diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 97624b3..7d3c8df 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -30,7 +30,7 @@ "We don't know who else will be on the ballot and what their approval levels will be, we don't know if there is systematic bias in the polling data, we don't know how many people will vote for a candidate they disapprove of or against a candidate they approve of, and we don't know who will decline to vote.\n", "I have five ways of understanding the fluidity of the situation:\n", "\n", - "- **Undecided**: If many voters are undecided, the net approval could change a lot. So I track the number of states for which at least 5% of voters are undecided. At the inauguration in 2017, all 51 states (including DC) had at least 5% undecided; now there is only one such state (Alaska). Overall 4% of voters are undecided. Most people have made up their mind.\n", + "- **Undecided**: If many voters are undecided, the net approval could change a lot. So I track the number of states for which at least 5% of voters are undecided. At the inauguration in 2017, all 51 states (including DC) had at least 5% undecided; now there is only one such state (Alaska). Overall 4% of voters are undecided. Most people have made up their mind. In [one poll](https://www.pbs.org/newshour/politics/57-percent-of-voters-say-they-wont-support-trump-in-2020) 57% said they would definitely not vote for Trump in 2020; other polls have this in the 50% to 55% range.\n", "\n", "- **Variance**: How much are voters changing their minds from month to month in each state? I track the standard deviation, 𝝈, of the net approval for each state over the last 12 months.\n", "\n", @@ -57,7 +57,7 @@ "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", - "100 116k 0 116k 0 0 242k 0 --:--:-- --:--:-- --:--:-- 242k\n" + "100 116k 0 116k 0 0 216k 0 --:--:-- --:--:-- --:--:-- 216k\n" ] } ], @@ -286,7 +286,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -305,10 +305,10 @@ " N = len(dates)\n", " err = [[EV(states, date) - EV(states, date, -swing) for date in dates],\n", " [EV(states, date, swing) - EV(states, date) for date in dates]]\n", - " plt.plot(range(N), [270] * N, color='darkorange', label=\"270\")\n", + " plt.plot(range(N), [270] * N, color='darkorange', label=\"270 EVs\")\n", " plt.errorbar(range(N), [EV(states, date) for date in dates], fmt='D-',\n", - " yerr=err, ecolor='grey', capsize=7, label='EVs ±3% swing')\n", - " labels('Months into term', 'Electoral Votes with Net Positive Approval')\n", + " yerr=err, ecolor='grey', capsize=7, label='Trump EVs ±3% swing')\n", + " labels('Months into term', 'Electoral Votes')\n", " \n", "plot1(states, dates)" ] @@ -329,7 +329,7 @@ "outputs": [ { "data": { - "image/png": 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Bh8odGv1unoqr6j+uAQlh+uyizoq08tsEf5edne2xqRDBic85NPA5h4Zg+ZxLSkoUHx9/4geGqMrKSo8A8/zzz2vx4sXKycmRxcLv/s1wqt+zfFomiwmLUed2nd3jWmetDhw54PO4Lu2sWjI6wePa98W1WryltNVrBAAACEYvvfSSvv76a+Xk5Oitt97SY489piuvvJJAE4BoFOAHzog/Q/nl+e7xHvsepcWn+TzukjOiNWNftN7YXeG+9sdvj+r81CiNTmr7qWAAAIBAlpOToz/96U8qKipSSkqKrr/+es2fP9/ssnAKiKF+IM2W5jFuaF/NMY+OsimlXf3H5pL0yzXFOlJDG0EAAICT8dBDD2nHjh3Ky8vTli1bdN999zWryQD8D6HGD/SM7+kx9u6AdjxbpEXPjfFchrb3qEP3fcWBTwAAAAhNhBo/cIbtDI9xUzM1knReSpTm9vM8QOpvu8r10f6KRp4BAAAABC9CjR84I/7kQo0kPTA8TunxnluifrXOroJKR4vWBgAAAPg7Qo0f6GnzXH6WY8+Ry9V0p+12YRa9OCZBx3dzzq9w6vb19hM+FwAAAAgmhBo/0CGqg+Ii6g+UKq8tV1553gmfd3anCN05JNbj2vt7K7X8R5ahAQAAIHQQavyAYRg++2qaahZwvDuHxOqsjuEe1+ZvsGv/0doWqw8AAADwZ4QaP+Gzr8Z+4n01khRuMfTimARFWeuvlda4dHNmsZwsQwMAAAg68+bN08yZM5t8zMyZMzVv3rw2qsh8hBo/cSrNAo450xauB4bHe1zLPFStF7eXtUhtAAAAbS0/P1933323hg4dqs6dO6tfv366/PLL9fHHH7d5Lc0JEW3p4Ycf1osvvtjq7zNv3jzZbDY99thjHtczMzNls9lUWFh4Uq/Vml9DQo2f8Gnr3MyZmmPm9ovRuORIj2sPfl2infaa064NAACgLe3du1fjxo3TZ599pvvvv1/r1q3Tu+++qylTpug3v/mN2eU1qqambX7uio+Pl81ma5P3ioqK0tNPP62CgoI2eb9TRajxE6czUyNJFsPQsxk2xUXUt0OrdEhXfVqogW8c0prcqhap09ua3CoNasXXBwAA5noz600N+ssgJTyVoEF/GaQ3s95s9fe888475XK5tHr1al166aVKT09Xnz59NHfuXK1du9b9uP3792vWrFnq1q2bunXrpquvvlo//fST+/7ixYs1evRoj9d+9dVX1bVrV5/HvP322xo6dKi6deumq666yj0LsXjxYr3++utauXKlbDabbDabMjMztXfvXtlsNr311lu66KKL1KVLFy1btkypqan6xz/+4fGeq1evVseOHZWfn9/gv+/EiRP11FNPucc33XSTbDab8vLqGkeVl5erU6dO2rBhgyTfWY/y8nLNmzdPXbt2VXp6up544gmf96iurtb999+v/v37KyUlRePHj9enn37a9AchacyYMUpNTdWjjz7a5OOysrI0Y8YMdevWTb1799YNN9zgrr+xr2FLCjvxQ9AWTvYAzoZ0ax+mx0fZNHdNsfvaj6V159bMXFWgv47voHO7RDb29JO27lCVrltdpAqHNHNVoZZPTtTY5JZ7fQAA0PJsT536b/j3H9mvmz66STd9dFOzn2O/zX5S71FcXKxPPvlE9913n9q3b+9z/9gMhcvl0qxZsxQVFaX33ntPhmHorrvu0qxZs7R69WoZhuHz3Mbs27dPK1as0CuvvKLy8nJdf/31WrhwoZ566indeuut2rVrl4qLi91LvhISEpSbmytJevDBB7Vo0SL96U9/Unh4uHbu3KlXXnlF06ZNc7/+K6+8ovPPP1+dO3du8P0zMjKUmZmp2267TZK0bt06JSYmau3atbrsssu0ceNGhYeHa9iwYQ0+/3e/+50+//xz/f3vf1dycrIeeeQRrV+/XlOnTnU/5pZbbtGePXu0dOlSde3aVR9//LGuuOIKffbZZxo0aFCjXxuLxaIHHnhAs2bN0rx583TGGWf4PObQoUO64IILNHv2bC1cuFA1NTVauHChrrzySn3yySeNfg1bEqHGT6S0T1GkNVJVjroZj+LKYtkr7bJFndx/eKb3jNY/91XoHzmVHtcrHNLMT4parF5vFQ6XZq4q0PLJHQk2AADglO3evVsul0tnnnlmk4/7/PPP9d1332nLli3q0aOHJGnZsmU666yz9MUXX+i8885r9nvW1tbqueeeU3x83R7l6667Tq+++qokqX379oqKilJkZKSSkpJ8njt37lyPAHPttddq0qRJOnjwoFJSUmS32/XPf/5Tf/3rXxt9/4yMDC1btky1tbXau3evSktL9Ytf/EKZmZm67LLLtHbtWo0YMULh4eE+zz169Kj+93//V88884wmTpwoSXr22WfVv39/92P27Nmjt956S998841SU1PddX/++ef661//2uDMzvGmTJmikSNHauHChXrppZd87v/lL3/RwIED9eCDD7qvvfjii0pLS9OWLVs0bNiwJr+GLYHlZ37CYliUFp/mce1UZmsMw9CMntEtVNXJqXBIM1YVsBQNAACcsuYeIr5z504lJye7A40kpaWlKTk5WVlZWSf1nqmpqe5AI0ldunRp9h6Ss846y2fcv39/vf7665KkN998UzabTZMnT5YkXX755eratau6du2qUaNGSZJGjx6tqqoqbd68WWvXrtXo0aM1btw491K7tWvXKiMjo8H337Nnj6qrqzVixAj3tfbt22vAgAHu8bZt2+RyuTRq1Cj3ex+brdmzp3k/bz700EN69913tWXLFp9727Zt0/r16z1e+9j7N/f1TxczNX4kLT5NO4t2usd77Ht0VtJZTTyjYfdsLG3Jsk5KpUO6dnWhdl+ZfFLTvgAAAJLUq1cvGYahXbt2Nfk4l8vV6M8ax65bLBafkFRb63uWn/cMiGEYcjqdzao3JibG59o111yj559/XnfccYdeeeUVXXXVVbJa687fePrpp1VZWbeiJiys7kfx9u3ba8iQIcrMzFRWVpbGjBmjESNGaP/+/frxxx+1efNmj1mQ4zUnBDqdThmGoc8++8zn3zUqKqpZ/55nn322Lr74Yt1///266667fF5/ypQpWrRokc/zOnXq1KzXP12EGj/S09bTY7y7pHkHcHp7dkyCZq4qVIWj4W/yKItktZx64HA4Xaps4u95cZVL139erCU/s8kWyWQgAAD+5GT2uLyZ9aZ+9cmvVFFb4b4WHRatpyc9rel9p7dGeUpISNDEiRO1dOlS/eIXv/DZV2O322Wz2dS3b18dPHhQe/fudc/W5OTkKDc3V3379pUk9+b84wPQt99+e9I1RUREyOFwNPvxM2bM0IIFC/TnP/9Z27Zt81iylZKS0uBzju2r2bVrl+bNm6eoqCgNGzZMjz/+eJP7aXr27Knw8HD9+9//VlpamiSprKxM27dvd48HDx4sl8ulvLw8jR07ttn/Ht4WLFigkSNH+jQYGDJkiN555x2lpqY2uEROOvmv4cki1PiRUz2A09vY5Egtn5zoE2yirUaLbeZfk1vVZHB6J6dCmwqqtXRsgkYlsccGAIBAdCy4PLTuIR04ckDdYrtpwbkLWi3QHPP444/r/PPP1/jx4/Xb3/5WAwYMkMvlUmZmppYsWaLvvvtO5513ngYOHKi5c+fqkUcekcvl0vz58zVkyBD3D+4ZGRkqLi7WE088ocsuu0yZmZk+ncmao3v37vrkk0+UnZ2tDh06KC4ursnHx8fHa9q0abrvvvv0s5/9TL169Trhe2RkZOiZZ55RTEyMhgwZ4r72xBNPaMyYMY2Ghfbt22v27Nl64IEH1LFjR3Xp0kWPPvqox0xT7969NWPGDN188836/e9/ryFDhqi4uFhr165Vjx49dPHFFzfr69CzZ09dd911euGFFzyu33jjjfrb3/6mOXPm6LbbblPHjh2Vk5Ojd955R4sWLVJsbGyDX8PG/p1OBb9G9yOn29b5eMeCTbS17rcSLRloGnr9cIvkPSmz/6hDF3xYoEe3lsrhbN76WAAA4F+m952ub2/4VsW3FevbG75t9UAj1e2NObbZ//7779e5556riy++WB9++KGWLFkiqW6J2KuvvqrExERNnTpVF110kTp37qxXX33VPSvTp08fPfnkk/rrX/+qc889V59//vkpnXNz7bXX6swzz9T48ePVq1cvd2vlpsyePVvV1dWaPXt2s95j9OjRMgxDo0ePdi9VGzNmjBwOR6P7aY5ZuHChMjIydPXVV+uiiy5Sv3799LOf/czjMc8++6xmzZqlBQsW6JxzztHMmTO1bt06de/evVn1HTN//nz3srljkpOTtXLlSlksFl122WUaNWqU7rzzTkVERCgysu5nz1P5Gp4Mw26389OmibKzs5Weni5J+rH4Rw37W/3UYnJMsnbctOO0Xn9NbpVuySzWs2MSWqUr2fGvn9zOohs+L9Y3Rb4HT/0sKUJ/Hpugbu1Dc3Lw+M8ZwYvPOTTwOYeGYPmcS0pKPDbAw1NlZWWz95ScrBUrVui2225TVlaW2rVr1yrvEYxO9XuWmRo/khqXKotR/5HkluWqvKb8tF5zbHKkvp3RpdXaLB//+unx4Vo1tZNuHuC7YW59XrUy/pGv93IqGngVAACA4FBeXq6srCw98cQTuvbaawk0bYRQ40cirBFKjU31uJZTkmNOMaco0mroDyNsemtyojpFeX572atdumZ1kW5fX6zy2uZ1FAEAAAgkf/zjH5WRkaGEhASfLmFoPYQaP3OGreX21ZhpUrcorZ3WWRNSfGeIXt5ZrgnvH9Z3DSxTAwAACGT33nuvCgoK9MEHH5ywoQBaDqHGz7RkswCzJbWz6q0piVp4TpzCvb7Tsuy1mvhBvv68/WizD9kCAAAAGkKo8TPeZ9Wcaltnf2ExDN06MFarLuykXnFWj3tVDmn+xhJd+WmRCitbr285AAAAghuhxs+kxad5jAM91BwztGOEvri4s67q7btZ7qP9lcr4R76+OFhlQmUAAAAIdIQaPxNMy8+8tQ+36LkxCVo2LkFx4YbHvdxypy5ZWaAHN5WohjNtAABoEWFhYSorK2OpN/yey+VSWVmZzxk4zRWah4b4Me9GAftK96nGUaNwa8uduGq2y3u20/BOEbrpiyL9+3B9swCXpCXfHtWa3Cr95bwOSovl2xMAgNMRExOjqqoqlZaWml2KXyotLWUzvx+JiopyH9Z5svip0c/EhMcoqV2S8srzJEkOl0MHjhzwCTuBLi02TP+6oJMe3lKqJ785quN/f/R1QY3G/CNfT4y2aUYversDAHA6IiMjT/kHxWCXn5+v1NTUEz8Qfo/lZ34oWNo6n0i4xdDvhsXrHz/vqOR2nt+KR2pcmrumWL9cU6SV+ys06I1DWpPLnhsAAAD4ItT4Ie99Nbvtu02qpG2MTY7U2mmd9V+pUT73/u/HCl3xSZH2lzk0c1UhwQYAAAA+CDV+KFRmao6XGGXVaxM76PFR8Yr07PzsXppW4XARbAAAAOCDUOOHfDqgBUlb5xMxDEM39muvz6Z2VmpMw9+aBBsAAAB4I9T4IZ8DOENgpuZ4AzqEq6nGkxUOl27JLG6zegAAAODfCDV+yHumJqckR06X06RqzPHcmA6KsjZ8L9pq6NkxCW1bEAAAAPwWocYPJUQlKC6ivmd6RW2FDpUdMrGitjc2OVLLJyX6XI+ySssnJ2psMq0pAQAAUIdQ44cMw/BdghYi+2qONy4lSmfGe07X3DM0jkADAAAAD4QaP+XTLCDE9tUcM7KzZ4CxGiYVAgAAAL9FqPFTzNTU6ZcQ7jHebq81qRIAAAD4K0KNn0qzpXmMQ3WmZkBCmMd4R3GNSZUAAADAXxFq/BTLz+p4z9Rk2WvkcDbV8BkAAAChhlDjp7yXn+227zapEnN1irIoMbL+27TSIeUccZhYEQAAAPwNocZPdYnpoihrlHtcUlWi4srQO3DSMAz181qCtt3OEjQAAADUI9T4KYthUVp8msc1mgXUYV8NAAAAjkeo8WNn2Dz31YTqErQBPqGGDmgAAACoR6jxYzQLqNPP5rX8jJkaAAAAHIdQ48e8Z2pCNdT09Zqp+aG0VlUOOqABAACgDqHGj/WM5wBoZhl4AAAgAElEQVROSYqPsKhbjNU9drik7BKWoAEAAKAOocaPMVNTz3sJGs0CAAAAcAyhxo+lxqbKatTPUBwqO6SymjITKzJPf+9mAbR1BgAAwH8QavxYuDVcqXGpHtdySnLMKcZk3m2dt9MBDQAAAP9BqPFzPh3QQnRfjc8BnCw/AwAAwH8QavwcbZ3rnBkfLotRP9531KEjNU7zCgIAAIDfINT4OZ9mASE6UxMdZqhnrOdszU47S9AAAABAqPF7zNTUYwkaAAAAGkKo8XM9bZ5n1ey27zapEvP5dEAj1AAAAECEGr+XFp/mMT5w5IBqHKH5w7x3qKEDGgAAACRCjd9rF95OXWK6uMcOl0P7j+w3sSLz+BzAyVk1AAAAEKEmIHg3CwjVJWg948IUcdx3bH6FUwWVDvMKAgAAgF8g1AQAmgXUCbMYOtPmva+GJWgAAAChjlATADiAs15/rw5oNAsAAAAAoSYA+HRAKwnN5WeS1N/m3SyAUAMAABDqCDUBwHumJseeY04hfqCfd1tnDuAEAAAIeYSaAODdKCCnJEdOl9OkaszlfQDnjuIauVwuk6oBAACAPwiqULN48WLZbDaPP2eeeabZZZ22hKgE2SJt7nGlo1K5R3NNrMg8qTFWxYYb7nFpjUs/ldEBDQAAIJQFVaiRpPT0dO3cudP9Z/369WaX1CK8Z2tCtQOaYRjq590BjSVoAAAAIS3oQk1YWJiSkpLcfzp27Gh2SS3Ce19NqJ5VIzW8BA0AAAChK+hCTU5Ojvr166fBgwfr+uuvV05OjtkltQjvDmg5JTnmFOIHvJsFfE+oAQAACGmG3W4Pml3Wq1at0tGjR5Wenq6CggI99thjys7O1oYNG9ShQ4cGn5Odnd3GVZ6a9/a/p4XfLHSPJyVP0uKzF5tYkXn+bbfo5u+i3OM+MU69claliRUBAACgNaWnpzd5P6zJuwFm8uTJHuPhw4dr6NCheu211/Q///M/DT7nRF+g1padnd2sGka3Gy19Uz8+7Dhseu1msVU4pO8Oucc5lRb17NVbVovRxLPM1dzPGYGNzzk08DmHBj7n0MDnHDyCbvnZ8dq3b6++fftq9+7A33/ivadmj31PyLYy7hRtVceo+m/dKoe05wjNAgAAAEJVUIeayspKZWdnKykpyexSTluXmC6KDot2j0urS1VcWWxiRebq77WvZnsxoQYAACBUBVWoue+++7R27Vrl5ORo06ZNuvbaa1VeXq4rr7zS7NJOm2EYdEA7Tj+b58rJ7TQLAAAACFlBFWoOHjyoG2+8Ueecc45mz56tiIgIrVq1St27dze7tBaRFp/mMQ7Vs2ok35maHXZCDQAAQKgKqkYBL730ktkltCoO4Kzne1YNy88AAABCVVDN1AS7nvGeZ9WE8vKzvjbPmZofS2tVWRuajRMAAABCHaEmgHjP1ITyAZxxERaltre6xw6XlF3KbA0AAEAoItQEkIbaOoey/jQLAAAAgAg1ASU1LlVhlvof5PPK83S0+qiJFZmrn3ezAEINAABASCLUBJAwS5hSY1M9roXyEjRCDQAAACRCTcDxWYIWyh3QvJef2dlTAwAAEIoINQGmp82zA1oo76s5Mz5cVqN+vP+oQ6XVTvMKAgAAgCkINQEmzZbmMQ7lmZqoMEO94jxna3YyWwMAABByCDUBxnv5WSifVSP5HsJJBzQAAIDQQ6gJMD7Lz0J4pkaS+nkdwkmoAQAACD2EmgCTFp/mMT5w5ICqHdXmFOMHfDqgsfwMAAAg5BBqAkx0WLRS2qe4x06XU/tK95lYkbkGeC0/o60zAABA6CHUBCDv2ZpQ7oB2RmyYIq3148OVTh2ucJhXEAAAANocoSYAcVZNPavFUJ947301LEEDAAAIJYSaAOTdLIAOaF5L0OwsQQMAAAglhJoAxEyNp/7ezQLYVwMAABBSCDUB6AybZ6jJKckxpxA/4d3WeQfLzwAAAEIKoSYAec/U5JTkyOlymlSN+fo3sPzM5XKZVA0AAADaGqEmANmibEqISnCPqxxVOnj0oIkVmatrjFVx4YZ7fKTGpf1ldEADAAAIFYSaAOWzryaE2zobhuF7CCdL0AAAAEIGoSZAeXdAC/VmAf1sHMIJAAAQqgg1AYoDOD15z9Rsp60zAABAyCDUBCjv5We7S0L7rBrfts4sPwMAAAgVhJoA5bP8LORnajyXn+0qqVGtkw5oAAAAoYBQE6AaOqsmlNsYd4yyqnN0/bdzlUPaXcpsDQAAQCgg1ASopHZJahfWzj0urS5VYUWhiRWZz+cQTjuhBgAAIBQQagKUYRhKs6V5XAv5DmheS9C20wENAAAgJBBqApjPWTUhHmp8mwUQagAAAEIBoSaAeTcL2G2nA9rxWH4GAAAQGgg1AYyZGk99vA7g/LG0VhW1ods8AQAAIFQQagKYd6jJseeYU4ifiA23qHt7q3vsdNW1dgYAAEBwI9QEMO+2zqF+AKck9eMQTgAAgJBDqAlg3WK7KcxSv+TqcPlhHak+YmJF5uvvtQSNZgEAAADBj1ATwMIsYeoe193jWk5JjjnF+AnfZgGEGgAAgGBHqAlwPePpgHY87+Vn21l+BgAAEPQINQHOe19NqM/UpMeHyWrUjw+UOVRS7TSvIAAAALQ6Qk2AS4tP8xjvsYd2W+dIq6HecZ77arLYVwMAABDUCDUBzucATjqg+XZA4xBOAACAoEaoCXA+B3CG+EyNJPVP8Jyp2c5MDQAAQFAj1AS4HvE9PMYHjhxQVW2VSdX4B9+zagg1AAAAwYxQE+Ciw6LVtX1X99gll/aV7jOxIvP1t/l2QHO5XCZVAwAAgNZGqAkCPs0CSkJ7CVparFVR1vpxYZVThyvpgAYAABCsCDVBwKdZQIifVWO1GOpjYwkaAABAqCDUBAGfZgEhPlMjSf05hBMAACBkEGqCAAdw+upv8+yAtsPOTA0AAECwItQEAe9QE+rLzyTfDmi0dQYAAAhehJog4L38bG/pXjmcDpOq8Q/eoSaruFZOOqABAAAEJUJNEIiPjFeHqA7ucbWjWgePHjSxIvOltLMoLsJwj4/WurT/aGgHPQAAgGBFqAkSPh3QSkJ7CZphGBrgfQgn+2oAAACCEqEmSHgvQcux55hTiB/p59PWmQ5oAAAAwYhQEyTSbGkeY9o6S/0SPDug0SwAAAAgOBFqgkTPeA7g9EYHNAAAgNBAqAkS3m2dmamR+nmdVZNdUqsaJx3QAAAAgg2hJkh476nZY98jV4i3ME6Msiopuv5bvNop7S5lXw0AAECwIdQEic7tOismPMY9PlpzVAUVBSZW5B/6e3dAo1kAAABA0CHUBAnDMJQWn+ZxbY+dJWg+zQJo6wwAABB0CDVBxHsJWqifVSP5tnXeXkSoAQAACDaEmiDifQAnMzUNLD9jpgYAACDoEGqCiE+zADqgqY9XB7TdpQ5V1IZ2AwUAAIBgQ6gJIszU+GofblFarNU9dknayWwNAABAUCHUBBGfRgHM1Ejy3Vezw04HNAAAgGBCqAki3WK7KdxS/wN8QUWBSqtKTazIP/T37oBWzEwNAABAMCHUBBGrxaoe8T08rjFbI/XzOauGUAMAABBMCDVBxrtZQE5JjjmF+BGf5WccwAkAABBUCDVBhgM4faXHhynMqB//VO6QvcppXkEAAABoUYSaIOPdAY0DOKUIq6H0eM99NVl0QAMAAAgahJog43NWDTM1knz31WxnCRoAAEDQINQEmTNsHMDZkH5eh3DSLAAAACB4EGqCTI+4HjJUv4HkpyM/qaq2ysSK/IPPTA3LzwAAAIIGoSbIRIVFqWtsV/fYJZf2lu41sSL/0N+nrXOtXC6XSdUAAACgJRFqgpB3B7TddpoFpMVaFW2tn8EqqnIqv4IOaAAAAMGAUBOEvDugsa9GshiG+iZ47athCRoAAEBQINQEIZ8OaIQaSb6HcH5PBzQAAICgQKgJQrR1blg/75kaOqABAAAEBUJNEKKtc8N8mwUQagAAAIIBoSYIec/U7C3ZK4fTYVI1/sM71GTZa+WkAxoAAEDAI9QEobjIOHWM7uge1zhrdODIARMr8g9doi2yRdR3QCurdWnfUcIeAABAoAvKULNs2TINHjxYSUlJGjdunNavX292SW3Oe7YmpyTHnEL8iGEYvodwsgQNAAAg4AVdqFmxYoXuuece3XHHHVqzZo1GjBih6dOna//+/WaX1qa899Vc96/r9GbWmyZV4z8aOoQTAAAAgc2w2+1Btalg4sSJGjBggJ5++mn3tbPPPlvTpk3T/fffb2JlDYtfZmuV172sXFrhdbZkO0l/jpRmhTf4lJDwnHGFbrH8zj2+0vlPveaab2JFAAAA/q3kRrvZJZxQUM3UVFdXa+vWrZowYYLH9QkTJmjjxo0mVWWOL5y+18ol/ba6zUvxK4NcuzzG3xm9TaoEAAAALSXsxA8JHIWFhXI4HOrUqZPH9U6dOik/P7/B52RnZ7dFaY0a3kqvW9TI9X1BNS938gboR49xlnqqRmEKF8vQAAAAGmL2z8uSlJ6e3uT9oAo1xxiG4TF2uVw+14450Reo1X3ROi/bzZD2NxBgujf8ZQgZHVSiFFeeDhpJkqQaI1y71MMn7AAAAKCO6T8vN0NQhZrExERZrVafWZmCggKf2Rt/sWncv1vlG2VB1pua+9FcuVSfbCKsEbpv8rMq6Tu9xd8vkPRdWaCDB6vc468mZKpbz3at+p7Z2dkB8R8EnB4+59DA5xwa+JxDA59z8AiqPTUREREaOnSoVq9e7XF99erVGjlypElVmWN63+ma2GOix7Wx3cZqeogHGkm+bZ3tLD0DAAAIZEEVaiTplltu0Wuvvaa///3v2rlzp+6++24dOnRIc+bMMbu0Njd74GyPcXFlsUmV+Jd+CZ4TlDs4qwYAACCgBdXyM0n67//+bxUVFemxxx5TXl6e+vXrpzfeeEPdu3c3u7Q2NypllMd42+FtKq8pV7vw1l1q5e8G+JxVQ6gBAAAIZEEXaiTpxhtv1I033mh2GaZLiklSWnyackpyJEm1zlptztusjG4Z5hZmsjPjw2RI7t1Ge444VF7rVLuwoJu4BAAACAn8FBfkRqZ47iX66uBXJlXiP2LCLUqLtbrHLkk72VcDAAAQsAg1QW5UsucStI25oXUIaWN8mgWwBA0AACBgEWqCnPdMzcaDG+V0OU2qxn/0t3nvq2GmBgAAIFARaoJc38S+iouIc4/tVXbtKtplYkX+ob93BzQ7MzUAAACBilAT5CyGRSOSR3hc23iQJWjey8/ogAYAABC4CDUhwHsJ2oaDG0yqxH/0igtT+HHf/QfLnbJXsSwPAAAgEBFqQoDPvhqaBSjCaig9znMJGs0CAAAAAhOhJgQM6zJMVqO+hfFu+27ll+WbWJF/8F6C9v7eCpMqAQAAwOkg1ISAmPAYDe482OMaszVSf69Qs3RHmdbkVplUDQAAAE4VoSZEjEz2be0c6pwul8e41iXNXFVIsAEAAAgwhJoQMSrF6xDOEA81a3Kr9MQ3R3yuVzhcmrmqgGADAAAQQAg1IcK7WcDW/K2qqA3dPSS3ZBar0tHwvQqHdOMXRW1bEAAAAE4ZoSZEJLdPVve47u5xjbNGW/O2mliRuZ4dk6Boq9Ho/YIKp5Z8c8RniRoAAAD8D6EmhLAErd7Y5Egtn5zYaLBxSnrw61JdsrJQueWNTOkAAADALxBqQoh3s4ANuaF9CKd3sAlrIN+sya3Sue/m68N9obtUDwAAwN8RakKI976arw5+JVeIL686FmxSY6xacX5HvT6xgzpEev61KKpy6spPi3TXBrsqa0P76wUAAOCPCDUhpF9iP8VFxLnHRZVFyi7ONrEi/zA2OVLfzuiiscmR+q/u0Vo7rbPGJkf6PG7pjjJN+CBfWfYaE6oEAABAYwg1IcRqsWp4l+Ee1zYcDO0laA1JibHqnSmJun9YnLy33GwvrtX49w7r5ayykJ/lAgAA8BeEmhDjvQQtlJsFNMVqMXT74FitvLCTerS3etyrcLh0+5d2XbO6SMVVTpMqBAAAwDGEmhDj0wEtl1DTlOGdIpQ5rbOm94z2uff+3kplvJuvdYc4qBMAAMBMhJoQM6zLMFmN+pmHH4p/UEF5gYkV+b+4CIv+PDZBz49JUHuvFmk/lTt00UcF+sOWUtU6WY4GAABgBkJNiGkf0V4DOw30uMZszYkZhqEre7fTFxd31tDEcI97Tpf06NYjmvphgfYdrTWpQgAAgNBFqAlB7Ks5db3iw/TxhZ30q4Htfe5tyK9Wxj/y9e4ezrQBAABoS80ONdddd50++ugjORycrh7oRiV77ash1JyUCKuhh86J14opieoc7flXqLTapes+L9Kta4tVVkMTAQAAgLbQ7FDz5Zdf6qqrrlKfPn00f/58bd68uTXrQivynqnZkr9FVbVsdj9ZE7pGad20zprSzfdMm//NLtd57x/WN4XVJlQGAAAQWpodanbs2KE333xTEyZM0GuvvaZJkyZp+PDhevzxx7Vv377WrBEtrGtsV3WL7eYeVzuqtTV/q4kVBa5O0VYtn5SoxSPiFeH1tym7pFaTPjisO76066J/R2lNLsERAACgNTQ71FgsFk2cOFF//vOftWvXLj3//PPq0aOHHn74YQ0dOlQXXHCB/v73v6ukpKQ160UL8WntzBK0U2YYhuYNaK9VUzspPT7M4161U/pLVpkOVVk0Y1UBwQYAAKAVnFKjgHbt2mnmzJl6++23tX37dl1yySX68ssvddttt6lv37664YYbWJ7m57yXoG04uMGkSoLHkMQIfX5RJ81Ob9fg/UqHNP1jgg0AAEBLO+XuZzk5OXr00Ud1wQUX6J133lHnzp118803a968eVq/fr0mTZqkF154oSVrRQsamewZar7K/UouF+esnK6YcIv+lJGg+UN8u6NJUpVT+u+VBfrsp8o2rgwAACB4nVSosdvteumll3T++efr7LPP1pNPPqlBgwZp+fLl2r59uxYtWqQFCxbom2++0bRp0/Tkk0+2Vt04Tf079lf78PofvAsqCvSj/UcTKwour//QeFvnWpc085NC/VjCmTYAAAAtodmhZtasWerTp4/uuOMOuVwuPfHEE8rKytLLL7+sKVOmyGqtP6U+PDxcF1xwgQ4fPtwqReP0hVnCNDx5uMc1lqC1nGfHJCjaajR6v8YpjXsvX6//UM4MGQAAwGlqdqjZtm2bbr31Vm3atEkff/yx5syZI5vN1ujjx48fr/fff79FikTr8F6CRrOAljM2OVLLJyc2GWyO1ro0L7NYc9cUq7SaM20AAABOVdiJH1Lnu+++O6kX7tixozIyMk66ILQdOqC1rmPBZuaqQlU4XIq2SkM7huvLvBqPx725u0L/PlytZeM6aHinCJOqBQAACFzNnqnp0KGD3nrrrUbvr1ixQh06dGiRotA2hicPl8Wo/xbYVbxLRRVFJlYUfI4Fmy6RTi2f3FH/+q9OWjLapiir5+Nyjjj0838e1pJvjsjJcjQAAICT0uxQ43K5mlz773Q6ZRiNL7WB/4mNiNWAjgM8rm3MZbampY1NjtT751RqbHKkDMPQnL4xWn1RZ/VP8JworXVJD35dqktWFiq33GFStQAAAIHnpLqfNRVaNm3a1OQeG/gnlqCZo19CuD6b2lk39Yvxubcmt0rnvpuvD/c13kENAAAA9ZrcU/P88897nDVz7733auHChT6PKykpUWlpqWbOnNnyFaJVjUweqaXblrrHzNS0nagwQ4+Nsml8SqT+Z61dRVX1zQKKqpy68tMi3dQvRguHxysqjFlQAACAxjQZahITE5Weni5J2rdvn5KSktSlSxePxxiGoXbt2umss87S3LlzW69StIqRKZ4d0LYc2qJqR7UirGxYbysXdI/W2mkR+mVmsdbkVnncW7qjTOsOVeml8zqory3cpAoBAAD8W5OhZsaMGZoxY4YkaerUqbrrrrs0bty4NikMbSM1LlVd23fVT0d/kiRVOiq1LX+bzkk+x+TKQktKjFXvTEnU098d1aLNpXIct31te3GtznsvX4tH2HRdn3bsXQMAAPDS7D01H3zwAYEmSHnP1nAIpzmsFkO3D47Vygs7qUd7z/ZolQ7p9i/tumZ1kYqrONMGAADgeI2Gmv3792v//v0+4xP9QeDxDjU0CzDX8E4RypzWWdN7Rvvce39vpTLezde6Q1UNPBMAACA0Nbr8bPDgwTIMQ4cOHVJERIR7fCJFRZxzEmh8Qk3uRrlcLpY5mSguwqI/j03QhK5RuutLu47W1q9H+6ncoYs+KtAdg2N199BYhVn4nAAAQGhrNNQ888wzMgxD4eHhHmMEn4EdByomPEZlNWWSpMPlh7WnZI962nqaXFloMwxDV/ZupxGdInTDF0XaWljjvud0SY9tO6I1uVVaOi5BOUccuiWzWM+OSdDY5EgTqwYAAGh7jYaaWbNmNTlG8AizhGlYl2Fas3+N+9qGgxsINX6iV3yYPr6wkxZtLtXT3x31uLcxv1qj3slTrVOqdkozVxVq+eREgg0AAAgpzWoUUFFRoaFDh3qcWYPgwr4a/xZhNfTQOfFaMSVRnaM9/9qW19YFGkmqcLg0c1WhT2toAACAYNasUBMdHa3S0lJFRHB2SbAalTzKY0yo8U8TukZp3bTOmtKt8ZkYgg0AAAg1zW7pPGXKFH388cetWQtMNDx5uAzV75nKKspScWWxiRWhMZ2irVo+KVG2iMb3uFU4XLolk88PAACEhmaHmttvv1379u3Tddddpy+++EL79u3T4cOHff4gMMVHxqt/x/4e177K/cqkanAihmHo7xMSFWlt+H601dCzYxLatigAAACTNNoowNuoUXXLk3bs2KH33nuv0cfR0jlwjUoZpe8LvnePvzr4lc4/43wTK0JTxiZH6s3JHTXtowK5jrseaRHNAgAAQEhpdqiZP38+LZ2D3MiUkfrLN39xjzcc3GBiNWiOscmRmpASqU8P1u+fubJ3OwINAAAIKc0ONffee29r1gE/MDLZswPa5rzNqnHUKNwablJFaI4pqVEeoaa0xtXEowEAAIJPs/fUIPh1j+uu5Jhk97iitkLfHP7GxIrQHEMTPUPntsJqkyoBAAAwR7Nnao756quvtHXrVpWUlMjpdHrcMwxD8+fPb7Hi0LYMw9DIlJF6N/td97UNBzdoWJdhJlaFExnYIVwWQ3L+Z4Lmx1KHSqqdio/gdxYAACA0NDvUlJSU6IorrtDGjRvlcrlkGIZcrrqfoo79M6Em8HmHmo0HN+qWs28xsSKcSEy4RWfGhynLXuu+9m1RjTK6sK8GAACEhmb/KveBBx7Qli1b9MILL2jLli1yuVxasWKFvv76a11zzTUaPHiwdu3a1Zq1og2MSvE9hPNYeIX/Guy1BG1rAUvQAABA6Gh2qPnoo490zTXXaMaMGYqLi6t7ssWinj176qmnnlJycrL+3//7f61WKNrGwI4D1S6snXucV56nvaV7TawIzTE0McJj/E1hjUmVAAAAtL1mh5qioiINHDhQkhQeXvdb4bKyMvf9yZMn65NPPmnh8tDWwq3hOrvL2R7XaO3s/4Z4z9QQagAAQAhpdqjp3Lmz8vPzJUmxsbGKjY1Vdna2+35xcbEcDkfLV4g219ASNPg37+Vn2SW1OlrjbOTRAAAAwaXZoWb48OFat26dezxp0iT96U9/0vLly/X666/rueee04gRI1qlSLQt7/NqCDX+Lzbcot5x9X0/XKprFgAAABAKmh1q5s6dq/T0dFVWVkqSFi5cqA4dOuiXv/ylbr75ZnXo0EEPP/xwqxWKtnNO8jkyZLjHOwp3yF5pN7EiNMfQjt7n1RBqAABAaGh2qBk9erQeffRRRUVFSZK6du2qjRs3as2aNVq3bp02bNigXr16tVqhaDu2KJv6JfZzj11yadOhTSZWhOYY0oEOaDg9a3KrNOiNQ1qTWxXQ7wEACD2ndTqfYRgaNGiQ+vfvr7Cwkz7HE35sZIrnEjSaBfi/IR3pgIZTtya3SjNXFWp/mUMzVxW2Suhoi/cAAISmRpPI/v37T+kFU1NTT7kY+I+RKSP18rcvu8fsq/F/g71marJKalVe61S7sNP63QVCwJrcKs1YVaDK//R6qXC4dPFHBQozJIvR9HOby+mSao878qrC4dLMVYVaPjlRY5M5KBYAcHoaDTWDBw+WYZz8/82KiopOqyD4B+8OaF8f+lo1jhqFW8MbeQbMZou06IxYq/YcqfvJ1OmSvi+q1TmdI07wTISyY7MnlQ00r6x1qa7rRCsh2AAAWkqjoeaZZ545pVCD4NAjroeS2iUprzxPklReW67vCr7TWUlnmVwZmjIkMUJ7jlS4x1sLqwk1aNItmcWqcLRicjmBCodLt2QW69sZXUyrAQAQ+BoNNbNmzWrLOuBnDMPQyJSReu+H99zXNhzcQKjxc0MTw/VuTn2ooQMaTuTZMQm67OMCmXWsUbTV0LNjEsx5cwBA0GB3PxrlHWo2HtyoeWfNM7EinMgQr0M4txJqcAJjkyPVNz5M3xbXelyPtkqvTExURpeWWRa29lCVpn9cqOOzU7hFLD0DALSIZoeaRx555ISPMQxD8+fPP62C4D8aOoTT5XKxLNGPeYearOIaVda6FBXGZ4aGHSp36DuvQBNllZZP7tiiYWNi1yhd2Ttar/5QP5N4TqdwAg0AoEU0O9Q0dbCmYRjuH3YJNcFjcOfBirJGqdJRd+Bqblmu9pXuU4/4HiZXhsZ0iLIqtb1V+4/W7fqudUnbi2t0dif21aBh7+yp8OgFEG6R3mjhQHPMDX3be4Sa74trVet0KaylWqwBAEJWs3u9FhcX+/wpLCzUli1b9Itf/EJnnXWWfvjhh9asFW0swhqhs7uc7XFtYy6tnf3dUK/ZGvbVoCkr9pR7jH93dlyrzZ4MSQxXh8j6/+2UVLu0pYDvT793CEkAACAASURBVADA6TutAywsFovS0tK0ePFi9ejRQ/fcc09L1QU/4d3amfNq/N+QRM9Zma2F1SZVAn+Xc6RW/z7sGSouPSO61d7PajF0XopnYPr0p8pWez8AQOhosVP5xowZo5UrV7bUy8FPjEzx3Fez4eAGkypBczFTg+Z6Z0+Fx3hU5wiltm/d/jETunqGms9+qmrV9wMAhIYWCzXZ2dlyucw76wCtY0TyCI/x9oLtKq0qNakaNId3s4DtxTWqNvEcEvivt71CzX+34izNMRNSojzGmwqqZa8yqZ80ACBoNPtXcuvWrWvweklJiTIzM7V06VJdcsklLVYY/ENCVIL6duirrKIsSZJLLm06tEkTekwwuTI0plO0VV3bWfVTeV2zgGqntMNe47MsDaFtp71G3xXVz+JZDOmSNgg1KTFW9beFabu9ruOa0yV9kVulaWmt/94AgODV7FAzderUBlv5ulwuWa1WXXbZZc1q+4zAMzJlpDvUSHVL0Ag1/m1wYrg71Eh1S9AINTie9yzN2ORIdY62tsl7j+8ape32o+7xZz9VEmoAAKel2aHm/fff97lmGIZsNpu6d++u2NjYFi0M/mNkykj97bu/ucc0C/B/QzuG68P99Ruw2VeD47lcLq3Y7RlqLmuDWZpjJnaN1LPf14eaT3+q4gwsAMBpaXaoycjIaM064Me8O6BtOrRJtc5ahVlad0MxTp33vpqtBXRAQ71thTX6obT+wM1wi3RRj7YLNaOTIhVllSr/M5l4oMyhH0prlR4f3vQTAQBoxEk3Cjhy5Ij+9a9/6cUXX9SLL76of/3rXyot9Y+N4xdeeKFsNpvHn+uvv97ssgLeGfFnqFO7Tu5xWU2Zviv4zsSKcCJDvZaafVdcoxonzQJQZ4XX0rOJXaNki2yxvjEnFB1m6GdJ3q2d6YIGADh1J/V/sSVLlqhv3766+uqrdc899+iee+7RrFmz1LdvXz3xxBOtVeNJmTVrlnbu3On+s2TJErNLCniGYWhksmdrZ5ag+bcu7axKiq7/613lkHbaa5t4BkKF0+XyCTWX92z7/Sy+rZ05r+aYNblVGvTGIa3JbZ2g19qvD//A54xQ0+z1Q3/84x/10EMPKSMjQzfeeKN69+4tl8ulH3/8UcuWLdPvf/97hYWF6de//nVr1ntC7dq1U1JSkqk1BKORKSP1wY8fuMcbD27UL4b+wsSKcCJDE8O18kD9/8y2FVZrYAeW94S6r/KrdaCsvolEtNXQz1OjmnhG65jYNUr3/bt+ln/toWpVOVyKtIb2vprPf6rUzE8LVeWQLv+4QPOHxGpAC/69/b6oRo9uO6JqpzRzVYGWT+6oscmRJ34iAsqa3CrNWFWgSgefM0JHs0PN0qVLNX78eK1YscLj+sCBA3XxxRfr0ksv1dKlS00PNW+//bbefvttde7cWZMmTdLdd99NE4MWwExN4BmcGOERarYW1mhWuokFwS94dz37eWqU2oe33dKzY/rawpTSzqKD5XVn1JTXurQhr1rjUkL3B68vDlbqslWFOnasVLVTWrTlSKu9X4VDmr6qQG/yA29Q+fynSl2+qlC1//k+qiDYIEQ0+/9kRUVFuuCCCxq8ZxiGpk6dqqKiohYr7FRMnz5dS5cu1fvvv6+77rpL7733nmbPnm1qTcFiSOchirTW/8fwp6M/aX/pfhMrwokM9WoW8A0d0EJerdOld71CzWUmLD2T6v6/Mb6r5wxRKC9BW5NbpcuPCzRtpcohXfZxgdYcDN2vfTBZsadc//1xfaA5pi7YFLIUDUGt2TM1Q4YMUVZWVqP3d+zYoaFDh7ZIUcdbtGiRHn/88SYf8/7772vMmDG67rrr3NcGDBigtLQ0TZw4UVu3bm20tuzs7JYs95T4Qw3N0S+un7YWb3WP/7H5Hzq/6/kmVhRY2vpzjqsyJNX/wLqtoEpZu7IV4qt7Wp0//33eaLfocGV9kIixupRWeUBmldzfYpVU/8uSf+0p1dW2/8/eeYdHUW5//Dtbstn0TjqE3hNAmiShFxWlCTa4FxsISLBcfxa8cBHbVQFFqVevXjtgFKRILwlIbwm9hJJG6qbvbrbM74+Y7M7sbkjCltnd83ke/ph3ZmcOmd2Z97znnO8pdIwxzcTa9/mZo57Q6O0fMQMAjb4uYrOlrxIBlKHKQci/Zz77S8T4v4seYGH+Ia/UsZixrxCb+5IDy8eZ7rM706FD4+kmTXZqPv74Y0yaNAkxMTF49tln4ePjAwCoqqrCl19+ia1btyI1NfXerDXDrFmzMGXKlEaPiY6ONjveq1cviMViZGVlWXRq7vYHsjVXr151uA1NZUjBEJw5YXBqbrG3nMZ2R+OI+9yeZRGSeQfFqrr0HpWeAcLaoAPNWmyG0H/Pyw8qANQ0bI+L80b3Tuafn/YgOEaHty/fQf2i8tVqEfyi2qKVl32agLYUa9/nWh0L37MFKNbozO4XMUDvECmCPVv+dylR6XCqWANLIohqPYO/ZfpgdVKQW6cAGiP033M9Si2Lt4+X46tL1Xc9dmliCDrEUqNbY5zlPhN3p8lOzbPPPguGYbBo0SIsXrwYYWFhYBgGBQUF0Ov1aNWqlYl8MsMwOHLkyD0ZGBwcjODg4BZ99vz589DpdCQcYCX6R1JdjTPBMAzig6UcqdyzJRp0JqfGLVHrWPx+SxipZ/UEeYrRK0SKU8WG1Mh9eWo83t7LgVbZn3+fqcCNSvMOjVzMYN3IYKvUQqTlq/HYrhIoLeS45dfoMX5HMV7u6YM3e/lBKqKwrtC5oNDg2f2luNhEdcvfbijxIDk1hIvSZKcmJCQEoaGhaN++PWc8Li7O6ka1hBs3bmD9+vUYNWoUgoKCcPnyZbz99tvo2bMnBgwYcPcTEHeFLxZwrvgcKmsr4etBQgxCJYHn1JwprsVj7dxrwkjUsTdXhfJaw2Q2WCYSRNHwsChPjlOzN1flVk7NsUI1lmVWccbEDKBjrevQAEByhAzrRgY3ODaeYqC1jxiXyw0OFQtgaUYV0vLV+HJwENr4UpNlIcKyLL66VI23j5c3NLGtR8IAUzt4Yd31Gih5+zZkKfFgbA0mxLnPb4xwH5r8tNq6dast7bhnpFIpDhw4gNWrV6O6uhpRUVEYNWoU3njjDYjFwk5lcBaC5EHoGNgRVxRXAAB6Vo+Td05iSOwQxxpGWKQnrwnnWRILcFv4qmfj4+SCWIkfHiXDJ2cNCl/78tTQsyxEjONtszXVGj1eSFNwUsIivERYMjAArx8px4qkQKs7nvWOzZx0BVYkBWJgKw/8+3QllmRUwjh+c6JIg6RNhVgyMABTaCFEUJSqdHjxUBm23TatjYnzFeOrwUHoHeqBiW29MDtdAQnD4maVvuGYVw6XYUArGSIEnuZJEM3FZZZgoqOjsW3bNkeb4fL0j+zf4NQAwJG8I+TUCBi+AlpmqcZtJoyEgWqN3mQCNDFOGCko94V6wFfKoFJTN6UuUumRWapBPM8hd0X+ebwCWby0sy8SAzE8ytOmKULJETJkTglv2H67jx+SI2WYmVaK/BrD5LdSw2JGmgJ7c1X4eGAAfB0g/U1wSc9XY2ZaaYMUujGPt5Nz7lNyhAznpoTjfKkGQzcXovavjyjULFIOKrB+ZDAYehcQLkSznlA6nQ7fffcdpk2bhsGDB2Pw4MGYNm0avv/+e+h05vOBCdeC6mqci1gfMQI8DC+tSg2LrIqm5V4TrsPOHBVqjDReI71EGNhKGE6DVMSYRCP25rq+7OyuHBX+e5lb2P1cZ28Mj7J/I1SgbgJ8cFwYHjDTiPXn60oM3lSI08W1DrCMAACNnsXik+V4ZHuxiUPjK2WwNjkQq5ODzDqe3YKkeLu3H2dsV64aX1+uMTmWIJyZJjs1FRUVGD16NObNm4cDBw6AZVno9XocOHAAKSkpGDNmDCorbdckjBAGAyK59Ukn7pyATk8OrVBhGAYJIdzJ6xlKQXM7fsnipp5NiPMSVLSOP5Hf4+L9akpVOsw9qOCMtfMTY9F9fhY+YR+CPcX4cXgQPhngDxkvMymrUoeRW4qwPLMSetbOzXTcnJuVWjy4rQhLMqrA/8v3CZEi7ZGwu6YIzunmY7KQ8fbxclwvp0UuwnVoslPz7rvv4vTp03j//fdx7do1pKWlIT09HdevX8cHH3yAU6dO4d1337WlrYQAaBfQDiHykIbtytpKnC8+70CLiLsRH8RNQaO6GveivFaPXTlcJ2GSQFLP6hkWxY3UHC2sRZXGNL3GFWBZFq8eLscdpeH/J2KA1UlB8BZAehfDMHiuiw/2jg1DlwBuhrqWBRacqMCknSW4U0OLWfbgl6waJG8qxPEi7nObAfByDx9sfygUcX53ryQQixisSgqEj8SwmFGjZTErXQGtJZ1vgnAymvwE3bJlC55++mm88MIL8PAwePtSqRQzZ87E9OnTsXnzZpsYSQgHhmHQL6IfZ+xoPqWgCZmEEK5Tc4ZSSNyKLbeUDbn0QF0hca8QYcl6t/GVoK2vITSg0QMH77hmCtovWUr8dpMbOXulpy/6hgkjHbCebkFS7H04DM929jbZty9PjcRNhdiZ7doRNUdSpdFjdroCzx1QoELDdTrC5SJsHB2Mhff5N0vso42vBO/39+eMHSuqxWc89T2CcFaa7NSUlJSgS5cuFvd37doVJSUlVjGKEDb8FDSqqxE2/ILrs6UasJQ+4jb8ylM9mxTnJcjiYNMUNNdzanKrdfjHkTLOWHywFP8XL0xZfLmEwZKBAfh+WBCnNg8AilV6TNldgjePlkFtoe8N0TLOFNdi8O+F+PGaac3L6BhPHBofhsGRLau9mtbBC2N4dVMfnK7A2RJa7CKcnyY7NTExMdi3b5/F/fv27UNMTIxVjCKETb9IbqTmSN69NVglbEucrxh+RhOSiloWNy00+iNci2KVDvvzuM7BRAc33LQEPwVtn4s5NXqWxZyDCk6vIJkYWJMcCA+x8JxMY8a2luPQ+FYYFG4aTVp1oRojthThShmltd4repbF5+cqMXJrEa5XcJ/RMjHwUX9//Dw8CMGeLZdiZhgGywcFIFhmmP5pWWBmmgIqLTmnhHPTZKdm6tSp2Lp1K2bNmoWLFy9Co9FAo9HgwoULmDNnDrZt24a//e1vtrSVEAgJYQnwEBtebjmVOcitzHWgRURjMAyDnlRX45ZsuqmE8SJ61wAJugYKK/WsnsQIGYzS/XGtQotbla5TxPzlxWoTB3NBH390DhDm/eAT5S3G76NDML+XL/g+WGapBkM2F+HbK9UUBW4hhUodJu8qwT+PV4BfTtbJX4I9Y8Mwo6uPVaKsYXIxPh0UwBm7VKbFu6cq7vncBOFImuzUzJs3D9OnT8fPP/+MQYMGITw8HOHh4UhMTMSPP/6I6dOnIyUlxZa2EgLBU+KJXmG9OGOUgiZsEoL5CmiUauAOpPJUzya2FW4TRV+pCP156kyuIu18tVyDhSe4E8akcA/M6mparyJkxCIGryX4YdsDIYjx4UYLarQsUg6V4en9CpSp9UjLV6PH+jtIy7fNPbT1+e1B/f/h04xKDNpYaDblcnpHL+x7JBTdg6zr/D7cWo4n2nOfByvOV7lsLRvhHjS5+SbDMFi2bBlmzJiB7du3Izs7GwAQGxuLUaNGoWvXrjYzkhAe/SP7cwQCUnanQMfqMLnzZAdaRVgiPpgiNe5GbrUOhwu4zqvQVM/4DI/yxKE7Bpv35qnwtJlCdWdCo2cxM00BpVHIzE/KYGVSoKBktZtD/1YypD8ShlcOl5nUbG28qcTBO2pU1uqh1gOP7SrBupHBJr2I7oW0fDUe21UCpY61yfntQd3/oRhKHfCvk6YREn8PBssHBWJcG9v9Zj/s74/0fDVyqutS3VgAs9IVODQuDH4ejlfiI4jm0mSnpp4uXbo0KhhAuAdaPTctpEpThZTddZE6cmyEh4kCWkktWJYVZME4YR1+u1HD6WnRO0TaJOlXRzIsUoZ3Thq2D+SrodWzkDRD4UloLM2oxKli7iLCh/39EeMj7HtxNwJkInw1OBBDI2V4/Wg5p7lrscqQP6XUsZiwoxjJER5oJW95LUg9BUod0vJrG9IqndGxSctXY8quYqgslDYObOWBtcmBNv+O+HuIsCopEI9sL254VmRX6fDG0XKsTAq06bUJwhY0+xdz/fp17Nq1ixOpGT58ONq3b2914wjhsvHqRpMxpVaJdw69Q06NAGnnJ4GPhEHVXxMPhZpFdrUOsU4+sSIsw19BnyjwKA0A9AyWIsRT1DAprqhlcaKoFgNaOcdklc/p4lp8dIbblHpsrKdJ2o+zwjAMpnX0xoBWHnh2vwIZpeYjwDoW2Jdnu5RXZ3Js6iM0lhyaJ9vLsXxQoN0c+aQIGWZ388GK8wZZ5x+v1eDBWE+MbS38ZwZBGNPkGY1Wq8Vrr72Gb7/9Fno9t4qNYRhMmzYNS5YsgURCkyR3IL8q3+x4TmWOnS0hmoKIYdAjWMpJRzpTrCGnxkXJqtByogMMgIlxwp9IixgGQyNl2GBUC7QnV+2UTo1SW5d2ZizUECYX4dNBAS4XIe3gL8WusaFo91M+qjSOEQpQ6ljMSVcgc0q4Q67fVOakK6BsRHwyPb/W7pHJf/b2w55cFS6VGTIwXvqzDP3DPBBqhegaQdiLJidNLl68GN988w2mTJmCffv24fbt27h9+zb27t2LKVOm4Ntvv8XixYttaSshIKJ9o5s1Tjgefl1NBtXVuCz8KM3AVh6I9HaOyckwXr+afXnO2eBx0clyXCnnpul+dn8AQu5BjlfIyMQMfhweDEeVYshEwAonSJl6or3l6IdczDjk/+ApYbAmOZCjPlis0iPlUBmp2RFORZOXaX/66SeMHz8eq1at4oz36tULq1evhlKpxI8//ohFixZZ3UhCeCwYtACzd86GRm+YGIsZMRYMWuBAq4jGqFNAq27YJgU01+XXLG7TvkcFrHrGZ2gkNypzqlgDhVqPQJnzFC4fyFNh9YVqzti0Dl54INa103mSI2T4ZVRIQwF8PR4iYFZXb3Sygnz15TINVl2oRi1P9thLwqCHlRXCrE1+jQ7/uVRtdp9czDg0fS4+2ANv9PLjyDr/ka3C91drMK2jc4t1EO5Dk52ampoaJCYmWtyfnJyMvXv3WsUoQvhM7jwZl0ovYcmxJQ1jYV5hVE8jYPiRmjMlGhILcEEuKDS4YJRGImaAR9q0rPu4Iwj3EqNboATnFXX/Bz0L7M9TYYITpM8BQJlaj9npZZyx1j5ivN/f30EW2ZfkCBnWjQxpUCezxWR9eLQck3cVQ23kOClqWfzjcBm+GhJktetYE5ZlkXJQAYXaNPLhaIemnpd6+GBHthLHiwyLlW8eLUdShAxtfClVmRA+TV76uv/++3HkiOXO8UeOHMH9999vFaMI52Ben3mc7YKaAlRrzK9CEY6no78EcqOuecUqPfJq9I18gnBGfuX1phkSKXO6lKfhvBQ0Z+pX839Hy5BbY5htMwBWJQXCV+o8kaZ7pc6xCUaMt9gmk/XkCBk2jAyBn5S7IJN6Q4lUXpRSKHx9uQa7eN/j6R29bPY3agkSEYPVSUHwMspDq9KymJWugE5PaWiE8GnyU3bJkiXIyMjAq6++isuXL0Oj0UCj0eDy5ct45ZVXkJmZiSVLltz9RITL4CfzQ7uAdg3belaPc0XnHGgR0RhikWl6xllKQXMpWJbFLze4kzqh96Yxx7Ao7gRvb67aKXL7N91UYv11rlOZ0t0H94c7fsJqb5IjZMicEm6zyXpyhAzXnohAT94z7ZXDZcirbqQS3wFcL9fi7ePlnLGBrTywZGCATf9GLaGdvwSL+/pxxg4X1GKlkToaQQiVJscT+/btC5ZlceXKFXz99dcNKSv1LxqJRIK+fftyPsMwDPLy8qxoLiE0EsIScL3sesP22cKz6B/Z34EWEY0RHyLFsSIjBbQSDR508Tx/d+J0sQY3Kw0TOpkYeMgJZVkHhMkgFzMNDStza3S4XK5FZyvUZNiKOzU6vPwnN+2sa6AEb/X2s/AJ4l7xENcVuA/ZXNiQilZey+LFgwqkjgoWRGqtVl8X6TDu4+MjYbAqKRBigfZfeqaTN/64rcJuo8jS4lMVGBbliW4Cr1si3JsmOzUTJkwQxAOCEBbxYfFIvZLasH2m8IwDrSHuBr+u5iwpoLkUqTzVs5FRnvB3ws7gnhIGieEenHSdPblqwTo1LMsi5ZACpWpDOqdUBKxJDoJMTO9NW9IlUIp/9vbD28cNBe5789T46lI1nuvi40DL6vgss4qzkAQA7/f3F3SNCsMw+DwxEPdvLGioAarVAzPTFdgzNpS+04RgafKviq96RhAAEN8qnrN9tvCsgywhmkKdApqBs8WUfuYq6FkWv/FTz9o6X5SmnmFRnhynZl+uCnO6OX6Sao7/XanBzhxuvcT8Xn6CV+NyFWZ388Ef2SocumN4nv3zeAWGRMrQ3t9x9+BsSS0+OF3BGRsT44lpHYQvehHhJcbSgQF4er+iYexcqQb/PlOBBX3cQ/SCcD6cbwmPEBTxoVyn5lLJJSi1SgtHE46mU4AEMqOa8TtKPe7UCCv/nGgZhwtqOcIP3hIGo2OcR/WMD7+u5tCdWqi0wquruVGhxfxj3HqJAWEemNtdmA6YKyJimL/EGAwRBKWurvmp1kEF7qq/mq8af2WDZSIsd6LmqxPivPAob2Hk08wqHC1wHuEOwr0gp4a4JwI8A9DGv03Dto7V4ULxBccZRDSKVMSgeyCloLki/IabD8Z6wkvivI/4jv4SRBs1DFXqWBwW2GRK91e9RLXRzNVb4PUSrkqsjwQf8mSzTxZrsDSj0iH2vHuqApfKuM1XPx0UgDC5cykRfjIgAJFehueInq1LQ6vSkHImITyc941HCIb4MG605kwB1dUImXh+ChopoDk9Gj2LjTynZqITqp4ZwzCMqQpanrCcmuXnqnCkkFcv0c8fcX7CrZdwZZ5s74WHYrnRyY/OVOKMndNsD95RYwVPLeyJ9l542AlFOwJkIqxIDOSM3azU4W1edJIghAA5NcQ9kxCWwNk+W0R1NUImIcS0CSfh3KTlq1FiVKTu78FgWJTzpp7VMyyS+3/Yk6tykCWmZJZq8D6vXmJ0jCf+1lH49RKuCsMw+PT+AIR6GqY2WhaYmaaA0k6pixW1esxKV8D4atHeYpMokjMxNMoTz3fx5ox9c6UGO7OF83skCICcGsIKUKTGueAroGWQU+P0/MJruPlIa7lLKBQNiZTBOIvrgkKLfAHUgNXqgZlppTDOwAmSibD8fuepl3BVQuVifDYogDN2uVyLd07aJ7LwxtFyZFdxv6OrkgKdUoXQmEX3+aE9LwI595ACJSrH/x4Jop4m/8qys7OhVFouAFcqlcjOzraKUYRzwXdqLpZchForrDQRwkCXACmM36851ToUC+DFlJavRo/1d5CWT9+d5qDSsth6i/tsdmbVM2MCZCL04UUW9zo4WpOWr8aoo3JcUHDrJZbdH4BWXs5VL+GqPBgrx1SewtiqC9U4YOP0xS23lPjxGleBcHY3byQJqLlmS/GSiLAmORDGayUFSj2m7S1x6ud2Wr4aDx/3tKn9tn632ePd6Szv5yY7NfHx8diyZYvF/X/88Qfi4+Mt7idcl2B5MKJ9oxu2NXoNLpZcdKBFRGN4iBl0FZhYQFq+Go/tKkF2tQ6P7SoR/INTSOzOVaFCY0h2CZOLkORCHeyH8tLo9jmwriYtX43JO4tRreNGYx5rJ8e4Nq7hSLoK7/fzR6wP18mcc1CBMrVtCtyLlDq8xGu+2jlAggW9nTftjE+fUA+8Gu/LGfuzQOO0z+36984dtchm9tv63WaPd6czvZ+bXM3Iso3no2q1Wgq7uzEJYQnIqcxp2D5beBYJrRIa+QThSOKDpZxamjPFGgx3UA1GWp4KE3eWNEifKnUsHttVgnUjg5HsAiuctiaVl3o2ro3cpZS3hkfK8NEZg4LVvlw19CwLkZ3fN3Uv9mLw58QhniJ8NCDA/IcIh+HnIcKqpECM/aO4ob4lp1qH14+WYU1ykFWvVdd8tQzFKsOXQ8IAa5ID4Slxnd8iALwW74tdOSqcLuYuhDnbc7v+96z8K0lBqWPxyPZieIpgteenTs/C6Cth9WvY+vyWriHk+9ysJE9LTkt5eTl2796N0NBQqxhFOB8mdTWFVFcjZEyacDpIAS0tX41Hd5WAX8Nb/+AU8oqQEKjS6LGdV6w7yclVz/j0CfWAn4fh3VOi1ts9sli/Uqk0k6VZWWt/e4imMShchhd5/YLWXVdi003r9lL7/moN/uD9Dt/o5WeiNOkKSEUMnuvsbXafszy3G/s9q/RAtZa1yj+VhaCgta5h6/NbuoaQ73OjTs2HH36IoKAgBAUFgWEYzJgxo2Hb+F9cXBx++eUXTJgwwV52EwLDRAGtkBTQhAxfLMBRCmhz0hWotfBgVupYzEovta9BTsYft1VQ6gweYbS3GP3CXGsiJRExGMJbEdyba9+X6Zx0BefvbIxaX7efECbze/mhawA3KeXlP8tQYCXBiZuVWrx5lCtC0DdUipd6uG7z1Q9PW+79o9Sxgv89NPZ7JpqGUO9zo+lnvXr1wvTp08GyLL755hskJyejXbt2nGMYhoGXlxd69eqF8ePH29RYQrjwIzXni89Do9NAKpZa+AThSLoGSiFh0BAhuV2lg0KtR6DMvgo9M7p4458nKho9JqOkFj1dcMXTGqSa6U1j77QsezAsyhO/3zKshO/JVZnk9tuS9/v7Ydpe8y9wuZjBiqRAs/sIx+MpYbA6ORDDtxQ1qNWVqvVIOaTAzyOC7yltXqdnMTtdgSqjULOXhMHqpCBIXCgFlM+KpEBO6pYxzvB7WJEUiCm7iiEAfRynRaj3uVGnZvTo0Rg9ejQAQK1W45lnnsF9991nF8MI5yLMOwyRPpHIq8oDn8zmxAAAIABJREFUAKh1alwsuYieYT0dbBlhDk8Jg86BUpwrNURozpbUYkikfetq7lb0nVutx4gtRfjXff6Y1dWb6vaMKFPrTfq2uIrqGR9+E85jhbWoqNXDzw4yuSzLYt018+lKcjEj2NxywkDPYA+82csP75w0LKDsyFHj2ys1+Hsn86lUTWHl+Sr8WcBN3V3c1w/t/F27+WpyhAzrRoZg4o5iTuqwmIFT/B6SI2SY0s4L317hKtXJxcA3Q4MwyEpCK4fuqDF9XynH+bPmNWx9fsvXEO5zr8lvhJUrV5JDQzQK34GhJpzCJiHYsQpoGSW1ZjvE892WWj3w1rFyPLa7BEXmlgbdlN9vKTl9Utr7SdAzyDUjo7E+EnQwmihq2bqu7fbgp2s12HLbVEZayC92wpR53X3Qn5ea+daxctys1Fr4ROOcL9Vg8SlulHl4lAzP3IOT5EwkR8iwuK8fZ0zCwESCXaic4gkdSEXAupEhGB0jh49UZJV/o2PkWDcyBPK/dLDrnhnWu4atz2/5GsJ97jVrmev27dtISUlBQkICYmJicPDgQQBASUkJXn31VZw5Q8Xh7oxJXU0BOTVCxqSupti+Ts3n56o4210DJYjxFmPdiCBM62DalX1njhqJmwqxT0Bd5R3Jr/zUs7Zyl45kDY20f13N7SotXufVS3T0EyNcphf0i50wRSxisDopEN5GamTVWhYvpCmg0zevvqJWx2Imrx4wwIPBF4mBLv0b5DOzqw9CjFKW1XpgR7bwn8+XyzScLAWAxVeDA23ye66LagXXvdts8Myw9fntdQ1r0WSn5vLlyxg8eDA2bdqEdu3aobq6Gjpd3appcHAwjh8/ji+//NJmhhLCh19XQ2IBwsaRCmi3KrUmk/IFffyQOSUco2Lk+DwxEF8PCeSoXgF1zd4m7CzBguPlqHXjQs+CGp2J8oyrqZ7x4UuO81PvrI2erauXqDTqASQXM/hxRDA291UJ+sVOmCfOT4L3+nH7xhwprDVZYLkbH56p4E2KgaUDAxDhZs1XRQyDx9tzF6D4dX5ChG9jvwA9HmljupBmLZIjZMicEm6zZ4atz2+va1iDJjs1CxcuhK+vL44fP461a9ea9K0ZNWoUjhw5YnUDCeeBH6k5V3wOWn3LQvuE7ekWJIFxLWtWpQ7llqTIrMzK81Uw9kk6B0gwKpo7aZ0Q54X0R8LQL9RUJGD5uSqM3laErAr3/H5tuqmE8eJy9yApOgU4R9pHS0kM94BxCc2NSh1u2PD+rzxfhYN3uI7+O3390N7ftf/Ors7fO3phVDR3Yvbe6QpkljYtUn20QI1PM7lO0KNt5ZjY1naTYiHDr+PblaOyWYNTa8CyLFKzuLU0o0Pc8z3iijTZqfnzzz/x3HPPISwszGx4NSYmBvn5+VY1jnAuwr3DEeYV1rCt1CpxpfSKAy0iGsNLIkJnXkFrhh3qakpVOnx3lftSmdvdx6xqV2tfCbY9GILX4n3BFxM6XaxB8qZC/HSt5q7NgV0NfpTL1aM0AOAtFWFAK14KWp5tojUXFab1EkMjZRb7cxDOA8MwWD4oEEFGaVMaPTAzrRTqu0R/qzR6zExXcBYUIr1E+MSNm68mBEvR1tcQoarVA1tvCzdac7ZEg+sVhtpMqQgYEkK1mq5Ck50arVYLb2/LD3SFQgGx2L1CrwQXhmFMojXUhFPY9DTpV2P7FLSvLlWjxkgyJ8JLhMmNrHJKRAzm9/bD72NCEMVL76jSspiVrsCMNAUq7BRlcjTZVVocKeTep4lu4NQAwDBeXc0eG9TV1OpYzExTQG00z/H3YLDCzeolXJlwLzGW3c91RC4otHj/VOPy8m8fK8fNSu4EeEViIALsLIUvJBiGMYlS8RddhATfthFRnvBzbbE6t6LJv8SuXbsiPT3d7D6WZbF582YkJCSY3U+4DyYKaFRXI2gSQripXbaO1Ci1LNZcrOaMzerqAw/x3SeLieEyHBwfhrGxprLTG7KUSP69ECeK7FcX5Ch+472U+4ZK0drXPd7KfGnn9Hw1NM0s8r4bH52pRAYvFWnJwABEetOinSsxro0cU9pxFwOWn6vCnxZU9XZmq/ANTwL4+c7eGBplXxl8IcKPFO/PU6NYgE1g9CxrGuV2URl8d6XJTs2sWbOwadMmfPTRRygtrevyrdfrceXKFTzzzDM4ffo05s6dazNDCefARAGNnBpBY6KAZmOn5qdrNShWGSIqflKmWX0iAmUifDcsCMsGBsCTN8e8WanDmK1FWJZRCb0Lp6Pxi1wnuVEuf/cgKcLkhtdWpYbF8ULrObLHCtVYmsntlj4xTo5H3ehv7E581D+AE/1lAcxKV6BSw436lqh0mHuI23y1vZ8Ei3iSxu5Kl0ApugYaFlZ0bF3dn9A4VliLnGqDsyUXMxgTQ06pK9Fkp2bSpElYuHAhPv74Y/Tr169hbMCAAdiyZQveffddjBw50maGEs4BXwEtsygTOr3wVmyIOnoESTl9Ya6Va01e6NZCp2fx+TnuhPHpTt7wb2YDRYZh8HRnb+x7OIzzIgXq+pcsOlmB8TtKkF/jet+7a+UaTj8hBsD4Nu6z0ihiGAyxkbRztUaPF9K49RLhchGWDHTfeglXJ0Amwsok7v29VaXDW0Yy3izL4pXDZShQGp6LYgZYkxwIL4n7pp3xmRTHdfx/yRKeU8NfEHog1hM+UrqHrkSz7uZLL72E06dP491338Wzzz6L6dOnY9GiRThx4gRmz55tKxsJJyLaNxrB8uCG7WpNNa6VXXOgRURj+EhFnKaGLIBMG0VrttxW4UYlt0DzhW4+LT5fl0Ap9owNw/NmirfT8tUYtLEQfwi4YLUl8F/KieEeCHczGVkTaWcriQUsOFGBLF69xBeJgQh043oJd2BwpCdmduE+Q767WtPw7FifpcSmm9zv2KvxvuhjRpXRneHX9R0uqEVutXAWlrR6Fhv5vb3cpBbRnWj20zo6OhqzZ8/GJ598gqVLl2Lu3Llo3bq1LWwjnBCGYRAfSv1qnIkEXgraWRs4NSzL4jNeWs9j7bzuua+DXMLg44EB+HF4EEfNCABK1Xo8sacUrx0pg0rr/OlodVKk3JeyO6ZF8ZtwninWoOQe8/d356jw1SVurdeznb0xIppSU9yBf93nj448JciUQ2W4XMXgtSNlnPGEYClei/e1p3lOQZyfBH1CuO+S327UWDja/hy8o0YRL/V5BNVDuRy0BEVYnYRWPAW0AlJAEzL2UEA7VFCLU8VcZ2lu95ZHafg8GCvHwXFhSAo3XT39z8VqDNtSiB+uVqPH+jsmTSutRVq+Gg8f97TZ+c8ptLhSbuinIGGAh1u730s5TC5GjyDDd5ZFXWFySylV6fDiQW69RDs/Md65j+ol3AW5hMHqpEAY65UUqfSYesYTFbWGBRFPcV3amZSvL08AgIkKmpAacfLT4ca2lsNTQvfR1WhUMic+Pr6x3SYwDIMzZ2gC6+7w62ooUiNs7KGAtpwXpRkT42n1ZpGR3mJsHB2Cz85V4b1TFZzmnhcUWsw5WLfi+ujOYrzVyw/dg6x3/XOlGrx/ugK1epFNzg8AK85z/4YJwVIE8dUS3IThUTJOs8Q9ueoWCSawLItXD5fjjlG9hIgBVicFwZty7d2K3qEeeC3eFx+eMf6dcSe9C/v4u3yT23thQhs53j5WjvpH7+liDbIqtGjrYM1ktY7F5lukeuYONPpNa9++fZN0+XNzc3Hp0iXS8CcAmDo1GUUZ0LN6iBiaJAiRHrzJ9+VyLao1eqtN6s6XarAzh7uSPq+H9aI0xohFDF7p6YukcBmeO1CKW1WmaUm1euBfJxvvR3Ev2Pr89WSUapCWr0ZyhOzuB7sYw6I8OV3d9+WpwLJss99BqTeU+I2n0vRKD1/0DaN6CXfk1XhfpGbV4GqF6XOjZ5AUM7tS89XGiPQW4/5wDxy6Y4j2p2bV4LUEx0Y99+aqUG4UcQuWiTDYDZ+b7kCjTk1qamqjH87NzcXSpUuRnp4ODw8PPPXUU1Y1jnBOWvu1RoAsAGXqupXxytpK3Ci7gXaB7RxsGWEOfw8R2vmJG7os61ngvEKDfmHWeejzFc/6hXpggI0njX3DPJA2LgzT9pYgLd81e9fU6oHHdpVg3chgt3Ns+od5wFvCoPqvWqn8Gj0ulmnRNbDpq+i51Tq8ephbL9EzSIr/S6B6CXflcEEtsi0Ut18p1+DgnVq3+601l0lxXhyn5tcbSoc7Nfw0uPFxckgohdAladFSbF5eHv7xj3+gT58++P777/Hkk0/i5MmTWLp0qbXtI5wQhmFMojVnCiktUcjEB3OdjDPF1klBy6nSmuQyp/TwsUtU199DhBtmVlxdCaWOxZx0xd0PdDFkYgaJvPqpPblNV0HTsyxePKjgrN7KxMDawYFNagRLuCZz0hWwpDmh0sEtf2vNZVwbT05t0sUyLS4obNv/rDGqNXpsu819NpDqmevSrETHvLw8LF26FN9//z1YlsWTTz6JV199FdHR0bayj3BS4sPicSD7QMP22cKzmNRpkgMtIhojIVjK6bR8ttQ6L6FVF6phLDzW3k+CB2PtV9y+IikQj+0qgVJnqn4mYuqaj/JV05pDqVqPsyUamGtqb43z3+0acjGDFUmB93R+Z2VYlCd2GKU17s1VY273pkVZvrxYjX08cYEFffzRmeol3JrGnhfu/FtrDsGeYgyNlGG3Uf+o1KwadO3j7xB7duaoUGP0Eor0EmFgK0ovdVWa5NSQM0M0l4QwngIaRWoETTxfAa343lO2ytR6/O8yVyY3pYcPRHasvUuOkGHdyGCTiYpczFgtbSstX23T89vrGs7G8Cju//vPAjWUWhbyuygaXS3XYOEJbs1TYrgHZlG9hNtjj+eFOzCprRfXqbmhxNu9/RxSd83PFJgQ52XXdxBhXxpdQqxPM+vduze+++47PPHEEzh58iSWLVtGDg3RKOYU0FjW+XuFuCr89LNLZdp77u3y9eVqVBmdI0wuwhQH9FWpn6jI/8qJsPYExdbnt9c1nI12fhLE+BjU39S6OsemMbR6Fi+kKTgTVj8pg5VJgTTRIQDQb80aPBjrCZmRMOPNSh1OWymluTmU1+qxK4ebejaJUs9cmkadml69euG///0vOnXqhLVr12Lq1KkoKCjAyZMnLf4jCACIC4iDn4ehOLBcXY5bFbccaBHRGAEyEVobTRB1f4kFtBSVlsXqC1WcsRe6+jisL0D9RCXGW2yTCUr9+cNleptNgGz9f3A2GIbBcF4jzrvV1SzJqMRJ3uTqw/7+iPVxrOQsISzs8Xt2Zfw9RBjJa2z5iwMacW65pUStQa0dcb5i9AqhFFNXptEneW1tXQpKRkYGnn766UZPVC+nWVpaaj3rCKdFxIjQI7QHDuUeahg7W3gWbfzbOM4oolESQqQcCeSzJRr0CW1Z7vH6rBoUGPX+8JEweKaTY9N7kiNkyJwSbtPzb+6rQgcbToBs/X9wNoZFeeKbK4bJ0t5cy5Ga08W1+OgMV4lvbKwnnmhv/+ghIXzs8Xt2ZR5t64UtRgX6v91Q4t2+/naNiP7KUz2bFOdFrUdcnEadmhUrVtjLDsIFSWiVwHFqzhScwbgO4xxoEdEY8cEe2HTT8BI6U1ILoPmOiJ5lsTyTG6X5eydvBNxjwTxB8EmOkEHMoKHR6qUyLXKrdYjy5jYlVWpZzExTcBqyhnqK8OmgAJrkEIQNGBUjM5Fd/7OgFonh9nESi1U67OeJgVDDTdenUafmySeftJcdhAtirq6GEC4JPLGAsyUtSz/bdluFaxXahm0JAyrCJmxCgEyE+0I9cLTQIGyxN1eFaR2537dFJ8txpVzLGVs+KAAhnlznhyAI6+AlEeHBWE9sMCrU/zVLaTenZtNNJWcRo2uABF2a0ceKcE5o6ZSwGeYU0EgsQLjwFdAuKDRQm5E2bQyWZfFZJjfF59G2ckRTzQJhI4bxVND4KWgH8lRYfYGrwjetgxceiKVVW4KwJfzIyKabSmjMadPbgFSe6tlEB4jUEPaHnBrCZrQLaAdvqWHFtFRVipzKHAdaRDRGsKcY0UZpOxo9cLGZYgFHCmtxvIj7mab2DiGIljCcV5C8P18F3V8TpzK1HrPTyzj7Y33EeL+/Y3pmEIQ7MSzSEwEehvTOErUeB/IaVyi0BrnVOhwu4LYlINUz94CcGsJmiEVi9AztyRmjfjXChh+taW4KGr+WZmSUDN2CKORP2I5ewVLOxEmhZnHmr+/t/x0tQ26NQfyCAbA6KRC+Unr1EYSt8RAzeKQN15lI5RXv24LfbtTAOB7UO0SKOD/KFnAH6MlO2JSeYVynhupqhM291NVcLtPgj2yupG5KD4rSELZFLGIwJJIbrdmTq8Kmm0qsv86dQM3t7oP77ZTTTxCEaYRk6y3lPfdAuxt81bOJFKVxG8ipIWwKv66GnBphw2/CWaeA1jQ+P8eN0vQOkSIxvGWS0ATRHPh1NRtvKPHyn9y0s66BEszv7QeCIOxHYrgMYXLDVLNCw2LXXfpJ3Qs3KrQ4ZdSLigEwMY7qadwFcmoIm8JXQCOxAGGTwGtMdl6haVJhZ36NDuuuc5urzevhS3K5hF0YxmvCeaFMi1K1oU+SVASsSQ6CTEzfR4KwJ2IRg/G8FLRfs2yXgsZPbxvYygOR3qRy6C6QU0PYlI5BHSGXGB5oRTVFyK/Od6BFRGOEycWI8DI8FtS6ut4fd2P1+SpoeJ2bx8Z6Wv4AQViRaB8JOvlbzpl/q5cfelBtF0E4BH4K2vZsFaqMXxhW5Ncs7uIa9aZxL8ipIWyKRCRB95DunDFKQRM2/BS0s3dJQSuv1ePry1zJ3LndfSEW0ao4YT86BZh3aroESJDS3cfO1hAEUU/fMA+OsqZSx+KP29ZPQbug0OCC0SKcmAHGtSGnxp0gp4awOQmteP1qCkgBTciYKKAVNy4W8L/L1ajQGFLUQjxFeKI95TAT9iMtX43t2eYnSTcqtThU0PTaMIIgrIuIYUyiNbZQQeOntQ2JlFGDXTeDnBrC5pgooBVRpEbINEcBrVbHYtUFrkDAjC7ekEsoSkPYjznpCtRayGZR6er2EwThOCby0sD25KqgUFsvBY1lWaTe4KWekeqZ20FODWFzTBTQCsipETL89LPMUg20FsQCNmTVIL/G8GLykjB4rrO32WMJwlasSAqE3IIIgFzMYEVSoJ0tIgjCmJ5BUnQwqnvT6IHNt6wXrTldrMGNSkNPKg8R8FBrcmrcDXJqCJvTOagzZGKDOlF+dT4KqgscaBHRGBFeIo4Ep1LH4mq5qViAnmVNZJyndfBCEIX7CTuTHCHDupHBkPO+enIxg3Ujg5EcQb1pCMKRMAxj0i8m1YoqaPx0tpHRnvD3oCmuu0F3nLA5UrEU3UK6ccZILEC4MAyDeJ5S1BkzKWg7c1QcZTQxA8zuRgXZhGOoc2xCGiI25NAQhLDgp4Ol31GjoEZn4eimo2dZ/MZLPXuUVM/cEnJqCLvA71dDTo2wiQ+5uwLaZ5ncKM3EODla+1qW1SUIW1MfsYnxFpNDQxACo2OAlCOtrmeBTTfvPVpzuKAWeUZp0N4SBqOiqaWAO0JODWEX+HU1ZwpJAU3ImCig8SI1xwtrcZinKDWXZHMJAZAcIUPmlHByaAhCgNhCBe1X3jkeiPWEt5Smt+4I3XXCLlCkxrngK6BllGigZw1iAcvPVXL2D42UoSdPYIAgCIIgjJnAc2qOFtbidtXdGzxbQqNnsZHn1JDqmftCTg1hF7oEd4FUZJgo51TmoERZ4kCLiMaI9hYjSGZ4PFRrWVz7SyzgWrkGW25xe4LM60FRGoIgCKJxWvtK0C+UuwD22z1Ea9Ly1Sgxkob292AwLIpSz9wVcmoIuyCTyNAluAtnjKI1woVhGIv9ar44VwVjgeeeQVIMplQfgiAIognwe9bciwoa/7OPtJZDZkHenXB9yKkh7EZCK15dTQHV1QgZfl3NmRINCmp0+Ok6V2VmXg8fMAy9RAiCIIi7M6GNHCKjV0ZGqQZXyy03ebaESstiC6/XzSRSPXNryKkh7EZ8KK+upogiNUImwYwC2tqLVVAbKXDG+ogxrg29RAiCIIim0cpLjMRwbnS/JdGa3bkqVGgMeQOhniKT8xLuBTk1hN2gSI1zYU4B7ctL1ZyxF7v5QCKiKA1BEATRdPjF/L/eUIJlWQtHm4evejY+Tk7vIzeHnBrCbnQN6QoxY2j5faviFspUZQ60iGiM1j5i+HsYXhCVGhbltYaXTqCMwVMdvBxhGkEQBOHEPNJGDomR/3GlXItziqaroFVp9PjjNlewhlTPCHJqCLshl8jRObgzZ4zEAoQLwzCIb0Sm+fkuPtQLgCAIgmg2gTIRhkfxU9BqLBxtyvZsFZQ6wyJbtLcY/cKorYC74zQzkm+++QZjx45FbGwsAgICcOvWLZNjysrKMGPGDMTGxiI2NhYzZsxAWRlFAoQE9atxLvgKaPV4ioEZXbztbA1BEAThKkxqy430pzYjBY1fgzMxTg4RCda4PU7j1NTU1GDYsGF44403LB7z3HPPISMjAxs2bMAvv/yCjIwMzJw5045WEncjIYxXV1NIdTVChl9XU8/UDt4I8RSb3UcQhHuz4dIG9PiqBwI/DUSPr3pgw6UNjjaJsAH3ep8fiPWE8Wsku0qH40W1d/1cmVqP3bnc1LOJlHpGAJA42oCmMnv2bADA6dOnze6/fPkydu/eje3bt6N///4AgGXLluGBBx7A1atX0aFDB7vZSliGIjXOhUZvfpzfPI0gCAIAfjj/A+btmQetvq4+IrsyGym7UwAAkztPdqRphBX56cJPmLt77j3dZ1+pCKNjPLHppsFBSc1Sol9Y4wpmm28pOe+m9n4SiwtwhHvhNJGau3Hs2DH4+Pg0ODQAMGDAAHh7e+Po0aMOtIwwpntod4gYw9fuetl1lKvLHWgRYYm0fDVe/lNhdt+8P8uQlq+2s0UEQQiZy6WX8dKelxomuvUotUq8c+gdB1lFWJtrimtI2Z1ilfs8KY6bgrbxphI6feMpaKk81bOJbeXUK40A4ESRmrtRWFiI4OBgzhebYRiEhISgsLDQ4ueuXr1qD/MaRQg22JPW3q1xo+pGw/Yfp/9An+A+DrTIPjjbfZ5x3BNKnfl1D6WOxYx9hdjcV2V2vzvjbPeZaBl0nw2wLIuN2Rux5PwSaPTmmyjmVOY45d/MGW22FSzLYkvOFnx8/mOr3ec4HeAtlqNaVzd3K1Dqse5kFvoGmE8TKKkF0vLkAAxzvftEhbh6taDp/xEz0H12Du6WdeVQp+bdd9/FJ5980ugxmzdvRlJSUpPOZ85TZ1m2UQ/e0Wlp7pga1y+rH25cNDg1xR7FLv83cMb7vNZHjcd2lXAUZuqRixmsHRqGDhHU6MwYZ7zPRPOh+2ygTFWGlN0p+P3a740eF+4d7nR/M7rPBsrV5XhlzytIvZLa6HGtvFs1+282trAU664boi9Ha4PwZIdAs8fuv1gFPQzZHd2DpBgVH9Ws6/Gh++w6ONSpmTVrFqZMmdLoMdHR0U06V1hYGIqLizlODMuyKCkpQWho6D3bSliP+NB4rLu4rmE7ozDDgdYQlkiOkGHdyGATx0YuZrBuZDCSyaEhCLfmcO5hPL/9eeRU5tz1WC+pF3R6HcQiEhhxNo7nH8ezfzyL2xW373qsp9gTWr0WElHTp5ePtvXiODWbbirx8YAAeIhNF6T5qmfUm4YwxqE1NcHBwejYsWOj/7y8mtbcr1+/fqiqqsKxY8caxo4dO4bq6mpOnQ3heBJa8RTQCkgBTajUOzbyv14u5NAQBKHVa/HB4Q/w0C8PmTg03lJvTO8+HYEy7kr79bLr+OLUF/Y0k7hHdHodPjn2CcasH2Pi0MglckzrNg2Bntz7fLPiJpYeX9qs6wyJlCFIZpiOltWy2JdnWrOZXaXFkUKuOtoEcmoII5xGKKCgoAAZGRm4du0agDq1s4yMDCgUdYXMnTp1wogRI/Dyyy/j+PHjOHbsGF5++WWMHj2awooCo0doDzBG+bBXFVdRVVvlQIuIxqh3bGK8xeTQEISbk12RjYd/eRj/Pvpv6Flu3UNCWAIOPHkAn474FFkvZGFUm1Gc/e8dfg/nis7Z01yiheRV5WHcr+Pw7p/vQsfqOPu6h3TH/if34/ORnyNrZhYeavcQZ/9HRz9q1mKlVMRgXBtPzljqDdNGnBt5AgF9Q6Vo4+sypeGEFXAap+a///0vkpOT8fzzzwMApkyZguTkZGzbtq3hmP/85z/o3r07Jk6ciEmTJqF79+5Ys2aNo0wmLODr4Yv2ge0btlmwyCzKdKBFxN1IjpAhc0o4OTQE4cZsuroJiT8k4nDeYZN9c/vMxc7HdjY82xmGwfKRyxHkGdRwTK2uFjN2zIBaS8qJQmbr9a0Y9P0gHMw5aLLvhYQXsPvx3egU1AlA3X3+bPhnCPUypPlr9VrM2D4DSq3S5POWmMhTQdt2S4UaLddp/oWvehbXtEwewn1wGqfmzTffRFlZmcm/p556quGYwMBArF27FtnZ2cjOzsbatWsREBDgQKsJS1C/GoIgCOegWlONebvn4e9b/24iwR/mFYbU8alYnLQYHmJu/6pw73AsG76MM3ah+ALeP/y+zW0mmo9Sq8Q/9v4DT21+CgoVV84/WB6MdePW4cMhH8JTwo2qhHiF4LPhn3HGriiuYNHBRU2+9v2tPBAuN0xJq7QsduUYnN9r5RqcLTEorjGg1DPCFKdxagjXgu/UnCmkuhqCIAihkVmUiaE/DsX/zv3PZN+I1iNwaOohDG8z3OLnx3UYhymduYJAy08ux+Fc02gP4TguFF/A8J+G48uML032DYkdgkNTD2F03GiLn3+w3YOY2m0qZ2z1mdU4kH2gSdcXixgTJyU1y5CCxu9NkxjugXAvEp0guJBTQzgEvlNDCmiC1jy8AAAgAElEQVQEQRDCgWVZrD69GsN/Ho4riiucfVKRFO8lv4f149dz0o4s8dGQjxDlY5DdZcHihR0voLK20up2E82DZVl8dfYrDPtpGC6UXODsk4gkeCfxHfw64VeEe4ff9VzvJ7+PWL9YzticnXNQpiprki2T2nLTyXbkqFBRqwfLsqaqZ20p9YwwhZwawiH0DO3J2b5Uegk1GtPCQIIgCMK+FNcU4/HfH8cbB95ArY6rNtU+sD12P74bc3rPgYhp2hQiwDMAK0et5IzdqriF+WnzrWYz0XxKlaWYumUqXt33KlQ6biPlOP847JyyEyn3pTT5PvvJ/LBq1CqOEFBOZQ5eP/B6kz7fJ0SK1j6G6ItaB2y7rcJ5hRZXyrUN4xIGeKS1p7lTEG4OOTWEQwjwDECcf1zDtp7V43zxeQdaRBAEQey/vR+Dvh+EHTd2mOyb2m0q9j+x3yTS3hQGxw7GzISZnLFvz32LP7L+aLGtRMtJz05H4g+J2Hp9q8m+x7s8jrSn0tA7vHezzzsoehBe7PMiZ2zdxXXYdHXTXT/LMAwmtTVNQTNOQwOAYVEyBHlS6hlhCjk1hMNICOP1q6G6GoIgCIdQq6vFwvSFmPDrBBTUFHD2+Xn44b8P/BdfjPwCPh4+Lb7GwkEL0SGQ22IhZXcKimuKW3xOonlodBq8++e7eCT1EeRV5XH2+Xr4Yu2YtVg9ejV8PXxbfI35A+eja3BXztjLe15GQXWBhU8Y4Cua7ctT4+frNY0eQxD1kFNDOAxSQCMIgnA8N8puYMz6Mfjs5GdgwXL29Yvoh/Sn0jGx08R7vo6X1AtrRq+BmDGsshfVFOHlvS+DZdlGPklYg1vlt/DQLw/hk2OfmNznPq36IO3JNBNRh5bgKfHEmjFrIBVJG8ZKVaVI2Z1y1/vcLVCCzgGG3jNaFsivMUg7e4qBB2Mp9YwwDzk1hMNIaMWL1DSjWRdBEARx7/x88Wck/ZCEUwWnOOMMGLzW/zVsm7wNrf1bW+16vcN747X+r3HGNl/bjJ8v/my1axCmpF5ORdIPSTiWf4wzzoDBy/e9jO1TtiMuIM7Cp5tPj9AeeGvgW5yxHTd24Ntz3zb6OYZhMLERqeZR0Z7w86CpK2Ee+mYQDsOcWIBKq7JwNEEQBGEtKtQVmLF9Bl7Y8QKqNFWcfVE+Udj86GbMHzgfEpH1O7a/2vdV9G7Frdd4ff/ryK7Itvq13J2q2irM2TkHz/7xLCpqKzj7wr3DsXHiRixMXAipWGrhDC0npU8K+kf054y9lfYWbpTdaPRzkxpJLyPVM6IxrP+0IogmEiQPQqxfLG5X3AZQ14X4QvGFFhUntpQNlzZgQfoC3Km+g2jfaCwYtACTO0+22/UJgiDsyYZLGzA/bT4KawrN7h/bbiw+H/k5Aj0DbWaDVCzFmtFrkPRDUoPqVkVtBWbvnI1NkzY1WW3LmVl/cT0WHFyAguoChMhDMK3bNAyOHWy18x+4fQD/O/8/lChLzO4fHTcaK0etRLA82GrX5CMWibF69Gok/pCIak01gLpGrrN2zsLWR7dCLDJf7N/OX4KEYCnOGDXbBABPUV2kxpkwnmPY6j5/d/47FCuLEeUbhYWDFrr1HIacGsKhxIfFNzg1QF1djb2cmg2XNmDWzlnQ6uukIrMrs5GyOwUA3PqhQBCEa7Lu4jq8uOtFaPQak32eYk+8P/h9PN3jaTAMY+bT1qVDUAcsSlqE1/cb5H7Tc9Kx+vRqzO492+bXdyT17x4dqwMAFCmLsPTEUiw9sdTm15aJZVictBjPxz9vl/scFxCH95Lfw0t7XmoYO5J3BJ+f/Bwv9X3J4ud6mXFqNCxwvKgWyREym9lrTfhzDFvf55zKHLy4q055zl3nMK6/HEIIGkcqoL154M2Gh009Sq0S7xx6x242EARB2IP8qnyk7E4x69BIRBLse3Ifnun5jF0muvU8H/88hsQO4YwtOrQIl0ou2c0GRzA/bX6DQ2NPJCIJ9jy+BzMSZtj1Pv+9+98xqs0ozth7h99DZlGm2ePT8tX46bpp3zodCzy2qwRp+Wqb2GltFqQvMJlj2Bq1To3X9r3mtsIb5NQQDsVRCmilylIUK83LiOZU5tjFBoIgCHuwPWs7En9IhFpnfjKo0+vQJbiLna0CRIwIK0augL/Mv2FMrVNj5o6ZJk0/XQlLqX+2RqfXoXtod7tfl2EYLB+5HEGeQQ1jGr0GM3fMhFpr+p2ck66AyoLPp9SxmJOusJWpViW/Ot8h1y1Tl+GJzU9YTD10ZSj9jHAofKfmQskF1Opq4SH2sNk1WZbFK3tfsbg/2jfaZtcmCIKwFyqtCgsOLsDaM2sbPc6Rz7wo3yh8MvQTPL/9+Yaxs4Vn8dHRj/D2/W87zC5bcbX0qsV9MrEM/SP7W9zfVI7mHTXrwDryPod7h2PZ8GX4+9a/N4xdKL6A9w6/h3eSuNkRK5IC8diuEih1ptEGuZjBiiTb1XtZE7lEDqVWaTJu6/sM1C1kDPp+ENaMWYPBMdar4RE65NQQDiXUKxRRPlHIrcoFUNcA7mLJxRZ1rG4qv1z+BRuvbjS7jwGDBYMW2OzaBEEQ9uBy6WU8s+0ZnC8+3+hxconc4c+8Rzs9iq3Xt3Key0uPL8XouNHoG9HXgZZZny9OfWF2XC6RY/mI5VaphdhwaQNSdqdwJtRCuM/jOozDlM5TsP7S+oaxz09+jjFtx+D+qPsbxpIjZFg3MtjEsZGLGawbGewUNTU6vQ4wkwFm6/tszJ3qOxifOh4v3fcS3hr4lk0U7oQGpZ8RDseeKWi5lbn4x75/WNzPgsWg6EE2uz5BEIQtYVkW/8v8H4b8OMTEoREzYozvMB7RvtFgwCDGN8ZqE6x7gWEYLB22FOHe4Q1jelaPF3a80KCa5QoUVBfgp4s/mYxb+z5M7jwZy0csR4xvjKDuMwB8NOQjRPlENWyzYDFrxyxU1lZyjqt3bOTiutofZ3JoAOBUwSkodVxnI9o32qb3OcI7AnF+3F5DLFgsO7EMY9aPwc3ym1a5rpChSA3hcOLD4rEta1vDtq2cGj2rx5xdc1CuLm8Yk4lliPSJxI1yg27+vlv78FS3p2xiA0EQhK0oU5UhZXcKfr/2u8m+1n6t8eUDXwo28hEkD8LnIz7H5E2GCd/1sutYmL4Qnwz7xIGWWY81Z9ZwaoVi/WJxavopm/QCmtx5siCcGD4BngFYOWolxv06rmHsVsUtvHXgLXw+8nPOsfWOzZx0BVYkBTqNQwMAe2/t5WyP7zAe3zz0jdWvw7/PGp0GHx75EEuPLwVrFCo6WXASST8kYcmwJZjSeYrV7RAKFKkhHE5CK54