diff --git a/plots/total_keyword_counts_significant.png b/plots/total_keyword_counts_significant.png
new file mode 100644
index 0000000..40a41ba
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diff --git a/plots/total_keywords_pie.png b/plots/total_keywords_pie.png
new file mode 100644
index 0000000..a392b56
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diff --git a/plots/total_keywords_pie_significant.png b/plots/total_keywords_pie_significant.png
new file mode 100644
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diff --git a/root_word_frequency_plot.ipynb b/root_word_frequency_plot.ipynb
index 23ee485..d6132d3 100644
--- a/root_word_frequency_plot.ipynb
+++ b/root_word_frequency_plot.ipynb
@@ -1545,6 +1545,214 @@
"# Determine Importance of individual words"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "root\n",
+ "challeng 0\n",
+ "SDG 0\n",
+ "ESG 2\n",
+ "recycling 33\n",
+ "reduc 152\n",
+ "planet 11\n",
+ "CSR 2\n",
+ "sustainab 252\n",
+ "clean 169\n",
+ "methanol 25\n",
+ "future 119\n",
+ "garbage 10\n",
+ "responsib 41\n",
+ "carb 305\n",
+ "chang 187\n",
+ "ocean 246\n",
+ "plastic 64\n",
+ "neutral 60\n",
+ "environment 95\n",
+ "green 114\n",
+ "sulphur 10\n",
+ "emissions 84\n",
+ "zero 82\n",
+ "climate 109\n",
+ "eco 414\n",
+ "mission 283\n",
+ "CO2 8\n",
+ "bio 11\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "419868feb4de4e938177d11392a8e26b",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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egEcffZT58+fz2muvkZqaitls5rrrriuVgj75HMfPc/wcQoiqkRksIU5y3333kZmZyc0338zff//Njh07+OWXX7j99ttxu92sWLGCsWPHsmrVKtLS0pg9ezZHjhyhZcuW3nM4HA5GjBjBU089xddff43ZbGb48OFs3bqVVq1acc899zBnzhzeffddVq9eTYsWLfB4PGRmZpZoCJqVlVWiYSgUBxTLly9nw4YNfPbZZ2zevJkRI0awbt067xiSkpKwWq3YbDbvc1osFv744w/WrVvH77//zquvvspNN93knemKjo4GTtRxASQkJDBjxgyOHDniLW7/4IMPgirACmUn12+lpqaW+HN81shgMJSqF6uIZcuWMXjwYK699lratGlDQkLCWfcwa9myJevWrSsR+C9btgyNRuNdsCGEOD0JsIQ4yckpn8suu4w2bdp4Uz4ajYaIiAh+++03rrrqKpo1a8bTTz/NhAkTuPLKK73n6NWrF1arlS5dunDDDTeUWOHVr18/xo0bx//+9z8GDhxIx44d2b59O7/88os3yCmPVqslIyOD2267jWbNmnHDDTdw5ZVXnnH25fis11VXXcVll11GbGws119/Pbt372bBggXceeeddOvWrVQ6TVSf8oJ5KF7pt2LFCnbv3s3Ro0crPLt0fFZt7dq1rFu3jltuueWsZ6ZuvfVWTCYTgwYN4r///mPx4sXcf//9DBw40JvqFEKcQaCLwISoSY4X/a5evVrt2LGjarFY1OjoaPXSSy9V//3330APz2vGjBlq06ZNVaPRqNavX18dNGiQevTo0UAPK6SVVZCelJTkXVxwHCctJti6dat67bXXqlFRUarZbFZbtGihjhgxQvV4PKqqquqWLVvUrl27qmazWQXUXbt2eYvcjy+AUFVVXbNmjfd+VVXVXbt2qRdffLFqNpvVhg0bqpMnTy41vrLG1q5duxILAv7991/14osvVk0mkxoTE6MOGzZMzcvL894vRe5CnJ6iqqc0fxFCVNrgwYPJzs4useWMEEKI2kdShEIIIYQQPiYzWEIIIYQQPiYzWEIIIUrZvXs3iqJUqKO9EKI0CbCEEEIIIXxMAiwhhBBCCB+TAEsIIWoxj8fD+PHjSU1NxWg00qhRI1566aUyj/3vv/+48sorsVqtxMfHM3DgQI4ePeq9f968eXTv3p2oqChiY2Pp06dPiW1/jqcdZ8+ezcUXX0xYWBjt2rXzbvMkRE0iAZYQQtRiTzzxBOPGjWP06NFs3LiRzz//vMxGotnZ2VxyySV06NCBVatWMW/ePA4dOsQNN9zgPaagoICHH36YVatWsXDhQjQaDddee22pJqdPPfUUjz76KGvXrqVZs2bcfPPNuFyuan+tQviTrCIUQohaKi8vj7i4OCZPnszQoUNL3Ld7925SUlJYs2YN7du358UXX+T333/nl19+8R6zb98+GjZsyJYtW2jWrFmp8x89epS4uDjWr1/POeec4z3n1KlTGTJkCAAbN26kdevWbNq0ybvZtRA1gcxgCSFELbVp0ybsdju9evUq99h169axePFirFar98/xgOh4GnDbtm3cfPPNNG7cmIiICJKTkwFIS0srca62bdt6/318Y+vDhw/74iUJETR0gR6AEEKIwDCbzRU+Nj8/n759+/LKK6+Uuu94kNS3b1+SkpKYMmUK9erVw+PxcM455+BwOEocr9frvf9WFAXgrPdKFCLYSYAlhBC1VNOmTTGbzSxcuLBUivBUHTt2ZNasWSQnJ6PTlX7ryMjIYMuWLUyZMoULL7wQgD/++KNaxi1EKJAASwjhU26PSqHTjc3pptDhptDpxulWcXtUXJ6T/lbLuO2kf4OKVqOgURR0GgWNRkGnKGg1Cjqtgl6jwaBVMOg06LXF/zZqNViMOqwGLSa9NtDfiqBnMpkYNWoUI0eOxGAw0K1bN44cOcKGDRtKpQ3vu+8+pkyZws0338zIkSOJiYlh+/btzJw5k6lTpxIdHU1sbCwffPABiYmJpKWl8fjjjwfolQkReBJgCSEqLCPfwYFsG5kFDnKdHjIKnWQWOMiyuWhcx0yu3YXdFRypHp1GwWrQegMu68l/G7VYDcV/G3W1OxAbPXo0Op2OZ555hgMHDpCYmMjdd99d6rh69eqxbNkyRo0axWWXXYbdbicpKYkrrrgCjUaDoijMnDmTBx54gHPOOYfmzZszadIkevbs6f8XJUQQkFWEQogSsgoc7DpSwM6jBew+WsjuowWkZdhIz7ZhcxYHT6nxVnRWY4nHXdgkGrs7OIKrs6HXKkSb9cSEGYgNO/a3RU+0WY9eK+uAhBCVIzNYQtRSdqebzQfz2JKez/bD+Ww/lM/2wwVkFjjKfWxmvoO6pwRYocrpVjmc7+BwfsnXrQDnN4rGYtARbiye+Qo3aQkzaL2F2UIIcToSYImQ0bNnT9q3b8+bb74Z6KGEHJfbw397sthyMJf1BwvZeCCXnYcLjtU6nb2sQgcJCpz8cHclzxWstBoFm92NzeHhaH7J28ONWiJMOiLMOiJMeizG2p1mFEKUJgGWEDXQ4RwbK7ce4e9tR1ix9TCrd2RQaHdxTlIM+caKL80/HVUFq15DruNEStDpVlFqUEYt0qSDMmaq3B6VbJuLbJsLsopv02sVUuMshBm0mPUajHoNGpnlEqJWkwBLBD2Hw4HBYAj0MILa0dwifl2zj0X/HmDF1iPsOpRX5nE70nOol2LG7YPJJpNWQy4nAiy7y4PJUHMirHDj2V0ei5wqRc4T270YdQphBi1hBg0mvUbSikLUMjXnaiiCypk2kB01ahTNmjUjLCyMxo0bM3r0aJxOp/exY8aMoX379kydOpWUlBRMJpP3PpfLxfDhw4mMjKROnTqMHj2a2rpOY/3uTMbPXkevp3+k8bAvufPtP5j5+87TBlcANoebeKv+tPefjVMvHjan2yfnDRZhZ9HmwVpGMGZ3qWQVutif7WDn0SIOZNvJLnThCJJVlkKI6iUzWKJaPPHEE0yZMoU33niD7t27k56ezubNmwEIDw9n+vTp1KtXj/Xr1zNs2DDCw8MZOXKk9/Hbt29n1qxZzJ49G632xBvdjBkzGDJkCCtXrmTVqlXceeedNGrUiGHDhvn9NfqbzeFiyfp0fv5nL7+u2c++jIJKncfqo3Ih9ZRpsAK7m2iLb4K3YGDQVPzzp7mcYExVodDhofBYSlWnUTAbNIQZNIQZtGg1MrslRE0jbRqEz51pA9myvPbaa8ycOZNVq1YBxTNYY8eOZf/+/cTFxXmP69mzJ4cPH2bDhg3edMvjjz/Od999x8aNG6vnxQTYvqMF/Lx6L/P+2cdvG9KxOao+S3RR2/rsKar62M5vGkvWSZMx4UYtLROtVT9xkOiYGIGqVizwSYoxo6lCAZrZoMFq1GIxatFJsCVEjSAzWMLnyttA9ssvv2TSpEns2LGD/Px8XC4XERERJY5JSkoqEVwd17Vr1xK1LOeffz4TJkzA7XaXmOkKVR6PysptR5j3z15+Xr2PDWlZPn+O9Ix8sFQ9ECoocoHhxCUk3+5GQUUl9AMEnUbB4ymzxr0UBVCq+JptDg82h4cjeU5M+uPBlkb6cAkRwiTAEj53pg1kly9fzq233spzzz3H5ZdfTmRkJDNnzmTChAkljrNYLNU9zKCyavsRZizaxncr9pCRZ6/W59p5MJfGzaxUdTIsu9BJ2EkBlgroFA3OGjApHmnSVbgo3WL0bV+sIqeHImdxawijTinuOm/SSrAlRIiRAEv43Jk2kP3zzz9JSkriqaee8t62Z8+eCp97xYoVJb7+66+/aNq0aUjOXmXkFTHz9518vGhbtcxUnY7LrRJv0bM311n+wWeQkWcnLKpkMK3RADWg1v1sVhCGGarvZ8/uUrG7XGQUuDDrNYSbioMtaQEhRPCTAEv43Jk2kG3atClpaWnMnDmT8847jx9//JE5c+ZU+NxpaWk8/PDD3HXXXaxevZq33nqr1OxXMFNVlcXr05mxaCs//J2G3RmYFWVmTdVnmQocbgxaBcdJxe7FqbLQn8E6mxWERj8F9zanB5vTw5F8J1ajlgiTVto/CBHEJMAS1eJ0G8gOGTKEhx56iOHDh2O327n66qsZPXo0Y8aMqdB5b7vtNmw2G507d0ar1fLggw9y5513Vu+L8YF9Rwv4ZMk2Pl28nT1H8st/QDUrLHTgiy4tFp0Gh/vElFVNaeZ+NisI/b0CUFUhr8hNXpEbnUYhwqwlXFKIQgQdWUUoRDVxuNz8uGovMxZuZdG/6XiC6Fctua4VoiKrfJ6LzonnkO1Ec83zk6Nw14AZrIquIDRoFepHhflhROULM2iINOsIM8islhDBQGawhPCxTfuy+XjRNr74bQdHc33QD6Ea7DmST8u4aAqrmKJUTgkaHW4PWm1ov7mfzQrCshqMBkpxny0HOo1CpFlLhFkn/bWECKDguToIEcI8HpU5f+3mnZ82smLrkUAPp1yqCnXDdOzOcVTpPO5Tmo0WOT1YQnDBwcmizmIFoeksarX8xeVRyShwkVngItykJTJMh1En6UMh/E0CLCGqwO3x8NUfu3h1zr9s3Z8T6OGcFT1VL7Avcrg4eYfnQocbiyn4go6zcTazUvognq1TgdwiN7lFbsx6DVFhOizG0P6/ESKUSIAlRCU4XR4+W7qd1+euZ+cZ9v4LZnn5RVT1EpBf5ALziY248x1uSreHDS0VXUHoiwaj/mJzerDlODDqFKLD9FiMUqclRHWTAEuIs2B3upmxaBtvfLuevUcrtxdgsNhzMA9jXHSVzpFV4CDqpAArt8h1hqNDQ0VXEFp93GDUH+wulYO5DvRahegwHeGm0HsNQoQKCbCEqIBCu4uP5m/hze//42CWLdDD8Yn0rELaNqhDrr3ynUGP5juIrnNiexy7y4NGCe12DRUNN6qzwWh1c7pVDuc5ySxwEW3RESGBlhA+JwGWEGeQZ3PywS+beOuHjUG7IrAq6pi1VQqwXG6VML2WgpNWI+o0JZuPhhKdRkFVK7aC0KAL3QDrOJdH5Uiek8wCJ9FheiLM0iVeCF+RAEuIMmQX2Hn35028+9MmMvOrd2/AQNK4q76vjVmrKRFghXI397NZQaitQYGI2wNH851kF7qIsUjqUAhfkABLiJNk5BXx1g8b+WDeJnJtVdurLxRk59kAQ7nHnYmuBr0PV3QPQqOuZhaJuzzFqcPsQhexVr2sOhSiCiTAEoLiVYHvz9vEuFnryC6oWm+oULLzQC4R9epU6RzqKQVXwdSx/myZK7iC0BLC9VcV4XCrpOc4MOk1xFp1Ff6+CCFOkABL1HrzVu/liY//ZtuB3EAPxe8y8+00Nus4aqv86j+Xq2Q/LZdbrXileJCp6ArC2hJwFDk97M9yYDFqiLXoMUjDUiEqTAIsUWtt2Z/N4zP+Zv7a/YEeSkBFGTUcrcLCyEK7C04q+La7VAz60IywKjpqXS3bgqbA7qHAbifSrCXGopcteISoAAmwRK2TXWBn7Ndr+eCXzcWzLbWc6qpa76pcmxN9+IkAq8jpxqAPvUtLRVcQahRqZP1VReTY3OQXuYm16qUQXohyhN5VUIhKUlWVTxZvZ/Rnq8jIq7krA8/W0exC0Jkq/fiMfAcJ4SceX+BwExEWepeWiq4gtIRgg1FfcqtwOM9Jjs1F3XADRr2kDYUoS+hdBYWohA1pWYyYspzlWw4HeihBZ/uBHOo2MnqbhZ6t7EInDRRwHZsMzK9CX61AqugKwopupVPT2V0qe7MkbSjE6UiAJWq0giInY79ey9s/bZR04GkUFLmoa9VzKL/yqUKLXkuOoziwyrW7UFU15GZ5Klq4LoXeJUnaUIiySYAlaqzvVu5h5LSV7MsI7T0D/SFCp3CoCo83ak+8qbo9KnqtwimLC4NeRVcQ1qQGo75yPG2YW+SmbrisNhQCJMASNdD+jAIenLKceav3BXooIcNlr1qhu/aUzu1aRcEVYt3cKxI2FTcYleDhdIqcHvZm2omx6IgKq3hXfCFqIgmwRI0ye/luHvzgT7JqUbNQXziUVQCmsEo/3nNKs9FQ2y6noisIrdLZvFwqkFHgIt/uxmJQiLEaAz0kIQJCPoqJGiG/yMnd7/zBbW8skeCqEnak56CtwtXA7iiZDwyd0KpYlFlfodkWk6S+KqzI6abTiNlMmPsvbk+I5YuF8AG5WoiQt2r7EbqN/I5Pl2wP9FBClt3pIb4KrRXyi0ru2+j2hFaIFV7BrW90VYlCa5lxX63mSK6dZz9fzWXP/MyOg7VvpwRRu8nVQoQsj0dl/Ox1XDr6J3YczAv0cEKetQq7NucUlgywnCG2YrMiKwg1yvHUpyjPzgPZfPn7Du/XK7Ye4fzHvuP9eZtQQ3ivSiHOhgRYIiTtPZrPlc/N4/mZa6T9go8U2SqfWj2aV/Kx9hBbQmiowMyUtZY3GK0oVVUZ/MaiUrcX2l088tEKrnnxV/bLyl5RC0iAJULON3/u4vzHvmPZpqo0FhCnOnA0v9KPtTndmE5q1WBzhFazUaUCMXpt2eC5qsZ//Q+5Nudp71+8Pp1uo75n8b8H/DgqIfxPAiwRMvJsTu6c/DuD31xKthSy+9yuQ3kYq5AmDDtpy5T8EAqwjq8gLI9RCtzLtTM9my9+21HucUdzi+j30nzGfbNOUoaixpIrhggJK7ce5oKR3/F5BS7eonLcHpWEKhS6609Kn+VVsa+WP1V0BaFGtoI5I1VVGfx66dTg6XhUlRe/WsP/xi0gM1/2BhU1jwRYIqi5PR5e/mYtlz37M7sOSSF7dTNWJFd2Gic/tMDuJlSaNYRXoLeVSadBkcvlGb36zeozpgZP59c1++k+6jtW7zhaDaMSInDkiiGC1sGsQq4YM4+Xvlorhex+kl9Q+ZkEt/tEWlAFdBXceibQzLryAyyLNBg9o53p2Xy+tPJtUtKOFND7mZ+Y8utmH45KiMAKjSugqHX+3Z3BRU/+wPLNhwM9lFpl75EqFLrbS9ZdhcqefRVZQWiSAvfTUlWVO96seGrwdOxODw9N/Yuhb/1GYQilmIU4HQmwRND5cVUavUf/zP6MwkAPpdbZeyQfi75yl4W8otB8U6zIq9VL/dVpvfrNarILzj41eDozf99Jzyd/YNuBHJ+dU4hAkABLBJVJ3//Hza8upkA+wQZM3UoWup+6RVEoLA7TaRTK28WlOLaSAKssuw5WLTV4Ohv3ZtPjiR+Y89dun59bCH+RAEsEBafLw/D3/+TJT1bhCYV35hpM66lci4WMfAfKSYXtobD/XEVWEFqNOmkwWgZVVbm9jIaivpJnczLw9SWM/nSVtHIQIUkCLBFw2QV2+o+dz/SFWwM9FAHk5RdV6nFuj4rlpFolRwgsTKjICsKwCu5TWNu8NmuNT1ODp/PGd/9x+8TfcLhCp7eaECABlgiwHQdzufipH1n6X3qghyKO2VWFfR3NJxWMFzmDfwarIisIDVqZvTrV7oPZfLZkm9+e75s/d9HvpflkV2GVqxD+JgGWCJg/Nh7k4qd+ZNuB3EAPRZzkcI6NaFPlZm1OjkUKQ6Cbu74CKwg1ilwmSzjNXoPV7fcNB7nsmZ9lH0MRMuTKIQLi0yXbuObFX8nMk0+kwSjGVLlLg+o5kRYMhe1yygsjTXqN1F+d4lU/pQbLsnFvNhc/9SP/pWUF5PmFOBsSYAm/UlWVZz5bxd3vLMPhCv4UUm2lVPL/xnnS43KDvG1DRVYQWqX+qoTdB3P8mhosy4HMQi4b/RNLpKygXIMHD6Z///4+Pef06dOJiory6TlrKgmwhN8U2l3cOmEJr3/7X6CHIsqRmVu5HmSFJwVVdpeHYG4fFWUqfwWhNBg9iaoy+I2FgR4FALk2JwPGzuerP3YGeih+0bNnT0aMGHHWj5s4cSLTp0/3+XhExUiAJfziSG4RV4z5me9W7gn0UEQF7EyvXF3cqXvR6YI4wgqvQJ1ZMI/f316bHbjUYFkcLg9D3vqNCXP/DfRQglZkZKTMNgWQBFii2h3JLaLP87+wekdGoIciKii7wEFc2NnP3hzNL1lTpwRxg87yVhBqpcGo156DOXy6OLCpwbKoKjz7+WoemvoXHk/g24J88803tGnTBrPZTGxsLJdeeikFBQVlzkD179+fwYMHe79+5513aNq0KSaTifj4eK677jqgOM23dOlSJk6ciKIoKIrC7t27cbvdDBkyhJSUFMxmM82bN2fixIklnuPUFGHPnj154IEHGDlyJDExMSQkJDBmzJgSj3n99ddp06YNFouFhg0bcu+995KfX3oLrblz53rHe/nll7N3794qfe9qIgmwRLU6HlxtkKLUkBNVifqjXJsrZLaVKW8PQos0GC2mqgx+c3GgR3FGU37dzC0TFmN3Bm5hRXp6OjfffDN33HEHmzZtYsmSJQwYMKBCTVJXrVrFAw88wPPPP8+WLVuYN28ePXr0AIrTfOeffz7Dhg0jPT2d9PR0GjZsiMfjoUGDBnz99dds3LiRZ555hieffJKvvvrqjM81Y8YMLBYLK1asYPz48Tz//PPMnz/fe79Go2HSpEls2LCBGTNmsGjRIkaOHFniHIWFhbz00kt8/PHHLFu2jOzsbG666aZKfNdqtsrtiSFEBUhwFdrcjsqlgyx6hWx78ZtKMHfl1wBnGp00GC322uw1ZOUH/2rfH/5O49YJi/n80YsxVKC/ma+lp6fjcrkYMGAASUlJALRp06ZCj01LS8NisdCnTx/Cw8NJSkqiQ4cOQHGaz2AwEBYWRkJCgvcxWq2W5557zvt1SkoKy5cv56uvvuKGG2447XO1bduWZ599FoCmTZsyefJkFi5cSO/evQFKzLQlJyfz4osvcvfdd/POO+94b3c6nUyePJkuXboAxUFby5YtWblyJZ07d67Qa64NZAZLVAsJrkLfkezKFbobNCcuK64g7eZekRWE5c1w1QZ7DgVnavB05q3ex8DXl5RYzeov7dq1o1evXrRp04brr7+eKVOmkJVVsetf7969SUpKonHjxgwcOJDPPvuMwsLyf//efvttOnXqRFxcHFarlQ8++IC0tLQzPqZt27Ylvk5MTOTw4cPerxcsWECvXr2oX78+4eHhDBw4kIyMjBLj0el0nHfeed6vW7RoQVRUFJs2barQ660t5AoifE6Cq5phR3pOpVYBak+Kqeyu4AywKrIHoaa2pwdVlcFvBHdqsCw/rtrLbW8uweX2b5Cl1WqZP38+P//8M61ateKtt96iefPm7Nq1C41GUypV6HSemCEODw9n9erVfPHFFyQmJvLMM8/Qrl07srOzT/t8M2fO5NFHH2XIkCH8+uuvrF27lttvvx2Hw3HaxwDo9foSXyuKgufYp43du3fTp08f2rZty6xZs/jnn394++23Aco9ryhNAizhU0dyi7j6uXkSXNUAhXY38ZazryI4eZPnogDWxJxJeXsQmqXBKBPmrA2J1GBZvl+ZxuCJS/0eZCmKQrdu3XjuuedYs2YNBoOBOXPmEBcXR3r6ib5dbreb//4r2a5Gp9Nx6aWXMn78eP799192797NokXFHfMNBgNud8nfpWXLlnHBBRdw77330qFDB1JTU9mxY0eVxv/PP//g8XiYMGECXbt2pVmzZhw4cKDUcS6Xi1WrVnm/3rJlC9nZ2bRs2bJKz1/TSA2W8JnjwdXGvdmBHorwEavu7IMMu8PN8dV3BQ43EWHBd5kpbwWhpZbXX+05lMMni0J78/W5f+1hiOY3PnqgB1pN9c8lrFixgoULF3LZZZdRt25dVqxYwZEjR2jZsiUWi4WHH36YH3/8kSZNmvD666+XmJ364Ycf2LlzJz169CA6OpqffvoJj8dD8+bNgeJaqBUrVrB7926sVisxMTE0bdqUjz/+mF9++YWUlBQ++eQT/v77b1JSUir9GlJTU3E6nbz11lv07duXZcuW8d5775U6Tq/Xc//99zNp0iR0Oh3Dhw+na9euUn91CpnBEj4hwVXN5LSffaF7/knNRvPtwTmDVV59lbE2NxgN0dRgWWb9uZthk//wSwuHiIgIfvvtN6666iqaNWvG008/zYQJE7jyyiu54447GDRoELfddhsXXXQRjRs35uKLL/Y+NioqitmzZ3PJJZfQsmVL3nvvPb744gtat24NwKOPPopWq6VVq1bExcWRlpbGXXfdxYABA7jxxhvp0qULGRkZ3HvvvVV6De3ateP111/nlVde4ZxzzuGzzz7j5ZdfLnVcWFgYo0aN4pZbbqFbt25YrVa+/PLLKj13TaSoFVlDKsQZSHBVc7VoEEVRmOWsHlM/2kx4TBgAWo1Cx4bhQZdu65gYgaqefkxJMeZau8nzhNlrQn726lS39GjCe/d2RxMiLUREzVA7ryDCZyS4qtl2pOeedTfzoydt4O32qEHXDb28FYRajRLUDVKrU01IDZbl8992cN97yyrUk0oIX5EAS1SaBFc1n9PtIfEsC93tLg9m3YlLiz/qX85GeSsIrUZt0M24+UUNSg2W5ZMl27n/g+USZAm/Ca4rnwgZmfl2Ca5qCXMlypHCTgqwgu0iU/4KwtpZf/VGCK8arKjpC7cyYupfgR6GqCWC7donQoDd6ebG8QsluKolbIVn/6arP2kCKNgmDMpbQVgbG4ymHc5lRg1MDZblw/lbGPv12kAPQ9QCte9KIqpEVVWGTf6d5ZsPl3+wqBH2HSm90Wu5Tlq15QqyCKu8AKrWNRhVVQa9vijQo/CrsV+v5dMlodOhXoQmCbDEWXnms3+YvXx3oIch/Gj34bwSNVUVcXKDR2eQbZdzplcSVgsbjL75bc1PDZbl/veXs+jf0k00hfAVCbBEhU39dTNvfPdf+QeKGkVVIT7s7OqSbI4T/a/sTv/vC3c65a0gtBiDrylqdUo7nMv0BbUjNXgqp9vDrRMWs353ZqCHImooCbBEhcxbvZdHPloR6GGIANErZzcLlWc70aDUFkTb5ZS3gtB4ljN1IU1Vuf2N2pUaPFWezcmAlxew72hBoIciaqBadDURlbV2ZwaD3liK2w/dkEVwyj/LFFJm/omNYQscwRNglbeCMNh6dlWnN79dS0Ze7UsNnio9q5D/jVtAftHZ71ogxJlIgCXOyOVWMZuNNKkXEeihiABKO5x7VsdnFjjQHotV8k7aOifQws6wgrA4uKodAdbeWpwaLMuGtCxuf3OpX7bUEbWHBFjitDyqSnqOHa1WyyePXEr/rsmBHpIIkP0ZhYQbKn658Khg0RcfX+BwoxAcb1x6rTQYLW4oWrtTg2X5efU+nv50VaCHIWoQCbBEmVRV5XCuE7ur+I1RReG5/+vCyP+1D+zARMDEmc+uANx4rIO7SvCk3jRnmKGqLQ1GJ363TlKDpzHphw18vEjaNwjfkABLlCmzwEW+vWTtjArccnFzPnywZ0DGJAJL4zm7WqqTJ4uCYePk8lYQGmpBgfvew7lMm78l0MMIag9OWc7vGw8GehiiBqj5VxRx1vLtbrIKT18306lpPL++0AdTLfnEL4rl5BWVeXvGqu/YOnkgG8ddzc5p91O4fzMAqkdl3czX+e7+ixlzXTfWLPi2xOP+XfIT058cVup8iz9/j1GXpPLd5Be9t33/zkuM6deJsTd2r/B5ThVdzgrCmr/Bs6QGK+J4+4a0yjTYFeIkEmCJEpxuD4dzHeUeVzfawtLx/UmKs/phVCKQ3Ee2UPTHm/z+xq1seOkycrcs896Xs3EJB399B7ctF0VvAhT2zHwSV0EW21YuZs8f32MKj+HqOx/hm9eepCCnuOeQLT+PXz56nX4PPlfiufZu/pcVP8wksXEL720b/1zI2oXfM3T8dK66c1SFzlMWq+H0HwjCDDW//mrit5IarKjMPDuD31yK0xU8PdxE6JEAS3ipqsrBHAcVXUhj1Ov49pmr6N4qoXoHJgJKddnRRDVE1/7/St135I/PAIWG14+h4YCnKTq8E0XRkrXuFw7v2QaonDvsedr3uhaTxUpm+j4AfvrgFbr2vYXo+Hrec9ltBcwc+zD/e+QlzOEnVq0eTttB4/ZdaNC8De179S33PDvXrWT6k8N48foLGHVJKhv+mA9A2LEZ168/epvru7fk+u4t+WbaOwBYjgVfa/9ZSf/eF+ByBc/KR1/Yd0RSg2dr5bYjjPnin0APQ4QwCbCE15G8E0XtFaYovH3vRdzeu3n1DEoEnC6xLYZz/oeufqcSt3vcTuxH0jBEJ2BN7oA1pQOmuikY4xph27eJjAO7UVUVa92G7Nr4L057EbH1k9i1fhUHtm2g24BBJc43d+IYWnTpSdNO3UrcntikBfu3rKcwL4d9W/8r9zyOIhuJTVrS/4ExJW7XazXs3LKBjye/wpOvfcCTr77P9Ekvs2vrRow6DS6Xi2dGPsDz4yeh09Wkju61b69BX5n0wwbmrd4b6GGIEFWTriKiCvKKXOQWVa4hpAo82K89LepHM2r6X74dmAha7sJcQMWVn4Uj5zCgYs/cT3jzbhSlb+Vo5l4aX3wdi14YiMUcxg2jXsVgMjP3zWe4ftR4/vruM5bN+QRLZDStu/fmwLYNDH93TqnnaX5eDzpc2o/J91yL3mg643kGPPwiLbpcRIsuF5U6jwbYu3MbKc1a0aHrhQCkNGvF3p3b0HY9lw8mvcZ5XbvTtsO51fuN87O3vv1XUoOVpKpw59t/sHz8NdSPtQR6OCLESIAlcLg8HM6rehfjy89NokliBNeP+xU1ONoeCT+I7ng1ez5/HID4nnfgyE7HmX2I+tc8Rt34MA6u+x00GsIiolj8+XukdrwArVbHwk/f4aEPf2T1r3P4ecqrPPDet+gNxjKfo/fgB+k9+EHv1/NnTCp1nk3LF/PVuMd44P1vSz3++ArClGat2L97B4cP7ENVVfbv2UGT5q3Yu3sns2Z+wpz5y0o9NpTtO5LHh/M3B3oYIe14PdbPY65Ap5Wkj6g4CbBqueJmog6fBUSp9aNZOq4f/V6YR9ZZbq8iQos2LAIUDWENWpHQ68Qqvp0zRqDRGwmr34qVU4bQc/QnGAsz+fS54RjDrIyY8j2rfv6GlLbnYY2KJaJOAh63m4l3XuMtNPd43Oz692+Wz/2El37ZiEZ7okD9cNoO1iz4lgc/+K7Eedr1vIpvXn0ce2E+xrCSiy+OryBs1KQZt494iseHXgfAHSOepnWrloy4bQAjR7/I74sX8NarL6HT63j6xdfofH53P3wnq4vK4NcXBnoQNcLyLYd54cs1PHdLp/IPFuIYCbBqucO5Tpxu3043RVhMLHjpGm6bsIANaVk+PbcIvEiTDhXQaPWYE5tSsHstEc2L66acBVnY9m8mtuv1FB7YTFRiEuHxjTBok7Dl5dLr/4ZjNFvwuN14jhWSJ5/TEYC7J83EdCww+nr8KOIaNqbnzXeVCK5UVWX260/T554nS53H7S7+21NGs6uT9yDsc9Ng+tw02Pv1r3NnYrFa6XBuFy7r1p7Zv/zOwQP7eeiu21j09yaMxrJn1YLdW9/+y1FJDfrM69+u58JWCVzavn6ghyJChMx31mI5ttLNRH1Fq9Xw+cje9O2SVC3nF4ETdlK3g9gu/yNrzU9k//sr9qNp7J7xEIpWR53OA8BzIvjZsmgWKJDStri+KfmcTmxfu5w9G9ew8qevqJuUSnLrjiSkNCMhpRkGk5mwiGgSUpqVeO6VP36JJSqGVhf0KnWe37/5iLpJqZitpffNNJ9mD8KcrAzee+MVRo+dwLrVf5PSOJXkxql07X4RTpeL3TtCs6v3/qOSGvQ1VYWhk38nPbMw0EMRIUICrFrK6fZwNL96d49XUXhxYFcevbZttT6PqF6qqwh3dhru7DQA8o/sx3ZwB46cw0S26kl8rzs5vPRjtk+5C2d+Jkm3voLOGo25XnOyDuwm7a+f+e+byRjNFuIaNgagYct29Lh+CNOfHMa/S37mhpGvlDuOvMyjLP7sXfoNf8Z7W0XPoz9N7cx740Yz+M7hJNZrgNvjxuk68Tvhdrlwn6Z7/cH0/Txy7x2c16IB5yTFcPVF57F+7Ykl/VPfeZMurZLo0iqJD9+dWOKx1d8KQlKD1eVobhG3T1qK+0xbAghxjKKqUo5c26iqyv5sB0VO/10k/t6SzrC3fvPb8wnfcR/eTNHS0oFLVNve1O/7GAAep50dU++hwbVPYU5ocuKY/b+xava7aPV6/u+xF2nSuWe1j9duKyBj/x4AJt55DX3ueZKre/ciPCKGuvUaeI/7588lfPLWy8yZ9xsajYb0A/vofX5b3v7oC9L37+P1l8fw2+qtmMzmEufPyc6i36Xn06VbD24ZNIyY2Dh279pOo+TGJCU3ZvOG9Vx/dU8++GQWqqpy58D/Mevn32je6hxcLhcDLu/Oi69NrrbVipO/+5epv26qlnOLYqP+147RN3YI9DBEkJMAqxbKKnSSke//RooHM/Pp/8I8ipzVk5YU/mHSa6nfJAF3BeLzlvXCUc0GAHo0iaaoIg+qoh1r/+KDh0s3Re3d/0YeGzsZAHuRjXsGXMxr706nU8cThctffTqNN8Y9h8FoZMy4N7m495WlzvPqC6NZ/fdyvvhuQZnP/9O3s/jovUl88/NSAP53RQ+G3juCK68ZwHsTX+XI4UOMfuk1X7zUUvYfzePqMT9Vy7nFCRpF4dune3Nxm3rlHyxqLQmwahm7y8O+TDuB+k8vcji5fuwv7D1aEKARCF+4oGMyByqQYk6MMhF5rH9Qt5QonAG43NSxGGgYbi7zvgZRJvTas9tT84oLO3Jhz0s5mL6flX/+QXxiIrcOvpMbB94BwPatm7mpby++W/gXqqpyTa+ufPnDIvQGA0Nv7s+c+cuwWsOr/LpKU+n95LccyZXCdn9oFGdh5YT+WE36QA9FBCmpwapFVFXlcK4jYMEVgMmg57tnr6Zby/gAjkJUlaWC64+P5tk53gPEVdE9mHwswnj6AEqnOftL4N49u/h8xhSSU5rw0ZffcsugYbzw9KPM/vJTAFKbteDhJ8cw+IY+3H5jXx556jlSm7XgmUfv97aCuKrHuVzTqysrl/9R6dd1qsnfrZfgyo/SjhTw3BerAz0MEcRq5QzW7t27SUlJYc2aNbRv3z7Qw/GbjHwnWYXBsceaArw+ew0zFm0N9FBEJfRoU480e8U2R+7YvA6FLpX29cMx6P3/ma51vBWDUjrI0msVGkSFnfX5WjWI5Jx2Hfnqx8Xe255/8hHWr/2Hr39aUuZjZn/5KQt+/p7nx08q0QrikXtv90krCEkNBoZGUVjwwpV0blY30EMRQUhmsGqJIqcnaIIrKN5e56EBHXh5UJdAD0VUQnpGxVO8Zl3xZcafiypOpj/NLJXVWLk2gHHxCaQ2a1HitibNmpO+v+w96zIzjvLWa2OrsRWErBoMFI+qcu97f+JwSV2pKE0CrFrAo6ocynUEehhluvK8ZL56vDdKxSZDRJDYeTCXM2TeStAf+88tcATmTeh0FzlTJWfTOp53PrtOCYp279hOvQaNyjx+7DOjuP2u+8+6FURFvf2DpAYDafO+bF6d/W+ghyGCUI0OsDweD+PHjyc1NRWj0UijRo146aWXvPfv3LmTiy++mLCwMNq1a8fy5cu992VkZHDzzTdTv359wsLCaNOmDV988UWJ8/fs2ZMHHniAkSNHEhMTQ0JCAmPGjClxzObNm+nevTsmk4lWrVqxYMECFEVh7ty51fnSS8gscPm8W7svNWsQw5KX+xFlqZnFou4jWyj6400Kv3+Igq9vx7W/ZN2Ga98qbL+9RsG3wyn4+nZvv6mT2dd+QcHc4RT+8DCuPctLPn7v3xT98WZ1voRS3B6VeIuhYgcfq0LIs/t/BlV/bA/CshgqUX8FcPtdw1n7z0refXM8e3bt4LtZX/LlJx9x6+13lTr2j6UL2bVjG/93R/F9bdp3Yuf2rSxd+AszP/4QrVZL4ybNSj2uog4czWPKPGnJEGgT5q5n077sQA9DBJkaHWA98cQTjBs3jtGjR7Nx40Y+//xz4uNPFFc/9dRTPProo6xdu5ZmzZpx8803e5v/FRUV0alTJ3788Uf+++8/7rzzTgYOHMjKlStLPMeMGTOwWCysWLGC8ePH8/zzzzN//nwA3G43/fv3JywsjBUrVvDBBx/w1FNP+e8bQPGqwewgSg2eTqTVxMKx/WjVMCrQQ/E51WVHE9UQQ8fSrQMAVLcDbZ2mGNpcX+b9rgNrcaf9hanHIxja3oB91TRUe17xY52FOP6bhaHjwGob/+mYlIoF7U5XcYSTV+TC3yWfUcf2IDyVAiiayk2btu1wLm9Pm8kPc77mqovO5e03xvHUC+Ppd91NJY4rstl4/omHeeG1t9AcC+YS6zXgmZcm8PiDd/HuxPG8MumDUn22Kk5l8JuLyz9MVDuHy8N97y7DE6CFHCI41dgi97y8POLi4pg8eTJDhw4tcd/xIvepU6cyZMgQADZu3Ejr1q3ZtGkTLVq0KOuU9OnThxYtWvDaa8U9bHr27Inb7eb333/3HtO5c2cuueQSxo0bx7x58+jbty979+4lISEBgAULFtC7d2/mzJlD//79q+GVl7Qvyx6w2pfKUXlq+nJ+XFV2PUuoK/j6dowX3I+ufsdS93kKjmL76TFMvZ9DG3Ui3eTY/BOe7D2Yut5TfI7vHsTU/UG0MY2x/zMdTXgi+maX++01HNetdSL7neV/RuuYHEXhsVYI56dE4s/J1MYxZiINpWfaLAYtdcNN/htINXj3h395X2avgsr4wZ2596pWgR6GCBI1dgZr06ZN2O12evXqddpj2rY9sYVLYmIiAIcPHwaKZ59eeOEF2rRpQ0xMDFarlV9++YW0tLTTnuP4eY6fY8uWLTRs2NAbXEFxAOYvuTZXiAVXAApjB1/Aw/1le53jNFEN8WTuRnUU4M7aDW4HGms87qNb8WTtQde0d0DGte9IXoWOy7OdmEHVVjItV1lmfdmFYhbD2fW+CjYHMvIkuApCz32xmrQj+YEehggSNTbAMldg2l2vP1HzczyN4DlWsPHqq68yceJERo0axeLFi1m7di2XX345DofjtOc4fh5PEOxT5faoZFTzXoPVRQVuu7Ql7w/vEeihBAVdQht0SedjW/A89pVTMXYeCjoj9n8+xtBpEK4diyj8+Qlsi17Ck7Pfb+NKO5KPpQKF4hn5Jwqw/X3BOd0KQmMA2kX4jsrgNyQ1GIwK7C4e+ODPQA9DBIlQvsqcUdOmTTGbzSxcWLnly8uWLaNfv3783//9H+3ataNx48Zs3Xp2PZuaN2/O3r17OXTokPe2v//+u1LjOVsZ+U6/pmKqQ5cWifw05qoQfzP0DUPr/oRd9Qphl7+Irn4nnJt+QBvfGkXR4tz4PeZLnkCX0gP7yil+G5OqQlxY+a0OsgqdaJUTj/Gn01VZaZXQ/Zl694f1HM62BXoY4jQWrDvAF7/tCPQwRBAI3atMOUwmE6NGjWLkyJF8/PHH7Nixg7/++osPP/ywQo9v2rQp8+fP588//2TTpk3cddddJQKliujduzdNmjRh0KBB/Pvvvyxbtoynn34aoMzCW18pcnrILaoZfVnq1Qln6bj+NDi23YoAT246rrTlGM65FveRzWjimqMYI9A17Iwnew+q039vvjq1/J8zVQXrsVSdy48Rll6joJYxmazXKtX6+1ed0iU1GBJGzVhJRl5RoIchAqzGBlgAo0eP5pFHHuGZZ56hZcuW3Hjjjd76qPI8/fTTdOzYkcsvv5yePXuSkJBw1kXpWq2WuXPnkp+fz3nnncfQoUO9qwhNpuopsFVVlcN5wdnzqrJMRj3fj7mKrs2lW7Kqqtj/mYGh3c0oOhOoHjjeR+n4334MYvLyK9Z/yXBsxZ4/24WcbgVhZRuMBp7KIEkNhoTMPDvjvlkX6GGIAKuxqwiD1bJly+jevTvbt2+nSZMmPj9/dqGLoyFae1UeBXh11mo+XVzVztf+pbqK8OQXB/ZF85/F0O4mNHVbohgsaMJiUR35eAozUW1Z2P94E2PXu1HCE1FMkWhMkSXO5dy5FPfB/zBdcB8A7sydFC19DVOPR3Af/BfXvlWEXf5SqTFUl4RoM6a4mHKP69k6noNFLtokhmM2+udzXeOYMCINpXurJUYaMelCL8h678f1vPfzxkAPQ1SQXqth1Rv9aZIQEeihiACRAKuazZkzB6vVStOmTdm+fTsPPvgg0dHR/PGH7zZ5Pc7tUdmTUURNb8Xyw4qdPP2Jf2rZfMF9eDNFS18pdbsuqRvGzkNx7v4Dx9+lU9f6Vv0wtO7v/VotysG28AVMlzyFxhztvd2x8Vuc2+ajGCMwdh6KNqZxtbyO02nXtiE5RWde2HFRq7ocsrtJrRNGjNU/DWVb17Vi0JReLdgoxhxyNVjpGflc+eyPgR6GOEv9uybx6cMXB3oYIkAkwKpmH3/8MS+++CJpaWnUqVOHSy+9lAkTJhAbG+vz5zqS5yDHVjNqr8qzKS2DW15d4PeiaVFar84p7Mg+c1q6a2os2SokRhhpGOOf/lPtEyNQ1JIpQgVIigkLsRoslcue/l4K20PUwhevootsBl0rhdbHuBB02223sXXrVoqKiti3bx/Tp0+vluDK4fLUmuAKoGWjWBbX4O11QoniLv/nruDYNjl5Rf7bVaCsEMpi1IZYcAXv//SfBFch7KlPVgXkeQ8ePMj9999P48aNMRqNNGzYkL59+3pX1q9bt45rrrmGunXrYjKZSE5OLlGnvHv3bhRF8f6JiYnhoosuKtFYW5yZBFg1RKj2vKqKKKuJBWP70axeZPkHi2qTlVv+m39OYfHPZ4HDjUL1TzuebgVhWIg1GE3PyOfdn6TuKpT9teUw367Y49fn3L17N506dWLRokW8+uqrrF+/nnnz5nHxxRdz3333ceTIEXr16kVMTAy//PILmzZtYtq0adSrV4+CgoIS51qwYAHp6en89ttv1KtXjz59+pz1ivraSlKENYDN4WZ/OSmamk3l8Y+WM291zdxeJ9hFW41E1qtzxmMsBi0Nj+0z2a1xJNW9wUCcxUCD8NLNhhtEmdFrQ+VzpcoVT3/PQZm9CnmpiRH8PaE/ep1/fvauuuoq/v33X7Zs2YLFUrLFTXZ2Ns2aNSMjIwO73Y7uNAs+jm8pt2bNGtq3bw/A+vXradu2Ld9++y3XXHNNdb+MkBcqVxpxBjV11WDFKbxyxwU80LdNoAdSK2Xl26ljPvOqvAKHG+OxbqMaPxSYh5+mFYOukhs8B8L7P/0nwVUNsT09l6nzt/jluTIzM5k3bx733XdfqeAKICoqCq1Wi8fjYc6cORXegN1ms/Hxxx8DYChjf8/yHE85rl279qwfG6okwApx+XY3dpdMQqrAHZe34p17uwd6KLVSlLH8wMVy7NO7P0Ics650KtAQQg1GD2ZKarCmGffNWnIKqz/TsH37dlRVpUWLFqc9xmg0cumll3LLLbdQp04drrzySl599dUyU38XXHABVqsVi8XCa6+9RqdOnc64x684QQKsEKaqobvfYHW5oFV9fpTtdfzO4yy/eF1/bPbI44eqBH0ZM1WWkGkwqjL49UWBHoTwsYw8O6/PXV/tz3N8RmrKlCkMHz6cyMhI6tSpw+jRo0vMVl199dUcPHiQ9957D5vNxlNPPUVCQgIJCQnce++93lqsL7/8kqeffhqz2Uy9evXIzMwkOjqaK664gvT09BLPPXXqVFq2bInJZKJFixa888473vtSUlIA6NChA4qi0LNnz2r+TgSevAuFsLwit187Y4eK+nXCWTKuP/Viyt/wW/jG0QqksjTHittdftgLvayJKrM+NArcJTVYc73940b2HS0o/8AqaNq0KQALFy5Ep9OxcuVKJk6cyOuvv87UqVNLHBsbG8v1119P//79+eGHH2jatClt27Zl0aJFvPzyywA0bNiQhIQEnE4nsbGxuFwuFixYQFpaGo8++qj3XJ999hnPPPMML730Eps2bWLs2LGMHj2aGTNmALBy5UrgRNH87Nmzq/X7EAwkwApRqqqSWeC/Je+hxmzU8+OYPnRuFhfoodQK2w/kUF55k+tYKttRzRHWmfYgDHaSGqzZipxunp+5ulqfIyYmhujoaDweDy+++CLNmzfn1ltv5f777+eNN94gOzu71GNGjBjBZZddRosWLYiIiODFF1/kxx9LNrZ1Op3Mnj0bi8XC8uXLGT58uLflA8Czzz7LhAkTGDBgACkpKQwYMICHHnqI999/H4C4uOJrcWxsLAkJCcTElL8DRKiTACtE5RW5cdX0lu1VpGg0THngEm65KDXQQ6nxCu0u4svpSVbkKO6XVVTNAVZZexAqgOKX6q+qkNRgbTDz951sO5BTrc/RtGlT9Ho9Xbp0YdasWWzbto0GDRqwZcsWzj//fAoLC/n000/54Ycf2Lp1K9OmTaNp06Z8//33/PDDDwwcOLBUIBYWFkZqaioPPPAA48aNIyYmxtszq6CggB07djBkyBCsVqv3z4svvsiOHTuq9bUGs1ApShAnUVWVrEKZvaoIFRh5fSeaNYhizGeBafhXW1jLuZrkFznBbKDQ4cZqqr50XVkrCEOhwejUeRskNVgLeFSV1+eu591qXJBjNpu55pprqFOnDo888gjp6emEh4ejqiqTJ0/mtttuQ6/X88gjj5CWlkZRURHx8fE8/fTTDBw4kD/++IMhQ4aUOKdeX/wBatCgQTz11FP8/PPP3pqu/Px8oLjuq0uXLiUep9WGRmq+OsgMVgjKt0vt1dnqf34TPn+sV5m1OcI3nPYzL7jIzC9eQZVvr94PB2WtIAz2BqOHsvKZ/MOGQA9D+MnM33ey92h+tT7H+vXrmTx5Mrt378ZutzNs2DBatGhBr1690Ov13HjjjWzZsoVPP/0UvV7PgQMHeOGFF2jWrBkHDhwAICsry9sD67iwsDAyMzO59tprvbfFx8dTr149du7cSWpqaok/x4vbj7d2cFdg54eaQgKsEKOqKllSe1UprZLqsGjsNUSYZXud6nAo88zFuxn5DhRU8uzVe4EtawWhsYygK1goqNz+hqQGaxOn28Ob3/1Xrc+RlpbGww8/zJYtW/jiiy946623ePDBB0sdl5qaitPp5K233mLnzp188sknvPfee2f9fM899xwvv/wykyZNYuvWraxfv55p06bx+uuvA1C3bl3MZjPz5s3j0KFD5ORUb5o0GEiAFWIKHR4cMntVadHhZha93I+m9SICPZQaZ0d6LmdqVO3yqITptdhdnnIL4quirFlKbRBPXU6Zt4EDmZIarG1mLNzGoWpMCd92223YbDY6d+7Mfffdx4MPPsidd95Z6rh27drx+uuv88orr3DOOefw2WefeVcQno2hQ4cydepUpk2bRps2bbjooouYPn26dwZLp9MxadIk3n//ferVq0e/fv2q/BqDnWyVE2L2ZhZJY1GfUBn54Z/8umZfoAdSo3TvlMy+vNOnCru3judokYvujaNxeHxf7K7XKLSOCy9Rb2XQKtSPCvP5c/nCoawCLh/9Q6CHIQLk4X7n8Pyt5/r8vD179qR9+/a8+eabPj+3qDiZwQohhQ7p2u47Cq8O6cb9fc8J9EBqlLByMnG6Y3FPdc1glbWC0BqkDUaLU4MLyz9Q1Eh1IkxsPVJIXpE0i66pgvPKI8okfa98SwWGXN6aZvWjuP+9PwI9nBrBZnNwxs1wjk2YV9fHhLJWEJqCtMGov1ODqtOGY8Mc3PtXoxblooluhKH9LWhjGgPg3PIzji0/A2BofhX65ld4H+vO2IFj