkoppZRSTtMgUimllFJKKaWU0zSIVEoppZRSSinlNA0ilVJKKaWUUko5TYNIpZRSSimllFJO0yBSKaWUUkoppZTTNIhUSimllFJKKeU0DSKVUkoppZRSSjlNg0illFJKKaWUUk7TIFIppZRSSimllNM0iFRKKaWUUkop5TQNIpVSSimllFJKOU2DSKWUUkoppZRSTtMgsptly5aZZcuWGV+PQynlWyLyHRHZLiJNIlIqIn8SkeEuHP99EVknInkiYhMRp+cVEVkmIqbzY1hf++u8pZQajHTuUmrwCvH1APyYTmpK+S/x6slFlgMPAJuAHwLpwK3AGSJyujGmwYnT3AEkA9uB6M5zOPPcqcAvgHogxsWh67yllP/y6rw1yOncpZR/6nHe0iBSKaW66Lzzdy+wBVhgjLF1bt8C/BsrqLzfiVOdAxQYYzpE5GWcDCKBR4CDQC5wpWujV0oppZTyPk1nVUqpE10CRAEP2wNIAGPMS1jBnVOBnTEm3xjT4coTi8j/ABcD3wdsfeyulFJKKeUTGkQqpdSJ5nR+/tDBYx8Bk0TE1TTTPolIHPB74I/GmI89fX6llFJKKU/RIFIppU6U2vm52MFjxVjrA1IdPNZfv8Kak+9w9gARWSoiW70wFqWUUkqpHumaSCe1tbVRVFRE8/+zd+fxUVXn48c/T0JISICEhISEhAASBJRdEC3IqlatWr+1rVisCigWqm31q361ILYutT+r1q9bKy5VK4raxX37YgU3EFRAQXYIEAjZAwlJCEnO7487gyFMlknunTvL83695jXMnXvPeUbhJs+cc55TU+N2KB0SFxdHVlYWMTExboeigsHixTB/PuzeDdnZcPfdMGOG21HZQkSSgN/4cclDxphSrKmsAId9nOO9AcT7eK/dROR7WFNYZxhjDrT1OmPMImBRc9UN9b6lwpI/960wvseFs1C7d+k9SkUiTSLbKC8vj27dutGvXz9EQrPAmjGGkpIS8vLy6N+/v9vhKLctXgxz5kBVlfV61y7rNYTLL1lJwO1+nP88UAp4/oMQC1Q3OSfO81yFTUSkM/AEsNQY86Jd7YLet1QY8ue+Ff73uLAVSveuQN6j8suqWLhkNXklh8hKSeCO6WPJ6GHrd5pKtZlOZ22jmpoaUlJSgv5m1hIRISUlJWS+2VMOmz//u1+uvKqqrONhwFPYRvx4bPNcus/znOmj2UysUvT7fLzXXr8EBgMPiEiO9wF087zfX0ROaE/Det9SYae5+9Ytt8DWrbB5M2zaZB279dawvseFs1C6dwXyHrVwyWr2lFTSYAx7SipZuGS1430q1RwdifRDKNzMWhMOn0HZZPdu/45HjtXAHOB0YFuT98YBm40xlTb21xfrC713mnl/FXAI//eMBMLj33w4fAZlk+buT3l5cN55IAJRUdYoZF6ef22ooBJK/+4DFWteySGMZ/GCMdZrpdyiI5Fh5JFHHiEnJwcRobi42O1wVLDLzvbveOR4DWsa67UiEu09KCIXAAOAxY1PFpFsERksIu1dDPM34Cc+Hss8788ijPeLnD17NiNGjGD48OH8+Mc/prLSzvxchZ3m7k99+1ojkVu2WCORp5yi9zjVbuXl5Tz22GNuh3GcrJSEo38WOfa1UoGmSWSIMsbQ0PDdFnT19fWMHz+epUuX0rdvXxcjUyHj7rshvslaivh463gEM8YUAbcBpwJLPRVQfw+8CGwCHmxyyXPARppMfxWRC0RkgYgsAHI8xxZ4Htc26m+dMeYfTR/ALs8pbxhjXnXiswaar/vWn//8Z9atW8fXX39NdnY2jzzyiIsRqqDnz31L73GqnYI1ibzqzMFER1mjnskJsdwxfWwrVyh/5ZdVcfVflnPuXW9z9V+Wk19mWwmEsKNJZAjJzc1lyJAhzJs3j9GjRxMdHc3ChQsZN24cK1asYNSoUfTr18/tMFWomDEDFi2CXr2s1337Wq+14ATGmPuBmUAy8BAwF3gZmOTHVNaLgTs9j0GeY97XN9oacBBr7b7VvXt3wEowq6urQ2oKm3KB976Vnm4NxbR03/Ke26eP9VrvcaqNbrnlFrZv387IkSO56aabuPfeexk2bBgjRozglltucS2u7fsPcsGYviz48WgyUxK0qI4DFi5ZzZ5iXXfaFppEhpjNmzdz+eWXs2bNGgCGDh3K559/zoQJE1yOTIWkSy6xqhV27w47d+ovV40YY54xxowwxsQZY9KMMbOMMYU+zpvsKcyT2+T4lS0U8enXhv6914f83PTW7lszZ84kPT2dTZs2cd1117kZqgoFM2ZAUhJ88w3k5rZ835oxwzqnUyer6I7e41Qb/PGPf2TAgAGsXbuWqVOn8uqrr/L555+zbt06br75ZtfiWrGlgNNP7MW4gWnkFlawX0fJbJdXUol3zyxdd9oyLazTTt+/8y3b23zvth+0ek7fvn057bTTAIiOjubiiy+2PQ4VQcrK4NFHITYW8vOhd2+3I1IOCtb71t/+9jfq6+u57rrreOmll5g5c6btcaowU1QEqaltOzcqCtLSoLDwu1FJFVLcuncBLF26lJkzZxLvmRqdnJxseyxtUVJRw77SKoZmJ9MpOorJQ3uz9Os8Lpt0oivxhKOD1bWICGIMBl132hpNItuprTcfuyUkfPeXOS4ujujo6BbOVqoV5eXQowfMmgV1dW5HoxwWzPet6OhoLrnkEv70pz9pEqlaVl9v3btSUtp+TUaGlXhqEhmS3Lp3gTXVPhim2X++tZCxOal0irYmEZ49og93/eNLfjZxIFFBEF+oazCG+15bx5nDM9mYV87u4kp6dovTdact0OmsSkWysjJrWthvf6sVC1XAGWPYtm3b0T+/8cYbDB482OWoVNCrr4eHHgJ/vkRdtQpGj3YuJhVWunXrRkVFBQBnn302Tz/9NFWePUdLS0tdiWnF5v2cdmKvo69z0rsTF9OJ9bvdiSfc/HPlDg5U1XLdecN4Yu4kZk8bzGkn9tJ1py0ISBIpIpeLyBoRqRaRAhF5UkTaOA/F/zZE5FwR+UBE9ovIIRHZLCL3iUgvX+eHi4ceeoisrCzy8vIYPnw4V111ldshqWA3aJBVaOIf/9ANuFXAGWO44oorGDZsGMOGDSM/P5+FCxe6HZYKdjExMG+ef9d89hmsXetMPCrspKSkMH78eIYOHcoHH3zAhRdeyJgxYxg5ciT33XdfwOOprq1j/e4yxg747tdeEeHskVm8v7aZ/VBVm23YU8o/Vuzgtz8aRYxnpHfMgFS+2F7kcmTBzfHprCJyPfAAsBz4NZAF3ACcLiKnGmNaXbHqTxsicjWwCPgS+H9Ym3SPBX4D/EhEhrWlz2DUr18/1q9ff/R10/3UfvWrX/GrX/0q0GGpUNbQYK2DLCmBFSvcjkaFoZbuW1FRUXz66aduhKVC2bJlcM898P77bb/m7bchIQFGjnQsLBVeXnjhhWNeu1mV9asdxQzKTCIh7tjtiKcOzWT2R8uorj2ZLp11hVp7HKyq5Y//Xsv15w+nV9J3o47907px+Eg9e0sPkZms6yJ9cfRvnIj0BO4CVgPTjDH1nuOrgdexEsI/2NzGjUA+MMEYU+M5tkhECoD5wFlAWOy5plSHvfwyfPUV3HYbfPut29EopVTrioogMdG/a9LTYetWZ+JRymFWVda044736BrLsOxkPt6Yz9kjdL2vvxqM4U+vr+OMIenHTBUGa6T3lAGpfLm9SJPIZjg9nfUiIB542Jv8ARhj3gB2AJc50EZ3oKxRAum1z/MckqOQSjnCuyYyM9MqOFFd7XZESinVssLCtldm9erVC/bvdyYepRxU32BYtbXwuCTH66wRWfzfOp3S2h7/WLGDiqpaZk31vRZ/zAk6pbUlTieR3pJGvubJrQQGi0hXm9t4DzhJRO4XkSEi0kdEfgTchjUd9j9tD1+pMFdWZlVnFYHVq6FLF7cjUkqplvXsCWP9rJg4ZYqu+1YhadPeMlK6xR0z1bKxcSf2YldRJfm6Z6RfNuwp5Z8rd/Dbi0cfrXjb1OgTevLN7lKO1DcEOLrQ4HQS6d10bq+P9/YC0ugcu9r4NfCK5/lbYDfwT+Ad4KzGo5n+Msa0flKQC4fPoGz0ve+BZ8N3XnrJvzVGKiSEw7/5cPgMykbTp4O/28CkpED37s7EoxwRSv/unYx1xeYCTvMxldUrJjqKKUN762ikHw5U1XLPv9Zw/fnDSUts/svz7vGd6ZPSlQ17tAKuL21aEykiSViFadrqIWNMKdY0VIDDPs7xTjdtrXauv20cwUoc/w28AVQB3wdmAfXA1b46EZE5wJy5c+f6DCIuLo6SkhJSUlKCYr+g9jDGUFJSQlxcnNuhqGDxwx9+9+fcXKsM/tlnuxaOspfet1RYuvtuOPNMGDeu7ddUVFhFdQ4edC4uZZtQunc5fY9asaWA/7mo5YJQZw3P4o5XvuSySbpnZGsajOFPr61l8sm