CWoFtFNC+PPsl9t/ezxlbOGihyQ+c/zAiCIIQOn/m/onEHxLNOjSPdnoUaU+lCdahqWdk3Eg80+MZztiXGV9iz809DrLIelTWVuKrjK84Yy/2ftEmDo3QGRw7GDMTZnLGvjv/HbZd32ZybHKEDJlTwp3KoQFM5xHDWg+zy3WlYin+Oeif2DRpEyK8Izj7KmsrGxru8iNjrgI5NYTD4aefnSs+B43OVHb0XrhaehULDy7kjCVFJ+GFXi9geOvhnPF9t/fV5cMSBEEIHK1eiw8Of4Cxv4w1UW70lnpj5aiV+M+Y/3AUxoTM4uTFiPPnptC8uOtFKFTOoXhliW/PfcvJEgjyDHLrjIB/Jf4LHQM7csbm7ZmH4hrzqqTORJmqDCfunOCM8ecZtiY5JhkHpx7EA20fMNn388WfMfjHwThdcNquNtkDcmoIhxPuHc7JpVbr1Lhcetlq59fo6qQjjYvp/Dz8sHLUSogYEXqH94afh1/DvlJVqd2kpQmCIFrK7YrbGPvLWPz76L+hZ/WcfQlhCTjw5AE82fVJu/YkuVe8pd5YM3oNRIxhepJfnY9/7LVcCyl0NDoNVp5ayRl7Lv45eEu9HWSR45FL5FgzZg3EjLhhrKimCC/tecnpe6yk5aRx+hB1DuqMKN+oRj5hG4Llwfjx4R/xydBPIBNzI11ZZVkYuW4klp9YbvLscGbIqSEEgS3FApYcX4JTBac4Y/8e8m/E+MUAqGtIxm8At/c2paARBCFcNl7ZiMTvE3Ek74jJvrl95mLnYzvRPrC9Ayy7d/pF9sPL973MGUu9korUy6kOsujeSL2S2qDwCQCeYk/MiJ/hQIuEQa9WvfBa/9c4Y1uubzErpuBM7L3JnT8MbT3UQZbUiXA8F/8c9j6x16QXlVavxYKDCzDpt0m4U33HQRZaF3JqCEHAd2rOFFqnrubUnVP4+OjHnLGH2z+Mx7s8zhnjh4b33HL+HG6CIFyPak01UnanYPq26aioreDsC/MKQ+r4VCxOWmzTXl/24PUBr6NnaE/O2Ct7X0FeVZ6DLGoZLMti+YnlnLGp3aYixCvEQRYJi1f7vorerXpzxl7f/zpuV9x2kEX3BsuyJvMHe6eemaNbSDfsfWIvnu35rMm+fbf3IfH7ROy8sdMBllkXcmoIQWCLSI1Sq8TMHTM5YeAwrzAsG7bMJB2Dv5JyPP84KtTcCQNBEIQjySzKxNAfh+Lbc9+a7BvRegQOTT2E4W0cP4GyBh5iD6wZs4aTNlOuLseLO190qvSk3Td340LJhYZtESPCnN5zHGiRsJCKpVgzeg3kEnnDWGVtJWbvnO2UaVHXFNeQXZndsC0Tyzg9eByJXCLHkmFL8P3Y7xEgC+DsK1YWY8qmKXhj/xtQa8039HQGyKkhBEFCGFcBLbMo856L9f918F+4quB2b14+YrnZFbJYv1h0COzQsK3Va5Gek35P1ycIgrAGLMti1elVGP7zcFxRXOHsk4qkeC/5Pawfvx6hXqEOstA2dAnugrfvf5sztvf2XhMVMSGz/CQ3SjOu/TjEBcRZONo96RDUAYsSF3HGDuYcxKrTqxxkUcvhp64PjBoIL6mXg6wxz9j2Y3Fo6iEMijLtybf6zGqMWDcCV0qvmPmk8CGnhhAEkT6RCJEbnA2lVmny8m4O+2/vx5ozazhjf+v+N4xpO8biZ/iSiyTtTBCEoymuKcbjvz+ONw+8yelxAgDtA9tj9+O7Maf3HE5hvSsxp/cck8nXP9P/iWuKaw6yqOmcunPKZHEs5b4UB1kjbJ6Lf86ktvWdQ+/gYslFxxjUQvjzBiGknpkjyjcKv0/6HfMHzueINQB1i8pDfhyCb89961RRUYCcGkIgMAxjEq1paQpamaoMc3Zyw/ut/VrjveT3Gv0c1dUQBCEk9t3ah0HfD8KOGztM9k3tNhX7n9hvkrrraogYEVaNXgVfD9+GMaVWiZnbZ0Kr1zrQsrvDj9IkRSehV6teDrJG2IgYEVaMXMGRHlfr1Ji5faaJMy9U1Fo10rO5Tqy9+tO0BLFIjNf6v4Ztk7chxjeGs69GW4OU3Sl4etvTKFOVOcjC5kNODSEYTMQCWtiE8//2/x9HaYYBg9WjV3NeiuYYFD2IU1x7s/wmssqyWmQDQRBES9hwaQO6f9UdAZ8GYMJvE1BQU8DZ7+fhh68f/BpfjPwCPh4+DrLSvsT6xeLDwR9yxk4WnETI8hD0+KoHNlza4CDLLJNVlmXSCHXeffMcZI1zEOUbhU+GfsIZyyjKQNjnYYK9z8YczT+KGm1Nw3a4dzi6Bnd1oEVNo39kf6Q/lY6JHSea7Nt4dSN6fd0LHdd2ROCngYK/D+TUEIIhvhVPLKCo+ZGaTVc3Yf2l9ZyxlD4pGBg18K6f9ZZ6Y0DkAM4YpaARBGEvNlzagLm75po00aynX0Q/pD+VjgkdJ9jZMsfzZNcn8WDbB03GsyuzkbI7RXATrRWnVnAK3buGdBVsKpKQeLTTo5jQwfT7LdT7bAx/vjA0dqjT9IgK8AzAVw98hS9GfgEvCbcGSKFWoLCmECxYwd8HcmoIwRAfynVqMgszm6V+cqf6Dl7a8xJnrFtIN7w18K0mn4NS0AiCcBSv738dKp3K7L76NJHW/q3tbJUwYBgGn434zGztkFKrxDuH3nGAVeYpqinCD+d/4IzN6zPPaSa4joRhGCwZtsQp7jMfIUo5NweGYTC121QcePKAiZy6MUK+D+TUEIIh1i8WgZ6BDdtVmipcV1xv0mdZlsXcXXOhUCkaxqSiOqlImUTWyCe58PNf07PTnSaflyAI56RCXYEZ22egVFVqdj8DBvMHzodEJLGzZcIi1CvU4kKXpeiWI1h7di3HOY32jTab2kOYJ0geZLFAXUj32ZjC6kJkFmU2bDNgHNp0817oENQBux7b1aj0uFDvAzk1hGBgGKbFTTi/yfwGu27u4ozNHzgf3UO7N8uGbiHdEOYV1rBdpanC8fzjzToHQRBEUzmRfwLJPyabpM0aE+0bbUeLhA2/oLkeY/VMR1KtqcaXZ7/kjM3uNRtSsdRBFjknlr7zQv0t7Lu9j7MdHxaPYHmwg6y5d2QSGd5Lfs/i70qo94GcGkJQtEQBLassC/PT5nPGBkYOxNw+c5t9fREjMlldoboagiCsjZ7VY9nxZRizYQxult+0eJxcIseCQQvsZ5jAWTBoAadRYz1avRbl6nIHWMTl+/PfczIG/GX++Fv3vznQIudkwaAFHOGeeubfP9/M0Y7H2VPPLPHB4A9Mfm9CfiaRU0MIiuZGanR6HWbtmMVRHPGR+mDV6FUQi8SNfNIyVFdDEIQtya/Kx4RfJ2DRoUUmssSRPpEI9w4HAwYxvjFYPmI5Jnee7CBLhcfkzpOxfMRyk0ajCrUCr+9/3UFW1aHVa/HFyS84Y8/1fM5tVOqsyeT/b+/Ow6Kq/j+Av4dhVUAWFVE2FwQX3HArxF3J3BfUsk3NhUosy8zsq2WLmZmK2qK2mVqGu2WgqKjgUqKEO6gh4gKCjuzbML8//Dl2GIYEZubOwPv1PD1P53Pu8nGGy/CZe+45vsFY3nc5ZBCfQ/r3SApjUaoqRXRKtBAz5qmcK+Ph9eZu524Sv5Nq9wBdMjpl79QkpCegVFWqdWG5FSdX4MStE0Lsk16fwKueV5Vz6OMh3qn5O/1vZORloH4d4xjeQESmK+JqBF7Z+0q5z89MaT8FCwMXlnsngh4J9g1GsG8w/nfkf1gZt1Id/+XCL3i6+dMY1mKYJHntSNyB69nX1W0ruRWmdpgqSS41wbNtnkXsjVhsPP9o0oUtl7YYXcFw9s5ZpOelq9u2Frbo4tpFwox06+H1Zgp4p4aMilc9L9hb2qvbWUVZWodmJKQnYNHxRUIsqGkQnm/zfLVyaFCngTDzhwoqjW9hiIgqo6CkAG9Hv43xu8ZrFDRO1k7YNHQTlvRZwoKmEuY9MU9jHZDXo15HWm6alj30R6VSYUXcCiH2TKtn4FLXxeC51CRjfMYI7d8u/4bCkkKJsilf2SHqge6B5Q6dI/1jUUNGpbzJAsp7rqagpADTIqehuLRYHXOydkJY/zCdTJvJIWhEpCsXMy+i3y/9sCZ+jUZfoFsgYp6LwdPNNddgoYpZm1vj66CvYWH26CH8uwV3ERoVqnX2LH2JTonWmP3qNf/XDJpDTRToHig8rJ5VlKUxKZDUaurzNKaIRQ0ZHY3natI0n6v5+NjHuJB5QYgt779cZ9+KlZ0s4GDKQYN/SBKRaVOpVPjhzA/o83MfnMs4J/TJZXLMf3I+dozagca2jSXK0PS1a9gOc7vPFWKR/0Tip3M/GTSPsLgwoT2kxRC0cGxh0BxqInMzc4zwHiHEtiVukygbTbnFuTh+87gQY1EjHRY1ZHQ0ZkC7I96piUmN0XgYc3yr8TodR929cXfUtairbt/OvY3zmed1dnwiqtnuFdzDC7+/gNf3v478knyhz9PeExFjIzCr66wqT2hCj8zsPBPdXLsJsXcPvVvhrHK69Hf63xpT+ob6hxrk3LXBaJ/RQjviagRyi3MlykYUkxojjBjxqueFpg5NJcyodmNRQ0anvDs1D++SZBVmISQyBCo8umviZueGxb0X6zQHS7klerj1EGKc2pmIHsfRG0cRuDEQuy/v1ugb4zMGhyccrlEPEktNbibH10FfC19E5RTnICQyBMpSpd7P/+/JCgDgiSZP8P3VoW6Nu6GJbRN1O68kD39c+UPCjB7h0DPjwqKGjE5zx+awtXg0BaaiUIGUrBQAwNxDc4XZZQBg9cDVqGdVT+d58LkaIqqMktISLDq2CEO2DNFYcbuuRV18OfBLrH1qrV5+X9V2TR2a4uOeHwuxYzePYdWpVVr20I3k+8nYnrhdiM30n6nXc9Y2ZjIzjPIZJcS2Jm6VKBvRwWviHTpjm5mttmFRQ0bHTGYGv4Z+Qiw+PR6/X/ldmNoRAEI6hqCXey+95FH2l9OxG8eQV5ynZWsiqs1SslIwZMsQLD6xGKWqUqGvQ8MOOPTsITzb+lmdTGRC5Xux7YsY6DVQiH187GOcvXNWb+f88vSXUKoe3Q3ydfLFwKYDK9iDqmJ0S3EIWlRyFBQFComyeSAlKwVJ95LUbXMzcwS6BUqYEbGoIaNU9rma/df2Y2aU+O2Xj5OPXle1be7QHB72Hup2obIQR28c1dv5iMg07UjcgR4bemg8MAwAM/xnYO+4vXxo3ABkMhnCBoTBydpJHStSFmFq5FS9TAN8N/8uNpzdIMRm+M/Quq4aVV37hu3RzKGZul1cWozdVzSHdxpS2SHpXVy7wN7KXsvWZAi88sgolX2uZv3Z9cjIz1C3zc3M8U3QN3pd00Emk3EIGhFplVuci9CoULy05yVkFWUJfQ3rNMTWEVvxYeCHXLPCgBrVbYRl/ZYJsfMZ5/HJsU90fq51CeuQV/Lo7r1rXVeTWaTQ1MhkMo0JA7ZdknYWtLJFDZ+nkR6LGjJKZe/UlPV2t7fRwaXibXSh7NTOnCyAiADgzJ0z6LOpD9afXa/R19+zP2Kfi0U/L/6RI4Xh3sMx1nesEAuLC8OxG8d0do78knx8E/+NEAvpGMICVo/KDkE7dP0Q0nPTJcmlpLREY1Huvh58nkZqLGrIKHk7eqOOeZ1y+zo36oxZXWYZJI9e7r0glz2acvXS3UsaDwATUe0QfjEcbb9tiy6/d0HgxkAk3ksU+i3MLPBxz4/x64hf0aBOA4myJAD4rPdnwoxZKqgwPXI6souydXL8Tec2ITM/U922t7THi34v6uTYVD5fZ1+0qd9G3S5VlWLn5Z2S5BJ3O064O+tk7aQxwoQMj0UNGSW5mRyudV3L7RvuPRzmZuYGyaOeVT2NqTl5t4ao9gm/GI4ZUTO0fqnRwrEFosZH4dVOr/KZCiPgYO2ALwd+KcSuZV3DvMPzqn1sZakSK0+J0zhP9JvIWe0MoOzdGqmGoJUdit7How/XnDIC/M1LRistL63c+Jr4NQbNo+wsaCxqiGqfdw+9i4KSgnL7nmvzHKKfieY3tUaml0cvTOswTYitP7sef1yt3honuy/vFhb2tDCzwPSO06t1THo8Zad2PnbzGK5nXdeytf5wKmfjxKKGjFZOcU65cUMP/yo7TjY6JdogC7oRkfSKlEVYcGQB7uTf0brNqgGrYGtpq7WfpPN+j/fR0rGlEAuNCkVGXoaWPSqmUqmwIm6FEBvXahxcbcsfWUC65VXPC50bdRZiO5J2GDQHRYECcWlxQqzs87ckDRY1ZLTc7NwqFdeXji4d4WjtqG4rChU4nXbaoDkQkeFdVVxF0K9BGn/E/pu7nbsBM6LKsjG3wddBXwvPRt7Ju4M3DrwBlUpV6ePFpMZo/P6f4T+j2nnS4xvVssxCnJcMuxBndEq0sBZVa+fWaGzb2KA5UPlY1JDRWhCwQGPKZhtzG72uTVMeuZkcvd17CzFO7UxUs/1y4Rf03Nizwi8wpPh9RJXXqVEnzO42W4jtvrwbv1z4pdLHCosLE9pPNXsKPk4+1cqPKmdky5GQ4dEitvHp8bhy74rBzn8gRRyCzqFnxoNFDRmtYN9ghPUPg7udO2SQwd3OHWH9wyRZB4BTOxPVDlmFWZgaMRXTI6drDIF1sHJAA5sGkv8+osp7s8ub6OTSSYjNiZ5Tqecxzt45i33J+4TYTP+ZWrYmfXG1dUWAW4AQ25pomLs1KpVK4/OfRY3xMMwUUkRVFOwbbBR/NJRdVOvk7ZNQFCjgYO0gUUZEpGtxt+Mw+Y/JwkPgDw1uPhgr+6+Ek40TkpKS4O3tbfgEqcos5Bb4JugbBG4MRIHywYQPWUVZeGXvK9g5eudjzVhXdsazrq5d0b1xd73kSxUb3XI0YlJj1O2tl7ZidtfZkMlkFexVfYn3EoXneq3l1niiyRN6PSc9Pt6pIXoMTeyawNfJV91WqpQ4nHpYwoyISFdKVaVY9tcyBP0apFHQWMut8UXfL7BhyAY42ThJkyDphLeTNz4I/ECIHUk9gq9Pf/2f+17Puq7x7Eaof6je/4im8g3zHiYs7XDp7iWcyzin9/OWvUsT4BagMUyepMOihugxaUztnMwhaESm7lbOLYzcNhIfxH6AktISoa+1c2sceOYAJrWbxD9ea4gp7aegt0dvIfZB7Ae4mHmxwv2+Ov2V8PPRwrEFnm7+tD5SpMfgbOOMPh7isPBtifpfs4ZDz4wbixqix1T2l9f+a/urNHsOERmHiKsRCNgQgEPXD2n0TWk/Bfuf2Y/W9VtLkBnpi5nMDKsHrBYWyixUFmJa5DQUKYvK3UdRoMD6s+uFWKh/KBdZlVh5s6Dp8zO5oKRAGPIGsKgxNrwiiR7Tk02ehJXcSt2+nn0dVxSGm3GFiHSjoKQAb0e/jfG7xuNuwV2hz9HaERuHbsSSPks4rKSGamLXBJ/3+VyI/Z3+N5b8uaTc7b9L+E6YNKJhnYYY6ztWrznSfxvcfLDwmXwt6xribsdVsEf1HL95HPkl+ep2Y9vGwrB0kh6LGqLHVMeiDp5s8qQQ49TORKblYuZF9PulH9bEr9Ho6+HWA7HPxWJw88ESZEaGNMZnDEZ4jxBiX/z5BU7eOinECkoK8HW8+MzN9M1ez9AAACAASURBVA7TYW1urfccqWL2VvYY2HSgENPnLGjlDT3jsFTjwqKGqBI0nqvh1M5EJkGlUuGHMz+gz899NB4olsvk+N+T/8POUTu5iF4tIZPJ8EXfL9CobiN1TKlSYlrkNOQW56pjmy9sRnpeurpta2GLSe0mGTRX0m50y9FCe3vidihLlXo5V9kvMft6cOiZsWFRQ1QJZYuaI9ePoLCkUKJsiOhx3Cu4hxd+fwGv739dGD4CAB72HogYG4E3u74JuZlcyxGoJnKyccLK/uI0zVcUV7DgyAIAD4qcstM4v+j3IqfyNyIDmw6ErYWtun079zaO3jiq8/Pczr0tfBkig0xjwgmSHosaokpo7dxa+GYvryQPJ26dkDAjIqrI0RtHEbgxELsv79boG+MzBkcmHEEX1y4SZEbGYEDTAZjkJ955WZewDvuT9+Nw2mFcvndZHTc3M0dIxxBDp0gVqGNRR2MWurJTb+vCwWsHhXYnl06c4t0IsaghqgSZTKYxjSSHoBEZn5LSEiw6tghDtgwRFssDgLoWdfHlwC+x9qm1wixYVDstDFyIpvWaCrHX9r2G75K+E2JjfMbAzc7NkKnRYxjtIw5B23l5J4qVxTo9R9nP+T6efbRsSVJiUUNUSf08+wltFjVExiUlKwVDtgzB4hOLUaoqFfraN2yPQ88ewrOtn+VDvgQAsLW0xTdB3whTNN/KvYWLWeLaNTP8Zxg6NXoMfTz6wMHq0ZDAewX3EJ0SrbPjl6pKcSBF/Jwv+3cAGQcWNUSV1MezD2R49MdQwp0EpOemV7AHERlC+MVwNP+6Odp91w7Hbx7X6H+t02vYN24fWji2kCA7MmZdG3fFG53f0No/wGsA2tRvY8CM6HFZyi0xzHuYENuSuEVnx0+4k4DM/Ex1297SHp0bddbZ8Ul3WNQQVZKzjTM6uHQQYgdTDmrZmogM4adzP2F65HRkFmRq9DWs0xBbR2zFRz0/gqXcUoLsyBTM6T5H6/Cydg3aGTgbqoyyQ9D2XNmjMSlIVR1IFu/S9HTvCQu5hU6OTbrFooaoCspO5cj1aoikk5CegDf2vwGlSnMqV2u5NWImxKCfF4eLUMUs5ZYoLi3/WYzNFzcbOBuqjB5NesCljou6nV2Ujb3/7NXJsTWmcvbkVM7GikUNURWU/aUWnRKtMXafiPRLpVLhq9Nfof/m/igpLSl3m0JlIRrWbWjgzMhUaRtKfCP7hoEzocqQm8kxoqW4mOq2xG3VPm52UbbGDKcsaowXixqiKujq2lWYGz89Lx1n75yVMCOi2iUjLwPjd43H3ENzUaQs0rodZ6uiytD288KfI+NXdiHOyKuRyC7KrtYxY1JjhC9Mmjs0h1c9r2odk/SHRQ1RFVjILRDoHijEOAsakWEcvHYQARsCEPlPZIXb2ZjbYH7AfANlRTXB/ID5sDG3EWL8OTINXVy7wN3OXd0uUBZgz5U91Tpm2c913qUxbixqiKpIY2rnFBY1RPpUpCzCgiMLMHL7SKTlpQl99pb2mNJuCtzt3CGDDO527gjrH4Zg32CJsiVTFOwbjLD+Yfw5MkEymUxjwoDqDkHj8zSmxVzqBIhMVdmi5vjN48gtzkVdi7oSZURUc11VXMXkPybjdNppjb6url2x9qm18KzniSVYIkF2VJME+wYj2DcYSUlJ8Pb2ljodqoRRLUdh+cnl6vb+a/txr+AeHK0dK32s5PvJuKq4qm5bmFkg0C2wgj1IarxTQ1RFTR2aCqtQFymLEJMaI2FGRDXTLxd+Qc+NPTUKGhlkeKvrW9gTvAee9Twlyo6IjIVfAz94Oz4qREtKS7AraVeVjlV26Fm3xt1ga2mrZWsyBixqiKqh7K1oTu1MpDtZhVmYGjEV0yOnI6c4R+hrYtsEu8fsxntPvgdzMw46IKLyh6BtTdxapWNpDD3z4NAzY8eihqgayhY1B69xEU4iXYi7HYeem3ri14u/avQNaT4EMc/FoIdbDwkyIyJjVnYWtCPXj+B27u1KHaNYWYwj148Isb5eLGqMHYsaomoIdAsUviVOupeElKwUCTMiMm2lqlIs+2sZgn4NQvL9ZKHPWm6NL/p+gZ+G/FSlMfJEVPN5O3mjXYN26rYKKuxI3FGpY5y8fRJZRVnqdn2b+sIxyTixqCGqBnsre3Rx7SLEOLUzUdXcyrmFkdtG4oPYDzQW02zt3BoHnz2ISe0mQSaTSZQhEZmC6s6CVnboWR+PPjCT8U9mY8d3iKiaNKZ2ZlFDVGkRVyPQY2MPHLp+SKNvSvsp2P/MfrRybiVBZkRkaka2HCm0/7z1J67dv/bY+3N9GtPEooaomsoWNdEp0RrfMhNR+QpKCvB29NsYv2s8MvMzhT4naydsGroJS/os0VgQkYhIGw97D3Rz7SbEtiduf6x97+bf1ZhpkUWNaWBRQ1RN7Rq0g5O1k7qdVZSFuNtxEmZEZBou3b2Efr/0w5r4NRp9gW6BiHkuBk83f1qCzIjI1I3yGSW0H3cWtOiUaKigUrfb1m8Ll7ouOs2N9MNkipoffvgBQ4YMgYeHBxwcHHDtmuZtRD8/Pzg4OAj/vf/++4ZPlmoVuZkcfTz6CDFO7UyknUqlwo9nfkTvTb1xLuOc0CeXyTH/yfnYMWoHGts2lihDIjJ1I7xHCM/BnLlzBol3E/9zP42pnHmXxmSYTFGTl5eHvn374p133qlwu7fffhuXLl1S//fWW28ZKEOqzaSc2jn8Yjj8vvWD43JH+H3rh/CL4QY7N1FlhF8MR5t1beC4whEz989Efkm+0O9p74mIsRGY1XUW5GZyibIkoprApa4LAt0ChdjWSxXfrVGpVDiYIn5+lx1iTsbLZFYse+WVVwAAp0+frnA7Ozs7uLjwNiEZVtmiJi4tDooCBRysHfR63vCL4ZixbwYKlAUAgOvZ1xEaFQoACPYN1uu5iSoj/GI4Xtv3GgqVheX2j/EZg6V9l6KeVT0DZ0ZENdVon9HC5CNbE7fine7vaJ1B8eLdi7iZc1PdtjG3QffG3fWeJ+mGydypeVwrV65E06ZN0aNHD3z++ecoKiqSOiWqBVxtXdHaubW6XaoqRXRKtF7PqVKp8Hb02+qC5qH8knwsjF2o13MTVdb8I/PLLWhkkOHLgV9i7VNrWdAQkU4NbTEUFmYW6vble5eRcCdB6/Zlh571cOsBK3MrveVHumUyd2oex7Rp09CuXTs4OTnh1KlTeP/993Ht2jWsXLlS6z5JSUkGzNB4c6Dq62jfEeczz6vb289sRxtZG3Vbl+9zdnE2Fp1ZhHsF98rtT81O5c+VRPi6l+9W7i2tfV0suuDy5csGzKb6+D7XDnyfTV+3+t0Qkx6jbn97/FvMaDVD2Obh+/zbhd+EuF8dP/4MGBFvb+8K+yUtaj766CN8/vnnFW6ze/duBAYGVrjNQ6+99pr6/9u2bQs7OztMnDgRH3zwAZycnMrd579eIH1LSkqSPAfSjTGWY7Dxn43qdpwiDi1atIBMJtPp+3zi5gm8/MfLuJ59Xes2bnZu/LmSAK/n8t3Ova21zxR/Vvk+1w58n2uGF5QvICbiUVFz4M4BLB+6XD2JwMP3Ob8kH/ER8cK+4zuPh7cTfwZMhaRFTUhICMaOHVvhNm5ublU+vr+/PwDg6tWrWosaIl3p3qQ7rOXW6uFgqdmpSLyXCB8nH50cX1mqxBd/fYFPj38KpUqpdTu5TI75AfN1ck4iXShvymbgwXh1/qwSkT493exp2JjbqCcmSc1OxV+3/kK3xuI6NsduHBOGc7vZucHbkQWNKZG0qHF2doazs7Pejn/mzBkA4MQBZBA25jYIcAsQxuTuT96vk6LmRvYNTI2YitgbsRp9jlaOuFf4aBiauZk5hrYYWu1zEulCdlE21v29TiPubueO+QHzOaEFEemVraUtgpoGYUfSDnVsa+JWjaLmwLUDQruvZ1+tEwqQcTKZiQLS0tKQkJCgHnd96dIlJCQk4N69B3/M/fnnn1i9ejUSEhKQnJyM7du346233sKgQYPg7u4uZepUi2hM7ZxS/amdd1/ejYANAeUWNCEdQ3Du5XNwqfOocC9UFmJf8r5qn5dIF348+yOyirLUbSdrJ9x89SbOTD7DgoaIDGK0z2ihvSNxB0pKS4RY2aKGUzmbHpMpar777jv07NkTU6ZMAQCMHTsWPXv2xJ49ewAAlpaW2L59O4YMGYLu3bvjk08+wQsvvIBvv/1WyrSplin7SzAmNQYFJQVatq5Yfkk+Zu2fhed/ex6KQoXQV9+mPn4d/isW9VqEOhZ1MKLlCKH/v+biJzKEImURvjr1lRCb2mEq6ljUkSgjIqqNBngNgJ2lnbqdnpeO2NRHXxTezLkpTPRjJjNDL/deBs2Rqs9kZj+bO3cu5s6dq7W/Q4cOiIqKMmBGRJp8nHzQ2Laxep77/JJ8HL95HE3QpFLHOZdxDi//8TIuZF7Q6Ovt0RtfB32NRnUbqWOjW47GN/HfqNuR/0Qiuyhb+CVOZGhbL23FjZwb6raNuQ2mtJ8iYUZEVBtZm1tjcPPB+OXCL+rYlktb0MvjQeFS9i6Nv4u/3teZI90zmTs1RKZAJpNpDEEr+8uyIiqVCmv/Xou+P/fVKGjMzcyxsMdCbBu5TShoAKCLaxe42z0aZplfko8/rv5RhX8BkW6oVCqsjBOn03+uzXNwttHfc5RERNqM8RkjtHdd3oUi5YO1DA9eE4eKl/0cJ9PAooZIx8oOQSu7mJc2mfmZeHb3s5h9cLbGIoXNHJph37h9CO0cqp6G8t9kMpnGmGEOQSMpRSVHaQzneLXTqxJmRES1WS/3XnCyfjQT7v3C+zhw7QCUKqXG8698nsY0sagh0rFe7r0gw6MZU85lnENGQUaF+xy+fhg9NvQo9+7K+FbjcejZQ+jo0rHCY4xqOUpoH7h2QOvinET6tiJuhdAe4T0CXvW8pEmGiGo9C7kFhnsPF2JbL23FxfsXcbfgrjpmb2mPTo06GTo90gEWNUQ65mTjhE4u4i/E4xnHy922WFmMD2M/xPCtwzVWXLeztMPap9bi66CvH+vZGL8Gfmjp2PLRsUuLsfvy7ir8C4iqJ+52HGJSY4RYqH+oRNkQET1QdkTDnqt7cOj2ISHW26M3zM1M5pFz+hcWNUR60NdLHI97/I5mUZN8PxmDwgdh6V9LoYJK6PN38ceRCUcqNeWtTCbDKB/xbg2HoJEUwuLChHYv917o4NJBomyIiB54ovETcK3rqm7nFudi0z+bhG049Mx0sagh0oOyvxRPZJxAqapU3d5ycQt6buyJk7dPCtvJIMOsLrMQMTaiSkN1RrcUv4U6knoEablplT4OUVVdVVzFrqRdQox3aYjIGMjN5BjZcqQQKywVn2Ht49nHkCmRDrGoIdIDfxd/2Fvaq9uKIgUS0hOQXZSNkMgQvBzxsrAgIQA0qtsIO0bvwPyA+bCQW1TpvN5O3mjXoJ26XaoqFVZRJtK3VXGrhDuPbeq34UxCRGQ0yg5B+zdvR2942HsYMBvSJRY1RHpgIbdAT/eeQuzL01+i96be+PnCzxrbP9XsKcQ+F6uTxb7K/sLedmlbtY9J9Dju5N3BpvPiUI6ZnWdCJpNp2YOIyLA6uXTSOhKCX8CYNhY1RHpSdgjarxd/xRXFFSFmJbfCZ70/w89Df9bZ+h1lb62fuHUCKVkpOjk2UUXW/L0GBcoCddvNzg0jvUdWsAcRkWHJZDKNodoP8Xka08aihkhP8kvyK+z3dfLF/vH7MbXDVJ1+k+1h74Furt2E2PbE7To7PlF5copysDZ+rRB7tdOrVR5KSUSkL7aWtuXG0/L4DKopY1FDpCdfnf5Ka99Ev4k48MwBtG3QVi/n5ixoZGgbzm2AolChbjtYOeD5Ns9LmBERUfm+Tfi23Phnxz8zcCakSyxqiPQkNTtVa9+yfstQx6KO3s49wnsEzGSPLu+EOwlIupukt/NR7VasLMaqU6uE2MvtX9b6bSgRkZRuZN8oN17R5zYZPxY1RHriZudWbtzdzl3v53ap64JAt0AhtjWRd2tIP3Yk7RD+GLCSW2Fq+6kSZkREpJ22z2dtcTINLGqI9GR+wHzYmNsIMRtzG8wPmG+Q85edBW3rpa1QqVRatiaqGpVKpbHY5rOtn0XDug0lyoiIqGJSfz6TfrCoIdKTYN9ghPUPg7udO2SQwd3OHWH9wxDsG2yQ8w9tMRQWZo8e0k66l4Qzd84Y5NxUe0SnRAs/VzLI8Fqn1yTMiIioYlJ/PpN+mEudAFFNFuwbjGDfYCQlJcHb29ug53a0dkRfz76I/CdSHduWuA3tGrarYC+iylkRt0JoD20xFM0dm0uUDRHR45Hy85n0g3dqiGowDkEjfYpPj0d0SrQQC/UPlSYZIiKq1VjUENVgTzd7Whg3fD37Ov669ZeEGVFNsvLkSqH9ZJMn0dm1s0TZEBFRbcaihqgGs7W0RVDTICHGWdBIF5LvJ2N7krio68zOMyXKhoiIajsWNUQ1XNkhaDsSd0BZqpQoG6opvjz9JUpVpep2K+dWGOA1QMKMiIioNmNRQ1TDDfAaADtLO3U7LS8NMTdiJMyITF1mfiZ+OvuTEJvhP0NY8JWIiMiQ+AlEVMNZm1tjcPPBQmzrJQ5Bo6pb9/c65Jfkq9uNbRtjjM8YCTMiIqLajkUNUS1Q9g/OXUm7UKQskigbMmV5xXlY8/caIRbSMQSWckuJMiIiImJRQ1Qr9HLvBSdrJ3VbUajAwZSDEmZEpmrT+U3IzM9Ut+0t7fFi2xclzIiIiIhFDVGtYCG3wHDv4UKMQ9CospSlSqw6tUqITWo3CfZW9hJlRERE9ACLGqJaouwsaHuu7EFecZ5E2ZAp2n15N5LvJ6vblnJLTOswTbqEiIiI/h+LGqJa4onGT8C1rqu6nVOcg33J+yTMyHDCL4aj9brWcFzuCL9v/RB+MVzqlEyOSqXC8pPLhdg433FwtXXVsgcREZHhsKghqiXkZnKMbDlSiG25tEWibAwn/GI4Xtn7Cm7m3IQKKlzPvo7QqFAWNpV0JPUI4tPjhdgM/xkSZUNERCRiUUNUi5Qdgrb3n73IKsySKBvDWBCzAMWlxUIsvyQfC2MXSpSRaQo7GSa0BzUbhJZOLSXKhoiISMSihqgW6eTSCV71vNTtQmUhfr/yu3QJGcDNnJvlxlOzUw2ciek6e+csoq5FCbGZnWdKlA0REZEmFjVEtYhMJsPoluLdmm2J2yTKRv+yi7Ihg6zcPhtzGwNnY7pWnloptLu5dkP3xt0lyoaIiEgTixqiWmaUzyihfTDloLDuSE3y49kfoYKq3L68kjzsTNpp4IxMz/Ws6xrTf4d2DpUoGyIiovKxqCGqZVo7t4avk6+6XVJagl1JuyTMSD+KlEX46tRXFW7z+v7XcTv3toEyMk1fnf4KJaUl6ra3ozcGNRskYUZERESaWNQQ1TIymUxjwoCtiTVvIc6tl7biRs4NddvG3AY7R+2EhZmFOnav4B5C94VCpSr/bk5tpyhQ4MezPwqxGf4zYCbjRwcRERkXfjIR1UJli5rY1FitD9SbIpVKhbA4cbau59o8h14evTDviXlCfG/yXo0/3OmBbxO+RW5xrrrtUscF43zHSZgRERFR+VjUENVCzRyaoaNLR3VbBRV2JO6QMCPd2pe8DxcyL6jbZjIzvNrpVQAP7jQ80fgJYft5h+fhH8U/Bs3R2BWUFOCb+G+E2PSO02FlbiVRRkRERNqxqCGqpUa1FCcMqEmzoK04uUJoj/AeoZ7KWm4mx1dBX6GuRV11f25xLqZHToeyVGnINI3a5gubkZ6Xrm7bWthiot9ECTMiIiLSjkUNUS01suVIoX3y9kkk30+WJhkdirsdh9gbsUIs1F+crcurnhc+6fmJEDtx64TGkLXaSlmq1JjG+SW/l+Bg7SBRRkRERBVjUUNUS7nZueGJJuIwrG2XTP9uTdnCpKd7T3Rw6aCx3QttX0BQ0yAh9smxT5CQnqDX/EzBnqt7cPneZXXb3MwcIR1DJMyIiIioYixqiGqxsgtxmvosaFcVVzWmp57pX/7K9zKZDGH9w+Bk7aSOFZcWY3rkdBSUFOg1T2OmUqk0hu8F+wSjiV0TiTIiIiL6byxqiGqx4d7DIZfJ1e1zGedwMfOihBlVz6q4VcJim23qt0Ffz75at3ep64Jl/ZYJsfOZ5/HxsY/1lqOxO3bzGE7ePinEZvjPkCgbIiKix8OihqgWa1CnAXq59xJipnq3Jj03HRvPbxRiMzvPhEwmq3C/4d7DMa6VOE3xqrhViE2N1bJHzVb2Ls1Ar4FoXb+1RNkQERE9HhY1RLXcKB9xFrStl7aa5GKUa/5eg0JlobrtZueGkd4jK9jjkc96fwY3Ozd1WwUVQvaGIKswS+d5GrOLmRcR+U+kEAvtHKplayIiIuPBooaolhvSfAgs5Zbq9lXFVfyd/reEGVVeTlEO1v29Toi92ulVWMgtHmv/elb1sHrgaiGWkpWCdw+/q7Mcqyv8Yjj8vvWD43JH+H3rh/CL4To/ft+fxaF6/i7+CGgSoNPzEBER6YO51AkQkbQcrB3Q37M/9lzdo45tTdxa7oxhxmrDuQ1QFCrUbQcrBzzf5vlKHaOXey+EdAzBV6e/Eo47qNkgDG4+WGe5VkX4xXDM2DcDBcoHExhcz76OkMgQbL6wGS2dWlb7+Il3ExGdEo0SVYkQ7+za+T+H7xERERkDFjVEhNE+o4WiZtulbfigxwcwkxn/zdxiZTFWnVolxF5u/zJsLW0rfaz5AfNx4NoBXLp7SR2bGTUTXV27okGdBtXOtarmRM9RFzQPlahKEHUtClHXovR23t+v/I7FvRfr7fhERES6Yvx/sRCR3j3V7CnUMa+jbt/IuYETN09ImNHj25G0A6nZqeq2ldwKU9tPrdKxbMxt8E3QNzA3e/R9T0Z+BmZGzZTkOaOcohy8svcV3C24a/BzA8CN7BuSnJeIiKiyWNQQEepa1MWgZoOE2NZLxj8LWnlrqjzb+lk0rNuwysfs4NIBb3d7W4jtuboHm85vqvIxqyI+LR69NvUy+Hn/7d+TJxARERkzDj8jIgAPZkH793TOO5J24NPenwp3LYzNwZSDOJtxVt2WQYbXOr1W7ePO6jILe//ZK6zX8s6hd9DDrQc863lW+/gVKVWVYvWp1VgYuxDFpcVat7Mws8Bw7+E6efYpPi0eO5N2CuezMbfB/ID51T42ERGRIRjvXytEZFD9PfvD3tIeWUUPpjHOyM/AketH0Mezj8SZaVf2Ls3QFkPR3LF5tY9rbmaOr4O+RuDGQOSX5AMAsouy8creV7B7zG69PWuUlpuGkMgQHEg5oNHXqG4jqFQqpOelw83ODfMD5iPYN1hn5w5qGoSFsQuRmp2ql+MTERHpE4saIgIAWJlbYWiLocICllsubTHaoiY+PR6Hrh8SYqH+ultTpYVjCywMXIjZB2erY7E3YvHl6S91cjeorKjkKITsDcGdvDsafS+1fQmf9PoEdSzqlLOnbgT7BrOIISIik8VnaohIbYzPGKG9+/JuFJYUatlaWitPrhTaTzZ5Ep1dO+v0HC+3exl9PcS1Wz6M/RAXMi/o7ByFJYV499C7GLNjjEZBU8+qHtYPWY/l/ZfrtaAhIiIydSxqiEgt0D0Q9W3qq9tZRVnYf22/hBmVL/l+MrYnbRdiMzvP1Pl5ZDIZVg1cBQcrB3WsUFmIqRFTUaQsqvbxk+4mYcDmAfjy9JcafU80eQIxE2IwrMWwap+HiIiopmNRQ0Rq5mbmGOE9QogZ4yxoq0+tRqmqVN1u5dwKA7wG6OVcjW0bY2nfpULszJ0zWHy86uu3qFQq/HTuJ/Ta1AsJdxKEPjOZGeZ2n4vfRv8Gd3v3Kp+DiIioNmFRQ0SC0T6jhfYfV/9AbnGuRNloyszPxIZzG4TYDP8Zel0odLTPaIxqOUqILTu5DH/e/LPSx1IUKDD5j8mYsW8G8kryhD43Ozf8PuZ3zOk+B3IzebVyJiIiqk1Y1BCRoFvjbmhi20TdzivJQ8TVCAkzEq39e616RjLgwZ2Uss8C6cPSvkvhWtdV3S5VlWL63umVKvhO3DyBwI2B2Ja4TaNvhPcIxEyIwRNNntBJvkRERLUJixoiEpjJzDCy5UghZixD0PKK87D277VCLKRjCCzllno/t6O1I1YNWCXEriqu4n+H//ef+ypLlVhyYgmeDn8a17OvC311zOsgrH8Yvn/6ezhYO2g5AhEREVWERQ0RaSh75yPqWhQUBQqJsnlk0/lNyMzPVLftLe3xYtsXDXb+fl798HK7l4XYd2e+w75/9mnd50b2DQzbOgwfH/sYSpVS6Gtbvy2in43GC21fgEwm00vOREREtQGLGiLS0L5hezRzaKZuFymL8NuV3yTMCCgpLcGqU+KdkkntJsHeyt6geXwQ+AGaO4gLfM6ImoG7+Xc1