{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n\nimport os\nprint(os.listdir(\"../input\"))\n\ndata = pd.read_csv(\"../input/train.csv\")\ndata.shape\n\ndata.head(5)\n\n","execution_count":null,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"data[data[\"target\"]==1].head()\ndata[\"target\"].value_counts() / data.shape[0] * 100","execution_count":35,"outputs":[{"output_type":"execute_result","execution_count":35,"data":{"text/plain":"0    93.812982\n1     6.187018\nName: target, dtype: float64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from wordcloud import WordCloud\nimport matplotlib.pyplot as plt\ninsincere_rows = data[data[\"target\"]==1]\nwc = WordCloud(background_color = \"black\").generate(' '.join(insincere_rows[\"question_text\"]))\nplt.imshow(wc)","execution_count":36,"outputs":[{"output_type":"execute_result","execution_count":36,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7fb9b154b128>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAYEAAADKCAYAAABDsfw/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnWd4XNW1sN8zvY9GvXdLtlzl3gAXbAzGmOLQS4BQQkhCQriQ5Cb3EkICgUtCcgk1hI5poRdjTHPBvXcVW83qfXo7349jjTSaGWnUbN8vep9Hj2ZO2WefM+vstffaa60tiKLIKKOMMsoo/57ITncFRhlllFFGOX2MKoFRRhlllH9jRpXAKKOMMsq/MaNKYJRRRhnl35hRJTDKKKOM8m/MqBIYZZRRRvk3ZsSUgCAIywRBOCIIQqkgCPeN1HVGGWWUUUYZPMJIxAkIgiAHjgJLgGpgG3CVKIoHh/1io4wyyiijDJqRGgnMBEpFUSwXRdENrAZWjtC1RhlllFFGGSSKESo3Dajq8b0amBXpYEEQRsOWRxlllFEGTpMoiglDKeC0TQwLgnCrIAjbBUHYfrrqMMrAuP2TZdzx+QWYUnSnuyqj9CLtvKvQxKegSUwjdsp8dKk5xE9fGNjf83NPMhNnnqoqjnKS+AlJqAwqAGLHJaCJk96nxKkpyFVyALTxOgzppqBz4iYkBs7rQcVQ6zNSSqAGyOjxPf3ktgCiKD4jiuJ0URSnj1Adhg9BGNDhF9w/jXv3XEZiYcwIVej0YE7TY0zSkjox9nRX5f8rVt0Uw6IVxiGV4WyswdlUi7mwGL/LgTY5o/+TgMqGrUHfdepYkixFABi1SchkkrFArTQAoFGZSbIUBb6fScRl6nj4wDL0lpCGMkDBvHju33Iu1/6l+BTWrJus8/LRxGrxefzkXzwOTayWsVdPRG3WkDwrPaAQxqwaj6UgHqVBFTgn/5Jx+Dz+Ya/TSJmDtgFjBEHIQWr8rwSuHmxhCksslkXnoisoRG404XfYOfHsU7jraoOOy3v4MRreeh1neTmxy5ajzc9HdLux7t9H6+ef4Xe7go6XaTTEnLMIw8RJyA1GnFUVtH39FY6ykqDjEi66DEfpUURRxHZwX591zZqVyMSLs/E4fVz00Eyeu+Tzwd72GcfDk9853VUYJQLNu9YDUL/+IwRBhigGNxZN27/qt4y81HNo7iinvvUg8eYxtHZWMDHnUvaWv01R1gqaO8qJN+fjcLWSnTyPkuq1tHQeD5xvSdMy79osdGYlhfMTMMSp6Gx0UbW/HXu7h8//WkJ7vXNY73uwuO1eYmbNB0GgbfP6U3Zda1U7Y1aN58R3VdhqO7GMjUemlON1ejGkGMlckkfpOwcRZAJVX5ajTzEGzmk+2IDoH37L+YgoAVEUvYIg3AmsAeTA86IoHhhseRl3/QKZRoOrqhLn8WPIzWbSf/wz6l95Eduh4GJ1Y4uIu+AiEP04ysvQFY4l5qxzUKemcuKZJwPHyY0m0m67A2VCIp7mJlx1J9DmjUE3ppDGd9+mY8t3gWM7d22Luq6Fi1MB2PfucaZelUdcrpHm8s7B3vooo0RHDy+/3gogWrw+Fwq5JvDZ53fj8TpIiZtEU3sJftFHXct+TjTvCXt+a42Djx4+DMDVj05m8vkpHN3UxJu/6rvjdCo5urGJ/5r1BQCWeecgU2tP6fXTF+aw7aH1mHMt1G6ppm77CUSf9Htt+u2XgeP2/F0aodlqO8m/dBzbHlpP9rIxmHMttB5pGtY6jdicgCiKn4iiWCCKYp4oig8OthxBqUSmVlP/yotU/+9fqH/9FU489QSi30fiVdeiMAebXAwTJ+OsOEbFHx+g/pUXqXrsEfxOJ9q8MWgyswLHJa66AmVCIq1ffkHlI3/kxFNPUPPE44heL/ErL0UZGxc41tPchLetDWd1FX0iwJhFaQCUb6oHoPDctMHe+iinkNgEOZNmaPntX5P57GA+Dz6Tikot8PG+PF5Yk0XBRHXg2Ejmm6+PjWHVTcHyqNPLuOEnsfzjk0w+O5DHmkP5/PavyaRmKoOO8/tEVt0Uw8vrslh7JJ/Xv83GbJGPzM2eRKu2MCZtMWPSFqNS6Klp2k1q3GTGZiyjzSrJ+onmPeSnLqS2ZT+1LfuJNxcwLvMCxmevRCaMlCHh1KCMjUdQKvs/cBgpfecgORcUBBryLgUQzTn2euuwKwAYOXPQsGGYPAXr/r1Y9wX3PtrXf4Nl8VLM8+bT/MlHge2i30/jO28her0AeFtbsO7ZhWnWHNTpGTgrK1AlJaEbOw5PUyMtaz8L9KJcNdV0bN+Kec48jNNn0vL5pwDELjkfb0szINC6/qugXldP0ibHYUjQ4HP7qdreCEhKYNMzh0OOvflfS1Co5Dy94jPu2ngRrg4P3/7tAAc+riR5vIVlv5mK3+fn0/t30ni0PeR8jVnFzOvGkL8ghZh0PW1VNo58UcO2V0pw27xh63fvnst4644NlG+sJ3VSLLO+X0De2Sk42tzUHWhl/d8P0nCkLeichXdPYub1Y4K2PX/ZWhpLO8JeoydJ42Io/l4u6VPjiUnTY2910VFrp2JrI/veP05btS3o+Jh0PRf8bjrxeUbURhVel4/2GhsVWxpZ90ho7/MX2y5BFEUem/0+xiQtc28Zy4SLsvA6fdQfaWP3m+UcWlPdbz27+NFv4qk+5mH3d3bmLdFz36NJfPhaOxdfF8M9f0zilgsroy6ri6fezyAzT8WBnU7eeaENUYQVV5t55L6GoOOuuMVCToGKrz+18vUnVibN1PKH51L50WX9dDyGgMPVSknNuqBte8vfPjkPIMl4m7WSb/f+ucf+t5DLlPj9XkTOMKe+AVanfftmtFm50pzfKVpXxVZnpfS9QyN+zkA445WANjcf+5HQRtR++BCWxUvR5hcEbXefqMZnDTa/eNtaAWkOAAic4ygvA3+wJu6aZ1CnpQe2OY+XI9cbkOn0fQpMV6+/YlsjbrvUECcWxhCTITXSvTGn6Zh9YyFKtRx1ipLlv59OR52dSx6bjUqvRK6Uceljc3jmojVBtsCU8RZWPTEPnUXqnXpdPhIKzCQUmJmwIos3bl8f0sB2YUjUMn55Jhf8bhoyhTQQNCRoyF+Qwtd/CR22V+9sQmdRoY1Rk3dWctgyeyPIBBb+fCIzrgtWHsYkLcYkLWlT4ji8JrhxMyVrufXD8xBkAoiSzValV5AwxkzCGDO73iqn5XioWU2hlpN3VjIXPjgDtVGJ1+VDbVSSOT2BzOkJxOebWf9EdJZIjxse+GkdSpXAB7tyWXShkQU5JRhMMpZfYUatEXA5B9ZYZOapeObhJl57qjWw7cXHW/B4gsvJL1Jz+8oqyg53z1t9fWwM46dqOLDz1NrR/f7wnYgufH7PsFxHpZNz5+tzeGzlBnJnxHLOTTlkTDTjdfsp29LCuqfLaDoeKscyucDM72Uw89J0YjO11Bzo4Nt/HqOuxBrxWg8fWBb0vb7UyrP/aUOuN4R9nzMmmpmyPJXc6RaSC4w4O700lFvZ82ktW96swuftPkelk/PAtiXUl1p57/cHA/ehMSqxNrt45qZtYe/jTOGMVwIKkxlfe1vIdu/JbYqY4OG3tzX02EADetLLRxFjAUCdnkHi5VeFHN+5Yxue5ubAd5lOj6uuFldNVYjS6CJpXEyg0VvzwE4AvnvuMHN+MJYVf5zJy9eGTswJMgGFWs4j095l0sXZnH//NK5+/hz+cclamso7+N4T88idn8z45Zns/1DyBFv662KKL8+l+Vgnf1/6CT53d31iMvTc+sF53PbxsoiTuOf/9zS2vVzCI9PeDbu/NyVfnaDkqxOANJKIhl9svwSZXGDPO8f47Hc7ozqno87Bn4r/FXbfufdO5rqXF/D4WR+G3X/xo7N5ftVaWiq6GwFjopbbPl7G3FvHRq0Etm+wA+Bxixw/6kapkuSlqtyDIIAlXkFddfQN4MTpWj58vT1IAQAhCgDg6YebghRAF+OmBCuBxPMnk3vXspDjouX4E2up+yC63+RUkJRv4KH9y9j98Qne+s99WJvdZBdbuO7xYqZelMr+L+p5+ae7AsfPuSqTi/+zCL9P5F/3H2DbO9UoNXLOuTGHm56O7Gh47/jPAJi5Kp3L7p8AQOe+XRGPn3NVJicOd/Lincdoq3MiV8qYf30WK39dxMpfFwXK630vM1elB+4DILvYwj0fnxVyH2cSZ7wS8La1IjeHulp2zQV420Ib/X7LPKlAXJUVNL77dr/HexrrMUyYhHn2POpefSHsMYWLpVFAw5E2OmqlxqTkq1rm/GAsqRNiMSZp6ax3hJzXWCqZetpqpJ6Cx+GlqVwytVibpJdfbey2WxYtl1z/dr5RFqQAANqqbNTsaSa9OD7ivbjtXjb8fWSzd8jkAh6nj68eG54JwcptjUy7Oh+ZQobfG6qES7+pDVIAAJ0NDloqrSTkm0KOj0TP3h2A3ze4+nahN8mwdkQ3SdvaNMSL/R+m5mA7b/xyX6CzdnxXK+ueKmXlr4vInxUXdOxZN2QDsOnVCra9I5n6PE4fXzxZSspYIxPOTRqWOvWezPZ5/Hzzj2NMWppM+gRzxPN63kfXvQAh99ETY1EqiGA/1oihMIXOQyfwu72ok0x4O5wIchleqxN9fhKeNjvupuF1NDnjs4jaS46iLxwXsl03VtrW250zGhyl0jna/DEI8v4n37Q5+bjrauncFTmureCkKaj0m2631doDLVJDLkDB4vATxI5WqcfQZT6yn/wOBBo8uaI7TkGtlxRC7d6WsOW1VvY97Kw72Bq41khSs6sZl3V4zAZdz0QmDx+vUbOnOex2e/PpdUd0WP3EJUbXz/p3Xup72zvVIa6PNQeljpDGqEChlpopS5qWuAzJj37Xx8Hu4QB719SNcE2hqcLe5/5ILpw976MnCYuKUMboSbpwCqLPj3laNkqLXtq3sIikC6cgUylIWDwebWYc6VfPGfpN9OKMHwnY9u8l6aprpQniPbsD283zz0H0uGnftHHAZbrrarEd3I++aALxF11C00fvI3qkBkuQy9EVjsNxrAy/Q+q5+11OBIUChTFyrzIuR/IWmXvrOObeGqq0Cs9NY8drpSHbewd/+NxheoRhgtWuf21R5BvsA3tLqMlhJOio6/tlCYdMLrD0P4tJyDejj9egNihQqOXIlX33VU7VPXVh7fBjNPfffyo/4qKoWINMPvRRxanCvGgBMRcuo+Ln4RP/pt5zF6qMdNo+/oy2NV8MyzXrjoba8l09nBu6lH98ZnekekNZ6DnDaXdXaeVMviCFMbPjyJ5mQa1XoFTL+pXFvgjXibFXNpOwuAhbWQN+jw9Pc/d9NX51kOSLpuJusaIfk4SroQNX7cAtH/1xxisB0efDZ7ORdPX1xJy9AE9TE3KjCUGhoGH1q3hbw/eI+6PhrdWk3nwbptlz0U+YiKO8HIXZjCopGZlGQ8VDvw8ogdZvvuyntP5JL45DH6fG1hzcYA02i6uz3T2o3mPXOTFzz8a6fzcgoB83gfYtG9FkZqNOTqV966ZB1SnoOgMMaonLNXLpX+YSm2XA3uKipaKThsNuPA4vGrOK3PmRJ6X9vlPbja4+5ua6O2N5/5Vur62ktNBXqbPdT3q2kqtvj+WVJ7rlVKEQEITwcwP90bG3kppXN6Ewa1GadSjMWhQmLdr0OATFMAzs5TIExaltFpwRvNl6o9JJ9RJFcDtCtaorynL6I2tKDNf/dSqGOBWiX2T/ugYc7R48Th+F8+OJz9YPy3UABLkMpUmHs7YdbUYcxvFpyLQq6j7Yiau+A+thacTTsrGEmGnZ+OzufkocOGe8EgA4/sBvozqu7N6fh93e9vU62r4OdoXz2+1U/+3PYY/vTcy8swOf27d+Fxg1dGFOk4Ti1Ru/oXpnqB/vij/MoGh5Jhc+OJM3bh9adKLb7kWlU7D2od0c/GRo7oMyjRZEEU16Js6qClQJiYje4THhjF2WzrpH9uJx9P9iJhdZuOF1aWQTbkJ7/IWZfSqBU83+HU6a6r2sXp9NXKKCuhoPH74W3mX2ouJyrrzVwktfZJGcrsTvhy8/7OSph5rwtA58eOCsaaXqpf5lKO8Xy0lYMmHA5Z8WouzN1B6RbOGCAKnjTJw4FPzME3OHnsqicH58YIL5j4u/pq0u2KR4x6uziTzjNnA8bTY6Dtbgqm/HUdXM0T8EOz80rz8CQMe+Kjr2jYy78BmlBFQGFWqjis7ayK5efbHsIi2ffRA8+Xr3f5r5n99399jMMTLa2wYWUeluqMdxrAxVckqIAgApStje6qJmd3jbdMnXtRQtzyRz5pCS/QFw8JNKpqzKZfZNhRxddwKva3B2hrZN3wY+17/zOgCuE9UDzpMUDtEvotYrOetHRXz56N5+j+/q4YVFgIkrs4dcp3DEjJmCKW8CfreL5n2bePl/u9Nb/fCS7hfujWdbeePZYA+fnn7+cZPnE5M/mQU5TwQdkzLvQmo3fsQzf2rimT91dw4yz7uG2PkaYtxOWg5s4e3nQ82EAAtyBj7f9f8zLdV2WmscWNK0FF+YGqIEJiwZ+qRwYLThF+lsCh61x2fpyJgYeVJ4MLjqO6j/eHf/B44gZ8zEsDnLxOy7ppM+NzWq48eOlyZIp86UkkUVjFOi08tYvExLdl53o/L12m5NHmORcfWNes5ZrAm0dSlpcs69oO/QcWdVBQqjCb8tvM2x4Nw0Sr+ujWgCKd9Yh8/tjzixORA2PHkIa5OThDFmrnt5AQWL01Co5ZhSdKROimXmDQVc+9KCwV9gGGYod71ZDsCM68aw8pFZpE+NR6VTYMk0kL8ghaW/LiZhTPfL1FTWEXh2CnX3RH1sloFLH5tDenFkz4qhoDLH0XJgK7WbPiZl/orANnP+JOQaaXSnNFow501EbUk8eZaALiUbpaHbY615zwb8PUZQmtgkTDnjIyrUyjWvIlOoqFzzKtZqSQFo4lIw5Y5HkMlRGmJQ6k2oLYnIVGrUlkR0yVko9SZMOUXSfqMFU95ElProvZ/+f2DDK5Kr9Pzrsph+seRsIVfKmHt1JsUXRtd29EVdycnRhkxgzlWZge35s+O46enpw9FHOuM4Y0YCol+kenMN5V9Elxn16hsNPP9kJ/f/ycLKxfVcfp2e9EwF/3yyk9/8IYaf3tyM1Spyx8+N3HyFpNE1WgGDUYbdLjU4qelyfnqvmXdet2EwyrB2hh8hxC9fietkyoj2LcH2ckOChrRJcXz33JGIdXXbvFRsayR33tB7KrYmJ2/cup7LHp9LYmEMlzw2e8hlRiJ3fjJjl6ShMihRG7rdVFc8PAt7sxOXzUvJVyfY/0Hwb7bukb0otQomrsxi7NJ0xi5N7110kCnL3upi64slzLqxgJ98cyEddQ70sWo0ZhUum4fVt6znmhfOGbH79DnttB7ahiY+lcRpi2g5tJWMJVdS+dkrpC/6Ho07vyJt4SoqPnoev8+LJjaZ1LMvpvSNv4SUpbYkkjx3Oc37NmHMGkvthvCxDb0xpOfjc9lBFDFkjEH0edEmpNF6eAcJUxdgrSohbeEq2kv3INfoMWaPo+XAZjLOu4bjHzwXpIROF5Y0LfOuyUJrVpI3U1LcBXPjueFvU6UEcn8begK5Ta9WkD87jnHnJPC9Byey6PY8TAlqFGo5//rv/ay4L9Qpo2hhIuPPTUJjUJCQow/U9apHJuPs9OK0evj62WM4Oj00HrOx66MTFF+Yyor7xjH/umyUGjmGOBUVu9vY8mYVF9xdOKR7ONM4Y5SA1+ElriCW+LFxbP3f/oNZ3G6RKdNUrP3EwcIlWiqPedm3y82WjS7mnK0mKVWB9agHj7u7Z1t3wkdFuZdt30lKYcESLUaTwLnnaxFFAtt7Yz96GOv+vWF7yQWL00CAii0NYc7spvSrE+TOS0KlV0RM6xAtTWUd/OOytUy6NJvCxWmkF8fhaPdgbXRwYk8zR76o6b+QKEidGMvEi7NDtifkm+Ck/73X4Q1RAn6vn09+u519H1Qw+dLsQDoNe4uLthob5evrAvERXXz9l33UHmhh6a+LiUnTY2t2cmRdDZueORyIuxhJRJ8Pc+4EmvZuwF57HE1sMvrUXNqO7sJaVYIxsxClMQZnSz2i34dcpQmbrdOQWUDroW10VhzGmDU26us37Yls5xdkMtqO7MSQWUjn8UNo4lPpKN+PtfIo+tRcNPGp2OuGnFZ+yFhStQE//i6MCWqKFkmjqC1vVQ1ZCfh9Ii/9eCdzrsxk+iVpxGboqNjdxlfPllO6uZnZV2SGnDP27ITAqKELlVbOlAtSAt83v1GFo1NSpG/+ah/Hd7Ux87J04jJ1tJ5wsOHl46x/8bg073D3kG7hjGPQSkAQhAzgJSAJKWvHM6IoPi4Iwn8DtwCNJw/9lSiKn/RXnkwhw5CsD7doQlg+fd/BNTfqufuHLXyxNZkVC+o5e7GmR/0gOVVOdr6Sn/yHiddfsNHY4GPvLjc/vc/E4w918M7rNopnSNfbsyPyrHvvvEU92bm6jJ2ry/qt7663ytn1VjkX/SyH6kNWnAcr+esNZUxcGMfZlxbw0ePH2PW/29AY5Iyda8GTmcXm1VXU2kzsffEoaYvHoE83Y6tux+f24XN6qDzqYu/735G7ajLuDifVnx8heV4Ona0iBddPD2zz2iXhHmgq6A1PHmTDk6GBZdm6SRy37w36L0NOuX0XubpinH4bSpkaz34XX+46it3XTpZuInXOctx+B1m6CbjsHhLV2ejlMcgEOWW2Hbg2xvG3BR+Rqyum3B4cXRmu7o/O6DvqefWt/U+gJk5bRNykeXRWHKZpz3rSFn4P75gpyFRqmnavJ6ZgSo+jBfSpuVgKp+FzOUAAlTGW2AlzUMcmodAaaDu8g8xl16FLyUETlxLxun1hqykj/dwrAZHWwzuAk5lBeyicmIJidEmZKHQm6utCo1dPBWZZPBpBR72vkkRZBt6delYXu9jl/gq1oMUlSvNzhYppOLFR7wt+x9x2X9jIW4C6EmvEfX6fyMZXK9j4arDiM59/Lk/97CA+rwp5jBZlYjyGuTP51/2v8+m//KhSk2n//GsEuRzz8iW0vf8p2nEFKJKT8OhTgTLirruczq82sHl1Jds+a0eZGI/zaBkxFy1DNcGAq6iQX04PHt31dR9AxH15s+JIn2Ci5kAHZVuayZ0Ry4xL01l9nzSPNv/6bDa8dDzwec8ntSHzFMPBUEYCXuBuURR3CoJgBHYIgrD25L4/i6L46EAKMyTrOfJBKfFjY5HJhX7d/nZscbFji/RAFs+QgkS6JoX/8sfuCaNlc4IDSA4f8FB2VOqJu5wi99zRgkYr4HZHvl7S5dcg00rzBrUvPjeQ2wpBkAnsWtOIPkaJzqQgo8hIU5UDhUqGx+XH0ell8rnxbNzsIHZSKj6nB0OWBWNOLLaadqyVrSTPy6FqzRESpqXjbLRir+vE1WJHE6/HkGVBadIEtsk1yoASGC48fidpmkIUQrfCdvkdpGkKkQlyFIKSNk89enkMPtETOCdWlUKtsxSVTIteHoNSUCPix9ejcesq41TQsH0dDduDvcYqP3sJQa5A9Eky0nZUUka1G7uTFB6rqwjsd3e0ULfpY+o2fdy9//1nEORyRF/kSfvyd5+MuM/d0SLtPznyrFzzKgBVa6UJfE18Kq2HttFx7GCgHqeLriRyWpmBnubyHMV4nKKNCu8RGvxVxMlScIuhEfPDjTI1GXf1CXSTxiOPiw28t4a5M2n/5AsQRUSvF1+71EY4S8oxpiShzsnCebQMf6cVd7WUJkWdmY48Lhbn0TIEmQz7rn3I9XpkOi1+x9ADEdMnmNj5/olAw55SaERjOrVZTWEISkAUxVqg9uTnTkEQDiGtLTwoGg40obVoiCuIHXG/797+2U5H39fr2L4FdUoqyGQIMhlihPxB0dLTqrRnXRM5k010NLnxuv20N7oZO9dC9ecHQCCQGfHwc1u661PWjOgXqfzkEKJfxFrZHUBy+LktQef1hdqiRZdqpvVAHTKlnJhxiTjqrcRPTaf1QB0eqwuv3YPP6cE8JoH2EmlwV+M8ioAQaACO26WeS9e2rv/tnm4TWa2zDBHpuZVYtyIiYve1B2WiPG7fG1Tu6aK/hjWahrdLAeTNu4b6oxuxNVWCIGCIz6Sz4RgAGmM8cpUOW0sVmVNX0FKxB2vTyd5tHxP0os+L6PONjALoT7Zlki+J6PfT7u/2eKrwHkJA4DhStsvDnu2B37LV30Cbv/GU/K6OfdL1FfFxIOtWS23vf4p+1jR8HZ3ItBrUudnYNu9AkRSPKIIy/uRqeXI5hvmzsW7YHFLGcId1H/m2kYW35NJW62DjKxVBjiNJ+QaypsSw9S05ljQtWVNikMkks1W4GImhIAw2WCmoEEHIBr4FJgA/B74PdADbkUYLrZHOPXm+KMgERFFEJg+fH+Z0ojDHoE5LRxkbR9uGb4a9fEEmjMiKQf2hSTCgitHQUdKEJsGAPj2GzOXjaNpRjbvdgTEnjtLXdpC2pBD8Io3bKnG3nxkrQ43RzqDKdQin34oMGWZFIg6/FaffilmRSIw8kUZPJXZ//ymvR5KcOVdQf3gDjrZalFojGmMCHfWlmJLz0cdlYGuupqOulJw5l1N/eAP21ijmc3pkslUnpeCqD02hEClOoL8Ecsb5c4i7/DKO/+QXYfdn/P63yE0mmt/6F53rhx5UOKLIZP0rNaQ1S3q6fgsKOaLXN6AyBosgSO+/3ydGZQEJw46hLtE7ZBdRQRAMwDvAXaIodgBPAnnAFKSRwv9EOC9oofn4cXGkTU9hwpVjpXTCZxDe9jZsB/ePiAKAgUfXDhfORisdJVJvLqYwAVNeHAqDlJ46Y3kRjVsrQQRzQQIqixaZ6tSYaaIlRzMJhaBEJdMiIDBGO510dSFqQYtJMZwhPYPH67Rib61BFP3o4zLQWaR5An1cBk3l2+moKwHEwHHRkHD+SqmMwiIsZy8e3vo2SbEuclPoojkKSwxy00mHgMbhX9xk2Imy8e4d+xNQAAMoIyxR+JOKYnfEeyQFIFNpUMcnR5XnbDAMSQkIgqBEUgCviqL4LwBRFOtFUfSJktvEs8CPq9LzAAAgAElEQVTMcOf2Xmje1eEiflws+iT9oFMpnGnIDHrkMebAEPpMJPOi8QDoUs0I8u56Hn76O1IW5qOO01O3vhyVWYOreeS9dKJFADp8TWhkBkzyeIzyOJSCCp3MTIOngjZv/emuYghqQyycnO9oqzlE6vjFJI9bgCCTI8jkJI6Jzt3XdvgAqdf+AG1OPnVvvzqsdXQdr0T0eDAtODtkn2mh5Kbrd7lwHTv93khnOkVP3Rr0Tg0GpclC0jnL0aZkkbJkFTD8HeRBm4MEQRCAF4EWURTv6rE95eR8AYIg/AyYJYrilf2UFaiESq/EbQvWzJbp82ndvqHfOs1ec2/ItqoXvqXm9e9CtsvUChLOm0TKymlo0mP7LRvA026nae1+Kp7tf9FuAP2MYuQGAzKDjraP1w6pV6HNjCfx/EmkXDoj6nNEn5+O3RU0fLaXlg1Hohpx3PETA3a7yI5tbpKS5GTnynHYRXx+SM+QU3LES4xFxov/6DtZlyreSOIFk4lfWIQm1RJ1nTsP1tC4dj9N6/bjd0Vv8xaQBeYcen7uQmFQM/2du0LO608+cn60JOo61L69ldp/bcPdPLiI92hQJSSGbHM3hronD9YcBCCoVGQ9+oew++z7DtD4/Et9TnpHizYznqI/XRnImhkNg5HpLoyTski57mx0Y1LA52f/zU/ibbMhKGSk3rCQ2MUTcJTVU/X3NbhqJQv2xNd+yr6rHw+UMfmtu6l47EMyfnw+1U9+TuLFM9Dlp+Bu6uDEC1/TvqWEgkevR5MZj0ylCNRv90UPIfpFtLlJ5P76UjytNvRjUvC02TjysxdQp8XiKK/HZ+v2/sn+xUVUP/kVsdPOAkEWMAE2fPtxj7saujloKN5B84DrgH2CIHTFPf8KuEoQhClIU5PHgduiKUyukqOL05J3Xja7X9gftC8aBRAJfV5ogJZlVh7ZP1qCOmlgIeBKs46UVTPx2d3UrP6u//VBBQF5bAyOPQcGrQA0qRYyvn8WcWePHXBKB0EuwzwtB/O0HJy1bez+/tP9ntMVSDd9por2Nj8+H/hF8Png8EEvJpPAzu19J7HKvWsZCUsmICgGPnw1FqVhLEoj47p51KzeTP2HO6N60Xs2+r0VQF8Mp3ykrJpJ0opiTryxJTr5GATuxoagOQGZSt3PGQNHdLtpfutd9NOmoEpJRlCr8TsctLzzHrYdu4c8QXqqZRpAnWoh//dXUvfmdxz/0/uIPj/eNqkjk3LtOZhn5FH2m9XELp5I/gNXcvD2Z4LNQmHIuHMZFf/zIbbDNcQtnUzW3SvYffGfOPyT59GPTaPwsRvYvfLhEDlQxhk5/sgHuGpa0OYn42mx4mmxEr9sCk2fSU2poJRjnj2G449+QMO3koe9TKnC7zmDEsiJoriB8GOTfmMCwpE4MYH02SkYU0NtkUNBlxvccxJkAoW/WzWkMtOvn0/MzFxKHnwfV0PkiUfb1p3Ytu5EUEUX+9Cb1O/NIv26+cjUQ4/p06TEMPaBVZQ++jHe9siuei88193DDzcnJpdLCiESiRdMIfH8yUOtLspYA9l3nEvCuRMoe+wT7Mca+z9pEPSUD0EmkHnzAlJWhbVgRoVMrYxaPgaLqXgGHTu3ApCw/GLq33tz2D1XOtdvpHP9wNO094kgkLpq5imXaYCkS2dhO1RD7SvfBm0XFHISL57BsYfexV5Wj+N4I5ZzxmM5exwtX+6PUJpEyxf7aN8qpf2of2cLqdcviKreMpUC22Fp/qdz17HA9tjFEwNKwDQtF1+nE4W+uz00F02jedvXUV1jIJwxxurGg03sfHYvO5+NHJg1GDSpFuRaqREWZAJjfrVyWMo1jE1l/J+vRZsZOa+N3GREbjJiPGvgC0HIdWoyf7BgWF6WLmJm5jHp7zeiz48ufUW4wUskBSBTK8i/dwW5Pz1vCDUMRV+QzITHrx/WMnvSUz7G/GrlkBRAT7rkYyTwu7o9tERRHPYJw1+9KEU6x6WqmHleLDEJ3b7rhdMH30kb+7vLTptMazLjsR4KnXhXJZmRqRQ4jkkmNdHnx1nRiDY71OzWG0dFj46JKOJ3DS0eR1+YhjpZykllmT+O5i/2YhpXHPjTpmYNqfxInDFKwOvw4nP7sNaH2pqzrv0RmVfeGvQXNQLosqXsnbk/O5/Ys4Yv74cq3kjRn65CnRg+iZd+2hT006agzg4NZe8LhUnL+MeuGY4qhtBVZ2PRoEM6QpBrVYx76EriFxUNW5k9kakVw9Y4h9BDPoZTNkB61pFkYyjEzJqPZf5C4s69AEEmR/QOf7xAQpqaK+/JwNbh5ZY/5KAzyknJ0XDLH3IGlQhRYdISMzNv2OsJUcq0ECF4Ruy5/yR9eCf2VGBDbfR7076tlNjFExEUcsyz8mlet4+W7d8G/ho3rhnW63VxxuQOmnCVlPgpaVIi634Z7IpZ8coT4U6JmpyfnocmzYJMFXy79mONNK7dR9v2Yzgqwri8CQK5Pz2vT/u20qKn+OUfsvm8h0P2Wb/bhtxijt6fWoCxv1vV58tiK62n4ZPddOypxFEdfkEdbXosBf91acRRilyvZvyfrx2QTTUS+fetIH5h342/z+7i8G/exnr4BGKYGBCZRolpUibxC4siKpKsWxaS9YOFHH3gXVo2Hh1SnXvTJR+9sR9rpOSPH0SUDePYVBLOm9infBS//EPqP9jJsSfWht0/GKqf/7sUuDhsJXYjVwj4RZGi2Sb2ftvOge86OPCdZNK65peZPHb7UX72RD7/c3uUaa6HSaaTVhSTfNG0Qct05V8/ZdwTP8DvcNP8xV7wifg9XlwnWqh9+Vvy77+c4396n9hFE1EnxVD6m9UAdO4+jirRDAJk3LY06jkMV00LotePZcF4OvccxxPFusDHHnyHCS/ciW5MClVPfo67rg2lMYb4OefibmsGQcDVXD/spr8zRgnsf12K9KvZEhr4MlR0OcF5/D1tdqr++Q0Na/b1/UBFkfK/fEbt21vJu/dCDAWRc8EYJ6TTub86aFvMyvNxV1ZjWnQ2za+93e+Pl3b13D5fFlddO/t+9EKfZQA4qlvYc+s/iF9URM6PliDXh5881KTEhN0+EPpTAPUf76bqhW/xdkS22fqdHtq2ltG2tQy5VoVlTn74AwXIu2c5jspmHFXh124YDIOSD1Gk81ANnYdq+pWPpBVTafrmUIh8DJaM2+5CptHg7WhHplJR9fTj/Z/UD9OXWJi6OAZznJLPX6pn/6YObns4l7xJelRaGf/87XF0Jjm1x5zkTIzem6c/mT78m7dp29p/7q36D3dR/9HuQcu0s6qJsvvfJOXas0m5+ixEr4/9N0qdy7o3NiKoFeQ/cCWOYw2U/mY1okeye9b840vGP3MbPoebujelFd2iwdvpoPKJT0m7YQHeTgeHftR/uhnRL9K0dg+JK2dw7I9SXiy5To+9uhy5zoBCqyfqdAADYFgihodciZMuoiq9Eq/bh98zOK+KcC6i4dh987M4e/Q4EiYk0Li/kYJLCij9qDTs9WVKOQW/vSSiQHcequHAXa8EbdNNnoBj/yGMC+fT8eX6Pj2EtFnxTPr7jRGXCGzfdZySB9/H2zmwiF1tVjxjf/+9iGaJg794bdArFqkTTRS//MOw+0Svj9KHP6L528MDLjflsplk3bIwokt056EaDvzs1QH1iCK5iPbG3Wzl4H+8HiQf0SBTypn5UfgoWwgvH4NFX1iEOjWDlq/WEH/eCpo+/yjkWQzGRVSjk+Ny+nrmqUOllXJaiYN4JaOR6UP3vTGockdKpk83aTcuRG7QUPm3TwPbzOOnoUlKp7NkP/aqEIV5+iOGhwtDsp4Zd05l/r2zQ17+pMUXocvMI+uaOwY+J9ALr9UV8oJnn5vNtDunYc4yR1RAfo+Pow+8h708fMpo47g0YqbnBG1TZaUTc+F5yHQ6YlYsQ52bHbFeOT9eGvFl6TxYw+H/fGvACgDAUdHE4V+/id8d3m6ccfPg8/Rn/fDc8DtEkZIH3x+UAgCofWcrx5+KvIi5cVwaSSuKB1V2X3itrkEpAJDkI5JsQHj5GCwKgwlvWwsxc85CnZI2bBPDTrsvpLF3OwanACA6mR4MIynTPVGpDBQVXY4gSPdgNKSiVptDPgNkZMxDpTJy4c/ySMjWYUnpzmhsipccD2JTpW1qfejvJSjlGCdnE39BMQ3vbg3a11l6gJYd6/F09Jl9Z9CcMUpArpJTs+UEbcfbEXrZ3erXfYCgUNLw5UdUrn6GytXPDPo6lc+FBnrte3EfO/53B9v+sq3Pc/1uLyV/jLxISPLKaUHfO9Z9i33vAdo//YK29z/BVX487HnmqdmYJmaE3edptXH0gffC2tKjxVHZTNXz4VNeGMelYZwQuuhLf+jzk4idOybsvprVm2nZNLSlEeve20HTugMR96dfPXdI5Yej8rmvBqUAuij544d9xgb0lo/B0rFnOx27t+N3uWj5eu2gJ4bHZpzPuIwLiDePISV2IimxExiXuRylQkesMZuJ2ZcAMCZ1EUmWIhTy6GMSzlSZ1sWlodJLjXf6rIvQJ3Z73KhN8UE2f0GQIfols1By0hR0+gSysxagVOqDPvcmOU/P4luy0BgUzL0ijYU3ZaGPUTJlWSKmBDXzrgidwDZOyiL77hVUPbEGZ3W3qVMVm0jywpUYcsZiyIl+fYqBcMYoAWudjeYjrRxbVxE2OMhWfgRH7dCGeBXPfEXDp6EuqMb08G5vs2apuP4GXVDWB0dlU0QzRMzMPJIvmhr4rs7JwnWsAtOis/tMHTHuj1eE3e5q6GDntU/iaRl6BGrtu9sjX//By5Epo+9NKsxaJjx+XcT9VS98G3HfQCj900dURnjRw0WZKmIMZD98CwApd64ccCBSONkYCI7KJnbf/GzU8tETmRzkCumvP0SvF0SRjp1b0eUP3qPJ7bFidzWjkKlwujvQaxJwuFrx+hyYdCndjb4gUN96EKU8Ons4nJkynT5rJYbkPCy5U1HqzIh+H7YGKf1F8qSF+D2uoN/O5erA7bEiin6crnb0ukSczla8XkfwZ30SZlMmyUmT8br9JGRpA6nhW2qcyJUCbqePL5+vZOGNmTRVhY7oO3aUs+/6v9HydXDHJ2bCDLx2K0pzLEpzdJkNBsoZMzGsMihJn5tK6rRk1v0qtBEx5I/D73Fjr5CCM/rL1x6O5m8Ohd1urbGStTBLSs/8TSUAS89TI4qwcaOblFQ5NdXd1+rYXx2xl2OZMyZgc1XEmLFcvBznkdJBRQw3fLK736jF4UCmUWKanEXb9vKojo9fUBTRG8bTPrz5hRo+2S0FF4VRUqZJGXTs7e4YaMdl4iiVfMH9Lg8ylWLY3fj6w1XbFrV8dJGUIufZ1+JpqPeh1QpcszJyYFz6zT9C7LGUpCo+ieYvBhWfSXld8KI7bTYpYaCISEXDFo7XS+k0SmqkNRcc7raQMgbK6ZTptop9mNIK8HtceB2dCDI58WNn03R4M+1Vh0ievJjqrR8Gev8AZWWSW2Zb2zHa2ysAEVEUOXZ8XeCzzVbP/gPSWg+VT4BMLmUFFkU4vKGZwxuknr1MLuDz+jnwVfSBj71SRIwIZ4wScLQ4OfTOUfSJemSK4HTSyphYtKmZ+L0eZEoVgiBgLR+YvdlR0YQ7gpuW1+nF3hjceH2+JvIKPi0bjkR8yQ3jUgOpoW279yEoFPg6+ncPC0frlv69JgaC3+VBpg6/aIVxQnrUSsAyK7K3R/PX4RXtYPF2OmnbUkrs/NAer2VuQZAScJbUELO4GPOCyShM+gEpgLBuoIOkP/noTfF0FZ9+YOfJP3fy81+Z+8xebN2/h7Yt3WlU4pYsH5Y6A0GJG3svmzlcnE6ZttaVY6s/Lq1rIIpUb/kAQSZ1LhytdVRtfp++PG96PpO+nk+kbKCF82LZ8k4tPu/pd8bpyRljDtIn6Zl551Ray1pD1hPwu5yIoohCZ0BpikFuMA14FNB5MHKaXo/dAwK0lHTbg2+7Xc9tt4d3hWvfGTmDolyrCqQiiLnwPPTTizEtPjuiaUKVEDmYqK+JxsFgK42cWdNQkBxVGTKVAmOEBg6gbWsZarXAL39lpLCwu4+Rm9v9+eYf6ElIkKFUCsyYqSItTXoRExJkjB2roPc8Z+vm0rDXipmRG/Td09SOdWcpyGSc+Nt7Ud1PF33Jx0DpTz56U3fCR02Vj2tuNFA4XolCEdmM1VMBAHRsD01+Fw233WPh7KU67n4gjvMuMbB0pYF7HozHHCtnfLGaaXO1CALMPEvL5TeZmDpHw8VXG5m7SMedv47FbJFx2z0WFi3XYzAGNyORZNrd1HnaZVpaprOHsvP3bEdGtnE+9G0zjRVnTibeLs6YkYCt3sbuf+7D6w5t3H0OO63bNyBTKvF0DG5IaiuLLCzaOC26BB255+Wy5VFpBa+nn4qcJdNR1YTP4Q77QoOUj8ZWWo+r7Fggi2jPpF89MU2K3KAON+7GyCMSTUbk9Bc90ecnhQTdBRBFOg/U4HOJtLf7aWyUlPnZ56jxekTKew004uNlKBVwz70G7vpJOz/+iYETJ3ykpsr58svukVgkdz9teixKix5Pq/RbKRNiaP1kS9hj+6Mv+Rgo/clHb/bsdLN3l5uLVul45q+dfS51CtIiKOrkVES3O+yCMtEgkwls+tKBKUZO4QQV9TVeaio9dKW52rFJiuvYtcVJzhgl44s1GE0y3nutE5VaICNHiUwm8NUnNpLTFFg7uztukWTaVlIXdvtQGA6Z/ndnyEpAEITjQCfgA7yiKE4XBCEWeAPIRsokenl/q4uZM01Ycs2Y0k3se+1gyOSwMiYWpcmCKIqkX3IDx1/664Dq2bErcu/M0ewgYXwC1Ru6g3m6RgFhlYEIrZtKiF88Pmx5lll5NH6+D8e+Q8gtZmkBjgjj+4RzQ325RwpXQ3vEfepEE8oYHZ62vnsq8YvC3zNAy8aj+Bxu0jPkTClW0tkp8vJLdtpa/Vx9rZZNm9wUFCiYPl2JXC49EpkMzCapJ9nU5Gf9t27y8oOHAq66yPVOPG8iNas3A+BpbEOQyzCdM4n4KxdSduuf+7yXnvSUj/Tzpej16k8PYciJJeXsfJp2VNG6v5bsVZOxVbWhjtWhT4+h/XADdet7mTj6kY/ezJijZusmF++9aef+Ryzs3OrqMwRCm5mDvUyKmk44/2Ka1n40YA8hERG/KPLxW52IojQxjSj9Jo113R0xj1vkvdc6cTmlCskVAl9/Kr0T+3dKirq2OvjakWS6dWt05saBMBiZjimagd/lwJg7nubdG4idOBtnUy2OhmocddKc4Jhn78LT0Eblg69T8M+7cde2UPvEhzhKaki4cgGxF86ibd0u6l9YG9K5U2clErdyLvqJ2SgsBhxHqmn7ag9t64IzsMo0Ksau/iWuykbKfvJ3Mn9zNdoxacj0GrxtVuz7jlPzl3eH8WmFZ7hGAgtFUexpVL0PWCeK4kOCINx38nufkVwem4eEongQYPoPi6ncUE39nu6hoyo2Aa+1g9jpZ1H76VsDTqvqaes7/33px6V0VHVnfOxrJAD0mR2yy3MlmohhdR9Ru9EGvw0XkWyrPVElRE4g1tVYV1f5uPUH3SO2vXs97P0PyT5/9KiXH97evU+hgGeelp71Xx+XPEYOHIjelq9K7PbVFpQKUu+6FJ/VwYk/vxN1GRAqH/6TI1IBAa/djUIvdZGVejVeu4fkc1I5tnonhbfPC1UC9C0fvTGaus0pol9EpRJwucJrAcP4yZgmT0NuMCJTqZEbDINyEd20zkFPS4i/D+tqlwIAorJnR5Lp3J+eN+wJBvsjnEw76qswZo+ls/wA+rRc/F43fo8roAC6UGcmknLrBSCCJjuJ9Psup/lfG0m4UopDiFs5B1dVI21f7AqcY1k6jZTbl4NMkNJVt3SiG5+FbnwWpvnjqXrw9UA0cheq1FhiFk3GMDUfT1MHyASUcSbMCybR9M4GXFUjk0G3i5EyB60EFpz8/CLwNf0oAXuzg32vHcTV4Q7rIuqsrSJ56SV47VZcjbWBCZ2oEMFrizzRq0/WkzAhgfFXj2fjgxtBhKlTlcycpeKpJ8Mrg77SIChjJCXgPFyCY/8hZPrI5iBVbPQh+CNNNNkdVfGRlYC7tW/FGY6h5j5T91BKqtQ4av/2Hn7nAHOu9yMf1Z8eYsLdC0mYmYVCp6R1/wlyvjcFa1Ur5sLw2Sb7ko/ebNno4vu3GzCZZCiUkRUAgEylwnpoH4JMhuj1YC89EvV1erJ3+8itFX2my7TSYMJacQRnc93JaYDwz1tu1KJMMFNyy5/J++sdKONMJN24lMrfvYomJ5nE6xZjmj0uSAmk/HA5otdP3VOf0rZuF6LPj35KLmk/vQTDlDySblhC3XOfBV1HUMhJ/fHFHL3x0cAaB7pxGaTfewUJVy+k+uE3h+15hGM4lIAIfH4y9cPToig+AyR1rS4G1AH95i7WJ+oovmkSnSc62ftKqDnI3dJIzXsv43NKwiv21XXphd/t7XPOR66SU/ZJGWqTGkGQFrwfP0FJebk3oqeG1xr5JerKa6LKSkednYkoisSsWIZj38GggDG5Th1V7/tUIUSxDKbCFNlXfCAN33ChMOsCn10V3XZ9hcWItzU6r6ze8lH9abeHU+cxyb1v1/2fIVPJAyOEnb+V3DK/vOz5sGX2JR+9sXb6OXLAg9MhsnuHpMB0cVo0Fg2t5W0IcoHE8fFY62x07NrGhKvGUf75cezN0vOOK4yl+cjgg9yGk/8LMm2tiD4BYfOHm/F1OujcdhTL0qk4jlRj3VmKp6GNxOsWo0rp5bsvCDS8so7Wz3cENtl2l1P//BrS7r4My7LpNLz2FX57cKfDUXYioAAA7IeqaHrrWxKvWRR1XQfLcCiB+aIo1giCkAisFQQhyHdTFEWx5/KRXQiCcCsQyP+gsWio211PTHbk1Zx8zsE1Mv35JXtsHopvL0b0i0z94VSqNlSxaWMLBoMQ0VUvUsg6EFiQve2DzyIeAyDXnjkvS7REnBSm72cyUkSqj+WCmTS+ui6qMrrkQyHX4Pd7iDPl0dh+lARzASqFDpuzCREwaBPotNejU1twujvwiR5i9Bl0OuposwZPXg/0WXy3XmoUEhLlNDb4mHLTRKx1NvRJOlpKWpEpZMy4o5ivfhvsHZR/fi6IIrZ6G862yKOZU8X/RZnuC/cJSbl6WyTznvO41NHwdUptkazH5L8yXvKKat8QuhiN7aA05yQo5OgK0rHuDjYh9hxNdOEoPYFMp0ZQKRBH8N0ashIQRbHm5P8GQRDeRVpYvr5rrWFBEFKAEL+wkyOGZ0BKINd8pAVLbgw1W2oHtG7ocOBodlD2SRkdVR2B3EGTlqjJzlawZ094+3Rvu15PBGV0j1Xoo0E9U+krsrivZzJSdA33E7+/FOvWI8StOgsAVVp81EqgizhjLlZnAzq1lFZap46lsf0odlcLWYmzqWjYTHaSlK5Cq4pBodBgdTRg0qWGKIHBPourvq/nr3/qwNHipGZLLTHZJuLHxWFMMaAyhHobxY+NxVpnQz6AiO+R5P+iTPeF337S8nDy9/TbTn7vMu32GGlosiWX1IJ//LzPMuXmUHNZz1Fs4NoOaVQoyGQj6rw6pF9MEAQ9IBNFsfPk56XA74APgBuAh07+f7+/shY+cBZuqxtbko7aXfVoUjNQJSThrK5Al52Pq6EORD+qxBRcdTVoUjNwNzdiP9Z/jhqhnxfElGmio7KDoiuLOPDagYAS6stDo68ecdRau581aJu+PBhdOcNENCYMv8sTMY1v72eSsehKGnZ+Sc7ym7FWl1Cz4T0shdPx2jpImrGUxj3fIJMraDm8jdT5F9Ny8DucLQNz1exajL7hhc8BsP9O6nEp46NfH7hLPurbpOdtczYhIFDRsDlwTEXDZgQEjtdvIjNxFpUNkitql/mwN33JR2/mnqNh0zcnn/3JEIFd/9gLQPNRqScqkwvsXy2ZqbrSrgNs/vP2QHBitCSmKPivxxO458Z67DY/F6wyIFcIdLT6OFbiobLcw6yztbicIru3OgPnjJukCuwXBJgwVUNiipx1H/WYC+pDplu3lAUtpH4qGIhZLhy9c0H1+ZxlAvhFDl72wIBz/p/q59KToartJODdkwnfFMBroih+JgjCNuBNQRBuBiqAy/srqOTjMhQaOQ37TjoZiSJyjQ6/20Xbju+wzJYCrlq/+4bYeYtQxSUg+v0QhRKQKeV9puEOZw6qqmzhi7WRf5i+JlEDpoCTk8Fyswlfe6i3SFcDFonShyMnqztd+FxeIg34ez8T0edFn5JNe9kevE6bNI/j96FNzECu1tBevpespdfTenQHanPcgBUA9Frdqcfku6cpsutgSL3DyIcYRli6ttW1dA/3I6ViH8gSigEFALz5cvjJ9UhRqNBPwxSGuYu0fPRGJ3ZbdwO3aLmeV59q5z/+EM+9P6ino93Pj34Zy51XSlN70+dpaKj1BfZ7PCLZY5Q0NwSPePqS6eqX1vcZ3NVF2v03U/Nf/4jqXlRpCZgWTaPp5b5Nr6cCZ0U9yAQ0uck4y4Z/XZSRYkgRw6IolouiOPnk33hRFB88ub1ZFMXFoiiOEUXxXFEU+521is23YEo3STZOAJkMn92GNqs7RYGvsxPTpOl4O9pp370VhTHK3p4gINdFzoDo7nRz5J0jHH33KDue2EHDngZuvU3PzT/QR8z7pjD2MUF6svdhXrIAVUYaxnPmhT/O5hrRIMW4NA03/k8RhbMt3PH0RGZfnMyMC6U5+lW/zCclXx+0X2tUMPuSZArnWLjrpSloDKENWV+utgqTLui7q70JfXIOLUe2Y2+oJnbsDGQqDfXb1uCxtiP6fLhaG4ifdBYdxwc36unpA26Y1p3VNOHacyPmNwqhH/nojdvbvxdUX/IRcmyPCOG6EyNvUtPqZDjswYK39n0r29hq1OsAACAASURBVDc6OLDLRWKqgkN7XCFBaz33ez0iXo/I2Ekqejrq9SXT0T7j3iNpZVIscqMu6Lth1vigbQCqjCTkptPnmeSpl1yf4y8N/76fqZwxaSP2vnIg8AfgrKmk88AuOvdLEyatm7+lY/9OOvbtoGPfDhyVx2j+Jvo1NxUGTcR9Sr2S9PnpTLuzO9XvCy/YefEFW8SJ4b5WGOpqmNwn6jCffy62LTvCHid6ff3GLwyFiQvj0BoVTF4Sj96iZOeaRqYsjUcmF4jP1FJbagvanz7OAMCR71o5tqcDS3LoS9tXhKayl2ugvaEKuVqLq7URR2M1rvZmTNnjSZm7AplSsm83H/iOxOJFtJWEToxFg7tZqo8yyYImPw3D9AIMMwrR5Ifm6OmLvuRjMES7AhXA/IXhG8fcaZdiTswHBFRaM+bEfPJnXUXmxPOJTZtAztRLkSs1JGRNI3faZSjU0TWAh/e5mD4v+H7dPdxS+0u+Kghw/mVGDCYZz/+lLSj1e18yrYozRFW/nqizkom9YjGJd1yCTKMKfPc7nCTecUnXVdFOzMW0eBq+ztOblkH0+THNG0/azy5FnSmtWCc3atGOSSXh6oUkXDE8ax0MJ2f0LI4YrgUe5EpoqgQjrvrwJgJnq5PDbx1GF68LJK8T6NuHXZ0UeRTSlSZXbtDj2HsAdU4mnvrwOVNcDR1h0yIPBy67jx2fNLDlve5wfVubl5kXJXHgG8n1sff+uEu6862EawxcdZHTdmiSg4OEbCfKsJ2QvCD8Hhe2E2Uc+7hCMguJXfMufjoqDuFzD8526z4ZlOW3OUEUUcSZQBRpfHHtgLJV9iUfg6Ev+ehNTVX4erbVl9DeIOVNMsSmo9bFolBqcQsdtNYeQqHSodbFoLek4bQ2I5NF9zrv2uzkrKV6/vBUInabyM7vQr3ubv8PC1l5Sm67x8LbL4aaMmsqPHz/xzEkJit46pHgZACRZFqdFDlPViT0M8bRvmYLmrw0NOOy0eSl0b5mC84jlajSpRgNVWYyyrQEah8anpXbhsL/Y++84+Oo7rX/ndnei8quumQV924wNsYmBoIBG0IChJBQUkghCek35KaQ3NyQTkjehCSk3JBKIIGY7gAGY4wL7r1IVu/SanvfnfePUVvtrrSSZRD3fZ/PRx9pZ87MnF2dPb9zfuV52u9/nOJPX4dl3UIs6xYiJZIIipG1tmfbkbewd5kxo+QlzxXjVdh2/H1XVm76TKiqUrDhKi2/fDB9VSOIAhds/nzW4F/995+ib+txtLNrCZ86g/mydXhfziwv6di0lKpPvTPjfTKJ16v1FuLRMEhJNCY7CrUef0/juO9FrVUQiyaz+o4nOj8aurI8Fv/2I5lPSrD3hp+eczBuLLQlNpb8PrOa3P73P5jKDiuKw8ZrdFBvInnJyY6P8TDR+Mj0f83pvoKIJCUpX3Q1rUeeH4xHSEMnUxZIU5GXnC5kG9ORLg8Hbv/VuNeqCm2U3PshfK8dwv3MTqREgsI7ryUZidHzq38h6jUU3nktcbcfUafB/eRrckzgz1twfPoGBv71KtGW6eOBehvgnOUlZ/ROIBM0FRVI8Tia8jL8e97ImU1UX529Xs1cbqZyfSXGYiOv3/c6ADabmHXTYahxjpv9EWiQV/3q8hJinV0o7dasOxjfsezsldpiG+GO1FWWpXQeyXiUWMg3GMyceOKOhsf/jCY6Pxqh1n5iLj8qe4atvQCmhWUM7Dw3VbGxMC8qz3g80u1JMQDKPDPl37yNuMuHoFHRfM/E4t5DGG98TBYTjY9MuGCVhjd2RlCrhawEckP0xQMdx9OpjGfAYm4I2ca0xmnJOKZHI9YzQNMnf5xyrOuBkYrZZCBM1wOPIqiUSDF5qz4UFO7+2dTkKv9fx4yJCeQKw5LFmNeuQVVYOCk6adP8kpRt2Wgo1ArikTjus24UGjnKNbpieCzMSyrSDw4i7o/I6mNAtKUNw8rl+HbszvolHY9aN29dupycUqNDEEVMzllEvH1ojNOvNvSZT8jb9i98ysxnPmHmtpuNFDlGon/uvdl3HuNpDUwV2e45th/6OeV4XztKy70PEzrePCllMdP8dMm/qWKi8TEW+QUKPvcV+TP/2n3W8UToAPD1NZ1L93KCdfVaFEaZkkNUq9FV1QCgtMo1FKJGg6iT4x5Kc6obcLJjeioYMgC54qKrvsnsFbeg0VlZfMknWb3xOyhVOtQaEwtWf5TVm+5j6aVjdoqCgN05lxWXf5nVm+5j9ab7uOCd/8mcFe9Pu79Wb2PNdT8ABJyVK1my7m5WXfPfrN74HUqq1w7rFA9hzXU/oLAss9yoqFCx6pr/Grzf+cfbzgh4XtqK+7nncW1+clLXKXRqTPMz644O1A9w6p+n6DnUQyIiG5bXd0Tp7kpmDAzbL6nL+hzf0dbhHXr4VD3eF14h1jE1Ct3CDYvTDFfn0Zfpq3+D9oNbiPhd9NbvyXL11DE0dwqCnPpcV6PEPyqbxPVadr4a+yXTq4OqtOjSdAOGMFZnINbvIdbjxnbNSjRVztyzg8jM8z9VTDg+xmDJBWqODhYlhkMSas3kZDHPN6RkcljG0rx4GQqDEcsFqxGVKkxLlmO/9HIU+tziWpnG9JsFvclJ3bL3otIYkSSJyvlXM3vFLRgtxcQifgyW1GQCu2Mu81Z+ELXOQiQ4QMjfi0ptIL9kMdaCmozPqFl8PTWL34NGZyPk7yERj1C1YCO1S29Ma+usvCjjPfKK5qNQagkF+igoVvH5H5fx9d9U8vXfVJ7zZ5AJbwt3kK3aRsVlVRx8aD8Jvx9Rq0VptxN3TY4vJX/9PLyHWzKeS0QT9J0YIUJtaMi+0jDWFWU9N9oVkn/7+xD18mqp55eZOWbGg8ZpoeCKBfQ8f3jk4NCOYuzvaYQ/kORTHzXh9iYx6EW+e7+Hj33QxP2/kAOE7jfOEu33Z8z2UBpzT7XMBY5rlmadzD37UncCoVNthE61YXnHEvofe3XSq8XpgK48P+fxMYRjh6K8+716Nr1Hjy1PJByaOa4dkDWNEz45aO49tB/TgiUoDEbiPi/a4lJiA/0Iytymkoxj+k2Cweyks3EnR3b8GoPZyZJLP0vA086eLf8NwLL1X0BnLCDkl1k7Xd0n6Dj7Go1Hnx52vynVeuYsv4Xy2e/E3ZsuduSouJD6Q4/T1bQbeTUosOa671NYtpz2+m0EvPKCMBGPYrZXoDc5CPpSYxiFpbIOdU/LPgqK1bzwmIvKOTpZg1ohkBinZmQqmNE7gQ2/vob8+QWojGoOPiQHs1T5+ejmzJ60AQAovGoxVXdnDsLmCkN1ZtZIgP5XT6YM7oHNz+LfsVvWGB4Hx7/8SNZzsz53FfO+f/Obunr67cN+fv6Qj98+7Oenv/QSCErDBgDk4qTDH/1tRtcGQOVdl09LP2q+vImy2y/JeC4ZjqVVcyotBkrvuRlBpchYhj8RpmNsLH7oQ1nPjx0fQ+jtTrJ7R4S8fJFjhybJgHqe4H79VRL+kXiLe5fMWRR3D+De/Rp9W+RCxt5nNzPw2ivEvamZVTNtTA+h6fhzAAS8XQiCSMORJ0km4ySTcfq7jmEwjzLgksTZI0+mxF/i0SAn9/4Fc15lxmysw6/9kq6mXYwUS0j0th0EIL9k8ah2vwBg0SV3pdynpPoSbI45uHvP0Hr6JY7vDXBkV4Cn/tDHvx9xTbsBgBluBBqePcOCWxfiWOJEZZDrVJPRKOqSEuwbp6at6rh66ZT7I2pU1Hx5U9bzXZtT6wESbg/Bw8fwvbYryxUyvAebcb+RXXDDvKSC2q9eNyn3Rq7QFGZP25P9mJldE3F/hI5HM78v53XLcxZUyQbnu5aTv35e1vOd/0qvvYi7/bT/4O9IsTiVP/nEpJ/puHrpOcU0ar68adw4xNjxMYSL12nYvSPCrtfkn7cdMuxGcx3T5wPjjelEPDVzLREb9VoizXev0hiYt/IOll/2RVZu+AarrvlvVl51b9b7h3zp8ZBkYpADSBj5/gY8nXhdzShVOvJLFg0fH4oTdLfsBUCtESgsVVNYqubqD5wfpbQZbQTObD7NK/dsJeQKsebetQAkvF68r2zD9exzU7upAJallZO+TFQrqfvGu9BV5Gc87znQhO9oW8oxhdmEwmzCdMmqCe/f+LMtJILZJwD7xXUs+MkHJtfpcWCoLqTy45fh2DRiFLV2B4aiKlR6M6JSjaVmEUq9EaXehKjSIChSVz6d/8wej6j+wtUUvHPhlPrmvH4FlR/PvpuIdHlo/+vraccFlZLiz9+AbnbZpEVl5BtAzVeunfL4yDY2IPP4GMLxIzFuu9PIBz4s//xvQS5jWls6fYkNmcb0aGQShx8vRV4OCt+D2V5JKNBPf+dROht30F6fPZU4Ec/diHc1yfrQQ7EBvdmJwVJMIh6mv1OmJpm9RM+Gm+1csN5E1dzpLWgcwtsiJjBQ7+Ls87JLRWm1YL3icmL9LjwvvzIln/ic79xI+19ep+Ox3TlR/mpL7dR8eeO4vt6W376SdsywfAkAmsrMKY6jEenx0vjzF6j5j41Z2xjqnFR+4nI6/7WXSOfktZZtq2qwLKnEsqwSXbm8qhi9mlcZLEiShKl8NoKoQFCpUenN2OdfRKi7BXf9oRRGACmeJBlLZGQWFRQi1V+4GvPiclp++8qwDvBEqPvG9dgvzh5YRZI4+8BzqZxBg5iyqMwoKHTqKY+PrF1OShnHxxCKShV87QsD46p7vR2Ry5he/OsP0f30wfM2pqcKlcbA7OXvR6FUs+Opr6Tol6g0Bkpr33HOz+hrP0zVgk2Y7ZXoTY7hWEBv+2GSCXl8nzkS4uSBILGoxKEd/nN+ZibMaCOg1CqJh+NUvKOSebcsYPvXX0E0GAk3NKJyFGZV65oIgkKk9LY1FF6zhJ5nD9K//RSh5r4MDaHq01dSeOXCCV0xmYixvC9vB0B1MjcRi76XjqGvzKf4psxZAyC7SZzXLcd/qgP3vkYCpzrxHm4lEY4BEqJGhUKnRl1gQltkQ1dqR1tmR1eWh6Fm/Fz4iKcPY2kdCrWGRCSEUq3DUDwLKRYl2NNKMp4+uTb+9Hmqv5jdNVdw+QLyLpnNya89hv9EB8kMFMuiWolpfgn56+ePbwCAlv95FU8WvehoW9+k0oazYfT4OPGVv8spv2OHmQDG2iIKNiyacHx0PrZ7XOI0nyfJd+63Db/+ymfGlePOCIVeg0KvRmHQoDRosqp7acvyMM4tJhGIkAhG5d+h8xeHmGhMC0pF2pjuf/kE0T5fyphW240ojJpJj+mpwlpQi0KpJh4LpwlYqTTZ1fUmg2QyTnfLXkpr1uEov2DYLdQz6AoCCAdHdi9tDefHVThlIyAIwmxkMfkhzAK+AViBO4EhYcz/lCTp2ak8o2ZTHeWXVvDvTz7Hxd+4BIVagRSJEGlpIdLSklW8fSw6/7mH1oe3M+9Ht6Ss5tV5RkpvXUPprWum0j1AXu0cvfuPGc/Z33s90ZY2NLMqs2oMj0XL77bR8rttlH/4UopvWpm5kQDGOcUY50yOH2ciRL0uXMcnt4rqfeEovS8cpey2Syh5/+qMbUSNink/vOWc+tb77yM03P/cuJ+hujR/SgHhofFx4ZNfSL1fnpHFD3140vcbjX03/3zCXZBaI1Bdp+LMyRj//Ft627nfuxnL0uy1B5OB89plOK9dNqlron0+9r//wSk/c2hMj6uZPWpMl77/rSdgCwdlQ6xQjkodFgScFSupXjh9sYymY89gMDspqZHd3c0ntuB1NQ2fr5yjZeFFxuH17pZHXETDuc17uWLKRkCSpFPAEgBBjni0A08AHwR+IknSj861c8G+IDu/uwOAlm0tJKIJDPPnoSktRVAq6Xk48+Q7FiqrgWQkzsmv/J05970X4+zsbp3JINLl4fg9j2T9kueiMZwNLb97BcempdOav34+0frH7US6PVTd/c7pD2BL0HD/szkxrpZ/+47h1NDW/8qNS2ZofPhPdU7b2AB5fExkAH74oJ2CQgVP/D3AyWMxDrwxM7KDzgfqv/8UVXdf+bYY0z5XM+7eM1gLall48ceRpAR6kwO11kzr6Zcoq7ts2p7V2bgTW+FskCR6WlOTB5pOhrEVKDm6O0DFbO20GwCYvsDwZUCDJEmZ9+lThJSUsFbbKFzsoG27nN8faWoicPgwsd7enDRxYYTRMe6PcGKc1LXJwHuklaOf+/O4fkx1RRnWjVciqNU571pG48gn/gf33uwZFtOBaN/0+Rl7thzm6Oeml8Qr0u3hxH/+PScDEGnupuXrf6D1v/6cswGAkfFx4suP0P/KiQla54ah8TERvvNVN0/+M8hNtxpZfqEGo3FmFYpNJ/q2Hn9bjenju/6H5hNbMNnLMVrLCAX6OPnGn2g+kTt7cS4Y6D5JJOTG3VdPJJQ+nxzY7icWlag/cn40vKeFQE4QhN8D+yVJ+rkgCN8E7gC8wF7gC5IkjevkzEYgV/duufpUn6/HMsvKtnu2AmC6aCVxt4fQyRQ546zbzcDpLo58+uHh1wWXL6D8I5dOmb2z5ffb6Hxs95smg2m9sJqS963CNG/6qA0iXR56/n2Y9r+kZ9mcK4pvXEnxjSsnRac8FnF/hK7Ne+n4++6MQeBs0C+oJHi0KYVbBsYnkJvO8ZEIRWn/285Jjw+LVWT9lVrWXa7js3f2p5ybTnfQVHCu7qBMeLuN6cmgrvAddHqP4wvn7ppccfmXaT75b3rbUinVS6o02B1KZi/V4yhV84uvpvEyvfUEcoIgqIFrga8MHvol8G3ktdu3gR8DaRU0Y4XmM+H04yOT/OqvrkGhUZCIJPDt2o2ozT1dSmFKbdv74lFcO05TeM0SnBuXoimyZrkyFbGBAD1bjtDx93PPPpgM3HsacO9pwFhXRN2916POn1pgynu4Fc/BJrz7m/GdbD9vgjYdj+2m++kDFFyxgIIrF00qeBc43UXv1mP0bjkybnphJiitRgpvvYKmL/8G58euofMXT+bkghtvfFTcmXsWSPsju+h64o0UoZtc4XEneeLvQZ74+1vLh/9mYWhMV37yCuyra2fkmDZqCjBq8nGH2gnHvOjVNkxaB65AM7FEKO01QIGpdlKcVQAmWzlaQ95wWuhoqDQClXN0RMMSLWciqLXizIkJjMJVyLuAboCh3wCCIPwGeDrTRWOF5jO1KVggV+dq83QYS00kIgkEpRKF2Yxx6RLcL23NqYMKfboPMhGK0vmPPXT+cw+GGicl71uFrtSOymYYbC+QCMfwH28j0NCDZ38TvuNtSPHp98nlCv/pTvZ/4EH0FQUY5xZjqHWgLbJhqHEgalSIagXJaJxEMErUFSDa4yXU1k+4zUWozZU1T/18IBGK0vXkfrqe3I/GaaHk5lVoS+xoiywoDBpErZpEMELcFybS6SbcPoDvRDt9Lx2b8jN1c8sJ1csrpWQkhqhW5rSLGG98eA+1YF1RhaHWmTI+EuE4cU+QcLtreHxkoyQ5V5y4Z3pcmFOBxl5I1Y13Mf8zP+TYT780btu5d32b9hf/gff0oZzv3/SLF2h68IWUMW1ZXIHSrEsZ01FXQB7Xb9KY1qks1Bauo6l/D4lkDJO2kKq8VbS7D7OweCNnerelvD7UvhmtyoQkJcg3zqLTk/s4Lp4lJ6YMpYWOxpsRE5gOI/A+4G9DLwRBKJIkaUhg83og3bzliN6jI9V3rdsGww2iSMLrJXAk99uKg4FKrdNMzV3vQGXRcvRrm8lbXU0yGqfn5VO0/2k7hso8RLWSri3HqLnrUjqfOUKguX+Cu8Oiz9w/uTc2Bod/+vnhv+22Ggz6AvyBbvS6PCIRLzZLFU1trzKrfD3hiAe/txtxn0BoXzcas5bOwM6UduUlF6NWGWlofI58+xxEBErMyzjJyBfGvmY9okZLwu9DaTIT7mzDUD2Hnn9vxn7xZXj27STmdqE0W8l/xwYGdm9HU+gESUJXMYu+rc+RCI4EPfMvu5pweyuG6jpCrU0p7XSl8/AdV9P80GZsq9YNt+t+5p/YLlqL7+gB4n4f5kXLcWy8Ie3eucK38zhKmwnL+qX0PPwCUjQ3N5I4TiA7cKaLwJmpEQCOB9t7r2Hg789k75NBTzLw1u8KIq4eTv76m1jnZma8PFc4SlaQTMbobTpEsKkXstSAanV2wqHJUcWISjU1G+7EWDRRFbjE/t+kZoaFYh7iyShmrYOBYAvFloV0eI7SH2jEqi/Brq9MeW3WOtCr7bS7D+EwTUyiuGTdp1GqDWj1crFc/cHMxY2WPCXOMjXFlRrmXWDgh3dP/0LjnALDgiAYgCuAx0cd/oEgCEcEQTgMvAP43Lk8YyykaBQpHifWk52uNhtEpYL4YH50zJcufNK3vZ78i6sRFCK6YmtOBmC64fY0AQIWUxk6rZ0+1yk8vlb0unyiMT+ugXqUCi0mYzEqlYFQeCCtnSAIeP3tKJW6lHajIcXjxD1uIj1dgIDv+GHCHa0otPphsjCAuNdNIuAn0tWOtqgUhcGYkTBMEEQCZ44T7mhLa6ey5RFua0KdV5DSbiy0RZnJyG6+00qBU8n1t8pqXbXzNVx/W2blroFnd+PZeiBnAzAdUJU6UZU6ERQKEAQ0NRUYLlyMwib3UdRp0S9bgHZONYgiugV1hA6kaiobVi5BXSmz3IpGPabLV6NbPHdSroW5n/wOGpu8e3auHaGwqLrxLsy1ixBEBXM+/i3m3/0DKt/9UdRWubhKW1BC3Ye+isZWwKybP838z/wApWFiFTBBoaDkipuY8/Fvkb98HcnY1D5zhVJDvmMBOoMsx2i2VVBQtBiNVv78VCo9jtLl2AvnMkRjotFZyXeOX5HuWPQOjEXVJKJhOt54BpDwtJ6g68ALuOrlLJzO/Vs49Mevpb83QcSsdWDRFaMU1bR7DlNiXcgc5xXoVJa01wPBVnp8p5jtuAydemL3staQj0Zrwe9p5+Tev9DVvDtjO09/nOf+6uKZP/XT2RRBoZz+xIFzFZoPSJKUJ0mSZ9SxWyVJWihJ0iJJkq4dtSuYFqgKCtDW1JB/Uzo160QItg0gCHDq/hflvsZTpd+S8QTBZhel1y+lf9f5zWDIBqPeAUhotTYG3GepLFuH1VKFz5/6Mfb2H0ellIW2c203GlI8TtzvJdw5SG08yneuK6/CtGApokb2lQsKBdblq/CdPDpIGSwQ96dqDUuShG3lWnRllWntgo316CqqCXe1p7TTFDrRlVVhXrQcUa3Gd/JoxnsD9HbFUcr0UazfaCTgTd8Wa6uLUdrNVNz3YYo+NbVcbk1tBab1K7Fefzma6nLUVaUYLlqM8dIL0dRmDs4WfOL9aOdUI0kSglKBqthBMhyh4FO3ImjUFHz6NhAElPk2kCQSgSCWd42Q1Yl6HQmPD2WePHmIajWiTosUmVxMJNzTjiZPjr9oC0vQ2ORJVZPnINzTRuHqDTQ9/hCnfv/fRFw9VL77Y7LhAlRGC85119K17UlO/vqbxAPpkpJjkb9iPcbK2TT85SfoiypRGXOX1ByNAudC4vEwtQvejUKpRW90kIhHmLfsVgBEhVomeRukZNDqbFTNvop4LIhSmT02aK1ciCQlOf3U/6Hr4Esk43H8HWfo2PscTS//hYGGAxQuvBSVNj0eMSt/NUfan+Jw+2Zs+jLiiTCH2v7F6e6XOdrxTNprgFgizJmeV9jb/NcJg8K7nr2XHU99hYOv/JS+9uzus/wiFbf/h5PbvuSk+XSERHz6A3kzumI4EwSVEnVxEdGuLgSVCmkSqw9BKWKsdVDx/pU0PPQqnmPtzPmPKzHWFNK1RfbhdTxzmGU/v4U9t/9Pzvc988hPMh6vuOYO1Ca5EjQy0EvLlolTBr3+dvzBHpJJ+X253A3DnCeNLa8A4AvIE73H2wKShISU0q6+8d/D9wuHB4bbjYZ770gGRe+LT6cc6/jHn1La9mzZjKBQICUShFob5XuNuZ8ggGvXtuFzo9sF6k8SqD+ZsV3HYyNZOaHmBkItZ1PuXVWnpnqumvJqFbXzNNQt0NBwIoLRnL5+URfnYVo9j65fPYXl0sWIWvWkKSQ0dZV4n9mG+Zp18qSvEBEUCjxPbsV85RoiZ9KzoBNeP74X5XoWSZIgkUBdVYqo06KpqSB0+BTBfSPastHGNqRRAtbJUBjdgjq8L8mff9zlJt7VR/jk5BYi4Z52NPZCQECh0aMtLCUe9CMoVMT8HvKWraX7NXnC6nr1SSyzl2KZvZRwbyeCUknf/lcJduae5W1bsJK+fduI+dx0bnsSc93iiS/KgJ6OQ7j767Hl16LRWpCSCUyWUpRKLYIgEgm7Cfi6cLvkzyOvcB5KpY58x0KQpOHjY6Ex5xHq7yDkkr8vyUQMUTViNFq2P8r8m79G0YoNNL6UWnPkCrRQaltKPBGmoe+14eNJKZVGJP319HJ/eAcS/OnH3SQTEqXV00vTPoS3nRGIdnSiMJlJBoOTMgAAFe+7kJPffx7zvCKsC0vo393IoS/8A0EhkhwUJZcSEq7djcQDua/CQt3pQiEAUnykf1IilrXdWAwZAMhMepXpXK7tpophOoYs9Q7+08dTz+XaLu1Bqcal8XSU73xedv3d90X59+mjEcQMbvxwQweGZTVEWnoQ9VqkDBQVEyHpDWBcsxxRrSLW2QuCiMI8fqro6FRU48XLEbQaPJtfRFs3CykaQ9RPkMkmSfh3HqDgE++n674HBw9NfsUX6m3HWF6H2ppHzO9GV1hC3Ocm3NOG2mxHHNpKIQvFhPu70OY5CffKk2S4pyPnZwmiiMpsJeKS/ycx30CKYZsMRo93QRBQKrU017+IxT4iJiSMYrNNJCL0dh6iuz0zK+vwNQpVCktoIhJCbRjZrSRiEQK9LRljBgPBFgaC5yfQPxl8+rslBLwJBnrjJOIS/2jonfiiSWLGGAG1dYSBMerOwOMzCKXVgmHRAmL9LiJtW00r6QAAIABJREFUbZOqwm36k5za6TvdjUKrwrq4DO+JTpLROLoSK4IoEmx1cfKHWzDMKiAZjRP3Ryi/+UJ6t53Ce0L+smgKTER6fQhKBeY5TsI9PiI9XsxzizDPK6Z/VwOh9smTYb2Z0GgtlFevJxxy0dr46jmL04Raxhe7n2y7iZCJbC3a0Y/r8R1oygsZeHb3lHiE/Nv3Zj3n3fJaxuM99/9u5PrX9soxDUGg+4cPARA5M1i3EE8Mf86jrwGI97mGDQCAf9tuBKVCviZHeE7sp3D1BqzzVjBweCeOi68GYODYHqKefpKxkYWNIIpo85y4j78xfExK5D6JS8kkMZ8bjb0Qf9NJlHpTzsIyo9HdPvJ5N56So8KhQB8IAof3PDR8ztV3CkFUICUTdLXJ14gKVcaMmiF4205gKZ+P2mQn6nPhqt9H0bJ34u9uov/UbpRaA4aCMhLRmUvfffb4+SkQG40ZYwTMlfPQFZYhKpQ0P/dw1nbTQSAHICWS2FZUEO72EO7yYqwpxL6ikoZfbcM0twh9uZ3A2V6SkThKo4ZkVP4yOi6fi3l+CU1/2IGoViIoRao+tAbP4VZinhDGWgf9uxqm1Kc3Eyq1Ac9AI3pjIQIC0vkqGngToS7Jx3zpCDd7759efEv6kWlFPJHKmRRJd1tNxgCAvONLBP3oneW4Du0gHvShLSjGfXwvUjJJ3xsvoy0sIR7wUrBiPclEDM+pg2jsUyNhcx/dQ/6ydXhOH8S5ZuO07DhBJlYbi7EkbpA5pTKlf41HsJTPx169lK6DL9F/eg/OJZdRsfa95M9dhcaUh1JrwFV/YNz7vJV44jfZF8TThRljBIJdzUR9A+gLyxBEESmLyyDa3o66yEno9OkpUTEMIRlLEO0fSUPsffU0KrMOpUmD51Arhoo8zHOLcR9sJeYO4m+Qt73GWgfhTg+iSoGp1oHGaUZp1KArtdH57JGs7I1DsCwolrnni8x0Pnts3G3/7NvuGc72OP6be4kHfQiCiKlyDra5F6DNc6I0WkgE/US8/fibT+M9e5SIO33LOOdDX0dtsuE9e5Smp36P39uB3uhgoO9M2pe34po7sNTIk2nUN8DJ3397+JzOUUbtzXLCV+uWvxLoOEvRmk0Yy2qRpCTBzmaanhpa5QrkLVpF3uJLUKg1eBuP073zOeKh9PTPeXd+C6XexNEHvzK8YjWUzMI29wIMxVWoDBZiAQ+B9rMMnNxHoD3d0GpKC960ib/o9vW4/n0QFAKRtn5U+WakeIJEIIzCqENp0oIoEmnrR19XTKzXS7TXg8puRNRriLSdn8yzUE87xoo64gEfod4O7ItWE3HJQcre3S8y+2PfRKHWEug4S/M/H5pw9V9y5c2YZs1DodFRfNkNJCIh2p7/K4HWenrf2IrKYqfmA1+gd/eLKbv5mYCBswcQFEpcZ+SdQ9TnouW1f1C+5gYMBTK9e6i/g859z2e9x5Llaj7wIQNP/TOELU8kGpF49snxV+df+pqZH/539sC6xSricad+5ya65nxiRhkB+/yLCHSczWoAABBF/Pv2n7P7Ql9mxzy/GIVWRfuTB0kER1Zihqp8JElCWySnyQlKBUXXLKLzmcP07ajHPLeIqCuAtsgiK7ED7gMtVH1wDbpSGwP7swfX4r4ImnwVA/tbJ+X3VRktxIM+am7+LLrC0pRzCrUWtTUfU/lsRLWa7l0Tc5vo9Hn43Ofm89TmOXFefDUq40hKnHnWfLR2B2FXNyWXXk/e4hGG1ryFqzGW1nDmkZ+QzLIF19gLibi6KV53Pfb5qSyqGnUhGlsh9gUX4T5zkJZnU4N54YYOLOuXIA1qAHhfm3KJSk7QVTswLaum43cvkL9xBdFuD779DRRcvxJBFIl2uxnwh2W65NsupeXHm8nfeAFKq4GO371AYhJxp/Fw9YeLqJhn4HdfPUv42GY6XoxizlPRvf1p1D1bcZSr6WoKI0lJ3M/fR1dTGI1OZNYiI/UHReLuDqLb7sVWINHfAdYCFTqjgs7GMO1bsheqSYl4yvn+A9un5f0A3PkRA5s3h+jpTaLXCyQSEIlIFBSIfOMbZv7whyAHD0aZO1dFf3+Szs4MO4V4jL4TqRQS/ad24++ox1w2h6h/AG/byazzjbNYwefuMXP7jX1otQIbNunQGwQu36DlxeflWEPdHDnOUlKmYPvLEVZerOblF1LTz6++TkdzY5xjh2NYbSK33GHg2OEYr24NI0mystzQNYIAi5epKSpWsH+vPCeJIsxfqKLhTJzGcbTPp4oZpSzmOraLYGfTuG005eXoaqYuATiEYKuLE995hpZH9gwbgI6nDhHu8uI73U3nM4c5ff8LADT86pXh7CHP4TZaH92LlJRo++c+2h/fz9GvPYHrjSaa/vg6x7/91LjxgEQ4hkKnxHnFXIRJ5ICrjBbUlrw0AzAWvsbcCNDshXOpqL2Cytkbcu7DWGjynLIBGJMt5FyzCVPl3GEDMHqnobEVkr84O3W31u6gfMOtYwxAurG01i5BVKVW+g4ZVUGtRFCf5/WNAO4dJwie6URh1MnShAr5/xl3B4i09+M7cBZ9jRNtZSEKw2BwWBRGrplGBL1x4jGJy98vu3ZWvNPGgjUW5l1kxuaUP6cFayzDfycS8mtLvgpzngqFSuDGz5UBcPmtTq7+SDF60/TLmU4F8TgUFspTlSgKxKIS4bD8v66tUfKZu43Y7blPZRFfP73Hd+BpOT7ugnPdei2PD9J4DD3vymt0+H3SMNHfjx+0ceEqNUaTgCRJeNxJPvX5kZRTk1mkrzdJUclgwapOwGQSCAZHxvToa9RqgZo6JcGAxE9/bWPVGg3f/K4Vv0/i3vss54VgcMbsBIylNRjLZ6M222l5/k9Z28U6O1E5nWgqKog0TytpaQqSkVSLm+KfHTXhjRY7Hyt8nhGSRKQvQO9rk4sbVFx9O4JCyYnffYuY35OxzVDgLBe0N72Gs+xCouHM98oF5qp5KdXOCo2OeXd+C3PVPMxV82h76VFcR+VgvKliDlXvkqminKuvpnf/toyuiLJ33kIiGub0n39AuD+9UldlslJz092ojFYWfOK7nPrT94kMyK46KRpH1GtR6DWoCqx4th6c9HuyLC5jwY9uHrfN4bv/QucfZMqS/ucGi44eHqEw6X5kJIAcOtuNoBDpe1KW4hy6Lhu0xTaWP/wRAHZc8cOMbSo/diklN1yAFE/y+lU/lvvRFcVRoaXlRJAbPleKo0JL4xE5kWHVxjxO7PIScMd5x82FnNjlpaBUQ0Gphos25hGPJhEEAb1Zng5EERqP+tGblQR9E48nVVEBxnUXMPDIlGRD0jC7TsmKFWpEBfzpT0GKixVsuFLLw38M0N2doK8/ybFjcjygtlZJS2sCj2f66RTONsTZsFHL5n+MHHvi0SC7dkSona3kzKk4ne0J/vw/I+7No4diREeFd3zeJAP9CT7zJSsvPhemqyPB2fo4b+yMZLzm6ut0aLUC27aGuf2jsmt58z/kZ65eq6GoRMGZU9O7G5gxRiDY3UKgswm1eXzNUUGjId7fT8J/fqTWzjdinhB5K6vQl9noeiF32mJBoSTqdWU1AJA5eDYeulqzawRPBYlIiEBnE8bSGqREAvfJ/cPngl2jDbaA2mwjMpA53a1n9wsZDQBAzOemY9u/qLjmDhAE7AsuonP7k4DMIDrwtGx0HB/akMYkmgvCXV46/rkXpUmL0qTFvqqGqCuA/1QncV+YuDdMpC+9mG085LQ4mATc+5pxXr2Y/tdkxbpnfzdSINh5NoRiizBcVNReHxrmm2k8GqDxa43D7R78XP3wdQqFwHO/l+/z6I9yS2XOBFWpg6THj6BWoa4sIdbRI6faAvoVCwifPEvSH0RdXkS0JXMd6anTcT728ZEK9/r6OD+vH/m+33ffyOf/4/t9SFLm8GDxiqtRag10HXqJqG9ylBMAb+yMsP6dWu6738oTj+WWpfPZL5upqlHymf8w89c/BNBo4Nr36FPcOEcPxfjcPWZ+8j0vzmIFN99qoKpGSUGhgtbmOB+724SjSIFO9+bQis8YI5CMRVGotUS94wfM7Js2koyE6f/H4+O2mwgKtY7aNbfScWwrSrWOgKudsiVX09Owi6K5l1L/2p8RBBGFSkv5sk2cee2P5xyHANA4zMSDUQwVkxfY7t6VPYA16X7orFTVbUCp1HJ03x+m7b5RTz+U1hB2daXIUSYiIaREfFisXqHO5g6RGDj5RpZzMjwNR4gHfSj1JiyzFgwbgXBjF7o5ZfJuwGactAEAWb+g8VcvD7+++IUv4d7byJkfZiG1eQvg3tvIrut+mvX86KrSXAnHEolzH9vaedXol87F9ddnKPzCHXiffRX7He+i94E/oiywkwxHyP/IDfT+6hFM77wY7zPbiHX3n1OCx3hZwLbqJaiNNjr2Tn2H8v1vedBqBcJhidGjcmg1/tFbU+erB77v5YHvpwZ4H3zAR2iU++fEsRj1p+XruzoSKdf09iQ4/EEX8biU9rHc/93zEzieMTEBlcmGc/U1lFx6A5DdAvp278G3czei7tx8qolomFjYj6V4Nv7+Fmyl81CoddjLFqHUGDDYS4hHg8y94i6a9j4xLQYAIOoK0Lfz7KR2ASDnZXvOHJ6WPgBotVa62t7A7TqLIEzfMBgK+MZ86RISyVHFc8KowqXRiLr7iQcn2OVJEv4WeRWstuah0MhjIdblwrBoFpriPLp/lZG89v/jPEFV5sS8YQ2uvzwNkkRw92HCxxuINrSisFvRLZtH+OgZQscb0NZVIcXiaGrK0S+de/76ZLAScnUSD0+ejHA0huIBU8VoAzCEWCz7PaPRdANwPjFjdgKiQomv9TQai0yAli1zRjuravhv979fOIcnSjS8/ld0Vic1a26jt2E3/c0H6DubWizk72vCmF/BQOuRLPeZHCo/sJJAYx/RgSDB1twFxSOubpLxKIuLNnGy92UMKht6tQ1/pB+zthBvuJt8QxWReABftBd3KE18IgVeTytqtRGDqXja8rthJAicCGfYPo96TrageMSTW150eGCIm0VAYy0g2N0i+94f3QaAqJ35EoaZ8fas10h6/SQ8fnRL5hA6eDJ1FyaAFJKzX0S9lmQ4QrynH01tJQqzgeC+qdOHj9unWIRE5PwXW00WpoXLiHsGSAQD6GfVEO5sh0RCTjEOBzHOWYB7zw60ZRWQTKKyFyBqNER7uqat2HI0cjICg8phG4EeSZIWDB6zIwvNVwJNwE2SJA0I8rf7p8DVQBC4Q5Kk/ZnuOxpR3wBSMkG4t33cSencJv5UCKKCiN/F8X//n+FjolItF6EMGqH616ZXLrH+V69O6bpYQI4FHOp8iln2iwjHffQGGojEAxjUdqw6WaEpKSUwqOwTGgG9oQBb/mzc/Wem1B8Yv8I0OYnq09FIhHOjT46NYjodYrw0rpiNb7e8wyr80Aa6f/PslFxCk4FCp+aiJz+DFE8MkrFJRHp9KHRqlCYtiWCUw3f/meBoRlpBYM43riVvTR0AiUAEQa1EVClo+UPmqmSAgvVzMS8sxbywDH1FHsGmPg7cmZ3j6uIXRvj/E+EYcU8IjUP+rAZ2n+X41zLTF5sXLsd57U2AQLSvm4Hd2/EczB4/inX20vfrR1OOBXbJpGgDj8ouzFhbN4JKiedfLwEQOd2U8V6FG96FbeXarM8aD21/eWiYowqg/rlfU7fp0+TPWUXfyZ1TumcmnGsflUYjSqMRBIFEKIiurJKB17ehzi9EVGvQlpajaW1GZc1DEAQUBgMDO1/FtmrtW2cEgD8APwdGJ2bfA7wkSdL3BEG4Z/D1l5FFZmoHf1YiK42lJnxngEKtxVQxB0NJDS3P5yYgf66Qkom0YOpoP/ZMxVlXqrJZh/focMVvrtW/kiSh1duxSLPwe1M5Y8amXr6ZyOYmGovRfRwqLgscacT+rotRGLQICvG8G4DREJQKel86TuOvXxkWlzfPL2HhA7dQfscaTn5r83Dbok1LyFtTh5SUaHhgCz1bjiKoFJTceCHld2RPn+3deoLerSdwXLWIms9fOWGfel44RqC+m/7tp4n0ysHUkvdeSOVH1mFbOQvLojI8h1ODwNYVq3Fcc8Pwa42zBOd1NyNqdQzs2japz2Qs3sz/B0Cwr4365x+i6h3vJ+TqIOLtIxHNvDMYtzZpmjGwc9RCcBTrQbRPznLrelyWZ4l0tmW/bhqRkxGQJOlVQRAqxxy+Drh08O+HgVeQjcB1wB8l2Z+zSxAE6xihmYyIh/z0H3kdldGaNdWxonwdPl87Pn87oqgmEvGg1VoxmUrxeJo5fP3vUSq1hMNuzKYS+l1n0GotGI3FqFR6YjF5lVmQP594PITb04QkJTEanGh1Nvr7TyNJSSyWMrQaK25PM8lkjNKSVYCAz9dGX/8pZtqWffSknyv9QzwWBCmJQpHOTDjkY38rkOuzlbqRyuxEVHY1JINhIo1dJCMxQqdSJ7e4P8KuK78/fR3NgNPffzYlduQ9Ju/GrGP0gYvfI0vCdv5rP93PyW5GKRKn9c+vY6gpJO/i2mnpz5kfpAdE2/++h/xLZmOc7cQ0r3iMERDIW5fZuOStvfycjcCbjVmX345Sb0YQlcy+7jPjtt3/m8+Pe/68YZpijeeCc4kIOkZN7F3AEAFJCTB6ZLUNHhsXKpOVoos3Eu7vnDDVMRYLkWevQ6u1UT3rSuLxEHNnv5uK8nXodfksXnQ7RqMTR+FCZlVeQSIeZu6cG1Ao1CgUahAEtFobQ5P5/Pk3o1RoAAlRVGDQO4gnIiyc/34UogqlUksyGSeRmPm7hKwYWukMBoGjER/1xzfT0vBSWlONbWpcMtOBIZqMCdvZnYN/SURHpZoGDjUQOplOnf2mIMszFQYN4qjiNW2xXGHdu/V4Wtu+bSfTjk03Qu0Dw/0aDZXVhtKYWetXoRufDmUmwlq1GKOjCqXO+FZ3ZUZjWgLDkiRJ2XSCs2Gs0HzM56ZzR+4ZHaKoJD9vDkqljoL8+ahUBmLxEN09h7Dba+nrP4XdVk1bx048nhYMhkKslkokKUlvbyqdQCwaoKt7qLBIQpISmE0yn3k44iEY7CMS8TDgfmuEZqYDQ6tlVQ6KUQrNBNTH5xEqgxmNtSAj/9EQBEHEWFYDyDoNQ+9tJmO0eNEQQhmU68JtuScLTASFVkX+O+ZgXVqJrsKOyqxHZdUhDMlpjonNi9q3bgc4hETALycQTEPG2sHf/8ekr9GprSgUKvyh7ONvOvs4E3AuRqB7yM0jCEIRMKT32A6UjWpXOngsBWOF5vXOCqREHJ2jnIETeyakAXZ7mjAZi+nuOURXl8wCOG/uTUhSclRgWUCpkCc0pVJLIhHN6C4ZzVrodCxDodTQ2PQSVkul3FekScn8zUTEfG50BSVo84tQ6gwZSdxmCuzzV467ILDULhpe3Xkbzi8/0HmDJAdrx2I0h9W5Yvkf70RlM8jCPmd78Z3oINrnx3pBFbpSW1r7ZKaMrjcZ/dtfpH/7Syh0OhR6w/CPOt8x/Ld50QoEceIJeCrJCUkpTnn+Reg1Nno9Z+hyHSWeSF1kZOujQm9EnV84qT7OBJyLEXgSuB343uDvzaOOf0oQhEeQA8KeXCQmo55+mfHvaPYofnPLiE/S7+/EPyilqFCoSCbjHD8hZyicOPmP4TYg7xoam0bK9UVRSTKZYMgddPDwSIZFZ9c+RFGJIAgcOCSzYXZ07EEUFYiiYvC6tx/aXnqUebO+hSAqmPfRb+M5c4jefS8T7G5BVKnRO8qxzb8Q2+zlxIN+lPq3ZgstJeIUrFhP/tK19B18lYGT+4m4ulBo9JirF+BcdRVKveyy6N3/yqR2jzMKAhhqCgnUp2pl68rzpuX2tguqUNkM7L3lV8NB4SEseuAWyGAEYm4X3U8/hmPjGOlWSaL90T9gWVKBsc6J/0wXnoPNOK5eQrTPh+9EByU3Xkjz77bh3LiEgTcaMc52Yl1RRdOvX0ahU1N++xrqf/wcprnFFFw+n/7tp/Ecaqb8g2vpfuYQkW4PBZfNl/l39jViqClEV55H8GwvnkPH4NRIGqlp/hIE8fwkL8QSEXyhLnQaKzq1BZVSy/zKaznU8OiYlhKJUJBEKAj96buGqfbRvngN/sbjxAJe7ItX07//VYrWXUfUN4AgKvCc3D8ua8BUkGuK6N+Qg8D5giC0AfciT/6PCoLwYaAZuGmw+bPI6aH1yCmiH8zlGfFQaoGQZf16/G+8genCC0j4/US7e4gPDGBYsADvjh0UvO9mPK+8QiIYGj5mXLGCSHMzhmVLSXi9xLq6CTc2pvGTZ+Irn+j8TJz8HYsKsdXa6NzbRfEFTvpPudDZtTRvSy/7jwdTJwJL7WIstYuREolhndkhdO18ltLLbuKtQM8bL2KqmIO+qJKC5espWL4+a9vunTOnincyiHR70DgsFFw2L80I5K2ZnqCwqFODJBEdSN3x6UpsGOcUZb3OvW8nyWgU57U3IUkS4bZm+rf9m2BzAyU3raTnxaPEXPI9tUUWup85iGle8Ug8ZHD127/9lEzNbtQS6fYQc4+k/noONOM5KNOIxPpHvveGWgeRHi+CSoH3cCu6inxMc4vxHDp3hS9jUTU6mxNRpSEZCxMe6MHXWZ/WzqCxk0zGOdzw2LBUZPdAeuzmfMCx+mrU1nz8jcfR5hcN5594649irKgjEY0QD0yOsiQX5Jod9L4spy7L0FYCPjnZjmisBaiMFqx1y2jb+iiiTouuro6E30+44SyxvsEiosEJK9LeQbSzK+WYqNeRjEQgKeHbuQvz2rWEG6c/r3amwLG0kMMPH6VgXj7B3iCOJQ48zR6cSx10HUgXuu56/VkcqzakVAiPNQD9h3cM88+/FRBVaho3/4bSy27CUptds9Z9+mBKBfLbCR2P76PqE+spvn45wcY+el44hqAQcV6zmILL50/LM4KNvSAIFG1aSscTIzKM8+67AUEc37XpPbIP75F06caBPQ2U3nwRkR4vnf/ah+dgC6Xvu4iOx/eiKbRQfsclaEtsDOxuSEugE5QjY05Kjpw0zS9B1KnpenI/rh1nsC6vJOYKYKhxgCShcU5NvH7UkymYfzFlq9+ddqZ991N0H3klJaDvC3XjC42Mf7XSQJfrzXE59uzaMpIU43URGeTPCrQ3EOxolN3S5yHhYcZUDAtKFdr8YsKuLkSlCkEQETUaBK1GntgBVWEhmpJi1KWlKM0mVIVyJsnQsWQggLa6erj9/3aEXWFqN1ajMWuIeKNIySStr7Vx+Y/WZzQCPW+8iPv0AewLLsJYUo3aWoAgisT8HgJt9Qyc2Euwu+UtThHVk4iEaH72YYxltdjmrsBQVIXSYCLm9xJob2Dg5F4C7ecnSK9xWCh+1zKUZi1KoxxPsq6oYu63rifuCxHzhel4fB/R3qmvyDr/tR/L0grsF1VT+6WrmHXXegSlAlGtpP4nW6i6az0KbWq9hH1