9m50i3NiYAal8sa2Ikf16BiC60NLWwjpJwO1+tPs8UIqVwAHEAk0XW3n/tbU2/t7mNkQkCngX63ONN999NfQPESkB/kdEXjLGLG3aiTFmEbBo3rx5Pr9O8m6dUVQU2nOj4+LiyMrKcjsMFSwuuwzmzoXx42HIEFi+3O2IlI30vqXC0vvvW7Mo/JGYCLW1UFUF8brvW7ALtXuXU/eoPcWVVNfWkZPRciGpAendiY/txNe7SjTZacUrn+3gUE0dV04Z1KbzTxnQk0fe2YBumne8NiWRxphcrGmj/vIWs8kEtjV5LxMwjc6xo40JwBnAjeb4uQWvAP8DTAKOSyJbExMTQ//+/f29TKngtnmztecaWEnkxo3uxqNspfctFZaKiiCt+el9PolYFVoLCkD/TQQ9vXdZVm4tYNzAXq2OLooIZ3sK7GgS2bz1u0v59+c7eWj2+GbXQTY1ODOJwgPVlFTUkNJNZ8Q05vSayNWe59N9vDcO2GyMqfTxXnvbyPQ8R/s4t1OTZ6VUeblVWAdgwAD4+mt341FKqdaUlvpfnRXgV7+Czp3tj0cph6zcUsjpbZhyCTB1WCYrNhdQdbjO4ahCT35ZFbMfXcZ/P7uCTtFCfUPb17BGR0Uxqn8KX+0odjDC0OR0Evka1hTUa0XkaGInIhcAA4DFjU8WkWwRGSwiMe1sw7vR3YwmbQBc6XlejVLK0rs3JCdbf46KghUrYK+vGlZKKRUk9u1rXxJ5ww3WdkZKhYADVbXsKDjIyP4pbTo/KSGW4X1T+HhjvsORhZ6FS1aTV2rt8FdcUcPCJf6lAqcM0K0+fHE0iTTGFGFtrXEqsFRE5ojI74EXgU3Ag00ueQ7YyHcjin61YYxZh1WJdTjwhYjcJCK/FJHXgV9gbQnymiMfVqlQtHy5VbXQ66mnYNky18JRSqkWVVTA889b01P9dfvt8Nxz9seklANWbS1kVP+edO7ka3Kdb2ePyOJ9rdJ6nLyS77aIN+bY121xygmpfLWjyK8RzEjg9Egkxpj7gZlAMvAQMBd4GZjUhqms7WnjZ1hrHwHuAB4ABgP3AGd2ZIsPpcLKoUNw003HHtN1kUqpYLZ7N9xzT/uubWiAnTvtjUcph6zYUtDmqaxeYwemsae4kr2l/iVJ4S418bu1jCKQlZLg1/VpiV1ISohla/4Bu0MLaY4nkQDGmGeMMSOMMXHGmDRjzCxjTKGP8yYbY8RTyKe9bdQaY+71nNvFGBNrjDnRGPNbY4z+q1LKq6QEXnzx2GNDhsC33/o+Xyml3FZY6H9RHa/0dNi/3954lHJAbV09a3YWMzbHv2nbMdFRTB2WydKvdTSysbEDUuneJYYoEfqkdOWO6WP9bmNMTipf6pTWY2iRGaUiVVnZd0V1vKZO1cqFSqngVVTUvvWQACecoCORKiSsyy2hf1o3khJi/b72rOFZ/O7lL/j5pBN1z0iPb/PK+d0lYzi5T3K72xhzQirPf7SVGRMH2hhZaNMkUqlI1bgyq1dqKlRWQl0ddNLbg1IqyEyYAIPatr/bcc4913ooFeQ+2+z/VFavAend6RYXw7rcEkb11+0+Cg9UU3ywmsGZPVo/uQXD+iaTW1hBRfURunVpWrszMgVkOqtSKgiddhq88srxx88+G7ZuDXw8SinVmpgYa0SxPcrK4NZb7Y0nhInIiSJyh4isFJEiEakQkbUiMl9E2rxoTETOE5HPROSQiJSKyCsiolNa2qnBGD7fWsDpg9qXRAKc5dkzUsGqbYWMzUkjOqpjo7KdO0VzUp8erN2pW314aRKpVKTKz4diHzfDk07SdZFKqeB0++3w7LPtuzYmBh56yCrPqABmAdcD27EKEd4EbAbuAj4TkS6tNSAiPwLeBLp4rv8TMBH4VER6OxR3WNuWf4AunTuRldK13W1MGdqblVsKOHT4iI2RhabPtxZy6sB2rqNuYsyAVL7YoesivTSJVCpSvfoqPPHE8ce1QqtSKlh1ZE1kV88v5ZVtKgwfCf4BZBljZhhjHjbG/NUYcwlwN9ZWabNbutizH/fDwB7gDGPMY8aYe4DvA72A3zkafZhqT1XWppISYhnZL4WPv43sPSNrjtSzflcpYwa0857RhHe/SKNfRAGaRCoVucrKICnp+OMXXAAjRwY+HqWUak1RUfurs4JWaG3EGPOFMcbXngUveZ6HttLEJKA38GTj7daMMWuBZcAlnkRT+WHllkJO62ASCXDWiD4Rv2fkutxicjK60zXOnr+GfVISiBZhd7F+EQWaRCoVuXwV1gEYPx7OPz/w8SilVGvOPx9yctp//WefaQXq1mV5ngtaOc+7T8IKH++tBLoDJ9oVVCQoKK+ipKKGIVkdKwID1l6IG/PKOPeut7j6L8vJL6uyIcLQYudUVgAROToaqTSJVCpy/fjHcOaZxx+vqYHsbGtjbqWUCiY33gh9+rT/+n37IC+yR2daIiLRwEKgDnihldO9ax73+njPeyzTptAiwsotBZxqQxEYgDte+ZIGAw0G9pRUsnDJahsiDB3GGD7fWsi4gR0f1W1szADdL9JLk0ilItX48XDyyccfj4uzCk/s2hX4mJRSqjn19Vbhr458wfXEE/Dmm/bFFH4eBE4DFhpjNrdybrzn+bCP92qanHMMEZkjIl+0L8TwtWJLYYeqsjaWV3Lo6J+NOfZ1JNhRUEFMdBR9UtpcaLhNRvZL4du8Mg4fqbe13VCkSaRSkWrSJPj4Y9/vDRmiFVqVUsGltBQKCyGqA7+6pKdDQWuzNCOTiNwJXAss8hTIaY13fmSsj/fimpxzDGPMImPMGP+jDF+Hao6weW85o0+wZ2/HrJQExDOgKWK9jiSfby1g3MA0RDo+qttYQlwMA9IT+XpXia3thiJNIpWKVM0V1gE46yzrW3+llAoWHanM6tWrlxbW8UFEfgcsAP4G/KKNl+3zPPuasuo95muqq/Jh9fYihmb3oEvnTra0d8f0sfTxbBOSnhTPHdPHtnJFeFll83rIxk45oSdf7tD9IjWJVCpSlZX5LqwDcNNNcOGFgY1HKaVaUlPT8crR06bBZZfZE0+YEJHbgduB54CrTNv3L/Ausjvdx3unAQeBLR2PMDKs3FJgS1VWr4we8TwxdxITT8rgsokDyejhc2ZxWCo/dJhdxZUMy052pP0xA1L5YluhI22HEk0ilYpUZ5zRfBK5cyfccENg41FKqZaMHg0vvtixNnJyYNw4e+IJAyKyEGs/x78DM40xPhecikiGiAwWkcaZyHIgH7hKRLo2OncEMBl4xRiju923QV19A6u3FdleBAZgYEYiW/N97eQSvlZvK2JU/5507hTtSPs5GYkcrD5CQXnkVbxtTJNIpSLVkiWQ0Mwaia5d4emnrdX4SikVDD78EF59tWNt5ObCoEG2hBPqROSXwO+B3cBS4Gciclmjx1mNTr8H2Aic6j3gSRB/DfQBPhaReSJyC/A+UIQ1uqlakV9WxcxHP6Sy5gi3Lv7c9q04IjGJtKqyOjOVFSBKhNE6pVWTSKUiUkkJzJjR/PupqRATo2uHlFLB46OP4KuvOtZGr15WYR39ggy+2+cxG3gWazSy8WN+aw0YY14BLsSq0Hof8D/Ax8B4Y4yuh2yDhUtWU3jAKmbrxFYcOemJ7Cg4SH1DZPydP1LfwJqdRZya41wSCZ4prRG+1YcmkUpFouJiWN3KD6qTT4bt2wMTTxASkctFZI2IVItIgYg8KSJtruohIteIyGIR2SQi9SLS6k9wEfmBiCwVkTIRqRKRLSLySMc+iVJhorCw44V1unSB2Fg4EFkjM74YY640xkgLj8k+zl3mo503jTGnGWPijTE9jDE/NsZE7g8PPzm9FUe3LjEkJcSyt6TS1naD1YbdpWQmd6VHV19Fg+1zygmprN1ZTF195O6prUmkUpGopcqsXkuXwoQJgYknyIjI9VjfzB/Amq71ODAdWCYiba2TfivWN/SFfFfFsKU+bwfexNrk+3bgV8ASIMvf+JUKS0VFkGbD6MLll0NtbcfbUcoGjbfecGpHaSlTAAAgAElEQVQrjpz0yJnS+vk256qyNtajaywZPeLZtLfc8b6ClSaRSkWiigpIbqVq2fbtEbkpt4j0BO7Cqjw4zbOf2ULgUuAkrKSyLSYDicaYicC6Vvo8E6u4xUJjzDnGmIeMMU8aYxYaYy5q50dRKrw8+ij84Acdb+fhh+1JRpWywS3/NRLBWmfXJ6WrI1txnNg7ka37D9rebjBatcXZ9ZCNnXJCZE9p1SRSqUh01lnwzjstn7NrFzzwQGDiCS4XAfHAw8aYo5tlGmPeAHYAbdofwBiT21ylQx9+izVieQ+AiHQVEb0/K9XYhg0QbUO1xbvvhvfe63g7Stmgtq6BnIxE3llwHk/MneTIVhwDMxLZsi/8R8zySiqpPlJHTnr3gPQ3JieVLzWJVEpFlDVr4JNPWj5nyBDYuDEw8QQX79fAK3y8txIY3LicfUd5psdOBD4HZovIXqACqBSRJSJif813pULRT38KB20YTSkogE2bOt6OUjbYXVxJdk/bfqT4FCnFdVZtLeTUnDREJCD9FR6oZuv+A5xz11vM+etyPlwfWbWkNIlUKhK98w68/XbL52RlQWUllIf/t5dN9PY8+/ppsBeQRufYIQeIxtqc+3+BJ4AfAX8FfgJ82GRvNqUiT329tZY7JaXjbfXqpZWnVdDYE4AkMlKK61hbewTme9cP1+/lmQ83ExMdhTFQfbiOpz7YFFGJZCe3A1BKuaC8vPVfxkRg+XKID838RUSSgN/4cclDxphSrKmsYJWsb6rG82znf5RunudU4GpjzJOe1/8WkYNYRXauAP7S9EIRmQPMmTt3ro3hKBWESkuhe3foZMOvLZmZ1mwMpYLA7uJKzhnZx/F+vMV1slO7tX5yCDp0+Ahb9h1gVH8bvmhqgxc/2YYAiSUFDMrbzKdDJ5DaLY4XP9nGlKGZAYnBbZpEKhWJysogJ6f18zIyrKlffZz/AeeAJPzb7Pp5oBTw7vQcC1Q3OSfO82znbtDePhqw9mZr7FmszzAZH0mkMWYRsGjevHnhPUdJqbg4+N//taetK6+0HkoFgd3FlfRxeCQSrHWRW/cfZNpwx7tyxVfbizmpTw/iOgcmtdlTXIkxkFVbw9Xv/Y1PTp5A0cEaAjSTNijodFalItFvftO2KofPPmvfL24B5ils09IeaE0f2zyXerfj8PVVYiZgaMOWHX7I8zyXGWOajn7me5572NifUqEnPh5mzLCnreJiePxxe9pSqgNq6+opqaihd7LzM34GZoT3Nh/WVNbAVV3u07Mrqd3jyEvNIu5IDanlhaR2jwvIFwLBQpNIpSJRYiL07Nn6eZFZXGe15/l0H++NAzYbY2xbWGKMKQB2A8k+1j5694gstKs/pULSv/9tFdaxQ00N/P739rSlVAfklRwiPSme6Cjnfx3PyejOjv0HaTDhN3GlvsGwKkD7Q3pdOiEHA6R278I3fU9mxO5vMZ7jkUKTSKUi0Q9/CF9/3fp5J50UiUnka1hTTK8VkaP7CYjIBcAAYHHjk0UkW0QGi0hMB/r8O1bBnmuaHPcudmylCpJSYa6w0J6iOmDtEVlcDA1t3YFHKWcEojKrV/cunekeH0NeyaGA9BdIW/aV0yMhlvSkwNVwmDI0k9nTBtMlthNPnnsVu06fzOxpgyNmPSTomkilIlN5OfRowwzJ/v3huuvAGCJlor8xpkhEbgPuA5aKyItY01j/G9gEPNjkkueASUB/INd70JN0jvC8zPEcW+B5XW6MeaRRG/cCFwP3iciJwDpgAjAD+A/wkl2fT6mQVFRkJX926NwZunWDkhJITbWnTaXaIRCVWRsbmJHItvwDAe0zEAI9ldVrytBMK2msG0/xa++wqra+9YvCiI5EKhWJysogKan18zp1stZPRtg39saY+4GZQDLwENaI4MvAJD+msl4M3Ol5DPIc876+sUl/B4EzgEXADz19fg/4A/ADY0xk/WRSqqk+fWD0aPvaW7rUmtavlIsCVVTHK1zXRa7aGtiprMcRIXn2z3nltZXU1Na5F0eAaRKpVCSaNattSSRYVQyXLHE0nGBkjHnGGDPCGBNnjEkzxswyxhy3NtEYM9lTmCe3yfErWyji089HO8XGmLnGmN7GmM7GmBOMMfONMTVNz1Uq4syaBRddZF97iYnWPrhKuWh3UWBHInPCMIksOlhN4cFqhmS18XcaJ0RHEzV+PN8/uJOPNua3fn6YCEgSKSKXi8gaEakWkQIReVJE2jyHRESuEZHFIrJJROpFpMVVwSIySEReFZEyETkkIh+LyNSOfxKlwsR997V9v7V+/SJxXaRSKpjccAOsX29fewsWwDvv2NeeUn6qb2hgX9khsgI5EpmeyPYwK66zamshYwekBqQ4UYsmTmRS6XY+3VTgbhwB5Ph/cRG5HmuvswPAr4HHgenAMhFJaGMztwIXYlUobLG0vogMAD7Dqqx4L3AT0BV4T0TObM9nUCqs5OXBtGltPz8yK7QqpYLJe+/ZO60+PR3277evPaX8tL+smh5dY4mLiW79ZJt0j+9Mt/gY9oZRcR1rPWQvt8OA6dNJmzub235s47T7IOdoEikiPYG7sErmTzPGLDLGLAQuBU7CSirbYjKQaIyZiFVwoiX3YG0y/n1jzD3GmMew1hrtAx4ViZDqIEo1p7jYerTVqFEwYIBz8SilVGvsLKwDVhJZEDkjBir4BLIya2MD08NnSuvhI/V8s6uUUwYEQYGsvn2J7ptN7q5C3vxyl9vRBITTI5EXAfHAw40LQxhj3gB2AJe1pRHPpuGtfgXpGdm8EFhmjFnb6PpK4EngRGCsX59AqXDT1qI6XoMGwb33OhePUkq1pKEBqqrs2+IDYOpUmDzZvvaU8lOgi+p4DcxIZOv+0E8i88uqmP3YMqpq67jhmc/IL6tyOyS47DKSVn/Gc8u2UFsX/vXwnE4ivQnbCh/vrQQGi4id/4KGA7Et9Nc4JqUikzEweLB/18yeDdu2OROPUkq1JCoKKiogpiNbsTYxZgycd5597Snlp0Bv7+E1MCORrftCP4lcuGQ1RQetunN7SipZuGS1yxEBZ5xBzzWr6JfWjZVbjqvDF3acTiJ7e573+nhvL9bm2r19vOdUf2Dt96ZU5Jo6FR5/3L9riorgm2+ciUcppVpSWAgvvGBvmxs3woQJ9raplB9cm86aER7FdfIares05tjXrpk4ET76iHNG9uGrHUVuR+O4NpVnFJEk4Dd+tPuQMaYUayorwGEf53jL1sf7eK+92t2fiMwB5sydO9fGcJQKQkuXQk0NnH9+268ZMgS+/Rb+67+ci0sppXzZuBH++leYMcO+Nnv0gK1b7WtPKT8YY9hT4s501sbFddzo3y5ZKQnsLra26RGxXrvutNPg4ouZPLQ3U4baOUYWnNpY458k4HY/2n0eKAW8E5Rjgeom58R5nu2cxNy4v6Za7M8YswhYNG/evND+akap1ixfbk0L8yeJHDoUvvzSuZiUUqo5RUWQanPhjJ49obQU6uravt2RUjYpqThM505RdO/S2ZX+vcV1QjmJvPmHI7ju6U8RhKyUBO6YHgSr1eLj4YYbiKqrY03eAfaWHuL8U/q6HZVj2nTn9Gyi3Z6qpt7tODKBpguqMgFDK1t2dKC/przHfE11VSpylJfDiSf6d83Pf249lFIq0JxIIjt1grPOgspK/wqNKWUDt6ayenmL60wdFrorvOoNDOjVnUevPsPtUI51991QV0fi3Bu47/V1nDsqm+io8NwYwuk1kd5Vrqf7eG8csNlTOdUu32BNZfXV32me5y9s7E+p0ONvdVawqiMuXGjvPm1KKdUWF14I//3f9rf79tuaQCpX7CmucHUUcGBGIttCfJuP/WVVZPQIgimsTY0eDR99xAm9upPcNTas10Y6nUS+hjWN9VoRObqbqohcAAwAFjc+WUSyRWSwiLSrBJsnIX0DmCwiIxq12xW4CtgKrGpP20qFjQcegB/+0L9roqLg6adh925nYlJKqZakp9vf5gMPwBf6vbIKvGAYidwW4sV19pUdIqOHnWVVbDJ+PKxeDbW1nDsqm017y92OyDGOJpHGmCLgNuBUYKmIzBGR3wMvApuAB5tc8hywkSbTUUXkAhFZICILgBzPsQWex7VN2rgVOAC8LyK3iMg84GNPm9cZE8L/YpSyw44d7btuyBCrwIVSSgXSDTfAW2/Z3+7atbB+vf3tKtUKt/aI9Ooe35lucTHsKw2CiqbtlF9WFZxJZGIiXH01lJVx7qg+/HySn8uHQojTI5EYY+4HZgLJwEPAXOBlYJIfU1kvBu70PAZ5jnlf39ikv23AeKx9IW8B7gMOAecYY97r0IdRKhzMmtW+EUVvhVallAqkoiJIS7O/3fR0KCiwv12lWrGn+JCrI5EAORlWcZ1QlV9WRe9gTCLBmuXQqxciwvIN+3jry11uR+QIx5NIAGPMM8aYEcaYOGNMmjFmljHmuF04jTGTjTHiKeTT+PiVnuO+Hv18tLPRGPNDY0ySMSbeGDPBGLPUuU+oVAgpL7fK2/tr/ny46ir741FKqZYUFtpfWAegVy/Iz7e/XaVaUFF9hMNH6unZLa71kx00MNSTyPIgHYkEWLkSrrgCgNTELvxr5U7CcSJkQJJIpVQQaU9hHYBu3WDdOvvjUUqplsyYAX362N/uL38J991nf7tKtWB3cQVZPRMQcbdiZygnkbV19Rw4VEvP7l3cDsW3AQPgtdegvp4hmUlERQnr95S5HZXtNIlUKpIYA/fea+1l5K9nn4UpU6wiO/36weLFrV6ilFIdduut7Zs90ZrKSnj/ffvbVaoFe1wuquMVysV19pdVkZbYJXi3zkhNhYwM+PprRIQLx/ZlV1GF21HZTpNIpSLNddeBv9+ALl4MN95obfFhDOzaBXPmaCKplHJWSYlVMt8JBQVw003OtK1UM9yuzOqVGN+ZrnEx5JdWuR2K3/YFa1Gdxi6+GPbvB+CCMf04/5S+LgdkP00ilYokmzfDsGH+Xzd/PlQ1+UFTVWUdV0oppxQWwiGHKkj26nX0lzylAmWPy5VZGxuY3j0kp7TuD+b1kF533QXnnnv05eurc3lv7R4XA7KfJpFKRZKyMkhox+a8zVVz1X0jlVJOKipypqgOQHIyVFTA4cPOtK+UD8EyEgmeCq37Qy+JDNrtPRqrroZLL7VmbwHFFTU88s56zr3rLeb8dTkfrt/rcoAdp0mkUpGkvZVZs7P9O66UUnZoaIBRo5xpOyoK/vlP/6f3hwkRuVVEXhGRHSJiRCS3HW3keq719ejpQNgh7fCRekorDwdNAjQwI5Et+8rdDsNvITGdtUsXq0rr5s18uH4vyzfsIyG2E3+e+T3mnXMyz3y4OeQTyU5uB6CUCqCuXWH8eP+vu/tuaw1k4ymt8fHWcaWUcsrkydbDKRMnWolqZPoDUAp8BbSjZPdRmwBfPwzCr5JIB+WVVJLRI57oqOAYw2lcXCcqhL5MyS89RO8e7ZhVFWgTJ8JHH/FiwyCuv2A4uYUVFB2s4YwhGVx/wXAee3cDU4Zmuh1lu2kSqVQkOeMM6+GvGTOs5/nzrSms0dGwaNF3x5VSygmvvgqxscesLbLVpZfCvHlw/vnOtB/cBhhjdgCIyHqgvXMsC4wxz9sXVvgKpqmsAEkJsSTEdiK/tIrMlBBIyoAGYyg4UE16UpBu79HYxInwzTfs6ZnJ0D7JjOz33eD80D7J7CmudDG4jguOr0KUUoHx4ovWoz1mzIDcXKivh5NPhpQUW0NTSqnjfPABbN3qXPvp6VaV1gjkTSDtICKdRKS7Xe2Fq91BVFTH68QQ2y+ypKKGrnExxHUOgXGwmTPhwQfp07Mr6/eUAvDou+tZu7OY9XtKg+7vgr80iVQqknz5JeTldawNEXj+eRg3zp6YlFKqOU4W1gGt0GqPcUAVcEBEykXkWRHp7XZQwShY9ohsLNSK64REUR2vqCh4+GGuzInnz298zdrcYpIT4vjXqp38+Y2vuXRCjtsRdkgIpPFKKduUl8OgQR1vZ+hQ+Pxzq7rhwIEdb08ppXwpLHQ2iZw40aqiqNprA/Ak1rrITsBk4CpgmoicaozZ52JsQWd3cSWXBlkSOTAjkVdW2DYo7biQSiIBPvmE7yUmcnjKNB57dwO7iysRhBt/OCKk10OCJpFKRZYDB9pXndUX7zSzv/3NnvaUUqqpf/zDKuLlFKfWWkYIY8wPmhxaIiIfAYuB3wNX+7pOROYAc+bOnetwhMGjvqGB/LIqslKCL4ncln8AYwwSAsV18suqyEgKoSTSU1xnyuWXH00a7/7nVwzLTnY5sI7T6axKRZKXX4Yf/cietn7xC6voRX6+Pe0ppVRTK1ZYhbycsnYtXH65c+1HIGPMC0Au0DTBbHzOImPMmIAFFQTyy6pI7hpLbIyDf5/bISkhlvjYTuwrq2r95CAQciORZ5wBH310zKH5F48mLTEECgO1QpNIpSLJK69YU1rtkJwMP/sZPPWUPe0ppVRjDQ1w0UXO9hEXZ+3lpuyWC+g+kY0EW2XWxgaGUHGdfWWHyEgOjUqygLX857PPjjlUUX2E3y7+nAZjXArKHppEKhVJ/ud/7EsiAe66C266yb72lFLKq6zM2ts2Jsa5PiK4OqvDcgD9D9vIniCszOrlndIaCvLLqugdSiORUVFWZft1644e6tYlhsID1Wzea+PvYy7QJFKpSFJWBkkd2VO6iR494Isv4PXX7WtTKaXAqsyaluZsH4mJVh+HDzvbT4gTkWwRGSwiMY2O+VzUJSK/BLKANwIVXyjQkciOq6w5wpG6BhLjO7sdin+WLYMnnjjm0BlDMvhkU2hXhtbCOkpFioYGqKiwfmmyU10d3HyztVl3lH4vpZSySWoq3Huvs32IOLsPZRATkZ8DfT0vU4HOIrLA83qXMebvjU5/DpgE9MeaqgpwuYjMBt71HPNWZ70I2A7c7mD4IWd3cSXnjc52OwyfBmYksm1/8BfX8a6HDOYYfZo4EZ577phDE4Zk8M+VoVMV1xdNIpWKFMbAm2/aX6Ri4kRISIC337YSSaWUskP37oG5pyxaBFOnQk5o79nWDrOxEsPG7vQ8Lwf+TstWA1OBS7CSUAF2Av8P+KMxJrTn6tnIGENe8SGye3ZzOxSfkhJiievcyZoqGsTrDUNuKqvXqFHWlNbSUqueBDAgvTs3XzTS3bg6SIcNlIoU9fUwerT97YrADTfAv/5lf9tKqcj11FMQiC0g3noL1q93vp8gY4yZbIyRZh6Tmzk3t9GxT40xFxpjso0xXYwxccaYIcaYWzSBPFZxRQ2xMdF06+Lg+t4OGpge/FNa80OtqI5XTAwsXXrcdkUrNhfwrxAejdQkUqlIsWEDnHOOM21Pnx52VVpF5HIRWSMi1SJSICJPikibdz0XkWtEZLGIbBKRehFpsQybiJwuIq+LSJ6nz+0i8oSInNDxT6NUCCoqsqa0Oq1XL9gf2muTVHDbXVxJn57Bm/zkl1XxbV4Z9/xrDVf/ZTn5QbrdR35ZFemhtEdkY4MGwfbtxxxK7hbLW1/txoRolVZNIpWKFHYX1WksOtrab23BgtbPDQEicj3wLHAA+DXwODAdWCYibf1N4FbgQqAQ2NdKf+cAnwCDgUeA64DXgZ8BX4hIZjs+hlKhrbDQ+cI6oBValeP2BHFRHYCFS1ZzsKoWA+wpqWThktVuh+RTyE5nBas666xZxxw6MSOR2roGdhVVuhRUx+iaSKUiRXm5VU3VKf36wWOPWdPPMkM35xGRnsBdWOt9phlj6j3HV2Mldr8G/tCGpiYDu40xDSLyJla1wuZcD9QD3zPGFDeKZQPwBPAT4EH/P41SIWzIEOvhtOuu06JgylG7iyvpG8RJZF7JIbxjYcZYr4ORt7BOSDr1VGtGWGWltXURICJMG5ZJblEF/dKCc71sS/SuqVSkyMqCCy90rv0ePeCyy+CRR5zrIzAuAuKBh70JJIAx5g1gB3BZWxoxxuQaYxra2Gd3oAYoa3LcO4IZnD/RlXLSvHkwZYrz/XTqBLt3O9+PiljWHpHBmyRkpSTQuOBp7+TgS9SO1DdQWnmYtMQubofSPv/8p1XNvnt360v3xYsBuHLKICaf3Nvd2NpJk0ilIsWpp8KVVzrbx69/DVu2ONuH88Z6nlf4eG8lMFhE7P5K+T2gG/CsiIwQkUwR+T5wP7ARWGJzf0oFvyuvtCoaOm3DBvjlL53vR0WsYN4jEuCO6WPpk9KVKBESYjsxJNOhpS8dUFheTUq3WDpFh2DqsngxzJlj7UdrDOzaZb32JJJ/ff9b9gbp6G9LQvD/hFKqXR58EJ580tk+Bgywvm0L0UXiHt6vBPf6eG8vVhl7u782vAf4C/BjYC2Qh7X32g7gNGNMhc39KRX83nsPOgdgU3FdE6kcdLC6ltq6BlK6xbodSrMyesTzxNxJvLPgPP527RRWbStiW5BVat1XdoiMHsFbnKhF8+dDVZNiRVVV1nGgrr6BjzfmuxBYx+iaSKUixdatgVlftHcv/PSn8PHHrq4zEpEk4Dd+XPKQMaYUayorwGEf59R4nu2e61OPlaAuBf4NlALjsQrsLBGRHxpjjjS9SETmAHPmBmIbBKUCqaEBiouhZ0/n+9LqrMpBe4or6ZPSFWk8XzSIJcZ3ZubUQTz8znr+PPN7RAVJ3CG9HrK56fKe4xOGpPPE/21k+oTQ2qtWk0ilIkVZmbOFdbx694b8fOvb/eJiyM6Gu++GGTOc7/tYScDtfpz/PFby5v26MBaobnJOnOfZ7vrnzwDfA4YaY7xt/1tEtmGNUF4BHDeMbIxZBCyaN29eSA/9KnWcigoruQvESGTXrvDHP1qJqxbYUTYL9qmsvnx/ZB/eW7uHd9fs4bzR2W6HA4R4EpmdbU1h9XUcGJadTF29obLmCF3jgncv0ab0bqlUpIiPt34pc9oLL1ijkUVFPuf+B4qnsE1zG2n7emzzXOotZuOrxGwmYGhlyw5/iEg2MAN4q1EC6fWK53mSXf0pFRISEyEvLzB9icC110KQjLio8GLtERlaSWSUCNedO4xnPtxM+SFfk3ICL6STyLvvtn4Hayw+3joOREdF8ddrzgipBBI0iVQqcjz5JJx5pvP9zJ8PtbXHHms09z8EeDfIOt3He+OAzcYYOzd18iar0T7e69TkWanIsHMnvPRS4PqbOhU+/TRw/amIEex7RDZnQHp3pg7L5KkPNrkdChDie0TOmAGLFkHfvtaXVSkpViX7RjO0SisP85f3NrgYpP8CkkSKyOUiskZEqkWkQESeFJFUP66/RkQWi8gmEakXEZ9Tt8RymYgsEZFtIlIlIrtF5HURGWffJ1IqBN17L5SUON9PK3P/Q8BrWNNYrxWRo4mdiFwADACOGVIVkWwRGSwi7f0KcTPWmsiLPOs4G7vS8xycOz8r5ZQ1a2BJAIsS9+ih6yKVI0JxOqvXzycN5KsdxazfXepqHMYY8surSA/VJBKshDE315o2X1QE48cf83ZifGc++GYvRQebrqIJXo4nkSJyPfAscABrk+7HgenAMhFpa5mlW4ELgUJankYWC/wdGIRVEv86YBEwGlghIm3a302psPTAA8ePEDohu5n1E80dDzLGmCLgNuBUYKmIzBGR3wMvApuAB5tc8hzWNhzHTH8VkQtEZIGILAByPMcWeB7XNuqv1NNmBrBGRH4rIr8Qkb9jVW3djo/1kEqFtaIiSG3zd80dpxValQNqjtRTVnmY9B6hubdhQmwMc84awsNvr6euvq3bHtuvtPIwcTHRJMSG1nTPZlVVwbhxVv0Ij07RUZw2sBefbgqdL7McTSJFpCdwF9a36NOMMYuMMQuBS4GTsJLKtpgMJBpjJgLrWjivDphsjBlljFlgjHnKGHMXcApWwYz7RUSn8KrIY4xVWCcpAHs/tTL3PxQYY+4HZgLJwEPAXOBlYJIfU1kvBu70PAZ5jnlf39jk3JuAOVhflP0WeBg4A6uozunGmIPt/jBKhaJAJ5HjxllTzJSyUV5xJb17JBAdwgWbJp6UQUq3WP69aqdrMewvD+H1kL4kJMDFF8Nzzx1zeMKQdLbsC66tVVri9Dqbi7BK4T9sjKn3HjTGvCEiO4DLgD+01ogxJrctnRlj6oDlPo4XiMhy4EdAGhA6ab5SdqipsebhdwnAt6HeOf6//a01hbVPH7jnHjeqs3aIMeYZrKqprZ03uZnjV/LddNTW2jDAE56HUuqKKwK73+wVVwSuLxUxQrGoTlMiwi/PGcqv//Ypk07qTVpi4EdV95WGWRIJMGsWzJwJN998tKjXuIFpjBuY5nJgbef0VyNjPc8rfLy3EhgsIoH615UF1ALlAepPqeDRuTOsa2kQ32YzZlhVWadPt4pVhFgCqZRyWW1tYLYk8vrqK1i4MHD9qYgQqkV1mspMSeDCMf14/P1vXek/pCuzNuf00+Guu6w1kh4iwsothSEzpdXpJLK353mvj/f2AtLoHMeIyHlY65teMsbUNHPOHBH5wulYlHJFVRUcOhT4fl980RqJVEopf1xzDaxcGbj+jhyBd98NXH8qIuwuriQ7NfSTSIBLxg9ge8FBVm8rDHjf+WWHwi+JFIH/+i/45ptjDtc1NPDGFz72lAxCbZrO6qkY+Bs/2n3IUyzC+3/c1yYz3mTO0b8VIjIQq9jOXuC/mztPN+1WYe3rr+Gmm+CzzwLb7+uvQ2kpXHllYPtVSoW2wsLArons1UursyrbhXJl1qZiY6L55Tkn8+i7G3j8mhRiY3ztSuWM/PIqzuvR1lqcIaSkBCZPtpb+dO8OwNicNB5442sOVtXSPb6zu/G1oq1rIpOA2/1o93msQjbejbNjsUrmNxbneW66ubZtRKQ/8AHW5uDneqouKhV5yssDOzXMq7IS3n5bk0illH+KiiAtgGuDevWyvvAy5uj6JKU6or6hgf3lVWSlhE/yM23JVrgAACAASURBVDYnjQG99vDSp9u5fPKJAes3pPeIbEmvXjBlCrz8Mlx1FQBxMdGcckIqG/aUcfqgXi4H2LI2TWc1xuQaY8SPxzbPpd7tODJ9NJuJldy1tGVHu4lIP+BDoCtwljHmmxYvUCqcBaoya1NDhsDGjYHvVykV2ubNg549A9dfly5w8KAmkMo2+0qrSOkWR+dOgRuxC4QfndafFz/Zyrl3vcXVf1lOfpljY0EAVB2uo/pwHcldYx3txzWzZ8NTTx1z6NYfjQz6BBKcr866Gqts/enAtibvjQM2+1Euv81EpC9WApkInGmMWWN3H0qFlBEjAjs1zGvQIGuaRn09RIfXD1KllINuuy3wfb78MkydGtgRUBW2wqWoTlMPvvkNDZ6FX3tKKlm4ZDVPzJ3kWH/5ZVX0SopHwvULnnPOsYofNpoF8dG3+fzlvQ1UVB+hT8+uXDohhylDfY3HucvpwjqvYU1jvVZEjv4GKSIXAAOAxY1PFpFsERksIu3eTdSTQC4DegBnG2O+bG9bSoWNYcPg+98PfL/x8dacf00glVJttXUrnHFG4Pt97DGdOaFskV9Wxf++9Q2rthYGZLQukPJKvivSZ8yxr52wvzxMp7J6deoE3/serFoFwIfr9/LMh5vp3SOB688fzrxzTuaZDzfz4XpfNUrd5WgS6VmDeBtWZdSlngqovwdeBDYBDza55DlgI02mv4rIBSKyQEQWADmeYws8j2sbndcNawSyn6etQSJyWZNH8I8PK2W3m2+GRx5xp+///Ac2bHCnb6VU6CkoOKbsfcCkp2txHWWLhUtWU15Vi+G70bpwkZWScMysb6fXfO4rO0RGcvisK/UpPx8uvBBqa3nxk21cf8FwfnBKXz7bXMDIfj25/oLhvPhJ0wmd7nN6OivGmPtFpAS4HngIOAi8DNzix1TWi4GmOwHf6XneBXh/O04B+nv+fF0zbU0BCtrYr1LhobjYmlrqhnfftRaPn3yyO/0rpUJLoCuzemmFVmWTQI/WBdId08eycMlq8koqiRLh95eMcbS//LIq+qZ2c7QP1w0caP2O9uab7CmOZWifZGrS63n6P5uoratnaJ9k9hTbvvqvw5yezgqAMeYZY8wIY0ycMSbNGDPLGHPcRjPGmMmewjy5TY5f2UIRn36NzmtLAaBljn9gpYKNW4V1QIvrKKX807kzjB4d+H6vuw4uuijw/aqw03h0TsT50bpAyugRzxNzJ/H2/PNIT4qnvKrW0f7yy6rISArj6axes2fD00/Tp2dX1u8ppWtcDM9eN4XOnaJZv6eUPkG4vjYgSaRSymUDB0Lfvu70rUmkUsof558PCxcGvt/MTGt9klIdNO/7JxEdJUSJ0CelK3dMH+t2SLYTEaYNz+Q/3zi7Vi+/rIqMcF4T6fWTn8Bdd3HphBz+/MbXrM0tprL6CH/81xr+/MbXXDohx+0Ij6N3S6Uiwb33utf36NHw+OPu9a+UCi3PPmt96TV5cmD7/fBDq7jO228Htl8VdioP1zE2J83xqZ5umzo0k189/SnXnH0SMdH2j0vVNzRQfLCGXkldbG876MTHQ0YGU7ZtgymDeOzdDewprkREuHLKoIiszqqUCgbXXGNVSXVDfLw1Pe1Q+KwJUUo56N13Ya8LlQi1sI6ySW5hBf1Sg2/6od3Se8STlZLA6m3HrVCzReGBGnp0jQ27vTablZsLV1zBlJN7s+gXk3hnwQ+4+LQTOOjwlOH20iRSqUiwZIm722zMnQsrV7rXv1IqdBQVuVNYJz3dqgyrVAflFlbQP62722EExJnDsxyb0rqv7BDpkTAK6XXqqRAXBx99dPTQWcMz+WJ7EcYYFwPzTZNIpcJdfT1UVkJ3F3+g6bpIpVRbuZVEpqXBFU0LwSvlv9zCCvqlhXlFUY8zhmTw5Y5iKmuO2N72/rIqevcIn6JErRKxCuw89dTRQ9mp3Xj06glI431VgoQmkUqFuwMHrAQyysV/7ppEKqXa6uOPYdiwwPfbuTP84Q+B71eFlcNH6ik8WB1WFVlb0q1LDKP69+Sjb/Ntbztiiuo0NnPmcfeh/LIqXvh4q0sBNU+TSKXCXXKy++t8zj4bzjnH3RiUUsHPGGtNpFvT7887D7791p2+VVjYXVxJZnICnRwoNBOszhzmTJXWfZGYRCYlQXU1fPLJd4cSYnllxY6gWxsZOX/DlYpUBQWwdKm7MQwZAj/4gbsxKKWCX3k5XH21Na3LDTU1sG+fO32rsBBJU1m9xg5MY1dRBfvLq2xtNyJHIgGeeAKmTbNmkPXrR9d/vsypOWks2xBc9yZNIpUKd998A/ff724MxlhFKw4ccDcOpVRwKyqy1ia6RSu0qg7aWXiQfqmRlUTGREdxxkkZto5GGmPYX1ZFRiStiQRYvBgefRRqa63fnXbtgjlzuGTX53y9q9Tt6I6hSaRS4a68HHr0cDcGEcjO1nWRSqmWuVVUx2voUHfXjweQiNwqIq+IyA4RMSKS2852LheRNSJSLSIFIvKkiLj4P9FduUWVETcSCTDNM6XVriqiB6pqiYoSunWJsaW9kDF/PlQ1GdGtqqL/g/cw/+JR7sTUjMi4UyoVycrK3E8iQYvrKKVaN2AA3HmnO30vXgyLFsFll0G/ftbr8PYHYCqwHShrTwMicj3wLHAA+DXwODAdWCYiETaEZMktPEj/CEwiT8rqQV2DYWu+PTOOInYq6+7dPg/Lnj1s2FPGvz/fGeCAmqdJpFLhbto0uPZat6OwiuskROTvFEqptkpMhDPOCHy/ixfDnDnW1LFGU8jCPJEcYIxJMcacBfi92EpEegJ3AauBacaYRcaYhcClwElYSWVEOVhdS/XhetISI2hvQw8RYerQTD6waUprxCaR2dnNHk9K6MxLn26nrr4hsDE1Q5NIpcJdSgoMGuR2FPDzn8NPf+p2FEqpYPbAA/C73wW+32amkDF/fuBjCRBjzI4ONnEREA88bIypb9TuG8AO4LIOtg9YycTVf1nOuXe9zdV/WU5+mb3FW+y0q7CCvmldg3JPv0CYNiyTZRv22ZLkRGwSeffdEN/kc3fpAnffTVZKVzJ6xPPF9iJ3YmtCk0ilwt0tt8DTT7sdhVUl9pJL3I5CKRXMCgvdWRPZzBSyZo8rgLGe5xU+3lsJDBaRrh3tZOGS1ewpqaTBGPaUVLJwyeqONumYnYUV9E/r7nYYrslMSSAjKZ6vdhR3uK38sip6R2ISOWOGNa2+b1+rnkRCApx7rnUcOHtkFpv3lbscpEWTSKXCXbCsiUxOhtdes0roK6WUL24V1mlhCplqVm/Ps6/5i3sBaXROu+WVHMJbq8UY63Ww2llYQb/UDufNIW3qMHumtO4rO0R6JCaRYCWMubnQ0ABr11rT6xus0d1zRvbhislBMLsMTSKVCn/l5dbmtW6LiYH+/WHLFrcjUUoFqzFj4KSTAt+vrylk8fHWcdUc73+wwz7eq2lyzjFEZI6IfNGWTrJSEo5uGyqe18FqV1EF/SJ4JBJg0sm9WbWtkEOHj3SoHWskMnj/XwdMTg6sWnW0arSIsGz9Pv5vXZ7LgWkSqVT4mzrVugkFg1GjIM/9G59SKkjdcAOMHh34fptOIUtLs157ppApn7yLE2N9vBfX5JxjeIrwjGlLJ3dMH0uflK6IQFxMNHdMH9v6RS4wxpBbWBGR23s0lhjfmeF9U/h0U/v3W605Uk9F9RFSusW1fnIkqK+HM8+EUmufyG7xMby6yv0qrZpEKhXubr4ZTjzR7SgsL7wA553ndhRKqWB1/vlQUuJO394pZP/5D5xwgiaQrfNWdM308V4mYGhH1demMnrE88TcSfz75u8THS3ExUR3tElHFB2sITYmmsT4zm6H4rppwzL54Ov2T2ndX1ZFr6QuREdFZoGi48TEWF9w/fnPAIzs15Pyqlp2FBx0NSxNIpUKd9OmWesig8G2bfDcc25HoZQKRsbA++9DV5fXlI0ZA19/DYd9zdJUjXgr3Jzu471xwGZjTKVdnXXp3InTB6Xzn/X2bCFhNx2F/M5pJ6axbf9Big5Wt+v6iK3M2pIFC+Cxx6CkhOgo4bxR2Wzfr0mkUsopxsDHHx+/1sctBw7A/fe7HYVSKhgdOGCVso/1NTsygLp2tZYArFvnbhxBRESyRWSwiMQ0OvwaUA1cKyLRjc69ABgA2L7J5tkjsnh/bR7GW2kniOzUJPKozp2imTAknQ/Xt28gOr/skCaRTfXvDzfeCHutL1FmTBzIWSOyXA1Jk0ilwll1NXTq5P4vZV6DB8PWrdb8fqWUaqy8HAYOdDsKy7PPBsf+ug4SkZ+LyAIRWQCkAone1yLy8yanPwdspNHUVWNMEXAbcCqw1FMs5/fAi8Am4EG7Yx6anUzNkTq2uTwC40tu4UH6pWoS6XWmZ0prexL+/PIqMrSozvFuvRWGDIFDVoXilz7dxuptha6Fo0mkUuGssjJ41kOCtd9Raqq17kgppRrr1w++aFPBTuedeCLs2eN2FE6bDdzpeaQBSY1ez25LA8aY+4GZQDLwEDAXeBmYZOdUVq8oEc4a0Yf31wXf/5vcokr660jkUSdnJ1NVW8eOggq/r43YPSLb4vbb4c47Aege35l3vnJvL1tNIpUKZ2lp1h5DweQ//4E+fdyOolUicrmIrBGRahEpEJEnRaRNG9iJSKaI3Coiy0UkX0QOicgGEfmTiKQ0c01vEXlORIo8fX4hIj+x91MpFcS++Qb+9S+3o7Ds3AkXXeR2FI4yxkw2xkgzj8nNnJvro51njDEjjDFxxpg0Y8wsY4xjwyNnDs9k2fp91NYFz4yWuvoG9pZUkq0jkUdFiTB1aG8++Mb/iuz5pVWkJ2kS6dPcufDEE1BYyMSTMlibW0L5IXfWb3dypVelVGBs3w7Ll8OsWW5H8p2YGCuuIUPcjqRZInL9/2/v3uOjqs79j3+ecAshgJCgBBIICGgqF7VFhGIRbz1eaD21HkHUqq2cSrGFcvqyF6WK0vrTKlYtWtTW1iJYa20PivZURVpUEKsIqAgqgRBSQkICCSFokvX7Y09CEifJTDKTvTP5vl+veQ1Zs/beTxhYyTN7rWcB9wBrgO8BmcD3gYlmdppzrqXdrqcBtwDPAXcBZXhTvuYCl4XOUVf/3Mz6A2vx7gbcA+wGLgf+aGbXOud+G8NvTyRwVm/JZ/cdv2PAB5v5c2EaMyaPYOrocEU/vb7L135IXlE5Wempcek7pH8Kv9pbSNeiIkhPb9N5JbYGHpPCsOP6sH57IWfkZPgdDgD5+w+R1ic5sJVj/XL2mMHc+If1fPPsnIgrrVbXOPYeOKw1kU3JyoLp0+Guu+h1112cOy6TnfvKOaZX+y9bUhIpksjee8/7ZD9ISeTzz8P69fCb3/gdSVhmlg7cjld58GznXHWofQPwv3hJ5c9aOM0/gaH1E0XgYTNbDzwM/E/oUeuHwDDgK865laHrPQq8DvzCzJ6KxdSwgpIKFqzYwO7iQ2Sm9WLh9PFN/qAOQt+gxJHIfYMQx+ot+Tz60la+WrqfAyl9OHykikdf2grwmcRs9ZZ8Hlv9AfOmjWV0Vn+25O1n8cpNcem79b6R1PxxFWNnX9Xq80p8nDs2k7+/szswSWRuYRnDdBfyM4YM6E1a72Q25hbx+eERTeShuKySPind6KGEvGk//rFX7R64/ssn+RaGprOKJLLSUjjmGL+jaCgnB95/3+8omnMxkALcX5tAAoSSu4+BK1o6gXPu3UYJZK0nQ8+jG7VfDnxUm0CGzlEN3I+31igmm2suWLGBvOJyapwjr7icBSs2BLpvUOJI5L5BiGP52g8xoGtJMaUpfdlXVomF2sP1nTdtLCdnp9O1SxInZ6czb9rYuPRNvunH/Glv+HgjPa/Exxk5A3k3bz/7yyv9DgWo3d6jj99hBNL44wew6E9vcf7tq7juwTUUlFQ0239PySEV1WnJ4MHeVkQvvwzAD37/Olc/sJrzb3+OWQ+tYXU7bYOjO5EiiaykBPr18zuKhmqTSOfAArmR8PjQ8+thXlsHzDCz1FbeGaytx133q6mZZeBVPAxXDn9dvZj+2IrrNbC7+BC1hfKcg11F5Xz5tudaPC4IfYMSRyL39TuOP036GlVduuAcFB70koPtBQcAmPPI2rp+7+wo5uTsdGYsfpH95Q3XAt377Caef/to0ZWMY1JYt20vP33yaMGe2lGncSyjs/qzYMUG1m+vXc6XTE8Hq97axS+f23z0ePPO++XbnuOKL43kyimjGJ3Vn7yimNeRkSYkd+/KF08cyEub87l04vF+h8OOwjLOHqO70OH8470CDh2pAiCvqJybV7zBI9ef2WT/gpIKMrQesmUHDsCll/Lq0y/y0d6DnJKdziPXT2nXmRFKIkUS2eWXB2/D7AED4J57vG0+ugZyCBoUeg73UV4+3u+gg4BtrTj3raHn30VxPahXVr8tMtN6kVdcXpe/Z6Wl8vD1U8L2ve7BNb73DUocidw3CHHMemgNh49Usc/S6/oO6J1Mzx5dGZnRF4C/3XxhXd9xw7zaVMvnnQPAxtwilrzwLgBzLxrL3IvG1vUtKK3g9FHH1R1fv29tW23fLXn7WTh9fF3b5re3MXzyF+h1SykXnDqkQd+C0ooGx2/J209WemqTf8cSe+eOy+L+VZv5+unDMZ8/kMzdV8ZQVWYNa0+9O48OyCs6xKKn32LiqOMYP+JYevfs1qB/wf4KrYeMxKBBcOWVHL7tZ3xn8WJ+/ff3OXSkqm5mxJIX3o17Etku01nbUuUwdPx/m9kyM9tqZtVmFvGmM2Y228xc6PHZ1fEiiay01CtkEzRXXQVVVXG9hJkdY2a3RPHoHzq09qdXuOy7slGfaOKZD1wKLHXOvVzvpVZfL7QvW8R7IiycPp6stFSSzMhKS23wC3MQ+wYljkTuG4Q4ZkwegcNLHC307ELt4fouXrmJjblFVFXXsDG3iMUrN8Wl7y/W7iapXz/Ytq3V55X4GZ3Vj0+qauruVvul8pMq9pdVMri/Ep9wMtN61U06MoPM/r34/PB01ry7h6vue5kbH1/HM+t38O/SCgpKKlj55k4e/8e2iKa+dno33sj4df/HlMEpXHxaNruLvdkQ7TUzwlqzCWhUF2hY5fAJjlY53AlEUuUQM8sF0oC38YpPZDrnWvzYycwG4W2OmwSkAgOcc0XNHTN79mwHsGTJkpZOLxJ8V18NU6bANdf4HUlD3/42jB0Ls2e39gyR/P/PBnZEcc6RzrkPzWwlcBGQ4pw73OicdwI/AE5wzkV8J9LMvgUsBVYB/+mc+7Tea58H3gTudM7d2Oi4FOAQsNw5d3lT59e4JR1de1RcbVXfn/0AzjvPG0tbed56Ajl/309tHbue+Od29pcfYc75jZeZt5+t+aXcv2ozv7ruDN9iCLLmCmxVflrNWx/v4/UP9rJ+eyEVR6r4tLoGiGwWhcD8O5/hhu57yb73DtyuXVQOHMS/f3ATP++Zw9Jvx+TvrslxK65zyWJU5RDgTGCXc67GzJ7l6LqilvwKrxDGFiIohiGScIJYWAfghBPiXlwntJ9Za35p2xN6Hgw0rpQxGG9Gzh4iZGbX4iWQ/wdcUj+BDHO9xmrb2meVvIhPpo4eHPHUq3bte9llkPTZSVvRnFfi55yxmXzn4X8y69wcunf1p5rnzn1lDFVl1iZl9EtpMhFM7taFSScMZNIJA6mucVz0s1V1rznnreOX5l3r8smcPxdqqjGgZ0E+GTfO5XsLfwHENwGP93TWNlc5DPXPdc7VRHNhM/tP4CvAfwPB2ZFWpD0FsbAOBL1Ca20JyYlhXpsAfBBpUR0zuwZvS48XgYudc5+ZsuqcK8BLEk8Pc4ratoinrIpIDH31qzBtmt9RSBOO7duT4QP7sG5bYcud42RHYRnDtB6yzbokGZlpqQ2nvqapSmtLTnrwF3StaZjmJH96hOx7fx73a8c7iWypyuGJZhbzlehm1gd4APi1c+6NWJ9fpMO45hoYNcrvKD5r7FivPHUw/RU4DMwxs7qPts1sGnA8jaqomtkQMzvRzLo1ar8aeARYDXzVOddcLfrlwPGha9Qe3wW4ASjFmwYrIu2tpgbGjYNDuiMSVOeNzeTv7+S13DFOdhQeJFtJZExEu55bgF27wjanFBZQE+cli/EujRjPKofN+X94CfKPYnxekY6l0TqewBg0CO64w+8ownLO7TOzm4FfAC+a2XK8aaXzga3AvY0O+T3enJFhQC6AmX0FeBQ4iLc35CWNqgeWO+f+Uu/rO/CK7jxhZvfgjY8z8D6I+5ZzriyW36OIRCgpCXr2hH/9C770Jb+jkTC+mJPBkr+9R3FZJWm9k9v9+t4ekUoiY6G5qa/ShCFDYOfOzzRbWhp5BSUUH6nhlGHxqSsa0Z3IoFU5bCHWSXhTWL/vnIu4ZFe0VQ5FOoSsLCgLaP5x7bXw9tt+RxGWc+5u4BqgP3AfcD3ePo1TIpzKeire+HoM3nrIxxs9GiSizrli4IvAX4DvhK7ZF5junHs0Bt+SiLTWhAmwfr3fUUgTkrt1YXKOt2dkeys9dISq6hrSfUheRQBYtAhSGqVSPXrAgAFknHoS78y9uWEF42XLIDvb+4AsO9v7upUivRN5DPDTKM77B2A/UFubtwfe9LD6av/Hxax+r5l1J7T+yDm3PJpjnXNLgaW1lcJEOryqKigogF4BXVNw5Ahs2gSnnOJ3JGE55x4DHoug35lh2m4BbonyevnAldEcIyLtYOpU2LLF7yikGeeNy+TeZzdz6cT23TPSuwvZx/d9KqUTmznTe/7JT7yprUOGeInlzJl027yZiX9/jQUrNvBQ5dv0dZ96r1WEUq+dO2HWrIbniUJESWRQqhxG4DvAicB8M6u/YVPtPINhZtbHOfdxDK8pEkwHDkDfvmErCwZCTg68957fUYiINO/ii72HBNbnMvtRVVPDB3sOcOLg9qtIvqOwjOwBMS/tIRKdmTPDJ4FjxnDCmDFc9dZOKv+0lr533g7VjWqNVlR4CWgrksh4/3YZsyqHERqK9z09D2yv9/ha6PU3gE0xvJ5IcH3yCZx1lt9RNG3cODjceIKCiEgAzZkDe2L5mbfEkplxrg8FdnL3eXciRYLs/FOHMmDRT3E1TWx00URxnpbEO4mMSZXDKPwWrzhF48crodevRftFSmeRkQFPPeV3FE2bNg3uu8/vKEREWpabC6+HKzQvQXHO2EzWvFfAJ1Xtt6tbrrb3kA7CgJL+x4Z97fDAQWHbWxLXJNI5tw+4GTgNr8rhLDO7Fa+cfVNVDt+n0abbZjbNzG4ys5uAEaG2m0KPOfWu945z7k+NH0Bt2aKVjSoiiiSut9+GO+/0O4rmzZ/vrY0UEQmy009XcZ2AO7ZvT0Zm9OW1D/a2y/VqnGPnvjKGDlASKcFnZjw97Vsc6d6jQXtNz54s+4+rW3XOuC+WikGVQ4BLgNtCjxNCbbVf/09MAxZJFNu3w4YNLffz07PPenGKiATZhAlaw90BeFNad7fLtQpLD9MruRu9e7Z28pxI+/rz8ROpfujXHM4YDGYwdCju10t5eni4VYcta5eKG865x5xz45xzyc65Y51z1zrnCsP0O9M5Z6FCPvXbrw61h3tkR3D92uOLYvddiQRcSQkc034FBlrlc5+DrVv9jkJEpHlnnw0rV/odhbRg0okD2ZpfStHBypY7t9EOTWWVDiYrPZVtUy+k557dUFMDublsPuM/yEpvXXGogJZtFJE2Ky2Ffv38jqJ5OTnw/vt+RyEi0rykJG8/tY8+8jsSaUZJ+RHAccUvX+K6B9dQUBKzXeQ+Y0fhQbI1lVU6kBmTR7B45SY25hZRVV3DxtwiFq/cxIzJI1o+OIxI94kUkY5m/nz49FO/o2jejTdC9+5+RyEi0rKXX4bycjj+eL8jkSYsWLGBQ5VVOCCvuJwFKzbw8PVT4nKtnfvKGT9iQFzOLRIPU0d7JWeWvPAueUXlZKWncvXUE+rao6UkUiRRvfEGDBwIw4f7HUnTunWDl16Ciy7yOxIRkeZNmOBVaP32t/2ORJqwu/gQLvRn57yv42VH4UH+a1KAf76KhDF19OBWJ42NaTqrSKK67z4vkQyy6mq47DJvbr6ISJCpQmvgZab1wuzo14P7p8TlOp9W11BQUtHqtWQiiUBJpEii6giFdXr3hv79YefOlvuKiPhp9GhYtcrvKKQZC6ePJystlSQzUrp3YcLI8PvitdXuonKO69uT7l27tNxZJEFpOqtIouoIhXXAK66zdSsMG+Z3JCIiTevSBQ4ehB07NF4FVEa/lLo1kPnFh5j721f5ry+OoG9KbNfe7ygsI/vYPjE9p0hHozuRIolq4UIYNcrvKFp2660wZozfUYiItOyJJ+APf/A7ConA4LReTDlpEMvXfhjzc+cWlpGt7T2kk1MSKZKoTjst+NNZAcaPV4VWEekYJkyAdev8jkIiNPOMkby4aTf/jvFWH7n7tEekiJJIkUTkHBx7bPC3+ABYuxa+9jW/oxARaVltcR3nWu4rvuuX2oOLx2fz2CsfxPS8uhMpoiRSJDEdOuTd3esId/hycuD99/VLmYgE36BB8MgjXmVp6RAumTicd3KL2V5wICbnO3TkU0orPmHgMfGp/CrSUSiJFElEJSUdo6gOeHdMnYN9+/yORESkZeee642x0iH07N6Vy88YyaMvbY3J+XbuK2doeipdkqzlziIJTEmkSCLq2hWuuMLvKCLzxBNeEjlwIGRnw7JlfkckItK0hx7yCpdJh3H+KVnsO3CYf33U9g8rNZVVxKMkUiQRZWTAHXf4HUXLli2DWbO87Uic8/aLnDVLiaSIBNeECd66SOkwunZJ4uqzTuDRl7ZS08alEzsKDyqJFEFJpEhiWr0afvhDv6No2U9+AhWNquZVVHjtIiJBdOqpsGULVFb6HYlEYfKJA+neNYnVm/PbdB7dzDOeiAAACw1JREFUiRTxKIkUSUS7dsGePX5H0bJdu6JrFxHxW0oKLFoEhw/7HUmbmFmSmc0zs61mVmlmeWZ2t5n1ivB418SjPN6xt4aZ8c1zcvjdK9v4pKp1hZGcc+QWansPEYCufgcgInFQUtIx9ogcMsSbwhquXUQkqObNg5oav6Noq8XAd4FngLuBnNDXp5jZOc65SL7BfwJLG7UFdm+pMUP6M+zY3qx8cyeXnD486uP3lx8BoF+vHrEOTaTD0Z1IkURUXe2tiwy6RYu8T/Xrq/2UX0QkqP7yF7jySr+jaDUzOwm4Afizc+5rzrmHnXPfB74PTAWmR3iqj51zf2j0eDJeccfCtWefyJOvfkR5ZfS5bu4+byqrmSqziiiJFElE8+fDj37kdxQtmzkTli6FoUPBzHteutRrFxEJqpwceO01v6NoixmAAfc2an8YqAAiLu9tZt3NLDWGscXV0AG9mTjqOJ589aOoj/WmsvaJQ1QiHY+SSJFE9PTT8O67fkcRmZkzITfXmxqWm6sEUkSCb+RIr6r03r1+R9Ja44Ea4I36jc65SmBj6PVIfB0v6Swzs0Izu9/M+sY00ji4csoonn97F4UHIl/XWlBSwbJ/bOd/38zlugfXUFBS0fJBIglMayJFEszqLfn0v/Ue/jLmLPLPOIcZk0cwdfTgJvsuX/sheUXlZKWnBr6viEggLF/uffCVkeGt4V60qKN9ADYIKHLOHQnzWj4wycy6O+c+aeYcbwBPAR8CfYALgDnAFDOb5JwLZIEdgPQ+yVxw6hAeX7ON+V8Z12zfGuco2F/BDx5/nUNHqgDIKy5nwYoNPHz9lPYIVySQlES2UkFJBQtWbGB38SEy03qxcPp4MvqldLq+QYkjkftG03/1lnwefWkrNx0qoyw5lcNHqnj0pa0An0nMVm/J57HVHzBv2lhGZ/VnS95+Fq/cFNi+IiKBULu/be32RLX720JHSiRTgHAJJEBlvT5NJpHOuQmNmn5vZpuARcD3Qs9hmdksYNb1118fccCxdtmk4/nGA6u5+oHV7C09TGZaL2697AskJRnb9xxgW8EBtu0pZXvBAVKTu1FcdvSvyznYXXzIt9hFgkDTWVtpwYoN5BWXU+Nc3SdSnbFvUOJI5L7R9F++9kMM6FF+kPLkXuwrq8RC7eH6zps2lpOz0+naJYmTs9OZN21sYPuKiARCYuxvWwE0VWI0uV6faN2Fl3he2Fwn59xS59wXWnH+mOmV3I2uSUZBSQU1zrGrqJxvLnmFeb99jRc37Sa5Wxe+PnE4v/nOmfz+u2cxJD2V2no6ZpCZFtFOKCIJy5xzfscQKLNnz3YAS5Ysabbf+bevokZ/dxJQQ/fmUtA/g0+6Hf0d4YFvTQZgziNr69ounzyCb0w9gRmLX6wrXQ7wt5sv5N5nN/H823l1bb+/YSo7Csv46ZNv1rUZ8MLNF/Ll255rcP3nfnw+C5/6F+u3F9a1JRnccMEYfvnc5qPHG/xuzlSuun81V3xpJFdOGUVVdQ3Tfv48z9/U7O8gKo1XT6TjlojEQFKSdyuqMbOWtv0IzLhlZn8DzgFSGk9pNbNXgVHOuQGtPPcO4FPn3KiW+vo9djX+XS7JaPJnT7QziEQSRJPjlqaztlJmWi/yistxzvu5kZWW2uTc+OseXJOwfYMSRyL3jab/rIfWcPhIFbssu67vgN7J9OzRlZEZXq2Dv918YV3fccPSAFg+7xwANuYWseQFryDP3IvGMveisXV9C0orOH3UcXXH1+9b21bbd0vefhZOP1qXobbvBacO4YJThzToW1Ba0eD4LXn7yUrvMIX+RKSzSYz9bTcA5wGn4e31CICZJQMnA/9ozUlDx2cC62IQY9w1/l0uM63pnz0Z/VK0BlKkHk1nbaWF08eTlZZKkhlZaakNfmHuTH2DEkci942m/4zJI3B4iaOFnl2oPVzfxSs3sTG3iKrqGjbmFrF45abA9hURCYTE2N/2ScABcxu1X4e3FnJZbYOZHW9mJ9bvZGZpTZz3NrwbFCtjF2r8RPuzWESO0nTWRvyeWiHSVkGootoO1VkDMy0sCDRuibSzZcu8NZC7dkVTnTVQ45aZ3Y9XTfUZYBWQA3wXeBU4yzlXE+qXCwx1zlm9YxcDpwOrgV1AKl511qnAemCqc67F/TM0dokEnqazinQWU0cPjriyaUfrKyISCDNndqRKrE2ZC+QCs/AK4RQB9wMLahPIZrwCfA74BpAGVAPbgZ8A94T2mxSRBKYkUkRERKSTcc5VA3eHHs31yw7T9lfgr/GJTEQ6Aq2JFBERERERkYgpiRQREREREZGIaTprE2bPnu13CCLSNLdkyZJAFakIAo1bIoGmcasJGrtEAqvJcUt3IkVERERERCRi2uKjjczsTefcF/yOQ6Kn9046K/3b77j03klnpX/7HZvev8SjO5EiIiIiIiISMSWRIiIiIiIiEjElkW231O8ApNX03klnpX/7HZfeO+ms9G+/Y9P7l2C0JlJEREREREQipjuRIiIiIiIiEjElkSIiIiIiIhIxJZFRMrMkM5tnZlvNrNLM8szsbjPr5XdscpSZ/cjMnjKzj83MmVluC/0nmNmLZlZmZgfN7AUzO7mdwhWJO41dwadxS6QhjVvBp3Gr89KayCiZ2S+B7wLPAM8DOcANwD+Bc5xzNT6GJyFm5oD9wFvA54GDzrnsJvqeDrwC5AMPhJrnAMcCk5xzm+Mdr0i8aewKPo1bIg1p3Ao+jVudl5LIKJjZScBm4Bnn3CX12m8A7gNmOuee8Cs+OcrMhjvnPg79eQuQ2syg9gZwIpDjnMsPtQ0G3gfWOefOa5+oReJDY1fHoHFL5CiNWx2Dxq3OS9NZozMDMODeRu0PAxXAFe0ekYRVO6C1xMxGAOOBp2oHtNDx+cBTwDlmNjA+UYq0G41dHYDGLZEGNG51ABq3Oi8lkdEZD9QAb9RvdM5VAhtDr0vHUvuevR7mtXV4P8A+337hiMSFxq7EonFLOgONW4lF41aCURIZnUFAkXPuSJjX8oF0M+vezjFJ2wwKPeeHea22bXA7xSISLxq7EovGLekMNG4lFo1bCUZJZHRSgHCDGUBlvT7ScdS+X+HeV72nkig0diUWjVvSGWjcSiwatxKMksjoVAA9mngtuV4f6Thq369w76veU0kUGrsSi8Yt6Qw0biUWjVsJRklkdPbgTZ8I9x9gMN60i0/aOSZpmz2h53BTKGrbwk29EOlINHYlFo1b0hlo3EosGrcSjJLI6GzA+zs7rX6jmSUDJwNv+hGUtMmG0PPEMK+dDjjgX+0XjkhcaOxKLBq3pDPQuJVYNG4lGCWR0XkS7x/53Ebt1+HN417W7hFJmzjnPsT7QXSpmdUu+ib050uBl51z//YrPpEY0diVQDRuSSehcSuBaNxKPOac8zuGDsXM7gfmAM8Aq4Ac4LvAq8BZzrkaH8OTEDO7Ehga+vIGoDtwd+jrnc65x+v1nQSsBnYD99c75jjgi865d9olaJE40tgVfBq3RBrSuBV8Grc6LyWRUTKzLnifis0CsoEivE/LFjjnyn0MTeoxs1eAKU28vMY5d2aj/hOB24EJeJ98vgb8yDn3VhzDFGk3GruCT+OWSEMat4JP41bnpSRSREREREREIqY1kSIiIiIiIhIxJZEiIiIiIiISMSWRIiIiIiIiEjElkSIiIiIiIhIxJZEiIiIiIiISMSWRIiIiIiIiEjElkSIiIiIiIhIxJZEiIiIiIiISMSWRIiIiIiIiEjElkSIiIiIiIhKx/w8s556HhF+lQAAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1080x1152 with 12 Axes>" ] @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ diff --git a/VAE/01-VAE-with-MNIST.ipynb b/VAE/01-VAE-with-MNIST.ipynb index 576132a..3886aaf 100644 --- a/VAE/01-VAE-with-MNIST.ipynb +++ b/VAE/01-VAE-with-MNIST.ipynb @@ -34,9 +34,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "FIDLE 2020 - Variational AutoEncoder (VAE)\n", + "TensorFlow version : 2.0.0\n", + "VAE version : 1.28\n" + ] + } + ], "source": [ "import numpy as np\n", "import sys, importlib\n", @@ -59,9 +70,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset loaded.\n", + "Normalized.\n", + "Reshaped to (60000, 28, 28, 1)\n" + ] + } + ], "source": [ "(x_train, y_train), (x_test, y_test) = Loader_MNIST.load()" ] @@ -75,9 +96,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized.\n", + "Outputs will be in : ./run/MNIST.001\n", + "Config saved in : ./run/MNIST.001/models/vae_config.json\n" + ] + } + ], "source": [ "tag = 'MNIST.001'\n", "\n", @@ -115,9 +146,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Compiled.\n" + ] + } + ], "source": [ "r_loss_factor = 1000\n", "\n", @@ -133,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -147,7 +186,17 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 60000 samples, validate on 10000 samples\n", + "Epoch 1/100\n", + "14000/60000 [======>.......................] - ETA: 36s - loss: 84.9552 - vae_r_loss: 83.5373 - vae_kl_loss: 1.4178" + ] + } + ], "source": [ "vae.train(x_train,\n", " x_test,\n", -- GitLab