9SeYeo1G0QTn9zNUNIqz0jylDvkehdi6kSzaepR+bRMDPSxRDSTAChE2p5sipx9aYNdCF55Tn++fuZIBL/2C0y3f46rYfyQfIsJPe7/j2M9wNWQHgbJXEOq1wTdRfyirwO+rBu2rpuHJ3Y+x8zAUcxSuPcspWvoa5iteAns+jg1zMXV/EFQo+uNNtAmt0UQ2RPW4caz+GEOnQRJcVUHLhlHUT4zCpdNRPyGCI0UuDtnd/LDxKFe1jvfpz+mSJUt8di5RecF35RFlyimsPUtbA6Fh3QiWvtKPhCjZXqcqdh/Kw3SGjum2Yy0aqiuQPXUFoaIE30UuEKlB1e3Avf8fDG1vQBvXHI01HkPr/misdXHtWIQnLx1NZAO0dVuhjW+FJqohntyDQPHMlqZOM+9Mlzg7HVPr0PO8FFKaJFC/QQymCDMHbS6Or1XKsjlZtisrsIMU1SLYrj2iDC63Sn41L20XEGYy8NPzfTgvVbbXqSyPqp6xo3uurbjexFFNAdaptV1Wg7bsZYUBNPWXjf5fNehxg+pB0Zzyf6M14D66DU1kAzx5h/AUZuApOIon7yCayPp48g/j2v0HhnMG+He8IU6rUbigVQLdz00muXEC9RtE4TEbOGRzlfnz+MOGwwEYpahukiIMAblFUnvlLxqNhqkjLmHsl6v48vfau8VDVRiU0wdPGfkOEsJN2JweDHrffr7TaxU8npLvX2GG4LrEHc4q4K3vq7f/UVkUvRlNbBMcm77DGJGIYorEnfYXnoztKNZ4NBH1MLT5H0VLXwPA0OY6NBH1sC19FUPbG3Af+g/Hhm9RNNriuq245n5/DaHApNfStVUCDp2epIQI3DotuQ43hUVn/oCcVehkZ0YhjWODc7WrqJzguvqIUlRVJccmAZY/qcATN55L8wZRPP/FP4EeTsgpKLADZdfqZBc6aaBAgcNNZJhvLz9RptIrCA1naszlZwoqgwO4atDY+U7sf3+E7YeHQdGgiUpC26gLnqw9AOibXIy+ycXe4527/0DRmdDGNqFw3hOYez2DasvC/td7mK8aj6KVhr3HRVkMnNsigQJFS8N6kRSokOXygOPMgVWjaBNJMWYcbjfr03MlwKphJMAKcgV2D1J3HRgDuqXStF4kAydIl+2zkXY4D11M1Gnvt+q1x7bLMfr0ectaQRhMDUY//GVTQBuKaqx1MV/8OKrLjuq0oTFHUbT8HTSW0ilx1Z6Hc+N3mHo+jjtzJxprAprwBAhPQPW4UPMPokQ2DMCrCC4J0WbapNalSKOjQb0IMhwejpSzGEmrQKsEK9FheorcHuxuD6Cw7WgB+XZX0LYVEWcveD7eiTJly+xVQLVJiWPR2GuwmuSiV1H7jhYQbjj9pcWgVcgrcnlbNvjKqSsIjTpN0GzwfDi7gEnfrw/0MABQdEY05ihURwHuQ/+hrd+h1DH2tV+gb3oZmrAYUD2gnjQTo3qo7f2pGyeE07tzCue0bkj9hrFYY8I4WOTG6Tn99yXcqKNLUiRdU6IwG7UUnfLJ2aPCugO51T104UfyrhHE7C6PtGYIAjERZhaP689Nr/zKjnS5AFZEnFlHnsNR5n0awK2CTqPgy765p64gtBqDo6WAgsodbywO9DBwHSwO8DThCaj5h3Gs+xJNeCK65O4ljnMf2oCafwhd56HFx0en4MlNx5X+L6otszi9GJ7g9/EHgzbJMdStG4nZaiI2yswhm4uDNhdn6v3WIMpEcowZl8eDB84YhK1Lz+X8pGg01bmXlPAbCbCCmNReBQ+9Tsusp67gkSnLWLhuf6CHE/S06ulrTzzHPrlrNRpcPsx/a5SSk2LGIKm/+vCXTezLOPNG2H7htOFY/w2qLQvFYEFbvxOGNv9D0Zx4G1DdDuyrP8V4/j0oSvH3TxMWg6HDrTj+/hC0eoydh6JoDYF6FX6nKHBes7qERViIi7WiN+vILHIXrwg8DY0CLeOtxFqK04AV3RYq3+5me0YBzeKsvhq+CCDZizBIuT0quzOKfJ1FEVWkAO/9tJ53f9oY6KEEtc7N63JYLbsIuktqDDmqQo8m0aXSJJWl1yq0rlNyD8KkaDMaTWCDrCPZBfR+WvYaDEV6rYauLeNRwsw0rBuOQ6uQ5zjzz6vVoKVVghW9TjnjTNWZJEWbubF9vUo9VgQXmcEKUvlFbgmugpAK3HVVG5o3iGLEB38GejhBa9fBXCzxsWXeV1DkAqPepz/fp64g1CgEvP6quKFo4FOD4uyEGXV0bZWA22AkOSGCHI+HDJeKtzNoGepHGkmJNeP0qKicOQ1Ynj1ZNjIKHcSG1Z5ZwpoqOObQRSl55fRNEYHVs21Dvh19RVBuwxIMjuQUEX2ahQHZhcXNRt1VeBM61akrCC1GbcADrI9+DZLUoKiQ2HAjvc9tRNdOKSSl1CU81sIhh5ui0xQKKgq0irfSo0k09aNNOI4FV74gxe41g7w7BCGny0ORS4rbg11SfCRLxvWjrmyvU6YYU9mXl6N5dgAcZ5gROFunriAMMwS2wP1IdiETvwuOVYPizBrUsdC7cxKdOyZTv1EdjJEm0m2u0y7ACDNoOa9RJN1SorCaS68G9IXNh/Nr/UrNmkACrCCUJ9vihAyL2cC85/vQsUnZ6bBazVV2EXCR04NZq2B3+e7n/NQVhIYAziwWpwald1qwa1Y/kt6dUzivQzIJ9WNRw4wctLlQT7MiMDHCSPfG0bStb0XRgMOHM7Cnyre72Z9TVG3nF/4hAVYQkvRgaNFoNEx7qBfXd5PNcE+WmXP6pppmnQabD1uQnHohC2SD0enzJTUYzNo3rkOvLil0aJdEbL0obDotR06zHZkCtKhroUeTaBpEG3F4PFRjXFXC5sPyMxTqpMg9yBQ5PTh9mDoR/qGi8NTN59G8QRQvfrk60MMJCjvSc4hpEEdZPYL0GoV8h5sYqr7dil6r4FFP7EFY3GA0MJ8dj2YX8sa3khoMNhpFoUuLeMIiw0isG04RCjlOD5wmW2DWa2iVYMVs0OJweyhye/xe07f1SD69msYGvJZQVJ4EWEEmTzZ2DmnXXdiUpvUjGfS6rB7LLXTSwqLncEHpn2mN6rtNzKNPWUEYqAajxXsNSmowmBj1Grq2TMRgNVG/bgRZTjdHnSqcphw9PtxAap0w3Kh4VHAEcJ+yfIebfTlFNJQaz5AlKcIgoqqqpAdrgHaN67Lgpb6EBUkn8UCK0Jf96dvpdlPgcKP4YN3VqXu3mQLUYFRSg8EjIkxPr44NubhrKo1T66KPsnDQ7sZeRrykAM3iitOAjWJMOFXVb2nA8mw5nB/oIYgqkAAriBQ6/JffF9WrTmQYS8b1JyU+PNBDCSi34zSF7sdSMzofNAI9dQWhLgAF7pIaDA51I830Pi+Ji7o2oUFyHFiMpNvcZV5XTToNnRpG0K1JFFEWXUDSgOXZcqRAVhOGMAmwgojMXtUsBr2OOU9fySVta29X5iPZhWXefjwVrvHBG9rJKwg1Cihn2BeuOiio3P6mpAYDKTk+nMu6pHBh18bEN4jBaTQUb2VTxs9XnMXABSlRdGgYgVar+LRdiK8VONzszZbVhKFKAqwg4VFVCqQ9Q6UcTN/PI/fewXktGnBOUgxXX3Qe69f+471/6jtv0qVVEl1aJfHhuxNLPHbtPyvp3/sCXKdpKVBlisIbd17IXVe0rJ7zB7kdB3LQlhHvZOaXvRF0ZWg4uf5K5/dZiBkLNrP3qKQGA6F1o2gu79KY889NJjohigKNlqOn+aDatE4YFzaJJqWOCZeq4g6RmaEtRyRNGKqkyD1IFDo8PusCXJvkZGdxU99edOnWg6mfzyEmNo7du7YTERUNwOYN65k4/gU++GQWqqpy58D/0f2iXjRvdQ4ul4tnRj7Ai69NRqervl8FFbinT1uaN4ji4anLq+15gpHN4aauRUd6fskANrPAQRxqldMfBm3JKi6z3r+fGY/mFPL63H/9+pwCzm0aR2xcBPF1wslXIcvlAUfpwMqoK14NaDVqsLtV7G5PmbNawWzrkQIubVon6NKXonwSYAUJmb2qnA/eep3Eeg14ZeIH3tsaJiV7/71z+1aatzyH8y/sCUDzlucU39bqHKa+/Qbnde1O2w7n+mWsl7RvxNynI/jf2F99uk1MsAvXKaSfcpvboxKm1+FyU1YXhwqLMpVs82D0Y4G7NBT1L51WoWuLBMKjrcTXsZLh9HD4NL3UYi16mte1oKLiVsEexGnA8hQ43KRlF5EULasJQ42kCIOAKunBSlv464+c064j9w+9lS6tkrimV1e+/OQj7/3NWrZm987tHNi3l/1709i9cztNW7Riz+6dzJr5CQ898axfx5ucEMXScf2IizD69XkDyV7kLPN2s7bqy+BPXUGo8UHRfEVJatA/woxaLm7fgCu6NyO1eSJKuImDdneZGyo3iS1OAzaJMx9LAwZgwNVAVhOGJgmwgoDNKasHK2vvnl18PmMKySlN+OjLb7ll0DBeePpRZn/5KQCpzVrw8JNjGHxDH26/sS+PPPUcqc1a8Myj9zNy9Iv8vngBV/U4l2t6dWXl8j/8MmZrmJFfXryGtikxfnm+QEvPKPvNQasoVd5z8+QVhCa9xm8F7hmSGqx20VYjl3ZqxBUXNqdh47q4jm1l4znl/1ivVWhfP5weTaKJDdcXpwH9vNChum09UoAnRGrGevbsyYgRIwI9jKAgKcIgsC/LRm6RG4tBi06jBKwLdShSPR7OadeRR556HoDWbdqzdfNGvpgxlQE3/h8Atwwaxi2DhnkfM/vLT7FYrXQ4twuXdWvP7F9+5+CB/Tx0120s+nsTRmP1zy5pNBo+eeRSnvt8JbP/3F3tzxdIOw/m0riZtXSJjEel0OHGaqp8v7CTVxBa/LTBszQUrV71YsI4J7Uu0TFWtCY9mXY3hbbSi1Ciw/S0qGtB0ai4PFTLpsvBotDpZm+WjaSYsEAPRZwFCbCCwOE8Bzanh6zC4lSK1agl3KjDoNOgkWDrjOLiE0ht1qLEbU2aNefXH+eWeXxmxlHeem0sn3/7K+tW/01K41SSj/1xulzs3rGN5q3O8cPIi7fXefaWLjSrH824r9f45TkDweVWibfo2ZtbMlVod3pw2V3UxVDpc2tOalVq0vsnwPp4oaQGq0NqvQhSG8USWycCp1Yhx1H2VjYpMWYaRJtwuN24UaHmxlUlbD5S4NcAy+FwYDBU/ndTSIow4Ars7lKb3ubb3aTn2tmTaSM9x0aBw4nb45GGc2XoeN757NqxrcRtu3dsp16DRmUeP/aZUdx+1/0k1muA2+PG6Trxpu92uXB7/FsLpwI3XdSMaSN6+vV5/c2sKf2za7O7yKtC7eGpKwhPns2qLhk5hUyYI6lB5/aFFP74KAWzhmFb+ALuzJ3e++xrv6Bg7nAKf3gY156Sq2Zde/+m6I83S9zWLiWWq7ul0q1zE0xxEWS4VXIdJa+Jeo1Cu3rhXJgaTVyEAbvbg1rD0oDl2Xokv1rfA3r27Mnw4cMZMWIEderU4fLLL+e///7jyiuvxGq1Eh8fz8CBAzl69Kj3MQUFBdx2221YrVYSExOZMGFCqfMqisLcuXNL3BYVFcX06dO9X+/bt4+bb76ZmJgYLBYL5557LitWrKiul+o3EmAF2NFy+gEVuTwcznOQlmVjX7aN3CIHLrcEW8fdftdw1v6zknffHM+eXTv4btaXfPnJR9x6+12ljv1j6UJ27djG/91RfF+b9p3YuX0rSxf+wsyPP0Sr1dK4STN/vwQAOqTG8+uLfWrs9jqFhaV/znNsTuwuD5WNi05eQVh8jup9w1VQueNN2WPStXcFjnUz0bfqh7n3GDSRDSn6bQJqUS6uA2txp/2FqccjGNregH3VNFR7HgCqsxDHf7MwdByIokCXFvFcc1EzOrRPQokM45DdTZGr5HUtyqyja1IU5yVFYjRosFexZi+U2ZweDvmwf1xZZsyYgcFgYNmyZYwbN45LLrmEDh06sGrVKubNm8ehQ4e44YYbvMc/9thjLF26lG+//ZZff/2VJUuWsHr12W12n5+fz0UXXcT+/fv57rvvWLduHSNHjsTjCf3/a0kRBlh5AdbJXB6VjAInGThRgAiTDotRi0GrrbU9Utp2OJe3p81kwkvPMvn1l2nQKJmnXhhPv+tuKnFckc3G8088zJsffOxdaZZYrwHPvDSBxx+8C4PRyCuTPsBkDtxS6LpRFpaM688N435h96GatWpo35F8iIwocdvRPDv1I0zoFA0O9ewvpievIPRHg9FPFm5mjzR9xLn1V3QpPcDtoOj3N1Bt2QA4Nn6LEhaLpm4LXGl/4dq9DDwunNsXYWjdD8e/X2FqegnNLVkc2TSHlte+wyGbk4NlbPqdFG2iUYwZu9uNh+DZGzDQ9mQWkhBefTWiTZs2Zfz48QC8+OKLdOjQgbFjx3rv/+ijj2jYsCFbt26lXr16fPjhh3z66af06tULKA7QGjRocFbP+fnnn3PkyBH+/vtvYmKKF/6kpqb66BUFlgRYAeRye8iylb2EvTwqkFPkIufYxSnMoCXCpMOo1aAoSq0KuC657CouueyqMx5jMpv59c91pW6/4f9u54b/u726hnbWDHodc5++igff/52l/53aPSp07TmcR8s6URSelA7PK3Kh1yiVnsEyn1RzFVbNBe4ZuYW8JqlBVI8LT9ZuNHWa4lg3E0PH29DGNqZo2Vu4di7F2HkYzm2/gseDof3NOP6ZgXPTD1jim6C3p3PFbU/x8ytDueCRdzhoc3HyrKNWo9A6wUqkWYfd7amRqwGrak+WjS5J0dV2/k6dOnn/vW7dOhYvXozVai113I4dO7DZbDgcDrp06eK9PSYmhubNm5/Vc65du5YOHTp4g6uaRFKEAZRZ6MRXmb5Ch5uDuXb2ZNk4kGMj3+7EJXVboUlRmHR3D4ZeVnO211FVqBtW+vOcRadUegcD/UkfIgzVuMGzgsodb0hqEChO96ke3Onr0aX0QJ9yIZqI+mjrdQDAU3gUTUR98DhwbvmZuIvvxxBmxf3fl/S8Zwzz334MW0EeK99/itz9O4DimfguSZF0SY7EZNAcC6xEWfbnFFVrk2KLxeL9d35+Pn379mXt2rUl/mzbto0ePXpU+JyKopR6H3I6T0wsmAOYNahuEmAF0PFVg77mcKscyXewN8tGWlYh2TYHTrcbVTbjCRkqMPyatrx6R9dAD8Vn9GWkAQ1aDZUttTh5D0JtNc7YSmqwNDUvHW18a+/XiqKA3ownYzv65legD4vimsfeo0ePjrjsBdRp3ZW9O7eQufM/ej8/k+QL+7Nu2hgubBxNy0QLqlJcAiHOzOlR2Z/jn82fO3bsyIYNG0hOTiY1NbXEH4vFQpMmTdDr9SWK0bOysti6dWuJ88TFxZGefmI2ftu2bRQWntgEvm3btqxdu5bMzMzqf1F+JgFWAGUXVtMGwyfxqMWB3L7sInZnFHI0v4gilwu1EjUvwv96d0xi1pOXo/XDCrnqlldQ+o1BCzgrMWNx8gpCk15TbfvLZebaJDV4EsUYDooGUFFMJ2rq1KIcFEMYRk8B1153Le0v7c/Ct+5h3ttPYLBEcs6Ae/lv1mTiWnTCs/UP0n6dzuGdG9n232qfzeLXFmnZNr88z3333UdmZiY333wzf//9Nzt27OCXX37h9ttvx+12Y7VaGTJkCI899hiLFi3iv//+Y/DgwaV2U7jkkkuYPHkya9asYdWqVdx9993o9ScWqNx8880kJCTQv39/li1bxs6dO5k1axbLl4f+vq0SYAWI26OSV0ZxZ3XLs7tJz7GzO9NGeq6NQocLj6QSg1qTelEsGdeP2GosbvWHPQfzSt3mdnsqtV1OlPnEBdpaTfVXCsheg6dQNDqUyJJFzKrqQZO5hbiERMItRtwRYTTqcyeXvTwXc1QcHQY9xd4lX1GvUWMijFp+n/kug8d9CMDs158OxMsIaXuy/BNg1atXj2XLluF2u7nsssto06YNI0aMICoqyhtEvfrqq1x44YX07duXSy+9lO7du5eo4wKYMGECDRs25MILL+SWW27h0UcfJSzsRD8vg8HAr7/+St26dbnqqqto06YN48aNQ6sN/RXViirvrAGRWeDgn7TcQA/DS6dRiDTrCDPo0ClKyO04Xxu43R4Gv76Q9XtCdyq9bZtG5J7U+6pzkxgS61qJLKM+60wax4QRaSgOsupHmTBUw8X4s0WbeXV26YURtZ1zz3IcKz9A3/RSzu19PRnrf2bP6oXUadkFj8vJBQ+8DsCupbPJ3bKS6+8dyZQnhjLgkZf46PEhJLXuQHKbc/l3yc8cSdvB8z+sxRhWupBalE2jwAPdUzD4cWNzUTnyPxQgWX5ID56N4y0g9mbZ2J1ZSGahHYfbLTNbQUSr1fDpY5fSr0tyoIdSaXXMJQOhgiIXBaX20CnfySsIddWQPs3MtUlwdRrhqd0xR9WFtD9Z8cFwjuzbxvkPTiJzx7/ENmmDRoEkYxG7fpnODQ89y8zXnuTqe56kSfuuNG7Xmd3r/+HfJT/T74HijdZrQr8jf/KocCDXP3VYomokwAqQ7Eq2Z/AHFcixudifXcTuzEIO5xVhc7rwqJJKDDQVhecHdmHk/9oHeiiVonGXDKayChzk28/+w8bxru1aBZ9v8KwAd0yU1OCpIsMMXHZuI667rBVd/+8R3G4XHQc9xblDnmPPsu9x2230u+n/OL9xFPGJ8Tz++VI2r1iCJSqGVhcU90m6bPAIdEYj148cx65/V1I3KRWzNaKcZxan2uenQndRNdIHKwBUVSWnjM1Lg1WBw+2dZTBoFSLNesx6LZpa1m8rWKjALRc3p3n9KIZMWhLo4ZyV7DwbnLT3YEa+gyibs7iPw1n8LGnU4iL36mgw+umizTWu0WtVJESb6dg8gbi6EeSpCkddHmI6XkqbGzPYOPc9inIyaNC0FXe9Oo2I2Do43cUfwvIyj7L4s3e5962vvOdq2LIdPa4fwvQnh2GJiuXGUeMD9bJCmr9WEoqqkRqsAMgtcrFiV3agh1FlWgUizHosBi16TfWt5BKndyirgH7P/0yR0797KFZWjNVIRL06JW7r2DyO9g0jcFXwUmTQKrSOK571SIgwYtb77nNiZq6NS578zmfnC2WNE8Jpk1qXmLgIjjo8OE9qo6Ao0KKuhbhwA0W1ePuaQNFrFR68MAWNXHODmsxgBUB2NfW/8jf3sRYQx/t5hZu0hBv1GI51kxfVLz7awtJX+nHDy7+GRK+mzHw7KWYtGbYTAaFJq0GrUXC5KxZgnbyC0JcNRiU1WOyc5BhapNTBGmXhcJGL9KIT/1dheg2tEsIx6RUcHlWCqwBxulUO5zuqddscUXUSYAVATQmwTpVX5Cbv2MXYrNcQYdZh0mlRkFRidTIa9Mx95iruf/c3/th4MNDDKVe0sWSApdec3YYo4YYTly1ffoL/bPGWWpsaVBQ4t2ldGifFYgw3c9jmIr/IzfH/mfhwA6lxYbjV4n0BHdIUNOD25xRJgBXkJMAKgOwQqr+qLJvTg81ZvJG1XqsQadJhNmjRajQ+L0oWxZ203773It78di3T5m8J9HDOyOMs+fOvUVU8Z7HLgElfPGtl1vtupjQrz8b4WWt9cq5Qotdq6NoqgUYNolGNBjLtbjh2fVKAZnUtxEcYsDndJVKEIvD25djo1CAy0MMQZyABlp/ZHG7stWxa3elWOVrghAInGqV47zGLUYdeI6lEX1KBB/u1p3m9KB6fsaLc4wMlI6cQdCbv106Xh7PpNarXaEAFi48ajCrA7W/WrtRgmFHHBa0TqVc/GpuiIcPpgWP9yUx6Da0TwjEbNDjcHopcHvk9DUJS6B78JMDys2Buz+APHrV4Bu/4LJ7FqCXcqMOk06Ao0jXEF644L5kmiZHc8MqvQbkNyfYDOdRtZEQ9NpNZaHfjdHnQaCv2Jn58BaFJ75sA6/MltSc1GGM10qV1IvEJkeS44bBLBYqj27pWA03jwnADHlWtVId94T/5djf5dhdWo7yNByv5n/Gz3ABsjxPMCuxuCo59cjbqNESadJikBUSVNW0QzdJx/ej3wjyy8u2BHk4JBUUu6lr1HMov/l3IK3Jid3kwV6Ab+8l7EPqiwWhWno1Xvllb5fMEuwZ1LHRqkUBMXARH7G4OOk5E3k3jwkiIMGJ3uXEGY0QuTiuj0CkBVhCT/xk/K7CHxnL6QLC7PBzOL67b0mqK67YsRi1aRVKJlRFhMbHgpb7cNmEhG9KyAj2cEiJ0CoeO/Tsz30Gh04PZWH6AdXwFYfHm11X7mVCAO95cXKVzBLtm9SNp2yweS4yVw4VO74pAo05D6wQrFqMGu1vF7vZIm5UQlFnoICnaHOhhiNOQAMvP8iXAqhC3RyWz0ElmoRMFCDfpsBp10gLiLGm1Wj4f2ZunP1nB9yv2BHo4Xq6TurdnFTiwOdyA/vQPOOb4CkKrUVvln4PPl2xh16HSG1DXBO0bx9KySV104WaO2FzkF7oAhToWPc3qWlBRcatgr2BrDBGcMgocgR6COAMJsPzI5fbUugJ3X1ApTq0eT6+a9RoijqUSpQVE+VQUXhzYlWb1Ipkw599ADwcobpCKKQworstzVvD34vgKwrAq1l/VxNSgRlHo0iKe1OQ6uIx6sk5aEZhaJ4x6kUaKXO4KN3QVwS+jhrb8qSkkwPKjymxqK0qTFhBnTwUG9mpJ8/pR3Dn5t0APhx3pOTRoEnZi9aCqoiiUW5R/fAWhvgoNRmtaatCo13BB60QaNYihQKPlyLEVgQatQuvEcKxGLXa3hyI/pAHnT5/Igo/fKnFbXMPGPDrjVwC+f+cl/vllNgaTmSuHPUaHS/t5j/t3yU+s/nUOg8dOqdYx1iQygxXcJMDyI6m/8r2yWkBYjTp0GkVWJZahc4tE5j1/Nf1fmBfQ7XXsTg8JFj3784o/gesAnaKUW2R9fAVhVRqMfrF0a41IDYab9XQ7px4J9aLIcsMhtwpuD7FheprFW8CbBvTvrHl8clOGvfax92vNscULG/9cyNqF3zN0/HSO7tvN168+TrPzLsQSGYMtP49fPnqdoa9+fLrTijLkH2v7Y9TJtS4Yyf+KH0n9VfU63gJiX3YRuzNtHMkvosjpwqNKWvZkCTFWlrzSjwaxloCOI+ykLJ/H4yk3aDq+gjDMUPk6vOw8G+O+XlOpxwaLupFm+nVrzHVXnIMmLpKDDhW7W6VxrJkLm0TTpK4Zt1ocXAWCRqsjPCbO+8cSGQPA4bQdNG7fhQbN29C+V19MFiuZ6fsA+OmDV+ja9xai4+sFZtAhTGaxgpfMYPlRgUNaNPhTcZ+Yk1pAHNu6R1pAgMmg5/sxV3Pv20tZvvlQ+Q+oBnabg+MrAR1OT7nJ3eMrCC2Gyl22ihuKhm5qMLmulXNbJWKJtnLIVrxHoF6j0LaelXCT9sRqwACnyY/u382L11+A3mCkUasOXDH0UaLj65HYpAUrf5hJYV4Omel7cdqLiK2fxK71qziwbQPXPvhcQMcdqjIKHdSLNJV/oPA7RVWl4tFf/tieic0psymBptUoRJp1hOmPpxJrb7ClAK/PXsOMRVv9/typiRG4wsMBaNcokvOax+HwnP73o0lMGBEGPQ2iTOgr0DPrVF/9tpWxX4Xe7FWrRtG0