以下均为自己看视频做的笔记,自用,侵删!

还参考了:http://www.ai-start.com/ml2014/

In [8]:
%matplotlib inline
import pandas as pd
import matplotlib.pylab as plt iris_data = pd.read_csv('iris.data')
iris_data.columns = ['sepal_length_cm', 'sepal_width_cm', 'petal_length_cm', 'petal_width_cm', 'class']
iris_data.head()
Out[8]:
  sepal_length_cm sepal_width_cm petal_length_cm petal_width_cm class
0 4.9 3.0 1.4 0.2 Iris-setosa
1 4.7 3.2 1.3 0.2 Iris-setosa
2 4.6 3.1 1.5 0.2 Iris-setosa
3 5.0 3.6 1.4 0.2 Iris-setosa
4 5.4 3.9 1.7 0.4 Iris-setosa
In [9]:
from PIL import Image
img = Image.open('test.jpg')
plt.imshow(img)
plt.show()
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAVkAAAFeCAYAAAAv92xjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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%0AYlKyEyZMmPAIMSnZCRMmTHiE+H/EsWgKYWjw0QAAAABJRU5ErkJggg==" alt="" />
In [10]:
iris_data.describe()
Out[10]:
  sepal_length_cm sepal_width_cm petal_length_cm petal_width_cm
count 149.000000 149.000000 149.000000 149.000000
mean 5.848322 3.051007 3.774497 1.205369
std 0.828594 0.433499 1.759651 0.761292
min 4.300000 2.000000 1.000000 0.100000
25% 5.100000 2.800000 1.600000 0.300000
50% 5.800000 3.000000 4.400000 1.300000
75% 6.400000 3.300000 5.100000 1.800000
max 7.900000 4.400000 6.900000 2.500000
 

画出每个种类的分布

In [12]:
%matplotlib inline

import matplotlib.pyplot as plt
import seaborn as sb # pairplot传入的数据不能有缺失值
sb.pairplot(iris_data.dropna(), hue='class')
Out[12]:
<seaborn.axisgrid.PairGrid at 0x166afc88>
 
