diff --git a/TrElections.npz b/TrElections.npz new file mode 100755 index 0000000..9f3b6a2 Binary files /dev/null and b/TrElections.npz differ diff --git a/demo.ipynb b/demo.ipynb index c6ca362..e34247e 100755 --- a/demo.ipynb +++ b/demo.ipynb @@ -777,7 +777,7 @@ "# this calculates the micro f1 score for all umap configurations in the grid search\n", "# and plots the result of each configuration\n", "# then returns the results matrix and a heatmap plot of it\n", - "results, hm = cluster_projection_grid_search(\n", + "results, hm = Clusterer.cluster_projection_grid_search(\n", " \"trials\", users=labels.username, labels=labels.label,\n", " # this means multiple clusters can be assigned the same label\n", " allow_multiple_clusters=True\n", diff --git a/src/__pycache__/clustering.cpython-36.pyc b/src/__pycache__/clustering.cpython-36.pyc old mode 100755 new mode 100644 index 3db61d7..d960e2c Binary files a/src/__pycache__/clustering.cpython-36.pyc and b/src/__pycache__/clustering.cpython-36.pyc differ diff --git a/src/__pycache__/projection.cpython-36.pyc b/src/__pycache__/projection.cpython-36.pyc old mode 100755 new mode 100644 index ce2cb12..66611de Binary files a/src/__pycache__/projection.cpython-36.pyc and b/src/__pycache__/projection.cpython-36.pyc differ diff --git a/src/clustering.py b/src/clustering.py index f3e915d..433bb99 100755 --- a/src/clustering.py +++ b/src/clustering.py @@ -55,6 +55,7 @@ def plot_tree(path): return pickle.load(open(path, 'rb')).plot() def plot(self, labels_col="clusters"): + sns.set(context='notebook', style='white', rc={'figure.figsize': (15, 15)}) return Projector.plot(embeddings=self._params["umap"], labels=self._params[labels_col]) def inject_labels(self, users, labels): @@ -70,7 +71,7 @@ def align_clusters_with_labels(self, allow_multiple_clusters=True): labels = labels[ind] df = pd.DataFrame( - {"username": users, "labels": labels} + {"username": users, "label": labels} ).merge( pd.DataFrame({"username": self._params["users"], "clusters": self._params["clusters"]}) ) @@ -108,7 +109,7 @@ def evaluate(self, metric=f1_score, report=True): y = y[ind] p = p[ind] - s = set(y) + s = list(set(y)) if report: return pd.DataFrame(classification_report(y, p, labels=s, output_dict=True)) @@ -132,7 +133,8 @@ def cluster_projection_grid_search(trials_dir, users=None, labels=None, allow_mu plt.savefig(plot_path, bbox_inches='tight') plt.close() - score = c.evaluate() + score = c.evaluate(report=False) results.setdefault(min_dist, dict()) results[min_dist][n_neighbors] = score - return results + return results, Projector.plot_grid_search_heatmap(results, + heatmap_destination=os.path.join(trials_dir, 