ax6P1mLm6LEPDFFmHS3jrSiKiiuIruCbVyzFYSsgrmFjcjMPs2DGW+QePcTDH/2EMczK/OkTWbPgW/RGE70Hj6BF1568dXd/rh81nrQNq1k25xMskdEMePhFElKaBfrlhITOjaLo2SQ20MMQZZAAy0/cHpVFWzICPQxxihMtILQYtFVf+h+qflq5iyc/XunX59RqFFJb1MfuUkmKDePi9oln3JOwdbwVg6IlOcZ81vV12Xk2ej7xXVWH7FfnNYujRZO6OA0Gso8tkEmOMdMw2oTdfWIj5mBmy8/l5Zt70OeeJ+l81Q2l7p8/YxJF+bmce8V1TB05mIc+/JFNyxezfO4nPPD+twEYcehpEhvG/9omBnoYogxSg+UnUuAenI63gDiQY2d3ZiGH8oqwOV14PB5q02ePqzqn8OWo3n7tNen2qCSEFaf7jubbcZTTqsGg0Rzr3n52g1SAIZOWVG6QfqbVKFzYJpHBfdrQsEU9jqAl3+Whbb1wejSJpm6EISjSgBVltkYQ1yCFjP2le7AdTtvBmgXfctkdD7Fz3QpS2p6HNSqWdj2vYv+2DdgLa8f2RVUlrRqClwRYfiL1V6Gh0OHmYK6dPVk2DuTYyLc7cXvctSLYat4whiUv9yPKUn7DT18xKsXf14Jj+xGekapUqsHol79tZUd6bmWH6Bdmg5benRpyW992RDWqy0G3gl6rpWtyFF2SIzEZNMVtFkKM3VZAxoE0ImLrlrhdVVVmv/40fe55EqPZgsftxuMqvka63cV/e86QLhYn5BQ5cXlq/vUpFEmRu5/IDFbocbhVjhzbukejQKRZj8WgRadVUGroZ5NIq4kFY/vxf68uYPO+7Gp/vvwCO1BcT+V0uTFTdm2V4dhG0OazbDCanV8U1HVXURYDF7atT0x8BEfsHtIdHhpFm0iKMeNwu/GgEkpxxg/vvkyrCy4hKr4+uUcPM3/GRDQaDe0u6VPiuJU/foklKoZWF/QCIPmcTsz/eBJ7Nq5hy8ql1E1KxWyNCMRLCDmqClmFDuKsxkAPRZxCAiw/kSajoc2jQlahk6xj0/HhRi3hpuNb99SsYEun1TLz8ct4avpyfly1t1qfa++RfLTRkUDxSsLTOb6CUH8W/X4UYMjE4Fw1WC8mjPPb1CMs2soRu4ejTmidGE50mJ4ityek0oAnyzl6kM9ffIjC3CwskTEktzmX+yZ/gzXqRBF2XuZRFn/2Lve+9ZX3toYt29Hj+iFMf3IYlqhYbhw1PhDDD1kZhU4JsIKQFLn7yYpd2d6tXkTNYtJriDQVt4BQalALCAWYPn8jb3y7vlqfp3XrhhQ4PfRqE0/9umX35moSG0aEXk9yTFiFv79f/7aNl75a7cuhVllqYgTntq6Hxmom0+4m3KijVYIFnVbBKWkeUUndkqPplhIT6GGIU8gMlp+UV8ArQleR00PRsa17dMdbQBh0aEM82FKBQb1b0bxBFHe//Xu1PU/dMB27chw4nB40KGWuJDTpNIQZKl5/lZNfFFTBVbuUWNo0j8du0JPtVGlg1tO6fgQO1YOqIsGVqBIpdA9OEmD5ib+3qxCB4fKoZBQ4yShwogARZh1WgxZ9CLeA6NqyHj+NuYprX5qHvRr6uOmOddovcrjRacBRxlMYNBoshorVXynAHUGQGlQU6NoinmZN6pKLhkyPSqtYCzGWY2nAUCquEkEtT7IjQUkCLD9wuDzlbmIrah4VyLG5yLEVX/wshuK6LaOueFPqUAq46tUJZ+m4/lw39hf2ZRT49Ny5+UWAjoIi57HvSRm/LKpS4f3Wvv59W0BXDeq1Gi5sk0ijRnU46lIp0GlpE29FrytOA4biakAR3GSVenCSAMsPHHJBFRQvdDi+2MGgVYg06zHrQ2frHpNRz/djruKeyUv5a8thn513V3ouYfExZBWUneY4voJQpyk/wMrJL+LFLwOTGrSa9PRoV4+4xGgO291owwx0jQ3D6SlOekoaUFSXggBu3C5OTwIsP7BL/ZU4xWlbQGgqv5GxPyiKhvfvv5hXZ63m08XbfHLOwzk2OiRpOZpvx1NGEBJl1h9rMFrO2IChk/yfGqwTYaJ7u/pYY8LJcHqIjQqjmVWP3e0549Y/QviK063icHswaGvWiuZQJwGWH0iBuziTUi0gTFqsRh0GbfHsVrBRgUf/15EWDaJ4+pO/fXLOGJOGrCI3LpcHtCVfc7hRV6EGo1//sY1tB/yXGmwUZ6Vrm3pow8Owo5CSYKWFTsHhUaXmUvhdocONwSwBVjCRAMsPZAZLnI28Ijd5RcVT/ma9hgiTDqMu+FKJfbo0pkliJLe8uqDKNYbKsd8Rp8uD7pSNnM06TbkNRnPyi3hxpn9Sgy0aRNGxVSIOowFLmIEmdcJwqR48KjgkDSgCpMDh9vaLE8FBAiw/kABLVJbN6cF2UguIKLMOcxC1gGjZKJbFY6/hmud/JtdW+aXimbmFoDFid7rRGUsGU3qNBv0ZUh/+Sg2e2zSOlk3jydNqqRsbRl2rgSJJA4ogUSjNrIOOBFh+4HDJp1pRdS6PytECJxQ4URSINOmwGHXoA1y3FRVuZtHL/bhl/Hy2Hsip1Dl2pucSVT8Om92NxVryPkVVzpgqnbWs+lKDWo1Ct9aJJCfFUqjRkZRgwWTQ4nB7ZDWgCCqykjD4SMLWD2QGS/iaqkK2zcX+7CJ2ZxZyOK+IIqcLVQ3Mz5pOp+WrJy/nio4NK/X47AIHcWFaCuwl3ySM2jM3GM0tKOL5L3yfGjTptVzWqSG39GlLSot6NG0UzTkNrGi0iqwKFgGh0xRvdl7HYqBehJHkaDNNY8NoGWehTXw4Zt3Z7dMZypYsWYKiKGRnZwMwffp0oqKiAjqmssgMlh9Ikbuobie3gDDqjm3do9eiVZTijpd+ofDKHRfQrP5GJn1/9tvrRBm05NtcxdHjsTEXd8Uv+42jOvYajAwzcFH7BljjwomLCiM+3IDN5cYpjeyED+m1CiadBqNOi1GrQa9VMGg1aDUKOkVBo3Bi1lY93huunN/jWvwjeuONN3LVVVcFehilSIDlBzKDJfzJ7vJw+FgLCO2xFhBhfmoBoQJ3XN6K5g0iue/dP87qsW6nk5xCBzqNBtexgCbcqDttg9FZy7b7LDWYEG2me9sGmKKtJNW1YDZocLiLm4IGQ62bCF4GrYJJXxwoGXXFwZJeo0GnUdAqxeltjXI8PFIo3v63Aj9TJQKm8o/3Z581h8OBwWDw2/OVx2w2YzabAz2MUiRFWM08qopLVhaJAHGrkFnoZF92EXsyC8kosGN3uanuPd67ta7PD89edcbi9FMdzSoko8CB9qSeV2adpswGo8WpwX+qPM7GCeHcdGkLru7diratE2laLxytVsHhlt/Z2uj47G9dq4EGkSYax5hpVsdCq7pW2iSE0y4hgg6Jx/4kRNAhPoLWcRE0ibLQINxMnNlIlMGARafDqNGiUzRoUEBVUFXl2Grb6gnYndWYuu7ZsyfDhw9nxIgR1KlTh8svv5z//vuPK6+8EqvVSnx8PAMHDuTo0aPex3g8HsaPH09qaipGo5FGjRrx0ksvAXDJJZcwfPjwEs9x5MgRDAYDCxcuBMButzNq1CgaNmyI0WgkNTWVDz/8sMzxnZoiHDNmDO3bt+eTTz4hOTmZyMhIbrrpJvLy8rzH5OXlceutt2KxWEhMTOSNN96gZ8+ejBgxwkffNZnBqnZuCa5EkFCB3CIXucf2LTveAsKk11bL1j0N4sL57ZV+/G/sPA5k2so9fnt6DolGMyf3fDCVsYejAgyduKRKY2uTHEPbFgnUiQsnPtJEkcvtnTUToU+hOFgqTsNpMGiLV6LqNQraYzNLxStxQTk+q6RSsXT6yT8mQTS56armDwUzZszgnnvuYdmyZWRnZ3PJJZcwdOhQ3njjDWw2G6NGjeKGG25g0aJFADzxxBNMmTKFN954g+7du5Oens7mzZsBGDp0KMOHD2fChAkYjUYAPv30U+rXr88ll1wCwG233cby5cuZNGkS7dq1Y9euXSUCuPLs2LGDuXPn8sMPP5CVlcUNN9zAuHHjvEHeww8/zLJly/juu++Ij4/nmWeeYfXq1bRv395n3zMJsKqZrOAWwerkFhB6rUKkSYfZoEWrKd4r0RfMJgM/junDXZOXsHLrkTMeW2h3E2fR4XJ7vG901jLqr2Yv216p1YqKAl1axNM8tS714yOwmLTYj6UB/VenVrvsXLeS376cwr5tG8jLOMxtz79L6+69vfcv/XIqS7/8AICeN91JjxuGeu9L27SWuW8+y/B3ZmExGjDpNRi0Wgy64nolnaKg02jQaorrlY6n4FDVY2V8FQuW1OOPC/Efger+MN+0aVPGjx8PwIsvvkiHDh0YO3as9/6PPvqIhg0bsnXrVhITE5k4cSKTJ09m0KBBADRp0oTu3bsDMGDAAIYPH863337LDTfcABTPQg0ePBhFUdi6dStfffUV8+fP59JLLwWgcePGZzVej8fD9OnTCQ8PB2DgwIEsXLiQl156iby8PGbMmMHnn39Or169AJg2bRr16tWrwneoNL+nCO12Ow888AB169bFZDLRvXt3/v77RDfoDRs20KdPHyIiIggPD+fCCy9kx44d3vunTp1Ky5YtMZlMtGjRgnfeeafE+UeNGkWzZs0ICwujcePGjB49GqfzRH+eikwd+pJbPhWLEOB0F7eA2JtVRFpmIVmFdhxut09WJSoaDVMeuIRbLkot99hwnYLzWM2iUavBYiz5GTC3oIjnzjI1qNMqXNK+AcMGdOCqi5vTuGEUOr0Gu6QBq52jyEZik5b0f2AMUBzHhum1RJv1OA7uZMGMN3l0/HuMevU95k97k/DcvbRPjKBtXBjzJo/h8Rdfp2O9GFrUCSc50kI9q4k6JiMRej1hOh0GjQYtGhS1OA3HsRRcbaybq+5SlE6dOnn/vW7dOhYvXozVavX+adGiBVA8c7Rp0ybsdrs3eDmVyWRi4MCBfPTRRwCsXr2a//77j8GDBwOwdu1atFotF110UaXHm5yc7A2uABITEzl8uHgP1Z07d+J0OuncubP3/sjISJo3b17p5yuL32ewRo4cyaxZs5gxYwZJSUmMHz+eyy+/nO3bt2Oz2ejRowc9e/Zk0aJFREREsGzZMlyu4pTGZ599xjPPPMPkyZPp0KEDa9asYdiwYVgsFm+UHB4ezvTp06lXrx7r169n2LBhhIeHM3LkSO8Yyps69CVJEVZMYUE+Mya9zLIFP5GdeZTUlm2454mXaN6mAwBff/Q2X300GYAbh9zPdbff633spnX/8NYLI3lr5i9odTIpW1WeYy0gsm3Fv3dWo5Zwow6DToNGqdxnMhUYeX0nmjWIYsxnq057nNPuxOFwY9JriTIX9/g67mxTg2FGHT3bN6BZkzrExViwuyUN6EtahRLF3YZjq+F0muI/GkWhfb++KP37ogCfPHsvyZFhNI8tbnS2J30PjZu1plv3iwFIadaKAzt3kNrsHL768G3adDqf5m06BvAVhpbqfq+xWCzef+fn59O3b19eeeWVUsclJiayc+fOcs83dOhQ2rdvz759+5g2bRqXXHIJSUlJAD4pWNfrS3a1VxQFj59TSn59NyooKODdd99l+vTpXHnllQBMmTKF+fPn8+GHH5KVlUVkZCQzZ870fnOaNWvmffyzzz7LhAkTGDBgAAApKSls3LiR999/3xtgPf30097jk5OTefTRR5k5c2aJAOtMU4e+5pELeoW8MXoEu7dtZuQrbxMbl8DC779h1JD/MfX7ZeRmZ/Lx5Fd4/p3PQFUZfe+tdOrWk5RmrXC7XEx67lFGPPe6BFfVJN/uJt9+UgsIsw5TJbfu6X9+E5omRnLrawvLvP9gRgEFdjcmC1gNOpSTCt7n/LmjQqnBmHBjcWCVGke4xYjd7Tm2N2Dtm9WoKK2iYNKfqFk6Xq+kO7Ya7vhKOA0KKuqx1gEVpJbdQSClWSv2797B4QP7UFWV/Xt2kNy0JQfSdvHrnC94+5uyf0ZE2fz5Wb5jx47MmjWL5ORkdGVcd5s2bYrZbGbhwoUMHTq0jDNAmzZtOPfcc5kyZQqff/45kydPLnGfx+Nh6dKl3hShLzVu3Bi9Xs/ff/9No0aNAMjJyWHr1q306NHDZ8/j13ekHTt24HQ66datm/c2vV5P586d2bRpEwcPHuTCCy8sFXlCcXC2Y8cOhgwZwrBhw7y3u1wuIiMjvV9/+eWXTJo0iR07dpCfn4/L5SIiIqLEuc40dehrMoNVPnuRjd/n/8Bzkz+m7bkXAHDb8JH8teQXvp85jcbNWpHSrBUdul4IFF+Y9+7cRkqzVnz10WTanHu+d6ZLVC+7y8PhvGMtIDRKcZ8q/dm1gGidXIfFL19DvzK219mRnsv5NiexmIkw6ry1YHkFdsZ8fvqZL4AGdSxc1KEhqSmxaPUaXB5q5abLOk1xsFRiZklzvF7p5OJuUNRjawrOtl7JBxo1acbtI57i8aHXAXDHiKdp1KQZo+74H0MfeZZVfyzik7dfRafTcc+TL3mvDaJs/ixHue+++5gyZQo333wzI0eOJCYmhu3btzNz5kymTp2KyWRi1KhRjBw5EoPBQLdu3Thy5AgbNmxgyJAh3vMcL3a3WCxce+213tuTk5MZNGgQd9xxh7fIfc+ePRw+fNhbs1UV4eHhDBo0iMcee4yYmBjq1q3Ls88+i8bHrWyC6iP/maYF8/PzgeIZry5dupS4T3tsc9jly5dz66238txzz3H55Zd7Z8MmTJhQ4nh/Th1KfFU+t9uNx+3GYDCVuN1oMrFh9Qp69blOPukGIbdHJbPASSZOFCDcpMNq1GIoY+XfqaLDzSx8uR+3jP+1RC8rp9uD89iWH+HH6q/KayjarH4kF3VsSKOGMbhUDyoKNaX1nF5zfGZJ603BHZ9d0ihKcYG3WhwwqRVtSAneKaVq7BpQwnefFy+vf/HhIaS2bMt9T71Mi7Yd6XPTYPbt2cH8OTP5/IM32L55PWaLlVbtz+WOq89n0PBRLPppDmMfuZOP5/+DwWCs/sGGKFUFVVWrpf5s8+bNLF26lIkTJ5a4/bfffmPBggUUFRWh0+lwu918/vnnJCYm0rlzZ+666y6eeeYZDhw4QGJiIt27d+ezzz5jzZo1FBUV0aBBAzweD5deeikmU8nr/7vvvsuTTz7JvffeS0ZGBo0aNeLJJ5/02Wt6/fXXufvuu7013yNHjmTv3r2lxlEVilrdDXFOUlBQQExMDNOmTeOWW24BwOl0kpKSwogRIygoKGDGjBls2bKlzFms+vXrc/fddzN69Ogyzz9hwgTeeeedEkXxQ4cO5ZtvvvG21B8zZgxz585l7dq13mPefPNN3nzzTXbv3u2z13rckTw7a/dVTwF9TTLilqvQ6fU88er7RMXGsfjH2bz25HDqNUrho5/+4oeZ05n98XsADLjtbvrcNJhRd/yPa24Zgtvtkk+6QSbMoCHCpMeo1RbPlpz2oq/y2IfLmL9mv/eWay9sQptz6nFVs7qY9DrmLt9RZt1Wp9Q4unWoT3zdCOwh8EnGoFUw6bTFs0o6DQZt8ayS/qS2ASjHVx6dRUPKILfk5zmMe+wePB43Wq0Oa2QkDnsR0+f9zeZ/VzP2kWFotTo0Wg35uTm8N2cJh/bv5ZN3XiXz8EGSUluwc8sGxk+bTUqzVoF+OUHtkuaxJfrI+crgwYM5dOgQ06ZNK3G70WjE5XLRsmVL+vTpw4MPPkhUVBS7d+/mu+++44EHHiAlJQUoXoA2YcIEHnjgAa699lqSkpJYt24d/fr1o2vXrvz5558+H/fZKCgooH79+kyYMKHELFtV+HUGy2KxcM8993in5Ro1asT48eMpLCxkyJAheDwe3nrrLW666SaeeOIJIiMj+euvv+jcuTPNmzfnueee44EHHiAyMpIrrrgCu93OqlWryMrK4uGHH6Zp06akpaUxc+ZMzjvvPH788UfmzJnjz5dYSghc94PCyHFvM+HpB7m5Zxs0Wi1NW7Wl51UD2LZxHQB9bhpMn5sGe4//de7MEp90J3/5K0cOpcsn3SBR6PBQ6LADxS0gosx6zPriIvmSwZbCa0O6M2Xef0z+YQMAGdk2TNribUTyCuwlgiuNonDhOQl0bdcAS4QZl6oGJLg6tcfS8WDp1O7dQPE00Vmn4aAmBFcA094cy/FXddfI59m1bSPzZn3G3E+ncPTQATweDxM+ns27455mw+oVZB09gtvj5tD+NDQaLY+8OJG7B/TE43YH9oWEgOr6TZg3bx4Wi4WEhIRS982dO5eMjAzatGlDhw7FpRopKSlcfPHF3mP++usvxo8fz8SJE3nggQdwOp1kZGTw5Zdfcv755/PHH2e364MvrFmzhs2bN9O5c2dycnJ4/vnnAejXr5/PnsPvKcJx48bh8XgYOHAgeXl5nHvuufzyyy9ER0cDsGjRIh577DEuuugitFot7du399ZsDR06lLCwMF599VUee+wxLBYLbdq08XZeveaaa3jooYcYPnw4drudq6++mtGjRzNmzBh/v0wvia8qpl6jFCZ8/B22wgIKC/KIjUvgpYeHktggqdSxOVkZfPrOa0z4+Ds2/7uaBslNqH/sj9vlYv/uHfJJN4g43SpHjm3dozm2dY/FoEWnUVAUDSow9IpzaN4givvfW8a+I3lEGIuL6Ie9tQQAg05D744Nad8qAa1ZDyg+WxF4PFAyndSQ8vhKOJ1GQeH4VicneiyFckNKf8rNziJ9725ad+jMhjUrcXvc9LlxMAu//5pl83+kVftz0Wq1HE7fR35u8QIGjUYDqkpeTjZX/O//+PuPRWg0WhqklN/mo7YLxKzn8aAr/v/Zu+/wqKqtgcO/c87UTHpIIwQSIIHQu9JDk2JDQK8VUbEjIoL1Igp2seLVawe7XnvBTxFBikgvAqEkkISSSnqddr4/AoEhCaRMS9jv8/DAnDlzZk9IMmv2Wnvt8PA6U5SfffYZvr6+3HVX1ervdevWMWLECOLj4/nqq6881lZj0aJF7Nu3D51OR9++fVmzZg2tWrVy2vXdmiI8H2UUVrDrWImnh9HsFBcWMPWivky/fz4XXzXV4b7nHryLTt17M/H6W1n7+8988sYi3vymqkZn0oUdeeGDb+mQ0N0TwxYa6MwWEIezi5jy9K8svjeRjMwiFn2zg/ED2pEQH4p6jlWiEieCJa2M/mRDSllGo1RtoKvIEjLSidhIOlG0gmgy6kKrfv6Wp+feVuO4wceERtHwyItvM3/GDVjMZiRZRlEUPl6xnVnXTsBcWUFxYQEWs5no9h2Z9/L7xMR19sCraD4S44MbtD1VfUVERJCdnY2Pj4/D8UceeYRHHnmERx99lOeffx5/f38GDBjAyJEjmTp1KuHh4QCMHz+eY8eOsWPHjurHvvTSSzz22GPVt48ePeqwYK0l8Koi95ZIhK/1s3ntH6iqSpvYjhxLP8Q7LzxOdGwcY6+4xuG8LX+t4khqCnOfqVrS26lbbw4fSmbj6t/JyTwmPuk2M6e3gDBoZIIDjfwwfwI7D+WQfryUx28dhNGgRXdacbdGllGkqnShcnpwdEb37jPjJofEZC1BlXTaSWfeK51xQo37z/Jcjtesue3P6YdqC/Xq+nTv+HpqL2+vUfYu1d2jXzp5ci0DOTV29dR9J/9Z19cS6NmtKiBSFIX5zy+mR+9+fPzeG3zz2Ueg1+GvBY1GQ3BIKJIEuTnZLPv4TSpKi5n96ALmz72H1m3aINltPDtnOj/9ubmuIdb5etTT9yVweFBdydg6vt4n+5iqNc9Ua20Ef9oD6vg/rn2SU6rvUoUzqC6du4qKiiIxMZHvvvsOrVbLNddcw+233w5U9ah8/PHHiY+PZ8OGDbz++us88sgjaLVaNBoNJpOpOkt10s0338xll13Ghg0buP76612+P6oniADLxUQNVv2UFhfx/itPkZt5DL+AQIZcdAk33fsomtMWO1RWlPOfJx/i0RffqUojAKERrbn70ad58dGZaHV65j6zGL3B+3ZVF85Fpcxq5WhmGelZxRzNK2PrgWz+2HaEIJMOf189/kYdvkYNvgYtPnotvkYNBp0Go75qP0WDVkGnU9BpZLSKglYjoVEUFFlCo0jIsoQsychyVdByctWVyqnJLPVEClBFxa6eWpllB1Q72FU7qlrV3+7kY4S6VSpVzSnju/XmwvFXAjD94ef49vOPsdtVtu/azYDhF/Hoi+8AMHlQPF99spRRl13JknfeRJYVXvn8N9b89iOLFzzA/qO5+Jh8PfZ6vF27ENf97svIyCAkJITNmzezefNmbrvtNnr16lXdNslkMnHllVcyefJkfv/9d3Jychg5ciTz5s3jsssuY9++fVgsluoFbIGBgQQGBnLkyBGXjdnTRIDlYiL7UD/Dx09k+PiJZz1HbzDy/rK/axwfP+UGxk+5wUUjE1xBQsUGlFltFJSZyS+zkJlXzuEj+Uy8sC37c8oo0xtpbdCybnemS8YQaNIS5GsgyFdPoElHgEmHv1GHn48OX6MWP4MWH4MGk16DQa/BqNVg0CnotAo6rYxWo6DIoMgy8olaLUk6WYNyajpIPdmXszoaU0/MNagOgd2plYOcCvqqA8CagaD9RCConggE7aedYz95/4m/PcU/KBgAq9nscFxVVRRFoX2nriz78kOKCwvIOJxKSWEhgSGtGDRyHH/89DWBIa0IDG7FwBHjWLzgAUqLCkWA5SEGgwGr1cr48eM5evQoer2e2bNnO+wR+NdffzFr1ix27NiBJEmsWbOGdevWsWjRIqZOncpDDz3EPffcw8KFC/njjz/IzMwkOLjqe8R8xvdISyACLBdTRIQlCEhSVSPEUouV3DIzBWUWDBqFvFILx4sqOXisCG1lBRfEhWJVFECi0qpyFIWLBsSwams6Zic3tyootVBQauFQlmvaqPgaNIT4GQj01RFo0lcFcD46/H20+Bl1VTNxJwI4o16DUadBr1XQaxV0GgXtiY7qilLVIFSWTtWPNTRmqpl+OZWEUqubYkmn/n3y+GnHzgwET90+YwaQU0GeuagcgOS9u1j905d07tGHL95/E7vdho+vLwOHj2Lvjiu5519jqCgvx+Djwz3znuOt5+fTf+go/vzlO64f1QvbiRWERhFcnZWr3m5sNhvl5eUsX76cRx55hISEBFatWsVjjz3G1KlTKSws5Oeff2bu3Ll069YNf39/SkpKmDJlCk8++SSjRo1Cr9fz8ssvc+jQISoqKliwYAE+Pj4sXryYY8eOsXDhQhYvXuyaF+AhosjdxbKLK9kh+mAJ5xlJUrGqKiVmG7llZooqqpqHamQJ1Q4HckqxW+0UFVWw91gREYqdsnIzT9w0kO0ZRexJK2D9gePV14v205J8MJuM/DJPvSSvY9QpVQGcSU+gb9UMXIBPVRDnZ9RiMmrx1WvwMWgw6rQY9QoGbVUQp9PK6BQFjebEVjgnZ+FOrJZ01ptCVuYxhvTsiKIo+PkHUFJSjL9/AMVFhXTs1IUfVqwHIDc7i/HD+tKzb3969OpHcVEB3Xr2Yc7dt1TNWKkqFquFXel5VRc+GdBV3zgzEDwZIDoGfqfftp887/TZwRP/Pn32z+FvvLuudkSnEDQu6IOl1+vrnGHavHkzw4cPp6ysDEmS0Ov12Gw23nrrLaZNm8aPP/7IZZddVr1n8J49e9i2bRtlZWWEh4czbNgwgoOD+fnnn+u1h2FzImawXMwVTd8EwetIYFXtFFdayS01U2I+rWeRqmLQKOSWmNmXXYpBkdHYbGxKycOgkTCZK1ifmsd38ydQaK7aZPrMUuzDxRZaRYUQGeLD1uRcN78471RutnHkeClHjpe65Pp6rUyQSV+VQvU9EcQZdfiZdPgZtPgatSfq4TT4nJiBM+hOzMBpq2rhDD7+KIrCpH9dz7o//6C0tITotjEEBofU2MPO5OvLbTNm88h9d/H9ivV89emHdOyUQG52FkHBIRxKOUBZaSm+vn4eb3uhquppKwhO5oBPC/iqz6v+14kgTqr+N+qpVPHJNO7pKV/HmsCas4O11Qq64u0mLy8Ps9lMWFgYWVlZ1ccffvhhvv/+e/r27YuPjw+lpaWsW7eOkpISxo8fz6hRowC49NJLadeuHWlpadx0003069evxnP8+9//rk4VtiQiwHIxkSIUWhpVVZFlsNhViiqt5JSaKbPUbAKplSVsdjiQW8bxUgtaWSJEK7MpOY9yi40Qo0J+Vj57Mot5cfogrCqk5ZdztLCi1jeKYrMdSdYxum80K7Ye9uqZhJag0mIns6CczILyJl1HDWjHtxuPoB+0AB1wQLVT/vMcdHGjGPPIdwT6Ggjy1dH/jneZff9c+k+4nf/9lc72A5n4BLXmxf98j2ouY/qEXqQczSMkuCr402kUNIqMRnPaHosnauHAtQsQqld2nlwGWtdKUTf/+nfF0yUnJwNQVFTE7Nmzuf3229m6dSuLFy+u3obOYqnaUzQhIYGAgAC6d+/OddddxyuvvILVaqWgoAAfH59ag6vk5GQWL17MokWLXDB6zxIBlouJGSyh2VNVJFmi0m6rCqhKzFTUWQ+loldOzVbZ1aqKoQijll2p+fxzouFoGz8tew9kkltUwZjeUXSOCaHMasOuqhSUWwnR1P5zoyKRXGxnRP8Ytu4+RkFpyyuMbWm08RdRufFd5KAYlOD2WA78hmqtRGk3hJyiSnKKqjr+Ww7+ia1Cy8rsUFZ+/w+2PCMVm//i7qc/xJa5E8m/NTcurrnIpS6SBIEmPcF+eoJMOgKq6+C0J1akah3q4Ay6M+vgqhYyaBSpeiGD7KYArrFc0bDzZBVRYmIi5eXlDBgwAEVRuPfee7nttttqnCtJEt9//z333HMPw4YNQ5Zl/Pz8MJlMNa599OhRxo0bx5VXXlm9GrElEQGWi8liBktoblQVZKi02SmstJJTUonZdva3E60sYbOp7M8pJ6/MUn083KghPauEVSl51cc6BOpYvyOdskobvgYNc6b0ocyqcrSoArmOPlNnOlhgoX3HCMrzikg6XNDYVyq4gSb6AtTKYiy7v8NcUYgc2BbD0NlIhlNNJdWKQixJP2IY+Wj1MSW4PdpOY6lY+zKS3h/9gOkNel5VhfySSvJLKp32Ws7kb9QS7K8nyKSvCuB8dPibdAT4aPE1VLUV8dFrMBm01SlUg05TPQOnVeSqWTjlRADXhIUMrvosHxcXhyRJDBs2jIcffpg333yzxjnvv/8+kyZNIikpiUGDBtG2bVu+//776vvj4+Pp0sVxd41jx44xYsQIBg0axNtvv+2awXuYKHJ3sQqLjTXJ+Z4ehiCcRVU9SYXNTmGFhewSM9Z6re1XMSgK2cVm9uWUOqTsAvUK5SWV7EgvdHhEfKCG3zelYz9x8vuzRhAUZAJJZVtGETabypbDRYRqZdbszTnnCDSyRJRe5c8dR895riA0Nya9hmC/qhq4k7NwJ1ei+hp1+Bk0+Bi0mPQa/IxaJl7Q1iXjGD9+PP/88w/79u2rMRNVUFCAVqulbdu2JCYm8vXXXzvc/8MPP3D55Zfz+eef869//QuomrkaMWIEffv25eOPP0ZRFJeM29NEgOViFpudVfvzzn2iILiTpFJutZFfYSW3pJJzTFA50CoSVqvK/uwy8sstDvf5aGT0djsbU/KwnRakSajEmmT+2HaqqeD1I+K4dnQClVY7xysqSS+o4FhBJUcKKgjTyaxOOneAdVJcoI51J2bFBOF8FBfpz7ZXJ7nk2gcPHmTw4MEEBwezYMECevTogdVqZfny5bz55pskJSXx1VdfcfXVV3PzzTczY8YM/P39WbFiBXPnzmXUqFF8+eWXSJLE0aNHSUxMpF27dixdutQhuKptM+nmTKQIXUykCAXPU1EllXKLnbxyC8fLzA1uPimholMUsorMHMgtrVFgrpEgRCezOTmPUrNjkKNTIFi18ce2Y9XHIgKN3DS2C0WVNiRJ5XBBVWH7scKKRr3CAwVmenSNJuNILmnZYu9P4fzj56M990mN1L59e7Zu3cpTTz3F/fffT0ZGBqGhofTt27c6ZThlyhRWrlzJU089xdChQ6moqCAuLo5HH32UWbNmVdeHLV++nOTkZJKTk2nTpo3D87S0+R4xg+UGy5PEsnLBnar69ZRbbRwvM5NXZml0Qa5OljBbVfZll1J4opeV41OpRPpo2Z1eQHZRzVoXP52MvaiE3emOafKvHr0IRacDoMxmZV9OKQaNzOoT6fSGzmCdZNTIBKhm/k7KOvfJgtCCDO8Wyc+PjfX0MITTiBksN5AlsSeh4DrSiR5UZRYbx8ssNdJ2DVdVW5VZVMmBnLI6g7Mwg4ZjuSWsPFh7CjzMpCHjcC6Hcx37NM2Z1BMfHwOVVjugkpZf1QbAbDktpdjIid9yq51yNIzp346VW9OxNiT3KQjNmJ/RdTNYQuOIAMsNFFnCLn7RC84iqdhOdEk/XmaufWapEXSKjNliZ292WXXn9doE6BTMZWZW7z5e5znt/LXsSKrZRqFzm0AuHRhLXlnV9a2qWt3y4fTVh2c2Gm2oA4VWBvduR9KBLLILm9bHSRCaA38RYHkdEWC5gSJLWESAJTTWiRmqkkorOWVmSpxYyH2ytiqjsJKU3LpnqwCMioQPsGF/zllnhjoGalmzLZ1KS81eWa/cPqQ6uAI4Vnyi5kpVOXJaQ0tn/LSkFVmIaBtKZGkpOw7WHQwKQkvgyhosoXFEgOUGOkWmopY3G0E4k0OXdHNVU8/auqQ3lU6WqbTaScoqpfgcAZssQahOYevBPIrPMVvW0V/Dik2ptXZZf/6mC1AVGewnfhYkleMnZq10GoWy035GnNUwsajShqw1MKpPNH9sE93fhZbLz6jz9BCEM4gAyw30GtnTQxC81Ymmnhb7yaaeZ+uS3jSSVBVYHSuoJOV4/TZNjjBq2He4kD3nWN2nSNBGD79vTqv1/iFdIhjYtTW5pafSgHkVp9WK1Qh8nBcJ2VVIKbEzsn8sm3YdoaisqTVqguB9gkwiwPI2IsByA71WBFjCCad1SS+qtJJdjy7pTaVXJMrNdvZml9Y7vdjKoCHneCmrUs6dWjMoEr7WSv7cWfuqP60i89S0CxyCK4DDp6UEiyudU0d2NikFZjrFR1KYU8j+o4XnfoAgNCNRrWpuRSN4lgiw3MAgZrDOY43tkt40MqCVZY4UVnDoeP2LvP20MmqllbW769fmIMigUHq8kM1nCVjeumcYZVbH11xuszmsrD1W6NjioalF7nXJKbOh8/dlaLCJNf8cO/cDBKGZiBYBltcRAZYbiBTheURVUWWosNrJr7CQW2LG5sbCn5OzVbuzSms0/DzX4/wk2Jh8HHM9U5QRvlpSD2WRmV93ADdpUAyd2gaTXXz6akKVtIJTKUqNJJFTcsamzS7sz2u2wWGbxJgBMazZdpgKF9S4CYK7iQDL+4gAyw1EirBlU09uO1NmIbcRXdKbSqKqtupwQQWpeQ1rSaBIEKpX2HYwn8IG9M+KCdCyZddRis/ymECTljlT+pBV7Bg82ajqKn+SppZdat3xJTxQYKFvj2jS0nI4ckavLkFoTrSKTESgj6eHIZxBBFhuIFKELYmKKnGiqWfTuqQ3lV6RKa20sTerxGEFXn1FGDUkHy1i91lmoGoTF6hl5Za0czbx/OC+UbX208oodkwHltcydndtMHW02IJ/eBD9g01s2p/tpmcVBOeKCvFBruWDiuBZIsByA5EibMYksKt2Sp3WJb1pZAk0kszh/HLS8hu3b1+IQUN+flm9CtjP1NFXZvnG1HOed8f4LoQH+9SYvUJSyTmj+WjumelBNyuzqJShYXS/tqzcethhk2pBaA6iQ309PQShFiLAcgONIqPIkvjF3QxIkopVVSm12MgtdV6X9KbSKxKllXaSskpqnfGpDz+tjGSx8deerAb3g9LIEKHY+X3r0XOeG93KxM1jEzhaWHNvwvwKxwBVkuBIQc1A0f0/KRLJRTaG9o1h174McosaF7wKgidEh4j6K28kAiw3MWjkBhUdC+5xMqAqNlvJLTWfs+mmO1XNVkmk5VVwuJYgpL50MgQoMhuTj5/Y/69hfLQS2vJy1tazG/oH941w2PbmFJX0Asd0pE6WsXjRB4/UQjPRMWFEFJWwK7X2PRYFwdu0EQXuXkkEWG6iFwGWx6mqiiSD9USX9NxSs1f+nxgUmeJKG0mZJU1qOiqhEmHUsv1QHjtLG5faDDEq5GflsyezuF7nP35tP3yMupqpQaDCbq+xAMAbZ3XzK2woBiMjerVh5fYjnh6OIJxTW5Ei9EoiwHITsZLQ/U4GVBZ7VVPPnBIz5S7qkt5UsiSdmK0qb9Js1UnhRg2HMopZmdL4WZg2flr2Hsisd7qsR2wwl1wYw5HaasPUmrNXAAV1dFX3dNhls8OhMpXRA2JZv/MwpV6SKhaE2ogWDd5JBFhuIgrd3eBEl3Sz7dS2M5U27wyoTtIrMsUVVpKyShuVvjtTsF6hqKiCPxtRwH66DoE61u9Ip6yeKVNJgv/ePYzjpeZagyO7RK2zhbXVaXmT5AIzXRPakJuRx8HMIk8PRxBqJYrcvZMIsNzEIGawXOBEl3SrncJKCzklZq+q56mLIknIEqQeL3dagGHSyGhsNv5Oym5yH664AC0rNqVib0Al/Ot3DEFSFMpKa5/pySypOaulU6Q6FxF40/9idqkFfbA/g0NMrNud4enhCEINYgbLO4kAy0189eJL3XRVAVW51U5BRVVA5c4u6U2lV2SKyq3szXbObBWAVpYI0khsSs6jvIkdySVUYn1klm9KbdDjRvZozcCESNLr6qclQVYtrRgk9Sx9e7zs/7XSqnIUmYsGxLBqa3q9u90Lgqu18jdg1In3F28k/lfcxFeveHoIzY4E2DnRJb3CQm6p+7ukN5UigSzJHMot41iR89JhJwvY/0nN5x8n9JHSKRCMjT+2N2x/PoNW4fmbB5JTR2oQoLCy9jqrkrMuMPDOpon7Cyxc0LMtyQezycgvO/cDBMHFxOyV9xIBlptoFRm9RnbazEXLpGIHyq028sosHC+r+03b2xkUmYJyK0lZJVjO0fG8ocKMGg5nlTSpgP10fjoZe1EJf6fnN/ixS+4bgUWFsjqDJZW0Oma2sovrDji9+f/9cLGFVlEhtA4xsSU5x9PDEc5zokWD9xIBlhv56hURYDlQsaOe2HbGQt4ZXdJXfvomu9b8Rnb6QbR6Pe269mHCrQ8Q2rZ99Tk/vvEUW379Bp3ByPhb59J79OXV9+1ctYytv33LtKffccur0ciAKnHoeDkZTpytOilQr1BeUsnqJhawny7MpCHjcC6HG7EX3zXDOtApOoi0s+x/WGm315rGVSTprDN6qleHWFBstiPJWkb3bcuKreneltEUziNxkf6eHoJQBxFguZGvXsPxRvYjagkkwIadErON3LJzd0k/uGMjAy+/njadumO32/j13Rd594Fp3P/B/6Ez+rDnrxVsX/Ej059fQu6RVP73wkPE9x+KKSCY8pJifn3/Jaa/8KHLX5dBkckvs7A3q9QlRfY+Ghm93c7GvTlO7RvV1l/LzqRjFJQ2PMUY4qfngSl9yCk5yyxjHa0ZoKp27GxBieqlKcLTqUgkF9sY0T+Grbsb93UUhKbq1b6Vp4cg1EEEWG50/tVhVXVJLzFbyS1reJf0W577wOH2lQ8+x8JJF3Bk/y7a9xxAdnoK7XtdQJtO3WnTqTs/vvEkeRlHMAUEs+zt57jw0msJCm/tzBdUTSMBSKTkltXaVNNZzxGiU9iccpxSJ3eY7xioZc22dCobue3Ox3NGU2mzn7VRq12qu87qXDO5ajOaEjpYYKF9xwjK84pIOlzg6eEI55ne7UM8PQShDiLAcqOWvJJQVVUkieptZ3Jc0CW9orSqm7iPfyAAkR06s/GnzykrLiQv4zCWygpCotpx6J/NHDuwmyvufcKpz6+qKgaNUj1bZXVVxb2qEuGjJSm9gF0uSDXGBWj4fVNqo9Na913enfBgH9LPkhoEyCqte+x555jJbT7hVZW8chsaky+JPU2s2nHu/RoFwRkCTTpiw/08PQyhDi33Hd8LmVrQDJaqqsgymO0qRSd6ULmyS7rdbufH/zxFTLe+RMTGA9Cp/zB6j76c1++8Aq3ewFUPvoDOYOS7Vx7jygef5+8fPmHdtx9hCghi0uwnqx/XUBpJQgVScsvJdsKKvbMJM2g4llvCqoPO3wdPkaCNHpZvSmv0NWLD/bhxdALZJZVnDYIkSSWzziJ2lcOFZ+8O39wCLKjagim1HMYMiGVdA5q0Nje2nH1Y9v2CPT8NtaIA/aB70ET1qb5fVVUsu7/DeuhPVHMZcqs49H1uQPaLqLrfZqFy8wfYjm1DMgSg73MDSnjX6seb9/2CWnYcfe/r3f7ampuesWL2ypuJAMuNFFnCR6ecZcWVFzux7UzlyS7ppWa3Fux//+rjZB3azx2vfe5wfMy0exkz7d7q28uXvkbHPoNQFA0rPn6D+977maT1K/ny2bnMfOv7ej+fqqoYNQrHSy3szS51+Z55AToFc5mZ1budV8B+OoMi4Wut5M+dTVv1tnT2SCqstnPOThZW1l1fp1cUKs6RmmyOAdZJBwrM9OwaTcaRXFKzSzw9HKdTrZXIgdFoYodS+dfrNe637FuGJXk5+v7TkU2hmHd/Q8WalzCOfQpJ0WI9+Cf2/DSMI/+NLXMnFRvewufSV5EkCXtpDtaDf2IcPd8Dr6z5EelB7ybai7tZ86nDUkFSqbTbyCqrYFdOMVszitidXcKRwgq3Blffvfo4SX//wW0vfUxgaGSd52Wnp7Dt9++56Ob7OLhjA7E9+uMbGELPxAkcPbCbyrJzv9lpZAkFidTcClan5LM7s8SlwZVRkQhRJLbsz2FbWoFLniNQr2AvKmbzgaYFV8/eeAG+Pjoyz5G2lCSVtDqK24F6dYhvRiVYtcoosWBsFcTAhHBPD8XpNJE90HWbjCaqb437VFXFemA5uoRL0UT1QQ6MRj/gVtTyfGxHtwJgLz6GpnUv5IAoNB1HQWUxmKvS/+YtH6LrcSWS1ujW19Rc9YwN9vQQhLMQM1hu5qtXyC729Chq49glPbfU7Loao/qOSFX5/rUn2L12Obe//AnBkdFnPfebl/7NJXc+gt5owm6zYbdWzaLYbFV/2+11BIUnaqtySy3syyrByW2raiVLEKZT2HIwj2IXbiQc4asl9VAWmXV1Wa+n/h1DGdevHTmlZ08NAlTa1LN+7xSV12cGt5lHWFT9LJWj4aL+7fhjazpWd3xjeZhamoNaUYh8WspP0vogB3fAdjwZTdsLkAOisaatR7WZsWXuQjIEgs4Pa9p6ULS1Bm5C7XqLFYReTQRYbuYthe7VXdJtNgrKLeR4YZf0716dz/YVP3Ljk/9F72OiOK9qBsZg8kOrNzicu/HnLzAFBtNl0CgAYrr1ZfmHr5G2Zxv7Nv5JWLuOGH0d+8VoZQmbHQ7klrm1fUaEUcO+I4XsKTh7HVJTxQRo2bLrKMXlTXttiizxn7uHUWGzUXKOuiJVVTlcePZgLqPo3K+7uc9gnW5/oZVBvduxLzmLrLPM7LUEakUhAJLe8WdNMvhX36eJHYq98Ajl//cokt4X/cA7wVKKefe3GBIfxLzra6zpG5F9Q9H1vwXZGOT219Ec+Bu1dIgQBe7ezDve7c8jnkoRSpKKXYUyq428cgvHz7K1ibf4+4dPAXjrvuscjl/5wHP0Gze5+nZxXi4rP3mTuxZ/WX0sOqEnw668hSWP3IopMIR/Pfh81R2qil6jkFtiYV92iVuDylYGDTl5ZaxyYqPQusQFalm5Jc0psyZvzRiGViPX2ZHdgQRFZ6m/0soSufUIZr0t2G+q9CIL4dGhRAaXsv2g6///vZkka9D3ucHhWOWm99DGjcZekI716DaMFy3Asm8Z5m2fYBg0w0Mj9W49YoORJO/vF3c+EwGWm/noFDSy5PL0m4SK7Sxd0puD5/5Irtd5fsGteOizP2scHz31HkZPvQeoemO32lQO5JSTV+ber4WfVsZeaWXt7iy3PF9HP4XlG1Odcq3x/aLpFxdelRqsx7dsdtnZ67Pker4htLD4CoCiShuy1sCoPtH8se1wi5qlO0kyBACgVhaBMbD6uFpRhBxYe4rflp2EvfAoun43Yd7xBZrIHkgaPZo2AyhPfsYdw26WRHrQ+4kAy80kSSLA6PyO7hJgRaXUYuV4qZkCF9b1NB9VtVXZRWb255S6fVZEr0j4SbAx+ThmNywK0MgQodj5fYtz+jD5GjQ8NfXCeqUGASSJc25oXV7PxqbNqdFoQ9hVSCmxM7J/LJt2HaHIzcG+q0mmUCRDAPasPSiBbQFQLeXY81LQdhhR43zVZqFy68foL7gNSZJBtaOe+BZRVRvVN4QaeokCd68nAiwPCDRqnRBgVc1QlZit5JZazpqWOd9oFQmrVWV/djn5Hpi5k1EJM2jYdjCfQjc9v0kroy0vY60T008fzh4FkkRWPZudFpnP/VpzzrLB8+maYSOTBkkpMBMf35qinAL2Hy309HAaRLVWYC/JPnW7NAdbQTqSzoTsE4ImbgzmpB+R/MKRTa0w7/oWyRiEclqvrJMse35AieyOEtQOAKVVHOadX2KPGYI1+XeUkDi3va7mppdo0eD1RIDlAYE+Df+ySxJY7HaXdUlv7iRU9IpCVnHVbJWnJkAijBqSjxaxp4mr9hoixKiQn5XP7kznLU+dNjqe2MgAjpdW1nvm71w1WjJwpLB+AVYLncBykFtmRefvy7BgE6v/Oebp4dSbPS+Vij+fq75t3lHVm07TbjD6AdPRdpoAVjPmzUtQLWXIreIxDJ2NpGgdr1N4BOuRjRjHLKg+prTph5Kzl/KVzyD7RaC/8Hb3vKhmxtegIS4ywNPDEM5BUlvqXLwXs9lVVu47XmediXqiqafFrlJUaSWntLLeqZXzjU6WMFtV9ueUUlDuuVm8EIOG/Pwy9hxzbw+OKD8t+w5kkluPlXn1FRFo5P+evJRKq51j5+i4fpJFtbEr6+x9xgyKzOqU/HpdTyPBruTzpxg8LlDLmm2HqbCID07CuQ3sHMbyBRM8PQzhHMQMlgcosoSfQUPRyTopVQUZzLaqbWey3dwlvblZ+emb7F7zG1npKUgaPcEde9B9ykz8ImOqz9nx+UukrfsRjc5ItykzaDvw1C+jI5uWk/bXzwy+95Umj8VPKyNZbPy1J8vtsy4dAnWsd8GWLB/NGY2qQmY9g7aq1gznPtfSgBWN59t3/4ECC326R5OensOR3FJPD0fwcn1EgXuzIAIsD/EzKOSUVVJYYSW7tLJBbz7nK50iYbao/LNxPRGDJ9H5+q7YbTZ2f/M6a1+6mzFPfoVGb+TY9tUc/vv/GDr7P5RkpbP5gwWEdxuI3i8IS1kxu795g6Fz3mjaWGQIUGQ2Jh/3SDAcF6BlxabUenVFb4iHruxNqwAjx8vqnxpEgsJ6LKooaEA92vk4sX6sxEJAeDCtQ0xs3Jd97gcI563E7nXvaCF4D7FVjodoNTJ7sks4WlQhgquzqKqtkskrsbAupYCN6YVcOGsxMUMuwz+qA4Ft4+l38xOUHc8kPzUJgOKMQ4R27ktQbBeiLxyH1miiNLeqxuWf/71G+xFT8Alp3C8oCZVIo4Yjx4pYszfH7cGVhEp7k8RyFwRXndsEcs3weMw2G8UV9Z8Vyymv3wbYRxrQWFXl/OzvU2qxk61qGN2vLYp8fn4NhLPTaWSGdY3w9DCEehABlodEBxrO07eQ+tHJMqod9mSUsSYln+Tcsjpr1izlVbU/OlNV9+iA6DjyU/dgLi0iPzUJm7kS37BocvdvoyBtLx1HX92oMYUbNZQVVLByVxZ5buz8fpJOgXDFxh/bjrjk+u/dOwK7qp5zr8HTSRIcrUd6UCdLFDcwlXn+BhgSyUU2hvaNoZW/4dynC+eVgZ3DMRm05z5R8DiRIvQQg1YhzE9PVj2XrZ8PJAl0ksyxwkpSjpfV6zGq3c6OzxYR0rEnAW06AhDRbRBtL5zAHwtvQNHq6XfL42j0RrZ99Az9bnmClJVfkfL7F+j9Aulz46P4R3U463ME6xWKiir40w0d2Ovip5OxF5fwd1r9isQb6qXpA/ExaMkra9iWSSWW+i0skBrxcUKRJZdutO3tUgvNRMeEEVFUwq7UPE8PR/ASY3pFeXoIQj2JAMuD2gUaRYBFVUPOcovK3qySejW0PN22j5+l6GgKwx9+z+F4l4m302XiqSXee75/m7AuFyArGvb++B5jFnxBxo41bHr3MUbN/6TWa5s0Mhqbjb+Tsj26dUuYSUPG4VwOu6j4eUiXCEb1akul1Xpq4UU9pebXLxBu6OwVVG2Ifb7Lr7ChGIyM7N3GZTOXQvMyumdrTw9BqCeRIvSgtkHn7/S/DOhlmZxiM2tSCticXtiI4Oo5MnesZdgDb+ETHF7neUUZh0hfv4yuV9xJzt7NtIrvjd4/iDYDxlCQthdLuWPgopUlwnQyew7msSE5z6PBVVt/Lfv3Z7gsuNIqMq/cNgS7qpLRgNQggFW1Y65n/WBmIz5InL8pQkc2OxwsVRk9IBZfkRo6r0UEGenWTnRwby7EDJYHtQkwIkstb2Pbs9ErEmVmO7uzShvdLFVVVbZ/8jzHtq5k2INvYwqte8pcVVW2LX2aHlfPRmPwQVXtqLaqWRr7ib/VE9txSKhEGLX8k5rPPyX1K9x2pY6BWtZsS6fShT3Q3rs3EUWRG5waVFWVI0X1a6aqSNS7G7zj40SAdbrkAjNdE1qTm5lPSkaRp4cjeMDoniI92JyIAMuDdBqZSD8DR53YJNIbSVQVrR8uqCA1r+kdzrd//CyH//4/Bs58Ca3Bh4rCXAC0Rl8UneOsYOrqb9H7BdG61zAAQjr2ZM/3b3E85R+y/lmHX+v26Hz8CDNqOJxVwsoU76h1ifPX8PumVJf21po0KIYe7UMx22wNTg0iQ349G7tqZblRmzfLYgarhqxSK/ogfwYHm1i3O8PTwxHcbJRIDzYrIsDysPYhPi02wNIrMmVmG0lZpZQ5cWufgyu/AmD1c7c5HO9783xihlxWfbui8Dh7f3qfxEc+qD4W3L4b8WOv569X7kXvH8SIOxait1hZ7cEC9tPJEkTrYfnmNJc+T6BJy7xr+qOqKpn17NZ+uuNl9Z/ha2wrC1nMYNWq0qpyFJmLBsSwamu6WzYSFzxPliRGiRmsZkVsleNhuaVm3t942NPDcBpZAo0kczi/4px703mSj0ZGb7ezKSUPq5fkaA2KhK+tks37c1z+XD88Np7oUD/yy8z1ahJ6OklS2ZZRVO9ZqeMlFlJy61cM7/C47GJyij2fqvVmbfy1pKRkk1HPxQZC89WvYytWPX2Jp4chNICYwfKwViYdgUaNR/fRcwa9IlFaaScpq8Sr903USBCiU9iccpxSJ28x0xSBeoWyvEI2Hy10+XPdOaELbcP8MdtsDQ6uAEostnoHVxJqgxqMnk7MYJ3bkSILraJCaB1iYkuy6wNzwXNGi/YMzY5YRegFOoaYPD2ERpGlqgaSGQWVrEkpYOuRIu8NrtSqDuw52SX8uSfbq4KrCF8tWUdy2e+G4Cq6lYk7JnRrdGoQVNIK6j8zqVOUxqcIRQ1WvRSb7eTJWkb3bYuISVsuUeDe/IgAywt0bNW8Aiy9ImOxqmw/XMzagwUcbuQMhbuEGjXYSs2s3JXVqNVsrhQToGV30lG3pXg+vH8UKhL55WYas0OTFbVBAVNTsq9iBqv+VCSSi22M6BdLkK/e08MRnCzQpKN/nNjgubkRKUIv0CbQgEEjU+HFxaqyJKGRJNLyyr0+oDopQKdgKTezZpd3FLCfKS5Qy8otaVjdtBfl49f2I8jPiMVmo7CRKen6bItzusIGbPB8JjGB1XAHC83EdggnIq+YpMOu6fovuF9i90gUWcyHNDfN6n8sJiaGV155xaXPkZiYyKxZs1z6HGeSJYkOIT5ufc760isyZoudbYeLWHswv1kEVwaNRIgisWV/DltTCzw9nFp19FNYvjHVbcFVj9hgrhjUAbURDUWrSSp5DQyYjhY2fsZQpAgbJ6/chsXkQ6JIKbUYIj3YPJ23M1irVq1ixIgR5OfnExgYWH38m2++Qat1f7fk+DBfdmeVuP15a6NIErIEaccrONKoOh3PkCUI0ylsOZhHcSOKt91BI0OExs7vW4667TklCd6ekYgKFJSbG72/3/EGBldaWSK/rCkzWCLAaiyrHVLLYcyAWNbtSKfMi2oOhYbRKBIX92/r6WEIjXDeBlh1CQ72zDYEscE+6BQZs81zaUK9IlNUbmVvdmmjC5M9JcKoYd+RQvZ48QybSSujLS9j7V73pixfv2MIBr0Wi83W6NWqEnC4AcXt0PQASUxgNd2BAjM9u0aTcSSX1Gzv+AAnNExit0hC/c/fbdWaM69KESYmJjJjxgxmzJhBQEAArVq1Yt68edTVquull16ie/fumEwmoqOjueuuuygpOfVLJC0tjUsvvZSgoCBMJhNdu3Zl2bJlpKamMmLECACCgoKQJIlp06ZVj+H0FGFlZSUPPvgg0dHR6PV6OnbsyHvvOW4s7AwaWaJjK/enCRUJtJLMkbwK1qTks+NYcbMKrloZNKhlZlbtyiLjjOAqb8uPJL9zO0kvTCTphYkcXHIvxckbq+/PXP5f9r44mX2vXUvBrhUOjy1MWk3aF/OcNs4Qo0L58QK2H3RvcDWyR2sGd41CVe1kNqHAv8xmbXA39qY2lxUzWM6RUWLB0CqQgQl179cpeK+rhrT39BCERvK6GaylS5dyyy23sHHjRjZv3sxtt91G27ZtufXWW2ucK8syr732GrGxsRw8eJC77rqLBx54gDfeeAOAu+++G7PZzOrVqzGZTOzZswdfX1+io6P5+uuvmTx5Mvv27cPf3x+j0VjreKZOncr69et57bXX6NmzJ4cOHSI3N9clr71TqC973JQmNCgyBeVWkrJKsLipDsiZ/HUy9gora3dn1XmO1q8V4SNuQRccBapKwc7lHP7f47Sf/gaW/AwKd6+k3TXPYM4/ytGfXsS3fT80PgHYKkrJXvUB7a59ziljjfLTsu9AJrlu7thv0Cq8cMtgAArKLU1oqKqS2oimsdlN3M9RzGA5T4VVJQMNF/Vvxx9b091W+yc0jUGrcOmAdp4ehtBIXhdgRUdH8/LLLyNJEp06deKff/7h5ZdfrjXAOn2mKSYmhieffJI77rijOsBKT09n8uTJdO/eHYD27U99EjiZCgwLC3OowTrd/v37+fLLL1m+fDmjR4+ucQ1niw02olMkzC765adIICFx6Hh54wudPUyvSPjLEhsOHD/nFiF+8QMdboePuIn8rT9RfjQJW3kxPu16YGwdj7F1PBnL38RSkInGJ4CsP94hqM8l6ALCmjzeDoE61nuoBmbJ7BEoityk1CCADbXBK1xlCY41MV0riRksp9tfaGVQ73bsS84iq4EpX8H9xvVtg5/R/TXBgnN4VYoQ4MILL3T4xTpw4EAOHDiAzVbzDer3339n1KhRREVF4efnxw033MDx48cpK6vqKTRz5kyefPJJBg8ezPz589m5c2eDxrJ9+3YURWH48OFNe1H1pFFkOrigJ5ZBkakw29mcVsRfhwqaZXAloxJhUEg9XMiavTkN3n9Ntdso3L0Su6UCY1QXDGHtqcg4gK28mPKM/agWM7qg1pQe3kV5ZjIh/Sc2eczxgVpWbkr1SHB1zbAOdI4OaXJqEOBYccMfr5XlRvXZOp1YRega6UUWwqND6dU+xNNDEc7hysEiPdiceV2AVV+pqalccskl9OjRg6+//potW7bwn//8BwCzuSo1MX36dA4ePMgNN9zAP//8Q79+/Vi8eHG9n6OutKErJYT5OuU6GpmqvlXHy1mdks/OY8VYvGTPvYaKMGooyitn1e7sBvdVqsg+RNLzl7Hn2Ys59strRE+ZjyG0Hb4d+hHQbSQHP7iHoz8uIurSOUg6Axm/vEbr8TPJ2/ITB968mYNLZ1GRk9qg55RQaW+S+G1jKnYPbPUZ4qfnwSv7AlBYYW3aXouSSm5pw1N9zkhBiQks1ymqtFGkNTCqT7T4OnupAB8t4/q08fQwhCbwugBrw4YNDrf//vtv4uLiUBTF4fiWLVuw2+28+OKLXHjhhcTHx3Ps2LEa14uOjuaOO+7gm2++4f777+edd94BQKfTAdQ6M3ZS9+7dsdvt/Pnnn019WfXWPtgHk04594m1UFUVvSJTVmlnY2rVbFVWM94sN8SgQa6wsGpXFkcauXG0LqQN7ae/SfubXiO47yUc/fEFKnLSAAgbNpW4u5bQ8ba38e88hNx1n2OK7Y0ka8hd9ymxU18iqNd4jv7wfP2fT4FwxcYf2440arzO8PGc0SBJWG22JrVJAMivaNzj85r4vCCK3F3NrkJKiZ2R/WMJ8NF5ejjCGS6/IAa9tnHvBc6yatUqJEmioKCgSddJTU1FkiS2b9/ulHE1F14XYKWnpzN79mz27dvHZ599xuLFi7n33ntrnNexY0csFguLFy/m4MGDfPTRR/z3v/91OGfWrFn8+uuvHDp0iK1bt7Jy5UoSEhIAaNeuHZIk8dNPP5GTk+Ow+vCkmJgYbrzxRm6++Wa+++47Dh06xKpVq/jyyy9d8+KpSot0Dfdr0GM0koQiSaQdr1oJuCujuGmzFh7mq5XxR+WvPVnsOVrUpGvJihZ9cBTGyHjCR9yCIaw9eZu+rXFeZW46hbtWEDZ8GqXpO/Bp2x2NKZCAhGFUZCZjqzz3VjZ+OhltWRl/J9VdeO9q913encgQX1TsTU4FSxKkN6JOR1Ubv8Hz6USG0D1SCszExUUSHxXg6aEIp7kusaOnh8CgQYPIyMggIKBp3xvR0dFkZGTQrVs3J42sefC6AGvq1KmUl5czYMAA7r77bu69915uu+22Guf17NmTl156ieeee45u3brxySef8MwzzzicY7PZuPvuu0lISGDcuHHEx8dXF8BHRUXxxBNP8NBDDxEeHs6MGTNqHc+bb77JlClTuOuuu+jcuTO33norpaWlzn/hp+ne+twBlqqqGBSZ0gobG9IKWX+ooMmrtjxNK0uEamX+ST7OxpQ8XJJdU+2oNsfZFVVVOfbLq0SMvh1FZ0S121Ft1hOn26ofdzZhJg0FWfnsTvPc9iSx4X5MG9MFgMLyJqYGgXKrrVF7Ceo1MqVNbNEAVQsyBPfILbei+vkxrHtrTw9FADpE+DHYC9pq6HQ6IiIimrzgRFEUIiIi0Gi8bl2dS0lqXU2mPCAxMZFevXq5fDuc5uCTLUc5Wsuyfo0sodohOaeMnEbUxngjCZUIo5Ydh/LIK216aumkrJXv4duhP1r/MOzmcgp3/0HuX1/S7pqn8W3ft/q8vG3LKD24mejJjwFQdnQvaZ89RLtrnqEkeRNFe9fQ8fZ36nyetv5adiYdo8DD/x+rn7scf5MBq83e4KagZ1JR2X+8lDJLwwMlnSyx9mBBk54fwGi1sS2t6dcRGiYuQMua7YepaMT/veAcj13dmwcm9XT6dRMTE+nevTuKorB06VJ0Oh1PPvkk1157LTNmzOCrr74iPDycxYsXM378+Bo7nqSlpTFjxgzWrl2L2WwmJiaGF154gQkTJpCfn8+MGTP47bffKCkpoU2bNjzyyCPcdNNNpKamEhsby7Zt2+jVqxcAf/75J3PnzmXHjh0EBwdz44038uSTT1YHYYmJifTo0QODwcC7776LTqfjjjvu4PHHH3f618VVzq9wshnpHul3KsBSVQwahdxSC/uySpq8OsubhBs1pGYUszIlz+nXtpYWcPSHF7CW5CHrfTCEta8RXFlL8sld9xmxN75SfcwnqjMhF0wh/Yt/o/gEEnXp3Dqfo2OgljXb0qm0eLY567M3XoC/yYCqqmQWNz09Z4dGBVcAJU5aNSlWEXrGgUILfbpHczg9h8O5rp2tF2qSJYnrhrsuPbh06VIeeOABNm7cyBdffMGdd97Jt99+yxVXXMEjjzzCyy+/zA033EB6enqNx9bVWxJg3rx57Nmzh19++YVWrVqRnJxMeXntH/SOHj3KhAkTmDZtGh9++CF79+7l1ltvxWAwOARQS5cuZfbs2WzYsIH169czbdo0Bg8ezJgxY1zytXE2MYPlpcxWO2+tT6PSqnIgp5TjTpzZ8QbBeoWiogp2HWlajZUnxflr+H1LmmtSmQ3Qv2Mo784aiQoUlpudUmB+tKS80SnntOPlTllc4Wu3s/mQ51Ku5zuTVsZkrWTjvmxPD+W8Mqpna75/9CKXXDsxMRGbzcaaNWuAqjKagIAAJk2axIcffghAZmYmkZGRrF+/noqKCocZrB49ejB58mTmz59f49qXXXYZrVq14v33369x35kzWI8++ihff/01SUlJ1enHN954gwcffJDCwkJkWa4xVoABAwYwcuRInn32WVd8eZzOq2awVq1a5ekheA2dRkYry/yZ6t6tVVzNpJHR2uz8nZTdqPoebyBL0NYAyzeneXooKLLEf+4ehgpY7XanBFdIje/CrpFx2spV0WjUs0otdkrRMKZfVff3xm4SLjTM9S4ubu/Ro0f1vxVFISQkpLoZN0B4eFXtV3Z2Nv7+/g6PnTlzJnfeeSe//fYbo0ePZvLkydXXu/POO5k8eTJbt27loosuYuLEiQwaNKjWMSQlJTFw4ECHn/HBgwdTUlLCkSNHaNu2bY2xAkRGRpKd3XwCfq8rchdOuahTqKeH4DRaWSJMJ7PnYB5/Jx9vtsGVQZEIVs2s2nHU00MB4K0Zw9BpNaCqZDppK56CysYHSBrZeb9SRHzlDSQOFFkZ2jeGVmLDYZcLMum4tH9blz6HVuvYGV6SJIdjJ4Meu71m2cPZekuOHz+etLQ07rvvPo4dO8aoUaOYM2eO08da27i8lQiwvFj7Vj4e2QDamSRUIo0aMjKKWJ2UQ3kzLpwN1CuoxcVs3p/j6aEAML5fNP3iIwAorLQ4ZU9JCZX0RvYcA6gwO++Xn5jB8h6phWbatAuje0ywp4fSok0bFY9B51WJpRrq6i0JEBoayo033sjHH3/MK6+8wttvv13rNRISEli/fj2nVyitW7cOPz8/2rRpOc1VRYDl5cZ1br6zWGFGDZVFlazclUVuM28hEeGrJetILvuOFHp6KAD4GjQ8NfVCAKx2m9NWX1bY7U1aROHMla0ivPIuBZU2yvRGRvZqOW+A3kSnkblrQhdPD+OsztZb8rHHHuP7778nOTmZ3bt389NPP1Xfd6a77rqLw4cPc88997B3716+//575s+fz+zZs5GdOAvuaS3nlbRQg2KD8NV7tptvQwXpFPQWK6t3ZXEwp/mvQooJ0LI76SgZ+eduNuouH84ehSzLVasGnbW3pKqS1oT2DhLOaTBafT0RYXkdmwoHy1RGD4jF1yA2IXamKwfHEhns3RmLs/WW1Ol0PPzww/To0YNhw4ahKAqff/55rdeJiopi2bJlbNy4kZ49e3LHHXdwyy238O9//9udL8flvGoVoVC7pRuP8ONu7y/sM2pkjKqdjcl5zbqT/OniArWs2pKOxeY9ef9po+OZNbE3AEUVZqetMLVjZ0dmcaMfr1dk1qQ4b9VfsCLx1/5cp11PcK5wk4bczHxSMprvSmBvsmHR5XRtG+TpYQhOJGawmoGxnUO9etsQjQTheoX9qXn8tf94iwmuOvopLN+Y6lXBVUSgkVkTewFgs9uc2r4js4npPWevMvPib3kByCq1ognyZ3DXSE8Ppdkb3bO1CK5aIBFgNQMR/noGtAv09DBqUqsK2HOyS/hzTzalTmow6WkaGdro7Py+pWajPU/7aM5oQHJuahCQJJWs4qZdr7Dc6qTRVBEpQu9XaVU5apG5aEAMOo14O2msey89v/boO1+In4hmYmJ3z+9LdbpQowZbqZmVu7LIcuIbvaeZtDK+5krW7srw9FBqeOjK3oQGVtVolFRaMDuxpX9hZdODo6OFzqu/ArGKsDnZX2BhQK+2tPbyGiJv1DM2mBE9xB6QLZEIsJqJjq1MdIvw9fQwCNAp+NhsrNmVxYGsEk8Px6lCjArlxwvYftD76n46twnkmuHxANjsdnKd2tm/acXtULX/YIGTZ7CE5uVIkYXg1iH0jWu+K589YeYlXT09BMFFRIDVjFzuwVksg0YiRJHYsj+HrakFHhuHq0T5aUk7lM3BehZ5m/f+TOn/bqJy+6fVxyq3f0bpdzMo+2k21rT1DudbD2+iYu0rjR7fe/eOQIUTqUHnzhSZ7fYm1825YrZJzF81PyVmO3mSltF92yKLGchzahNiYvKgWE8PQ3AREWA1I73bBBATbHTrc8oSRBgUDqYVsG5/LtaWtNP0CR0CtWzbdYTcegYutryDWFNWIQdEVx+zHtuOLf1vDMPuR9fjKio3f4BaWRWsqZYyzLu+RtfnhkaN76XpAzEZdYDzU4OoKumFTZu9AlxTfyfen5slFYnkYhvD+8cQ5Kv39HC82l0TEtAo4m24pRL/s82MO2uxIowa8nNLWbU7m6KKlpn+iQ/UsnJTGmX1rEFSrRVUbngbfb9poDtVb2IvOoYc1hklOBZN2wtBa8ReWtXx3bzzS7QdRiD7hDR4fEO6RDCqV9XWGc5PDYIqQ7ETgiNn7T8otByHCszEtg8nIVqsjqtNgI+Wm0Z38vQwBBcSAVYzMyg2iNb+rv1U2MqgQS0zs2pXFhlObBzpTSRU2pskftuYir0BreDMWz9CieyJEu5YNyEHRmPPS0U1l2LLTwWbGdk3HFvufuz5aWjixjR4jFpF5pXbhlSnBpu6yq82WSVNv6YsQYaT05YgitxbgrwKGxaTD4k9ozw9FK9z0+hO+BlFs9aWTARYLhITE8Mrr7zi9OvKksSkHhFOvy6Av07G125n7e4s9mU0vuGkt9MpEK7Y+GPbkQY9zpq+AVt+GrruU2rcp4nojqbdQMp/X0DlxnfRD5gOGj2VWz5E1/dGrCl/UPbLw5T/8RT2wvptFP3erEQ0mqou/qVmK5VW5/bjkiSVDCcEbTpZdsnm3SK8ahmsdkgthzEDYvFpZrtSuIpWkblrQu3byAgthwiwTkhMTGTWrFmeHka9DO0QTJivzmnX0ysSoVqZ7QeOs/mQ8zpxeyM/nYy2rIy/k7Ia9Dh72XEqt3+K4YLbkZTaP3Xquk7EZ8Jz+Ix9Ek1UXyxJP6GEd0WSFCx7fsQ48mE0scOo3PhOrY8/3aRBMfSIrVqNZVft5LhgL8cis3PSvk6tCRNarAMFZnp2jSYmzPOroT1tyuBYWgebPD0MwcVEgNUAqqpitXq+FkmRJa5wwiyWjEqkQUPakULW7M3B7OQZEm8TZtJQkJXP7rSGB5H2/DSoLKL898cp/eoWSr+6BXvOPqwHfqf0q1tQVcevnb0oA2v6enTdrsCWsxc5tBOS3h9N9ADsBWmolroLywNNWuZd07/qhpMbip6ikpbf9OJ2wGkbTZ9JZAhbnowSC4ZWgQxM8K6+fu6kyBL3T+zu6WEIbtAsAqzExERmzpzJAw88QHBwMBERETz++OPV9xcUFDB9+nRCQ0Px9/dn5MiR7Nixo/r+adOmMXHiRIdrzpo1i8TExOr7//zzT1599VUkSUKSJFJTU1m1ahWSJPHLL7/Qt29f9Ho9a9euJSUlhcsvv5zw8HB8fX3p378/v//+uxu+Eqckdgymlanxs1gRRg1FeeWs3J1FQZlr3iC9SVt/LQcOZHI4p3G9u5SwBIwXLcQ45onqP3JQDErbCzGOeQJJOvWjpKoqlVuWout5DZLGAKod7CcKyU/+fZa6rw/vH119vRIXpAYBzKodizPyeqrK4Sb20KqbiLBaogqrSoZNw0X926FRzr//4xtGxNG5TaCnhyG4QbMIsACWLl2KyWRiw4YNPP/88yxYsIDly5cDcOWVV5Kdnc0vv/zCli1b6NOnD6NGjSIvL69e13711VcZOHAgt956KxkZGWRkZBAdfWoJ/kMPPcSzzz5LUlISPXr0oKSkhAkTJrBixQq2bdvGuHHjuPTSS0lPd9/WKlpFZlKPhn8KDDEoyBUWVu3K4oiTZjC8XcdAHRt2pJPfhIJuSWtEDmjj8AeNHknvW/Xv01gPrUbS+6Fp3QsAuVUctuwkbMdTsBz4Fcm/NZKu9o7Xd07oQtswf6Bq1aArUoOqqnLYSV3X9RqFcotrZj5VROqxJdtfaGVQ73aEB7q39YwnmfQa5v2rl6eHIbiJxtMDqK8ePXowf/58AOLi4nj99ddZsWIFRqORjRs3kp2djV5ftbpu0aJFfPfdd3z11Vfcdttt57x2QEAAOp0OHx8fIiJqpt4WLFjAmDGnVoEFBwfTs2fP6tsLFy7k22+/5YcffmDGjBlNfan1Niq+FT/tzuZYPVJIvloZ2WLjrz3ZZ5s8aXHi/DX8vumQ216zWlGIJelHDCMfrT6mBLdH22ksFWtfRtL7VxXA1yK6lYk7JnRz6apBAGSc1nbDlV9XkSJs+dKLLIRHhxIZXOaVOyg428xLuxIeKLYTOl80mxmsHj16ONyOjIwkOzubHTt2UFJSQkhICL6+vtV/Dh06REpKilOeu1+/fg63S0pKmDNnDgkJCQQGBuLr60tSUpJbZ7CgKpd/bd+z72GllSXCdDL/JB9nY0reeRNcyRLEGGH55jSXvWZj4kPoe13rcEwyBOBz8SJk46neP5bkFVgPrQFrJZLW8dP66d3fr+2Yh3oiLVZmsbL8p2+Zd9d1Th93TqnzZsVc2x9NRFjng6JKG0VaPaP6RLfooDo80Misy8SmzueTZjODpdU6rtySJAm73U5JSQmRkZGsWrWqxmMCAwMBkGUZ9Yx3WYul/nVHJpPjao85c+awfPlyFi1aRMeOHTEajUyZMgWz2f3NFi+MCSI+NJv9OaUOxyVUIgxadqTm8Y+LipC9lUGR8LVVsmpHjqeHgvXwBsw7PkfXZypKSHss+5dTsfpFfMY9gy3vYHX390k9TTz16CzGjp9AYFAwh47l8sGrT/Pce187d0ASHHViz6qMQtdt9H2+fBgQwK5CSomdkf1j2LzrGIVlLa9x7aNX9cJkEH2vzifNJsCqS58+fcjMzESj0RATE1PrOaGhoezatcvh2Pbt2x2CNp1Oh81Wv47W69atY9q0aVxxxRVA1YxWampqo8bvDDf0j2Lesv3Vt8OMGtIyill5vH41aC1JoF6hPL+QzUcKPT0UACz7f0MTOwxt7FAAdH2nYsvYgSV1DSAhh3Wmd9++LLh/DL9++CKH01Op1Jh4Z9ETXHL1TYS1bnP2J2igEie1ZoCq2VFnzoadqSXPZgi1SymwEBcXSVFuAfuPesfPsDN0bhPIjSPjPD0Mwc2aTYqwLqNHj2bgwIFMnDiR3377jdTUVP766y8effRRNm/eDMDIkSPZvHkzH374IQcOHGD+/Pk1Aq6YmBg2bNhAamoqubm52O11F+7GxcXxzTffsH37dnbs2MG111571vNdLSHcl37RAQTrFTSVFlbvyiLteJnHxuMpkb5aso7kss9LgivVbsWen+rQ9V2SZJTwLtiPJ1d1f89P5YXre/LPjq1UVJQTFtWWzRv+IjlpJxOvv9XpY0orcN73has38xUTWOen3HIrqp8fw7qfvfyhOVl4XV8Uudm/3QoN1Oz/xyVJYtmyZQwbNoybbrqJ+Ph4rr76atLS0ggPr1plN3bsWObNm8cDDzxA//79KS4uZurUqQ7XmTNnDoqi0KVLF0JDQ89aT/XSSy8RFBTEoEGDuPTSSxk7dix9+vRx6es8l2v6RLJ5fy67jhR5dByeEhOgY1fSUTLyvSewVCuLQbUjGfwdjkuGANSKIjQR3bl88r+49rKRPDjzdp597S2KbVpeW/AAM+cv4qfPP+DmCRcy67oJpB7Y2+TxWFS7U5uCVrho9aAgWOwq6ZUSY/rHYNA27+7vQ7tGML5v9LlPFFocST2zOElotp7+aS+f/n3Y08Nwu7hALau2pGOxedcbvr08n/KfZmMY+ShKSMfq4+adX2LL2cfF973JS7dVpQ5VVSWzuIJ3XnmOkuJCxl5xDQ9Pv5K3vl/NhlW/8f2n7/HGVysaPRZVVUktLKPAiUXp2UVmUvNc1+ojwqhh1a6GddwXWp7WvloOp+dwOLf03Cd7GUmCP5++hD4dWnl6KIIHNPsZLOGUu0d2IOA82zy0o5/C8o2pXhdcAUh6P5Bk1ArHWUW1ohDFGMALtwyuPlZmsbJ/3z5W/Pg/pt3zEDs2rqN7v4EEBrdi2LjLSd6zk7LSxjVJBZBknBpcSRIccfFG4OKTnwBwrMSCf3gwF3QK8/RQGmzKoFgRXJ3HRIDVggT4aLlzZHtPD8MtNDK00dn5fYt7W2M0hCRrkINisGXvqT6mqnZs2Ulcc8VYFKXqx8+u2nn37f8y48rRHM/O4JrE7ny99L/kZB4DwHZie6brR/Xi2pE9WfHjVw7Ps/r/vj9nO4ccJ6/K0isyVlfs8CwItSi12MlSNYzp3w5Fbh6rH/Ramcev8WzpiOBZzX4VoeDo6gFt+GLjEQ7lNL/p9PoyaWW05eWs3ev9jQm18RdRufHdqm11gttjOfAbWizcefvtQFXqLru4kvSU/bTv3JW5Ty1GBT5/+xV+++5z/vjpa/5e+SuyovDsu19xNO0gL/77XvoNGUFAUAilxUXnbOcgSSpHndS5/SSrVQRXAKXpO8ld/z8qMg9gLckjesp8/DsNrvXcY8teJX/bz0SMuYOQAZMAsFvNHPv5ZYr3r0fjG0TkuHvwjT31ppy7/kssRTlEjr3bLa/Hu0kcKLQytE87du3PJNeJ7UZc4faxCbQL8/P0MAQPEjNYLYxGkfn3JZ09PQyXCTYqlB8vbDZdnzXRF6Dr+S8su7+jfPl