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAABGwAAAPdCAYAAADfwf4CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz%0AAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBo%0AdHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzs3Xt8FOW9P/DPs7tBiqCgTagSQCzh%0AooaYiNgaTCBgW7V69HcqitieVhJ6s4DU87NaW+3FWnsUCqmenia0lqJ4PPYuP6sF5BK8IAYlIkg4%0ActuABIVguGd3nt8fk032Mpfd2Z3Zmd3P+/XiBTuzM5lN+H7nyezO5xFSShARERERERERkXv4sn0A%0AREREREREREQUixdsiIiIiIiIiIhchhdsiIiIiIiIiIhchhdsiIiIiIiIiIhchhdsiIiIiIiIiIhc%0AhhdsiIiIiIiIiIhchhdsiIiIiIiIiIhchhdsiIiIiIiIiIhchhdsiIiIiIiIiIhchhdsiIiIiIiI%0AiIhchhdsiIiIiIiIiIhchhdsiIiIiIiIiIhchhdsiIiIiIiIiIhcJi8v2AjVWUIIke1jIaLksXaJ%0AvIv1S+RdrF8iouwIZPsAsmQAgCNHjhzJ9nEQZZMXB12sXSIV65fIm7xYuwDrlwjwbv2Sh+XlJ2yI%0AiIiIiIiIiNyMF2yIiIiIiIiIiFzGcxdshBABIcRPhRA7hRAnhBDvCyF+KITw3GshIiIiIiIiItLi%0AxQybewB8A8C/AdgCYDyA3wE4AmBhFo+LiIiIiIiIiCgjvHjB5rMA/iqlXN79eJcQYjrUCzdERERE%0ARERERJ7nxQs2TQC+IYQYJaXcLoQoAzARwFy9DYQQZwA4I2rRAJuPkYgygLVL5F2sXyLvYv0SEbmD%0AF3NfHgGwDMA2IUQXgE0AfimlXGawzb1Qb5mK/AnafpRElAmsXSLvYv0SeRfrl4jIBYSUMtvHkBIh%0AxK0A/gPAv0PNsLkUwC8BzJNS/l5nG613CYJHjhzBWWedZfMRE7mWyPYBmGHtkhUhJYSAL6D7OEew%0AfokyIAv9wvW1C7B+KfNy5Nzsifql3OK5KoF6sebnUspnuh+3CCGGQ30nQPOCjZTyFIBTkcdCsNaI%0AvIC1S6mSUqKprQkNmxvQ2tGKkoElmDVuFqqKq/j/x2GsX3I79gt9rF/KJNYakXVevCWqHwAlblkY%0A3nwtRESUISElhDXBNZi9ajY2f7gZJ0InsPnDzfjOqu9gbXAtQkoo24dIRC7BfkHkDNYaUXq8eJHj%0A7wC+L4S4TghxgRDiJgDzAPw5y8dFRERZFPAF0LC5ARKxt/pKSDS0NHjxo9dEZBP2CyJnsNaI0uPF%0ACvkOgJ8AeAJAEYB9AP4LwI+zeVBERJR9rR2t2ssPay8novzFfkHkDNYakXWe+4SNlLJTSjlXSjlc%0ASvkJKeWnpZT3SylPZ/vYiIgou0oGlmgvH6S9nIjyF/sFkTNYa0TWee6CDRERkZaQEsKscbMg4iZx%0AEBCoK63jffJE1IP9gsgZrDWi9PCCDRER5YSAL4Cq4irU19SjrLAM/QL9UFZYhvqaelQVV/E+eSLq%0AwX5B5AzWGlF6hJTS/Fk5RghxFoAjR44cwVlnnZXtwyHKFs/No8japWSElFDMADD+cY5g/RJlQBb6%0AhedqF2D9Uvpy5Nzsyfolb+MnbIiIKKfEDwA9OCAkIoewXxA5g7VGZA0v2BARZVn8/dvJ3s/t9HZe%0Akeuvj4iSl4l+oLcP9hqi5NkxZmENUj7gpU0ioiySUqKprQkNmxvQ2tGKkoElmDVuFqqKqyCE/idv%0And7OK3L99RFR8jLRD7T2UTeuDtXF1dh2aBsefv1h9hoiE3aMWQDo1iZrkHIJM2x4Hy7lL8+dzXKt%0AdkNKCE1tTZi9ajYkenuxgEB9TT0qh1RqfmTY6e28ItdfXxzWL5GBTPQDo30sqlmEkQNH4ro/XwdF%0AKqns23O1C7B+ybpMj1kKfAV4/bbXsX7fet3arBxSiQJfgR0vx5P1S97GW6KIiLIk4AugYXNDzGAD%0AACQkGloadAf8Tm/nFbn++ogoeZnoB0b7aGxpRPGAYlQUVVjaN1G+yPSYZdroaSjwFxjWpk0Xa4iy%0AghdsiIiyqLWjVXv5Ye3l2drOK3L99RFR8jLRD8z2Udiv0PK+ifJFJscswwYMS2ufRF7DCzZERFlU%0AMrBEe/kg7eXZ2s4rcv31EVHy0ukHYSWc1D4OHj+Y8r6J8o1ZHUXqLcKo/vZ07klqn0S5ghdsiIiy%0AJKSEMGvcLIi4W6IFBOpK63RnO3B6O6/I9ddHRMlLpx9IKbGubR1OhU+hblyd5j5qS2sR7Ayiub05%0ApX0T5ZtkanFd2zrMWD4DE56agBnLZ6CprUl3u2ffexZd4S7D2uxSumx/XUROYegwg9Mof3kuOC0X%0Aa1dKibXBtWhoaUDr4VaUDCpBXWldUjMnpLpdWAnDJ3xYHVyNxS2Le7abWToTk4onQZEK/D6/XS/V%0AEVa/nx7kuReTi/VL7malH0QHnc6tmIuvXfI1rAmuQWNLY88+aktrUV1cjXc/ehcPb3g41V7judoF%0AWL+UHqNa3PLRFty2/LaE8OBl1y3DRedepLsdAN3atPF878n6JW/jBRuedCh/ee6kk6u1G1JCMaF7%0A8Y8zud2CNxfg5lE3o3hAcc+yYGcQz21/DnMvm2vh6N3H6vfTY1i/REmw0g9mLJ+BzR9uBgDcVXEX%0AZoydgTMCZ/Ss71K6UOArsNprPFe7AOuX0qdXL9H1Fq2ssAxLr11qWGfx6yK1aSNP1i95Gy/Y8KRD%0A+ctzJx3WbvomPDUBp8KnUFFUgcJ+hTh4/CCa25vR198Xr894PduHR8lj/RLZZMJTE3AidKLnccAX%0AwC2jb8GFZ12IaWOmpbt7z9UuwPol+8TXW0S/QD83jks8Wb/kbcywISLKIyUDS6BIBRsPbMQLO1/A%0AxgMboUiFIX1ERN3iw0xDSghPbX0Kf3v/b1k6IqLcxfBgImO8YENElCcYyktEZIx9ksg5rDcic7xg%0AQ0SUJwK+AKqKq1BfU4+ywjL0C/RDWWEZ6mvqUVVclYs5L0REKWGfJHIO643IHDNseB8u5S/P3YfL%0A2s2MPAnlzXWsXyIb2dgnPVe7AOuX7OWhcYkn65e8jZ+wISLKM/GDIJcOioiIsoZ9ksg5rDcifbxg%0AQ0TkUfH3dvNebyKiWOyTRM5hvRFlHi9fEhF5kJQSTW1NaNjcgNaOVpQMLMGscbNQVVwFIfiJXSIi%0A9kki57DeiOzBDBveh0v5y3NnT9auKqSE0NTWhNmrZkOit4cLCNTX1KNySCU/Tpz7WL9EBlzcJz1X%0AuwDrl4y5uN4yzZP1S97GW6KIiDwm4AugYXNDzKAIACQkGloacmVQRERkGfskkXNYb0T24QUbIiIP%0Aau1o1V5+WHs5EVG+YZ8kcg7rjcgevGBDRORBJQNLtJcP0l5ORJRv2CeJnMN6I7IHL9gQEXlMSAlh%0A1rhZEHG3UgsI1JXWIaSEOFMDEeW1ZPpk9HOJKDla44tU6o2IUsMLNkREHhPwBVBVXIX6mnqUFZah%0AX6AfygrLUF9Tj6riKviFH01tTZixfAYmPDUBM5bPwPq29cjHkHkiyk9mfbJ+Uz37I1GKIjNBxY8v%0A/MJvWG/MsCGyjrNEMeme8pfnku5Zu7FCSihmEBRSQhAQWNe2Lh9mash3rF+iJMT3yaOnj+IH63+A%0AFXtW9CxzuD96rnYB1i+ZzwQ1cchESMiEcUmOjTk8Wb/kbfyEDRGRR8UPggK+APw+P2dqICLqFt/z%0AvvHPb8RcrAHYH4mSYTYTlN/n1xyXEFF6WEVERDmGMzUQEWnbcWSH5nL2RyJzrR2t8AkfKooqUNiv%0AEAePH0RzezPrh8hGvGBDRJRjSgaWYPOHmxOXd8/UoHUrVTLvglndziqnvx4ReYtejzDqHX/7l7/h%0AZxt+hpV7VsbsizPZUL6xco6dPmY6bh51M4oHFPcsC3YG8dz252w7TjtwfEFewluiiIhyiNFMDfdO%0AuFc3MNAsz8zqdlY5/fWIyFuMesS2Q9tilq9rWwdFKljw5gK8e+hdzJ80H1OGTenZF2eyoXxj5Rwb%0AVsKYWzEXrR2tMdu1drRiTsUchJWwg6/AOo4vyGsYOszgNMpfngtOY+0mR0qJtcG1aGhpQOvhVpQM%0AKkFdaR0qh1QaBgbqBW6aBQ1mOqjT6a/nUaxfyltGPWJRzSKMHDgS1/35OihS6Vm+sGYhSgaW4It/%0A/iJ+OfmXGHvOWNz41xvx6YGfRl1pHaqKqyCEI2XludoFWL+5xOo5NhfOzRl4DZ6sX/I2fsKGiCjH%0ACCFQOaQSS69ditdnvI6l1y7FxCETTQMD9QYpVrezyumvR0TeYtQjGlsaUTygGBVFFTHLF7csRvGA%0AYpQXlaOxpRGDzxyMV297FUuvXYrKIZVOXawhyjqvjAXskAuvgfIPL9gQEeWg+EGH3+cHYD2Q2Okg%0AYwYnE5ERsx5R2K9Qd3l8H+EvaZRvvDIWsEMuvAbKL45fsBFCFAkhLhFCjIv+4/RxEBHlo5KB2sGa%0AZoGbVrezyumvR0TeYtYjDh4/qLucfYTyndvGAvH5UXbmSXF8QV7j2AUbIcRlQoh3AOwHsBnAWwA2%0ARf1NREQ2MgokNgrctLqd08dJRPnBqEfUltYi2BlEc3tzzPKZpTMR7AxiU/sm9hHKa24bCzgZAszx%0ABXmRY6HDQojNAHYAeATAASD25kEp5W5HDgQMTiPq5rkb9lm76QkrYfiED6uDq7G4ZXFPIPHM0pmY%0AVDwJilR6bp2KpxdkbFdQp9Nfz4M8901g/VImafWI2tJaVBdX452P3sEjGx6J6XHVxdVY1LwI5UXl%0A2e4jnqtdgPWba6yeYzN9bs5GkHGar8GT9Uve5uQFm04A5VLKHY58QeNj4UmHyIMnHdZu+ha8uQA3%0Aj7oZxQOKe5YFO4N4bvtzmHvZXMNtQ0ooZuAU/zjTnP56HsP6pbwX3xOCnUG8tOslfO6Cz8X0uOjn%0AuaCPeK52AdZvLrJ6js30uXnG8hnY/OHmhOVlhWVYeu1Sy/s1ksZr8GT9krc5ecZaCaAM6qdsiIgo%0AC5ZtW4YntzyJiqIKFPYrxMHjB9Hc3oy+/r6mF2ziBzN2/9Lj9NcjIm+J9IT7m+5H29E2NLc3Q5EK%0AFm5aiIqiChT3L8ZPJv4kpnewjxCprJ5jM31uzkYIMMcX5CVO/u+sBfB7IcQlAN4B0BW9Ukr5t2R2%0AIoTYBWC4xqonpJTfTvcgiYhyWcnAEmz+cDM2HtgYuzyZsL1wF+Av0H9MRPnFJT1h55GdMe/QK1LB%0AxgMb0aV0GWxFlANcUoPpiIxLEpYzBJgIgLOzRF0JYCKABwD8D4C/RP35cwr7uRzAeVF/ru5e/j8Z%0AO1IiohyUVtielMCOFUDjFOBn56t/71ihLiei/OOSnsAQUcpbLqnBdLB+icw5mWGzC8DzAH4ipTyQ%0Awf3+EsAXAZTIJF8M78MlAuDB+3BZu+mzFLYX7lIHgc9Mjx0ICgHcugwYOdVz7+jlANYvZY/LeoLH%0AQspdd0DJYP26jMtqMB2sXyJjTocOXyql/N8M7rMPgH0A5kspf2bwvDMAnBG1aACAIE86lOdcf9Jh%0A7drDUthe4xQguDFxefHlQO2KDB8hJYH1S9nlsp7goZBy19cuwPr1BJfVYDpYv0T6nLwl6k8AJmd4%0AnzcCGAjgSZPn3QvgSNSfYIaPg4jswdq1gaWwvfatgPABF0wELvlX9W/hU5cTaWP95jK92s9ST2CI%0AaMaxft3OZTWYDtYvkT4nq2E7gIeFEBMBtCAxdHiRhX3OBPCClHKfyfMeBjA/6vEA8MRD5AWsXYeF%0AlC4EfAWJjyfUITT+DgQG9ma+hzp2I7Dxd9k4TPIG1m8uKxqr/e7+hDrdIFSzd9GTeZfdQ+/Eex3r%0A1+30arBobO+/PRJK7JYpxoncyMlbonYarJZSygtT3N9wAO8D+D9Syr+muC3vwyXy4Mc6Wbv2klJi%0ATXANGjY3oLWjFSUDS1A3rg7VxdUAgDV7V6OhpbFn3azSWlQNnQShhAE/B0gOY/1S9ujlZ4y9AZj2%0Ae2D7i8C6R9V3+ovGAtf8B+T55Qn9Zda4WT05FVr9J3o9oN2j4p/jAZ450GisX5cxzbC5GvD5ge3/%0AiK3Fq+4GRn1BfZ5LWK1rozGLjf3APd84yhuOXbDJNCHEgwC+DmColDKlCHGedIgAePCkw9q1T0jp%0AQlPbesxeNRsSvecFAYFFNYtw5flX4jNPfyZmmlwBgfqaelQOqeQ7Ws5j/VJ2Sdn9y+Bj6i+Dgy8G%0Abv8jsKsp9pdI4UNozlto6typ2V/qa+px5ZArsV6n/0R6DAA0tTUZPscjfchztQuwfl0pvgaLxgJX%0AfVe9IKOEPBFKHFJCluraaLtFNYtQOaQSBT5bXp8n65e8zckMm4wRQvgAfA3A71O9WENERIkCvgI0%0AbG6IGfgAgIREY0sj+vj7YNroaQnrGloavPJLEhFlkhDqL321K4D72oCZLwFnDFDfzY/+BXH4lQgM%0AHK7bXxpaGlDgK0BTsEl3fcAXQMAXMNwH+xDlnfgarF2hPhZCvRgTX4uA+njdY664WAPAcl0bbdfY%0A0mjXxRqirHDs7CaEeA7ARinlz+OW/zuACVLKm1PY3VQAwwD8NoOHSESU11o7WrWXH1aXDx8wHOMH%0Aj0dhv0IcPH4Qze3NPeuIKA9p/dL3ydFAoC+w+xVAKkD/wQDM+8vJ8EnD9cnsgyjvxNdg9GOPhBJb%0ArevWjlb4hA8VRRUcl1BOc/LtiGoAP9JY/g8Ad6eyIynlS+BH0ogo31kME4wP5QsrYfh9fpQMLMHm%0ADzcnPL9kUAkA4AsjvoDpY6f3LA92BvHc9ufSeAFElDMi/efGJ9THh3cDL30fOHoAAEz7S19/X83d%0ARtYb7WP6mOkMH6X8ZDQOSCaU2AXMeoOe6WOm4+ZRN6N4QHHPMo5LKBc5eUtUfwCnNZZ3AeDNsERE%0AqZBSvT+9cQrws/PVv3esSPz4c8JmEk1tTZixfAYmPDUBM5bPQFNbE0JKCHXj6iDiroULCHxvwvcg%0ApcRbB9+K2a61oxVzKuYgrITtfKVE5HZa/ah9CzBtCdDvHIQ6dmOWTn+pK61Dl9KFq4qv0lw/s3Qm%0ADhw7gGNdxzBr3KyE50wdNhVzKuYk9LX1bevh1ZxGoqQYjQPCITVgOD58Vwg15ybcpb1Ph4WUkGZd%0AR3pDSNFOvggrYcytmIvWjlbNcYnedkRe5OQsUW8A+LuU8sdxyx8EcL2U8jJHDgQMTiPq5rlPqbF2%0Au5nODqEdJmgU0vf8Tc9j6IChWBNcg8aWRrQebkXJoBLUltZi4pCJuRL2mUtYv+QOhv3oaeC8S4HO%0ADyDPL8fa4Fo0tDT09Je60rqYWaLi188snYnq4mrMWz0PAgLzJ82Pec6oQaPw66t/jTc+eMNL/clz%0AtQuwfl0nmXGAL6AfSuySWaLCShg+4cPq4GosblkcU/uTiidBkQr8Pn/CdlbDijPAHd84yitOXrC5%0AAcAfATwNYFX34ikApgO4WUr5F0cOBPl90in9fWna+2j5t5YMHAm5gOdOOvlcuwkap2h/1Ln4cjV4%0AUMeM5TM0P3pcVliGpdcu1b2twGw7chzrl9zDrB+FQ4A/YHrbUvzjYGcQj258FCv3rAQAzLxkJu4s%0AvzPhFzGP9SfP1S7A+nWlZMYBFm+ddtKCNxfo3to097K5uttlqe49Wb/kbY695SCl/JsQ4kYA9wH4%0AEoATADYDmCqlXOPUcRAR5QSLYYJmIX3xvwhFHjPsk4h0xQcNR0T6kV/tI3r9Jf7x/U33o+1oG5rb%0Am6FIpadnfXTiI813zdmfKC8lMw4wCiV2iWXblmHJu0twy+hbMGzAMOzp3IP/fu+/0cfXx/CCDUOH%0AKV84+hlRKeVyAMuNniOEmA7gb1LKY84cFRGRvWwJw7QYJmgW0pcYSByC3xcwDQVk4CdRDjJ7d14v%0AaHjr39XHE+p0tzHqGTuP7OzpN1OGTcHd4+/u6Vla200fMx2/fSdx4lCz0FIiT0tmHGD1EzYG22X6%0AfK81Lrl97O2m4cFm45nIhApax8kxC3mJk6HDyfovAIOzfRBERJmgFfKbdhhmuMtSmKBZSJ9RILFe%0AKOC9E+7V3Y6Bn0QeZhZsbhQ0PPZ6YOwNwJQfJj7ngxbDvhhWwj39ZsqwKZg/aT5aO1qx4M0FUKSC%0AdW3rEnrN3Iq5mDpsaszhm4WWEnma6TggZHlyAqPtMj2mMRuX6E1qkMx28b0icpy2jMuIbORYhk2y%0AhBCdAMqklO/b+DXy9j5cZthQFM/dh+u12rU1FE/KlMMEzY7nssGXYeIzExGW4Zh1y657Ghede7Fm%0AYGjlkErdfS6qWYTKIZUo8LnvI9g5gPVL9kkm0NQsaPiMAcCuptjnCB9Cc95CU+dOw77oF36sDa7F%0A2HPHYstHW3DXy3fh+ZueV38ZWzVHt399c8U3sf3w9oRAY5dx3QElg/XrMuEQ4PN1jwPmR40D5qnj%0AACVsaXIC3dr3+RG6Zw+a2jdmdExjdZxktt2E8ybgs09/NmY84xd+rJ++Pt2Qck/WL3kbP/tFWcEL%0AR5QPAr4AGjY3xAwKAEBCoqGlAdVDq63vXAh1wDX6mt5l4S7DmR+SOZ7yonJsPLAxZt3DG36Opdcu%0AReWQyphjjnzcWG+fjS2NmDR0kvXXSETZ4S8A1j2a+E585J330dfor183vzfwNP45w69EYOBwNKy/%0Az7QvThwyEX6fH3e9fBfKi8pRPKAY96y9x3C7P1z7h57lISXkxos1RJnhDwArHgAuuyN2ooHDu4Dm%0AJcBlXzWo0cdixw4x+9Wp/WGfReCM/hkf01gdJ1kZz5QXlePMgjPtG5cR2cSNt0QREeUMW8MwLYQJ%0Amh1PYb9C3XXx7zpF7g1n4CdRDmrfCggfcMFE4JJ/Vf8WPqDrRO96ve20/g0A/dU73pPpGdH9JdKX%0AzLZbsXsFftD0AwCJ/Yoo52xoAOorgH98D3j9v9S/6y8D9m5Q11ucnEBzfQq1myqr+0x1PJNsHyFy%0AG16wISKyUclA7dBL28Mw43NswuGkjufg8YO66/Rk7TUSkX0m1AGz3wK+uhz40m/Vv2e/BQydoK7X%0ACziPXh7/nKMHAKTWM0oGlvT0JbPtNh7YiJ0f79R7RUTelHA+785lmlAHfKcZ+MLPgSu+rv79nebU%0AajTZ9RZqN1lW95nqeCbZPkLkNrxgQ0RkE6OwXlvDMDUDA19CSOnCrHF1OsdTi2Onj2JT+ybNdSFF%0AO8g4pIRQp7PP2tJadOlsR0QuFg4BUx5QQ4TjQ4UrvgKETqmZWUbB51qhqLtfQahjt0Efiu2LkR66%0AqX0Tgp1B1I6r1e01p0Kn8Ox7zzJomHKL5vn8n+Y1anFyAt3t9ryK0KmjGR/TWB0nmW137PSxhPHM%0ApvZNONZ1LDvjMqI0uDF0+B0A10gp99r4NfI2OM0t2TFuOY4857mb+71Yu1JKzbBe28IwDQIDcd9+%0ASH8frA2uQUNLY9Tx1KKqWL1vW2+d0bFKKbEmuAaNUdvVltai2mQ7SovnvrFerN+8ZRY6POwzQN+z%0ANQJP44LPtcLRr/kF5PnlSffFSA/d1L4JsytmY01wDRa3LE7oNc+//zzO6nOWW4OGo7n64PSwfrPA%0A6Hz+vSCwc41BqPDV6vNSnJwAgOGkBhLI+JjG6jjJaDsYHKfRuiRegyfrl7zN8Qs2Qog+AIoQ9+ke%0AKeUeB48hb086brlQ4pbjyHOeO+l4tXZDSigmTyH+ccY1TgGCG2OXXTBRvaXh7WcQuvhGBAJ9e48n%0AdBKBLX8Fym5BSOlCIGpWp/jHeuJfU5fSxdmh7MX6JXtp9REAKL5cDTld9RBQfjswaHjvunBXYpZW%0A/LLux6n0xeh1Rr3G9t6aGZ6rXYD1mzVG53OzGgV068+UwXZ2jGms7tNoO6vrTHiyfsnbHDurCSFK%0AAPwWwJXxqwBIAH6njiWftex07LoYEXWLHwTY/guFQWAgls9D4Pm7gNv/CJxdDBwJIrD0X9Uw0bJb%0AEi7OJHOxRn1e7GvixRoijzMLLD30v8CiS4HhVwIDhwM3PqH9i6BOOHoqfTF6nVGv8cDFGqLUGJ3P%0AkwkVtjA5gdl2doxprO7TaDur64jcxsn/nU8CCAH4IoD9ANx1LxYRkdckvAMWUqf6LBqb+K5bd2Ag%0AbnsWoaFXIBDZbuAwhL63B4G9r5t+Occ/KURE2aPVRyLLAbWnSAXY1QQUn0pql6m8w51Mv2FPopxn%0AdD43q1HA+idsDNjxaRg7tiPKFU6GDl8K4OtSyheklG9JKd+O/uPgcRAReZ9uEKF+YCDCXZDDK9G0%0Abz1mLJ+BCU9NwIzlM9C0bz3k8MqemaS0v5xEU1tTzHbr29bDbTloRJQBhoGl84DDu4Ddr0QtMwgx%0A7RbpIQveXABFKljXtk63nyTTb9iTKOcZnc9PdZqHCmuOE1bEZt6kyGrdaW3X1NZkaTvWOeUbxzJs%0AhBBvALhLStnkyBc0Ppb8vQ/3wbMzsI8jae+CGTau4Ln7cPO6dqMZBYLWrgLOL9cMDAyVXI2mtibM%0AXjUbMupDjgICi2oWoXJIpeatTCElpLtdfU09KodU8t0u57F+yV66waOfB1b+GNjQ0L1snhpiqijq%0AJ/w0RHrI3Jfn4vmbnkdrRyvmrJqj2U+uHHIl1retN+w3ALzckzxXuwDrN2sMAoAB6K9TwuqbOLqh%0AxFNT/qSN1bGA0XYeHHt4sn7J22z9X97d3CPuAfALIcR9AFoAxLwVI6X82M5jISLKGf4CYN2jie+S%0ASQm88H/VsMGRU4HR1/SuC4cR8PnRsLkhZuADABISjS2NmDR0kuaXC/gCuts1tDSgemh1Jl4VEbmJ%0AEIl95NiH6p+pD6p/APXTNit/3PtYQ6SHlBeVo3hAMe5Ze49hP2kKNpn2G/YkygtadRju6v1kjd46%0Af0B/nLDusdhtkmR1LGC0HcceRObsvizZgdisGgFgZdxzGDpMRJSq9q2ALwBMqAMGjQAO71Tf8Y6E%0ADSYEBqottrWjVXN3rYe1l/es72iFT/hQUVSBwn6FOHj8IJrbm023IyIPi+8jiy4FTh9Tg4b7D1az%0ANHa/AhT0M7xgA6g9JPKLmVms0pOtAAAgAElEQVQfOhk+GdNvDp08hJKBJRhx1oiY/RntgyhnGAUH%0AG61LJpQ4RVbHAhx7EFln9wWbyTbvn4gop+mG7V03P3F67qkPqtNzAxpBg2HA70fJwBJs/nBzwtcp%0AGVSiPk0Jw+/rvX4e+XrTx0zHzaNuRvGA4p51wc4gntv+XIZeKRG5glFIaeFoNeR0V9zd7dEhpzpK%0ABpbg4PGDPf826kNlhWX4Rtk3YvpNfGDxDz7zA9zXdJ/uPohyhtXg4GRCiVNkNhaIH0NEHts19mAg%0AMeUDW0OHpZRrIn8A7ASwNnpZ9/K13euIiCiKUdieHHcLmva/Fhvgt/81yHHTdIIGX0JICaFuXB1E%0A3C3YAgK1pbUIKSHdINC5FXPR2tEas661oxVzKuYgrOiHFRORhxiFlHadMA851RFSQpg1bhY2tW9C%0AsDOI2nG1mn1oZulMnA6fxpdGfSmh36xrWwdFKljw5gI0tTXhixd+EXdV3JWwj7rSOoSUUMa+JURZ%0AZTU42DA43DwkXHOXSth0LBA/hmhqa7Jt7MFAYsoXToYOhwGcJ6Vsj1t+LoB2KaVjt0TldXAaQ4ep%0Al+eC0/KpdvXC9gp8BXj9ttexfp92KOeimkWoPP9KFPzs/NgBmRDAvG2Q/QdjTXANGlsa0Xq4FSWD%0ASlBbWovq4mps+WgLblt+m2a432WDL8PEZyYiLMMJ6yqHXImARmAg2Yr1S5llFGZ+6zI1zLx/UXfI%0A6fzEkNP4XwzjSCmxNrgWm9o3YXbFbKwJrsHilsU9fWhm6UxUF1fj6OmjaG5v1uxvC2sWomRgCb74%0A5y/il5N/icrzKzHzxZl47/B7KBlUgrrSOlQVV0GYHEuWufrg9LB+s8CsJo2Cg8MhwOfTqFfzkHA9%0AZiHAE86bgM8+/dmEccKy65bhonMvSmns4Rd+rJ++Hm988Ibu1zMel9gWSOzJ+iVvc/IzY5Gsmnj9%0AAZx08DiIiFxPL2xv2uhpKPAXmAf4XV4LvPafUSsl8N+3Q9SuwMQhE2NC/rqULggh8PDrDxuG+5UX%0AlWPjgY2a64jI44zCzNc9poaZr3oIKL9d/XdEdACqASEEKodU9vSLq4ZchclDe++cD3YG8cRbT+DO%0A8jt1+9vilsVYeu1SlBeV9/S6Jdcu6XlOSAm5/WINUfLMatIoONgfAFY8AFx2R2y9JhESrieZEGCt%0AccLDGx7G0muXJow9IvWqNfYoLyrHmQVnWvp6HJdQrrH9go0QYn73PyWAnwghjket9gO4AsBbdh9H%0AtvETJUSUKq2QvmEDhumuA6IC/AaNSFzZHTQY/65TZDpNs30W9ivU/3pE5H1mIaWH/lcNHo6EDp/8%0AGLg9+Ryr6N4T+ff9Tfej7Wgbmtub8fkLPg8guV60Zu8aw/0T5YR0goM3NADrF1kKCdeTzjghvj4j%0Aj7X2GdkPxyVENmfYdCvv/iMAlEY9LgcwBsDbAL7qwHEQEXlKycAS+IQP4wePxzUjrsH4weMR7Azq%0ArvMJX2/g5uFdwAUTgUv+Vf1b+EyDBksGaod1RvYZCQzVWkdEOSC+Rwif2j8+8y318bGDgFTU0OF3%0A/gic+jjtL7nzyE5sPLARilRiQom1RPrNRyc+Yu+h/FA0trcOUzifx2z7qVJg6BXq38luq8OsNj88%0A/qH+uCSFfSbbCzguoXxg+1sRUsrJACCE+B2AOVLK9M/uRETZYHGmhpDSFZPxEv9Ye5sQ7rviPpx9%0AxtkJsyN0hbtw7xX3YuAZAxPWdZzqQFe4C+Iz30Bg4PDe/XXsRuDYR7rHHAkF/c6q7yTcK15XWodj%0Ap49iU/ummG3UdbXdAZ9S9zVyFgciD4iElEbyMsZeD3zuIWBQbx/BDb8CXvo+sPXvwNgbgBufSNyH%0AvyDp+g8pIdx7xb09+RXN7c09ocRzVs3R7EUhJYQfXfkjtdcpXT2fEIzGnkM5IdwFXPMfQL9zY+vw%0A8G7guP75vGfbmxoQOvv8xNkkj+xTM24gUxrTmI0TTnadxE8qf4IhA4b0rAt2BnHk1BHdGtTb56b2%0ATTjWdcxkXHJMZ1xSh7AShoQ07D3sEeQVTnzCBgAgpfwaL9YQkWdZnKlBncVgfcqzGAR8AVx07kXY%0A0bEjZtsdHTsQ8AVw8bkXa667+NyLEfAF0NS5M/Zrdu6EPL9cdzAW8AVQVVyF+pp6lBWWoV+gH8oK%0Ay1BfU4+q4ir0KzgTCyf/Mm7dIlQVV8Mv/LqvkbM4EHmEv0ANI711GTDxLmDaEqB9S2zPa39XXX7T%0Ab4Bpv1c/aRO9vmNvT89b8OYCKFJJmP0leran9W3rcfG5F+Pp655GWWEZ+vr74rntz2FS8aSEXrSw%0AZiGuKr4K9Zvqe3qd1sUa9hzKGf4CNey7/d3EOjQ4n0e2leeMSJhNcv3+1yDPGQH4/CmPaSLjhEU1%0Ai2Jqc1HNIlQVV+GMwBkJMzrt6NiBi869SPdiiN7YY+HkhegX6GcyLumHhZMXaq7zCZ/+LJvsEeQx%0ATs4S9SedVRJq6PAOAE9LKd9z4FgcT7p3TYYNZ4miXp5LZszaLBUWZ2oIKV1oatOezam+ZlH3LAba%0AAy692RjsnjnB+N3wxE8KCQiss3icNs7ikA9Yv2SPyOxyZj0vfr0vgNB9bWja/xrmvjwXz9/0vDr9%0ArsYnZaJne1o4eSGuHHJlzMWXyLTc0f0h2BnEoxsfxco9K3tnxBtSmbCd0Sw2Luk5nqtdgPWbFWnM%0AEmU6/jj/SgS0ZpM0HNOEsO3QNs1P9577iXPx+v7XLdee2SfxUlkHwLAPpDm7lCfrl7zNybPWxwBu%0ABNAB4E2o/+HLAQwE8BKAWwDcI4SYIqVc7+BxOaJl555sHwIRWWVxpoaAT382p4aWRlRHzZaQuK32%0AbAx2z5ygFwoYeT3xrw9AWsdJRC4T+UXNrOft+Gfs+gl1CAT6omFzA8qLylE8oBj3rL3HdLYnrV4Q%0A3Xd+telXePPAm2hub4YilZ599MyIF7cdew7ljDRmiUpq/KE1m6ThmCaAh19/GO989A4qiipQ2K8Q%0AB48fhE/4sPjzi9OqPeOxR+rrOLsU5RInL9h8AOBpAHdKqZ5xhRA+AAsBdAK4FcCvATwCYKKDx0VE%0AZM7iTA2mszmluK0bZ04wO06f8MUM7prbmzmLA5HbfXI0EOirzirTfaEEQG/PC52Kff6gCwEAI84e%0A0fPuu9XZnqIteXcJToRO6O4jYXkaPZfIddq3qkHB8TM9JTFLVDqzSaayz09+4pPJfT0HuWmMRJQu%0AJy/YzARQGblYAwBSSkUIUQ/gFSnlfUKIXwFY5+AxERHFSggWDgH+gDqrQnBj4vOTmHlp84ebE5cn%0AMYuB1rbRMycY7dfJmROMjnP6mOm4edTNCR+ffm578lMBE5GDIj0wEih8eHdv0DDQ2/Om/gg4eaQ7%0AgPh6hEr/FQEAP534055dJdOnovuS1u0N08dMx2/f+a3uPhKWp9FziVxnQh1w2R2JocNv/s50U9Na%0AOLwzcSOTMY3WOT3ZcYkd9G6XctMYiShdjoUOQ704NEZj+RgA/u5/nwTiPr9GROQUzWDhf/bOniLi%0Abl0WArjqu7H3gEcJKV2YNa4OIu6W597ZlbS3U7dVZ06I33ZT+yacCJ3QXBeZHeFE6ITuzAmR+7sz%0ARe81bmrfhJOhk5hbMTchhLC1oxVzKuYgrIR19kpEWaHVA9u3qEHDY6/v7nnzgI/3AcE31OVTfwQ5%0AbQmaPtzcU+e3L7+9Z4YXrT41s3Qmgp1BbGrf1Duji04Q6NyKuZg6bGrCPmpLa9EV10P1+qZd/Y/I%0AVuEQMOUBjfDvLcCUH3bP9KTNdPwR7gLeaIzdyGRME1bCmuf0dz56Jyu1ZxQefN8V9+kei9HsUuwR%0A5EZOhg4vAjAdwM8AvAH1wswEAPdBDRueI4SoBfBVKaWtt0RlJTjNJWG/bjkOhg67gueC02ytXaNw%0Av9pV6owM2/+h3t/dvlV9F+qq76qzqsRfyIkipcTa4Bo0tDSi9XArSgaVoK60FlXF1RAG2/VuuxYN%0ALQ1R29Zh4pCJ8AkfVgdXY3HL4p51M0tnYlLxJChSQVNwLRre6V1Xd8lMVA2dBKGE1U8MZZDea6wc%0AMtELAaBexfqlzDIMOH0aOO9SYP9bas979ivAtueBW5ch9OkaNO17BbNfjg0XnjpsKuZPmo81wTVo%0AjOoNM0tnorq4GouaF6G8qBxVxVUIy7BpSOg3V3wT2w9vR8mgEtSW1qJap4fq9c2q4irTnusQVxxE%0Aqli/WZBG6DDCYUifT3/8oSjAjpdSGtMYhXovu24ZLjr3IsdqL5mA8fVt6zWPBUA6x+nJ+iVvc/KC%0AjR/A9wDcCWBw9+IDAOoBPCKlDAshhgFQpJRBm4+FF2yyfBy8YOMKnjvp2F67jVO0b3sqvhyoXaFx%0Au1SX8bSa3bRmV9KbHSpx29iP+4aVMPw+Pxa8uUD3VqO5l81F+OgH8Pf/VO9+Du9C4M0ngakPJvV1%0AUxX/msJKCH5fADOWz9D8WHJZYRmWXrvUlmPJE6xfyjyzHtj5AfD/7u69PeryWuC6x3TrfOYlM3Fn%0A+Z1JzfCSSq/oUro0p/TW+hpaj7PMc7ULsH6zxqwmjbz9DEIX34hAoG/PolDoJAJb/gqU3dJ7y3dE%0AEmMaszp1svbMjiUyXtI6ljSO05P1S97m2NlLShkG8BCAh7qbPqSUH8c9h1MpEVH2mAULxw9kkrhY%0AA+jPrpTctrFtOjL4WLZtGZ7c8mRCmG9ff1/MvWwu/C/eD3Tu7wkpDOx+BSjoZ9sFm/jX5O8+bjeF%0AEBKRCbMe+NL9wLblwAUT1d5y9lAAiXUeCRr/6MRHSc/wkkqvMLpYE79frcdEnmFxwgMAwPJ5CPz1%0A22oOzqARwOGdCGxoUMPEy25J/LRtEmMas4kEnKw9s54RfbEm/ljYI8hLsvK/M/5CDRGRK1gMFk6X%0AlXd6IoF60dNSAlGheZ37gV1NsRt1v47Er5f8J35SxQBQIhcx+5SgWQ8cNAKY/VZsACpi63zKsCm4%0Ae/zdMZ/+S6WnJSzX6BUu+8QMUfosTnhgeD6PbBs9dXfUtla4aSIBji8oXzgWOiyEGCyE+IMQYp8Q%0AIiSECEf/ceo4iIg0WQwWTpdRaJ4e03C/U53AnldjNxICuOYXlr6eVQwAJXIRzVD1Fb3ZGGY9sPMD%0AYPK9sQGoi69G6NTRnjqfMmwK5k+anxBKmm5PO3r6KG5ffrvtPYsoK6xMeGB2Pg+HMz6m0QsdzsZE%0AAhxfUD5xMsPmBQDDAPwKwH7EzQYlpfyrIwcCZti44TiYYeMKnrsP1/baldJSsLBVyYTmab6LHA5B%0A+vxYu3e1drAwAGx/AVg3P+p1zEOo5HMGX29R99fL7CdtPBAA6lWe++YxAyOLkg0vNeqBoZPA+y8D%0Az9wWu4+xN0BOW4K1wTUYe+5F2PLRFsxZNSfloHGjXjFv9Tys2LMipf25mOdqF2D92iapCQ8sns9F%0AIKNjGstjFptkaXzhyfolb3Pygk0ngKuklG858gWNj4UXbLJ8HLxg4wqeO+k4UrsWg4WtshzKu+IB%0AhMbfgcDA3lsTYoKFj30InPnJ3ud3P85GCLDLA0C9ivVLqUk2vNSoB+rtY+JdCNf8AH6fP60eo9Ur%0A6jfV47fv/NbS/lzKc7ULsH5tZRr2vR8YcF7v8lTO5xke07htIoEsjC88Wb/kbU6OmPeC/8mJyO0s%0ABgtbZTmUd0MDAusXAcOv1A4WfufPwOH/7QkaxKBPA1fUmQYG2oHhfkQukGx4qVEP1NvHhgb4pz4I%0AABhx9gj08fdBc3szFKn0PCWZHqPVK5ZtW6b5XAaXU84wq80X7weOftBzrsfYG4Arvp7c+CHDY5ps%0AjCGMcHxB+cDJ/9VzAfxcCPF1KeWudHYkhBgC4BEA1wD4BIDtAGZKKd9M+yiJKK+lMwW3FaaheXrT%0AbkbCBHWChXHJTbGfsDl+CECWAgMd/tQSEWnIRKi63j4m1PW8s/3TiT8FoPaVRzc+ipV7VgLo7Wkx%0AU+0m0QsYLEqeYuV8Z1abRz+IPdd/Sv2UejK1YTimsXCsbgodJsoXjoUOA/hvAJMA/K8QolMIcSj6%0AT7I7EUIMArAeQBfUCzYXAfgugA4bjpmI8oga4LfekUBeIMnQvB3/1A4JveY/dIMIISUQ3BC73d7X%0AEFZCJoGBNoT0mQWdEpH90g1VlxI41am9j7E3QE55ICH8tLWjFfMnzceUYVMgIDCzdCYOHDuApuBa%0ASKkAKx4w7QUMFiVPsXK+M6tNrUkE3mhEKHwas8bV6dRGLUJKl/GYxsKxuil0mCifOJlh829G66WU%0Av09yPz8HUCmlvCqNY2GGTZaPgxk2ruC5WxTtrN2Q0oWmtvWOBvICJqF5+zYBjTX6IaE7ViSGCUaW%0AxwcY+vwI3bcPTftfcy4wMNmgU7KC9UvJC4cAn687gDQ2vBSjvgAoSuwn+WK27a7jt54Gpv0+dh+D%0AL0bo9j+hqX2jZl9ZWLMQF51zEd499C6qi6sxb/U8rNqzCvWTF6JywAgE6iuAW54y7AU5GFzuzYNm%0A/RpL53xnFPYN6K6TANYG16ChpTGqNmpRVVwNRSpY17ZOf0xTdBkCjwwHoi+ymByr20KHs8ST9Uve%0A5tgFm0wRQrwL4EUAxQCqAbQBeEJK2WCwzRkAzohaNABAkBdssnccvGDjCq4/6Thdu9kK09MNzTML%0AIky4Xar7sdZ2F0wEvrrc+deYbNAppYr1S6lZ8QBw2R3AoN6gchzeBUSCyo1E6njs9cDnHordB8x7%0A58HjB/HQ6w/13B7V02+evA4InTLtBTkWXO762gVYv5akc74zuj3JYJ3RLU+m5/snr0u8rdrkWN0W%0AOpwFnqhfyi2Onu2EEJ8G8DUAnwYwR0rZLoT4AoC9UsotSe7mQgDfBDAfwM8ATACwSAhxSkq5RGeb%0AewE8kN7Rp+eCk0+nvY9d6R8Gkdc4WruWA4DTpBuaZxZEGP+OuN9gu/6DAWQhMDDZoFPKRVk/91KU%0ADQ1AXFA5ooPKjUTqdevfgW3Le/fxqVJg4l2mvTOSZRPpPcX9u/Mv+n9K/fSACQaLZgXrN1XpnO+M%0AwoEN1sV/8jf6semYpntckMqxui10mCgfOHbGE0JUA3gBav5MFYDvA2gHMA5ALYAvJbkrH4CNUsr7%0Auh9vEkJcDPUijt4Fm4ehXuCJGAAgmNILIKJscLR2XRduaTUkVGu7owcApBkYaEeYIuUynnvdxCyo%0APFp8bUfXsVR69/GJQQDMe2f78XZMGTYFd4+/O6b3hD7/EAIDh1p/TWQn1m+qXHa+Mx3TdI8LYpgc%0AK0OHiZznZOjwzwHcL6W8GsDpqOUvA/hsCvvZD+DduGVbAQzT20BKeUpK+XHkD4DOFL4eEWWJk7Ub%0AUrpMA/wcZTUkVG+7Pa8i3HXCemCgHWGKZkGn5Gk897pIMsGmi6/Wrm2jbUdO7e6d2sHAtaW1CHYG%0AMajvIMyfND+h96w/vBVyygPq7ZzkKqzfFLnsfGc6ptEKMzY5VoYOE2WHkxdsSgH8WWP5QQDnprCf%0A9QBGxy0bBWC3xeMiIkLAV4Cq4mrU1yxCWWEZ+gX6oaywDPU1i1BVXG3r1N6a/AVq4OCty9R7yvv0%0AV/++dZm6XO+TLXrb3fIUpL8Aa4JrMGfVHGz+cDNOhE5g84ebMWfVHKwNroWEor3PcJd628Iz09V3%0AD08fU/9+Zrq6XG8gavU1EFFmGdbi54G/fAvYu0G7tk3qOCB9qCquQv3khXG9cyGqi6tx5NQRfG/C%0A9zR7z3deVntPiKkQ5HUuO9+pdWkwpunTXw38TuFYJaS1MQQRpcXJm4A7AJwHYGfc8nKowcHJWgDg%0AFSHEfQCehZphM6v7DxGRZUIIVA6pRPXQST3LQkpX9mYi6X4HG6Ov6V0W7kp8By+p7dSQzobNDTGz%0AOwDqIKyhpQHVQ6u19+cvANY9mvhpGinVmSuiv06mXgMRZZZeLa78EbD1b7HPja9tozr2+yFWPIDK%0A8XegOip0NHR4F8TmZzGm9Evw+/y46+W7Uu89RF7ipvOd3w/x9jOovPjG2DFN6CTE5meBsltSPlbL%0AYwgiSouTF2yeBvCIEOJmABKATwhRCeBR6GfPJJBSviGEuAnqvbU/hHoBaK6U8ikbjplcjDNNkR2M%0AAvyywiiIMKXt1HZvOVjZrjBFInKOVi0ePajOIrf7FTWfJiK+to3qeEMDAnGBxoHuQGN/2S0Ashfq%0ATuQoN53vls9D4K/fBibUAYNGAId3IrChAQj0VS/YWDhW1jGR85y8YPN9AE9C/TSNgJpD44d6Ieen%0AqexISvk8gOczfHxERNlhccpOK1PdWg5WdlmYol1CYQUBv0/3MWUXfz4WmE0PfOMT6r8P7wZe+r46%0AExSQWm0nEWjsulB3yoqcr2Er4fzpbGckUpev/WficovM6jishOH3+XuWJzMusYuVMRKRGznWIaWU%0AXVLKGVDzZqYBuB3AGCnll6WUTKkiovxkEOYrpURT2/qYcL+mtvWQPeuaYgM8u9fpsRys7LIwRbtI%0AKbF6+0Hc9Ph6XPTDf+Cmx9djzfaDht9Tcg5/PhZE+suKB9RPz+z4p0avUdT17VuAaUuAsdenVttJ%0A9IeQEtINJq4rrUNIYehwPsj5GrYSzp/OdkZsOG+bjyFCWNe2Lm7M0pSVn6+VMRKRW4l8/I8rhDgL%0AwJEjR47grLPOcuRrXvC95WnvY9fPr0v/QB48OwP7OJL2LjJxO1Mm5PktUZ4LEclG7doq3KUOyp6Z%0AHjsw8xcgdN9+NO1bj9mrZsfcLy4gsKhmEcYPHo+Jz0xEOOp6t4BAfU09KodU6r6LJKXE2uAaNLQ0%0AovVwK0oGlaCutBZVxdXGWT1SqiGk6x5Tb5UoGqsO+kZ9ISfyaEJhBau3H0Tdko0xPwohgMavjEf1%0AqEK3vQvsuW96OvXrwZ9P9kX6y3/PAL6zSb0g88xtSPgG3vo0UHQRUF8B3LIUOO9SYP/bqdW2SX8I%0AK2H4hA+rg6uxuGVxT++ZWToTk4onISzD+fTOt+dqF0j//JvzNax3PhdCDfMdOVX7EzNWt0uGDedt%0AozHElo+24Lblt2mOWSqHVKLAoVvMQ0oITW1NmuMnszFSEjxZv+Rttp4dhRDzk32ulHKencdCROQ6%0AemG+l9ci4C/QDfdrbGnEpKGTUF5Ujo0HNsasMwv+sxys7KYwRRsE/D48vmqHZq7y4y/vwJSxg7Nz%0AYASAPx9LIv1l2GeBQcOBP96hExw+H6hdoT4v8u8zi1KrbZP+4Pf5seDNBbh51M1YGhVMHOwMYmHz%0AQsy9bG46r5Q8IOdr2Go4fzqh/mZsOG9rjyFCEELg4dcfNhyzOIXhyJRr7H47ozzJ5+Xfx3yIiADt%0A0N5BIwCYh/sV9ivUXWfEcrCym8IUbfDegU7t5R9oLydn8edjQftW9d30yL+jCZ8aEjxwuPr40tuB%0ArhPqv/0Whocm/WHZtmV4csuTqCiqQGG/Qhw8fhDN7c3o6+/LCzZ5IudruH1rb111h29j9yvm4fxW%0At0uGDeftxDFEmpMa2MBNx0KULlsv2EgpJ6e6jRCiGMA+KaOnKiAi8i7D4DutMN/DOwGYh/sdPH5Q%0Adx3CodhfusyCR3Po4ovVUMvRgwdg096OxOWfGpDR44uW8wGcGZTMz0fv+5lz3+dka7horPrLX+Tf%0AkV4z9nrgcw+pn7yJKP2Sfo9I5WvGH2p3CGmkn0V/KhBg6HA+Mathozr1RA1PqAMuuyO2rg7vBt78%0AXXrbeeSc7aZAYoacUy5xWacDoM4edUG2D4KIKBMMg+/CIe1QwDcaEQp3oU4n3K+2tBbHTh/DpvZN%0ACet6Ajw1w0WlPeGGLmI11DIUVnBnzUjNfMZvTx6JUDjz7yHkfABnBpn9fMJhRfP7+e7+j3Pv+5xs%0ADUdCR/e8qv7yd9V31W/Y2OvVcOH2LfoBxPH7s9g3pJRY17YOp8KnDPtZl17gOeUMoxp+8IaLDevU%0AEzUcDgFTHkisq/YtwJQfquutbOeRc3ZICRnWuFYgsV0hwAw5p1zjutBhIUQngDIp5fs2fg2GDqe1%0AD4YO5wjPhY94LXTYPPjuSgSEvzsUcH5UKOA8YNQ1kADWBNegMSrcr7a0FtXF6v3Xa/euRsM7vQGe%0AdZfMRNXQSRChk8DDQwAlagK+SIDhBROBR4Zrr0sn3NAF0g21lFJi1bZ2PP7yDrz3QSdGf2oAvj15%0AJGrGFJln/Dh8rMjD+jX6+YQVmfD99Algzb9PxnsfdKLuDzkSdJpqQGkkdHTv6+ovf9tfBM4rA/a/%0AlUQA8VPq/gBLoajR/W9uxVx87ZKv6fazTNeXy3nyxWbi/KtXw9WjCg374RUjzkXZj19E9HVz19Vw%0ApkOH/QXAffuAHSvtCSS2gZRSt8b1AokzEAKseyxrg2vR0NIQFY5ch6riqnT7jSfrl7wtbyL5iYic%0AllTw3Zu/Ay6sUYM+Iw7vAlb+CGLqg5g4pDImrK8rEhC84gFUjr8D1VEBnqHDuyBW/giY+qAaILqr%0AKeqLRgUYGq3zsHRDLYUQqB5VGPO8UFix5ZfJnA/gtIHRzyfgFwnfzwkjzsHQc/ph9rJNufN9TjWg%0AND50dOTV6q2Sz345iQDiqP1ZCEWN7n8LmhcAAGaMnaHdzygvaNVwOKzAn0Q/vPyCc/Da+4c017lC%0ApkOHL68F/H3sCyS2gRACE4dMjKlxs0Biu0KAe8ORe/cdORYir+EFGyIiG5kG3+19A3h+XmLYYEE/%0AYOqDCeF+PdNibmhA4JVfqfe+DxoBHN6JwIYGINBXvWDTX2MQGwkwNFrncemGWsa/U2vnO7c5H8Bp%0AA6OfT/z3s2hAX83lPc/36vdZr1b1lke/Ax/JtTLbR//B6qdxopdbCEUdcfYI9PH3QXN7MxY0L0D9%0AW/W4ZfQtuPCsCzFtzDTHpvkl94ivYX/3Y7M6jdSz1jrXSLU2jdZ3Tz5geZ9ZEv9JmehAYp/wJYSO%0A2xkCrHcsRF7D/7mUMp3nw1EAACAASURBVLfczkTkBabBdwV91dyI6E+8AOqtUYBG2GB3mPCEOoTG%0A34FAZIYXAKHPfBOBjd0hhZGgUa19Gq3zuGwEB1vlpWP1gvjvZ3vnSc3lPc/36vdZK6g8shwwDhxP%0Adh9HD8T2hBTDVCNhoj+d+FMA6vTdj258FCv3rMRTW59CWWEZpo2ZZvZKKY+Y1WmknrXWuUbKtdn9%0A2GDyAdN9mnFJYPH0MdNx86ibUTyguGdZsDOI57Y/5/ixEHmNC276TOCuUB0iIovMg++61FsUtFIY%0Ar/mFTtjgP4FwCHLKg2j6+P3YAL+P34ec8oA6Ne+eVxP3edV3gVOd+uvC3g7+zEZwsFVeOlYv0Pp+%0Abth5CHsPHce3J+fQ9zkSJKz1gq6aB3y8T+0RkVso4nvI4quB08eN93F4l9ojIj0hxTBVraD11o5W%0AzJ80H1OGTWHwJyUw64dHT4bwxq5DmutcU8OGtdldSwmTAfxTf7s3GoHwafN9GnFJYHFYCWNuxVy0%0AdrQm9IU5FXMQjs7UI6IEDB1m6HDKSkcMS/84XIKhw97itdBhhEOQPr9+OLCiAD5fd+jwY1Ghw99V%0Acye0ggh9foTuDaLpgw0GYcaVCLS+pBlkDEidkOMvAIoS++6fBzkZHJyuNI/VXS8mCXbXr9b388Eb%0ALkbpkLM9838iKZEg4Zie0V3Dz34F2PZ8byBpfA8RPuC77wFnflKjD3wXGPV5YOWPgaFX9PYEKEmH%0AqRoFrS+sWYiLzrkI2w5ty0Twp5d58oVno34jdQrAGzWsWZvfVWtp3yagsSaxhmpXAeeX628H6K9T%0AFMDv1z4WqyHINjCfgCHzocM2ctF/OMoXbrxgMxTAPimlbZdbecEmPbxgkzM8d9Lx3AUbAFjxQOKt%0AS4d3IfDmk2rWDKB/21PjlMSPQl8wEfjqcsxYPkPzVquywjIsvXYp0PkBMOBTvSuOfaj+krbiAY1b%0AG3YB0cfjcaGwEpOTEP/YTdI4VtavBr3vp5f+TyQlvmcc3gW8dD+w9e/q48trgeseS+wh3f0DKx4A%0ArvgGMOA87X12nQTe/StQdov6WKsXAUDx5bGB6YBpbworYfh9Or9k5gfP1S6Q3fo1W+cqercgmdWQ%0A3nZvPwNcdKN6+3REfH3qSaFu7WY6ZvEOT9YveZutlzOFEH9K9rlSyv/T/fde+46IiMhhZuHAQOK7%0AXEbBoN2BwaZhxi/dD3Tu7w0IHfsvwBWzgA0NwPpFuiHHucDJ4OB0eelYvUDv+5lz3+dIz/jLt4CO%0A3WoNS6U3GLjoYnX9J8eovSayvn/3RdyjB4HmpUD1v6v7OBIEBl8MDLpAzc6I9KjIL4SfHB27nwiN%0AHmXWm/L8Yg0ZMKpTz9Rwwvm8+7FZcLfedsvnAX/9dswYIqE+9bgosNh0zEJEuuz+/NkRm/dPROQc%0Ao/A+vXVaYZ1XfDM2rFPvEzZaYYPdgcGmYcad+2ODjD/VHRYe2adeyLHDPPOuqYlceR1ekco78Tnt%0Aw/d6e8TY64HPPRTba67/pdpbDu8Gtvy59xe8G59I3MfONbH7ju4Jkecf3g289P3eT/Jo9A3T3kR5%0ArSusoCCqPuMfe14qY4Ho4G6zccBr/xn7dZI5Z6cbWJxB7AtE1tnaIaWUX0v2j53HQUSUNqPwPqN1%0AUx40COsMGwQL6wQR7nkVoVNHjcOMtYKFMxFgmGFSSqzefhA3Pb4eF/3wH7jp8fVYs/0g3Harrplc%0AeR1eofX9fvm9g1AUiUde2Jo/3/voHjH2emDaEqD93cReIhVACQGVc4B9b8UGEJ/qNO4JpzrV50X3%0ArmlL1K+n0TfMg9YZNJzPpJRY815cr3wvh+rVcCxgENyd6jggmXN2OttmGPsCUXpcl2HjBGbYpIcZ%0ANjnDc/fhZi3DRi+8z18A3LcP2LFSMxwY9+xWP8liFPqnFwpoEkQoAawNrkVDS0NvmHFpnRrmCVgL%0AMHQwvDEUVrB6+0HULdmY8NIbvzIe1aMKPfEpiSy+jrysX6Pv92++PB6jBw/A5Mdexm++7J3/Q2mJ%0AhJyeVwbsfwt45jaNXvM0cGEN8P7Lib1m7A3AtN8D21/U6AmfB579N2Dr3xL3d96lwP63NfuGlFK/%0AN7kpIDZ7PPlNSLd+u8IK1rx3EHV/SKzdhi+PR/XoQm9/0sYs5PeCicAjw4HoGZHMxgk944AXrE0U%0AYBSC7HAt5lBf8NTBUm5wNJJbCPElANMADAPQJ3qdlLLCyWMhIkqavwBY92jiVJiX1wL+Ptrrhn0W%0AOGOA9rrIu2mjr9Ff/8L/VUMBR05VnxcR7gKE+j5V5ZBKVA+t7lkVUkK9Ax+d7UzXOSTg9+HxVTs0%0AX/rjL+/AlLGDHT0eq3LldXiF0ff7P1fvwJ++VYnLLzgnf773QgAjr1Z/aXv2yzq9ZiUw+lrtXrP1%0Ab+qsUJO/n9gTVv4o9mJNZH/r5qu96cwizb4hhDDuTZSXCvw+PP6ydu0+sXoHpl7k8XrVGydIqV4w%0AGX2NOi6Ivh3ZbJwQGQecXx4bEnx4l1q3Ux80PiYhXHG+Vw+FfYHIKscuZQshZgP4HYB2AOUANgD4%0ACMCFAF5w6jiIiCzRCukbNEJ/XXc4sG64X9cJ4/VmQYRAwjSYMY8NtjNc56D3DnRqL/9Ae7lb5crr%0A8Aqz73fRgL759b03CikHzHvNhgbtnrChQfv5Pb1J/z0/w95EeSvne6XZ+bx/3EUps3FCZPmL9wNP%0AXgc8d4f696Jy/fqM55LzPcC+QGSVk589/BaAWVLKOwGcBvALKeXVABYBSP8+HSIiO2mF9B3eqb+u%0AOxxYN9yv4BPG6+0MBYy/d93me9m7wkrM41D349GDB2g+f/SntJdr7UPvcSrHE/84Vem8Dkqd2fe7%0AvfNkz78j/y8y/TN3pUz3GrPlYeZOUGrS6ZWeqGGzmomMCyLMxgk9232gfjLnnT+qf0sl+TGCw+d7%0AIso8Jy/YDAPwSve/TwCIdOc/AJju4HEQEaVGL7zPKMh3z6vGgZ4jp2YnFNAoFNEGWiGTq987iFBY%0AwZ01IzVf+rcnjzS8AJNOyG+mQy/TeR2UOqPv9zcnjcSej47jjV2H8M1JI7H/yAms7v5/8e6+j3M3%0A6BQw7iUjpwBdJ1PrNYa9aR7w8b7uQOMc+h6SrbrCCr49Wbt2vzVppOEFGE+EFZudz7UmAzAbJ+ht%0Al+wYweHzPRHZw8kLNh8AOLf737sBfKb73yPAACcicjN/gRrSd+syoPhyoE9/9e9pfwB8OutueUr9%0At9a6W5epy/X2G70+k8JdagDhM9PVqT5PH1P/fma6ujzDF4i6wgpWbm1H3R82YtPeDhw/HcamvR2o%0A+8NGbNn3MWrGFKHxK+NRMWwgzuzjR8WwgWj8ynjUjCnSDYsNhRWs3NaOuiWx+6xdshGrtrUbXiAx%0AOp6VW9stvWMb8PssvQ6yRgCoGVOE33w59vv9my+Px5QxRVj2xm78+nb13w/+7V3ULVF/toP69cHb%0Awcz8zF1Jt5c8rS7/eF9qvcZsfy/8X9v6BuUmH4ApY4vQEFe7DV8ejylji3R/IbGjb9vC7Hzep786%0ALkh1nKC1XTJjBIfP90RkH8dmiRJCNALYK6X8kRDiGwDmA1gPYDyAP0kpZzpyIOAsUeniLFE5w3MX%0ASrM2S1REuCt2gBT92Oq6ZB5nUuMUddAWr/jy2FDDDLnp8fXYtLcjYXnFsIH407cqEQorMRc14h9b%0A2add2xqx8jrSlLf1+8gLW3HbFcMx9Jx+Pcuiv997PjqOh/7fVry45QMAvT/bW3/zKl57/1DPNun+%0AzF1Jr5fE/633fLP9Hd4FvHQ/sPXv6mOb+kaO81ztApmp3z83B3FN6XnoW+DvWXayK4wX3tmPm8qL%0Adbezq2/bwo5xgtUxgsPn+zzhyfolb3My7WkWuj/RI6X8tRDiEICJAP4O4NcOHgcRkTVWg3zNQv+c%0ADAU0CzfMMLOQyfiLGslc5EgnuNKu0Esrr4Os+f2ru/Ffa9/HhBHnoGhAX5QM7o/v1JTg7v95G8HD%0Ax7Fh5yEoUe9FRYcRR8uZoNNoer0k/m+95+vt7y/fAjp2A7tfUfMzImzqG5Sbvv+Xd/Dvz72Nr3z2%0AAgw790zs+egYlry6C2cE/IYXbDwVVmzHOMHqGMHh8z0R2cOxCzZSSgWAEvX4WQDPOvX1c0IGPh1D%0ARHmuaKz2O242hRyPHjxA853RdAJ5Rw8egLeDHT2/sLd3nsSGnYeS2qcdx0POivwMI5+W+cyF5+A7%0ANSX43/ajhv8v2jtPxu6HP/Pkffieo32DclOkd7+7/2N8ePQ02jtPQpHmtci+bZHD53sisoej86kJ%0AIQYBmAlgLAAJYCuA30kpDxluSERE6YuEIj4zPTZ0MDrAMIOf7omETNb9YWPCl4uETBak+EmUUFjB%0Aj/7lYgzq1yfmlpi9h47j8PHThrci2XE85KxI6HDtkt6f4Yadh7D30HE8eMPFOOfMxP8Xh46dxp6P%0A1E/eRPBnngKH+wblpq6wYlijerXIvm0R65YoZzjW4YQQ1QB2ApgNYBCAc7r/vbN7HRER2cnhkOMC%0Av88wZNLKIDvg96F0yNl474POmBlD3vugE6VDzja8FcmO4yFnaYU8Xzp0IMKKxLhi7f8X44rPhiIl%0ALh3Kn7klToejU04q8PsMa1SvFtm3LWLdEuUMJ0OH34E6rfc3pZTh7mV+AE8AqJRSXuLIgcDDocN9%0Ab8vAkaSPocM5w3PBaVkPHc4VToYcAwnvgKbzjmgorGD19oOoW5L4bmvjV8ajelShaX5MJo8ni/K6%0AfuM/SdUVVrDG4P9F1ajCXPiZZ5fDfSOHea52gfTrN93enSN923ms20zzZP2StznZ6T4N4LHIxRoA%0A6P73/O51RETkBCdDjoGEQXU6g+yA34fHV+1A/HsNUgKPv7wjqbDfTB4PZUf8z7nA5P8Ff+YZ4HDf%0AoNySbu9mDVvEuiXyPCe7XTPU7Jp4YwG85eBxEBGRh3lqxhByDP9fELkba5SIKHVOXrBZBGChEOJu%0AIcTE7j93A1gA4JdCiHGRPw4eExGRu4W7jB97QCis6D42Wqdn9GDtmUHsnjHEyrGS/cLdP4ds/b9w%0AvRzoIeQdRn2SNWoD1jdRznNylqhl3X//QmedhHpfoATgd+qgiIhcS0pgxwpg3aNA+1Z1Ks6r7lYD%0AA4U3bqOWUmL19oN4fNUOvHegE6MHD8CdNSNRM6YIAHTXCZ3XpzVLEKB+O749eaThLFF2vQ69YyX7%0ASSnx8vaDqBg2KCv/L1wvB3oIeYdRnwwrkjWaaaxvorzgZOjw8GSfK6XcbfOxMHQ4DQwdzhmeO5vn%0AVehwuEsdiGlNyXnrMmDkVNffi24WMnnFiHNR9uMXEf2GbDIBlFJKrNrWjsdf3oH3PujE6E8NwLcn%0A23fxJBNBxzbI+/qN/Fy+/oeNeP3eqTi3fx+s2NqO/1zd+//im5NGYupY9ZfFvPtlMAd6SI7yXO0C%0A5vWbTJ/0+wRrNFNY39niyfolb3PsEzZ2X4QhIsop/gL1XTOthMZ1jwGjr8nOcaXALGRyytjBuPyC%0Ac/Da+4c01+kRQqB6VGHMc0JhxbZPuiTzOsh5kZ/L5Recg08OOAOPvLAVt10xHH/6VmXPc/Z8dBy/%0AeHEb7vmCVoRejsuBHkLekUyffPr13biqpJA1mgms7//P3t2HR1He++N/37sbiEB4CCZBeQqakEQN%0ACI2KouQBv0Vrj9XTX3u0FrStoRU4nLZWT63ntOg5rW21p1V/wR5Dv70KbfX09Gdte6x6KnmwoSJQ%0AUKLmUXlWSCQ8BDCwO3P//tjdZHczMzs7+zSz+35dVy6yM7Ozw2Y+9+fee2Y/N1HWSOVXoiCEWA7g%0AKwDmALhaSrlPCPFVAHuklL9P5bEQEdleX0dsy22o68ggXAK4ck4+CvNy0Tc4hG17BoaLTBbm5Y5+%0AjokClJFXYpN9ZZbFMu2p68ggrg8MmP3itX1o/Mt7WHF1MWZNHY/9A6fR+cFJTJ88Ls1HmUYZ0IaQ%0Ac0RrJ3fuP451f3gLD950CYrPn4C9H57Cd194BzluNwdsrGB8E2WFlA3YCCHuAfAwgJ8AeBAjdWqO%0AA/gqAA7YRFE89Ou492GXr1W179kf9z4y6atZlOEUb/ityZGP9RRWAAd3aC+3mcj6A4qiwu124c6r%0AZ+NzV83GzPyRD80HBs7g19v8N132DQ6N2peZApSRrxf62KuoYVO+Rj62oqwoD7sOHLd0rJQ8ZUV5%0Aw+dQ5LlmdI4EfzfaJumstguxcFAbQs4XrZ28ef4F+PdbLkNujv8jQPXcAvzDFbPw4lsfABjJG0Gh%0AbbdRu57WOI5FomOe8U2UFVJ5h80/AqiXUj4vhPhmyPIdAB5L4XEQEaWO1aKAite/ndb306+7Nzkf%0A7izSKzRZM7cA999Qjlc6+rD2mV3D61bVluD+ZeX46JyC7XsHwvZlpgBltELGrV39/vo2gXWra0uw%0AtMJ6fZt0FTomY8G/y8pNO/Dh4Nnhc+3Xr+/DfcvK0dzVj/UR50FdeSEefbkTN1ZegMrpk9JXSDoV%0AxUId1IaQ80VrJxVFxXWlBdjc0Teqfb7l8ulQFBXNOm03oN+uA7EXr0+LRMc845soa6Sy6PBHAMoD%0AX4MaBDBfSvmeEKIUwG4p5XkpORA4t+hwIiTiDptE3NlilztsWHTYWRxXdDjeooBSAt0v+b+PPtzB%0Au9dWM0DoFZp0u4C31i3DlnePGhahbO7q1yxAqaoy7EprtNfLcQNvP3QjXu3uR/2m0a/XuLwK1WUF%0Alu+0SXWhYxPscQLEINHxqygqXIEiph+bPQU79x/DlzftQMs3atF5eBArNc6Dp5dXoawoD0L4v6ah%0Ada4kvZB0KouFOqANyUKOfOPNxK9RO+lTJVq7jNvnS779IrzKyLpo7Xo8xetTKlkxz/hOB76xlHKp%0AvMNmD4DLAUQWH74RwDspPA4iotSItyigEP6OXOh2itdWHTG9QpNXFOfjvDGeqEUo58+YFFMBSr3X%0AW76oGGM8LjQ0a7/e+pZeXH+J9eLAqS50TNG53S784MUO3FNzMSaeN2a4APHM/HFY+8wuzfPgqZbe%0A4fNNb5ukF5JOZbFQB7QhlDmM2skct4jaPi9fVIz/u2Xv8Lpo7Xo8xetTKlkxz/gmygqpHLB5FECD%0AECIX/tHJK4UQtwN4AMDdKTwOIqLUibcoYORVNxve4qxVWLhoYu7wOs3nBIpQPvJSBy6fMTmmApRa%0A+5w1dbyp14tHqgsdU3QfnjqHPR+ewfyZY3Bx4QTMCtSvMXMepLWQdCqLhTqgDaHMYdRORitCP3vq%0AeCy6aGTdbJPtutXi9SmVrJhnfBNlvFRO6/1zIYQHwA8BjAPwawAHAfyTlPJZs/sRQqwD8J2IxUek%0AlNMSdaxkLBFfZyJKumQU9LSyTxsWBbRaoFHveVqFhY+c9BeCjVaE8vt/Pw9jPeYKUAYfa+1z/9HT%0Apl6PnC2yWPCjn5kPX+C7EI99Zv7wNndePRtPtb436vmh50FazxWz7YJem5OKgsVECRatCP3fzb8Q%0Ad15TPLxu4PQ5ANFj1ah4fcoLEo+KTR/g9tiyL0BEzpCyy4NCiPMA/EpKORtAIYBFAH4M/6BNrN4G%0AcEHIT2WijpOIMkCwuN+GpcD3LvT/2/vK6NuRk73PYFHAyNuTQ4sCpliwYO+tDVtwybdfwq0NW9Da%0A3Y9o9cyMnnf/DeXoPDwYtm73wROQUuKhT12q+d//j89eDikl/tL9Ydjz2no+HClAGfF6Ld39w4Ut%0AI/e5aetenPOpWF07ep0QwKqaEnhDixyQ40gp8fYHJ6FKieaufvzgxQ6oqv/3yPPk/hvKccNl4ddx%0AgsVPB4e8ODBwRvdcCRaSThqz7YJRm3O4PbHtG1GS+RRVM1d0Hh7E/cvKoSgq/rbvWNi6v+07ptvm%0AB2P1zDmfZvH6dTdfajnfWaYZs3+2ZV+AiJwjlUWH/xfAc1LKnwohJgPoBOAFcD6Ar0spnzK5n3UA%0AbpFSXh7HsbDocAZg0eG4Oe5LzqZiNxnF/eLZp42KAuoV7I1WoNGosPCb31mGre/FXli4pqzAsADl%0AkrkFuPQ74QUohQB+v3oxKqdP0i1sCQCbO/qwPuT1VtXEN0uUTTnuPxNP7g2eg2VFeeg8PIiv/NK4%0AuHCwGOldP38dHR+EF7RWVIl3PjhpeB6lZJYoo3YhWptTWAE8sQCQavjyRBYspmRxXOwC8fedvYqK%0AVoP8c/XFU1G5bnTx4GCb/0pHn26B+pbu/lFxXD23wFK+s8woZu9uAi5cYJu+AMWFfyxKuVTWsFkI%0A4GuB3/8fAEcALADwaQAPAzA1YBNQKoR4H8BZAK8D+JaUcvS9zwFCiLEAxoYs4r3xRA5gKXaTUdwv%0Ann3aqCigXsHeaAUajQoLTxgbe2HhgVPnkOOOXiA4sgCllMC6P7yN51YtNiwAXF1WEFZg2MviwGmR%0AyNzrcbvQ0tmH6yuKsPaZXVGLCwfPvd/eo13Q+tILJqa3kHS0diFam3P3K8Dsa4C9beHLE1mwmLJa%0AovvOOSbyj1bx4GCbP8+gQH1NRBwHvz5rJd9ZZhSzL97vj1mb9AWIyFlSOWAzDkCwAtjH4b/bRhVC%0AbAUwO4b9vA5gBYBuAEUA/gXAX4UQl0opj+o85wGMrntDRPZnLXaTUdwvnn3aqCig1UKrWs8LFnqM%0Ats/v/qkDR04ODReSvPGyC3DnNcVRnxcsJKy1zqiwZeTU3Van8qa4JTT3Dvn8l967jgzi+sCHrWjn%0A0BObu9Hbd3q4uOl5Of6C1sHaSGktJB2tXYjW5kwo0l5OlBgJ7zvHUzz4exF5RCueg4KPU15YPFrM%0A2qgvQETOkcoBm14AtwghfgdgGfz1awB/PZuTZncipXwx5GG7EOI1AO8CuBPAf+g87ZGIdXmIoXaO%0AXb7OlAjFQ7+Oex+Z9LUqsj1rsZuM4n7R9hksLBgUUnjQp/rgcY2si3ycStGKN3oVNWyAI/hY63nB%0AQo/R9nnk5FDYVdNLLpho6nnBQsJa68gR4sq9kXI9/vOyrCjP9Ln313ePhp17jjp/orU5p45oL08S%0AO7VjlBKW4lcvhwDxFQ+OzCOh6/SkvLB4BhUWZrwT2UcqLzs+DOAxAHsBvC6lfC2w/OMAdlndqZTy%0ANIB2AKUG25yVUp4M/mDkTh8isjFLsZuM4n5m9tn7Z80ioFJKtB1qwx0v3IErf3Ul7njhDmw5tCV5%0ARQ8NGBVvDBYBbo0o4Nra1a9bPHj73gGcOuszLAh5amh0QUgzBYLP+VRs2rpXc59JLQhLCZPI3OtT%0AVNSWF+LAwBmsqi3B9r0Dw7/rnUP7j57Btj0Do5Y7ovh0tDbn2F5g319HL09S8VI7tWOUGlbi1yiH%0AeBX9Nl8vV5hZp5cPohUrTngeyaDCwox3IntJWdFhABBCTIN/Vqc3pfRXyhNCXAngpJSy0+I+x8J/%0Ah83TUsqHTT4npsJpmXSHTSLY5Q4bFh2Om+O+OG06dpNR6Ndon+/vAjbUhX933eWG75/3o61vB9Y2%0ArYXEyDoBgSfrnsTi6YtTesVKUVS4XEKzeKNhEeAVVaiZW4BWjcKOwUK/VooAR1uXtoKwzuC4NyHe%0AoqVSSrQfOoHLpk/C5o4+7Nw/gPs+Xo7NneHnc/Ac2n3wBB7649vOLD6t+ACXK9Dm/Id2m/Pi/Skp%0AXupTfWg71GabdiwDOOAEHC1a/HoV1bCQfE1ZAdwuYanNN1pnFM9SytTlEUUJiVmNfoKqAm53Yl8z%0ACRjvUTkyfsnZUjpgkwhCiMcA/BHAfvi/TvUvAKoBVEop95ncBwds4sABm4zhuKQTU+yGfCVJ87EV%0AevvcsHT0bdDF1wJ3vYA7XrgDuz/cPWpX8wvm45ef+GV8x2PBD17swOeumo2Z+eOGl538yIuJ5+Xg%0A1oYtmrePL5w1Gc+tWjxcyDHIp6jDNT9Cf498bHSLvNE6o31ShsevjuA5YHTu7T96Bn9q/wA3zbsg%0A7DyPPNds75XvAB/7IjAlpMzfsb3A/teBy/4+8e2bAbu1Yw7nuNgFzMVvtBxyasiLsTnuUW1+/8kh%0AXDhlnGGbbzUfpDSPvPkscMktQE5ILR7vEPDO74H5/5Cc10wCxrshR8YvOZsTh0hnAHgG/unA+wFs%0ABbDI7GANEWWJZBT309unVqHBQEHQnuM9mrvqOaa9PNl+8do+/KztPTx40yUoPn8C9n54CnPOn4Al%0AcwuiFmiMLOwY2um1WgTYaF1aC8KSLQXPgeC/9/33m/j8otmYP3Myfrl1H97rP4WNr+2FTwV++HIn%0ArpyTj5lTxuHRz8x31mANAGxrBLY84Z8NakKRv2bNvr8COeNGf/hLcvFSu7VjZE/RcsgbB45jza+2%0A4aWv1WHSeTk48ZEXN/y4CV7VjbcfvsGwzbeaD1KaR174OvD71cCV9cCUOcCxPf449uQ6asCG8U5k%0AL44bsJFS3pbuYyAiCqNVaDBQELR0cqnmlarSKbplt5Lqu7dchhsrL0Bujv/W7Oq5BTgXmH0nWQUa%0Aje6iIYrHNRdPRUWgiPXnF/nvRPnC4jn49xc68PLbh7H1vQGcm+U/vyPvEANsfhdXsF0JTt0dujzF%0A7NaOkT1FyyEXF07A9n+9cbj9P2+MB9v/9Ubs3OevT2PreDQjGLNbnxq93EEY70T24qBWkIjIhvQK%0ADe5/Db6zp7By3kqIiDtoBQTqK+vhU30pPFD/B9ZbFkxHW8+HYUUhX+32F4Vcd/PowsLxFmo1KkJJ%0AFI/g+fxqd/j51Xl4EE/dsRDLLp02fP6e9SpojjjvpJRoiXhua7dNzk0bFTD1qT5btWNkT0ZFhYM5%0AZNrEXM18cOWcqfaORzNsFLPxYLwT2Y/jatgkAmvYxIc1bDKG476Hm4gaGElhUJBYAnj14KtobG9E%0Az7EelE4pRX1lPZbMWJLy4qdGRSE3rKhC9dwCtHT1axaEVFU56u6EeF6vcXkVqssKeKeNdVkfv0bn%0A19PLq1A5fSLeeDzTAAAAIABJREFUOnQSSysK8Z+t7+EHL3cOn3cCQEt3P+o36sdC2q/sJ6N4uuVD%0AkbZpxzKAI9+waPEbLGqvV1RYVSWaNeLV7QLe/PYybN1z1N7xaIaNYjYejHdDWf8GUOo57itRRES2%0AIwRQcj1QduPIMsULCP81qsXTF6N6ZvXwKp/qS0unJ8ftQkNzLyLH6aUEGpp7sbSiCEvmno/rLyka%0AXjfkVfD8G4dw64IZCX299S29Ya9DFCuj8+upll48t2ox8sePwX+2vofvv+SfiDL0vGtoMo6FtDNo%0AV1J/KMI27RjZk9vtwu92HsSNlReMyiG7Dx3H/BlTNOP1iuJ8TMj12D8ezbBRzMaD8U5kLxywISJK%0ABIMix5FTYKZzSsxoRSHv/+1u5I8fg1lTx2P/0dPY+NpejPW4LQ3YmHk9oniYOZ+ff+P9UcvNPNcW%0AklE83SI7tWNkTw8+/xbu++2bWHF1cVgOeejmyzB/xhTNmCvM88+o5Ih4NMNGMRsPxjuRfTD6iIiy%0ASLSikIdPDoV9wAWAeYF1kQUgzRQPTlYhY8puwQLCZs5nreUAz02iRAvG1P/dsjds+ZBPCVsfqm9w%0ASHcdwHgkIuKADTlW+5796T4EIkcJFoXUqvmxurYEp4Z82L53IOw5wXU+RUVLVz8amnvRdWQQZUV5%0AWF3rr02gd5u00esFi1Cyhg3FSkqJ5u5+XFd6vuH5tf/oGWzbMxC2fHWt/7wTANbUleBujZoZwfPd%0AETUziGzCp6i6MVU8dTy8Ouu37x3AqbM+xiMRkQ62fkREWSLH7cLSikI0Lq/CwlmTMX6MGwtnTUbj%0A8irUlRdi/Fg3no5Yt2GFf93b759E/aYd2HXgOM6cU7DrwHHUb9qBzR19ujNIGb3e0opCDtZQzHyK%0Ais2dfajfuAM/b9ureX5tWOE/v46dOYfLZ44sfzpwnrsAeNwu1JUXYsMK7fOdHw6JYhMtpgSAuvLC%0AUTnmp5+vwvgxbsYjEZEOzhLFWaJiZpdZohJi3Yl0H0E6Oa56nG1niXKYyDtbQh9HXskMPr61YYvm%0A7eoLZ03Gc6sWW349sixr4zf0XPzmDeW4a3ExcnPcw+t9ioo/vvk+qorzMTN/3PDy/UfP4Jnt+/DP%0AN1SEbat1vhMlkeNiFzAfv0Yx9YMXO/C5q2brxiXjkRzAkfFLzsavRBERZZnIwZLQx5Gd4+DjriOD%0AcAngyjn5KMzLRd/gELbtGTBVENLo9YhiFVqc9PsvdeInr3TiJ7ctRPHU8Si/YCI8bhcefP4tDHmV%0AUefreTnusAEbvfOdiKwxiqlfvLYPjX95b1RR4rEef1wyHomIRuOADRERDYu8ohks7nrn1bNHXRk9%0AMHAGv962L+Z9mr1qyqut2cvobx9anFTvDps7r56Np1rfw9b3wmsysYApUfpo5ZEvLJ4znEeC+SaI%0AbT4REQdsKMtV/qIy7n2039meMcdB2U1KiZbufjQ0jRQWXlNXgpq5Bbj/hnK80tGHtc/sGl63qrYE%0A9y8rN+xU6+2zrly/WHE8zyPnM/rbq6ocLk76z8vK8eXqi7C5oy+sGPaauhLcf0M59hw9g5feOjy8%0AXxYwJUofn6Ia5hFFUdHMNp+IaBTWsGENm5hlUg2byjmz4t6HgwdsHNcDYg2b5PEpKlq6+1EfMUuH%0A2wW8tW4Ztrx7dNQ6IYANK6pQPbdA8wOw3j6T9bwsk5Hxa+Zv73YJNHX24drS8/GX7g81Z4nasKIK%0AV82Zirt+/jo6PhhE2TT/rGb88Ec24MgTMN7861VUtBrE9pLSAlzynRfhVUavY5tPNuLI+CVnY+tH%0ARETwuF1oaOpF5Bj+FcX5OG+MR3OdlEBDc69uR1pvn8l6Hjmfmb+9EAI1cwsw1uNGQ7P+thNyPfjt%0APYvx9sM34LlVi1E9t4CDNURpkhMltnM8LixfVKy5jm0+EWUztoBERAQgvJhrUGFeru46AFGLDqf6%0AeeR8Zv72wToX0bZ96a0PcN9/vwmABUyJ0i1avM6eOh6LLsrHzfMvxKKL8uESbPOJiFjDhojIpEwv%0AghtazDWob3BIdx0QvYhrqp9Hzmfmbx8sThpt2217BvBu/6nkHSwRmRYtXv9u/oW485ri4eVmC9sT%0AEWUyDtgQxSkR9WfI/jK9CK5PUYeLuYbesr597wBOnfVprotWxFVvn8l6HjlftL+9oqhwuQSau/tx%0A2YWTsKq2BCs1atisqinBkFfBpq178dPPV/GcIUozr6JidW2JZs2pVYF2/W/7jmF9SAHx0ILEbsYv%0AEWUpFh1m0eGYseiwPbHocPJkSxFcKSWaOgMz7hwOL9QKQHddtNmeUvm8LOK4N8Fs/Br97RVVDsfi%0Axy+ZhqfuWIjNnX14qmVk21U1JVhaUYjn3ziEibk5PGfIbhx5MiYi/0opsbmjD+s14nX3oRO4pWFL%0ARudYygiOjF9yNg7YcMAmZhywsScO2CTXrQ1bNG/lXjhrMp5btTilx5JMRl/7svqVsFQ/L0tkdPwa%0A/e1DY3HZpdPwLzdVYGb+uOFtvYqKHJ1zlsgGHBe7QOLyb2h8hj7OlhxLjufI+CVn41eiiIhMyJYi%0AuJEfbkMfG62zus9kPI+cz+hv33VkEC4BXDknH2M9Ltz//70JSGDGlHF49DPzwz4M8pwhspeciJgM%0APs6WHEtEFCsO2BARmeC0Irh2ulOGKJHuvHo2PnfV7LC7akKLk7LeBZF96d1h47QcS0SUKhywISKK%0AwmlFcI0KJAOwVDw504sukzMoior7byjHKx19WPvMrlHFSQeHvNi2Z4DnJZENSSnR2tXvr08ViN3V%0Atf4aNg996lJ8SqOGjR1zLBFRKrH1IyKKwuN2oa68EBtWVGHhrMkYP8aNhbMmY8OKKtSVF9qqI+lT%0AVGzu7EP9xh3YdeA4zpxTsOvAcazctAOnzyma6+7euANNnX3wKWpM+4z2PKJEUwFs7uzDyk2jz++m%0Azj6M8bjwlV/yvCSyG6+iYnNHH+ojYrd+0w5s7uzDJRdMdESOJSJKNd5hQ0RkghAC1XMLsLSiaHiZ%0AT1FtdxXf43ahoakXkfXkryjOx4SxHs11UgINzb1h/zcz+4z2PKJEyzFxLi5fVMzzkshmctwuNDRr%0Ax+765l5cX1GEGgfkWCKiVOOQNRGRSU4pgqtVvLEwL1d3HRC9sCMLQpJdRDsXZ00dz/OSyIaixW5k%0A7Sm75lgiolRiS0hElGHKikYXaewbHNJdB0Qv7Gj1eUSJFu1c3H/0NM9LIhtiHiEiih0HbIiIMkiw%0AQHLkXeTb9w7g1Fmf5rrQwo6x7DPa84gSIfT88ioqVtdqn4urakow5FWwaetenpdEaRIZd8HH0WLX%0Ay3glItLEARsiogyiVyD56eVVGD/GjbryQjQuD1/XuNy4sKOTii5TZgnOTnZrwxZc8u2X8D9vvo+l%0AFdrn8NKKQrz41gf46ed5XhKlQ2S83tqwBa3d/ZBSIsftMozdHMYrEZEmISOrf2UBIcREACdOnDiB%0AiRMnRt2++JsvJP+gHGRv7ufSfQgJUzlnVroPIWHa72yP9SmOq+QXa+xms8hpUINXOd/+4CTyx43B%0AzPxxw+v2Hz2D4x+dwyUXTDT8kKu1T34oTpuMj1+foqKlux/1G3eEFSr95o3l+OLiORjjGTn3vIo6%0A/IGP5yXZnONiF4gev3rxKgSwYUUVqucWwON2hcUqgFGPiWzOkfFLzsZZooiIMpBegeR1v38bbx48%0Ajivn5KMwLxd9g0PYtmcAl8+cjOdWLba0T6Jk0Jud7PsvdqKp4zB+85WR8zX0Ax/PS6LUMzubYOTg%0ADAdriIiMccCGiCiLdB0ZhCqBre8NhC/nrDpkQ3qzyrz9Ps9XIrvhbIJERInHYW0ioizCWTrISXi+%0AEjkH45WIKPF4hw1ltfY9++PeRybVwaHMFpzt6W6NGgPBWXX4dRKyC56vRM7BeCUiSg62nEREWYKz%0APZGT8Hwlcg7GKxFRcvAOGyKiLCKEQPXcguECkID/yqgQnPiA7IfnK5FzMF6JiBKPw91ERFmGsz2R%0Ak/B8JXIOxisRUWKxFSUiIiIiIiIishl+JYpiVjz067j3sTf3cwk4EiIiIiIiIqLMxDtsiIiIiIiI%0AiIhshgM2REREREREREQ2wwEbIiIiIiIiIiKbyeoaNidPnkz3IRAlTKzn86RJkyYCGJRSyuQcUfIw%0AdinbMX6JnMnJsQswfim7OT1+yZlENp5vQojpAA6m+ziIbGCSlNIxvS/GLlEYxi+RMzkqdgHGL1EI%0Ax8UvOVu2DtgIABcCGEz3sWSJPPiT/AzwPU8lM++7o64SWIhdnnv6+N7oc8p7k+nxmw5O+dvHIxv+%0Aj4C9/5+Oil1AM37t/P6mG98bfZnw3jgufsnZsvIrUYEgO5Tu48gW/hwPwN/AcUQ6RTLxfY81djPx%0APUgUvjf6+N4khxNybzb87bPh/whkz/8zVSLjl++vPr43+vjeEMWORYeJiIiIiIiIiGyGAzZERERE%0ARERERDbDARtKhbMAHgr8S6nD953vgRG+N/r43mSvbPjbZ8P/Ecie/2e68P3Vx/dGH98bohhlZdFh%0AIiIiIiIiIiI74x02REREREREREQ2wwEbIiIiIiIiIiKb4YANEREREREREZHNcMCGiIiIiIiIiMhm%0AOGBDRERERERERGQzHLAhIiIiIiIiIrIZDtgQEREREREREdkMB2yIiIiIiIiIiGyGAzZERERERERE%0ARDbDARsiIiIiIiIiIpvhgA0RERERERERkc1wwIaIiIiIiIiIyGY4YENEREREREREZDMcsCEiIiIi%0AIiIishkO2BARERERERER2QwHbIiIiIiIiIiIbIYDNkRERERERERENsMBGyIiIiIiIiIim+GADRER%0AERERERGRzXDAhoiIiIiIiIjIZjhgQ0RERERERERkM1k5YCP8JgohRLqPhYjMY+wSORfjl8i5GL9E%0AROnhSfcBpEkegBMnTpxI93EQpZMTO12MXSI/xi+RMzkxdgHGLxHg3PglB7PVHTZCiAeEEFII8ROD%0Abe4KbBP5k5vKYyUiIiIiIiIiShbb3GEjhLgCwEoAu01sfhJAWegCKeVQMo6LiIiIiIiIiCjVbHGH%0AjRBiAoBfAagHcMzEU6SU8nDoT3KPkIiIiIiIiIgodWwxYAOgAcALUspXTG4/QQixTwhxUAjxP0KI%0ABUYbCyHGBgqlTRRCTIT/e7hEZHOMXSLnYvwSORfjl4jIHtI+YCOEuA3AxwA8YPIpnQDuAnAzgNsB%0ADAHYIoQoNXjOAwBOhPwctHq8RJRSjF0i52L8EjkX45eIyAaElDJ9Ly7ETAA7AHxcSvlmYFkLgDek%0AlF81uQ8XgJ0AXpVSrtXZZiyAsSGL8gAcPHHiBCZOnBjH/4DI0Wxf6Z6xS6SL8UvkTLaPXYDxS6TD%0AEfFLmSXdRYc/BqAQwN+EGD7/3QCWCCHWABgrpVSMdiClVIUQ2wHo3mEjpTwL4GzwcchrEZGNMXaJ%0AnIvxS+RcjF8iIntI94DNZgCVEct+Dv/Xnn4QbbAGAIQ/g1wOoD3xh0cA4FNUeNwu3cdERER2wHxF%0AlJkY20SUrdI6YCOlHATwVugyIcRpAEellG8FHm8EcEhK+UDg8XcAbAXQA2AigLXwD9isTuGhZw0p%0AJVq6+9HQ1IuuI4MoK8rDmroS1JUX8moLERHZBvMVUWZibBNRNkv3HTZmzAKghjyeDOBpANPgL4K2%0AC8ASKeW2NBxbRvMpKlq6+1G/cQeCpY52HTiOuzfuwIYVVaieW8CrG0QOU/mLyJsaY9d+J29oJHth%0AviLKTIxtIsp2tmvhpJQ1oQWHA4/vCnn8NSnlbCnlWClloZRymZTytbQcbIbzuF1oaOpFZF1qKYGG%0A5l4mSCIisgXmK6LMxNgmomzHVo4MdR0Z1F5+WHs5ERFROjBfEWUmxjYRZTMO2JChsqI87eXTtJcT%0AERGlA/MVUWZibBNRNuOADenyKSrW1JUgsp6bEMDq2hL4FFX7iURERCnEfEWUmRjbRJTtOGBDujxu%0AF+rKC7FhRRUWzpqM8WPcWDhrMjasqEJdeSG/N0xERLbAfEWUmRjbRJTtnDBLFKWREALVcwuwtKJo%0AeJlPUTmNIhER2QrzFVFmYmwTUTbjsDRFFXn1glcziIjIjpiviDITY5uIshVbOyIiIiIiIiIim+GA%0ADRERERERERGRzXDAhoiIiIiIiIjIZjhgQ0RERERERERkMxywISIiIiIiIiKyGQ7YEBERERERERHZ%0ADAdsspxPUQ0fExER2RnzGJFzMF6JiGLjSfcBUPpIKdHS3Y+Gpl50HRlEWVEe1tSVoK68EEKIdB8e%0AERGRIeYxIudgvBIRxY532GQpn6Jic2cf6jfuwK4Dx3HmnIJdB47j7o070NTZxyseRERka8xjRM7B%0AeCUisoYDNlnK43ahoakXUoYvlxJoaO6Fx81Tg4iI7It5jMg5GK9ERNawdcxiXUcGtZcf1l5ORERk%0AJ8xjRM7BeCUiih0HbLJYWVGe9vJp2suJiIjshHmMyDkYr0REseOATZbyKSrW1JUgssabEMDq2hJ+%0Al5iIiGyNeYzIORivRETWcMAmQ8Q6TaLH7UJdeSE2rKjCwlmTMX6MGwtnTcaGFVWoKy/kd4mJiMjW%0AzOQxfggkSi29/ij7nURE1nBa7wxgdZpEIQSq5xZgaUXR8DKfonJqRSIicgStPPbBiY/wT8++gQMD%0AZzhlMFEKReuPst9JRBQ7ISPLtWcBIcREACdOnDiBiRMnpvtw4uJTVLR096N+446wyvtCABtWVKF6%0AbgGvWpAex/WQMil206XyF5Vx76P9zvYEHAnFifEbQlFUvHN4EN994R1s2zMAVQZfk7mQbMdxsQtE%0Aj1/2RylLODJ+ydnYcjocp0kkIqJs53a78O3n38LW90YGawDmQqJUYX+UiCg52HpmAE6TSERE2Y65%0AkCi9GINERInHAZsMwGkSiYgo2zEXEqUXY5CIKPE4YONwnCaRiIiyHXMhUXoxBomIkoMDNg7HaRKJ%0AiCjbMRcSpRdjkIgoOTitdwZIxzSJPkUNS76Rj4mIiBLNKPdwymCi9DITg+w/EhHFxlYDNkKIBwB8%0AD8DjUsqvGmz3aQD/BuBiAO8CeFBK+bvUHKU9RSa7ZCY/KSVauvvR0NSLriODKCvKw5q6EtSVF7Jj%0ATERESWEm96QyFxLRaEYxyP4jEVHsbNOTEUJcAWAlgN1RtrsawH8B2ARgfuDf3wghrkr6QRJ8iorN%0AnX2o37gDuw4cx5lzCnYdOI67N+5AU2cfv6NMREQJx9xD5GyMYSIia2wxYCOEmADgVwDqARyLsvlX%0AAfxZSvmIlLJTSvkIgM2B5Xr7HyuEmBj8AcBy9RZ53C40NPVCyvDlUgINzb28mkkJxdglcq5Exi9z%0AD1FqJTr/MoaJiKyxS+vYAOAFKeUrJra9GsD/Rix7GcA1Bs95AMCJkJ+DVg6S/LqODGovP6y9nCgO%0AjF0i50po/DL3EKVUwvMvY5iIKHZpH7ARQtwG4GPwJwYzpgE4ErHsSGC5nkcATAr5mRHjYVKIsiLt%0Aiyxl03jzAyUcY5fIuRIav8w9RCmV8PzLGCYiil1aB2yEEDMBPA7gDinlUAxPjbihEkJj2cjGUp6V%0AUp4M/gDgUL5FPkXFmroSRNaGEwJYXVvC7yBTQjF2iZwrkfHL3EOUWonOv4xhIiJr0n2HzccAFAL4%0AmxDCJ4TwAagGsDbw2K3xnMMYfTdNIUbfdUNJ4HG7UFdeiA0rqrBw1mSMH+PGwlmTsWFFFerKC/kd%0AZCIiSrjI3JM31o3li2bhj2uuZe4hcgD2H4mIrBEysvpXKl9ciDwAsyMW/xxAJ4AfSCnf0njOfwHI%0Ak1J+ImTZiwCOSylvN/m6EwGcOHHiBCZOnGj5+J3Gq6jICUmIkY9j4VPUsOQa+ZgcwXFzaGZr7CZS%0A5S8q030IAID2O9vTfQhOl5XxG8w1seYg5iyyEcfFLpC4/Gs1FhPZhyWKgyPjl5zNk84Xl1IOAggb%0AlBFCnAZwNDhYI4TYCOCQlDJY4+ZxAK8KIf4ZwO8BfArA9QCuTdmBO5CUEq1d/Who7kXXkUGUFeVh%0AdW0JllYUQkTen2pCZHJlx5eIiJLN43ZBSomW7n40NI3kszV1Jagr185nsW5PRMljpf+Y6D4sEZGT%0AOOFT9iwAFwQfSCn/CuA2AF8AsBvAXQD+QUr5elqOzgG8iorNHX2o37QDuw4cx5lzCnYdOI76TTuw%0AuaMPXn5vmIiIHMCnqNjc2Yf6jeH57O6NO9DU2TeqDkas2xORvbAPS0TZznYDNlLKGinlVyMe3xWx%0AzW+llOVSyjFSygop5XMpP1AHyXG70NDci8hvv0kJrG/p5S2lRETkCB63Cw1N2vmsoblX8+p9LNsT%0Akb2wD0tE2Y6tXJboOqJd3L/rMCfdISIi54g1nzH/ETkbY5iIshkHbLJEWVGe9vJp2suJiIjsKNZ8%0AxvxH5GyMYSLKZpYHbIQQuUKIK4UQnxRC3Bz6k8gDpPh5FRWra0sQWZdNCGBVTQm//0tERI7gU1Ss%0AqdPOZ6trS0bVpFEUFf92y2W45uJ8XH1xPm6efyEWXZQPt0t7eyKyl2Af1u0CFl0UHsPswxJRNrA0%0ArbcQ4gYAGwGcr7FaSind8R5YMjl9amArUxtKKbG5ow/rW3rRdXgQZdPysKrGXIV9ToeaPj7VB4/L%0Ao/vY7DY6HDe1gtNj1w44rXfGyNr4lVKiqbPPP2NMIJ+trvXP+qSocjg/GeWuU2d9GD/GHba91nMo%0A8yU5z2pxXOwCqZnWW69/K6XE6bMKJuSOvOenhnwYP9bNWaIcxGocJTj+4sUTjlLO6tn+/wL4bwAP%0ASymPJPB4KAqrUxsKIVBdVoDrLykaXuZV1KiJjtOhpo+UEm2H2tC4uxE9x3tQOrkUK+etxJIZS4bf%0AezPbEBFlEiEEqucWYGnFSD5TAlfZW7r78be9A7hvWTmau/qxPiRXrqotwdLyQjz6cidurLwAldMn%0AMb9lOebZ1DLqUwLQ7d8CwNY9R3WfR/ZnNY4Yf0TW77A5CWCBlPLdxB9S8jn1Kr1XUdHa1Y/6TTvC%0AquULATQur0J1WUFCq+X7FBUt3f2o3zj69TasqEL13AJeiUwSn+pD26E2rG1aC4mRN19A4Mm6J7F4%0A+mIAiLpNlCsQjst0To1dO+EdNhmD8RsimK++vGkHWr5Ri87Dg1ipkSufXl6FsqI8COEvWKqVT5nf%0AskOK8qwWx8UuEH/8RutTXjVnKuY//DJCv+HkdgFvfnsZtu45yr6og5mJNa04svq8JHNk/JKzWW3h%0AfgugJoHHQSakempDToeaPh6XB427G8MSFABISDS2N8Lj8pjahogoGwTz1RXF+ZiZPw7rdXLlUy29%0AmDV1HGbmj9PNp8xv2YF5NrWi9Skn5HpwRXF+2LorivMxIdfDvqjDWY0jxh+Rn9UzfQ2A/xZCXAeg%0AHYA3dKWU8ol4D4y0pXpqQ06lmD49x3u0lx/riWkbIqJs0HVkENcHviZlJncxvxHzbGpFi7nCvNyw%0A5cHHjFXnsxpHjD8i63fYfA7AMgCfBvCPAL4W8vPVxBwaaUn11IacSjF9SieXai+fUhrTNkRE2aCs%0AKA99g0PDv2tuE5K7mN+IeTa1osVcMH6DYolnsjerccT4I7I+YPPvAL4NYJKUslhKOSfk56IEHh+F%0ASPX03LFOn0qJ41N9WDlvJUTEV2UFBOor6+FTfaa2ISLKBsF8tX3vAA4MnMEqnVx5T00J9h89gwMD%0AZ3TzKfNbdmCeTa1ofcpTQz5s3zsQtm773gGcGvKxL+pwVuOI8UfkZ7Xo8ACAK1h0OPXimZ7b6uvp%0ATZ/K6uzJJaXEqwdfRWN7I3qO9aB0SinqK+tHzV4RbRsDjvsDOjl27YJFhzMG4zdCMF9BStRWFGHX%0AvmN45MUOdHzgz1331ARmifrfTtx4mX+WKOa37JaCPKvFkSdXIuI3GKMtXX0Y8qrIzXGhpqxweLYn%0Avf4tAMaqw1mNoyTEX7x4wlHKWR2w+TGAfinl9xJ/SMnn9A99XkUNKzAc+TjIp6hhxdgit4tcrydy%0AO7PPo/j5VF9YUbXIx2a30eG4pOP02LUDDthkDMavBqM8p/U78xslOc9qcVzsAomLX6M+rNV15AxW%0A4yjB8RcvR8YvOZvVs90N4H4hxDIAuzG66PDX4z0w0ialRGt3P/Z9eBpjc9w461VQfP74UVcZpJRo%0A6e5HQ1Mvuo4MoqwocDWiohBfffYNHBg4gzV15q5ORHZe2ZlNnciEpJWgzGxDRJTppJRo7er3X4UP%0A5r06/101Qoiw3BX8nfmNmGdTRzNGa0fuEo8cgAk+DvZ9Wzr7MORTketxoba8kHfYOIzVOGL8Ubaz%0AeodNs8FqKaWss35IyefUq/Q+RUVLdz/qN+4Im95QCGDDiipUzy0YvmKot93Ty6tQVpSHmseaIRH+%0APMo6juvlODV27YR32GQMxm8Ir6Kitasf9ZtG573G5VWoLivg1XiyC8fFLhB//FqNUbN9X6IUcWT8%0AkrNZauGklLUGP7YerHEyj9uFhqZeRI6xSQk0NPeGXTHU2+6pll7MmjoOV87JH/U8IiIiJ8pxu9DQ%0ArJ331rf0crCGKM2sxqjZvi8RUaay1MoJISYJIfI1lucHRuApSbqODGovPzwY03aFebmazyMiInIi%0As/mRiNLDaowytokom1kdln4WwG0ayz8bWEdJUlaUp718Wl5M2/UNDmk+j4iIyInM5kciSg+rMcrY%0AJqJsZnXA5ioAWnVsWgLrKAl8ioo1dSWIrK8mBLC6tgQ+RY263T01Jdh/9Ay27RkY9TwiIiIn8ioq%0AVtdq571VNSXwMs8RpZXVGDXb9yUiylRWB2zGQnuGqRwA51k/HDLicbtQV16IDSuqsHDWZIwf48bC%0AWZOxYUUV6soLw2rYaG3XuLwKSysK8aP/7cLlM0c/j4iIyIly3C4srShE43LtvMcaNkTpZTVGzfZ9%0AiYgyldUH2Xr4AAAgAElEQVRZoloAtEsp/zFieQOAeVLK6xJzeMmRiplmfIoalkQiH1vdj6KokICp%0AfUcu9ypqWEK0ekw0wqf6wqYXjHxsc46rdM9ZouLHWaIyRkbHbyw5NHRdZJ6LfEzZx4Z52nGxCyQu%0A/1qN0UT1q4mAuNoFR8YvOZvVjPUggFeEEPMBbA4sWwrgCgAfT8SBOZmUEi3d/Who6kXXkUGUFeVh%0ATV0J6soLISLv6bS4n1B6CStyeWRCZKKLj5QSbYfa0Li7ET3He1A6uRQr563EkhlLYvo7ExHRiFhy%0AaOS2lRfm4dHPXo6ZU8ZBCMHBmizHPG0vUkq0dvWjpasPQz4VuR4XasoKsbQiev84ss/KPixZxXaB%0AnMbSHTYAIIS4HMB9AC4H8BGA3QAekVL2JO7wkiOZV+l9ioqW7n7Ub9wRNgWhEMCGFVWonltgKskk%0Aaj+UHD7Vh7ZDbVjbtBYSI38gAYEn657E4umL030FzwzHZSXeYRM/3mGTMTIyfmPJfcyTZMTGedpx%0AsQvEn3+9iorWrn7Ubxodr43Lq1BdVsABVkq6BLQLjoxfcjbLLaOU8g0p5R1SykullFVSyi9GDtYI%0AIb4phJgc/2E6h8ftQkNTLyLHwaQEGpp7TXceE7UfSg6Py4PG3Y1hjT0ASEg0tjc6YbCGiMh2Ysl9%0AzJNkhHnaXnLcLjQ0a8fr+pZeDtZQSrBdICdKduv4LQD5SX4N2+k6Mqi9/LD28mTvh5Kj57j2zWQ9%0Ax2x/kxkRkW3FkvuYJ8kI87S9MF7JDtgukNMke8AmK28bKyvK014+TXt5svdDyVE6uVR7+RTt5URE%0AFF0suY95kowwT9sL45XsgO0COQ3vP0wwn6JiTV0JImtWCQGsri2BT1Fj2k+OG/ji4mKsu/lSfHFx%0AMXLc/v0oJvdDyeFTfVg5byVExJikgEB9ZT18qi9NR0ZE5Fyx5FBFUfHE7QvwpWuLcU1JPm6efyGu%0Avjgf11ycj4c/dRnzZJZjnrYXr6Jida12v3ZVTQm8jFdKAbYL5ESWiw6b2rkQgwDmSynfS9qLWJDs%0AwqVSSjR19qGhuRddhwdRNi0Pq2utzRLlVSTGeMKnP3QBcFuc6jsSp0m0TkqJVw++isb2RvQc60Hp%0AlFLUV9Y7qcq8Iw4yFIsOx49FhzNGxsavmRyqNzVwaA5jfiOb5mnHxS6QmPyr1a8951OR4xYQQlie%0A8tsI2wGKFGe74Mj4JWdL64CNEOIeAPcAKA4sehvAw1LKF3W2vwvAzzVWnSelHIrhuJL+oS8RCUJK%0Aic0dgU5rYGrT1bUlWFpRiOd3HcKDz7+FO6+ejftvKMfmzr6YpxGXUlp6Ho3wqb6wAmWRj23OcX9k%0ADtjEjwM2GSOj49cohxrlxn1Hz+C/tu/Hfcv8eXF9M/NbtrNhnnbkCZioARu92AWgu85qzLKfS3ri%0AaBd44lDKpXvA5u8AKAB6A4vuhH+q8AVSyrc1tr8LwOMAykKXSykPx3hctv/QF236w2tLz8e8dS9h%0A87216Dw8iJUa2xlNa8rpUAkOTDpOiF2744BNxsjK+DWTG/sHz1rKi0Qp4rjYBZI3rbfbBbz57WXY%0AuueoZp/U6pTf7OdSkjgyfsnZkt1S/QXAR3orpZR/lFL+SUrZHfh5EMApAIsM9imllIdDf6IdhBBi%0ArBBiYvAHgO2rm0Wb/jA3x40Hb7oEM/PHYb3OdkbTmnI6VHICJ8YuEfklI37N5EareZGIRiQ6fvVi%0A94rifEzI9ej2Sa1O+c1+LhFlCsutlRDCJYSYK4S4VgixJPQnuI2U8hNSyg9M7s8thLgNwHgArxls%0AOkEIsU8IcVAI8T9CiAUmdv8AgBMhPwfNHFO6RZv+sPj8Caa2s7p/IhtwZOwSEYAkxa+Z3MX8RhS3%0AhMevVlwW5uXqrgPii1m2A0SUCSwN2AghFsH/NaYOAK8CaAn5aY5xX5VCiFMAzgL4KYBbpZTv6Gze%0ACeAuADcDuB3AEIAtQoho87A9AmBSyM+MWI4xXaJNf7j3w1OmtrO6fyIbcGTsEhGAJMWvmdzF/EYU%0At4THr1Zc9g0O6a4D4otZtgNElAmsVl37KYAdAG4C8AGAeArhdAG4HMBkAJ8G8AshRLXWoI2UciuA%0ArcHHQogtAHYC+EcAa/VeQEp5Fv4BoeDz4jjc1AhOf6j1Pf1VNSUY8ir47gvvoK68CKtqSzS/qx+c%0AAlWvhs2auhLcrfHdXqPnEaWSE2M3mexSf4bIjGTEr5nc2D941lJeJKIRiY5fvdjdvncAp4Z8un3S%0A4JTfVmrYsJ9LRJnAUtFhIcRp+IsJ90bdOPZ9vwLgXSnll01u3whghpTyxhhewxGFS4PV9Ne3jExt%0AuqrGXzG/racff3jzAyyYPRm3XzELTZ19aOnqw5BXRW6OCzVlhaZmiUrE9OPkWI77IzsldpMlkwZs%0AWHQ4blkbv0a58fDJIXS8fwI15UVoitiG+Y1swpEnYCJniWrtHumvVs8tDJslSiuu45kliv1cSjCe%0AOJRyVgdsmgD8UEr5UsIPSIjNAA5IKe8ysa0AsA1Au5TyizG8hi2m9Y68YqB1BUFrGxcAd8QyAYTt%0A38y+fIoKRDwv4VccFC/gztF/DO2p9QQE3C637jaUEI5LOhyw4YANDcvq+NXLn6HLI/OZ1jozuZoC%0ATOTzeOlNtWvDqbnj4bjYBRIXv0Z9X6vrjDDGDaQgppPNqG1IUrvhyPglZzN91goh5oU8fBLAj4QQ%0A0wC0A/CGbiul3G1yn98D8CKAA/BXn78NQA2AGwLrNwI4JKV8IPD4O/B/JaoHwET4vwZ1OYDVZv8f%0AqSClREt3PxqaetF1ZBBlRXlYUxc+oi+lRGtXv3/UP7DN6trwKwnBbfYdPY2xOW5MmzgWSyuKsLmz%0AT3PfP3ixA794bV/MrxcqoUlMSqD3FeAvjwF9HUBhBXDdN4C5N/jvSQ0cV9uhNjTubkTP8R6UTi7F%0AynkrsWTGEvz4bz/GM53PhC3jFREiIgp+UJNSovvIIN55/yRuWTA9LM9VTMvDtz5RgYWzp6Ct50MM%0A+VQsLS/Eoy934sbKC1A5fVLUXE0BJvJ5/C+h3x/oHOjEI68/Mmo5/07OEq0v2trdj30f+vu8Z70K%0Ais8fj7rywLoofWY9kf1aDtYEpCCmk82ozQCgu47tBjmN6TtshBAq/LVq9M7y4DoppXTrbBO5z58B%0AWArgAvgr0O8G8AMp5Z8D61sA7A3ebSOE+DGAvwcwLbD9LgDrpJRGs0ppvW7SrtL7FBUt3f2o1/jO%0A7IYVVaieWwAJf+LR+g5+4/IqVJcVABHbuATQel8tOg8Pan4v/+nlVSgrykPNY81QZeyvZ2XKREOK%0A158Inr0do170tmeAkuvhEwJth9qwtmktZEgZJAGBx+seR+nkUtz0u5ugShUCAk/WPYnF0xc7+aqa%0A3TguY/EOG95hQ8OyPn69iorWrn7c86sdaF93A9p6PtTNc9eWno/KdS9h/R3+XCmEf6YYre2DuZMf%0A7AJM5PN4r8r7VJ9uf+CJuidQMrlkuD8QXO7gPoHjYheIP36D8WrUF1348IsYPDuyLscNvP3QjXi1%0AO8V92EyXgphONqM248m6J/Gxoo/h2mevhSKVUevibDccGb/kbLG0cHMAXBT4V+vnopB/TZFSfklK%0AWSylHCulLJRSXh8crAmsrwn9apSU8mtSytkh2y+LdbAm2TxuFxqaehE5DiYl0NDcC4/bhRy3Cw3N%0A2tusb+lFjsY2V87Jx8z8cViv87ynWnoxa+o4XDkn39LrJZw7xz9qr/Wif/kR4M6Bx+VB4+7GsIYW%0AACQkftb+M8zIm4GFhQuHlzW2NzqxY0ZEREkQzG3LFxUjN8dtmOdyc9xYvqh4OFfOzB+nu30wd1KA%0AiXweL6P+wIb2DWH9geBy9gmcxUxf9DdfuTZs3fJFxRjjSUMfNtOlIKaTzajNaGxvxIQxE7CgcIHm%0AOrYb5DSmWzkp5b7gD4DZ8H9VaV/E8kOBdVmt68ig9vLDg5a3KczLNfW84HZWXi/h+jqiLu853qO5%0ASc8x//KCcQWjlhEREQH+3DZr6vjh3zW3CeS5WVPHpz8vOpWJfB6vWPoDocvJOWLpwwIwHdtkQQpi%0AOtlibTNC1xE5idVh6WYA+RrLJwXWZbWyojzt5dPyLG/TNzhk6nnB7ay8XsIVVkRdXjq5VHOT0in+%0A5f1n+kctIyIiAvy5bf/R08O/a24TyHP7j55Of150KhP5PF6x9AdCl5NzxNKHBWA6tsmCFMR0ssXa%0AZoSuI3ISqwM2Aoi4B81vKoDT1g/H+XyKijV1JaPqdQkBrK4tgU9R4VVUrK7V3mZVTQm8Gtts2zOA%0AAwNnsErneffUlGD/0TPYtmfA0uslnOL1Fy/TetHr7gUUL3yqDyvnrYSI+DqogMCXKr+Eg4MHsbNv%0A5/Cy+sp6+FRf4o+ViIgcJ5jbNm3diyGvYpjnhrwKNm3dO5wrDwyc0d0+mDspwEQ+j5dRf+DuyrvD%0A+gPB5ewTOIuZvuhnf9oWtm7T1r0450tDHzbTpSCmk82ozaivrMfpc6exq2+X5jq2G+Q0MU3rLYR4%0ALvDrpwC8BCCkNBjcAOYB6JJS3pCwI0yCZBculVKiqbPPX83+8CDKpvmr2UfO2rS5ow/rW0a2WVUz%0AepaozR19aO3uw5BXxYLZk3H7FbN09/3Dlzux8a/7LL9eEt4IoPsl//dhhyvQ3ztqlqhXD76KxvZG%0A9BzrQemUUtRX1mPJjCV4fOfj/lmiQpaxsntCOe7NZNFhFh2mYYxfjOS2sTkuXFtyPnbuO4ZHXuxA%0Axwfhee75Nw4hb2wO6ioK8V/b9uPS6ZNQOX1S1FxNASbyefwvod8feOfoO3hk2yPoOdaDuVPm4t6q%0AezG/YL5T/07OPOgExG9kvzY3x4XquYXDs0TpxSOA1PdhM10KYjrZjNoMALrr4jxnnPHmUEaJdcDm%0A54Ff7wTwGwAfhaw+B2AvgEYp5YeJOsBkSMWHPp+ihhUtjHwM+K82hBZLi3yst41A+LSEXkWFC4A7%0AAa+XcIo3vHhZ5GP4R8lDC4D5VB8EAHfIMq/qRY7LWhE0rf2z4BgAByYdDthwwIaGMX4DInNZaP4L%0AXae13EyupgCtfA4BuD3628RIL1+HLjeT022e9x0Xu0Di4teoL2oUj1afRwZM9NFTxWrMGj3P6roo%0AHBm/5GwxZS8p5RcAQAixF8BjUsqs/vqTkchEoZU4IgdLIh9LKdHa3Y+Gpl50HRlEWVEe1tT5rzb8%0A+vV92Ln/OHI9LtSWFw5fgYjn9ZIisuHXSASRDaRbuNF6sBVtB9swpAwh152L62ZciyUzqmMeFZdS%0Aou1QGxp3N6LneA9KJ5eifl49qi3siygedhlsad+zP+59VM6ZlYAjIYqfUZ4UQiDH7YKUEjv3H8P3%0AXuhAx+HwbczkagqIzN8uT+AK/WMhV+i/EdcV+sj+QPBx8F8zOV1rm5XzVvIuXRuIFq9G8ajXh5VS%0AosVgn6RDSv/U3r1/BrxDQE4uUPJ/0nKHTTwxq9dmGK3jZwNympjusMkUTrhK71NUtHT3o37jjrBZ%0A94QAnl5ehbKiPNQ81gxV+pdtWFGF6rkFju9s+lQv2g5twdqmtWFT9QkIPFn3BBZPXwyPyTttfKoP%0AbYfaNPf1RGBfVu/ayRCOy0pOiF09HLCJOA7eYROvrI9fozwZzIkAom7j9LyZForX/2Hv2dsx6o29%0A7Rmg5PqEX6k3k9MFhO42T9Y9GehDpP1OG8fFLhB//JqJ11hjMRn7zAppiF89RnGdjJhNwGcDR8Yv%0AOZvpVkwIsUsIsdPMTzIPOFt43C40NPUicjxNSuCpll7MmjoOV87JH17W0NybEUnJ48pB4+7GsEYU%0AACQkGts3mB6s8e/Lo7uvDe0bsn2whojI0YzyZDAnmtmGLHDn+O+s0Xpj//KjpHzYM5PTjbZpbG+0%0Aw2BN1kpGLDK+LUpD/OpJdczyswE5USxR8HzI77kAVgF4B8BrgWWLAFwKYH1iDo26jgxqLz/sX16Y%0AlztqWSboOd6jvfyY9vJU7YuIiOwlWp40uw1Z0NcR2/IEMJPTmfftKxmxyPi2KA3xqyfVMcs2gpzG%0A9NCzlPKh4A+AAgBPSCmvllJ+PfBzDYCfAChK1sFmm7KiPO3l0/zL+waHRi3LBKWTS7WXT9Fenqp9%0AERGRvUTLk2a3IQsKK2JbngBmcjrzvn0lIxYZ3xalIX71pDpm2UaQ01i9V/AzADZqLP8lgE9bPxwK%0A8ikq1tSVjKr7JQRwT00J9h89g217BoaXra4tgU9R03CkieVTvVg5rx4i4iuibuHGN6q+AUX1xbAv%0AH+o19iUgcHfl3fDFsC8iGtG+Z3/cP0TxMsqTwZyoKCr+7ZbLsOiifLiE9jZkgeL1FxgOffOFCyi+%0ADvjEY4CS+PwaLad7VS8UVcGDix7EVdOuwhVFV+DGOTeiqqgKbuFGfWU9834amYlXO+wzK2jFL+B/%0AfN29gRngUsOn+rBy3krNuE5GzJppR4jsxlLRYSHEYQAPSCl/HrH8CwC+L6W09V028RROMzt1YORy%0AK1NqSynR1NmHhuZedB0eRNm0PKyu9Ve+/+HLndj4131hy9Je2TxB0wNKKfHqwVY0tm9Az7Ee3F5+%0AO+rn1WN8zvjhbfxTfwu4Xe6wZZHfdZVSovVgKzYE9lU6pRR3V94dVgled18SUacrtfnUodE4rnAa%0Aiw7HzzaDJetOpPsInC4r4zeYW4P/GuVJVZVwh+TZwyeG8MifOnDg2Bn75E0nicyBUgZmifoRMKUY%0A+D8PAxMv1N8e5qbt1tpu5CX1c7oqVd0+wWnvaYzzjLPL39sWBxGrRMSvUbxa/dskY5+OEq3vrfc4%0ANH6HZ3m719QsUT7VG1ZTMvKx/vO049zf738Vje2Nw3FdX1lvapYoK/1wM58NDGTBSUV2Y3XA5psA%0A1gHYAGBrYPEiAF8E8LCU8vuJOsBksJp0pJTY3NkXdepAre1W15agrqIQX332DRwY8HcWl1YYJxMp%0AJU6fUzBh7EjDc2rIh/Fj3WHP0xs0Sqnhhj8x03uGNv7BhlVrur+f7PwJnul8xnAKwMjG+9S5U2hs%0Abxz1PM19bV4HbGvU/P8YHZdDOgmOOMhQHLCJHwdsMkbWxa+UErsPnUDl9EnY3NGHnfsGcN+ycpw5%0Ap2BC7ug8ufvQCaz7/dua+doWedNJtHL8jY8C0yojPvzp9wG0cua3rvoWLpl6ielcKqWET/UhJ+QD%0AqFfxwuPyjNrH3fP8H8Ae3/k4FhYutFNutsVBxCpRAzanz2rHazx/G7MXUzNOtLiLtt7ChVbtvm89%0AlkQZ7IjWZ45n4MXK9NyR+/eqXrMFhx0Zv+Rslqf1FkJ8FsA/AQh+2bEDwONSyt8k6NiSxkrSMTt1%0AoNnpuCWAxuVVqC4r0LzTJrifL2/agSuK81GYl4u+wSFs3zuAp5fbbKrCJE4PaDT93uN1j6N0cilu%0A+t1NUKUadQpARVXQ/mE77nrpLihSib6v2sexOG8OPE8sAKQa9v/xCUdMHRqN45IOB2zixwGbjJFV%0A8RvMiWVFeeg8PIiv/HIHWr5RO/x7ZJ78z89XYW4g36oy+Pqc6tcSwxz/a+DipcC7TYZ9AK2c6RIu%0AvHDrC+g93msqlwb7A19v+To+W/ZZzMqbhQODB/D5is+j53iPYT/hk7/7JB6vfdwuudlxsQvEn3+9%0AiorWrn58WSde9frDpMNM3zvBfXOf6kXboS068fpEIL5G7zMZU3cnYHpuqxwZv+RslltGKeVvpJSL%0ApZT5gZ/FThisscrs1IFmp+OWEljf0qubnIL7UVRg63sD+MOb72PrewNQVBtOVZjE6QGNpt/7WfvP%0AMCNvBhYWLhxeZjQFoNvlxqPbHw0brDHc11s/g2dKMTD7mlH/H04dSkSUOh63Cy2dfZiZPw7rm3tx%0ARXH+8O9aeXJ9SL4N4lS/Fhnl+N7NgGds1D6AVs5cWLgQM/JmmM6lwX14VS9+1fErPLLtEXQOdGJ6%0A3vSo/YQFhQuYm9Msx+1Cg0G8crAmRoZx+UpS+uYeV45BvG7Q/VpUMvrMnJ6bsglbxxiYnTrQ7HTc%0A0aYcdNRUhUmcHjDa9HsF4wpGLUvoviaElGQK+f9wWkAiotQZ8vkLiHYdGRzJoybzbeRyipFeLvd+%0AZLzeIGcG820sudTqPgrGFTA324Cj+rVOkIC4jJXVvm8y+szsh1O2MD1gI4QYEEKcH/j9WOCx5k/y%0ADje9zE4daHY67mhTDjpqqsIkTg8Ybfq9/jP9o5YldF+njoxsGPL/4bSARESpk+vxd1nKivJG8qjJ%0AfBu5nGKkl8tzzjNeb5Azg/k2llxqdR/9Z/qZm23AUf1aJ0hAXMbKat83GX1m9sMpW8Ryh83XAAyG%0A/G70k3HMTh1odjpuIYBVNSXw6kw56KipCpM4PaDeNN8CAl+q/BIODh7Ezr6dw8uMpgA0mjpQc1+X%0AfQm+Y3uBfX8d9f9J9TSERETZzKeoqC0vxIGBM1hVW4LteweGf9dKPatC8m3octvlTycwyvElSwHv%0AkD83GvQBtHLmzr6dODh4UHeK3chcamUfwdy+q28Xc3OaeRUVqw3iVa8/TDoM4/L6pPTNjfrk9ZV3%0Aw6czJXYy+sycnpuyieWiw04WzyxRZqYO1NpuVY1/lqivPfsGDhw7g1U15maJcsxUhXFMDxh91/5p%0AvtsObcGQbwi5nlxcO/1aLJmxBI/vfNw/s5PJKQCNpg5sPdiKvtN9OKuexay8WYFZoh4KmSXq3lEz%0AXlidhtAmHHGQoVh0OH4sOpwxsi5+pZRoP3QClwVnido/gPs+Xo7NnX14qmV0nnz/+Ed4uvVdnPGq%0AyM1xoaas0J750wmkBA5sA/78r8CRt0Ny4jLg3Rbg4hrgwHaN9aNzZtuhtuFcfkvJLbhk6iXDufTd%0A4+/ikxd9EreW3oqK/ArNWaLe7H8TP9rxI3Qf60bplFI8cOUDYfsI5uMvVX4J1TOq8cTOJ7CgcIGd%0AcrMtDiJWiZolanNHH9a3hPePo/WHSUew7937iv9rUDnn+QdrImeJGtgDeHIB3xCQPyeuvrl2n3yx%0AqVmiEt1njnN6bqt4olLKWZ3W+1cAWgC0Sim7E31QyRbvTBVmpg70KmpYAbXIx8ErfKHPVRQVKhD1%0AebYtmGhhekCzQqf5Dj4WcMHtcocs054CUOu54Y99EADcYdMJeuGRLsA9sn+t/4+VaQhtxHFJhwM2%0A8eOATcbIyvgN5sDQXGiUl0NzaGQ+JROM8rriAyAN1o/+XS9nRv6rtz5yeazb2ITjYhcwH7/R+r/R%0AHlOMovW9k9A3j9av1n+e+Rg1G7NG03MnqY/uyPglZ7N61p4CcC+A/xRCHAbQGvhpkVJ2Jurg7Chy%0AsERr8ERKidbufrR09mHIpyLX40JtefiVPbdLYHNnHxqaetF1ZBDfveUy3LJgOpo7AnfUHBlEWZH/%0ASmHolQfbDtYAoxNAggZrpJRoO7QFjbsb0XO8B6WTS7Fy3kosmbEkbDutRlj7ufVhVwLcwo3Wg61h%0A29TPq/eP0Ef5/0S+po06hEREGSd0RsbIZVJK7Nx3DN/7Uwc6Dofn0Od3HcLE83J4h00sgrPN/OWx%0AkDtnvzFydd7lDtxZq7H+wx7gD6tH7ra58VHICxeg7VCbZi73uDyBfB2+/ptXfROXTb1M93lCiOG8%0Aa5SPmZtTQ0qJ1q5+3X5scP1Zn4JJ5+XgxEdejPW4eYeNVdFiNNp6Sy+p3yeP9jfUi1Gt2Dezz+Dz%0A2g62YUgZQq47F9fNuG7484GVfRLZUVxfiRJCTANQE/ipBjAXQJ+U8oJEHFyyJPMqvU9R0dLdj/qN%0AO8Jm0hMC2LCiCtVz/TMahG7jcQFvPXQD2no+RP2m0c9rXF6F6rKCrLwC4VN9aDvUhrVNa8Om7hMQ%0AeLLuSSyevli3I+ZTvWg7tEXnuU9g8fTFAKC7zROBbTJ4akDHZSzeYRM/3mGTMRi/IbyKitauft0c%0Aem3p+ahc9xJ++nl/Hrb1xQ87ULz+D3rP3o5Rb+htz/i/dmG0vrACeGIBIFVAuOD7pzfQNrhHN5df%0AM/0abInIxS7hwgu3voDe472W+gA25rjYBaLHb7QYrC4riLo+G/u5lsUboyXXx3xhNZ4+eaL3Ge15%0AHyv6GK599looUknIcYZwZPySs8XbMg4COBb4OQ7AB+BwvAflZB63Cw1NvYgcB5P/P3t3Hh9Vdf+P%0A/3VmCUlIIAGSoIQAkrAnGlCqsgm4+6nWaqm4oK0Jv6oV11Zpv9XaRat1qfChVRP78QOtoh/XVqsW%0AFAIJWlYhIkuiBEgUghAgARJmOb8/bibMTO69c+fOTGZ7PR+PPMjce865Zy7znvfJmTv3SGDRinrY%0ArJZuZeacNxSpdisWrVCv9+eV9UmbxGwWGyq2VPi8GQOAhERFbYXuG67NYtepWwmbxa5bprK2MpEn%0Aa4iIEobdatHNoal2K246d2hXHqYArHblU3m1E1q/XH//6qeA7KHAkPOVbUPOhy1riG4ut1vsqG6s%0A9tk/Pnc88jPzTY8BqGcFikG71YLdB49xnBsuocaoiavgQxmTh7vNQPUyUjJQmlsatn4SRZOpd0ch%0AxONCiE8BfAvgdwBSADwGIE9KWapbOQns2N+qvn1fq2qZgv69DddLRnWH69S3t6hvD7ZuKO0TEVFs%0ACJRDC/r3Tvp8GpTmberbHSf093u2Z+T5/Bso17a7fJdgz0nPMVSPYkegGOxlt+rupyCFGqMmRCIe%0AzbYZqJ7nPSSYNolikdnp7J8BGAbgEQBzpJT3SSn/IaU8HL6uxa+ReZnq2wdmqpbZc/CY4XrJqCir%0ASH17tvr2YOuG0j4REcWGQDl0z8FjSZ9Pg5I7Wn27PU1/v2d7236ffwPl2lRrqs/2A8cPGKpHsSNQ%0ADHY4XLr7KUihxqgJkYhHs20Gqud5DwmmTaJYZHbCphTA7wFMBLBKCLFPCPGqEOI2IYT5d4EE4HS5%0A8eV9XKAAACAASURBVNMZhd3u5SUEcMf0Qjhd7m5lFn/SgHaHC3dMV693+wWFcHSuKpVsnG4n5pbM%0AhfD7yqiAQHlxOZxup05dB+aWlGvULYPT7YDT7UC5Rpmy4jI43I7wPRkiIooIh8utm0PbHS4s+bSh%0AKw9TAC6HcnNStRNaeKH+/in3AS0NwO41yrbda+A8vFsnH5fD4XZgSv4Un/0bmzeisbVRM0cHGgNQ%0AzwoUgw6XG0P69+Y4N1xCjVFX8OPbUMbk4W4zUL1jJ49hU/OmsPWTKJpCuulwVyNCnAngbgA3ArBI%0AKdWveYwRkb5xqZQSH2/vXO1pXytGDlTuku+9OoWnzModzWh3uHHlWadjcuEAfLStGX9eeare7RcU%0AJv3d86WUWNW4ChW1FahrqUNRdhHKi8sN3eldqVuF6qYatDvbkWpLxeRBk3xWiZJSoqqxCpW1lV3t%0AlxWXKatEJfZ5j7snx5sOh443HU4YjF8/nlWiHnt/G7Z945tD3/6sCX1SuUpUUKRUVoGqX658xcLe%0AGzj7R8qn854VaPauBZb9SlkNKm8scNFvgcETlVWi1r4AOI4D9nRg4lzIAUVY1bgK1U3VaHe2I82W%0AhlkjZ2F41vCuFYT8c/0DEx/AuP7juuVoo2OAGBWfnTYQv1JK3XGsZ3/VTmXsm2q3YNqI3KQf55rm%0AidFDuwBbKuBsB/oN810laucHyj1rulaJui/kVaJWNa7CntY96GXphQ53BwoyC0KKR7PjfE89z3uK%0AMsaf3LVKlNm/HQLgC5V6nOkJGyFEKU6tEDUFQB8AnwFYIaX8mcE2bgNwG4ChnZu2AviNlPJ9nTrX%0AAPgtgOEAvgTwSynlW0H23dCg0ely+9yc0OVyQ8J3OVH/Mlrb1co5XG6fm6w5XG4Iv/b9y2gdzxCX%0Aw/cmY/6PjZbTqOd0O2Dzukmv0+2EgIDVYtUp4/tYi9Pt9LlJmMvtgoT02eZ0O2GTArB6zRe6XHAK%0At88xHG6Hz82E1dryLxNUH0zezCzS7auIu6TDCZvQccImYSRN/AbKxXr51juH+ufTpOedy7XyvFoZ%0AjbL++cn7sef3QGW6jxn064V6TD1m6xkQd7ELGI9ftbGt0cdGxs4JS2+sbXZfgMe6r/Eg6qmNmdUY%0AiVe1NiNRLwRxGb8U30y9aoUQLQAyAGwGsBJABYBVUsqjQTbVCOBBAPWdj28G8I4QolRKuVXluOcB%0AeBXArwC8BeBqAK8JISZLKf9j5rlokVJi5c4DWPRxPXbsb8XN5w3Bzy8dhY+2N3dtG5mXiZ/OKFT9%0AxM4/wfg/llKiascB5SqczrbumK58CvFlcys6XBKjBmZ2K6N1PANPSPmUbPWTXrPs93efZfculz0U%0A+H6FoXpSSlQ31aBiSwXqDtehKKsIc0vmYmr+VDyz4Rm8sv0VFGUVobxEmd1+cPWDaGptwtyScp+r%0AXbT4v8FahAVVjVU+xysvKVeuimmoBl6eBVzxNGTJD1HduLpbOd8+zO2ajffwTzzK86vuamf2qNm4%0Ae/zd3frgaSvY/59It09EFI/0cvGGhkP42SWjsGLHAfzZO5fOKMTMUbn4+vAJPL/ySxx3upFqs2D6%0AqFxeYePhyfV7PwVmPgzUL/P7FL4zz++rBba9o5TZtwU4vbR72cv+CHl6qU8OK8oqQlmJcqXqsxuf%0AxcUFF2LMgHG6ZUpzSzEtf1pn9yQ2H9iM9758DydcJ5BmTcMVw6/AmTlnQggBm8XWLW96jwPe/epd%0AnNH3DIzpP6ZbGSN5VK1t5t/APGPb3QePoZfdig6HC0P69/a5wkZr7AvAJ9ZDGvPGG70xOmBun+cK%0Am/rlSsw62gF7KlB4ETDiUkhA+zWu065ava7xt8mYQmeb1Y3VaHe1I9Waisn5k7veDwLV0+qL/98O%0AXB2K4pWpK2yEEP8FAxM0Qoh8AF9LKQ1/MVUIcQjAz6SUL6rsexVAHynlZV7bPgDQIqWcHcQxdD8l%0AcLrcWLnzAMoXr4eUgEUAVT+bju37WjF3yXqfFfKEACrnnI1pI3IMfwrgcLlRteMAylXaqrjpbEwu%0AGoADrR1hOx5cDuWNd+lsdGvsuleU77p6PjXzlIMA5n0GNG8Fll6vW8/pdqC6qQbzPp7ns7yegMCz%0AM55FUVYRrnjrCrilu9s2KSUWzliASYMmGbrSBlBmyKubqlWPt2DGAkw6fRLsfyiA84FdqP7m04D9%0AUvqwsLMP3d/M/Y9nERa8d/V7qDtch7s+vqtb23ptGXk+4W5fR9yNgHiFTeh4hU3CSPj41cvFP/nb%0Aeqy8XzsvV9x0NkbkZeKCJ1fALU9tDzp/JiJPrn/1BuDOTfp5Pnc0AKGUyR3bvaywwHnXZ6hu3aWb%0AawUE6g7X6Zb5r7f+C3+a/idMGjQJNRpjigWd4wUBoTsOOO+08/DtiW81jxlMzjdaLwhxF7tA4PgN%0ANLadNjJHdb/VAmx+6BJ8uutgV6x71034mA00Rh86GXh8COD2umGzxQo8sBtoqNYf26u1a7HC+cAe%0AVDev136N546Hzf+Y9jQ45+/VHO97YlPtSptAMTUhbwImL50Ml3R1a/P808/HuS+f63NPSbvFjv9c%0A/x/UfB18X8IgLuOX4pupdz8p5bsGr6b5Aqe+7qRLCGEVQlwHoDeATzSKnQfg337bPgRwfoC2ewkh%0A+nh+AOjejt5mtWDRx/Vd728Th/XD4H7p+POKevjPb0kJLFpRH1QisVstWKTR1p9X1iPVbg3r8WC1%0AK7Pkao2tfurUJY/e5YacD2QPUfYHqGez2FGxpcLnDRMAJCRerH0R+Zn5GJ87XnWbhERFbaXhyRrl%0AeDbN41XWVsJutQM3vgGbLdVQv5Q+VGgOwPyPNz53PPIz81G5pVK1bb22otF+PAs2dokodoQav3q5%0A+Jyh+nn5zyvrUdA/HROH9fPZHnT+TESeXF9wXuA8nz1UKVO/XL3skPNhyxoSMNcOyhwUsExpbqmS%0Awy127D26VzvHW+wBxwG9bL10jxlMzjdaL9EEG796Y9vdh45p7j9naD9kpNp8Yt27bsLHbKAxeq9M%0AJVa9FZynbA80tq9f1n1/wXmw9crQf42rHfP7FbrjfU9sqgkUUxkpGSjNLVVtM8WaglkjZ/nsmzVy%0AFuxWc30hikeRfgcMOAsphCgWQrQB6ADwHICrpZRfaBQfCGC/37b9ndv1zAdwxOunMVC/duxv7fo9%0ANzO12zafsvvUtxttX6utcB4PzduMbfc8zsgLql7d4TrVYnUtyvac9BzNbZ7HwQh0PPTND6pfgfrg%0A3U5XnUB9CEKk249jQccuEcWMkONXKxcbzcuecv7bk17ztuDyvKNdvWxnG0bylZF87Pm9l7VXyO0Z%0ALaO6n/kXCHHs7C3VZtXcH4kxdtwJFIOeWPUwGrueuFWpG/A17n/M7KHG6mkI5u8E/30FmQU+2z2P%0AGaeULGJhynoHgLMAnAvgLwD+VwgxRqe8/3e4hMo2f48B6Ov1kx+oUyPzTn2Q0Nza3m2bT9mBwX/o%0Ab6StcB5PuazZwHbP47b9QdUryipSLVaUrWw/cPyA5jbP42AEOh6ONAbVr0B98G6nq06gPgQh0u3H%0AsaBjl4hiRsjxq5WLjeZlTzn/7Ukvd3Rwed6eql62sw0j+cpIPvb83uHqCLk9o2VU9zP/AiGOnb21%0AO12a+yMxxo47gWKwze+zaqOxa0/tvs9ozPofs6XBWD0Nwfyd4L9vT6vvV7k9jxmnlCyiPmEjpTwp%0ApayXUq6XUs6HciPjuzSK70P3q2ly0f2qG/9jdEgpj3p+AOhO1ztdbvx0RmHXPXXX7jqEvYeO4/bp%0Ap7Z5CAHcMb0QTpfh2/TA4XLjDo22br+gEO0OV1iPB5dDuVmYWmNT7lP2+5fbvQZo2a3st1iV79CO%0Au0b512L1qed0OzC3pBzC74IqAYFbi29FY2sjNjZvVN0mIFBeXAan13dTA3G6nSjXOF5ZcRkcLgfw%0At2vgdLYb6pfSh3I43U7N480tmdvVzsbmjWhsbURZSZlq23ptRaP9eBZs7BJR7Ag1fvVy8boG/bx8%0A+wWF2HPwONbuOuSzPej8mYg8uX7PJ+p5fthU5efyJ4HWfUqZwgtPlfU+4bvXwHl4d8Bc29TapJm3%0APWU2NW9ScrjbgcF9BmvneLcj4Digw9mhe8xgcr7Reokm2PjVG9sO6ddbc/+6hkNoa3f6xLp33YSP%0A2UBj9I5WoHEdcO5twGVPKP82rlO2BxrbF17Uff+eT+DsaNN/jXe0Ku8P3t4sh9Pt0B9/a4zlA8VU%0A28k2bGrepN6my4HXdrzms++1Ha/B4TLXF6J4ZHpZb0ONC9EK4Ewp5VdB1PkIwF4p5S0q+14FkCml%0AvNxr2/sADofzpsOAcjfzj7c3K3ey39eKOecPwc8vGeWzbeRA5e72Zu5gL6XER9ua8eeVp9q6/QLl%0ATvlvf9aEldsP4JnrzsLHfmXMHg9SAjs/8FsF4j71VaI85bKHAt9/ATh5TPmurEdHK5CS0W2VqFWN%0AVaiorURdSx2KsotQXqysxvTsxmeVVaKyi1BWXIap+VMxf/V8NLU1oby4rPsqUS4nnAJ+S/H5Lv8t%0ApURVYxUqvY5XVqysNiF21wAv/7BzlahZ3frVvQ/lhlaMWNW4ChW1FahrUVZxumv8XT7bvJ+zd1tG%0AlhEMpf0QxN2N03jT4dDxpsMJIyniVy8Xr999CD+7WFkx6i/euXS6skpUbdMR/PofW0PPn7Eu0DK+%0Aajy5fu9/gJkP+eZ5//rHDwJp2cDXnwGnn9U5Rnjaa5WoJyBPL+2Wr24tvhXT8qdhwcYFuKhgJsYM%0AGNctH3uXOSv3rK7VXXRzvBBwuV1dq0WqlfFeJcpMnvbPyWHOv3H5AjQ6dtYa23r+X7X2AwjbGDvu%0A6I3RAcDtAKwpp8q7TgKeMbHe2F6nXQlov8Z12pWAbmxqP0XtmIJOm9Dpp169CL5mEvzFSLEo0hM2%0ARwGcpTVhI4R4FMD7APZCuZnZdVCW+b5USrlMCLEYQFPnlTcQQpwPYBWAXwJ4B8BVAH4HIKhlvY0O%0AGp0ut8+NzlwuN0663EhLOZXU29qd6N3LauqNweFyw+7VvsPlhgWA1W+bdxn/PgXFyKBOSt/E0PVm%0AH2A5cHSfVHG6nRAuB6z2tFPPx+3wuRGY0+2E7ZstwPs/U9qfWA4589cqy1l3JpE3y5XLMn/4dzh7%0AD/AZYDncDtglfJ+TswNOi8WnX6p9MHATQf9yLrcLEtJvYsmJ7Ye247H/PBb0UqBG2w/jDQ/jLulw%0AwiZ0nLBJGEkTv2q5WAJd2/z3n3S6YbcKuNzSZ3tI+TNWBZGju/GMAbombzqX+O72h1pne852wJ7W%0Afexw7Ftgy6twjvs+bJmndW32zlee3/1zmPfjQLm5w9WBV7e/ig8bPuzKqy7p6j4O6GxD75hG8rRe%0AX0MUd7ELGI9ftbGt57GUEg6XRIqte7wKIbrFaELGrBatMbpejAPdJ3OcJ5V6ngmbk22aH7rqvsY1%0A+iOlhFM6fWLV4XbAJmxBj3PV3iO82/SP5WDrRUhcxi/Ft6heYSOEeBHATACnQbmh2RYAj0spl3Xu%0AXwmgwftqGyHEtVAmac4A8CWAX0op3wyyX0EPGl0uN1bsPID/b8l6nDO0H3IzU9Hc2o51DYfwwk0J%0AsuSgZ2nB124CzikHpj2gXBIZaDlw1bacyt3pX71BudN8Rp7yfdjGdUD5SuWmwG6H8umeZ4lQz/Kg%0AR7/CvBUqy1lPfxaTMofBtqAUgOzsw8WA1Qq4XED9v7sfb88nwA//fqpcJE+f24XVTasjuRRouMVd%0A0uGETejCMWEztP3lkNto+MMVIbeR5JI+fl0uN77Y14o/vP8FRg7sg4J+vbHn4DEs+bQBz92YIHlZ%0AT6DlgPVytH8bRpf4/sedQO9cICNHmag5pwzIHAgs6FzhZcgk4OLfAXnjAGvo+c7lduGbY9/g79v+%0AjqU7lnZ9HclsXo2RPB13sQuEHr9Olxsrdx7AbX9bj5vOHYqC/kkWr2YYifEnhgGlNwLZw4CWXcC6%0ASmDWklPLemuOiw28P/jxLM/981U/x6OTH8XgzMHY27oXv6j+BZ6Y+kQkl9KOJXEZvxTfIp2VxgD4%0AWmunlPJWvcpSygtUtr0O4PWQexYka+fyoi438OlXh3z2LVpRj5mj8zRqxhHP0oIuB7BvC5CWpb9k%0A4MjLdNqyKXXdLqCh2nffP+cBZcuV372XCPUsD1rzC/Wl/z5/EdMu/5uy5HhDtW8frFbt4wXqa5hY%0ALVbdZQunDZ4W8T4QESULq9WCh97+HJv2HkZNfYLmZT2BlgM2kvf8l/h+48fa7ZUtB6Qb+NxrCNbS%0AoGz35OWG1cC/7j+V40NktVjxwKoHsOXbLb5dMplXmaejx9Y5jna4gL/WNPjsS4p4NcNIjH/vL8Cr%0AN/rur1+u7AvzuNizPPcJ5wncs/Ien32VtZW4YPAFQbdJRIEZnrARQhi+ikVK+f3Of/ea6VSsSool%0AB00u6x1UGe/t3r8Hu9Sg1pLkRvsRAVxikIio5yRFXtYTjrzXvO3U1yuCXV5YbXuYc2648yrzdPQk%0AfbyaESgmO5fb9uE4YayuCYwfop4XzLWHR4L4SUhJseSgyWW9gyrjvd3792CXGtRaktxoPyKASwwS%0AEfWcpMjLesKR94JZ4tt/qV+17WHOueHOq8zT0ZP08WpGoJjsXG7bh+fekREYFzN+iHqe4QkbKeWP%0AjP5EssPR4r+8qEdCLTmotax3oOXAA7XVre69SoLxb9+zPGixxnLW426Fs6VB6ZvekuTB9jVMuBQo%0AEVHPSYq8rCcceU9tiW+t9jz512f7vb7bw5xzw51XmaejJ+nj1QwjMf5mefd9hRdGZFzsdDu5lDZR%0AFET0psOxyuyN0/yXF03IJQc9d6OvXw4MGAlMLAN2fqg8dpxQZu0LLzS2AoXmcoKXAF+uUJLFiIt9%0A2x88EXL8zVjVuArVTdVod7Yj1ZaKyYMmKSs4fLkCOLAD6DdMf0lyvaXLIyjCS4GGW8x1KBDedDh0%0AvOlwwmD8Iknysp5w5D0pgb1rlXZm/krJyWrtfb0JeP/n3fP5xsVKfXtv4OwfKfvCeO49eXVP6x70%0AsvRCh7sDBZkFpvNqDOTpuHxhhiN+kz5ezfAel/uPwwHtfd7LepsZw2t2R6KqsQo1TTVdY/RJgyZF%0AeintWJIUT5Jii+kJm87VmmYBKACQ4r1PSjk+9K5FTihJJxmWHOy+PLfvY7iccAoYW+4y0FLiLhec%0Awu3Tvvpy1ip9khbflZ9cTgAy8NLlRpY3D0E4l+eO4LKiQBwmHU7YhI4TNgmD8dspGfKyrmBymvc+%0ArXrBbIfoWg2qe54ObllvPaHkQrW6AgJWi1WzTDiPryLuYhcIX/wmfbxq0Ytjs/tgYExvQriW4A7H%0AvmD6GaYxdFzGL8U3U++QQoh5AP4HQDOAUgBrARyEstT2+2HrXQzyTyqJlmSklKhuqsEN792AiX+f%0AiBveuwE1TTWQ0g28cSuw/GFIixXVTdUqZVQm/7yTiJTKLH/lTODR0zvbsvgc75kNz8AiLN3ar26q%0AgVu68fNVP+96LC0WYPNSpa3Kmcoy4v5vxP6DVv8+VM5UHofxSjP/ZKD2fDTPl09Xpal6RETJJNHz%0AckD+eU5rssaT/5Y/rKz2VL9MPReqteep+969wDt3ADveV/Jt/TJg81LVscPqptVwSzee2fAMdhza%0AoZrTqpuqTeVCI/W06tY01cAi/F4zOn/EMReHV9LHqxq9sanZfdAb05t/7arFw5qmNZBS6saKXhwH%0AW49jaEo2pq6wEUJsB/CIlPIVIUQrgDOllF8JIX4DoJ+U8qfh7mg4xfOn9JHkdDtR3VSNeR/P81ny%0AUkBg4fRnMSlzGCAEqo9+hXkr7upeZsZCTBo0SftKm/rlwNLZSiIRFjjv+synLYuw4L2r30Pd4Trc%0A9XH39p+d8SyKsopwxVtXQEqJBTMWYNJp58L+6CDA7VQu77zuFeVyT7UBq38fuhoPUC8EuudU53yZ%0ArRekuPuUIJ5jl1fY+OIVNiFj/JJxnvz36g3AnZuA5q3A0uuN5UKV/I15nyltvDYHzvmNqP7mU9V8%0A5cnbAgJ1h+tUyyyYsQCTBk3q+oTem14u1KsXqK7RPBqhXBx3sQswfiNGa2xqsQIP7FaW5NYatw6d%0ADDw+RFm622+fs+hCVDfVaLx2F3S+doMb82rFg1VYUTO7Buv2rdOMlQl5EzB56WS4pMtQPSNtRmkM%0AHZfxS/HN7LR2AQDPnedOAPDc3n0JgNmhdoqiw2axoWJLhc+bGwBISFR8/iJs2UNhyxqCitpK9TK1%0AFdpvgFY7sPrJUwlnyPnd2hqfOx75mfmo3KLe/ou1LyI/Mx/jc8dDQqKythJ2WyowsfOGa1Iq37vX%0AmnTx70NX4wHqhUD3nOqcL7P1iIiIuvHkv4LzgOwhSs4zmgtV8ndXG+eUwWZL1cxXnrw9KHOQZpnK%0A2krNSRe9XKhXL1Bdo3mUuZgiTmtsWnAe0CtTf9zaK1Mp57+vfjlsFrvOa7fS1NeitOKhNLcUve29%0AdWMlIyUDpbmlhusZaZNjaEoWZids9gHo3/n7bgDndv4+DJx5jGt1h+vUt7fUBVVGVfO2U79n5HVr%0AKyc9x1D7XeU8x8sepn6MQH0wsj0MzJ4v0+eZiIjIX/O2rtwbdC5Uyd9o3taVfyM5dgglF4YjjzIX%0AU8SpxZ3RWPWU8+Y4ASAyr121NoMdvxupZ7TNYPpppB5RLDI7YfMxgO92/v4igGeEEMsAvArgrXB0%0AjKKjKKtIfXt2UVBlVOWOPvV72/5ubR04fsBQ+13lPMdr2aV+jEB9MLI9DMyeL9PnmRJW7a49If8Q%0AUZLKHd2Ve4POhSr5G7mju/JvJMcOoeTCcORR5mKKOLW4MxqrnnLe7GkAIvPaVWsz2PG7kXpG2wym%0An0bqEcUisxM2cwH8HgCklM8BuAXANgAPA7gtLD2jHud0OzG3ZC6E30VSAgLl426Fs6UBzsO7Mbe4%0ATL1McTmcbqd64y4HMOX+U8sI7l7Tra2NzRvR2NqIshL19m8tvhWNrY3Y2LwRAgJlxWVwONuBtRWd%0AhYSyzKjLYawPXY0HqBcC3XOqc77M1iMiIurGk//2fAK07FZyntFcqJK/u9pYVwmnsx1zS8p183ZT%0AaxPKNcqUFZfB4VbPv06301Q9T91Q8yhzMUWc1th0zydAR6v+uLWjVSnnv6/wQjjdDs24LC8ug1Mn%0AdrRoxcOm5k045jimGyttJ9uwqXmT4XpG2uQYmpKF6WW94xlvnKZNSolVjatQUVuBupY6FGUXoby4%0ADFPzp0K8ORfomw8582GsalyF6qZqtDvbkWpLxeRBk5Uy/knFt3Fg5wfK926btwETy7va8hxv9qjZ%0AuGv8Xd36UNbZh/mr56OprQllxWWYlj8NYstryqoVuaOV5DXi0u6JTa8PRuuFQP2clgc8X2brBSHu%0Avr4Yz7EbjpsOx8oVMrzpcExg/FJwpAT2rlVy4MxfATs/NJ4LVfI3Zj6ktNF+FLJkFlY1VqGitrJb%0A3n5z55sY3X80xvQfg6rGKtQ01XSNHSYNmqTk8gC5sKqxCpV+bQeq56kbah6NQC6Ou9gFGL8R5Ymv%0A+uXK15nsacrNv0dcquzXGrfq7ROi87XrG5fKmD5w7Gh3VTseAGj+fQBAM4499fTajKExdFzGL8U3%0A0xM2QohsALcCGA1AQrnC5n+klIfC173ISMik43J0X9XB5E10nW6Hz83I/B/D5YJTSJ+bdjncDvWb%0A/wXql8sJp/BdUtPldkFCv32H2wG7tABWq3bbWsJ4roxyup0+z8f/cbjrGRR3SSeeY5cTNr44YRMy%0Axi8Zo5Xz9HKhWl5Uyd/AqWXAu48dTuUrz+/+ZTy5PVCu83+sOeZQEY48GuZcHHexCzB+DTM7xgwm%0AHo3uQ4Axvcm+6sVjuPapvX9oHd9oP8M0ho7L+KX4ZupVK4SYBuAdAEcBrO/cPA/AQ0KIK6WUVWHq%0AHxnReUd4rH7Sa4b9fnNXjUgJW91yoH4Z4GgH7KmwFV7k05a0WFDdWIWKLRWoO1yHoqwilJeUd/+0%0Ay0i/rLZuL0KLsKCqsQrVjdVod7Uj1ZqKyfnKDP0nX3+Crw5/hYI+BcosuXdFo5MuaitgRJh/gjCa%0AMMzWIyIi0s3Dh3YBe9YA4+coV94s+xWwf6v2GKJb7vTPT/bOQ0psPrAZT657EjsP70RRVhF+8Z1f%0AYEz/MahuqlEdO2w/tB2P/eexru1zS+b6fBLun/uMTtao1TWTR5mLyRCz43G9eoCyz2tcDs+4XG9f%0AV+z4xkrXY5N9lVKiuqnaZ4w+JX9K19Uw1U3Vmn8f6MWxXoxxDE3JztQVNkKIz6Es632blNLVuc0K%0A4M8AJkkpx4W1l2GWUJ8SuBzKG+7S2b7L/gkBXPeKckml0QkJA205BVDdVIN5H8/zWS5PQGDBjAWY%0ANGiS8gZssl9OtxPVTdWq7T8741kUZRXhireugJQSC2csxKRBk/gGbF7cfUoQz7HLK2x88QqbkDF+%0ASV+gPJw7GoAAmrcCS68PfQwB9RxuERa8d/V7qD9crzl2KMwqxBVvXQG3dHdtT+AcH3exCzB+AzI7%0AHteqZ7ECD+wGGqq12xw6GXh8COB2GT9eCH3VGqNbhRU1s2uwbt+6wH8fxL+4jF+Kb2ZvOjwcwFOe%0AyRoA6Pz96c591FOsdmV23H/iTUrlO63BXD1ioC2bxY6KLRU+b8YAICFRWVt56s3YZL9sFptm+y/W%0Avoj8zHyMzx0PCYmK2opEHMgRERGFLlAezh4KZA9Rfg/HGALqOXx87njkZ+brjh08ud17O3M8xRWz%0A43GtegXnAb0y9dvslamUC+Z4IfRVa4xemluK3vbexv4+IKKgmZ2w2Qjl3jX+RgP4zHx3yJTmbcFt%0AD7GtusN1qkXqWvy2m+xXoPZz0nPUj0dERESnGMnD4RxDoHsO78rZBnO7/3aiuGE2ltT2Z+QZrvJG%0AvAAAIABJREFUa9NTLpjjGWlXg1ocG41xIjLH7ITNAgDPCiHuF0JM7vy5H8AzAP4khCjx/ISvq6Qp%0AV23uTGd7iG0VZRWpFinK9ttusl+B2j9w/ID68YiIiOgUI3k4nGMIdM/hXTnbYG73304UN8zGktr+%0Atv3G2vSUC+Z4RtrVoBbHRmOciMwxO2HzCoDBAJ4AsKrz5wkAQzr3bYJypc2mMPSR9Lgcyk3C/G8Q%0AJoSytJ/LEda2nG4HykvKIfy+wikgUFZcBofbod+WxQpc/HvA7VTtgtPtxNySuart31p8KxpbG7Gx%0AeSMEBMqLy+HUaIeIiCipqeVhYQGGTgEufxJo3Qe07FbyezjGEFDP4RubN6KxtVF37ODJ7d7bmeMp%0ArnjizWJV7i0z7hrlX4tVP5Y89ax24NzbgMueUP5tXAd0tOqPyztagb3/Ce543scMMu61xuibmjfh%0AmOOYsb8PiChoZm86PMRoWSnl7qAPEGEJd+M0KYGdHyjfO+260/t9xlaJ8l/Cz0BbUkpUNVahsrYS%0AdS11KMouQllxmfoqUd5tTSyHc8r9sPXK6CqitsSelBKrGlehorbCp/2p+VMxf/V8NLU1oby43GcF%0AiUTFZb19xXXs/rpvtHsQNrzpcExg/CYzo8vxeufh7KHARb8B+px+av/xQ0BaFrDzQ/W873b5rgZl%0AYNlftRw+f+J8jOk/RnPs8MXBL/DY2se6tvvn+AjnQtNM9ivuYhdg/BoiJXCyTbm3jEdHK5CSEXiV%0AKLcDsKac2uY6CXju+6I1LgfgPHnMd1zd0QZbSu/A43+TfzuoxbcnXgEY+/sgjKLw3hCX8UvxzdSE%0ATbxLyKRjdPDmrevN2mtJv8v+CAws9q3b0aqUWVsBTCwHZv5aeUP0KuNwnVRuKOb/huzVD89Ej/dy%0Af/5Ld3r4v+E63A6fG5bFymAtkoI5XybFXdKJ69jlhI0PTtiEjPGbrNRyt95yvJ48rFfP7ew+hrDY%0AgjuOF60/opxuh88yw57crvdHVw/kQlNC6FfcxS7A+DUk2Ng0Wk9jjB9ybJj52wH6kySBxu/hFKX3%0AhriMX4pvpidshBA3AfgJgGEAzpNS7hZC3A1gl5TynTD2MeyYdGBgSb+LlLekxg3AS5cpn7IJCzDv%0AM2UJ0NfmAOeUAdnDgJZdwLpKYNYSU8t1J/DSnab10PmKu6QT17HLCRsfnLAJGeM3GYV76WCtemaP%0AE2axOnYIsV9xF7sA4zegnorNTrEaGz0lis8/LuOX4pupe9gIIW6DsoT3vwBkAbB27joM4O7wdI0i%0AKuCSfjbl07V//0KZrAGAIeefWgLU5QA+/Qvw/s+Vf10O08t1c+nO7ni+iIiom3AvHaxVz+xxwixW%0Ac2Gs9ouiqKdis1OyvwaT/flTcjF70+E7AZRLKX8PwOW1fT2A4pB7RT0j2OU+jS4xqIHL/QWH54uI%0AiLoJ59LB4dweIbGaC2O1XxRFPRWbnZL9NZjsz5+Sh9npx2FQXwGqA0Bv892hHpU7Gmhcr75drYz3%0AEoOB6qkoyirClm+3dN/O5f5U8XxRJITj60yxovh/Q/98oPbm2jD0hKgHmczBQdcze5wwi9VcGKv9%0AoijqqdjslOyvwWR//pQ8zF5hswvAWSrbLwPwhfnuUI8xsqSff5nda0wvAaq3XDeX7uyO54uIiLox%0AuRxv0PXMHifMYjUXxmq/KIp6KjY7JftrMNmfPyUXs8t6/wjAbwHcB+BFAGUAhgOYD6BMSrk0nJ0M%0AN944rZORJf08ZeqXA44TwOCJwPg52kuAmlwKMNGX5zajB85X3J30uI7dGLnpcKxcYROOmw4n+RU2%0AjN9kZXI53qDr+ZfPGwtc9FtlHNCDOTtWxw4h9CvuYhdg/BrSU7HZVS02Y6OnROn5J/6JpZgTyipR%0A5QD+H4DBnZsaATwipXwxiDbmA/g+gFEATgBYA+ABKeUOnTq3APgflV1pUsp2g8eN2aSjt1ReF5PL%0A8KlSawsWwGrt2uS/DKfT7YRNQrkxcZB9MPT8VI/p+zgYRo8ZiyLc97hLOrEcuwFxwsYHJ2xCxviN%0Ad6Hk8mDqeu8L9phe+4PKR2bradBeJjy6+d3k8eMudgHGr2F6MRaBfQFfgz2wdHc49pkVhfeAuIxf%0Aim+mXtFCiDQAf5dSVgghBgA4A8AkKJM2wZgGYBGAdZ19+T2Afwshxkgpj+nUOwpgpPcGo5M1sUxK%0AieqmalRsqUDd4ToUZRVhbslc35liKZWrXVY/6TULf3/g2Xv1Aypt1S8DHO2APVVZznvEJcDyh4Ej%0AjZDfr0B1U416n7zbMjjI9H8TVXtTVc6D/zHLMTV/WtAz5obOaQwzcr6IiCjOhJrL1VZ10jvO3k+B%0AmQ8r+b5+uV/O1zlmZ7tB5VLPMduPQJb8sFu98pJyTAsyn6vlwljI78zR1I1WbAaKeZP1dF+DJt9n%0A9GILQNj3hRKvjEFKBma/EvVvAG9KKZ8TQmQB2A7AAWAAgHullH8x1RkhcgA0A5gmpVylUeYWAH+S%0AUmaZOUZnGzH3KYHT7UR1UzXmfTzPZ4k6AYGFMxZi0qBJsHneeJfO9l3+TwjguleAwguD+3ROs62X%0AgdwxcAqB6qNfYd6Ku7T7FOY3RqfbgeqmGo3zsKDzmMaeo6Fzmtxv7LE/Y+UnFmPXMF5h44NX2ISM%0A8RuvdPNvkLncyHFevQG4cxPQvBVYen3Qxwwql3qO+dpNcM5vRPU3n6rWW9CZz+0hXDkbx/k97mIX%0AYPyGxGzMh/JeYbKuVmxZhRU1s2uwbt+6oPZ5YnJC3gRMXjoZLunqti/G49VfXMYvxTezNx0eD2B1%0A5+/XAtgPYAiAOQDmhdAfz180hwKUyxBC7BZCNAoh3hVClOoVFkL0EkL08fwAyAyhjxFhs9hQsaXC%0A500OACQkKmorlDcyq12ZJfefZJNS+d5rMAM83baeBrKHwpY1BBW1lfp9CjObxa5zHiqD+lqUoXNK%0AMS0eYpeI1DF+NYQzlxs5TsF5QPYQpW0Txwwql3qOeU4ZbLZUzXqVtZWmJ2uC7hOZwvgNI7MxH8p7%0Ahcm6WrFVmluK3vbeQe/zxGRGSgZKc0tV9zFeifSZnbBJB9Da+fvFUK62cQP4FMrETdCEcj3c0wCq%0ApZSf6xTdDuAWAFcCmA2gHUCNEEJvDbf5AI54/QT71a0eUXe4Tn17i9f25m3qlbW26zHQlqE+hVk4%0AjxmN/lNYxUXsEpEqxq+WcObyQMfJyAv5mEHl0uZtQPaw4OsFifk94hi/4WQ2/kJ5rzBZVy22ctJz%0ATO0DTsWkp5zaPiLSZnbCph7A94QQgwFcAuDfndtzodxfxoz/BlACZRJGk5TyUynl36SUm6WUqwHM%0AArATwJ061R6DcvWO5yffZB8jqihLfc6pKNtre+5o9cpa2/UYaMtQn8IsnMeMRv8prOIidolIFeNX%0ASzhzeaDjtO0P+ZhB5dLc0UDLruDrBYn5PeIYv+FkNv5Cea8wWVcttg4cP2BqH3AqJj3l1PYRkTaz%0AEza/AfAkgAYA/5FSftK5/WIAm4JtTAixEMoVM9OllEHN4Hde2bMOgGbESyk7pJRHPT84dXVQzHC6%0AnZhbMhfC76uRAgLlxeVwup3K91Gn3N/9RmFCKMv/uRzGD6jb1r1ASwOch3djbnGZfp/CzOl2YG5J%0AucYxy+B0G3+Ohs4pxbR4iF0iUsf41RDOXK57HBdw+VOAsAItu5W2TRwzqFzqeW7rKuF0tqNcI5+X%0AFZfBEUQ+D6lPZArjN4zMxnwo7xUm62rF1qbmTTjmOBb0Pk9MHjt5DJuaN6nuY7wS6QtlWe+BAE4D%0AsLlz0gRCiIkAjkoptxtsQwBYCOBqABdIKYO+Lq6zjbUAaqWUPzZYJyZvnCalxKrGVaiorUBdSx2K%0AsotQXlzefZWonR8o3z/tuuP7feZXidJq66NHOleJeqGzT5XafQoz5TxU+R2zzPQqUQHPafKKuxMQ%0Aq7FrCG867IM3HQ4Z4zeeGc3lISzD7fP4+CEgLQvY+aGp8UNQudTz3NqPQpbMQlVjFSq98nlZcVnQ%0Aq0SF3KfYEtOd08L4NUgrBs2O30MZ95usqxdbAMK+L8bj1V9cdZYSg+kJm7AcXIg/A7gewFUAdnjt%0AOiKlPNFZZjGAJinl/M7HD0O5V04dgD5QbnJ8E4BJUsq1Bo8bm0lHSjhPHoOtV0bXJmdHK2wpGaEN%0A4HSOh5NtQC+v+8h1tAJ+x3O6HT43+3W6nRG/QVj3YzqCuuGwb1u+/e2J/seJuEs6MRu7RnDCxkc4%0AJmyGPvheTPQjShi/8S5QLu/6Y8vgkryq5Tv/OPv6M+D0UsDtND1+CCqXerXrX87hdoR0w2HTfYod%0AcRe7AOPXEL2YBQyNuVWFMu43WVcvtiKxL47EZfxSfIt2lNzW+e9Kv+0/AvBS5+8FANxe+7IAvABg%0AIJSboG0CMNXoZE3M6lx+z/bqDcqKDhl5QNt+2PZ8Avzw777L7/m/0ZqZrPFe7tPreFA5nv9ESU+8%0AuXY/ZmirSeg9JiIi6nF6uVxtSd7G9cpjtSV5NctfD1z3MpA7RvlDsvBC/T7oCCqXerXrXy5ckzVB%0A94kokgLF7NDJwBPDgMHf0R1zqwpl3G+yrl5sRWIfEWmLaqRIKQPOUkopL/B7fA+AeyLVp6jxLL/n%0AdgEN1b77Vj8FjLwsvo9HRERExgRaktc/R+uWfxooWw6sWcjcThQpRmJ28Hc45iaioJm96TBFQk8t%0A8xmt4xEREZExweboQNsdJ0LvExFpCxSDGXnG6xARdeKETSzpqWU+o3U8IiIiMibYHB1ouz0t9D4R%0AkbZAMdi233gdIqJO/PJgrPAsv+f93VfAd/k9M/eqiZXjERF5CccKT8AfwtAGUQwKNkfrlr8XaGlQ%0A7pPB3E4UGYFitqNVuWeNN465icgATtjECqtduYv8da+EZ8nuWDseERERGeOdo+uXK19nsqcpky5q%0AOVozp997apUo5naiyAkUs4Byg2GOuYkoSJywCQOnyw2b1aL52DAhlDd275uPuRz6S3qHwsjxoiVc%0AS5cTEVHCCVvejWXB5mjN8hZgYLGyP9jcylxMPSju4zpQzJodczMOiZIaJ2xCJKXEyp0HsOjjeuzY%0A34qReZn46YxCzBiVC2Fm4sP7DVhKZZZ+9ZNes/H3h2823tP+oa8AWxrgPAH0OyP6s/2Rft5ERBS3%0Awp53Y5WZXKi1hK/VHnx7zMXUgxIirgPFjJklthmHRElPSP/l55KAEKIPgCNHjhxBnz59TLfjdLmx%0AcucBlC9e3+3rqpVzzsa0ETnmPxlwOZQ3aLXvwl73ijJLH8rseqTbT7R+Jaa4y/Thit2o+HXfaPcA%0AADC0/eVodwEAkDn6wZDbaN0W+j1sGv5wRchtRElSxm9E824sCXcuDLY95uJIirvYBSKbfxMiriMR%0AM4zDWBSX8UvxjVfYhMBmtWDRx/Xwn/OSEli0oh4zR6ss32eU1a7Mpqs1vvop30sqY7H9ROsXJbcY%0AmWxJJOGYbKHkE9G8G0vCnQuDbY+5mHpQQsR1JGKGcUhE4LLeIduxv1V9+z717UFp3hbc9lhr36xY%0A7RcREUVdRPNuLAl3Lgy2PeZi6kEJEdeRiBnGIVHS44RNiEbmZapvH6i+PSi5o4PbHmvtmxWr/SIi%0AoqiLaN6NJeHOhcG2x1xMPSgh4joSMcM4JEp6nLAJgdPlxk9nFHa755cQwB3TC+F0uc037nIoNxVT%0Aa3zKfcr+UES6/UTrFxERRV1E824sCXcuDLY95mLqQQkR15GIGcYhEYE3HQ75xmlSSny8vRmLVtRj%0Ax75WjByYiTumh+mu9lICOz9QvqfadWf4+8K7SlQk20+0fiWeuDuZUbvpcALdwyZWbjocK3jT4Z4T%0ArviNaN6NJeHOhZ726pcDjhOAPU25aaneKlHMxZEQlycv0vk3IeI6EjHDOIw1POnU4zhhE4ak43S5%0Afe5e7/84JC5H95UbwnlH+Ai373Q7YLPYNR+r98EJQEb2eRMQh0mHEzah44SNL07Y9Jxwxm9E824s%0ACXeODrY9vfIG++J0O2Gz2DQfJ6G4i12gZ/JvQsR1JMbVIbRpaBxOwYjL+KX4ltQZM1z8k0lYk4v/%0AG3K4Jy0i2L6UEtVNNajYUoG6w3UoyirC3JJyTM2fdurTEimVT/tWP+n1ycH9yicHEeoXERHFt4jm%0A3VgSzhytl2+1Pqn3HE9KYO9aYNn/A/ZvNVYXnnFAtd84YC6m5k+Nn6smqMfEfVx7Yqx+GeBoB+yp%0AQOFFoV8NY/J9wNA4nIhiHq+w6clP6ZOI0+1AdVMN5n08DxKnXmMCAgtnLMCkQZNgk1AS29LZvksW%0ACgFc94pyqTYnaiIp7rI1r7AJHa+w8cUrbHoOc28UuRzm863Juk63E9VN1RrjgIXKOCA5r7SJu9gF%0AGL8BhRJjEWBoHM4rbcyIy/il+BZnU9cUL2wWOyq2VPgkCQCQkKiorVSShNWufNLnP2kopfJdXU7W%0AEBERhS6UfGuyrs1i0xkHVCTrZA0lqhgb0xoahxNRXOCEDUVM3eE69e0tXtubt6lX1tpOREREwQsl%0A35qsa2gcQJQoYmxMy/gjSgycsKGIKcoqUt+e7bU9d7R6Za3tREREFLxQ8q3JuobGAUSJIsbGtIw/%0AosTACRuKCKfbgbkl5RB+X/UUECgvLoPT7VC+7zvl/u43YhNCWbLQ5ejBHhMRESWoUPKtybpOtxNz%0AS+ZqjAPK4XQ7zTwTotgUY2NaQ+NwIooLnLChiLBZ7JiaPw0LZyzAmTlnIt2WjjNzzsTCGQswNX/a%0AqXvYjLhUuRlb/jlASoby73WvKNt5DxsiIqLQhZJvTda1WWyYmj8VC2cs9BsHLMTU/Km8hw0llhgb%0A0xoahxNRXOAqUbzTfUQ53Q6fpOD/GIDyqYN3IvN/TJESd3e65ypRoeMqUb64SlTPYe6NAaHkW5N1%0AnW6nz+SM/+MkFHexCzB+DYuxMa2hcTgFIy7jl+Ibr7ChiPJPCqpJwj+RcbKGiIgo/ELJtybr+k/O%0AJPlkDSW6GBvTGhqHE1FM44QNEREREREREVGM4cccRJTQiv+3OOQ2asPQDyIiIiIiomDwChsiIiIi%0AIiIiohjDCRsiIiIiIiIiohjDCRsiIiIiIiIiohjDCZtY53LoPyYiIqLkwrEBUWxibBJRmEX1psNC%0AiPkAvg9gFIATANYAeEBKuSNAvWsA/BbAcABfAvillPKtCHe350kJ1C8HVj8JNG8DckcDU+4HRlwK%0ACBHt3hHFhdpde6LdBSKi8OHYgCg2MTaJKAKifYXNNACLAJwL4CIoE0j/FkL01qoghDgPwKsAlgA4%0As/Pf14QQ34l8d3uQywHs/ABYOhtoXA+cPKb8u3S2sp0z9kRERMmFYwOi2MTYJKIIieqEjZTyUinl%0AS1LKrVLKzQB+BKAAwASdancDWCalfExKuV1K+RiAjzq3qxJC9BJC9PH8AMgM5/OICKtdmaGX0ne7%0AlMDqp5T9RAkuLmOXiAAwfiOCYwPqIYzfIDE2iShCon2Fjb++nf8e0ilzHoB/+237EMD5OnXmAzji%0A9dNotoM9qnlbcNuJEk98xi4RAYzfyODYgHoG4zdYjE0iioCo3sPGmxBCAHgaQLWU8nOdogMB7Pfb%0Atr9zu5bHOtv2yEQ8JJ7c0crllGrbiZJDfMYuEQGM38jg2IB6BuM3WIxNArBhw4YUAEMAWKPdF4p5%0AbgDfTJgwoVWvUMxM2AD4bwAlACYbKOt3vSGEyrZThaXsANDRVTgebvzlcig3Kls62/fySiGAKfcp%0A+3l5JSW4uIxdiitDH3wv2l0AADT84YpodyHsGL8RwLEB9RDGb5AYmwRgw4YN+RaL5U2LxZID5e9T%0AIj1SSunYsGHDYgCPTpgwwa1WKCYmbIQQCwFcCWCqlDLQ7P0+dL+aJhfdr7qJb1a7clf5615Rvvva%0Adbf5+3i3eSIiomTEsQFRbGJsJr0NGzZYhBCPpKWlFeTn5x+0WCyaFxMQAYCUUhw7dix93759tzkc%0ADgD4nVq5aC/rLQAsBHA1gAuklLsMVPsEyopSz3htuxjKkuCJRQig8EJg5GWntrkcfNMnIiJKVhwb%0AEMUmxmayG2CxWKbl5eUdzcjIOBHtzlB86N279wkA/b/++us5GzZseFbt61HRvsJmEYDrAVwFoFUI%0A4bly5oiU8gQACCEWA2iSUs7v3PcsgFVCiAcAvNNZ90IY+ypV/PG/fJKXUxIRESU3jg2IYhNjM5ll%0ACSFsKSkpbdHuCMWX3r17HxdCpAM4DUC3CZtorxJ1G5SVoVYC+Mbr54deZQqgdB4AIKVcA+A6KEuA%0AbwFwC4AfSin/0yM9JiIiIiIiIjrFAvB+TxQ8IYSEcs8j1bmZqF5hI6UM+IqWUl6gsu11AK9Hok9E%0ARP6Gtr8cchsNqdfHRD+IiIiIiCg+RPsKGyIiIiIiIiIi8sMJGyIiIiIiIiIK2o4dO1KEEBPWrFmT%0AFu2+JCJO2BARERERERERxRhO2BARERERERERxZhoL+sdVUePHo12F4iipm/fvn0AtEopZbT7Eqxg%0AYrdPBPtBFC7B5qNkiV+iRBPPsQswfim5xXv8hsrlcuGhhx4auGTJkgH79u1L6d+/v2POnDkHfvzj%0AHx/yLud0OnH99dcPqamp6XPw4EH7wIEDT956663Nv/rVr5o9Zd59993M+fPn59fX16fabDZZVFTU%0AvnTp0q9GjBhx8pNPPkm7++67B3/++ee9hRAYMmRI+1/+8pfdU6dOPd7zzzr6knXCJhMABg8eHO1+%0AEEXTEQB9AcTT6CtKsftfIbcQnkUeQ+8Hxaa+jwddhfFLFJ/iMXYBxi8REL/xGxY//elPB7388ss5%0Av/vd7/bOmDGjrbGx0b5169ZU/3Iul0sMGjTI8fLLL3+Zl5fnXLFiRca999475LTTTnOUlZW1OBwO%0AzJ49e/j111//7dKlS7/q6OgQNTU1vT1Los+ZM+eMsWPHHn/uuee22Ww2uW7dunS73Z6Uk2RA8k7Y%0AfA0gH0BrtDuSJDIBNILnvKcZOe/x9v8RbOzytaeN50ZbvJybWO6bmnjIvfHyfx+KZHiOQGw/z1jr%0AjxH+8RvL5zfaeG60JcK5idd+h6SlpcXy17/+Ne+xxx7bc+eddx4EgLFjx3ZccsklbTt27EjxLtur%0AVy/5zDPPfO15PGrUqENr1qzJeP3117PLyspaDh06ZG1ra7NeeeWVh8eOHdsBAOPHj2/3lP/mm29S%0A5s2bt6+0tLQdAIqLizt65lnGpqScsOm8jK0p2v1IFp7ZUiiXECbljHQ0JOJ5DzZ2E/EchAvPjTae%0Am8iIh9ybDP/3yfAcgeR5nj3FP355frXx3GjjuYlfn332WerJkyfF5Zdfbuj/7YknnshZvHjxgKam%0AppSOjg6Lw+EQo0aNOgEAeXl5rmuuuebg97///RGTJk06On369KNz5sxpGTJkiAMA5s6du/+ee+4Z%0A8sorr/S/4IILjt5www0tnomdZMSbDhMRERERERGRqt69exv+SlJlZWX2Qw89NPjGG2/89t133925%0Adu3aL37wgx8cdDgcXTN2r7/+esPHH3+87Tvf+U7bm2++2W/MmDHjPvroo94A8PTTT3+9cePGrZdc%0AcsnhqqqqzNLS0rGLFy/OisTzigecsCEiIiIiIiIiVePGjWtPTU11/+tf/wq4nsfq1aszSktL2x58%0A8MEDkyZNOjFu3LiOhoaGXv7lJk2adOKxxx7bt2nTpu1FRUUnlixZ0s+zr6SkpOPhhx9urqmpqbvk%0AkktaXnrppQHhfk7xIim/EkU9rgPAI53/Us/heec50MNzo43nJnklw/99MjxHIHmeZ7Tw/GrjudHG%0AcxOn0tPT5e23377vkUceyU9JSZHTp09v27dvn23Lli1p/l+TKiws7HjzzTf7v/HGG32Kioo6Xnzx%0Axf61tbXpgwYNOgkA27dvT1m4cGHO1VdffbigoMDx+eefpzY0NKTOnj37YFtbm7j99tsHz5o1q2XE%0AiBEdDQ0N9s2bN/e+4oorWqLzzKNPJOmqZEREREREREQh27BhwyibzfZBUVFRW3p6envgGvHH5XLh%0AF7/4xcC//e1vOc3NzfacnBzHzTfffOCWW245NGrUqOKampovzj///BMnTpwQN91005APP/wwSwiB%0AK6+88lDfvn1dH330Ud/t27d/sXfvXtuPf/zjIZs3b+59+PBhW05OjmPWrFkHn3zyya8dDof4wQ9+%0AMHT9+vUZBw8etGdlZTkvu+yylr/85S+N6enpCTlxcfz48dS6uroMp9N56YQJE7b77+eEDRERERER%0AEZFJyTBhQ5ERaMKG97AhIiIiIiIiIooxnLAhIiIiIiIiIooxnLAhIiIiIiIiIooxnLAhIiIiIiIi%0AIooxnLAhIiIiIiIiIooxnLAhIiIiIiIiIooxnLAhIiIiIiIiIooxnLAhIiIiIiIiIooxnLAhIiIi%0AIiIiIooxnLAhIiIiIiIiIlVCiAlLlizJinY/khEnbIiIiIiIiIhiQyaAfp3/Rtw111wz9MILLxyu%0AV2b37t2br7322iM90R9/99577+mjRo0aE41jxwJbtDtARERERERElOSynC53gc1qsXs2OF1uh81q%0A2QPgcDQ61N7eLlJTU2VBQYEzGscnXmFDREREREREFE1ZUsrhK3ccsF+9qAZjHvoAVy+qQdXOA3Yp%0A5XAAPfJ1pIkTJ46cM2dOQVlZWX52dvaZU6ZMGQH4fiWqvb1dzJkzpyAnJ6ekV69e4wcNGlQ8f/78%0AgVptBip/8OBB6+zZs4f069fvzIyMjNJzzz13xCeffJIGAAsWLOj/zDPPnLZjx440IcQEIcSEBQsW%0A9AeAurq6lJkzZw5PT08vzcjIKL388svP2Lt3b9cFKZ988knad77znRG9e/cuzcjIKB07duzoVatW%0ApQPAvn37rN/97neH5eXllaSlpZWOGDFizPPPP98vMmc1NLzChoiIiIiIiChKnC53wcqjZWtGAAAg%0AAElEQVQdB1C+ZD2kVLZt2nsYZYvXo3LO2Zg6Imew3Wrpkats3njjjf433XTTgZUrV253u93Cf/+j%0Ajz6au2zZsr5Lliz56owzzji5a9eulIaGhhSt9vTKu91uXHzxxYV9+/Z1vf3223XZ2dmuhQsX5lx+%0A+eUjtm/f/vmPf/zjQ59//nnaihUr+n700Uc7AKBfv34ut9uNq666anhaWpr7ww8/3OFwOMSdd95Z%0AcM011wxfu3btDgCYM2fOGWPHjj3+3HPPbbPZbHLdunXpdrtdAsCJEycspaWlx+fPn78vKyvL9dZb%0Ab2Xdcccdw4qKijpmzJhxLDJn1hxO2BARERERERFFR6bNarEvWlHfNVnjISWwaEU9Zo7OS4FyT5vW%0ASHemoKCg47nnnmvU2r9nz56UoUOHdlx88cVtFosFI0aMOKnXnl75d999N3Pnzp1pzc3Nm9PS0iQA%0AvPDCC40ffPBB1pIlS7Lvv//+bzMyMtxWq9Xna1lvvfVWn507d6Zv3759S2FhoQMAFi9evOvss88e%0AW1VVlT5t2rTj33zzTcq8efP2lZaWtgNAcXFxh6f+sGHDHL/5zW/2ex6PGTOmedmyZX2WLl2aHWsT%0ANvxKFBEREREREVF02AFgx371uZgd+1p9ykXamWeeqTthUVZWdnDbtm3pZ5xxxrhbbrll8JtvvtnH%0As+/6668vSE9PL/X8BCq/bt269OPHj1v79+9/lne9pqamXl9++WUvrT5s3bo1NS8v76RnsgYAJkyY%0A0J6Zmemqra1NA4C5c+fuv+eee4acf/75I37xi18M3Lp1a1d7TqcTDzzwwMARI0aMycrKOis9Pb20%0Aurq6T2Njo+aVQtHCCRsiIiIiIiKi6HAAwMg89UWhRg7M9CkXaenp6W69/ZMnTz7+1VdfbfnlL3/Z%0A1N7ebrn55pvPuPTSS88AgD/+8Y9fr1279gvPT6DybrdbDBgwwOFdZ+3atV9s3rz584ceemi/Vh+k%0AlBCi27e1PNslADz99NNfb9y4cesll1xyuKqqKrO0tHTs4sWLswDg17/+dd4LL7yQd/fdd+97//33%0Ad6xdu/aLKVOmHD158mT3RqOMX4kiIiIiIiIiio5Wp8vt+OmMQnvZ4vU+X4sSArhjeiEcLvdJu9US%0A8a9DGdWvXz93eXl5S3l5ecsbb7zRcu211xbt37/fOmjQIOegQYO6rSilVf7ss88+/vjjj9vtdrsc%0AOXKk6lerUlJS3G637xzSuHHj2vft25dSX19v91xls2HDhtS2tjZrcXFxu6dcSUlJR0lJSfPDDz/c%0A/N3vfnfYSy+9NGDOnDmH16xZk3nRRRcdvv322w8BgMvlwq5du1ILCwtPhPVEhQEnbIiIiIiIiIii%0AxGa17JkxKnd45ZyzsWhFPXbsa8XIgZm4Y3ohZozKhRBib7T76PHII4/knnbaaY5zzjnnhNVqla+9%0A9lr2gAEDHAMGDHAFW/6qq646euaZZ7ZdddVVhb///e8bx40b175nzx77P//5z77XXnvt4alTpx4f%0AOnToycbGxl5r1qxJGzZsmCMrK8t11VVXHR0xYsTx66677ow//elPex0OB+68884h55xzTtvUqVOP%0At7W1idtvv33wrFmzWkaMGNHR0NBg37x5c+8rrriiBQCGDRvW8a9//Str2bJlvfv37+964okn8g4e%0APGgrLCzs2ZNpACdsiIiIiIiIiKLnsBDiy2kjcgpmjs7ruleNw+U+2TlZ0yMrRBmRkZHhfuaZZ07b%0AvXt3L6vVKouLi4+//fbbdVar1VT55cuX191zzz2DbrvttqEtLS22AQMGOCZOnNh2+umnOwDg5ptv%0Abnn77bezLr300pGtra3WZ599tmHevHkH33nnnS9/8pOfDL744otHWiwWTJ069cjzzz+/BwBsNhta%0AWlqs5eXlQw8ePGjPyspyXnbZZS1PPfXU1wDw6KOPfr179+6U733veyNSU1PdN95444GLLrro8NGj%0AR9WfRBQJ6X8r6iQglC+8ZQJolcl4AojiFGOXKH4xfoniF+OXSN+GDRtG2Wy2D4qKitrS09PbA9fQ%0AlQnlBsMO9MCqUBRdx48fT62rq8twOp2XTpgwYbv//mS9wiYTwJEjR45Eux9E0RRzN9UygLFLpGD8%0AEsWneIxdgPFLBPRc/HKShrpwlSgiIiIiIiIiohjDCRsiIiIiIiIiohjDCRsiIiIiIiIiohjDCRsi%0AIiIiIiIiohgTdxM2QogGIYRU+VkU7b4REREREREREYVDPK4SdQ4A7/XRxwFYBuD/otMdIiIiIiIi%0AIqLwirsJGynlAe/HQogHAXwJoCo6PSIiIiIiIiIiCq+4+0qUNyFECoAbAfxVSil1yvUSQvTx/ADI%0A7LFOEoXA6XbqPk50yRK7yf7/TIkpWeKXKBExfikecPzUc4QQE5YsWZIV7X4E49577z191KhRY2K1%0APaPiesIGwPcAZAF4KUC5+QCOeP00RrZbRKGTUqK6qRo3vHcDJv59Im547wbUNNVAZ24yESV87PL/%0AmRJYwscvUQJj/FJM4/gpfK655pqhF1544XC9Mrt379587bXXHumpPoXDww8/vG/lypU7ot2PUMX7%0AhM2tAN6XUn4doNxjAPp6/eRHumNEoXC6nahqrMK8j+dhy7dbcMJ5Alu+3YI7P74TqxpXJdMnCAkd%0Au/x/pgSX0PFLlOAYvxSzkmD8lAmgH2Lgyrb29nYBAAUFBc60tLSYmQ1zOp1wuVy6Zfr27eseOHCg%0AfqEe1tHRIYKtE7cTNkKIIQAuBFAZqKyUskNKedTzA6A14h0kCoHNYkPFlgpI+L4vSkhU1FbAZom7%0A20+Zkuixy/9nSmSJHr9EiYzxS7EsgcdPWXA5SgCMADAMwIjOxz32VaSJEyeOnDNnTkFZWVl+dnb2%0AmVOmTBkB+H4lqr29XcyZM6cgJyenpFevXuMHDRpUPH/+/IFabZ511lmjbr/99kHe277++mubzWYb%0A/89//jPT0+ZPfvKT/Nzc3JK0tLTSkpKSUe+++27XhNWCBQv6Z2ZmnvXKK6/0HT58+NjU1NQJdXV1%0AKe+++25mcXHx6LS0tNLMzMyzxo8fP2rnzp0pgPpXmP70pz/1LywsHJuSkjI+JyenZM6cOQWefXV1%0AdSkzZ84cnp6eXpqRkVF6+eWXn7F3717NF5PL5cL9999/Wl5eXklKSsr4UaNGjXn99df7ePbv2LEj%0ARQgxobKyMnvixIkje/XqNf65557rZ/T/wiNuJ2wA/AhAM4D3ot0RokioO1ynvr1FfTvFJ/4/ExER%0AEQUnAcdPWZByOOqX21E5E3j0dKByJlC/3A4ph6MHJ23eeOON/jabDStXrtz+wgsv7Pbf/+ijj+Yu%0AW7as75IlS76qra39/K9//euuoUOHntRqb9asWQfffvvtfm63u2vbSy+9lN2/f3/n5Zdf3tpZZuja%0AtWszFi9e/NX69eu/+N73vtdyzTXXFNXW1vby1Glvb7f88Y9/PO25555r2LBhw+c5OTmu2bNnDz//%0A/PNb169f/0VVVdX2H/3oRweEUL+I5fHHH8958MEHh9x8880H1q9fv/X111+vLywsbAcAt9uNq666%0Aavjhw4dtH3744Y5//OMfO3fv3t3rmmuu0fyq2O9+97vc559/Pu+3v/3t3nXr1m2dPn36kdmzZxd6%0A9xkAHn744fw77rhj/+bNmz+/6qqrjmqfeXVxOf0ohLBAmbD5Xyll3F/zRqSmKKsInx/8HONzxyMn%0APQcHjh/AxuaNKMouinbXKIyKsoqw5dst3bfz/5mIiIhIVcKNn1yOAtQvB5bOBjz34Wlcrzy+7hWg%0A8MLBsNoP90RXCgoKOp577jnN+1bt2bMnZejQoR0XX3xxm8ViwYgRIzQnawDglltuaXnooYcG//vf%0A/8649NJL2wDg//7v//pfffXVh6xWK7Zu3drr3Xff7ffVV19tGTp0qAMAfvOb3+xfvnx53+eff37A%0Af//3fzcBgNPpFIsWLdp93nnnnQCA/fv3W9va2qxXXnnl4bFjx3YAwPjx49u1+vHUU0+dNnfu3H2/%0A+tWvmj3bpk2bdhwA3nnnnT47d+5M3759+5bCwkIHACxevHjX2WefPbaqqirdU87bokWLBt5xxx3/%0AP3tnHh5FlfX/7+3uEAhJIECC0mFTwiYhhLCogQRBkc19QzOvbAk/dcaAyCgi44qiyCLJO/OOEBVF%0AXBBcYUBBkE1FCEvCHkYJJEDCEkLYQi/390elOr1UdfVa6eV8nqefpqvq3rod7ul7+vb5nnNq4sSJ%0AVQDwf//3f+VbtmyJnT17duslS5YcE6974oknKsaMGePx/11QbthAkEK1A/BBQw+EIPyB0WzE9P7T%0A0SyyGRJj6mXjZTVlqK6thtFsDOZwT6IOo9mIiT0n4un1T9uE9TIw5CTnKP4/25+neSFAfxeCIAiC%0ACCw8XZul2gHwyn8KQGKgjYjA5jn1mzUinAOb5wJdhjeCkNPG7/LElJSUS87OZ2dnnx01alTnG264%0AocegQYOq77777ur777//AgA89thj7b755puW4rWXL1/e1aZNG2N6evqFjz/+uMWwYcMuHjx4sNHu%0A3bub/utf/yoFgG3btkVxztG9e/ce1ve5du0ai4uLswRnRERE8P79+18RX7du3dr0wAMPnL3//vs7%0Ap6enX7jtttsuPP7441Xt27c32I+5vLxcd/r06Yg77rhD8u+3b9++xq1bt74mbtYAQFpa2tWYmBhT%0AcXFxE/sNm3PnzmlOnz4dMXDgwIvWx/v163dx3759TayP9e/f3+nfU4mgmskinPMfAbidsIcgggWd%0ARofuLbtjY9lGPL/peZScL0FS8yTk9MxBZmIm5EL9iOBCp9EhIzED+YPzsah4EUqqSpAUl4Sc5Bxk%0AJGY4/X8WqyMsKlpkmR8Te05UbBfq0N+FIAiCIAILT9dmZ+089Z8ClAgAQOUB6bP1xyPUGExUVJTZ%0A2fkBAwZc/uOPP4pWrFjR7KeffoodM2bMDQsXLrywZs2aP955550T06dPr7BvM3r06HPTp09vW1tb%0Ae/zDDz9s0alTp6tipIzJZIJWq8Wvv/66X6vV2rSLjY21JA2OjIw0azS2GV2WL19+dOvWrRUrV65s%0A9tVXX7V466239N99993hIUOG2GySKL0nzrnkvKk7Lpts2X48Uv1ER0c7vbcSQblhQxChjtFsxJby%0ALchdn2v55aDoTBFy1+cib3Ae0vXpiNCo8plN+BnGGNL16chsm2k5ZjQbnTobcvPj6fVPI39wPtL1%0A6cH2y5JPoL8LQRAEQQQWnq7NSu0G6Ae47T8FMEJUR0I3QQZlT0I32+sCgBYtWphzcnKqcnJyqlas%0AWFH14IMPJlVUVGj1er1Rr9c7pCzJyso6/+yzz7ZfsWJF7IoVK1o+/PDDZ8Vz/fv3v2wymXDy5MkI%0AUTLlDunp6VfS09OvzJo161SvXr26LlmypIX9hk1cXJy5TZs219auXRtz1113OUTZ9OjR4+qpU6ca%0AHTlyJEKMsiksLGx88eJFbXJysoPMqkWLFub4+HjDxo0bo4cPH24Z8/bt26NTU1O9iqixJ5iTDhNE%0ASGFdgtBZ9vuC4gLarAkx7B0VpU0Fb6sj2Je7DIHylwBCumoEQRAEQQQlrqzNJrNt5WWT2aTYTqvR%0Auu0/BTA1MBkMGDgVsN9wYgwY+CxgMlxDgFRre/XVVxMWLlwYt2vXrsZFRUWRy5Yti2vVqpWhVatW%0AsiW0Y2Njzbfffvv51157Tf/HH380Hjdu3DnxXM+ePWvvvvvucxMmTOj40UcfNT948GCjjRs3Rr34%0A4ovXffHFF83k+jx48GCjv/71r/p169Y1PXz4cKOvvvoq9ujRo427desmmcdm2rRpJxYuXHjdzJkz%0AE4qLiyO3bNkS9cYbbyQAwD333HOhc+fOl0ePHn3Dli1bojZs2BA1ZsyYjn379r2YkZHhkL8GAP72%0At7+d+uc//3ndokWL4vbs2RP51FNP6Q8ePNjk73//u0OEkTcE7awmiFDCOuTznhvvwcNdHw7F7PeE%0AD/F0foS6ZIjshiAIgiACC6W1+VDVIbzx2xsWv+TFm19E95bdw2tN10YcQ+dhN2L0Z0LOmsoDQmTN%0AwGeBzsMAxo439BBFoqOjzfPnz7++tLQ0UqvV8uTk5MvffPNNib2cyZ6srKxzo0eP7tSnT5+LSUlJ%0ANomKly1bdnTatGnXT58+vW1lZWVE8+bNjampqZfuueeearn+mjZtaj58+HDjxx577Mbz58/r4uPj%0ADePGjaucOnXqaanrn3766bNXr15l//rXv1q/+uqriXFxccYRI0ZUAYK06dtvv/3vE0880Xbo0KFd%0ANBoNMjIyqt97771jUn0BwIsvvlh54cIF7YwZM9qeO3dOd+ONN1797LPPjiQnJ9c6/UO4CeP2iY3C%0AAMZYLIDq6upqxMbGKl5PEP7EPuQzq1sWpvWbhqxVWZLZ71PiU/DJiE98ceug+3ZOtluPJ/NDKrwY%0AEJL0hYpkSAW7CRTIfgkiOAk62wXIfgnvUFqbx68Zj+0V2y3H+7buiw+GfRCIa7qs/RYWFnbV6XRr%0AkpKSLkZFRclWKlKgOUyGdtBG1IfSmwzXoI04DkCVClGE+ly+fLlxSUlJtNFoHJaWlnbQ/nxwe+YE%0AEQLYh3x+cegLPNP7GeT0zJH8Yp2dnA2D2UCyqDDG0+pSSuHF1jrwYMTbqltE4NFh2iqv+zj61kgf%0AjIQgCILwBKW1ueJSBQorC23aFFYWovJyZTiu6efrSnfHQEgwbIA2IiBkUETDQTlsCCIAsA75NJqN%0AWHpgKTITM5E3OA8p8SmI0kUhJT4FeYPzkJmYSZs1YY51dSnr+ZE/OB8ZiRlOHZhQDi/25u9CEARB%0AEITvUVqb5xbOhZnbFtExczPm7pgbzmt6DYBzCJCcNUTDEtIznSCChaTmSTYhn/N3zgcAZHXPwqC2%0AgyzHDWZDSOQZIbzHk+pSgONcsxyPS/L5GBsCT/8uBEEQBEH4B2drc3lNuWSb8ovltKYTBCjChiAa%0AHDFUlNnJYt/d+S5+O/GbTeZ8iqwhrHG3OoLcXLMOLw4FQqhqBEEQBEGEBFJrsyt+Ca3pRLhDGzYE%0A0cAohYpqNc4zrodqiWbC94SLZIhsgiAIgiACC6m1OVz8EoLwBrICgggAPA35DPUSzYTvCfXwYrIJ%0AgiAIgggslNbmUPZLCMJbKMKGIAIET+QtG8s2Ind9LorOFOGK8QqKzhTh6fVPY1PZJooqIGQJ1fBi%0AsgmCIAiCCCxcWZtD1S8hCF9AGzYE4WPUkmMolWimxS68CUdZENkEQRAEQfgXd/0LWpsJwjvIQgjC%0Ah6gtxwjlEs2E54SzLIhsgiAIgiD8g6f+Ba3NBOE5FGFDED6iIeQYSc2lSzGHSolmwn3CXRZENkEQ%0ABEEQvscb/4LW5uCHMZa2ZMmS5v7qX6/XJ7/22msJ3vaTl5fXMiYmppc7bfr169dl/Pjxbb29t7+g%0ADRuC8BFqh3yGS4lmwj3COfSYbIIgCIIg/IOn/gWtzYHPAw880OH222+/0dk1paWlex588MFqf41h%0A+/btB5555pkz3vYzfvz4cwcPHtzrTpvvv//+yNy5c8u9vbe/oA0bgvAhaoZ8UilEQo5wDT0mmyAI%0AgiAI/+GJf0Frs0fEAGhR99ygXL16lQFAu3btjE2aNOFK13tKmzZtjDExMWa587W1tS5p+qOjo7le%0Ar3drF7B169amuLg42Xs3NLRhQxA+pHPzztLH46SPe4tYCvGTEZ9gW9Y2fDLiE6Tr00M+TwnhnHAO%0APSabIAiCIAj/4Kl/QWuzyzQ3mo09AXQG0BFA57rXfpMi2dOvX78ujz/+eLvs7OzEuLi4lIEDB3YG%0AbCVRV69eZY8//ni7+Pj4npGRkb31en3yCy+8cJ1cn7169er61FNP6a2PnThxQqfT6Xp///33MYCj%0AJIoxljZ79uz4IUOG3NikSZPUadOmXQ8AS5cubda+ffsejRs37t2/f//O+fn5LRljaWfOnNECjpKo%0AKVOmtOnatWv3f/7zny30en1yTExMr1GjRt1QVVVl2Qexl0RduXKFPfHEE4nXXXddz0aNGvVu3759%0Aj/nz57cCAKPRiIcffri9Xq9Pbty4ce8OHTr0eP31172WcjmDNmwIwgvswzjfG/oebm93u82x29vd%0Ajn/f8W+n7VztX6odlUIMX6Tmh8lschp6bDKbgqaClKfjJJsgCIIgCN+iJG1S8i/8sTZ76icEqB/U%0AnHN+45byLRFZq7LQb2k/ZK3KwpbyLRGc8xuh4qbNihUrWup0Ovz8888HFy5cWGp//s0330xYu3Zt%0AsyVLlvxRXFy894MPPvizQ4cO1+T6e/jhh89+8803Lczm+iCWxYsXx7Vs2dI4YsSIGrl2b7/9dpu7%0A7rrrfGFh4b4nn3zyzKFDhxqNHTv2xmHDhp3ftm3bvgkTJpyeOXOmXq69yPHjxyO/++67uG+++abk%0Ayy+/PLJt27bol1566Xq56x988MGO3377bdzs2bOP7d69e29eXl5pdHS0CQBMJhPT6/WGTz/99L+7%0Ad+/e+/zzz59488039QUFBXFK4/AU8mIJwkPkMuXPGzQPC3YuwGcHP8OjXR/FpN6TsLFso9sZ9cO5%0A0g+hjLP5IYYeLypehJKqEiTFJSEnOQcZiRkA4NF8VBua/wRBEAQROFhLmwLBv/DUTwhU/8JoNrbb%0AUr4FuetzLXmCis4UIXd9LvIG52GAfkBbnUZ3Xo2xtGvXrvbf//53mdz5Y8eONerQoUPt0KFDL2o0%0AGnTu3Fl2swYAxo4dW/XSSy+1/fHHH6OHDRt2EQC+/PLLlvfdd985rVYr2+7ee+89N3ny5LPi66ee%0AekrfsWPHq++9914ZAKSkpNTu3bu3SX5+vuzmCwCYzWZ8/vnnf4qypwceeODcpk2bJOVmRUVFkf/5%0Az3/ivv7668P33ntvDQB0797d8v4iIyP5/PnzT4ivu3bteu6XX36JXr58eVx2dnaVs3F4CkXYEIQH%0AiJnyJ2+YjEbaRhjUdhAaaRth0oZJ2FS2CX9L/Ru2ZW3D31L/5lFG/XCv9EM4R2l+mLhJMvTYxE1B%0AMa9o/hMEQRBE4CEnbVLbv/DUTwhg/yJGp9FFyCV1LigugE6jawSVctqkpKRccnY+Ozv77IEDB6Ju%0AuOGGHmPHjm371VdfxYrnHnvssXZRUVGp4gMQ8tOkp6df+Pjjj1sAwMGDBxvt3r276ZgxY87K3QMA%0A+vTpYzOOkpKSxikpKZetj/Xv39/pWAFAr9dfs85Rc/311187e/ZshNS1v//+e5RWq8Xw4cMvyvU3%0Ae/bs+B49enSLi4tLiYqKSv38889blZeXRyqNw1Now4YISAI0VNGCTqPDrspdWHnfSnw47EPMzpiN%0AD4d9iJX3rcSuyl2WME9PM+qHc6UfQhlX5odU6LG388qZXfrSZmn+EwRBEERwwMBUX7dD0L+OAFxK%0A6iy5yeBroqKinCbgHTBgwOU//vij6MUXXyy/evWqZsyYMTcMGzbsBgB45513Tvz+++/7xYfYZvTo%0A0edWr14dV1tbyz788MMWnTp1unrLLbdccXaf6Ohom3FwzsEY43bHFMOidDqdTRvGGDiXzp+s9N4L%0ACgriXnrppbZ/+ctfzqxcufLw77//vv+hhx46azAY/BaeFZQbNowxPWPsE8bYWcbYZcbYbsZYWkOP%0Ai/ANYqiitX5za/lWWcNqKCb1noSS8yU24yw5X4Lc3rk213lasSdcK/0QrqH2vHJml/6wWZr/BEEQ%0ABBFYSK33h6oOAVB/3Q4x/9oAuJTU2aDSeBRp0aKFOScnp+rzzz8vXbx48R8//PBDXEVFhVav1xt7%0A9OhRKz7E67Oyss7X1tZqVqxYEbtixYqWDz30kNPoGik6d+58dffu3U2tj23fvj3KF+9HJC0t7YrZ%0AbMbq1aujpc5v3rw5OjU19eK0adNOp6enX+nRo0ft0aNH/RZdAwThhg1jLA7AVggTdjiA7gCeBaCK%0Apo/wLwEcqmiDOM5J6yfZjHPSeiFfjfU4Pc2oH86Vfghl1JxXShLAS4ZLmLxhsk9tluY/QRAEQQQO%0Acj76nO1zAKi/bic1T4KGadCndR8M7zgcfVr3gYZpgtW/rjGajYacnjmSSZ2zk7NhNBuvAZBN0Ksm%0Ar776asLChQvjdu3a1bioqChy2bJlca1atTK0atXKJNcmNjbWfPvtt59/7bXX9H/88UfjcePGnXP3%0Avrm5uaf//PPPxk8++aS+qKgosqCgIO6LL75oBcBn+Ye6dOly7f777z/75JNPdliyZEnzgwcPNlq5%0AcmWMmFS4U6dOtXv37o1asWJFbFFRUeSkSZPaFBcX+3TTyJ6g27AB8DyA45zzcZzz3znnRznnP3HO%0A/yvXgDEWyRiLFR8IgJr2hDRqhCr6IqO8TqNDQVGB5DjfL37fMk6ljPrONLaetAs1yHalUXteKUkA%0AoxtFIzUh1aaNNzZL8z80IPsliOCF7JewR85HL6wsROXlSq/WbXd9c6PZiOn9p2PVfats/JJV963C%0AC/1ecOoHZffMlhznhOQJDepf6DS6Y5mJmcgbnIeU+BRE6aKQEp+CvMF5yEzMhE6jO95gg7MjOjra%0APH/+/OvT09O7paendzt+/HjkN998U+IsgTAAZGVlnTt06FCTtLS0i0lJSU4TFUvRtWvXa4sXL/7v%0Af/7zn7i+ffvetGjRovgpU6acBIAmTZo4lTK5w8cff1w6cuTIqmeffbZdz549e/z1r39tf+nSJQ0A%0ATJ069fSdd955fuzYsTcMGDCg29mzZ3WPP/74aV/dWwoWaDITJRhj+wH8ACARQCaAcgD/4pwvctLm%0AFQAv2x+vrq5GbGysYwOiQem3tB+uGB0ljVG6KGzL2uZV35xzjys2ie06NuuImQNmujxOzjk2lW2S%0AzKivdE9P2rlBwJfaIduVx5t5tbFsIwqKCyztspOzkZmY6bSdmZuFdkUFFtvJ7krvNcIAACAASURB%0AVCm00zANntv0HFb/udqmjTc2q8L8D3YC/o/gC/vtMG2V1+M4+tZIr/sgCB8S8LYL0PpLSCPn+47o%0AOAJvDXzLK7/EG99cbJfTM8dlf+b94vct45yQPMHizygg23FhYWFXnU63Jikp6WJUVNRVpY5kaG40%0AG9vpNDpLrhqj2XitbrOG1CQSPP/889d99NFHCadOnSpq6LF4yuXLlxuXlJREG43GYWlpaQftzwfj%0Aho1oAPMAfAmgH4B3Afw/zvnHMm0iAVhry2IAlNGiE5hkrcpC0RlHm0uJT8EnIz7xuF+j2Qj7cnmA%0AsKuePzgf6fp0yWgA+3Z9WvfBh8M+RNaqLOw9uxe9E3ojPioepy+fxs7KnUhulewwTqPZaNO3/Wtn%0AY/aknYsEvNNItuscd+eH0WzEwXMHERcZB32M3nK8rKYM1bXV6NKii6wNbC7fjEnrJznYzoLBCzBQ%0APxATf5yI7RXbbdr5wmb9OP+DnbCwX9qwIUKQgLddgNZfQholH90Tv8QXvrmr7QBgfuF8PNT5ISTG%0AJFqOldWUYfnh5ZicNtn5H8D/GzYiMRASDBsQIDKoQOGtt96Kv+WWWy7Fx8cbN2zYED1t2rR248aN%0Aq8zLyzuh3DowUdqwCUbPVwNgB+d8et3rXYyxmwA8CUByw4ZzXgvAkvSIfp0NXEQpxNPrn3b4ABZD%0AKq3lRq4sCuJxJblVZttMyTHZt9tZuRNlNWWY1n8a4iLjHD7wq2urHcYiVbHHFTxtFyqEiu36a+PB%0A3fmh0+jwZ/WfSGpvq9OObxKPXZW7cFOrm2TbOZMA3tb2NodfpaRs1l3Cff4HO6FivwQRjpD9hj6e%0AbK646qOLuOKXKPnm9v2azCaPfXqj2YjeCb0x6utRSE1ItfzguqtyFxbctiCQfhiiTRoZSkpKGs+b%0AN+/66upq3fXXX3/tiSeeqHjzzTdPNvS4/Ekw5rA5CWC/3bEDANo1wFgIH6PT6JCRmIH8wfk2+s38%0AwfnISMywfIi6WpVGvO5/d/0vAN9klDdzM348+iN6tOyBI+eP2IzhyPkj6N6ye6B82BMBQKBVPRt1%0Awyj8evJXm/H8evJXjLphlNN2SrYzpc8UpzZLEARBEERg4IlvIvroUjlWvFnv5fwLfbTe51WpxPew%0A4LYFMJgN2Hh8IwxmAxbctoB8liDh/fffP15ZWVlUW1u78+jRo3vfeeedkxERqlQ7bzCCcVZuBdDF%0A7lhnAKUNMBbCDzDGkK5Pt9kdN5qNll93pMIgxao01mGQ4nVTfp6CqX2mAgDuvuFufFnyJczcNi+V%0AKxnlxRBQDdNgaIehlkz51mPIXZ+rGIpJhA+uztWGHk/u+lzkDc5Duj4dERrpRc/aBmyO19lOl7gu%0ANvIna5slCIIgCCIw8NQ3EWXVnZp3slnvy2rKsP/sfllZtRJJzZMcUgzsPr0bz/Z5VtLXnrN9Dj4Y%0A9oGiXyKH0vcMggg0gvEb5XwAvzDGpgNYBiGHzcS6BxEiOAupdDUMUqfRoeZaDX599FdE6gQZ9oxb%0AZmBsj7GYs2MOfjr2EwBluZV9CGjvhN5IjEnE85uedzsUkwgvPA3ZbYjxFBQXYFDbQZLtlMKgTWaT%0AQ58EQRAEQQQe3qQImLVtlsv5G11BrPbULLKZTYqBysuVSIhKwDMbnnFalcodeZYKmAE0WAQ1Ebxw%0AzhkAjro5ZE/QSaI459sB3AfgUQB7AfwDwGTO+dIGHRihKq6GQUrJP46cP4J5g+ZhRMcRNtKN/F35%0AkmGh9jKtxOhEt8ZAhDeBNk+8CSGWC4PWMI1DyPKW8i3ktBAEQRBEAOJNigAzN2NHxQ6s/nM1dlTs%0AgJmbPfZpdBodurfs7pBiYP/Z/eCc2xRIEDFzM9b8ucZjeZYfpernOefGa9euNfK2IyK8uHTpUhTn%0A3AAh9YsDwRhhA875SgArG3ocRMPRpXkX7D6z2+G4dRikM/lH/uB8vDHgDeg0Oly8dhFTfp6CdcfW%0AWa6xDwuVCp/0NBSTCC8CbZ54Mh5nYdBGsxFbT2z1SGZFEARBEIT6eOqb+NqnEX31yRsmIzUhFYPa%0ADsLpy6cxecNkLLhtAZ5NexZrS9eiV3wvG7nUsI7DsO/sPrflWX6Wqp8xm80bKyoqRkZERBg0Gg39%0AakU4hXPOLl26FHXq1KlGJpPp/bS0NMlk00G5YUMEL+5WdpJ7/cGwD7Bk/xLM3znfcsw+DNLVkM8n%0A1j6BPWf2OL0GgMN4AjAUkwgwXJ0n/ij7LnUOAHJ65kiWwcxOzrZcI9WnVBh01xZd8Xy/5xVlViaz%0ACVqN1u33RxAEQRCEPJ74D576sP7wfXUaHXZV7sLK+1ZKltnObJuJHx74AQlRCZZz1nIpZ/IsX1aX%0AcoW0tDRzYWHhS1euXEn+73//Gw8nJcAJog7OOTeYTKb3AbwpdxF5zIRqiCGIi4oWoeR8CZKaJ2Fi%0Az4nISMywSfQldV1OzxxkJGZg2uZpKK8pR07PHIzrMQ7xUfGY+dtMJMUlISc5x6EvV0I+D58/rHiN%0APdYyqUXFi1BSVSI7BiJ8cWWeuGoX9sjZSWai4GzI9ZmZmIm8wXkoKC6wjCc7OdvSbmPZRsl2+hg9%0Ais4UYUfFDssY7mh/BwBlOztUdQhv/PaGW++PIAiCIAh5PPUfPPVhreXR9j6EN2v6pN6TsLFsI57f%0A9LzlfWT3zEZu71xwzrH/7H48s+EZG18nvkm8pF8CAEPbD5X827x484vo3rK7X6XqaWlp5YWFhQPM%0AZnM70PdsQhkzgJNykTUiLBxzDDDGYgFUV1dXIzY2tqGHExZIhSACwq68VGUnqesWDF6ApOZJGPn1%0ASHDOHeQWUjv7WauyJEM3U+JTLCGUrlzj7H15EhkRIATdt+VgtV25eeKqXUj1J9cub3Aebm1zK27+%0A9GYYzAaHPgfoB4CD2/RrMBvAwJyOpWuLrhi6YqhNhbWsblmY1m+aog2NXzMe2yu2u/z+CJcIC/vt%0AMG2V1/c9+tZIr/sgCB8SdLYLBO/6G6p46j/Y9+GODyvKo5tHNneIhqmurfaoSpTRbMTm8s2YtH6S%0AzfvQMi22ProV209td8sv0Wl0+O2x3/DriV8d2vVt3RcfDPvAK78fQWq/RHCjetJhxlg/xthzjLE5%0AjLF51g+1x0Koh1IIovgBL3cdYwy/lP+CxJhEPNr1UTDGUFBcYJMbw36RMJqNyO6ZDWb32crAMCF5%0AAoxmI0xmEyb2nCh5jRjeqfS+nL0mCEB+nrhqF1L9OZMhNdI2wsNdHpbsU6vROvQboYlQHEvrpq2R%0AlpBmc27ZoWUwmAzI6Zkja0MVlypQWFno1vsjCIIgCEIeT/0H+z6cvZa6fta2Wbjn23vw6YFPsbV8%0AKz498Cnu+fYezPp9lkdruk6jQ0FRgcP7SE1IRdOIpm77JaO7jEakNlKynXV1KU/9foJoCFTdsKkr%0Axf0bgHEA+gBItXr0UnMshPq4GoJof92QdkOw6r5VePHmFwEA0/pNw6r7VkEfbZs53v5DVqfRITMx%0AEwsGL7DJIL9g8AJkJmZCp9FBq9HaVIASrxErR9EXSsLfeFOpwVm7djHtZM/Z24rJbHKpz6l9p9rY%0AyfxB8y12JlepYW7hXJtfv1x9fwRBEARByNMQVSjv7HAnfhn9Cx7r9hjS9el4rNtj+GX0LxjafqjH%0AfUq9j/ioeNlzgLxfktUtS7admZsxd8dc8vuJoEPtWTkJwHjO+WKV70sEAK5mlre+bki7IZg3aJ6k%0AtnXWwFkAgHk75qGwolBSt7tg5wI81PkhhwzyeTvzMDltMmb+OhP3Jd3nUAHKaDZSfg1CFfxVqeFY%0AzTGHczNuniGp6/5737+jV0IvxT67xHWxsSVrOxmgH4BBbQc5nCuvKZceP1VTIwiCIAiPaYgqlP/T%0A/X8cct3l9MzB/3T/H4/7lHofpy+flj0HyPsl4g9Qcu3KL5ZLVn4lv58IZNSWRJkBbFX5nkQAIGaW%0AlwtBFD9gTWaTRV6hYRpM7TMVG8s2YtL6SSg6U4QrxisoOlOESesnYVPZJhhMBiw9uNRSkm9T2SZL%0A9IDRbETvhN4Y9fUojFszDs9teg7j1ozDqK9HISUhBWU1Zfiy5Es8uupRbC3fahkDQNImQh2U7EIu%0ANNdoNsrKkLKTs2EwGbDs0DKbcxGaCAzrMAwbyzYid32ujT2N/2G8U2lTdnI2DGaDTaUnwNZOpEKr%0AxfenZVr0ad0HwzsOR5/WfaBlWgo9JgiCIAgP8dR/8PaeUj5E7vpcbCzbaJM3z50+c3rmOPgJe07v%0AwSXDJcX3aO+XaDVaZR/JbKCUBkRQoWrSYcbYcwDacM4nq3ZT6XFQ4rQGgHOOTWWbbDLSv9DvBYck%0AZWJSs2+PfIsXb35RMTnYuDXjLBni7ROGSd1zQvIEZCZmYsrPU/DTsZ8wpN0QTO8/3aZkYJAlD/aU%0AoPspIRRtV2qOulJtjHOOjWUbZas92ff5yi2voFNcJ0l76tO6Dz4c9iHM3IxNZZskqz9omGf7+5xz%0AXDZeRtOIppZjlwyXEKWLol+zvCPo/niUdJggAASh7QKhuf4GO576D97gZcJeSczcjCvGKw5+QhNd%0AEzAwp+9RLnGyMx/Jy79NUNovEdyovWGjAbAKQGcA+wHYbMVyzu9XaRy06DQQ9h+s4geqs5KE/Zb2%0AwxXjFYe+onRR2Ja1Dc9teg6r/1xtc8zZPctqyjBnxxzLZo0ouSooKgi3ssNB9+ZC1XY9rTZmf53B%0AbJCtmmY2m6HRaCTtaXjH4ZidMVvSabp47SKiIqK82rBRsnHCI4Luj0cbNgQBIAhtFwjd9TfYUbta%0AqZJP7gnij0X2MivxxyKlTRk5/8KZj+QFQWm/RHCjdghBPoDbAGwAcBZA+NUUD3PsP3DtSxKK0ibr%0AkoRK+lVR52p9TO6eM3+diS9LvoSZmx0kV87GQBD+xNPQXKlqT3LnNBphw0XKns5cPmMprfnMhmeQ%0AmpCK+Kh4nL58Grsqd2H+bfMxUD/Qo3Kdrtg4QRDBRfJHyV73UTym2AcjIYjwRm1pj6/z5kiV9RZl%0AVgsGL5D0PUTJtbv+hQ82awiiQVA7h83jAB7gnA/nnI/lnI+zfqg8FqKBcaUkobOy2xOSJ6Cspgw7%0AK3dajinl/RiYOBBiVFnvhN5IjEmULCdIZYeJQMF+PnujS5fTdWuYxlJa08RN2FGxA6v/XI0dFTtg%0A4ia8X/y+xR7dGYsvyo4SBEEQBNHwuJIbxl2fRa6sNwe3+B5y7ci/IMIFtTdszgH4r8r3JAIYpXJ9%0AYtlt+5LB+YPzMShxEJYfXo7G2sYuleTTaXQ2pfwSoxNdGgNBNBRiRaesVVnot7QfslZlYWv5Vngq%0AZZUrwT2lzxQAyrZwqOqQ22Mh+yIIgiCI4EfOh8gbnIfMxEzomM4jn8VTP4H8CyJcUHv78RUArzLG%0AxnHOL6t8byIAUQqtNJlNOHDuADo172STzOz05dOoNdVictpkTE4Tcli7UpJPqpRfQ5RFJAgl/CUn%0AYoxJluAGlG1hzvY5lvOujoXsiyAIgiBCAykfwmA2wMzN2Fy+2SOfxVM/gfwLIlxQO8ImF8BwABWM%0AsWLG2E7rh8pjIRoYV0oSajVazNo2CyO/HmlTmnvW77Nw4doFl+/jzRgIoiFQO9zXmfwwJzkHFZcq%0AUFhZ6NZYyL4IgiAIIrSQyg2j1WgVfRYpuZSS7+EszYEzeRb5F0QoofaGzTcA5gKYA2A5gG/tHkQY%0AYS9RspY7WUubSs6XwMzNlrwazSKbYU7mHOw7u08x7FJJUuLqGAiiIfBHuK+UTWwp3wIN0zi1hbmF%0Ac2HmZrfGQvZFEARBEOGBnM+ij9bL+uNKvoezNAdO5VnkXxAhhKplvQMFKk0YWCiVJLSv7LTqvlUo%0AOV9ik1EeEHbVrcMupSQlUte5MoYQJehKE4ab7WatysLes3vRO6G3pWrTzsqdSG6VbCMRdBXRJiZv%0AmOxQCerd295Fuj4dDEzSFrJWZUmGHqfEpyiOJUzty9+Ehf1SWe/AhKpEeUXQ2S4Qfusv4T5SPsvu%0A07vxwwM/YP/Z/U79ccCxkqwzP8FoNuLAuQOIi4xDYkyi5XhZTRmqaqvQrUU3f/kZQWm/RHCjqsfM%0AGOsLQMM532Z3vD8AE+d8h5rjITzH/oPUZDaBgzt+2HIAWqtpZjIAWtuyenLl+sTjM26ZgbE9xmLO%0Ajjmorq1GYkwint/0vGzYpZifRklSYp3HhiACDaPZiOn9p6NZZDMHZ6S6tlre5pw4KDqNDrsqd2Hl%0AfSsd+lx+eDkGtR3kUAkKqJdLPb3+aQdnSwxZVrqvs9cEQRAEQfgepz+Y2PvkEj66q30yMEmf5fTl%0A04iPisczG55xyx9X8hN0Gh3e2vaW0x+1TGYTtBqt7LgJIlhQWxL1TwBtJY7r684RQYB9WOP8wvnQ%0AMI209EijBda9DLzZBigYAhxZByhEdUmFTR45fwTzBs3DHe3vAOC6VMSV63xdiYcgfIFOo0P3lt1x%0A5PwRB1vo3rK7pM1tKd+iOG8n9Z6EkvMlNu1Kzpcgt3cuAODkpZOyIctSocckbSIIgiCIwMOpf8u5%0A4JMXDPHaRxf9BCmf5fSV0wD8I/G2T5mwo2IHzNzsVWVLgghE1N6w6Q5AKrnwrrpzRIBjNBuxsWwj%0ActfnouhMEWpNtXio80P4uexny7ErxiuWzPCbjv8MY/8ngM7DAV1j4Iss4PAaYRffSf+TN0xGI20j%0ADGo7CI20jTB5w2RsLtuMR7o8AkDIDC+FfWZ4petMZpPN+7EZe9kmSlpGNBhGs0Fybuauz8Wmsk24%0AZLiEyRsmO5zbWLYRBrNz+5q0fpJNu0nrJ2Fj2UYYzUZ8euBTSVu4arpqqda2LWsbPhnxCTo174T9%0AZ/eTnRAEQRBEAGHvrzv4t9cuCj552Q7g2iXh+fNHXfLR5fq8ZLiEKT9PsfHf5+2YB8B1v90dlPqc%0At2Me+fZESKD2hk0tgNYSx68HQNYToFh/sNnLjHon9EZiTCIKigqkQx33vg9dzPXAg+8DY1fBmLsL%0AOL5NNuTSWrLx4bAPMTtjNj4c9iFW3rcSuyp3QavRwmg2IrtntmRm+AnJEyzjdbUKlZqVeIjAR6qK%0AQUP0qdNEOJ2b0Y2ikZqQ6nCuoLgAERp5+5Kz1feL34dOo8Ph84cl79dE1wQv//KyTbW2kV+PxKzf%0AZ5GdEARBEEQAoVhpMjIGaHeLbSPOgc1zBR/dZOenmIyKfUY3isYPD/xg47+/cusrqLpaJeuPe1rR%0AyZXvAvaFEsi3J4IVtTds1gKYxRhrJh5gjDUH8GbdOUUYY68wxrjd45Sfxhv2WIc+Lju4DIBtWGN8%0AVLzDMWvEsMQZW2YI4YgX/gAf8pLTeypJNsTM8AsGL7CRZywYvMAmM3x9hZo8u8zzeQ5VqJyNnQgf%0A/CGPk6vK5EqfSnNTtD+pc5722aJxC9lzLZu0lA09JgiCIAgicFD0b6MlfkOvPCA8V+y1lUtV7HWp%0Az8orlQ7+e7PIZrKyak8rOrnyXaBVVCv5904QQYTaGzbPQshhU8oY28AY2wDgTwDX1Z1zlX0QonLE%0Ah/flCggHTGYT9pzeY5Fd/HHhDwC2IYinL592OGaNGJZYfrFckF78/Az2VO6RTGwKuCbZAIAFOxcg%0AqXmSjTwjqXkS8nbmWb0BA9iJXUiP6WhzXXp0B7ATuyy/HvgjTJMIPhTDhz38BUhO1uRMuiSiNDdF%0A+5M6548+PbkfQRAEQRDqo+jfXqx0PJnQTXj+cYatXOrHGS71OXf7XEn/3czNuKnlTQ6y6r1n93oc%0Ayaz0XYB8FiJUUHXDhnNeDqAngOcA7AdQCGASgGTO+XE3ujJyzk9ZPRwt0grGWCRjLFZ8AIjx9D2E%0AA+IHp1ajRa+EXlh530oMaTcEXxz6ArXGWuT0zLGEIO6s3ImymjKnYYllNWXYWbkTQ9oNwcr7VqJX%0A61RL1nb7D2lXJBsmswm9E3pj1NejbOQZo74ehdSE1Po+tRHA6r9Dt6AXsHgksHw8sHgkdHmpwOrn%0AAK3OJdkU0XCoabuK4cMe/gIk16cz6RIg5LCxtjURcW5evHYRuyp3OZzLTs52msNmomyf2bh07ZJk%0AnznJOU7PkZ0QUtDaSxDBC9lvcONS+gBm9zWQMWDgs8CFE0DpVttzpVthrDnp1GeuuFSBwspCm3Oi%0A/25drcman0p/8si/MpqNTr8LkM9ChBJqR9iAc36Jc76Qc/5XzvlUzvnHnHObbxeMsVWMseuddJPE%0AGDvBGPuTMfY5Y+wGhdu+AKDa6lHm3bsIXaTkGyXnSzBv0DxkJmZi6YGlyEzMtIQ1NtY2FsoBJw5C%0A/uB8ybDEOTvm4La2t2HeoHkOUicpuYlSuKVWo0VGYgYW3LYABrMBG48LkQoLblvgWLGm8gDAzcDR%0ALcDeFcIzN1tCPl2VTRENhqq2668qBp70qdNE2NiafWWmphFN8e5t70qGFzvLYZMh22cmoiKisMCu%0AT9EWhHML7M7lk50QzqC1lyCCF7LfIMal9AF3vAYk9gUaRQvPoz8DOg8D1v5D8JWt4WboTuxxWjFy%0AbuFch7wxgHO5lJjuwJP35+y7APksRCjBArG8GWOsBkAK5/wPiXPDAUQBOAwhgfEMAF0B3MQ5PyvT%0AXySASKtDMQDKqqurERsb6+vhBy1GsxFbyrcgd32uTUQAA8OCwULY4civR2JS6iRkdc9CpDbSpi0A%0Amw/BiksVeHv726iurcbsjNk4VnMM49aMg4mbbPrOH5yPdH26pW3WqiwUnSlyGF9KfAo+GfGJzT2t%0A72f/GoCguy3b4fhmE/sC2esAkwk4tQfGpi2ha96+vq+qo9BdPgdclyybIDkEYMqXNCxq266rc0+N%0APo1mIw6eO4jmkc2RGJNoOV5WU4bq2mrc0OwGnLt6DvoYvcO5Li26SDokRrMRB88eQFzjFo7trlah%0Aa8vu4JdOQxdzXX0biy30hJFB2eYItQgL++0wbZXX4zj61kiv+yBsSf7IeyV68ZhiH4wkKAl42wXI%0Adw4F5hfOx0OdH3LwIZYfXo7JaZOF1ABaqzXcZBB8XinfWaODcfoJHDxfgrjIOBsfovJyJRKiEhT9%0AnfFrxmN7xXbLcfH7xUD9QI99CWffBVz6nuA+QWG/RGgRdJ4253y11ctixtivAP4LYAyAeTJtaiFU%0AqAIAMEa2JoUz+cb7xe/jkxGfoHdCb7y7813c2PxGDNAPsIQ46jQ6mzKAJrMJZ66cwZS0KZaFomWT%0Allh530rM2TEHPx37ydL3ouJFyGybCUD4MM3pmSO5aSSGcFonFbYfvw0mAzBwqlCm0HpjUgz5FBem%0AmOugW/M8cPmckIDtYgV0pb8A+jRhU4doMNS0XVEe9/T6px3mnhhC6+5C72w+i9IlZ9Ews7bNwt6z%0Ae9E7oTfio+Jx+vJp7KzcieRWyfhkxCeIMDi2XVu6Fje1ukm2z7XH1uGhzg85tjv2E26KTwa+mghw%0Ak6Qt6OxKfeoCcMOfCBxo7Q1MfLHZQoQ+ZL9BgujL2r02mo3oHd/LIhESfYhdlbuwYNB8wafR2vk0%0A2gh537nfROh0kVhbutbBh7hmumapBCXnQzmTS93W9jaP376z7wKK3xMIIkhQXRLlazjnlwAUA6As%0AUj5ASb7Rp3UfS0ihjR6Vc+DIOktGeW3xl+jesjuOnD8iKa8a0m6IQ98ztsxA/q58ZCZmysqr3Pqw%0A1UYIoZ2jP5MI+bwT+OYJYbwndwMPfQQ0iZOUTRHhQb08Lt9nIbRiSLJcZQRnOWwAwR7N3OxQmUkf%0ArQfnHPvP7nc7vFipChuatnKUEMZ1cLBxFAwRXtOmDUEQBEGoj5N1WafRIaNtJhYMmm8rGRo0Hxlt%0AnfjTcr5z//8HQN6HECtByflQSnIpgiDkCTpJlMS1kRAibBZyzl9zsf9YANUU1umIK/INh0gDk0FY%0AIMTdeKaBcdJubKn5A7nrJzmVV5m52dL3uDXjsKNiB25vdztmDpiJphFNLe1sQjjdxf7Xh6qjQrb7%0AA9/XDYoBoz8FEroDean1ul1RNhW6BN3PZWrYrs9DaPd8DuNN90Kna2w5ZDBeRcS+b4GUR5w2lbJH%0ADdNg7YNrsf/sfln5olx4sdFsxObyzZgkY5cD9QOhW3K/TYQNjv0GTC4GTu6RjlYb/RnQ6fZQlg4G%0AKmFhvySJ8j2BEmFDkqjggnznAMPe9xaxXpc3vAljn7GOkv/CxcDtryj3bxO5Y4KRcac+RIY+Axxc%0A0ofyh+S8gQhK+yWCm6CLsGGMzWGMZTLGOjLG+gNYDiAWwEcNPLSgx9WKSQ5fBLURwOY59QtG+1uh%0Aa94ei5xUe0qMSUTvhN4OlaQAYN2xdXhi7RMAgH/v+bdV1vdeMCqUQXYNu89azoHN84Qogva31l1i%0AJZsSMfni3kSg49MQWpMBaNwMulmJwJppwLb3gDXTEDErEWgc63ROydljWkIaEqISnMoXBYmiyeYc%0ATEaXqrDh/oXA2FXAgx8Iz8/sBWLb2Nq4pSEHNs+tC6O2q7pA9kIQBEEQrmG/Ziqtofa+t4j1upzy%0AKHR2p3VgQLe7hf6d3dP+RxitVtGH0Gq0kj4UVWQlCO8Iug0bAIkAPgNwCMBXAK4BuJlzXtqgowoB%0AvJKEWMuHolsDcE1eZV1JyjpU8nDVYQBAeU15Xdb3d5GRmAmdgoTEAalw0cp9wMMfA93uchx/8/a2%0AsqkNM0n+QXiOGFr88BIhgd9PrwnPDy8RjjuJSpGzx6l9pwJwofrUheO2875ir2vtak7ZtjuxW5j3%0AcR2kByraTsVekksRBEEQhLt4KjmWk+6Lx1slAZX77Xzg/UCbVECj8+ienlS+9IfknCDCiUC1kDcB%0AnJM6wTkfrfJYwgrGGNL16ZYkwIDwS79isrmEbvUZ5S9WAACSmidJhj8mxQnphv6a+ldUXKrAlJ+n%0AWJIQ21/z+oDXhTEYr4Kd+xNo3tZ16YVUuGjZDuDzxwQJ1NCZwMFVggQqulP3uAAAIABJREFUoZtw%0A/t5/Cc+1NcCyMcCB76zaPUryD8J9GBPmTJfh9cdMBuG4YlNHezSZhcgZJfvCtvfqbbJshyADHLtS%0Aud2PM2zbifP+jteBvV85lvoUbUeuHdkLQQQUxX8e87qP5I7tfDASgiDkfVUX1lBr39ua1jcp99th%0AAPBFFlDnU7h6T0UfQgaPv18QBKF+hA1jrDNjbCJjbAZj7CXrh3gN53wW5/y82mMjBNyWhIgZ5cUP%0A3dJfYDxfionJ2TLhj9kwXjkP0+VzOHh2P9YfW+94TY8JMF4+A2xbCKyZBt2beuDrie598XMaLmol%0AgZKSP31yf/1mjU27ufTlk3Afh9Bi1+eQvf1pNVoYzQZM7Jkjb19mg/ArmjWlW2GsOek8LPnCCaB0%0Aq207cd7HtgHap9ueE23HWTuyF4IgCIKQxhVpkxSi763RCpsvPR4QnjVa4QcWpX4jY4B2t7h1T6PZ%0AgBwZ30OsfOkMqtpEEJ6hqqUwxnIA/B+AMwBOATYiSA7ApaTBRIBhnVF+81yg8gB0Oz5ExpCXkT84%0AH4uKF6GkqgRJcUnISc5GRmKmZUc9o+0g5A/Ow6LigvprekxARttMsGWP1ycGBhxDPx0SohkBcNtj%0ASuGi7W4FbvmbMH7rXf6Kfc7bEUQDotNEICMx09F2rO0rqqVtI26G7sd/IOP+RRJ2mYOMxAywr7Id%0AI2iA+nk/9HXgP38XXid0EzZrOg8DlNoRBEEQBCGNkq9qNgoSJhGzsc73vhN4vlTYfBGprQEaNXWt%0A37oUBi6NBYLvIVa+LLDyPbKTs5Fp5dsTBOFb1N7anAHgRc752yrfl/A3ErIPZjI6hj/W1oD99Arw%0A+yIgoRvY8NlI1w9AZttB9ddcOOG4WQPUSy+Aer3v5jnC4tIvBxjyMnD4B+FY4+bAX1bIh4uKfQ1+%0AUVqeotSOIBoYVvQF0m+619Z2jFfBipYJ1afqpIk2NEsEA5CekIbMEXZ2WXdeEnHex1xvWzntwgnB%0AdqqOOm9HEARBEIQ0Sj5nWSHw4/T6H0uGvgm06y+cO7ql3hdO6CZE3XS+07V+pfwEhXWbMYYB+nQM%0AsvI9DGYDbdYQhB9RWxIVB+BLle9JqIWD7ENXH+5oNgLHtkH3dntgy7vAtUvCIlIwBLqStfUVZkwm%0A6E7uAQ6utO3LWrZkMgCH1wha27IdgOEKkDbe9th/1wNVpUIb+0XEXgJlP257iZdcO4JoKGSqT+nE%0A6lO1NcDxbbZh0toIYf4eXgPd2+2AxSOB5eOBxSMFuzy8pj682hpx3tfWAAt62twPeb2E42QvBEEQ%0ABOE+Sj5nbQ2weLjg24q+80cjAdM14UdK0e8Vz33+qHDclX7t/QSN1qV1274ASIS7BUEIgnALxlWs%0A4sEYex/Ads75v1W7qfQ4YgFUV1dXIzY2tiGH4oDRbLTRdNq/9goHCZFBWqeqdJ1cO6V7FgyR3ulP%0A7Gv7q73JAJwqBlY/5yi9EBce6746DBDKD9v33+0uoRrU4R8sUi3JvqTgXPgC62674CLo3ogqtuvN%0AfJfBL3bNzfJzG1xw3qzDpK9dBhpFKdvhsW3Ajy9K9Ang2kWJ0Oto4d/O7MUPf1MiPOy3w7RVXt/3%0A6Fsjve4jpHilmddd+CLpcPGYYq/7CFKCznaBwPadgx5nPudPrwg/dFoj5/eKiOu5s34B+TWdMf9+%0AHwlugtJ+ieDG75bHGMu1enkEwOuMsZsBFAOw2cLlnOf5ezyBDOccW8q3YFHRIpScL0FS8yRM7DlR%0AyC3h7SaBvYTIEjZptwEhe92dwFc5gvRBqp2ze5YXAoNnKGtpv3kKOHOovn/rTZzaGmHRunhaqOQk%0AUUbcof8D3wPLHgfufNNxQ0hp7F5U9iGCGFftxK0u/WjXHQbYztFrl4Vxcu4YJj1iLtCml7IdJqZJ%0A24tUn9Z/Gzl78cPflCAIgiBCBmdr6O+LHK+X83tFrI/b+wm1NfX/llnT/eq3EAThNn6PsGGM/eni%0ApZxzfoNfB1NHIP5KYDQbsaV8C3LX54Jb5WJmYMgfnI90fbrnO9tSpf0AYSEY/RnQ6Q5AqxNkSUfW%0Aylz3KZDQHchLBcCVSw1a37N9umu/BCweKSwe1uNiDDh9CFiYIfQp9auC9bHynULlp+jWgja39Beg%0AbX9g/BrP/nahTdCtun61XUU7cb88td/s2mQQbPWLvwhVHsT5rokAsr6ss+PHbN9HxwxgzPeuR7o5%0A3M+Dv40f/qaEhbCwX4qw8QMUYdPQBJ3tAoHpO4cFUr4tGDB2pWsRs4uH2/oJx7cBz/0p+Nv2a7NG%0AC+Pzx7Clcod/vo+EBkFpv0Rw43eL45x39Pc9QgGdRodFRYtsPhwBgINjUfEim8S9biNX2q/rKOD6%0AFGGzBhCer08Rjlsn/BXLYGevExaMo1uE8ErrHXtn9yz9pT6fjP2XSMaAgVOEyJ3SX6TH1bo78LdC%0AQaZxcJVjX2L/w2cDUa2AuPb1/V+sACLtHAuSYxBSKJXA7DLcbWmPy3btrmRIGyGMyWwS7FGkw8D6%0Ac1Kb8aKmXWoDxaJb1wBarW0bV/42suP0oB1BEARBhBNSfgAYMPwdoeqjtW9bVSpE1Cqt52tnSPgJ%0AAwQZlNTa3O4W6CKj/fd9hCAIj1A16TBj7CXGWJTE8SaMsZfUHEsgUnK+RPp4lfRxt7APmxTzu5zc%0ALezQv9lGeD65Wzje7S7p9kphmFJtuFnYbOk8TIjUSewraGQT+wqvOw8DfpwhXCc3rsp9wvGuIx37%0AiogCjv0GtOkNVO63bVe+E9BFAuterj92ZJ30l1mCkJvXcR3qpT3W88uFuaRo1x72KznW6AT5c03j%0A68uAStrhncL5C8elxxLXwfVxuHKeSn4TBEEQhLwfoNECbVIdfdvK/UBEkzpf+DO79fwz4bg2AqjY%0A53gvZ3583Tm/fh8hCMJt1K4S9TKAaInjUXXnwpqk5knSx+Okj7uFdZk+pgGGvlFXVekxu+zyjwnH%0Ah84UrrNvL5YAdKVcr/U1Yj6ZhJuESJ3p5cLz9b2AL8cAV6qA5IeAEXOcjOsHYORc4Gq10Ob6XvV9%0A9bjftkqUTbb8NUDaOKGalPUxql5D2CM1r5kGuOM15/PLyVxStOvjv3vUr+RYre2TaWyrP1w6LZz7%0A6VVHO0zoDvz0mnB+20Lpsdzxuu1ngrNxuHKeSn4TBEEQ4Y595VP7tffaRWDZ/wC6xsJGjK4x8EWW%0AcM54VVi/bdbzbkB1mdC3kp8gc86v30cIgnAbtTdsGACpn41TAJxTeSwBhdFsxMSeE8HspJEMDDnJ%0AOTCajZ53bl/ar/2tQmillGxClD/FdRCuAxxlS66U65UqJ3jgeyA/VdDUmo1CzpyaU8AdM4UcNA8U%0AADHXCRsxXUdJjGuusPs/5nuhTc2p+nLgTqUXdu9H7ItkUYQ1ciUw26cDsW2cS3tk5pJLdr12htv9%0Ayo712K9CQsHh7wC5uwW7evAD4fnu/xU2LdveLNihVVlv5PcWcj2ZDEDFXumxxLYR/hY2b0Ths0Cp%0ArChtmhIEQRDhjJJ0ODIGmFxsu54/vUvIRRPRBPjub7breV6qUCREyU+QOWesvei/7yMEQXiEKhs2%0AjLEqxtg5CJs1hxlj56we1QDWAlimxlgCFZ1Gh4zEDOQPzkdKfAqidFFIiU9B/uB8ZCRmeJfgSxth%0AGzbZvE4HqyRVaN7eNrxy/UxAn2YbbunqPcVQzUeWAm37ARqdkKNGKtRTSZa1fqbQpk1qfZ4bV96P%0AGAbq7FoifJGbs0NnCuc9kPa4ZNdSIcsK/Tq1r0bR8iHUusaC9OmRTwBjrRC1ZqwVXouSqKat5Mcy%0AdKZ86LU743TlM4QgCIIgwgElOfYJiTQBQ+oySTSNF3LU7F0hPHMzcKpY2U+QOadr1NR/30cIgvAI%0AtaxuMoTomg8gSJ+qrc5dA3CUc/6rSmMJWBhjSNen2yT0MpqNvimhJ1UyMKGbdHb51jcJz/f+S3g2%0AGQQpxAMFVq9dGJNSaWypCjKi/Gn0p8KXw4OrhMVHHC8g/DqweY5jlRm592Mv57I+RhDWSM7Zul+T%0AlOaXbJcKdu1hv7L2ZTbK2NWj9c6ZKIkSqToqSKJuf8XWTuzH0rqHdMlvT8ZJpUEJgiAIQlhj7StB%0AHfvNVo7t4CfX+cCi3Nm+P0B5/ZU5xwD/fR8hCMJtVNmw4Zx/BFhKfP/COac4eBnsd659upNtn31e%0AKrt8t7vrN2rcxZVKN9avlWRM1lWp7GVZ9lVmnFa/satCZS3HoF/4CXsc5qzOtepKCtWiJF8r9msE%0AwOXtSs6+nIVXZ68TNnVsYILt19YIG6I2p5y8R1ftx9N2BEEQBBHKmAzSlaBqTglpApb9j3uVFt3x%0AcZ2szX79PkIQhFuoncNmF4AmjLFYu0cMY6yRymMJb6RCJQc8Azz8kbBBUjAE+PWfrlew8WWlG+vj%0AFlmWXTUp+7ZK0ovCxUI1KZJjEJ7gL2mPUr8arX/squaUo1yqTapw/0eWknyJIAiCINRAGyEtY645%0AJZxXWs/veF1+zfbUNycIIqBgXEWjZYyZIZ10WKQMwGIAr3Iufiv3yzhiAVRXV1cjNjbWX7cJDqx3%0A4K0lSkwLvFAO/LFByEbf7harMM1fhS91ohzJZASOrJWOErCXLdlTMERaDpLY11Gy8eMMIXGx3DX2%0A70d8DWab64Yia0SCLra1wW3XlSgyX/ULOEqbAN/Y1Ud3AX9uku4T8M97JHxNWNhvh2mrvL7v0bdG%0Aet1HSPFKM6+7SO7Yzus+iscUe91HkBJ0tgsEwPobqkilBwCAjhlCkY2CIY5yqdJfhJyS2esEH1zK%0Ax5Xr1xUfgnBGUNovEdyoHd82FsAbEDZlfocw6fsCGANgJoB4AFMB1AJ4U+WxhSdyEqX+OUBEY+D4%0Ab0I2euswzapSoPDD+lBMrQ64PkWo7GS9oeIsZBNwTWbCGFBWCCweDphN0tfYvwe59+fsGEG4gr+k%0APZ5Im7oMl9+gVLIre5zZKtkLQRAEQbiGuz/syKUHENtKyaWqSoHLZ51LlZWqT8n55gRBBBxqS6LG%0AAHiWc/4Pzvn3nPPvOOf/gLBJ8wjn/A0AuQAeV3lchIgYYhnXUXge8rKQjV4uO/32D1yr7CSFKzIT%0AjU6oKkUyDSIcUaocIRXqrNEKFZ9Gf2pnM59aVYKKd/1eBEEQBEEo48v0AE3j5eVSlkqpCj6wB9Ut%0ACYIIPNSOsLkFwBMSx3fVnQOALQC8j7UlPEOsWFN1tC6ccq2QjV4uO31EE6FU8Bd/EUoD21d2EitO%0AyeFKBRmqMkOEK1IVpJjGSeUIH1SCIgiCIAjCPWQrnz6qLEGSWusvnfauT7l+xeMEQQQNakfYlAGY%0AIHF8AoDjdf9uCaBKtRGFO9byCFGixBhQsa8unHKufDilNgLo9SgwdpUgmzr+u/DLf/tbheu63Q38%0AZYX8/cTXnsiYKLKG8BdSc9SVc572Kffa2h6taZ8OxLZxHurctBXw3d+AxSOB5eOF5/zeQNv+ypWg%0ACIIgCIJwDyUJkpzfKrfWe9Ons35pvSeIoEPtDZupAJ5hjO1hjBUwxhYxxnYDmAzg2bpr+gL4wtUO%0AGWMvMMY4Y+xdP4w3tLEP3dwws05K8ZnwxQ5QDqf85ilHmVTz9o4Vp1ZMEKJuKFs9Ecg4C2f2NNRZ%0AqZ2stEknLW0a+rrQzpXKEcZa4PAPwvMjSwUZYaOmQjScnFyKIAiCIAj38USCJJce4A4X13p3+6WU%0AAgQRdKhaJQoAGGMdIMiiOkNIOnwQwHuc86Me9NUXwDIAFwBs4JxPdrEdZbqXyx7f7W7g3n8BkTHC%0Aa6VqM4tHCpsy9lnnrfsHA3J3C5s61vIqgLLVNyxBpynzq+0qVVToMAB4u71j8mtn89eVKg3OzosR%0AMdbJBmtOATHXKdumXOWIdS8DaePtEhgeBQoXC3IpIlgIC/ulKlF+gKpENTRBZ7sA+c4u4WrlU2tM%0ABuBUsWNiYVfXeiX8Vd0yfAlK+yWCG7UjbMA5P8o5n8Y5v59zfh/n/AUPN2uiASwFkAMFCRVjLJIx%0AFis+AMR4NPhAxl2phlyY5YHvgE8eEP59+ZyTcMopwpe80l+EY/bhmdb9t79VWISU5FUEYYeqtqsU%0AehwZI5S3lzonN3+d9XlknfI9o1oAuki7Trlroc5auxRl4kZq25uB/FRpuRSFSBM+JCzWXoIIUch+%0A3URxXTZK+OpGYW1e/Xcgr5ftujz/JuDCCeW13mSy69PuHpRSgCCCHtU3bBhjzRljQxljf2GMPW79%0AcLOrfwJYxTl3YXsZLwCotnqUuXmvwMaXWekBIX8NABQvr5dIOcgnhgE/zqhPLizVn/g6urXz+1G2%0AekIedW1XaY6Kc9mVNkrnDVdcu2fNKVvbPrFbXi6lJG0SQ6QfWSotlyJHjvAtob32EkRoQ/brDtoI%0A5+uyRuvoq1fsFdpWHhD86aNbgL0rhGezEVj7koysyWqtv3CcUg0QRIijapUoxthdEKJimgKoAWD9%0AicIBfOxiP6MBpAHo4+KtZwGYZ/U6BqGy8Pg6K714HAD6TxSeb7jNtkLThRPAsseBA99Lt7PvX6xI%0AQ9nqCfdR13aV5qgn1ZXk+oxo4to9f5xRf97attv2d14JSg6qukaoR+iuvQQR+pD9ustPrwqSY/t1%0A+UqVUJjjiywhUrfzMMGfWPcy8Pi38n5A1VFhbW7TS36t3/aetI9AqQYIImRQu6z3XAAfAJjOOb/s%0ASQeMsbYAFgAYyjm/6kobznktgFqrPjy5dWCiJKmw/lJmjRi6KZU7Y+CzwqbMj/8ALp4Cjv0GpI0F%0ARs4VwjdP7gEOrrTtz0aKEWHbf+kvQFWpcF4qh411O4KwQlXbVbIJp9WVjAC4o04ckO+z0+2u2WHp%0AVtt7iradvQ74cizATULkz8UKYXyPLFW2JwqRJlQgpNdegghxyH7dxFpy3O6W+nWZaYAx3wPHfxMq%0AqtrnqXHF93g3WfiRxn6tN14Ffl9oOw4l/58giKBDbUmUHkCep5s1daQBSABQyBgzMsaMADIB5Na9%0A1vpioEGFL7PSi9nji5YBe5fXh2Xu+byunYtSDOv+9WnA+tcpWz0R2CjZRKNowUGSOicV6uys0pO1%0AvTi759p/2MoORSyVoF4jaRNBEARBNDRykmOx2tOQl4XiG9Z+Qs1JZSlVo2jg4SXSa/329wUf3R5K%0ANUAQIYWqVaIYY18B+JxzvsyLPmIAtLc7/CGEalNvc873utBHaGW692VW+qqjwOWzwvG81Povi9Z9%0AuVNlRik7PUXWNCRB93OZKrbrbI5KnQPcr/Rkby9y9/S0EhQRDoSF/VKVKD9AVaIamqCzXSAEfWd/%0A4bCe10XgHlnrGGXeYSAwdqWyX+2pj0D4g6C0XyK4UVsStQrAO4yx7gCKAdikMuecf6fUAee8BoDN%0Apgxj7BKAs65s1oQcSqGUcl/gxKz0J3YD/XKAuI5A1Z/A74uANqnCB337W+tLdot9AdIhn3JSDCXp%0ABX25JAINZ3NU7tzmOQAY0CG93iZKf3FduiTVrye2TfZEEARBEA2Hw7pc91VLqlJq6VZB+uyOXy3e%0Aw1P/nyCIoEPtDZtFdc8vSZzjAMJPzuQt1pKKzXOFMMiEbsKHdedhzhOJxnUAHvjAdke//5OCfAkA%0AmrcHEmsd+xJDPjfPFcIzE7rVh2eSxpkIR6Rsqaq03pbueA34z1T37MUb2yYIgiAIQn3komGkZErc%0ALFSCun+R+341+QgEETaoKokKFEIyrNMTqRE3A4fXyHzQW6U3kuqLpE2hQNCt5gFru0q25I10iWyN%0AkCYs7JckUX6AJFENTdDZLhDA628gwXmdLzDHyheYKvgCP70CbHnXsY1F4uzhWk8+gtoEpf0SwY3a%0ASYctMMYaN9S9QxJ3pREmg7CL//ljgv712qW6coCPCcdNVmo1OUmVO/cjiFDFFVvS2gUzumMvZGsE%0AQRAEEdiYDMJmzeeP2vkCjwrHB04VChRY4wuJM/kIBBHyqLphwxjTMsb+wRgrB3CRMXZD3fHXGWMT%0A1BxL2KNUDlwqsSpBEI64Y0tqYm+3ZMcEQRAE4R+UfIHIGGDsas8qpdJ6ThBhjdo5bF4EMAbAc6jP%0AZwMICYifAfC+yuMJb5TKgX/zFHDmUH04J+lhCUIaJVtSG86FylVSYdlkxwRBEAThe5R8gcQ02+pN%0AJoPymkzrOUGEPWpLoh4HMJFzvhSAyep4EYCuKo+FSOjm/Pj5UiGc84ss4PjvgNmo3tgIIphQsiU1%0AUQrLpl/mCIIgCML3KPkCGjfl0bSeEwQB9SNs9ACOSBzXACDRpRT+SibmtBzgFKDqqFCWuNtdwNA3%0AbKvfUEIzIhhQKxGfL0pr+nKsSmHZXYZ71i9BEIQPSf4o2es+wjhxMRFo+KPMNq3nBEFA/QibfQAG%0AShx/CMAulccS+IhhkAVDgDfbCM9H1jl+cHuCdTlAGz3tp8LxH2cAXUcCD38MVO7zzxgIwl/403bs%0AkbUlF7Xp/hhroEm0CIIgCCKU8dYXkIPWc4IIe9SOsHkVwBLGmB7CZtH9jLEuEKRSo1QeS2BjMghf%0A2qx36sUwyNGfAZ1u9z5agDGhH+sd+gsngGWPAwdXAbm760IxH/PfGAjC16hhO/ZI2ZIr2nR/jTWh%0Am9CP1HGCIAiCIHyLyQCcKgYSutvmqak6CpzYBVyXTOs5QRAeoWqEDef8ewCPABgBgAN4DUA3AHdx%0AzteqOZaAR63KMzYyDCNwcg9wcCXQ/lZBBrV5buBVvyEIZzRU1SZPSmv6Y6xiWLb9ZpF1WDZBEARB%0AEL5DGwGs/juQ1wtYPBJYPl54zksFVj9H6zlBEB6jdoQNOOc/APhB7fsGJWqHQWp19eGc5TsbZgwE%0A4QuCad76eqzWYdmb51pVlXiWqkoQBEEQhL+oPABwM3B0i+NxT6D1nCAINMCGDeEGCd2EjZP2twLR%0ArYGLFUIiYH+GQdpLOygUkwhGgmne+mOsnkq0CIIgCILwDH/47bSeE0TY4/cNG8ZYFQT5kyKc8xZ+%0AHk7gI2aRNxmA4e8AUS1tKzRVlQKXz/q3UpPYrz8y3hOEv/HnvHVWzcmTSk/+HKsnEi2CIAiCINzH%0An347recEEdaoEWEzWYV7hAZitZjNc4Cb7gdufkpI+rtivFUY5FT1wiApFJMIRvw1b63t094eAflz%0Azu5HNkYQBEEQwY82AmiT2rB+O0EQIQnjAViemTE2DcC/Oefn/dR/LIDq6upqxMbG+uMW7mNdLQZM%0AqNBUuV/6l3e1KzR5EjlABANB5z24Zbu+nLdS1ZyEAQn22GEA8HZ7wGxyPOeKrZKNEe4T2vZbR4dp%0Aq7y+79G3RnrdR0jxSjOvu0ju2M4HA/Ge4jHFDT0ETwg62wUC1HcOJJT8BKqsGioEpf0SwY2qVaLc%0AYDqA8JJHWVeLsVRoaoBKN3Jjc/aaIAIRX85bpWpOkTFAu1ukz7laLcpXYyUIgiAIQl0aqkIlQRAh%0AT6Bu2ITn7qWYRT66te1ruesIglAPJXsU7daVNgRBEARBhBbktxME4QcCdcMmPBGzyF+ssH0tdx1B%0AEOqhZI+i3brShiAIgiCI0IL8doIg/ABt2AQKYrUYxoQSgFWlQuJR+yRl1tVjCIJQB2v7tEa0x9oa%0A4Niv0ufIVgmCIAgitFHyE8gXIAjCQ2jDJlCwrhajTwPWv17/OrEv0ChaeB79mXCctLAEoR7W9ill%0Aj42igUeWkq0SBEEQRDii5CeQL0AQhIeoUdabcBXGhCzyXYbXH7N/bTJQaUCCaAik7NPaHslWCYIg%0ACCJ8UfITCIIgPCBQI2w2A7jS0INoEJSqxWgjHMMqKcySINTBmX06O0c2SxAEQRChD/kCBEH4GL9H%0A2DDGYl29lnN+oe55hJP+ngTwJIAOdYf2AXiNc77ai2EGD5wDR9YJpQMrDwiJzAZOFcItaQefIAIP%0AslmCIAiCCG/IFyAIwkPUiLA5D6BK4SFe4wplAKYB6FP3WA/gW8bYTb4ddgBiMgCH1wCfPwqU7QCu%0AXRKeP39UOE479QQRWJDNEgRBEER4Q74AQRBeoEYOm9t82Rnn/Hu7Qy/WRd3cDCHaxgHGWCSASKtD%0AMb4ck2poI4Sdec5tj3MObJ5rq5kliBAg6G2XbJYIY4LefgkijCH79SHkCxAE4QV+37DhnG/0V9+M%0AMS2AhwA0BfCrk0tfAPCyv8ahKpUH3DtOEMFN8Nsu2SwRvgS//RJE+EL260vIFyAIwkMaJOkwYyyK%0AMdaVMdbT+uFG+2TG2EUAtQD+DeC+/8/evcdHUd77A/88uxtAINw0ASVysYRbDQjGa5BAtPV2fm21%0Av1+rotXWhFbbgx7rqdKbtqcVPaetAgfbY2JPvVV7v5xy1FYRJKgVJEpULqFyS1SCQGIgBvby/P6Y%0AzGYvM7Ozs7O78+x+3q9XXrBzefaZzXy/M3n2eeaRUr5tscsyACNjfioyqX9elc9IbzmR2tSPXcYs%0AFS/145eoeDF+3cR7ASJyKKfTegshygD8NwCzvn9+m0VtB3AGgFEAPgvgESFErVmjjZTyGLTGHb0e%0AtuvsKeGg9oCyp66O71YpBHDB17X1iU+nJ1KY8rHLmKUipnz8kqnWXXszLqNq8gQXakLZwvh1Ee8F%0AiCgDue5h8wCA0dCeN/MRgEsAXA+gDcCn7BYipTwupdwppdwkpVwK4A0At2Shvt7iL9GeJn/Vk0DF%0AWcCg4dq/Vz2pLWeyJ/IWxiwREVFx470AEWUgpz1sANQB+LSUcqMQIgJgj5Tyb0KID6GNlV3tsFyB%0A+AejFS4hgCkXxT+gLBzklIBEXsWYJSIiKm68FyAih3LdYDMMQGf//w8BKAOwA0ArgLl2ChBC3APg%0AaQD7oD2x/ioAC6D11ikOiS3xbJkn8jbGLBERUXHjvQAROZDrBpvtAKYB2A3gdQBfFkLsBvAVAO/Z%0ALGMsgMcAnAygG8AWAJdIKf/mdmWJiIiIiIiIiPIh1w02D0BraAFYqGNgAAAgAElEQVSA7wF4FsAi%0AAMcB3GCnACnljVmpGRERERWcSXc6HW09YPe9l7tQEyIiIqL05LTBRkr5RMz/W4QQkwBMB7BXSvlB%0ALutCRERERERERORVOZ0lSgjxXSHEUP21lLJXSrkZwFEhxHdzWRciIiIiIiIiIq/K9bTedwEYbrB8%0AaP86IiIiIiIiIqKil+sGGwFAGiyfDW3WKCIiIiIiIiKiopeTZ9gIIQ5Da6iRAHYIIWIbbfzQet38%0ALBd1ISIiIiIiIiLyulw9dPhWaL1rfg5t6FN3zLrjAHZLKV/OUV2IiIiIiIiIiDwtJw02UspHAEAI%0AsQvABillKBfvS0RERERERESkopw+w0ZKuQ7ARCHED4QQTwohygFACHGJEOLjuawLEREREREREZFX%0A5Xpa71oArQDOAXAlBmaMmgXge7msCxERERERERGRV+V6lqh7AXxbSvkJaM+u0b0A4Lwc14WIiIiI%0AiIiIyJNy9dBhXRWAawyWHwBwYo7rQkRERESKqnqkKuMyWq9vdaEmRERE2ZHrHjZdAE42WD4HQEeO%0A60JERERERERE5Em5brD5JYD7hBDjAEgAPiFEDYAfAXg0x3UhIiIiIiIiIvKkXDfYfAvAXmi9aYYD%0AeBvAegAvAfhBjutCRERERERERORJOX2GjZQyCGCREOI7AKqh9bJpkVLuzGU9iIiIiIiIiIi8LNcP%0AHYYQ4kYA/wKgsn9RmxDiASllU67rQkRERERERETkRTltsBFC/Bu0xpqVAF7uX3wegPuFEJOklN/O%0AZX2IiIiIiIiIiLwo1z1sbgLQIKV8MmbZn4UQW6A14rDBhoiIiIiIiIiKXq4fOuwHsMlg+WvIw/As%0AIiIiIiIiIiIvynWDzePQetkkWgzgiRzXhYiIiIiIiIjIk/LRq+VGIcQnAbzS//pcAKcCeFQI8RN9%0AIynlbUY7CyGWArgSwHQAH0GbEvwOKeX2rNaaiIiIiIiIiChHct1gczqAzf3//1j/vwf6f06P2U5a%0AlFELYBWAjdDq/0MAfxVCzJRSHnW3ukREREREREREuZfTBhsp5UIXyrgk9rUQ4osAOgGcCeBFo32E%0AEIMBDI5ZVJppPYgo+xi7ROpi/BKpi/FLROQNuX6GTTaM7P/3kMU2SwF0x/y0Z7tSdoTCEcvXbu9H%0ApCBPxi6lJ9c5iznSMxi/ROrKSvzy3peIKD1Kz8wkhBAAfgKgWUr5psWmy/q305UizzeOUkqs3XEA%0Aq9bsxPb9PZg2thRfq5uCuunl0A7L3f2IFOW52KX05DpnMUd6CuOXSF2uxy/vfYmI0iektHpcjLcJ%0AIVYBuBzAPCml7YuIEGIEgO7u7m6MGDEia/UzEwpHsHbHATQ8ugmxH78QQNMXqlE7tQwBf3LnJ6f7%0AEZlQ7i4n37FL6cl1ziqyHFkU8TvpztXZrZRNu++9PN9V0Nw9MvU2iqiaPCHfVQAAtF7fmuu3VC52%0Agcyvv7z3pQKhZPyS2pTNcEKIlQA+BWBhOo01XhDw+7BqzU4ktpVJCax6YafphcfpfkRE+ZDrnMUc%0ASUTkTbz3JSJyRrkhUf3DoFYCuALAAinlrjxXyZHt+3uMl79vvDzT/YiI8iHXOYs5kojIm3jvS0SU%0APhWbpVcBuBbANQB6hBDj+n9OyHO90jJtrPHD9qeNs34Iv9P9iIjyIdc5izmSiMibeO9LRJQ+FRts%0AboI2M9RaAO/F/Hw+j3VKSygcwdfqpiDxOWlCAF9dOMX0yfdO99MFE9Ynvraqr9VrIiKjPJFpznJS%0ABzvvx5xGRJRbdvKz0+sIczoRFTKlHzrslBceXCqlxJptnVj1wk5sf78H08aV4qsL7T0p//mtnXhw%0A7cB+Ny+Yggtn2Ntv1QsDT9j/6kKb+23r5JP5C5Nyv0AvxC4ls8oTABzlrIzqYvF+BZTTlKoswIcO%0Au4IPHXYdHzpsjxvXX6v8DMDRdcRqP8VyOqmBJxXlHBts8vhHXygciXtYWuLrROFwBG++9yHGDB2E%0AU8cMjS7fe7AXXR8dx8yTRxjuHwxHsG77ATQ8lvyE/cbrqlE7rQwlfDJ/MVLuouOV2KUBqfLE+R87%0ACR8cOZZWzsqkLm9Z5MgZJ4/AusLJaUURv2ywScAGG9exwcYeN2aJssrPp500HLO//yxiO8dYXkcO%0A9aKsdDA27PygUHI6qUHJ+CW1MYvlSGL3zHA4gsSmMqOms9hhS36/Dx8/eQRGDx0Ut40QwNNvvmd6%0AUSrx+7DqBeMn7D+4dqdhYw3AJ/MTFSqr7uPprkuVJ04Y5MegQHyuiM1ZbnZlD/h9eKb1vaTl+vuV%0A+H1Yu62TOY2IKMcCfh9OCPgwbuSQuOUnjxqCIQEfhg8J4KxJY+LWWV1HBgd8OKHEn/I+lcOliEh1%0Ays0SpSIpJdbuOBDtrnn9eRPxjUum44WELpyJQ5SklFi3/UB0GJO+3yu7Dsbtd/PCKfjXT063rAOf%0AzE9EQHI+Sux27mTdqWOGomVfV9J7nTp6KKSUaG3vxldeeC0pZ1nVxWlX9n+9eDqe39aJJU+2GObI%0AvpDxzTpzGhFRdlWOLTUdng8A5aVDkvYxu458deEUlM8YnPL64/Y1hogo1/h1YpaFwhE8v60TDY9u%0AQsu+LvQFw7jmnIl4buvAst7jYbTs60LDY5vw/NZOhMMRBMMRPL+1Ew2Ppd5v8WObsGZbp+W3BlfO%0AGY+ADzj3tDH41OxTcO5pY+ATfDI/UTFJzEexOeTo8TCe39aJmx7fhDkTRuEbl0zHnAmj8JXHtfxy%0A9FgYX34sfr/6R7V1Sy+bDl/Cva9PAEsvm6GV+UR8mV/75Sb09r9fYl30Mp18C6of3+LHko/v+f4y%0ATwgYX/aY04iIske/r/3y45swuMSHi2aMxeASH778uHbvGwxHcPijvrj71IBv4DpitJ+d64+b1xgi%0AonxgD5ss0YcKJA4XOHvyGJw6ZiiWPNmS1IXzjoun44KpJ8Hv98EPxA1jstpPH9p00cyxce8PINrF%0A/wdXVOHb/zQTQ0r80W32HerFod7jCIYjps+w+VrdFNQbjA3Wn8zPIQRE6jAbvnTWpDEYPjiAno+C%0AaL37krg88Y1LpuPpN9+Ldld/5Z1D0XV6t/Pf31yDsyfHrzt78hiMGzkEL//jg6Qy77x0OgYFrLuy%0AXzhjLKwk5i399YMmwz9/unYnPjFzLD4zdzwef3Wvo5yW7nPH7MhGmURE+WKWm0v8Pry25xDW3r4w%0A7lk0+w714pev7sFFM8fivxadhaGDB/406fywD+UjhuCRl3aZ7nfhjLGm15+bHn/N8TWGiMgr2GCT%0ABXoXzDf2deHrn5wWN6xI7+6ZONTozkum48u1p+H5rZ14o93+fjq9O//tv3kDZcMH4RuXTE96av5X%0AF05B3Yxy3PrU69h3qDflLFEBvw9108vReF110pP52Z2USE1GOUTPL5+ZM96wu/pnzhgft11cef25%0A59uXz8R3//RmNE98+/KZpmV+/9Ono6pipOMhl4nDRaeNLcVX66bgQovhWXqZcyeMRtMXqh3N0Od2%0A13p21yeiQmKYm2PuNVMNWQ1FJK5YtSHuWlE+YkjK/cyuPxzWT0SFgF/juUzvkn/T45tw0nDt4cBX%0Azhkf7a7Z2dMHQBtq5BPaEKXPnHEKvjRvUnQI1Mbdh5K2mVI+DAAww6Tbvt6d/92u3pRDrm7/5DS8%0A0d7/2qJbaCgcwZaObkwbV4rf31yDt75/CX5/cw2mji1Fa0c3u5MSKSg2r+jdzg/29iUNw0zMG8Fw%0ABAd7+0yHVc5IyBMzxpWalvnD/307WhfDOloMTzKtp8XwrNgyhRConVoWV9faqWWWDSRmQ8ncGL7F%0A7vpEVAisriGb9xyO5ryvJAxt+srjA/eir7zzQdy6+55929ZQV6PrD8Bh/URUGNjDJk2puq8H/L6k%0AYQU/uKIKX679GH6weiv+9vb72HeoF3d/6uMYMyx+asPTx4/EJ2eOs9zmkS+dg9t/+waeefP96DIh%0AgJsWaN35p588wnLo1E/XDgxfGHnCIJx+ykjT4wn4fbj7T2/hjfYunD15DMpLh6Czpw+v7jqEM04d%0Ahd/fXOPOh0pErjPKVQDwvU9/HKMTplU9dPRYytnkLpo5FiuvmosxwwZH1+071IvDvcdNZ70zK/PV%0AXYfwfnef6ZBLPZ8JaLPj6cL9XevN6mk2PCu2TH2oaqxUQ5BSzYR14YyxaQ9tslMmEZEqrHLzG+1d%0AOHPSGGy2GBL1iZljce5pJ+KTHz85uu7Q0WMI2BjqmsjfPzsUh/UTUSFgg00a7HZfNxtW8NNr5+Jf%0Annodm/YcwmfO0LZJ7N7500VzcdMTm7F6y3vRIVKx23ytTtvm35/dhkdf2oNp40px0wJtKIDPJzBh%0AjNYTJ1U30ItmjMWXaib39wZ6zfR4tu/vQUQi7o+f2HKIyHusclXV+JFJeSXVcCJ9to3Ne7pMZ/dI%0AHIJpNYNURALL/ncrHrjqjKQhl7H5rLWjG9/945vRMpuur8aJwwenzG/fumwm7vrzm4ZlOmX2npnM%0ARMLu+kRUSMxy2uCA9gVmqqFNew5+hO/+aWPSNSbVUFcj+rB+J0NgiYi8RMjEJusiIIQYAaC7u7sb%0AI0aMsLVPKBzB2h0HcNPjm3DduZMw4cRh2HvwKB57ZTd+dm01Fkwtg9/vQzAcwbrtB9DwWHKLftMX%0AqlE7tQyANj1ug0Gr/0PXVWPa2FIIoV2IjMpp/IL2fvo3A3sP9uLJjXtwxyUz8P3/eQvf/T8fxxWr%0ANhhe3OZO0HrGdH7Yhzfau/GVxzfhrEkDvWc27j6Eh67T6hnw+1KWQ0pT7m7FSewWGz1XJeaXEj/w%0A1vcuxYs7zPPTzFNGoObeNYjErPMJ4KU7L8Sb73Ynlen3AW/cdTFeeeegYT4zKxMYyCGHjh6L67Wz%0A91AvnnxVy2fXNL6Ml/4x0Fj8vU/NxPXnT06Zlw4dPY4xwwYNlBmTI50yek+rzyY255t9i5thfi2K%0A+J105+rsVsqm3fdenu8qaO4eme8auKZq8oR8VwEA0Hp9a67fUrnYBezFr1lOu+ufZuC68ybhhe0H%0AsNjg+vPQddVYOK0M1//337FhZ3zvSDvXESt8sDu5TMn4JbWxh41NRkOdAOCOS6fjeCgS7bafqru+%0A3s3drCu8PmQJgPmMUC/sxEUzxmLF82146R8fYOPuQ/jZtdXYe7AXj768G1+smYybF04xvCjetGAK%0A3u/uw7iRQ7B5j/VT98PsTkoUR4UbP7OhNtedOwmDAukPJ7KabUOfXcpqaI/ZEKWb+4coDRscfxkq%0ALx2Mz1dPQMhgmNUPV7+Na86ZiK8unGLY6HTzgik4HorgvGV/w5wJyQ3R+u8r3d+jWdf6TGYiYXd9%0AIm+oeqQq4zLy0OjjOcFwxDQ3nz/lJFtDm6aNGxHXYGPnOmI206ku3SGwRERew6yVhs/MGY/mtg9w%0AxaoNmPndZ3DFqg1obvsAwwcHcN/TW3H7b94AYK+buxvb7DvUi+OhCB66rhoXzSjHkxv3YHDAr02P%0AOEPrBjp3wigMG+TH3Amj0HhdNS6cUY5n39Kef/OvF0/Htvd74o5n2/s90a6p/pjupLHlNH2hGnXT%0Ay3nRo6KiD3uJjZd1Ow7Ai70UjXLHhBPtDZf81mUz4+L9W5eZz7Zhd/a6xDL1XOT3CazfkZxTJ544%0AFAG/D2XD42elOh4G1m3vxIUztNnrjMos8Qs8uKgax0MRPL91fzRH6jnLye8xYJILM5mJxKxM5lci%0AUlGJ32eam6f2P/w3Va7Uh/UbrTO7jlg11hARFQL2sLHJaKiTPqPHQ9dV4+qzJ+KO32kNNtPGlhp2%0ACY19Kr0b2/zH/5sNQHso28Ejx3HHJTOiXf4P9BzDnAmj47qK9gXD8AmB68+fhFA4ktQ1VX/qvt41%0ANeD3RWdUif2WOBSOcOwvFRWjYUZ6/Kca9pIPRrlj76GjpuuAmNmeTi6Nyxv6w4qN9oud9c6qzGnj%0AhiflomBYJg3P0mcUabyuGrXTyvDB0b6kMh9c+w9cNHMcaqeV4aKYh00GY/KSWc7K5PdolAvDFp9N%0A7PGbYX4lokLy6q6Dhrn58NHjGDN8cMpcuffgUdN1005Ovo7sOdiLitEneOr6S0TkNmY4m6yGOv10%0A7U5MOHEoILReLzcvnILE+22962ZfMIy+YBhftdjmeCiCUDhiWo4+28kb+7rw4UfH8dqeLpyz7Dlc%0A9dDLWPJkC6566GWcu+w5tOw9HP2D4tt/aMXpdz2Dqx56GSvXtKXsmpo481UsfUhBLE5BS4Us1Yw+%0AXrpZ1IfaJOaO7e9/aCuvmMW70X4bdx/Ckb6Q4fvpQ3uO9IVQdfcz+P7/vIVfvLQb3/+ft/Cjv26z%0AHJ714NqdKPH7MGPcCMMyQwZd4EtS5Cz931S/x7BFbkssN3YmErPjT5Ub2V2fiApBKBzBkWNhnH7X%0A03jkpV1Yt+MAHnlpF06/62kcOR6KDpmyuvd97JXdSev0a9OPntkWdx05/a5ncNuvX2fOJKKCxyyX%0AhlRdOcuGD8EPVm/FhdPL8ZBJd/1fbNiNX2zYbdml/432wwj4fYblPHRdNS7s7y7/+Ct78NN1/8BF%0AM7TtjIYA6M/W+X1LB0IRbbantv1HbB2PGZWGhhC5RZUZfcyG2iy9dKatvGJWptF+P7u2GkMH+S2H%0A9gwb7Meqa6rx+r4u/Mcz2/D6vi584dzJAFJ/pjecP9n14UKp3vPthGGiTodLcWgTERUTPRc+uKga%0Af3r9Xdz8+Gv40+vv4sFF1Th19FDLIVP6cNafLjK/Np0yehh+vmE37v7zW/j5ht0IRbx3/SUiygYO%0AiUpDqq6cnT19eOWdQ7jpic343qc+ntR187/WvYN7n9kWXfbFeZOSuo1GIhJnTToRAPAfz27DNedM%0AjCtn78Fe/Mdft+GOS2ZEh0SFw5GU3epj6253GIMR1YaGELnF6bCXfLAavpMqr5hJtZ9VDkrsIm93%0AKNEpI4ckDc/KdLhQqvf84eq3o+szGS7FoU1EVGxS5cI/tnTg0qqT464HfcEw/vh6B66YU4GqipGm%0A1xir4VJERIWMDTYWYocHWD39/qYFU7D3YC9e3aU9vf6vb7+Pz1VXoGz4IAgBtHUewT+tXI9geGC/%0A+57dhsqxw6PTgQPxXfpD4QjmThyDBT96IWna7Z9dWx1XN7/BHxGJM6DEzkby6q5D0aFbRjNJWc1Q%0AkmpIgdmMKEQqU3FGH7PhO9WTjPNK7CxKidLJR0bvnzh8ye/3WeZUs5k/Mv2MU/0e3+v+KJrHdXZz%0AG4c2ERGZC4YjKB1Sgqq7n8F1507ChBOHYe/Bo3jsld342bXVONIXwrz7nseZE+OvMf91bbXpcCmv%0AXn+JiNzEDGcicdjPX95417ArZ9MXBmZoOqEkviu83++Dz+fD1LGl+Nm1xt3ljRpbgIEhCD+7Nn6o%0A08+utR66YFZWbJf9E0rMZ5Ky041flaEhRG4plGEv+nH8V0Je+a9rrY/DzXykS9093v3PNNXvcdn/%0AbkPEYPQTcxsRUWpWQ+b1nP/TRfFDZH+6aGD47E8XJV+b9OFSZvfRqlx/iYicEsX43BEhxAgA3d3d%0A3RgxYkTSeqNhPwBw56XT8aWayRgUGLg4BMMR+BDfy8WotT9xmZ1vBO57eiuuOWciTh0zNLps78Fe%0APLlxj+XQBTOJ7xkORyCR3BsnVb2uWLXBcEjB3Amj4rqykucpN14jVexmm5M49pJQOIK33vsQY4YO%0ASsorXR8dx8yTR5gej9v5SJfYk8aoZ43bzH6PiuW2oojfSXeuzm6lbNp97+X5roLm7pH5roFrqiZP%0AyHcVXNN6fWs6mysXu4Dze2chgGduuQDTxo3A39/5AHMnjknK+Zv3HMI5p51keT1Q/fpLBUPJ+CW1%0AcUiUAbNhP/c+vQ1rtr6PX39l4Mbd6A8Ls6FEqbaJ5XToghWjIRJ26p5YL9WGhhC5RfVhLwG/D3f/%0A6S280d6FsycP5JVXdx3CGaeaN0pkIx/prGZ7yhazmbCY24iInLEaMv+dP7biiYbz0NOnzSL1zctm%0AYtJJw7H7gyO453/fxqprqg0b6+3M/kdEVOiUbLARQswH8K8AzgRwMoArpJR/dPM9zIb9vPWuva7x%0AmX4ToHfdf+i6aqx6YSee37of08aVRmd/ytfDLGOHFKx6YSe2v9+DaeNK8dWFU/JaLyKyZ/v+HkSk%0ANmNc3HKLYT/5yke5/EaVuY2yroB6xxAZsbp31odEPbgoPsc+uCi/97VERF6nZIMNgGEA3gDw3wB+%0Al403yGRGGH0M76o1O7F9fw+mjS3F1+rSv+n36swjXq0XEaXmNLflOu7dyqPpYG4jInLOzvXlnNNO%0AjMuxR/pCOakbEZGqlOxPKKV8Wkr5bSnl77NRvt41PvEePbZrvNW+z2/rRMOjm9Cyrwu9x8PRqWHX%0AbOu03NeIV7uAerVeRGQuk9wG5C7u3c6j6WBuIyJKX6rrS7A/r8/+3rO46qGXseTJFlz10MuY/f1n%0As57XiYhUVhR3okKIwUKIEfoPAMuvkjOZESbVtNe8+SeyL93YJWuqzHbFPFoYGL9E6nL73rmkP6+H%0AI9qQ3D+/8S5eeecQwhHmdSIiK6oOiUrXUgB3pbNDJl3jOe01kWvSjl2ypsqwH+bRgsD4JVKX6/fO%0AzOtEROkrlubsZQBGxvxU2NnJadf4aWONv4Sw8/wbIorjKHbJmgrDfphHCwLjl0hdrt87M68TEaXP%0Ae3fpWSClPCal/FD/AZC1pvxMnxFBRANyGbvkHcyjhYHxS6Qut+OXeZ2IyJmiaLDJJVWeEUFE5FXM%0Ao0REhYV5nYjIGSWfYSOEGA5gSsyiyUKIMwAcklLuzVO1olR5RgQRkVcxjxIRFRbmdSKi9CnZYAOg%0AGsALMa9/0v/vIwBuyHltDKjwjAgiIi9jHiUiKizM60RE6VGywUZKuRYAm+OJiIiIiIiIqCCxWZuI%0AiIiIiIiIyGPYYENERERERERE5DFssCEiIiIiIiIi8hg22BAREREREREReYySDx12y4cffpjvKhDl%0AzciRI0cA6JFSynzXJV2MXSp2jN/ccqPOI1yoB3lTOueHyrELqBm/RG5RPX5JTaIYzzchxHgA7fmu%0AB5EHjJRSKnP3xdglisP4JVKTUrELMH6JYigXv6S2Ym2wEQBOAdCT77oUiVJoF/kK8DPPJTufu1Lf%0AEjiIXZ575vjZmFPlsyn0+M0HVX73mSiGYwS8fZxKxS5gGL9e/nzzjZ+NuUL4bJSLX1JbUQ6J6g+y%0AjnzXo1ho13gAWoJji3SOFOLnnm7sFuJn4BZ+Nub42WSHCtfeYvjdF8MxAsVznLmSGL/8fM3xszHH%0Az4YofXzoMBERERERERGRx7DBhoiIiIiIiIjIY9hgQ7lwDMD3+v+l3OHnzs/ACj8bc/xsilcx/O6L%0A4RiB4jnOfOHna46fjTl+NkRpKsqHDhMREREREREReRl72BAREREREREReQwbbIiIiIiIiIiIPIYN%0ANkREREREREREHsMGGyIiIiIiIiIij2GDDRERERERERGRx7DBhoiIiIiIiIjIY9hgQ0RERERERETk%0AMWywISIiIiIiIiLyGDbYEBERERERERF5DBtsiIiIiIiIiIg8hg02REREREREREQewwYbIiIiIiIi%0AIiKPYYMNEREREREREZHHsMGGiIiIiIiIiMhj2GBDREREREREROQxbLAhIiIiIiIiIvIYNtgQERER%0AEREREXkMG2yIiIiIiIiIiDyGDTZERERERERERB7DBhsiIiIiIiIiIo9hgw0RERERERERkccUZYON%0A0IwQQoh814WI7GPsEqmL8UukLsYvEVF+BPJdgTwpBdDd3d2d73oQ5ZOKN12MXSIN45dITSrGLpBm%0A/E66c3XGb7j73sszLoPIZarGLymsKHvYEBERERERERF5GRtsiIiIiIiIiIg8hg02REREREREREQe%0AwwYbIiIiIiIiIiKPYYMNEREREREREZHHsMGGiIiIiIiIiMhj2GBDREREREREROQxbLAhIiIiIiIi%0AIvKYvDbYCCGWCiE2CiF6hBCdQog/CiGmpdjnBiGENPgZkqt6U/aFIiHL1/kqK5dlE6kkG7HA+CKi%0ARHbyQuwy5hEiIlJZIM/vXwtgFYCN/XX5IYC/CiFmSimPWuz3IYC4hh0pZV/Wakk5JaVEc0czGrc0%0Aoq2rDZWjKrF41mLMr5gPIUTeyspl2UQqMYqFhlkNqK2odRwLjC8iSmQnL+jbtHS24Ja5t2B9x3o0%0AbWliHiEiIiUJKWW+6xAlhCgD0AmgVkr5osk2NwB4QEo5KoP3GQGgu7u7GyNGjHBaDGVBKBJCc0cz%0AlqxZAomBc1NAYGXdStSMr0HAZ6+d0c2ycll2Dil3t8rY9R6rWFhRtwI142tQ4itxrUyF4ivbGL9U%0AVOzkBQBo7mjGrS/cir9c8Re0dbXhljW3eC2PKBe7QPrxO+nO1Rm/5+57L8+4DCKXKRm/pDavPcNm%0AZP+/h1JsN1wIsUcI0S6E+IsQYo7VxkKIwUKIEfoPgFJXakuuC/gCaNzSGHdzBQASEo2tjWndXLlZ%0AVi7LpgGMXe+zioWm1qa0G2tSlcn4Ugfjl9xkJy/o28wpn4OK0go0bWliHnGI8UtE5A2eabARWt/U%0AnwBollK+abHpNgA3APgUgKsB9AHYIISotNhnKYDumJ92N+pM2dHW1Wa8/LDx8lyVlcuyKYqxq4Bs%0AxALjqyAwfslVdvJCW1cbyoaW2d6eTDF+iYg8wDMNNgD+E8AsaI0wpqSUr0gpH5dSviGlXA/gcwB2%0AAPhni92WQeu9o/9UuFNlyobKUcZtb5Wjrdrksl9WLsumKMauArIRC4yvgsD4JVfZyQuVoypxoPeA%0A7e3JFOOXiMgDPNFgI4RYCa3HzEIpZVot+FLKCLSHFptefaWUx6SUH+o/AHoyqjBlTSgSwuJZi+EX%0AflSPrcalky9F9dhq+IUfDVUNac3uoJclEoabCoi0y8pl2d13MlIAACAASURBVDSAset9oUgIDbMa%0ADGOhvqoewUjQUZmML/UxfslNdvKCvk1LZwvae9pRP6ueecQhxi8RkTfk9aHD/cOgVgK4AsACKWXa%0AfVT7y3gVQKuU8ks29+GDDzMUioTixn8nvs6ElBK9oV4MKxkWXXY0eBRDA0MdzRL1YvuLaGxtRNvh%0ANlSOrkRDVYNrs0Rlq+wcUaKSsRi78bIRh07KlFJiXfs6NLU2RWOhvqo+OkuU0zIVj69sU+5DYPyS%0A05ylb2cnL+jbtHS2YMncJVjXvg4Ptz7spTyiXOwCfOgwUT8l45fUlu8GmwcBXAPg0wC2x6zqllJ+%0A1L/NowA6pJRL+1/fBeAVAG0ARgBYAuA6ADVSyldtvi9vGjOg/3GWrel23SzfsPHn+FEMLUm/8cdI%0ANhuuckC5iw5jd0A24jCTMhPP/WAkiBJfiatlKhZf2cb4JaU4zQWx+40vHY/bz7wd5cPKo+uN8kLs%0AMg/mEeViF2CDDVE/JeOX1JbvBhuzN/+ilPIX/dusBbBbSnlD/+v7AVwJYBy0h6C1ALhbSvlyGu/L%0Am0aHsj3dbjam9b71hVsxp3wOyoaW4UDvAbR0tmD5wuWcGljBiw5jV5ONOFSlTIpi/JIynOYCo/18%0Awoczy8/E7Wfdjqmjp6qYQ5SLXYANNkT9lIxfUlten2EjpRQmP7+I2WaB3ljT//pfpJQTpZSDpZTl%0AUsqL02msocxke7rdbEzrHZZhbNq/CU/vehqb9m9CWIY5pScpLRtxqEqZRKQep7nAaL+IjGDj/o24%0A5+/3MIcQEVHB88RDh0kt2Z4mU5VpvYnySZWptBmDRAQ4zwXMIUREVMzYYENpy/Y0mapM602UT6pM%0Apc0YJCLAeS5gDiEiomLGBhtKS7an23WzfE4NTIUqG+e2KmUSkXqc5oJQJISGWQ2G+9VX1SMYCWat%0AzkRERF6Q14cO5wsffJiZbE+362b5elnNHc3oC/VhSGAI5o2fl+8pPb1CuQ+AsTsgG3GYjXhhDGaN%0Ach8e47e4JeaCEwIn4LLTLsPsstm2Zolqam2K5rr6qnrUVtSqmkPUrDQfOkwEKBq/pDY22PCm0RE3%0Ap8k0KktAwO/zR5fpUwQ7eb9UdTV6Pw9M+2lYD5frpdxFp1Bj1+nvORv7OV2XjXqSJcYvKccqn4Qj%0AYUhIw1yRuG3sPYHZNqmWu308aZStXOwCbLAh6qdk/JLaOCSKHEm8IXF68yOlRHNHMxatXoSznzgb%0Ai1YvwoaODfAJX9w2Gzo2JG1jp7HRqPzmjmZEZATfePEbce93/2v3x22T78ZMs7rnu17kLrMYsPN7%0AdhKHVueVVV2cno+ZHB8RFQ49F9z/2v2IyAjWd6yP5oX7X7sfPuEzzRV6bpNSYufhnfjS01+KbrP9%0A0HbLPLPt0Las5B/mNiIiygX2sOG3fHkTioTQ3NGMJWuWxE3ZKSCwsm4lasbXAEDKbcz+SLUqf3nd%0AclSOqsTlf7gcUsq41xEZgYDAiroVqBlfE9ezJ1es6u5ivZT7lqDQYtdODLjZEyXVeVU9thrznpqH%0AsAxH1/mFHxuu3oCN729M+3zM9fEVGcYvKUPPBbe+cCv+csVf0NbVhlvW3AIJCZ/wYfUVq+OW6VLd%0AD+j77uzaaZqfpoyaEr22J5aZSc/gDHKbcrELsIcNUT8l45fUxh42lDcBXwCNWxrjbnYAQEKisbUR%0AAV/A1jZOyn+49WFUlFZgbvncpNf6Nk2tTXlprAGs657PepG7Mjm/3X6/ptYmDB80HHPK58Stm1M+%0AB8NKhjk6H3N9fETkTXoumFM+BxWlFWja0hTNC3PL5yYt06W6H9D3tcpPsdf2xDIzPR7mNiIiyjY2%0A2FBetXW1GS8/3JbWNk7LLxtaZvjabvnZlMlxkzpy/Xu2GxO6aIw4rCfPYyICtFxglE/SyTGJ29jd%0ANzGvuZF/mNuIiCgX2GBDeVU5qtJ4+ejKtLZxWv6B3gOGr+2Wn02ZHDepI9e/Z7sxoYvGiMN68jwm%0AIkDLBUb5JJ0ck7iN3X0T85ob+Ye5jYiIcoENNpQ3oUgIi2cthkgYDiog0FDVgFAkFN3GL/yoHluN%0ASydfiuqx1fALf3QbJ+XfWHUj2nvasblzc9JrfZv6qnoEI0H3D9yGUCSEhlkNhnXPZ73IXXZiwO33%0Aszqvjh4/ipbOlrh1LZ0tOBo86uh8zPXxEZE36bmgpbMF7T3tqJ9VH80Lmzs3Jy3TxeaKcCSMb537%0ALZw19qzoxAT6vlb5KfbanlhmpsfD3EZERNnGhw7zwYd5JaXEi+0vorG1EW2H21A5uhINVQ2YXzEf%0AQojoNr2hXgwrGRbd72jwKIYGhka3AYyn0zQqv76qHvMr5mPp+qXoONIRfb/lm5fjyW1PRrepraiN%0AKz/XpJRY174OTa1NcXV3sV7KPTitEGPXTgyYcTKlrNV5BcC0LgAcnY+ZHJ9TRTKNOOOXlKLngpbO%0AFiyZuwTr2tfh4daH0Xa4DVdPvxq3zL3FNFdEZAR+nz9aVmdvJ3686cfoONKBpWcvxcwTZ5ru+/bB%0At7Hs1WUZ5R+jKch9wuc0tykXuwAfOkzUT8n4JbWxwYY3jXmX6o8r/Q/Mxi2NaOtqQ+WoSiyetRjz%0AK+bjgc0PaI0sMcsSb5QSywtGgnEPSQ1FQhAQcTeDidvkg5QSoUgIJf6BegTDQQR8ATbYFFjsZtLw%0AYhQXqRpQrM4rq7qkiiU3j88pp5+LgpQ7mEKNX7LPKp+EI2FIyKRc4Rd+y5jef3Q/nt39LC6ZdAnK%0Ah5UnvVem+ccqp4Rl2EnZysUuwAYbon5Kxi+pjQ02vGn0NLtTc+tTcRfKVMH6cd+29jZ8btrnMKF0%0AAvb27MWvt/8a9y+4361jVO6iw9jVOJ1SNkfnVd4U2TTijF8qeFYxvaJuBWaeOBMX/+5ihCIh+IQP%0AZ5afidvPuh3TRk+L+xImG++fQU5RLnYBNtgQ9VMyfkltfIYNeZrdqbn1ZYUynaZ+3MFIEE9sfQLL%0AXl2GJ7Y+gWAkWDDHSM45nVK20M8rTrVLVFisYrqptQnlQ8txRtkZAICIjGDj/o245+/3uNJYk+r9%0AmVOIiCgX2GBDnpfOdJ2FNJ0mpwwlK5xm21ihHx9RscnHlN3pvD8REVE2scGGPC+d6ToLaTpNThlK%0AVjjNtrFCPz6iYpOPKbvTeX8iIqJsYl9O8jR96sx/XvPPSePHjabi1qfTVL2bstVxF8oxknNOz49C%0AP68K/fiIio1VTKeastuNWGdOIS+peqQq4zJar291oSZElEt86DAffOh5VtMCx07Fne2pgnMtB9Mh%0AK/dBMXYHOD0/9P329uzFYN9gHIscw4TSCQUTO/mYRjxPlDsYxi85YRXTuz/cje9u+C52HN6RtVjP%0AQk5RLnYBPnTYC9hg4wlKxi+pjQ02vGlUgtF0wj744h4saNWrwGraTbOpRBPLyvbUxE7rlQHlLjqM%0A3XhuTbMdu5/T8zyXU3erVJcsYvxSwTGLXbs5y2ra8Ezq4nJOUS52ATbYeAEbbDxByfgltRXcHSwV%0AHiklmjua0dzejL5wH4b4h+CCigswv2J+3HZGN0/6vo1bGtHW1YbKUZVomKV9M3bn+jtx8rCTcevc%0AW7GufV3cNotnLY779syonMRt3DhGo/JTHSMVJ6u4SNXDxigmaitqAcDReZ7t+EhXYpwwboi8zyo3%0AbT20FX9q+1M019VU1KC2ohbLNy/H3PK50d4232n+DnZ07cg4ByXWZeqoqbj9rNsxu2w2hBDMKURE%0AlDPsYcNv+TwtFAmhuaMZS9YsSRo/vrJuJWrG15jeOFntu7xuOSpHVUJAYEfXDtyy5hbT8gE4rkO2%0AjzFDyn1LwNjVOD1nzPbzCz82XL0BG9/f6FqZOTh/ix3jlwqGVR5ZUbcCU0ZNweV/uBwRGYku16/j%0A//SHf8IDCx8w3MZJDspBTlMudgH2sPEC9rDxBCXjl9TGWaLI0wK+ABq3NMbdNAGAhERja6PlTZPV%0Avg+3PoyK0gqMLx2Ppi1NluVnUodsHyMVJ6fnjNl+c8rnYFjJMFfL5PlLRHZZ5ZGm1iZUlFZgbvnc%0AuOX6dXxO+RzTbZzkIOY0IiLyEjbYkOe1dbUZLz9svDzdfd3aJhPZLp8Kj9Nzxmi/sqFlrpdpZz8i%0AIl2qPKLnKaPlqbZxuy5ERES5wgYb8rzKUZXGy0cbL093X7e2yUS2y6fC4/ScMdrvQO8B18u0sx8R%0AkS5VHtHzlNHyVNu4XRciIqJcYYMNeVooEsLiWYshEoaMCgg0VDUgFAk52vfGqhvR3tOOjp4O1M+q%0Atyw/kzpk+xipODk9Z0KREBpmNSTt19LZgqPBo47L5PlLRJmwyiP1VfVo72nH5s7Nccv163hLZ4vp%0ANk5yEHMaERF5CR86zAcfep6UEi+2v4jG1ka0HW5D5ehKNFQ12Jr9wWjf+qp6zK+Yj6Xrl+LkYSfj%0Alrm3pCw/kzpk+xgzoNyD0xi7A5yeM1JKrGtfhw0dG9AX6sOQwBDUjK+JzhLltMw8nL/FTrkPlvFL%0AVsyu17UVtXjz4Ju479X7ostvrLoRtRW1WLF5BeaUz8H8ivl4++DbWPbqMldyUGJdpo6eiq9Xfz06%0AS1SGlItdgA8d9gI+dNgTlIxfUlteG2yEEEsBXAlgOoCPALwE4A4p5fYU+30WwL8B+BiAfwD4lpTy%0AD2m8L28aLYQiobiH6qV6nY86hSNhSEhb9UpcHowEUeIrSbusbH8OTo8xg3opd9FRNXazde6kOred%0A7GdVV6frcs1Ldckixi95lp1cYbSNgIDf50/az2l5duLebL8s5jflYhdgg40XsMHGE5SMX1Jbvu9g%0AawGsArCxvy4/BPBXIcRMKeVRox2EEOcB+BWA7wD4A4ArAPxaCDFPSvn33FS7cEkp0dzRjMYtjWjr%0AakPlqEo0zNK+pbpz/Z3o6OnA4lmLc/7NeeKNkU/4sK59XVI9aytqk+qVuG/iH7SxN4dm+xgtc/sP%0AQDvHmPjZG/2+8vH7IXPZ+h3p5Ta3N6Mv3Ich/iGYVzHPMAbSqY/Zee50v1xjTBDll1EM1s/Sesos%0A37wcF028CKefeLppnMbS84hVfrGzTTp11ethN/cRERFlk6eGRAkhygB0AqiVUr5oss2vAIyQUl4a%0As+wZAIellFfbfB9+y2cgFAmhuaMZS9YsiZvOUkBged1yVI6qxOV/uBxSSqysW4ma8TV5+aPMqp4r%0A6lagZnyNrV4GXmZ1jPpnDyDlNil+P8rdaaoWu3Z+j05iyGkMOK1Pto7DbarU0yWMX/IcO/cRAgJt%0AXW15j9McXWeNKBe7AHvYeAF72HiCkvFLavPaQ4dH9v97yGKb8wD8NWHZswDON9tBCDFYCDFC/wFQ%0Amlk1C1PAF0Djlsa4mxIAkJB4uPVhVJRWYG75XEhINLY25u0PH6t6NrU2Kd9YA1gfo/7Z29lGdarH%0AbrZ+R05jwGl9VDnXVKlnsVA9fil9du4jxpeO90Sc8jprjfFLROQNnmmwEVq/0p8AaJZSvmmx6TgA%0A+xOW7e9fbmYpgO6Yn/YMqlrQ2rrajJcf1paXDS2Le50vqepZCOwcYxF8DsrHbrZ+R07LzfV+uaZK%0APYuE8vFL6VPp2qVSXfOA8UtE5AGeabAB8J8AZgGwM6wpcRyXMFgWaxm03jv6T4WTChaDylGVxstH%0Aa8sP9B6Ie50vqepZCOwcYxF8DsrHbrZ+R07LzfV+uaZKPYuE8vFL6VPp2qVSXfOA8esxrbv2ZvxD%0AROrxRIONEGIlgE8BWCilTNWC/z6Se9OUI7nXTZSU8piU8kP9B0BPRhUuUKFICItnLYZIGJ4pIHBj%0A1Y1o72nH5s7NEBBoqGpAOBLOWz0bZjUY1rO+qh7BSDAv9XKT1e+ioaoBoUjI1jaqUz129d+RX/hR%0APbYal06+FNVjq+EX/ox+R3oMGJVrFQNOzxlVzjVV6lksVI9fSp9RDPqED2eNPQtLz1mKA70HcKD3%0AgOk1PJdxyuusNcYvEZE35HtabwFgJbSZnhZIKVP2L+1/6HCplPKymGVPA+jiQ4czJ6XEi+0vorG1%0AEW2H21A5uhL1VfWYXzEfS9cvRceRDiw9eymmjZmW0ymuE19LKbGufR2aWpvi6plqhpx8cTIlqNHv%0AoqGqIWmWqFTbWPDeB5WCirErpURvqBfDSoZFlx0NHsXQwFBb56rZueO0XKfnTIbnWs6oUk8XKHcw%0AKsYvpS82BscPH4+vV38d5UPLo+vDkTB8wmcZp27eU1hdf3NwnTWiXOwCfOiwJ9w9MvU2KcvozryM%0A4qZk/JLaHDXY9De0/F8AC6H1bonrqSOlvNJmOQ8CuAbApwFsj1nVLaX8qH+bRwF0SCmX9r8+H8CL%0AAL4F4E/9+/4AgO1pvXnTaC3x5iYYCcY9xFRvLLEzpbYTZuXHTi3+zXO+mdRolFhPrzA6HrtTgtpp%0A6HHSGNRPuYuOirGbye/fKtYAZPW8cnO/XFOlnhli/JJnxTYsJ+YpfYrv7mPdGD1kdHSf/Uf348ev%0A/RgdPR2uTZttJ/9m+TprRLnYBdhg4wlssPECJeOX1Oa0wWYFgMUAXoA2FCmuECnlF22WY/bmX5RS%0A/qJ/m7UAdkspb4jZ7/9Ca6Q5DcA/AHxLSvn7NOrPm0aHsj2ldrpTi88bPw9+nz+jY8omj08zrNxF%0AR7XYzeT3nyrWqsdWY95T8xCW4bh1HjivKDcYv+Rpdq7nd790N26rvg1lJ5Thk7/7ZHSIkRu5zMPX%0AX+ViF2CDjSewwcYLlIxfUpvTZ9hcC+BKKeWlUsobpJRfjP2xW4iUUpj8/CJmmwWxjTX9y34rpZwu%0ApRwkpZyRTmMNZSbbU2qnO7W4lxtrAE4zXOwy+f2nirXhg4ZjTvmctMslIsoFO9fzsAzjnr/fg7Kh%0AZTij7Iy4bTLNZbz+EhFRIXDaYNMN4B03K0LqyPYUl6pMLW5XEU8JSsjs9283FtItl4goF+zkMLN8%0A5kYu4/WXiIhU57TB5m4AdwkhTnCxLqSIbE9xqcrU4nYV8ZSghMx+/3ZjId1yiYhywU4OM8tnbuQy%0AXn+JiEh1ThtsfgNgNIBOIUSrEGJz7I+L9SOPyfaU2ulOLe71KTWLeUpQyuz3nyrWjh4/ipbOlrTL%0AJSLKBTvX85bOFtRX1Uev7bHbZJrLeP0lIqJC4PShw7+GNkPUb2H80OHvuVK7LOGDDzOT7Sm1raYW%0A/9W2X+Gd7ncwb/w8Zabp9fA0w97/8BKoGLuZ/P6tYg2AV88ryg3lfskqxi9lJjH/TR09FbdV34bZ%0AZbPx+x2/x0lDT0JtRS3ePvg2lr26zPVc5tHrr3KxC/Chw57Ahw57gZLxS2pz2mBzFMDFUspm96uU%0AfbxpzJzRFJcAkpYJiLgHAxvtl7hNOBKGhLScsttO2Vbv6dbDBp0ej0emGVbuoqNq7Cb+vtOZgt5q%0A33TWxb52vi6IQFwcxr+mnGL8kqck5wctd1jlFz1nJS5Pdd00Ktvue6Zz/5AlysUuwAYbT2CDjRco%0AGb+kNqdXp30APnSzIqSWxBsbv/BjXfs6NG5pRFtXGypHVWLxrMWYXzEf9792P57c9iQqR1WiYZb2%0Azdad6+9ER0+H4Tb6st9s/w2CkSCumn4VNnRsSFm2viz2WzMpJZo7mg33deObO7Oyjepl9flR4dLP%0Ak+b2ZvSF+zDEPwQXVFxgu4eN2b4AUq6LPTcbZjVEe+aksy72/G1OisMGzHepZx0RqUvLVfH5oX6W%0A1hvwP1v+E5+e8mlMGjHJNL8kXhN9wpd0T6Hnqb+88xecNvI0zDxxZlJ53zznm0nLp46aitvPuh2z%0Ay2ZDCGF5v8JcRkREXuO0h83lAP4ZwFeklLvdrlS28Vs+d4UiQTR3bMCSNUvips8UEFhetxyVoypx%0A+R8uR0RGkpZJKS23ERDY0bUDt6y5xVbZK+tWomZ8TfQbtuaOZsN6xW7n7JjNy05VLw9R7s5UtdjN%0A5Bw029cv/Nhw9QZsfH+jablnjj0T856ah7AMR9edEDgBG67egA0msbqibgXOP+V8nPvLc+OeRWVV%0AprZuRf9xsKdNjjF+yRPs3AMICLR1tdnKhVZ5c0XdCpx38nk48NEB7OzaGbeNT/iw+orVSctj3+f8%0A8eeb5sAcXqeVi12APWw8gT1svEDJ+CW1OX3o8OPQnmHzDyFEjxDiUOyPi/UjBQR8JWjc0hh38wMA%0AEhIPtz6MitIKzC2fa7gs1TbjS8ejaUuT7bIbWxujN1sBX8C0XrHbOTtm87JT1YuKRybnoNm+c8rn%0AYFjJMMtyhw8ajjnlc+LW3TPvHpRYxGpTaxMG+Qfhc9M+Z7tMbV0TG2uIipide4DxpeNt50KrvNnU%0A2oTBgcGoKK1I2mZu+VzD5bHvU+IrQXN7c1buC4iIiLLB6ZXpVldrQcpr62ozXn5YW142tMx0mdU2%0ATsu2u28mMqkXFY9MzkGjfaNxk8b5BwCnlp5qa78JpRNslxm7joiKl508l04udFKe3dzYF+6zXQ8i%0AIqJ8c9TDRkr5iNWP25Uk76scVWm8fLS2/EDvAdNlVts4LdvuvpnIpF5UPDI5B432jcZNGucfAOzr%0A2Wdrv709e22XGbuOiIqXnTyXTi50Up7d3DjEP8R2PYiIiPLNUYONEOIyIcTFBss/KYS4NPNqkUpC%0AkSAWz2qASBjWKSBwY9WNaO9px+bOzYbLUm3T0dOB+ln1tstuqGqIzlgVioSweNZiw31jt3N2zOZl%0Ap6oXFY9MzkGzfVs6W3A0eNSy3CPHj6ClsyVu3Tebv4lgJIgGk1itr6pHMBzEr7f/2rDMowZlauvq%0AEYp55g0RFZeQRV6JvZabbZOYC0ORkGWeOhY6hvae9qRtNnduNlwe+z7BSBAXVFyQlfsCIiKibHD6%0ADJt7AfgNlvv611ERCfhKML+iFivrVmB22WwMDQzF7LLZWFm3EgsqFuC3O36LIf4hmF02GyvqVqC2%0AohYrW1ai6qQqw21il61o0bZfYaPslXUr42abCPgCmF8xHyvrVibtazQrRXrHbF52qnpR8cjkHDTb%0Ad/nC5RgaGGpZ7rCSYXhg4QNx6/59/r8jIAKG8aTHZcAXwP0L7jcsc2jJMCxPKHNl3QrMr6jlM2yI%0AiljAV2KYV5bXLUdtRS1+u+O3OHzssHbtt5ELAz7rPPXXPX9F97HupPKqTqoyXB77PiW+kqzdFxAR%0AEWWD01miPgIwI3GGKCHEJABvSSmHuVG5bPHyTBWhSCjuhiHxtZeFIsG4P9xCkSAEfPD7Btr2gpEg%0ASuK2CUFAxG1jtMzufkaflVG93PoD0+j3ZbdeHqDck+69HLtWEs+BxPM5nX1jX6ezLvY9E2Mgfp1V%0AmdmLJUob45dyKtX9SXJ+GFiv55h07nGsc1goOhukUXmp65rXey3lYhfgLFGewFmivEDJ+CW1Ob06%0AdQM4DcDuhOVTABzNpELFTEqJ5o5mNG5pRFtXGypHVWLxrMWYXzEfQng/PyT+4Wb0h1ziH6lGN0hG%0Ay5zuBykRaHsO2Pk3INgHlAxBYMongKmXAC58ponvabteVDT0uG5ub0ZfuA9D/ENwQcUFtuPa6hxL%0AZ100hvSYGDQcGHoi0HsQJcePRGPCuszUMU5EhcfO/UlyfggAUgKdW1Gy+l+A91sRGPtx4BM/AE49%0A2zDfJO0fI/Y+ILYnrdE+qa7Ndq7dREREXuC0h81DAM4FcIWU8h/9y6YA+B2AjVLKeldr6TIvfssX%0AioTQ3NGMJWuWxE03KSCwsm4lasbX8IYiXeEgsPM54KmrtZtGnRDAVU8CUy4C/EX9B6f3WwETeDF2%0ArXgurhkThYTxSznhOI8x35hRLnYB9rDxBPaw8QIl45fU5vQZNv8KrSfNNiHELiHELgBbARwEcLtb%0AlSsmAV8AjVsa426GAEBCorG1kY01TvhLgPU/ir9RBLTX639crDeKlEOei2vGBBGlyXEeY74hIiLK%0AmKO/FqSU3UKI8wF8AsBsAB8B2CKlfNHNyhWbtq424+WHjZeTDZ1b01tO5DLPxTVjgojS5DiPMd8Q%0AERFlxGkPG0jNX6WU/yGl/E+jxhohRKsQ4tTMqlg8KkdVGi8fbbycbCifkd5yIpd5Lq4ZE0SUJsd5%0AjPmGiIgoI44bbGyaBIB9Xm0IRUJYPGsxRMLQSAGBhqoGhCKhPNVMYeEgcMHtyQ8XFgK44OvaeqIs%0A8lxc6zHh8wOT5gGnf1b71+dnTBCRIcd5zOgaLHzApAuAy34EhHlfQ0RElIqjhw7bLlyIHgCzpZTv%0AZO1NHPDqgw+llHix/UU0tjai7XAbKkdXoqGqQZlZogyFg/Hj1BNfu71fIimBHc9o4+U7t2rf6l3w%0AdddmiVJ5GnYo+OA0r8aulYzj2q1YGKgQQsePIjB4eHRR6NgRBAYNyywmrOrp9jEQwPilHLKdxxJj%0AO/YaPHoS8InvAyNOMd8+TYpeg5WLXYAPHfYEPnTYC5SMX1Kb569qxUQIgZrxNag9tTa6LBQJqdtY%0AI6U2Q8T6H8U0ltyeurHE6X5GhNBmoph26cCycNCVxhrVp2Gn3Mgort2MBb1IAM2dm4zPW0clpqgn%0A4PoxEFFuCQA15Wei9rKYPHasBwISeO5u4NVG49iOvQbrjTe/vs6VXMBrMBERFQP2sOG3fNnhdDpP%0ARaYB9dx0zc4od0dbVLGbhVjIynlrVk+fH7hjD7C72fPxrCjGL+WGHuO/WgRMOA8YPhY4sh/Y+zLw%0A+ceB8pnAijmAjJjHtsv5TPFrsHKxC7CHjSewh40XKBm/pLZsP8OGipXT6TwVmQbUc9M1U+HJQixk%0A5bw1q+eE84DBpUrEMxFZ0GM8EtYaYN/8nfZvJAys/4k21Gni+dq2ZrHtcj7jNZiIiIoFG2woe5xO%0A56nINKCem66ZCk8WYiEr561RfYaPNV9ntZyIvCdVHOvxbmdbu