VDZal5SgNGoyz5ZW8xmlh3nfeQzwQIdLjpf2R3cT98tgPtcqEaVV3raf4PcuJDgTROsyEOz10PXOIyjvXTbrfwaY+Gn/5klzRn5Rw723Ec6AZKZGk75UTCEoRKT6Sb9/19AiLa9OvZT4m34nUmpTT9z01/Lf3SCu+Y21ISQn/6S6CzX1pbL6TRfklN5I/5yLC7m7C7h6S8SiiUo3W6qBk5SZ0ecU0vfxXsqV9Vzgu4kx7egbd+UB6zVJuWuPnihljBMJ9Haj0JuLhIMl4DNfT6b7eWE8PvX+TRSxc7e3DVnHoWKyjI6Xow/vq+SmuGMK8j3xr2D8N0PrC3xg4MUIzdeqP38t4neOiDRQsvZS2rY/iPpVeTK225jPntv/k8M/Gz10+/VQ9gih/IYd+WysttL3elvWaqKefrh3PjHvfRCSUQhE9GqHu1qznADq3P4lt9nLyFqwib8Gq4eOHf/Z5jv366+M+F+TFgMpsI+YdINjdQqi3jUQ4hMpoJeZ3IygU6J3lqEw2EuEgokqN2pJHqKsl7Yuic5QR87uJB3zkL1uL+9SB4e10/rK1eM8eT9Oz1jrNFN+wIuWY2m7Avrpm+HX/q6fPyQhISYmT3/wXzk1LcFy5EF2ZHe/xdtr/thv3gWacm5ZgrE1N07VdOAvnxtSdkUKrwnbhiBh711OHho0AQMPPXsBx1SJ0JTaUFj3hDjdHv/iIHHeYghGQOz+i2wBjqNTj5z5Rjd4lnKsBsM1aQv6ciwj1d3Di8R+lnZ/77i9ir1mOt/Ukrnp557O87gMpbfTa/DfNCLxVmDFGAMDXcir3xhm2RdNR9Vd52QdQGSycefIXE7Y9/tt7h/9edPf9k3uQJE2LO2PoSzP0293kwd00vYGjyWL051J946cxFFWN0zoVAiDFYuQvvxSl3kjX9qcpWncd8YAX98n96BxlqM12ClZcRs+eF1AaLHjr04n1nJdspGv701hqF6UR7zkv2UQsC1ut51BrVh7/TEiEouO2H33OsXg93Ye2UrhwHT1HtpE8a6XroQ66DjyMPr8Uo3MWKv0Ah+76I4UL1g63dyxeT/h1NSee2YpSa8DTcpyIt4+SCzYSGuhEqTXQc/RVuX33SAJE11MH6XoqXVMh0NBDz0/+Qe9u2d0w74Y6eo/3U7SkkIgvisasJuQKIyUkEEBUiEiSxJnnGll4yxyO/PX81zJMB8ovuYlAdxOnnvxZxvMnHv8Rddd+mrKL3zNsBPadTqWJ0WnSA+j/2zCjjMBbDUEQMZXWEh7ombjxOaB71/PTSgv9vw3xkB+VwUygowmQA2P6ogriAR9qS15qum4WH2mgpZ7CCy9HaTARcfWgL6oCQcR1+HUCrWewzV+Jr/n0m/BuRhB291C4cB2xoA97zQpiQQ9KrVyEJQgi8XAAY1E1of52dHkl+DsbyKu9AFGhIujqQKnW4u9uGqbJGH1sqF2uOPPsSKwAaD4DAAAgAElEQVTsxONnkJISvcf7h3eUokIgOUgvPXQMOCcDUPPxtVm5s4o2zCcZjdO9dWQhqDJpURo1hDqntqgRRHFCMfrR9OaZ8LYuEM0RM8gICCz60Hc4/Pv/BEBUaVj0oe8gCCIHfiW7H8rW3oitZimHf/9V9IVl5M25EGNRNWqTDRDofOM5eg5vS5kYln78fo48/A3stcvJn78atdGG6/ReOnY/k0IxO/vdn0VrL0JUqjDqTCz9+MjK/uBDX3xTuUX+X4cgikjJBL6zclpgoL2BQMdZkCT69m9DEEX69r0y7j18zSfxt54e/r+1PPPwyLmmk/ia3vzVrKf5KIIgym6rUZwxAIHeFoL9bcP9bd4m88eMbjd87SAGGvYPHwv2tU45aDjaBTP0dzKRfmwyMM6SRee1Tgv9exqR4kn6Xk9V0zNU5aFzWvA3yCmWCp2KgjU19L5Wj8qspfT6JSAI+E5107dz8jGgiLcffX6pTAqZgRNMVKrR55cS8WQvDHszYwJvFWaQEZAI9Y3UlBkKy+VBPaoQWZdXTKi3DZBwLHkH5rI5eFtP4Wk6iiCKlKy6FoVKQ+feVKH1qituQ19YjrvhEAP+gziXX4HW7uT0EyPbxL4TuxAEkbK1NxDx9NJ9cERYZCpfgkyou+WLaPOLh193vf4MPXuzDzBBEMlfuhbb3AvRWPNJxiI0PP5Lwn0dGdsby+vIX7yWocI7f1s9vfu2Eu5PL9OY95FvkUzEOfPXH+FYeSXmWQtQGcwkomHOPvGr1GcIAubKuRRf8i5UJpnyIB70EehsPi9kf8by2Qwc3ZMaKBvth87RIM9Ewz08iefqzhz9vjMEB8e731uJ+V+/hvanDhP3hWHw+1N1x2oOfP4xQI69VH/oYpRmLUe+JosCFa6ro/mRvSj1ahRaFUqDhqg7RCI0tdX4wNmDFK+4ioq176Vxa7pkbcW6m1GodbjqR76Db2VMoO6ejQA0PLAlYyHhEAzVhQQaps9bMYOMgMz6N7SyMTgqCPW1j8pUEdDlFdF3bAcArdv/STIWTbHw9roLyJu7Ms0IGByVnHr8AUL98sSmLyzDXDYHg6OSQHcTAP0ndiEqlJStvYFYwEv/iVSmzulA74FXMBTPwlQ+Z3gyHQ/lG27FUruYqKefUF8HGlshte/9LI2bH8LflprjXHTxxsGceomY34Oo0mCbsxxr7RJatvwZT/2htPurDGZq3/s5VBY7EVcPkYEe1Jb8NA52c9U8Kjd+GCkRJ+p1ISXiqK0FWOuW4Dq2E3/r1OmoM8HXNDnBnf+PmYeYO0jb4wdSjkmxEaMuKhXE/BEElYKYT67I7d56ioH9LRgq8wg09RNsHSDS52fgYPZEh/HQc2Qbtuol2KqXkoxHU7ODbA5ss5YQ6Gmm5+iIi2psTKC2JC0L/rzAMKuQ099/BlGtJBmRDYC22ErcHyHulb+P+oo8tEU2Ir3TqzA2o4xA3/GdWGYtxN1wiMLFl9Kx5znEQWph66xFiEo1fcfliuJkLELenJWYy+eisRai1OhQaPTAkDthZNXUsfvpYQMA4Dr1xqARKB82Am8GBk7sZeDEXso33IbVtGTC9oGOszQ/93DKsXl3/hez3n0XLVv+PJxZNOeOr6E22zn7+INpxqH6hk9RcfXt9Ox9ia7XU7OCBFHBqT9/b8IVs/fssYyZSrrCUmpuvJsjv5g8R8vbBaJGS+0932Es0U7HP/6I71juQvaFV16H7aLMGTntj/we/6ncc9Fn35uehHDqWxOzYOrKqyj/4Kdzfs5ouPftpPvpx3Jun4ympjv+X/beO0yOq073/1RV59yTsyZolLOsYMmSnHHC5LAYuJhdLuxlf3fDXZaw3E3ABvay3IXLAmuWC/ZiHBYwxtjGWciyZCtnaTQ55+mcu+v3R02n6eowwdawl/d59Kjr1KnT1T1d53vON7yvocqKqclJ6+/uZfCJ0wRH3dhWV+M6N4Rk0s1eM5sNNPtVey6PsvKT+7BvqKPrgfw6C3nvIRbh0n8ogfmarbdhLK9TXEPRMMGZ0YLMoclams7hl1XPf/hfdmFy6PjXDx3inV/aws//8syiPAZle9uRTDqaP3Uz/T88hHV1La6TfTh3tREanMFQ5yA86WX68FXMbaWRLJaKZWUEwq4Jytq3EZwaQdKbCEwMIEpa9LZyjOW1xCMhwm4lq2P1u/8YQ1kN7r4LTJw9SMTvpmbbrZgqG3PGjRaTK1ym8Pbl+q29vZdwrt2BpX5lygjobGXEw0F8g105/QOjfZjrWjHXNqu+x2JcJkmqD0HSFBSYeashmk3Y9t8AgkCkf4DA+Yvo6pTcek15GcGLlxEtZuJuD9rqKuIuN4lwGNOWTYS7e4h70umfiXCIyPQkurLKrPfQV9fNywgYm/JnSBkbm+dlBK4VaqolTEYBSRK42qWsVjdv0HHmfCT1enIqztBIHO2jT/HpT1h55vkg3b0xQuNeXvudf0uN1fLR3Vz8+19hX1eLY2M9I8+maSH8Pcoz7r06zpnPPbEk9z56qjQxKoPOxua2D6CR9ISjXiRRy+uXvpfT7/APu1h3i/KbigbjaHQi0dDCWQX83eN4zg+mWGRjgQgasx6NWU88GCEeiiIZ3xyqjGVlBEBGb6/AVNFAIh4jODmEIErYV6zDUFaTigcAGMpqGD97kKHX0mId1VtuyjvubyIi3umctvBs5pLOns0xI+mNbPrvX8s7lrRIOl2N0ULDLR9A76xEMpiUgr4SBWBKwcUH/rJ4pxIh6nSIBgNxny9VOFh5/4fxvnqERCCoCOq0teI/eRrLrh34j50gEY6QCASo+ND7mfjhj0gE06RhoaGBHCNgqKmjVIhaHfqa/GzqxoYVec/l4toRGX7yfitnL0S49UYDn/9rF3fdZiSRgMHhGLfdpLy+/8MWvvRVFzVVEls36XjmeXVSupnTA9TdvQE5nsgyAHORiL21dC0OSxPdwwexmevoGn6FVQ23qfbb/u4mDDYtW+5twFSmW5QBAJg50snKP70LQ50D78UhJp47R+sfvo1EKIrnwiCB3klWff7tmFurmHhxaeU4l5kRAL29cjYAPJBS/jJVNmKwV+EZyPYVu7qy/dwGx+K2SakimGXCGKrGpJqsLZir/pWIhgnmCRgDRD0Lpyi2tayj6W0fQU7E8Y/2Eh10peIGVde9NT7T+SA24yI6MUHc5SZ0Vdkdxb0+PAfzuxRMG9ahra5ENJvRNdSnrgMIDQ9g27gtq7++unQjYKhvQhClvOf1dbm713zQlVfkNr5FQWFJgieeClDuFHHaRbZs1DEwFEOvE1Kve/uV4188G6S6Ov9ndp0dwnW2sATqtUAo4sZsqCQYdtFUtQurqUa13wv/fJnVN1YjiAJP/HnpO8J8kBMy3d98DjkaT7mVOr7yZOp8zBfi4p8/jqCRkJfYMC4/I2CrIFbhxz/am2ozlNeis5URGM8mRtNZHPgz2BGSMYGFQk7EiQa8GByVy8LFoXYPyck/Ec3OmIh6XXQ9/k2WGhqjhaY7PoKo1XPuW5/JMkwao2VZGgFAyUjJMOZzpQ2TnEmSRcnTT0TCTD3+M9WhQsO5BGYamwPJaFJYJIugkCsI5ifnqbajSMoSFoMcjSLHoovawWXam188G+Dm/QbGJuKp1z6fzNhEnL/4rIP2Vg0vHbx2Wg/bPlF6AWcyPuDyDeIJKMJWdRVb6B5Rr2twDQd4/eGF8ZJp9VYMljJ80wOIkgaLsxHvdB8awYRo0iEIAkGvkrZau3IfM6OXCPmUyvalNgBQghHIIzL/j8DbgQjQBdwvy7JrVoLyEpCs+Dgqy/Kn5nNDgihia1xD/8s/TrXZGtcQj4SYyVj5dz39ALU77qDppg8ix+P4R3voe/nHrLgpH9ddabj48Jep2X47az/w2Vkj08vVnxevHn4zULn1QE4KacUWReB6+sLrqbaIZxp9WTUVm/cxeebQkt6DrW0DolZP2DWRszMp37R3Sd9rKeF97SiCJCFIEnI8zti3H8g67zt+EkGSmHxYoQiOjIwi6LSKsZizsg729xAeH0Fflc2+adu0nZnXi3zfgkDZnmw3ZTzoX7BSl33rzpy2mWOHS7o2NDJIx1c+W7BPzb0fwL5VXRL8L77iAuB7Dyoxtr6BGIePKu62w0fDqdcAf/MPrpLuCWD1Hf8N/0Rf6njwRGFak1KRT1RG1OrRWZy03/NpXD1n6Pv1o6lzeq2Z9c3vQKsx8fqlB1jf/A5mvH05Y7TsrGDl3krO/GKQLfc28sq3rxAJljZBR8NeomEl7hSPRTDZagj5p6lpvZ6+889Q07qbRDxGTdsewv5cl/BSo5SdwA/IFZl/Hvi8LMsxQRD+Afg8ir4wQJcsy8VTX/LgzL99PqctWSyWCU//JTz9uamE01eOZR2rXTvTeYqZzlM57aC4W4Zf/yXDry/ND3ExqLzuFgKj/fgGlRRMQdKgMVqI+lx4us+l+o2+9hRNd3yUmr33EA8HmblyIjWRGcprcazextSZQ0T9808tC80yGWbFIASB8vW7qdpx6yI+3ZuPgsJEspxzXo7kz80ODQ/mGIFSXEL6qlrEOUptnjMncO7eX/Ra1fFUdgKh4X4sVS34pwbQ6s3EIkE0s7viWMiPpDMSj4bQ6E2IGh1h3zRagxVJo0PSm/CNX1um3ZEzz+MZWdo0Y8gvKpOIx4iF/HT96nusuufTBKeGU2miDksTvaOvUe1cq/RNqP8mbvj4SvzTYcY7veitGuLRhbnkjNYqrOXNiJrkbjA9jnu8k+rmnbjGl/67yURRI6AmMi/L8nMZh0eB9y7tbaXx7a+Xc/0OPdsPDPO1r5Txbw/6+ONPW7FYRO7/b5N87ctlHDwc4g/+q5VvftfLE08F+OB7zIyOx/ncH9v53oNe3nOvmX/+tofP/pGN998/ide7+CIi55rr0DkqkPRGJJ3ykJdv3IO5roV4OEQiEmLsjfTXZGvbiLGyHp3FkcrUcazais5eQdTnwj/cg28gm8bAN9BB67t/n4hnmljQh95ZhRyPMfDcj7N4h1wdp9FanNTuvYfG2z9E3f53KtQLFjuiVtGRnb74OgtBYKQX30AHlsZVtL3n08jxOPryGrRmG+PHnqdqR27grHr3HanvRT8bp2m45f2p78U70EFgpFf1/fTWMsKzAfHy9h3I8RjT3eoGO4mGnW9n8I1f5D2fOeZCERrux75lR/a4BYK9Sai5gtTcS5LZosgWFoDGYkNjztYAlhNxwqPD6KpaqF1/EzqLk8DkIP5pJbfe0biBRDSMKGnxTw9isFZgctYjx6PEYxGWQ9JE9YYb0ZkdqUl7uqfw33up4BvpIjgzQvmaXSkj4PYPsarhVjSSgbryzWg16ju2xz9zgrBPeQZf/V4n8QWS5wW943S88aOsttFuJQ0+HJjBNTYPPrUFYiliAh8HHs04bhEE4RTgAb4oy7LqfnmuxnA+hMMyP3sqwN23m+jqiXLPHUa++399bN+iY+8uA1otPPYzP7ccMFBVKRGJykRjMts267DbFJ/wT57088qrIW4+YKChTuLSlcUbgYot+zFWNWS1mWpWYKpJZ3pkGoGytTuwtW7I6m+oqEtVEE+dP5JjBPqffpDyLfsoW7cLY0UdiViUq4/+b9WK4YmTL+Mb6KBi8z7MDSvRmG1EfW6CE0O4u84uKjDc8+T3qNx2E9U7byMRjxGaGGL44E9xd55VNwI7b89pK1u/O30gCARGerFUNaM1O/CP9xDxu9HozZS378A/MYB7NglA1OhwrNiIq0/Z+egsTswVjfjGeogGvdjqV+PqT2dLGOyVmMobCHkmCUwOqIy5sEkvNJwr1KOvrFF0ZgvQ/KoagaHcsYwNK/BdKZz1oWZ0wmMjyPEYeksZEb+LwMwIklaPf1IxNKayejR6E9GQD/9kP46Gdcz0n8PRsJ6p7uPYapdGxGYxmOlRAqtiAQ6fNwuxgBdzTZqJNRRxc3XoRSrtqxEEkfO9eVJUZVhxXTm9x6bwTix/jetCWNS3LgjCnwMxIGnKRoAmWZanBEHYDjwhCMJ6WZZz/BBzNYbzvUd3b4xnXwjypS86+MZ3PGzZqMNuE7HbRLw+5eGLx5V/ggD3vc+MxSLyt19zs3eXsgoOhdLDzzfxp/X39jH2wiX8vUpgxtxaib97gu6ffxPJoMVQ68B7eQTbujpC417C48pHtaxMZyo1vGc7wy8/Su9T3y/pPSOuSc5+40/QS2Z8Z08wffpVtKKBWCKCjPKZdaKRVut2RoOdVBlaGQxcQJgJMPCCQqutl0yE4wEMkoVQ3IdONIJI6ppMps9ikOMxxo89TzDWhWVLCxMvvU7lvTsIBcs4+40/QdBImNc1Ep3wEJlw0/HE34IoEu6fAFHEtKoO/8Xcic/gqCYa9NB688e4/It/RtRoScRjJGJp37KzZTOj515G0hqQ9Cbqr7uLyStHWbHvA3Q+9z3i4QD1O95OxzP/AkDj7ncxevYldBYHgckB1TEXgvDoMHIinpXlI2g06MoriUzmF+ExNuYagcj0JPFQEClD2N3Y0FzUCBhqVVxBQ8pkP9H5xizNSjYn0UTHkay2odMKcWFgZhhkWbnuGmOy85hSnPVWJ+UJAnp7JWTQkwiCRCjioX+88M75vV/dlioWu+d/blp0sdi1xIKVkAVB+BhKwPi+WTUxZFkOy7I8Nfv6BErQeNVibvDE6TBXu6Js26zj9LkI//6on/veb6axQeLosdwHu7svxp23GfnyFx2YTIsXeo75wimJPud1zTi2KOl85uYKVnx0D6JegyzLCBqRlo/fAED1rWsxNZWjtS9OnKXetIYm80acujpqjCuRSaAXle2pKEhoRUNKAs+mraTFug2NqKPRvIEWyza0ooEm8yblnoxtOdfMF95T3XiPdWJeo0xGhsZKJJMejcOMoJGo+eiNAFTcswPb9jas29pS59QgywlMFY1IOgOCIBLxuwhOj+Ad6SK5Yp/uPoV3+Co6iwNH0zoknRFn8yY0euV78E8OIGfIgUaDPmz1q/GPK5Oj2pgLgRyPER7L5WDSF6kX0NrVqIjlnJ2FoYRaAfV4wOw4yYlfLV20UNsy4Bxae88fsv6dn2HVbZ9kzZ0Lq2heCBqvf6fiPstgE6iwr6SmbEOBqxQc/mEXQ+eV4HeyWOw3FQvaCQiCcAfwZ8ABWZYDGe2VwLQsy3FBEFqBdmBRElDJjIP2rcmcYpn/8qm0EMjv/oFSXfjJP0rzw9/7QfWUuWR2w3xgXVNDzB9m+BdnUhweScwc78V1SplsLO3VaCyzO49xL87tK5h45TLm5nJs6+pAFBj5xZmCxFBzEU2E8cVnaDJv5JzrBYySjWpjK/2+c4TiPqKJEHadIj4yGuxEKxrQCgaCcQ8WTRkJOYY3Okm7bTcmjYMB//nUNZ5ofubEfKi9/xYko46hB57D0FKNrs5J4ngnZbcrbI+SWYmNhIem8J3rQ99QgeOGtSAI+M725oxX1rqN4PQQ8UhoVkgAqtfvx1LdwtBxJTCfmSI7eeV1LNXKyjrkGkVndlC5Zg8GexX12+9i/NKryPEogiBQv/0Oeg8pXsq5Yy4UruOvUfP2bO1l+6br8J4v3Yft71TcXK5jhzG3ptdHpuaV6GvqCY+q586LOj3WdZuy2hLRCO7Tx1T7vxlYv+f3GOx4GY3OxNTwOURJQ1XDdqqbd3Hm4DeobNiCKGoY6z+OyVpNwFuaTOlEx1HkRAJJa8DRuG7J7rdYimjYO0XPSw8x05X++wXDLja3vZeGim0kZOW3N5dPCGBmIMBkr4+t72zkua9dJBpefhrkpUKQi6wEMkXmgTEUkfnPA3ogOfMelWX5U4IgvAf4GyAKJIC/lGU5f8Qu/R7XfjlSIkS9RlXxSJDELJWlTA72N/V+BKnoyn4uBXEp16iOU+Azzj1X6Lp0u0ZhCs34DSbdLXOl9jIhanQKT7zKb1cQJQRRyiIWLGXMUqCvqaf5k/8jqy3mddP1T3+d95q5PD9Tv36eyZefQWO10/Yn2S65sV/+B67jr6mOo8b7Exzoof/738RcpqOs0cTAGRe3/9EaTvx0AEEEz1iI+g0OBs7OEAsnsFbq0Zs1TPYqO9umzU5kZAbOpBdH+VJEXSeOYB+RiIQ8DHcdJhJygyBQ1bidxlU3c/LF/wWCwJodH+byGw/NSw5RlDQkEnEqVu4g7JnEO1Z43dj+hb9Xra0Y/NG/4u9MU62oUcgkIScSBKcWXqymt2iw16R3+uOd2Upzpd5jJqz79hAZGCLh92Nct4ZwTx/W/XvwvHgwraeeixOyLF+X72QpKCU7SC3x/t9U2pBl+SfATxZzQ8sd+STv5k5yb5V/sJTJfO4DuVB3UKHPmM8AFDqnVoxXykStxg2fef3cMRY7+ScRGR/JKbbSWO1IRjPxoD+nv6jT57SFRpSsnZjXTczrQWO1pc4ZG5vzGgGDmitoNsAsaUVi4fR3XLvWRvveSn7x5fOs3FOBazjAzFCQ3R9qxlKu55mvXmT1jdVEgnHW3VydZQQKoePEI5hsNazZ+WHO/vpbVDdeh6TVEw4qoi9yIk7QO05d2w0MdZYu7eps3ozGYEUQQFPZVNQIlIrARG4caqnwoW/sZPBcOtni+a8vnvk27nZjaGsBUcD9vEJcpx8aLmQAlgTLrmL4t/gtlivkRILQ6HAO14++upZAb2dOf7WgcHgkTYscGu7HsjrtfzY0NOd973z1AaCs+D1jsxkqAlx4bgSTXUcsksA7kY6bCaLA0Hk3RruW8S4vW+6pZ+Ry6bUjK7e8h1g0RNCnuBJD/ikaV9+CpEmveEd7j7L5wP83LyOgMztwD/5mSFYmcfC7HXS/Plm84zwgGk3IskxsbALbzQcId/UgWW1oq6uIjr15aoe/NQK/xW8xD4SG+3ONQE2duhFoas46jgf9RN3p1WNoKNsI6MoqkExm4oHcXYWqEchINd3xviaOPa4YhaSXrLLFQtNWJzqTxOuPZFe9ShoRk1PH9GBx2oskus4+gShIKclF91Q33qP9JDIC87IsMz02vwnd2bwZg706lWrb8+oj87peDZLOgL1pPZaaFgyOarRmO/FIiFg4QMQziWeoA1dPrja1xmDOUhzMh70fa8NeYyQWUe753DOL50HyvXE8/ccTRUgkCPcvXDGuVCwbIyBKWna++yspHm+Ai698B/d47sOVCZ3BxvZ7/yKnvffUzxm5WpxCYcc7/waNLs05dOHlb+GZKF5B6ahZQ/3am7FVtlA8t03GM97N4MXni36eudj9vq9mfSdHHvtTAPQmJ2sPfAKjNZc0LxGL8PpPv5DVJmkN7HzXl1Xfwzc9QMeRhxZcoi5KWmpW7qV21T50RnvR/ol4jIm+E