From 1d54c82afad2987926a618a2b90de670917931cd Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Wed, 5 Jun 2019 18:46:35 -0700 Subject: [PATCH] Add files via upload --- ipynb/Electoral Votes.ipynb | 55 ++++++++++++++++++------------------- 1 file changed, 27 insertions(+), 28 deletions(-) diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 528dcd8..97624b3 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -10,15 +10,14 @@ "\n", "[RealClearPolitics](https://www.realclearpolitics.com/epolls/other/president_trump_job_approval-6179.html) and [538](https://projects.fivethirtyeight.com/trump-approval-ratings/) shows presidential approval ratings (currently about 43% approval and 53% disapproval for a net -10%). Do approval ratings predict election results? There are three big caveats:\n", "\n", - "1. These are approval polls, not votes. \n", + "1. Approval polls are not votes. \n", "\n", - "2. This is today, not election day 2020. \n", + "2. Today is not election day 2020. \n", "\n", - "3. These are popular votes, not electoral votes. \n", + "3. Popular votes do not correspond to electoral votes. \n", "\n", - "We can't be conclusive about the first two points, but this notebook can take the \n", - "\n", - "and compute electoral votes, under the assumption that Trump wins the electoral votes of states he has positive net approval (and for the purposes of computation we'll assign half the electoral votes for states where approval exactly equals disapproval).\n", + "We can't be conclusive about the first two points, but this notebook can use state-by-state approval polls to \n", + "compute expected electoral votes, under the assumption that Trump wins the electoral votes of states he has positive net approval (and for the purposes of computation we'll count half the electoral votes for states where approval exactly equals disapproval).\n", "\n", "\n", "# TL;DR for policy wonks\n", @@ -43,8 +42,8 @@ "\n", "# Data and Code\n", "\n", - "First fetch the state-by-state, month-by-month approval data from Morning Consult's\n", - "[Tracking Trump](https://morningconsult.com/tracking-trump/) web page and cache it locally: " + "First fetch the state-by-state, month-by-month approval data from the **[Tracking Trump](https://morningconsult.com/tracking-trump/)** web page at *Morning Consult*\n", + " and cache it locally: " ] }, { @@ -58,7 +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 234k 0 --:--:-- --:--:-- --:--:-- 234k\n" + "100 116k 0 116k 0 0 242k 0 --:--:-- --:--:-- --:--:-- 242k\n" ] } ], @@ -92,7 +91,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Additional data: the variable `data` contains the [electoral votes by state](https://www.britannica.com/topic/United-States-Electoral-College-Votes-by-State-1787124) and the [partisan lean by state](https://github.com/fivethirtyeight/data/tree/master/partisan-lean) (how much more Republican (plus) or Democratic (minus) leaning the state is compared to the country as a whole, across multiple recent elections). The variable `net_usa` has the [country-wide net presidential approval](https://projects.fivethirtyeight.com/trump-approval-ratings/) by month." + "Additional data: the variable `data` contains the [electoral votes by state](https://www.britannica.com/topic/United-States-Electoral-College-Votes-by-State-1787124) and the [partisan lean by state](https://github.com/fivethirtyeight/data/tree/master/partisan-lean) (how much more Republican (plus) or Democratic (minus) leaning the state is compared to the country as a whole, across recent elections). The variable `net_usa` has the [country-wide net presidential approval](https://projects.fivethirtyeight.com/trump-approval-ratings/) by month." ] }, { @@ -146,8 +145,8 @@ "outputs": [], "source": [ "class State(namedtuple('_', 'name, ev, lean, approvals, disapprovals')):\n", - " '''A State has a name, the number of electoral votes (.ev), the partisan lean (.lean) \n", - " and two dicts of {date: percent}: .approvals and .disapprovals'''\n", + " '''A State has a name, the number of electoral votes, the partisan lean,\n", + " and two dicts of {date: percent}: approvals and disapprovals'''\n", "\n", "def parse_page(filename='evs.html', data=data):\n", " \"Read data from the file and return (list of dates, list of `State`s, last date).