diff --git a/mnist.py b/mnist.py index 39a55ed..ec2a910 100644 --- a/mnist.py +++ b/mnist.py @@ -1,30 +1,28 @@ # %% import os + os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' import tensorflow as tf + tf.random.set_seed(777) # for reproducibility import numpy as np + np.random.seed(777) -from tensorflow import keras -from keras.datasets import mnist -from keras.models import Sequential -from keras.layers import Dense, Dropout, Flatten -from keras.layers import Conv2D, MaxPooling2D -from keras import backend as K +import gc +from datetime import date +from keras import backend as K +from keras.datasets import mnist +from keras.layers import Conv2D, Dense, Dropout, Flatten, MaxPooling2D +from keras.models import Sequential # from pso_tf import PSO from pso import Optimizer -# from optimizer import Optimizer - - -from datetime import date +from tensorflow import keras from tqdm import tqdm -import gc - # print(tf.__version__) # print(tf.config.list_physical_devices()) # print(f"Num GPUs Available: {len(tf.config.list_physical_devices('GPU'))}") @@ -74,12 +72,13 @@ if __name__ == "__main__": pso_mnist = Optimizer( model, loss=loss[0], - n_particles=50, + n_particles=75, c0=0.35, c1=0.8, w_min=0.7, w_max=1.15, - negative_swarm=0.25 + negative_swarm=0.25, + momentun_swarm=0.25, ) best_score = pso_mnist.fit( @@ -88,7 +87,7 @@ if __name__ == "__main__": epochs=200, save=True, save_path="./result/mnist", - renewal="acc", + renewal="loss", empirical_balance=False, Dispersion=False, check_point=25 diff --git a/plt.ipynb b/plt.ipynb index 2e7b2b4..f4b5ca2 100644 --- a/plt.ipynb +++ b/plt.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 57, "metadata": { "tags": [] }, @@ -28,12 +28,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "(201, 150)\n" + "(33, 100)\n" ] }, { "data": { - "image/png": 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", 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JEzh48CBTp05t1QYKIYQQQgjRmo4rBSI9PZ2+ffsC8PXXX3PJJZcwffp0Nm3axIQJE1q1gUIIIYQQQrSm4xoB9vX1paamBoBffvmFcePGARAREeEeGRZCCCGEEOJkdFwjwH/605+YOnUqI0eOZN26dcydOxeAffv20blz51ZtoBBCCCGEEK3puEaAX3/9dXx8fPjqq69466236NSpEwA//vgjF110Uas2UAghhBBCiNZ0XCPAXbp04Ycffmiy/eWXX/7DDRJCCCGEEKItHVcADOBwOPjmm2/YvXs3Op2OPn36cPnll2MwGFqzfUIIIYQQQrSq4wqA09LSmDBhAjk5OfTu3RulFPv27SMxMZEFCxbQo0eP1m6nEEIIIYQQreK4coD//ve/06NHD7Kysti0aRObN28mMzOTbt268fe//7212yiEEEIIIUSrOa4R4BUrVvD7778TERHh3hYZGclzzz3HyJEjW61xQgghhBBCtLbjGgE2mUxUVlY22V5VVYWvr+8fbpQQQgghhBBt5bgC4EsuuYS7776btWvXopRCKcXvv//O5MmTueyyy1q7jUIIIYQQQrSa4wqA//vf/9KjRw9SU1Px8/PDz8+PESNG0LNnT1555ZVWbqIQQgghhBCt57hygMPCwvj2229JS0tj9+7dKKXo27cvPXv2bO32CSGEEEII0apaHABPnTr1iI8vX77c/fXMmTOPu0FCCCGEEEK0pRYHwJs3b27Rfjqd7rgbI4QQQgghRFtrcQC8bNmytmyHEEIIIYQQJ8RxTYITQgghhBDiVCUBsBBCCCGE6FAkABZCCCGEEB2KBMBCCCGEEKJDkQBYCCGEEEJ0KBIACyGEEEKIDkUCYCGEEEII0aFIACyEEEIIIToUCYCFEEIIIUSHIgGwEEIIIYToUCQAFkIIIYQQHYoEwEIIIYQQokORAFgIIYQQQnQoEgALIYQQQogORQJgIYQQQgjRoUgALIQQQgghOhQJgIUQQgghRIciAbAQQgghhOhQJAAWQgghhBAdigTAQgghhBCiQ5EAWAghhBBCdCgSAAshhBBCiA5FAmAhhBBCCNGhSAAshBBCCCE6FAmAhRBCCCFEhyIBsBBCCCGE6FAkABZCCCGEEB2KBMBCCCGEEKJDkQBYCCGEEEJ0KBIACyGEEEKIDkUCYCGEEEII0aFIACyEEEIIIToUCYCFEEIIIUSHIgGwEEIIIYToUCQAFkIIIYQQHYoEwEIIIYQQokORAFgIIYQQQpwwDrudGnNFu7bBp12fXYiThMViwWKxuL83m80A2Gw2bDZbqz2P61ytec7ThfSNd9IvzZO+8U76pXnSN96d6H5Z/93XbF74Lefe+hd6nT2yVc/d0tegU0qpVn1mIU5BTz75JE899VST7Z999hkBAQHt0CIhhBDi9GOtrCBrwdcop4PY1HMJ7pbcquevqalh0qRJVFRUEBIS0ux+J1UAvHz5cl5++WXWrVuH2WwmOTmZBx98kBtvvNG9z6233sqHH37Y5Ni+ffuyc+dOr+ctKSnhxhtvZNu2bZSUlBATE8Pll1/O9OnTvXZOWloagwcPxmAwUF5e7vHYihUrmDp1Kjt37iQhIYGHHnqIyZMnux+fN28e06dPJy0tDZvNRnJyMv/4xz+46aabPM7z5ptv8p///Ie8vDz69evHK6+8wqhRo9yPFxQU8PDDD7No0SLKy8s555xzeO2110hObrhQ3nnnHT777DM2bdpEZWUlZWVlhIWFee0Di8XC8OHD2bp1K5s3b2bQoEHH1Dfbt2/nr3/9K+vWrSMiIoK//OUv/Otf/0Kn03k8x9NPP80nn3xCfn4+nTt35rHHHuP2229371NeXs5jjz3GvHnzKCsro1u3brz00ktMmDChSZtnzJjBo48+yn333ccrr7zi3q6U4qmnnuKdd96hrKyM4cOH88Ybb9CvXz+P49esWcNjjz3G2rVrMRqNDBo0iB9//BF/f3+v/XP4CHBiYiLFxcVH/AU6VjabjcWLFzN27FiMRmOrnfd0IH3jnfRL86RvvJN+aZ70jXcnql+UUnzz3JNk7dxGYv+BXPHwEx5xRGswm81ERUUdNQA+qVIgVq9ezYABA3j44YeJjY1lwYIF3HzzzYSEhHDppZcC8Oqrr/Lcc8+5j7Hb7QwcOJBrr7222fPq9Xouv/xynn32WaKjo0lLS+Pee++ltLSUzz77zGNfm83GDTfcwKhRo1i9erXHY+np6UyYMIG77rqLTz75hN9++4177rmH6Ohorr76agAiIiJ47LHHSElJwdfXlx9++IHbbruNmJgYLrzwQgDmzp3LlClTePPNNxk5ciRvv/0248ePZ9euXXTp0gWlFFdccQVGo5Fvv/2WkJAQZs6cyZgxY9i1axeBgYGA9i7noosu4qKLLmLatGlH7NuHHnqIhIQEtm7desx9YzabGTt2LOeddx7r169n37593HrrrQQGBvKPf/zDfa6JEydSUFDA+++/T8+ePSksLMRut7sft1qtjB07lpiYGL766is6d+5MVlYWwcHBTdq7fv163nnnHQYMGNDksRdeeIGZM2cye/ZsevXqxbPPPsvYsWPZu3ev+1xr1qxx98trr72Gr68vW7duRa/3nvZuMpkwmUxNthuNxjb5Y9BW5z0dSN94J/3SPOkb76Rfmid9411b98vOFUvI2rkNH6Mv4+76K76+vq3+HC1uvzrJTZgwQd12223NPj5//nyl0+lURkbGMZ331VdfVZ07d26y/aGHHlJ//vOf1axZs1RoaGiTx1JSUjy2/eUvf1Fnn332EZ9r8ODB6p///Kf7+7POOktNnjzZY5+UlBT1yCOPKKWU2rt3rwLUjh073I/b7XYVERGh3n333SbnX7ZsmQJUWVmZ1+dfuHChSklJUTt37lSA2rx58xHbe3jfvPnmmyo0NFTV1dW5t82YMUMlJCQop9OplFLqxx9/VKGhoaqkpKTZ87711luqe/fuymq1HvH5KysrVXJyslq8eLEaPXq0uu+++9yPOZ1OFRcXp5577jn3trq6OhUaGqr+97//ubcNHz7co8+PVUVFhQJURUXFcZ/DG6vVqr755puj9kFHJH3jnfRL86RvvJN+aZ70jXcnol+qK8rV63fcoF6ceLH6ff4XbfY8Lb1/n/RVICoqKoiIiGj28ffff58xY8aQlJTU4nPm5uYyb948Ro8e7bF96dKlfPnll7zxxhtej1uzZg3jxo3z2HbhhReyYcMGr0nXSimWLFnC3r17OeeccwBtFHTjxo1NzjNu3Dj3iLPro3g/Pz/34waDAV9fX3799dcWv07QUinuuusuPv744xblsnrrmzVr1jB69GiPEdILL7yQ3NxcMjIyAPjuu+8YNmwYL7zwAp06daJXr1488MAD1NbWuo/57rvvSE1N5d577yU2Npb+/fszffp0HA6HRxvuvfdeLr74YsaMGdOkfenp6eTn53v0n8lkYvTo0e7+KywsZO3atcTExDBixAhiY2MZPXr0MfddW3A4avD1/Qmn09reTRFCCCFOmBUfv09dpZmoLl0ZdsmV7d2ckysF4nBfffUV69ev5+233/b6eF5eHj/++GOTNIbm3HDDDXz77bfU1tZy6aWX8t5777kfKykp4dZbb+WTTz5pNmckPz+f2NhYj22xsbHY7XaKi4uJj48HtKC9U6dOWCwWDAYDb775JmPHjgWguLgYh8Ph9Tz5+fkApKSkkJSUxLRp03j77bcJDAxk5syZ5Ofnk5eX16LXCloAfuuttzJ58mSGDRvmDlaPtW/y8/Pp2rVrk/a6HuvWrRsHDx7k119/xc/Pj/nz51NcXMw999xDaWkpH3zwAQAHDx5k6dKl3HjjjSxcuJD9+/dz7733YrfbefzxxwH4/PPP2bRpE+vXr/faTlcfeeu/Q4cOuZ8HtIltL774IoMGDeKjjz7iggsuYMeOHR551C4nogqEUortOybja1rH3n2Pk9J7RqvnPp3KZHa2d9IvzZO+8U76pXnSN961db9k7djGrpVLQafjvNsn41QKZxs9V0tfw0kbAC9fvpxbb72Vd999t8nkJpfZs2cTFhbGFVdc0aJzvvzyyzzxxBPs3buXRx99lKlTp/Lmm28CcNdddzFp0iT3SG1zDg9YVP0cwsbbg4OD2bJlC1VVVSxZsoSpU6fSvXt3zj333COex7XNaDTy9ddfc8cddxAREYHBYGDMmDGMHz++Ra/T5bXXXsNsNh81PxiO3Dcted1OpxOdTsenn35KaGgoADNnzuSaa67hjTfewN/fH6fTSUxMDO+88w4Gg4GhQ4eSm5vLf/7zHx5//HGysrK47777WLRokcfotzdH6j+n0wnAX/7yF2677TYABg8ezJIlS/jggw+YMWNGk/PNmDHDaxWIRYsWtWoVCINhIH7+6ykq+obsLDs22/mtdu7TxeLFi9u7CScl6ZfmSd94J/3SPOkb79qiX5x2O1kLvwYgtGcfNu87wOZ9B1r9eVxqampatN9JGQCvWLGCSy+9lJkzZ3LzzTe7tzeuElFRUYHD4eD888/3SKI+WpWIuLg4UlJSiIyMZNSoUfzrX//C19eX77//HrvdzvPPPw9oAZZSCh8fH9555x1uv/124uLiyM/P96gSMWvWLHx8fIiMjHS3/fAqEddccw0zZszg3HPPZdWqVQDuj/ddVSIKCws9RjXXrl1LRUUFvr6+9O7dm8cee4wHHniAYcOGNfs6x4wZw4YNG9zfz5w5k0OHDuHj4+N+TQDDhg3jxhtv5KmnnuKZZ55h6dKl5Ofnk5CQwJ///Gdef/11zj//fP71r38RHx+Pj48P8+bNY+7cueh0Os4880x3ZYfY2Fj27t3Ltm3bsNlsxMbGkpCQwKRJk5g4cSJKKbKzs0lOTiY2Npbs7Gy6d+/urhJx2WWXkZ+fj9VqZe3atRQWFrorVLisXLmS119/HYvFQmZmJgADBgyguLiY+fPnc8UVV3j0n2skvm/fvvzlL3/hnXfe4eWXX6ZPnz7u4w83bdo0pk6d6v7eVQVi3LhxrVwFYizLlxdj8puPyW8BgwdfRFRU01SPjkhmZ3sn/dI86RvvpF+aJ33jXVv2y+ovPuFglZnA8Aiuf/AxTG1cWtT1Ce7RnHQB8PLly7nkkkt4/vnnufvuuz0ea1wlIj09nT//+c/8/PPPfP/998dcJcI1gmmxWPDz82PatGn07duXiIgIMjMzmTZtGuXl5WzevJlOnToBkJqaynfffcfq1avdVSIWLVrEsGHDMBqNzVaJGDVqlDvPNTY2luTkZIYOHcqzzz7rrhLRqVMnJk2aBHivEnHhhRdisVh45pln3K/hoosuYtasWaxevZqrr76aL7/80uM1Tp48mbi4OOLj46moqGDmzJmsXbuWOXPmkJqayo4dO3A6nbz99tv07NmTHTt2cNddd7F3715331RWVrJixQrsdjsbNmxAr9fzxBNPcOedd5KQkEDXrl1JT0/nwgsv5IsvvmDjxo2kpaVx1113sWfPHvR6PZ07dwa0fOTc3Fy+//57evXqRWFhIZ999hnx8fHu/Obo6GiefPJJunXrxurVq/n3v//N+PHjef755zEYDISEhBAYGMj48eP5+OOPAS2vesWKFe43L127diUhIYHvvvuOffv2kZCQAMC+ffuaHUU/kVUgbLY/0bWbH3l5c9iz90GGBX1BcHDfVn2OU5nMzvZO+qV50jfeSb80T/rGu9bul+LMDDYt+AaAC26fTFD9J8Rt6ZSsArFs2TIVEBCgpk2bpvLy8tz/vFUW+POf/6yGDx/utUrEvHnzVO/evZVSWpUIQL3wwgtq+/btKj09XS1YsED169dPjRw5stm2TJo0Sel0Oo9tBw8eVEajUaWkpKh///vfyt/fXxmNRvXVV18ppbQqEdHR0WrRokXqwIEDavfu3So1NVXpdDqP6g2ff/65MhqN6v3331e7du1S0dHRymg0uitZnHXWWWrs2LFq2bJl6sCBA+qbb75RPj4+qlevXu5z3HLLLerCCy9UmzdvVu+++64C1MqVK9XmzZubrcSwcOFCBajvvvvOvW3BggXqgw8+cPfNbbfdpoxGo7tv1q9frwAVHR2tbrjhBrV9+3b18ssvK8BdtUIprXJD586d1TXXXKN27typrr32WuXn56fuvPNOpZRWJSI4OFgFBgaqv/71r2rv3r3qhx9+UDExMerZZ59VSikVHx+vXn/9dY82R0ZGun+WLs8995wKDQ1VgHrllVfUDTfcoOLj45XZbHbv8+STTyqdTqdmzpypEhIS1NixY5Wfn59KS0tr9mfeWFtWgfhq/leqrq5abdp0k/plSXe16tcRqq6uoFWf51Qks7O9k35pnvSNd9IvzZO+8a4t+sXpcKhP//kP9eLEi9X8F55ptfMeTUvv3yfVCPDs2bOpqalhxowZHnmao0ePZvny5e7vKyoq+Prrr3n11Vf58MMP6dOnj8d5Kioq3KOY77//PkOHDmX+/Pn8+9//xmKxkJiYyFVXXcUjjzzitR25ubls3LjRnTrgkp6eTmRkJL6+vjzxxBM4HA7efPNNdw3gNWvW0LVrV+655x6ys7Px9/cnJiYGnU7HLbfc4j7PddddR0lJCU8//TS5ubnY7Xb+85//kJSU5K4Sceutt3LTTTdRUFBAfHw8gwcPbjJCuXz5cgYPHuz+3pW/PGvWLG699VaPfaurq90jxHFxce7t/v7+vPvuu9x///1YLBYCAgKIiIjghx9+AKB3795ERUVx9dVXs2PHDoYNG4bBYCA6Opqnn37afZ6goCAWL17M3/72N4YOHYrdbmfo0KH897//BbQKEGeddRbx8fG8/fbbvPHGG4SEhHD//fe7fw6u0fjG9Ho9ubm5Htseeughamtreeqpp3jwwQdJTU1l0aJF7hrATqeTFStWcPHFFzNz5kzy8vLw9fVl8eLF9OjRw+vP/EQthbwmZw2vVL5Cl6Iu9E95mc1brqe29iBbt97NgAEfYzAcOff5dCaTU7yTfmme9I130i/Nk77xri36ZdsvP5G3bw9GPz/OuemOE9bnHWIp5K+++oobb7yRTZs2eZ0ol5eXR2JiIp999hkTJ0486vkOr4TwxRdfuAOykpISBg8ezCeffMI555zD7NmzmTJlisdKcb169eLWW2/l0UcfdW9bvXo1I0eOJDc394hVIlw5tbm5uXTq1InffvuNESNGuM8zffp0PvzwQ3dgP3fuXIKCgkhKSiI9PZ1//etf2O12Nm7c6BEov/nmmzz00ENUV1eTkpLCDz/80GwQeODAAYYMGcJLL73EnXfe6d6+c+dOLr/8ctLT092v8+eff6ZLly4ex48YMYJNmzZhsVi4++67eeutt9wLT1x00UUsX76cMWPG8Pjjj7urRJx//vnuKhGTJk1i69atfPPNN/To0YMlS5Zw+eWX43A4PIJTF51O584BbmzGjBksW7aMn3/+GZ1OR9euXZkyZQpTpkzx+rrhxCyFrJTivar3OOQ4hAEDl/pfypl+SQQEvopOV4PNNghL3Z+Bk746oRBCCNEse001mQu+xGmzETU0lbDe/U/Yc7d0KeSTagT4WHTkKhGgjSK79O/fn2HDhpGUlMSCBQu46qqr3I/deOONjB07lry8PF588UUmTpzIb7/91mSkNTc3l4suuohrr73WI/itra3l9ttvZ+TIkcyZMweHw8GLL77IhAkTWL9+vceywnPnzqWyspKtW7fy4IMP8uKLL/LQQw8BLasS8eqrr3LXXXeRkpKCTqejR48e3HbbbcyaNeuIfd7Yxo0befXVV9m0adMxlRg7UZPgRtSM4K8L/spu226+qf0GQ6er+UvP19m96y8YjVvo0WMEXZP+3mrPdyqRySneSb80T/rGO+mX5knfeNfa/bLg1Rdw2mzE9kjm2vv+gV5vaIVWtswpOwmuJZqrEtGYUooPPviAm266qcVL7cXFxXmtEhEfH8/SpUv57rvvePHFF93ndzqdXqtENFZYWOhRJQK0j/V79uwJwKBBg9i9e7e7SkRUVBQGg8HreQ6vfdtYfHw8SUlJ7N+/32N7aGgooaGhJCcnc/bZZxMeHs78+fO54YYb3Pvk5uZy3nnnkZqayjvvvONx/GeffUZGRgZr1qxxj+Z+9tlnhIeH8+2333L99de7901MTAS06gsOh4O7776bf/zjHxgMBuLj4+nUqZM7+AXo06ePR5WI6OhovvnmG+rq6igpKSEhIYFHHnmEbt26Nfu6D7dq1SoKCws9RqcdDgf/+Mc/eOWVV5qthXyiJsGFB4RzQ8AN5Cfl89a2t/g67Wv2V+znX30eJCd9OpmZbxIclExc3GWt9pynGpmc4p30S/Okb7yTfmme9I13rdEvaRvWcmD9GnR6PePu/hsm04lN7Wtp+0+5z1qXL1/OxRdfzHPPPdekSkRjK1asIC0tjTvuuOO4nkc1qhIBWn7vli1b3P+efvpp90julVdqK5qkpqY2qaHXuErEkZ7L9Ty+vr4MHTq0yXkWL17skRJxuJKSErKystxpFi15LoCcnBzOPfdchgwZwqxZs9xBrktNTQ16vd5jNNX1vavebnPPY7PZ3P3oSgOpqqpy77Nv3z6PKhEufn5+dOrUCbvdztdff83ll19+xNfU2E033cS2bds8flYJCQk8+OCD/Pzzzy0+T1vS6/Tc2f9O3rjgDYJ9g9lWtI3J6z7GFKkFvbv3PExFxeZ2bqUQQghxbKy1NSz54C0Ahl1yJTFdu7dzi5p3So0Au4Lf++67j6uvvto9Surr69tkueT333+f4cOH079/07yT+fPnM23aNPbs2QPAwoULKSgo4MwzzyQoKIhdu3bx0EMPMXLkSPcKaIdPtHOVBGt8/smTJ/P6668zdepU7rrrLtasWcP777/PnDlz3PvMmDGDYcOG0aNHD6xWKwsXLuSjjz7irbfecu8zdepUbrrpJoYNG+Yelc3MzGTy5MkAVFVV8eSTT3L11VcTHx9PRkYGjz76KFFRUe5g/ODBg8ydO5dx48YRHR1NTk4Ozz//PP7+/kyYMAHQRn7PPfdcunTpwosvvkhRUZG7Da6JcmPHjuXBBx/k3nvv5W9/+xtOp5PnnnsOHx8fzjvvPAA+/fRTjEYjZ5xxBiaTiY0bNzJt2jSuu+4690TCSZMm8cwzz3Dbbbfx1FNPUVxczIMPPsjtt9/uTqNYu3YtH3/8MR999BFPPPEEjz/+OLW1taxdu5a8vDzi4+Opqqri22+/5bXXXgPg+uuvp1+/fjz99NNcfPHFREZGEhkZiU6n491332XBggXk5eXx/vvvM2LECHr37n2Uq+zEGdV5FHMvnst9y+9jf9l+/r51Gc/0SMHPsoet2/7CmcPm4+/fqb2bKYQQJ52dBVlU1FUf83HFaftIO7SLb36oQqdveZqcpSYXh6XsmJ/PotNRx3F8/O9wgt1+7McdJyeKqqpqMmatQc/xr1Bq35eLs6QE/IxsMe9h6ztHXoirX88hnH/+tUfcp62cUgHw8VSJ8KZxlQhoWgnhaFUimtOtWzcWLlzI/fffzxtvvEFCQgL//e9/3VUiQKvG0LhKREpKCp988olHTm/jKhF5eXn079+fhQsXkpSUBIDBYGD79u189NFHlJeXEx8fz3nnncfcuXPdlRD8/PxYtWoVr7zyCmVlZcTGxnLOOeewevVqYmJiAG10Oi0tjbS0tCajsK6R25SUFL7//nueeuopUlNT0ev1DB48mJ9++sk92uzj48Pzzz/Pvn37UEqRlJTEvffey/333+8+X+MqEcOGDSMyMpKJEyfy7LPPuvepq6tj/vz5VFZWMm3aNMaOHcvf//537r//fh544AE+/fRTNmzYwJ///Gf3MRaLhU2bNnHNNddQWFjofv0ATz31FC+88ALr16+ne/fu3HjjjRw6dKjJmyXXeU5EFYjDZ9rG+ccxe+xsnln7DD8d+onHDxziX51DCbaVsHXrnQwc+Bk+PkGt9vwnM5md7Z30S/Okb7w7XfulpKaSl3//miU532MxpB//iUKBlqWJejqRK9cb6v+dSE2zAI9JZLkvl2TFoUPHojOyyQ1IO+oxo3fuYNSoK/7YEx+mQ1SBEKef2bNnc9ttt5GWluauVvHmm2/y9NNPN8mLdnE4HISHh/PZZ59xySWXANokwn/+85/uhUOqq6sJDg5m4cKFXHTRRU3OcSKqQByJUorVltX8XPczIQY7D8TaCDI4sNv7Uld7O6dgtpIQQrSKLVW5LK3aQIlxKzqDNlChlA6cLZvfc6z0KIzY8dE50NMQIkmw1DydEy5Yk0B4pYlD8VWsG1h09IOAYZU9GZt0e6u2paVVIE6qALjxUsdms5nk5GQefPBBbrzxRvc+R1vq2JuSkhJuvPFGtm3bRklJCTExMVx++eVMnz7da+c0Xuq4cZkz8L7UsSs1AWDevHlMnz6dtLQ0bDabe6njm266yb3PypUr+c9//sPGjRvJy8trUsrLZrPxz3/+k4ULF3Lw4EFCQ0MZM2YMzz33nHtVM9DKlj3wwAP8+uuvWCwWLrroIl577TWPyXJdu3bl0KFDHq/h4Ycfdq+W5wo4vSkoKCAmJqbZ4DAgIIDq6oaPoCwWC08//TSffPKJe6njxx57zF3irSV9M3v2bO655x6uuuoqfvzxR2pra4mNjeXQoUPunOPmqjtcccUVzJ8/n9LSUiIjI4mPj6e8vJyoqCiuuOIKPvzwQ1577TWvEye9jQAnJiZSXFzcykshH3mm7fqC9Tzy6yMEq2L+FmPBqIPOnW6je/eHW60NJyuZne2d9EvzpG+8Ox36pbCqgpm/f8ny3B+w+jQsYa+3R3FmxEVMGX49vaMTmhxXU1zEmk++IK2ijmKfOvf2AKeRJL2RoecOZWdFVZO+qa0pY88PD5GUt5SYqgr3YK/FR8/B0O44h91Hr2E3cDiHUqwoq+LT/DKWlFbiqN8eYtBzVUwYk+LC6RPYdBKYUora9esxf/UVVb8sgfpRS52/H8HjxxNy9dWYzjjjmKoZ/RF/9JrZtOAbfp3zIX5BQfz5+dcICA1r/Ua2kNlsJioq6tQqg9Z4qePY2FgWLFjAzTffTEhIyDEvddyYXq/n8ssv59lnnyU6Opq0tDTuvfdeSktL+eyzzzz2tdls3HDDDe6ljhtrbqnj6Ohod5pDREQEjz32GCkpKfj6+rqXOo6JieHCCy8EtNHIgQMHctttt3mkR7jU1NSwadMm/vWvfzFw4EDKysqYMmUKl112GRs2bHCfY9y4cQwcOJClS5cC8K9//YtLL72U33//3WMy29NPP81dd93l/j4oqOEj9euuu67JiOitt95KXV2dO1XigQce8AjyAS644ALOPPNMj20TJ06koKCA999/n549e1JYWIi9UQ5TS/umrq4Oo9HIjz/+SExMjDsn2OX888+npKSEBx98kM6dO7NmzRqmTZvmzsd2LZxx2223cfvtt3Po0CEmT55MbW1tsxP3TuRSyEc674jOI/ji0i+YsmwKn5Vs5ZYoK9k5swgKSqZTp+u8nOn0I7OzvZN+aZ70jXenWr84nU6+2b2W97Z8RqZ1NTq9FXxAKQMx+mH8ue9Ebh58AT6GprkBu77/jo3rdpOlt2LVOcAHdEpHnMOPvp3COPu2mzH6+WOz2di5cKG7b/ZumIPj95n0KE/jLHvD/aEgMITMTufT77KZ9AmKbPJ8OXVW5uSVMievhBxLw0fuZ4UG8ueESC6JDiPA0PSTO3tJCRXz51P25ZfYDjUE9n59+xI2cSIhl1yMIaj90t6O55qpKMzn968/B+CcP99OaFR0WzStxVra/pMqAG68gATA3//+d37++Wfmz5/vDoBdZb1cvvnmG8rKypodxQQIDw/n//7v/9zfJyUlcc899/Cf//ynyb7//Oc/SUlJ4YILLmgSAP/vf/+jS5cuvPLKK4A2MW7Dhg28+OKL7kC2cS1fgPvuu48PP/yQX3/91R3kjR8/nvHjxzfb3tDQ0CZVIF577TXOOussMjMz6dKlC7/99hsZGRls3rzZ/Q5n1qxZREREsHTpUsaMGeM+Njg42GP1t8b8/f09avkWFRWxdOlS3n//ffe2oKAgj6B569at7Nq1i//973/ubT/99BMrVqzg4MGD7hxb1wRCl5b0zcKFC9Hr9R61fwcMGOBx3Lp163jzzTfdnwxMnz4dwF1qzhUIn3nmmfTo0YMePXrw73//m4kTJ+JwODjZxQXG8eH4D3n292f5sfBLxofa2LX3MfS+ccRHj27v5gkhRKvKNZfy4m9zWJ73AzZDNgA6PRjsMaTGXMwDIybRI7LpPawqL5dVH39BWmUdJYY6d85soNOXrgYjIy4ZTadhZzU5zmGrZPPnt9I1fyW9qxuSgeuMBg6E9sRnxEP0HnINhxcetTsVS0rNfJxbwtISM65wOdzHwMS4CCYlRNLb22iv00n1mjWUf/EllUuWuCe36QMDCbnkEsKuvRb//t7XMzjZKaX45f23sFstJPY9g/7njm3vJrXYSRUAe1NRUdGkAkNj77//PmPGjHFPEGuJ3Nxc5s2bx+jRnsHE0qVL+fLLL9myZQvz5s1rctyaNWsYN26cx7YLL7yQ999/H5vN1uRdh1KKpUuXsnfvXp5//vkWt8+biooKdDodYWFhgPaRvU6n8xi19PPzQ6/X8+uvv3oEwM8//zzPPPMMiYmJXHvttTz44IPN1kb+6KOPCAgI4Jprrmm2Le+99x69evVi1KhR7m3fffcdw4YN44UXXuDjjz8mMDCQyy67jGeeecYjwHZprm82b96MwWDg2muvZcWKFXTq1InU1FSPY3v27MnHH3/MsGHDyMjIYNGiRUet9ezqP4OXkQM4cZPgnnjyz6iaMn5f/kaL9jfShSU67c/ssh+eAZ498gGngbUrXm/vJpyUpF+aJ33j3anQLzYUZT5WnDoYBOhUOBF2X+KUD+E6A7qdS1i5bAkrvRyr6v8FAIH123T1D1TpYNFny8HzQ14MykGcpZgaZWcXkewkkiLfcLKNnaj0iYcqPXy5XvvXiEOnI9svkNr6e8hoINZSR88aM4m1NRhQ7Ac8K/EDTie2nBycrhKgMaEYoqIwJSdj7NoVnY8PrP9V+9eOnE4nRYcOsbw4t0k51COpq6okY8tG9D4+nHvrXzw+9W0vLb1nn9QB8FdffcX69et5++23vT6el5fHjz/+2CSNoTmHL3X83nvvuR8rKSnh1ltv5ZNPPmk2ZyQ/P7/JYhSxsbHY7XaKi4uPuNTx2LHH/66orq6ORx55hEmTJrnbdvbZZxMYGMjDDz/M9OnTUUrx8MMP43Q6ycvLcx973333MWTIEMLDw1m3bh3Tpk0jPT3d47U39sEHHzBp0iSvQStogeKnn37apELGwYMH+fXXX/Hz82P+/PnupY5LS0vdSx23pG+Kioqw2+0kJyfz6KOPsm7dOv72t781aePdd9/N4MGDCQ4OJjAw0GOhkcOVlJTwzDPPHDFInjFjhtc850WLFrXuJLiqUqLy/+BUWyGEOI3E4X2hhGMvOtYSPhTh7RPRcoIoP+KRoV62WYCj1jrw9wH/sEYb7JC2W/t3ktm2d8dxHRfWZyBrtmyFLVtbuUXHrqampkX7nbQB8Om+1HFL2Ww2rr/+epxOp7utANHR0Xz55Zf83//9H//973/R6/XccMMNDBkyxGOUs3EpsgEDBhAeHs4111zD888/3yRoXLNmDbt27eKjjz5qtj3z5s2jsrKyyUSylix13JK+0el0pKamutMaBg8ezM6dO1m/vuHd+ODBg93fp6SkMHbsWHddYBfXz8VsNnPxxRfTt29f0tLSms0NOlFLIa9dN4fiTsfxZ71+WEOnO2nmrAohxB+mUzoi8CFcd+yVbo7nz6ECyvRh1Bg7wTEuzxtps5JUV3PMNXkM4WENo70nKafDSXpGOt26dkPvJXf5SAJCQhkwdgKGk+T1tXQpZNRJaPny5SooKEi9/fbbze7jdDpVz5491ZQpU47rOVatWqUAlZubq5RSKjQ0VBkMBvc/vV6vAGUwGNT777+vlFJq1KhR6u9//7vHeebNm6d8fHyU1Wpt9rnuuOMONW7cOK+PAWr+/PleH7NareqKK65QAwYMUMXFxc2ev6ioSJWVlSmllIqNjVUvvPBCs/tmZ2crQP3+++9NHrv99tvVoEGDmj1WKaXOP/98dcUVVzTZfvPNN6sePXp4bNu1a5cC1L59+5o93+F906VLF3XHHXd47PPmm2+qhISEJseuXLlSAWrLli1ez202m1Vqaqq64IILVG1t7RFf1+EqKioUoCoqKo7puKOxWq3qm2++OeL10lFJ33gn/dI86RvvpF+aJ33j3enULy29f58c4Xojy5cv55JLLuH5558/4UsdN54g9e233/L888+zevVqOnXSVuNKTU3l+++/9zjPsS513FI2m42JEyeyf/9+li1bdsSP+KOiogAth7mwsJDLLrus2X03b9aW2D18yeSqqiq++OILjwVGDpeens6yZcv47rvvmjw2cuRIvvzyS6qqqtwT5ppb6rixw/tm5MiRHouUuM7jLcf7/fffZ+jQoQwcOLDJY2azmQsvvBCTycR3332Hn9+JXYtcCCGEECevkyoA7ihLHVdVVZGW1pA1lJ6ezpYtW4iIiKBLly7Y7XauueYaNm3axA8//IDD4XD3RUREhDuXddasWfTp04fo6GjWrFnDfffdx/333+9e7nfNmjX8/vvvnHfeeYSGhrJ+/Xruv/9+LrvsMrp06eLxeufOnYvdbveouXy4Dz74gPj4eK8VLFqy1HFL+ub+++9nxIgRTJ8+nYkTJ7Ju3Treeecd3nnnHY/nM5vNfPnll7z00ktN2lJZWcm4ceOoqanhk08+wWw2uz8SiY6ObnYinBBCCCE6iBMxHN1St9xyi2tSp8e/0aNHe+xXXl6u/P391TvvvOP1PLNmzVKNX9rSpUtVamqqCg0NVX5+fio5OVk9/PDD7rSB5s4RGhraZPvy5cvV4MGDla+vr+ratat66623PB5/7LHHVM+ePZWfn58KDw9Xqamp6vPPP/fYZ9myZV5f5y233KKUUio9Pd3r44BatmyZ+zwPP/ywio2NVUajUSUnJ6uXXnpJOZ1O9+MbN25Uw4cPd7/u3r17qyeeeEJVV1c3eV2pqalq0qRJzfaHw+FQnTt3Vo8++miz++zevVuNGTNG+fv7q86dO6upU6eqmpqaY+obpZT6/vvvVf/+/ZXJZFIpKSlef85vv/228vf3V+Xl5U0ea65/AZWent5s+xuTFIgTT/rGO+mX5knfeCf90jzpG+9Op35p6f37pFoJToiThdlsJjQ09KgryRwrm83GwoULmTBhwilVoP5EkL7xTvqledI33km/NE/6xrvTqV9aev8+qVIghDhZqEZVJFqTzWajpqYGs9l8yv+RaW3SN95JvzRP+sY76ZfmSd94dzr1i+u+fbTxXQmAhfCisrISgMTExHZuiRBCCCGOVWVlpcfKwYeTFAghvHA6neTm5hIcHNyk9vMf4aovnJWV1aqpFacD6RvvpF+aJ33jnfRL86RvvDud+kUpRWVlJQkJCUdc1U5GgIXw4mjl2/6okJCQU/6PTFuRvvFO+qV50jfeSb80T/rGu9OlX4408uty7EuvCCGEEEIIcQqTAFgIIYQQQnQoEgALcQKZTCaeeOIJTCZTezflpCN94530S/Okb7yTfmme9I13HbFfZBKcEEIIIYToUGQEWAghhBBCdCgSAAshhBBCiA5FAmAhhBBCCNGhSAAshBBCCCE6FAmAhTiB3nzzTbp164afnx9Dhw5l1apV7d2kdvfkk0+i0+k8/sXFxbV3s064lStXcumll5KQkIBOp+Obb77xeFwpxZNPPklCQgL+/v6ce+657Ny5s30aewIdrV9uvfXWJtfP2Wef3T6NPYFmzJjBmWeeSXBwMDExMVxxxRXs3bvXY5+Oes20pG864nXz1ltvMWDAAPdiF6mpqfz444/uxzva9SIBsBAnyNy5c5kyZQqPPfYYmzdvZtSoUYwfP57MzMz2blq769evH3l5ee5/27dvb+8mnXDV1dUMHDiQ119/3evjL7zwAjNnzuT1119n/fr1xMXFMXbsWCorK09wS0+so/ULwEUXXeRx/SxcuPAEtrB9rFixgnvvvZfff/+dxYsXY7fbGTduHNXV1e59Ouo105K+gY533XTu3JnnnnuODRs2sGHDBs4//3wuv/xyd5Db4a4XJYQ4Ic466yw1efJkj20pKSnqkUceaacWnRyeeOIJNXDgwPZuxkkFUPPnz3d/73Q6VVxcnHruuefc2+rq6lRoaKj63//+1w4tbB+H94tSSt1yyy3q8ssvb5f2nEwKCwsVoFasWKGUkmumscP7Rim5blzCw8PVe++91yGvFxkBFuIEsFqtbNy4kXHjxnlsHzduHKtXr26nVp089u/fT0JCAt26deP666/n4MGD7d2kk0p6ejr5+fke14/JZGL06NFy/QDLly8nJiaGXr16cdddd1FYWNjeTTrhKioqAIiIiADkmmns8L5x6cjXjcPh4PPPP6e6uprU1NQOeb1IACzECVBcXIzD4SA2NtZje2xsLPn5+e3UqpPD8OHD+eijj/j555959913yc/PZ8SIEZSUlLR3004armtErp+mxo8fz6effsrSpUt56aWXWL9+Peeffz4Wi6W9m3bCKKWYOnUqf/rTn+jfvz8g14yLt76BjnvdbN++naCgIEwmE5MnT2b+/Pn07du3Q14vPu3dACE6Ep1O5/G9UqrJto5m/Pjx7q/POOMMUlNT6dGjBx9++CFTp05tx5adfOT6aeq6665zf92/f3+GDRtGUlISCxYs4KqrrmrHlp04f/3rX9m2bRu//vprk8c6+jXTXN901Oumd+/ebNmyhfLycr7++mtuueUWVqxY4X68I10vMgIsxAkQFRWFwWBo8k66sLCwyTvuji4wMJAzzjiD/fv3t3dTThquqhhy/RxdfHw8SUlJHeb6+dvf/sZ3333HsmXL6Ny5s3u7XDPN9403HeW68fX1pWfPngwbNowZM2YwcOBAXn311Q55vUgALMQJ4Ovry9ChQ1m8eLHH9sWLFzNixIh2atXJyWKxsHv3buLj49u7KSeNbt26ERcX53H9WK1WVqxYIdfPYUpKSsjKyjrtrx+lFH/961+ZN28eS5cupVu3bh6Pd+Rr5mh9401HuW4Op5TCYrF0yOtFUiCEOEGmTp3KTTfdxLBhw0hNTeWdd94hMzOTyZMnt3fT2tUDDzzApZdeSpcuXSgsLOTZZ5/FbDZzyy23tHfTTqiqqirS0tLc36enp7NlyxYiIiLo0qULU6ZMYfr06SQnJ5OcnMz06dMJCAhg0qRJ7djqtnekfomIiODJJ5/k6quvJj4+noyMDB599FGioqK48sor27HVbe/ee+/ls88+49tvvyU4ONg9chcaGoq/vz86na7DXjNH65uqqqoOed08+uijjB8/nsTERCorK/n8889Zvnw5P/30U8e8Xtqt/oQQHdAbb7yhkpKSlK+vrxoyZIhHWZ6O6rrrrlPx8fHKaDSqhIQEddVVV6mdO3e2d7NOuGXLlimgyb9bbrlFKaWVtXriiSdUXFycMplM6pxzzlHbt29v30afAEfql5qaGjVu3DgVHR2tjEaj6tKli7rllltUZmZmeze7zXnrE0DNmjXLvU9HvWaO1jcd9bq5/fbb3fef6OhodcEFF6hFixa5H+9o14tOKaVOZMAthBBCCCFEe5IcYCGEEEII0aFIACyEEEIIIToUCYCFEEIIIUSHIgGwEEIIIYToUCQAFkIIIYQQHYoEwEIIIYQQokORAFgIIYQQQnQoEgALIYQQQogORQJg0e7efPNNunXrhp+fH0OHDmXVqlXN7jtv3jzGjh1LdHQ0ISEhpKam8vPPP3vsM3v2bHQ6XZN/dXV1bf1ShBBCCHEKkABYtKu5c+cyZcoUHnvsMTZv3syoUaMYP348mZmZXvdfuXIlY8eOZeHChWzcuJHzzjuPSy+9lM2bN3vsFxISQl5ensc/Pz+/E/GShBBCCHGSk6WQRbsaPnw4Q4YM4a233nJv69OnD1dccQUzZsxo0Tn69evHddddx+OPPw5oI8BTpkyhvLy8LZoshBBCiFOcT3s3QHRcVquVjRs38sgjj3hsHzduHKtXr27ROZxOJ5WVlURERHhsr6qqIikpCYfDwaBBg3jmmWcYPHhwi9vmdDrJzc0lODgYnU7X4uOEEEII0X6UUlRWVpKQkIBe33yigwTAot0UFxfjcDiIjY312B4bG0t+fn6LzvHSSy9RXV3NxIkT3dtSUlKYPXs2Z5xxBmazmVdffZWRI0eydetWkpOTvZ7HYrFgsVjc3+fk5NC3b9/jeFVCCCGEaG9ZWVl07ty52cclABbt7vARVqVUi0Zd58yZw5NPPsm3335LTEyMe/vZZ5/N2Wef7f5+5MiRDBkyhNdee43//ve/Xs81Y8YMnnrqqSbb33vvPQICAlr6UoQQQgjRjmpqarjzzjsJDg4+4n4SAIt2ExUVhcFgaDLaW1hY2GRU+HBz587ljjvu4Msvv2TMmDFH3Fev13PmmWeyf//+ZveZNm0aU6dOdX9vNptJTEzkiiuuICQkpAWvpmVsNhuLFy9m7NixGI3GVjvv6UD6xjvpl+ZJ33gn/dI86RvvTqd+MZvN3HnnnUcdSJMAWLQbX19fhg4dyuLFi7nyyivd2xcvXszll1/e7HFz5szh9ttvZ86cOVx88cVHfR6lFFu2bOGMM85odh+TyYTJZGqy3Wg0tskfg7Y67+lA+sY76ZfmSd94J/3SPOkb706Hfmlp+yUAFu1q6tSp3HTTTQwbNozU1FTeeecdMjMzmTx5MqCNzObk5PDRRx8BWvB788038+qrr3L22We7R4/9/f0JDQ0F4KmnnuLss88mOTkZs9nMf//7X7Zs2cIbb7zRPi9SCCGEECcVCYBFu7ruuusoKSnh6aefJi8vj/79+7Nw4UKSkpIAyMvL86gJ/Pbbb2O327n33nu599573dtvueUWZs+eDUB5eTl33303+fn5hIaGMnjwYFauXMlZZ511Ql+bEEIIIU5OEgCLdnfPPfdwzz33eH3MFdS6LF++/Kjne/nll3n55ZdboWVCdEwOux2Dz+l7eyjKzMAUEEBIVMzRdz5FOZWzvZsgTiHpW4op32PCeVHHWRpCVoITQgjhdnDTel658Qp2LP+lvZvSJqpKS/h02hS+fPqx9m5Km3l186tMN08nuyq7vZvSZmxOW3s34bSy+usDVKX7kre/vL2bcsJIACyEEMLtwMa1AOxccXoGwNm7d+Cw2ykvyMNmqWvv5rSJZdnLqFN1rMtf195NaRNbCreQ+lkqs3bMau+mnBYcNifV5VYAirOq27k1J44EwEIIIdzKC7SJpXn792K3nX6jbLn79ri/riwpaceWtA2ncpJXnQfAocpD7dyatrE6dzUWh4XlWcvbuymnhcrShjeCRVmV7diSE0sCYCGEEG4VBVrw5LDZKDjQfO3sU1XjALiqtLgdW9I2imuL3ekBmebMo+x9asqs1F5XVmVWO7fk9FBZ0hAAl8gIsBBCiI7GYbdjLi5yf5+9e0c7tqb12Sx1FB066P6+suT0C4BzqnLcX7sCxdONK7Avqi2ixlbTzq059ZlLat1fVxTVYq21t2NrThwJgIUQQgBQWVyEcjZUD8jes7MdW9P6Cg6k4XQ43N+f7gFwVlUWDqfjCHufmhoH9jIK/MeZSzxz4YuzO0YahATAQgghACivT3/w8dVWRczduwvnaRRA5ezb7fF9ZUlRM3ueunKrct1f2512cqtzj7D3qafCUkGFpcL9/SHz6ZnnfCJVHhYAF2VWtVNLTiwJgIUQQgANE+C69B+AKSAQa20tRRnp7dyq1pO3X8v/jUjoDGgl0U43jUeA4fQLEA8f8T1d0zxOpMr6FAifIO3NblGmjAALIYToQFwjwGFxCST07gNA9u7TIw1CKUXuXm0EuFfqKOD0ToHQ19/eT7cA+PCJfSdqot+vZZVk1VlPyHOdaK4UCP84Lfe3o1SCkABYCCEEABX1I8BhsXF07tMfOH0mwpUX5FFbacbg40PPYcOB0zMAdqVAdDZoo9wZFRnt2JrW5yrtFmgMBI5tBLjUZufGHRn8Xn9sS+2squWaLQe4a0fGMR13KrDbHNRUaIG9f6wWAJflVWOznj6pT82RAFgIIQSglUBT6MiPjCc+pS+gTYRT6tRfHjWvvvxZTPeehMbGAVBXVXlaLYbhcDrcNYB7GnsCp98IcJZZS4EYHqe9iTmWEeClJWZWllfzk2/IMT3nxgqtNNie6trT4nehsapSCwBGkwFjsBP/YCNKQUn26Z8HLAGwEEIIlFKUF+Szrc9Qbqvy4RNDCD6+JuoqzZTmnPoz7XPrJ8Al9OqDKSAQo58/cHothlFUW4TdacdH70M3n27A6RcAu0Z8/9T5T8CxlULLqdPqIxfojdQ1qnZyNLurtTdJdU5Fse30KhHmKoEWFGFCp4OozkFAx8gDlgBYCCEENRXl2Cx1HOrcA4A5BeXEJqcAp0cesGsBjIReKeh0OoIjIoHTazEMV/5vXEAc0fpoAPKq87A4LO3ZrFblmgR3RtQZhJpCPbYdTY5F+6jfqdORVtPyPtld1VAnN6v25M4DVkodU+UWVwWI4Eg/ACIT6wPgDpAHLAGwEEIIKgq1/N/S6AQACq12ygecCZz6ecDW2hqKM7WR0IT6oD44SgsQT6c8YFcAnBCYQKAukCBjEArlThs41VVaKymtKwUgMTiRpOAkoOV5wLmWhqW9d1e3LABWSrGruiEAzjzJJ8J9Pf1xZk2Z3OLUHtcEuOAIrfRhVKKMAAshhOhAygvysRt8KA4Od2/bGNsV0ALgUzn3MS9tH0o5CYmOIah+5Nf1/2kZAAcloNPp3AHi6ZIG4Qp0I/0iCTQGkhiSCLT89eU2Cl5daQ1HPcZiw2xvSJc4mStB2KwWDm3bTHlBHvktXMbcPQIcoY0Au1IgSnOrcdhaniZyKpIAWAghBOX5eZSER6N0enT125bb9Dh9TVSVlmAuKmjX9v0RjfN/XYIjo4DTKwXCVQGioLqA18yvERsQC0CGOaMdW9V6XCPZXUK6ALgD/JamQDQeAd5T07IAeFej9Ac4uQNgc1Gh++vC9AMtOsZVAzioPgUiONKEKcAHp0NRmlfd+o08iUgALIQQgoqCPIoitOoIw0MDSTAZqXQ4KTnzHODoecAZxdVc+tqvLNiW1+ZtPVauChDx9ekP0BAAn44jwNtLtlPgLKDWrgU3bT0CbLc6yNlbhnK27acErhHgxGBt5PdYRoCr7Q7K7Q25sS0dAd5Tv59Rp70tPFUC4IIWBsCHp0DodDqiEoOB0z8NQgJgIcQpSynFzI0z+e+m/56wj+irVq2i+O13TumUAG/KC/IpitRGDPsF+XNFjJYKsbvnAODoAfCc9Zlsz6lg9uqTa+U45XSSW78CXKfefbA6rNzy4y18W/AzcHoFwK4R4CqbVsKq3FIOtH0AvPHnQ3zz8ma2Lc9u0+dxlTzrEnzYCHALcpxz6kd//fU6dEpRbHNQZLUd5aiGEeDUMK12cPZJHQA3fEpTcDDtqPvbrQ01gF2T4ACiu0gALIQQJ7VdJbuYtWMW725/t8kSsG1BKUXuw49Q9PLL1Kxf3+bPB2DPzydk/XqU7eg36z+iojCfokhtBLhvkD9XxYYBsNk/DIuviZw9R54Ity5dm5y0J6/ypHpzUJqbg6W6Gh9fE1FdurKjeAebCjfxS9kqACpPk+WQ7U47+dX5HttcI6ZtnQJRcLACgPStRW36PK5Uh6QQLfB1pUIU1hYetRRabn0FiC5+vsQ4tVJmu6qOPgrsGikeF1VfcaLOelJd3401HgEuzc3GVnfk11dZWj+6bTJgCvBxb4/u0jEqQUgALIQ4Zf2Y/qP7640FG9v8+WxZWThKtUDPsmdPmz8fQPFLM4n76msqf/zx6DsfJ1tdHdXlZRRFaCPAfYL86BfkT3KACSs69nfrR1leLlVlpV6Pr7Ha2Z6tBUGVFjvZZbVe92sPrvzfuJ7JGHx82Fqyn9L45zjUZTIAdZXm02IxjIKaAhzKgV7XcFuvtms5nKV1pZit5jZ77ooi7eedd6CiTVcQc41ku1IfQk2hLS6FlltfAzjBZKSTUwuGD8/vPZzV6SStPld4TGQIerRawEXWk7MWcEWjABilKDx05E9jGpdA0+l07u3R9SkQxdlVOB2n70Q4CYCFEKckp3LyU8ZP7u9PRABcu3Wr++u6vXvb/PkALPv2AWDdu6/NnqO8MJ9q/0BqAoLRAb0DtRvi1bFaGkTaGdqqWzl7vKdBbMksx94o/3NnbtsFW8fKXf+3Pv/3lxIzDmMn6oKGYQvUPtauOg1GgV3pDwadAQAjRgCCjNpo3rGsmHYsHHanO5By2hX5aRUtPtayfz8Zk26kZtOmo+5bbaumpE77OblygKEhHeJopdBcNYATTEY6O7RguHF5M2/SaizYFYT46Eny8yXepPXpicgDVkrhVMcWfLpSIAw+2mhuYfqR0yBc+b8hjdIfAMJiAjCaDDhsTsryW7bIyLF65kAu4zbs5ZuCsjY5f0tIACyEOCVtKdxCQU1DztuGgg1t/py1W7e5v7a0YUDqohwObJnajd2akdFmz1PeaAJcV39fAg1aEHWlKwCOTKDKP6jZPOC16Z4jw7vzTkwA7HA6jhokuCtA9NYqQGyvC3Q/VpLQGTg98oBdKUA2pxbcnWnSajj76LVgqK3SIMzFtTTOCMje6/1TAm/K5nxO7aZNlHzwwVH3dY3whpvCCWm0lLErDeJoAb6rAkS8b8MI8O6jpEC4Roj7BPqj0+lI9PPV2tLGAbDD6WDiDxO57ofr3D/PljAXaykoSQMGA0efCOceAY7y99iu0+sa6gG3URrExopqtlXWYm3HdBIJgIUQpyRX+sP5ieej1+nJqsyioLptS3XVbt3K+j5nMGfspdTt349ytN3HvQC23Fywax+32g613USmivw8iusnwPUNargZJvmbGBoSgNLp2NvzDHKaWRDDlf/bM0a7aZ6IALiopogL5l3AVzVfNbtPXVWVexnn+OQUauxWivRd3Y/nRZ8+i2E0zoHvHNSZ/sb+AO7c2LaaCFdeeFiZsN0tH9FzfYpSu2nzUfNqXQGuK/3BpaWLYbhSIOIMBjrZta/3VddhO0LlClf+b5/634lE/xMTAOdWZLGndA97SvewtWDr0Q8A7FYr1fUpSj3PTAWg8CgT4Vwl0A4fAYaGNIi2mAjXeHGR/kH+R9m77UgALIQ45diddhYdWgTAtb2vpXd4bwA2FR79o9Tj5bRYMKcd4Kk77+OdqyaxrntvrIfa5mNlF2tGQ9Biy85GWY/hxltTCuveBdvR83HLCwvcI8ApgZ43Q9co8O6eAyjKOkRtlecN0Wp3sjlLC3puSdWCkd35bR8Ar81fi9lqZqdtJzaH91GyvDQtwAqLiycgJJQf8jJQ+oCGx8MjgNMrBQJgYNRAOhk64Wfww1o/2tlWAXBFoRZg24xa6kNRViV11UcftVRKYakPgB2lpUd9g+cKcF0Br4srID76CLDWD9s+2o9hl4Eggx6rUu4cX29cI8B9638nTtQI8MGdq91fr9y9oEXHuEZ/jSY/kgYMAqA4OxP7Ef5mmA9bBrmx6KS2C4Cz6qyY7U6MOh09A0ytfv6WkgBYtLs333yTbt264efnx9ChQ1m1alWz+86bN4+xY8cSHR1NSEgIqamp/Pzzz032+/rrr+nbty8mk4m+ffsyf/78tnwJ4gRbl7+O0rpSwk3hDI8fztDYoUDb5gHX7drF2l59qQ7QPkLf1Kc/ln1tmwfskfbgcGDNPoZKF788AQsfgDVvHHXXioI8dwm0voeNyFweE4YeyItNpCw4nNy9uzwe355TQZ3NSUSgL5cM0JZRziqtxVzXso9u7WVlHLr5Fsq//rpF+7vsK9NSUBw4SKvwPtJ1+AIY3xVok4R0Tm1yWEGQFgBXlrRt9YITofEI8MDogRh0BgZFD3Jva7sRYC0AtvpWYAi0g4KcvUcfBbbn5uKsqnJ/X7Np8xH3P+oI8BECYKWUuwxakNmOtdhASn3gdaR6wK4UCfcI8AkKgNP3rnV/vSrvtxYd48r/DYmOITgyGv/gEJTTSXFmRrPHVLpzgJuOwronwmVVtXp9Z1f1jd6Bfvjq2y8MlQBYtKu5c+cyZcoUHnvsMTZv3syoUaMYP348mZne/5itXLmSsWPHsnDhQjZu3Mh5553HpZdeyubNDX8816xZw3XXXcdNN93E1q1buemmm5g4cSJr1671ek5x6vkpXZv8NjZpLEa9kWFxwwDYkN92ecC1W7ey5MyR7u83ppzR5hPhDs/7tWa0sMauUnBgmfZ11rqj7l5SmE9JeAwAfQM9b4bRvkbOCdduhrt7DmiSB+xKfzizazjhgb4khGqjSXvyWjZyZF6wkJp16yh6441jKi/lCoABdpXu8rqPewJcrxSUUqyv0nKb++u13MiKQC3oPy1SICobAmBX4DskZoh72yHzoaP2b4HFxty8UhzH8HMoztFG+x2GWuwmbRQ4e8/RA+C6w3Loazcf+dMb1wiwa9KbS0tKoVXYHdTUVzMIqXXiqNPTp35Ut7lKEKU2O/n1dYJTTvAI8KH8hgozafY8CmsKj7C3xlys7RMaE4tOpyO2e0+g+Txgu9VBjblpDWCX8LgADEY9NovDXeWjtexwjawHNX3eE0kCYNGuZs6cyR133MGdd95Jnz59eOWVV0hMTOStt97yuv8rr7zCQw89xJlnnklycjLTp08nOTmZ77//3mOfsWPHMm3aNFJSUpg2bRoXXHABr7zyygl6VaItWR1Wfsn8BYCLul0ENNzoD1QcoLSu5ZNwjkXxrt2sHtAQUKQldiU/veUpEK9k5DPi993kHsPN0xUAK70WkFjTM1p2YPkhqKgvC5V35BxCp8NBpsWB3ceIv05HUn2eY2NXxdWnQSQP9BIAa+kDZ3bVRlP7xGsTlFqaB2zetpvNA/5KljMJW07LR7j3l+53f72rpGkA7HQ6yNuvvUFJ6NWHPdV1VCh/cFq5ITYAlBObbzDVfoGnfABsc9jcE0IDfQLpHtodgKExQ937NK6i0JxH92dz355M5h/DzPyyfG003eFTi9mprQKY3YIRYNenJ4YI7bo52giwexnkwwLglpRCc02A869z8tF5Iazv6kdPo1bRobkAeHf99kQ/X4J9DO6vQVsMo61qASu7ndwaz3rOv+UcfRTYVQM4OEp7IxvTrQfQ/JLI7hrAfp41gF30Bj1RnesnwrVyGoSrz9sz/xckABbtyGq1snHjRsaNG+exfdy4caxevbqZozw5nU4qKyuJqP8jCtoI8OHnvPDCC1t8TnFyW527mkprJTH+Me7AN9wvnJ5h2ojH5oIj30iP1yIr2Iy+9NA56aXTRpPWHEM50NnZxRystfB9UXmLj7HUj/hak+sD4JaOAKc3SiOqyofK/GZ3rSwppiBcmwyWEuSHvlE9UJfxUaGYdFAaHs12cxXWOu0G5nAqNhzSgp3h3SKBYw+AMzLslEX0Ia37FVStOfpoNUBZXRmFtQ2jYrtLdzfZpyQrE1tdLb7+/kQmduHnYm100rduB0Ojk/FX2vfFkbGn/GIY+dX5KLRrZGDMQHct4H6R/fAzNIyyZVRkNHsOpRSry7SUhJYuE2y3ObBWa78LDkMtNt8K0EF5QY07wGqO69OTsKuvAsB64ACO8nKv+9bYatw/b9eIb2OuoLi5ADin/k2n0aHIjfRhbW8/uti067y51+ra3niUMsHk2+a1gOt27aIgWJtc2zVf+5muymk+LdClolB7AxQarQXAsfUBcEEzpdAqG5VA03n5nYe2mwjXMALcvgFw07BfiBOkuLgYh8NBbGysx/bY2Fjy85u/YTf20ksvUV1dzcSJE93b8vPzj/mcFosFi8Xi/t5s1m7eNpsNWyuuwOU6V2ue83TR0r5ZeGAhAGO6jMHpcGK31aKUYnD0YNLK01ibt5ZzEs5p1bbZi4tZ1LMvAJfHhlNhc7CvpIp1MQncUlqKITj4iMcXWe3k27Qb5srsMm6vH1E9EqfFgj1XG1GrO8OJaa+eugMHWnTtGA6u8BjdsGdtQCVf6HXfkpxsiusXwEgJMHk9vx8wNjKEH4rN7Ozen6zdO+nSfyC78sxU1tkJNBnoGeWHzWajV4w2yWxnbsVR2+qsrsZcbYAIsPkGk7FmPcFXHP317S7WAt4AnwBq7DXsL99PVV0VJkPDhJqs+ooVsT164XA4+aFAC3JNtZvpFnQN0fosMgmnOCKWpJyD1FRVYTS1zYQc5XCCAp1P24w5HapoyO8dFDWI/IMHqNi3C3XBBZwRdQbrC7RVCw+WHWRg5ECv5zhQY6HMrgVe6dV1LbrOirIqAB1OnZ3QiEDKK8oJjNRTXezk0M5iep8d2+yxdbu1j/lNw4ZhXPwLtowMKjdsIHD06Cb7ZpRnABDqG0qAPqBJ2zoHdWZ78XbSy9OxJTRtd1b9RDdd/aBtaZCeoPolgPMsNgpragk3eoZDO83ayHYvf1+P54s3Gcmx2EivqiG80YTK1lK5Zg0FYdrXF25y8vYEA6tzVlNjqcGoNzZ7nCsADoyIxGazEZGo5UYXZWZQV1uDwcfz2LJC7fUFhps87nONX2tEJ+31FR4yt9o9y2x3kFn/hqSXyadN7oUtPacEwKLdHf7uUynV7DvSxubMmcOTTz7Jt99+S0xMzB8654wZM3jqqaeabF+0aBEBAa3/R27x4sWtfs7TxZH6xqqsLKlYAkBwTjALC+YREPgiOp2ZXtYuJJscLE9bRr+Cfq3aJvu+/WwcfB4A4ft3YTX4QEAsm/r0Z8XHH1PXtesRj9+u94MgLRhYb65iwcKFHO0K980voKtSOP0V1h7anbtq314WLlx45AOVYtzeX/AHaoyRBNhK2L/ya/bt916yrSJtN0UR2s3SeeggC/d7T5lI9PGHgBh29xzAsh++JTozhxV5OsBAF38bi37W8rK1qlg+7Mmt4PsFCzEc4YX6HzxITUBDkHQwS0fWggVwlN//1Rbt05wkksjUZVKtqpm9YDaJPg0TpArWLAegCj1zfvyZHcFazd84yyGWLVpGkKEcAjtTWD/5b8H8efiGhB7xeY+Lgt47g/G16Nk5sAJnG9x1N1gact/rDtTx3fL/UFdUwLz/QXBiw5uzZVuXYdrnPcj/zRgI/lEAbC8sYmH69qM+b0m6FYjE6VOHyc8EFVBFATqiWb9sJwdKvU9K1Vmt9Dx0CB2wKiuLqKgoQjMy2PnV1xRXVzfZf6dVS7sJdgR7vf7rarUA97ddvxGTEdPk8VWmMDCF4nBdjDodK3bsI6pbGMV6I7OXrqC3w+JxzO8BceBjom7vbhbubHgdAQGx4OPH97+vI9/e+otEhC/+gapLtXYOzQ8juMZMZUA17/zwDt18ujV7XGG2Nvq9fV8a+0sqUEqhN/ritFn5bu7nmMIjPfav2OsLmCitzGfhwoY3UI3//lor9EAguellLFiw8Gi/li2y32CCwDjCnXbWLF70x0/oRU1Ny34uEgCLdhMVFYXBYGgyMltYWNhkBPdwc+fO5Y477uDLL79kzJgxHo/FxcUd8zmnTZvG1KlT3d+bzWYSExMZN24cISEhzR53rGw2G4sXL2bs2LEYjc2/m++IWtI3izMXY/3VSqfATtx96d1kZ79PeoaW8xttOsi9MVBqT6dn0h66JEzEz69zq7TtjfKvcRoM9Kso4daLx1HtcPDWbzvJi4olxl5O/wkTjnj89p05UFYOgNnXwBkjxtDFr2mubWNVS5aQD9ijFfYYLQD2qarhwlGjjjziXHoQ45YylN6I6U/3wLJn6B1cQ89m2vjb58UUhWgl0K4eNoTUsECv+13gdPLRbzupCgolLyicWyZM4MfPtwIFjB/WiwmjtbxTp1Px8q6l1Fgd9DnzHHdtYG/KZs/m+4CG36+SkL5M6t8Xv6TEZo8BWP/7ejgII3qNwLHPwT77PsJSwpjQq+E1frjkBwBGjb+E1bFdIS0PH0saZyb0ZMKfJrBp9yp2lUBxlPZ3YeiA/iT2PeOIz3s87KV1lPy+BYDz+ozAlBzW6s+xfcN22Ac6dNxx8R18tPAu7blzM7n+uptZunQpAIYoAxNGe78Olu/PgYJyAMp9/Rl/zvijDkR8+dZSaoHgSBNDR4xg/vz5+IRbcRSDqgpg/PjzvJ6jbudOspXCEBHOuIkTqfT1pXDDBhLMZs7ycp0W7iqELXBG5zOYMNJL+9Nh2ZplEAYTxjR9fOGOTCivpNa3oS21MfEMifJnUWkloWcMYkJCQ4DoVIr71+wBp5Mb/pRKcqNSXYv3ZbO/sIKoPv2YkBh9xP45VspuZ8mbTwIQ7hNCp/6DGXhwGb/21+Hs4mTCIO8/O7vNxptz3gPgossuJyA0DIB5W9eSvWs7vTrH02+0533yl4LdVFJM/yG9GXB+Z69/fx02J7PWrsZpg3POPt/rZLljNTu3BA7mMzQyjAnneP804o9yfYJ7NBIAi3bj6+vL0KFDWbx4MVdeeaV7++LFi7n88subPW7OnDncfvvtzJkzh4svvrjJ46mpqSxevJj777/fvW3RokWMGDGi2XOaTCZMXj7+NBqNbRKottV5TwdH6ptFmdqIwfju4zEYHGTnzAKga9e/YrOVcSB7DhE+TvJz3iE/5x3Cw0eQEH8t0dHjMBiO/4/3Aj8tSLvM4MRoNBJmNDKgppLNQWH8Zq5h8FF+llvKPSfabKm20CPYe6Dp4szOBsAeq6iu7IUjNB1DhQ6Vk4PxjCMEatlrANB1PhNDV61qhb5gO/pm2lhQUkJFZ22yVP+wIIxG77cFI3BRmD9fV1j4zS8UVEP+b2rPaI+fWe+4YDZnlrO/uJY+nZpP96jduYc6v/EA+CgLdmMAh37ZQf/J3Zt/fcD+Cm0CXEpECgcNB9ln38eesj3uNtSYK6go0NJHElP68ctBLX/Ut3YTfRL6YDQaOTsylrdLbBSHxqDQUVte1ia/k9bshkmZzrxajH1bN2gC2FeuVVSIDojG6NBhqR9FLcvJIqbMiI/OB7uyc9B8sNnXuKnRqmiVDifVOn2TtIDDleZVoiOCmMQwOnXqBEBxTSbRxkRqzTYqi61EJjR9A1R9QJuYZerdG19fX4KGnUkhYNm5Ex+l0Pl6vjnMqdYmRyaFJXltf7dwbWQ0qyrL6+OHzNprczT6OOKA087g4AAWlVayt9bqcVxGrYUapxOTXkev4EB89A3HdQnwAyrItTla/Xqp3bWLApMFMNA5LAn/vn0YvHQpv/aH1XmrmXrmVK/HVZUUgVL4+JoIiYxyv+mI65FM9q7tlGRmNGlrdZmWhhAWE+jxWOO/v0YjRCQEUpxVRVleLRFxR071aondtdrznhES2Gb3wJaeVybBiXY1depU3nvvPT744AN2797N/fffT2ZmJpMnTwa0kdmbb77Zvf+cOXO4+eabeemllzj77LPJz88nPz+fioqG9efvu+8+Fi1axPPPP8+ePXt4/vnn+eWXX5gyZcqJfnmiFVVaK1mVrU0GuajrReTkfo7NVoKfXyLduv6VlN5Ps8FvIh+V+FJp0EZ+y8pWs3PX/fz629ns2fsvzOZtxzx7O6Oqlu0xCeidTq7s0TAB50++2p/PNYajT+TYY9M+Xo0r0/KAVxcdfYSi9oCWI2mPhtL9F7hHga3pR5kIVz8BTnX9E5lhvVDowJwDVd5r3e6r1fLlonSKiKMEPNd31YKcPV37sG7jdoqrrPj66BnQ2TN1wDURblfukV9nyb580Onx9YVuEdq+B3ce+Ri7086Bci2ASg5LppOP1qadJQ3VKVzlzyI7d8Hh78+qMm0Sj6l2M70jtEVTRkR1BWXHbjRhDg5ts8UwLOkNf5usbbSsrGvyV6/wXpTn53o8tmPRT/SJ1Oog51bl4nA2TYWpsNnZWz/pK9CgXdcZtUeuVlJaWoqtWgu0kpLjiYiIwGg0YnfYiOyipY01Vw7NNQHOr5f2s/Dt1hVDWBjKYqFuV9OKHq7Xd3gFCJekEC2Fp7CmkFp706oOudamOaEZBqd7Etauw5ZEdlUp6B3g5xH8QtuWQqtet86d/9s5uDN+KSkMPKjQKdhbtrfZlS5dFSBComM8RtxdlSAKvKwIZz6sBnDxf16ky6uv4jhs9DS6S+tOhNt5kkyAAwmARTu77rrreOWVV3j66acZNGgQK1euZOHChSQlaX/Q8vLyPGoCv/3229jtdu69917i4+Pd/+677z73PiNGjODzzz9n1qxZDBgwgNmzZzN37lyGDx9+wl+faD3LspZhdVrpHtqdHiFJHDr0DgBdkyajr58cMjhuOJtqfPiyujMjUlfQrdt9+Pl1wm6vJCfnM9ZvuJK168aTmfk+VmvLSl99veegdu60PST27unePrqTlmu4Ia4TjiMsiVxqs1NcH1deVB+8ri1rmud4uNqDWhBXFxxGTUFfdwBcs9/7csSAVv83QwuA5wf056xNWVSG1Y+m5m3xsrvigNJuAyleyp8dbkR4MGHWOur8Avh6rxaE9o8LJDP9IOvXr2fFihWUlZXRtwWVIOxlZZjr76nh8YH0HK4topFricRubb4/MyszsTgs+Pv40ymoEwkG7biDFQfddWDz6hfAiE9OYVVpFXVOhcFeiMGW7V41MNQUiMmhBQ7F4bFtthiGNaOhD6zZlW1SPqu8rhzQygGW52sj3z4B2sjrgQ3rODtgEAAO5SCvOq/J8ZvMWr/Fm3wIqg+AD9VamuzX2IEDBzDYtSAmqlMoer3enWYWUH+tNhcAW+prAJt6az8LnU6H/+DBgPdyaO4awF4qQIBWCi3EV7vmDq8E4XA6KdE39Hm/+tHlHD8dvQO1T/32Vtd61D52BcQpXurUtmUAXLNuPYXhWgDbOagzpt4phNRCj/qMvt9yvZdDaxwAN+aqBFF0KANno79RdquD2kY1gJXTScWXX+KXm0fNb57P0VAJooo/yu5U7Kl/o9XeJdBAUiDESeCee+7hnnvu8frY7NmzPb5fvnx5i855zTXXcM011/zBlomTyY/pPwJa7d+8/C+xWgsxmeLZ9k0WOwyvMu4vf2dYrLYgxq7iXSifCLp3+zvduv6VsrLfycv7isKin6iu3s/+tOmkHXiByMhziY25mKio8/Hx8Z6r+k1ZFfiYuLAwmwOb1rNtyU/YrVYu+tsD+GftpSIwmK3pWQzp2dXr8ZvrS0slVtdwfUU8s4EDdiv7X1hHiMkHfaARfYAP+gDP/+0Z2se+tb6J6Ox+1IWEEkgVNWnbmu+kkjSoKgCDiTec2pvIncG9SC0/oAXAyWM9dq+tNJMfrKUonBHeNNfdYrFQUVFBeXm5+1+/YjO/JfRkjdJu1Pa8vXz66VL3MXl5efRJ1SpOHCkArtuxk+pALfc4olMISWO74PfNQur8Ijmwcj+9x6R4Pc61AEbPsJ4Y9AZC9CFE+0dTVFvE3rK9DI4ZTO7++gUweqfwQUl9+bOaTYSbwogJaAgSInRm8kigKDK2TWoBOyqt2ItrQQfowFllw1FuwSe89RYAKK8rx660TxZGdR5F2VItgAyI70Sovx9ZO7YSs8+mlfJAK4XWOdgzN359fcUDmxOK66uVZB4lwNu3Zz8Gp/bzC4vRgpm4uDiys7Nx+JsBA7n7ynA6nOgNDWNtjZdA9kvp7d7uP2QwVcuW1S+IcZt7e529jvxqLQJsbgQYtFHg7cXbyTRn0iu8l3t7RkEVDr1Oe3Oo03FRRDB7s4ux+ehwOBT+eh21TkVGrYUeAVon7a52LYHcNEg7vBZwSyZst4Sy2ajduJGCS7XvOwd3xtgpAX1wMIPTqkiLN/Brzq9clXxVk2Ndq8CFHhYAh8clYPTzx1ZXS2luNlH1lSFcJep862sA23JyUbXaa67bshUuu8x9joYRYPMffr0Hai1YnIpAg95rvfETTQJgIcRJr6yujN9zfwfgwi4XcGjX7QBEBF3N2pVaVYizr7qOhJgE4gPjyavOY2vRVlITUtHp9EREjCAiYgS9bE9SUPgDeXlfYTZvpbj4F4qLf0GvNxEZeR6xMROIijoPg0H7CHd3VS37fUz42G040rfw7Ysr3W3avmgBg6tNrO7Wi+WHcpoNgH/P1gKwFLMPUVYLnWqc5ATo2aqzc3ae91E2ZauBCu0m1dmvH31CfTigSwR2Y804wuIb6Vr76joNY2f9qVf59SQVIHdLk90rCvIpitSCmH4hWk5yQUEBP/zwAyUlJV5nU8f7miChJ1mduuKzv4DOplpiomLw9/fn0KFDZGZmcskVQeh0UFhpobjKQlRQ0/z6uh3bqQmoD6DiAjAEBpKgy+EgkexbldF8AFyqBcCNg5y+EX1ZkbOCncU7GRBxBvlpWo5wbM8UFh3SgnDf+vSHxjfwRF8HeQ4ojoil8kDrL6NtqR/9NcYGgEGPLacKa1ZlqwbAK7JXANoEuN7hvfkpf4H2nEEhDLxgLFk7tlK8dhs+f9JjNzjZWrSVP3X+k8c5NlRoAXCpraG2bcYRRoDtdjuZB/IJIQ6jSY9fkPYJTFyc9vMsrc3DFNAVS42dwkOVxHVvSJGxFxZq9X4NBnx79HBvDxii1fSu2bTZI9DKrtRy4YONwYSZwpptU2JwohYAV3r+fmzZp+Vg6wEnEHRgOzG14eRG+bO1sJLegf5sqaxhV1VdQwB82BLIjR1eCzjG1Dp5rHW7duGsqaEo3AgoOgd1RqfT4de7N4MPbODLUbAmdw02p61JObQK9wiw50RvnV5PTNfu5OzZSWH6AXcA7Ep/CI70R6fTYT3QkCJRt2WLxzkiO2u/y7WVNmoqrASGHX+pQHf6Q6C/13rjJ5qkQAghTnq/ZP6CXdnpE9EHU80mLJY8fH1jMKc3/MHPP6AFPUNjtQldGwuaBjRGYwidO03izGHzGH7Wj3RNugd//yScTgtFRT+xY+ffWbnqLLZv/xs71r3B8/UrDHbL3Iez2ox/SCi9ztaCh00/fs9ZNVqA81tN86NlW8q14CK8qoxvfZfRv1wboUsbm0Dkbf0Iv643oZd0J/j8RALPjsd/QBSGcG3U2BGi8KnpjUGnw9dXGy1TOeUop9P7k9WnP+yKPtO9aU1AfdqGlxXhyvLz3DWAXTl5v/32G1lZWe7g18/Pj9jYWHr37s3w4cO54ZxziKgowW40Ehjl5IWH/o977rmHm266CYPBQE1NDZZqM0kR9W8imhkFrt2+w10CLSJOC76799LakFNgwFrnfaGB/WXaz/nwABhgR8kOijMzsFstmAIDORQUTonNji82jJa97vQHF9cSt8XhMW0yAmzNqB997hqKb/2qWtbs1s0D/j1Pe2MYaAxEp9NRVj/5zxgcQtdBQwiNicVSXc3AYi043VzomWLgUMqdAtH4qjp0hBzgzMxMVJ0WhIXFBrqD1fj4eAAKCvLp1Fv7ZCF7j+fKjK7RX99uXdE3mnjs178/OqMRR0kJtkZpb66ANjEk8Yijj6484EyzZwC8J9tc/9q0Ywu//pjoYi2taWt5tXuhC1feb43DSXp98O9tqV6jXkd8fdDbmmkQ1evW4dRBYf17BdcovalPH7rnQajDRJWtii2FW5oc21wKBDReEKNhRbhKdwCsvT5LWsNjlr17cTZ642v0NRAer/1+/tE84J0nyRLILhIACyFOeu70h65jyTj0PwCSku4mfcs2FsRcyMKYC8lN8wyANxRs8H6yekGE0yPiGlLPXsJZZ35PUtL/YfLthNNZS2HRQvKqXmZDbBgAI4t/48Jb7+DuN2dzyX0PEZWYhLW2hrgK7aPZDX7BWJoJSvfWT4DTVWdSpHfSrUq7+a632fDvHUHg4BiC/9SJ0HFdCb+iJ5GT+mBTWiUHW7SOe2u0NsSpISi9QmdVWHIPNX0ipSDjVwAWBvZ3b94RVB8AV2RBtedErwPFxVhM/hiUk54BJux2O3vrA5Rrr72Whx9+mEceeYT/+7//44YbbmD8+PGM/NNIzijWJlr5JAYS5KcFAz4+PiQkaPm4WVlZ9E04ch5w4wA4LE4LlhP+1A//mkIcGMjY7j0gdaVAeATAkVoAvLN4Jzl7tfzfhOQUFpVqN+xIxwF0OEiJ8BxVHhqmlb4qCY+muroKm/XIea/HyjUCbOoagm99LmVrT4TbXaK93rj6dBJXDrAxOBS93sCgcVqlnF7pAaC0XOnG9lbXUeVw4nNYbHmwtvmV3NLS0jA4tDcrrvQHgJgYbRJWTU0NUV217YfnAR8+Ac5FbzLh10+r3904D/hoE+BcEoO10nmNR4CVU3GwtD6Y04G/pZbAmkqii7Xfn93VloaJcPVpD3ur61BApNGHaF/vo7ttkQdcs249pUFg1yt8dD7E1v9u+KX0Rg8MLtKC0F9zfm1yrDsAjmoaAHubCFdZor3WEHcA3GiSnMNB7XbPeQbuPOA/eO3urKxfAjm4/fN/QQJgIcRJrrCmkA35WjB7dpCeurosjMZIosMvY++BbA4GdudAYHd2HtByZl15wNuLtmNxNBPQlKbDm8PhzbPBnEt5loM9PzhZ/2Y4e7/uSsGWSHbX9qNYF4OfqmH0mcsoDniSvfseprh0GcOvuhoA894thJvLsfj4uD9GbqzcZqewvvZoYJV2k4owa6OCm6tqsDubTohy1tZStEFb6KEyNIgDCjZix2SLxRGl/cku37W86Wsq2gvVRSgfPz7WdQW01dsqfYIoDNJGxw6fCOe6IXVy2vDV6zl48CAWi4Xg4GD69OmDv7/3G1WnCq1fCyPCKWo0wz4xUQtCsrKy6BPnCoCb3jRtBQVUVTpw6o0YfHSERGnPEzhkMDHFWvCzb1XTVI9KayW51VrwnRye7N7uGgHOMGeQtVdbwCG+Vwo/F2sBqMOsTexpHDQDDInojM5Zi9PgQ1loJFWtOArsrLNjy9VG8n27hboDYFt2FcrROhPhHE6HO+DrGdYTS001tfXXlzFIe77+543Dx2TCVGojttREaZ3niKzrujXUj64a6rfnW+xYm3lTl5aW5p4AFxrTsFCQ0WgkKkpbTMMnTLtG8g5WYGs0qfHwCXCN+denQdRu2uTe5hrRbW4CnItrBPiQueHNYXFOFaU+DX0dVZyHDogp0oLqfQ6rO8/XNfHNnf97hFHKRP/WDYBd+b+FYdr3CUEJGPTaT8LUW3vTNmi79nM6PAB22G3uCiahMU1r3btGgAszDro/OTIfPgJcX5bOUT8iX7vZ81OC1qoEsbO+b/t5ya1uDxIACyFOaosyFqFQDI4eSEXBHACSutxBzu79lBoa6lJuK6hFOZ0khSQR6ReJ1WllR7GXigl1ZphzPXWV5WwqCGP2w/fzxVPT2Lt6JU6Hg9CwgQwY/G+yu70KQGreOgJqDTgcVeQXfMu2bXdT6HiE+DMCsVnqSM7Qbugri5rOeN+YqwUj8TV2fB1aoGiv9iXAZqUGxZ7qpiWbSj74AKdT2zcjWKsZ+y1WdOhQYdrH6FV71zV9XfXpD2Vxw6jASLRRh3+Vlh+9Jag+8DssAN5v026IyUYt+NlVX4KqT58+6PXN3x4OVQYQV5iN0uv5vrDcvd0jAD5CJYi67dupduX/xgagry81pQ8MJClMu8lm7a/EUuuZBuFKf4gLjCPU1JBXGu4XTkJg/ejzXq0cmqNHH/bV1GHQgaNqHT56H7qHetYXTgrpgsGmvXEqjoilsqT1SqFZMytBgSHchE+oCZ/oAHS+BpTNib2odVYQSytPw1Z/rfSJ7OMe/Q0IDUNv1II0v6Ag+o7SVjHscygYh3KQXtFQSs81Ac7iVPjqdFwcrfWrArLrmpYPq6iooLCw0OsIMDTkAZvrigkKN+G0K/LSyt2Pu1IgTL0934wABAyprwSxuSEAPlSpBbRHGwF2Pd64FFr2njIqAvQY7NrriC7NR6fTE12qTRor1SliTdpUqKw6K2a7g931H9P3OUKQ1tojwO783wTtzUSnoE7ux0zJPcFgoP/OanTo2Fe2zz0pEKCypASlnPgYfd0LYDQW0SkRH18Ttrpayuqvj8pGJdCUUljrR4ArBw0CvAXA2t+dPxIAF1psFFnt6IGUk6ACBEgALMTpr7IAvNT+bCsZWzZSmpvTauf7MUNLf7g8rhM1Nen4+ITRqdONZGzdSJkxzL1ftj6csvw8dDpdQxpE/mFpEE4HfH0H2YdymXVwGMsKelBaVoPR5MeACy7izzNe4cZ/z6T36DEsKNVG7y76ag39ix9g2NCvSEy8HZMpDputhNgRmwlPriC6SBuhWlHgObIGsG6zFmh0rWwIAs2E0K8+AFl32KixLS+Pgg8+wbdGu0HtMXUhNtjESuyUKSf6IC24qDu4t2lH1U+A2xipjaKpqnX8lvYuoPg9oH6y0WF5wIcM2ohPv+AA7HY7e/Zo1RP69u3b9Pz1iqssbK4Nolea9ubii6yG2qSdO2t5i4WFhXSP0M6dVliFxe55/dVu30FNoCsA9lwQJHZYMoHVeTiVjvQtnqXJvKU/uPSL6od/nQFLaQU6nZ5tIdqbhxQ/K3pVQ8+wnhgNnh9p+xp8CVHaz604PJaq0tYbAbbU5/+aumoBpU6va8gDbqU0iMb5oF2Cu1Ben/8bGhvnsd/gCy/R9ikIIKDWwOJDDcvdbqxoCMaHhwUyMrzhTaW3Umhp9cGSr9JeS+MRYGgIgAsKCuic4soD1t4cOq1WLPWlAP1Smk5ydJVCs6YdwFFf2z3LXJ8CcZQR4DC/sCal0LL3lGEO0BNUrf3+dXXaSOw/EF+blfD6vOecOhsJ9Tm9e6pqG02AO8IIcH0AnHmUWsktVb1Oe0NbmqLlUDeu0qE3mTB170ZILfT11frgt5yGUmWu9Ifgw2oAu483GIhO6gpAYbr2s2s8AmzPz9dyfn18MA+tH4HfssVjnkFUZ+2aqCqzUFt5fK/Zlf/bPcBEgOHkCD1PjlYIIdpG2hJ4qRcsefqEPF3BwTS+nvEEHz30V7YuXviHa55mV2azrWgbBp2OOIs2KpSYeBtbivew8fdfKG8UAOeb4ig4oAVIw+K0NIjDJ8KpxY+zae0Ovjx0BjV2X8J967ggLo2/PPZXxt79V2K7a/myq8oqKbHZCauqZOjeHfgPGEho6GB6JT9G6tlLiIkeDzhIOj+XwVFakL3NpjA3CvSUQ7G7fpGJztWebwj6VGrtXH9YAFz40kwKIpIxlmjHbdX3Ydr43iid4gedDaOvFsjaMwtQqtHH004nHNJuil/5acGr1fwbelVLsLOIrUH1Hzc3qgRhs1rIqy+BNjgmioyMDOrq6ggMDKRLl+aDjQ0ZpTh1BjrlF4FysqXO7g6UgoODCQvTfibOqmJC/Y3YnYr9BZ41ROt27KC6PscxPN4zgAo46yxiCrWf2/4NhR6PHSkA7hvZl5gyLeiO6pLELxXaDTeRnGaPAUgwajf01i6FZkmvrz7RraG8nLGV84C3FG1xf50QlOAeAQ6LjffYL6pLVxL7DUCvdKRkBrsrqhRb7RxsFOSeGxHC4JCGn0d6cwGw0oNNGzkNbWYEOD8/n84pEUBDAGw9cADsdvShofh4WZreJzIS3/oa8LVbtmB1WN11i105vkfiGgXOMmfhsDvJTSvHoq/DZtSui3FnnUlEJy24jCnV2rSzqtY92rurqtadC3ykhRpaewS4Zt16AIoTtDeDh5epc6VBnFmt9VnjNAhXCbSQqOZXGIzppv1dK0g/0KQGsCv/1zcpibrOndH5+eGoqMCakeE+3tffx/1zPt484B31AXC/k2T0FyQAFuL0tv0r7f+tc7QgqY0d2r4FAIfNxi/vvcnC117EWnv8H/f+nPEzAFfEdaWu9iBOnR+Pbf+F+76+C59KG6WNAuBSYzg/r9NGi10jwFuKtrg/Irat+5CFXy1mWUEPnOhJGTmamy7vyaDwPEx7vvJ43nkF2s3xvPWrMRgM+DUaETUY/Ojf/78kdfkLAH0G7CfGkodTp2N1WUOgV7u1gD3B2o03As+PkuPN2sjmukb712zajPmHH6joFYO+TofSgT2hL4OMpYwvXcbPjkpMRm1FL0O+g5qaRivCFe2GmhKcxgAW+vYEZcdYp6UCqJodbA+uz5ctPwQ19SOe+fmUhmn5mgMiw1uc/rA2XTs+KqYzXXK0NnzrJQ0iOzubPvFawNc4DUIpRd2OHe4SaH6Bdj5+5D42//wDAAGDBxFTqo1UZ+0uoa6qoe+OOAIc2Y/oci0wCUnpz9oKrW99arVguvEEOIulEJtNa1NPfy2QK45ovUoQyu50B7muEWAA07EGwBm/wbp3tQmOXmwqaEgV6BTUibL6VeBMETFkVOLxBnTwRdoocK/MIPYXa58gbKxPf3CNG46s0xH7U5Y7D3hbpefvrsPh4ODBgxjs2uioKcAHv0DPUXXXYhilpaXEdKuvHpBVSV2VrdEEuF7NVnTwb1QOLbsqG4UiwCeASL9Ir/s35holPlR5iIIMM1arg+7pm6gJCEKnFGPPPIuIhPoAuFhLI9hZVevO991orqHU5kAP9Ao4+ghwtsWK8w++yXfl/wLkB2kpP52DPANgvz71ecAHtOdak7fG/XfNVQItNLrpGwoXdx5wepp79NdVA9hVAcLYvTsYDJj6axNoWzsPeJcEwEKIE0YpOLhM+7qqAAq2t/lT5tavwJXQuy86vZ49v63gk2n3U3ToKMv3NuOnjJ8ARX+Dlge4uNzOjrIDJJVqf4zN/loAp0Mrcr8pvZjvDnxHz7CehJpCqbXXsrtkN+WbFjLn9dnsMceg08G5N99FQp+JrK24AafSw875YNWCgRqHkx+LtY9fL1j/G34pKR7lmgB0Oj09ez5Er+RnUU4Y4LsFgOX1AZRSiryle8gM1P7ERiotyHKNrPqZ7eiUkxybnTyLFeV0UjB9OjV+UeiDtACzJtTI3Rf04dc5s+lWvpdY8xYO+Wk3OUMplBc1ygOuX/44J2YINr0Ro2Uv45NGE+Ibgq5uF2afYHID6vMK87WFNLbkF6D0BvytFmKNhhalPwCsqw+Aew4YSN/9WqD6dX6ZO9jyngfccNO0ZWVhr6hw5wDn7VtHYfoBti3W3rzoAwOJ6hFDUGUWygkHNms3eKdyei2B5tJ4BHh/1544FPQJ9CO7VBuhd5VAq63NYc3vY9mw8RqUcjKoPm+yPCSCkrKmaSwuSileW7KfN5c3XVb2cNacKrA70Qca8YluuOG7RoBtBdU4j7DaHQAOO3xxEyx8oOH3uJGimiL3hMBAYyAhviHuEeBvD1p5eYcPt324iaz6Kgg9hg6HED/8bAaiMhzkV+e7J8ApINbXh/glOdg2FhLv0ILT3YctEZydnY3FYsHfEAZAaLR/k0A2KCiI4GDtdVbWlRGREAgKsveWHXECnIt/fR5w7aZN7vSHpJCkFi3A4AqAM82ZZO8po8pYS0KhlqKUoFcEGn0IT9B+D1yVIHZU1rhHe7fWB/zdA0z4H+Fj+k4mXww6LW+6yOq9XF9L1e3cibOmBkNoKLl2LQe9uRHgLptyiPCLoNpW7U5/qSxuvgSaS0yjUmjmYi0QddUAttTXAPbtqe3jP2ggADWHB8B/cEU4GQEWQpw4xfugstGyp/sXtenTKaXIrS9BNfrPt3PdE88RFBFJWV4Onz32D7Yt+bnFKRFO5eSLvV+wp3QP/fwchOuqqHNCGl15cNiDXGE4B6vOh8r65a1GJGmBVrUjkSd+fZzlWcsZEqONJK1Z+jmfvPgaRZZAAkw6rv3ndHoMG8vqrw+wdb2DdJ9LwFoFu74DYHFJBdUOJwl1NfRN34//wIHNtjMx8QaCSyfRx6blwy7OT6OmJh3LgXJ2OLRRoujaSpxV2ojywPpzlTgj6GnWRqDWVVRT8c231O3YQWHiSHzsGQCUhYcxpnugu3xRt5pDLDH6o3x90CkdFbsbFuVwTYBb4N8NgFDbPqadNY0zos/AaNGCjg2B9aPA9WkQ20u1EdBESxWZmZnU1NTg7+/vXobcG3OdzT2a+6cRQ+mduReDw87emjp21y9x2ngEOCVOu2nuyqtwn6N2+3ZsxiDsxkDQwcFNWj5qeWG++/oIOOssYoq0UbG0jdoNPqcqhxp7DUa90T3jv7FAfQBRZi0A/tWk3WTPDfcjp0pLgegdoQVd2Tkf43BUUVNzgPKKjfQL64SPzQw6PWlHCEoPFFXx6y/fsvznb9xBZXMs6a76vyEegZshxBd9sC84cVeIaFbW71BTPylvX9Pf3cbpD52COqHT6dw5wOtLtTHc3w6UMO7llby36iBOdMSM0ILLPoeCWZe3ziMFZ3RYELZsrU09SrXRxcM/4nfl/0aHahMOD8//dfFIg3DVA95bdsQJcC6uBTFqt2/nULlWsq0l6Q/QkAKRWZlJ9p5S7JaNlIdqI8cDI7V2hMfXB8BF2shnWo2FHgHa72pGfU6vqz50c3xasRZwdX36g/7sIZTUaT/vxpPgoGHFPHtmFqkxZwGwKkf7na9wpUDUV4BYcmgJX+z9wuP4qMQuGHx8sFRXU5hRv7BIfQUI6/76ALi7FgD7uSfCbfE4h3sE+DhSIGodTg7UaOk0EgALIdregfpRI339go/7Fze/bysoy8uhttKMj9GX2O496JTSl5ue/y9dBw3FbrOy+J3X+PGNmVjrmlY+cKl11vLJ7k+4eN7FPPP7M4BiXIg2whIQOYGvrviRScnXk7dnNxX16Q+Rgb6MHaCNmBQZ4wiq1PPAigeI8otk4P5QKudtxeIwEB9i588vvEli/wFsX57tfs4tlmvrv/gUgPn16Q9jd21BB/gPHODet8ZWw/ai7ewtbZiENuTihwn+pkwb0VWx/Lz+TvJXL2BPiPbntXONjoqKcgCSk5Px9/XBjg9nmLUR13XFFRS+PBMF5HQfTWiNFvD5de9F7o4t7o+/o63FrHeUQYh2I6/es0VrgNPprv/7XZC2AMbfe6cS6R/JwKiBGBxlBFHFtsMqQeypv3F31zs90h8MBtcH4E1tPFSGU0FSZACdokNJSkyk+yGtL+YVaKPAMTExGI1GLBYL8X5aQLk7r9Id3NZt3+Ee/fUP0lFbod307RaLu4RXwFlnEVuofbyfs7eMGrPVYwlkH9c13Uhhehp6p44qP9hi0wLhZKN2blfVCIejhtzcuQ3HFCyga0hXjBYtSD6ka35x1F+3H+Aj3+f42Pc51u0+0Ox+AFZ3/d9Qj+06na5RPeCjBMB7FjR87eXNa+MFLRKCErDV1VFdP4JdagghzFdxVtdwam0Onl2wm6veWk3IwJHY9U4izSY2bV7pHvEEGGn3gfrybINLtN+5crvD402rKwAO9NGuwcMrQLh45gHXB8C7S6nbp/0M/Y4wAuzbrRuG0FBUXR3pmdqnFUebAOfiHgGuyCQ/LQ+/is0URWhtcY3y+oeEojf6ElxdgZ/FgR1wOMFXp8Na/1qPlP/r0lp5wDX1E+AqhmhvUIN9gz0qnAD4REVhiI4CpRiutDe5rjzgxjWArQ4rD696mGd+f8ZdHxrA4GMkqktXAAoOatduSKSftix1fQk03x5ahRS/AdrfO+uBA9qKffVcI8DmolosNU2rgxzJ3uo6nGi1lWN9T54FiCUAFuJ0dXC59v/Q27T/s9e78z/bQs5eLYiK7ZGMwUcbHQkICeWqh5/gTzfcgk6vZ/eqZXw67X6KMzM8jnU4Hby86WVeML/AzM0zya7KRo+eFD8nSSYner0fI/s9gV6nJ2fPLi1YCtNGSbpHBzKsqzbKk2+KZZR+MDqLnfI5qxi8PwwdOgZElzFxxlsExyVirbOze03DyHh+cRD51t6QsYrywoMsLdFGOPqt/p61vXR8HLKT+5fdz8XzLubsz85m0sJJTPxhorvEmjEwiL55euJKtCBqqyOJgwnPYInVJqV1NWilhoxGI8HBwXRO1G7S3epnqv9+MBNHUTHVvVLZ4VdBYP3oW/KwVNK3eE7iC7SkU+erTXBy5hdjs5VBwQ6oK6dGb2RbcD8CVCV3Jo8DYEC0djMzWfc3CoC1tIV0pQW6vf2M7N6t3Sxbmv5wVldtclPnlH70SdOClC9ySzjjyUX8d+kBOnXSfja+tSX46HVU1NrIq1/aubbREsjK4Vk6rrxAGxUPGDwIf3sFIeYMlIIDmwrdSyA3rv/bWO4+7Q3Frp6dsSgDMb4+OGu04NyV/pCX/w12uxm9XgteCot+JC4wBh+H9rPL9Q9tdjGMzF3rMOlsmHQ2inat9LoPaIsvuBfAqJ8AV7NpMyXvf0DZF1+garS0hdrtmVgOHMD2/+y9d3gd5bX9/5mZ07t677KKLRt33MCYZnoLJSFAegK5IYH0RhpJSIX0kJtCS+i9GIxtXHCvsiVbvXfpSDq9z8zvj/dYtgMEbm5Jvs/P+3n02BqdM33mXe/aa689Po4WjZ6aHdF1aH35xO9TXTB5Kug+2QGi2FE8w/5qZhtxxcycDJ1HPrKYH10zF6fFwJFBP59/doruQsH6+vf2EE37UEvA0lEB5GSHkRVeAYA1YCQu7sdgMMjISPq5iYvz914Y4MKaDCRZwj8RJRxUQZIwz3r7awiife9xN4i+CSF5eTcLtONR5hSZgbHoGLHobmQ9yXCeYI+PuzpIkoTR5UEC8tIa/NZIjJqTWN/6d2GA4X8GAOvJJJG05/FkrZAw/L3+93hY0jKIBWMWZEmmY7qD4cDQjG7dnZNL21TbjPf5juEdp3z/uAxialjI0VzZVlLj42ihkGhLnc78KBkZmCoEyI4ePuEaY3EYcWamOye+2+Tt7+LojPzB8p6kLP9XcRoAn47T8f9ANAYinLevle3T7zH9pCZnWEEW3AS5sxGCyjf+1/bxuPyhqLb+lOWSLHPmVddx/bd+iCMjk6nhQf72jS/QvPkEI/1c53M80voISZLUeGr41LxPoaFykVsMxEVFN2IyCb1v7xExYKiFAtRUZNupy3dikjQSipnKUD3X7qmgaNyCKmtsn+el5D++gCFbvNTbdo+SjKl48mzULRMD9T79FgDuffPPJHQdY2KQn14xyM/fp/CH3r+xsX8j/cF+dHRMsglN13ig+YGZ/a+pmEVl2mLoaOIsdDnFSs/vuEZ/kmqTABCZmZlIkkRxqRhoXOkCpBaLnajJzMSKDzKV24UhbXxgr5pF72FxrJZCAQCKor2MmsWAbhiTmOzbPSN/2OMoIyUbuDQvF1mW2T60nUeOPQJAPHiIJmcaAE91Q8zPoEXYWBWjEg6HsVgsVKQHvneKGQBckQbA9Q1U9rVhTsYZT6kErDK/3NTBpFmkyEeHB6nKEdtpGQmgqyqxYy2E7SJdG06nuO0ewRL6xwUAlu12rA0NJ7lBjM0wwH/fzvh4jKQBcGe5AAoXZrnp8KUBcGYtuq4zOPgwAJUVd2AwuEkkvAQDB8kyiAHdm5k701Tg5AjEkmKikQ7r8B60t2liApAci6DHUkgmGWOBg+TwMP0f+QjjP/0po9/6NtN/+x0AsZYRui+9jM6zV9O2YCGtc+fRvmw5nRdcyNAH14KvH01XSCppQHRSBieWip3C8J3sAOE3CPaw1q0jyxLvX1rKps+v5uKGfNSUmWMlohi2cCCOOZ2Nmee0Yu8R7xbXBWVUG4xIaUC+Nd1NryvNFBYUFBCaFCDr7x0gjsdxADw+Po7BJJFbJtjDqYxaTGVlyO/QYGXm/KZlEAMJkd5/rxIIt9mN0+TEGlPQYk1oksx0WgIx+yRfX5NLnKPcSXE/HwtFT5E9/F8xwLGjR9EjERSPhzGnuC5/r/89HscL4cxt/TRki0K1ba0b0DUNxWDA7smgefLEPbpzeOcp3z9eCBeaFBNvZ5aF+HH5Q1kZksk081lrWgbxFh3wPymDOPpvqP+F0wD4dJyO/yfiDwPjHA3F+NPgxLt/GGDoACSCYM2E/HlQfb5Y/r8og5hpQVv79ixicX0DN//4V5TNW0AqEWf9/b/ktd/dhzcwxi8PiqYTF1gu4LGLHyOpJZll1ig3qciyibLST8yspzfNioYcAkRV5jgwKDJ1mUZmhTqYPrgNU0DFZYwxtKCPzuIwG2OCddN1fUb+EClq57HJbwHQN11HIJXLIVkMEqbIDoxJneqQnauqr+LLS77MHy/8I1uu38Id9b8FYEPfRp463MiQL4qtro4VzY0AHEpVY++9CID38QSzTb9BklSyssRAfFwjG4k7yIkG0BSFnkuvYv24Tr67B8OEYEj8MkSDAUxWG7kLhO6vKDbMkFWARcO4xGTXdqKd4pruyFgGwOV5+bzS/Qqf2fQZdgzvwGF0YIy3MW10M2gRwGSiv5GgRVToG9Pet3V1df9Q/hBLqhwZ9AEnAHBhbT1GTWVWV7r5RIEY4B5sUQnppnQhXFoHPBwg0d2NHokQSWscteQkOeWVlJ8hXDv84yc8hYUOWEwARjr99I+Ia1iTeUI/OhpPEkMS+vP2FnRgPHcuAMtd0oxUpTajlunpnYTDHSiKjaKiG8nNWQvA+Pg6KqxiKPRm5RP0vtUJYnuHlzp6Z36fpx6ldfTtQUAi7f9rKnUhKRLj9/0CPR7HVFaGY80azOXi+sn2HOSsfDjuuJFKofp8JAcGMMVFNiU8ZGRqf9pBo2P9zDaavc2k9BSGtGSj0FE44wAxhgNZglnuEwA912Xh9zct4g83LyJgy2I0M4asgysNAM9xO2acKSzVHpwrinAmxfd3+sTk4Lj8obK8mrBfgD7POzDAGRkZGI1GUqkUk5OTlNSL+2U6o+4fFsAdD9vCBaRkGDeKrMF7lUBIkkSZs4y53S4kVAarGtBlGaMkUWY9AfBMLg8AOZNi0tAcipKbTs0rnAC3/yhmAPB/wwv4uP7XtmQJQ2mrxHcCwMcL4eItrawqWgXAoQ7RMt2ZnYMky6c0/jk0fohI8oTE5TgDHA+PoOs6ziwLiXQBnLmq6pRtWRfMB95OB/zPNcQ4DYBPx+k4Hf9UaLrO1jTzeyAQeW+FZGn5Q6r8bH66oZ1XYgIU6J0b/lfs0CIBP9PDAlgW/h0DfHLY3B7e97XvsvKGm5EkmaNbN/HAVz6D7g1T5a5ilVm82F/reY0LXYI5LSy4AbNZpAeDU168A31Iksy4Khibymw7mqqyInCAiyY2IusapXY/Hyw/BBniFffQ0YcYj4wz2DrN9GgEWdGY/7v7uP2Bo4w4WpCQ2aDdwH73fADubUrxyM9V/ih/iLtX3s3Ns29mWcEyZM3B956bItT5ZbSUhW++8XtW/ugNPr8/zJpDjRhSSUJ2J7sHKvkTt6LqMiZlF3PnbSQzUwyYRUVFSBL4cXGGXwC0/auvYoeSoJ4upJQERoX+IVG9XtIwD5M7g6gtCwUNr1kMuMqYhD98CD3N9G/PXIVZkhidWMfX3vwaqi70twk1gZIaxiolZzrCHewRqWWPf4qhfsEI1de/83UDONTvI6nq5LnMlGYK4GO22bEV5FDfKVKlWr6VDCVAMKGxNVHFhHeK6mxxnVpGA0SbxAAddaUBsDrJnLPPw522zjrOAIMAwJa4D09U7J+lT9wDxx0guiIxVh3o4H5bDqFJL6HpKSZzCkmaskCL40x0zrhG1GXWMTD4EAAF+e/DYHCSm3sJAOPjrzHHIY4nZHcx/Dbd4Da3jlMvn2ix2yD1sLd94G3P0/ECOHO5i2hTE4GXXgKg8Oc/p+T3v6PskT/POEOU/uUZ6o42U7N/P9VbNlPx4guUPfo3MpeLbEfCMY/QSNqBpHf7jFPJ8QK44+nkkyUQfqObMzJTrO7/peh6eFKsnZPPpfXzaCkLoiMRzPQAYOgNoqsaituEkmnBvjSf/Lh4zxydDKFp2gwDnJ8pJnBm+1st0I6HLMtvWwg3nVGLqeadC+COh6WhgfFsA5oMFtlMjvWdPW7/Poq1XGr7xaTryNJzAQFW5ZNS78bjAHhCXNNjodiM9ZtBlk757DvF/wQDfFz/a1u6lKFgGgC/kwQizQDHOjo4q2AlAL0DIuvhSlugnQyAU1qKfaP7Zn7PLi1HkmV0LQJ6CFeWZcYCzVRdRXt7OyMjAhzb0hKU6JEj6KkTLhfZM04Q7x0Aa7p+GgCfjtNxOv65OBKMMpUUYGYikWIw/h4KENIFcDu0Bn67uYvP7TQT1K1IkUm+9puH+dGrrWw8NsZU+H/GyP24/jKzqASrw/kPPyvJMsuuuYHr7vo+ZpcTeSrKZTvz+QgXo0gKR7xHMCcHmGXRkCQDZWWfnPnucUlAbkU1g94gRi1BBmGe/P43MbYLNqQhc4z3lRzBNmctV10omOWYGuOTr3+Sg5uE/q2gfxuOWAxTCq6fJ9L+L+WuRZdkliRHmPPmYWT9REEICBeAS3+9naSqoyczSfoXYs7Yj8EQ5Zg1DysKdWn7tH3mJFv0c/m5/8skUybc7nES+o9p7GnCbDaTmy3Y4LqQAGhvRFWmDSnKIwLEGEuK6D0i0o9l80Q6mNI5AEQVoZtVwhLGSBs2NUlQNtHknMWsxGv8dO8P0dG5ofYG3GY3CS2BBLjVwRkdcGM6rV0QmiIYCmEymaj6Oxbo7+OE/CELSZJonWrlkxs+yX5TJ6VDPZiiUXSTQm1uCFmOM6E7OJgqIlMWLF7LSJBYcxMpxUxUFkySJPmpX7UaT64AS/6xkwDwgvlgMJA7IFK5VZMLyLZmk2kRbOJr3gBxTafFYKWjVTCmw2csB8AUa2b/2E4SWkJ4yBpUvF4h/ykuFnKXjIxlGI0ZJJNTzLEksKb18cf8p+obNU1nW+sINZIAKEnZglFSGTv25lvOka6f0P+ayl2M/ejHALivvBJrw5yZz5nSnbWSA0EkSUJx2DHm52OpqcFWmY0S6gFJxnzlnSQCBpJRI6iJmW5/xwvgjnvBFjgKTkggjG7ODq+n0H8AuflUf2uAWRkV9OdF6CkqIma1IydT/OaNLr5GFF+xA0mSkK0G6i0CePcnkgwPDxONRjGbzVgkoWt+J/b3eJwMgPMr3ch6koTJRazg3Rlg2WJhel5a9kPGf0k3mrU/gqJJhFxm+jwCONfaT7UxPC6ByJrsRNF0/CmVifQ7Nq7phNV375z53/UCPln/a1u6lMGQIBDeCQCbysqQzGb0SISqkJ1MSybGkNhPd04uoURopsX1+aUi43eyDthoMuPJF+uWFS9mm/FEE4yqKl5++WVGR0fp6OjAVFWF7HSiR6Mz3s1wQgIxPRYhGX9v3UUHYglCqoZJkqj+B97K/4o4DYBPx+n4N48tU6eyOPv971KAEAuIgjfgxaAYbCrzPOyRBJjLG9/K/Vu7+PjD+1l49wbO/dkWvvTUYR7f20/nePAdtY3/KIbTBXB/r//9R1E8ey6HLjYwnBXFqMp0PvYSnS88xea7f8zNqng1+Tqz+MvtX+I3H72BX91yLRv+8GsAxrrb+VDH/dza92e2fe9zDB1rwmC2ML9wgrV57UTtpXDNf7Kq+CxM6YKniZEpBpt8YttD2wilyYi88RayiuwcLhELru5/GnW0DyQJaxoAb24b56rf7mDYd8IXVQ4vR5cSfPG6KR79+uUYai7gbL9YR19uGbM7jtA8WcvuQ5cRi9kxK+P0td3IS/teJTc92Gan3SEG7BKFjmEsXrHcUFLOSLqrXdk8wcZkzxH/2lKDJIxCvuDuE1rMxsx5WPzPMDbyVwA+MfcTfOPMb7C6ePXM/iZCB2d0wMc0MRDlhgRgr62txWD4x9XZ+3oFQKwv1vjm9m9y/UvXs3tkN95MFVnXqOoWk6DBvHwKMjcC0KwW0D0kRM29k2GmmluJWgWTq2sRKubPxeb24DoOgCdOSCBmdMAThwCdvFA5c0wLZv6+beoEC9V8TEgwOkpEcZUpenCmSKwmo4ahoUcBnazMs7HbRbW7LBvJScsgMtVu7GlP3bbYqRPM5mE/7kgvZimJbnISqRDfcY7tJZE6NZuiTsfRAglQJOLt+4geOIBksZBz5x2nfM70jxpitK4T/5auwL7yfGSni+BgmmnteB1N1zg8caI4yWlypj2Axf77DC7O0sTzL/VufcvqS12l6DIcbBDdwSrH+zFqOttJcW1bP4/s6kXXdZanC0tDMhw7JJjCqqoqAl7xDLhz/jGbdzIAllHx+MQ6vLyzX+3J4U0XhRUE3ztMCXjHMbSLSVT3HCOR9LtsgfPUdttGhwtJllG0OFl+cb1bwyfcadrCp/ofv10U/je9gE/W/5qqqxgMpgHwO0ggJINhpngw2d7BysKVOKLimXXl5HFs8hg6OgX2Ai6rFE1Pdg3vOmUdrhwxqTAYJk9xgIhkZRGNiuPv7OwUhYhvY4dmd5uxuU2gg3fwvRXCHWd/6+wWjPK/TwEcnAbAp+N0/FtHTNV4YEhoEs1x8SL5ducwzX/XoemU6NsBuoqeUcFrgwL8/fL9CzjvipsAuDm7gxsWl1CdK1i4bm+Ypw4M8tVnmzj/3m0suHsDH3lgL7/d3MnmtnEGpyPvCorfTf/7drGuZx17g4301MymLXMpOkDYh0OZIrMwiq7B0B4H0YCfeDhMMh57R/nHWFY+VyxXOM/dild38ajhFjA7MCpG5ufOx5zQ+fCOs0CSyJhq4YUlE/TffA4AsSNHyFpTyEimAVnTuXR0C67SKKbKSmSHg/u3dvHRB/cRjKWwmUSiVJElouEs1Fg+T7Q9RlmGCUvlGpanTTb6iypYemgbnynLhqidxkMXMxGtwGGKYPLfgTL+GgByWMacSqIZZQpypzCMiwEiarWArpNdWo4zS6TDZ82ZTUS2YtQThNM6YNuQjgr8xmbBFhCuAV9Y9AU+u/CzSJLEeaXnASAhoYWPcCTdErkz3VDD7RP31ru5PyRVjQP9I5hyXufPvZ/iha4X0NG5uPxiPrrmFwAsbNsDQG92AWWmGMYMwT79rSVBpt0kjA1GAoRmHCCmmHOO2D+zLQuQCHq9qKkTANS2ZAmmZJC4TcgNqicFGx5TtZlObwATnW0E7U66zQ4kdMzRRnoDvQDUZ1QyPCx8UYtLPnTKceWlZRB66CCWuAAg3dqpg/QbrePUSyJV3m++nGnHxQAs0FpoHPCd8tnj8gdjgZ2J+34GQNZHP4oxDQaPxwwAHgy+9Z4+7v5QdymSyYTj7LMJD6eZs44N9Pp68Mf9GGUBiosdxSQT8Rk3ANVs4wxJABupbztopzJ15a5yAIby024kXU38KhlkDgrhlMZdLxzlyf0DzM070cK5Oz3Rqq6uxj8u3kPv5ABxPE4GwPGeHjKmxDtieOS9SbDGCtKTtMHwu3zyROx59kkkXWc4K0pnwQlQush16r5KioI7PenKmxL30cktof++AcjbxX/XC/hk/e9UYpqYGkOWZArsBe/4nRkZRKvQAZ8AwLkzBXAN2Q0sLViKIin0BnpnfLABrE4hPdLVcVITE2iBAMgyJ7nF09HRga7rJ+mA/3sd4Y43wHgvhYX/13EaAJ+O0/FvGu3hGGv3tzGWljwsPiJSwfHJSS7c385dHYMEU2+Thkrrf8ey5hNOqDiMURzaq0jVFwCQ5WvmxxcVsPHzq2n81gX85cOL+Y81VSyrzMRilPFHk2xum+Cn69v4yAP7WPXjzcz59nou//V2Pv9EI7/b0smGY2P0esOomk4qmWSsW6Ty3ysDHE6GeXzTs9R33MXB0Yt4wz2f0ZoV9NYsQj5PvLCNptVc//XfcctPf8OH7/09l935FQDMVhtZn7yH+ys+xv0f/Qo//8R3yVtkoWLsNZIY+FTiTraPn0h5rjDXc9ejMppZFIkdLN7GK6vMnH2hKKyLNTfTmCdehRVjSXzB2bgrIkjzFvC5xxv50aut6DpcPb+QSLpRwtk1ApQaw6vwRr3s3fgGkmKnPjCOKxkkYbIQN1uY6xeDviS5ubr4Y8hTTgxyCuf5HZSUNDGmZ1EbFGAlq9A0A4AnEmLQqJi/aOY4qnOd9NiEg0QwnX6Vx2S+lpPFMaUfkPj28m/z4YYPz3xneeFyLIoFHR1DspeA2UWfOZ9+l2CZ3L4pjEYj1dXV73itUlqKX+97BLnsx5iz3yChxVmQu4C/XfI3frL6JxwatTJt9FAwPkhWIkpKMWDNOAdz7jpkyyBRTSalCtDTbc9lMldITmQlROWCxYz1BHjynqOYnNeg6xoB74lCT9tSUfzXZxXg2tYngPs+f5hYelJmSCZQRgfpKk3bRDmtGPQQ0VRad2gKoKohbLYKsjLPPuXYPJ4zMRozUVN+Cg0CZA8YTk2Xb26boF7uJ6K6eb53LS9sthNSs1ggd7CrffiUzx73/9XDAyQHBjDk5JD1sY++5ZwaC+ygSGjhFOr0SbZrkSnoS1fv1wlw7jz/PMLjJjRNAv8AnR3CHzjfLgBcoaOQQLp4MC6bWKB0YJRUNElBivlnbO+OR4mzBE2ykrAIJrx8oJOw7xB/cHm4dbVY9qtNnRQaT+h7B8wurLqJ6upqfONi8v1OHsDHIzc3F0mSiEQiTDY1kzktUunDHT409d1B8IhNvPeyu6dRA4F3+bSw0GtKO8s0zvIzwYnrWO8U+xpPqTyws4+h8ImGGLlp14/ASWz+8ba97xb/HR3wyfrf4+xvni0Po/L2umo4tRBuReEKHBEBgFMOw4z+tyG7AafJyRk5ounOjqETMgjFJJ6feHiYxHH/39JS+kdPSI9CoRAjIyMndMDv1BHuPTpB/Du2QD4epwHw6Tgd/2ah6zqPDHtZu7+NtkgcJAmP30t9uu1s2GpjcfMh/jjoZdWeFp4fO9GGVlXjJNtF0c1r0yL1XJPRTkf7t/Dro5A/F9ChaxMAHpuJc+vy+NLaOh7/5HKavrOWFz+zkh+eX8vTVg/3m5xcJpmQkipNQ36ePTTET15r4xMP7+ecn22h/luv8cEfPY2aTILFwa4JiY6xIIFYEvUdWOPYSIh7f/4Gh7quYW9KpCYvNUVxKAlKXdNUu5NoOnxn5xr2Bm3klJaTVVTC5IAoCis7YyF9ERnnbJWgycnlk1v4woCw+9o568sc0GvpjplJJRLEOzpY9u3ncbCElNFOzDDF6/NaSGpJfjH5FLLdjhqJ8NyoYM8a+hI0hq/EmpXkR+ZCXjw8jEGW+P5VDSyvFqD3jGI3Ny4VQDQVWACagmW/GADdhheo94v97CuqYnDLK6DrZGVlsXXb3ewa9pGWklJe0UhlzT4W+cXANWV3zwDgAa8YkE4GwPkuC0MuodMNGgVoOhiz8arDjqIrnFn1Fa6tufaUc201WFlZJApmJDRymGRT5jKSBhOGZAJnMk5NTQ1G41sHXV3X2Ta4jWtfvJYH2n6GbAhhIZf7zrmPhy56iHk589B1nXVHhhiyFCABK0LiPB615nJ9zTVYix5FkmMEYoKN63YX4HML8J1XkYViMNKyawRd05ENZSjm+ac6QSxcgK4oHCo4gCqpJMcVpkfDM0Wh52c4KBgfQtY0emaJQs+LczKo8lSlj1nHHROuIcXFtyBJpw55smwgNzfN6DrFhRl1ZMw8T95QnCODPmZLfXQmFjCdeQSf5zBHkhdhkZKMt56aYo6nHSBCW54FIOeOO5Dtp6bfASSDLEAwfyeDaF8Pugp5DZBRDoD9rLPQZTORUQG2tA6RPfCYPcBxBwjB4fkMbs6WD6Pn1DHmSuvXj/uBp0PDQNy+DCQDxvg4nuA0g+FWKFK44/wacpxmhnxRNjeNYEprbw9nGFhirsXlcuGfeG8MsNFoJDtbPDPDnR04QoOYpCTJmMp437uDp4GYOKaCKZ1oY+O7fn73s4+jayqSoYyARyFlSju6SBKZRgEU71nXyg9fbeOJbuVES+TJE5MYj0FkeI6F/3cB8Dvqf99B/nA8ZhjgtjZcJieOmDiuo6muGQA8NzvtglIo9PAnyyBUVchakrEA001NgCiA6+8X76zjMqj29nYsc+eBLJMcHiY5duKZ/GcZ4H9HAPzv05LjdJyO08F0MsUX2wZ4ZUIMpAUmIyOJJBUDneT5p7BGw0Stdm5Z/yLZdivrKuq49VgfDw8O8GnLRuzDD7F8eggdeC26nApXHx+rfwk9pdN89HMsq1yNMtokOkud8f63bN+oyMwr9lDeFiAQ1chHogELX1GsBIrstGUa2aElaPWG6ZoIEUtqJLyCSeiSc/j1o6eyBTaTgsNswGExUKYoLApovBKJ0JKee5cocKFqwxgdJGaH0lLxUm6eqKXHl8ntjx1iw7Exvri2hs6DAsiUn7GQZwbGCZTkkZH088u2ewD4c8l1LD3nU9C0g1FTLoPPP0f8Jz9DCoXoOVNoYQ8WbcNl9hBI+Hmx92XWFGUQjubQndIxAnVjSbypSoYSDSxQdrDDXMHNy8qQJYmHdvYC4LAYaBkJYDUqhGOwYHItBdEsVCmCXXkN+/iZkA29JbMIH9yCweygJRDiN7kK4OQxDT4wFmdprkZ+fhfO0DRP6BfTlchDSRsQTKUS6DY7D3dLqO1NjHUFaJLb8WWUkRpR8FsFoDQGZMy6zlfHPoBXr+Oe4AlvWAB0CMfqATHhifqb2ZGR1hRPj4PRzJGwk8bnmtAR/Rd0Xcev9tKaeBSvKrS1kmYjOn4eDZmXcKQ9l6MdnRgUiYlgnPFQiixLPg3BFvIO7YHzSujPyMXpu4AcZRujBU8TGxLymyPZVdQnnMjAeGYe92/uRN1zAoAYrGfx4sYWjFMn0u9ldeVMO/sYcrVT6q/nsadbeWaOAOz2yQSVw70kDCZ68sSkZLrbjx7LAzqotWio8SFUbLzSsQC9860d3Kz6fEr4GwssHUiaSsxs5cebWnAbzDQN+dF1aFD6WcdqkDR0CQ4nl7Dc/DfcE/v4xcbVmA0KprjK2jQ4TA42ESypZEtGA2zpSl8Kfeb86jrMQ6MK2LWjn8PjYhJ7eevj1AA7DGfy5qut6EIYxPKqBjJGfDgK4+QONkG+h7G0FVnHkInnuw4jIQrgzpJ3sNN+LcPRANdxiP4Dr/JC4nJ0REX+gK6SsIh7QEk0YrVmEo1O8VrbNiY2OqjOtTMRjHPPq61YVuaRMECbS6E0lM0vX27BkN7uEy0jSF1jyGldpyQJqc3JEZQcwAStPYMsRkcxRyDm5tl1nUgNHmQ9TKb8Ksvn3ExxduHM95JakuGQuC/yp3UiBw/iOPtU9v7kmB4Z4tg2UeRotK4g3zjCmEncD5lGAWq3tU/wYPoZHgiBPVdIDXInTrh7VFpNHAxGaQkJudW7Fd/9swA42tw8o/81z6pmsCldoPkOBXDH47iFXGp0FH9PD5IOqqSzbWo3I+ERJCRmZwk508rClfy28bfsGdlDSkthkA1E/BqSnImuTTHW1oINkEpKmJ6eRpIk8vLyGBoaor29nXPOOQdzbS3xlhaihxoxXiS07zOFcMNhUkkVg/GdrRP9yRSDaU39bMe/VwEcnAbAp+N0/NvELl+I/zjWx3A8iVGS+GpFPg8NC0RUPtDB4tnzKZ4ao6Ookn2zavjyr3/Mwq9/mh9nL2BnwMAe/1l837uD5fQSzypiKFDOVxf9DIsphKSaiMWG6DG2UQ3QuQnUFChv/wqItojtWuozSXmjpCaiuPtDLO2HMy0K1oY8rBc14M00sf7Xu/BPQ05VLWdkeOgaDxGKC4AWSahYEhoXBmGMBPeSRAPMqJSaBrlgoga7ruPN9mGzTZOd04+uw6JjH2BZzMBuc4oXDw/zUuMgNw6Okwm8f900tauGCEnn8oWRP2PRkhy1V3JXxW3kPH4Qg5ZizUAjoZeeRtE1DpasIm4tJiknaMvZg6/ncnFshU+yN8vLaIHomqaORuhMhJiNncbIlVzj+S0/i1/P/Vu7Tzk3Ozon2dF5wipLnlwBwG7nVgqmE6SiYtAczishYTBi8o4wUiIh6zoLowkOWk08ljAz0VXFReUt2B1TfIev81ffx5B0iZhiIGFQ6DYWsmlHF5eYWsmRY2zZrTEuGely5bFvTj8rOqFgCr6pB6gxywy3Bfl42yhvCTkTR42MJGmokR202G8GIGdylITRwuOtCVIIBki2DGHK2oLB2Ywk6eiaQnJ6JXHvGtCs7Jr2s6vLf9LKdUBCtwo209VxBOfStQSdTh7rHSNr/GLsZY+iZuwkOb2CQUcuIb8JF3B/ZwRXRwcfiJuRjWFM7kFi3lrCbVb+c6wVPY091mYKrfqI7Qil/noGOn2MzM4ESeK1rX1cMtVHb3EVqqIgRVL8+c0OLHkqpkw42yEkK5v6lvJEW//b3usSRn622oXHHCArPIHXkc+D+zuI+cSzkYOPTPwMKi5AANwgEt5UOUvlVj68Uch/zsbAWmyogSFIRvhB6QUcfr3jbbcJcBFGvomVWH+AX/WPYibBbeZdIMEPu6s42nUCrA+YK/h85z5YBHOjARyai5FgAMUCbzQnSfR2MQ/QjAbKpDE+0FqHXYpynRlypw/xmw3NxBFgLVnuQEtLXsyhDhqcy9gXXcdY7x7+rM5CkwSgCcZSJDt8UO8haJSYNilMbh0kD4WIpPPbrZ3veGzHY46SZIkRgqoAQXsiEebJbvpapnhicJSb65+gumQHz23eQU7Zb7hhSQmSJDEaGiWlpzBhICOYInrw0D/czu5nHkfXNIzWKmRDAeWeMg4a0p3VLCamwwm++NQJKYiGhFcWThDm6AhmDeIylFrNHA5F8aVURuJJCt/FD/if9QKOnKT/lWT5XQvgjoficGAsLiY5OMjkIcEgh60p9o3vB6DCXYE9XSA7O2s2brMbf9xPk7eJBbkLCE7FkAy56IkpxocHKAf8LhdEo+Tm5pKRkcHQ0BDDw8MEg0FsC+anAfAhXGkA7MgwY7EbiYWTTA2HyS1zvd2uAnA0raUuthjxGP/94Oa/3x6djtPx/7NIaTo/7x3ll31jaECF1cT9c8pxKgp3d48gqylKB7uZ/Z0fsbC1mw7gcH0d+qsvsuYHP6foDhf3l93KYWkhjmmBGlqyzucTZfdjMYkCD11JADL92kEqzDaUmE80yyg98y37owYSJNMVvhlXz0J2GkkOh4kcHifaOIEaSBDZP0Zk/xiyw0g83QHtk9edN6MBjqdUgtMxwm8OsnH/EL/VYkyl2axMWzv1TLF8eA0SEHGn0A1RStLsr9dbSk0igwviRopTMi/bEsRkmSeL3sfi6QPMKumm2bUCSdd4f/+rALxauAxNUpgy6dx29CWu7hK6t83FC2irvZaaFHRk7ycm6RijCzEqCvKkmbaCJzmwWKQKrb5+dthd1Ad1+uKLWaE6uLWoj6OOMwnGUhzom8aoyFw2Lx+jIrTS64+O0aQbmCbJ73O3kTeYy2C6uEaXZQYKy6nq7yBrWuWh2BimUhNHxys5ZBlmz+g5FPpLaWjYRJF5kNs9PyVRphGbsoIkUTpvATem+tHTFekrs0KMSB3sKz6Gak6SVMCoQqEkE/Z0UDe6jK/OL2HSeeprXZIkNvvmMJpswpjoYtwtCugKp4dwZufy6fpaxpLHOBJ8lsF448z3ZplXcIb7JiIuF0+MD2KQJT64rBRdF/dsKqWxrmmIUEInx6qiOh3klfYze7qfPc45JIszqDHNoWxiCdtz1qFGytDiRbziULk+LHH+ogKyOsMQSuAoOkxOw/N0vfI9XLj5WLYNf7lImXpHhO2ZJdaMLt1AINskZEEpuHROHlkvDfHGHCFjqJMMLF5UzLG4g5ikMduaQtclLK7ruG7ROxcX+bWVeHiVIr0fL/nUlDmYVZnFi4eHqdf7GE6VEjOeSIunjAHao6tZ5HyS2hwr80qzOHsgBuMJVG8H/bWLqLloDTOOt2oSSdeQjBbBlEoSGTEVjgSZLRv40NJSagI7sHXH8ZnyOHPhOSyTT/Cp5rluknc/iz9qwG1NcW7Mxqv2IEkdLq2fjT39HBSZpul2LGDlnHkM9Pfjj2XhTk3yxdk+epyLkYDX7CpDCqAnKUyMUW6bzRFlK6hhPlEcRKtcwOEBP3t7p7CNRwnWuUGSOOpWeH/KyuZgAoPLyAeW5kKa1dbSrPbfhxwyQd8gEZcAZTlLKuBAjBJN4cYFbs7KFkBwdtZR7nnjBV4+spR7rplLf1RMVoqtBcj0CD/aZBLpbaQ6k0MDtGwXbheSYRmKUaamoBJtWtzn1TYLX3+uifFgnKocO6WZVja3eWmPpyUcWhCDqhGX5RmrrrZwjGPh2HsHwP9FBvhk/S/wrhZoJ4elvo7k4CBT6cLjuF0irglJVEN2A9FoPyk1gtNRx7KCZazvXc/O4Z00uOcRDSaRlTw0WpkK+ikHRtPntLi4GE3TKCwsZHh4mI6ODqoWLGD60ceINJ6YgEiSRE6pg4GWaSb6g/8QAB+Xkvw7yh/gNAA+Hafj/zSiqSibops4N3UuRqORgViCTx/tY1+6Le71+Rn8cFYxDoPCn9Nd34pG+1HsUe5o/wrFhizgdnpyS/HNkvF0aNT9NslTD9SzPbeMJbsEK9AlHaLIMYoS85Dbfj0j8/4T0NElCa9LI28CIYN4GwAcaxVWBsZiB4pLvOBNRQ5MRQ7cF1WQ6PUTaZwg0uQlMD1GLB5ClhR4wY9/QR/RWg9Kl4/2zf38LBHmEIKFK3dbkLKeYWn3bEp9awBoOLsIW9kkW3d5yckRqciB/rkYDeMs802CtYoc1c2LllGGzB52ZS2nXBkhoLm4aGorJeoEKaODgVwHxmSC+/Y/xpw0+N0460yu/N0v4Z4D6EBz/jZynHY2330Juq5z1aFKWsZX4jXbsEfCGLuN+GSVRHQEs7WQw+HL+FLePrj+dn78WisH+qa5dG4+990g0se6rnP+dzbQFU/ypKmdSaOfJ2cV0Vd4YhDrqm6gqr+DBb0pzqhIsD3LQWm1gfl5L/Pk/Y2E8HHo0CXMWrqVTOMkk3eC/mQcPSyR59LpG5jCgEIKFYLjGIp3kDLEcMZkTI44ut9AIqiQrO6GVrjeYCHz0rc2GqhsvYIf7GlCJkXSIK5pVbCPeWfoPKb+gENeMcDJkswFjnO46vAKyuOFGHJt9Ng1RjBgKXfz3SsaZtbZPhbkyQODyGisnZNF3uJRZMcYN8SeZA/fZcTp4gvnLuKBe/dQH6jmWPGjhHtuZ9Bg4WCWzAPXz+eBr2wmCriKD2C0TZNV/xSTx24mqzfKbTc2kFXk4EtvWGAAKkamKZ/n4BWXKFa6vjyH2+tVHnwuRleZSA1/blEZV+Vl8KWtCjafyEI4M5bz3fMu+ofP5bTvQxw8+CqV1m4Os5SMAgfXlZbwzMEhFlkH2RdfDgbQNQOSnCJpCtAWOJvlzkeo1nv56XXnMnLPm6iA6uvmnPvvZm2lKPaLR8L87RtfIBYM8OF7f48t7UGrazrDbbswxlW+sbQC0777AfAsuJpvXTznLfvY88I8mrTtrCLEpYqBF3UxSb3ninO494VHAZhr7sd59vU4Us8TSx4iYToLjj7PJ4oG4LyPoOs6T7zZBKqGMd6OWY4iSwq2/GLiQ22UjR3kxts/SCSR4qwfb2YynEAKp9AdRpqzDJw/liLfKOGuy+b8a97d8SUcDvPTn+4g5HRCeRl3f3w5D/fsJDQV54aKA3hDJ4Dj+2a9wo/3VbD2F9u44EwxqS7LqkZ2TaIFAsRaW7HOnfuWbex+5nF0XSOn/AyC/jwKq93gLkf3C4CrTcd5tXkUgyzxy/cvYFfXBJvbvBwaT7LY5iQRCSLHw2B0EtY0ZtsFAG4JRTk/653BHbzVC/jvG2gkYzEe+/aXcWZlc9WX7kKSpLfof4EZBrgo7dIAovhUQkKRT5UYmGvrCG7YiK9fvC9dObmA0K/Pzqxl3/5rUdUgy5dtYmXhSgGAh3bygdwPi+/bC0hFwW+UQZLojgvwXFJSQl9fH9XV1QwPD9PW1kbDWWcBEDvWghaLIVuEjCGn1DkDgP9RNAf/vQHw6SK40/Evj9/97ndUVFRgsVhYtGgRb775VoP54zEyMsKNN95IbW0tsixzxx13vOUzDz74IJIkveUnFnt3a5v/zdB1nc9u+Syb45v5VeOveGF8mvP2tbIvEMapyPx+dhm/qi/DkS7E2JL2OS0f6GDTgjH2T3bRERLMgd+dxdDVt2CZNxeCMUZv/TLnD+4nJzFJSlbIyhkipZooPnQHrtEVOMYWAjpGYxbeTDHv1dPFNH8fx+UP1vqst/xNkiXMlR4yrplF4TfOJLYozepaCtCnkrzYNMySjm4umBrjlkSAQ6hYFJkvra3hmoV9rD26hlLfbBSjzPkfrufsD9SwZ8PT1NbuRJKg3echHM6kRxnHkT+bpft+SM3gNq4aeYkl0/uR0OkdLMC0e5wP9wjWy7DggzQkx7j3Fz9gzp4d6IrCzxfcwJ9rLmBw7xi6BsOuDqbsI3ijXkbDoxwORtnjD9MviUrx1Yf2UDfdw6dbH2B56+MAtEXPIXpsO0Sm2NImJiPn1J7wMFUnY6yNi1fogXQF+ZZcO6piwJQQlfKDBVXokkwgbqZZzSZhkgmFW7hvaw8pFMKajUTCRqtej38oG90E+gdDuFZr9A30o+gyc4NnIKtmJF0iL56BlsjiMx12HE6RVjaMy2jmPjQlRvTwBFrsrZ6ka0rEhEOTLMSNYhCrC/XQ2P0gh8YPYZSNXF9zPS9f/TJfmf445XGhx0yNRyjpCfFDbNzVnWTs14fwresm2jbFq41Co1kk+6go3oDsEC4KeZZmCkOjIEk8NzpFbm4us32zsUfNWApEcdjWVIzXtvURDYJsiFI1aw6ybid7zjZkQyeaqrPhgWOoKY2OgJCglI1DkWWcnjzBWJ2d4WCko43hvBKiaQnG8QYGfdOtLLWL8xC0Ln3b+/zk8LgXYTTmUKYI5rEzqbG5VRSRnuUcpVMW58PhVUDT0OUUQcnKYGIuedMHGRsLkvKJe8Cxag7mNPjVdZ0Nf/wt08ODRIMBmjefaEUuydJJfsA+aBP3M7WXvO0+Os87j01pNwNnQBSIecwepgMqlrhwSejNHeOyjgd4pvMZulPdPHa8AUS6EO54UwIAU7SJcc2LikZrvh/ZYGCko43RznZsJgOfPDvtlzwkJuetReK+qTbLuN/FAeJ42O127On22uG6OiRJorguEyQNr/8JACrKP4skmajJ6OCa2SNEEiqvtYuCLrex4IQdVxo0nhzegT5ad4rmIPYsAdaK6zKxWksgXfC4focAindeUENDkZtFpR4ADg348OSJ6+oMikn/YCwxY9f1Xpwg3s0LeKCliYnebroP7KVznyhGizY3o0ejM/rfhJpgPCLuteMMcEJNcM2L13DtS9eSVE/1pbbUicleYDJNkBSeaGBTJAdJJifRtATeyS0zhXDNk80MpQvZ3HnC/i5qMqKVFDOcbv19vEX7rLTXcHd3N+TmouRkQzJJ7OjRme28145w/84OEHAaAJ+Of3E88cQT3HHHHXzjG9/g0KFDnHXWWVx88cUzVal/H/F4nJycHL7xjW9wxhlnvON6XS4XIyMjp/xYLP9aEb4kSXx49ofRJTN/9Nr51NE+AimNRS4bG5fUcnVexsxnE5rGjkmhtbSEdzOcHsyHUjZKdMGa7BiMUnz//Zjr6lC9Xvz33gGA3y2TkmSCRz6OJVgOJMnpuB5NV0gmJ1mXJdgwabSZlP+ERySAnlSJd/oA+G34AV7rfXuQDKKSfSIorlP5uUtpvKaMr823kJQlRjNNJD0mzqvLZcMXVjNfS6A/X4QznoXBo3PtVxZRu6yAR/76VayVrdjsfsJJhelN+ZiMJkJSjEmLTtHX7qVubhxZD3FpwUZWLTqAbpIpCo1xVkRYYwXDNSz/cRMN3e2ErDb0X/yajWVLCBo8HH5TgLLm/DepcIkB/anmrfxiVw9yZ0BU7gDn7dvJ3VUal7W34vZ3MWntQ8VMU+g8/Hv/RstIAEmCs2tOtGQNbh/iQozI6BzTysj1uUlYygGoHBSD7qTTQyhfDCz7xksxGLKYiGTxWosYODxyBhZLiEqlk8RTBdi2ykgSVNW1Ulm9h905u+iO65hiYjJS5a8h2ncrs41hTE5xT6jjNkAjUT6EntSIHBp/y7XKs+dR6a5ENYoB1h4OUKJ7mZtU+fCcD/Pa+17jruV3UWwrItEnwFT2J+aS+cE61hlVelCRgORQiNC2ISYfOMoLmwVL975ZLxOLbwEUAuMCiJ6lC1Dy3Og0JSUlSEhU9C3DbunD6NmNDrzwstDHurO78Ty/lvLWu5AkyJr9MGabgcnBELtf7pzx8y0b14lONONzKMiqTnVQZ7Sjja6yupnj3OULE0vFyNO6sMgwkpRoDr97kwJJksnLu5SStBa6XzaxKQ2A81KjBNO50gVHD5A1KcBSyhigLXoOS+VWDj62FUmS0aJT5Nz+sZn1Ht26ibY0QAM4vOFVtJN8eY93hNPbdkJkEiweKFvxtvtoXnMW6wrNRCQJryYm80WOIrbsb0VGJykpPJirE1VjFNoFsHsp2CHyL8OHIOpjl++Ep6490UJSSjFhnKIxoxv3PKELPvSacJG5bkE+JimFMiEYwqMGjYQEWQaZDMN/oTNbUgC4QNp1oaQuA0fBYVDGMBg8lJV9iuKiGwF4f/2r3H3lHIxmcY6f2h2jyVMOQORtdMC7nn4MdJ3qpSuYGhYgq7guA6+ePfOZmD/B4rIMbl1dha7qlHSHMUk6gVgKU07aC3hCvAfbwjFq7GKcOPYemmG8mxfwYMsJ0LjzqUfRNe0t+t/h0DA6OlaDdabL4ZtDb9Lj76HT13lKNzcAc52QmYXSjSsKCytn/had3jLz/8nJreTb86lyV6HpGruHxfvSnePBaRe6+um8bHRdx+1243IJtjsvLw+n00kymaSvrw/b/LfaoR0vhJscCqO+g6VdUtNpTZ/DhtMA+HScjrfGvffey8c+9jE+/vGPU19fzy9+8QtKSkr4/e9//7afLy8v55e//CW33HILbrf7HdcrSRL5+fmn/Pw7hNu1kFjBT4k5zgFd45NFTp5fMIsy66neo1tGmoggYQv76CrsmVnuS0aY7xEDeo/NQ19XO6V//hOmykpMeYIRmPIYeb79ShZMLAHAobyCKZKPNibaY+YYujjkFCzC19Y9wMX72/li6wB/GZzg8OFR9KSGzxzi0amnuWfPPTPtVt8ujjfAGK1t4LbINClJgqR4Ic49u5g/3LiQjpf7aHxqDINuxJc/yIfuOgtPoZUfvvYV1umbKSsSHc+GNudj9kqUFIpr1a2MkZxyEjpzCSZXgtyVU+zLOpv4ilxuMG9GkXR2xepp++5vUcZiTGR4uP0T3+S3Gw5jS0WpTSpoMYmgnKRt4kraegQo+M2uDWzZ3IsSSIJRxhKJckb7MWy7dyLpOmR5GK0Wne2aI5cwuuNeZNM48/IduFNR1FCY0I59hHcPko3MCklcn8HEElImwfzN7e6gMp259FaWYZBUpv12nOqHeLX3fDQkypMy82qqcDq95DFKydgoI4fn0N21CF2HosIOLi8dxIIRc1wMjAWRAiowU2samQHAhhGRhlVrBCMb2j1ySnOFSDLCX4/9lfHIOCmjAOM5k6O4TVHWmgv4wuIvkGsTzHZiKISe0JCsBswVbsYKbPwwGeZjSpTMLy8m8/212BbnMeo20g1cULqZuWWiAOdo8008eegKdB1WO15D0jVaUzpKWhKSpRhY2vFhrDmvIpuGKQ0LEFVs9oAOxoF8rFN1ZNaMMPc8MTQdfn2QrEARbtlORgh2hgSAK55MMXzQy0hHK53lJwDwDl+Ijqk2VjkEGHkzaODo1LF3vH9Pjry8S8hlDKOeICkrtIei2OQkLUFxPxoSLr4751IO2sU1TpoCdMeXsYBufJ3pBhh5RgwZYiI7NTzEG38RsoZl19yAxe4gMDFGb+MJJtNUIoCIPPS6WFBzEbyDD2yXJ07EKLPfaGE4nSUyK2Ye2/YiAH6LgWJLJj9f/XOeuewZrJKV0ZiXPbmVoGvQt4N1Xh8AVlmiXBH3SJdjiBHjBBN1Avi17XqTiN/H6GAfc5RRpHAKUhpRTWefXVwX23v0gAVwe0VGacohJkdFtRlkzBKuJNmZV3P48DHy8j6MLFsJBg9zUXUnJXkig5KMZXL/pPhecP+BU+7rib4e2ndvB0midsUVJGIqZpuB7BInx473CdJ07LLEfTfMR5ElIgfHiL/eT3260M+fBpyF44MoQEzTscviGDsjMeLau/sVH5dB9L8dAD7WNPN/b38v7Xt2ntD/ninkZydboB13nXit5wTxsK573SnrNBYVIjudRNPuCwHrie3umzgy8/+pqR1oWpwVRWJCdcAntuvKspKRvsfGTeLf0tLSme9JkkRNjZBRtbe3Y037AUdO6gjnzrZisiioKY3pkbdvytQZiZHQdRyKPHOO/t3iNAA+Hf+ySCQSHDhwgAsvvPCU5RdeeCE7d+78b607FApRVlZGcXExl112GYcO/eMq4ng8TiAQOOUHIJlM/o/9JBIJvt01QsiQgUkL4B7/EWO9P0FLJWY+E4+HaG//EU+1ilRx7uizBO0q2ZZs6jLEQO9OCuZsOK+EwxtfRXe5cN33WexuwdQERjyk2pdjRkKRRrEr4gVa23YFquyihAHGs8SL/+zJvRwKRvjryCRf7xhi627BmG71WFjd/wOK+27g+WPb3vZ4gtNTTA0NMJhfxpcjJpK6jjwWpa5HvBAPxuP84VcHaNk5gobGvtJXuPq2xUQI8enXPsXT469wXU4QSdKZGq8i0iMYCEdaM9ytjJMYDDJ+sJ3SNcNsVs7FJ2Vg01LciLANam0rwp6KMWTP5rNnfo7RfhPr5FlEDFYWxgVtd8gEMd1GKiKYEpO1Ey3DhFohBlZnNIyi6wS7RapdmvRx22/WoWuTRDU3qn8hC4p+gmn45xxbvoz2xYsZ++lTgIKqd3KdIhoTqMElaIpg0SJyN7VhAYqGs3OZky3cGY683smOQZGSXxY3cMayWpyuCeQY+DIzOTJ/PkNDswk0nYmEiVmOCKVrfkLA3Y2kyWhKkrX+KIouo9nFYGkdEdc9ZG8Fo0xqLEKke5pANMDvD/2etc+s5cf7fkwoGSJlSgPgqTE8xhiGyQ6SEf/MNY12TYtzVOYkpabY1SkmVfOKXRidBoxzMnBeWcG+ZVksyTvI++ueE+vru4FNw0vZzZlM9GXixs+sqGh8sC/dkMBj0pgVqGDFwGWUZWzGrcsk0NkUyJt5DrNa3i9IecdTVC/OQddgTedN1LhnIykKe/MFmK4cS9K2t5+OQIipjFwMgBEYiSc52P8s2QaduK6wP2LgqPcoiUTiXZ9Pm7WBRMpEEeIZ0B1GLs+f5igiJZyKuRlw5dKddheImwKkdAu+RAMFVjEZt501h2QySSwa4ZVf/YRkPEZRfQOLr7qO+rPPFffj+pdntinlWwEdc2y72Masi95x/w6MChvAroiZwbRf64GxgxjSbhUeS5SnL3+eNUVrkDWZM4wiQ/acR2QP1M43OOAXE4h5DivFqjiOgWwvSLBfaiOvqgY1lWL7E4/Q3t7ObGUMySghp63P3kzP07UuH7GJ0Lu/82IxXD1iguhNpcRyvQN7Xhu6JrN1s8SLL77Ihg17KCoUVnmdXT9nLCJA4ZfPXc5IfgUpSYZJL79/bBvhaJxkMsn2J0Tb71lnriQwKRjGgmo3qppiz2QaoCc1rl8uke80kkwmCTel72dNnLOepNAJZ01PkJ2WTIxGY7gNCqoOLf53P8aiNIjsDUdPWR4JBhnrFlmS+rOEBGnnk38lnLZzNC1cIFhWn8gWFdmLSCaT+CN+tgxsmXkmNg9sxn/SM5pKpTDOmkU07arQpZ7I4rXEZDyeFZhMOWhaFK93F2fmCqDdnDyIjo4tw4gz7c7gVcV1LSoS2wYx5lVVCVlFW1sbxrlC9x89dHDmOUqpKbKKxeRttMf3tuflSLpTY73dgnr82v8f/ryXOF0Edzr+ZeH1elFVlby8vFOW5+XlMXpSZ5r/atTV1fHggw8yd+5cAoEAv/zlL1m5ciWHDx+e0Tf9fdxzzz1897vffcvy119/HZvtHxu+/1fiCskAZjfnRTp5MN7BzpEU33r+W6wwr0CW+zBbHkdRxmhO/BTJFCUuifTXCmkF05FpWmmlt3sL5J/BaG4R3ese4sVn/kSp8VfkaJCQZawPa3zScT/6qi9ite4ExYuMH0PcjTR9PrifxeMWg9La6Te5PflHOrVrGJQsnD0hGA/rsER90AHU0f8HuLNqF87yBGdIEaxpN4fwUB8juUU8c8ktJAB5IkZVl5fPzNvE7yJXcsyWwWtOjTWGMK/PepDS3Cx27djF38J/ZULzco0zgcesEo9b6d1XgozQqI0cOYiSWUhEjTMm+XBktxPJT/EyVwNwcesGciUfgYSHhR0CtD5cfxEhuwXNYsBkhLneAAWqFVVSkbLW8YNRC7apCb5VAlgmSSyyIEmClVjW3kxKVjAnk8SMJowSSAYDVf3b6S6/ksbwFVwZ2stPZ/fw5RyF29YrnFElBrRM09NcKB/AoCVIJdykwplghWNFfSzrOAZzl9OeUUppzQRHJouZ7O6gJLeKhLmK2swhxp+K466bxNdbTNOSxQAMuV1807+BXRM3EXZtwpIxwOKVjzCx/0Z6U3Ewx9jg/zzZtqdwEcYYTCIlYNp/ANkTJmfCSttz+/hG/i8YVAWQyJAzONt8No8YhDdqzuQYSbsFSQ+y6/k/MW0XwL2qxYEHE53RIcbXdfF8pwzIZKSmWLfuBBO1u6+Tj80VzUdisRV0updyTEqhI/NS31o+Vv4Yq82baKee50a8XJlKYpHsmJGYPboKhywmH91GlZf1JHMVhaW6EXu4HLv3DPyejUTcZ5M0WciI5VF6eAmh4mEO1YrisMqJJIGxg3TOEpmMWakoKhLtBguq91UwQU+kCE33EUwG+evLfyVLeaum/e9jPJVLSUY/vVShO4zU+5vpVZygQ5suAOO4JgZ+TQmjSSnaoucwzyaW7R48QmxdI95De/D1dCGbzBhr5/Haa+tJKIJh7W08wAtPPo7RISZ8C01+DNIIqmTktY4k6t8xfsdjfXg9ANttFhwGwf5bk07cCTEBqrMb2bjxhNxioWkhuxO72ZicwC9LxI5twrv4JpAkKsYGsHsd4ITudAFV23QbaulK6GqnadN64lVzMJqsuIpNTPqTkGWhM0NhYjxFjiJz9NFdDJb/g5bsgHFiguwJATrHpqd55ZVXsFiewmiCyYlyxicFUGlubgYq8GRYiETaaTCbOBI1k+sd4rNnyAxvKaLUO8C+V7bxSEeQG7JHUQ/sAUkinpXPkV1dgAFfaojnX+rlqK0IzAbkRIhQZBPr1sWRU3BGRwYyEvMQ7OmucZXLgUy/lwx/mDGXlZeajpGnmPEbLDy+ay/Lk2LSIMXj6AYDKKcWpcXMbjB72NnRRVXTvpnlkdEhNFXFYLMTyytFNpqYGh5k2GwgV7azqa0NOjp4MypqXhITCdatW8fhxGGiqRiy9yokIJr9PL945RfMN82fWbfLZERXxQR4+8jemeUdMYXB4QrMhhRG0wQHDj5MKHYxBgz4pSl81jHae2LkDwxBUSbBhADCvb29jKU1whs2bEDTNCRJIhAI8GpbGw2KAlPTbHzkEZLp5ibBlBkwcWB7M11TB95y7V82e8Dsxu4dZd26lrf8/X8zIpF/fF8ej9MA+HT8y+PvzcbfiwH5P4ply5axbNmymd9XrlzJwoUL+fWvf82vfvWrt/3O1772NT7/+c/P/B4IBCgpKeHCCy+c0Ub9T0QymSRnwwYuWPt+snvM/Gj/j9gcf52r63TC3ucAjbChgh6pEpvvKVKGBGXOMtasvJNvdvaSGPQRNU5gk2UiJgvTmZlkZPyV7CHB3OlF5+A3DuEJDBHZ9SuyrrAgL7oN05Y2YtpSFmfcRov5ICG9h5TZiike5aLQS5hrbeSZP0d8cw9JXSMc1ti8yEbORJR5/Tr1rSninTIv1eRgOTOLS0syiUTCPHXph0mYzMiTcc6cUvnBdV6a1mss8MocOwcaK02MKb/B6oxx3ZJb+c6e7xDQAsxPpTjLLZjejvbl6OPTM+dInfYye9V5NDU1027tIq9+B1u4kGkpk3yjgZt8r4AM4fBiTKljRFxFzHcs5sqz7uI/zP9JAlizV4MQdGYd4vsfv52ybAH8Hn7lejr8fUiSgi7LnJ/p5Gd33sqOrRuo6Otm19wF3HTHp7EuWEBFNEXfN3YwnSxhtXcOOYUhBnP87LxkFQvHHISUcYrknUznVHJ1XgVPHRhCHo1BhkrQ6iVjagRZ0/BaMukuLafOfgktr7/CmsltBD2leGZvJKf7AwxoCs3jZ6HLMu6JSf669FyUvQkyul7lmPc7lJz9ayyuUUrqWuhtriRh9tIbWkKH7GCN8jtMqobRayFRGKPksgxiD8TImDQRyPBTrtbx8XNu5sKyC1AkhQe3iYEqwzdC+6wqyqYnWFlhR1t8CbqmM3FwP6ocIX/lMDVFDfys1Q/E+cB5izlrlhj4escaUaxfwyir+IJ1XH7xHzk2Eia5dzcOs0JjfDmTo6+yNH8PD2ifYsTmxGcwkpO2nQpIUDotWCXNEkLHzA/lJI8tLMa+Z5ystmsJr/wWS5ZrbIvspnrXGnKGahk+74ME7Q4cyQRn5kJn+w46y28B4IaqUoI6PN53kDLTJJoORVU3USdtpHmymdx5uawtW/uuz+e6w52UBIQOWHJKZMUkesNgTLjpVhSu7XiDTbVnEdJNOKQEKWOQwcQ8ZltkNIvMmvetpb+pkRceFanoi//jTqoWnXBaeb6vnf6mRrK1BCsvEcVuiZ6vgQ+0zBWsvfzqt92vcCLM95/7PgB7i0yUJ8T78TrTAgaSItNQduZa5qTXmUwmef3115nlnkWHv4N1dgdOU/GM5v0rK5exrmk/OCGZp1OWKKMv2EfR2gZyNTi2dSOGgS60WfNYtbScF7eJc9KdbWByVCInlCB/yk7DR1chW94ZRoTWv85IKIRBVUkpCosW1dHReQhdh6GRahTdTHa+h7GxMez2XMrLP0lf36+42J3Eb6zmsksvA2CivRn/I39lQaCPLZH5DO/ZSR4wa9lZXPC+9/PQV3YBOhdevZL79veimsRE3kAr9hIblyy9hNgRL/59nWCQmJMS+9ynulFlBWMqyXzNQCsQzy9ilcVE+8gUxqpaLqnMJ9HdzcCNH8S2ZAkFvz51DAmP+Xi5YwgpN59LGk6MO7uffpRhoGr+ItZedRX7pCS7nnqUjrwMqkpquOQycWxvvPkGDMCqhlVcUnsJr299HdVbRsgr1mW1HWGkcISvr/n6zLo7hvph63psksyoMgopsEo6UV0ia965VBqW0NK6F7e7n/PPu4rX33id3aO7GXC38tElH2bil34oygQ1idmgcM0115BKpdiwYQMXXHABRqORcDhMZ2cnecXF2ObOJdbYyJkZGbjS91hHzjibe9uwK9lccslb63H+2twLvjCXzK7jkvyMt/z9fzMC76F1NpyWQJyOf2FkZ2ejKMpb2N7x8fG3sML/nZBlmSVLltDR8c6m9GazGZfLdcoPiHae/9M/6DpGo5EbZ9/I1cVncEdukLD3GUAjP+8qIuV/Qk5NYw+IqvDr5n2R29qG6U0YCGZ+nL7QKA02kbqKr3aiG0fJ9AtWdrh0Lc+t/AgY7WjTPYzviyEVrcAktwKgDceZNevrIEl4PeLYs6aSjI09y/7XnwLAm4SjDTZ2VlvYtDTGq/XPEMnUMadgxbEocx4Z5MEXO7g7o4K42Yrd62OVX+ehWxroa34Z79GrqBhTKUpoJA0yk5kLWFGwgi9t/xKBRID6UZ2POBNIEoyOVBMNlyMnYhTMqkM2mkhEo+Q4RZFFjzxOQpJ5SbsOgGumWlkuHyMRl5lOd9jyXX4u+fU65pCbYr0fe0yDXpGWPGgN0d06NXPuyzLnE/Zciy7byDIq3FdfittqIWO2KCyZcmXgq63HaDRid1mJlgqmsjN8ES/N+QwfzbuJm7yXAuA0vYwkaWSu+BzXLRYaOmU0Sp5/CgmIpxLkBUQxz+HCD7A3YzlTRg92NUJR6A0cxftpz3uJY8dWo2GgcGgILZwgZHXxqPlCnlcXk4rk0tt8AQC6az+ylCJljKDKMYzRenrT7g7mYSFpmTYfYdA+jlE3cEfHF7jo4G3kNM3GarbSPjlNSrEiqyqGxDCHnOnq8bEj4r70JtDjKmNzH6Tb+30aD7+fO+d9kY/MeZRqz2FkOUkqNUZP+6exGuJ0T1WQm/kFTCYLR4ZFynlRWSbvW1LCK70XYCPCfF0A7o7cEpSUSFMHZR0lagY5wa2yiwpJZSqpcnv3IAOKijVSgnN0KUPDf+WAeSvHcoUcqn+sGFNSZ0FXG8GR9UQsRobyxcRmbY6Hs7LcXIhgT5uiCrMLzmJOtmCM23xt7+nZrCi9gLyIYEQtHp2uKQGU5HgOrmA/n0x28rGzKpnQxH2RVEbQkRlMaPSYIRWNsOEPAiCdceGl1C1bdcr6568V986xrZuQ0u8XS0pkeeKGlW/ZH0mReKHnBS5/6XJiqmDr6qMZjKetsSpG23CnAXDm7FO/L0kSV1VfBcDzmdk8nydqANwGhQxvkqJYWgIRH2Rxvsg+NHobWXPLxzHa7CiJGNmJMHWZTrS0HWLApRAtsmHItaHHVRKHJv/h+Ux2dSIB2WldbU/vX9H1OKFQBqHpElzeeSxfItwbDh06RH7+TWiyjVyjziqXMrMex2JRz3AxE9zoHiIvPk5cMrE7ewXe/ghqSsfuNnE0Euevx8ZmgL6iDjAUGsJoNJJo9QFgW5aPxahTjowuyfjsApyVjAim+lg4RkPat7gtGsdoNDJ9//3o4TDhrVuRQqFTjrHcLu7roXjqlOXD7YL1dFdUEQ6HWXzpVZiQCFtMjBfln/hcWGj3yzxlRLQIO0d2kvSdcC5JTK5m9+hugmrwxHlN68ylZIxoKopFVphjEYTC7rH95OaegyQpRKM9pFIjLM8XOuABTyu20BgmVcOSdq7Jc9gwmUzs6vWzYUhCksV5r6sTkrvOzk5sCxeKfTlyZGYf8ss9gCiEUxTDKcduMBg4FhaZiVqjhag/RWA8zuRAhJGOAP1N03Tt99KyfYzgROJ/Z5x9D3EaAJ+Of1mYTCYWLVrEhg0bTlm+YcMGVqx4+0rofyZ0XaexsZGCgnc2wv+/CqlzI6vavos2epjOrh+zWtpDnlHHr0Kr6TzmzPk5mzvHsPmfBZKUm+v53UQuwXSlrWbIJOy6gkJNpP6HskuRYzqugADEWxJzuNKtYFt5B5LRSKzHx9CfvOjpyvNEzzTZWeeSkbEcb4YY3AvCTlIxJ6V9wmPTa4SJBRKekbsweP9Mr+dNti6+j/M/WYej0EbIInOkzETcbCV/fBB7u5cjVTYePfobAkMlIKdwFu2nWBGFPXHXWl7qeRVVV1ndbeFzkTh6Nuh6Bt3dizAm40hAbqKRUrcYzLe99ByynCKZMrN98nKmFDf2WJQl+/8EQFNLBVI8zrTHw5upOO3Tu/HFjNTSwsKuOIouM2bvYzB8Bg+9sJkf/vCH/OIXv2CPt5CoU7hg3BTxcmzXTnbt2oUtKV7WNQM9fLW1j4GBAcbGxngjFQU0hhLzCG/bzA37V+NRncTdYQq1l8FohzlXs7gsA7NJQVJ1Sqat2GIyRs1CkU8Mqk9NLOTBvUNszDkXHQk13om3O4P9QQ+plBlPZJLlO3cRTFdLf9NxA9NRMej4BiQSQSOSIU5lrpA0ZLtEEdFg2VVMZs5GaxMp8Q1t9/OsU/xtriocKw5t7Gek08emtFwk0+8laolzID1wx4eEPj7e4yec1UQgbxcgo0t23OYgq4p209H6H2zdtpDdey5CYYqBYCGbmy+lvn6e2Ea/D4AFpR4+urqKrYFVBKftrJBFerejpBpFtSEpcdxWMSlw5XXgPffzfHzFPbhMAdonYnyCCDtJkt15DSPTLUzHp9lT8SKOLDNyWOeCxgiL92xmrOsI+84QrHnV0DCFuspca5Kz9C0A7AxbqHBXMCdLAOCjkyeq8f9RlHvKsQyIoq2w2c6kZAMdJpIZfOnAozgXLeCWNXX4VXHuQgbBNA0mNQ5Hvaz77X1E/D6yS8pYffNH37L+qoVLcWRlEw0G6Ni9HfyDKKFj6LpE2D9/5nORZITHWx/nyuev5Lu7vosvLs5vmauM+6q+TMQghu4VkRZcqbSjSH7h32+Oi8ouwiAbOCar7HYJ1v0Mp5V4t5+ihADAw6Fh5ueKbe8f24/F4cBSK65rpKuFvKkxtGIbUkwFSWKzRcV5lnB0CO0YRn8HFwCAeKvQged6PIBGKCQcJnzTC5llX4VBtZKasJOdnU0ikeDI4TaGjWLbc+QeNE2812wLRSFWqLeb/HZxf+/OXMrTLUE60rped7WbLz19BP2kRjAGdYq+YB96UiPWJu47y5wsprLjzE3LIKbMAkw6+/uRgPFEivy0s8OxUIx4RwfB14T8BF0nvOPU+pQSa9oLOCa8gAFSiQQjHW0knRlsOtjEn//8ZxRJpjLd4v5wfweaqqLr+okucI5iNvVvIpk0oAZPMKpquJZENIfXe1+fWRZNX/+YIt5bxcYUs23iHb99aDsGgxO3W0xqvJNbmZtufT3i7iTZL3TJ9rTm2SHDVDjB7Y8f5uV+hb/sFJrk43LBwcFB5HpBEERPKoTz5NswGGVS8RTP//wAT/94P499bw8PfX0H931jO5PJFJKms+vu/TzyzV08fvdenvnJAV761WFe+89mNj3UwptPtDPS5eNfFacB8On4l8bnP/95/vSnP/GXv/yFlpYW7rzzTvr7+7n11lsBIU245ZZbTvlOY2MjjY2NhEIhJiYmaGxs5NixE5Xe3/3ud1m/fj3d3d00NjbysY99jMbGxpl1/ivD++afyYp243/xffT3/xHQUFwr+fGolfu7dvFG/xa2hQexhLeioxAu/TJ9sQRlFhP31okCpqjrYqZ8ovK+kxpSOxxIugaZVewfCFKuF6J4ysj/3Kcxz7kKyVxGMHk9oKIGVdRAglnVX2cyw4QOmKfHmN7ycdxpT9y5H6+jaWIDxmQvxngbEjp9wT5uOnYlb6x4ngcushCzKOR4R7jy1cf50JCH5YcmKZh4GTVpZtYVnydv6YOU+B9BVn2klAwStqV8ZLCSjx0KEFstBszWljNRVRPxkUFyLUHOt+3j8uxGJHQynEPk5Aqd8oBX6DxvmJhgtdxIKiZj6hTaQfX661hz7rmsXr2arOx51GotLOwSTFm/aRw0C5NaFoapfEYDEXrdC0GSsQQ3E9y9gc2bN7N+/XoGu8SgUNPfzdZgjO89/QI/+92fafJHGTAKDeDhzjwIjTOlhImr9yFJCY4p9fz+L3/lj3/8I1KWOH+jwzHOaRGa0AKfYHcGDWYkHRq0YgyWpWiKgY7+s0kkLNhsPhYf3INBVTFbxIBvde6l2CcYGEuwn8lWUWSVkydS66PmFM3GFEgyzbM/in/EA0Am00jTVSR1HYciUVVkAR1e/0sze4aFrVfO5ChBW5IhWWj+zN52wv5JQp0jjNU/DEBh4U28MfUXfrb/PxhOXIbZXIiuJ9G0KJNRD784eCsXNryOz/cIU9ONHOwT4GJeoZNit4k1tbls6VvNAg5i0SMEHG4Mqzcx66rPkSMJsG4v3YlmDJNnneKuZT+j0t1DSNX5MlEeibqRB84W59CTx6qb69CBBZ0+TGEvAbubg3OFx+k5h/0ce/YAvS1/wywlGEpITBkqMcrGGQb42OQxNP3dK/qdRifT/SlseghNUvDbLRgTHkqiA5SEJvBV59Hs3ce8tKOiak0BGn4V1EQ3+1r6UIwm1n76TnQkJkeCtOweYuvjrexb101KVWlYIxj9xtfXobW8DEBCryfpszE2McwvD/6SC56+gB/s+QH9wX7cZjfzsgUoXFOyBn+DeA9kplTsyRQKGorBgDPzrRrnDEsGa0rWiNa/JpEluDTbQ7zbj0d1Ypdt6OgU2AU50BTw8/3WVvpTkHR40DWNwBMPIMkgp91dNsTDWOblIDuMqP440SbvO57PeJsAwK68PLKyBjGbQ6RSFq644m4qZwsQveeFHswB8f/du3dzMOrGr0qY9RDDw08CYMjJwVhSQktBJololLzKWVC/goSq0dI4gY7O05EAE8E4rlz7zPbl1CSj4VF8baPoCY2oJ8XXur/Dxqx9MwDYp4hnKzU1TGXajSep6UiAN5li8Le/A12HdOFh+M0TOmuAApMRRYKErjOe9gIe7WonbrISKxKFt8FgkLatWykd9WJSNQJTkxzb9gb+uJ9QUhSLFToKWdezjqR/PrpmoCrbwAW1AognJlfzSvcrM9sMTItJ2rRDbK/ElGJR1ixkSabL38VwaJisrNUATE5uITtehC3hJiUnGTqyGwBJTrOkkRB/fLObSEIA6F+90UXfZBi32z3jnjTkFO+zeHs7akjsryxL2D1mPFVbUQrvZnKsh6nhMKGpOANp04esoIZRBcUoY3UacWVbyCpyUFDlpnROJlULc3Bm/uvsSU9rgE/HPxXXXnstixcv5qtf/eopy3/605+yd+9ennrqqfe0nhtuuIHJyUm+973vMTIyQkNDA+vWraOsTKQ2R0ZG3uIJvCBtywJw4MABHn30UcrKyujt7QXA5/PxyU9+ktHRUdxuNwsWLGDbtm0sXfruhvj/m6HrOq9bLdwM5E74sJWUUb3iPnKyz+Na/ac8fOxhvrX9flSDGQUdyXEbx+IGnIrMw/MqqbGZ+XNvB0djFho1AY6GpFIywip4IFa4jAsbN6BzDZIcwXH9hwl17wUNUOyQmgRDFom+AM55s8ktvQH/0f/EE0gxWx8EziDi6GdHpAkpIozoY7YzyWKCcKSbMDY26OehGSzYwsNc//KDxO0qPdl7qOmtwR+5koKlDyArKSaSEkdjZizyRiKea3E6ruKCZ+5k8qviJTsyXIPXKxhKY3Ca8jTza5JSZNjD5C8bI5zMZGx0FoVTY+RGUnxx4gg2onS05GNIpbDMmcOqO++c0Yv7/W4mnv8twahOyCKxaM4itjTHGTY6sIdyeWHpXHRZQU55cfj+Ru6Cm6jUK0kmk+RuF1X45mSSqsF+dtfOZ+GBFojDsFmnJAmdsVVUWF9lg8HJZ1NiArIzVs1YbAxUO8ElDowjEcYjEmVjRYx7wBTvg5QKJoWbbXby/BpJewNRVxDNZEXRYsyZswnXXwVz5DFHkLQopYFBTJqFJCF0dYy8kQS6BgaPH6vVjz/qYZMtxmyvBkYX/Xkfozj6A3KsASp8VQzKGhVmBVt0BFW2EZqC4aSQ9eRMjhG0pfBHWhkzuslL+nn03m8wv1QmaZsgGXPw1JMJ1kV78em1bN4J5rmHyMqCRMrIfQc/jdMUoiSznb7+dvr6f8NnGjwcnphD48bn6Nwe4mznNI7aCeSYyhLLHt5kDQedtdT6u0gEC9AllfJQDc7dF/E4HeQveIKvLPkV/7nvVg74a3mABM1dV2GoakEbi/OjoaeJ1TSw8NBraLLG7kXnkjIYKB1PUhDMY+celaqshzHaYVvIiD+Sy72ff4yUIUJV3nymbKN89Z6v40oXsB230zr5X13X8WkWomEHReogHYY64nkq5qEcVhz6MwC3T/yesU0atkw7F05cjFHWUMxx1LiV7ESSbmsDOUYjj/7yIMZkJ7J2qv3T+u3Po0pe7EgMt7fQyytUKjCpiXfa15/4Anud4tmzJ+3UBGsoD5ezKX8TGKFjawcddEA2ZCQUfAkBHpKKkR/88IenbEtVVZqamohb4iRKxcQPXcf34E+Jhi5BQcYatRI2R3jg0QdwuB0sKKhg0fBVPDv7ZozRUgzdQQI9HSw4uoeDs4WWedIsc+tP/pOrNTfzKKHjqQNs2HCU432bj59LQyLBxcPDBFxOdrS30zBPyLBGR2v43W//hG2yBhNZyIYY8X4nUo6RQCDA4NExXi82cF1GkqbmH/Hww51omoE6s4ERuwl06JMtZEwexayVovkSHDOp7BjxYZAlyivcTEbEJNgpxUnoMk27j0HcwKumnbwx+AZm3czPclfAOExrQm4Vj3iZ7bDQFY3TGY1TaTWT6u4ivn49EpD3kSsZ++MzhLbvQNc0pLSswyBLFJpNDMQSDMQS5JuNNO/fR7S4CiQJk8lEIpGgubGRuZpOvTuHw6FJdj3zOMtmC6lfjjWHUDLE3pF9JH23A3Bm9tNUe9rZwJdJBeZxcHg9g8FBip3FBCbEZHYkSwDgMpPGrJIbOMO3kUPjh9g+tJ1Lis6hq+snTE/vRtJClPhqacvdS7CjBTMQN1kgmSQwOsxDO3sByDDpTCc0vv5cE3/92JnU1NQwOjpK+/g4C0tKSA4MED18GMfKlXTsHyMcHqRi1dMoxjhLrx8nx3MeRrOBB8J+mJhkRWUmt/12AbIizpWqqXT7u2nyNnHQ20TTRBNfyfoKpbx7ger/RpxmgE/HPxVbt27l0ksvfcvyiy66iG3btr3NN945Pv3pT9Pb20s8HufAgQOcffbZM3978MEH2bJlyymfP/6CPfnnOPgFuO++++jr6yMejzM+Ps769etZvnz5f2mf/rfCk5piNDfNMux38se9haiazucWfo66zDrkoAtz9CBRx8VMZJ6JDPxhTjm1dguSJPG1Yg30FAHLQtwE0JEozxSG6I0DGqt0Mau3VlmIHJwATUJXQ+i6Bgbxkkmku/cU5X+GCbdI5Ra5NwIQzt/H6xPTGOOCuYm4r6Gu6uuosht/znfQDDnI8UnO3/pHbLEIXdmjbK16nEcXfo+/lD3CU36ZVwfK+dmIHW9KpiC6EYMeZ8hSyLZ7ZqFm68TjNsLhiwFwWCyY4jHK9DhT7XYiXiOFKycxORJYzVGiBiOWVJIbO0Zw+J8lFZOJdYp5e85nbz+lWFI1FpDqEJOcg1VmSlYK9i9gdHK0zkBXjjg3eVM7kfQ4aoHKFVdcwTWXX45zfGJmPQv7u5mwOhiZvZByZL5lyyHXMI2GgTHJzsfP8mAkRcJTxXm3fIWbbrqJisXnozqN4DYBEjsLhIQnYghiivQC0O02oaORLOpHs9hATWHu6STabsCYUNGBTFMUS2gL5VMi/SjFe4goVizZRcSHBNgpyz+KhES+EqBTHsEaGSNhzmRg6+1oKSPWrC66HKJTWLmWjZwjUqyTaV11ztQoAVsKiPOCW3ja1poGCZQJKVJH5xIiqhWfLiy6zql9naysIVRV4eFDH2IknE9uPEV723K83hJSqoFMi481JTs4o2EzVdX7KM3rJNPqR0dnOWJysSe5huCbYsIcU2Ryh87HH8wkmZA5EjFgkFXeX/c450+9iUnX2adLJLvvwKV76HNl0ZUxjJY4xkRmHkfqhTzkAxtepWh4O9mZ6zHaJ4mkDByMKAQcFRijedgDFVzQ8RFuOPw1SvsvwDWyEPt4Hdbpckz+QkyhPIzhLAwxD4aEk8lkDhGDjWyfABjhDCO2mAVneISA3ciYR0zgIs4wkXTXuRaLKOCMJ6uoUxqwqnMxx7ORtfT1NgZIGQRrZonmohtNpJweTHKSMllkCHbaxOSkJlZGdiybZWPLWDu4lkp/JSktRcAopBaesIegJJ7fVCoLX8KavvfNpFKpU350XSeVSpEdyiZlFTpbeyrIGfEICjJh4lgTojDRL/uxMo+lhhZMJLnU8xRjRR7iuYKZPWvP69jiIhOiuY3si2RzWO0hhUqW6sARNBAKhQiFQoTDYSKRCKaREXxuN5vOOw+rfRqPZwxdlxgarMbsyyc7p5OSc++h5prbMcx5EWtESDhKwiXsDhqIxGyYTFFyco+SSiQYsIvnPjecIGk0U6JPUJGCgKyxySYyQp+/sIa+xAkLrMuar+Wje39E036ZpqhGkyQmF3EpzpHK/UhGGZ9BSCC01CQ16TbhR0NR6h0Wbl73LJKu41xcTYbv18hGHXVykljLqa4Gx31uB2IJxsfH2dfVC7JCrtvFddeJ+oWuUAhNkph31rnY3B4CE2M0bRGyhmJnMet715OKFqLFCzApOmcW7KbMNcjszFZAoTS0gte7he3gcQDclyfuwTKLQn7eFawqWgWIRhp2ew1mcz6aFsM73DuTUTL3i+9GXR4AfCPDJGIx5hQ6+fRsFbNBZkfnJM8cHJrxA+7s7MSSbjwVPdRId+MEG/5ylPxFj6AY46RCtcw/8zaK6zLJq3DRI4n9qjCHeWPwDe49cC8fXf9RVjy2gmtevIZv7/w2T7c/Tdt0G4cnDvOvitMA+HT8UxEKhTCZ3mpubTQa33MF5v/fQpIkZs/7Jlu6qtB0OFtu5sCbr3LrXw+QUmV+tOpHBCx9xK0LCGe8H4DvzSri3CwX3oE+1v/xHkw9X8QTEi/NhGShIDZOtiaq3psO9xNPCQBoWTqb8G4BghxnZpLs2QKArqnEu73EI0me/GUL3T7hTerROtHkMM65szgcdyORwmTMQjUUMKZ6CGR/H9WUgRRJcW00m/k+MXCuWHox1TYLMjqTqsyusIH1jJOSNFxIzJZWc9aIaAH6qlFUPZvNEZSUMIjPa2vhwuZewpth7KCb9skMDBURdB1e6LyUrlzh+1qe7MIkdzFxzIVB1VDmNGA/aaIE8NCbzxP1zkKTdA5UWWjTIVsLoJtlXp3nnPlczYDY942HtzHS5Sd0tA09kQCzmJhcPSEAY0jS+RU2LAmNWXli8tAyvRTLUTEImc78GBWVlVRXV9Oji2chJ1+kXw+aytB1CBlCmJMi5didayBR0E04OY3RaOSMEiNKIsbg/nxiBoWIzcaU7sbpX0fZtADvWrKbFkctPzN9inJFgOKsvD4kSaXEMMGu+U8xt+n3GJIhkoFyRvZ+lLLFI3z47g9gKnUiI/Oh8y9Gywkw6RQp3+zJMULpzoJb0l2vqrPaQdZwhZZz622/Z9lVHwLgI3M3UlTQAchU1dzLPr9IxddYU3zkI3/iqivX05h8nF8c/BR90QuwWavI8KyitOR29h+9gcf2fZLaeAtO3U/AZOGwS1yHSpMYesovnMMX7vwCPkWkijPcU1xQFuP26UYKkAhpNvYN3IhPyeO8HaLhw5vLr0WXJJYda+fG26+irv0xCkvENWlMOEjqEjFrOc4L8yifn0EqK0hciSIhoagWTIlMrJEiHKEKnIFZuPz1eKbnkjG1gGXTFbj1DJwTYlLptWaQnRpAArpKLCBJnNe6gqsPf5KUJFjGcaMfTUqhqhmsr/0LO5c8inzREBfcXs1HfraSwrMShJxCf21N5PGZO27HecM8phZ3oUg6HUYjB20CXL7Pehkv3vgiP7/153z+zs9z8803U9lQScNUA6t8q5hXPQ8lU1zHgcQsfElx/Qymt3fNOffcc7nzjjuRHOJ+sse7mZfurOaencsFi4Uco2x+GZn1V814IDsJUle3j5u+9m3yqmowpZJcsO0l0SjGamDa6KD8wvdhmitkFZcXn82nPvUpbr31Vm677TZuu+02VtbXs/ncNSTMZqoqewGYmirkjLoEc9f8lsJlf8KeLc5Lef1rvO7SUHUZT8LDwv7LsESFhrq6qoulRZloaFgSKRaMTPLZT9zGJZmLWaWprLMlSQA1NgvKTi/elABflrhGzkQhRs2MLqXIMuuMZXbNnJsnQi+QyoBpo0cs0MMURwV4PhqKsnRyjDUHxLObnbMXSQFbrrjm4TffPOU8HwfAveNeHnnkEVQk5EiIq664nMrKSuw2G3FFYTwvF9eK5Zx5lQDFoxv3IKtC//tqz6szxW8rSkdwGCMU5L+PG+aL7FjX+JnYhv7MwMCjBLwCxAbsKnZZpzbvAoxGzwwA3jOyh7gan5FBTI1NUOyvxRkBZ0icn2BGJorVjoROTsLL7edUkWuF29eI4tjvv3IMsysLu91OIpEgWiYKfafe3MP6PzbjKt2Bo+AommpgZO+HCCXC7BnZw5+a/sTe1u+ROfRZHt39Ae7ccicPND/AvtF9RFIRbAYbS/KX8NGGj/KLc34xU6j5r4jTAPh0/FPR0NDAE0888Zbljz/+OLNnz/4X7NH/G1E2bwlR13k0+4S26muGx9hwbJTr7t/FzrZ9xI0KwaxPgyRzRabMx4qyCU1N8uyPvkHc8TeSqTEWp9YhqX6iuom8hNCCjSfcBKIyQ9EwmqyBqqP64sh2A54rl6A4htCi00iyQmw4xtP37SU+KtPcfxlxo4Ki6aRK/0ak7mbicSE5qbMZQJJonAqRsnggplI1fJjvLMsmGvAjGwwszhjjM1lT/LAoyo2xSjLCeXgieTSMnM38jvO58s03uOlhUfhygKVMTOWBBt6gYLws5/fge38KbVYSPVNl+v1CZzh8OJctlefSlSMYqJ7oFNGoEV+nAJgFd3zuFPZ3NDxK7w4xUMSLBwhZZXb5QlTbVZINGUTTn3XKEjeUCHZ2SOnl8Z/v4JE/jLNr6bfpm3UlADlNR1kWht83xshExlBgZ+6dK/DYAsR1B62DApS3yUKbrKkaTUEBmOLpyuoIJiZ1G0rKhiEhwP5AnoEpRpFlmeuvv56Gc2xYc6KoKYWmkhwCTicH7Ak8YTOueDaqpKEl++lw1XF4SmZvTwbmuIpsSpGVNUiJYYKofYKUHGBu8x+BFMHBxQw1mUnGY5gqhLYx2DxOu6MPTZYwx6M4I0E82eL+61T86IAj5EVOWqmwf4H102E+s7uL1cXbWVUgrl1d7fdonl5ASgO3FGVFQyUWiwWz2cyR4ThN3jlYsr/O8uWvs3DhQ5QUfhx5bzuj0QzGhmdxJqJwaF9RFAmYb1BQgYylJbjdboqz5tEbl5HQyawOEw/s5nvGMMsxkNKMzNr6Gp7gNGO18+kqKUDWdM7sdmMpriI0P5tEjQ66zOs+AVBSplLCi3K49NYFVH5U5oElX+XARY9z9RcXsubmOoqXKRQuMFJxRjaFszxkFTmwZ5gJo9Fj9GALiaFxUCrB5Rb7fqgkjKRLFIUuJi8yh4qIcCbIkUMMyYKVrZpcwBHDHn7n/wkfPPQ+7tz6Odb3rSdiniBk9rKvcD2Xv3g59w8/zHJVsML9nlo+c4mwYLRNKjgcDlwuFw6Hg+eff57BI4PU+mvJm86jvb2d0YhwzYkk8+mPi4lZjkmsy2Aw4HA4Zrpkbt26lfFgiAgCKEdjBxkVjwmO2hxqc8U9PBgdJpCcQkYnrCkkdQNzOMiLw89y8X/ciSYr1PQewx0V51dzm3ho/zhZFwiwpPeEyTYIzWheXh7JZJJXJ7wkzGbyzUkyMkVGKSNjCIvnZQxWP6GEh+c6L+GYtxajrHLl7KdpV8XxSMk8vr27Gl8wD033M+V7XGzHfTl75n6F/t+2UTriJGGyMmTQMOlwzqhOx0nd2PIkBf2sYZ6c9yMGap6jcEWYGFFsugNnLIuA6seYsY+EYiauiElxxrDQxXdGYjQ88ySyrmMq1bC4Y1C2CkehAMih9c9zcpRYTFgTMXzrXyIYDCLHomRMDVNQUYWiKMzKEQWHg9XVmKurmXf+xTgyMtEDUWYNOnCZXTSOtpD0C5Z1eZ5wMyksuoFbLvgus3IhoZnZNbSSo43fRU0mQYKwJUWZSaMg6wrxnGbWUWooQA4meKz1sRkAHJpKYE05ODMo3l0Bl4WU0UjEJbTf8ywhzq0TkrSPriyjvsCFL5LkB+taZ1jgPqvINiSam5AMU+QvEjLHyWNXEPbmcNu93+S7T/yMh3Y8hu5vRFGnkSWFusw6rq25lu+t+B7PXvEsOz+wk7+s/Qt3LrqT88rOI9t6om31/3WcBsCn45+Ku+66i7vvvpsPfehDPPTQQzz00EPccsst/OAHP+Cuu+76V+/ev3VkzltEt2sNKU1isdLOpZZjHB2e5t5jD+HP+Ty6bCHb285wz7cIRvw8/9O7cVS2Y8+LkorLFA5kYfeJ4pBWeyXjxkyiRvES6Q4eRq/OJLxXDJL2JQVIRpmcT3+SeJOYsEg6pIbixAxhWpe9Sdw1HwCD8gave72YYiJNWGOYRIql0E0KxFXsHS+TUP6Tba8JJk5xpojExYvavt+K88Cn0AnxwW15rOp9H2cMr6Z8S5zMVf2coR9El2S2HL2C6P2ziMWcIGm4csaInK0xeqfO2F0qmhNM4xJvBM4n4MwgbHPgcNiJazKHh2pA0/HlVOFYtfKUc/r7Pf9J5YQ4jqxZIpV/KBhBnV2Alm2BdKX6pbkZXHPDCgqsBeiSxnTOADoSUVsufe5F4vyMDvKjN0bISui0OWXW22X2bx6kdJaQUByJXE5Is/D8C+28+Nv9/OVL2+m2CC3pdCRBuk8IXWo2qw4NoCSHMCaDJGWZMXcmV155JbNmzSIUbqJszTCSrjPhsjOS7aLN3UVZ2iN3xKOSX13BZ69ZiVHSmZM8SsGYqPrOK2jDopmYNX4mqqmCDH8n7ukXAPD1nMfT9zxCtFkUJ6n9YSbTRSw5k6PIkpMVimD+onqYFpMRR1glt/1qnJWVPDzsZTF7ualeDHAV5Z+lqOgDvNokMgpl8vSMRZKq6RweEIhqQaln5nq079qOnIiRNz3IyGg9Z6oCRLaXuXEZVUyyRL+kIdtEWntWxiwORwWzaczow2dP8GzuS/wYKxcqPub7j6Aj8cIiIZ05s2USV9jIm493EBLuXmjebHyqjNOciy7b2TEtQOmc7DkgQXO4kdxKB7nVCod636BpdCOzzzdy9RcW8v67lpLzgUp+54kTkbPxJASQ8kq5UCGKMVuLJWaNeFhw9BUuv8zENTcJNtwjRdmZLp6q9c5nruVqSpwlxNQYu7y72Ju7l1cqXuGxBT/kQPF6QnqQMms+58QEmIr0FpNfUQqKhBZJoU4JkNnR0UEwGERVVDpcHeTOzeWiiy7CkCXOk5bMJBAX211VYeSuu+7im9/8Jl/84he56jwPF5YPUVf7Bn/Y95eZ62KKHeA1p7gvzJVuylyi1qLD30eJJmwiO2LwUijdcc/3Gz60/+u01QiHmMIBoePVMxRaR4Ncuu5bHM3oAR1efuxROqc76e/v5+GHHyYhQUZsnLpF69F1cayyDIHpQl7p/CSf3/pttg5dxtyK7yFhYnZWOzUlE+g6lCh+woY4j3cLx5bceZNMuQo56qzG4M4mW5NoReVvsrhOi2MKcpGZrItLZo61tsBJyVInU/YRhswTHM4Sha5nuBawYOg8ACzKRiDFlEHcu1pfP5lG0QVuPO1gUVTvRc+pgxsfx36VYKWjrb2oQ20z2yqUdC5p2oUcCmA1GbEOtFNSW4+qaTzywMMc6xPOCl1FRdx733385ne/I+IRoHhpWx7H9jaTDMwH3UyWKUKV8wiqauXNbYNEIhFuP09oxF/tO5uAX2RREtYkugylqoZtTDDxEz3dXLDeybWbi3nzqUfAUo8kGYmHxHeWxgWhMJQhEdMVjqaE/ONMV2SGUDAqMj+6Zi6yBM83DhO0i3vh8JSflGJGUaNUr3oESQljsdUwFHKQUb2JlSPncWnrbby/8Rt8Yu/PuOXgfXx96A98fPTbXDDyQaqHlmAczMA/GiMZV/l3iNMA+HT8U3HFFVfw/PPP09nZyac//Wm+8IUvMDg4yMaNG7nqqqv+1bv37xtT3ZzZ+yvO/sh/cDQsUkrfNz5MQWkTE4UfRTNkY4pHqB39K32+Ln7/w9uZGm0hZ66osh/ZVYGxKYol/CamRC8xxcwPKj9JUhYM5FCkE0u+QrzbDzLYl4kZvm3xYuSsCJORILIkcYZN5o25D/Lty75C0icaBGRNRXl5oBFDcgBdMvOEfA+6xQAJlQVjB/mso4lLB8+nZbdIC2aUCvbZ+byM8flqRt3DXLkrwFmNjZhjUyRNTtrPrySyUuMSXTCJr59zMdYv3w1A1GSj97VCHKM6kqajmUFTZex/NrF7/jkAXKsGmZOZ1loaBRPhnn0VaPrMKe2c7qRnzzQG3YQtN05x1m7chIhrOruyxcBgaA+ApnNFrgeAJYWCvcu+Ms45/b9hfuOvWLjMheoRzKhluo9ei8SnF9v4gz3Jvld6OXLYzP/H3n9H2VVd277wb621c6y0K+csqZQzyhJC5Aw2YEwyYEyyDU6AEw7YxgHjhIUDYMDkjECAQEIoZ5VS5Rx37do5r/D9Mevgc9q5993X3Nq99rufRmtqKpV2WGGuOfvso48+rFKUiFZMZ+JMXJPNDLRG6MlkGMkVoMSV1LizRGjaurU8FrdOUhMroTIo7p8xYw6zZ8/GMHTCkSPYcjOUTUmGxsw6WT1K9ZT84Xili6ZVZ/LZheX8dH6C+UoXpaMCHOXljmG1RVkwvpSEQxTS5AwfILfxXXEck3VoAfFayQDNIc7LNzmGJOdQsGcWkiEWvA9cDmQD8sdqSBTbGZ04wBfr/4wsGRyRzqKq+k6SGY2tbUInXWeLUVMjtMOd4zFiaRWnRaGx6B8yk2PbhKZ8fedOIhkXnlGVfMNP2mzjuG/K99SQGNsvNmoNOQ0cSYhrqJm6iRek+MR9iCHnGFXjHyFjsK1lHWGPE0nVOWvzy0iGymBbH1qVSAf3HBXn25gnWM3d4ThZ3aDaU43D5CCpJukJ99Cx601AQjcknn/2KQKHRHX9c3tF5iNfsWNTs7jSglXtbcgn6TLoL4T1BwPMuqiF8nOW0vHSZpyGFVmCjDlKRkoiGVbcnWfy9iVv853q79AcbMajesgoxtmQ8QABAABJREFUXlLWSgojtaxvu46HrRdi0VWiqpX2/hjDHSexlIpNSmZAAPcDB4SHcq+7l6P5Rzlr7VksXryYyawAsEYmh0xW3MP84H4UxCZPTaSQXimg8tTnmT56JidyhLbWbsT5QfEoruY3mWh8kSA7KLIKZjiRmaTOEICuPyOzPTTGKa0MGynOc40yUtSAP6+I8lEB5Ix8Md909zTzhOs1AGaO1PD7d37H3/72FJlMBq9rlGnrPkAzCY10bKKafQfO45cH7+CV7hZsZgtP3LiI1QsXUFNzOwDLGl9mzCl8mK8uTeDtdJGcsKJYdfSFWd5xqnzXkeR6YtxPAg1YZijstGs8EQsy6PrHvFBqs1CaEqzmiMXP/ox4LlfVL6dxYiGy4UUxglhyDjFhyQEgNDrMjCkrws7ySlxlSTIFVnou/BOjwTjZs+7FkquAIRH/3ZfAMMhms/jffxtfLEzGYqVKyiKrWcqntdBzuJ3FbaVcmF6MZACSRDQaJRQKEbY40E0WFFWFseFP5Q/zc44gSRCYKObAgUP8/ve/p0YJUuCGjOripc45AETtQsZU6dLoG9jISOcJXvzB/WhpYSs545SDJ7//LSz6QrS0eDanxcS5dRdm6TZXMzzVHVEJDqO8/RVWtn0XkkFmV+Rw/RniGf/D/hCaZCaWDBHNLyQ1X0fKF1mtRKKdOUufomjec5TPGSWv1AlT8iZHWmaiL07ngXEOvdfPx8+18/bvjvL3B/ew8e5t/Pne7bz40D469o/xr4rTLhCn45+O8847739YCHc6/idhGChv3kFJ+CDGq1cSXn0X2X33YVYHmajMQ7U2gJFl2Z4PqZ3/OZw7f4OpK0jRygCyycDrnUfVhfcy8fCDWLLgmHyCTPH3eL74HCrjEfK7AwTSwwRP9OPCiX1GASlzPz3HHqXIdxWHpt1BZEJirWFQYFL4TtVtFIa9+OOzMGwyzqRGJHACAzMx37dI2YohqyP7U1RU9NPCIbJlx+h4uZIMFpyFCXKeVHDsUeibu4ikvoOr9hvIhkGF/xO6a9dh39ALQDY7QlOuhbZEhhfGQpQADWaJ1IiVhe2TvNi9gWCBQjLpIV1jIeTNx5GIcVZqgrrgZvawiqHSMrKFTeTlNpE8HsAxy4ema/xy/y+ZPioaQsxfW4Vfh3pOcoCFqEgo/gRKfxxHuYsVuWIhmF80nze63mD/0B7Wd58kD6hZ08zgy9VkQ6OMB7u4p7KahMVFuNhMeEUurj39NCu7OZVcT3tqNVgyHLEEed+bC4qMpOpsumkJ+uNf509MI4mFIwX1LB5r5JgcoKuwim6Ph85gJ/F4J5oWQ9cUqkfDxE0Wgk47K44UUqhXgwRtFTaetR1i076HsIZ2oRgqIdXMqaRMs12nuLiTwWgxEbtgkpzpLEnPB+SU+5gWERX7GjoKMjHnVKo8MIphdaGFZRamqtlr7+EDl4O7JsMM2Y5z5wtPcEPBc5jtKkcCM/h5/hfYtOU3OMYnSKlLcJLGnDPKHVvvQEZmYKgSmIndNc5Xtt6NhIQcSlHePgQYzBwb5oAKo31zWVq6g7eki9lTo3Bjawq7bCP5ShvfPPVTjru7mNRkBjISFRYDb3UUJHgz9RL5kTgxu5OTi0Xhm9IT4+Hp53Jb/wnKFw8iKSrKgMzxRBpQGIl2Y8lNktDsXP3h9yhgHPOU5dO3tn+LM4/lAyWYyJI0rDzz+nvU7niYTwbvASQqTQKA5k1OECtxMWCqonhlD4ou0b2uka9VHaTop5/lvOBKCvO99CjjFMoxDlhyWZqGnJE4V754Hc1tVczQZqDkVdFbchmabEf3qHiULMEj3wOgVS4AJP7w5APMLDuL5czkje0vsrl3P5UdlUhIdDo7USSFH+7+IZqhEZ9qiJGTMjAkCRkdDwF+8vIltHl8XN4xl9kpwRh6h1fS12QFC1TTjVcBrzNJwPk2gVYB/F2ynZguMQNhsTc2fC7WaAmteTupdkzQKHUzv/wgb+ZdzPqPRZZBcuYiyyPo6VIijlJ6806iqSm8HS6yhkpOzjDTZ2zFlNQwXKCmnfRs+zJveSMM6i5kOUt549v8+NDj5L1XRbigjyvdVnLlBEVlJ6CjjMRkJ/XxVkb2+6g9e5BV1bs5PrCB1qybzimwn29I3CfZeZgoWw2Fd/sGwDkl/+h5ierOJLhg3DTJuH8SPZPPTzdNstRrA+vZkHkee8HHhPoEIxybHKFJzbAd6CqvwueOcmvz95kzrBJ+5zEKCwu5dN05ZF56i/jhDlx7H+elbjfBoUHSiol3W5ZQ+upjAJQ1zyD00hAuzNgx0ZQt5JRlnMbGRlauXImqqXz3Lzcz65SV3OEydF85JhkumiV8uesbLmVy0sDv9/PySy+y1NfCm1E7mt8HjBKaanxRadcZVt6n9/jHWH0+XKONVLtmcSD4PvJAmP1PmZGVLqzucnLGoiSBvkKdo3oCk1VsEAIDvQwc7GRM9lG962kK1t/BrWdobDqqMxRKMViS5OoZzyEnJcJL/2EnKAMRTcKXu5B5l8wmN3cx3zjVz/O9E9ziyeEzdhfRQIpoIEVk6u9oIEkmpZGKZUnFsmjZ/7U94f+uOM0An45/Kvbt28eePXv+2+/37NnD/v37/wVH9P+BkCRSi37BpHwWWlil+tD3GLK0cHPDTUSdS8HQkHQD76CfA+8MMrvLi8WTIa9ZMCh1dV+nfsFill52FUVBG+ZMF/MDgmn7a/n51LjnYJFt2P0iLcqsKAcOfIbR4Q9497F2xsYlMtkk8U5hJF++x0n8iB8DF6pNpHN9sT1EfHeSstWBqlPR0Y9e5qQzuxAoQFI1MmFR8FH6fhb7PhnPTVcRmbWatQcOIBvgL7ZR2rOV4jnPYrFHCaWsPDsewzbV2W6L2YUmSWRH+il3hOmlnJPqNEZHGwmGS3h2g9CzLTyynZOH3qJw5AiOeBzVbObDWasBiO0cJpAMcOsHtzJwLIQ7nY/ZITNtaSMmk4fUVFGaWZLwdgeQgJpIErMsGLMFRcIk/tjkCVJmsDYvYPK5XmRPNSBY5coSD1+sFODy6YI0E/lHaMj9EJksfrWOhXmP02J7l8WOU9i1FMXpBK/svoNExkytItjxo7Nmo8oWCsOC1ToRV7nozWt4dPdXAIiOm3CmVWb1+9FkneJJC3r6KHFXmrBT4fWJHl7seJHcqJCl7LOZORARx1RU1IVmjnIiT6QxPZkMyXErMwomsMkSMc3gk7hgifpcU0V6gVGOmTzI5gTnlQ4iY9CjmOk3mQjJg1QEhqm196FlZAIf2bGk0xyXF3G8X2wcqpQgrfJRdgztYPvQdk4NCzAWkY6wvf9jLEfTqPtEEaEtk8CqaqhaD4RrmTkqWPD20ibeSexhG1nMhsKNJ89FGRXHeSQhOJny4iTuuAlvt2Bh3zjrGmJmD7nhEIv2f4wuyWysqiGn/iMAxtvr6C0Sy9lwbAiSgqE6ENX4ZOgTwhkh0xjytzGhCrlQe/52TFKUSXL54/BnMJAplsJ4pAzoOj6/uGeDVJKdq6PKBu/YOxg8dRzfkQQ+WwVFugBbDdlRjk+1361QLainalA0hVFHgo+L16PJgnmLOEzsabbQoAi29c9Vi5n05pPTl2V/dqpN9aSTWG8MCQm/zU/MEkMzNA6MH+DYmABHetZNsSQkC24pgyxB4dBhIr1+Zg0JHWlH4ccMOCQmLRYkwyC3W+XtngZeCpoZCtoZyUhoBhSadVyygWuqqO/m6a/zk8WPcYXzKDZJSG5Wut7CUqgyWFKFKZtBVWwsqxHHGx1uYbTuCbZm/RiGQl7eIAVlWyn4s0QmKFjtYNcq/u6JMKjnoKDhK3yZYW079hPlzDlwPp7WJp6dshNeXjxK1BZAMmR0l4/eSQujMTdmU4bv1m7lNcPJF/uPMzOjckfGiheZaxUDA0jY/pGFmIicZPZYPe6sk9xMLqXBmWR7vkQkVMP7hpk0i9BlJ7rZT8QjxkcyMk7lh2Jj0Ftbzo7lN7G5YDnvtQn5xPj4OMHpU005Rmxo79yPv203iqLw3swlaOkU6UQci92OfUImnf8mHWtvo2/uj6g1hPygv7eP4uJiTHkmDlePErWrdFmFxGT9tBxs8ilAZs7sq7n11ltZsWIFkiThHT+BIidxT8kHonaVfEUh7zkb2bgJiztN7dmDNJ4/Skm1hTPmLkVvCOHwBbEXPI0176+k2oVf/mC+hG7voKTIis0qoUsKz0iXsIl1/GXXOE89fSVHDl7GZ+v/CMDWkcX0R8tJLALdDaZxhffTdXxnyMYhx9UsX/B3cnPFpvtEPE3KKtNcl0vd3ELmnFnJis80ct6XZvHZby/i5kdW8YVfruDK+xdyzhdnUtb0f7ZN8n+O0wD4dPxTcfvttzMwMPDffj80NMTtt9/+Lzii/29EsstGInEXo5m/MJx4ivfcN/JRybUA1EZ2UzE+RkttJWsntgLgWDOOLMGQnod3SqO69PKraLKK9FTl5N8x61kmrE5aG2dRnzMPRTKhetIcnbiBTDrO4I4vER2pRDdl8Tl/hXziZbTwAEZSJTGVfhqxtaAi05l3Phn7XNA0VnR0ccsMARb8zhrc9iLi46JYxKFnsE9q+L+h0rNkL/LOp6gdzaIDvtEU6owknpq9GLpE8v1LMOkWhoafxqYniVnt9BdXEh/so9IVZjOiUEM2JDqKyhnPKyAnGmbpwR2sTe9l8oSLin4x1k7kyhgSZHoj3PP8nRzpP8a8ESECnbmiHLPVRK9tPScQC4oiQTJXLMLySOjT++CxePDZfWRReWWNG7nxGvRYlnCZYERqg/30Zjexaf/nsWRjBC02DpdX4DPaaLJvA2AyOJe7TK/xXPS7tO04jyeP3cmGE5vQgenKCOVyiLwp26w2zyco2WGQZNTcy2m0C0ZS67KjGAZWNcv+JrHRUZPbiduF1tLjXcrS4qUsniruOWAtZ+aRb6CmXFitSfLyhvDnC3BrT6voI4Xk9Qt97/6USigrMSDDhE1M9QXBcfqsHqQ5L+N1hak1CdnBFqedErmDa+pfAmD8SB55gTjXvfk4jlgGIy5kGdWmELesvYUfLvshP1j2A/IkMSY/N3c5fzT/hLtHr+HGzOcAaJoQgOqMGTVYUwU4WudRagygymaOlib5mRag067h0O38evQ+Glz1n+qAK9xZlh/Pw6RLdFY1MVYktJ03vL+Ze5aaudVykLvn/QGLI4SactMX/SL9PrG5uWfBPVxeJhwzKorO4wfLfsAVjaLqvl6tQMWMU05x/ll3UH3OXPqNXFr1SiR01phExzhTIkNhQMgzBqnAW6LzhZZr+MnCH3DRyXrssgOPJZ/CKQDsMWcIKjojiiYs6kItaJLM8SWXoZuLKDLrbKxN8WVPkks6j+LLBgkrLjZX386fr/oKT1/6JeIV5zBqk5iWqWV+RlxXrVSMn7Orz+bnq37ObYVLADCyuSwsEvIex5Tt1xVGLj+N3IuETLhkBydr+9g81VBsXlBj+ZgBY818EjPzuwhUub9AqPJRBk3zqZwC76qmkNXMpDUzqmHGwISOhATcxq/ZvXg1xUGxMfBoaaxKmv5oOSc6lmMYCkWOBGeGV5LbcTmxTB3mihiGLvNqdBljRg4mSWeduZMvTz+XP67/I+ulS8QYMdbz1RUbOZgwI0swI0/MS5ncQpacfwlVhnCQCZVvIdH5JEv7D3HfjsfJGTqCrhg0aTnMcpgxFOF1DHBZagW76WH94AYWDZ3N4OjlZHQnYKAj4z06yRmjGyiNlxIvFvIINT1ByXuCVOgsq+PEtC8AEHC4ycnRkWWV3ZEIktWKmlTQwzqXsJkrLrsEuaiU8uEekAzqltk4HLySQN3rGKY06YJucu0D2A0LqUyaU9uOMBgbRJfhSH2KNpcYr2dN6c293nmYzTmYTCbWrVvHzTffTGlRATWW/k87/8XsKnWmMg6GKzn5XB2J/iYk3USy4ASDC35GYsGfmLd2hLpzB6g9e5DK+QcwJsV7BwtAcbZzt+enFJsCZPKLyUhWwCCFjd7uOezfdzHuUAFz7EMYyGztWYWRo4MOOX+R2N4zjKa4uWveXfxH6IbBibiQx0x3/c8bXFgdZnwVbmrn/GsbYZwGwKfjn4oTJ04wb6o/+H+OuXPn/peubKfjv8ZryQQdLhldhpNuFw/OEAVP5cFNPNn2B86P5nNecDZnlVxNc9NyqovFhPXWkMzGrRtRVRVZVrjy3FsAOKkkyZlit37f5KDcJxbIU9FN6EYKbeJ6EmMzkEwp/PN/zYGmAUz5paQOPy08lJMqBgZvBq3cPO0bxF2LwVC5KPgKLf5WhnZtRwb8WY3+5BCJQcFkudxJJu8Aa68V53cGmNEhQKEM6E6D0NWC0Yu3LiCcXMfdr+ZhwqBwXGQNjlXUA5DwljOGD4thoEwMcaBS6DevfP9tpsf9VOkBQj0OKqeaoRTKIT7IGSGo6ixuvZhrDz5IYaQaSZaYsbKMqKrxq9TFGJKMgk5KN0gVCtA+FEjyze3f5LxXzmPF8yvwJ4Wm9c15aYZsYbqsA9zZ/DcysglvJoE7sQNb0GBZl2Drwj4XdsOgySEK/zrTS/nAspJRUwEWQ2VWqpuWZIbZtPEteSPnmgWYyosG2HjFL/FEhA467FrPgFncJ3oFEB7NhbbKBJKpDFAxRnYj6Tpjeh6HhncwPS3ApGfkHiwhF4kRYXdUXNIJjiSabEYyoFlbj6xbSeS0MfviOAY6W6YSAmUJDZem8NjNtTTUCBunyhHhiLHF4cCRN4zTlSSTMDFz4QO4cvPwBPysefdNdBXsZFhcV8gl0y7hovqLWFN2HmMhsYTcNm0dpVPd73zmcoo8NRRPhJBsNnJlG+ash3SoguVxcS07W6YxJ3iAnzslzGUulBQ0T1TgV2USch6RDi9FE3Y0xcSmNZehyhJVMY2LU4XMuexKVq3+gGkFHaRVCwO7b8KR8ZCXrELSzEiTy7i2QjD8vVkHZ9dcyPUzrhcXIZ4DQENlCVc2XclZzZezD6Etb1FG0CThMmKOSRRMChA2qFeiyHBJaS365lNkwzGqisUGq8hXhKIoGGaFhcF2jlsEYC1Mezm6ZA0dmhW3IvPVriNoz23mnhlzuWtcFAQel1uYZqjIGIz5ynjVV8/5q1zcOs/BSU81msvNMUUw/1c2XcmG6g1Ik+I50LO5zJvydbZrFgwdmFyIbVJBNUcJTHuVMmk9h8tFtmDphMalsTpqUuV4Mx4SskQg0M6IeQGT5iaqpo57wl9Nx5ZH+NKWX/D7oxs5c20bxeXvEjG8VDDARaZXmFEsmMxutZ4bm1z4pDh6yoGiKNRZ5+CJ11AXW0nwXCG76Zqcx56wG4sic9dcG6VKBEfSwWLfEpJCDk5qVKfk7WNIb0qoCYn4gSBSJgWKCeNP75D3jZewtEug6DD7EwonDiMb41jiH3Egr4NN5oMU5P1XQiYzOExYTpAwLLybaSSOlTxrlnsXS8hojBlu4mEfS8eXsjo6G12SAB1fYAyzmiVqstM6Ve8QyXUyc9azLFjwBuPhNuLV1QCERpxUMEJzYDMVVjOL1J00X9GNtW4nmjWMnCggHRFjLj3rMPUesZE7snU/qYOC8j7pqiErW/Bmw3jjfwegIG8VvHQjvHwz6BqlpaXccsst3LF4Jm5V1AzE7BrGsQSqopATSrN60S+p3vMQ7tFFWDLFWGIlGOkiJqO5JCZKUY+JuTvstJKySpgdvawaa8PryJLJE+NkuW0nF7EZExkyGQcDI9W06EHmOEe5uFkUPzv2eLH0yzQOGdw669b/4uLQl8wQ13SsskS9/V8HbP/fxmkAfDr+qbBarYyN/Xfx+sjICCbTaWn5/yzMK0q5apmTVevd3LXciaqYMSeP8lDXn2hIDnDJ+LuYZSsFtjLyZwiw6B5Zwi9P/px1mxv42+N/ZOPRjcQGt2M2DAImhaSaAGDSKvNUtYu0lqStr4s890XICcGc5DW+x8yyduZOux339HL0YA9aQKRQM+g80nAJ7xSeDYZGk/8xrsx/juLiDnLjAxSrgvHpj9eSPSkmu9x4iqL7Fbx/17GNCHYyYYGDteC/N4vuBdMo1D3RSsHEUeys4Us7bcwc6kfRNYbsbqKV9eyU5wDgDATpKCwj4nBhy6S46OP3mJXnZ/KEGwwJZ10jEcOCSdIZCkzycUxDjxeg6CYs3iFqFj6FRRrjvvZeRjUHPmOMOtoBMNxmwCCCk92dW8mmeikz65xrmcbi8DQ0SefXpU8zsP4U51R9li6vWOAfcs9hfXg1jWMDVGWjTE+KAqAxRaHPLJi+qPNuFi58kUWL/s5LlrMACOHiVc4hI1koYYwvuZ+h8vcr2NK3ibNHhZ3Tq6ZbGAs0UhIQbMlInkRttAaz42zAjDcaZ8HR7eimPK6wFGEGJg0ftslCTNYMJY1iccnLG6LQ4SfiKkbOqaLcIyg/f9NzODtux3Cdot0lpvmGqE6DZz4D498BDBKZakqn2OJ2u4XeKrFAnmA1puKtzLs2B0eemRFJFNlVKiGsnuO0tt7B0dbbeW27KGYsdsWJvPkqqAbGlAVGS84sFAOyTTJjHQLkZ81hlvaIn9td06hXuhgaGaB79m/QbHEqg+J7jvjTDO0SC/LHS9aTtokNzJ0dGZSaYvbsO48kg8hhKPmZQVIV/98yuhI1Xcp3327nM7/8CGfrONmJFM8dfJDJ7gdxShIFSfEdloIODh++mdv++gzRtI6VLJVyEIecxTAkLCk7+UE/GDphJYcwHrraf077btHUo6ZOgLuE5xBer/DwXRk8ximzhoZBoWaiM+VARue24FNMbHqZ7oP7eOXRz1CO8PEOBhawfMc7/F7/LRt2vU75cA+SYXAoz8Tmpmb+NG8Nfbm3YPcuRxv4GYd3XsLhqRa4NsNFqF8UPFp8BrHJCiLqVeLeNz4HdgOT/RkOTBVY+tQUJkPm7MxcZoUEm/+yfzeP97ajmYo/ZYClSDlLpyzTWsci7Nj3BUaOPMPR9usBOJc3USQxL434ynDt/h0tJoFiLblJtHkv02ntx6bouKr2AfBi93JMssa9Z3xEnfMVALp7drPjta99qv80DImxv2zivG0Qe6GATMiKLSJcR9qbGsGej3erAI+JM3QOrJvDO+eey76F8zkSHWBYCTLummqBLElgGLTkdlFfMsImqokZdiTzBN9b/y7La16jsFZkW/ZqVcQkBbvuwKmITUDapFBtCOlHShUSnJDsJoYTqy1OcUk7pxxizAWjwr86su9nfD58Jyvm7sKWm0HJuPCduppj+y5F3zdlR5jfy/xLREOSPtlPzXY3FwfWkgmLgtwZ8eNoktggFvijcOxlaH0Bjog5w2QycdHZZ+KdYoDjdpW8gILJYmfm0CTZo/1Yoj7Ku+9mYf3b1Ox8iOY9D3Ng77X0f/h9wl3VAHQ5KlEyHgzJ4IDVwnjpGSAr6MkUyVAVcznB3fozdKbKSBkmTFKSK+qeJ8cWYSKeT89xkXlY6HdzzbRr+M9xPCbmsyanDZP8P/am/neK0wD4dPxTsX79er71rW8RDoc//V0oFOK+++5j/fr1/8Ij+/eOzxbl0KCmSAKTOijZIeaeepKdRVcCUJl8jPeGNpJeP0zcdxQMBaP3EnQM7FhY1t/EE/v+QmL/RlrSYpKuCJ/69POfrTKzy34KVdN4ebufUycFY2TO6ybPZDBw8BRSUQIlvxG0DBoGf2qwEy1zg6HjDmzkHL9Y4BqqjzBr7ntUyV009XZR95KDUFYAnKJTaSTVwFwhFiUd+MFVCiWfzUcrAgxw7FBQ0jozj20EQ2X+HomKmJPGUcHUbF20hgQOnGqc9EQve2YJNnL2YBe6w4QnJ0K4107Kmsu2qrnkJ8XEK8tZJAzKzRJ5jV3UbvgelqqPefXle3hxLIpk6NzGo8wyDoqLosi4dbGQnUU537WV8gv/57nj6Be5bfxqrJqJk/ZeBoLP0dszwKk84c4R+ugwqaSGwx7meukhZoYFoD6uVxNxinMYatORgRFLER6EG8FvuIEBSjEbBm51jGE9D8nQKI2G+GvbH7hofAuaZOJB77eQpjrxjeTBlcP1yIqXCq9wbFi3ZzPbPvost/cIPetYciaGolK2/BfEs6+hqjKSZFBa0sFAaTHWFpHmH7cdIOXt4airioAzwESuWIjqYzqN3nmgCzYZUy9eU5iCkJN1niyaWSaecSM7xhkdfY1I+m2qzjtBt7saEPZnW0Jmxv3v4Pe/y8E+AcbOsPVj6RWv2Rt4C4B8uRHJ6SO8OEwqKKy2MrYJlHEHlWofuqQwvLSWRcH9HA/0MDJtI9Vp4VYQ2ZWPljYh5RvsbxEdHGd0tTFn9AX6F/4IY0qX6v27gm1QYprlWQDqAnOYNahQoY+Q0RS04SyWfRP8bFMLT+03URf14s16AQPZvIWXD6U4MFKMomukMRPXBVVuTecgSx7MahZXTJzjIJWo+iSKVcWWl8IamdK22rdhd4jmCtG8HMrDA/SYBKib1ZvmOv1x7O8f+vT5TByL4FRDaIaJoeQZyFkHAycMzuQdrnrjzzy69UO+fCpFTSSFIclk7bPo997KfZGLCPX10KkIkFdsiRMLiDGtV/qJSF/EwIZkOUqkdAfZbIAuk0F2qs79WMMWNCWJHQu3TV6CJ+vksEkhmImjUfgpANa6NQ74f8O0zCQ6EvvaYgRHJ8k/0sJObSUyBgtVoZEdzy8mEjNTKYcA2B4qQhud5BnHTkbL3wMlS2+knJ5wJV+c9Rfq7C9jsBMMA++RYWJPqPznGGio4e35ZnrT4jmvmXEck5Im5nYzec5XyZxTi6bJIIO8fJxJSwBvcISG9nYWDPdisVd9+ll2LU5O1R5+O7aYeDoHyTxJTvXjONIf0N7eTlF5At1jRjVkDkdnIXk2U5AQm4VAoQs5IO676lPxGeK5Nsq/RyS8jJ7u+YyWiGdUjU3QuqCRfXNcuI0OdFXC07Wemk9+xsBwIwEpSf4nUdAhke3BV2TgcrnISCrD8iRnjl+CnqxCkWB1RS+yyUDSPDi3Pf6PC/PhDyAjSI5IoB/F0DEwiNk0VGoJ1jTz3jlnc7y9FwMDa40Xa60X2WOBlM5ChGVhfGqtnvB4OW8q+/WeuYyOrLjerrFeat/4BDUp45ZD/PjAT7lk+3Yq08coLu7CMGCoYwHHyxcRyMtjWSAfi/Jfm2H9BwBumXLS+HeP0wD4dPxT8Ytf/IKBgQGqqqpYs2YNa9asoaamhtHRUX7xi1/8qw/v3zqsxhTbokXx+n9FSXAWfy29hAnZg9eSpsp5jM7gjwAoK/8MBVcv5AnrR7TJw8iGzP3RO9mQzDA3JYCAK9NNXVRj+biKJks8OrcIAzAdnUCO2jAwSOriOwuLeoh7JSzNFzJYUM8XamT+WisW/srx17AldrIuHEVO5iBF0zj2SHzt+0/x2E8foLD1CLosYdY02hdkuP86E+mQKGx6f66EtSIPpVosysXFF1P+rZ+QXu5AwmBa+3MMltcDCi3DArC35VcStjmQRocY95UQzPFhyWaYMdyDbaZG++ACWqffws4lD2IKzMQ11So1Y5ugZf5LzHeaWBLJB0MiSA7frxZatGtG36DROEUzol2phE692s/ZmFnXeT1Ve7+Dd+QMJMNM/sgEl5wS0+CbYTvHJptpyxUA2DmUQZZ15i/wszDPxQK/AKLHTTX4LAOYXCEk3cS87jQlMT/T6eAYDWhToGOJ2syrwaWszPya+wuv4HiTi75yO18LP8KsxAlCZg+3X/Rdwk4Xaa+BGpsDwLzcbmqck2iGzL6+IuxZwbB3ZRYy/dIJWhZeRl3tvZSWbJi61p0EKsswFTRiaBlOJEWRo+xJoEhZRqZs5MqCYSyynZzB1VjMZ1Ln+yKG/0OagzIrXQKMJCfKuaD2XOrrv0l9/bdQCx4gKTmwoFKaGaH+vVaGonfS1Ph9xlSx0f2cOgcJGb+5j97ICfxaP5IkY6k7k0xtBVpaND1J2yYYkiMoY2KMHCufS3O6nWz6eurWfpGamkLKxm0UDTlBMmhdOx8kcW+uP/E3xs56E92cxB5spNp2DzkzVgOQtydN1DmAYphYNljHxj1/5vcVh5lZEMdQJBJJO690XsDOga/zQaaBHtmOfeR6XjhxqRj3kVHAwGcSIMOWLEGeKlrLC4ks13i6HEmC/NowZXWzsUeFBr98wZVMny6ccIJ5uSwLHefElJxgTk+Ky/SZJPx2FIuJ8pk11LvE8zJumknWsGNLFRIIVFK//IsgQTIU5XN9WTbunaSh41esOJbApBqckFv4gu8PjJjF9VhWM5dsVIDwaTO/jeGcDWQokH+LbEB1zX3sUT/36ZyzomIxiiGY3VzDxY/678Kqm7HGt1MyHsWpgGpA/9gYsViaZSHRvXF04vPYlXOQgJHM1YxTSAMduImjKyaGq6cjSRIBzcaxWD2v7PkmVaPLGKoUxYkf9a/i+01WPrf6RmZM/xVza7/Gsl27WLprL2Gn0L063WIeG6qfz3COD5Dx1eeR1xiipFRsOo86e9GnLefUSXGtCwt7OVn1IV3TOpl38BB1H++h/z9hLjUk8aOdX2c0UYTVGsNR+Tg2S5rBgds4cWINdcciqNM8gIFq9nPXUDfWoJgjBwsqyI+HAOjW63EGxLOxf7yCY8caABl30yDBa1TG7ksy7pgEA4rHUtR+Uk9J1zUYhsRBpQdHPE6hp5gchyicmwh88GmjqK3uo7yJ0G+v9DqZuUycwGSHiUxkEvJqIacKoiOw67cAHPpQeDonbBqq6qNz+gYKbHYyVitb9GE+MLeilpmRZAnHLFHPUJmdkq0Fxfg+J3c/61IC7PszszAMAyUWRknGmHTmERjIEeOkKoor0EftPLGBC58sIxguwuyw8MFZ69mXU8y+szbQdd75dF9yCfFduz8FwNNPA+DT8X9zlJWVcfToUX72s58xffp05s+fz69//WtaW1upqKj4X3/A/5/Gr/r9HDM7kAwNz8SvmT4AxxpWklKsbFKFpnppUT8Wbww0iRL3xWx5fzO6ZLDdcpJnrdsZC/jpUmuYnRQTc8h8iCv7s3y1LYVJ1+nPaaKnbgbupIKuDqKZ4sTTQnNbUT5G1dpz6fQVc0ONhdZGsYh++VSK77VXUZDVWJANUvzHBEXfM+N5w0TueJyU2cL+pqkFq07n3Utmc/17KnI0TtRu4vnVEtdWgqpG8XjmMm3aTygpvxT3fZ8nsFTIJpJOAeTmn+iiLDgEksSRkjKkaITAtGkAVI0M4Yn4OCTfw46Sr+P3zQFJZsjTznvFO8BqAST+boyTMUUxp3w4x+ewkdsJmbxMi3Xy447f4Eqo1NGBZOgYyNyds4QHsFOmecEk4ZhXSICdJHf8gusKrqDWW0tU05l07qZjigHOCYVYv/pMzlz3NEnbz2nI9GMY0FM1j4mCapxVgv1Y2J6mcKgPR1biTf6R/QjkZ1k3Tej8No2twXHGj3Ff8jJ99Ra+aP85OakAo3klfPeWrzB9wW1EtFIMQ+NF6zw6S5ZgKCbGUm6+qd/K85M/5eUlZ7N23dVUV3+R6urbmD7956RVOzZbHKMmhIFBpvsjAmNiXDicIVY2WglOOUAwJNxZvN3nsfWdAt755T4SmSAryjJYZOhKydQNj1NffTNVlTdTVfkFDo6LMVkhh1BsNkyaytjfP2SsrZCT4w6WYKIwZEVHY3f3JiRZxnmGkJCYq5cRHhbpdrusoysZwnKMsQ4vkqHToTQjzZaJ7DqMz3cWVReuZNkxsWhba3U+zhPXckboOKXnnwTZwBGbRvmBezHtKce3RhSP2nsCtOYJ0G8yr0Afj1Lzm6f5yqu/Jb26GHW6h5mpLgxkBvUctiVmcv3J6aQVC7NCfYznleGTYjilDLqhYEnnkW8WKfLCgGD/xjOiGUDzjGFmeevAkFByrJQ2XcTMFgGk7WaNFz9zER05EmkMXCk4ukkA6FnrV7Pq+itozAkBMGYRqXOPXgEGHG9XqZo5n1GnyLB4NRfnnziX1cdT3LI5TMVElljWjG4WwGVR+TK0rIrV5MBxTFxvp/w8VoYpy9Zwb3AFW8wNn47F1aaloEtIDhOS3UR9poKvD93IjLbd3NTzBACDGRnDl4usKNjj/RSnRjk4LpOJCLnH3PxGHuNODCTqDbG5HKkQneBK4n4wDD40qZys6CbHGiOScXHm6DJWtznxhpfjPOYg/oXHKO8fQJUUQlN+zYsuErIdeTBE2YQdFJkL7vwJRVxIaWkbkqQzno2yaVMfk5M5DMQKkSQ4x5tlu81P9uYrSVhtDLmnQFdGQzoeJZD14iBDXvUzmE0R5gwtoLdXyAc8iSQNyTEWOkb5o/lXJI/bcE41Jsk4Aqysfg2AkMdDflxc80/6B9H1DDNnDlNTd4jkMh3MYJ1ws9D3NWa0xaiVdmOWjnF0aDOapFNld1DzwgsUVV4MgH98MzNmiGcilFF5XRKbwfNCOtmM0HsHexwcmCyD9Q/Cmd8V5/TJIwzs28bBV4XzRsyuoicrODZkZe2SNbS0HkcyJPoUP0/seonjx4/jmCOeJZ8k/G6LA2JjVp7jZ6EpF2/WS2lKzHVWv5CxHGncwO7aHwPgqlAxHjkDLR/MGQ/OozUEurN0qPlgGAxWVLBpyWI+KfARChkMP/AAx0Li+p5mgE/H//XhdDpZvnw5F1xwAStXriQnJ4d33nmHN9544199aP+WYRgG0amOZM7Jv2DNdHP1B3G6y0XqLiE3Y3grcEgq+f0Sx/Yu5bcbX2F4WExOBga6ZNCvhHhJOo/dqeuZ75+PJ5rH2cNpKhMGS06KwqstS89FlRW0TAeGYSY2spRg58WEh0t4J2Tl1jI70WlCm7b4ZBuXDSSZlWjkmtAKtJSM1KUjqRK2mTPxPPggl/30DxyrEqyXOa+SW98yqBcSPZ5aK7GsUMOuDqEoLlpm/BJ5ynfV65lD6poRupvPZrRIpA3z/CPM7RPVzh0lDSSsduTCpZyzP87le1y4ow1EKUXR0pQNb+Ng/o/YXNLB8dgKjivCYssVySda/jEAO+LXclSah4Us35q9gI/Lz8MW82Ahy7SUAKDHc82MorORJAVfW8jLC1wM7xEd4wZrm3lgyQPi3HL2YhRNkrJaUXSdGZKT0R3dnHr6AFr2XkbST/OLtgq+MVJLKBUhYZHwJnUWToR4zTiXNFMVZwaE3G9R3fwaDlOCYDqHocx55OcvQ1GceAmz/OjvcSQTHGmczgs5SzAAQ59E0vNImD2k8kUhV0FnG48sKKd5QdF/GU+KYmNcXQ1AfukpxrIjpLu2kJJySIfNSBK4Vq0mpVgxa1kSo3tIaGmsqpsZAQVSCSw+7VM95OthM8OMEInEPx2v7x4TN7lameTaW2+ja9p8ZENn68ZHqR3dz5emzrc9tJ+UEcfQdU4efR8t2IskW8gdEP6q1RYFu2EBDAoyMXLjIgXbOXM6pvF2tu/dw8evPosjJRO1ZxmsWUtcciMZOtd7hRVTZcVN1M/6JiChjOVCXjXKTV+ldcU5HCs9StwcRjd5GffNITx9LfKMC/Gl0qgVbm6v/IDPWPbRooygyHEMScZhaNxw7ZnEdaifatZgkwuRkMnThd67xC8A8ECB8JmO5il4hgUjZq0WzLbb7UZWFGQJrBh4ctO0TbHA4VA+FocDo/hvdLZ+niJLCMOAPceGkaQAakLGZuQyODiIVN1AwioRJYmMRJVaiE1KUj/Wxec/jLLg2AmkKY3yQ8eELn9B8dnocRXZoZP0CGlCclxmVzjx6TixSJDsConzq8+h4LrpqJLOGbHZ3NN/ITl54v/6MzL1553N9JXini0K7adD15gcFuOhqcBJmzSdd7iQOkT9gN/rRc5msAy1cVmgDQVYXiWey+1jjcTdBzHSCYbuvpfBO+5ECwTIFBfz4bpL0VGwOkw0Li5CVjJoUaGvLlt/Bk7dg2fbBuyYKSzs/vRcpOkST0cj6AbMdmiUWjRekY8wtHylOL90Gsv+AHJKw4TBcscB0sYgK0ZXUJQqwmQ2UdokJAGLeo/zM8fD1MRHCPfZcaXFBj0bgxqpF4CQxcVFSxaDYVCV08bSMzaRk7sFWdbRombyfmPC85skgwwRzq5Akgzstl/R7RP3f/bVVyHb7fh8YjMXjhyisNCC0+VkWC0ka1gosMFs9zhZkx9JM5EczuFAqJLQxExi8TMwShfRHzLxyq8eZip5SMyuYuhmQOIv4zBrJMnFmYXk4yaZTvHSSy8Rc2SRcqyYJIkCa5L8hGDaNS/YP/s0SxJLhL9HcgQlKYB4Wj3E3KuXQOk8Qh4YM0Rx87SFj/LYuWG2rvqQXVoZJfs6KBscxJBlemqqeGvlXE6WNDOsiQ3caQb4dPxfHd3d3cyePZuWlhbOO+88Lr74Yi655JJP/5yO/x6SJHF/dQHV47/GHv+Yc9TZDBVPx5BkfBMjrD3nIvqaNvAm63h94CqC2TqyCCCZkTIcyjuE2VBYpPvxEiaDhepYNQvHF/O6eQfv2DsoGDmFMx4h5PJyYNYyFHMVZs2KbdjH2MHzGNh2D2/vKiU+Q3gvntU6hCem8Fz+XgDWTV7G8IFyDE3GXFVF1d+eouzKK3A7JcpGhZ64b8KFZX8PEtBf5KNvfpYNHsGeNDV9H7tdsArZ0TjZV0xIskHkrCShKb/aioFBrnzzTQrCYbJmCyfm3cG8D+Is6Epj0hVs0gQNHS+wbOd9NLW/wIU7QgRHVwISAy4BnF3xYk6VHuW7LVZ+Xiu+7yrtORb3G7SE7kIOi+K/aZrQZ+7J7+Xzmp+nyPLjTw6S/6VbqR4ZImMy8UhOMfML5jMrdTZrIwv5nJTGufweXOc9QuTtBOqbQ5xjFJDWF6CTA4DJgLODFYxNscDOpI1+ypCZcgFwZairO4BZVlmWFoDppQMDpFIjaFocXYNopovv/ulRZF3nY7eFnc02ZMWHkpjq7OaO0V9Zh6JrrN31KtcW/sPj9D/CYrsIgPz8QfpS25FSIbC7iI+JIp1DkwLI+aKjYGh0Tmn/prnPwGq2UbUiiSRBZyiH/ozCVpeF1x95lq6uLg4PhBiNpDGh0eIzU11aykW3f4V9s0Ub6mszUWpRSGtJOjNH0DVx7l0njxLtF5uLCi0fBSg3KxRbhNZwQYFOvF/Yne21LiW3LsJ7G3/L0XeFfnhHyySvlgvwv4b3KTWGqDJfS0PDfRRULSNeK1gw/+vHeb+rjoN5deiyRnf+YQAGy1YTC6Y5Ls+jbFwscR/lz8cuw2xLL976H/G86ZdsNv2Q5h138bD5MabJU9ZeUQFqLVonhqR/6gTRptpJ+K0YksREgfhMS4HQUh86coTBqeYLJZMT/PLvP2NEE4BatjRRt6gWTCEKAgJg+Q0XsYwJ1C0Yhk6lRzhKtPWJ52tIEe/NVSSajvyFpmNPYdKzpEJTnf3IwRQM4rNVUD7F8rovKWeiWmi9vaP9SPo/mgtkDDjSKizdMgUam197jD2jr2MYBvWeeXgrxL3oy8gMOwMsufRKZEWhKjlARWKUbEZ81vQScW1e4Co8CD1pINdJmbcICSiM7WC5vJ3G3C40XebD7ov5TbiMbUefINu7CySJvBtvQvvpT0hNzREl9TmYzAqKtBuMBEmbwoJzLmHy+TYiWYPe/kWUlf/DVei92HuMqTKTZpHRurEgzcGcdk64RCZLi2rI0SwWWUJDAl+ElaMryU/nk5EztKyvJ695hJTVhDOTYSRWiv+4BwyJk17BylsyCvajV1JqFXNvvtfBTTzG520bUZQQVksRuTlfZu/eS7C0KZj9MplX48S0O8jq+XiMMRa5DyPL8qcdE63WIrweIYMIBD7EUmqhXRUM7eeW1yOdLTaajsnprCv6LPNzLyb29gChVzsZHP8m28bPQtXA4hBjKGbXKC8Qc+5rrQFi9UvJN9xclruQiooKDMPg5MmTqBVuwKA8K5pzKHaNL1fksmv0GK5JFwYGI6ZWhk3VU1dYZd9rT6DOvoKTjWK+KS39DO+PD9AV7iJXyXKW+QSdtmKWf7KDxWP5lGg56BikSkXmt2RijNQjv8JQ/6vG+98xTgPg0/FPxd13301NTQ1jY2M4HA6OHTvGtm3bWLBgAVu3bv1XH96/bbzR/Qbx1H68Zg9nPn2KXTPnANDc18berh6e2OviALPQMOFkgkmL0Az2eHrw2/1kJY0V8ibu5i9coppIevoxGwoJKcOQ0U+x2cySbsEC75q/hri3HmPKF3PQNcjBMhOvL3GCJDG/M8WiE3aWdOeR37GQoKZi1u2Ear6Fv3A20c9cQ2gyQDrtpyG4F2cyhiFLFAfCuGMxVBneXFXMtQVZZAmKiy6ipPhi9IxG6J0exh49hNatY4mXYHgFcDVnTJxqvJGu+q+ytE0svAcaXERsEodqTIS0v7Ou41tUDG0jXCIYi5rxFCbdQJZ1nvjMr7HnmdhTNYN7nd/n7TILhiRx4WiY2z7aQPStQVR/EjkxtcDaBVhq83ooTAswo//pGab1dqGVz6btyh9z3T6Nwe/t5Kc9F/L14eu5KHIGDnc1ktmBrqu0odIttZFj+h2+6ZsxfWsBrTk6Nh1uCOoYjkliNgFafGLNxFEo9MKDfdPZsEMcw+Zjo4xMHAbgxIQVezrLohNHuOFtAfw+nO2grdqMf6qWJ2HRUWcUkbA5yJsco/31F//beJo1VALhcmRZJzFNgF2bYSI2YufVznP5/h6xKOVPMZmGniGjG7hNTpbPWIDTN4BuSHzsF+D0E7uNglA3zz/+Nn/eLI67XA7RMk2kqzf4csi58LPsqVlFS66oaG+L7SOeEIDIbLNjGAbteR2kTFFhh2SVcSgS5VPSqGZ3BkYzSIZGv1RDdp6dnOgkEgbxpnxGq1sI23KxGiku4mUswzbqlotUsCRJuFdXoClJLFEnw06VQ/kCOCYLA4BBxFuLQ4/SsKCQJR6xEfgkR0g5Uo40N0aCLDbtp8LcxrTELhYqXeiSCYuRgZgPE2lWlR/EZM2QGw4g6yoJ3cAdFxraaPEOnMqr2A7cTmqijwdO9dPjE/r0oqFxPI4EK7s2E5F0TJKZtCauTcmQKGALVoBi0UhGBtHSB0iOmnHYHWQyGSRdIZEUQLPMniV/8gSO5Djl/R8wYheFWbXuMs41MizIFxrwt6osvGntYDLPjCZJVCTHqEyK73QlE9RbLTQEEhyd3MYzTzxAx67tDCQ62CwfxpBUbJ4QIBjg3mgnGfk4DWcIsLY4JJwcHC4zBU4LuSYFVTJjUQSjOWHykXLEiZsLMRkZzisXDheRbheXdL7JmaN72FRbz8YF5zJxxi0Y+WdSVF6OOSM2DKUNXobbTxH1i7EW8jWRd9BEu7+HN6z76B0pRtdd2L1ig1ITqmFD9QYuXPRX7PZq8kwGX6xIs2OG+Dw9qmGYZW4wJ5mNSu6km5xMDmk5zWTthzjiPyI3+FuW+D4EYLuxCP+wuN7PNm0gZhLM5buJk1QZAh7t6vora/kAHYk21+f5uOhpNnsv48ispfSUiXnGfdyDgZO3EmsBOEM/xLTcMK8H47wyFqQvmcbnEy4xfv9m9quDjBluJAwun1dGmCnHn7EWvJZyKl3N6IaOYTaQYhbWlFzHmuLV5FrFZiTpNLhq9gpk2wCqJvF6sdAVK/oEM2eKDdWpU6eIem2YlZdpigr502Ceg712Gx9uEv8ecA6wtyZJW4EoNgXoPXKAg/FDJO0K1rRGkXkVv937CABXvhdnln+IZIEHy7SLmOmdw4bMXPoys9i0VIzHusF+An/6M/033Ijq9/PvHKcB8On4p2LXrl08+OCD+Hw+ZFlGURSWL1/OQw89xF133fW//oD/P42tg1sBWNTvo3gkRH95Bee27mJGLERnewcgUewa4gae5zbpGUoyYtE9b0LBiU6R5xRuJpGQKVAXsDK2hM+lV7I820xPQSmqJFM/OUZROEDWbOadhWmi9iM8W6PzdGEpb5/hRpcl1gxmuOd4EsUtM+FKo6HTmhBp77y8CkZm3crOvWU8+/3jbLx3Fws+EuyTas6ntjtLxF3JR3MrqJl/jHyTAWYfTU3fR4tkGHvkILFtg6AbZGu8xCavYqhNLAymbDGT+S3ospmFp4bxxFNEHAq/viCHzTP7qbV+QnJQpMqtLR4iHhNmXWfR6AmqcxxsC6V4fPpqDlY1kZXNLEyO88TuON85ImPS7Bg5KVwX1PLFOWJBmC3vRQL6HGWUGEIO0ZZTgTp3AzkLb+eMRA4zwzqyapDA4Jgyyeu5H/GK5VniHz5I35b7uYkEFtcLuEzvYG0so9hrxz5fp9eaxqSmibqFdVGGEsZkAbjs9ihlpdei6hdRqoUpi46TVHXePipA6kcJEyVib8OitiwLO8T1fWGRm7+1zECTZBI4mJ7p472VguU98PZrDJxo/XQsqRNJvCdD5A2K9HxO9SAxh53cSIwtifN4q/tstCn9b/64AP+t9hx6sgkMdCLNAqx0BxWO2kbx6gpJWWYs5yjOSD0fdwkQVaUEaW5u/vR7rwsNMM0yD4fJTSwbom1yLxg6DYuXsfZ64U89bHLTO8US1lrFMlMzX/jtpsN+vFYTpglRMHMoZyHuijgJm4Ojc6yQJ9ws1vEu4xSTLdbQdfFawzA4eXQ6Wx0CEJ1rttBvEz83z2mmYZ5g1UZyZ7P6TBe3rhIsVre7jLTJTFGlmy+ERUr/t2XX8w31C/xNE4VVObINCZlCy0myUXAqGRRdx5UQ7FwsI5j5SG6SgVkvoKvHkX83n6+P/Zq1CeEXW2JE2VfVzPr+fXTL4ph7hhZhzpjxJMUNT1vnUbpU3A81uZNEeJzCHLE5MCfKSKTFM++ZcnlR3FakycNkreL9+ck8VgS8eCz5RJQsP6+z8NWhYn5rupujOTVcNeNn9DlzwTBY2n2Mrw52sqVvIyfDu5E0lYGiap66/DZ2tdj4pPglDCWLnHVQFm7m5OgnHD16C3LFcxgSFKcH0dUhFGsfp049QLEs7qm7009BRgDyaHMrHbVV5BRlyW0QGlD/sVxcaoyaZB/zw4coz7axN/YBz7z3AG9/934IfEw2+QmdI3t5+nePAAayZTol2hI+2rmNDy3HyKJRXV1D3Zzv8cmU00ZtrIZvz/82dlspCxe8QsZaj1WGSLnQaMvxLJkFBVSefIMFlmPYs2bSpjgN07dwRakfxUiQSedy9ughfARISnbampoZK2imJ6eCoElsBLvp4HhKPKuDGRNJ7Pycb/Fg/CIeHYzw6/5xthdW8uF84VyjjZ2gN3aMZwsaebzsMgDWhl7kO0eP8aUTfVxwsANvvtg0TAZ3c3xCkBLlcojo2CnC4QNYYqXkjP7DWz+tJ/ig72/0RMUzX2hfzBL3PVQ5p5NXUMIFdedjzRcShZdlMwkM1LFTNDWJzerAwADS0MsUmZ8gHRGFueF8D82jeRhqPpKu0+1sRzWr2B1R5ClHB4cvSUQXG4Ti4yrHn7yNKEmqxgzO9pcwbeFClueXYm0Sz822vCxSUwXOBrEJmdsyDdnpJLFvHz2XXkbiwAH+XeM0AD4d/1RomoZrKu1UUFDwqU61qqqKtra2f+Wh/VvHr1b+irP7W2g+JPHu2edwZsdhKifHMACvb4C5897iSPXHpCx+XIbOCg5gyUCe82ZK81ZgKRIMQKezlqzkpDlZh4JMq/cEm6fN4skzzmFr01wWdveBYdBeUkxvpYkipZ/s3DyQJRZMZHnoRJrWOnh+mZu/LXmbp+d+jcKjPyM4Lqqu5zk0FFQkyYScdWGbDAFgo4pTzTewf/43yG1ZxRx3GkOXGTt2A7tfGWXvH48yMJrglA7bZIVNhybo2tVMckq8JqtWErYuZP+fWHzge1z6oWgOYVGzmFNtzD0pUnzxSjdDORWUzlyKAZTYIvS2ePhuv05MceFJxNhwbDfPlmksmVmC0RBlYP5PCZz9HHubXHRKXiLk4CBOk0l8pnWqG1p9QTO5VZeBAZFK+P4cO1eUaGwgyu9scd6vO8jTZdtRI4MUxIN4MzHmWaZM9otFy2jik/yqMsi7tmOkpSxezUXlWB1aUlDA/qJLaWz8Dp/5zGdJ+nysGxCLwJtHZUYyEl0mg9IpABwsLeGsQwnyIxpIoCgK2VyR3iwJT9BRO4MTTXPBMHjnd78kFRd6vfA7PUi6QffoYlTNhMMRYWxRDomgxCeKKCxy5IlzLwyMkpVMPGZSeNBsECreTdbbB1kb/VPtamumPFlbc4cIYiGCDRmdJrdGWZkotNr/1qvs/v0fuCYjznNH8hD6lOwjFY1QNX0mJl0jnfbQOVFARjdEOtplpqKxGkmWicfjZAolGBbHtovlFCzX2X/BCiq8FvxSKS4jykFjAXXJKIaSxT/8IRlV47uP7eeO3QP8NFpICJ0qFHJsIr3/5EdZOvPFQj9WOJ+JrbspOf53ahP9GJLM2y1LWDj6MTZDZWvuAn5Ydz3PlJ9PTBYLt9MlWrlOmDrp2VSIPCHGiyMmPv9500W4upYi6RJ+n5Xd83MJ50msDu7nayN/RkHFjMq8sh4q5k6wKiK66pmDlRSlFiGhoipV5J74GtO0i3GXJwCNTOI9RscHMKdz8caqCWkGhqEjW70ouSVUrIpwpKAGaaowr6C7kKKYYJzNC2xcW5OPZOh8Iq3muqaH+bhgIYqusf7EPuomhjn10euk9QRORz4frL+G5y6+ifG8Ehrtdmwe8fzZIjV8e/BWXNEyTOZyPAX5eBrEOFOTu1Cd/QwN/x1P+gjuZJzIwAi5QbGRGJCr+MKcZ1g75wiyomPuk1i6ZZRloTSzlp3ByTKDIXs+SXmKQY9OYGR70FJ76X/7SZTRQTIWM2b7KmzJHI5NyVHOOOMMLrjyAu47+Ct6rX7i1hCyrnBo/37SmQk6O39CrnMuH0dsDCCY2Msa36RYCtJbX4YqZ8EWZtm8d6jKC5DS4cNJH0UnFGyqzlxNSJPamxpJXTPAuZ4OguYcAKZbJa7hGQC6pUb+aP05R6T5LPA4uLUkl6sGOrlw2/vMksR90CbaOOL/gGhJHj+uuYVBUxH5Wpg/9/8Oj0lmPKPycSIXl7MJ0Gg2i3HaqPjp7HgNe2AaVXvux9ALUHKs6A6wKy6WFV5CoHKSyZVvYpgHsCkulhRewE3Bq8lLuDmjwYlk8RND4s/mBO+oMf4WSjHWNIsa+mgeEQVtXaESAJScBpYPiSI8n38AvyrSTZKngxlrzkc2S1SsHkGSYbLdw+v75nC4o5Ez9/m4Oroc16O/ZlrjSpYZYkOcPvk6W1t38+UzG2hLiud53pwWql98EWtDParfT9/nryPwxBOfZiL/neI0AD4d/1S0tLRw9OhRABYvXszPfvYzduzYwYMPPkhtbe2/+Oj+feOtp/6KO17B8LTZxL0eVElmwJ2DZWYrs6ZtJWULsT/h4DX5bAAWSEd57Yxl3LjUy3t5nyMvJIDRGwXLeKPUjNWwoKPzVu42zOkusiYzYz4rM7urmd0jGKitTXPZP3smmGRqBnt59GAKRTc4GtpHh0PDkjrG57ekKfP3oh/eSNqUxi5bObfwA44s7GSSTWTVTgAGSypxR7rB3UPRPLFATBy/gOCRBo58OMDBrgj7EhptkSyhyRSyLJFfp6EraTAg7u1Cj3xEyhwjs9rM0qP7MGczZCwWNrRZMIYsIBnsaVnIoFFMT1UZ93z5Af529WdJ2M24jAjX8wR3Hfg7NYFRTqXzyTm/Fu8V5STyTxKOHOaN8RAAqlXoI+tOCDYjVpjHFYaJ2xXB8piUN8gZvx5XajND4RQGML/OS01nDUmrxNBUg6M78yawxKdaVhXPJB4K0vr6S1hTYYKEMBkyZ6kzWeI0kxsVhX4PZZdx8eEu2jWJilXrqZPywYC2UBlvTOYA0BD2oEsyYXM9sgF5mTjFFgXVgM1Nq8nKCua4jktL8d6y87H7iohO+Nny5z+Q7g6TPB4ACZ420pwcFYtadlEaPSO0dxeWvE3MLMCdb3IUxeRgmqQwpKQZrn8ZAHv3uWxKfR1Ds5A3pVHd68zSbhaMdJkcpjYyCZrGR08+zra//ZmG/LU4kGgjSyiwl6zNgdlqY+BEK6899F3yPVEUcx0aCkNToFqR4N3JGBMucTxl7hSWQApJ0xmTSpjw2Lkp709skgR7pqJgGUvjG6wG4OjBF1jzww95qm+ctAyFLoXB8i2kpQwJi5B3XJ+s4qN9/YRMGQzZzKFtR9h2/H2ispAeLEkfYU1wHynJxA98lSBJlGZD2CWVrG4iMdWVbzIp2Ea3U7DHOeGplsjWJuRTN1O553uoyQqyFpmjMzxsmt1IRqqgxBA7GqtskNeQ4HN1r1Fg6kJGYniPSK0PzT4f18IScofWsMRxNbICqjlMOpvGHRbjdcLTRTohGGLHgqXYXQGOVjchm4NIhsSlifnIksJQvIPcBeXkJHdzO79CNlTGrQVYsxkuOLKdhE0UKGYLSplesJqrvvBD4qXTQJKQwhn+4GmkyiZASSThxaHb+e7gl5icuIPly3ZwxR1PYyCjq/3E/S5KMtdQ6/TSMtSNhESVKhjSTqMBNUejp0pkP4raM7jKK1j48qusv+s+8i9u4b3Vh9l55lKerrqeY/kXY7KvIemcxWBRJWFXDntm16NNyYes2RwWbrgA74IFfGHLnfRGeslzFDKtRhTA7ty9nVcP/5yPBg/zzfeqeab/AhKSC8VQOdu8ie8Y30ZyqbgcAZbM3YzdliQglfPweB0XdAeYFz1F0OSmvzeH/IkJNJOJPrmBC5b8FsmtUzg7wNq5Y9RLovhuTKrk/ErBzMaSSWzPPkPlh++zpKeffE8Tmt0LWgZHIsqc2maSio0fl92EIcGywXd5OCNkJM8MB/D5hExgnu8UihKhTA7j6VcpP/hVZM2JpdJJ4Z1zKf3KYrKmLA6Tm5UrL2HU9ho75/2Wo5Mfo+pZSkMFDP3qANOGb4BqkT14ToEHzrmCH3aP0O7SuELahILGm9oSjIiQm9n8IYJ5hUiaxnPVMdJxkZWJFnWx5vprab4sH3temmxCYWhnEWZZJaObKPc7GGkfZMtPf0f6zQEkJPrDhxkZ3EJzoIe7XjjCqYgovJzhsmOtraH6+efxnH8+aBrjP/kpQ1/+ClpMbKr+XeI0AD4d/1Q88MAD6FOFFj/84Q/p6+tjxYoVbNq0iUcfffRffHT/nmEYBuOhCLrNgSmbZcCVy7OLzyIsh5ntFb3oX9YvZrxoI79adA8H3dOwGRluHvk7TiPGQn0na4PCnzMRdnPGhADDnbYBxi2TWBM7APhCnxWTCmuOpiCrE3a4yZjMlAT9fGnXISwGBNJDeCZ6gQArWv2sPSp6eB0udrIjuBUAOXM2zmyWnRc1Ik+loF9Z1UQm/TZFi3+BYk7Tl7DypHUGO5szZItN5FglklYJS7WL9TdO58afL6dulQA9SKDEopjiERTbct6YdRlfu/sBFh0X5z5hFSlmrUymx1fFC83ruXLFRRxqmoE5m2F1+1Z+ye3cPrmPubqwYTo+1Xbb5WpGlq0k1Djv+gVT5u4WgG5aVmii5+bN527JQVRK8l5+B49b7GzkWnJ7U1yn7eICy3GM9n14U17KQmfQXiEAxIrYVBFObg3YPHz05OPEgQa/WJBLXZO4JJkCk8wyqRzZ4sFiNnFoIsaPnz7KO/0txEpWUS+lkUwRTkwBVOekRthTi0k3kbWo3JN7N79w/R2f2cSIJZ8Ppi9kgBIWhFvJWqy8tfZyJFnm1I5tjD4vrtmgJ0yQCFsGhR7XWeGn2PBzSegkRbr4HlcygiOVoLaxnsdx8VjVXkyOAEoqh/KBDdzUUUCy/X5SrRfh0XRCikwkX7TrrVKCmI6fYN/ll3Lw7ddwm/OY5RQp1lcSPaiKiefO+Tzcci+Sw8X4yBD7i+YyVi4kL5qB6A0XzfKHT7oYcotCyOJ4CL3EgTQugPZOlvMu5xCWcpH1JCnJQbH/GIfaxDlk7fsZy8Sx63DHjHK23LeB4jNGaK18HV0y8KgurlEL+BVOzrAIprHDsY4b6h/Gb8vHpcb5QddvAHg2L4fx7H7MI8PUBYS8wcjkoWdBkeMUjIj7WlwnrPkKAgKMJt0efCaJRLqarxk/4U0uxjAkrN5JDi6MYC0Wy+mL2jqGM7mkIyaa7eJZCkx5PN9OC68sysF7YS15WjOzclaTzSnAFalD0W0k7H6srlNIAaGZV+wKKcPMEU8DkjnI2aEzKMdLVs9wMPAB75w4xUjHhzzBLeiSCWcqziWHtrEhshOHJ0rW7sBQFIK5bkbz7bRPNelY4RxEkyVCHrE5eM7SSr91lAI1h+p9dtpe3Y8z48XsEscdC5zEu+ts5uSvpnlUAN9Ir5Ad9OgNwsFEkjBndOqsYRKXr2NHxuCl0UncRdcTz/0Mx4tsqGsr8NpqMNnm0upZxcu+i/hg0WU0xzykzUI+cSKnhS/4s1z7zt10Trai46Bb/xJ/1i8CU5ZMCv62t4mHDt1D72QFaUMUZdqzY5CV8bgnmDf/LWbO2Yx9LMPTvav5TvYH/HIkwpLEODHZzoO5tzBrfxezjggSZ3S0iXiomItXvUvpknEkCfpDOmY9S9oAb0RIP05lDX695lx+et1t3Hf9Tdy8xM17c8Q16quaxdNZcT3fqlzLUxXnALBu93cpTAfYFozyWFgwpzPyT2EuiVPlXUbd4HlIhkJraZofr8zj7r5h7h4Y4cdri7ljvp2zwklu4Fl+nPkmJ8O7eNW/kV15KiYdPtuu8/SglXkmM1JKI79tkDM6P+GZ1m/gMFLs0qfxQOIG8pIhDOBkhcjkGO4ORmhAi4tN15Cph2++vRHZK5777X0r0NIm5pSM87nqQxTVGISrF7O86DIUycRAvI3dk++xp74Ms3uUeYefpuJgKx6TTIVNSClkh4PSh39G0Xe+DWYz0c2b6b38ClLtIsv47xCnAfDp+Kdiw4YNXHqp8L+sra3lxIkTTExMMD4+ztq1a//FR/fvGZIkcfE111IdCbP+3fd4d84yElYbTcWd2GWDPqrYbrmatMWMbMBGn9BC3jj0Ck+kPs8Dkw/jVZOkMWMOWihKC/YmYAoBYI8Po2gGxmEBjFvJYuoQHpaFoQnOOb6HYK5TdBHyHWZsXg3lw7u45d0pWUVhDgGPE//EYXT9MGDm7u5S1m4X2tm43U3C7qLtpnJy89IkdHgiqHCiopots4v5ySoPX1to5bf2BD+NTlAwI4+gAlsOHAbEBsA61ofF5CHXUUKVP8vtQ49xtlUA909mL6CzopLvXH4Hf1+4jvZikdasb+/lqe/dw92v/hWfuZjy1mPMmLJh6u3tJRqNIssW3O6ZHGUOMR0KIyEK3hPAN69kjFs605zfOclH5mM8b9lJf7wfzZCR0dFRUCSJfDnBfzTvXBIqYaLpYl695GLeyCq8xnqe15bwu3c2c+LQQZLldUjAyeJKSudsZmjuI2iGQZlFYV2yhadSHu59J8Ka1iSmLCTMSb6c/CNlZa8jSRqmUCUF4SiB/BYASkrieJQEBJ7n4eIOrBL05RfzWt0avtm9kXwtxcHcEnbNW02VczpKWEKTdbaljuIhRWu4nmg0F0XRcCyKUBr6mCGHAAZFYbEhyKuqwPBkUGpE0Z238xJk3coSs4kFKSebK1cyMy5Ss7q7FQmdSqKM+xbhaetk5lCA9fNvQkbiE7L0KwH2XvsVRovK+XHWxgtrBHubOxKhJCzovCKzzIhNXNVrezOMeQT77g0FSFW6kEfExmo7a3gD8X4dwVadys/ykOVKAslcbKY0N+d18NS6Gdx77WwUWaKi6vMcKxPtgMssGqHybSQsKWrNMlYJzJrM396L8os9Ab7R+2eKMpOouTW0NgsWztp7nKop1lbKEWNNtfcyX12AdeZncOhCR/4fVmhDbpm0SeIrc6yMO228F7ua/Ye+jpqxk7YplDa9Q13dXjKSmSelsxk94CWxvQ8Dg7FsE08W3ct+1zTu7xziB/k63htnUFO0ENnagC1VjGHo5C74M0tMb2NMCvbRpOSz32gmZcgUSBo3jguHndbgxyS0CNu3fsDTuTcSk9yUhga5/OA2chIxVrCHM4N7WL5UFF61m0b43sHDYJaxphLcbP4GP+Br6DYxV7SrKg9U/p4JUwif7sW5J8n47w5zacGZnFt+C6u984nFJrF+cACrphKxOjkSNyPpOhGTB3VSbGwyk/miDUz4Ba4+1MYdJ/v57XCapOdc0s5lBBWZcvGVjJizyHGV4R4Lz6XmsUPKEWNmQMXT/Ses6mEM3USq91qUwzaGjuaxLylcFerHx1EmU6BIWJoEqCsK6hw+dC6RVC5mcxpF0nC9L/OFvx3jrQO3MS96kphsx66nuO6dV5EMyJXzKNfyMZmSSJKB25PA0KF/ewnPH76dAk1sRPw/+QlfefbPXPzRZs7qbWe5LjMjpFGR0DncJLIvi44fQZXEWM/IZu6vupcjrkZc2SiPtP0EydD521Ae44l8LEqWH1libBgXm7U/1Fu4oSWf5/whXhoL8vJYkDelDLsLTAxaTWiSifygyMKNWiY5WPwh73r3EzNSVCUMHlXtfBsbtW1jPDnwMMWZACdNVdya+SpVCTHGh8rLCOblYVZkZs88ih5vxFC9WLN51FhVFrn+hAmNvSzhb/U3E3V66PZ7KbLHuNzayWXWVVhkK8fdGr9o0uktr8OaVTEkibL0CEaelelOO5L0jxbIkiSRd/XVVD/9N0zFxWR6e+n9zGcJv/km/w5h+lcfwOn4vyfy8vL+1Yfwbx9vT/ZRfvgQx6vr0RQT3tgkywtFimxz5ipyMgaGNcTV+z5AVxVi2HGRpLY/xlC0CpikWyqmXi1HQqLXOsSEVbATJn2QBR1JHFkTcclgj02lKWrmK/Y0tnSWT1SdSXOC4wzimrWXLtudfPOnP8aRBn+uhUmnjdUn+4jYrGyd1cr6WDHIxVylr6A9z05Me43nOr+EWisYsc5hg3KtlLisEkzF0GQzWclA89lQXSbO3HuKVDrAZ8aGAJlVme1MK22n0BZHkd6GNCCyy3zkW8KHBUu45VsPYUx1/yoJTXBb9/Ns7FtF4WQAedLAesSOBOTULaQ8Xc7g4CAnTpxg8eLFeD1z2RMWadiVe3cQi3gx9ABVQ4vQ/Xt51Rr49D6EJA9zqvLo7e3Bp4/gl4VGTrcYRKQCTKkoLilDxmolY7VymDyIAHt2QXUzEjDh9NBf58GsZDDJQ5zSJ5ku51GVtXNyUx+mtI4t38qxJhOXP3ofsSuCpJ1DYEgU9rYA3YwXCE3xzJXzcVbcS2fnT7AM3MdPa5/ny906R8sb2JJYyp96n+HxRV/hw9kredAvNiRHI3uJ56UZs3jRnHaeTN2A4s7St7aGYakMTRHTe/FUi1fZ4WSy5R10cxxLrAxXYi06GsVmmfMSCrboSfK9JeAZIuQeotgfwZ3xoin1BHLepUTJxTwmo2HwGGnaVqzCmEqzA8QrajEkCY9aiKKDQ9ZxKxIfmQzOB1b4NWrPnMk7J/dTlIjw4fImbj70Hp3ZXOJmoUOW1Si6yQ16GiVxgAxL2R+Zxwb7FswzT/BiJkrAH2Jpjov8/BWk3GshuANHyRq+1HApQ8EIC0airD6SgrSLvmiU5SNbcOibGc+46Tc3cc3HY6yMShwt7cKoLgbMVI45UIFZ+kwKWuYAYE0K4FsYiGHSMmQVC9cttNDrNWPNZrnskxjuSD1bY79g3fT7kApClJa1kZM7zDvHNpBTGyexK0AsO4nbnM/h4RXcujiXjaEgTw0H6MhJcdsiCfebglFX0wcoCHoo+ERFCwrgldYbecr4LJIS49bxS3DpDgLpETojB9k/cykfnXEOSDLzjQNcGjUzkM1QHxmhwBvi8tFtZKq/z6RWQocyQu5gKxSvZrXxAZJRS7KjAKlxEGtaw5ox8JsmuLfqF9wYvpLayVLyDTd2LLjNubjNucIya3g3yLA2XsaFqoUfhMMcz81lpHsdm22VnMxv4CPTTcyKdfD90ed5t+7zqGOjMD5AabCXwogTe3YhBhrL7IexaWV0aD4MJIan2OlSXceasxfDkHBHr6PUMxNLnozVpKAmhtGikCsnOS93lM82LOUX8gC7KaYgHqFDCXNYvolbHe+iJ44RukGjomOAupE4AdmCQ9fQojLWriQgIc8/k7kOE2OzN2G1JVAzdrreLyI5aIcyCWvIDD74ZPnFrD5oYda4CUvUjGl/ADPgKHYwNuSgreFKzNk4t71zkB3NM0hbJG5rKGJP4zVUHXiUNZP7+ErfU/w+vpBTjjkUVm+hwrkPVZrDppkHGXcnuK/mJkyKggTEgwGOvv8O0yw1TE8W4fBuYcuhbYANTCoPdT+KKlloa36U4W4LxdkCNmBhnb0SSV9M1nGIL0S+SgQn+e5edEmidcodYvGcxcRMh9AyPkxyinPzxlnhzSBLacJqPp9f9BM8fe/z1rQe3PvzGUmWIsnfJt+QMBU5WP/F2ZxpWcHDDz/M4o+2I6kZdnz+OobKq1n3P/H/tc+eTc0rLzN879eI79zJ8Ne+TvLQYQq/+Q1ki+V/+J7/E3EaAJ+O0/F/MN7cvYWfDo/x/BrhUzs924pFypIOl7Nqcw0PFLyFbHmDF/ULsJCht7KIlv5eSkbTmAyh+Rw3GpmuifTjJ0XtXH/pjTy56XWyhsGKEwlA5mNbFgX4zJkRftR2P7WBWpZlVjBuHWWfqZMWzzzWvbqH5sE4cStYr/sC8xsaiX3n+xQHguwbsaA3fAPL2NVk9A00eheQUfIZKvsBmgQloynWdceAAPRdSVZSGLYWMmArZshRREE6yLRd3egZhT9xFTZSrLYeRBYJcVTDzKRaya7yRg64alnYO8SHBWBIMqXhSea27qJcy5JDHMkhcdJXyQx/H47trTANmH8dM8KFDA4OcuzYMRY0NRF7+TAHF90NQH4kxM+u+AZn725lUgWUAAYQ9eSx1V9MSLfh6jmEjPQp+F3FbkgmuCH7DRRZ4rVb5hG89lKSNhefrHCSm38GsQE/usWKarLywfSFzFV2E5wsRt57CweVIbJJF3PsVqbZFY7X2vhokYvL//ZH9GlRNjdIpKIS3qyZL+0+QMJWQMpRhIbBKTNcWH4TodA+Jia2UDl0N2cF7+K93Bp+0XAd1V0b+VVDKS/3pdhSkcNJp8o+Sz0jBaVkrQKE7mJKtDw1q5vVLAWxMI2HRIOBPUe2MXf1h8jAcNcijlv7mZXRqLRU0mA3M2jJQzMC2HSdqDnLXEcrlmADsmHm9XPuZ53ZTm7E4C2y9Eg6jlwra305THOa+XmvHz8K+CSUqbRqhdlEVs8waUxgmtaCfnKShvYUn7jdRKNR7KEAF1Sa2DgYIl4jNs+OgQSxGjfm9CkU8yhl+X6O2+ewgS3Um/fzS3OKp1p7qB/q5/yuEzSe6ua7US9F/i14EpuwTHmPpi1edi75AUHFyVjHcdwxYXXlRKS8m4FIcYIeoFktJCiIaHIVHW2yj0wmSMnNF8Cj4MjIWFPjqM5yer1WMAzOOrEHizmDYZ5L+aiZSetviO17gOI14zgcUS5Z+DLDhWakwxotve/R13AVvgmVd545SXGOiVCumT35CeYcGKdAz0OVYmjJnfR9AtUDVqzqMJAGycWRuJelriyrovPR0Dg+9BZblp3DgVnCgeBM4x1uNgf5qFts/hYUVaHHwGkKEzu1nYXZOtqVMQoTYZpH+vjmqoW884ITt1tYb3licHEsyuM5XsYsAf7kfpXlyZXImoZNt1CQ8ZGXjmOYLYTlBGZDYbpagkUxMSNi5XgutPou4+GdaXoHX+L4kiJWjEe4vuNPZDoSjOGbmv1krJkcACw5GhVmN5/JFuLEiQE8UP0o6ZO3YVXN5CZK+OLa67mq+apP587hkZc4efIndHctZGiomQbzQfoCH9FmuRXMoBt97PXtoVGt4KCyHDV4ggW5OgMNdhJuBWW7jZlF4wyf8IIhkSq2kZr8I8mzElgtkEh4aD90MdGxXtz4+UwkRmdvNb0+GHAXo0tCopFOqqSnjik0FAdqGCoTzHRBBC7aK4oDA5/EgFk8w59wyROsjr9PwjzOeZ7FRKq3EPMdRmn5Pk3F/XDqDNbUh5g2bRqBwX6e/80PmB2NMG+5j4bgjWixxezynYBQlMK6ZvDImAb3UZmaZFxt5pvVj/KN/s+SrxcTUu8kls1Sq2eZNKWoDI3TV1VFxOvFapiYJdXwh4FlVHn6uXnWXyiZ8hbeGXdQZHwdSVJ48thjJAuTeGcsIRb5DHapAkUJ4btxEbJdTDD19fVMFuRT2T+AHEmTtViZ4f4fA2AAU14eFY9vZOJ3v2fi978n+OyzJI8fo/yRRzCXlPxP3/e/M04D4NNxOv4Pxl2HDgNwcLrYjS/0iAYUwQMX8dn8X5Jn2sEb+pkA+IttjFXGKI6akfeaCR01o5V7yZtxFh6TgzRZ6l3lbHrhBUqlfHJDs7FnZSZkneMWjVXmMX5z/FcAtHpauSVyOaZ0hmFlkpOfeLn6vecAeGqDgweSlRSu28BLEZWcb93Lhm3bOL7UzMiHOzB7g8wvPIfQ7LfI2HSMVC5tIxNEbFbmGvmYU2OY0ahKjVCVGvkv5/sxiwDwaX72RytoLhzGk1F50nETE8Nn86vmXCTg8FI32q8fg3iMdXs/4b0FM0hWNzNglNAoD7C1fj4z/H0Ej1iJ95Vg7n+dgtJSMJkYGBig9aqr2F1cQGahhfmjx4iW+1jU2cokoBgyTlcBj82YjSMZJz0SQVcUJlUPhWbBnh/NlLNaqeM76nwAVrh7+KiznrnuXCq7uwmFZbK5Ffh6urGWOXlp9QWEHG7cJzP0713BoHaCbJmZ4xYrjlQ9jTaFS4fT+Db+nd21+2hdBuNRIQuQ1GX0NyWxD4h/D5p0fvlKK3fv78beeC0/kI9SkOpnWuwDetMbaC+u5Mu1XyC76xS4gBbb1NUVrCmGgRRXkWMZznJ8zDT3YXJ7Uwz2zcGhKSgBQbNXTO9ElnVCoSJOhp3AKbIuF5WZSsrNEiWpcsYjl7MsZyNbnA5ayzZzpLKX+X3VLIvMpkUpJykZ/NlIU0yYe6UXcU70YRkf5Dyu4k3pUo4VLWTBQDUApRaZocRJnOk+ti2ey4qTEDs4jlzmg2iU53e1YvYP8MDH2/n2nV9j5aG9dOaXEwMsyZNIssrqzs3k7Y+gftZDQXuMxw89RE7XCDnREKNFRWxbsxqAk6pKwcQEhePjFEwE8EX9+PyHGC9awFjDcgqDT/Fy5VmEbHmcGVCxR/wMlouCRWtqBJ06NFOMrUP3c+Yhlf7ytZz6cAxDkpEMHUkdBMrBMFjQc5LyRAzNnCJScALPxHT8fSl09QZOfryDktmdFBX1MFxtxfrNLGWP76JXvwyvbOGzcSvJhEHXeIYOc5JnTHYKXSnybBO0JKrJS3VxvNTHnFSYiG0YLVVFxJLHV7OCJXvP9xEvVK+jtUm4fFyZepkLrc9y6MgFgANvsU572TiFO6zkmdK4A0+R5Xsczq9jbqCDM3pP8FbuSuKRKOWlIiOiqiVcHG3nWUcpcUuchBJFnmpqkpIzDNqGGPyPIQe0FpfyRrmHPx74K/OjdbzAGo56JSQdSksv4uWxIgqkl5hGFxfzHg/bb8FaUIo9x8zEgSHcQKTGRhY3PQPjzFfreKbgbXpzxql1dlIRbmKJ5UoaSy7kYDgOEhiZccLtPwSgsWE5w0PjhCKFBKLFhGvFc7DkyCCrQhq27CusiFSQo+rEpumMnicTKLZgWqpz6kkf+pAZMFAuD5GYLrJNieEyDnevQNMNnHYfZP041BC+kNhQjftUqs/6HmZrmuJd92Nkc3FeUMtATydH3t9CkWrBHs0S9hRwsm4W7phBTkqH/+jcphcwmL6a6xUFJWwQTXswrBFCJaK9ejBYxoGD7+NzW3npB98lGY2QayTR6z8hO3EJ5nQu6WQMJ1BWVg9Lr4O/nEV6II3VsLDCYWG6+RZS2vn41Rtwxc08hJloLEtoXOaTFiG1sjhqyewfQC47xf2LtqHIOiHDyfMBg5NJuNM9yW+P/JakmmRO/hzOT38eNRFDIkKB8k2URBV4RdaqsbGR1oICKvsHyD15HNacx4z/RQc4SVHw3XUn9tmzGPr6N0gdOcrkk09R9M1v/D++739XnAbAp+N0/B8Mt6OAIV8h43lFyIZGi3yUjL+Ii5Vf4pSiZAwTRyRRfFNSfQpk6DpZgueAmIjDPU7cJTIUQps8RGt3HxISLmcJM0dWA7DdlqXEZaW98EkALJqFrJylKOOkKDuNF6RdZLI67Y1NDFvbyNRWow6IBgZPFhdxXU0DM3o6cL9cgGk0yiFbH/vdP6e4aAB0hepDdxOOethY9CYV4Zsw0mkm54zx6q4XmZ8YwGtOktLM9DobGPaIKuPxcZ3+6SYWBsV5HLAvwSgU0487oXHnB+OY687C3n2S6Np63BN7wDCISm4apSGenXE2t+59HZOmkQlBZqcoBvStXYO/sJAOh5ODzfO5Zs/7ODOisMpimJimleGr+5jdSj8R+xnErDYaMp302asYl2z4jDC71CrsyRI2GhX021SKmOS3qQc5+v5OAngoABqGDZ5u2M6lSgmSP0qfSTA+nhP9GMkhVEA3zyVlGeFEpByrZKfKKrOk+EJeK+hhXI1jM2BGWw5b512GK/hbJgqEVt4VagdXNUp/nExI4Zdz7uVB2/00e/aTOFJE3GZjKKcQgNy0TlUsw0AsQtXgKWaMHEPOqDx/zo0s7zvK0vRx6lbsRy9TCH+iICczGDrYClL4inoBKGr7LPZsHuOB/YQsQQZcdVToBdRbZeKhBZxvf519thARBTCOc6jiFF/sWghZeM39ETGrn4XdcQpf2Yl6kbBuuyj9MvvkpWRsLUiSCYds4JbhUOwEaqqP+7Pj/DpHYW5Iw5n0Eaab7uFubnzuaTyxGH/99lfJj4e49OGNADgSfqb1G/hiUZa0D+G5L41kmMhFFD+mTQq7F80BEDZsJhNjxcWMFQtQK6FjTYeRM330mJtJNS3h5ytvwZAkkrvexZW2gSRhSyaRT0pQATFrgFznbE41xRgoL8QYncCQXUhaBFe0l5h3CQWxEHMHO3hx7krWnTpAbsJPV3EHdf3lyKYyksYC2tuK8fvLaG7cDT6V9NeTzHn/20wmH2RUs4Ih0ZI10ZI1kcWg16TTqZXyalERih6jKr+f0WSGplAcv03jJqwUG1baHUF+1jKXqKUaRVO5buszrFv7BtFIAaGJHMCgruwtnM4wbcvtLN6fwSHvZ8C8m31Na6g+PEJuIsbooe24Aa9baMM/VFr4snqKJRPz2FK6nYQpziL7Hl6VbqQ80oFhypBVwWwCDIMxZw6qaYIWnsGdKAXWcNIjMyyHKdW9LNRn8lB5Dr8Z/xEl2jjFhYP8sno9GAZfiQuWehObWReezhFTF4dcJ3jV9y5SVmLM3UNFuImQv4nzDgqdP4bBvfyYuUQZHK+m4qU2KrwJ+isqCDpc6LKMKxHjkvc/mtLwZ4AuEliQ+6GgXWfyFhW1HEbuMvA8aSJ6lgWtUYiRJ9vOZPzo5ZhdPWjOYZL5DhwRGJcDbCIMhoeYyU7QUkyJ/QCpac9RVPhjqpaX0df+Jlr6ICUt8yl65gWyJguB3J9jVYWO3eGxMHNVGdJxP0WTgjceyxqEBubird9GKlSKZEqQzdro7hpjf+555M+14TrppF7zE7fqRF3bcWXOQYqlAQsNVTMxKhYxNuMaDnTNYcieJixV8ZXmb3LYXke31YsdmBnRmRG14KpeQSB5AldaZdNMG9P0hzjDISQ2E5lc7rf8EpP2c8z08Pf435mIToAB3wvegdodw5ANkulfY7YNkt75ONbLRDFpfX09Wwt8RFwVOFJVmHSNJsd/2in9P4Rr1SpqXn6Zicf+gO8rX/5/9Z7/HXEaAJ+Of3n8/ve/5+GHH2ZkZIQZM2bwyCOPsGLFiv/ha0dGRrjnnns4cOAAHR0d3HXXXTzyyCP/7XUvv/wy3/72t+nq6qKuro4f/ehH/xYtml+ryKW3QqT16ujASYJF/UM4JQ0/eTwrXYiGCYdrkvnmPbhfV3BvFaAxtyFONNGAqXAahqHj2/EsBU0FRC12ZodnYdYtjDr7afOVUlvpYDIzyfqIlfP0IjZaZVwZO1kyNJ4c4NSMMlpntbC1eIwLbFl0zc547yAHkjKcfxk/+81PyDkxSbDAi9WbpugMYQO2P3w+eZkaijC4f/Ra0nqMTK6TX4Xy+ch+LS+b4qyLvc9w5XSaMvFPq2ytholCu4QUhAnFxTvDJnz1YpEoGcmwt3fKFNdRB8Ba+wjVmRS61U6ZHCLrdbPz/8fef0fZcZVp3/Cv0sk5dM5ZLbVyTpYsy7ZkyzljjAEbMDkbhjTAkJMBjzG2MeCcc5QtWTlYOXW3Wp1zOt0n56r6/ihhxg+8zzvzzDzwrvXpWusstU73qVNVe9fe1773dV93y3xWHz3AyZJKNhcuIZgK44prUACnWmZRmgob3yWIzMnW0JgvoS24nUzlDsony7Bl0iTNFkyFVojChObgoOykQ/WyvNrJ/mHj803FIRzTaZZbX6EvWEuyG5oGIWXNc6wuSsNQJSmrHVHTKIp70R0OctYsSBIZIc1AcABxshbdFKcKF98bvINnau9lw92ngSw02Kgem6B1tiEVKFFO8y8HdnDX3GtJRq1M7bTwWN3t3Fz5e2RybDixj9X2MxREbieQFfiJ2E+75qFbLWV17B2UTI6VJ99h2/INNL/aRXHShc0WpXjGIKMHDeJcunQMQQAp5aUqYlT5yowc5Z3KfrT598PBr1NuFjidFhia+CRbtc9zf8Uc+gMhStoupCRXwJQU4anilzGLGY4H4DO6ieKTEjMH8jR3aXxavJu25i8Y36dIZHSd8WwGUdeY23aIxyuWMy+scl7YzjOyRMXkGM54nJjDwXeW3sDGZBsX7X2LZcffZX5HJ4oK0PXes9NbAMeqBY7VCER8JSwOecgLeQ75D7Fkcsn7njMdkbRZBHMfSWBKr+fKw9vo9xcxavVQms5jFfL4JyaIugwpgUKCsbI6xsqMI6TlE+QkNyVjUTyREUbLIGuWONMcIGW18k7jIjYd24E7N0xc7samnocjGSBsHSQaKuOJfTfy+eYHmAyYyWyYwj7xbRrHb8HR28LxpEZSBwWB+rxEfV5CS+kMSSbOmNw8ZNeIiyrzyPILbAxaBW5b7CBp8mHOpLjyjUdZn9uGBvSeMap4ZXyww7oaq5aiJt5LLQkKOIHb9EckaQ2nvaUsTZ7GmU2jmNLI1gjo4NyXY7trKe5MEFmTyYt5GvPvUqXdjHNqHqNFx8iJKgo55HgYV2iUD2QOIqMxaC4EXUeVJH5TmuT7g27qcx5kR5Adrmo2nT7BF/sfYqt7BSN6NY6MDVXIM6W8SV2ynDbgmKPXaDNBR7AYkefSUB6fImGXJObl3mLpiSPY3lEoPjWCoA/jcDiIOFwMWYzkO38kwovnrceeP820MIhDULkmIZEUrsWFHdubaUYveJWsb4Lwp5NAEl2VGD38AaI9KzDbNHL2ajL6GJpFJe/04MpNs8Zp4elEHt2h0N93NcVNh4kV7+dOfTfFx1RWnDDcWEaowqvYMeUSFEz2MFBci2+GwuUVZnKnB8mdHd7y7CauTREfasFVtx3REufMKz/GZg2TsA0xGqnB39CPuSHKKFaiuOj1WGlzJzhZfDkxp4+nRyVGtx8jHfgYf1E9wQ3v6/8JYJ9FYl8BQDlQjjOfolo8zYvCMkrUco53VzNROIQy9UPknOG9PKkZ+QX/lv8S5vYsiOC/uZmDTweo14ETT6Ff/nME2YzNZsPRNIcT0dVkLF5uODKNZd1/3ldBKS3B9uUrEM5pgM/h/1/x5JNP8vnPf5577rmHFStW8Pvf/54NGzbQ2tpKRUXF3/x9JpMhGAzyjW98g1/96ld/95h79+7l+uuv5/vf/z5XXnklzz//PNdddx27du1iyZIlf/cz/yj4wjl2VBuauNkcpXA8jTOh0q2tYWvBXOIpIKFT33gI19MSjm0GSTx4fg3WxhS18WuRc5Pkh3uwj/VwwVgv0TnLOOA1JBX7qp5Hrf44o4qFD7enuXO6H4EzqPJtAPQNPsbsE3sIe1czWlLM7PAiKsu3ogt5jr1wL9rcawk12FD8ArmQzrTLTOW6IQRJ5Uxa5F6lhD8st/PDfX0sTfkxSRay0WGuS77KO1xDgSnGr4qf49/kYvJnt22FbIa41403YhD5sNvMx7T9PFO0DrAxc0zlZw2nMXs0uoYmqKifxWBXgpNnJDSzFZuo8qmhBPvnzWX10QMUJaNc+71PUmAxMz0yxdbXH0HSNcJWB01aORsiRQiCxlZTK9PSOLOBYDDDOn8BL4ei5ApdEIVp0UNfWkQWQbRJqMCqWh8XrL+Gr7ytc0vHHiat5RTxOqWTYM7qnKqOoIiGeXx5LMJHyp/nd+LNxKUkne5TdLu6MGedlE1+i5MRK/biAYKpcj46cidR8ZsIksIv5pk4ai5DFyWcTp2GD1zJvmde4Mfv3sevZl1Lj7uEnWeaKLfcjtfRSyxWQF3oPEyawDGmeVnzALCpdguiKQidw8w7tZ/uigb21M2mYKSP6tojFJdGcb6mMDpfwVmaRFOBbZdw1mSBWNVCtOstWOUOst1DmKZKqbBmOJMs4VD8Rj418BDR8XLC4bUgQEdaZWH3Vezwd1BkOsm4PcOwR2PELfNOs4xJDfOBIyog8kjln5i0jJCqzKKrUST5MRzCFiaVDxPIBahPRuif2srBehFXKsNPdt9NIPZ+o/yoFY5XC++R3phDICBrVIuNNJwxMu8zYoaFkwuxmE04HXYcZhnH8A78TGMnxfH8fAaFAnQpR0E8QkHckLz8ZWX27tw+5p4yFqTzTz9J6oIcqaCLhFXmbtcdtGxPUTI2QGDakJHEFAe3+O/mdvLYg5VkVgY53aWScPtpCk7RczBAWBdQBYUzqSaaTiXZYS/n2bnnEwoGcATDuGq3og7XI4yUUTm4A1/eSUYqR5P8lKsStZpEkSbgVQRKZJE2j8Sn55tImhyIaooPPH8f/vAEXJAhkfAQThj9oWmqkU0VM/AVFZHL5+jpPIQ/93mK1CFuG3oWr1aPnEoxbrXidBiMTB6Xmbmvgy3rL0AQBETdiKHeXlSAJ/drkq5yfF47Nd1VgEi3o5O0PEgucYjHnA4eKp6DoEXRJTdb6x1US2E+3uvh2x0ZDq5ZyRORPmxxldsmfkjC9RXiFBN1jqFKOf5c/DyOlJc+uxHp9ec8fGnyYrYB/riGMhrmx21vU7DlKeTRsybB6EiFsyhbewmf+/x6vtIZhlgOu5ahY10dv2h/nEvKC4iLCm+ps1kqZfl61+sk1EVkDnyOkVnPI5YeQs040N79FDOijQTcApIgQBoOyeUckXvJBkvx9HbzlYiFrbE8kw6FF+US1g+sJlqxne+M/ojcT1s47jF0waGBAFPeGRSNH2TmyDaW5QYQtPk8lS7i4WobI80iGQHgAgQBNEFAE9aCFbgWoBBoBP6Og1LdX34o/+t7OoiaRnFykurcABXJEfRhFWGsj3G1EjFnoUEdY9fC8xgscjJlcxOTrRxnLseZazC/BpDzCQRTN3K2DyXbjZLp4IrJeSwYMwIR0XUm8qVxqj70DeIPvIVDTtP/wi+ouOZfUFUNcbSalEXHlhyjSvrPefzqusrExFv09f2eaOw4c2Y/QCCw9j/12f9pnCPA5/BPxS9/+Us++tGPctttBkG76667ePPNN/nd737Hj370o7/5+6qqKn79618D8OCDD/7dY951112sX7+er3/96wB8/etfZ/v27dx11108/vjj/5eu5D+HC8J5/r3QqB40WztKZY+FsdinyW3fzILci7x0+WV4vcOUPz+OMiwSu1ila6GfYNEZFFFlip9xNpiAfh2IScirR6hSe8lndTY6B1mh3EtEqaWq6Bq+LIcJCjk2ZatIh4/jO74HATjlU3CKWbxZL5HJWhL+k9iyBrFbe2YfxbMn6NvmR1kXxxbMkMmIPBwyEVAGGHAK3Dkvxa9ffocmz2IcUiHNuVv5KFls4gFOUUE+ZQJdB0Eglbfg7m+j1DQBEsQDKtGImWGbB4CKiRwnJmws99zHBYwiRnJM1viR0svIEyCLhaVpC5coTxO3WAmEp/nRm0/zffE5tuWv4MW5q3Cm03ym38XKaQ1NzNE/814muutZac6QBHR9AvPhl6HyPGIeJ4KeIZo3WFCDNkBPu8iyvMBlJ/YTOTxOlT6HHcxB13U8yjYsuRRLW01sn5vjTN1B0K9leXIPU1YPp+1HOO7qRhXPRq+kMbTgEdSJBZzJ91EoWNFiAezr/hVBEEj8eZiw1yBwJdleZr75DhaniT0rVvPto2+xrXAJ7cUzGTsxB4dSxUItj0krR0XjB8iAxmrLaeyjBSQVcPhSCFPTbNr8JM9v/BD5gx60ahGxKIdQkKVkibHVHT/hpDY/8z0C7LEU0vDIL6hwDWJXpgjxHarNEj0pOJK4nFCukiKlkmLFQVLLkElHWZRqZPbkXKTcVaiCgibKIBgH1NHJmkPkcio1bQdYFNPxRyEQNf61ZaMola/BvFtYqq6i5d03QNf4i1BSFeB0GZysshC25RA1DXtG5PTMD3PHmQw1zU+QKE6Tbp/mgGZ8Z2Hewce5Fy0jMpApwUSWBnrJIaGgkpcUMsNfIGcSGCnoYSBopWR6Ansug802zSVeF0OChCU1TknnJPFKle7ZOnfxHUaFEprsR417FUth0SKkRTd92RoalHYS6R6gh9ravzzdm6ndIBM9chljmp+yMoE1hX+mx/EfiAsYpKf27IvL33tb1DScOR1vDjw5HW9Wx5GDzcUyGUnAlO7nO3t7CIcnsMoiWq1Gf6ux8DWlA8SmC/nTv95NUOmkyTVNof1XHHN9hPnZX/Kl3j8hoPO6dQ3jzMDhMiJ9zmiGHasWowsis2jnWD5Bp2RiQpaZkFNg7cAWrkdGJKJEOFDaDwLcg1EkhPTbWONuku4r8E+fYV/6D6wz30ldpoL8nhJ+UOoxrheVta39NFJMj9Pw1R6wjMLZKn4An56K4CWDQzAT1yV+es/9lAwbDjm6SUeo8GGv+iKCI8gR7TH67jrIjpZN4CtkZqqTX3X+GBmVxZk8W60mRk0TfK1rM2Yxy5tiGW1SD4HtNyOWrqa+c5CiqSMgniAvyuRFCUSZRlmmtVEiY7aScNlJ9O/iokAzjxZXMeCUeHZrI9XrBigJjBA+zwvHYgiij5JUiKKiRuyzL8fqLOS1YpkHa80M2v7XiOh/jXJZMlnKxofJKBGKRqO442EuPHKKkolRam2DVC+bMO7lTi/xob/obw15WOvcDxHMPkWV6SAaIj35KnbHl5HMriNksdDlEMnLdpBbyFlbSAGSlmPRcAbQ+XPwJZ4YfAMMW2ykuiL8ah7b5KMMP3mcpV1raR6vJy/k2NLUTuWcJYyOjuJ0OrHZbO+zQwPQtAwjI8/T138/qVSv0edFC6n0wH/pnvxP4hwBPod/GrLZLIcOHeJrX/va+96/8MIL2bNnz//xcffu3csXvvCF97130UUX/V2pxF+QyWTIZDLv/T8aNayjcrkcuVzu//hc/ldsrnCQVqw49BjNQ1GmJ39Mru9lRK/MUH0lJaVt1MnHiF6toVsNYlDA+NlzdGJDQFWSIOYRRNAdIBHFinG+RnrCKeMVhI1nE7BHecf45UbIJ2TmmPeQS6rYo2VksjYGSt+keHAtXj3EgqLFDM89j9wFW/F7Db/GF0YsRCWwxDNQCFlLFfVFRWwxvUrLWCMVjiY+jIV+eSMviKUGp1HzICvsk6tocYfwSe+gAxG/SJPXiy4IeJJJnGmdFHU8rV6DJmWpq95LUUEnUiZ+9twLOJ9J3KlSdhYnqO3ppeVoGxdf8x2sSYjaXHz3dJJFUxo5VIbn/JpM8CS3D76DZzzLriovGYuE86yt1aTLTUGulQKKmZ2RKFLrkc+qB8fP3kGEHH1+Ey3DvydsEymKwFWdOfbO04mrI9iiLzOa3sq1JSnyghHB8ma8XBJXWF7dTcS9mb4tCwhNLCLpMmERDU9MXTNIck3NUhpECZdUTyTfQAC4DGDuedT/xw6Ts73349PkGEHjPLmTamKg6zSNnKbx3VO8W1FE3Aq3PnsfPsFCKFROMNiHeFMKizODnhJoeCyNtaEXvbyIjJbCItnoTyzgUKiQgDnBiqIhrGIpLm8vU1OlTOTmM/tsxvfxpERYLX3vXLS/M3MkHX0kHf04I1mu26oh/O2fkBrai9J8OZLNx8ii9YwmTuAOTZI06Xzzjn8h4qrm5v1bCU4NsGLnVgoiKhcefZpXL7yY8dAyZhZv5XjESFR0azauzC6mW5jH66YTZIQMn+OPACioxLCxTVjCjNG9DJVeQHPIyp9XzUdH4KfpL1EiDDJxwvAy1wLtADi2SGwrvJrRVSWY9TSXTQkMAPaUjCsxRtrpZkf3VZRMv8xsyyF250qwBjLYi3PkLCIHlCW83bKcbmsVnCUAkp5nQfowBUPjpHIziRWqZN1REqKNKG7iuEgIdjRRJGKGiPlvbht1w1ku22fCnDOi5Ba7jUTCzeSksWitTFoICwKK7QLGY+NoehPFdhM/qbqIO0deZ36sDQ2RLqoAcDonz/b3MsJWDw4SbGQrM8c1risvRtB1vj05xbboBQTUIlDAMtnHTFM5zeZ2sqLOHtcsasc7GdBPc9QN9nwNv7k3B54/oa/+F1bG5vHzHbNptx0ka9UwJ42VQlASKcxZGVNSuLNmYnIOTVBRBjwMtv4Qp30D8ZIVZC0lDAUL0FfHOGFdzorkepyaj9PSMAfOOreE7Ia7x63R55FReTmwmm0WQ9+qqiMMyDr2XAGHmUWT6iMkOxBG6xlz7aOuWEPq3U4EF8O+tVQLJqTpNLPGvBwqNZMNlLB9YoC5A3YeXVCF7lR4IjALjhkJZU1ykvXlIitFFyWihbxQy0slCg/WKAzbjAWaVxdYMBBhR18SQUjwqOPHfCxg4e7oJCVCnvYmO2pMZOCJCuLls4Eq3Oly9JyEeHZDpKjQw2u2+5l5WMBs9bDx2o8hRPbjHf4FAJFBH86yFGqFzK+8ASQ1xuIJE8plW6krMCRE8RGBp/R+QuogmvYyAfWbfL2/gNq4RodTot0lst8vMmxTuHOuxM3tB3g02ImoFyCoMUQ9hSrAuCyDDI39Dpr7jZHqrYY/0ec7SfZUmHt3GEndkiThcDhwOp24XApu9zFkZRsQOft7JwH1cpx7l+MrXfg/OscC/+njnSPA5/BPw+TkJKqqUlhY+L73CwsLGR0d/X/41P87RkdH/8vH/NGPfsR3v/vdv3l/8+bN2Gy2v/OJ/zO0eg1NZrN+gnfH5zFc/RyeheOI3jGsphQ1vJc4TCZjpjNSx4TZzyvOq3hgu5NCJLbYOylb8W9sfvcSnJEFlIgZ4nIPc4efwybqaFYYLg8Qr6ikUsgxLcVxa4PkHSlQQLbnqSYCLsDV/t65jRW2cTeQd4kcnvbgdMQxA/3they1xxBV0IVToKvkFCutdRGKPKt49XgrM3teZol/HRXZIDdnz2e32EqHaQwdGNHcLPcY35GwyuQVkdOhAbDAhdHt+BQfU7l6PEk/+dIjFBcbhu85QQRNIy1ayIl9jGmr6K9qp7anlzWH9vGb624l7ZT5zaEk88MaSQlGlecwm04a3+USsaVkwvEgVssU1VIHjlyCuGLHb8lx8ZSCeJampQWVJtNBSk2tFCtt2OQRfh5Zz3gigcNmpiiSoFJNUOJaSG+kDXvkaU6ejaTOyNrwh+ZTknczf/bbZB0ijlA37vwEETlITzZNo7cTId2AIJoRzM73jKH+n6BnE8QT45xwFjAhK4yj8QQZlsu9VMth3OEwCw8cJBAyMvnnjY2ys7KSlElAi+cYHakjGOzD4jT8vfZPLmN4QzNzOk4w62Qr3efdypopaHIFCKX7mczYOTJ5iGUFpSzIB9mWfZkGxyIkoZxUdJCio09zaNEy5klTzJLbKFQ6kYUsspBFEvKENQv3CTcCEjG3iVPzl2EeaidoCeBMn2G/o4SWgXGc2Tzpnu3Ymy4jULqe4wmNeac2s2PuIiKeRqRkAnsmTdYR5Ec3mfn8MxkqJyJc8/KLHFm+nGFvI5mMAxMSV2QXIyPh171cl1nGsLIZtxhFF0AA3mQN9nSCyv4DDJesJZatYWG4iwPeenrEGhaEOhkdMipz7fXE8TRsYFbH63ziqYfpKK7kVF0jk9YKYB+2tATpMDjBbK3EPLiJ8dFGzGmF7pyT445y3jE3GpHEs8NFSWyci+wvsETYjdMSR6gykdn3GZydMwha7GRL9zFV9Tp5a4i8LpHM+sj2z+L44Hwmcn3EbU50k4N6yyzUwT7suWpCKcNiS7fmGehvAQQq1SBLLA1syebJy4XMLbwZp5Rn0iSws9BM1P45Xj/yCUQ0ChL9jOULcTqMfnMyZrhJLE3vwWbJUJYyMTOqc8olMJY2cenBUfYtrkHJZHlTvYxbIu9wh7ybDlsFf2j+Lj9/6vekxo5x9U+hr6iUpNmMLTxItuMNzE2XMsN9E5VbOkgJCnuWBRB0lQ8++w63OKfZWqgw6k2RlWHtcY2qcYOUu4u6GSlZQXvjEn556XXMSrRy64E+SjWfkfAovcR6fQxJquFesxH1rIw5edp3By94l1Oc+DW6oBGVkjzm8uGavAQEAXcqRAgoNClMVmQYS3hoaU7iBN7MB1Ey55GziciaipDbhq6YCJVXMi0Yi2LdLlFT8SCr482cF59FfbYEZMgJ8HSpyP21MlNnfbHN6RhC/ADK9G6O5cCktBDUZIoTvUi+Iiarc8xvnWJEVdGcAtvmFOFKpVGEfnyWd1iaHWVP7MNE1SLGxjSas8uAfXilAGfae2gQf4co5khqLfyytozb9YNUZSdIFJeT9EZwemJY5CiaJsJWDzviCXItHmrGzuNYcj6YLfzbaisFaY2b+xJ8pT2DhpnbF9toc0vc31TByv7ZyLohW9NQyZPltqmXUDMFnBm5DoD2wr2kzdME4wGKwyl0wYWgS6iqSjI1gtf7Dm5PB7KcOzun2RgcnMHoSD2aJmDWD1Dw+CkCc97bRvkfQTKZ/E/93TkCfA7/dPyvWyW6rv/Ne/+3j/n1r3+dL37xi+/9PxqNUl5ezoUXXojL5fpvnctfoGkaO7Z8jY/orSxR9+FYEHv/OWYFLF0gnZZ5y7SGurFy1mcnkO1TfMT7FopyLUny/GFK4bunJbqml7A2UkwMncfnPEVP9iYCY0+yaZdOozpNXopirV5HWaCM9L4H0VF4+fqLeWHlLKqnf4FXhPPSq9BNHShKGocliWhKIYsaAashtEhNmWgdrYTakxSHLAwVhJFzo+RNpZgvWsR6v4uXp4t5a7qNq6WdrBDnUaUVUEKADsaYtLtI503MF4yoTPZsvsMBp7F1u0wdZ3HtJG+012PNVlFT/wAAftNiHKW1RDJJNKuDkDhKYX4DdV4/KdMeHKkk644d5gqthflhjbgMW9YH+djyX9DTU0J88H6mVn6QzfsbIPEaFYEpZldnWCzF2Yodk78AcUpgRNJ4xZblZ7a7WC8YvqjJvMLzfTNxpSeRBRVXAzACkyEfB1xfxZP8V5RcH6uTOjdOLGF2NsWvFR+zZm9BdEwjRiBwnw/3rBH2pIL0Z5Ks0b4DSpDj4U1EE3VEbXXYwmdY4v8zVlcYUYgh6GlUgrTrK+iUlxHIxCjb8QD3rv0I/YKPJXIfTYzRfKyVGR1t2AJZnHNS2IszmFx5fjFxNYunDjJs11AHHKTqHVitcbIxmeesVzN0fhXPnm+UZ62emOJAgY0Fo7NZH32BWEagO5kgnluNQ/HQZK2l0mp4TWuH/0xRvou3zVfzPM3cEVuLjQzr3b+iynIIgLfVdWiyhDmdJmOx0FpXhk2YRhgR8YzB3OlxbNk8OUninRqJy8jj05043DV4L4jyi/PPbuVPJujTvFRJ01jMZr5zc54vvVBAS88IFWdOc6DYSPhamKtFQWI42YlT8eNUvFTlLmEUPwXmuxnLC7SlC2jOd5PXY7iVo4TzC1jcmebAIjhmms1S70EiGSPPIJg8nzs/UcCdD02y+ugBfnbvz/jQv/yEhxr9XNsOzczCOVnLb4IwbfeQc9r4U2MLW4oUospfx5XquMq6kTTJqd24U0luSl+DKFyLrsQxqVZEzQwmQHMgDKyha3AF48GdLC18Arl4AureYU3VNqZOu+kfno14coIKXyffW7KDhcOrmd1qaGEjiflEJwz/VtPEMGOyTJ2pivasQlcuyDqLzCNlCpooMJa0czJcyCzPGBvEHTwda0YxZdA0kUTChxSdolgYBgscnS6mOBJktGGMlpetnFhgCFCbtBHaHQ6ulrYBcF/h1eiCyLa5TWx8bhuFoQnG/EGGLyzhYvaSiT9EJDcb0VyBfckNDI0Zi1JHbAAxMQ0JmXWjOmcLZQOQl0QSFQ4sDWOQAVvWhqjpnHDMZKlurDad0uucL7xBKHcnu+wrAShNaqTT32LZMCwbBvjX94+r6Kjk0WSRGqex5NXHP4MOtPMBdETWgKELF8GPiJqv46DSg+7JsS6V5cFsnqhJ5s7wF5kZNUIUKUHlnpopXqwIkjQZJZBtqTAfevVlAhNbuPcSFd0MmMHq6KAi2kIovJCg3I/fonO80YN7SmU6KPOpwldw9tm4n5voFStYbdrN+fY7OZz+DF35FuR8BhWIql4K03vxWyPk9QA7xCt4pnwHw6ZPcX/rv/KZVCujdQ5kAWIxH4MHZ3H+c/swX9LIBUNz2JucDaKFaKHh1qDpk/yysYCHq+BfXt/PLXtEvrF+PllTMcddNSw9+EcsWQFzTsSSlUiai5nSP4uAjJrtpKp9L1XtMiDz9sKjDBakKJDgAofKfEcG+awCZDptpW2kgtHJCuw5F07VDIJGRsjTaj3Gjzd+hv9J/GUH9/8N5wjwOfzTEAgEkCTpbyKz4+PjfxPB/a+gqKjov3xMs9mM2fy3e4+KoqAoyt/5xP8Z1g4fwFozAjLomkAs4iEaKqByxwQFR2NkBYWum4q5NXo1tvJj2KVTmITjjOd+g6qDJG6j37yIR3beRLPXuJ6TBe+ytN9J7fRKnlq0i3daRvjAzkqWtnaT69xMzgioIlg8vLDwZkZSO4inZJS8mRkHr8Wz6ue0ta4BdM6TCkkUNCIqIcb7HiHSm6VjRj8AAaGEIbrxxCJM+kt5edcgmUmBvb3DrHWMkRJltqjHWBhxEvYaiwaPYEEtsbL87ATYZb+SLLtoMxmRN7Pzk4zbBcz9w2SSMD08B2/dYXLxrzEkHsKdOoBmdTAmJijBRLNWSae/COvYMJ8bdBG0qsQl+NQCG1+xOxlqi6DmjcpaA4M76Bt0UFhoxFs1u87YaAC8MF1QCGdSHDbnWdRSwPpbNoOmER7q5dmf/oBwegyLSeDK4hM8V7WRoh27cEUSFISnuT3v4bKeHKb0rahCKdPkmDH3O7jcE5AS8N8tUb5pBc55KidfyhBNuDhd/lMaK0fY8+f9WKXZZHI6zX27GD2dpuoHn0UqLwPZjCiZaZEt5DpHeGl7H8q6FVwf2sNQcQlF06PMjvZQ7glRfuUIIbGByXV/xjs/iCAKZP5wgv5Do1SkBxESUQb6W6ir28/QniI+0v88betv55BPpsdtoSfoowd4srIBljxC1fAAc860Ec21sUldRo3TiAzmJ45R8MlrSK9Zx8Q9rQjoxB09yLF6Nke+yAeUzzC47E463x1FVFU2ntjMgUULGRRLSBdVMhUZJ2NyYctGScsSO1etZNplYSg3RZVaQItaxdHrfkwibbTRWo+Lk/lCqqRppHwpSecZfnNdFbdsn4GtbCY5bRyHbqFaURiOdbFz7FlERGZ4ljHTswxVWMpoppmjoc3Yol30Cjr5j5lxBbcQfmcB3p5CLLM1jutzGdhilAlOi3EeX1NE1iTz8IZLmdd9FGc0wT0/+Rd2Lb+QtcU3UWAp53jEmM33B2T2B/46dQazOhcOZdkwkqcmnkHURZ42qyQEmJZilGg+yHkAyFkmmfK0cShm5aO3X4IQydPxiI2C+yX6lwQYuVShwjdEYGYY34xd9DVV0dpxEgSdnGcEQTW+N+01SLcp7WM6kSQae5moyYzN8wFyood98QjPlBrjw9xT77Jnup56V4gia5yW2igqEI970XUJh9tNpW4QBk0XKB+2ctkBHVnwMFFQgKDrXHDH5/FufZqC/jBTUoA9TiOZuI0pLnQHaOrtYswf5BMbf8hyh8RGl8y6jI74eAjBvxjZ1QIJqA4eo3J9iFTjJ9j59g7GpXHcCegpMWONFKGaFBasLEfcGUfLOri2P8aA04E5XwaygPO2TzD+7GpyEy7OOAzyXBuNM2DKgWTGkc1gzauYUBAF414JCMgoIBprj/dD+rvj9Gyq6dLGmRYTDJqGmRH1sz8AHU6R4mQrT5cmeLJ2NlGlxmiHXJzyic1Utu3mui3DRC0i6somVM2JIOZR3MdodZ3gMW0uyxVjQJayIsWhONNBJ+GAREVfCBMJstj599gyasbH+HDtj/m6eRPWviSeDGQFF69HbqIuXUmjpYz89AAfadOI2d7lAWkhlbMHkAWVyclS2tvWsHLnTgTAHfeTdAj0i0YfVoMWlk/k+czeIb64OM1IUQXfuGgp17/4AMUDuxmqupPJgjlMFl7BqgNvn70rIgPcDLIfrzRALv8Mo6JM2ponp2hUS3k2edM02LW/qH8YSonsD8t0JXWgH8UzwteGvkxFtpwuUy/3FDxASb7of3SOBf7TxztHgM/hnwaTycSCBQt466233mdR9tZbb3H55Zf/bz75v8eyZct466233qcD3rx5M8uXL/9vne9/F7qu0zlSQVEiTWzITnzYhpYzBuBozo+j0kWsMEB1SMMifRqfZRRRgHDuNlS9BJFJqpX7aMgUM1S0lPlJkYyYJeFqZfXBNUQ9AsXRGlqLRvn5dXXUTVzD9/78IKb4JKKrjH3Va+lxyLgmDDKakzN0+o9QnZpHQUE34+M1HMlPYjpSD5qDTEQDZIZ9cbzJQsYdxrZSRUhn0g+tqQxy2xjr3e14xDSipnBxdg6iPM0J0SDNl02VYrGmKRGmyOgyX6aDa6knL8jY03mGXx9gBBDkNGBh6swFJENVtPeHOGm2szqdJAeMCn+dqMzlK7FW+nFay0iJ8NtiGdt4js43T9MFCBaVxsvAbA4hiyp63xJo3Eos0UFnxwQsKWIwaCZFnH4xzcp9Yf59z1Y0dZRs7AXQkwiii3XBVkSPibvrbqaytJ+6wT6+2vMzzp++Ci0/ExXQUemdfQ9e3wiqKhO8WyCWm83TfVdCv0A+ZyR57ThUyfaDaXKqHdFRDLqGLTmGGk9y8isPc3TRl8mYbaDn0fU46A5stiqSzl6Gikvor/WzuvRhsppCeMu/UCh+jaB4mt6Xf8HvHr/JaE9blreDa/lw/+OomThjY02MD1Xg6TzCymmByzt0IMdly0XW79hMcsYajgStdDolekvK6S0p53VVZ9mOBIGsTh6dx8pn4T4s0HWkC8zg1zVythFyqSLIO9kVu4W2/R0guGjo6KAwWMNlvMW9+s2oTg8R3wTmzigZk4u9TWVMFRaBDiMJMxUWnVLNx+9a+1EbW0DXKN2SYKvNQUiz4Ug7wQHnjbtZUbyBlyRDX9joiDEw91v0vGmQsDJ7Iw5Zxav8Cwn1Y+T0Wub4r8Fn72RixkPY68NoWhhRHkHLFzO/K8WeZhdT8RrsAhyv8ZI1magY6uaSt57gQGkxK9UoZbWXc7N5GYIgktdyHBe2IecuIa+YUfI5akf7uXLAyxVRBQmIFO/mXbNG77SL9NlaYS/rIZrZjS25hLSSxb32uyhKDmv3Cv78i4UAzNq5E0EX0OIXMvZGjoxjL0Xz0zjLxqku76a0VGTHmInCnB+RaXKKmaw9DQjY4pUIdiey0sS83tc4XurAmoKwZseSELDKGjP6epkyedkmLucidlBUOsoQMvFYAHSIINFHCaVaiGWOfsT9FgJJje0rDY1nrT7Ioz8e44bgkyDB71IbsUZc4IWi0BTS9BRXv7OZ9poFjHkVdsZVdsYNrXvzYivnj6usGBFQklkche3YshmSow/RY27m7QVu+gvjzJpcyLITHiThOGnHZqz+OhIjc2g4CZcFMgikSchbmPx9JXl9FpChz9UJLCU3eIgvVxfTVdXE+u1bmNtpJM71Fqd4d3YUV9rMtYeuxGKeZxQ0yexDFwQm3HPIUsltjt/gFGNsYTk70ouI6Apl6TgBdRgK3RyRexhTAeZxX02cXzbNICUbxTe8eohLeYE5E+2sSh6HMkiavbjSGsXm1UjW43j1QSoTOV63K2zxHGVtTkDToXwqhn0aBB0SdhndIXN+bR1vHBvBIfiJazHe0haT8+zB3FMNmKi0nGFIb6Ezs4KeDEh6ApBxJmPYFscQPSq5jInOM8tRojGKR0fJSCJSbJKpggbSmNAlAc1j4rZ3k9SYqrnpzft49JKbGA2U8cxlH2HBqV8SdT5ILPAJ9i1YQ0E0xHqTjqisZrRHxiRl2Oj9MV0ShMbrueyDF+EYe4IzgTC6aDBfv38tVZWfYJ1nIbf8h/lv+qkOkj3jiHaZlZ++jjXev/z2n4P/vGnbOZzD/wV88Ytf5IEHHuDBBx+kra2NL3zhC/T39/OJT3wCMKQJt9zy/ofk6NGjHD16lHg8zsTEBEePHqW1tfW933/uc59j8+bN/OQnP6G9vZ2f/OQnvP3223z+85//R17a30AQBN6SP8A9XbfxWnQ9XVINlpwGuk5WkZlyWMklEnQMpHi4t57fnF7Bc+OXEcsbi4EOcReDmp0+AqxKG2vXYf9BGuK1TASNAgBFMUNLZUu2sn/WPF5dfRHmBR9BbFzO5KeuA13DkvnrvdpX8RLR9qX4K4YwmZJEBQ3n7GFcnu0ApOyQNmtcIC1hxDqKqInU9hs6xLAvict9BI+YRkPiMtNCSgQ3UrCEtJhDQqRQc/PhAQfx/CUc1hoYDi/nqGYU+rByiAMrn0RbPUT9mpOIpgS5eAEuywZmLC9m0mElnzG0Y6N40DB+Li1ejVzUgp7PsjfZykWqhY8mTZTUuvFVmIl4+kmljCz1SpsHVa0lkzcjS3kqckPIeZ2UWSRsPsMHRl7HrYmouR6y0acN8isFURzXki8QuGTePYQVFx1VVQDM6Aih5WcCKkPZPEfqHyBfeBRNE+k+sAS5X6at+hoyKZV0IkU22Yuu59F1yMbbEM8W0HBHujldfy1JaxBrOkTL4d8iphJoqo6u6eg65CVjq3XAX8gpez2jWhW6lEOoaqMr9UkAFtifpVgx2tOnCiRkB8OWuUjJOKh5dNmEYHHT3fRB4z5aBIYdCm51JbcejfLEniSv3vsM37v3F1y87zDeaJYHa4zoyUM1Zn5znoefbnCyeYEDtcRKAWZEzUzcfQYdnWNSFWHBhTWZZGZHH5ngVQT1KVYLZyscVlQRsfs4MfdzJGtmoQNxyc4zNT62+43JcmXaIIJlk1mKsgIVOYk2tYCSdCHfHvw4d0xfRac0QkbII+cFvNmn0aUcjjLjugO2uSwN/AGHfAqv/DMGCKGiUW6pY87AV3EOLsfzJxlP6TYAlnQmETSdvM0geN3FZlo6T/Pt3/+cWMkoZfPn41n/fZTKFQiCSG+8ldcG7+dt02ucf+hBLt/8OB/a8xpruk5wcVRFAkLVLzNU/xhTPfOxT9UjnM0SFORRtok2NnlvY4Hzm3R1GqS9uHoPmNoQRgdwhnvQEBlwtqDET5MYsdO//eP0bP4W0akqTKLGKkeegriNnJYiEygGBBRBQ847jPHD5OJMww14pmMkzoY5NxxKsqAjjcWyibzLz37mEtELiDuNyGk6VIs1aTjSvM4aejILOPBuA4FklH5PkOEyI8HOZTnAYsfj+KRxpnQnD2trMSeNtltwxkgAlWWdW7f186lXw1xwNEnZpPGstnpk7m4wc+N5Du7f4ObfZ1zMIU8DfnmapYF+VnffwiWn7mBe7wYky8VUrtWQzRqyxVhAW1JTLEg+SoHpE3iz5WfJb5rR7O/YrRhJmU1FraQLDeH1YGCAUP0Is3wqXq0JXdUYtUeImWuIaTCoZTmpjDOR6iM/8RL1xRrZonIs0jGqpbdwqjtoGHqSnDRCfOoMYjKGiMicsz65E7YgKdmBMxVm3c6X+WHoC1zMaxQXd9NZ66CzwUGqWT97byZpLvHwm9gxfjI+wvcmQgi6zjt5M09MmXgjej5zl7zAuGWRcWyvwMLOX2EjRd7hZt7Gyxle+AVOWWQcKaM/rfI8x6XeJ/BLoAJZqZlsyWdRz99A4VxDtnbmzFJyOQvFA3EEQHTLLPeNEVaN51rzmVk2fYS5kW4kQeKOshxbT99BU7ybmM1Fz8wPY0odwRl5BYA3V19KKp9itMdwoFlW/hoeeZhZnnEEPc+7f3yBkrY2an6pUfz7Ehp2XUNV5wbMA2a0/6DFje8aJnlkHETw3TQD2fufK5rxfxPnIsDn8E/F9ddfTygU4nvf+x4jIyPMmjWL1157jcpKY/AdGRmhv7//fZ+ZN2/eez8fOnSIxx57jMrKSnp7ewFYvnw5TzzxBN/85jf51re+RW1tLU8++eQ/3QMYoDbvpDhXR69YxCVn3qVqqodJq4MtS+bhUSKoGchmBJRMEpBpslyNIAj0xE5waPI0W00LWW0fwa17yIpxymNhpj0ONCkPOailka1ARp4ALU331ZcSTE1iW7KEU72TyEPd6FoCm6Rg1nJMmyN0enYS0lextOod2jvW0jPWjXW8D1kQOFQ7gYKMJWIUnCiO1lE80gUsZszmQVMkIjmFD9SuIdCWRzCJJJcqsAsqa6oY7eilLF9LOH8HI8JeTIkWOs/6RVZqrRxW93BY3cOXfVm8NZsItW8klk6w+pp6Jr7XxajoJaDmUSWZqNCHR69DFETyukp2/7+zqMTGjLs+DkA8Huehhx4iMx4lmSzCao0xa4POF18XuD5WQr23hx9vMPHFrjx9BQr9/gTzJkbx+F9jrOs0oFNUN4OLP/l13j6+k6ul3xBRnASFNAVVfbALrJ12WAQEbFjXvYx9ei/oIm1tqzH1ypyaOZOCVTESfUcY625HzeeQrauQLYuQzAuwmGRyOgSmT7H0T/+GNrGGiTs+jCM0zAXxxwje9TskqwUdnZ/9/hBCCiaLyrmhv4PpZZdTnPw14bJ3qO79CZniM5hHXmBDwW95dOTn+DRjQjnqnsHi9q10xiPk3X4yjU2snltBbs8oh70STTGNT312LvmeKKnNfRTULmXVC8+z6thBRH+A31/m5+aZFXirr8Wv2QiZIFNqgVILR1ognFlHYOgMM8VJzKJhYTT36FGsJQsRzl9C4lAdK/MHOKk3MCn7OfXhm4i5y3lJdjDgKyBlMs5zJKqydm+S9aM5Rpa4uWFdHWUbTZScGmXL8yIfjVdgQSFJmmNSLwBvzVnEFVqeMR7DVRPFtLcIT/0u5Glj8o+ot9NqbyVev4fqruuxxKooaf0YqYpFFM16lMjIZThSdhZ2ZnCnBDQBTOoIv/zV97GULqBCuRZfwg1Ami7U7U/R6c2Qclqxp2WKandQ+EINifIZaDYH/eIkBU3dTJY9S4n/VhZ/ezUArae9bN76GqKUZVhpRNQ06pjk+YkC4uWzcDhOUn/xI5RtX0/6AFiWLmf+VW52PJLB5vFTv2whp/eNI4Y+CL7vs8ieZ2i4n4hiJu/2A5DTBWZeaaaheiann93D6W6RjMWLPQt5EQojKsUJjapFMzg82I9Ggr36BswOg9hcct75yAVr+NMDP2VS93OmpJj6sYdREdix9DIU4kyZpnjJk+T+zHMA+IQYJ8y38aS8iamha2gcHEAHesqKyPiP8pH6BIHymcSOeRg84Wd7qY23Ki0cUVQGnBIDrOUVz1rK0iNcPLkb/2SA0g4/og6ieJqBnTa0bAMmomAFUVRxys8zmf1Xsnozqp5mV+hxhuNZJs5KwKqkPiJnC2KM+oYoVCO0DweQPB5mTqyk03sKi+ZG13UG9A4W1c2mt2MPrqTMQNv9iAU2rrJDI92YHOfjFHt5tOUY10xWYB4fIlXVhGtAxF4cx5pLc+XgSzi39SHlVdKVpdg9XUiSitMxE6u1Cq3+FBwZZlHrMcQmKJw0tNrnpQU+n6zk1/Y+3k3K5IplkqKZN3IL+CAHmCh0UjUwwtXaKzwiXo2vZT4lpQX87kUF01nLxrxYRF/iWlY4ZAZVna2ajjebpLroYRB0IiMNhKYqcWYsFIWNRUHQN83sQC/fyRlBAS1g5s6BP+IwtxDNVJGUNqLY3+E3g9/g5prf0WerxCF8HvPEz5ijF3DMs5jvL7qJj74V5QL5MWalnwXALOZpdE3QFi1kV6iCqlQMoXuS+LGXiPOSMeEJAkp5OUpxJfmwE9FZiueyJZgr7P+9ifR/COcI8Dn80/HJT36ST37yk3/3d3/605/+5j1d1//2D/8XXHPNNVxzzTX/3VP7H8ccZNJ6ntm6i+7Zn2ck1scWj5MDDitZATg7LpjJ8kUVXJKfuJbiuHiGrCjjzsZxZ98kKx5gIrCAxd19TM+fyV88p0pkjUJrAWOpcZRsF0etc3GsXk1Gktg2HcOUNuQPdaY0C215HgyZOV60lfX7Lmd0wIbinSDnDZItq+UEO+ksS7ByejaH7YZbRNV0C7LWjSOVIG6102MPYh1xUdiaQxN0Xgu/xugOBUSRkYN7mBwb4IN1TWTUK1isL2NNJsWLahVIsEEdpS07k0FrJ2WmJJm6rYyfvpBoP9z4u0+icyPTJi+F6SSazYUkOEE3Ih/fr8/z5RfbYFIgNzZGymrloYceYnJyEofDQUvL5QwP/5x9p7fTMzmD6dJKoAd1opWKiTr6ChRGK8vRTqmMdv7VCWO0s41v3HcXr6zaRF5SmBtp4wOJ31BWNQEoCKNhVFllYtFTRKafB2Dq0CymkuVUZnroaGxAPrwXc8jQoFudLgIVeSZGdCSlnPzZpJ+gMEI01AOijulrXyb9ne+RPXaEkS/fgfKFz3F4cgohlSAjK1xb6EEehzmZZvqwg22CROAE4703UejchzU7ypX192E6vJQX7XMZtFipm8gyMdxPyOEmgcy2o9tYQROHvRJrxvJMPX2UTKmKAxPoLrjti/Dcw2iTY9z+x0laqzO0Nv2MrwRXMOyr5Duah0ixh7zHQrfZRHfNTLzJ/VSHNIJj45T3DyBfcB5y+6/petVG0SInl/ve4g9cz8DkBC+XpBjyGglnSjaDP9LBiHiAPukCKlUv1+4eJj8yQn8a5vbILDprpTAhRHnDdARN0Alb7Jz2F/NY4gLOzz2JyZGn2DLOjN594IYcJUxbCyhe8GNES4J+112Udnwb86gHqzaPmv0NTLmijE7aWXfciEyFHBo/3XM3zhVfQvbXYVVhQp7mjwXPs7h+F9VnCrFEDflN6aREZ62P5oYwmYkIWZuDE+IIc8oMP3KxtZ7xE/sA8OoaAgI6OuZMmGNSDXPEbmbQiXX0GqSqEbIMMWJ6Ai+QL26k/U2DNJT4a/ElDcu+oaPlBKpk/Eoef+EoE8o8EAR81gRTKTu79m3F3hfmUJ2XRxphSYfOnN4ssgago+Wh+/AkbuaTtvdzomiK+ZKAlNdwv/kLJnxJ1uk7eJn1HJ1IUW420xksx+zMogFdrk6qhPcc3Yz2E1Rqkj1cfeAN45lx25ETo8S0ArZ0THNLxxcxA35BpmmiiubuW8hocxkuM7GlAPYERQYtxTxQdg2UgXWGhjupYckuxJlrolRrpZwRzkTM2HMl5OQHcOa8WLJZ9icOURBMElIKyCsmlHwe01Yv8Q8Y5E7MT1FYr+OqDNO3YzbOqB1UI7cjJXRRG29l6ii4zlIfLZ2lpy/DQKmLcncUR3Ab99SmyCOQdWRxhOOEsgp+svxgvJ8lb7zJYOsJ3q0twWq1c7q7ieJ0kLr63SRTfcyZ+yDiHTk6nzqf5p5OqronwQSnGh0MBezUTVj4kCvLn0NmjuSOEhj/NXsLbuFmXSBq04gpMrW5Qc5nD6+8aiZTlnkv+muVskzlPkFvVqHGIlAqw9MrHHwh8Rgm5wTZlJtT3fMQEbHEmrAnDgOQt6+lJ7OITt2I9gdMSWZ99BUseTPRnx4gm62jd95aYtphPpk+zM+lC4hbZ5Dz30ZTfD/D0blMuEy8tAo+d/Jl0I3URQFY4hygLVrIoakynBvbqR4vJ2NfTKZviEzHGdRQiFx/P7n/EMQaPXg/o99XMFdXY66vx33VlThWrPjfzJr/93COAJ/DOfwD4c58mvIzjUz5lhPyzSDlrGS5Couiec5Yw7QqOXpwUiNYuFgy2PD3RZ3d9gswWTJsmjpJSeIYujZFYPwtBhSQIyGEvCEroGAzNW0TjFWBkj7NoGUme1aupqusiuRnvkYgbpTubLSoLD6ms0uopLkriyd+EBUJV7aTOG4ysgnJXgVMsy62nO+V/x6AymiQVKVGIBEhbrFxylzNH8QMrfIgh8VOMr6/JhJmFTMlljgB+QEmBIVs/hLuxEJ6FN4pSVAjHiXzdh3LF4pQAqPpFIPOo1RGF7JieBWnFcAqIqUSrFCW4NSMiM/2AolXawN80OulcHqaBz95JUPNqxAlK+SzcPJdnh6WWHEplNl7CGQn8Z3phkKYnjpOxcQGwEqvt+h9baMDB2evYNtywynhkontfHzv/bRaC9HO19EsAmI6x7uZb+NTjS3R0BY/4TE/lMG0zYwmSeh2D+6oikWyo6hmxN4IFnmEtFiCrgtYUhPosWk67t6MLJqQBQVT8yYch59FO3SE1J2/Yfslq/EDCUcxa15TEYV5MAiBxpXEKt+kq3YrcybnMBX7EoWmO/FHdrBm4iRi8a/JShIpS5Cl7T3st1UwWemnTRuiQHRz2FfHT44kURIS2QkRXdQREHCON6Av+xahky9g6tlCc08vzT0AZ/ACz5y9RxMeH3taFnCyqYnq2Di6DgsOHeJ0ZQ1fuGw9Lb1tdH/1SlymBNsO3spi/SjvMo+17YdpK65hzUAUve1lEpY0u5an6RdnUql6sU0qiJN/VeTl0TkkdXJC7kcTNERE1FgYBIFnTU4W9/tw1k4wq2YMi55Fy8OQ7XIG5v8IsylJOulmxsFv0CUmERf/lsr2W7BEq1mCnVG7xrGkCgIsUaYo9HzbaH8tjyDK/CH4PNvdBxmKKNxxYxLLgwZxWNYmcu8MD575vYw/N02WUmJyGFWVSI3PYORAEQ1m8T23maDJxbgYoUwK87K6jDliN7P1DuiuID31cQYW/ojUwjSWEzacmUYmJgzZUX16Nq5+BZeYI6zp7IyLXOEFe3OC3AkfAPO1UtrzEsfcOe4ocDDkNsaKtuIe1u19g2zJNUR1CasAGTlOPm8maRuhwGnYnzljKvb0CfT+56mQT7JHXURI9nB8zmymbEvQpAlE1YQvJXJb3vBujeZaOKjeydcJU5hJ8L399wDQW+Ajn8ohJ2J0OyrpVFdRIx5GFBJY8p2EEk7CeZWNI+NsHPGRFbfxRtEIpwK1bA0sZNrsJmX+S9t7OcH7ydCrf4kKYAMuPvsy0JQMsar+FACClsKqJZmemEH40O1oWSc2c4Sm0FwAjhR1sGASiqMxNEEgajWRMikgCLw61UhZURv3OVOoCLSYVQKKQBoIRVX8AWjv6GDl975L4rvfhGQYKZ4EQcBiOR+nM0osdoLurl/Q1PRDMmVlmAcHUUcFesvL6DA7cEmTpIMnmCOpfLLrfO5xb0PLHEGf0OnxVlMjd7NLKWFDrp9VHGA4V8iO6WEcGYOmuZUMdtOb1FlmEMpr+GWRzw0doKxhCwBdXStRVRO2eBnkXUwE5mJPjNApLmPA24I+FUazSSwe6+DgfUkWX7QCU6WLbF+U4PQmYu7D1Gu7uM9UyQeTVeQty3DtLOE6Nckf14t0+7x8dt63+ZFvmOSon4qT38frShEUp5kY8MCQCa9nP1g74Is/h1lXkx2dYPyXb5Lt7QJ1HEGeItt5Bi2ZJNPRQaajA9uSxfyzcI4An8M5/IOg6zrBXTkKRo+Szx/l/lVeSuKLaZxYjDdVRHMyQDMQN01xgV1B0gW2KsOc1hPY8l4QzFQoy5Dci6jmt7RFJXKyjnW4B8RpVMtS8t4Oynw6ZMAVPUHScxWtVXUcbpqFoKUQ8l0gQO2UxJl9pSy3AZhIm1QCQYHajZ3Ex+FoxzKqEzXYxqz06tMsHl+MJ+Ml4xwHQeSC1oOIuoYIvGb9+9erOr2UijqCAIPu/bxjvZzrB/N852SaYH4Kc0WeBQvqUWca2+ilI/MgOkIK8CVqcTuzYJZYxgLqtRI0DCJUmNapiangq4bpaZqHVUZarCTkBDvKdhAtrCQzcg0L8kexKSlmF9/HaS1HHWDxjFA8GUXQ7ESdHiIOD95EDKvi4a2lF7C72bDjur7nJX7Z/yv22kqoqXeRE0ErcCH2Ryi1G+c4sj9A/atpBtca0acqx1yOM45uc7G+bBPSf0ixCOd1tscNT81A6AQe7wyKPP9BkuOcRV7yk3r3XtSx4/gidSAIbAwXIgp/PU5gYC2xyjcxuY7T4Z+kITSDSHwjHucrlC6YZn56mINiOZP2AprCndQMy+iBSkL2PnYq7chxP8qUDGaRtK4zlYNyk8CZtMqZNOQqr8TtbqF8aCumTAw5nyKvxzHlstjyGYLhKS7dvQXZqRB3Oant6ccdjfLU+qtIKyYO1BvuEbGck9d8K9kY2kWrXg9ZuLCnh62FW1gqyriSCl9ou4C4RSMkxPDrzveuMUOWV5TDTEsJEmIGu2YmLkUob++iaNllpNQEk10mgqUqdWIYVBgad9J19bOgaESjATLHbkTOurAs+R5Z5xD76h5k4RPLsNZvoEgR8bsEBEDWjIIKuf49CBYPekEtV0wuY6frEIMREyeGrJidZiADusyXnurlxc99hJVVz5LKNaArJiKRQhKdaxhMa4S1JPXWBIIAUWUKVAmLHGVzdi5fND1GBYPsoh1X2It9bxGJFSOEb8ww9PZ2dHRcZj9ZU4pJBvCabAxpefYnJDa6weSL43SHUOMSldHz6AooPDPPhi6ImPJ5Pnxmgqsfuxdlsp9UPs/BiutJ6TJpOUbcewxdVHE5wgAkQ7XAYWRxLznNSmF7D6GZ8+ipqUFUDUcITzrIh6VK5rGTLDCgDmHTQsTEAKtPH8Wcy9FRXkW+ZimMHsA1McGU3clW1pPNfBSEAWR9mFC+CgCreA8Z7V8waWvwt42yyXSau3xXctJex5TJQ1RyEFac9FPPsLAA1ewnqQhEFYjKIaYVmajZSUZU4OwzcfHUqwybDW91MR+ifnQVau9VCIgorkGKFzyK+s6daKh0lO3kkuM55vUb3thTzRIDSzXGjldwzJfnnkIfugCzc1Zm76smPWXkOthSYUYzQYrMGf78xwfxFBWh98XIWo0+W9TVQ+WsmzjJ1xkefoojj3VTLIQpAqZHrOwUFiJOSbiu3I4kqQiqiQ2jl2NOVvKbokcgfZTWiJ0aP2RLBIbaLqBUeZsreJMtZi/2sOGQ4lLSlEjbUUwfpC/nR5UTVFc8gJFueD6TUz7sNidFNBCNZxktXspo0WJkUWenBdDB5ZYpmZ6kS9Wpe7QdwW5QQFNvNXWOOBVDWxDYws8KNrA19mmKIi5UOc0PhON8mdW87FzFnOIgF//yDmILZJy5PIvqx3h7OsCJqWLKLDEKmIZnP4re9hLx9CdAqsIyp56Cz8xDdpvRdZ3c0DCZMx1kznRiW7jo708g/wCcI8DncA7/IAiCgPzVz9B/z8PEP7KBD1hHiKivIWpv4E/fycnjPrwhGwvFAIW6RFrT6Z72UGiyYXOHWRwGmVKc5iQbvXuYGQzwnclbaIkcQdDC5JJvMPCWQtE8E4IjC/Ig6Cqj//p9Dk3FUaIHMecElnS5GetxodsEVFGiv8TO3hkn8eT9fE0z4SzqJDRWiD9SQ2GymDh5ypJlZy/C+EfWtfdfnK5jymZxxOOYMxlsiSRd9XVU2o0yvOrpBD+7yYKcTXL1uMYd7V7GlCXoY68SX6ghpKDsvsNU5ASOza8l5GpmfkbmxmwZ9Z4GNHS2y6dYlW9mRhRu6s1irjkPrfsIgeko5ugIO6qPEEk0kx65CpDoSwRodA8jVU+xPSmxUQfZGqG3bCuO+Gpirira6sqYCh5muOBapp1Ghac1e1/lJ/lfIaHhL1rAWOEJAEKBYgr7I5j6BCZGCijeV4EzfZy4w8gIl4kha5AXNQ7nduPOCwi6brw0DScziOkeCscOEQo6SY88g67l0PMZUHOgZlGKi4mYTQiCgJTNIr37Q9rVHLpmlAYWVQ0KRcR6jbD5HrTMF4mbb8eSOorFOsj31d9yCT9m1B6kCSgc3U9hQS1Hq/wMSCHWnt5Pf6iA8qJ6/LJINGNMn15ZIHe2cSOeOiKeOlRUBOA1m0qbSaVB28sP33iWvtpG4i4n1nyGuYcPgCgzf6wZ+5sRJNMOMtk5FEUdXOg8RlYW2KS8zeNcwZSYZEpJMRgUqBlxET31KgFV4diyKzk/14KeTxPveJmXG80kLXYSaRGrxcjo6vB0UihKXPrGkxxqqCczZGHOiSiyqpOURTquMYGsketxcmLoAlYMRuk/72GyziHEjIs3Il8g60ghx/LMt4LnrE1SOnsGdc/TaOFe7Bf/jORb38ehhrloSQGFMTsznMtwBwPsmXiBpFlm4ek83c+18dhlt3H+O++S8xYw3l1Jw442OupaGM1ayI50ciL4AIcrSlg6vhSVNLGGe1kmlrM4nYLwKyx/O8uS4UmypQK5KhVhzuswVEV5Vzvmd40EwlKzh70X3kpKF2gP25ntS1BS3IHebkPQZeZEwKQJlE4NsbzzBKvf3owyOQKAtWsPs0ITHJnzOSypYjLmaXLmSQplY7HZP7KamNqHUwpxMHYNSqqE8v5hBipK0KQM6AKFXUMsCj4NxfCi08GEO0/h1vto8VzGpp7dADy39mJWH9mPKErk0tPIiRjDDoHJd54hODnJqH82tICeD/FQl8wa5x4KAyuZ5yzknbCD2KCdeaWn0TWIDVqwF6dJUkc4vwpByJDWdPbEs8x3PEiz9S32iYXsaa1HCujcXHKSYG6axwuNHZtAzMTKXkP2lraMEddPEdm5HhsQ8XaQUZLsvCFH7QmVXKlOtiFLEDhRNMCunEGoF4zIfDxlZre1AcmioKbfxZsLs1VdxGW5E+QUExNmB9TNIXG2qqP7jdfpfvlFIrc7cDfFccw4SdNwmPCAiwNqOePxEMRBaffhb5pCVc2IusJltZcwc/Uqbtt8B4czMS4FHMVJvKt/wdSTN+JNtNJqVmg4K4EYlovZJzhIKNs445hHdc3zWCzTpBMeDh81drPsDish8QiSkCE4aSbkn0leh5WtGRbIOrnpYTK6wIAU4hXpEEJWQFBAmg6jRDZiJ0mNuYuiiJ15fVk0AZ5c4eV7C27le6kM3zgzxA/6xtEutHKhw0xTZ57qhJvqed8mNf0Sj560siQwwNLAAGLri7j1bWjSp3De/Alkt/m9edBUVoqprBTn2rX/tUn0fxjnCPA5nMM/EI1zbuCVZRVsWraYo20bAZWewYX8uLeUcD7HxrIzXBM1iNjxVJ5gXmFjXkFWXeSzRgQxUThFPO+mSpjA6csSk2/AF+8hlz6AmIDYrmKutuU4VhtlKtDHC2ELI+ksS49tZ+GpEsw5CR1INrTw6Px1XO7xIXTfwbh1kkOjJSwq66WhtJPhTIB5yWbecRyiMGnIDyrKKwn4POxs7eDZBeeRlSU+/87rXDVvJj501GgMLR5DzWQY7WunImBIBcTSxfizaX4824rYluXKoRzFJz7G+AwTsBPHSDH2BfWEJiaY49/F1lwzHxRNNHga0HWdneJxuuRJ3Eop81M+lo2G2eILMb+4mNLhYS470IY2fTH3FxpR1WWJVkpHVHDD+Tkv/uH5ZF2HMbvGyBcdpmqwihPNVZyqqyfqnE/e3AB6jjknHuZ6ZReWrIYOKJHVqObdaKrCvqY2rjosoPRK/EZax896niVps6FJEhoa35z5KIvHF1OWLOPRisOc9px+X9tLqsKP/mTFHZviu5tETlW2/U3/SLg2cdMREzIws62NF+aG2dHyfrOei+MyF5PFU9VN4rnfYVvyJabFf8XHHcywDHJH7iV6nPWsAULOOJl6M2uStfzJfBAln2T3jMMMiZ3cOH0JmGKAB68koAkZOvx7SZvCyKqZMecZcmKeodGPAyKzUiv59Y1hKrMeZB0W9E6i5POky5vZU3qEmWMriZlmEMw6cIrjKJYohyaLWRbsoVk/TavQyILJBbSX76ZmxMWQ185TiyLMjY2TEA6yp+ANCjyNOPN2klKMsEPHnncxah2l3zFA1rOA4yUHaOhLcWnRaRwplbRJ5PBcN8gC1r0ixY+mGV48xKOXT/IBdxu6LuA//GnOH3KQsjmxJCb5mf9uZpk2ElamuazvMVxhB7LTyXP+nbSer1M3UMa8bD3zitfhUDxMZww97rRdRhPgkj07OTRjHgOeAEXARKycJ695ndJIggUD1/PY8n30+nQseUNuYNNcIOhoAuyzWsHay96bBYrGfaw6FqapJEugPE1gTojfL8yRl/+SHZ/GnToIwPjQXPDtJhDsQ37LimqfJECAR/Yk6Mv10Sml2XreEg57tnLbqzGa+3XaizqZdLUTiM3AGWnA75dRgwkk4KHiFylubeJ8z27mOl6iteK3JPVl6PoBBEHHnC7g2IKdXJ8zCjA86HaSEkS+XRGnIbKTYCrCtN3B1oXL2N3QyW3bRZTxMEpkjLzDxZOXtLCvYBdLextpngBVHSRsz7EtfZpL1eXYJZFluUEOOa1UVKtoj1hhwET7Ai+zKr6JVRBRdY1dcZWEJrI9+gn2pC8C4WkEdAq8MXJ5Y8HWZqkCoCTsAj2OLJ0i5p6mbDROn3QBNsCR6QXgQFpm4+ocdgnQ4PkRM9s14/lq7nEwq81H2D1BuljDkaiC9Lt4s2FCgpMZp3rpLjCR9RWgWWzoZz119y5fTm1nF/aXxtBqE9iL0jAnx9RxM32evxZRGt4fxFURQbbGSDsG4LjA/EuWcPXYUl7w7mAwK1Bm0hlhB46r7+fYY5cTkSScZwnwpKmEtykACfzunViKTqHrAu0dS1FVQ6c+Pm701YpUH3NO7GOgtInjs6/GkirEmrdhHbWhikHStmHGbCPoUv4/jCxG4nl7bCnuqRYEYHfDBF1FPm4/2cPz8+q4Nj7F0w4fv2z4HEpvMfX6w1iinSQmjzLrho8xY+VKtj38AOGRFi4oOolJ7COg/BAOnYGCn4LN9zdj3j8T52zQzuEc/oF485F2EgMmHnzgZWCCbMbKC53nEU7mCFpEPq/7kASBnWT4jjXNuw4Vk8dEPqOCLpCzhBnL9XFEuhaA2+TXyMo+ZMti8sUXcbghjKLIOJIKK074+fDTj1K+5y1uffq3rDg6iTknIZJh3bK1PHbhTYQ9AVYXO1nYvwaA59VpEio4ZRM7wufztmP6PfJrI0AkGubwsWPYcikQRPKSwlhkkCmzgOeaa/B9+FbMH7id7CWXUJE4jYJKDBuvSQWssyvoksgPZ5h4lSwCEgVdt+IYW0DdVT+h9P77GL7tVuqL91NthQaLMajHG1P0ZA27pR7rINNCnLdNR0gKGUbOWjWlMhpPeZoBuNli46f2JTSmbgCgzC6yduQaMhEjiv0R0wJqzyZlTAUWkDc3YBd1vl4Q4Ybpk1RXTQCQ08qJFxgJchOSj/ktxoSrjML1z/VizcKZWmNAz5gyFDmKyLgN/9fSbClBa5CANYDf4sdn8eEx2ymfMNwKEkVuPGbP+14OayWyst6onqTrVPb2ccerGqv6bFgFK17BwYe3SXzobh0pBLoD/vhhjZ/OtKLqRcSynwbgC/IzqF6jymDhtEpTshozCvtrZ5EX8gQzBRyXhziRTXAiYiel6UiCwMmGZ9hW/zz7Kt9hV80bnAl20e2eJHp2oi/NK8yINCHrMkE9SslRowrckZoSJjynSCoxnFnjftjlBPuEeUzjoj/hZqPwDjJpPFkPdrmCCXcGURewRnSSUpIxMUJBegbOvI+smOVI4DgleWOL+ZS7DVVUCRc48MV0btO2UGkPowHHZrnIWCTeisicPO5D0AQWv/suN490AfB661UcHKompQlYBI15p37PpGuKhyoe5aXi1ygZMSLBUZeFTOtJ5g9XsKbgWlYVXo1D8TAuT/GHCsMBQVElnltm9IEvPXYvbVUzQNNAMiOLV3OsdJCHF3yHXp+xY5CW0ySlJAIC3owXl6ryualpZmUyCILOWGGMZ+ZL/NuYlV+PmTnTPE2sJEOvL//e61jJPqx5K8p0NbGoH1HUSJebyLa/DEBlUmVVbiaiqKPoZqpTC3h4rYgu6Czs1ZClIXJKFFGXySgpJAHCeYFhs8poYBBdA1nIssbyW0TdgivShJJ1Y49XcDFG+75ptxGSJEKyxGhZhIvbjEXtK3NXk1NMqHIBr9cblnRCPIymZglmCnDmfVSFGgDIagM4Ugomy4UcTRm7R77CJp5qmskDLid3LzMj2PzM938V61k5zJ+DLzIuGfrjrJgmm6kgNmokR75eeQUOMcNYro79+qVGn0tnufDjzYwVRUCAY7OuokgzFvs3rDqfyjGdrC5wLNdAJr2WE67b2a791V/8o8s+iQi0RgoonGgj40wAAmY9i01NMX7zN2iZNRNbTyvmoW7jQ7pOxOPh8MIFHFiwnqGDa4nHvZyudHC4utRIWAwUE6ysRE2LDGw3JDdTLS9AXqf/+f3YD/ay/kAxx1LGwmd7+12Yikt5c9ZtAHjOvu8sqWSWPsBC5SANDXuNcaRvCbFYEHSwJIqQRAV7tpTguLFzYgkEeKnBzguecXr9KUx2EUkzY49XE5hYSovvQi40T3EVr7NJP0xzphL3dDMCImnLOPWRdorCIyQ1nZsOnea8t39DTWyctGDjN4EPclRdA8DKhncpa/Qya+16PvjNu2j238Z49i76Eueh6QKceBruWQqn3+D/SzhHgM/hHP6BOGwxts3sY0HUrI2evjmsXLSUpz+xjBfmKNjipeTlOLZqN3VVbrbLWX5EBPGCQpZcVs3cSw292z7RT1R3MFfswpszPDc1c4b+cgFH42LSTRopk4orkWHVgbfxhydJmVT2zJxkbUoi8oGPMJ1X8Uoifb/9IY29VnzJYpJijjen7TzecTnF8gAlSUMH126ZpktNEw5HsAgW1mSbqY8ZZGAsUMKeZ55g26NHeeTb+3j4G3t56743qbSHAQi5ZqFqGhMdRsRTUHV+QppD1mEEXaLk+CexjBgTZVHkEJOJy5ltNohJG+BaUYmYMrL2k+o4r5oOkyKLT3PQ5L+QmNmBPRri19t+w9cjIT6RlhEQsOsGIc5YxxkUIRMuByDqaKdspO+9Nik1K7y2cAYrRzopW96PM2a0UU6vJVFwHIAmbw0mdxY1ICHosOr4IVRRRLze8KueUzWHzdds5hdX/gKAYCbI5qs2885177Dt+m1sv347by5/CEkHwWrlpdt3s/OGne97zZ/17zRMGO4RNbW1FF+4HkmHzz6X5SdnLuKPzxayYW8GSRfwhw2t7TXNCvYlxTxdrpDWzmdYW4UsaHzW+ySaIGJSNczJBNOKQM2sWjZu2ghAbayWVi1s7AScdVX5Wu2neGbTMzx16VM8cekTPL3pab42+3cAVPrNlK/MkrVMgq6zYsCCkE+hO730F/lYISzjkhsXvndPBcrZxTKGbDVsHavFpqe4FCPJa250LssvNBYnq6ZqqS71AODMehAEnTUbF3Gd/TrDRcFbSEgwtk4jthRfEPO0uMfQdJiUXaSDG0ilbuS7lxyHTZ9loKIUSdMpvE+n+0gL/vaLSGlgE2GV04Sw+EoGA0a//d2M76JOGD/3ygJzXavYUH4bJbZaVF0lVBrmB3MeZIv3ONpZT+Y355uYrvZjT2X52Qs/RCWDhkbh1Gl0yWbYEQKCLlA7OQ9bNgDAR8o+ws8ueoCrnQ08PjzGvx5wkRndiJo0nDF6shIvRkyM5UUqnRVcVXcV31j6b9QXLKcx3IiIwGiv8bfivCy5oX3kEpOIiCTycEV6GZIkUZAu4Nb5NzD+I5lTXyklZzERdbUhoWN2jhn9PbCCR9a/yKp8mkifFV2DCtdJZpY/T9OsBjxTc/AxzaqcEU1cfcPz3NpikLF9eQu+RAZVEHi90UhWW1NzAy99/B28pWVImkC1x0hauyp+OVbV2JqX8mOYTYsR5SKm0wlSQ4bM4xuRL3LV/Af58A0PYDv/60g2w+JNdcEVN3+IygZjvGtYHcBVdhrIgmBj5eF6jk1fz7NTPyR+ViYTt+xicOI4mqbh8AYY6TLawldhJ373L7jkgNGG2+JZXorK/KHtUQCafcY48Zy0mwtWG6Wfo6EsauYkomxEcL25aXYc66fr4H6jlLJi9MlAOsrS+XPx2e3kFYXeXClHDl/KnsOXk/AEsGZVaiZiLLphHoKkEe13Emr3EnMeIuk5Q+54BAGB4LzL2WUzFrClUoRPvHUr0z5Di+3MGGPhtRddxnm5BsrrjyIrWey2evqGjXGgOFeKM9aAY7IJKe7GHTUWDoMLWuhJOunEQ836Rj7yk9XMu6yQnBwDXWS0Nc2RvivonboeMfFB4ulyBF3BKqkUOCKIaGw4eQhfPEIIkW9f8GXW7p/GHVeZdkp8e/UXyAkSpem3cHtltEye1IvDyLqC6pV5Pezm8d45hDI2iI/B49fD83dAKsz/F3COAJ/DOfwDsWx5CaotjJ63MN52ET7PRr62aQ5zLWa0d42trl7vKS68aQ5PfGwp1y8sRwN+crCXP4WnGXOWIdvcJLMZXspfSUazYT9r85NTogTSAX7lOcKfxQ08s3aIfc0pxv1FHGqu4rnzhtDkGLWfv5NXpwwv3rqeVqRwnkWFM1jWcwUAO5OgpGCWbEyYx3zHOJCr4s3cDHaJC6lKLaRcK0Q5O3xMBKvJpZMcffN5ohNGgkl0oouKswS4bPXNlJeXM2j3ACAJGi6niTP1TxIt2ougS0w9dprM6WnK+kXy6tUAHE7n6QjnGNuVQU4bRJx0hrSQI6A5WZSZxTfNbr6w8pMM2wMUpqY5b89d2FoiFH9rKeVfvgCrtYrY0DzSKQ09ZxShyOT7sGZS3GiB831OXl3QQJUUZTL7G0RZJzhsEI2MUEraZUR6pqf3A2Aur3qvLZ85fwPPRozr9fmMyGcwGMRut5PP5xkcHHxf22fP+lSbqqrecwr4C94Nx3l2dIqGMUOjOW/ePIr/7d+wn7caPZ2m6OlnyJ4+jeTzUfbvd9P4ofsRBBOx2HG+VjjFu8sCHPTKRLOfZFAPUCmNvZfgosVHOeKVuKKoiOayufgE4z7E3B3UBHP4zlZvsg9LNPoameGfwUz/TJp8TYxNGRG3xRV+xqaMEq6ztRi2M0Zk/HhjOWarhXA4DJ4IJpPRJ8b0DFldotXlZSpj48hUCXNopUaZQFVVQlEBxWolNRHCbf6rDV1t7X5Sw79gqHsIQRC4ftMm9IxBolpoY45iLKKOpWtYu+hh7jJ/kXx+EQ8NT9HT28PUBzUydRo5zQPHb8KtCtg9CovmyFgEjb2V02gilGd9jN/za1LTBrloabidmd4VSEiMZ/p5c+hBii6ZwZ0rvwECxM3GosiSldl6azO6As7TeUont/B6+eucLDmGnBtEF8zkXRdx3YI/cYP2WewJ49yT/VmWly7Hu+CjAFyqtPP9Lqjs3MS1W0pZeCZArVlEQKcv1s9znc/xg33fZGDkGFUxo89FT0qoWQnZleD0hnKORbfSKg0wZBpldypCpeSnquoQQvpFwoKNrh4ju75+/ChzzGmsPqP/2bQ5PP7KUUrVMcaPuZjuNNp4VuwZHIoRvZ5nfx4BjZh/NY7ypXyg5SNYEGk+ZkRMR912quJGfxjKarjNbmauXmf07/A0oigSnxQRBBFdDYOmoFgNwtxw5mkCm6qR3GbkCDTs9lHyvIQou9DP5ha457mYXTSHxhnGolWYtmC27ATAaitG1W0cT25C1xVCToPoeob72LXVcEQ4mXLTcFbXW631khsa4rzJIH6zj/HUOLszhob5q4u+ys/X/BxJkNg9tBvTxRtZGTTuk3m876wKHjy5MN3JPLlMGoC8ywuaRrqvi1KHjc98+ct8oCXILNoRdJWs4CZdUs1U83wGZImO4zsoXmzsLA3tLiYTURivexKr6KTYMQtXRxPXvdJAMuFHFsAeP83JfS9TGALhrE7/+NOjjBepTAbMCJrO5Ls1TOWTmHWF85QGREnAlPViyvmwJQwt+DMOH+LUWR/ihgIkWWTpxTPIV54h79tNteUAoDGQncueuJ9USsRsl7nsY3NZX7Wc5lQzlpifyw61YcukmHI4eH2BjwtO78SkaRxSHHyn8SuQDKGfeZPppzrIjyURnSbK7ljCLb+4G8+CS3m4Zx4HQqXoOnDsMbhnGZz5S4nlfx7OEeBzOId/IC5qgtKZLwAQ7lrLrOa56KrO+GNHEXSJWOAI3gXnY3WaMMsSP766he9fPhNZFHjl+Ah3Pn+KV8LGpNopB2jNzwMEEmIWXcoRSAfQHZ1kswXkBZH2qnEevuJaDtanyCk6C7OlWNecx+sTYQCWnhnjorIP82TZmyBAZWg2voyP+YLx+6O+o/Q4e2lMBFFEga6UwNfIcA0Jst0GiR4PGtXntOxRVl1fxLIra5C1foosxja8XHc+N954I+NeI5t5WfdJSqtUWgpOMjLrfvLVE6DqhB89jZo0LI7+nTQ7zlZ+O3U4hHg2spYRLPh1Bxuy83hJEDmNRsTtYuxbK5HmVqJnUoz921cJP/kIuq7jds8j3H0eAFWNRrax2Z3CFfTzyyWzeWxOLQWKzoH9tyJbM7h61mHLGjKFzEI3oCOKVkDDNVZB/oixtS66XJy5+UPYEsY1Zh1GpEgQBKrOVo37S2GWvyDba0SdTVWV73tf1XW+eWaI4kgIVzqJ2WymqakJQVEou+suLHPnAmBbvZqal17EuW4dJpOfwgIjmjs6/Aj3tlRx3zI3EauL72Q/iaYLOF1GBEmLDnHcL1E1lOHpHx1EHCnDovpA0DjtPkVWMO5ttj+GllXfd26H+40kxip9mFAohF0RmBOZgTphkNaEdA3xs1XB9r6zGyGnoaOj5eyYMn5OF3Th8srsmaxE1QQuzb2MLEJffz++eUtxliXw+A5jd4RZvLicpiYHPd1GRK6gsAeT/gQz3QUsTKX5RNIgZwdCpahX30NcsjNy4ijP9Q6w/fGHqQqeIljax+gtTg7O/zxZawBTOkSk627e3PpTto0+yVaXEXlcOFxHWTYJmoBoFrHaKpDcZsyXFvLO8OMk9SiBikoWFy/mvNJlJKxnd27SMrvFdrZfbETNl21PEJhOYclbmDFSgqfuHqY9N3P3pMjPVliJzjQI3MjoMIfe6EVvugRNEzC781xwXimXe0exZ2RyY8vIDN7Cd0tSXOvNYjaV4854mReajYSEIk4hxhJM9hjPUG5piqPVfvYoHew2tTHmbqM7O05v7wKOHLmEo0c2ks+bcThCFGw4hPv0j3EWGf3v8GYr9p6dRHttqGmJ0EgNedlBwJJE3f9H7GKIJus2AN7quIjW3cO4zW6utS9iRatx3QNFHhrHjT7QnzII1oyVxnM22tGOPRFByRoFRdT8EI7glYBIYPI49S0uPNdeifdqoxJf6vgkWiyLaFcQBBE1OkTshXsBKKoxjjHSFWasPQzAes/LrHLej8er03CBj4jN6H8LPTWoVju6rnNyyknpWV2s7RXDwrH081/khhk3AiAg8I3F3+CDzR+k3FnOpTWGjOI3PS+yeEEV87yGzIO88Z3eXBhRmwRAMpvRzFY8ViuCrrH5vt/y8i+eoOjU77gotwVX1wlMY4PIQpK8otDZUM/x3nLMlRKyJYCu6vS9U0ra2Ulc2UFTOkDR6S3MPfk4roPGtXx0UOVnD6r84CGDoom6jEubYLzxMQDK+nKcCBn3Zn6uBkdGxHt2TS3lVWwpg2wn0j4KslBpNVPnt6HrOqIo0tTUwOWmJ9jo+SE3z/4DzbP9SBg5zsuvquFMd4RX2qaZjAQJRBspGq/khtN7MKlZhr1BTpTWsKbVKDn9YOEG7q6+g+Ej06ROhUAS8N88A8llxuZyc8lnv8Kmr3yHw7mFPNE3h6msFWLD8OjV8NJnIR3ln4VzBPgczuEfiN6+X+Ou2IdojiDkrRB2Eds5iD6uocoJBkpO0rL6r5XuBEHgg8uqePS2JaxrKmBtY5DFsxpRskEQYIu4CB0dp9JHUlcIpIMIQp7PS6doShtEyxs/iJIxvDJb1nyUd8NxJnIq9myem9T57HWdYJv7AGcC72IbvYjF40sQEQg5++lydVERbuKqeCl/ztm4ARMKEEan/Ww0ZDzgoLh5DrquMnjqdYprc5TbJhAFSMjl4ClnWpSJmCwIukb9+CDn5Z5BFlX648UcqD2EHLBytkYEh4ROHieLaBKQBIiqoAg2hLPfVxBsxozCLGSqLdN8a8WPKXQ9xcBHz5BYoYKuM/7Tn9L5hRvIh8tJjjeBoDFz+Wy0nAlBhMY1zQiiiK7rnO74VzLqaUzhSorPXI4sGpHv6TKD/GlaCiEjYr1r5K/tIsvcO6uaslgEJZvlgb5xzvQNkBsdpcbhwBGLMXLwIOmODtLt7aROniJ19ChgRID/I54YmeJ4PMWscUOXPHPmTJSzLgWi1Urpg3+g93Ofpfju3yIHAu99rqzsZgDGxl/Bqkf53aI6vrvIwbg+k3vUy7AFDT1y9szrVE4m2HLvSbKpPMU1Hm775AfxeDyE41G2e06joYOmk+3/62SkajrHBsLYyDLdaZz7ylwE+s8AOtm6WSRtHgon54AOAxNDJKQ4WZOxgLDFavja+n+hbvkmsppMezSIjwjn67sAGEhk8M6KYzanuORiFxs3fhSf76eEwyUIgkZF+RH6+n7HlbZnuWt8EgWdjqifHZN1DLyzmU//8Ydc+9pDzNnzBgvjh6ipPUgu6aF7x1fJWAowp0MsOHoXC3vO4PL6iVZqnLb1IuoC12SvpCxr+PeZAn5c51dQ+KUFTApGGwerapBkow2+uvibJC3GIsGWlhhMTnPPTJnDNQImFb72gsIlvRcxv6uQpwo83NVUTrFZYSiT4w9VblRBRBfz7HzlFM8+d5j2vPFcPhFvJXLqCACt5S20TTayv2s9JRMtXNM/kwuGz6fkbKlin9qNAEhZI4rq8w1RO9FG+VScMtVPoebCYQtjVjKImoygSQiaRHVpG3h0Rj4UQjAZkobUSDlViWom2w33Et8ttyNf9D0AlvtPssT5KJKQZ1JoZCTXzDuPtNPx7ihX9FQia3C6FCo21eOOGc9HOK8SzuVxBQooazYSeLX+zvcIsMVTRC7rRM4laA69SfH3v4cgCFgavNgWGvkFcpEN7WySb7bjFeLbt5HY/y7BcieiLJCO58kng8iCSpVjmtmbFvCBH61jbFYPumi046wWI+I9pjopzxm6WZc+gSk8gqWlBdemTXyw+YNcXXc1N9pu5Oq6q9/r6x+b/TEkQWLn0E72qwWsLeymxjX9F9MbyjNjlKaHAcgrLhAEchMlSKZZoOt4u3+CQx3g1eFmtFweIZFi0bLnWBzain9yEhWFU0fXkcpJiDokx6ykflAATz+K5dAD1Hc9R+nILjz7wwBkZmnEnQJJk7GL40jFyFd9C01JkYtUcLh/NRnBjE+BUrcRgGjyGzuB1tQ4Ajo52cplp83cGrNw3YjI/Z/bwb2f2cYfv7qL6e0Ch0N38PL0NzggfR7Fb6XWLlEgw7ZHOjj8Zj+ZRB67VWWs4hkeXvAdxgsf4mcnY0iaTkdRBYq35v/X3lnHyVHef/w9s263e3vurrmLXpy4EIEQgrsXSmmLlbZQivUHLYWixb24a0ISiLtekoud5Nx992R9fn/M5cIlF6OQhGber9e9stmdZ/aZZ5+Z+cz3+QpnVMmrAA/HXsiX1fIqWPA5qegSDgT/AaQMG8lVjz+HfdT5/GffEDa3yPOaLW/Ckoc4WSgCWEHhBBIcPBav34jbLIudou+qaF9UBkBDxrukD7sCURQOaTcyOYRXrx7O69eM4C9jU7G0JSNIIh1qAbe+njztSqoDZnQBLRavhXWWdeR2yRfGlML3EcVOJL+Wt/ZE8+r38nL+xEYJh7qdf8e8DcBATRVWXRNGvwGnxskq+1YQIKl5MLlakXiViovRoQUGRgUR5AN8AbwCPB00hd3mdApWLmfrt1/2uj+UO9Jp2L6T9eWytShb5UGDn1SrXJHOUK8ieMMqLG0PYlF9SLD6KT4PkoNgss9KIXaIfCENkIGqxw1iSa08diNFkbtGP0yorg2L60zsYeNwXq6h/XwfkiDh+3Y7+/4ti1lzVAE1Na/S2SDfUKKy5Yt1dfW71NR8gODVk7D5z+hE+beQrPE0ONbSY4TG8qWAThdB3EsvgUaDv6WFqrzhXPafN5n36Wf846E/4ztzOsUTJ2G87XZmfzOfwa+8Sumccyidey5l55+Pc+FCALQJByzA7V4f/7evBrXfR2qjfIMd3GPx3Y+g0eCJjj7EbSIoaDAW8wACAQ+1tR+TYNBx/5hUGkO0POk7j+7UCLRBXiR3B8O/fgqA3EmxzL19CKFRwVx00UWo1WoqXPVsUcuuHl1bG3r3X9TgpNPjZ5SuCp/PS6wZYrsn4y1fA0DcRRcxaYANSfShc8mWyY6gEhy23fhV3Wj8BsTNEcRkDQBgU3OM/LtJm4gSW3B7PNR35iD5wVmagCRJLFmyBIC8vJGMCJmNrdXL3OI2rIEARZKBBTUZ+ExmirdtRfR5cZpt1KQkkzZ2D35XEBVL/4zkC6VD8GIfo8WodmPv6GamLhjtPPnBMrc+GLvfirdZztJgHj8c65mJiFoV9SWFAESmpPWOQ3xQPInR8rlkdslWRYMo8MJsEYcBwptc5Bbswme2sv7T97k4KoQ1I7O4JzkKk0ZNo8UGwBejfdwSbefJQVfJ87toC6qAn+6oBC7PMXKVdTf6ukiqKnNwdZsQBD8gMXhwOaJDnvu5Q2Zgt49DECAtNJ8xi75hUsDK2Z7hnOeZyOTmGSS6ziC0YSyhDWNp2ngjvm4rRMgPQy0dEXi9BhyeHMrN4wlo9WzqyGZ50Wg6DenoVR6yDEsBWFGuxufeBhJ890o+nvflwLsFeSIbVVupMSVj7JJXQPY2yQ899hjZ4i0GBNQ9pXd93fK5ll70IUkP/Bl1cHDv2Aafm0botTnokqzgldDEmjGPk+MBGh57DFEtEB7fs7qijiLB1IomawaccTsAy+rk4DuD4GXvdtlfvzAQTo6npxhJyQoArL+7BUEUMWlM3DPiHrK12X3OpQh1CCNU8jz9e8t2PAEVc6J3otLL14sQdwPpHXIgboveQonfzhZCWBY3hVUJMxgWVs3W1miquyx4BTUfhM5kRc1YglJrmLh0GRF1dfgFDd7kKGI75dWEogg7jSYjJdZolscM4t30qTxlvxRnlxlJDw9fciXzx8siPXhwB550H4IbTK92sgfZV/nMwCLSL5Zf211+NAJE6uUHk1ZrNC0a6BSkXqUX8El0OTw4OkzUerOpcOexd2sn25ZWUdjpp94HkgSRIXqmnG0lNeG3xA5ZjEfdzc6AgTmXj+B+lyy0v4kJY2JbDBNaXaglCZNowzQqCtOIvgWG9qM3mTnzpt8x9+5H2BIYwwfluVR3BbHRmd7v9icCRQArKJxAgm0z2LhhLu0qB2qdSEqXByEAHaHbcIY1kJB+xlH3UbixHlVAR5xVvoh3WEqJ0u4hl91IEoS4QigKbSC5U7aulEb1NHSlsKnMwapm+QI2sd3DS0M/oF1wken20Oa9iBiVA78kkB+yBZ/oQ0RivEFFjFYEUeA+VTedwP+dN5DVf5pMTE+GgGoRvgubwmeJ51FTvZ5BwbIlLdv4PeGfjmHdJrls8BnlX3CZ9gOs1kYkCczNJqZ48jGpl2PVvIVKv4FytXzDNAudbK+RCwSopXRU3bIIMIlNuNV+9AEVQZ2xRO68nqDNZ5Gb9CLjx28l6w8fonvgHHxGHQ36UQDYbcvZuvhNuptly1BD29uUlDxGYdGDIEHC+r8i+vVoNaUAdBtiUBV0ggbUlQIRqqkkffE55vHjCDrzzH5/F78g4FWrQa/Hq9Hg1mrBakUdFoY6KgpNTAyGYcMwT5jQ2+bxsnpavH5GOxqQfD7sdjtxcXFHn0jIqwP7rcBV1e8iSX5G2MyMGBCODzX/8t9JWJ4JkLDW7mVO7OeMvzANlVr+zaKiojj77LMByFeXUSY20l3Q3FtqfGtFG5Gig3ihGUEQGN/egb+pFqm7GUFvpHNHMLYqF2ebrZh7fjOvth3EAEKKLKS3L6lEb5Z9qps9Zlw+FSok5gTmIxCgqSmR8oIMCr5bR2FhIVVVVajVapLKv6DgjfnEbvBhcgeoUqt4vz4Tn6QiflAJaedYueyRf/Dbp19i6vgyVJKK8qV/wNtpp10I8FWYwKxrziLu2X8jaDQ4Fy5EfPpNkCTG7XXRteE5XM2yxdE89cDvWVcii5zIlL435QnZswEwutRokOiWwB8chOqPvwEga/dubN1eSjZvpH5fMQaVyG8TIlg/OpuIaFn4h3a0YurqwlmlpUyIY7t/AJ0pufhsYTi2b0VwdyKq1DSKBtIyVjF6zIckp+4jyLoWt6Mnqt8m4PPKVvquUT4ktYRUJz/QarpDidGKTNaqyZyqRwhqJMIXQve225B6sh3sccTToJfneGHqBRTFn0Xxzg4KVtSxsOqq3uNtVyVA6lTwrcLnLiCiYSuqTiddOi3rMwQ+lxxoszMwO+W+fPHFp7TW1lCwVPbrFNVRCIhIBACBIMcuMqekYx4/vu8cVgloIox0bpSDP63TEwn7zc2IRiOuHTtwfvstEUmGnn1GkxwBnPsCiCIBKcCWFtlnPlSE1tZWvJJIky+YSL9svQ9vzKfGauKD/7xEyeYNh5xDro4O1nz0Di/fci1R3zUhSFAS4aY2egQqQWJkjPwALSAR7pFdIL7XDmalN4W1WoH8gIfrdV/Q5VGzrCEZgNLECUwcMYCw8JtoSTfgT/Uyes9Kglvq8KvV7Bw2nG5jKJIosGJgEq+fO4MFI69m/cTzWZc5mg3N8oPaoNAd1LZ3orO6CRovi9qgVcnkJ40EQSChrAw+aKbx4V/jbCtFQCIzTE92hjyvN6TF8arZxfM2Fxc/OpYbnhzPlQ8N58KMFzgn+F5GRb6HM2gvITl+hp4ZT+aYSELDfUyyqBnp99NR+hDugV6SVRIhOisd3k42urZyw+xsfh8pBys+kq1nTmmA/6x1McNkwXZW8iFjfDAJAwdz1WPPEjb+Cj6sGkLs0PFHbfNzoQhgBYUTyN69ewkEwBYSxJh0G3a1iA8/9dlvkpZ9/SFWvoORAhLFm2RxMWRgHiqfAUnlZbs6lsuE72iRDER2ReMR/VS69vVpO94ll0t2lTvRt7jQTKhihSMfjSRxpmcOlg7Z780lqchwyAIgSx8gfMA3SARoTesmk8X8w/weOUuvwfr8YKbVysJ2uLWYUNqpFUJ5SZqDSpDo0VH4JC3rbPJFfZSqA9JtALS1RbLJk8cj/mv5NvxyfGc/y9K0e6lolV0dNi2djwcnbSYngmhD5ZLfD9W4cQfLKZpCmi7FWjsGc6eFukc2UPfgJtxvCwQL1+G58il8GjM6VwuJr+2hrSAUV4/4d7mqKCt/HknyEVFwHbqepWZzShMdtTqKF5fjyZYPINl4PXHP/LvXchXz2D9J37QR9Ucf8tEF57P0Nzdjzc/n2tc+Zvoz/+Gml95j51//yufzzqX2kYdJW7mCtKVLSP3+OxLfebt3P3s7XbxWLfvqjW2RHxgGDRp01DnwQyIizkattuJyVdLcLFu7zk3pyRQi2HEGPYY6Vf4+16cL8L93PXi7e9sPGjSIkSPl3MnLNTtp8Tjoypfn15ayZkaqZb/RoVY3Ru9MvOVy8JA6cjiCqMWQE0LcHXnc8tDFmIy23v1efMVZpA4LR5Jg3ec1vZbBqm4rCCJRNDJcswWA6tbBtDY08NWnn8j7bqhkwfJqYowOIgyduPxqHjZnYGyVl+yDE9uwhK2isPoaqkvuQvBXUbH0D/g6w/HoBN43e5g2PAa9RoVp1Eii/v6IPMZr2pi7UWRyxBmIjo0EPCKCWkI/fCIAAb+f+lLZx/uHFmCA0Ag5hZ6xW4UXgVhTJG/Pfpu8i28haO5cBGDkxk0IWj1rP3mvt51do+bC3EwAhrfU8dB/nmZIXQVvSOfTak1A0urQqNVkZ2dzwQUX8Kc/3sUt199EW0ckKpWPmOg1+L0+vB2yoCuqugWHUy5nLumge0gA75qlaKL14JcQLRrwSQx0WZlujCDPqGH6rDMRdHIfStsTOK/jaYJbdhNQaWkfMI2x56cwbGYCwSOmUKGfjYSA/qy/Me/uB/nNa+9zzq3jSKiXg8tqoqYxqDmDTlFE1fUaTq8cQFfc2s7bd99GwCcvmYjqnuA1RAKCB2dEFRF33dnvHHYsqQCfhDYxCF2aDXVoKPZrrwWg4YknMdbKK1SiKoqUa58CvexaUdhaiEOSHwxsbvl7ywPBTO05vyyOcgwBJ/VDc+lqb+PzRx9k8UvP4nF143e5WPPh27x8yzWs/fg93J2dJAYnM84ixwl8EinP5WHqwt58vwAeQU2H1kpqkMSFebE8NaKNM4WNzK/OQJLk83aoYxsPTYvj1lmjWWK+nObf+2j6i4uJq1eg62gDUcQfn4AYHo2hy8U5/k/5v+j1fDYhky/vHM+6ODmYcFz8buL1ncRPqkGl8tPSnIkr6y6aQ0JQCwKpxYUEfCKO5dth2SN0LX2QuIqllG+V3WpabPI1LTfGSohZh1avxrLz34S1LyTWWon5rMtwGetpCOxm1NwUxl+Shn5YNzFzk2iN+472bNnnPivlb0xLlIuNLC5fDMAfM2KYYbPgFwXuGmTg/0xevh8QhGe/H9tR0OoNTL7mRq576hWi0jKOqc3PgSKAFRROIAUF8tL/kKQcgmvkILKCLomOrlhiYs8+avvaknY629xoDWrUajVmh7z8tVEYiEaUCA/UEOaSBdCuyAriXVG9bS9vG0CsWYMggbGonCe2/AOAX7WpKGm2IQrQFDBhEn3MaZnCE5W/44ogEU9QBa7od8kpO59/aF7mIt9XCCXfg6OK3J5lQXW4nZVjt/Fraz6TBFnYFKuSWTlyA0+0fkihUbYC5s17jPog+Wa+EtkS6lFZeaFxKJ4BF1IlheMLSKjxo/N3U2UIZYGgkavo+WwgBfAEVDT3FJmweXLZ3b4Oh6eZgBRAcvvxVDrp2lxPYZEcUR7VuYVOQUtXpwpXc481CR3BhnHYS+ZgrZWt7pYzY2lasJWKlXZa58o3VKtqIHEX/OkQUaoym2np6iKgUhEcGkq0XsdHg1OI1GrY2+niG5UsDA4OhNuPJEn8taganwSzDSJtVbIla9CgQUedA336oTIQHSVXv6qqloVCapgsFOsEibvjzWz8x7towoLwdalpeHcxvHYmtFX07mP69OkkJCTgFfx8p9lO4zdFSL4A9SU7CRZdaDQahjWqkDw+fDXyb2scM53w3wwm5PJsNGFGBFHgnLlyUN7IkSMJCwvjjAvS0OpVNJQ7MVoT5T6qMkAKEBBFpnnXEKRqIyBq6UrIoMPtAb8PdVMdUyJLSA9qRhI1qK/8mLgeYdJo0lBUOYrubjNebzM1lWuoWPoHvB0RqAwB/qN34VBJXDIivvf4rLNns/tSWeRf+r0Xsz4IlU6eGzprgIobb6Tqt7+l7NZbSd9XTWajg8CChbS+/z7tX32Nc+lSNHWyJdDu1jE1eADvnfURyVbZ2hX5l3vw2KyYOzsZUN1Iyab1vUIa6LXod7ldFGZm0mUyIgQk1I4W4pt38oc77+DCCy9kwIABaLVa/C2VNFan0NIqW449Tvl8CagFXKKA3T6O2NgrAHDNMslr1j7ZFSDQ2RMsWtCC3qUClUAgyUJnZ08ApujCtq+D7D1vofV30tHuw9niZtQ5KUy6Iov4u95GuGMPuiFzAFBrNIT7JUyt1QRUGmqjxzOi9EZi2tPJD3fgdcnnRVuQHU9PysTojGxEtdx3SQrQaSmkwaqnvK6uz9z1d3rp2t5I50Z5bK3TD2RHCbnmalShoej9e/EV77cqh6GJGdbbfl3NOgIq2RJJk/wgWeoPIU+URXF441ZCrr6aC596kWGz5wKw/ftvefuPv6Psy/fY9OUneLq7CY1P5Kxb/8TVj/2bP0z9K6Ig8kZ7AU5jHFrRh0Eni7rgmDg0sYlcYNjBs/NSeXRuFudUP8GapgQa3Wb0ZgvW8Eg6mpv4+P/updvpoNo0l/mczfb64TRpjGgqS1A7WpEEAWdoDF6zjcbtdkqN3+JYX0aqUY/VOhwnZgi0M3rsekwRLlxeHY8WXMiCEjnwbOKUKSy/7QmCJ3diTZSvQwFHNa51bxO6RS6e4rXI1/4J6bJ7EjVbYcU/5dez/0Virpw6r6WlpbeABkBj4RM0ZMjXktCi8zAXj2J6wnQAFpZ+xx0fbuaMfyxl6Yd7EJvd+FUC27Ms/On7vYx/dCkvrSjB6fJyLASFhR/Tdj8XigBWUDiBzJ49m+ioaFLKreCXaBYdlHskuiuuQBR1R21ftEm+WSQPDqWh3IHWE0ykLQEJkW+YzExxNaqAGoPPQLG1gTiHDYAwbzDqdhdtg0xIegEp6F26JC9Dut20uC9DJ3lpD+gJErpRey0EecLJ7MgktkJe+m1IWUy1EMJy/0Aac66Ds5+CaxcyYJ6c97YgKAP9WX/n97/9PdcY5Iv0954BPLCrlpp0WQzGeKDzg69wi9UEAlq+CD6b0kRZRAwMVPLRkk2UNsn5foMEF22GcJa0JlCtAodGtgCJbtl66Q6X/Wh9Nd0kXj6G4thdfN38MguqXmV1/edsbt1Ei18CJGIGR1OWJYtCa6kb/AIB3AQvnEtYyTwEBNz6OlqeuYOWrR46JwbwxUggQVbe44f9LVpaZL/HkBD5Jpxg0PHh4BTsGhUbeqxUVVVVeDyeQ9oubHKwvNWJVhCY0ykvrSYlJWGz2Y46Bw4mJkaObG9uXk53dwXRNgM6tUggIHH9nEwuyU4k6tEnAWgrNtG5bTe8NBFKZYuxSqXiggsuwKw20C52sdSdT9F3e4ntWUGY4K4g4J+Ct3ojBLxoEpKJ/MtctHGWPv1IT0/nrrvuYsYMOZOHyaZj5Dmy72xTjezHWRPoKaktBdDgZ65fFjcBvTxHUlyF3DCgmME9LjTC3OdRp03CWiULu8qQAMuqx7B50znUVc2javndeDsi8IsuuoepaRECDI23kR5xoG8BKcBzmZV8M7xHrH30Mb5uWVSqNF661q7Dufg73Iu/I7GpneSaRpoe/xd19z9AzR/+QNWvb6b1rj8BILrhuj9uo/HMuZRfcw11Dz5I+6ef4b/gAgKCQEJNPRFtHaz7gRU4KCiI5Ph41D4fcRUVzBg6CktJEYbqfYzRbEFdfWBpXpIkVq9eDQjYrDfj8etwt8uCrkkM4a5V/+DdotvoUF+GIKhxRTjwxgRwzn8bXaoNAhKqEC3eynW4d32GOlrF/W8vwqTtwBdQcYO2FVeNDp23nbSG1wHYvqSKsh3yHEQUwdLXh7Plrf8AYDtnDjF5iRBQM3PP9UjdaaSqZGt0m11ukzRkOHNuvw9BLYsvc+s60kLllZt1i1fRuaWe1k+LqPvXJmofWkfLu3sgIKFLs6HryfgAIJpMRNxwHlGj2qjsUBPwtwEC9WUHgjTX1a7Dr5JdbwxdHXRKGibmZtNWKvslR/rKCLnxV6i1WiZeeT0X3PswlpAwOpqbkHw+whKSmXPnPVz5j6fJGH0GgiiSaE1kZtJMEAS+tcnndaRWzqlrikukw2xDpVKRlJQE656jsqKBjc3ynJ5+0++48K8PY7aH0FJdyad/v59orZZ3hKv5yDaKjSmhCEjkbNlEQkMDAUnCHZeK12KndLWFmsDHeKqcXBITzhbkBz5juCxMnQVzSPZ3o5E8dKKnIyQFKTyEt7LmED2qDeESNYXjL0e0yg9bXp2O9T55bManh4HXBZ/dBAEfZM+FnPPQ6XSkpMjn5549coyGsWI1FZFfgAi21lHYS8/CubSS9a92EfCZ6fZ38PneFdS0u9CJImPaJMIQQa/CGG+m3uHm4fl7GPP3JTz67R4anW5OZRQBrKBwAgkKCiJHikeq7sZHgIaBcrqf+iIbbfVdR2wb8Aco2SJfENPyIqjbJ98Mxo2eiEatppIY1KIadaCDqM5YOvGgdsvia0BtBKvi6mgym9BmbkVt2ocU0JDbdg6e7i68kkhrQI9WCHDGiEm09lTItJZNRRUIxmUQuD98HveYHyD0vMdh2NUQP4rMkAhUArR4/dS4vehNJjLNcnDRbsMQihs7+TZYtrZFVLioCSwCINgwkYBoZGF8Lk6DH1GAkg3fU1gn32x0KviyLQ6/IJIYbGTYcC+iKrLXDzigG44qRA8BidjgTObcfje/fukt5v7ffaRdOIFWm2xZ8HuKWbZnPnVqWRDFNHWg7jFEdesLkSSJjrLv8H7xCK5du5HC/HScIx+83hCPyXR4n7bmniCq/TmAAdJNej4YlAJmM06dgUAgwL7y8j7tXP4A9xXL7iY3xoZSvlNeFThe6+9+jMYk7PZxgERV9TuoRIGkULkYgbfDgyAImEaPxnaBXD2wdksEAUcLvDUX1v4bJAmz2czckTMQJYFyVRMfrf0crRDAFxDI8KUCKnw1svtD8CUXIIr93zqMRmMfa3nOhBjCEywEArJAqq9pxGGLRpTAq9WSTCVDBTm3r5EuLsxyY/XJwYBM/gsMvAC/z4unRH7wq45oZZc/AsFnonn9RNwOO37RhTOsgC9r5N/t4h9YfwE212+mvruBz2ZYMc2YDj4fvi65/+bJk4n+5z+JvP8+2sePoSg8mK7hQ7Geey6WadMwjRmNfuBATAmJiD0+PW6NGl99PV1r19H67nvUP/wwqjfeZG+GvJSbW91E5ZpV7H34b7R/9RXdBTuZ5fUx7+NPmOzsIDo5GsnnQC1CqrmZui9f6/W7Lisro7a2FrVahUbzBlqVm642ee4GLCG4ffDR5irOe6mQPa1DAeicosJbVYUmvBVP2Ura378T1+bX8BQuoP7NP+JqXSa3l5KJWCY/tOlS3UjXbiO6SQ54W/LWbjraXPhaXbiKWvFUOfG1uHBXVOFcLC97h1x1JTNuyCF+gB11QMes3Tdi88v+xO3hcdz4/JvM+9N9rP6kFEFQQ6CbRKufsZEzuNg9lnH7Emn9sJDODXX4GuQHWXW4AdOoKOwXHbQM7nYS5HwHvyhS0WVD8skPRHX7eirD+T1srt9MQC2LVLO7myrCmGPRIyFg7qgi4deXozKbe3cZnzOQK//5DKMvvJyoCWdy8d8eI234aISD5vKvBv4KURD5t6qRgCQSq5XP87LdspU9ISEBnasJ95LHWFCTDgjkTJpO2vDRBIWFc/49D6E3W6grLqRjsxwwGmg2oPGpMQUHk62zMGLpMhIqq5AAV0wyXWIkO+o20raukLPCbOxSjertT1uphYyGMWT15GVf64njxre28EJRLa+mX4hTZSTbV4r3zFRMk+7FOO0+pCdfo1LSYdGpGRxnkzMtNO4BUzjM/hf0nKOZmbJrzJ49e3Ds24I69lMkHbir7Fy29RKeQRawcztEUpwD5fmdXsab145g233T+fj6USwYncnjGXHkXzmaR88bSHKYCafLx3PLShj7jyXc89kOyps7ORVRBLCCwgnE1+IipkK2dlWFr0EM34U9sR4kyP++8ohtq/a20u30ojdrCIk19QrmlAGxjO8JrFrMOEayjTCX7BohpgVz8eJYhjrC6T77YlTeGgwe2dcyuGY2Hd2yUNrpjSZB1UZsWAoTzxmKN9pEnTfAjk41SalyxPVZyYs4Ozeoj8DRq0TSjXJgWUFHN9TvBEc1qLTced1VxNgMtJnkAJywZjedUXLATlLmxUwJkdMJNeeaqPYHIRKgXZL3VeszEtCp8Q4PZY6rFk3c3Wgtmt6KcFXlpehTbQC4i9sAEESRsIQkcifPxuuRLSETLh9L5pjp+N1q1EYvDExGU91TYrnlPbo2voCU/yFSdzfGrDi8N3UR0MjHFxV57hF/j4MtwPvJtRh5Z1Aq9T15j1/ctB1f4IBv3EtVjZS7PERqNZyv8tLS0oJWqyU7u29k+vGwf0m8puZj/H4XKeHyjb+k4cCNJ/yuP6COiMDb5qexfjhIflh4N3x6A3i6SByWwViffEP0Cm4kCeZJRbgDo/A7KvE3loFajXXOnGPulygKTLwsE1EVBIKZgN/Plp4qf2q//GA0XVrCKGsT5+WY0dVuBCkAQy6HcbLPaNXunfjdbrq1fppDW9FKAYJaBqPyGwioXbSFbMMcGUxpixuLTs1ZA6P69GF+6XwApiZNJ/Yfj2LM21+xTsJ68bVYzz6L4IsvpjjEQlGUHfPNNxH9yMPEPvM08a+9RtKHH5A6/xuComSfytBXXybx/feIevhhQm64AfPUKZjj46mPjKA12IbW5ye3soGNyxZT84e7KDv/fBqfeAIBsM49h10rZH/ahLRM1KKEvfU7ti+Wre1r1siCKSJiH35/EXpdNCEG2bVkzriBfPLrMcwbGoNWLfJFkezW0THUS0AvUXPv73Hn/wepswnBYMFnDkbraOTSbvn4E4KzcG6SXTOEaTYCJhUR0zdg8bbR7fSy4P511P59A02vFtDwbD51j26k6jePg9+POjKL9oUdtLy1k9F2HSPCRXI0Rs4tkfPnOgQJ2lXUfF5Md77sjhCtM5IaMhnfrnbMkp4AAdr1LszjYgi5Iouoe0cReXsewXNTUZm1B34wSYIvfoPQVEixO4yAJKJCvjbWlcgCeEPdBlx+F6jlc8zs7mbMiKFUfiene4ySKrGddyDN2X70JjPD55yHKSb+sL72ydZkZiTOoFmtYoMmDLtOFutCz+pTamoqLLqH7yujcPr02CIimXT1Db3tQ2Ljmfen+9Ho9EhF8sOdJMjXiCm//i0pH36AZfQoRqxZQ9K+fSAIuKKTqGtIYGPxi3g6PcSHTaDZb8fjVFO2LpEXo6oAifLgcMojohAk0BQ6MG7y8B9pGgBn1b+AOsKIyhRDZbl8jRubGoqmci3SmufwSzY8Y/9Nd5VA58Y6HN9XELfPwJn+LM6os+F4t4b4gr9h2TWJu3fdgcsnsMoqsipWXpn8lUO2SjdLWxiTasOglb8jVq/lsugQdGoVFw6P47vbJvDiFcMYHGfD4wvwzvoKJj22jN+8u4WC6vZ+x/xkoQhgBYUTSM3ru1EFBJp8fiokB20l40jKkStz7VlbS5fj0OXy/RT1BL+lDg2nsVz2H7ZFGNGbNYwePRqrxUQnJgKigTCvLDK2+/Zw4e33c+kDj7Kg1YGl+UUkycsYp8A4rxZBgL2+MGLUrahEFedfJvshp42NZn2nH1e0hbCo86jrjMCi7WRc1MJD+pVjkf1qdzi7YNFf5DfTphMbaueppAgki9yXLS4HzX4tInaCg8dyboQcrLLFNAaH3UmhL5Qav7xUbrHqcY8OJ9PlYeCYxwlIbcQOrUTlloVkbV092lR5ydRV1HrQONXj6fYRFKond0I2XQ3y5/a0doJGx2LUyUEm3nAngZqtoFIRduutmK4LoSlKx/7ovdCwyYf9Lfx+P62tPfv9gQV4P8OtJs7OkYMOu2uquHVPBQFJotbt4cly2ZLzl5Qo9u6QUzdlZ2ej1WoP2c+xEhoyEb0+Bp+vjfqGr0np8QMuaezo3UZlsRB5/30AtKyuoTv9dhBUsOMjeG06KmrJtiSR5ZP9N90BP7G+nghtlxxYY5k0EXU/x3skwuItDJwc1+sXWtVuosNqQfD7ICwTPR5m6PNJKXsHvJ2QPBHOerLXSlW6VXapaY6WsLrCuMRpQuPX4FN10RqcT0DlptInz5s5g6Mx9uROBfD6vSwqk1cdZiXNQmzYRuykbswx3YRkdaFKkn1KfV4vjeVlwKEBcPuxhMhiq8vVjWHwYGzzziX8jtuJe/ZZUr75mkGXX866UaPwq0TCnd3o/AE8wwaj6hkvld2OfvJkCtfJlvThl1yNVxOKXuyg8ptP2LJ8D0VFco7lqOitWCw55OV9SmeLLLyCI6MZlhDMvy4czPo/T+GioVPpagtC1AboHhFAcLvoNAShy7kQ05SHeXHsH1gXmY0/Xk675XlvPWJ4DuYRZ2MUniFtyQvE7/sLw+2hqIAGV4ASj4Q6zIDKqkXCg6dMrr6mjp+It6YTd1Ebrh1NRHlUZBlUTEKHzi8hCQIFbxUQWFdLzylKsEqivrsMT7qE8ZJk3jGu4iNW05IFhgGhqEya/ifMmmdg1xdIooatopzJJrin6lxdqYPC5kLuXnk3EuAT5WuI4IFL4yw0dMnW8gGXT0RQqQ4zI4/OjQNvREDgXbsfu1Z+6BbdLpAksvWN7Fm7kt2OCARBYOYtd6DVG/q0j0rLYM6d92DrklfpqqMSef6KW7mky8TQgkpmXHMb5zz9Jvdd8mt2R8TLIjgqkU1VAkNXbeLd+k6erfk9ez5ModEcS2RbA35BQJU3housNsZ5NaiAVqebd7wzcUka9A1bMCXL53tCkYNHMHBrlYfal5qpdn9KrfttGr400Pz6Tlo/KcKxuBz3pibivNFYu6PRuEPRdcYQXXUVH5gTWHr2QFbdNYmLbxlB0JmJ5HalEuQz0+ZuY1PdpsOOnSgKnDkgks9uHsP7vxrFxIwwAhJ8s72Ws55ZxeWvrGd1cVPvqsfJRBHACgonkDK1SJtPIr8rQGvRNOo2X8nmr+ULrN8b4L0H17PghR2s+bSYnSurqd7bSkerG5/Xz76tsmUlbXh471JgZIosAtVqNXPmzgNgozCIge5i9F4rzb4OHDFqyiUVNXUfo/Hsw+KXGNI2AS1+WgIG6gJmwsROzhg3ttcHNWtsNOMuSmfylZmsKGrho0JZGLvb38Xl7hvMkmuWL/4FtaWwbymotPjH3EvjS9spq2gHUUDt8uN0ifxj4+8p3DMeT7fEtJAgTCqRhkAQqQnlrPEl0YlsbejMtoJOxSzrKwjqNszmTCbNuwVtwAYBP15/gA6bHwTwNXbjaz/ga7ZzpbyEnppoofJfqynbJYs3e0Y77sgyws+QLWr+VB26tDQS33mb4BuuplAtB3gZuv1otWFYzIe3yLa1tSFJEmq1GovF0u82Z/YI4HBnG19UN/Dnwir+VlJLlz9AXpCROXYzO3fKFquDc/8eL4KgIib6UgCqqt4mJUy27P9QAANYJk0i6KyzIBCg9r1NBC75BIyhULcD4eVJ6MK6GePLwOwbxM3SHjxSFuDGvVsWbdZ5835U/0aenYzeIvttt+2LxTP2RvmD1nLQmqF+B3TUQVgWXPgWqA6Io31bZAGsj07inJ2/wxLQ0CQGaImuIKCSHxiX18li55KD3B9WVa/C4XEQpgki79sH4NVpqCoXEzeujfAbLweNvOLQWL6PgN+H3hJEUFhEv8dgsctWPGdLc7+fp2dm4rBa2T5YdmXJqmmmJjme9DWrSV+3ltTvv6O0cBdetwtbZBTRmQNQD5GtlGn6lSxfLQcehYRWEBc3gmFD30OnC6OtTp7PtkjZsu13OvH/5zXOuPcGohbKFv6OCXIFvrdSJ7EqdQKCWsdEg40to67FmySPjbi5BbrbkKwj8VZLiAENfk0nQsQ2Uiz5AOxy+RHPTyfqzyMxD2kGbyfq6BiiH7ySkGsGEHxhOtbZyVgmxuGKqqY80EFEl2zJLzWJVHv8NPnk/3sH1LOs7gO2NS7FPiiGQXlyJphly5ZR1drFW2vLuOLV9eTct5CJ/1zKNa9v4K13/0NgsfyQVpd3JY018mpZ3L59qPxuPN0+7vjiblrdrSQHD0MS1SBJDEtLZ++/P0US1VhoJ2bm2H5/o2Ml2SZbgVcaDaALICAhSAFCTDrEpY/wXa28wjZy3kVEp2f1u4/EgUO45PwL0Xg9+FVqOkyhVLm81Ht8tPj8dKg1uPQGlmcMoSAqEQQBKTSKc1Z9DZKEydGB369Cb5YfoMaMHMWVlUaS1rUxzqfj9QuHEGMzUO0N4n3/JAC0Dc+CWiDYD+PQYG734Q8EA/JDoWBSEQjppCtsN20xy2lK/pK6zDfZk/wOq61fUxrdjmBUY+rwofmqjMbntuEqbMUyMZbgacmMdQ4G4Jv1nx11DAVBYFRyCG9cM4L5vxvHOYOjUYkCq4qbuOyV9cx5djXfbK/FHzh5QlgRwAoKJ5BWPyzvdGPK+YzgtO+ISPVhDTOwv+SQq8PLvvxGti6qYNk7e/n8ia28+efVvHzbCjzdPkw2HVEpNupKewRw0oGKOykpKYTajEiIdAg2Iny5AHxXupC39m3C2P45AFfWplDnC8Ejiaz0JDNCU0mXpCEkZWDvvkRRYOCkWEKizXyzo478xlyc/iwCARelpU/3OaYcs3yTKnDKN2PfgBupf6sNT4WT/DBZyEyPshBlqqfVHcwzFRP47IM9GFQis8JkAV9hS+OmwV/37rPLqCLC38Agw2r0+ngGD3oDkyWY2EgjKpf8wFDTVIc2Vhaf7h4rcN32JhrKHAhAeGErJfs2IRHAbg9HH+zBZSnB3lMxyhvkJv6z9zAMHkx52fN0a31o3X4kBEJCJiAIh788/tD/93D+sDabDZvNhohEVHsLb9Y080m9XF3qb2mx7NmzB7fbjc1mIz4+vt99HA/R0RcgCFqczh1EGGXRVNJ4qO9dxD13o7LbcRcV0/xtAdy4HKKHQncrurKnERCY4hPQ+mUXELWtBn9rK6qwUMzjxv2ovmkNajImyA837nYv/sibIXoI+LohRvZlxRwBl33Um+YKoKWmmtbaGkSViuiSWRi9QbRr6nnf7Gatu6dIiqih0a8nN8ZKTsyBtgT8zM+Xy+DObKpCVb4aRA0MuQJu2QgzHu7d9ED+37TDLo1bQmULsLO5sd/PQ0NDsdvtFKam4UjQo5IkbF8vpKGkCJXNhmgw9Lo/ZI+fjCAICLmyX3a4MR+HV/7e3AGxDMx9HpXKiN/nxdEof5/FYKLx6acpnjyFxiefwt/WRlBNPKKkwR8l4UmVmFu5lQ8CHvxIjELN783tSGofgleLptVCwFFF1/KH0CU1EHH7MEy3mqgZ+gzCjH8TrNqMJMG3/95Cl9NN69ty8Jv9isvRJdowZNgxDY3AMi4G64xEUq+bzOsJf0Lokh+yFksSm7oCSAjoDCqG9IjQ0vzNdLS1EZw8EASRiooKLvjn5/z1i0kzCr0AAEovSURBVJ2sLGqiw+2jrLmLPXv3MGvv3YgE+MQ/jlf2VOF3q5G0Au0xWei6ywAwNNlJs2Vg7ZDdfoweN+dYNVT25PhOHdO31PiP5cZBN+JH5KsgLTatbIWfFtrGwgIV7oCGyKRkRs27+Ij7GD7mDH6r3UJY1SPMUn3P/GFpLM5LZ+nwDFaPzGT9qCxWGbzc8eE7RDXLx2fV6nli13L+FKzFY48AlYhR1BOlS2fHsioApl6Tzfih0Xz92zOYmB7Gy77ZeCUVuupFVA/s5DXcLDOWEqJ5kHDtbRjP3kbTRW+wZ+yVFA37DZVD/kFjzOu4Cz+n/utqVtVEssdjpCHGTehtg7FMiUfQqvBWd9D0WgGNL21Hl2JleoqcM3tZy0raVh/ZZe+HZEcH8dTFQ1h250SuGp2AXiOyo7qd37y7hX98u+dH/Do/DYoAVlA4gYw5Pxl71nrsmfOJH7mMebdP4vKHRvOrpydgDpYFQvKQMHInxhKfbScoVI8gyBV8ADJHRyJJEvWl8tLafgvwfuZcdBVqyUe1EMXkZrnNd6UL+Gbnwwj4GdaRRJ1XtsSs8SaRpmrBIPjY5I3ljk920u3x99mfy+vn+931gEB0/B0A1NR8RGdnce82+10gqrRhNBtTqN80gUCHF02kkZ3ZskgZoi3lD3lPE2tuogMVD+2pYO3WOuaFy0uY6xmDTSuLEJVeBWqRqeJ8RH8wQ4e8hU4ni4+Bw6MRewLhSvaWoUuzAdC5sZ6m1wvY/IocUBatETCGGqgQ5cpeg8+Zi0plxu/vwuttQqsNByQ6O/fS1VVOeYUcjJha1o3LIBIaMumIv+Ph/H8PJilJdm+5VDxgob4kys7gICPbtskR9IMGDTqsiD4etNoQIiJk67amW/bzbun00NLZ161GHRxM5L2yq0rTSy9RVdTM2olvUxIzF50gu2SEEYJPikPU+vHsk/1SbXPnIqjV/BgCAS+amLcRRDXg4/s31iCNlzMrULlJdnm4bhHY+hYB2e/+IKhjET0mGkwVrEh4jlCTn0KPDVv6cNYHkgGBi0f0tPW5YdPrdD4zlGXNci7TWa4AjL4Fbt0O5zwLoX3dHOp/IIAPh9kul6F2NvdvAQY5EwaCQMnZ03Ea1HhVIsvv+SOLXnqG+c8+TkVBj8vLONm9xheZhdtoZLOUiySpMKgC1CyfjadbtqK2NzQgSQFUokjtvPNpeu55Ak4n2pQUov/5KEkffIMWOetG53iJqLYKruxooyJCj1sM4E2WH4S0NQbw+9FavEgeN01P/IXWt18kxDqajMyHEAQIPfsttIEWnI4Ab9++mHJHMJIg0P7555Sedz6l519A6QUXUnrRRZRddDFl1/+eeU1umnXycnirScTikAM+o9KCMYXHYIhORAoE+NUDr3DJG9vY5ZXHcIi6huEJNv48M5Ovf3sG7187hK8iXiJUcFChTeHVoF8T1SGvNNWYI3k4dRibEsvkfbdmsHXDhZQ3yL+DTfLT/tS/abHLKzbpk3+aymIpthSGqsfwucVEcI8A3rB8ExVdwag1Kmb+7o+ojuF86NbVQ2AXQy06hgaZyLUYyTIbSDHqSTDoSB09gmFvvMaU0iZCA3J6wr1NbeQXFuEJla3+wyMGs/Yj+fhHzkkiebB8PQw2aXnt6uEMGTiQz/3yA4ej4B98QjNzxPsxqDbQmNjCVvcTNLcuAyQ0u0WCX1Jjvd9Eh+23zHjvKyIj5ftKe3s7ol6NdVoCkX8cjvmMGFALeEodNL6wnYFNKeS602lXd7D6+4V0rKs5rjGNsxt54JwcVv9xMr+bkkawUcMFw2KPax8/JYoAVlA4gYTFWwjJkq1AMTGXIoqyhVSjUTH0TNly0VTp5IwLUjn7d4O54m9juPGZiVz2wCjm3TmU4Wcl0Vzdic8TQGtQY4809dl/fFQEZp0sYr1eKxq/kTpPGz53JbpAGOlNOQDs9oXTHrCQqa4jIjIKpzGa4oYOHlmwu8/+lu1tpMvjJ8ZmYHj6REJDpwIBSkoe690myFFBQrd8IVwn3IgU0GMYHEbQTQPZ2i2nQIrr/Aqrzsmz53UTp9XQJcL1H24hpDtAqEaNQ7CyuUv2x/QYVWgkN2Pd60iKfg6D4YAoShoxujcTxL7iUvRpsoD2lDtw7mmh0iMLh4FzklFdEEJzUyWiSk3m2IlYgwYD0N6+FYtZDvZyOndTWHg/AcmLvdWDvtuHIGqw24+8hNpfBoj+SExMBMDYVMezWfFcFGnnLynRtLe3U1IiByT92OwP/REbI1vFHK1fEGWVfYpLGjuod7hYt6+Z9zdU8MiC3fyhMZTtiYPB52PzLXdy2SubmVJyAff7ZyNS37s/Y56NzlWyH6j13B/n/gBQX/81Hm8NlhhZjNfv20Nh2yCIGgy+Lmgtg+DEQ9rtWb0WAEFMwhqn4evs52i0ORhjaAIEXi9Ss9cVhEEjMifTAqufgicHwte3ssTbgEsUSVRbyP5NPpz5fxAU3W//6o5BAFt6HnY6Wpp635MCAdob6ti3ZSMbv/wE5/aNGEt3U7N6DyvTE9iYEk2F5GHH9wvZvVLOuCAIAsveeoX87z5h3eqLqQhWsxF59cXqHIC3aC+r7nyR+n89QfF99wJg7OxG6upCl5VFzFNPEf/JZ5QZB/P2/RvZvXgwAK4hAfxBEuOjSxh1yxAKRrYRGCzPU80eJ1qjg6TZHQRfLrvKNL/0EhXX30CEbioJCTeh0nYRPf0ZjN4avCoju7KuJj/3N7SWN+PauRNXQQGuHTtwbdtO97ZtdOfnk7PSRZBPtgS26svR2mXf81XtTgY/uIiFLtnvO6Z5F2admvC0QQiiinCxg79Pj+TGCSnkxFgZtfdRQtt3gN5G/K8/5T/XWumulC26AyeOh2FfUxZaBkBmfTySz0CQQc41G+91U9NmICBqsIbqCInpe038bzg/5DJKNDr8RvkBttElr3ZNvPJG7D0V/o5GtVPO+BJrObzQ08bFkfT++0zziJi65YeIVlEHogqbV0trsZFAQCJlaDjDZib2aSuKAk9eNJgP9PMISALTxM28pP0XQb5mOg0qCuMg4DfCMjPh92kIe0ZNs3s4CZ99zZS//A6VRt2bDaK9/UCQmsqkwXZWMpF/GC6XNxbBs7eNR/fdyh+rr2G7sZC2z0vo2FB7bIP5A0LMOm6fls66u6eQFtG/C9mJ4Mc9zisoKPwoHI58VKoKBEFDTEzf5bPMMVFs+KoUR5OLkq2NpOXJvogqtYgtwogtQr749vr/JgUhiIcu16ZMvIiShW/QJtiY0jyEb8NXI0gCExrOwCOJNAWMbPTFMVVThChIzJ41kwEuA1e+toG31pYzIT2MKVnyd8/fIV/cZuZEIggCqSl/oKlpCY1Ni2lr34xFPRD/a78jJ34q5YZoCkKHMnl2MobsEDa2d+IKSISoBczOBQBkJJ7N+zdZOf/JldSKAS59cR1nzEzmc3zs6JTFuWTSMEpah3v7TSSdmdfn2DQxOdj97dQAXV4HnQYBdYQRf7uHxjAD/h0t2CKMJE2NZ/l/XpXHY9gIDJYgrNYhtLSuot2xBbM5i+aWFVRUvkZ3dxmCJJJR3EFzsBardRhq9ZEvysdrAa6treVKm5HzI2XBvHK7bAlMSEg4qog+HoKCBmGxDMDp3EmMxUFtu56LX1rXr5/dhsw5vFi9l/S2Kq6rXUvR5HNRh9xAU0kN9npQWQR8dRshEMAwZAi65KQf1SdJClBeIbsixOdkU1C5h4CvitWfFJNw+Z/Qf3YxbHgZxvwOTAfGs3xHDXUl8gNZZOpAZt86jH9+7CZAgFh3AQZNNO3dPuw4eDRiNZbnbwRXzw08KIZv4pOgs4JZOVcgmA7/O3m6u2iulkXcwSWQf8j+ILjW2mrmP/s4zVUVtFRX4fP0zXXaG3olgN7nxep0Y5QEaqLCcLu6kCSJ4o1rKd64FpAwC9kkOLcS19JCaNuHvUGYLUugOdQKMaFY9EZin38O/Zhx7FpVy5a/ru8NmLXY09EIA/CqdtI1JoD2668Jue1WAJwOeZVBUy4SktmOmDaeyMvuxTh0GDV/uZeudesoPXce0U88Tnd4JQ18Q/LUx+h6YyJlCTNptWexcewDDMoRyM7YbzGT5D5KEpLfy7SqN3gzFMoijVT7TOiBJc3tuNUSzugcpNa1RLob+P76bCLi4liwwMH69etZtmwZtrh4irZ9Re7W9zAhwHmvQnAi+1Y8i8ehRVAJfCS9g9PXSGSEDfZAQBvCY7HFvKK3ARC9YxsNoYMBSBkWeVyVFI9GZngGybsGURi0A11PrYjk7AwGTpt5zPuo6pDdFmLNR7Z0qsxm0v/vRUa8fgFrtlXiDokDSWKIK4aWfWuJTU5m8iWjEQQBv99FZ2chTucunB276ejYxY1jdlFdYCSupZOR4h4CwO7sQTQuMpKzoATBJ+Aw2TDd90emXjy3zzhlZWWxbNkyHA4HHo8HjeaAD77aqiN4Xhrm8bE4FpfTva2RiY7h+PETQKLt02I51eLwyH6O6sjo1D8+UPGnQBHACgonkOoa2a8uPPwstNrQPp9ptCpyJ8aw8Zsy8hdXkDosvN+L+X4BHJFsPeQzgBkjcnlxQQeobJg7wwnyBBHjHoelW8QrqVjmTSFF5yJacJCTk0N8fDzxwHVnJPHqqlLu+ng73946Hote3eP+ALN6UkuZTKlER51PTe2HFOb/jeTlEwkNrGBARxLfhE2gPC8UQ7YsNta1yb6BOdpmBC/YbCMwGGKIMcCjEzO4a8keavGzYuE+hMF2ajsjEPAiGdXkbrWSlDHuUIGv0ZNg6aDW50VSa1i7aCezbh2FFJBY+Yi8FDtgXDQBv5/dq5bJ/58oZ32wWmXXj/b2rSQn3wZAd49fYYLDjrG7gbI4NaGhR3Z/gGO3AAcFBWG322lpaaG8vJyMjAwkSSI/Px/4aa2/IFsXY2OuYPeeP5Fg2sQmzsAfkFCJArHBBhJDTCSGGEkMNZEYasI+BLyPPMh52+aT9MCv0CUn4alJoO3zYizT4qn5newnazvvx1t/m5qX0tlZhEplJm3ExRQsuB8CcsaTtTsSmRQ1CGq3wcsTwRgCoppKZzJfFwwCAmjUZubFv4HmyzdIkFSUCgHCWcTbIdXUNLcxVdyCoanHzSM0HcbeSnPaFNZ9KrsGzEqadcT+1ZeWyLmQQ0Ix2YIPu91+H2BPd3evNRdApVYTHB1LSEwcIbHx7K2ooqKxiVETxyE130fYIx4MXh8RzW341Sr0JgO1fj8NVhMOg44OSUOHGWrNEZjDPYR3+zC5jAiqCBypWnBUEnXWHPZJqWz56zq62uVjNdt15M1MJHN0FA1N17Jr1x10TQDzolY6ly4DPHR2FoEAhiY11tHdkCanzAqaNQtdRgZVv/s9npISKq66hqg7b8OdU4P00XbCyxcSF+ulJPt6qva0smWbRHmTiYmXZRJ50HXnogWbeBOwddnR48EnwhUzUpmaE0lGhIVP/76JsvzNFC+fT8jEPMwhPmqS7HxnC+UvqwqQhGSCR33ItZomrk2YiF3yU7J5E2CmIcxHhbuaWHMsN0beSLG6C3xGCqtddITJrlcR1bW0hMrneMrQsKPOx+PBYtczrPpMliYUMKMYdHo1038vuw95/V48AQ9uvxuP34PH3/M64Onz/9oO2YhwJAvwfgSVitzhf6He9StKt3SDJBGuD8YaeA2vW2LTc/fgS1LjtXtA7PtQKwIVcQbiWuQVsq3CCHz3tJDrqSOASMvUsxj5f39BYw065HvDw8N7r1ObN29m/Pjxh2yjCTUQckkmXeMiWfzmhwxzHgj+a/1Erh5pHt3/CsupiiKAFRROIGFhs6ir3U109OX9fp47MZYtiypoKHdSU9hGTMahN+T9AjjqMAJYo1ZRYhvDSMcS9gipnNE4E4NHLhKw0puEGz0DpW2oNWqmTp3a2+4PZ2awuriJPXVO/vDxNi4eHk+nx0+0Vc+QOFvvdvHBN1Jb/TkdgW0ESbKFaUCIbB0s6DpgDVvfLl+IU7yyD2lk5Nzez8ZMT+SG9XW82tlONX70m5sI9Ihdu+ghpDie9Mv6tyhERYciNnXhN1spLNjHVNdwWus6aa7qQKUWyRwVRdm2LXS1t2EIspI4SHatCOpxgejuLkevO5ArVq+PI2GjnIfVaVYTHzKx3+/dj8/n610qPJoFGGQ3iJaWFsrKysjIyKC6uprm5mY0Gg0DBgw4avvjJSLiLIqKH2F63CfMHjaFxKhRxAYb0aoP9XiT0i+mcsX3dK5eTe2995Lwn7fQRpsJv3kwXVu24iktRTAYsMw4dovXwZSXy/7VsTGXEpM4CLVWh8/ThRRoYdcqgcyL/0JU7QVyeea2CsrdQ1jQei5ezzIAcixFaPbJPufpYSGUmk10mdsY1vYtw3oMSIGoIYjj74CM2SCKLNz9Ln7JT05IDglBRw6K6nV/SD68+wOAwWxh4pU3UF9aTEhMHPbYOEJi4rFFRCL+IOWWIT+fss8/p7SsmmnTr2bTiHfIWd2OvVN2B6K9EwuQ5nLSFZvCroAPh06NR/LQodfSoe9Jhyc4QS5qxu513QQCcj9/KHxVPb9peNhMijR/w2ttxZUj4PjsM8RzskEIILZBWFg7gopeAQygS0kh6cMPqL33XhzzF9D4938SPm0SHWvVgETXiM1Mv/IeKrZFsurjYpqrO/nkn5vJGR/DqLkp6AyyfMgafC7s8RHfrAY8tFgLGdHxJukrQHDWEuIV+SJrFN94DFTt7sKhjoP4A25NVq+TVo2Vx7Hy3NqdnGf3YqsNwYCbotA2bNgYtGcQa3esxaxJx+AzEtwioDbIrg6hHXr8Rg2WED1h8T/tcrrZriOkKxqjfwCLhu+l2yLwxtfT8Pg9SBx79gKtqCXceGxlf4NzhpC8cwi+AdsQVVAzcMNBW8gubqITNFUC6ioBXZMRkzaFMl8CX6h2ke0px7imEgICbZFxpD7yMANG5x36ZT0IgsDYsWP56quvWL16NXl5eRiNxn63Ncba2Dihgnd3fMMfOm4gslm+D/maXcd0fKcSig+wwknnueeeIykpCb1ez7Bhw1i5cuURt1++fDnDhg1Dr9eTnJzMCy+80OfzN954Q46wPujP5Tr5J2hoyBS6u2/BYu5f+BgsWrJGy+Js6+KKQz7vbHfjaHKBABFJhz7J72fsoCxUASdqvL3it8gbQUUgmKHGZiyih9GjR/cpvavXqHj6kiHo1CLL9jZy7xdyQNnM3CgEQUDySziXV9H272qCy6YTX9WNVmpGMoczaNJVABR3uejyB/BLEhvaZQtwsmc5oqglPOyAiFKpRaZdksn5HVrifSKST0Lo8d/NqVETHm/BHtW/L19UanqvH7CLdnatqulNfZYyLAy9WcOu5bKfddYZE3sDVTQaK0ajnL7I423pdXPIiP416u52AgL47XGYerY5HK2trUiShFarxfyDSlOHY78bRGmpXDVrv/U3KysLne7o5a+PF5XKQHTU+ahFP3bpXZLDzP2KX5BvfFEPPoBoNNK9eTOt7x4o4dv2qRxIFzRjBirzj/OrbGvbRHv7FgRBS1zcNajUGqJSZTeDiAR5fixbYcV//Qq4/BNKR37MfMe9+CQtBOSHktQZl8M5/4aznyItSX5gW+m30zXyDppH/ZElSX/Gf80iyDpbLuXLgeIXs5KPbP2FYwuA28+w2ecw65Y7GHnuhaQNH409OqaP+IWeQgnIbi8263lYZkvkx4dTGmqlbqZI0x1eAm9MIWPNRjZNm8G+QXnkXn0VN6evY3bMXjJGjERrMILUJf8BXrcFs13HxMsyuPzB0QwYF9MrfgFUKh3RUXJGia5xfrrWrMFcIZe61larsSd3yNbxg/ysRZOJ6McfJ+Kee0CtpnPxUgSXhD9SjTOlkfxtV5E0VMOl948kc3QkSFCwvJr37l9HyZYGJEnCEJVDhK+NhAbZJ3efpZjb3D6GqTMYGnULF4/7O4smzGVX0kAcags2fxdnde/mt3vf48m1j/K9ehcvZsUy0GygOyDxdpOaf595N99MPp/qqGhGVY5C79UTFRVF5hA5W0pQu4ZWrywEjUGy/2rKkLCf1P0BwGjRIqoF8ipn0BQRoFXfjdvvPkT8qkU1Jo0Ju95OhDGCeEs8qbZUskOyGRw2mNvzbkc8QlaZH+L1+KHhAiJzOwkbKK80GQzxhIWdSWLYr0gXbyW77DekrTyX6IUDsH6lR7/Sg//73cQt/5b0JRX4Vgl4BS2B63/NqMXfEHYE8bufnJwcDAYDbrebFStWHHHb6YnT2WXcx13x/8J+dRa6VBvWMxOP6fhOJRQLsMJJ5YMPPuDWW2/lueeeY+zYsbz44ovMnDmTXbt29ZsaqrS0lFmzZnHDDTfw9ttvs3r1am6++WbCwsI47weVf4KCgti7d2+ftnq9/mc/np+CQVPjKFhZTXlBM801HYREHxBZ9T3lj0OiTWgNhz99xw9M4Y4lY/iVajHfcwaugJ61/ljs+EnzlWIUdeR2xOIqbEWXFISgkW/i6REW/jwzk/u/2tVbx31WbhSeKietnxThrZWFZ4xvCiE1bwLQNvxsIizBhGpqaPL62NPZjU4UcfgCGAQf8VIZoSFnotH0FexxmXayhkYgbKnns4gA5W4PiJBX5SVj3uH9TUMyhqJd8CEeovFp2tj2fSXuTvnmmzMuhu4OJyWb5YpzAyZM6dPWah1CV1cxDsd2Bg58Ga+nhdAm+cGow6TCHjblqDfR/f6/drv9mG64+wPh6urqcDqdFBTIDxb/be7fIxETcykVla/S3LyCrq5SjMbDj6cmJoawO26n/qG/0fCvf2GeOBG1PRjnfNlv+79xfyjrsf5GRc1Dp5MtYDGZ2VTu2oHB3ITelEpLTSfbdkViDY1i0Vc7CQQkolNdlG7qRmswEHPWLaCWfRLTKuJh6VpKtGoaomYTM2Agzvnze4tmAFQ6K9nWuA1REJmROOOofazbt18A/zTZA8xmM7GxsVRVVVFaWkv2sGtZe9bLtHSpiRzuIj7pFpKTbqW0tJS6ujo0Gg3Dx5+JvjyXzNp8MsdH4f/9n6jcWcCKd7+ly+nnjIsnkzWmr+g9mJiYSyiveBn3AAlfaABt505cgFWyImrqIG16v+0EQcB+xeXoBwyg+rbb8NXXE/Gr39FmeJOurn1szb+aoUPeYcpV2WSMimLZO3tob+jm25cKSBwYyviL00k0GInvSblXmHo+jjA9jv1fIAVI6GgiZs8OpkeHc8Nll6MSxvDtt8Gsq1tHxz4V5w1RYe2s46PSQpYFm2m2ZbErfTAwGGuSm1uTopmRFEtrbRfla9bjsCbSHBSMyi/hFqIAOUDsp0YQBczBegKN0fxn6MfoYyV0Kh06lQ6NqEGn0qFVaY9Z3B6NhnIHi17ZiatJzYS2BwiYHCT95jy0xoNW+yYeeCl5PLhLy3AX7sW9dy9N23fh0pvI/vMd6JMSj/m7RVEkOjqakpISNmzYwMiRIwkO7t8laFTUKCwaC42uRvYEVzD0+qHHf7CnAIoFWOGk8q9//YvrrruO66+/nqysLJ588kni4uJ4/vnn+93+hRdeID4+nieffJKsrCyuv/56rr32Wh577LE+2wmCQGRkZJ+/Xwq2cCMpPWlu8g+yAh/N/3c/oaGhSDo7ukA7l/MpQwJrkYBh2nLUgkSeJxnP2gaaXiug+oF1NL66A+fKKrz1nVw5OoEJ6fL3RwXpSdreQsO/8/HWdiIY1ASfn0ZYyGeoAhJtQWp2imsJBFzk9qRDK3B29/r/prMXFYE+7g8/ZOz5qRi0KubVi4yOsTHGp8MgCaQN778YAYAYmUMUckSKX+PB2d6JzxvAHm0iMsXK3tUr8Pt8hCUkEZ6Y3KftAT/gLQTbhhMefiZSrRyQ1mFSE3oU9wc4dv/f/VgsFkJDZX/vRYsW4XK5CAoK6hXGPwdGYyIh9vGAxKbNF1BT8/ERKy8FX3IJhrxhSF1d1P31rzi+XUigqwtNQjyGYcN+VB+cHXtobl4KCCTEX9/7fkymvPpRV7yHMefJ1tINX5Wy8BVZ/KYNjyA8Xn7ISBw4FJX6QEBOmk220raZvbQ09J+CaUGpLNxHRI4gzHhkn9Bup4P2ejndVkTKkS3/x0NamtzPwsJCYmOvIC7PRPTIVrKz/kFK8m0IgtBb9njIkCHycnNOzwN8waeo1BoSBw3hyn/8mZue+ws54+OOKH5BthKGhMi+m53j/HgT5BWVcKGnUmLq1MM1BcA4dAjJX31JwrvvEnbpDQwd8h+02lA6OnaTv+06fL5OYjOCufjeEeTNSkRUCZRtb+LdB9YzfJcao0fCq4JKu44orYqBmhpCmp8npOrX2ArvYezmpXiWfAV+eUVq7NixqNVqqqqqeOqpp1i0YiE7pFeZuuRlrvj4OQY7ahGBbaKOa8qbOXtLEetVXrQGNQFRS6gTUus8+L0SJpuOiMTDr4j9N1js8iqNutNAsjWZGHMMoYZQrDorerX+JxG/kiSxbUklnzy6mfbGbjQ2HaazxpF89cWHit+DELRa9BnpWM8+m/A77yT7rdcY+tIzxyV+9xMUFERSUhKBQIDvv//+sNtpVVomxk0EYHH54uP+nlMFxQKscNLweDxs3ryZP/3pT33enz59eu/N4WDWrl3L9Ol9LRlnnnkmr776Kl6vtzd6taOjg4SEBPx+P4MHD+ahhx5iyJAhh+2L2+3G7T7gv+pwyPYLr9eL1+v9UcfXH/v3dbR95k6OpmRrI4Ub6hk2Kx6TTb4I15S0ARAWbz7qPsYnmnh+7zm8rv0nqepywrRuVvnzCA+PIW/keDwl7XiK2wk4PLiL2nAXtdH+TSlikJZ7EkxYYmyc0eana7UsNPQDQ7DMTETVtA5h56dIgkhpdhJubwNl5a+RbTyHpS1Otjs6afPJy5PpgW2o1TaCgkb321+9RcWQM+PZ+FUZZ+x0AyLRmTY0BuHwxxcUR4y+jWKPG0mrw6dxovUEkzkmEp/PR8Hy7wDIPGPiIfswGeXiIA7HdjyebgRBDZWr0QAdFj3x5mFHHdemJjkNls1mO+a5ER8fT1NTEzt2yHlpc3Nz8fv9+P3+o7Q89jlzMMnJ9+By1dHZVcjuPX+kuuYj0lLvx2TqX+iF3XcfledfQOeaNXT3WKktc+fi8/mO63v3U1YqW39DQ89Eo4nt7X9YUiqCIOJorCciWSIqNYjaYvl8Sx8ZwfhL0/jgrz1ZIwYN7XPc4fpwtJIaj8rH3trdZHp7ylr3bCNJEl+XyAVVzow/86hjVl0oJ+G3RUah0up+snM9OTmZpUuXsm/fPtxuGDL4YyTJh1YbitfrpaGhgeJiOXo+Ly9P/t7MOWgW34tUvgZfc/lhU7YdiciIi2luXk7X2ABST3Xe4PZGJI0JX/RwONrxGQxocnN6rqWx5Oa8yrbtV+JwbGXbtl+Rk/Mioqhj6Mw4kgbbWfF+MfX7HARvaQNAE2vku+FppBq0CEImjd2DeaXgFT4PfEaXzoexs4t73rqZa+bcSbI1mby8PNatW4dH9LA+fj1OfxcxTXZUgRpuz03DGRrJS9XNfFTfxiZHF9fsKuM6u4roah+xzT5S22SRnzQoBJ/ft9899ogc7/lk6kkn2N7Y9ZPeC/bj6vSy/J0iynfID9YJuSFMuCwNfU+p6J/jO/tj//eMHz+e0tJSCgoKGD58ONHR/c/DybGT+WrfVywqW8Stg2/9yazgPwXHOmaKAFY4aTQ1NeH3+4mI6Gvti4iIoK6urt82dXV1/W7v8/loamqS/cQyM3njjTfIzc3F4XDw1FNPMXbsWLZt29ZrmTmYRx55hAceeOCQ9xctWnTYYID/hsWLj/7UrA024GlV88VrK7FlepACUF9mBgT2VG6hpOUoQRjuDkpI5Peem3lM8yKTA2tJFKrYaL6VpVUbQAdkg75bRVCbhqA2DRaHGhwejDs8yI8lAm6dn4qkLhymFoTlu5m4516CgLKQSdT4B6DnXUpLn8PjSgBjLKuq62gRVCCqyWA3XV0D+Pbb7w7bTckPaqMJX5d8Ae3W1TJ//pGrDMVbNKhcnfi0Onw6J3rJSllbPsXvLZN9OgWBym4vtfPnH9QygMmsJxDoZuHC1wgEYjmzOh8N0KpPYPfCpf193YG+ShLFxXJAVlVVFfMP2X//tLa29vl/S0vLMbfdz7HMmUO5AY1mBVrdQhyOTWzafA5ezyQ8nqmA9pCtg6dMJmz+AgIOB5IgsMlkwnec/QQQhGaMpm8QBKgoz6KstO8+tMF23C1NzP/gPfTRaWgaDOhCfHQGF/P1p9toLJP9f4sbWyg76Pvt3iDqtC1sLt+MsWdM9o9Nrb+WUmcpatT49/iZv/fIfW8pkMtf+3TG4/49joQkSWg0GrxeLx9//DFWa18rXnm5nOvVarWydu3a3vfHmjII7dzL3k8foST8xwQeBjCaghEN8nxTufRofBK11gw2LDq8Re9IiOLVGIwv0Na+jmXLL8HVfQ37k72p08Fm0NC+V4fkEwjStVK07HuKftB+EIOIC4pjT+zXGEvcdGwv5gLVBQzWDGaSfhLRSdF8In5CQ6CBtBYDqoCIxqxj/fYCBGEn44CBgsgSbRDLtBYKg0WiqyGxwUtCvSx06l3FzJ+/95C+H4ljPZ/am7WAjp3bCqnx7Tiu7zga7lYVLfl6/C4RBAlbphtfTBlLlpf9pN9zPGzfvp3g4GBaW1v56KOPSE1N7dfVyyt50aGjobuBl756iXj1f1/N8qeiq6vrmLZTBLDCSefgk0uSpCP6Vva3/Q/fHzVqFKNGjer9fOzYsQwdOpRnnnmGp5/uW8Z3P3/+85+5/fbbe//vcDiIi4tj+vTpBAX9dEtrXq+XxYsXM23atD65FvujPL6ZhS/uwl1rZOqvJ9JW3031wnx0JjVzzp9xVP/T6upqtr72MV97xhBr0PE717MkU0lS5xv4znoPLIe6hUjeAJ4yB57iNrxVnWgSLIRPjCFeK9/wxA0voMqvRjLYib3yBWL0VrZs3UJn5x7GJxbyckMsFSodAUCNlxSKGDH8LYKCDm99B6hMbWXBcwUIaonZl4zHYDqyv3Zn+2eo1nbiC7ITka3i7NmjMAfrWP3Bf6gAkgbncfa88/ptu6Pgc1pbVzFwoInooDw0W7uRgMjBlzE04fBBU83NzSxatIiODtm9Y+rUqURFRR12+z797ezkySefBCAmJoZ5847dr/Z45kz/nI3LdRslJX+juWUJWt13BFn3kJpyH3Z739LG0vTpVJVX4N65E9PYsUy/5JIf8X1QXPwgNbUBbLYxjB934yGfr2ipI//brwg36Jh0wUy44MBnBUsXUwZEpKQx57zzD2m79JsF1LWvxmHsZNq0aX3G5smtT8JumBA3gXnjjj7GX+3JpwUYMm4CQ2YcPWDueBAEga1btxIcHMyMGQd8kR0OR28VwHPPPbePhU0Mr4OFd5Ed2E3GrGd+1PdWVFZTVvYEACFe+bwNH3Mps4b++ONraxtGwc4bUKt3kZS0lMzMfyIIB4L/uhweagrbSBwYglrbf27XhpzRvH/vnSQ0mFF7m9nKVnb4dxBpjqSmo4YgjYkp7WpcQNaYSUycPbtP+0sAp8/PO0IVFFSQUe1FlMBg0XDOpdMR+8mJ3h/Hez7tsdWxoqSIEEskM2b9NFlbpIBE/uJKNm0oRwpAUJieqddkERp39KDan4sfjktXVxfPP/88HR0dZGRk9AZ2HsyG1RtYUL6AzphOZg37ac+f/4b9K7hHQxHACieN0NBQVCrVIdbehoaGQ6y8+4mMjOx3e7VafdiUVKIoMnz4cIqKivr9HECn0/Ubka/RaH6k6Dgyx7LflEERBEeW0VrXReG6RkSVfIGPSrai1R5qvTuYuLg4YnVuLhc20+mCt8SLuU63ALF+B5q3ZsHln0HoQRc2DWizwyC7H99JZz2seBQAYep9aILkoJO01D+Sv+0ahIZXMIlT6OwpupAsFWM1RGG3Dz+qWE8eGM6MmwawZdsGDCb9UcfGmpiLcfla3MRR31hDcLiZQMDP3p7cvzmTph52HzbbMFpbV9HRsR2hWw7y6DKoCI+Z1W+b/VHRa9euJRAIoFKpGD9+fL9BmofDZrMRERFBfX09Q4YM+VFz6r+ZixpNAoMHv0xj4yL2Fj6Ay1VFwc4bCA+fRXraX9DpIvZvSOxTT9L84kvYr77qR32fx9NEXb2cQSIp8df97iM+O5f8b7+itnD3IZ9XbJetsinDRvTbNjMsm+/bV1MrtPR+rtFoUKlVLCxfCMBZKWcdU98bSuVqfDFpmT/5eZ6ZmcnWrVspLi5GrVb3ngNbtmwhEAiQkJBAQsJBKdpy58GiPyPW5iM6KiAk5bi/Ny72YsrLn0WSvFgbZF95VcYMVP/F8YWFjSU39zm2b7+Jxqb5aErMZGY+3HtM1hAN1tFHzhQSnZaBPSaOlupKHg6/jY/1q1lfu56qjiosWgt/zRjHnoXyg0HGyHH9/h52jYYbRyfyyocVvWlwk4eEo9Md/Xp4MMd6PlnD5BXAzjb3TzJHOtvdfPf6Lqr2yFb6tOERTLwsA63+1JBjGo2G0NBQRo4cyZo1a1iyZAkZGRn9lms/M/lMFpQv4Puq7/njyD/+5Fk4fizH+judOk4bCqcdWq2WYcOGHbIUtXjxYsaMGdNvm9GjRx+y/aJFi8jLyzvspN9feOBYrXWnCoIoMHiaLLK2LamkulC+YB4tAG4/KpWK2NjY3gD5pDFzEW/4DuzJcs7VV6dB1aZj79B394PbAdFDYMgVvW/b7eMIDh6NILlJUh0oo5vJLiIj5h7zRTF+gB2tLXBM2woRA4gR6kCS6Ozqxul0UrFjGx2tLehNZpKHjjhsW2vQgYIY3aXfANBttWEw9BW0kiSxfft2nnnmGVavXk0gECAtLY2bb76ZCRMmHFM/f8g555zDtGnTjuiL/nMTFjadUSMXER93HYKgoqFhPmvXTaey8k0kSXag1MbGEvXQg+hSjl98AVRWvUUg4CbIMpDg4NH9bhOdISfRb6osx9VjUQfweTyUb88HOOxvmBM7GIBmQzeuzgNtt9Rvob6rHovGwrjYcf22/SHOliY6W1sQBPGQYMmfgqSkJNRqNe3t7TT0CFGXy8WmTfI51+81zhwGyT1zq+DTH/W9Wm0osbHXIfiMhDe5ITwbbHFHb3gUQkMmMmDAE4BITe2HFBX/3xEDKw9GEASyx8lFZpzbinhl+iu8PP1lLki/gFenvwqlm/C51GgN2t5Ayf7Q6tXYYw5YSn/q4hcHY7HLq1HOFvdRtjw6lbta+OD/NlK1pxW1RmTylZlMuzb7lBG/P2TcuHHo9XoaGxt7UzcezNjosRjUBuo66yhoKjixHfwJUASwwknl9ttv55VXXuG1115j9+7d3HbbbVRUVHDTTTcBsmvClVde2bv9TTfdRHl5Obfffju7d+/mtdde49VXX+XOO+/s3eaBBx5g4cKF7Nu3j/z8fK677jry8/N79/lLImNEJEarls42N6Xb5OCrwxXA6I/9FiaTycS4cePAngTXLoLoodDdAm+eDYULj76jivWw7V359azHQDywzCmXSL4LgGjPAUGdwW4iI8855r4eF+FZxOrbEN3dgOzusbMn92/mGRNQH8ECYLUOBgS6XRX4qlbLb0bm9tmmtraW1157jU8//ZSOjg6Cg4O55JJLuOyyy46p+EV/REdHM3bsWFSq/peITxRqtYm0tLsZnvc5QUGD8Ps7KCx6kI2bzsPh/O9uYj5fB1VVcrXDhIQbD/vwY7IFExwVA0D13l2971ft2oHX7cIcbD+sKM0Kl8WR0+ijoba89/39uX+nJkxFpzp6fuX9BTBC4uLR/AwpErVabW8O6MLCQkC2/rrdbkJDQw8bj0BOj9tHwce9ZZGPl6TEW0nbHYfeHThq9ofjISJ8JllZjwBQWfk6paVPHVf7zLGyuK/YuQNncxOjokbx19F/JVYLDYVyGrWkIcN7c3cfjv3XQL1JQ0ya7TiP4vgwB8tzw9Ptw9394wJCA/4Aaz8v4ctn8ul2eLBHm7jgz8PJGhN9ylhND8ZgMPRWhFu6dCkej+eQbfRqPRNiJ2DSmKhwHpq3/lRHEcAKJ5WLLrqIJ598kgcffJDBgwezYsUK5s+f3yvcamtrqag4cGIlJSUxf/58li1b1pvd4emnn+6TA7itrY1f/epXZGVlMX36dKqrq1mxYgUjRhzeKniqotKIDJp8wHojiALhx5HuJy8vj+zsbM4///wDLh7mMLjqK/nG6O2C9y6BLf85/E4Cfpjf84Ax5HKIPTSpelDQQMLDZ5OAXOxBkALkWXQYjYnH3NfjwhpHpNmLyiXfNCvKyyjeIAcTDRg/5UgtUastvZkQdM1yhgttoiwSurq6+Prrr3nppZeorKxEo9EwefJkbr75ZjIyMn6eYzlJWCzZ5A37iIz0B1GrLTidO9i48Vz2Fj6Iz+f8Ufusrnkfn8+B0ZhEWNi0I26738pXvWdn73v7tsoPUElDD+82E2IIwejTggA7a+QUdl6/l0Xli4BjK34Bx1cA48eSni7nFi4sLMTv97Nu3TpAtv72t6QMQNZZoNJC4x5o2NX/NkdDChDulMfmcPl/fyzRUeeTnn4fAKVlz1Be8fIxt7WGR8i/uySxZ/Xy3vcbGhfQXiYXpkkdPvao+9lv9c0eF42o+nlljEan6s3I0NFy/MWUnC0uPnt8K1u+LQdJ7vMFf8rDHv3jisucSEaMGIHNZsPpdPbO3YP544g/svyi5cxOnt3v56cyp57dXeG04+abb+bmm2/u97M33njjkPcmTJjAli1bDru/J554gieeeOKn6t5JZ8C4aDbNL8Pr9hMaa0ajO3YLotls5sILLzz0A50ZLnkfvvydbNn98hZw1sH4O/sUFQBgy5tQtx10Vphy/2G/KyX5DnIaL0MruclkJylRP7587lERRSLjYxC3dYENCgt24PN6sMfEEXEMgsYaNARX+16MLtnlwpg8j40bN7JkyRK6u2Wr8oABA5g+ffohEfz/SwiCitjYywgLm05R8f9RX/8VVVVv0tCwAIslG1HUoxL1iCodoqiTX4t6RJUelaj7wWs9oqijsuI1ABLif9UnSKo/YrMGULB0EVU9AliSJPZtkcu+Jg8ZfsS20dgppo7Cpj2k6UeypnYN7e52wgxhDI84ctv91J0AAbzfyltVVcXGjRtxOByYTCYGDhx4+EZ6qyxa93wNOz6GiOMPvBJq89H5nEhaM0L8qKM3OE7iYq/E7+ukZN9jFBf/HZXKRGzMpcfUNnvcJKr37GT3yqUMnyMbLsr3LsTdpkNUiSQNPnre6dhMO9c9Ng6d8cRIGLNdh6vTi7PFRUjM0QPVuhweynY0UZrfSOXuVvy+AFq9iomXZ5KWd/gc56caarWayZMn8+mnn7Jq1SqGDRuGydRXuIcaQk9S7/57FAGsoHCKozNqyBkfw9bFFcRm9F+Z50eh0sDc5+RsEKv+BUv/Bs5amPXPAy4OXS3w/YPy68n3yNbjw2A0JjA4ZipPVt2EXvATEbH8sNv+FOhjsgjeXEkdCTQ5OhATszBFRbF48WJsNhtWqxWbzYbNZjskwNFqHUrX7ncAKNEms/jdr3qDK8PDw5k5c2bv8vXpgE4XRs6AJ4mKPI+9hX+lu7uC5uaGH7cvbcQxub7stwDXlxTj9bhxNDTQ3lCPSqMhPnfQEdvG62Io9tdR2lFKmn4k35Z/C8CMpBmoxKM/IEqS9AML8E9TAa4/fhj8uD92YeTIkaiPssRPznmyAC74BKb89dCH0iPR1YKw/QMApORJCKqfPogXIDHx1/j8HZSXv8DevX9FpTISdZiCNz8kfdQZLHn9BRorymgsL8UQ6qN+TwsQQWzWAHTGY7OM6s0/z3H1hzlYT1NlBx2th/cDbmvoonRbE6XbGqktaeeH1ZIjkoKYdu0ArGGGE9Dbn5acnBzWrl1LbW0ty5cvZ9asUyfbw3+LIoAVFH4BjJybTGSyldisn1AAg3xjnXofWKJgwV2w6VXobIB5L4PGAEsegu5WCB8AedcddXdJib+jo6OQ4OBRaDQ/cV8PJjybONVG6j0uJK2egMFEXZuDun6KqBgMhl4xbLPZMBgMeBti+ITR7PBkQV0der2eSZMmkZeXd9L9dE8WISHjGDliAS0tK/B62/EHXAQCLgJ+N4GAC3/A3fN/V89nbgJ+d+92khQgKfEWRPHoPrjW8AjMwXY6WluoK9rba5GNy85Fqz+yUEixprCkZTOVvjrckpvlVfLD1uykY1uGbauvxdXZgUqtJjQ+4egN/gvS09Opr6/H7/fLZY+HH4OFOn0GaEzQVg7Vm/t1OwLA0wm126Fmi7xd9RZoLWX/7A2kTPlZ/RxTku/E7+ukqvo/7N59F7U1H2G2ZGMxZ2GxDMBoTEYU+wpVvVkOUi3asIZdK5cSN7bzB+4P/Qc/n2wOBMIdcIGQJInGCiel25rYl99IS01nnzZh8RaSB4eSNCgMe7TplPX1PRqiKDJt2jTeeustNm3axMiRI390HMSphiKAFRR+AahUIslDfsZo55G/AnM4fHoD7P4K/nMuTPwTbHpd/nzWP0F19MuFVmtn2NB3f75+/pDwLKL1Dkz7dhLQ6glLzyJr6iza2tr6/LlcLrq7u+nu7qa2tvYHOziz51+JoUOHMWXKlEOW905HVCo9YWE/rd9ofwiCQHTmAArXrqR6zy7KC/IBSB56dIGYHZ4DLR9Sp2pnt3c3Lr+LhKAEskOyj+m794vtsMTkPqWWfw7S09NZuXIlAEOHDsVgOAYroNYImbNgx0eyG0RsHvi9UL+zR+xugZqtso+wdGjmFCk4iQoxnugBx55v+scgCALp6X/FH3BRW/sRrW3raG1b94PPtZjNaZjNB0Sx2ZxB1riJFG1Yw57VyxFjm+isl8ckJW/kz9rfH4u5pxyyo7Gbyt0tlOY3Urq9qY9FWBAFYtJtJA0KI2lQaK9o/l8gOTmZ1NRUiouL+f777/t3q/sFoghgBQUFmQFzwRQK710KFWvhrZ5l7JzzIfHogSknnPBsIg1OBElC5e5m9KQpZI461N/R5XLR1tZGe3v7AWFcX0FbeQEmfxuTps0iZuyck3AACrGZ2RSuXUnJlg3U75Mr7B2LAM5NGAq7oVvjZa1LtvjPTpp9zFa2+hI5K8PP6f+7n5iYGIKDg+no6OhToOeo5JwvC+Bt70H1JqjbAb5+grDMkRAzDGKGyNldoofg01jInz+faM1PX8XyYARBJCvzEeLirsbpKMDZsYuOjt04nbvw+ztwOnfidO7kh4+eOk08ar2FjpZmir5vB8lGaEICQaHhP3t/fwz7xWzx5gaKNx9wDVLrVCRk20kaHEZCTkhvsNz/ItOmTaO4uJhdu3ZRVVVFbGzsye7Sf40igBUUFA6QeAZcuwDePk/2B9aYYPpDJ7tX/WOOINymxarphqBoUob3Ly70ej2RkZFEmkVo+Q5K35PFBIAgQu4jJ7DTCj9kvx9wXbEsSENi47GGH1qh8GDCwmOxdKtxGn1UB+RMHjOTjj3osu4E+P/uRxRFrr/+erxeLzab7dgbpkwGvQ1cbVC1UX5Pb5XzcMcMk8VuzFAIij60rdf7E/T82BEEAYs5E4s5s/c9SQrgclXhdO6WRbFzF86OXbjddbi9FViTImneHUxroQ2A1LxT0/0BkAPfBKCn8lzSwFCSBocRmxmMWnN6uEtFREQwePBg8vPzWbRoEddcc80v1q1jP4oAVlBQ6EvEALhuMSz7O2TP6f8GeyogCKgis7iqey3SWdeg0fbjd+rthr3zYdv7UPw99BR7QNRA+pkw/PpT9/hOA0LjE9AZTbi79ueAPYyv60GIoopwjwWnUS4Ok23PJtGaeNR2Po+H6r27qO+pAHciLMDAj3OtUWvhgjdg31KIyJXFrj35+ALiTiKCIGIwxGMwxBMefmbv+x5PCx0du7GKK1m+e1Xv+6mnqPsDgD3KxLw7hgJyIaJjLbv8v8akSZMoKCigoqKCvXv3kpmZefRGpzCKAFZQUDgUWxzM/ffJ7sXRCc9CU74a2n9Q5joQgMp18tLxzs/l6nX7iR0OAy+So+yN9hPeXYW+iKKK6IwsSnvy/6YcoYLfwUSLYZQgC+CZif1bfwMBP/X7iqnYsY2Kgm3U7N2Nzysn9NebzARHx/yXR/AzkzJJ/vsfQqu1Y7ePJXj8aLZ+XIijsQGzPYTwpB9XefBEEZVqO9ldOOlYrVZGjRrFqlWr+O6770hLS/tFBwwrAlhBQeGXS7hcUpfGPdBcIlt6t78vl3rejzUeBl0EAy+G0NST00+FwxKTOYDSrZvQmUy9JZKPhSRjPCspBAmmJ8hBe5Ik0VJdRUVBPhUF26jcuaPXurwfU7Cd+JxB5E6ejngMKdMUfh4EUWTAhKms/fhdMkaf8YtfTj9dOOOMM9i8eTNNTU1s3bqVvLxjW7U5FVEEsIKCwi+X8J6o/6LFUPjtgfe1FhhwDgy6BOLHwOGqbimcdDLHjCN/0TfkTpqOeBzWpGH2IXxeu4y47lCaNu4gf/d7VBZso6O1pc92OqOJ2OxcEnIHEZ8zGHtMrCK2ThFGzbuI8KQUEgYOPtldUThG9Ho9EyZM4Ntvv2XZsmXk5uYekmf9l4IigBUUFH65hGeBqIaATw5oS5ksi96MWXIqKYVTHmt4JDc+98Zxt4uNSmbe+7ILw+INz/S+r9JoiMnIJj5nEPG5g4hISj0uYa1w4hBVqlPa91ehf/Ly8li/fj2tra2sXbuWiRMnnuwu/SgUAaygoPDLxRAMF70NbZVywJ7l6BkEFP43iEzNQKXR4vd5iUhOJSF3MPE5g4jOyOo/IFJBQeEnQa1WM2XKFD7++GNWr15NXl4eZvPRS0SfaigCWEFB4ZdNxrGnv1L43yEoNIzrn32NRYsXcfbcc9Fo/ndzsCoonGoMGDCANWvWUFNTw7JlyzjrrLNOdpeOG8UxTkFBQUHhF4nOZEKlWHsVFE44giAwfbocfLo/KO6XhiKAFRQUFBQUFBQUjovExETS0+ViMmVlZSe3Mz8CxQVCQUFBQUFBQUHhuJkxYwbTpk0jLCzsZHfluFEEsIKCgoKCgoKCwnFjt/9yCwopLhAKCgoKCgoKCgqnFYoAVlBQUFBQUFBQOK1QBLCCgoKCgoKCgsJphSKAFRQUFBQUFBQUTiuUIDgFhX6QJAkAh8Pxk+7X6/XS1dWFw+FQEvcfhDI2/aOMy+FRxqZ/lHE5PMrY9M//0rjsv2/vv48fDkUAKyj0g9PpBCAuLu4k90RBQUFBQUHheHE6nVit1sN+LkhHk8gKCqchgUCAmpoaLBYLgiD8ZPt1OBzExcVRWVlJUFDQT7bf/wWUsekfZVwOjzI2/aOMy+FRxqZ//pfGRZIknE4n0dHRiOLhPX0VC7CCQj+IokhsbOzPtv+goKBf/EXm50IZm/5RxuXwKGPTP8q4HB5lbPrnf2VcjmT53Y8SBKegoKCgoKCgoHBaoQhgBQUFBQUFBQWF0wpFACsonEB0Oh333XcfOp3uZHfllEMZm/5RxuXwKGPTP8q4HB5lbPrndBwXJQhOQUFBQUFBQUHhtEKxACsoKCgoKCgoKJxWKAJYQUFBQUFBQUHhtEIRwAoKCgoKCgoKCqcVigBWUFBQUFBQUFA4rVAEsILCCeS5554jKSkJvV7PsGHDWLly5cnu0knn/vvvRxCEPn+RkZEnu1snnBUrVnD22WcTHR2NIAh8/vnnfT6XJIn777+f6OhoDAYDEydOZOfOnSensyeQo43L1Vdffcj8GTVq1Mnp7AnkkUceYfjw4VgsFsLDw5k7dy579+7ts83pOmeOZWxOx3nz/PPPM3DgwN5iF6NHj2bBggW9n59u80URwAoKJ4gPPviAW2+9lXvuuYetW7cybtw4Zs6cSUVFxcnu2klnwIAB1NbW9v7t2LHjZHfphNPZ2cmgQYN49tln+/380Ucf5V//+hfPPvssGzduJDIykmnTpuF0Ok9wT08sRxsXgBkzZvSZP/Pnzz+BPTw5LF++nN/85jesW7eOxYsX4/P5mD59Op2dnb3bnK5z5ljGBk6/eRMbG8vf//53Nm3axKZNm5g8eTLnnHNOr8g97eaLpKCgcEIYMWKEdNNNN/V5LzMzU/rTn/50knp0anDfffdJgwYNOtndOKUApM8++6z3/4FAQIqMjJT+/ve/977ncrkkq9UqvfDCCyehhyeHg8dFkiTpqquuks4555yT0p9TiYaGBgmQli9fLkmSMmd+yMFjI0nKvNlPcHCw9Morr5yW80WxACsonAA8Hg+bN29m+vTpfd6fPn06a9asOUm9OnUoKioiOjqapKQkLr74Yvbt23eyu3RKUVpaSl1dXZ/5o9PpmDBhgjJ/gGXLlhEeHk56ejo33HADDQ0NJ7tLJ5z29nYA7HY7oMyZH3Lw2OzndJ43fr+f999/n87OTkaPHn1azhdFACsonACamprw+/1ERET0eT8iIoK6urqT1KtTg5EjR/LWW2+xcOFCXn75Zerq6hgzZgzNzc0nu2unDPvniDJ/DmXmzJm88847LFmyhMcff5yNGzcyefJk3G73ye7aCUOSJG6//XbOOOMMcnJyAGXO7Ke/sYHTd97s2LEDs9mMTqfjpptu4rPPPiM7O/u0nC/qk90BBYXTCUEQ+vxfkqRD3jvdmDlzZu/r3NxcRo8eTUpKCm+++Sa33377SezZqYcyfw7loosu6n2dk5NDXl4eCQkJfPPNN8ybN+8k9uzEccstt7B9+3ZWrVp1yGen+5w53NicrvMmIyOD/Px82tra+OSTT7jqqqtYvnx57+en03xRLMAKCieA0NBQVCrVIU/SDQ0Nhzxxn+6YTCZyc3MpKio62V05ZdifFUOZP0cnKiqKhISE02b+/Pa3v+XLL79k6dKlxMbG9r6vzJnDj01/nC7zRqvVkpqaSl5eHo888giDBg3iqaeeOi3niyKAFRROAFqtlmHDhrF48eI+7y9evJgxY8acpF6dmrjdbnbv3k1UVNTJ7sopQ1JSEpGRkX3mj8fjYfny5cr8OYjm5mYqKyv/5+ePJEnccsstfPrppyxZsoSkpKQ+n5/Oc+ZoY9Mfp8u8ORhJknC73aflfFFcIBQUThC33347V1xxBXl5eYwePZqXXnqJiooKbrrpppPdtZPKnXfeydlnn018fDwNDQ387W9/w+FwcNVVV53srp1QOjo6KC4u7v1/aWkp+fn52O124uPjufXWW3n44YdJS0sjLS2Nhx9+GKPRyKWXXnoSe/3zc6Rxsdvt3H///Zx33nlERUVRVlbG3XffTWhoKOeee+5J7PXPz29+8xveffddvvjiCywWS6/lzmq1YjAYEAThtJ0zRxubjo6O03Le3H333cycOZO4uDicTifvv/8+y5Yt49tvvz0958tJyz+hoHAa8u9//1tKSEiQtFqtNHTo0D5peU5XLrroIikqKkrSaDRSdHS0NG/ePGnnzp0nu1snnKVLl0rAIX9XXXWVJElyWqv77rtPioyMlHQ6nTR+/Hhpx44dJ7fTJ4AjjUtXV5c0ffp0KSwsTNJoNFJ8fLx01VVXSRUVFSe72z87/Y0JIL3++uu925yuc+ZoY3O6zptrr7229/4TFhYmTZkyRVq0aFHv56fbfBEkSZJOpOBWUFBQUFBQUFBQOJkoPsAKCgoKCgoKCgqnFYoAVlBQUFBQUFBQOK1QBLCCgoKCgoKCgsJphSKAFRQUFBQUFBQUTisUAaygoKCgoKCgoHBaoQhgBQUFBQUFBQWF0wpFACsoKCgoKCgoKJxWKAJYQUFBQUHhGFi2bBmCINDW1nayu6KgoPBfoghgBQUFBQUFBQWF0wpFACsoKCgoKCgoKJxWKAJYQUFBQeEXgSRJPProoyQnJ2MwGBg0aBAff/wxcMA94ZtvvmHQoEHo9XpGjhzJjh07+uzjk08+YcCAAeh0OhITE3n88cf7fO52u7nrrruIi4tDp9ORlpbGq6++2mebzZs3k5eXh9FoZMyYMezdu/fnPXAFBYWfHEUAKygoKCj8IvjLX/7C66+/zvPPP8/OnTu57bbbuPzyy1m+fHnvNn/4wx947LHH2LhxI+Hh4cyZMwev1wvIwvXCCy/k4osvZseOHdx///3ce++9vPHGG73tr7zySt5//32efvppdu/ezQsvvIDZbO7Tj3vuuYfHH3+cTZs2oVarufbaa0/I8SsoKPx0CJIkSSe7EwoKCgoKCkeis7OT0NBQlixZwujRo3vfv/766+nq6uJXv/oVkyZN4v333+eiiy4CoKWlhdjYWN544w0uvPBCLrvsMhobG1m0aFFv+7vuuotvvvmGnTt3UlhYSEZGBosXL2bq1KmH9GHZsmVMmjSJ7777jilTpgAwf/58Zs+eTXd3N3q9/mceBQUFhZ8KxQKsoKCgoHDKs2vXLlwuF9OmTcNsNvf+vfXWW5SUlPRu90NxbLfbycjIYPfu3QDs3r2bsWPH9tnv2LFjKSoqwu/3k5+fj0qlYsKECUfsy8CBA3tfR0VFAdDQ0PBfH6OCgsKJQ32yO6CgoKCgoHA0AoEAAN988w0xMTF9PtPpdH1E8MEIggDIPsT7X+/nh4ugBoPhmPqi0WgO2ff+/ikoKPwyUCzACgoKCgqnPNnZ2eh0OioqKkhNTe3zFxcX17vdunXrel+3trZSWFhIZmZm7z5WrVrVZ79r1qwhPT0dlUpFbm4ugUCgj0+xgoLC/yaKBVhBQUFB4ZTHYrFw5513cttttxEIBDjjjDNwOBysWbMGs9lMQkICAA8++CAhISFERERwzz33EBoayty5cwG44447GD58OA899BAXXXQRa9eu5dlnn+W5554DIDExkauuuoprr72Wp59+mkGDBlFeXk5DQwMXXnjhyTp0BQWFnwFFACsoKCgo/CJ46KGHCA8P55FHHmHfvn3YbDaGDh3K3Xff3euC8Pe//53f//73FBUVMWjQIL788ku0Wi0AQ4cO5cMPP+Svf/0rDz30EFFRUTz44INcffXVvd/x/PPPc/fdd3PzzTfT3NxMfHw8d99998k4XAUFhZ8RJQuEgoKCgsIvnv0ZGlpbW7HZbCe7OwoKCqc4ig+wgoKCgoKCgoLCaYUigBUUFBQUFBQUFE4rFBcIBQUFBQUFBQWF0wrFAqygoKCgoKCgoHBaoQhgBQUFBQUFBQWF0wpFACsoKCgoKCgoKJxWKAJYQUFBQUFBQUHhtEIRwAoKCgoKCgoKCqcVigBWUFBQUFBQUFA4rVAEsIKCgoKCgoKCwmmFIoAVFBQUFBQUFBROKxQBrKCgoKCgoKCgcFrx/7UFnaQv2OeBAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -43,7 +43,7 @@ } ], "source": [ - "iris = pd.read_csv(\"./result/iris/06-23-04-56_75_200_0.4_0.8_0.7_acc.csv\", header=None)\n", + "iris = pd.read_csv(\"./result/mnist/06-23-06-43_50_200_0.35_0.8_0.7_acc.csv\", header=None)\n", "print(iris.shape)\n", "\n", "loss = []\n", diff --git a/pso/optimizer.py b/pso/optimizer.py index 6db277b..1ae7938 100644 --- a/pso/optimizer.py +++ b/pso/optimizer.py @@ -1,19 +1,18 @@ +import gc +import json import os import sys - -import tensorflow as tf -from tensorflow import keras +from datetime import datetime import numpy as np +import tensorflow as tf +from pso.particle import Particle +from tensorflow import keras +from tqdm import tqdm + # import cupy as cp -from tqdm import tqdm -from datetime import datetime -import json -import gc -from copy import copy, deepcopy -from pso.particle import Particle gpus = tf.config.experimental.list_physical_devices("GPU") if gpus: @@ -35,6 +34,7 @@ class Optimizer: w_min=0.5, w_max=1.5, negative_swarm: float = 0, + momentun_swarm: float = 0, ): """ Args: @@ -46,6 +46,7 @@ class Optimizer: w_min (float): 최소 관성 수치 w_max (float): 최대 관성 수치 nefative_swarm (float): 최적해와 반대로 이동할 파티클 비율 - 0 ~ 1 사이의 값 + momentun_swarm (float): 관성을 추가로 사용할 파티클 비율 - 0 ~ 1 사이의 값 """ self.model = model # 모델 구조 self.loss = loss # 손실함수 @@ -56,6 +57,7 @@ class Optimizer: self.w_min = w_min # 최소 관성 수치 self.w_max = w_max # 최대 관성 수치 self.negative_swarm = negative_swarm # 최적해와 반대로 이동할 파티클 비율 - 0 ~ 1 사이의 값 + self.momentun_swarm = momentun_swarm # 관성을 추가로 사용할 파티클 비율 - 0 ~ 1 사이의 값 self.g_best_score = [0 , np.inf] # 최고 점수 - 시작은 0으로 초기화 self.g_best = None # 최고 점수를 받은 가중치 self.g_best_ = None # 최고 점수를 받은 가중치 - 값의 분산을 위한 변수 @@ -68,10 +70,8 @@ class Optimizer: w_ = np.random.uniform(-1.5, 1.5, len(w_)) m.set_weights(self._decode(w_, sh_, len_)) m.compile(loss=self.loss, optimizer="sgd", metrics=["accuracy"]) - if i < negative_swarm * self.n_particles: - self.particles[i] = Particle(m, loss, negative=True) - else: - self.particles[i] = Particle(m, loss, negative=False) + self.particles[i] = Particle(m, loss, negative=True if i < negative_swarm * self.n_particles else False, momentun=True if i > self.n_particles * (1 - self.momentun_swarm) else False) + gc.collect() def __del__(self): diff --git a/pso/particle.py b/pso/particle.py index c1d0e8c..aba9627 100644 --- a/pso/particle.py +++ b/pso/particle.py @@ -1,15 +1,16 @@ -import tensorflow as tf -from tensorflow import keras +import gc # import cupy as cp import numpy as np -import gc +import tensorflow as tf +from tensorflow import keras + class Particle: """ Particle Swarm Optimization의 Particle을 구현한 클래스 """ - def __init__(self, model: keras.models, loss, negative: bool = False|True): + def __init__(self, model: keras.models, loss, negative: bool = False, momentun: bool = False): """ Args: model (keras.models): 학습 및 검증을 위한 모델 @@ -23,6 +24,7 @@ class Particle: i_w_ = np.random.rand(len(i_w_)) / 2 - 0.25 self.velocities = self._decode(i_w_, s_, l_) self.negative = negative + self.momentun = momentun self.best_score = 0 self.best_weights = init_weights @@ -146,6 +148,8 @@ class Particle: + local_rate * r0 * (encode_p - encode_w) + global_rate * r1 * (encode_g - encode_w) ) + if self.momentun: + new_v += 0.5 * encode_v self.velocities = self._decode(new_v, w_sh, w_len) del encode_w, w_sh, w_len del encode_v, v_sh, v_len @@ -184,6 +188,8 @@ class Particle: + local_rate * r0 * (w_p * encode_p - encode_w) + global_rate * r1 * (w_g * encode_g - encode_w) ) + if self.momentun: + new_v += 0.5 * encode_v self.velocities = self._decode(new_v, w_sh, w_len) del encode_w, w_sh, w_len del encode_v, v_sh, v_len diff --git a/test.ipynb b/test.ipynb index 71bd9fa..6c1cf57 100644 --- a/test.ipynb +++ b/test.ipynb @@ -2,64 +2,31 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "(100, 200)\n", - " 0 1 2 3 4 5 6 \n", - "0 1.065477 0.341667 1.620457 0.333333 0.973868 0.733333 1.119378 \\\n", - "1 2.018898 0.350000 1.063357 0.333333 5.985742 0.333333 1.492205 \n", - "2 3.812844 0.441667 0.973291 0.391667 0.982345 0.375000 1.206667 \n", - "3 0.992694 0.666667 0.919116 0.583333 1.219213 0.333333 0.904292 \n", - "4 1.111336 0.333333 0.874328 0.433333 1.070013 0.308333 0.974060 \n", - "\n", - " 7 8 9 ... 190 191 192 193 \n", - "0 0.333333 1.191749 0.375000 ... 1.764640 0.333333 1.150359 0.333333 \\\n", - "1 0.408333 17.772097 0.333333 ... 1.721332 0.333333 1.078496 0.383333 \n", - "2 0.525000 1.002070 0.391667 ... 1.320217 0.333333 0.978259 0.450000 \n", - "3 0.475000 2.042726 0.000000 ... 1.152177 0.333333 2.090459 0.333333 \n", - "4 0.633333 1.245026 0.333333 ... 0.967579 0.825000 2.405662 0.333333 \n", - "\n", - " 194 195 196 197 198 199 \n", - "0 1.353020 0.333333 1.798916 0.000000 0.980328 0.441667 \n", - "1 1.102060 0.333333 0.856502 0.333333 0.674042 0.375000 \n", - "2 1.075823 0.333333 1.588661 0.650000 0.701815 0.483333 \n", - "3 0.885551 0.666667 2.373989 0.583333 0.842598 0.666667 \n", - "4 0.876492 0.666667 0.979572 0.516667 1.128002 0.333333 \n", - "\n", - "[5 rows x 200 columns]\n", - "100\n", - "100\n" + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: './result/iris/05-26-07-03_100_100_0.5_1.5_0.75.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mnp\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mpandas\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mpd\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m iris \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39;49mread_csv(\u001b[39m\"\u001b[39;49m\u001b[39m./result/iris/05-26-07-03_100_100_0.5_1.5_0.75.csv\u001b[39;49m\u001b[39m\"\u001b[39;49m, header\u001b[39m=\u001b[39;49m\u001b[39mNone\u001b[39;49;00m)\n\u001b[1;32m 6\u001b[0m \u001b[39mprint\u001b[39m(iris\u001b[39m.\u001b[39mshape)\n\u001b[1;32m 7\u001b[0m \u001b[39mprint\u001b[39m(iris\u001b[39m.\u001b[39mhead())\n", + "File \u001b[0;32m~/miniconda3/envs/pso/lib/python3.8/site-packages/pandas/io/parsers/readers.py:912\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 899\u001b[0m kwds_defaults \u001b[39m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 900\u001b[0m dialect,\n\u001b[1;32m 901\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 908\u001b[0m dtype_backend\u001b[39m=\u001b[39mdtype_backend,\n\u001b[1;32m 909\u001b[0m )\n\u001b[1;32m 910\u001b[0m kwds\u001b[39m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 912\u001b[0m \u001b[39mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n", + "File \u001b[0;32m~/miniconda3/envs/pso/lib/python3.8/site-packages/pandas/io/parsers/readers.py:577\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 574\u001b[0m _validate_names(kwds\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mnames\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m))\n\u001b[1;32m 576\u001b[0m \u001b[39m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 577\u001b[0m parser \u001b[39m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n\u001b[1;32m 579\u001b[0m \u001b[39mif\u001b[39;00m chunksize \u001b[39mor\u001b[39;00m iterator:\n\u001b[1;32m 580\u001b[0m \u001b[39mreturn\u001b[39;00m parser\n", + "File \u001b[0;32m~/miniconda3/envs/pso/lib/python3.8/site-packages/pandas/io/parsers/readers.py:1407\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1404\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39moptions[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m kwds[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[1;32m 1406\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles: IOHandles \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m-> 1407\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_engine(f, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mengine)\n", + "File \u001b[0;32m~/miniconda3/envs/pso/lib/python3.8/site-packages/pandas/io/parsers/readers.py:1661\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1659\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m mode:\n\u001b[1;32m 1660\u001b[0m mode \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m-> 1661\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39m=\u001b[39m get_handle(\n\u001b[1;32m 1662\u001b[0m f,\n\u001b[1;32m 1663\u001b[0m mode,\n\u001b[1;32m 1664\u001b[0m encoding\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[1;32m 1665\u001b[0m compression\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mcompression\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[1;32m 1666\u001b[0m memory_map\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mmemory_map\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mFalse\u001b[39;49;00m),\n\u001b[1;32m 1667\u001b[0m is_text\u001b[39m=\u001b[39;49mis_text,\n\u001b[1;32m 1668\u001b[0m errors\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding_errors\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mstrict\u001b[39;49m\u001b[39m\"\u001b[39;49m),\n\u001b[1;32m 1669\u001b[0m storage_options\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mstorage_options\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[1;32m 1670\u001b[0m )\n\u001b[1;32m 1671\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 1672\u001b[0m f \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles\u001b[39m.\u001b[39mhandle\n", + "File \u001b[0;32m~/miniconda3/envs/pso/lib/python3.8/site-packages/pandas/io/common.py:859\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 854\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(handle, \u001b[39mstr\u001b[39m):\n\u001b[1;32m 855\u001b[0m \u001b[39m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 856\u001b[0m \u001b[39m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 857\u001b[0m \u001b[39mif\u001b[39;00m ioargs\u001b[39m.\u001b[39mencoding \u001b[39mand\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m ioargs\u001b[39m.\u001b[39mmode:\n\u001b[1;32m 858\u001b[0m \u001b[39m# Encoding\u001b[39;00m\n\u001b[0;32m--> 859\u001b[0m handle \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39;49m(\n\u001b[1;32m 860\u001b[0m handle,\n\u001b[1;32m 861\u001b[0m ioargs\u001b[39m.\u001b[39;49mmode,\n\u001b[1;32m 862\u001b[0m encoding\u001b[39m=\u001b[39;49mioargs\u001b[39m.\u001b[39;49mencoding,\n\u001b[1;32m 863\u001b[0m errors\u001b[39m=\u001b[39;49merrors,\n\u001b[1;32m 864\u001b[0m newline\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 865\u001b[0m )\n\u001b[1;32m 866\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 867\u001b[0m \u001b[39m# Binary mode\u001b[39;00m\n\u001b[1;32m 868\u001b[0m handle \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39m(handle, ioargs\u001b[39m.\u001b[39mmode)\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: './result/iris/05-26-07-03_100_100_0.5_1.5_0.75.csv'" ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", "iris = pd.read_csv(\"./result/iris/05-26-07-03_100_100_0.5_1.5_0.75.csv\", header=None)\n", "print(iris.shape)\n", "print(iris.head())\n", @@ -81,7 +48,7 @@ "\n", "plt.subplot(2,1,2)\n", "for i in range(len(acc)):\n", - " plt.plot(acc[i], label=f\"acc_{i}\")\n" + " plt.plot(acc[i], label=f\"acc_{i}\")" ] }, { @@ -103,12 +70,13 @@ } ], "source": [ + "import numpy as np\n", "import tensorflow as tf\n", "from tensorflow import keras\n", + "from tensorflow.keras.layers import (Conv2D, Dense, Dropout, Flatten,\n", + " MaxPooling2D)\n", "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense, Flatten, Conv2D, MaxPooling2D, Dropout\n", "\n", - "import numpy as np\n", "\n", "def make_model():\n", " model = Sequential()\n", @@ -191,8 +159,10 @@ ], "source": [ "from time import time\n", + "\n", "import cupy as cp\n", "\n", + "\n", "def encode(weights):\n", " w_gpu = cp.array([])\n", " lenght = []\n", @@ -269,8 +239,7 @@ "# print(\"not same\")\n", "# break\n", "# else:\n", - "# print(\"same\")\n", - "\n" + "# print(\"same\")\n" ] }, { @@ -358,12 +327,12 @@ "source": [ "import numpy as np\n", "import tensorflow as tf\n", + "from sklearn.datasets import load_iris\n", + "from sklearn.model_selection import train_test_split\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.models import Sequential\n", "\n", - "from sklearn.datasets import load_iris\n", - "from sklearn.model_selection import train_test_split\n", "\n", "def get_xor():\n", " x = np.array([[0,0],[0,1],[1,0],[1,1]])\n", @@ -416,9 +385,11 @@ ], "source": [ "import tensorflow as tf\n", + "\n", "print(\"TensorFlow version:\", tf.__version__)\n", "import tensorflow.compiler as tf_cc\n", "import tensorrt as trt\n", + "\n", "linked_trt_ver=tf_cc.tf2tensorrt._pywrap_py_utils.get_linked_tensorrt_version()\n", "print(f\"Linked TRT ver: {linked_trt_ver}\")" ]