'hm.png')) diff --git a/src/run.py b/src/run.py new file mode 100644 index 0000000..b5f1caf --- /dev/null +++ b/src/run.py @@ -0,0 +1,12 @@ +import numpy as np + +from clustering import Clusterer, pickle +from projection import Projector, os + +f = np.load("../TrElections.npz") + 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/home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.4.6) (0.49.1)\n", + "Requirement already satisfied: scikit-learn>=0.20 in /home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.4.6) (0.23.1)\n", + "Requirement already satisfied: numpy>=1.17 in /home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.4.6) (1.18.4)\n", + "Requirement already satisfied: scipy>=1.3.1 in /home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.4.6) (1.4.1)\n", + "Requirement already satisfied: setuptools in /home/ammar/env/lib/python3.6/site-packages (from numba!=0.47,>=0.46->umap-learn==0.4.6) (47.1.1)\n", + "Requirement already satisfied: llvmlite<=0.33.0.dev0,>=0.31.0.dev0 in /home/ammar/env/lib/python3.6/site-packages (from numba!=0.47,>=0.46->umap-learn==0.4.6) (0.32.1)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/ammar/env/lib/python3.6/site-packages (from scikit-learn>=0.20->umap-learn==0.4.6) (2.0.0)\n", + "Requirement already satisfied: joblib>=0.11 in /home/ammar/env/lib/python3.6/site-packages (from scikit-learn>=0.20->umap-learn==0.4.6) (0.15.1)\n" + ] + } + ], + "source": [ + "!pip install umap-learn==0.4.6" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append(\"src\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "from src.clustering import Clusterer, pickle\n", + "from src.projection import Projector, os" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def pipeline(version):\n", + " projector = Projector(\"TrElections.npz\")\n", + " try:\n", + " os.makedirs(f\"umap{version}_trials\")\n", + " except FileExistsError:\n", + " os.rmdir(f\"umap{version}_trials/\")\n", + " os.makedirs(f\"umap{version}_trials\")\n", + "\n", + " projector.grid_search(\n", + " trials_dir=f\"umap{version}_trials\",\n", + " min_counts=3, # minimum 3 tweets per user\n", + " min_dists_range = [0.0, 0.1, 0.25, 0.5, 0.75, 0.8, 0.9, 0.99],\n", + " n_neighbors_range=[20, 30, 40, 50, 60, 70, 80, 90, 100]\n", + " )\n", + " f = np.load(\"TrElections.npz\")\n", + "\n", + " results, hm = Clusterer.cluster_projection_grid_search(\n", + " f\"umap{version}_trials\", users=f[\"users\"], labels=f[\"labels\"],\n", + " # this means multiple clusters can be assigned the same label\n", + " allow_multiple_clusters=True\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "UMAP: 100%|██████████| 72/72 [33:26<00:00, 