\"\n", @@ -155,13 +154,13 @@ " # [[\"Demographic\",\"1-Jan-17\",\"\",\"1-Feb-17\",\"\", ... \"1-Apr-19\",\"\"],\n", " # [\"Alabama\",\"62\",\"26\",\"65\",\"29\", ... \"61\",\"35\"], ... ] =>\n", " # State(\"Alabama\", 9, approvals={\"1-Jan-17\": 62, ...}, disapprovals={\"1-Jan-17\": 26, ...}), ...\n", - " text = re.findall(r'\\[\\[.*?\\]\\]', open(filename).read())[0]\n", - " table = ast.literal_eval(text)\n", - " dates = table[0][1::2]\n", + " text = re.findall(r'\\[\\[.*?\\]\\]', open(filename).read())[0]\n", + " header, *table = ast.literal_eval(text)\n", + " dates = header[1::2] # Every other header entry is a date\n", " states = [State(name, *data[name],\n", " approvals=dict(zip(dates, map(int, numbers[0::2]))),\n", " disapprovals=dict(zip(dates, map(int, numbers[1::2]))))\n", - " for (name, *numbers) in table[1:]]\n", + " for (name, *numbers) in table]\n", " return dates, states, dates[-1]\n", "\n", "dates, states, now = parse_page()\n", @@ -177,11 +176,11 @@ " \"What's the least swing that would lead to a majority?\"\n", " return next(swing for swing in range(-50, 50) if EV(states, date, swing) >= 270)\n", "\n", - "def net(state, date=now): return state.approvals[date] - state.disapprovals[date]\n", - "def undecided(state, date=now): return 100 - state.approvals[date] - state.disapprovals[date]\n", - "def movement(state, date=now): return undecided(state, date) / 5 + 2 * 𝝈(state)\n", - "def 𝝈(state, recent=dates[-12:]): return stdev(net(state, d) for d in recent)\n", - "def is_swing(state) -> bool: return abs(net(state)) < movement(state)" + "def net(state, date=now) -> int: return state.approvals[date] - state.disapprovals[date]\n", + "def undecided(state, date=now) -> int: return 100 - state.approvals[date] - state.disapprovals[date]\n", + "def movement(state, date=now) -> float: return undecided(state, date) / 5 + 2 * 𝝈(state)\n", + "def 𝝈(state, recent=dates[-12:]) -> float: return stdev(net(state, d) for d in recent)\n", + "def is_swing(state) -> bool: return abs(net(state)) < movement(state)" ] }, { @@ -287,9 +286,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -299,7 +298,7 @@ "source": [ "def labels(xlab, ylab): plt.xlabel(xlab); plt.ylabel(ylab); plt.grid(True); plt.legend()\n", " \n", - "plt.rcParams[\"figure.figsize\"] = [9, 6]\n", + "plt.rcParams[\"figure.figsize\"] = [12, 10]\n", "plt.style.use('fivethirtyeight')\n", " \n", "def plot1(states, dates, swing=3):\n", @@ -330,9 +329,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -411,7 +410,7 @@ "source": [ "def header(head) -> str: return head + '\\n' + '-'.join('|' * head.count('|'))\n", "\n", - "def markdown(fn) -> str: return lambda *args: display(Markdown('\\n'.join(fn(*args))))\n", + "def markdown(fn) -> callable: return lambda *args: display(Markdown('\\n'.join(fn(*args))))\n", "\n", "@markdown\n", "def by_month(states, dates=reversed(dates)):\n", @@ -519,7 +518,7 @@ " yield (f'|{swing_name(s)}|{b}{net(s):+d}%{b}|{b}{movement(s):.0f}%{b}|{s.ev}|{total}'\n", " f'|{s.approvals[d]}%|{s.disapprovals[d]}%|{undecided(s, now)}%|{𝝈(s):3.1f}%|')\n", " \n", - "def swing_name(s) -> str: return '**' + s.name.upper() + '**' if is_swing(s) else s.name\n", + "def swing_name(s) -> str: return ('**' + s.name.upper() + '**') if is_swing(s) else s.name\n", "\n", "by_state(states)" ]