85KIjfPL1T7QKq1qAUW6xcSwjkw2rfmPey+8TFdOBNjEdmPP0YnR6Ay/Pn822DavpNWAI8d16MeLiSfj4+pF5pGrmrj7tHEosNqen2wrKXb/peXMI4ezmCgzh7Ykce/YdHIr2rqX8aBIa3xCH4/nbllGReYDYaa8Q1HsCR757prpnn7kgg/ztvxCWOM1Vw2+WUosstGkXRveYYE8PpU5BJh1zJ/U494lCiyYCrBbogg7BXN470tPDcLooPy3ph7I5mNm8VkpqO47G5+JFmCa/w++r19Or7wAA7Ce2wwlqFcZHv28lJKxqmyabzcbKZd+i2u28/sVvPPjsG2QeSaO4sID9u3dgriinddtYdm35+9ztHFSVNBfsOXnEyTNizZVfxwGEJ96Ef+chdZ5jKcol47c3iJr4EJLimDSozE3HL24ghtAYgvtehq2sEFtZVZuRjF8WEz7iFhS9qbbLntcKKm2U6Y2M7OXcPnHO8vi1fQny1Xt6GIKHiRRhCzVnXDx/7suloKxldHHvEKhl/Y4jlFW6fubEVe67vDuRIb7AydSgY5ByaP8e7r1mPGZzJUYfE/NfW0K7jp1o17ETIy+9knuuGoPOYGTOM69jMPrw2oIHmPP0Yn76/AO+/+Rd/IOCmfX4S8TEnZrBtKJS6eQFAFpFdvEWOVWawwzWuaiqnaM/PEerC6/EEBpT435DeHsK/1mB3VJJycHNaHyDUXwCKNi1AkmjPWvgdr6zqXCwTGX0gFj+3nmEkgrv+F03rGsEN4+O9/QwBC8gAqwWKsikY+64eB79Zrenh9Jk8YFaVmxOw9aMi6o7RPozbUyX6qCh3GKl/Iw+Um1iOvLmNyspLSlmza8/8MIj97Bo6fe069iJqTMeYOqMB6rP/eg/L9B74DA0Gg2f/vel6nYOzz98t0M7B2dui3OS5KbQpyU0kMn96wuQFYL7T6z1/qCe46jIPkTyW9NRfAJoM+nf2CqKyf7zQ2JveIGsVR9QtOdPtEGRRF18P1p/sSLtTMkFZromtCY3M5+UDM/ObvvoNfznjsFIYhsCAZEibNEu79OaC9p7b53Cuam0N8n8tjG1WQdXAEtmjawOS+x2O1nFNVf1aXU6otq1J75rT26ZPY/2nbry7Udv1zgv/eCB+rVzkFTyyp3/qb600j0tMdRmPodVnrGfvE3fEXXp3DrfcCVFQ+tx9xA/4yM63Pw6puhuZP3+NiH9J1KemULx/r/oMP1NfFonkPHbG25+Bc1HVqkVTZA/Q7p6tjRi/tW9iQ0Xhe1CFRFgtXCPXdYZvab5/TfrFIhUbPyxrfk3Tn32xgvwM52ox1BVckrrt0GyXbVjsTieq6oqrz5+P7c/uBCjyRe73Y71RBuHk+0c7Cf21Dxe7pp9AjOLXLfBs6PmPQtQdngX1tIC9i++jt1Pj2P30+OwFGaR+fvb7H/9hlofU5q6ncqcNIL7XUZZ2g58OwxA1hnx7zKMsvQdbn4FzUulVeWIRWZM/xh0Hvidd2GnMO4c38Xtzyt4L5EibOHatTJx6/BYXl+R4umh1JufTsZeXML6tHxPD6XJ+ncMZXz/mFOpQauNMnPNGaD3XlpI/2GjCItsQ3lpCX/89DU7N67j6Xe+dDjvl68+JiA4hIEjxgLQtfcAPvrP8yTt2Mym1Sto16ETvv4B/PT5+3z58fvkZx4BIDwmjlE33EPnC4YD8OMbT7Hl12/QGYyMv3UuvUdfXv0cO1ctY+tv3zLt6XdqjFORJLcFWM19Biug22hMMb0djqV99giB3UcT2POiGufbrWYyfn2dqMsfQpIVVNUOJ2ZuVZsN1YP7nTYnBwotDOjVloMHszmW556ts/Ramf/cMQi5mfToEtxDBFjngVuGxrBsZyYHm0FvrFAfDZlHj3M4p/Fdy72FIkv85+5hp1KDqp2sOoKTgrxcXnhoBnk5Wfj4+dM+vgtPv/MlfQclVp+Tn5vNZ2+9zCufLqs+1rlHH6ZMu4t/33EtgSGtmPv06wD4hkYwfvpcWrWJQVVVtvz2DR/Ou4OZb31PXsZhtq/4kenPLyH3SCr/e+Eh4vsPxRQQTHlJMb++/xLTX/iw1nFqZXdVYDWPGiybuRxz3rHq2+aCTMozU1CMfugCwtD4nLEPpaJB4xuEPqTm3nQ5az7Bt8MAjBFV2yr5tOlK1op3COoxlrzN3+PTpmuNxwi1O1JkIbh1CJEhJrYcyHH58z08pRedogJd/jxC8yL2IjxPbE3N58b3Nnv1m1Zbfy3/7M0gv8RdKSjXenfmcPrFV7VeUFWV7JJKysw2NzyzSlJuCRVWxxmPxy/vy4TbH6SsqICjB3Zz3bxXAVg4+QKmPfUO0Z178PVL/yYsuj1Dr7y51itLKmxIK3T5KwAI0imsT8p2y3M1VmnaDlI/nlvjeGCPMURdWvP4/tdvIGTAFdWNRk+qyD7E4a+eoMP0N5F1RqBqBWLG/71O4e4/0AdHEzXxIfTBUa55IS2UhEoHPw1/bD2M3UW//Hq3D2HlUxejUZpfKYbgWmIG6zzRJyaIay+M5pP13lnT1DFQx5ptaVRaWkYaZHy/6OrgCqDCanNTcAVWVXUIruw2Gzv//AVzRRntuvSmICeDjT99TllxIXkZh7FUVhAS1Y5D/2zm2IHdXHHvE3Ve+3ip+5bCN4fvBFO7nnR99Ld6nx8/46NajxvCYom7a4nDMUmSaT1+Jq3Hz2zKEM9rKhLJxTaG949h+55jTv/wplVk3rxzsAiuhFqJAOs8ct9FcfyVnOd12+jEBWj4fdMhr55dawhfg4anpl5YfVs9S2rQFY6d6K+VcXAfb8y4Equ5Ep3Rh6lPvEl4TBzhMXH0Hn05r995BVq9gasefAGdwch3rzzGlQ8+z98/fMK6bz/CFBDEpNlPEhF7sqeP6vINnk/X3GuwBO9xqMBMbPtwIguK2ZPuvNrO+6/oTrd2zXmltuBKIkV4ntl1tJDr39rkFRv1yhK0NcCqHUc9PRSn+uaRsbRvHQhUpQZzSiopddPsFZLKthO9gKwWMwXZx6goLeGfP39h07Ivuf3lTwmPiavxsOVLX6OipIh+46bw7gPTuO+9n0lav5L1333EzLe+B0CvSKxJKXDP66BqscOmJNfXzwjnD40MbfTO+Z3TJTqQtc9dik6jOGFkQksk5jXPM92iArh1eKynh4FBkQhWzS0uuLppTKfq4Aqg0mpzX3AF5J3WzVqj1dEqKoY28d0Yf+tcIjsksPabpTUek52ewrbfv+eim+/j4I4NxPboj29gCD0TJ3D0wG4qy6oWHJwrJt/38wd8fXNfdny6qPrYjs9f4od7RrDs/gmkr1/mcP6RTctZ9+qsOq/nBZ8BhBbGaofUchg9IAYffeMDI0WWePPOISK4Es5KBFjnodsTY+nRJsBjzx+oV1CLi9m8v2XNTkQEGrn38p7Vt1XV7saeUVUOF9S976Bqt2OzOPbGUlWVb176N5fc+Qh6owm7zYb9ZF8t24m+WifaAxSdZYPnvEO7OfjnNwS0OTU7dmz7ag7//X8Mnf0ful85ky1LnqSyuCo9YykrZvc3b9D7+gfrHq+YXBdcJLnAQo8ubYhpZFPQey7pSt+Ooqu+cHYiwDoPaRSZZ6/shqkJn+AaK9JXS9aRXPYdcc9KNHf6aM5oTjbHrEoNmt1aRVRus1XP+vzyzgsc3LGRvMwjZBzcd+L2BnqNuszhMRt//gJTYDBdBo0CIKZbX5K3rydtzzbWfPU+Ye06YvStajVwtLD2YNFaUcamt/9Nnxv/jdZ0qi1BccYhQjv3JSi2C9EXjkNrNFGaW9XS4J//vUb7EVPwCam787bazBuNCt4ts9SKISSAgQkR5z75NF2iA/n3Vb1cMyihRREB1nmqbYgPj1zc+dwnOlFMgI5dSUfJyHdP8z93eujK3oQG+lTfdndqEFTSCk59XUsKjvPls3NZdOMY3plzA0f2/cPNz31AfL9TmwcX5+Wy8pM3uXzGY9XHohN6MuzKW1jyyK3sXPULVz3wHFDV/yqvjo3Dt338LBE9hhDe9QKH4wHRceSn7sFcWkR+ahI2cyW+YdHk7t9GQdpeOo6++uyvSMxgCS5WYVXJsCmM6d8OjXLugN6k1/DhfYkYdGJ9mHBuosj9PDfni5383z9ZLn+euEAtq7akY7E1h8X3DdO5TSBfPDTWoaFoel65W2evbNjZmVnssusbFJnVKTVXXx3e8Ct7f3qPkY99hKLV8+dztxEYHU/Pa+cAsOe7t0j/exmKVk+XiXcQ2XMoK564jn63PMHxlJ2k/P4Fer9A+tz4KP5RHRyurZdhx4HjLntNgnC6tv469iVnknWWNPs7M4ZyzbAOdd4vCKcTYfh5bv7lCfxzuJCjLlx+39FPYfnGVJdd39Peu3dEdTClqirHS92bGgTIKHZtrVdtPbzK8jLZ8dkiht7/BopWX+vjuky8nS4Tb6++vef7twnrcgGyomHvj+8xZsEXZOxYw6Z3H2PU/E8cHmsXKULBjdKLzIS1CaV1SBnbUnJr3D91RJwIroQGadYpwlWrViFJEgUFBZ4eSrPlZ9Dy8rU9XbIhtCJDG52d37ekO/3a3uKl6QMxGXXVtyutNkoq3ZkaBCSVnFLXbOx8UnZJzevnpyZRWZTHiieu45vpA/hm+gBy920hecXnfDN9AKrd8etQlHGI9PXL6HrFneTs3Uyr+N7o/YNoM2AMBWl7sZQ79mdzVedtQahLsdlGoUbPqD7RSKfF913bBvHiLRfU/UBBqEWznsEaNGgQGRkZBAR4bkWcO8TExDBr1ixmzZrlkut3ae3Pvy/tzLxv9zjtmiatjLa8nLV7a34SbCmGdIlgVK+2p81e2cl08UxSbfIrXNtdXaL2AvewhAGMXvCFw7Et7z+BX2QM8eNvRJJPLaJQVZVtS5+mx9Wz0Rh8UFU76slViif+VlXH9LGoXhA8wa5CSomdkf1j2LzrGDa7nY9mJ2IUdVdCAzXr7xidTkdERN0rQGw2G5IkIcvNeqLOLa7oG8XOw4X8b3PT+1IFGxUKsgrYnVnkhJF5J60i88ptQxxSg7mlZg90o1dJP0vNiDPoFBlbLU2ptEYTAW06OhxT9EZ0poAax1NXf4veL4jWvYYBENKxJ3u+f4vjKf+Q9c86/Fq3R+fjuGRe9MESPCmlwEJcXCQzR8YS37plf4gXXMOlkYfdbueZZ54hNjYWo9FIz549+eqrr4BT6b0VK1bQr18/fHx8GDRoEPv27QNg//79SJLE3r17Ha758ssv06FDB4drnEwRLlmyhMDAQH744Qe6dOmCXq8nPT2d/Px8pk6dSlBQED4+PowfP54DBw5UX/Pk43799VcSEhLw9fVl3LhxZGRkVJ8zbdo0Jk6cyNNPP014eDiBgYEsWLAAq9XK3LlzCQ4Opk2bNnzwwQcO4z18+DBXXXUVgYGBBAcHc/nll5OamlrjuosWLSIyMpKQkBDuvvtuLJaqWYnExETS0tK47777kCQJSXJdXcojl3Smexv/c594FlF+Wg6nZnOwBQdXAO/NSkRzWpPBSpsHUoNAhd3u8kDEamvaE1QUHmfvT+/T89pTmx8Ht+9G/Njr+euVezmyaTn9bp5f84GShAu/3QXhnMb0iGTSwBhPD0NoplwaYD3zzDN8+OGH/Pe//2X37t3cd999XH/99fz555/V5zz66KO8+OKLbN68GY1Gw8033wxAfHw8/fr145NPHAtfP/nkE6699to6n7OsrIznnnuOd999l927dxMWFsa0adPYvHkzP/zwA+vXr0dVVSZMmFAdxJx83KJFi/joo49YvXo16enpzJkzx+Haf/zxB8eOHWP16tW89NJLzJ8/n0suuYSgoCA2bNjAHXfcwe23386RI0cAsFgsjB07Fj8/P9asWcO6deuqgzez+VRNy8qVK0lJSWHlypUsXbqUJUuWsGTJEgC++eYb2rRpw4IFC8jIyHAI+pxNq5F56eqeBJu0jXp8h0At23YdIafQffvVecKkQTH0iA2tvq2qqlv3GjztiV0+ewWQX17/FOTwB9+uXkF4kiEghPEv/IQxKNTheMJlt3Hp4j+46KmvCW7frdbrKbKIsATP6N02kAcmxJ/7REGog8sCrMrKSp5++mnef/99xo4dS/v27Zk2bRrXX389b731VvV5Tz31FMOHD6dLly489NBD/PXXX1RUVL1BX3fddXz22WfV5+7fv58tW7Zw3XXX1fm8FouFN954g0GDBtGpUyeOHj3KDz/8wLvvvsvQoUPp2bMnn3zyCUePHuW7775zeNx///tf+vXrR58+fZgxYwYrVqxwuHZwcDCvvfYanTp14uabb6ZTp06UlZXxyCOPEBcXx8MPP4xOp2Pt2rUAfPHFF9jtdt599126d+9OQkICH3zwAenp6axatar6ukFBQbz++ut07tyZSy65hIsvvrj6uYODg1EUBT8/PyIiIs6aEnWGyEADL1zVo8FvbPGBWlZtTqOssu5u3y1BoEnLvGv6V9+uWjVY6ZF0ll3C5b22VNW9GzyfSRFTWIIHtPLV8dI1PdAqorxEaDyXffckJydTVlbGmDFj8PX1rf7z4YcfkpKSUn1ejx49qv8dGVnV1Tk7OxuAq6++mtTUVP7++2+gavaqT58+dO5cd4NMnU7ncM2kpCQ0Gg0XXHBqBUhISAidOnUiKSmp+piPj0916vHkWE6O46SuXbs61HOFh4fTvXv36tuKohASElL9uB07dpCcnIyfn1/16w8ODqaiosLha9C1a1cU5VS6qbbndqcLOgRzz6j6LkdWaW+S+G1jaq11Oi3Nh/ePRpJOfQ+YbXaKPZAaBMgscX3go9fIHkl9niSLAEtwM40i8dLVPQj1q731iCDUl8uK3EtKqjaI/fnnn4mKinK4T6/XVwcYWu2pdNTJ+qKTe59FREQwcuRIPv30Uy688EI+/fRT7rzzzrM+r9FobFSd0unjODmWM1cx1XZObcdOjr+kpIS+ffvWSHMChIaeSpec7RqeMn14LP8cLWLFnroDPa0s0Uqy8se2Y24cmefcOaELbcNO1aipqkpmkYdmdyTIqqV1gtOpng1wRIpQcLeHL+5En5ggTw9DaAFcFmCdXmQ+fPjwGvefPoNzNtdddx0PPPAA11xzDQcPHuTqq8++vcaZEhISsFqtbNiwgUGDBgFw/Phx9u3bR5cuXRp0rYbq06cPX3zxBWFhYfj7N754XKfTYbO5fxbhmclduSGvjH2ZJTXu89PJqMWlrE/Lc/u4PCG6lYk7JnRzbCha5pnUIEBhpWtbM5xU4uGUr1gALLjTtCHt+NeAaE8PQ2ghXPbry8/Pjzlz5nDfffexdOlSUlJS2Lp1K4sXL2bp0qX1vs6kSZMoLi7mzjvvZMSIEbRu3bpB44iLi+Pyyy/n1ltvZe3atezYsYPrr7+eqKgoLr/88oa+rAa57rrraNWqFZdffjlr1qzh0KFDrFq1ipkzZ1YXwtdHTEwMq1ev5ujRo+Tmuq+vlI9ew39u6E3YGVPloT4aCrLy2XWeBFcAH94/ymHzYbPNTnGFp1JnKmn5ri9uB8gscsMs2VmIFKHgLhd1DeP+sXGeHobQgrj08+HChQuZN28ezzzzDAkJCYwbN46ff/6Z2NjYel/Dz8+PSy+9lB07dpy1uP1sPvjgA/r27csll1zCwIEDUVWVZcuW1UjNOZuPjw+rV6+mbdu2TJo0iYSEBG655RYqKioaNKO1YMECUlNT6dChg0Nq0R0iAgy8fkMvjLqqGrG2/jqSkzM5nFNzVqulevzafgT5GatvezQ1CFTa7djc0HBLI0OWBxqnnk6kCAV36BkdwDNTurm0DY5w/hGbPQv1sjIpm9eWJbFmazoVFs8VPbtbj9hgPrp/jENqMK/MTFGFh1JnqsqB/FJKXLx6EECvyKypZYNndzqeXUKOh4M8oWWLDjbyye0DCDbpzn2yIDSAqHAQ6mVEQhgXdQk7r4IrSYK3ZyQ6bNxsttk8F1xR1ZrBHcEVgNnq2YUWAGICS3ClAKOWN6f2FsGV4BIiwBLq7c7xCcy6rPaGkC3Rf+4cgkF/Ko1clRr07GxKVqn7nj+nxD2F9GcjUoSCq+g0Mq9d15OYViZPD0VooUSAJTTIwuv6ctWQ9p4ehsuN7NGaQV1OtRc5mRr0ZKsvSVLdtpm0hMoRN3SJPxdR5C64giTBwiu60Fe0YxBcSARYQoNIksR/7xrM8G6Rnh6Kyxi0Ci/cMtjhmMVu92hqEKDQjS0TdIqCuYl7EDqDiK8EV5gxsgMX92y5v8ME7yACLKHBdBqFz+aMoHu7lvnpb8nsESinbZGhqiqZHt5fUZJU0tw4o+QtXflFilBwtusHtuX2ES1/Fl7wPBFgCY3i76Pjh3ljSYgO9PRQnOra4R3pHB1SfVtVVfLLzHh6MqfSpmJ1Y9Dj6dm6k0SKUHCmqwa04aGLO3l6GMJ5QgRYQqOF+hv4+bGxdIoK8PRQnCLUX88DU/o4HLPY7RR6ONhQVZXDhe6thzpa4B2tEUR8JTjLxD6tmXdp3fvYCoKziQBLaJKwACPL5o8lrnXjtwLyFh/eP9rhHd0bUoMASFDkxvorrSyRX+75FYQAskgRCk5wcY8IFkzsIhqJCm4lAiyhycIDfVj22Dg6RPh5eiiNdt/l3YkM8XU4ll/u+dQgQHaZe2eTvCkt501jEZqni7qG8fSUbiJYF9xOBFiCU0QG+7Bs/jhiw5tfkNUh0p9pYxw3/rbYbBSWe74OSZLgmJt7b5W5qZFpfYj3RKEpEju34rmruovFEoJHiABLcJqoEBPL5o+lXajvuU/2IktmjXTo1q6qKhkebih6UrHZ/am6rGLPbvB8OjGDJTTW4LgQXrq6J1pFvM0JniG+8wSnim7ly7L5Y2kb2jy6Iz974wX4mfQOxwrKzV7RpkACUt3c7FOW4Jg31J2dIOIroTEGxAbx6rU90WnEW5zgOeK7T3C6dmF+/PzYONqEeHeQ1b9jKOP7xzgcs9hsFHhBahDArNqxuLkITCfLHu1WfyZRlCw01IXtg3n9ht4YtIqnhyKc50SAJbhEbLgfy+aPpXWwj6eHUitFlvjP3cNqpAY9vdfgSZ5ozQB4Rff204nSGaEhRncJ442pvfHRieBK8DwRYAku0z7Cn+ULxtMx0vtaOLw9Yzg6rcbhWEG52a3NPM9KwiP9t/LLvKM9w0liBkuor8l9o3jx6h4iLSh4DfGdKLhUuzA/flswnl6xIec+2U0u7hdN3/hwh2PelBoEyC13f6G5qqocLvCe+iuoqkMThHO5ZWgMT1zRRawWFLyKCLAElwsLMPLL4+MY1jXC00PB16Bh4dQLHY6pqt1rUoNQte/gEQ8Umhs0sle1aADRaFQ4O0mCOePiuG9snKeHIgg1iABLcAs/o5ZvHxnDZQPaeXQcH84ehSw7ftsXVli9JzUIlFg8E+So3vMlqCbCK6Euiiyx8IquTBsS4+mhCEKtRIAluI1eq/Dx7ESmX+SZzVZvGtOJ9q0DHY5Z7TavqztKzS/zyPMWV3jX7BWINg1C7fQamZev6cHEPq09PRRBqJMIsAS3kmWJV6YPZMG1fd365hkRaOTey3s6HFOxk1HoPalBAKtq99hKPm9prno60WhUOJOvXsObU3szMiHM00MRhLMSAZbgEbMnduf9mcPQa93zLfjRnNGcmXAqLPeu1CDAkSLPFJlrJInsEu/p4F5NxFfCaVoHGlgyvR8D2gd7eiiCcE4iwBI85srB7fnu0YsIMulc+jwPXdmb0EDHflxWm93rUoNIKvnlnhmTt66+EjNYwkl92gXy+Z0X0Dmy+e13KpyfRIAleNTQLhEsXzjBZb2yOrcJ5Jrh8Q7HVFQyi72rHQF4pjXDSRUWu8ee+2xEfCVAVY+r927qS7CLP4wJgjOJAEvwuM5tAvnzmUuY0Dfa6dd+f9YIzkwCFpVb3L4FzblIksoRD/agyvXG9KBw3lNkiYcv7sQTV3RBKxqICs2M+I4VvEKAj44vHhjJI1f2ctqsxcu3DsLH4PiJ12q3k+dtqUGg1GKrEQi6i4Rng7uzEZ3cz1/+Rg3/ndqb6wa29fRQBKFRRIAleA1Jknjkyl7878FRBDYxFTCkSwQje54xI6aqZHqoiPzsVFIL3L/v4El6RcHiZcX+J4nw6vwUG2ris9sHMLCj9+wAIQgNJQIsweuM6xPNn89cQpfowEY9XqvIvHLbkJqpwUrvSw0CWFGptHquBsrbVlIK57eh8SF8dvsA2rUyeXoogtAkIsASvFKHCH9WPnUxkwfFNPix781KRKNRHI5Z7TaOl3pfahDgqIdn1bxpD8YziRTh+UOS4JZhMfzn+t74GjTnfoAgeDkRYLVAZnPLKFg2GbQsnZXI0zf0q3cbgUmDYugRG+pwTFVVr9pr0IGkerwm7KiX1l+BWEV4vgjx1fHfqX2476I4sf+k0GKIAKsZKC4u5rrrrsNkMhEZGcnLL79MYmIis2bNAiAmJoaFCxcydepU/P39ue222wBYu3YtQ4cOxWg0Eh0dzcyZMyktLa2+bmVlJXPmzCEqKgqTycQFF1zAqlWrqu9fsmQJgYGB/PrrryQkJODr68u4cePIyMhw58tn5qXd+OHfF9HK33DW8wJNWuZd07/G8WIvTQ0C5Hmo79VJOlmisMJ7Z7CElm9gh2C+nnEhg+NEvZXQsogAqxmYPXs269at44cffmD58uWsWbOGrVu3OpyzaNEievbsybZt25g3bx4pKSmMGzeOyZMns3PnTr744gvWrl3LjBkzqh8zY8YM1q9fz+eff87OnTu58sorGTduHAcOHKg+p6ysjEWLFvHRRx+xevVq0tPTmTNnjtte+0nDu0Wy7rlLGZwQXuc5H94/Gkly/Ja2eXFqUALSPVjcXjUG754tECnClksjS9x3UUfentaHVr56Tw9HEJxOUlXVOz/aC0DV7FVISAiffvopU6ZMAaCwsJDWrVtz66238sorrxATE0Pv3r359ttvqx83ffp0FEXhrbfeqj62du1ahg8fTmlpKdnZ2bRv35709HRatz61Yero0aMZMGAATz/9NEuWLOGmm24iOTmZDh06APDGG2+wYMECMjMz3fQVcGS3q7z43T88/b/tWGynCsPvnNCF2yd0dzhXVVWOFZZ7bG+/cym3WdmbU3ruE13IalXZeqTIo2M4mwi9wqo92Z4ehuBkUYEGnv9Xd3o2ciGLIDQHopLQyx08eBCLxcKAAQOqjwUEBNCpUyeH8/r16+dwe8eOHezcuZNPPvmk+piqqtjtdg4dOsTBgwex2WzExzt2Oa+srCQk5NRUvY+PT3VwBRAZGUl2tufe8GRZYu6kHozq2ZpbXlvNgYwi2oX6cseEbjVWDZZUWrw2uAKVtHzPzl4BZBV7aW3aCd76vyc03thu4Tw+MQE/g9bTQxEElxIBVgthMjkuaS4pKeH2229n5syZNc5t27YtO3fuRFEUtmzZgqI4rrjz9fWt/rdW6/hLUJIkvGHSs0+HVqx97lIeXLKRG8ckoJ6R6rLZ7eR6aWoQwIZKuQdbM0DVPn/HvLX4/wSRIWw5DFqZByd04sr+bTw9FEFwCxFgebn27duj1WrZtGkTbdtWdTQuLCxk//79DBs2rM7H9enThz179tCxY8da7+/duzc2m43s7GyGDh3qkrG7msmg5fU7BlNaaSO7yMzJySrVaxuKnnLMC2aOdLKEF8TKwnmgW5Q/T03uSocw33OfLAgthAiwvJyfnx833ngjc+fOJTg4mLCwMObPn48sy2ctAH7wwQe58MILmTFjBtOnT8dkMrFnzx6WL1/O66+/Tnx8PNdddx1Tp07lxRdfpHfv3uTk5LBixQp69OjBxRdf7MZX2TQmvULbEAPZxWZKK+1enhoEJJXcUs+30jB7eAZNaPkMWpkZozpww6B29W61IggthVhF2Ay89NJLDBw4kEsuuYTRo0czePBgEhISMBjqblvQo0cP/vzzT/bv38/QoUPp3bs3jz32mENB+wcffMDUqVO5//776dSpExMnTnSYKWtOFFkiMkBPqJ/G69sO5Fd4R+ryuBfuyXgmsYqw+eofG8Q3MwYybUiMCK6E85JYRdgMlZaWEhUVxYsvvsgtt9zi6eF4HbPVzr6sUu9sLirBjsxCPL47jaqy81gJFRbvnsWKNGpYuSvL08MQGsBXr+H+cXFM6RclAmThvCZShM3Atm3b2Lt3LwMGDKCwsJAFCxYAcPnll3t4ZN5Jp5HpHuVHhL+epMwSj+7zd6YKq83zwRVg0CheH1xV8YIvllBvwzu14rHLEwg/R1NgQTgfiACrmVi0aBH79u1Dp9PRt29f1qxZQ6tWrTw9LK8W6qcjyCeQlNwyDudVePytWkUlzcONRU+yeUOUVw9nrg4VvFOQj5aHLu7ExT0jPT0UQfAaIkUonBdKKqzszSohv8xz9Vk2VHZmekdTzwqznZ3Hij09jHOKMGpYJVKEXkuS4OIekTw4IZ4gk87TwxEEryJmsITzgq9BQ792gWQUVrA/u8wjK+gyS7yndcSxQu8Zi9A8dW/jz0MXdxLd2AWhDiLAEs4rkQEGQn11HMwtJz2v3H1pQwmySzzfmgGq9oDz5iasgncL99dz75iOXNorUhSxC8JZiABLOO9oFJn4cBOtA/XszSwl3w3tCgoqvSO4AtCIN0WhEQxamWmD23HzsFh8dMq5HyAI5zkRYAnnLV+9hn7tAsguriQ5u4xSs80lzyOhku4F+w6eVN4sVg9WEQWi3mFCjwjuuyiOyECxOlAQ6ks0GhUcxMTE8Morr9T7/NTUVCRJYvv27S4bk6uF+ekZ2D6QhAgTOsX5szsVdjve1Fg+u9h7ZtME79Ytyp+PbuvP81d1F8GVIDSQmMESBKo6hrcJMhIZYCAtr5y04+VYndHKQPWe1gxQ9YnqqChwF86hTZCRu0d14JKeEaLOShAaSQRYglcym83odO5f9q3IEu1b+RAdZOBQbjmH88ub1BjULqkuSz02hk6RnRM4uknzSWa2DJEBBm4fEcvE3q3RKCLBIQhNIX6CWqCvvvqK7t27YzQaCQkJYfTo0ZSWlpKYmMisWbMczp04cSLTpk2r81qSJPHmm28yfvx4jEYj7du356uvvqpx3sGDBxkxYgQ+Pj707NmT9evXV9/3+OOP06tXL4fzX3nlFWJiYqpvT5s2jYkTJ/LUU0/RunVrOnXq1JiX7jTaE4XwgzsEER1koLFbqWV6wabOp7M0o+BKcJ8wPz3/vrQzy+4bzJR+bURwJQhOIH6KWpiMjAyuueYabr75ZpKSkli1ahWTJk2iKf1k582bx+TJk9mxYwfXXXcdV199NUlJSQ7nPProo8yZM4ft27cTHx/PNddcg9XasKaeK1asYN++fSxfvpyffvqp0eN1JoNWoXOEL0M6BhMTYmzQprWSpJJV7F37IRZ4sNFq44iA0JUiAgw8eklnfpk9mKsviEarEW8JguAsIkXYwmRkZGC1Wpk0aRLt2rUDoHv37k265pVXXsn06dMBWLhwIcuXL2fx4sW88cYb1efMmTOHiy++GIAnnniCrl27kpycTOfOnev9PCaTiXfffdcjqcFz0Wtk4sJMxIQYSc8rJz2v4pyptsJK7wtmjnhRPVh9qKqo/3GFNkFGpg+L4fLerUVQJQguIgKsFqZnz56MGjWK7t27M3bsWC666CKmTJlCUFBQo685cODAGrfPXDXYo0eP6n9HRlbtR5adnd2gAKt79+5eGVydTqvIdAg10S7YyJGCCtKOl2OudYmgdxW3A+hkmeJK76kHqx8xg+VMceG+TBvcjot7Rog0oCC4mAiwWhhFUVi+fDl//fUXv/32G4sXL+bRRx9lw4YNyLJcI1VosTinyaZWq63+98lVR3Z7VYlyfZ/XZDI5ZSzuoFFkYkJ8iA4ycqyggvT8CspOK2Y32+1eV0zeHOeCvOsr2DzJEiR2DuW6C9tyQYdgTw9HEM4b4iNMCyRJEoMHD+aJJ55g27Zt6HQ6vv32W0JDQ8nIyKg+z2azsWvXrnNe7++//65xOyEhod7jCQ0NJTMz0yHIas59s06nyBLRwUYGtQ+kV7Q/ISYtqCrphd41ewVQ0uxmr2jSCs7znb9Bw42D27LsviG8dl0vEVwJgpuJGawWZsOGDaxYsYKLLrqIsLAwNmzYQE5ODgkJCZhMJmbPns3PP/9Mhw4deOmllygoKDjnNf/3v//Rr18/hgwZwieffMLGjRt577336j2mxMREcnJyeP7555kyZQr/93//xy+//IK/v38TXql3kSSJUF8dob46CsstcBh2ZxbXkT70jEwvK7gXXCM2w8rH0gAAE1lJREFU1MR1F0ZzWe/WYksbQfAgEWC1MP7+/qxevZpXXnmFoqIi2rVrx4svvsj48eOxWCzs2LGDqVOnotFouO+++xgxYsQ5r/nEE0/w+eefc9dddxEZGclnn31Gly5d6j2mhIQE3njjDZ5++mkWLlzI5MmTmTNnDm+//XZTXqrXCjBqGRMfyrD2IezJKmbb0UKPb66sSJBZ1PwCLFUkCetFkmBofCuuu7AtgzoGi+agguAFJLUp6/eFFk+SJL799lsmTpzo6aE0a0cLK/gno4h9OaVUWt3fPtOgyKxOyXf78zaVv05hY1K2p4fhtdoEGbmkVySX9YqkbYiPp4cjCMJpxAyW0GCJiYn06tWrQXsW1mbatGkUFBTw3XffOWVc3iwqwEBUgIFRcXYO5JayK6OYtPxyt83PeCKocwbx+a8mP4OGsd3CubRXJH3aBYrZKkHwUiLAEhrsm2++cVg12FivvvrqefcGqlVkuoT70SXcj+IKK7uzitmVWUxemWtTiMc9nKJsLLVZrn10Po0sMTguhEt7RTKicyh6raitEgRvJ1KEguAFjhVWsDe7hH05pRQ7uUGphMr2IyXNchbLpJXZsjfH08PwmC6t/bisd2vGd48gxNe7e8QJguBItGlo4ex2O8888wyxsbEYjUZ69uxZvZfgqlWrkCSJX3/9ld69e2M0Ghk5ciTZ2dn88ssvJCQk4O/vz7XXXktZWVn1Nc/c0/CNN94gLi4Og8FAeHg4U6ZMqb6vrn0R4dT+gydVVlYyc+ZMwsLCMBgMDBkyhE2bNlXff3K8K1asoF+/fvj4+DBo0CD27dtXfc6OHTsYMWIEfn5++Pv707dvXzZv3uzsL6vTtQ4wMDKuFXcMbMv1faLoFx2Av8E5E8w6RW6WwRWcf0XusgS92wYye2wcP947iC/vupDrB7YVwZUgNEMiRdjCPfPMM3z88cf897//JS4ujtWrV3P99dcTGhpafc7jjz/O66+/jo+PD1dddRVXXXUVer2eTz/9lJKSEq644goWL17Mgw8+WOP6mzdvZubMmXz00UcMGjSIvLw81qxZA5zaF/H555/niiuuoLi4mDVr1tSZFnzggQf4+uuvWbp0Ke3ateP5559n7NixJCcnExx8qofPo48+yosvvkhoaCh33HEHN998M+vWrQPguuuuo3fv3rz55psoisL27dudks50F0mSaB1gqAq4OrYiq7iS/TmlHMgtJbeRG0fb7c03zaY247HXl49OYXBcCImdQhnWqRVBJhFMCUJLIAKsFqyyspKnn36a33//vXq7m/bt27N27VreeustbrvtNgCefPJJBg8eDMAtt9zCww8/TEpKCu3btwdgypQprFy5stYAKz09HZPJxCWXXIKfnx/t2rWjd+/eQMP2RSwtLeXNN99kyZIljB8/HoB33nmH5cuX89577zF37tzqc5966imGDx8OwEMPPcTFF19MRUUFBoOB9PR05s6dW71FT1xcXNO+iB4W7qcn3E/P0PbBFJRbOJRXRmpeOWn55Zht9ZuVKqxonvVXAPYWOoMVEWAgsXMrRnQOpX9sMDqxH6AgtDjip7oFS05OpqysjDFjxuDr61v958MPPyQlJaX6vNP3EQwPD8fHx6c6uDp5LDu79qXyY8aMoV27drRv354bbriBTz75pDqdePq+iFdeeSXvvPMO+fm1twpISUnBYrFUB3pQtf3OgAEDSEpKcji3rn0PAWbPns306dMZPXo0zz77rMPrbO4CjVp6RwVwRfcIZg6J4drerRnYLohIP/1ZS8GPFTa//lcntZQSUaNW5sL2wdwzqgNf3X0hv88dyr8vTWBwXKtmF1ydrewAYPfu3VxyySX4+/vj5+fH0KFDq38O7XY7CxYsoE2bNuj1enr16sX//d//eeqlCIJLiRmsFqykpASAn3/+maioKIf79Hp99S+9M/cRPDOlJklS9b6CZ/Lz82Pr1q2sWrWK3377jccee4zHH3+cTZs2ERgYWOe+iLGxsY1+XWfb9/Dxxx/n2muv5eeff+aXX35h/vz5fP7551xxxRWNfj5vJMsSbQKNtAk0MrR9MOUWG2n5VTNbRwrKOX5iVaJWlly+QtGVmusqQj+Dhl5tA+kXE0jfmCC6RvmjbSGbK5+t7KBjx44MGzaMxMRE/vjjD/z9/Vm3bh1Wa9XCjVdffZUXX3yRt956i969e/P+++9z2WWXsXv37mY/2ywIZxIBVgvWpUsX9Ho96enp1Sm10zlrdkej0TB69GhGjx7N/PnzCQwM5I8//mDSpEnV+yIOHjyYxx57jHbt2vHtt98ye/Zsh2t06NABnU7HunXrqtOJFouFTZs2ORTU10d8fDzx8fHcd999XHPNNXzwwQctLsA6k1Gr0DnMl85hvgCUW2wcKawgPa+c46UWDuaWedW2PfVlayabEQb5aOkTE0S/mED6xQTRKcIPWW6eweHZnKvsICYmhoCAAD7//PPqD0Lx8fHVj1+0aBEPPvggV199NQDPPfccK1eu5JVXXuE///mP+1+QILiQCLBaMD8/P+bMmcN9992H3W5nyJAhFBYWsm7dOvz9/asDmab46aefOHjwIMOGDSMoKIhly5Zht9vp1KnTWfdFPJPJZOLOO+9k7ty5BAcH07ZtW55//nnKysq45ZZb6jWW8vJy5s6dy5QpU4iNjeXIkSNs2rSJyZMnN/l1NjdGrUJcKxNxrUyMim+Fza6SllfO/pxS9ueUkpxbSmZRpddvpuyNqwiDTVriI/zoFOFHpwhfukb50z7UdF40/Dy97OB0ZrOZ3r17U1BQwNChQ2tdWFJUVMSxY8ccygAABg8ezI4dO1w6bkHwBBFgtXALFy4kNDSUZ555hoMHDxIYGEifPn145JFH6kz7NURgYCDffPMNjz/+OBUVFcTFxfHZZ5/RtWtXkpKS6twXsTbPPvssdrudG264geLiYvr168evv/5KUFBQvcaiKArHjx9n6tSpZGVl0apVKyZNmsQTTzzR5NfZ3CmyRPtWPrRv5cO4hKoVpGarnaOFFRwuqOBIQfmJvyvIKvaewMuTKUJFlohp5VMdSHWK8KNTpB+hfnqPjcnTzlV20NDZZkFoyUSjUUEQHJitdo4VVXA4v4LDBeUcORF45ZSasXggzbj/4HGXBXwaWSIiwEDrQANRQcbqP+1DTXQMM4mO6WcoLi4mNDSUd955hxtuuKHG/U888QRLly5l3759tc5iRUVFcffdd/PII49UHxswYAADBgzg9ddfd+nYBcHdxAyWIAgOdBqZmGAfYoIdNw9WVZWiCis5pWZyS8wcL7WQW2omv9xCfpmF/HILBeVWysw2p45HkSXsjQjs9BoZf6OGAKOWQB8dUUEGWgeeDKIMRAUaCQ8woLTAWilXOVfZwYwZM1i8eDFXX301Dz/8MAEBAfz9998MGDCATp06MXfuXObPn0+HDh3o1asXH3zwAdu3b+eTTz7x9EsTBKcTAZYgCPUiSRIBRi0BRi0dW5nqPK/Saqeg3EKp2UaFxU6FtervSqudCouNCqvd4XiFterfJ9t6ScDp5UzRBgWJqn0cq/5IaDUyPjqFAJ+q8fgbtQScCKZOHjOI2SeXOFvZQUhICH/88Qdz585l+PDhKIpCr169quuuZs6cSWFhIffffz/Z2dl06dKFH374QawgFFokkSIUBEEQBEFwspbRmEUQBEEQBMGLiABLEARBEATByUSAJQiCIAiC4GQiwBIEFzGbzZ4egiAIguAhIsAShBNSU1ORJKnGn8TERADWrl3L0KFDMRqNREdHM3PmTEpLS6sfHxMTw8KFC5k6dSr+/v7cdtttAHz99dd07doVvV5PTEwML774oideniAIguBGIsAShBOio6PJyMio/rNt2zZCQkIYNmwYKSkpjBs3jsmTJ7Nz506++OIL1q5dy4wZMxyusWjRInr27Mm2bduYN28eW7Zs4aqrruLqq6/mn3/+4fHHH2fevHksWbLEMy9SEARBcAvRpkEQalFRUUFiYiKhoaF8//333HbbbSiKwltvvVV9ztq1axk+fDilpaUYDAZiYmLo3bs33377bfU51113HTk5Ofz222/Vxx544AF+/vlndu/e7dbXJAiCILiPmMEShFrcfPPNFBcX8+mnnyLLMjt27GDJkiX4+vpW/xk7dix2u51Dhw5VP65fv34O10lKSqp1c9sDBw5gszm347kgCILgPUQnd0E4w5NPPsmvv/7Kxo0b8fPzA6o2ub399tuZOXNmjfPbtm1b/W+Tqe4O54IgCML5QwRYgnCar7/+mgULFvDLL7/QoUOH6uN9+vRhz549dOzYsUHXS0hIYN26dQ7H1q1bR3x8PIoitnIRBEFoqUSKUBBO2LVrF1OnTuXBBx+ka9euZGZmkpmZSV5eHg8++CB//fUXM2bMYPv27Rw4cIDvv/++RpH7me6//35WrFjBwoUL2b9/P0uXLuX1119nzpw5bnpVgiAIgieIAEsQTti8eTNlZWU8+eSTREZGVv+ZNGkSPXr04M8//2T//v0MHTqU3r1789hjj9G6deuzXrNPnz58+eWXfP7553Tr1o3HHnuMBQsWMG3atBrnnmwTsX37dgBWrVqFJEkUFBQ4/8UKgiAILiVWEQqCl0hNTSU2NpZt27bRq1cvzGYzeXl5hIeHI0mSy5531apVjBgxgvz8fAIDA132PIIgCOcTUYMlCF5Kp9MRERHh6WEIgiAIjSBShILgZna7neeff56OHTui1+tp27YtTz31VI3zzkwRLlmyhMDAQH766Sc6deqEj48PU6ZMoaysjKVLlxITE0NQUBAzZ850aAHx0Ucf0a9fP/z8/IiIiODaa68lOzsbqJo1GzFiBABBQUFIklSdvrTb7TzzzDPExsZiNBrp2bMnX331lWu/OIIgCC2EmMESBDd7+OGHeeedd3j55ZcZMmQIGRkZ7N27t16PLSsr47XXXuPzzz+nuLiYSZMmccUVVxAYGMiyZcs4ePAgkydPZvDgwfzrX/8CwGKxsHDhQjp16kR2djazZ89m2rRpLFu2jOjoaL7++msmT57Mvn378Pf3x2g0AvDMM8/w8ccf89///pe4uDhWr17N9ddfT2hoKMOHD3fZ10cQBKFFUAVBcJuioiJVr9er77zzTo37Dh06pALqtm3bVFVV1ZUrV6qAmp+fr6qqqn7wwQcqoCYnJ1c/5vbbb1d9fHzU4uLi6mNjx45Vb7/99jrHsGnTJhWofsyZz6OqqlpRUaH6+Piof/31l8Njb7nlFvWaa65p6MsWBEE474gZLEFwo6SkJCorKxk1alSjHu/j4+PQnys8PJyYmBh8fX0djp1MAQJs2bKFxx9/nB07dpCfn4/dbgcgPT2dLl261Po8ycnJlJWVMWbMGIfjZrOZ3r17N2rsgiAI5xMRYAmCG51MvzWWVqt1uC1JUq3HTgZRpaWljB07lrFjx/LJJ58QGhpKeno6Y8eOxWw21/k8JSUlAPz8889ERUU53KfX65v0GgRBEM4HIsASBDeKi4vDaDSyYsUKpk+f7vLn27t3L8ePH+fZZ58lOjoaqOr3dTqdTgfgUBjfpUsX9Ho96enpot5KEAShEUSAJQhuZDAYePDBB3nggQfQ6XQMHjyYnJwcdu/e3ei04dm0bdsWnU7H4sWLueOOO9i1axcLFy50OKddu3ZIksRPP/3EhAkTMBqN+Pn5MWfOHO677z7sdjtDhgyhsLCQdevW4e/vz4033uj0sQqCILQkok2DILjZvHnzuP/++3nsscdISEjgX//6l0PNlDOFhoayZMkS/ve//9GlSxeeffZZFi1a5HBOVFQUTzzxBA899BDh4eHV2/8sXLiQefPm8cwzz5CQkMC4ceP4+eefiY2NdclYBUEQWhLRyV0QBEEQBMHJxAyWIAiCIAiCk4kASxAEQRAEwclEgCUIgiAIguBkIsASBEEQBEFwMhFgCYIgCIIgOJkIsARBEARBEJxMBFiCIAiCIAhOJgIsQRAEQRAEJxMBliAIgiAIgpOJAEsQBEEQBMHJRIAlCIIgCILgZCLAEgRBEARBcDIRYAmCIAiCIDiZCLAEQRAEQRCcTARYgiAIgiAITiYCLEEQBEEQBCcTAZYgCIIgCIKTiQBLEARBEATByUSAJQiCIAiC4GQiwBIEQRAEQXAyEWAJgiAIgiA4mQiwBEEQBEEQnEwEWIIgCIIgCE4mAixBEARBEAQnEwGWIAiCIAiCk4kASxAEQRAEwclEgCUIgiAIguBkIsASBEEQBEFwMhFgCYIgCIIgOJkIsARBEARBEJxMBFiCIAiCIAhOJgIsQRAEQRAEJxMBliAIgiAIgpOJAEsQBEEQBMHJRIAlCIIgCILgZCLAEgRBEARBcDIRYAmCIAiCIDiZCLAEQfj/dutYAAAAAGCQv/UkdhZFAMwECwBgJlgAADPBAgCYCRYAwEywAABmggUAMBMsAICZYAEAzAQLAGAmWAAAM8ECAJgJFgDATLAAAGaCBQAwEywAgJlgAQDMBAsAYCZYAAAzwQIAmAkWAMBMsAAAZoIFADATLACAmWABAMwECwBgJlgAADPBAgCYCRYAwEywAABmggUAMBMsAICZYAEAzALrRT1V5KM7tgAAAABJRU5ErkJggg==",
+ "text/html": [
+ "\n",
+ "
\n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib.dates as mdates\n",
+ "import seaborn as sns\n",
+ "%matplotlib widget\n",
+ "counts = df.sum(axis=0)\n",
+ "mask = counts > 0\n",
+ "x = counts[mask]\n",
+ "labels = df.columns[mask]\n",
+ "\n",
+ "#define Seaborn color palette to use\n",
+ "colors = sns.color_palette('Blues')[0:len(df)]\n",
+ "\n",
+ "#create pie chart\n",
+ "fig = plt.figure(figsize=(6,6))\n",
+ "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n",
+ "plt.tight_layout()\n",
+ "# plt.title(period)\n",
+ "plt.savefig(f'plots/total_keywords_pie.png')\n",
+ "# plt.close()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "7e558e26216546e2bc73f6a248f5509d",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "mean = counts.mean()\n",
+ "std = counts.std()\n",
+ "threshold = mean + std\n",
+ "\n",
+ "mask = counts > threshold\n",
+ "x = counts[mask]\n",
+ "labels = df.columns[mask]\n",
+ "\n",
+ "#define Seaborn color palette to use\n",
+ "colors = sns.color_palette('Blues')[0:len(df)]\n",
+ "\n",
+ "#create pie chart\n",
+ "fig = plt.figure(figsize=(6,6))\n",
+ "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n",
+ "plt.tight_layout()\n",
+ "# plt.title(period)\n",
+ "plt.savefig(f'plots/total_keywords_pie_significant.png')\n",
+ "# plt.close()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "e17cc65f2f764ba18748411cc0646723",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "tracked_words_list = labels.tolist()\n",
+ "\n",
+ "import seaborn as sns\n",
+ "time = df.index.to_timestamp()\n",
+ "\n",
+ "#define Seaborn color palette to use\n",
+ "colors = sns.color_palette('Blues', n_colors=len(tracked_words_list)) #Spectral also a good option\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "\n",
+ "for i, word in enumerate(tracked_words_list):\n",
+ " y = df.loc[:, word]\n",
+ " plt.plot(time, y, color=colors[i], label=word, alpha=0.8, linewidth=2)\n",
+ "\n",
+ "# ax = df.loc[:, tracked_words_list].plot(kind='line', layout='tight', figsize=(12,8))\n",
+ "\n",
+ "plt.ylabel('counts (n)')\n",
+ "plt.xlabel('period')\n",
+ "plt.legend(loc='upper left')\n",
+ "plt.savefig('plots/total_keyword_counts_significant.png')\n",
+ "plt.show()"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,