8tT4DWYiIiKQbYbbL4MYH+W34O8%0Ayul0nopMA+q56Zqp8GQhFrJy3hrV58h+83VWy4nI6wg3PgAAIABJREFUe1LF8ZH99re1uzwFXoOJ%0AiKgYOG6wEUJcKIS4RwjRJIT4eeyPvo2U8pdSyqPuVJWU4nRKbUWm4vbcdM1UeLIQC1k5b83qufdl%0A4FiPEvFMRBYsc9FtwOHdwJ6XYpYZxLbL+YzXYCIiKhaOHjoshLgLwHcBbALwHhA/iFhKeYUrtcsS%0APvgwR/QZIXY+BwQ/AkpO0B4saGeWqB3PAId2AYEhQKgPGDPZc7PKFMA07EpUMlbRxW4WpqXPynlr%0AVU/A9WMgAIxfyiXTGL8Y2PwosO/V1Nd4KbXtWn8DBHvt3xOYVknZa7CnK2eGDx32AD502AuUjF9S%0Am9MGm/cAfENK+Zj7Vcq+or1pDAeTZ20wm6nJznYp9wsjJCII+AaWhSLBuNeO9wuHAEj3jsfhMYci%0AobiHGya+9jjlLjq5iN3Ec83wnE2X05hKsa9lXbOwX1bWkVOMX3KPo+ukxXU4Lt8MXBeTr5mZ5VdF%0Ar8HKxS7ABhtPYIONFygZv6Q2p0OiBgF4KdM3F0LMF0L8jxDiXSGEFEJ8JsX2C/q3S/yZnmldCp6U%0AWk+XpguBe07R/t35nPGMDXa2S1X+G09B+nxo7tiARasX4ewnzsai1YuwoWMD4hoJ093v5VXAc3cB%0APp97x+P0mIGkG0MFbhTJgpQy9TmbfqGOzy8AxrOtpKqr1XtKiUDbc8Dq24A/3gysvk17bWM/y+Mw%0AqWfKdUSUX+lcJ/W88dp/W1+H328FnrsLUkbQ3L4e9792PyIygvUd6xNy1ksZ5Vdeg4mIqNA57WFz%0AH4AjUsp/y+jNhbgUQA2AzQB+B+AKKeUfLbZfAOAFANMAfBiz6oCUMpzG+xbXt3zhoHYT9dTV8Tdg%0AQgBXPal1Sda/EbOzXaryfQGEvtmB5vdewZI1S+Km3RQQWFm3AjXjaxCQSH+/k89FoGc/0PkW8NQ1%0AmR8P4OyYC4Ny3xJkM3ZDkSCaOzZYn7PpfhPsNKYyrWv5mQjcN1Gbdlfn8wN37NGm402sj9U6va4f%0AuxBYdkr8syaKI068ivFLmXNynRQ+YMnr1tfh8hkICYHmD9/BrWv/BX+54i9o62rDLWtuMchZK/vz%0Aa9E0tigXuwB72HgCe9h4gZLxS2qz3cNGCPET/QfAYAC3CSHWCSFWxq7rX2+LlPJpKeW3pZS/T7Pe%0AnVLK92N+LBtrhBCDhRAj9B8ApWm+n9r8JcD6Hxn3Pln/44E/tOxul6r8sxsQCAxB45bGuBszAJCQ%0AaGxt0v7wdbJfYAgweqJWHzeOx+kxU07kMnYDvpLU52y6snR+pazr4FJgwnnxO004Dxhcalwfq3V6%0AXQODgLPqXT0OKmxFf+1VgZPr5MTzU1+HR09CYNRENLY2YU75HFSUVqBpS5NJzmospsYaZTB+iYi8%0AIZ0r5JyE16/3/3u6S3VJR4sQYgiAtwH8QEr5QortlwK4K/vV8rDOrfaW293Oav3oyQCAtq42w03b%0ADscsd2M/q3ra2c7pMVMu5DR2bZ176crS+ZWyrsPHxq/QXxu9r9W62OX9MWq4jigZr70qSPc6aTdf%0AQMtTC05dEP2/kYzyK2UT45cMVT1SlXEZrde3ulATouJgu4eNlHKh3Z8s1vc9AIsBfBbAlQC2A3he%0ACDE/xX7LAIyM+anIYh29qXyGveV2t7Naf3gXAKByVKXhppWjY5a7sZ9VPe1s5/SYKRdyGru2zr10%0AZen8SlnXI/vjV+ivjd7Xal3s8v4YNVxHlIzXXhWke520my+g5akDvQei/zeSUX6lbGL8EhF5gKOH%0ADgshfi6ESOoaKYQYJoT4eebVMial3C6lbJRSbpZSviylvBnAagC3p9jvmJTyQ/0HQE+26uhJ4SBw%0Awe3J02YKoU3LqT+Twu52qcp/tRGhUB8Wz2qASBjqKSDQUFWPUCTobL9QH3B4j1YfN47H6TFTTuQy%0AdkORYOpzNl1ZOr9S1vVYD7D35fid9r4MHOsxro/VOr2uoePAxiZXj4MKW9Ffe1Xg5Dq556XU1+HD%0AuxHq2oPFVfVo6WxBe0876mfVm+SsBoQioSweJDnB+CUi8gans0RdD+AEg+UnAPiC8+o48goAfj1j%0AxV8CTL1EexBgxVnAoOHav1c9qS2PfeaLne1SlR8YgsBbf8L8ilqsrFuB2WWzMTQwFLPLZmNl3QrM%0Ar6gdeIZNuvtt/Lk2O4Vbx+P0mKngBHwlqc/ZdGXp/EpZ10HDgc8/Ef+en39C+79en7PqgTMWaf8m%0ArjOr6+ceY5wQFRKn18l3XtCWffFZ4NRzkvcLHUdg0y8w/9RaLF9wP36747eorajF8rrlCTlrJeZX%0AzOczbIiIiEykNUtU/0PHBIDD0BpJDsSs9gP4PwDulVKeknZFhJBIMUuUyX6/BTBGSlmXxj6FN1NF%0AOBj/R1Pia7vbpLNdyv3CCIlI3B+6oUgw+bX0AX5/WvshHAIgE97P7jKD44MA/IHUywrrD1PlnnSf%0Ai9g1PEedNNbEShFToUgo7g+WuNcW+1rW1eo9s7GOco3xS/Zkcn9gFP92c0T//2PzmWWus+B0P49S%0ALnYBzhLlCR6ZJarIn2GjZPyS2tK92nUBkP0/OwzWS6TxgDIhxHAAU2IWTRZCnAHgkJRyrxBiGYDx%0AUsov9G9/K4DdAN4CMAjAtdCeZ/PZNI+jsEipTbm5/kfaw/7KZ2jdl6deEt9dOfEGzarHjJ3tUu7n%0ARwADDTFSSjR3bEDjlka0dbWhclQlFs9qwPyK2vjsl7AfgOQ/mP0Gp67PD+x4xuBzuFjrlRM6Dpzd%0AYP5ZxZUVMCnrkuQu4FRQEs+1jBtrAMuY0uKiOSEuFmN+xXwtLizO10Dbc8DOvwHBPqBkCAJTPjFw%0ALu+MX4fEdWYxkGo/o3WMCSJvyuT+IHHfc74C1H3HvLwPdgB//hqw/6245bENK4mNLHYaXSxzJHMP%0AEREVuHR72NRCa1lcA62R5FDM6uMA9kgp302jvAUAjGZ4ekRKeYMQ4hcAJkkpF/Rv/w1oDx0eD+Aj%0AaA03y6SU/2v7IFBg3/KFg9rN01NXx0+vKYTWNXnKRZ74BjwUCaK5YwOWrFkSN62ngMDKuhWoGV+T%0A2R/Glp/DL4HymQAE0PkW8NQ11p+VIp+pC5S70y2o2IX2LXFzR7NJXKxETflcBO6bCETCAzv5/MAd%0Ae4Ddzebn6KR5QOJ+/hLgm+8CO5833+9jFwLLTol/Jo1VmYUXEyph/JK1TK5lifsKH7DkdetraPkM%0AYMUcQEbsv08KKXPk+BoVe9ooF7sAe9h4AnvYeIGS8UtqS+sZNlLKdVLKtQAmA/hj/2v95+V0Gmv6%0Ay1srpRQGPzf0r79Bb6zpf/3vUsopUsoTpJRjpJQXpNtYU3D8Jdo3XYkNb1IC63/smT+iAr4SNG5p%0AjLvhAgAJicbWpsx7MVh+Dj8BRk8CRk/UPpNUn5UinympL+ALWMRFIwKDS4EJ58XvNOE8YHCp9Tlq%0AtN9Z9YB/kPV+gUHadnbLZEwQeVcm17LEfSeen/oaOnqStl0675NCyhypXmMNERFRWmxf6YQQsxIW%0AVZl1RZVSbsmkUpSmzq3pLc+Ttq424+WHjZenzc7nYPezUuQzJfWljIvhY+NX6K9TnaOJ+42ebG8/%0AfTs7ZVqVR0T5l8m1LHYbp3nHhfyQ9XsHIiIiD0unh83rAFpi/rX6oVwqn5He8jypHGU8mVflaJcm%0A+bLzOdj9rBT5TEl9KePiyP74FfrrVOdo4n6Hd9nbT9/OTplW5RFR/mVyLYvdxmnecSE/ZP3egYiI%0AyMPSabCZDOC0/n8/C2AXgJsBzOn/uRnAP1DsDwDOtXBQe7BfYm8nIYALvh7/LIo8CkWCWDyrASJh%0A6KeAQENVPUKRDOtp+TncBhzeDRzeo30mqT4rRT5TUl8oEsLiWYtN4qIBoWM9wL6/a8+POf2z2r/7%0A/g4c69HOUZ8/fp3Pr52jx3qAd1uAzz8OfKVZ+7flcSB83PrcDh0HNjYZrzvWA+x92XgdY4LIe4yu%0AZb4AcO7NwGebgHDYYt8QcNmPgcnztZ/h44Ce96yvoYd3A3teSl6eQX5ImSMjIcdlExERqSCthw5H%0AdxLiVQB3Jz4/RghxGYB/k1Ke6VL9sqLgHnwoZf+MRj+OmbXh6/Zmb0mantPmNNgOxqRLKfFi+zo0%0Atjah7XAbKkdXoqGqXpslKraedqbUNqqD6edwMfD894HuduDKh4Adz6b+rDL5TNWh3IHkPXZdm/J+%0A4LUWFy+isbUxJi4aBmaJOn5Ee36M7lgPMGi49n+rdZFQ8nvqz3swO7edriucmFCJch963uO3UFnl%0Apdhr2cevBM66EQgMtt7PbnmJeeDdFuDpb7ieHyxzpJq5R81K86HD+ceHDnuBkvFLanPaYPMRgLlS%0A/v/27jxuqrru//jrc811AQmIoFxgKKARi0qh4EJaLGZqi7b9UjPNFkzB7tTSNL0Ty1Lvus0WzFJL%0AMdPqLsv7LtNUwA1S3BcWSTZNFkHxAgSua+b7++OcgXPNNeuZmWvOmXk/H495XNec5Xu+c+Z8vufM%0A9ywftyhj+BjgSefcOypUv6qoy4PGMD8kdx54+ek5D5sGR1/md2j80Du4O2J65dJbO0dHqp3mRI+d%0AgzpSHTS/9izcfUHXVNz3Xw6P3dB52J+meWfxstXBua4/YHds9R60WmrnTynTxVfsdjo1jd3MeCk2%0AFoqYryPV0enhmTvf55sXwo/L1dFjln+7r/+YiBPFrxTXLqXjND3t6gX+vj6z48Wf799PZnS8BPbJ%0AY06EwWNL7+gpU842Mp5iF7ugDptIUIdNFMQyfiXewnbYPAksAr7knNvmD+sJ/AoY45w7pKK1rDAd%0ANFI4Zacl4OJX4eU5lUlvnV7e70/zstD03w/Gftq7vSNrilA/FXc6RWjmMFz2VNy/O9XLZNNnkHcv%0A/ar5cNJtMOKYzp02AjHc6dQsdsOmx61kWt20sGm9g6m7r9oH9jk0S5woPXeMKH4bXSntS3Af+dWn%0AQqTn9ve/Pz3Eu8XynYfAvZdC2xrv+OGY78Cgg7SfLU7sYhfUYRMJ6rCJgljGr8RbSWm9A84CPgis%0ANrP7zOw+4BXgGH+cRF2hlJ2HTYOWXpVLb51eXrIdFvwcFt0Fu+2ZJ0XoNZ1ThGYOy5WKO5X0fsg+%0A/0fvbyrpT6eDSClD2PS4lUyrmxY2rXcwdfeEL+aIE3XWiMRGKe1LetqhE0Om5/b3v0Mnev/39Z9p%0As+IhWD4P/vYN7WdFRESqIFSHjXPuMbyHD18CPAs8B3wL2M8fJ3GQL2VnsSmAK7W8XNMGU4RmDlMq%0AbulOYbevSqXVTQubXjc4Ll/qbhGJj1Lal3WLyk/P3WdQ/v2ziIiIVFTYK2xwzm11zv3SOXe+c+48%0A59wNzrktlaycVFm+lJ3FpgCu1PJyTRtMEZo5TKm4pTuF3b4qlVY3LWx63eC4fKm7RSQ+SmlfWseU%0An55789r8+2cRERGpqKI7bMzsBDNrCfyf81W96krFZKb7XPlo57TXj90A7dsql9660PK6lH9+5xSh%0AmcOUilu6U9jtq5ztMte8q+bvSuudq9x8Kbjzpe5WnIjERyntS3raVfML7Htzpef297+r5ufYP6v9%0AEBERqYaiHzpsZilgsHNunf9/Ls45l6hI7apEDz70pTNGLLsP2t+GfQ+DQ07flfb6wE/CEWdXLpVv%0AoeVlS8W9M0uUP+xPZ/pZoho2FXclxW6lRCNLVInbVznbZb55obxx6ThseYf3cFLFSdzE7svSvrcK%0ASmlf0tNuXptn35srPfex8ORs7zao4P550IFwzHe9/bnaj2LFckXpocMRoIcOR0Es41fiLVSWqLjT%0AQWNAlzScHYDLn5oz2Q40QSKRe5pyl4cpFXf1xW6nU/PYDbt9FZovbCrtaoyTuFD8iidse5JrukLz%0AB/f/akvCiF3sgjpsIkEdNlEQy/iVeAv1SH8z2805t7XSlZFu5px3lv2hHwbOpH1j11n44DQbX4bm%0Ad0DH2zBgf+8M232XBa6A+UZxVxoUWh5kP9jLHJYvK08x04mEEXb7yjdfobhYdh8s+4d3i2JLLy9F%0AfaFxZrmXmW95OkMuEj/FtC+rF8DRl3ntRfqqmkEHwgmzYK93w+rH4Lnf77rqbuxnvKtmXn8J7poB%0Aa1/o2japLREREam6UFfYmNkOYCEwF5gHPBynBw7rLB/eWbBl98Edp3RO7WkGJ9/u3SIBeab5LbQe%0AAD85GFyq83y5rnwptDx1rnS32B1R113sFoqLdx0NV76z87Mh0uOGHwVXD/NScmeOUxw2AsWv5JeO%0A99+dCl99Cta9AHd8dlfsWxP8x9Ow7sXcbULrmF37+eDwER9UWxJe7GIXdIVNJOgKmyiIZfxKvIXN%0AEjUJuAs4BPgD8IaZLTCzq8zs+IrVTqon0eKdFcvssHPOO/uWaCkwzTXQfzgMe1/X+cIuT6TRFIqL%0A5h5w6Jezj+vZF4ZOzD5OcSgi6XgfOhH6D/NiPBj7w97nD8/TJgT388HhiRbvah21JSIiIlUVqsPG%0AOTffOXeVc+44oD/wAWAx8HXg/ypYP6mmdYsKDy80TZ9BhactZXkijaZQXPTfL/e4YPwVKq/Y5YlI%0A/Vi3aFc7kRnjuYYH5w1Olzm8fVv++URERKRsYa+wwcxGm9lZwG+AO4GPAv8LnF+hukm1tY4pPLzQ%0ANJvXFp62lOWJNJpCcfHG8tzjgvFXqLxilyci9aN1zK52IjPGcw0PzhucLnN4S6/884mIiEjZQnXY%0AmNka4BHgaOBh4EPOub2cc590zv24khWUKkm2ew8HzHwwoJmXwjPZXmCa87302isf7Tpf2OWJNJpC%0AcdGxAx6/Mfu47W2wan72cYpDEUnH+6r58MZKL8aDsb/yUX94njYhuJ8PDk+2ew85V1siIiJSVWGv%0AsFkD9AGG+q99zKxPxWol1Zdo8TI5nHw77HMo9Ojj/T35dm94+hk2+aZ54mZo2a3rfGGXJ9JoiomL%0Az9yafVyPPnDSbaXFk+JQpHGk4/2k2+CJX3eN/SHjYeuG/G3C1o3edNnaCrUlIiIiVRcqSxSAme2B%0A9+yaSf7rQOBZYI5z7qKK1bAKYp+pItne+WAo8325ZdEEiUSBaQwSzbmn6Y66S7li96T7SMduvm27%0A0HYfdt6w8aQ4rAeK37irZhzmaidyLbPU4d3xGepX7GIXlCUqEpQlKgpiGb8Sb82FJ8nOOfcmcJeZ%0APYx3e9SJwGeBCUCkO2xizTkvleZDP/Qe7Nc6xruceeRxXS9NLrasZf/wHh7Y0su7xHnksXDfZfDY%0ADdnLz3YwVuwBWuZ0OrCTepAvLqFwzOaLi7Dj8lEcitRWJfflhcoedCAccwXseyg8fRsMHAP7HuYt%0AJx37udqEQm2F2hIREZGqCvsMm0+Y2Y/N7BlgHfBzoDdwHvCeCtZPgpLtsPTvcMcp8MpC2LHF+3vH%0AKd7wUu4ZD5b1+E3eQdzjN+0qa/wXoP3t8OWLNIpccfm7U2HH5srFrIjUh0ruy4spe/Vj8OtjveH7%0AT4abj1f7IyIiEhNhn2HzC2AIcAMwzjk3yDn3aefcz5xzL1SuetJJosU7Y5Z5G5tz8NB/l3ZmK29Z%0A10D/4TDsfeHLF2kUuWJp6ETo2bdyMSsi9aGS+/KSyvb37UMnqv0RERGJiVC3RDnnWouZzswuAq73%0Ab5+SSli3qLTh5ZTVZ1B55Ys0imzxkY6fSsasiNSHarYLxezbl95T/nJERESk6sJeYVOsbwEDqryM%0AxtI6prTh5ZS1eW155Ys0imzxkY6fSsasiNSHarYLxezb1f6IiIjEQrU7bPQk7UpKtnsPJcx8IKEZ%0AvP/rpT/D5v3fgKYEDD8KDvqU97cpAe8/H95YASsf9aZtSsCHvgepjop9FJG6kSuWVv8TtrdVLmZF%0ApD5Ucl+erewPfR/Gftprh6wpULa/b181X+2PiIhITITOEiVVki9FZqLFyyBx8u3e/ec7M0t8vfTM%0AEumyvrnSe85G2vY26NEb7v8OtOwGh03zyg9OU0pab6X8lFqpRsrrXONyxlKf4mK2Gqm7RSSaStmX%0Ah0m3PfRw7wXw5ipY+CvY93AvA+T934GTbvOWk0p2rpfaFhERkcipaYeNmX0AuAAYD+wNfMI59+cC%0A80wCrgEOBP4N/Jdz7vpq17VbBFNxHvhJOGJ617Sfx/8ARnwQRh2/a75ke/g0oCsezp5W9IMzvZdz%0AXjaJLtMUSP2d+XkqnbZUJJ+w217Y9NyQO5bM8sdsuSnBRSR+CrULkL9tWPMc3H1B52ODdx6cffqj%0AL/M6Z6zJ269veR1wsOzejA4jtS0iIiJRYy4zk0AlCzdrA97rnHs5x/jjgSOBJ4E/UqDDxsz2A57H%0Ay071C3/e64BTnHN/LKFeuwObNm3axO67717sbNWVbPcOtO44BSwBF78KL8/x3ge/IzPvrNyIYzpf%0A4VLO8rKW/0Hvfc5pfgutB8BPDgaX6jxf+uxfofJ1Jq/WYndUXlTsht32cs3XlPCunlnxcO4yhx8F%0AVw/rfMa6mG29UF3DliuNoD7jVzyF2obWMYH9bxP8x9Ow7sX87d7aF+Af/wkn/AzWvQB3fFb759qI%0AXexC6fE7/KK/lr3MFVd9pOwy6srMfhUoY1PZRYy9ZWzZZTz3+efKLqNGYhm/Em/VfoZNXs65u51z%0Alzrn/lTkLGcBq5xz5zrnFjnnbgR+BXwj30xm1tPMdk+/gL75pq+JYCrOw6ZBS68CaT/LvDiqmLSi%0A5aT+rmbaUmkYoWI37LZXTnrunn296UpZXjF1DVuuSATEYt8bVYXahuD+d9j7oP+wwu3eU7O9Dp7+%0Aw7xh2j9LHopfEZFoqHaHzUPA2xUsbyJwb8awe4AJZpbvCONiYFPg9UoF61Q56ZSb/ffr/D7XdJVa%0AXr7h5aT+VjpjKV+42A277ZWTnjsYC8Uur5rlitRePPa9UVVs21BsG9W+rfhpRRS/IiKRUHSHTbCX%0AvdArPY9z7sPOudcqWN/BwNqMYWvxnsWzV575rgT6BV77VLBOlZNOs/nG8s7vc01XqeXlG15O6m+l%0AM5byhYvdsNteOem5N2c2TUUsr5rlitRePPa9UVVs21BsG9XSq/hpRRS/IiKRUMoVNm8CbxR4paep%0ApsyH7liO4btmcG67c+6t9Atoq1rtwgqm+XzsBu9MWDXTAReTVjTvNBmpvzPrVc20pdIwQsVu2G0v%0A13yr5hdOz729zZuulOUVU9ew5YpEQCz2vVFVqG0I7n9XPgpvrCzc7o04xmtP3ljpDdP+WfJQ/IqI%0AREMpHTZTgKkFXulpqmUN3lU2Qa1AB7ChisutvmCaz3ce7KXhTL/f51AvPfA+h3rvRx5X/j3mweXl%0AKr/QNE/c7KX+zlavYsoXqYaw216u+U66rXN67mxl9ujjTVfqtl6ormHLFZF4K9Q2bN0IQ8Z7w4eM%0Ah60bCrd7I4/z2pMnfq39s4iISExUNUtUKczMUThL1NXAx5xzBwSG/RwY55ybmGu+LOVEN1NFsr3z%0AwVKh99VeXq5psM4PPs5Vr2rXX8oRuyfdlxS7Ybe9fPOFHVetZUojq+/4FU+u+C91eLb3altqJXax%0AC8oSFQnKEhUFsYxfibeyUg2Z2W7AUKBHcLhz7tki5+8DjAgM2s/MxgEbnXOrzOxKYIhz7nR//PXA%0AOWZ2DV5q74nAl4BTyvkckZJ5sFTofbWXF3aaUuYVqYaw216++cKOq9YyRaS+5Yr/Uodne6+2RURE%0AJPJCddiY2UDg18DxOSZJFFnUBGBO4P01/t9bgDOAvfE6hABwzi03sw8DPwJmAP8G/sM598eiKy8i%0AIiIiIiIiEnFhr7C5FugPHIHX4fIJYBBwKfD1Ygtxzs0lz6VlzrkzsgybBxxSUm1FRERERERERGIk%0AbIfNVOBE59zjZpYCVjrn/mFmbwEXA+XfuCoiIiIiIiIi0qDCdtj0Btb5/28EBgJLgefQ1S8iIiIi%0AIiJSJQ3+8GNpIKWk9Q5aAozy/38a+IqZDQHOAl6rRMVERERERERERBpVOc+w2dv//3LgHuBUYAfe%0Aw4JFRERERERERCSkUB02zrnbAv8/ZWbDgdHAKufc65WpmoiIiIiIiIhIYwp1S5SZfdvMdku/d85t%0Adc49CWwxs29XrHYiIiIiIiIiIg0o7DNsLgP6ZBm+mz9ORERERERERERCCtthY4DLMvy9eFmjRERE%0AREREREQkpJKeYWNmb+B11DhgqZkFO20SeFfdXF+56omIiIiIiIiINJ5SHzp8Lt7VNb/Cu/VpU2Dc%0ADmCFc25+heomIiIiIiIiItKQSuqwcc7dAmBmy4FHnHMdVamViIiIiIiIiEgDC/UMG+fcPGCYmV1h%0AZrebWSuAmR1nZgdWtIYiIiIiIiIiIg0mbFrvScBzwOHAJ9mVMeo9wOWVqZqIiIiIiIiISGMKmyXq%0AKuBS59wxeM+uSZsDTCy7ViIiIiIiIiIiDSxsh81Y4M4sw9cDe4avjoiIiIiIiIiIhO2weRPYO8vw%0Ag4FXw1dHRERERERERETCdtj8FrjazAYDDmgysyOBHwKzK1U5EREREREREZFGFLbD5hJgFd7VNH2A%0AF4GHgEeBKypTNRERERERERGRxtQcZibnXDtwqpn9JzAB7yqbp5xzyypZORERERERERGRRhT2ChvM%0A7EvAXcCtwG+AP5vZlytVMfF0JFN534uIxJnaOKkWbVsiIiISd6GusDGz7wLnAT8F5vuDJwI/MrPh%0AzrlLK1S/huacY+7S9cx6YBlL1rYxalBfzpk6gqmjWzGzWldPRKQsauOkWrRtiYiISD0Ie4XN2cA0%0A59zFzrm7/NfFwJnAWZWrXuPqSKa4f/E6ps1eyFOr32TrjiRPrX6TL89eyAOL1+lMoYjEmto4qRZt%0AWyIiIlIvwnbYJICFWYY/QcirdqSz5kQTsx5YhnOdhzsHs+YsozkR+m42EZGaUxsn1aJtS0REROpF%0A2KOW3+BdZZPpTOC28NWRoCVr27IPX5N9uIhxIyXDAAAgAElEQVRInKiNk2rRtiUiIiL1oJzTTF8y%0As+fN7Eb/9TwwDUiZ2TXpV4Xq2ZBGDeqbffjg7MNFROJEbZxUi7YtERERqQdhO2wOAp4E1gPv8l/r%0A/WEHAQf7r3EVqGND6kimOGfqCDKfjWgGM6aM0D34IhJrauOkWrRtiYiISL0I9bwZ59yUSldEOmtO%0ANDF1dCs3nj6BWXOWsWRNG6MG92XGFGW5EJH4Uxsn1aJtS0REROpFJB4QbGbTgQuAvYEXgHOdcw/l%0AmPYM4NdZRr3DObetapWsATNj0siBHD1m0M5hHckUqZQjkbBOw/QQRRGppcx2qJh2KVcbpx/UUq5C%0A25b2myIitTP2lrG1roJIbNS8w8bMTgKuBaYDjwBfAe42swOcc6tyzPYWMCo4oN46a9IyDygTTcb9%0Ai9cx64FlLFnbxqhBfTlnqs4aikjtOOeYu3R9qHYps43Tj2iplPS25JzjyVVv8P2/LmLRGu03RURE%0AJD6icGR8PnCTc+5G59wi59y5wGqyZ6FKc865NcFX91S1tjqSKe5fvI5psxfy1Oo32bojyVOr3+TL%0AsxfywOJ1ui9fRLqd2iWJsvT2+enr5/PEKm2fIiIiEi817bAxsx7AeODejFH3Au/LM2sfM1tpZq+Y%0A2f+Z2cEFltPTzHZPv4BYpoloTjQx64FlONd5uHMwa84ynZmWulMvsVvP1C5JLlGIX22fIuFEIX5F%0ARKT2V9jsBSSAtRnD1wKDc8yzGDgDOAE4BdgGPGJm786znIuBTYHXK+GrXFtL1rZlH74m+3CRmKub%0A2K1napckh0jEr7ZPkVAiEb8iIo2u5s+w8WWc+8KyDPMmdG4BsGDnhGaP4KUT/yrwHznKvxK4JvC+%0ALzHd8Ywa1JenVr/ZdfhgnfiQulQ3sVvP1C5JDpGIX22fIqHUPH6HX/TXsstYcdVHKlCTCpjZr9Y1%0AEJGYqvUVNq8DSbpeTdNK16tusnLOpYDHgZxX2Djntjvn3kq/gFieVksmU5wzdQSJJjhi/wGc8N53%0AcsT+A0g0wYwpI3QvvtSdeondetbht0uZz241U7vU6KIQv8lkiu9+/CCO2H8ATYFtVNunSH5RiF8R%0AEanxFTbOuR1m9gRwDHBnYNQxwF+KKcO8FA/jgOcqX8PaC6YeTSSamDxyIM/PPJZ39Nj11W3e3kHv%0AHomC2S7akylaAvfrZ74vpg7Z3otI42pONDF1dCs3nj6BWXOWsWRNG6MG92XGlF1ZeMK2Pfnka5cK%0AtVnVqE9Yal/DybXeMr9LBxw0pB93nDmRNZu2ceXfFrH6ja07t89kyuUtV0RERKSWonBL1DXArWa2%0AEJgPnAkMBa4HMLPZwKvOuYv995fh3RL1ErA73m1Q44AZ3V/16spMlfv5icO48LjRPLJ0Q9b0uYXK%0AmrdkvfeDyp9vxpQRHD0mf1rTctL1ikhjMDMmjRzI0WMG7RzWkUxhZqHbnnzytUtA3jarGvUJS+1r%0AONnW249OGsewPXfr8t1OnzKCo0e38oN7FjNh+ACuPXkcZsbbO5JA/m1FREREpNbMZaZOqEUlzKYD%0AFwJ7A88D5znnHvTHzQVWOOfO8N//CPgk3m1Um4CngJnOufklLG93YNOmTZvYfffdK/hJKqcjmWLu%0A0vVMm70Q56DJYN4FU1i8po0zb13YKeOFGdxw2gQmjRqY9SxxezLFvCXrmVbifJl1CM534+kTmDRy%0AoM5ExlvsfpHEIXZll7BtTz652qVEEzxz2bEseHlDzjbrAyMHVrw+YVWgfW3I+M223pqb4PnLj+Ph%0Al17P+t3+8rQJjBrUlyn/PYdffG4CBw3pR3syxZI1bVmn1/5Nqix2sQulx28lnj9TCXqGTYaZm8ou%0AYuwtYytQkWh47vMl36ARy/iVeIvCFTY4564DrssxbnLG+/OA87qhWjWVmYr0sP0GsO+A3fiP25/K%0Amp70urnL+OABg7oWBLQkmpg1J3ta03zzFUqHGjybLiKSKWzbk0+udunQ4QPo07O5YJs1d8m6itYn%0ALLWv4WRbb6dPHE6vlkTObe3nc5fxp+lHcujwAVzn/w/k3J9q/YtIJ1HpbBGRhqTTRxEWTEXa2rdX%0Al2Gdpi2QnrS75xMRgeq0IdnKLLaN3NaR/SGztWjT1L6Gk7nehu7ZO+vwndP767O1b69O61brX0RE%0ARKJOHTYRNmrQrpSj69q2dRnWadoC6Um7ez4REahOG5KtzGLbyF7N2Xd7tWjT1L6Gk7neVm3YknX4%0Azun99bmubVundav1LyIiIlGnDpuIykyV+9jyjazeuJXpU7Knz50+eQTtOdKTtidTzAgxn9L1ikg5%0AwrY9+eRqlx5fsZHN2zvytlntyRSTR7VWtD5hqX0NJ9t6mz1/Bdvakzm3tbMnj2DVhq08vmLjzv9X%0Ab9yac3qtfxEREYmKSDx0uLvF5cGlzjkeWLyOuUvWsa09xSFD9+Dkw4bywOJ1ndLnTp9cXLan+xet%0A47q5pc8XrEOvliYmj2pVFo36ELsvMC6xK7uEbXsKlZnZDqbTNAM5x6WzRFW6PmHl+xxF1KVh4ze9%0A3lZs2EKv5gTtHUlOGDeE/r178OTKN7jy7kUses1bn2dP9rNE3buY8UMHMHVMK797bBUHDunH2CH9%0Ayln/ImHFcuNq6IcO19MzbPTQ4U700GGJA3XYVOBHX0cy1SmbREcyhQGJjGGZGSeyzZc5TXsy1Slr%0ASUcyhYNOwzKnySVzumrPJ5EXu51OrTtsionZOOjuz5GvDQnbvuT7DIXKjFKbVsZ30dDxG/zO8q3D%0AXP+n56+XmJZYiV3sgjps6sXY/YbWugqRog4biYNIZImKM+ccc5euZ9YDy1iyto1Rg/pyzlTvDN3V%0Ady/ilvkrOw1Ln7XLN19wmnk5prnvxTWseWs729uTDNuzd1FnhzN/kBTzAyVfHXQGUhpJMTEbB939%0AOdJtyMrXt9CzJcH29iTD9+q982qYeUvWe1c4+HWZMaW4q10yf1Sn3zvnmLdkvXdVYEeKXs3eVYHB%0AMsO0hdWS63NIbunv+ImVG7ng2NHMWbKe6zK2oaljWnlg0Vr69+7BIUP786/Xt/DNPzzDojWdt3mt%0AfxEREYkyXWFTxlm+jmSKuUvXM232wk6pQc3gl6dNYNSgvkz+4RxSzht24+kTmDRyIEDO+YqZJlvZ%0AN5w2gUmjBlb0h0e+z5eupw5uYy0+vQy+Wl1hUy+x0N2fI9fyWhLwwuXH8+DS9Uy7tWtdwrZn7ckU%0A85ZUtswIa8j4TX/HX/nNQuZ+YwqL17RxZpbvO72fnPLfc/jF5yYwMrDPTE8Tp9iVuhK72AVdYVMv%0AdIVNZ7rCRuJARyllaE40MeuBZWT2eTkHP5+7jKF77sZh+w3YOWzWnGU0J5ryzlfMNNnKvm7usor/%0AECmmniKNoF5iobs/R67lnXbEcHo0NzFrTva6hG3PWhKVL1OiJf0dHzp8APsO2I3rcnzf6f3kocMH%0AcF3GPjM9TZxiV0RERBqTjlTKtGRtW/bha7zhrX17dRlWzHzllF1JxdRTpBHUSyx09+fItryhe/au%0AWl3q5XuS3Jasbdu5/ytmP5ltnxmcRkRERCSq1GFTplGD+mYfPtgbvq5tW5dhxcxXTtmVVEw9RRpB%0AvcRCd3+ObMtbtWFL1epSL9+T5DZqUN+d+79i9pPZ9pnBaURERESiSh02ZUgmU5wzdQSZz8Y0g7Mn%0Aj2Dj5h0cf9DefPHI4fRshks+MoZkKkVHnvlmTBlBR3LXNIkmOGL/AZzw3ndyxP4DSDR1LbslAdMn%0AjyCZTFX08xVTT5FGUC+x0N2fI728vj3h7q8dxROXfpC7v3YUdz65gh0dKWZMyV6X6ZNH0B6iLu1J%0Ar8xs7WbYMiVa0t/xEys3svatbcyYMoKWBHzxyOHMPOFAvnjUcI4cMYDLTziITW/v4ItHDufmLxzG%0Alu0dtDTTaZuIU+yKiIhIY9JDh0t88GG2NNsvvvYWM+96gSVr2hg1uC8zTziQA/bevdO98ZnzOed4%0AYPE6LzuKP9+MKV2zRG3ZkaRPz13JvN7e0UGPRFOnlOHtyRRNdE0jDuStQzKZIkX+FOHF1DO9PD0L%0AIHZi9+C0Wqb1LjYWoiJXuuJCnyNsCu58y+tIuS7zNTd566zSdXHOsWV7kj69drWbm7d10Ltnoqjv%0AKWya5xqkh47eRldAKfGba30mkymammznd+ycoz3p6NFcOK13cJvZvL2D3j0SJFNOab2lu8UudkEP%0AHa4XeuhwZ3rosMSB0nqXIJ1KtFMK2qkjOHp0K3+afmSn6e5ftK5LqtqpY1o5946nGbJHLy48bjSH%0A778nR48ZtHO+zds6APjny68zaPdeDNuzNwv+taFTOdlShqfT4N755Ctc8ufn+fzEYVx43GjuX7yu%0AU+reYB2mjBrIxw8ewpws9QymvzUzJo0c2KmeHckUz766iZl/eSHW6Y1FSpErFqK4zedL3Q1w+H7Z%0A256sbZzfJkDuFNxA3uXlm68adVmwfEPOuoRdb/m+53pJ+R4V2dbn5SceyNgh/diwZQcD+/ZkwfIN%0AtL3dzscPHsKDSztvC9OnePvlH9yzmEOGDdj5//hhAzh6TCsvrW1jW0eKsUP66XsTERGRSNMVNkWe%0ApS82XWy+6dJpRs1g8Zo2zvrNQg4dPoDWvr1Y17aNx1ds5Bef88oCCpaTmdb7qHfvxXtm/p37v14g%0A1engvrT27cnDL71ecvrbZDLFnDpIbyxADM8S1PIKm7goJpX2V7K0Pb88bQKH77cn7/3OPQTvEunZ%0ADM9ffnzW9ijRBM98+1gWLN+Qs03IVmZw3MHfvYfxw7q2gx8YOZADL7ub9mTG8i47lgX/2pC17Sq0%0AvHztU9iU5zVM+V6X8ZttfTYZzLtgCkvWtDFp1EDmLVnP2bct5LmZx+XcjwXTel//uc4pvieNGsia%0ATdtYsqYt53akfZlUUexiF3SFTb3QFTad6QobiQMdjRSp2HSx+aZLpxlNpyJNpmDByxu565l/s+Dl%0AjSRTu8oqppzMtN69WhJc8pEDCqc6HbAbvVoSodLfJuokvbFIvSomlXa2tmfWnGX06dXMocMHdJrv%0AWx8+IGd7dOjwAfTp1Zy3TchWZnDc+GEDsraDPZqbOO2I4V2X17M5Z9tVaHn52qewKc/rJeV7VGRb%0An4ft56Xw3t6R3LktnnbE8Lz7sWBa78wU3y2JJvYdsFve7Ujfm4iIiESBbokqQbHpYiuRsruYabKl%0A9R6+V5+K1iHreKXNFYm0clJpZ6Y+ztemlJJaOcy4dJ0rubx81CZGQ+b6TH+f/d7RsnP8iQcPyTrt%0AzjIC28L9i9Z2+b+YeUVE6s1zy1eVXYau0hHpXjqFVIJi08VWImV3MdNkS+u94vXNFa1D1vFKmysS%0AaeWk0s5MfZyvTSkltXKYcek6V3J5+ahNjIbM9Zn+Pje93b5zfCnbc7b/i5lXREREpNbUYVOkdCrR%0AQilo80139uQRrNqwldUbtzK9QFnFlPPY8o2d5tvWnuR7f30xb/lnTx7Bqo1b2daeDJVSt17SG4vU%0Aq1wxeuuC/Km0Z0wZweZtHTy+YmOncd//24s526PHV2xk87aOvG1CtjILjZs+eQQ7OlLcumBF1+Vt%0AD7+8fO1T2LZNbWJlZVufjy3fyOqNW+nZnNi5Ld66YEXe/Vh6P/n4io2d/k/v31Zv3Jo3FvS9iYiI%0ASBToocMlPLg0nf3purm7UtBOn9w5q1K+6aaOaeW8O57mnf17ceGxo7uks02Xtfatbezeq5l39Gju%0AUk465e1/3bOY2Y+u7DTfwy+t565nXuOQoXtw8mFDs5afrsPk0QP5+LghRX2ebOshTumNJafYfVl6%0A6HBx8sUokDPu0+NWbtxCr+YE2zqSDBvQu9O4XPOVs7xKjwvbPoVt22rUJtZt/GZbnzNP8LJErW/b%0AzsC+Pbl/0Tratrdn3Y+dPdnPEnXvYg4ZOmDn/+OHds0SpX2Z1EAsNy49dFjS6umWKD10WOJAHTZ5%0AdjodyVSnBw8mkylS0OmBvO3JVNYH9GYOz3zfkUzhMsoqpvz2ZAqDTvVqT6ZownsgcLB8skxX6vJy%0AyVw3me8lFmK301GHTfHyxWi+9insuO5eXti6FJJv3rDjqqSu4zfX+kx/z/m2hVzfS7ZtRPsyqYHY%0AxS6ow0Z2UYeNSPfSQ4dzcM4xd+l6Zj2wjCVr2xg1qC/nTN11xjgtV+dG5vDM94km4/7F61j5+hZ6%0AtiQYO2R33rPPHsxZ5J/t85c5Y0rnK16yLa/ZL6vUuiYSTSQK1DuXzANaHeCKREuuGHXOMW/JelZu%0A8Nqe7e1Jhu256yqaeUvW52yD8rVr+dqEfPNVY1w57VO+9ZZrn2BmahMrLLjen1z1Bt//6yIWrWnj%0AwL37csUnxjLSf/6Mc47XNr1Nnx7N9O/dg6Vr23jkpdfp4W/b4/bdg0OG9e+y/abL1/cmIiIiUaYr%0AbLKcJehIppi7dD3TZi/slPLTDG48fQKTRg4s66Aus/zmJnj+8uN4+KXXmXZr12XecNoEJo0amLUz%0Apdp1lboWu7MEusKmPO3JFPOWrO/SzrQk4IXLj+fBpV3HFWqDGkFE29m6j99C6/0DIwcyb+l6Zty2%0AkOcvPz7rtq3tVyIodrELusJGdtEVNiLdS0cvWTQnmpj1wDIy+7Kcg1lzlpV9YJ5Z/ukTh9OrJcGs%0AOdmXed3cZTkPNKtdVxGpHy2JpqztzGlHDKdHc/ZxhdqgRqB2tjYKrfeWRBNzF6/jWx8+IOe2re1X%0ARERE4kxHMDksWduWffia7MPLKX/onr3LWma16yoi9SNbe1FuG9QItG5qo9B639aRYvhefYqaVkRE%0ARCRu1GGTwyj//vguwwdnH15O+as2bClrmdWuq4jUj2ztRbltUCPQuqmNQuu9V3MTK17fXNS0IiIi%0AInGjDpssOpIpzpk6gsysnmYwY8qInRmYKlX+7Pkr2NaeZMaU7MucPnkE7TmWWe26ikj9aE+msrYz%0Aty5YwY6O7OMKtUGNQO1sbRRa7+3JFFNGt/L9v72Yc9vW9isiIiJxpg6bLJoTTUwd3cqNp0/gkKF7%0A0LtHgkOG7sGNp09g6ujWijzDJlh+z+YEdz//GkePaeWG0zov84bTJnD0mNa8z7CpZl1FpH60JJqy%0AtjM/P3UCLQkL1QY1ArWztVFovbf44687dQJPrtyo7VdERETqTiSyRJnZdOACYG/gBeBc59xDeab/%0AFPBd4F3Av4BLnHN3lrC8op5035FMdToQz3xfrszykskUKTqnp21Ppoo60Kx2XaUuxe5J98oSVRmZ%0A7Urwfb5xjS5i7WzDxG+h9R58r+1XYiB2sQvKEiW7KEuUSPeq+VGMmZ0EXAt8DzgYeAi428yytgZm%0ANhH4HXAr8F7/7+/N7PBK1y3zQLzSB+aZ5SUSTV0OLIs90Kx2XUWkfuRrZ8K2QY1A7WxtFFrvzdp+%0ARUREpE5F4UjmfOAm59yNzrlFzrlzgdXA2TmmPxf4h3PuSufcYufclcD9/nARERERERERkdhrruXC%0AzawHMB64KmPUvcD7csw2EfhRxrB7yNNhY2Y9gZ6BQUoZIRIDil2R+FL8isRXvcRvJW7NWtGrAhWp%0AI88tX1V2GfV0W5VItdX6Cpu9gASwNmP4WmBwjnkGlzg9wMXApsDrlZJrKiK1oNgViS/Fr0h8KX5F%0ARCKg1h02aZlPPrYsw8qZ/kqgX+C1T6kVFJGaUOyKxJfiVyS+FL8iIhFQ01uigNeBJF2vjmml61U0%0AaWtKnB7n3HZge/q9mR7wLRIHil2R+FL8isSX4ldEJBpqeoWNc24H8ARwTMaoY4BHc8w2P8v0H8oz%0AvYiIiIiIiIhIrNT6ChuAa4BbzWwhXmfMmcBQ4HoAM5sNvOqcu9if/sfAg2b2TeAvwInAB4GjSl3w%0AW2+9VX7tRWKqX79+uwNtzrl8txNGkmJXGp3iVySe4hy7oPiV+lLq9hz3+JV4sihsb2Y2HbgQ2Bt4%0AHjjPOfegP24usMI5d0Zg+k8DVwD7A/8CLnHO/amE5Q1BD08TAejnnIvN0ZdiV6QTxa9IPMUqdkHx%0AKxIQu/iVeItEh013M+9G3HcCbbWuS4Poi7eT3wet8+5UzHqP1VmCELGrbS83rZvc4rJu6j1+ayEu%0A3305GuEzQrQ/Z6xiF7LGb5TXb61p3eRWD+smdvEr8RaFW6K6nR9kr9a6Ho0i8KC6NvVId596XO+l%0Axm49roNK0brJTeumOuKw722E774RPiM0zufsLpnxq/Wbm9ZNblo3IqWLSlpvERERERERERHxqcNG%0ARERERERERCRi1GEj3WE7cLn/V7qP1rvWQT5aN7lp3TSuRvjuG+EzQuN8zlrR+s1N6yY3rRuREjXk%0AQ4dFRERERERERKJMV9iIiIiIiIiIiESMOmxERERERERERCJGHTYiIiIiIiIiIhGjDhsRERERERER%0AkYhRh41UjZkNMbPfmNkGM9tqZk+b2fha16vemVmzmV1hZsvN7G0ze9nMvm1mDRPvZnaxmT1uZm1m%0Ats7M/mxmo2pdrygws7PN7Fkze8t/zTez42tdr6jxtyFnZtfWui5SXY3YXtTz9q1jj+5hZtP944xt%0AZvaEmb2/1nWqNTP7gJn9r5n924+vj9e6TlHRiO2sSKU0zA846V5m1h94BGgHjgcOAL4OvFnLejWI%0AbwJnAecAY4ALgQuAr9ayUt1sEjALOAI4BmgG7jWz3jWtVTS8AlwETPBfDwB/MbMDa1qrCDGzQ4Ez%0AgWdrXRfpFg3VXtTz9q1jj+5hZicB1wLfAw4GHgLuNrOhNa1Y7fUGnsE7/pLOGqqdFakkpfWWqjCz%0Aq4AjnXMNf8alu5nZ/wFrnXNfCgz7I7DVOXda7WpWO2Y2EFgHTHLOPVjr+kSNmW0ELnDO3VTrutSa%0AmfUBngSmA5cCTzvnzq1traQ71XN7Ue/bt449uoeZ/RN40jl3dmDYIuDPzrmLa1ez6DAzB3zCOffn%0AWtcliuq5nRWpNF1hI9VyArDQzP7gX/r4lJlNq3WlGsTDwNFmNhLAzN4LHAX8raa1qq1+/t+NNa1F%0AxJhZwsxOxjsrOL/W9YmIWcBfnXP31boiUjP13F7U+/atY48qM7MewHjg3oxR9wLv6/4aSUzVczsr%0AUlHNta6A1K39gbOBa4DvA4cBPzGz7c652TWtWf27Gm9HuNjMkkACuMQ5d3ttq1UbZmZ42+HDzrnn%0Aa12fKDCzsXgdNL2AzXhnAV+sba1qz++8Go93q5g0oHpuLxpk+9axR/XthXdcsTZj+FpgcPdXR+Km%0AnttZkWpQh41USxOw0Dn3Lf/9U/4zMs4GdNBUXScBnwM+C7wAjAOuNbN/O+duqWnNauNnwHvwrjIS%0AzxK87WIP4FPALWY2qZE7bcxsX+DHwIecc9tqXR+pmbpsLxpo+9axR/fJfKaCZRkmkk1dtrMi1aIO%0AG6mW14DMH3+L8H4cSnX9ALjKOXeH//45MxsGXAw0VIeNmf0U7xL5DzjnXql1faLCObcDWOa/Xeg/%0AhPRrwFdqV6uaGw+0Ak94J/8A7yzyB8zsHKCncy5Zq8pJ9dV5e9Eo27eOParvdSBJ16tpWul61Y1I%0AJ3XezopUhTpspFoeATLT9Y0EVtagLo1mNyCVMSxJAz2zyr/c9qfAJ4DJzrnlNa5S1BnQs9aVqLH7%0AgbEZw34NLAaurpMfs5JFg7QXjbJ969ijypxzO8zsCbxMP3cGRh0D/KU2tZKoa5B2VqQq1GEj1fIj%0A4FEz+xbwe7z7yM/0X1Jd/wtcYmar8G6JOhg4H/hVTWvVvWbh3RJ2ItBmZukzgZucc2/Xrlq1Z2bf%0AB+4GVgN9gZOBycBxNaxWzTnn2oBO99Kb2RZgg+6xr3t131400PatY4/ucQ1wq5ktxHse2pnAUOD6%0AmtaqxvwsbCMCg/Yzs3HARufcqhpVKyrqvp0VqRal9ZaqMbOPAlcC7waWA9c4526oba3qn5n1Bb6L%0AdxajFfg3cDvwHf9WmLrnp9PM5gvOuZu7sy5RY2Y3AUcDewObgGfxzrD/o6YViyAzm0udpT2Wrhq1%0AvajX7VvHHt3DzKYDF+LtS54Hzmv09MxmNhmYk2XULc65M7q3NtHSqO2sSCWow0ZEREREREREJGIa%0A5pkWIiIiIiIiIiJxoQ4bEREREREREZGIUYeNiIiIiIiIiEjEqMNGRERERERERCRi1GEjIiIiIiIi%0AIhIx6rAREREREREREYkYddiIiIiIiIiIiESMOmxERERERERERCJGHTaSlZndbGZ/LnLauWZ2bbXr%0AVAwzm2xmzsz2qHVdRGqtlDgusdwzzOzNAtPMNLOnC0wz3I/XcZWtoUj8lLL/KiYGu5OZrTCzc2td%0AD5Faq+ZxqF/ux/OML2qfGqXjdhEpTB02Elva4YjUzO+AkaXMUK3OI5GoiVpnSiXV82cTCYrotr43%0AcHexE+skpkh9aK51BUREJF6cc28Db9e6HiIiIo3CObem1nUQke6nK2wiysw+bWbPmdnbZrbBzO4z%0As97+uC+Y2SIz22Zmi81semC+9OWQJ5vZo/40L5jZ5MA0CTO7ycyW++UvMbOvVbDuPczsv8zsVTPb%0AYmb/zFj+GWb2ppkd63+OzWb2dzPbOzBNs5n9xJ9ug5ldbWa3pM/Qm9nNwCTga/7ndWY2PFCN8Wa2%0A0My2+uthVAn1P8Gfd5uZvW5mfwqMW2Fml5rZbL/eK83sRDMbaGZ/8Yc9Z2YTQq9AqRtxiWMz+5gf%0Aa03++3H+8n8QmOYXZna7/3+XM49mdpGZrTWzNjO7CegVGDcT+DxwYiBeJwdm39/M5vjx+oyZTSyh%0A7kea2Tx/3jfM7B4z6++Pm2tmPzWza/1xa83sTDPrbWa/9uv6LzM7vvS1JvXK325+5r/S+6ArzMz8%0A8Tn3cf7fXwP9Atv6TH/c5/x9S5uZrTGz35pZawXr/TEze8JvL142s8vMrDkw3pnZl83sTj9eXjKz%0AEzLKOMEf/rYfk5/359sj32fz7WZmv95OKKQAAAvaSURBVPI/3yozO7OEuu9jZneY2UZ/nS40s8P9%0AcTPN7Gkz+6Jf7mYz+7nfBl7or8t1ZnZJWStQ6krU49g8683sU4FhT5vZusD7iWbWbmZ9/Pedboky%0As8PM7Ck/5hcCBwfGDQfm+G/f8Oe9OVCFJv/zb/Q/x8wS6r6Hmf3S36duM7Pnzeyj/rj0Mf5HzTsu%0A2Wpm/2Pefvfz5h1Hv2HevjlRyjoTaVjOOb0i9sK75LEdOA8YDowFpgN9gGnAv4FPAvv5fzcAn/fn%0AHQ44YDXwKWAMcAPwFrCnP00LcDlwqF/GqcAW4DOBOtwM/LnI+s4Frg28vw14BHg/8C7gG8A24N3+%0A+DOAHcA/gAnAIcCLwG2BMi7xP9cngNHAz4FN6ToB/YBHgV8Cg/1XApjsf/4FeB06BwAPAo8U+Vk+%0AAnT462cM8F7gW4HxK/x6fQV4N3Cdv27vBv4f3m0id/qfx2q9LelVu1ec4tiPpyQw3n//NWA98Fhg%0AmiXAWf7/ZwBvBsZ9BtgOfBkYBVzh1/Vpf3wfvNuo7g7Ea4/A51zkx95I4A9+nDUXUe9xeG3LdX6s%0AHgicA+zlj5/r1+NSP14v9T/n3/zvIB3DrwO71Xqb0SsaL3+7aQOu9bfndGxN88fn3Mf52/XX8PZX%0A6W29jz/fF4Hjgf2BI4D5wN8Cy53sx8MeRdQxMwaP9Zf5eb/8Y4DlwGWBadJtyinACODH/ucc4I8f%0Ajrdv/oH/uU8GXknXqcBnW4HXhk33y77Ij7XRRXyWPsC/8PbVR/nzfwaY6I+f6dfzD3j79I/htTd/%0AB37i1/ULfj2PqPX2o1c0XjGJ4z8CP/X/7+/H3xvAAf6wi4EFgekd8HH//97AOuAOvH3fR/04cnj7%0AxgTesYXD27cOBvoF1s0m4DL/854OpIBjiqhzk/+Zn8drZ/b3l328P/4M/3Pci9eB9AG8few9eMcB%0AB/jTbwdOqvV2opdecXjVvAJ6ZflSvA4MBwzLMm4VcErGsEuBR/3/h/vzfjMwvhnvIO3CPMucBfxP%0A4P3NhOiw8Xd6KeCdGdPcB3zf//8Mv47vCoyfDqwJvF8DfCPwPgGsDNaJjI4if1h6R3l0YNiH/WG9%0AivgsjwK/yTN+BXBr4P1gv+zvBIYd4Q8bXOttSa/avWIYx08AX/f/vxP4ln9A1TewnY/2x59B5x+L%0AjwI/zyhvAX6HTa66BD7nlwLDDgguq0Cdfws8nGf8XOChwPsEsBmYHRiW/mz6oacXzu3cbjp1ugNX%0A+cOK3ce9WcRyDvW3vfQPwfT+K0yHzYPAxRnTfA74d+C9A74beN/b/yzHBT7jcxllXBGsU67PRtd9%0AowFr8Tt5C3yWM/E6VgfkGD8T74d238Cwv+N1SDUFhi0GLqr19qNXNF4xieOvpmMOOBF4HK8TZ7o/%0A7B7gqsD0wQ6bM/E6SXcLjD/Ln2ZcvrqQsW/0hz0WXFaeOn8IrzN2ZI7xZ9D1GP96P4b7BIb9Hbi+%0A1tuJXnrF4aVboqLpGeB+4Dkz+4OZTTOz/mY2ENgXuMm/JHizmW3G+6H3rowy5qf/cc51AAvxztID%0AYGZn+Zd0rvfLmAYMrUDdD8E7UFuaUcdJGXXc6pz7V+D9a0CrX7d+wCC8nUf6MyTxflAW69mMskmX%0AX8A4vHVfbNlr/b/PZRlWsUvdJZbiFsdzgcn+5eLvB/6CdwbtKGAKsNY5tzjHvGOCdc2sexG6JV79%0AdmQDilcpbIFzzgXez8c7Ez2B4vZxXZjZwebdOrvSzNrwYg4qs+8dD3w7o043AHub2W6B6YLxsAXv%0ACoT0tj8K7wdj0GMUL1i2wzvxUmwcP+Wc25hnmhXOubbA+7XAi865VMYwxbEERT2O5wIHmtle/rLn%0A+q9J5t3O+D5gXo55xwDPOOe2BoaF3e9C4Di8gHHAK865pXmmyTzGX4sXw5szhileRYqghw5HkHMu%0AaWbH4DXUH8Lrgf8e3mXA4P0o+2fGbMliigYws88APwK+jte4twEXAIeXXXnvUskk3sFjZp2CDXV7%0AlrpZtvoGZI7PJ1h+upxiOiiLeZDqzrKdc86/HTrs8qROxTCO5wJfwru1KIV3FnIe3kFkf3IfNFZC%0At8RroPxsMax4lWIVs4/rxLxnV93rvz6Hd8vhULwz6D0qUKcmvNsb/pRl3LbA/9niIb3tG5Xb72aW%0AnU/ZcVzi8kQgGnH8PN5JhEn+69t4V9JegnflzjuAh3NVJ8TyghSvIjGhQIko53nEOXcZ3j2gO4Aj%0AgVeB/Z1zyzJeyzOKOCL9j99LPx7vcmHwzp4/6py7zjn3lHNuGQXOKJTgKbzbDlqz1LGop9s75zbh%0A9bwfFvgMCQIPU/Pt8JdVSc8CR1e4TGlQMYvjB/FufzoXmOeflZyHd0n1ZPJ32CwK1jWz7j7Fq8RJ%0Atu35JYrbx2Xb1kcDe+HdsvOQf7VaJc8uPwmMylKnZRlXoeSzGO9HYlDmA/SrFcfjzGxAhcsViXQc%0A+/vZB/FuhzoIeAjvCtAWvNubnsy4sizoReC9ZvaOjM8XtMP/W8mYfRbYx8xGVrBMEclDHTYRZGaH%0Am9m3zGyCmQ3Fe2jYQLwfRTOBi83sa2Y20szGmpdt5vyMYmaY2SfMbDTecy36A7/yxy0DJpiXpWmk%0AmX2XrgdpofiXSN4GzDazT5rZfmZ2qJl908w+XEJRP8X7nCeal+Hpx/5nCJ79WwEcbl5Gnb3Mz3BT%0ApsuBU8zscjMb46/fCytQrjSYuMWx31H6NN5Zw7n+4AfxbnMcGRiWzY+BL5qXxWWkmV2O9xDEoBXA%0Ae8xslB+vLWHrGnAlcKiZXWdm7zGz0WZ2tn95uUg59jWza/zt9RS8K+R+XOQ+bgXQx8yO9rf13fCe%0AW7UD+KqZ7W9edqb/rGB9vwOcbl5GpQP9/ddJZnZFCWX8AhhtXlbGkf5VfGf449L73hV0/Wzluh3v%0A9qk/m5f1bX8z+5SVkC1OJIc4xPFc4LPAs865twKdOKeSf7/7W7yrYW8yswP8en8jY5qVeLH7UfOy%0AmfYps6445+b59fujmR3jr7vjzey4cssWkezUYRNNb+E9Vf1vwFK8h/593Tl3t3PuRrxMLGfg9cLP%0A8//PPDN/EfBNvOdovB840Tn3uj/uerzLpn+Hd0vGnniZUirlC8Bs4L/xMsvchXebxuoSyrga7yBu%0ANt7tHpvxLjkNXtr9Q7xLWV9k12WpZXHOzcXL9nQC3o/XB6jMrWLSeOIYx3PwzsTNBXDOvcGu+FqU%0Aaybn3O/wfjBejfesqWF4md2CbsBrDxb65R1ZZl3THcQfwruN6zG8tuJEvExvIuWYjXc7wmN4naU/%0AxctKCAX2cc65R/Hi83d42/qFzrn1eDH+//Bi6iK6/rgKzTl3D17mlWPwnkOzADgf7wdbsWUsBz6N%0A17n8LHA23m2c4D2APOtnq0Ddd+DF8Tq89vI5dmWZEilHHOK4037XN88flvPKVv95MB/De1D/U3ix%0A+s2MaV7Fu1XyKrwr139WZl3TPoXXztyOtx7+i8pfeSciPuv8LC6JOzMbjvej72Dn3NO1rU3l+FfP%0ALAJ+75yr5FlJkcip1zgWiQMzm4uX4ezcWtel1szsErxMT/vWui4ipVAci0i90EOHJZLMbBjeGbd5%0AQE/gHGA/vEtARUREpMLMbDremfMNeFfBXUDlzsqLiIhIiXRLlORlZkMtkPIwy6sS6UizSeFddvo4%0A8AgwFvigcy7nbRnFMLMX8nyWU8uvtkj01DCOy2Jmd+ep87dqXT+Raqnhtv9u4C94tzn8J97tIjPL%0AKdB/lleuz3J3+VUWiaY47sPM7NQ8dX6h1vUTaUS6JUryMi8zzfA8k6xwzsXmeRH+lTu5Hna6Ns/T%0A+EViK65xbGZD8J4/kM1G59zG7qyPSHepp23fvOxPuTJAve0/Z0Ok7sQxjs2sLzAox+h251zRz8US%0AkcpQh42IiIiIiIiISMToligRERERERERkYhRh42IiIiIiIiISMSow0ZEREREREREJGLUYSMiIiIi%0AIiIiEjHqsBERERERERERiRh12IiIiIiIiIiIRIw6bEREREREREREIub/A0EZ/YPE+4yTAAAAAElF%0ATkSuQmCC" alt="" width="797" height="696" />
In [13]:
plt.figure(figsize=(10, 10))
# 列名的索引,改列名
for column_index, column in enumerate(iris_data.columns):
if column == 'class':
continue
plt.subplot(2, 2, column_index + 1)
sb.violinplot(x='class', y=column, data=iris_data)
 