3QfL52fPhMbbv4DrBXNqeNTT/99iltFlLTUr72ZmpV7s/6u+RBwjzJ8+WUm+k+W9LC5jr2Gc+e+rDbbpuuYOZq98hVEEef1N2a1uU9kCxW5jh2m4uY7yfz9OHcfYPKlp7P66avrMNRm16QEujuITKeD+0kD8NzXlQn4jceUSf+xz6SDnslzoHzU/tMzuIbUWT7VICfixMl2rWUaAIBw0MXVk4+VPCYoWsmCKIGQn3CudAhs+4TCphuaGcU70omr9xzRgEepuNeb0Nsrqdt+J623fozpzhP0vvIw1Ztuon7n3XT96vu4+4uzdD70++kUUmuloUDPeSDz95ekeH8LsreWjRFIxKMEPeOY7GnWPpOjruikmTkZZLevKGoEdEZ79kQhy/hmilv0tfs/gaNmddF+aQjYqtpYV9XG8Sf/mmjIW/ySApC0Btbd+CkMlnLV86JGh726HffYLN2EKLF2/yfyjmcpa2Tt/t/j3AvfIB6dX+GLo2YNbTveV9Lkn7o/SUN16y7CvimGLr/MYqtWzc76lBHYcsdn0JvLSr7WZK9h5a7foaJpK5cO5fLGz0VkapxEJJzl71crGtPXNOQEBoOD2avxeChIZGoCXXnakBsbm3PeUy0eEFQpXpsPXMNBjj2WW7l8LdC7BCv/JMpX7yQa8ND78o/wDhemW9h4319RtnI7lppWdBYnIJdkAOZi5+808+I3ls6d5dx7EzOHX0ZfW4+o1ZGIRHDuOcDMaweVZIxYnPB4brryQrGsklv9M9k/bLOjNk/PNKwV6gyNlvLieddmZ/bDFfCMFQw6AtirVs7TAGRj021/hNnZULxjATRvfnteA5BE244PpLJiVmy6C2uR78NorWLFprvnfS9r9//uvAxAJpo23cWaG+5HlHJZLS1r61IKSlV3FaaiSn6f1vIV8zIAmXDUrkHSlrCik+VUcDeJZNFYJua6ggCCA70qbdmGwVDXqBiUDKi7gpbHBL7cULF6Fz0vPVTUAAAp3WGdxUnU76bz2eKLAIC3/ek67v/+Hj7ynd185Du72XT34p7nfLBu2IqhvpHw6BDhkUHl/9HhJTUAsMyMgG86++Ey2YsTdOXbCehNTrQGq+q5JMyO7PH9M4W1TB01q1mz//cK9pHlRMFsFJ3Rzvqbfr/opJwPRmsVVS25TJJzoTc5qFyxHaOtmpr2TPeFnPf+Klt2lORCSaJ5y9sp5gpLxAvXRTjr1rFm3+/m8O2X71tDzTuvo+l3D2BsKDyxW5z16EwO1uz7XfUOslz0PgDarntf0T6Qj0KiOut4blA4MjVBXEXhLjTYm3Us6vToq7I57NUK0tTu4bcAg7MG30iuwp4afCNdxII+5EScC4/9bY5eST786n9d5Ll/ushDnzrKQ586yrmnF6aBrAZdVQ36mtrZmpFhgv29WeflRAJdxX9ieUnfnJ2A0Vadk+OeCVHS5kzkmbCWr2B6KL9sn2nOtb7p/A+WyVHL6r0fQxRzv7Kwf5qOo/9OyDdFLKwE2jQ6I7XtN1DetBWjNXuVKGn0rNn/e5x7/p9TboxS0bz1nSAIxKJB+s88xeTAGZ4p4hMAACAASURBVHRGO63b3o2tqi2rb+WK7diq2lIxhUu//h6eiU4S8TjW8ibadn4w695EUUNZ/QbGe4pTCdSu2k/tqlzN3EQ8RufrD+Od6iUa8iHLCQRBpKxhI866dVQ0bc2KcYCyu2rd9m66MmIEw48dRdBIRCaLu87MZY2s3vPRLAMWDfuY7D/NzPAFPONdyHICUdJgtFZhr17Fis335IxT3rgZZ99JZoYLuwTUVuG6qhq4lA40Guqbss4HB9TjTGq7A2PDCsJj6SpWfXX2jjjm8xLzzL/w8f8FCOL81rVKSnEii5CxFCSrhQGOPZpLNb1QRMZHGf3JwwBZhYMzR9Ixp1L1I0rF8jICU9kPlyhpKGvYxNSAunJP7aoDWStI99hV7NXtGef35TUCkkZPecPG1LEsJxjvUecLadp0F/Vrbs5qk+UEHa89mHf8WCTAwIXnGLigkMjZKltZu/8TKdeHRmtk612fY/DiCwycf1Z1DDU4alYxfOUgfWfSNXjBaIgLr3ybyuYdrNz5gVR7plE4+/zX8WfEO7xTfZx+5h+4/v3/K2v8ujU3FjQCgiCy6fY/xmTPnphGOg7Re/pJ1Pz7spxgauAMUwNn6Hz9x0gaPesOfBJLeXqirGrdhb26nZO//FsAJIsBXbmFylvXo69x0P2/839HGq0RS5kyVs/JnzHaqc6vn4jH8LuG8buGGb7yCu2776OiaWtWnzU33M/pZ75K0Jv/QfNeOA3v/WhWm3XdZqYOKn9r88q1OXQR04fVBcvD4yMEeq5iakn/bp279uM6oTBJmltX5WgPuGb1Ayw4SBAngJdVwhbG5AHcs/WbNsrwMI0OAxq0JIgTovRMoIXg7rcb6OmOc/FClI0btZw7p0ysX/ifVv72S4WN+Wc/b+UXT4a4eGF+k/FcjJ87yLr3f47uX32fkLvwZLnufZ9Da7YzevrFgv3UcP/39yx5ncC1wrJyB6mhUFzANscVNHcnYXHmrxg0OWrJdGUE3KOq/OM6g43a9lzu977TTxbcZcyFZ6Kbq68/nNNet+bGksdIIt8kPT10TjWbwDvZm2UACsFgLhxrqGy+LscAuMeu0ntG3QCoIR4Lq34Xmf58USthaq0iEY4R6Ct9t5TPAKih5+RPiasQy9kqW1V6F0ZmTMAwRy4yHgwUXL3N3Q3oKqpSgWddZa68YWi4n3KhhjKhEr2gVK0mJ3qAeqENnaBHi45GoR2zYKNZWIOGpdOEVkNTk4SzTHmmysqVqWX/AT0vPKd8xzW1EnX1Em+7w0Brm7L+bG/XcMttepIL+JpaZVHXtlKD2TJ/Rrmxsy9jsFex9r1/Rutt91O5/gZs9aswOKsxlddjq19F5fobaL3tfgyOKiK+GcbOzN8IHPxuB89//VLq328yltVOQA1zJ5w0BCwV2X71ue4cUZNfts/syA625XMF1a7al0NxG3CPMNqpXtlZCNOD53La1NxLhRAN+wh61DlZ4tEQAc9oznc2H2NVSAsXBOrXZu+IkGW6T/503qlsxdxggZ4JtGUWvGf7MbZUFuybRCSkXvikKVOMS2w6OwU2Fgky2XeS6rbrs9qtFSsY685O5ywGIeM3MtcIKJN8/u8nOCcugCCgr20g2NeFbk6sAZR4QFAOYhZs2ClnhnEihPGiuChMmBmSu7BTjoDApDyCVtChx0QM97w+13yxfbsOs0kkHFY+r8uV4PN/buV33j/NDTfouOdeAw98189X/s7GJz4+w2c+Z+XfHwxw4EY9P38ixA036PiPx4O8931GfvbTIB1X5ifxGo+E8I31YKluwdG8EUfzxrx9fWM99L74EMYdq0mEo5ivW0vc5WP6kV9hvWUnwbNXsd50HZLdwvSPniERUDLnNt5Zz9Z3Ni55ncC1wrLfCcz126fa7dVotNksnYV8+nORExTOc21F8/actoHzz86LG6UY5sOjHnAXLiEP+aZy2ooFvEuFraoVgyVb6Hxq8Cwh7/zJ6PJBZ0jTKLhP9JCIxgkNlqaFMHIlt0pVW1mFafUaTKvXqF6TTKPNhNGWO/HOB7lGoHDdSWgw16ecrAtQCwLGA34sOAAZI7OssojUC8oOZppxWoS1s0ZBpklox0EFQRaXmlwKJAkyf85nz0SJRNIG8KknQxx+NcLpU1Hq6iR+8niQXx8M89rhwll580HHk9/k6tPfYfLyEYJTQ1kZf4lYhMDUEJOXjtDx5DeJ+F1EhiYwrG4m3DtCkkstGVsQRJFw9xCiOT3XaHQi554eSr1eCIOoyaQ8RzqdhZUr78Zma0IUJeyOZgwGR+qczZZ2mVqsdej1C8vEK4RltxOYy9muNzlU+1nLm7OO49EQkYCLaMhbNCsIVILCM+pGIHNSSmJm5DI1xnbGQ93z5uEJeidyAsWOmjUlr9aLFXRFgrkrvWKGo1RUNOamak4N5lZdlopELJKzW7NVtTHZfwpRp0HrVCa48hvXMvxosZW5rB47khN4jh7Ju1NRc5PNJ0Mq51qzNYsPCBSN4kJQE6s31M0agXL1XZCHaXyyO+UC6pBPI86u6abkUaYZQ0YGBPrljtnXbz7eeCPC4UMRDtyYy5sEpHYIAAhgMisuH+PsHBubXfgn3UkLhXeoA+9QWqRJ0upJxKPICTUiQxHJaiI2Pk2kfxTn+25DW1NO4LS6qpd/JkLHr9O78eYdhV2oc1FW1o4sxwkEJhEECY3WSCIRRau1IAoira23c/HiYwiClJK3rK7ZCrKMva6Zjit5hG4WiKLftCAI3xcEYVwQhPMZbX8lCMKQIAinZ//dlXHu84IgdAqCcEUQhLfN94ZKyUwBqFuTLd493qNQ6o51HclqV3ugTfYaLGXZq7VSfeagGKoEcWQ5gVnjxCgVNzpJ9J1+MqetccMdJV8fcI+AKGJetRbrxq1YN2YHNmOR7AklHHARDReWLSwVc90mAFMDZxY8nmusI6etvHGz8kIUiE77CI+5mXmteM73eM8xwoHcjJno5GRBV1XIP5VzXmdUX3hkwn/1omq7bY4EZWioj2D//AnRrOu3oq+pR2PJXYQkkZhbvUt6gktO+p3y2bfMAHz7W34OH1JW3QdfScda/suHlZ3cfzwe5BdPKi6Vf/g7Lx1XYvzsJ0G0WoHPf9bDxQtRnviZcvzZP3XP2xVUCPFoWNUAAMTdPkJX+4mOTeE/cpaZx59n/JuPEJuYYfqRX+F98Q1iE+nd6IY7sxeQuz/UgiiVHr+IRoNUVSsLqnDYTSwaxGZrpKpqIxZrPRqNMXXOZlPmqXDIhclcSSi09MLzCxWaB/i6LMtZqSWCIKwDPgisB+qAFwRBWCXLpS+XfTODlLIZn1sslXR5zHUJWcqbcI1kV/PlczHNB0bJhk1XhTtSGmd6EmqrcqOtSqHTzSOMnYl4NIy+shpdVQ2BztxJdO6ENt8K4LcSavemMyqTXiIURTLr0ZdZSESKfy8Bt3oBjcbhpOLd7wZg9Puq5LfIyAiZ9Q4lPM/BoQHM7bnc93PTOefmeZcKQRTRlVXknlgGIjBLjegckfa5x282YpMuvC+WrrB27NE+tryjkUggRuuuClwjQRLx0u/Z6x3kyuW0i7az85eIokQiEUcQRAb600wHo6MnAHC5enC7+3gzNKEXJDRfAO8AHpFlOQz0CILQCewEjhS+LI18vvmi17mUlfxcI2AtX5FjBArVFmRCrZI1CUWcpQpPZHxeK61wwJXjBhEEEb2prGBaYhLJLa3WUY6pRUkBzSdEAktHo5wPc1NMFwtJo7gRjA1l1L5vF/4OxWiO/bKwcEvYrx430DgdBK92gCghiGLe1eB8oV6sJaCvzv5tFYsHJDGXigJAq2IEIlNvHpvkUkNrNyJqJSLT/t9Y6UU1DJyepmaVFZPDxPlfDdN7LDcON18kZp/THNr3jOdXlhOYyhoITC9dcRosLibwB4IgfBQ4DvwPWZZngHog03k7ONuWg3xC88lUzexg6azsVB4keYdAyZ6JBFzoZmMJapW5pRoBtXhAEhZtOd7oxAK22jKxaBDdHF+4zmQvyQjIiTiJYADkBIIKX/1czCX4Wu5IC8DIuE/0MHXockmLH7VUT4Bwfz+SyYymvGzJDACkaZwzobU7cgK5pRqB0FB/Vq0AgM6Z62tWE6lfrmj7+PUER9yAQP+jJygmYPWbhGOPLV2BWCmoWr0XQZQwldXRc3jpuJZg4Ubg28CXUB7PLwFfAz4+nwHyCc3LcoKAazirkMhgKS+YUuh3DWdZUN/0AGWzRkApIso2InPdQfkoBSRdLpdMcmUdifvRiwsLIMajIZjDt1MSbw3K9xPzeRn/5U8BEPVFrvuNe/AUX0w8FMXUWoW5XXEO9v/bwYJX5TMCcjxOeHAA/yV1H/5CEff7iHlcaGzp+IG5fW1Oim3MV1pGTnCgN8cIaNWMgIrxWa5wnR1G5zSitRmLreN+iyJwDZwnEnBjsC8tZQQs0AjIspxyhAuC8ADw1OzhEJAZcW2YbZsXfDMDWUbA5KjNMgJzUyp9U9lW2TvdT9lsNbCkNWC0VWXl1mv1lqz++VIo1XL4k5NNr0+9irkUqE1YhVxPcyFoNKmAoXXjVqYPzb/YZbkjOu1j4AdKyqdkKr7jUVMpA9DY7Vi2bgMBXK+8sqRGMTjUjzXDCNg27yjQu8hYc2sFQLVGIPgbtBMQRDBUWZl4tes/lTvoWkBnKcO5QkmaKFYJPV8sVGi+VpblZCTuXUAyc+hJ4GFBEP4JJTDcDpQecZnFWNdRalbuTR2XN2zKKrSqWXlDVv/hK69kHY9efZWmjXemOGpqV+2j+/h/5H2/0S71kIXaDiHps26xbicc9zEcUE8jKwRpTn1DvvfKB0EUifk8yLEYvku5BWhvJZL6Bpl4xz1GbrrRwF/8tZu33W4gkYBXDob4yH1mHnrYzwffZ+I/fhrkhr16rt+l4+++6qGlWcMH3mfiz76gZPjYNjVh395CdMqLdX0DV/8uN6uqFMTcbiSbDf959WrqxcB1/DWsa9Pi73PFZuYD/9VLRKbGs2il52YGhUYGCQ31sWLnu+h742c0bLuboGsUjd5ELBxAozchihpGLrxM7YabGTn/EvqqWho+8klEvUFV87ZUOLZfj2N7bnbYXMjxOIlwkM5//AucWxrxXBnD3FzOzNn8a8HyA7fj3LkP0WAoUqxYGA335XiXVZGIRkiEQnT901+VPPa1vked2YGk1ROPqu94F4OiRiBTaF4QhEEUofkbBUHYgrLB6wU+CSDL8gVBEB4DLgIx4NPzyQxKIugZIxGPplbHc4t3LGVp6tawf5pIMLtSNBGPEnCNpKiik7wy+ZCvyGxuuiWkfdY93hPUmdYgIMw7LiCpVDLHI6WLeyQi6eKXpSaTWgo8+csgTqeIwyGwaaOWoaE4Op3AT34W4J1vN1JZITE2HqeyQqS3L4ZOp7iADh4Kp+ZpX8cIvktDJKJx3KcW53/1vvE60YmlK2hLohiTZyJU+t8UFFrpTCOQ7/3Gr7xGeet2AjPDaHRGfBO9mMsb8U304mjcQMXKnURDSlpw5q7xrYAgSUgmZac9dayXsYNXi7qBJKMJyWQu3GkJIWp18zaI1/oeI75pdCYHgjB/Ko1iWFKh+dn+XwG+spibkuUE/pmhFE200VoFgpBayWXy8Xun1CcI71RfygiY7DWIklZ1tR2Phgh51eMNc41LJpqtWwnH/QsIDAuqtQuF3msuNHYnFbfehWRQdhRDPyqNB/2tQuaC++lnQ9y4X8/4RJx4HDas1/LybA650yni8yUYn4hTXyeRyBSuj8SwX9eKZFIehODAwjIwNA4n+qYm7Pv3M/H440u6G0iEgkSmJ9VTOVF38RRCaLAX+5b8LqUke2nQPUbQrbg3kyy7gakhZDmBpbKZya5jyyIWZFlZiXWVsoDr/NdXr/Hd/GbDVFZPyDOBRpfrRVgsll3FcBK+mcGUERAlDQZzGSHfFJLWkFUj4J3sVb9+qg9W7gGUB8XsrJ/tm21JfTOD5FuqFKKGiCeiSML8CbkM5rIc/78sJwgHSqNGANA6HHhOvq7wzM+TOvetwg8eUnRa+wfivHEsTHx2P/jHn0kXdH31ax5kWVHSO34ymzbAuKIC04oK3CdLy67JB0GrwXfiBKLJlLWQWCqEhwfyG4EilcI5/VVopTOhtvNI/kaT/0/3nFoWBgCg/7GTmBqdeDuXfhf2/xo8I51IOj1668JEkwphec4g5NYLJF1CFmcDmRO5d1L9QZu7Q0gSxs2loVhoXcJCYbSrEIL5JlO7FJtGfULJ6j/YT2RqkujM9DV/4Aul0SYRz+MQjMfTUqpzIcdl9DV2bJuasG0q7M4rhEQohPOOO5BMJsruuBNDs7oS3UIRLJCtU2xSn4vwxCiJSJ4sp1iU8Hhx+o+kG2g5oPm+HejLzbT/1xuKd/4tCkIQRfyTA7iHlk7GMolluxOY6D9Jy/Z3pwKxjprVzAxfzFLVco9dxe8aVr0+5JtkZuQSztq1AFS17GS08zDOuuwqz3xB4UIQJS0D/tKZOTPRvOXenLbBWc0ByC79zwfJaIJEnNBgH9ry4kZjqTDRe5zK5uuy2tp2vL8kbd75Itg/ycCDhxC1GqLTi5vYwgMDGFrbmHriZ/O+tqJqPc6ylfR0Pkt55TqFv8XZQl/PS7S03cbg+de4cuRP0BvsaLVmfN5hqmsVnpcG50ZG7RFq6rYxMXaOmeluCjrIZZmrf/f5hX9QFYSGB7jy13+SOq6+4W5cF94gEYsR9Sq7T63VQdSr7NDKt+3HfeUUiUgYY00TgZFe5FlCn2Q/rc1J1DODqNMjiCJaWxnxoD81RhKBQRf2tTVMHlVfqLWvfQf1jddDAjiSvRMcHz3LxbMP4/zgXcTGp5CjMZBEBL2OwNGzGNa14T9SPENPqzWz58Y/RxBEEokYr770VyQSMezVBt7/95t57HMK7cnejzZz9ukRtr2jHr1FQ/exaSpbzFx8YYy3/fFqHvvcE6yuPcPpp4bZck8dh/7v4nao84UoaRAEcckzg2AZGwFkGf/MUIrbXW9SRDoyaZK9U70Fh/BN9aeMgNGuqJQZrOlJMxYJFCVk888M5WgRl9WvZ7J/YSmic1k4AWaGL+HQVuPU1iKTwBcrfE+ZfEGGRWSkzBeT/adyjICjZjUGc7nCwbOE0FVYqf/Q9YRH3CDA8GPqgj/FoHE48J89i7ayckEVw1MTl9FqjegNDqzWekIhF8HgFOGQm0jEj8+rLELCITfhkELel9kPYGaqk5nptOThhi0fpaIqezHyynOfK3gftfU7WL3+PanjcNjDkYN/O6/PkoS+vAbLilWMHvoltrb1mOpbGDv8DPGgP9VHTiSwrFhN1D1NxDONY+32VD/Hmm3MnHsdx/oduC6dwFBWjamhNWeMyde6CU/51W4BgOnJDnQ6C1qtGa1O+afTZadvRwZG0NZWkvAFSASCiCYDosmAtq4SQZKQ820zk5/VYE9lCYqiBp3OQijkon69HYMtd/qLRhKERkOsu7maC8+PZvU7+fMhtt5bj9k5v6By1Wfux/PUQUSzkcDxC2gqnGiqyrDduY/Jbz+CaDLieN/bEE0GJr/9CM777iF0sQvbHTfgeeZV/K+dIh4NozFasFa1Md1buHp+vli+RgAlfz9lBMxlCKKE0ZbOnsgXD0idz3AJiaIGg7UyaxIuhXp6rPsordvfk9XWuP5tTA2eWzJKhngsjM1YgT/uQivoi2YcZUrN6bpU+IPeJLhGOwj5prJ5mwSB1uvew8WDD7CU1UBahwnvuUG0DhMa28KDYeGBAcruvodg59UFVQw3NO3FZK5kbOQUkxMXcJa1E48rLhtBEKlr2MnwoJIFnXw9t99SELhZ7fkFkuYFQcDbfRHJYEJrdWCsaiDimkKUNFl0dHI8RsyXZqTN7Oe6fBLb6i1oTBZifg+SyaI6Rs2ta9A5jLgvjjJxpBs5lv39T01cYmoiLcii01vZc+DPs/r4D59K3TeynPrf9ZPnS/q44ZArJXEai4UJh5XiPWdD+jdVvdJC0xYngigQDcbxToRpu76coYtutr8rnYTin45gq9TTd6r0+B1AwuPHuHEVnucVDRLj1rVoaysQrSZ0K+rQNtQgmg2IFuVYkCT8R85g3NiOZFeMoqVyBZLOSCyc36guFMvaCGRO0gZzGUZrVTpHV5bzZgalr8/215ps1Rgy1Kv8eeijMzHRc4yGdbeiy6jwNVgrqVt9gKFLL5XyMVIob9iU2zjr05+KDKERdZi0tuKTRjJNTJaJTr2VQTeZwYvPs3LnB7Na7dWrqFt9IKdeYzHwd45hXFGBrspWEotoXogi0798qni/PBjsf3WW7kDGNdOD25Um8erqUIi/khgdniX7yui3VFQJNntD8U4lQI5FKd+2H31ZFa5Lx/F0ncdYu4KY34u+vAZTXQuCIOLtuYipvgVRp2fq9OGsfrKcwFhZh7dPqZHRGM3EI2Fi/uzq6NEXLlNzyxrsG2qxramm84HSVd9yb1zO/r9ERKMBujqeprF5P1cv/ZxkxvrhB3s5/GAvAGOdPn78J9mr64svjeX0EyWBeEzm8ivzc8lMfvcxtA3VVP7Bhxj90neQw2GmH0zXvWgqnfiPnsX/6kkALAd2QCKhFNjNPupB1xiyLM9bQ7kULG8jkFHJK2p02KtWpo4DntGiDJlzzxtt1VkShqXsBBKJGH1nnqJ9931Z7U0b7yTsn2Gyv7StmbWihZW7crNtx2Z1jXWiAZu2kplo8eCfob4RUacn0H0Vx+59zBx+paR7WApM9J2gpm1PVkU3wIrN9yBqdFnxjfnAaKvGWbeO4cuKFq8gCky9fJHJFwuLvheDobGJUF/vgq+fmyFWiOBrLtmXpjq9Y4qNqbvL4vEIkqRDr7cRDqunCYuiBrOlZvY9YvNWo8vE+JFfzaaVKobNP9iFf6gbZJnw1CgDT/0w1Xfglw+lXmf2Axh6/rH0mK/9Slm4zJmga25dw8ivLhJxBRGka5eDMtj3KoN9i09RXbmnguM/HSQem58hKr//XSSCIaIjSiq6/+hZyj56L4JOx/QPnsB/9CwVn3gvhjWtTP9AXSvAP6XMVaaypVkMZGJZG4GQdwL3eGdq8m/e+o7UueErhblk1NC4IS1vEA15mR4qbYKZ7D+Fa+QyG2/7wwx3kkD77vto330fkaCbjiMPEfJOEg37ARmN1khN+14qmraqKlXJiTgXXv6X1G4mLsfQiyZMkg13tPBKIzTYj6m1nbIbbsbf8Rbrm8oy5178Bs66dazZe396VwI0rr+dxvW3E/JN4h7rwDc9QDTsJxYJIGkNSBo9OqMNo7UKg7Uyy6iDIoiTNAJtn7kHORYn6ppNNS3CHZQPkdER9CuUuEm4760l/ZIsJsJdAzjeczuuJ16AeK47anToOPVNe6hr3E1Pp7oBrWvYlfJrD/W/RmNzrub1fJCT+lzq6jpPv3yp1OamMqr2K3xIg08uXHxoKWG/+UYki5lwXz/+M/Ortu84tLBd99T/zU5IkCPRrJ0AwMS3fpx6PfmdR5Xr/vXxVJvOZCcScJOIL50CWxLL2giAEheYO1lA/tTQUjEfKUqAWDTIxVe+y/qbP52TZqoz2tlw8x8Asw+ELBcsLZflBB1HHsqOWQgSHb7Sg5+B7qsEuhfhJlkkZoYvcvX1h3N2SKAEvw2WCqrbFj5+37++hCAKRKYWlxkkx+PEvW++rKIawl0DOD9wJ6GLXaoGACDgVyYWWwGff2Y8wOdbGpW4twKlVgy/lfAdP4ll+1b0Lc1EhkeIThTWul4uMNgqiQTcmMsblwd30FuJfJO1mpauGuKxcCrNtJRxCyEcmOHCS/+Hbfd8MW8fQRALipLEoyE6jvw7rtHsfF+L5CSSCBGXo4QTuXQVyxGT/ado3nJvSXKe80V0ZmkCYKLBgGntWgwtrYz/+0PFL1hieJ47TNyd35CFgtMkElGstvzb/HQ8QMbvzW8ENm3/OGXlq1LHxTKOAK67/g+xWGuJRgMcfvlvCvYVBAFH2UoqqtZhtdVjMJah0RhIxKNEIj6CgUm8niFmprtwz/Rck4rh+qY9tK/JTcMG8PvG6DCcwvfGceI+H8Z1a1SNgN5g5/r9SqruUP9rdF55KrVb0+tthILTHD/yjdQOSBQ1NDbvp6ZuGwgik2Pn6e16gfgSrtqDnnFW7HwX41deW7Ixk1j2RsC/SAEF3/SA6k5ioeLr4YCL0c7D1KzcQ0kSVHNw9vmvqxqwQNyDQ6s8MMOhty7jZ7E489w/sWLzPVSu2L6ocWQ5gXu8c4nuKo24z4fn8GE0VltJKYVLCanMjnn3ZhDA8/QhVXeKKGnxeoawO5oxmsoJBrJ/GxqtEaNJiS34feMsgIprybB993/HYq3NaRdFDRqtEZO5kvLKtTS33cqlc4/S9b2ln7AWC/fLB1N/h+DF4oVXJksV7Wvupa5xd6rNbKlh5Zq3c/XSzxEEkQ1bPkpZRdr4Njbvx1HWxqk3vpPSCF4sylZsJuSdxFa3OkUZslRY9kZgsfnnvqleVSOwkJ1AEj0nf8Z49+s0rL8dZ926lL+2ELxTfQxffinvDmY6OgxL83t5SxENeel8/ceMXDlI7ar9lDdsyhGPzwdZTuCfHmR66DwTvceJhErnTyoVGocD2569RIaH31IDACBZzRCPI1ryU1aIohaPawC7oxmrrSHHCNhs6Qp5j7sfUZw/VclSwFnermoA8iES8bH+C3egtSi78NNf+PmbdWtZ8HoGmRg7h1ZrQqM1odWZ0eutJL9DY3sbwY7SFxsmcxXOstz5o77xesZHTuNwtmYZgCSstnrqG3cz0Hco59xC4J/sx1LVCgWobBaKUlhEvw/cA4zLsrxhtu1RYPVsFwfgkmV5y6wM5SUgya98VJblTy3kxuo+diOBK8NYt7Zw5fIPICFj2dDI8IO/xthShXVLM94zX704IAAAIABJREFUvVTcuZXopBfLphWIWglEkciYi1DfBJLVCOvg2IN/QcwzPxdL06a7CbpHSSRiKaUys7OB4KxGsHeqjyuHf4Czbj3xaBCzs5GRjoPUrbkJUZQYvPhCagyNzsTI1YX9GI4+/mdZx3e0/xljtSs5NaKeRTBw4TkGSsjQaXbuoL38Bp5XoYJeCPyuYTrfeITONxTVI62o55a2PwTgwvhzDLgXrr8wF+df+j95zx24/ot4vIOcOv8DACSrlemnf4nz1tvyXjP3O07CbKpk9/Y/TB1PTF3i7MUflXyfkb5hIn3DCHpdXn4MSaNnsP9VGpv3Ud+0h/HRM1nn65rS9M2DfYfQai1zh3jTUVG1ng1bPgJA99Vn6e95pUBvAbujCberj8ADI9hWVWOssxfov7TwuPq54Mr+G+258YupIrREJIq+eTZRoLd4ooBeb+PooX8gFEzXBqzf/GEqqzewdefvA3D2xPeZnlJ2740r9tG2+m4A2lbfxcjQMWKxxet8x8JBvGOdWKqWlvYESuMO+gFwR2aDLMsfkGV5iyzLW4CfAD/NON2VPLdQAwCK/9F9rJNA5yimtho0DjPhUReCVsLUXoP3dC/IoK9x4n6jE/+lIaIuP+GhaTwnexBNekxtNalr5ouAaxhRo2dm+AIN629nZvhCqg3SwjCukUvUrb6RaMhD5YrtRILu1Llk/2KVzdcCNZbVSIIWrViaotlvEmLxNP+OtqISXV09knX+cYtQ2M3V7qcZHT9TvLMKJLsVyW7FevOuvH0EhFSlscVal7OrtNmUoHAsFsTvm1iIB3LRMJnTBZrJWoj8kGdrJCA84WPicBf9j59c+HuvqkNjT1M4G9vrkMzKb1ZjMyEadanXle/dmzrOh9jEJLEZF+H+0j0BmQYAyDLUAf94ygAAzExn7jIEjKZyWst3s6ryAOXmZlY4t+Mw1lFuUgxRo2MLlZY21lTdzKrKA9RY17Ch5k40op4623o21t6NJGioaLuORDTC2MVfs9RYlNC8oJBbvx+4eWlvCxKRGFXv2IGhoYKpF89h29pCPBgmNuPDc6yL6nfvYvzJY3jP9FLzgT1onRai7uxgoutIB+Y1dcRm5p9hMtl/KkXTe+nXD+S0JWGwVOAavazUC8zZ8qv1V8Md7X/G813/m3hi6dO/8mHUdwWrvpJoYvGrlOWEg0e+nN0gCuhqawj1zz89NB6P0D/0GuXOdmqqNs/7evNupThQ31qg2jcjxVaStJgt1fi8il6T3mBHp1eMl8c9wLVLs0n/fvUGO5HwW5dtpW+sJB6IkAgrz4Zo0JKIKlxGMU8AjdNCIhgh5gkgR2KIBh2JYP7nyHn3HUSnpgAB94svL+ie/N6R1GvXdHaWYiiYTfmi01uJx2JE42GqLasY8ypOkqmA8ns0aR0MuE4jChrshlpGvZfRSka0kgFfZBKdxkRcjjF46mkqV12/5PEAWHxMYB8wJstyZq5iiyAIpwAP8EVZllX9IPmE5pMY+dEhBFFQilpk8F8cUOZXWSbYN0FoYBI5IeM50Y33dC/ynBS8YLfyZfkuDJScB9126/04mjbQ8cy/4B3pUp28c4qF4tE0CZ3K+xQzANcKvTPH6J05dq1v402H70SxleubB8+vlApZ7fnSfdBWW0PKCGSmjXpc105b2OtJq4KtWvsuzp/6Yd7CtjcDulon4aFJBI2EdWsb0TE3kXFX8QtVEOrqRrRaFiUQE4mkF5uBQHbtQCwWRjHWinEXRS0JOU445qPC3Iw7NIpFny4inAr00Vp+PXqNhficILKASEKOIwoSVev2IUo6atbfyOiFVxZ872pYrBH4HeDHGccjQJMsy1OCIGwHnhAEYb0syzm/mHxC81l9MkVG5miUZp3Lk4M9+0bFP8UiMB8dADVopaUXifgtlhdik6X/Rqz2RkaGFOOcmTZ6LY2Aa7qLgH8ck7kKq62enTf8KSODbzA0cCQnkP1moOy2rXiPXUWOxolOLXIXIohonE4CZxfGAgxkZfyo7YoSiXiqqlsUNQy4FFaBcZ+yVnYF08zHk/4epgJ9WYvFZP8mx1b80Rks+soln/gzsWAjIAiCBng3kMoNlGU5DIRnX58QBKELWAUcX+R9/qdFpWnpAz3/WWA119Ky4iYctma02lw1thcPKfUaWq2J/bu/kGp3efo4ceYB1TGTwd4XD32R+podNNTtwmQsJ5GIceLs9/D5l267LdkVV455zxY8zxRODEiSnGVyBKWLxORZd9C1gSzLXDz7Y667XgmSS5KOhhU30LBiL67pHs6d+kHBnHjJaEbnrCQ43Lug9x998CU0TguS2YBpXSOiUcfU08fRVdiwbGtj+tkT6KocmNY2gCgw+cTRvGMFO67iO750u8P5aIPnQz5vQb/rFGZdGZ7Qm1sguJidwK3AZVmWUwn3giBUAtOyLMcFQWhFEZrvXuQ9/qeCTjJxoPmTqeNkIPDmlk/n9H2x+xskVPLCo/EQG6vvot62IeecjMz5sWcZ8uSWxO+o/wBayYhOMqKTTIiCxLNXv1rwfvc2fQyrvopLEy+ytvKWeb1fPpi0DnY2/A7xRJRjQ48QiuXGbDav/wgVZas5d+lhzl58GIA17e+gvmYHVzp/weBIuro6Gg2kDMIt+76cM5Yarr/ujzh1/ocMjb55LrG4W1klBs8Wr/sYGTpGXcMuLNY6bI4mPK5+nGVts+eOE4vNT694qeHzjvDKc5/DamugqeUAFVXrEQQRR1kr+25JFpnJTIydp/PKU6lgN4CxbgW+rosLovKeeTEdhN16Wzl11i4GmaH9vfW89mA3qzfpSVTpmO6foG7wJGXrzDytnjinIJHAtm8vuvo6Jh95vEDH0pCQY4seIx+CUTfBqLt4x0ViQULzsiz/G/BBsl1BAPuBvxEEIYoSTfqULMuFyfHnCUEU2faxf6Tn4MM07noHiXiMwdefwNV/gS33fYmQe5zeQ48QnFGsp8ZgoaJ9B/amdRgdtYhaPb6xbsYvvYqrt/jEJYgiLQc+jLNlMzM9p+k5+KPUD1nSGqjedBPO5k1ojVb8E/2Mnn0J70h+H3AkHuD5rq+njlucO1ldcSMv9Xyr5MBwtaUdrWRkMtBDz8wbhGM+yk3NtJfvQyPqWFd1q+qkfGzo0dTrDdV30GBTYTXNg7ay61Pv54tMoRX1lJuaWVt5C+uqbmXc30k0XnyiMmmd7Gz4IAaNlZe6v0Ukrl4ZbLc1ISMzMXUl1TY5dZn6mh1YLXUl33c+XL76c0KhxbnySkV0qPjuwuPqp65BySKy2Rqz3D9vpitIkuZXd+D1DHLhzI/Q6a3U1l1HTf11qWI2EKis3khZ+SoOvfSXqWu0VjvVB+5h7ODC2VwBLBUGTj0xQOuuCqb6/Gx+ewPIEPn/2zvz8Div8tD/zuz7pn3fbFmxLe9r7DgrSeykBEqahhsg4QkFcqGll0IJzb2Ucm9bWuAW+tyWAC0hJBASEkJY6pB9NXEcb7Isy5Zs7fsy0sxo9plz//hGI8laLNuyR8Lf73nmmW//3jkz873nvOddgsqDWGgEB56c2wHAvn0LgYOH8b15ERlN/8C40ELzSCnvm2HbMyguo5ecok17GBtow1FcQ/muDzNw8h0CfS04imuouO6jNDz7DQByV+6gYN3NJKIhQt4eYkEf7op12AuW0frGEww1z22pqrj2HtwVaxk+c5jW13+aHrrpLQ6qdz+AyZlLxDdIaLgHe8EyHEXVtO97hoHG869YNl/0WjN9gSaO9PwynXY6EB0inoxQm7fngmofnwuD1sLBrqfT94sQIBAd4qqcG9EKPXnWZXTOOhpQzlEUwIcx6Wz4Ir2zKgBIjZBkkskeMeOjovN9cM2Ed/TSV4bSZbnwfExJetj/L4/OeaxvdOJBbz8rbfTkfQuNVjs9pcp8iEb8tLW8SlvLq6xa+5HUyECZDNXqjFhtuYwFlBw3I/XvIeMxTHnFhPsuPAPAq/+udAjaDyn9SqERU+YGf//YuY0O/n37QadTanNfQH2JP0QWfcTwbDT97vuER/oo2foBclddg6dyPXVPfJXlt34KR2E1erOdWMhPf8PbBIe7GW1vSBeByRvsoHjzH5FXe/3MSiD1uxJCg7tiHcOnD9L6xs+m2O7Kdt6FyZlL79GX6Tq0F6TEkl3Mits+S8m2D+LrOkXEf+kmzU4Ovjqt7kCP/wSr83YjLpEz+Ux1DiQSgcBmmL3MZTwZm6IARsJdvNf19Jz38vu7cLsqcTnL8Y4of+4slxK56fN3zXXqokGb5SJ0vFlJo6zVzJpEDiA4Nkg8HkKnM09JGBePhwmOzTNh2Hn6QGg0evSGiw8+O370cay2fK6qvQubXRmllVXeREOdYsYruPlOwv1dJKNRdBYbgZaFqZN7trPIfFgIF9GFRK8xsrbgDs5432E42I5Z76Q6exedo3WUuzfT0P/ilPWjPb8mnpy5DvWFsmgLzZ+L8IgyxPb3KmX7fF2K3TU0rMy8661KlGI8HGCkdWoVsP7jbyCTSUzOXGYimYiBEJTvupuhpgO0vPHE1NgAVx7O4quI+AbpPvR82gMpONjJ0Kl3ERotWcs3L/AnniAY8xKMTXeRS8oE0fjCVx4av+dMjN9Pq5k9SCeejLA1pQCGQ+0c6HrqnD/kM+2vIGWS2pq7qSi9nppld1BSdDWh0BDdvUvDzyB6poPEoBeSck4FoCDxjSq9ZIslKx3h6hvtmHdhmvNNWGaz56d77xfLWKCXI+/9gGhUmd+ZnErB31SP3u5mtOE99E73gtzvQgmfPoNMJNAYL2wEtNDEkhGiiSDZKQeRXOsydBoTebZqDFrLtHWHaXpa+otlyY4ExklElXQQEZ/ir5uMpYJKJpkMHMU1uMvXYvEUorfY0Zls6Qo9M01WZS3fQs0ffQ4pkxx65IvT7pmdesAbHdls+Pg3ZpTLUbhcURCXAH9k9rzm8ylUv5D3HL/fXA+TVbm3YNQpD7VgbHSaP/RMBIMDxGJBfP5O2jrfJJmM09h8efLPLBSG0kKChxpw7L5mXuaHrra38GQtBwQbt/8FAJ2t80834h1uJidvurPAjLIZbKzZeP+8rz0f4rEQwUAfBs/U0YW/6Rj+JsVU6D1y6cyk8yFwcGHr814sZr2ThIyl/z+do0dxmxVzYCA6OG19JLTwo+AlrwTOReX1H8NdsZZEJMRo5wlG2uuJjo1QsvUDaA0zp0zIWbGN0fbjOEtXoTNZiYfP6l2nvrDgUFd65HE2l9IUtNQwai2cGX6HSs82ih21jEWHaPG+O+c5LmcZBoONUMQ7rwR9i5HEWBCt044uyzWveJXJbqBGo4PzdQ31DjUzOVDJ6a5g1Dt97kOvt7B6/b3odPNLGVJVfRsj3tMMDcxtxsnOXYXLo9QEn+m+KtMJxUZp6H8RjVBS2yRknCM9z6EVepIyjkROW19o/uCVgLtiLRH/EI2//lfi4QlXxJJtH5j1nJY3fsrw6UMUbbqNqhvu49TzD08xJ0XHFLetsYE22vddlnnwJc3Joddp9R7ArHdSYL+K6uxrGYsO0z82uxfV8MgZ/IEeSgq3U1KoJFFLJKKEwsN0975HR/d+xo3g2Z4aDAZb+qFmNrqpKL2OeDxMPBGhp+/Cen+52asxm9zYrEppR6slh/KS64gnwgx7mwmG5i5IEu8bwnHbLvyvvTsvJRCLBQkFh9LeNsGxgfNyDQ0FBxkaPEVWtpLbce3G++nq+D2DfceJhEcQGi0FRZsoLN6GTm9GygShkBeLZfb5HICsnBpKyq9hoO8YoyNtjAX6iEZGiccjCAQuTyXZuavIzl3JuALqWIByjlcKUiZJnBUrkJCxOdcXkj94JQAw0npsigIwOrLR6mfvBcWCykO+6+B/sfHj36R0+x/T9vaET7G/W5l/cBRWIzTaKQrifEkXphBaMpcp/tIybv451rcXs96Jy1TI2vzbefH0t2c8Xqs1sLziVqyWbEZGWwlHRpBIdFojTnsp1VW3o9WaaO14DYCa5e/HaHCkzzcaHVSW3ZRev1AlsLrmrimjEIs5m6py5bqnW1+gtePcybx8vz2/hF++0fa0Ehi9ANfQpoZncWz/C/R6i1LspOwaSsqumfHYUw2/xGhyUF41e4bVyeTk1ZKTVzuvY0eGT8+6T6+3UFZ1IzqdCaPJhU5nQqczotNPRM9n565i+64vE49HSMTDRCKjxONhwiEvbWdemfG6lct3ozdYMZmcaHWm1HVNGAxKigiLNYerr31I6RzEw0TCoyRSy2ea9k6pEb3Q2Cx5WM05JJIxAsFejAYnJoOTEX8bkagPmyWfQLAXg96GRqMjHLmwtBgXwhWhBEyuqZMpZVffOb8TpSTk7SF7xTZC3l76GxT7bMjby0h7Pa7S1ZRs+wCd+3+VjhwUGi3O4qvw954mET13Ly6aUOY0HMY8hoKt8/9QS5CkjHOo+1m2l34Us86BQWud0U10WcWtFOZvoq7hpwwMNUzZZzDY2Ln1S+Tnrk0rgbf2zx3wNpmx4EA6sGw2tCY9m75+Ow3PPkrfm2ewV2ZR+eGNdO5toPxDazn8td+Rf00VO//2bnpeaybc72e4rgdLoYPKP13P4a/9jvjYhSUD9I12kFewXlkeOf+kd+HwCIfffZjV6z4yJfvnZOLxME2Nv6Kv+9C8HuoBfzcWa8687h+J+Dh9cu54AJ3eTHHpjjmP0Wi0GE1Ozp6+nUsJFJVuR6ud3UFBCA0Goz2dlI9JXlhKfedLowTMRhdVJTfS3rOPqtKbONr4E2zmHCKxAGtXfJh3j30PqyWHQLCX8qJr6Oq7vPmu/uCVwPFf/DNFG/ew5sNfRWcwEw2O0vDsN8mvvZ6C9Tef8/yGZ7+JLa+S6t2fpnDDLTT++juERwc4/dIjCK2OnBXbqd79AJasImIhP6GRXkZaj5GMz+8h0O1vYE3+7WwuumvavnNF854PLlMBV+XchE5jRKcxYNAqaRhuqPxz4skI8WSUeDLCcLCN5uFLVxEqmhjj9ZaHybFWcUPlZ+j2N1DXO/Wh4bQrE2Gx2FQFIRAU5W9BIBgLTg/A8rg1PHC/nUNHozz/Uggp4abrTLz0mpIptXqZHpdTQ3tnnKHhJLGYpKRIx4Z1Bt45EKGvX3kIOJZnM3K8l97Xld5s1vpiul5oZPC9DtyrCnAsy6HrhUayNhYz8E4b2ZtKyFpfROfeEwwdOrcffP2RH8+6b2DwXUYOHsRdbKWna5j8GidBbxRfn9KhqN4jeO3xB9GbtZRtzqarzks8kqB4rQcpYajFTyw+RF/0x7S9rZirCla58PeFCQyG8ZRaERrBULcyMh7oOzZrGcqCNVkg4XTL0zTUPYE1y8TYUBhHgRVfzxgGqw6h1eAstBL0Rgj0BdFbdOjNOoRGYPGY0Ju1CK3A2+rHU+lAoxUMnR7mtRceJLfGTX+jF2u2ecpxuz6/jqYXO+g5dn7zam++/JV5HZe1MofwcAgpJcG+MUxuM1KTgARYcq0E+0d57YUHcS3zkIgmMLnNrPzYGtpfbmGwvh+NEd587SESUeX34rkqm2D/GOGhEPZiB0eavoGvbWqkbzwRwWYt4Nipp4jFQ2i0Bgb7T1JacDVCaOgbPEZpwQ7GQoOMhRa2hvC5WHIzbjKZ5OAP/woAgzObRDLGwUe+gLQYMLpz6T78Ow4/9mXQaRFaHeGRPkaHTtPw3Lc49OiXqP/5P+BZvY3BMwc5/NjfoDVZseSXA9B99AXqnvrf+HtOo7c6MDgVW2mg7wyHfvTXHHn8f5IMhXA6S5UU0Yk4ofbTtLz4KPVP/B/O/Pb79L79G4aaDiAAk2miIH1JyQ4MBqUHYrcVYjROFNo40vMcQ8E2YskwEkk8GSEQXdiJZaPOhtNUgNXgwaizpc0cBq0Zi96Fw5iLx1yC0zT/6lEXw8CY8oAttK+kyrN9yj7FzCJZX/tx1q78CNWVe1hdcxdXb/kClWU3EI6M0NTyu2nXtJgFkYgkMDZhf/eOTNhaP/8ZB1UVOp55LIcPvd9CWYmOrz3kYmQ0yb9/yzNxTn0PxmwrtV+8Aa1ZT+feExTfehUr/3wX5nw73vrpzgA9rzSx6i+vZc2DNynFjS6QnGUOdj1Qg86opfb2ErIr7ez4s2osrqk93GRCUrk9F1uW0le2ZhnZeFc58WgyvQ9gw5+UY80yse3eZZhdBvJqXGy/bzlG29wBdzV7yrBkmaj9k2Ukoklq76xiw701mJwGVuwuxew2UvuhZegMWjwVDrZ8YiVml5HsKifbPrUKKSVr715GTo2bTffWYLTpWXf3csquLqD86nxqbivDU+HA7DJOO87oMBBPPWBzCtdSULoVp6eS/OLNONxlOFyl5Jdswe4spqB0Kw63kpu/uHIXAIVl23G4y8kv2Uxx5bXkFq5Lf66q96/AnGNhzSc3Un3nSgBKri/HnG2h/NZlrLpvHUaXiYKtReRtLMSSY0Gj12CwG9MP/WRcYspSOlHLPliDyWPmqnvWYHQaca/I4qp71qC3TXxfQmhxWAtx2oqpKL4OrdZIjnsFy8tumTJyKS/aSd/g/NOvLBRLdiRgK16OObeE0EBHOkgmZ8P19Lz5HMlEHFvpCqL+YaK+qVkrPKu2Yc4twdfSgCkrH3fNZkabj+JesREpJZ7VlfS9s5esNTsJDXSRCAVIRCdy7guhIZEy/eTnrUMiKXRuTicAC4WHMZqcBAK9VFbeTEPDU1PuP/mcMy0vEYuN0Rs4ifl2Kwd+9iSV92wi1OtDZzFgGrORu7OS9l/W4ViRS9kH17LvmUdwbSvA3VyAlGCvyqbjuYkfTtvm/XS/0Jg+vuXJQ8hEEuN6E/saf5TeptFpcK0uoP3Zujnb+e32H6WXi8v1bLnWyvFDYbJytex7WenV/+mfuXn+B16qa4388cdcvPF8gH0vj+Er/TfGAklq1+sxHTeyeqOZpoYI9e8pvdrZRjr9g/UcqhujpOhqHPZisjzVxGJBxkIDdHT/nu6eA1MKx4zT2Z3geGOMN/dNfF8Hj0yMyPR6eOrZMW681kRujpbd7zPjdAju2G0myzPpwS2h7h9fQmPQkowmSACH/+759Po4df/4EgC+ZsV9tvHht0lGExcUxDSZlncGaH13gPd9sZbRniAjnUG0hqn9tUQ0SWBg4nOWbsiit3GUeESRb3yfu9jKoZ+3ojNoyCqzceLFLiwuA2aHnkhg9snG4TM+avaUMXBSGWk4i2z0HB3EXWbn5N52qm8uxeIxMjYYwuwxMtoZSMvYvr8PJGg0gqaXOjA7DRgdBrxtfjrf68dT7iC3xo2/V/lcZx8XGg4zcFKxiZtMLjrOvE5u0XpGh88QCg5RXHENnS1vUlJ5LR1nXqek6jp83gnTWTwexu4sRsoEiXh4yoPWUerk8P87iTnLgjVfcWUVGmUy27Mim0C3H61eS9+hXpwVbrJX59J3sIewN4T3lNIxS8YmfgO2QgfNzzaiNeiwlzppf6UFo9OEwW4kFlB+exVFuzje/Ay+sW5K8rfidpRxpPFxZDIxxdtn0HuKeOLy1/dYciOBccy5JXgbDxDoaIJU1GqorwOtyYJMxImNzZx4yejKIdgz4b4W6DhFoLMJc24xOouN6OgQQqtDCA2jzXVoTVOzV0YiPgKBHqRMYrcXKW6M4WGisQDB0CDDw83otEbs9qIZXfAmn6PRTHrwiIl3S5GTjl/XEx4MoNErX5G/eRD/6QHyb6gmPhbFsSIPz5rCKQoAoP2XdeTurEwfH2gZQmcxEB4am7Jt/Drnw65bbfzi0RFOHgtTWDa9J3m6IUrziUh6X1G5ntwCHUf3h7j+djsBX4Ka2vkF6XhHW6hr+Alv7f8nXnnrK7y5/+scqvtP2jvfmlEBjKM5R+xTIqG8hICxsSRPPxfk8w95ue626ZkaJz/wZ1qfdu1w/KIVAExEwp58pVsZAQgIDEbIqbJTss6D3qwlq8JO8XoPK3cXY7TpMLuNJOMSrUGT3me06WjdP8COT1RTtimb3sbReUcVa3RiyjU7DvRRvCmXgZMj+HrGyFnhorde6WCZnUalPQfDU+RXVma+/ulXuzA7jelzJh+n0Wmo/ZCSPE+rM5FfvAmYCIaLRvzkFW0gEvaRX7yJWCSAxZaH1V6AzVGITmvE521FSqm8Jt23971u1n56EwVbi/E2DbP205vIWad4f3W+0YoQEBoK4lrmRkqwFtrTMi37QA0AjjIXZe+rRG/V03ewm1X3rSNvQz7eU8Mzfl6vr4WivE0sK70ZizkH72gryeRUd8+87FpaOjMTwSzmG414SYWYpZ7AXJiyCvCs2kbM72Xw6Jvkb9tN1DeMv70RodWRt+UWwoPd+FqOk7f1FoK9bQzV78NaWIln5VZ69v0WndmKzuLAd+YY1qIq7CXVJKIRBg+/Rv72PfTs+w0Gh2faaGIcl6sCj3sZiUQEodGSSETxes9gteRgMNpxu6uoq/sxVmseFeU34PN14PN3pc9p73gr7R1UekctGqOOZCSOxqCl9edHsJa6qbxnE23PHMV3qp/qT+3A3zyA3mZk9GQ/tooskJKu50+kZcrZVo4px0bHr+up/tQOuvY2kLOtnJg/TNfeE+ltjuU56G1G2p+b//Bzx/usFJUZOHYgRGmVASGg8ViY//ZpD0/9h5fmhgif/FI2bU1RhID8Ej1drVEOvh1k/XYLNoeGk3URGusuXW/nN0/lcvBIlL/9hxGKC7V84l47UsL3HvHz9//Lxf2fHeJ7386i4WSM7z/i53vfzmJwKIHZouGB/7H4YjvGe6nnUi46o5ba24rpOTFK74mpniUarSCZOL+/2M7PreWd79ZTc1sZ/Y1e+k/MnmxvvjLOdN5s52j1GhKxJEXlO+lqe3u6i+14Fb+zqvkpu+au5ie0GipvW87pX51Eo9OQjE8cO1kmrVFHIjKRJVSj15CMTb+u0GrmrmlyaTkuJUjaAAAGMUlEQVQopdx0MRc4pxIQQpQAPwbyUPTc96WU3xFCeIAngXKgFbhLSulNlZz8DrAHCAL3SSnnLDJ6IUpARUVFReXilcB8zEFx4K+klCuBbcBnhBArgQeBl6WUy4GXU+sAu1HqCCxHKR/53YsRUEVFRUXl0nFOJSCl7BnvyUsp/cAJoAi4AxjPj/soMB6CewfwY6nwDuASQlwelxMVFRUVlfPivLyDhBDlwHpgP5AnpexJ7epFMReBoiAmJzzpTG3rmbTt7ELzAWAImDsOf3GQzeKXcynICKqcC40q58KyFOQsE0J8MlWz/YKYtxIQQthQCsb8pZTSNzlrpJRSnq9df3Kh+dT137tY29blYCnIuRRkBFXOhUaVc2FZSnIy6Vl6vszLRVQIoUdRAD+RUv4itblv3MyTeh8Pc+sCSiadXpzapqKioqKyyDinEkh5+/wncEJK+X8n7foVcG9q+V7guUnbPyYUtgGjk8xGKioqKiqLiPmYg3YAHwWOCSGOpLb9DfB14CkhxP1AGzCe/Oa/UNxDm1FcRD8+T1kueDhzmVkKci4FGUGVc6FR5VxYrgg5F0WwmIqKiopKZliyaSNUVFRUVC6ejCsBIcStQoiTQohmIcTMOW0zhBCiVQhxTAhxJDUDjxDCI4R4UQjRlHq/7JWzhRA/FEL0CyHqJ22bUa7U3My/ptq3TgixIcNyflUI0ZVq0yNCiD2T9n05JedJIcQtl0nGEiHEq0KIBiHEcSHE51LbF1V7ziHnYmtPkxDiXSHE0ZScf5faXiGE2J+S50khhCG13Zhab07tL8+wnD8SQrRMas91qe0Z+x+l7q8VQhwWQvwmtb5w7ZlOspSBF6AFTgOVgAE4CqzMpExnydcKZJ+17Z+BB1PLDwL/lAG5dgEbgPpzyYUyP7MXJUXdNmB/huX8KvCFGY5dmfr+jUBF6nehvQwyFgAbUst24FRKlkXVnnPIudjaUwC21LIeJaZoG/AUcHdq+8PAA6nl/w48nFq+G3jyMrXnbHL+CLhzhuMz9j9K3f/zwE+B36TWF6w9Mz0S2AI0SynPSCmjwM9QIo4XM7NFSl82pJRvAGdntVt0EdyzyDkbdwA/k1JGpJQtKI4FWy6ZcCnkEomIn0PO2chUe0op5XgtV33qJYEbgKdT289uz/F2fhq4UYhJQUiXX87ZyNj/SAhRDNwG/EdqXbCA7ZlpJTBbdPFiQQIvCCEOCiXCGWaPlM405xvBnUk+mxpS/3CSOS3jcoqLi4i/bJwlJyyy9kyZLo6gxA69iDIKGZFSjqfknCxLWs7U/lEgKxNySinH2/PvU+35L0KI8dznmfzevw38NTCeqjSLBWzPTCuBxc5OKeUGlKR4nxFC7Jq8UypjrkXnXrVY5UrxXaAKWIeSSuRbmRVHQZwVET9532JqzxnkXHTtKaVMSCnXoQSKbgFqMizSjJwtpxBiNfBlFHk3Ax7gSxkUESHE7UC/lPKSFR7OtBJY1NHFUsqu1Hs/8CzKD3q2SOlMsyQiuKWUfak/XxL4ARMmiozJKZZIRPxMci7G9hxHSjkCvApsRzGfjMclTZYlLWdqvxMlj1gm5Lw1ZXaTUsoI8AiZb88dwPuFEK0o5vIbUFL1L1h7ZloJHACWp2a6DSgTGb/KsEwACCGsQgj7+DJwM1DP7JHSmWZJRHCfZUf9IEqbgiLn3SnvhgqUVOTvXgZ5lkRE/GxyLsL2zBFCuFLLZuB9KPMXrwJ3pg47uz3H2/lO4JXUyCsTcjZOUvwCxc4+uT0v+/cupfyylLJYSlmO8nx8RUp5DwvZnpd6VvtcL5RZ91ModsOHMi3PJLkqUbwrjgLHx2VDsa+9DDQBLwGeDMj2BMrQP4ZiD7x/NrlQvBn+LdW+x4BNGZbzsZQcdakfbMGk4x9KyXkS2H2ZZNyJYuqpA46kXnsWW3vOIedia881wOGUPPXAV1LbK1GUUDPwc8CY2m5KrTen9ldmWM5XUu1ZDzzOhAdRxv5Hk2S+jgnvoAVrTzViWEVFReUKJtPmIBUVFRWVDKIqARUVFZUrGFUJqKioqFzBqEpARUVF5QpGVQIqKioqVzCqElBRUVG5glGVgIqKisoVjKoEVFRUVK5g/j818wFFY49MsAAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"insincere_rows0 = data[data[\"target\"]==0]\nwc1 = WordCloud(background_color = \"black\").generate(' '.join(insincere_rows0[\"question_text\"]))\nplt.imshow(wc1)","execution_count":37,"outputs":[{"output_type":"execute_result","execution_count":37,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7fb9b1d9c438>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\ntrain,validate = train_test_split(data,test_size=0.3,random_state=1)\ntrain.shape, validate.shape","execution_count":38,"outputs":[{"output_type":"execute_result","execution_count":38,"data":{"text/plain":"((914285, 3), (391837, 3))"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import nltk\ndef clean_sentence(doc, stopwords, stemmer):\n    words = doc.split(' ')\n    words_clean = [stemmer.stem(word) for word in words if word not in stopwords]\n    return ' '.join(words_clean)\n\ndef clean_documents(docs_raw):\n    stopwords = nltk.corpus.stopwords.words(\"english\")\n    stemmer = nltk.stem.PorterStemmer()\n    docs = docs_raw.str.lower().str.replace(\"[^a-z ]\",\"\")\n    docs_clean = docs.apply(lambda doc: clean_sentence(doc, stopwords, stemmer))\n    return docs_clean\n\ntrain_docs_clean = clean_documents(train[\"question_text\"])\ntrain_docs_clean.head()","execution_count":39,"outputs":[{"output_type":"execute_result","execution_count":39,"data":{"text/plain":"635414          inhand salari rd prc freshli join mt cil\n906079                             one take yolo serious\n99492                                  best club nairobi\n973656    wake donald trump clock tick  hour return bodi\n397612                              made elon musk smart\nName: question_text, dtype: object"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.feature_extraction.text import CountVectorizer\nvect = CountVectorizer(min_df=10).fit(train_docs_clean)\ndtm = vect.transform(train_docs_clean)\ndtm","execution_count":40,"outputs":[{"output_type":"execute_result","execution_count":40,"data":{"text/plain":"<914285x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 5406880 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"total_values = 914285*19550\nnon_zerovalues = 5406880 \n(non_zerovalues / total_values) * 100\n(total_values - non_zerovalues) / total_values * 100","execution_count":44,"outputs":[{"output_type":"execute_result","execution_count":44,"data":{"text/plain":"99.96975048787652"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"dtm","execution_count":42,"outputs":[{"output_type":"execute_result","execution_count":42,"data":{"text/plain":"<914285x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 5406880 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier\nmodel_df = DecisionTreeClassifier(max_depth = 10).fit(dtm,train[\"target\"])","execution_count":43,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"validate_docs_clean = clean_documents(validate[\"question_text\"])\ndtm_validate = vect.transform(validate_docs_clean)\ndtm_validate","execution_count":45,"outputs":[{"output_type":"execute_result","execution_count":45,"data":{"text/plain":"<391837x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 2313528 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"pred = model_df.predict(dtm_validate)\nfrom sklearn.metrics import f1_score\nf1_score(validate[\"target\"],pred)","execution_count":46,"outputs":[{"output_type":"execute_result","execution_count":46,"data":{"text/plain":"0.2615647825228663"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.naive_bayes import MultinomialNB\nmodel_nb = MultinomialNB().fit(dtm,train[\"target\"])\npred1 = model_nb.predict(dtm_validate)\nf1_score(validate[\"target\"],pred1)","execution_count":48,"outputs":[{"output_type":"execute_result","execution_count":48,"data":{"text/plain":"0.5425968470252713"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test = pd.read_csv(\"../input/test.csv\")\ntest.head()","execution_count":50,"outputs":[{"output_type":"execute_result","execution_count":50,"data":{"text/plain":"                    qid                                      question_text\n0  0000163e3ea7c7a74cd7  Why do so many women become so rude and arroga...\n1  00002bd4fb5d505b9161  When should I apply for RV college of engineer...\n2  00007756b4a147d2b0b3  What is it really like to be a nurse practitio...\n3  000086e4b7e1c7146103                             Who are entrepreneurs?\n4  0000c4c3fbe8785a3090   Is education really making good people nowadays?","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>qid</th>\n      <th>question_text</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0000163e3ea7c7a74cd7</td>\n      <td>Why do so many women become so rude and arroga...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>00002bd4fb5d505b9161</td>\n      <td>When should I apply for RV college of engineer...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00007756b4a147d2b0b3</td>\n      <td>What is it really like to be a nurse practitio...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>000086e4b7e1c7146103</td>\n      <td>Who are entrepreneurs?</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0000c4c3fbe8785a3090</td>\n      <td>Is education really making good people nowadays?</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"docs_clean = clean_documents(test[\"question_text\"])\ndtm_test = vect.transform(docs_clean)\ndtm_test","execution_count":51,"outputs":[{"output_type":"execute_result","execution_count":51,"data":{"text/plain":"<375806x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 2220720 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_pred = model_nb.predict(dtm_test)","execution_count":52,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission = pd.read_csv(\"../input/sample_submission.csv\")\nsubmission = pd.DataFrame({'qid' : test['qid'],'prediction' : test_pred})\n\nsubmission[['qid','prediction']].to_csv(\"submission.csv\",index=False)","execution_count":56,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.head()","execution_count":57,"outputs":[{"output_type":"execute_result","execution_count":57,"data":{"text/plain":"                    qid  prediction\n0  0000163e3ea7c7a74cd7           1\n1  00002bd4fb5d505b9161           0\n2  00007756b4a147d2b0b3           0\n3  000086e4b7e1c7146103           0\n4  0000c4c3fbe8785a3090           0","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>qid</th>\n      <th>prediction</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0000163e3ea7c7a74cd7</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>00002bd4fb5d505b9161</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00007756b4a147d2b0b3</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>000086e4b7e1c7146103</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0000c4c3fbe8785a3090</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}