tv3t8m/osbEHYm/EavRN7zAdUeOj0NKppd5yJSIiqi1Y1BCRBplMpjFhwLZLms+BGNLuy7uRfD9Z3baUW2Jah2kGz6OuRV18HfS1MDHB7dzbePPAm1CpVACA/JJ8zNo/C8/99hzuFdwT9ne2ccbm4Zvxae9PYW1ubdDciYiIaioWNURUrtEtxaLm0PVD5a52bwgqlQorTq4QYuN8x8HV1lXLHvrVxbULZnWZJcS2J21H5M1InMs4h74/98V3Z77T2K+3R2/EPheLoKZBhkqViIioVmBRQ0Tl8nX2Rev6rdVtpUqJLj92QfjFcIPncjj1MOLT44XYDP8ZBs/j397u9jbaN2wvxP4X/z8EbAjAhcwLQtzczBwLeyzEtpHb0KhuI0OmSUREVCuwqCEirXwcfYS2olCB0KhQgxc2YSfDhPbTzZ6W/FkUS7klvgn6BnJZxevJNK3XFHvH7kVo51C9rqVDRERUm/ETloi0On7zuEYsvyQfC2IWevTydwAAFwtJREFUGCyHs3fOYv+1/UIstHOowc5fEV9nX9hZ2mntH99qPA5POIxOjToZMCsiIqLah0UNEWl1O/d2ufGbOTdx5PoRg+QQFifepenm2g3dG3c3yLkfx/3C+1r7vg76usKih4iIiHSDRQ0RaeVm56a1b9jWYfgw9kMUK4v1dv6UrBSNhT+N5S7NQ9peI3c7dwNnQkREVHuxqCEireYHzIeNuU25fSqosPSvpXg6/GlhqmVd+ur0V8KCld6O3hjUbJBezlVV5b1GNuY2mB8wX6KMiIiIah8WNUSkVbBvMML6h8Hdzh0yyModSvXX7b/Qc2NPbLm4RafnvldwD+vPrhdiM/xnGN3D9mVfI3c7d4T1D0Owb7DUqREREdUa5lInQETGLdg3WPgD/VDKIUyLnCY8b5NVlIWXI17GgZQD+Kz3Z7C1tK32eb9N+Ba5xbnqtksdF4zzHVft4+rDw9coKSkJ3t7eUqdDRERU6xjXV55EZPR6efTSuoDkpvOb0GtTL8SnxZez5+MrKCnAN/HfCLHpHafDytyqWsclIiKimolFDRFVmrONM34Z9gs+6/0ZrORioXFFcQUDNg/AyriVKFWVVun4v1z4BXfy7qjbtha2mOg3sVo5ExERUc3FooaIqkQmk2Fqh6nYP34/fJzERTqLS4vxvyP/w5jtY5CWm1ap4ypLlVgZt1KIveT3EhysHaqdMxEREdVMLGqIqFraNmiLg88cxEttX9LoO5ByAD029kBUctRjH+/3q7/jiuKKum1uZo6QjiG6SJWIiIhqKBY1RFRtdSzqYHn/5Vg/ZD3qWdUT+u7k3cGYHWMw7/A8FJYUVngclUqFFX+tEGLBPsFoYtdE5zkTERFRzcGihoh0ZliLYYiZEIMnmjyh0bf61GoM2DwASXeTtO5/9MZRxKXFCbEZ/jN0nicRERHVLCxqiEin3O3d8dvo3zC3+1yNNWUS7iSg16Ze2HBuA1Qqlca+YXFhQnug10C0rt9ar/kSERGR6WNRQ0Q6JzeTY073OdgTvAdudm5CX15JHl7b9xom/zEZigKFOn4h8wIi/4kUtg3tHGqQfImIiMi0mURRc+/ePcyePRtdunRBo0aN0KZNG8yaNQt3794VtlMoFJg6dSo8PDzg4eGBqVOnQqFQaDkqEelb98bdETMhBiO8R2j0bUvchsCNgThx8wQAaMx45u/ij4AmAQbJk4iIiEybSRQ1t27dwq1bt/DBBx/g6NGj+Oabb3D06FFMnjxZ2O7ll19GQkICwsPDsWXLFiQkJGDatGkSZU1EAOBg7YDvn/4eYf3DUMe8jtB3Pfs6ng5/GguOLED4xXChL7RzKGQymSFTJSIiIhNlLnUCj6N169bYsGGDut2sWTMsXLgQ48aNQ1ZWFuzt7XHp0iVERUUhIiIC3bp1AwAsW7YMgwYNQlJSEry9vaVKn6jWk8lkeKHtC+jeuDsm/zEZZ+6cUfcpVUqsiBNnPGtg0wBDmg8xdJpERERkokziTk15srOzYWVlhTp1Hnzz++eff8LW1lZd0ABA9+7dUbduXZw4cUKqNInoX1o6tUTUuKj/XHdGUajAtsRtBsqKiIiITJ1JFjUKhQIff/wxXnjhBZibP7jZlJ6eDmdnZ2G4ikwmQ/369ZGeni5VqkRUhpW5FRb1WoRfh/+K+jb1y92muLQYC2MXGjgzIiIiMlWSDj/76KOP8Pnnn1e4ze7duxEYGKhu5+bm4plnnoGrqysWLhT/6Clv/L1KpapwXH5SkvY1MwzFGHIg/eP7LGqKpvjpyZ8waP+gcvtTs1NN8jUzxZyp8vg+1w58n2sHvs+m4b8eJZG0qAkJCcHYsWMr3MbN7dF0sDk5OQgODgYAbN68GdbW1uq+hg0bIiMjQyhiVCoVMjMz0aBBA63Hl/pZGz7vUzvwfS6fN7zh9qcbUrNTNfrc7NxM7jXj+1w78H2uHfg+1w58n2sOSYsaZ2dnODs7P9a22dnZCA4OhkqlwpYtW2Brayv0d+3aFTk5Ofjzzz/Vz9X8+eefyM3NFZ6zISLjsiBgAUKjQpFfkq+O2ZjbYH7AfAmzIiIiIlNiErOfZWdnY9SoUcjOzsbGjRuRl5eHvLw8AICjoyMsLS3h4+OD/v3744033sCKFSugUqnwxhtvICgoiBU4kREL9n1w93Vh7EKkZqfCzc4N8wPmq+NERERE/8Ukipr4+Hj89ddfAAB/f3+h79/P3KxduxZz5szBqFGjAACDBg3CZ599ZthkiajSgn2DWcQQERFRlZlEURMYGAiFQvGf2zk6OmLNmjUGyIiIiIiIiIyFSU7pTERERERE9BCLGiIiIiIiMmksaoiIiIiIyKSxqCEiIiIiIpPGooaIiIiIiEwaixoiIiIiIjJpLGqIiIiIiMiksaghIiIiIiKTxqKGiIiIiIhMGosaIiIiIiIyaSxqiIiIiIjIpLGoISIiIiIik8aihoiIiIiITBqLGiIiIiIiMmksaoiIiIiIyKSxqCEiIiIiIpPGooaIiIiIiEwaixoiIiIiIjJpLGqIiIiIiMikyRQKhUrqJIiIiIiIiKqKd2qIiIiIiMiksaghIiIiIiKTxqKGiIiIiIhMGosaIiIiIiIyaSxqiIiIiIjIpLGokdC6devQrl07uLi4oFevXjh69KjUKZEOLVq0CA4ODsJ/LVu2lDotqqbY2FiMHz8erVq1goODAzZu3Cj0q1QqLFq0CL6+vmjUqBEGDx6MCxcuSJQtVdV/vc8hISEa13f//v0lypaq6osvvkCfPn3g7u6O5s2bY9y4cTh//rywDa9p0/c47zOvadPHokYi27ZtwzvvvIM333wThw8fRteuXREcHIzr169LnRrpkLe3Ny5duqT+j4Wr6cvNzUXr1q3x6aefwsbGRqN/xYoVWL16NRYvXowDBw6gQYMGGDlyJLKzsyXIlqrqv95nAOjdu7dwfYeHhxs4S6qumJgYTJ48GZGRkdi1axfMzc0xYsQI3Lt3T70Nr2nT9zjvM8Br2tRxnRqJ9OvXD23atEFYWJg61qlTJwwfPhwLFiyQMDPSlUWLFmHXrl04duyY1KmQnjRp0gSfffYZJkyYAODBN7q+vr6YMmUK3nrrLQBAfn4+vL298eGHH2LixIlSpktVVPZ9Bh58q3v37l1s3rxZwsxI13JycuDh4YGNGzdi0KBBvKZrqLLvM8BruibgnRoJFBUVIT4+Hn379hXiffv2xYkTJyTKivQhOTkZrVq1Qrt27TBp0iQkJydLnRLp0bVr15CWliZc2zY2NnjyySd5bddAx44dQ4sWLeDv74/Q0FDcuXNH6pSomnJyclBaWgoHBwcAvKZrqrLv80O8pk2budQJ1EaZmZlQKpVo0KCBEG/QoAHS09Mlyop0rXPnzvjyyy/h7e2NjIwMLFmyBAMHDsTx48fh5OQkdXqkB2lpaQBQ7rV969YtKVIiPenfvz+GDh0KT09PpKSk4KOPPsKwYcMQHR0NKysrqdOjKnrnnXfg5+eHrl27AuA1XVOVfZ8BXtM1AYsaCclkMqGtUqk0YmS6BgwYILQ7d+6MDh06YNOmTXjttdckyooMgdd2zTd69Gj1/7dp0wYdOnSAn58fIiMjMWzYMAkzo6p69913cfz4cUREREAulwt9vKZrDm3vM69p08fhZxJwdnaGXC7XuCuTkZGh8W0Q1Ry2trbw9fXF1atXpU6F9MTFxQUAeG3XQq6urmjcuDGvbxM1d+5cbN26Fbt27YKXl5c6zmu6ZtH2PpeH17TpYVEjAUtLS3To0AEHDx4U4gcPHkS3bt0kyor0raCgAElJSeoPSap5PD094eLiIlzbBQUFOHbsGK/tGi4zMxO3bt3i9W2C5syZgy1btmDXrl0a0+7zmq45Knqfy8Nr2vTI33nnnfelTqI2srOzw6JFi9CoUSNYW1tjyZIlOHr0KFatWoV69epJnR7pwHvvvQdLS0uUlpbi8uXLmD17Nq5evYply5bxPTZhOTk5uHjxItLS0vDTTz+hdevWsLe3R1FREerVqwelUolly5ahRYsWUCqVmDdvHtLS0rB8+XKOyzYhFb3PcrkcCxcuhK2tLUpKSnDmzBnMmDEDSqUSS5Ys4ftsQt566y388ssv+OGHH+Dm5obc3Fzk5uYCePAFpEwm4zVdA/zX+5yTk8NrugbglM4SWrduHVasWIG0tDS0atUKn3zyCQICAqROi3Rk0qRJOHr0KDIzM1G/fn107twZ8+bNg6+vr9SpUTUcOXIEQ4cO1Yg/88wz+Oqrr6BSqfDpp5/ihx9+gEKhgL+/Pz7//HO0bt1agmypqip6n7/44gtMmDABCQkJuH//PlxcXBAYGIh58+bBzc1NgmypqsrOfvXQnDlzMHfuXADgNV0D/Nf7nJ+fz2u6BmBRQ0REREREJo3P1BARERERkUljUUNERERERCaNRQ0REREREZk0FjVERERERGTSWNQQEREREZFJY1FDREREREQmjUUNERHpzaJFi+Dg4IC0tDS9nSMkJAR+fn56Oz4RERk/FjVERCZo48aNcHBwgIODAw4fPlzuNn379oWDgwO6dOmi11xycnKwaNEiHDlyRK/n0Yfz589j0aJFuHbtmk6Pa8qvCRGRKWJRQ0RkwqytrREeHq4Rv3LlCk6dOgVra2u955Cbm4vFixcjJiZG7+cqT1hYGE6ePFmlfS9cuIDFixcjJSVFpzlJ/ZoQEdU2LGqIiEzYwIEDsXPnThQWFgrxzZs3o2HDhujYsaNEmRmOhYUFrKyspE7DIJRKJYqKiqROg4jI6LCoISIyYaNHj0ZOTg4iIiKE+JYtWzBq1CiYmWn+mi8tLcXy5cvh7++Phg0bolWrVpg9ezbu378vbDd48GB06dIFV65cwejRo9G4cWN4e3vjgw8+QGlpKQDg2rVr8PHxAQAsXrxYPSQuJCREOFZOTg7eeOMNNG3aFE2aNMGLL76Iu3fvCtvEx8cjODgYzZs3R6NGjdC+fXtMmzYNubm5Fb4G5T1T4+DggDfeeAP79u1DYGAgXFxc0KlTJ2zZskW9zcaNGzF58mQAwNChQ9W5b9y4Ub3Nnj170K9fP7i6usLT0xMTJkxAYmJihfk8zmty+/ZtzJw5E76+vmjYsCE6deqEFStWQKVSCcdxcHDAsmXLsG7dOnTq1AkNGzbEiRMnhL4ff/wRHTt2hKurK4YOHYrk5GQAwKpVq+Dn54dGjRph9OjRuH37doV5ExGZMnOpEyAioqpr3LgxAgICEB4ejuHDhwMATp48iatXr2Ls2LE4c+aMxj5vvvkmvv/+ewwaNAjTp0/HhQsX8O233yIuLg6RkZGwsLBQb5uVlYXhw4fjqaeewuDBgxEVFYVly5bB09MTL730EurXr48lS5Zg9uzZGDJkCIYOHQoAaNq0qXDOyZMnw8XFBfPmzcOVK1ewZs0aWFhYYN26dQCAjIwMjBw5Es7Ozpg5cyYcHByQmpqKP/74A7m5uahbt26lX5u//voLv//+OyZOnIjnn38e69evx9SpU+Hn5wcfHx8EBARgypQpWLt2Ld588020bNkSANCtWzcADwrDKVOmoG3btpg3bx6ysrKwZs0aDBw4ENHR0fDy8ir3vP/1mty5cwf9+/dHSUkJXnzxRTRq1AjHjh3DggULcOvWLXz66afC8X799Vfk5OTgpZdegq2tLRo1aqTu2759O/Lz8zFp0iTk5ORgxYoVmDBhAkaPHo1du3bhlVdewe3bt7Fq1SrMmjULmzZtqvTrSERkCljUEBGZuODgYLz11ltQKBRwcHDA5s2b0bx5c3Tq1Elj2/Pnz+P777/H2LFjsWbNGnXc29sbc+fOxc8//4wXXnhBHU9LS0NYWJg6NmnSJPTo0QM//vgjXnrpJdStWxfDhg3D7Nmz0aZNG4wbN67cHFu2bCmcT6VSYe3atVi6dCnq1auHEydO4N69e9i2bZswZO7dd9+t8uty8eJFxMbGqu+ajBgxAm3btsWGDRvw4YcfwsvLC927d8fatWvRu3dvBAYGqvctLi7GvHnz0KJFC0RERKiLqsGDB6NPnz745JNPhH/Pv/3Xa/LRRx+hsLAQsbGxaNiwIQBg4sSJaNSoEVatWoWQkBB4enqqt09JSUFcXJxQzDyc2CA1NRWnTp2Cg4MDAMDMzAyLFi1CQUEBjh49qh6Wl5OTg++++w4ZGRmoX79+lV9TIiJjxeFnREQmbvjw4ZDJZNi5cydKSkqwY8cOBAcHl7ttZGQkACA0NFSIT5o0Cfb29ur+h6ytrTFhwgQhFhAQoB7i9LgeDvP69zGUSiVSU1MBAHZ2dgCAiIgIFBcXV+rY2gQGBqoLGgBo2LAhvL29Hyv3+Ph4pKWlYfLkycJdovbt26N3797Yu3evMFTscalUKuzcuRNBQUGQy+XIzMxU/9evXz+UlpYiNjZW2Gfw4MFCQfNvw4YNUxc0ANC5c2cAwJgxY4TnjPz9/aFSqXQ+yxsRkbFgUUNEZOLq1auHgQMH4tdff8XBgwdx584drUVNSkoKZDIZvL29hbiVlRU8PT01ZgFr3Lgx5HK5EHNwcMC9e/cqlaO7u7vGMQCojxMYGIihQ4di8eLFaNasGcaNG4cffvgBOTk5lTpPRed8eN7Hyf3h6/BwSNq/+fj4QKFQICsrq9I5ZWRkQKFQYMOGDWjevLnw38PhgxkZGcI+2oa5AYCbm5vQtre3BwA0adKk3LhCoah0zkREpoDDz4iIaoDg4GC8+OKLAB58K9+8efNKH0OlUkEmkwmxsgVNVWk7zsO7HTKZDD/99BPi4uIQERGB6OhovP7661i6dCn279+vHqaly3NWVXX2fzjBwpgxY/Dcc8+Vu02zZs2Eto2Njdbjafs36uvfTkRkrFjUEBHVAEFBQbC3t0dsbKzGg+b/5uHhAZVKhaSkJLRt21YdLyoqQkpKivBcyeMqWwhVh7+/P/z9/TFv3jzs27cPwcHBWL9+Pd566y2dnePftOXu4eEBAEhMTETfvn2FvqSkJDg4OKjvflTmuPXr14e9vT1KSkrQu3fvqiVNREQaOPyMiKgGsLKywtKlSzFnzhyMGTNG63YDBw4EAKxevVqIf//998jKykJQUFClz12nTh0A1RvapFAoNO4itG/fvtrH/S/acu/QoQNcXFzw3XffIT8/Xx0/c+YMDh48iIEDB1ZYzGk7rlwux7Bhw/Dbb78hPj5eY7/79+/r7JkiIqLahHdqiIhqiIqKmYfatGmDiRMnqouYPn364MKFC/j+++/RqVMnPPPMM5U+r62tLby9vbFt2za0aNECTk5O8PT0VD+0/jg2bdqEdevWYciQIWjatCny8/OxceNGyOVy9bMm+tC+fXuYmZlh2bJluH//PmxsbODv7w8vLy98/PHHmDJlCoKCgjBu3Dj1lM729vb/OStbRa/J+++/j9jYWDz11FN4/vnn0bp1a2RnZ+P8+fPYvXs3Tp06BRcXF739m4mIaiIWNUREtczSpUvh6emJ9evXY+/evXB2dsbkyZPx3nvvCWvUVMbq1asxd+5cvPfeeygsLMQzzzxTqaImICAAp0+fxvbt25Geng47Ozu0a9cOn332Gbp06VKlnB6Hq6srli9fjuXLl2PmzJlQKpVYvXo1vLy8MGbMGNjY2GDp0qX48MMPYWlpiR49euD999+v8OH9h7S9JvXr18f+/fuxZMkS/P777/jhhx9Qr149tGjRAu+88w4cHR319u8lIqqpZAqFgk8NEhERERGRyeIzNUREREREZNJY1BARERERkUljUUNERERERCaNRQ0REREREZk0FjVERERERGTSWNQQEREREZFJY1FDREREREQmjUUNERERERGZNBY1RERERERk0ljUEBERERGRSfs/jdi2Qs1x/a8AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -342,7 +342,7 @@ "def plot2(states, dates):\n", " N = len(dates)\n", " plt.plot(range(N), [0] * N, label='Net zero', color='darkorange')\n", - " plt.plot(range(N), [-margin(states, date) for date in dates], 'D-', label='Margin')\n", + " plt.plot(range(N), [-margin(states, date) for date in dates], 'D-', label='Margin to 270')\n", " plt.plot(range(N), [net_usa[date] for date in dates], 'go-', label='Country-wide Net')\n", " labels('Months into term', 'Net popularity')\n", " \n", @@ -633,7 +633,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.7.2" } }, "nbformat": 4,