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0QAAAM1CAYAAABQZzFKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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%0As4LlBpGZmZmZmRWs/wfwb91EteS1pAAAAABJRU5ErkJggg==" alt="" width="727" height="714" />
 

划分训练集和测试集

In [15]:
from sklearn.cross_validation import train_test_split

all_inputs = iris_data[['sepal_length_cm', 'sepal_width_cm',
'petal_length_cm', 'petal_width_cm']].values all_classes = iris_data['class'].values (training_inputs,
testing_inputs,
training_classes,
testing_classes) = train_test_split(all_inputs, all_classes, train_size=0.75, random_state=1)

构建决策树模型

In [19]:
from sklearn.tree import DecisionTreeClassifier
# 1.criterion gini or entropy 评判标准 # 2.splitter best or random 前者是在所有特征中找最好的切分点 后者是在部分特征中(数据量大的时候) # 3.max_features None(所有),log2,sqrt,N 特征小于50的时候一般使用所有的 # 4.max_depth 数据少或者特征少的时候可以不管这个值,如果模型样本量多,特征也多的情况下,可以尝试限制下(预剪枝) # 5.min_samples_split 如果某节点的样本数少于min_samples_split,则不会继续再尝试选择最优特征来进行划分
# 如果样本量不大,不需要管这个值。如果样本量数量级非常大,则推荐增大这个值。(停止的操作) # 6.min_samples_leaf 这个值限制了叶子节点最少的样本数,如果某叶子节点数目小于样本数,则会和兄弟节点一起被
# 剪枝,如果样本量不大,不需要管这个值,大些如10W可是尝试下5 # 7.min_weight_fraction_leaf 这个值限制了叶子节点所有样本权重和的最小值,如果小于这个值,则会和兄弟节点一起
# 被剪枝默认是0,就是不考虑权重问题。一般来说,如果我们有较多样本有缺失值,
# 或者分类树样本的分布类别偏差很大,就会引入样本权重,这时我们就要注意这个值了。 # 8.max_leaf_nodes 通过限制最大叶子节点数,可以防止过拟合,默认是"None”,即不限制最大的叶子节点数。
# 如果加了限制,算法会建立在最大叶子节点数内最优的决策树。
# 如果特征不多,可以不考虑这个值,但是如果特征分成多的话,可以加以限制
# 具体的值可以通过交叉验证得到。 # 9.class_weight 指定样本各类别的的权重,主要是为了防止训练集某些类别的样本过多
# 导致训练的决策树过于偏向这些类别。这里可以自己指定各个样本的权重
# 如果使用“balanced”,则算法会自己计算权重,样本量少的类别所对应的样本权重会高。 # 10.min_impurity_split 这个值限制了决策树的增长,如果某节点的不纯度
# (基尼系数,信息增益,均方差,绝对差)小于这个阈值
# 则该节点不再生成子节点。即为叶子节点 。(用的比较多)
decision_tree_classifier = DecisionTreeClassifier()

# Train the classifier on the training set
decision_tree_classifier.fit(training_inputs, training_classes) # Validate the classifier on the testing set using classification accuracy
decision_tree_classifier.score(testing_inputs, testing_classes)
Out[19]:
0.97368421052631582
In [28]:
from sklearn.cross_validation import cross_val_score
import numpy as np decision_tree_classifier = DecisionTreeClassifier() # cross_val_score returns a list of the scores, which we can visualize
# to get a reasonable estimate of our classifier's performance
cv_scores = cross_val_score(decision_tree_classifier, all_inputs, all_classes, cv=10)
print(cv_scores)
#kde=False
sb.distplot(cv_scores, kde=False)
plt.title('Average score: {}'.format(np.mean(cv_scores)))
[ 1.          0.93333333  1.          0.93333333  0.93333333  0.86666667
0.93333333 0.93333333 1. 1. ]
Out[28]:
Text(0.5,1,'Average score: 0.9533333333333334')
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfsAAAFuCAYAAACGILEiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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" alt="" />
In [29]:
decision_tree_classifier = DecisionTreeClassifier(max_depth=1)

cv_scores = cross_val_score(decision_tree_classifier, all_inputs, all_classes, cv=10)
print (cv_scores)
sb.distplot(cv_scores, kde=False)
plt.title('Average score: {}'.format(np.mean(cv_scores)))
[ 0.66666667  0.66666667  0.66666667  0.66666667  0.66666667  0.66666667
0.66666667 0.66666667 0.66666667 0.64285714]
Out[29]:
Text(0.5,1,'Average score: 0.6642857142857144')
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfsAAAFuCAYAAACGILEiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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%0AS5JUOcNekqTKGfaSJFXu/wPWZ0ECNRz66AAAAABJRU5ErkJggg==" alt="" />
In [30]:
from sklearn.grid_search import GridSearchCV
from sklearn.cross_validation import StratifiedKFold decision_tree_classifier = DecisionTreeClassifier() parameter_grid = {'max_depth': [1, 2, 3, 4, 5],
'max_features': [1, 2, 3, 4]} cross_validation = StratifiedKFold(all_classes, n_folds=10) grid_search = GridSearchCV(decision_tree_classifier,
param_grid=parameter_grid,
cv=cross_validation) grid_search.fit(all_inputs, all_classes)
print('Best score: {}'.format(grid_search.best_score_))
print('Best parameters: {}'.format(grid_search.best_params_))
Best score: 0.9664429530201343
Best parameters: {'max_depth': 3, 'max_features': 3}
In [31]:
grid_visualization = []

for grid_pair in grid_search.grid_scores_:
grid_visualization.append(grid_pair.mean_validation_score) grid_visualization = np.array(grid_visualization)
grid_visualization.shape = (5, 4)
sb.heatmap(grid_visualization, cmap='Blues')
plt.xticks(np.arange(4) + 0.5, grid_search.param_grid['max_features'])
plt.yticks(np.arange(5) + 0.5, grid_search.param_grid['max_depth'][::-1])
plt.xlabel('max_features')
plt.ylabel('max_depth')
Out[31]:
Text(45.7222,0.5,'max_depth')
 
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAgIAAAFwCAYAAADKRxObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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%0AAAAASUVORK5CYII=" alt="" />
In [32]:
decision_tree_classifier = grid_search.best_estimator_
decision_tree_classifier
Out[32]:
DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=3,
max_features=3, max_leaf_nodes=None, min_impurity_decrease=0.0,
min_impurity_split=None, min_samples_leaf=1,
min_samples_split=2, min_weight_fraction_leaf=0.0,
presort=False, random_state=None, splitter='best')
In [33]:
import sklearn.tree as tree
from sklearn.externals.six import StringIO with open('iris_dtc.dot', 'w') as out_file:
out_file = tree.export_graphviz(decision_tree_classifier, out_file=out_file)
#http://www.graphviz.org/
用dot -Tpng -test.png  iris_dtc.dot 生成下面的图片
In [34]:
from sklearn.ensemble import RandomForestClassifier

random_forest_classifier = RandomForestClassifier()

parameter_grid = {'n_estimators': [5, 10, 25, 50],
'criterion': ['gini', 'entropy'],
'max_features': [1, 2, 3, 4],
'warm_start': [True, False]} cross_validation = StratifiedKFold(all_classes, n_folds=10) grid_search = GridSearchCV(random_forest_classifier,
param_grid=parameter_grid,
cv=cross_validation) grid_search.fit(all_inputs, all_classes)
print('Best score: {}'.format(grid_search.best_score_))
print('Best parameters: {}'.format(grid_search.best_params_)) grid_search.best_estimator_
Best score: 0.9664429530201343
Best parameters: {'n_estimators': 10, 'max_features': 2, 'criterion': 'gini', 'warm_start': True}
Out[34]:
RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
max_depth=None, max_features=2, max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=1, min_samples_split=2,
min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,
oob_score=False, random_state=None, verbose=0, warm_start=True)
 

机器学习算法整理(五)决策树_随机森林——鹃尾花实例 Python实现的更多相关文章

  1. web安全之机器学习入门——3.2 决策树与随机森林

    目录 简介 决策树简单用法 决策树检测P0P3爆破 决策树检测FTP爆破 随机森林检测FTP爆破 简介 决策树和随机森林算法是最常见的分类算法: 决策树,判断的逻辑很多时候和人的思维非常接近. 随机森 ...

  2. 机器学习算法整理(二)梯度下降求解逻辑回归 python实现

    逻辑回归(Logistic regression) 以下均为自己看视频做的笔记,自用,侵删! 还参考了:http://www.ai-start.com/ml2014/ 用梯度下降求解逻辑回归 Logi ...

  3. R语言︱决策树族——随机森林算法

    每每以为攀得众山小,可.每每又切实来到起点,大牛们,缓缓脚步来俺笔记葩分享一下吧,please~ --------------------------- 笔者寄语:有一篇<有监督学习选择深度学习 ...

  4. 常见算法(logistic回归,随机森林,GBDT和xgboost)

    常见算法(logistic回归,随机森林,GBDT和xgboost) 9.25r早上面网易数据挖掘工程师岗位,第一次面数据挖掘的岗位,只想着能够去多准备一些,体验面这个岗位的感觉,虽然最好心有不甘告终 ...

  5. 逻辑斯蒂回归VS决策树VS随机森林

    LR 与SVM 不同 1.logistic regression适合需要得到一个分类概率的场景,SVM则没有分类概率 2.LR其实同样可以使用kernel,但是LR没有support vector在计 ...

  6. [ML学习笔记] 决策树与随机森林(Decision Tree&Random Forest)

    [ML学习笔记] 决策树与随机森林(Decision Tree&Random Forest) 决策树 决策树算法以树状结构表示数据分类的结果.每个决策点实现一个具有离散输出的测试函数,记为分支 ...

  7. 什么是机器学习的分类算法?【K-近邻算法(KNN)、交叉验证、朴素贝叶斯算法、决策树、随机森林】

    1.K-近邻算法(KNN) 1.1 定义 (KNN,K-NearestNeighbor) 如果一个样本在特征空间中的k个最相似(即特征空间中最邻近)的样本中的大多数属于某一个类别,则该样本也属于这个类 ...

  8. Machine Learning笔记整理 ------ (五)决策树、随机森林

    1. 决策树 一般的,一棵决策树包含一个根结点.若干内部结点和若干叶子结点,叶子节点对应决策结果,其他每个结点对应一个属性测试,每个结点包含的样本集合根据属性测试结果被划分到子结点中,而根结点包含样本 ...

  9. 决策树与随机森林Adaboost算法

    一. 决策树 决策树(Decision Tree)及其变种是另一类将输入空间分成不同的区域,每个区域有独立参数的算法.决策树分类算法是一种基于实例的归纳学习方法,它能从给定的无序的训练样本中,提炼出树 ...

随机推荐

  1. MapReduce编程之Semi Join多种应用场景与使用

    Map Join 实现方式一 ● 使用场景:一个大表(整张表内存放不下,但表中的key内存放得下),一个超大表 ● 实现方式:分布式缓存 ● 用法: SemiJoin就是所谓的半连接,其实仔细一看就是 ...

  2. JVM的GC策略

    1 前言 GC(Garbage Collect)是jvm对于内存管理的核心功能,正是因为它才让Java程序员从内存释放的苦海中脱离出来,所以作为一个程序员都有必要去了解一下他的原理. 说一句题外话,我 ...

  3. 学术诚信与职业道德——《构建之法》P384~391读后感

    程序本身没有伦理和职业道德, 但是程序员和软件企业要有,因为程序员明白伦理道德的存在. 对于刚刚经历被不负责队友抛下的经历,对此很有感触,软件工程师除了遵守任务做事,也要考虑道德上.责任上的事情. 就 ...

  4. 结队第二次作业——WordCount进阶需求

    结队第二次作业--WordCount进阶需求 博客地址 051601135 岳冠宇 博客地址 051604103 陈思孝 博客地址 Github地址 具体分工 队友实现了爬虫功能,我实现了wordco ...

  5. Powershell笔记之MVA课程

    很早之前看过MVA的Powershell课程,最近准备回顾一下,还是有一些意外的收获. <<快速入门 : PowerShell 3.0 高级工具和脚本>> 1. Invoke- ...

  6. Ubuntu安装使用中的一些注意事项

    在win7上安装VMware workstations10.0 ,在VMware workstations10.0上安装Ubuntu14.04 64位时,关于网络的连接注意: win7 网络连接里上的 ...

  7. [转帖]Ubuntu 安装VNC的一个方法

    来源: https://blog.csdn.net/CSDN_duomaomao/article/details/75270271 Ubuntu 16.04 LTS 安装VNC,在百度和谷歌找了很多教 ...

  8. Java 使用 DBCP mysql 连接池 做数据库操作

    需要的jar包有 commons-dbutils , commons-dbcp , commons-pool , mysql-connector-java 本地database.propertties ...

  9. 【Java并发编程】之六:Runnable和Thread实现多线程的区别

    Java中实现多线程有两种方法:继承Thread类.实现Runnable接口,在程序开发中只要是多线程,肯定永远以实现Runnable接口为主,因为实现Runnable接口相比继承Thread类有如下 ...

  10. mapreduce方式操作hbase

    一.导入数据到hbase 1.配置hbase-site.xml指向hdfs <configuration> <property> <name>hbase.rootd ...