27.87s/it]\n" + ] + } + ], + "source": [ + "pipeline(4)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 72/72 [00:34<00:00, 2.12it/s]\n" + ] + }, + { + "data": { + "image/png": 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ykZ63Cad/3aRv4xc++lq7SRCAbXxXaNRqnNzZfK/f8NCzLZIgAGBta4ulDzXf63EHtqOu5tq41wHg+J8/QlxSCABYtuY/7SZBAF2f1cXT+Giy/k6tbsCfW78BoPv/WPvcqy0+DAOAra0d1j73qr4Pv3f7r6iplpi0Hr98+xnKSgrh4eWD2+59uEfn2rvjN6SnXIKdvQNWr33ORDXsX9QNDfj9x68A6OL+xAuvtY67nR2eeOE12Dvo4r7rz18gNXHct3z1KUqLC+Hp7YM771/bpdeuXvs0br93DSZNnQXPa3SKXlcwEWKmUi/Eo6ZaDAAYMmo8AkPbXmjOxc0DE6bPAwA0qJQ4f6b1XO3uykpLwsHGhMZtDz4F+04O05RUVaCkIBcAIHJ2QdSE9r+JCI8cDr+gUABARsrFTo02sXTFly9AUatLeAUMHgX3gNA2yzm4uCFs3AwAumG5eRdPd/uatZWlyDl3HAAwcNIceIVGdvtc1FJh6nn9N6uBQ0bDI7D9eA6coOt8qhtUyDl/6qrVsT0ySRUkJfkAADuRM0KiJrZb1idsMNz8dAnRksxk1FSWXZU6XqvyU85D3hj34KGj4Rk4oM1yji5uiJw4C4Au7lnn+j7uACCvae64uXWwaLabwYKaqnpFr9Wpvyi63NwmBAwZbbSNDx/f3CbkXuj+e6OmshTZ8bo2ftB1c+A9gG28qeQkJ6BOqrtfBgwfA++gAW2WE7m6Y9h1swAAapUK6Y0jrvqaUiFHwqG/AAChw0b3eHSJJUhMiINUouvDjxgzAcED2k4Uu7p7YOrsBQAAlUqJ2JOt19nqrozUROzZpkuo3rv2mR5NnS8vLcYv33wGALj17od6dT0Tc3YxIRbVjXGPGjsRIWFtx93N3QPT5+gWLlcplThz/KjJ6pCWkoi//qdLvD7w2HNw7IUlE8wJEyFmKimheY7liLHXGS07Ytxk/XFifPc/7BpqaGjA95+8Ca1Gg9GTZmDs5Fmdfq24ovkDjm9AMAQCgdHyfoEhAHTDKRPjr41O/rWsMKV5KGLgcOOrdAcZPF+Y1P11OzJOH4JWqwEAhE+c3e3zUGsFyc3xDB4xzmhZw+fzE+ONlLw6ZOJy/bGrT0CH97p+hwmtFvkWvo5MnkH8Bow0fh+HGjyfm3htrM3g6OKuP5aUFhkta/i8h3/r0YHUUqFBmxA0vIM2weD5pilq3ZF+6qC+jR84aU63z0OtZRuMngqPMn6vh4+aoD/OunBt3OuXY4+jXq5bM2b41Ll9XBvzcMGgLz56gvEpiKMnNPfhz8eapg/c0NCATe+/Dq1Gg/FTZmLitJ7127748E0o5HUIGzQE19/4D5PUsT9KMIjf2EnG4z52YvPz586aJunZ0KDCJ++sh0ajwaRpszB5BttyrhFipgrzmldkDh1ofMvJAQbPF+a1XuW9O/7+4wcU5mTC3sERtz/U8faJhrTQdvu6BbmmqX9/JinK1R97hhjfns4zdJD+WGzwuq5qWr8CAgG8B0RCKZch+chO5Jw7jpoK3SgekbsX/COjMHT2Mv03/9SxqsLmuHgbxKst3gYjcaqKckxy/erSAux4+ymIi/OhUshh5+gEV78gBA4ZjWEzF/fa8PeqwpxeOa+5qDT4/X0GGI+7b1jz85WF3b+PDYlLCvDbm09CXJQHpUIOO5ET3P2CEDx0DEbOvh6iDuIePmYyzv61FQBw6ehuDL5udpvTY3IuxSLz3AkAQNCQqHan0FAzsUGMvUKMvzcMR+eJe9AmGLbxXo1tfNLhncg+F4Oa8sY23sML/pGjMHwO2/iuKM/P0R/7dTDSxi+s+fnygpz2C3ZBZXEBflz/b1QU5UEpl8Ne5ARP/2CEDh+DMXOWwMnN+L2en3pRfxwQPhgNKiUSDu1C0qkjqCrOh0athsjVAyFDRmLM3BsQEMFt0vOzm/uy4YOM/3+ERw5rfl2OafrA23/5DnnZGXBwFGH1o53fFrkt0Qd240LcKVhZCfHgEy/2ynbd/UWuQdwHGsS1LQMHD9cf52VnmOT6f/z0LXKz0uHgKMKDj//HJOc0d/0mEVJQUIDMzEyUlpairq4OCoUC9vb2cHR0hK+vLyIiIhAUFNTX1TSZ0sI8/bGXj/Gtldy9fGBlJYRGo0ZZUT60Wm2H38waU5SfrV+fZMWdD8Kji3PEXN089celnahPicHvWmKiTn5/Vl1aqD928vQ1Wlbk5gWBlRW0Gg2kZUXdfm9U5qUDAGztRZCWF+PQ5+tbjAYAgOqSfFSX5OPy8b8xdtk/EbVwVZevY4kM4+ncUTzdTRNPQ03b8zaR10ggr5GgJD0R5//+FZNuuhcj561o87UOBqMCqjtRH8PfVVJS0KN6mzuxwf+Fi5fxuDs17sqk1WggKS00Udx12/M2kUslkEslKEpLRNzuXzD1ltUYs+DGdl/vGxaJ0QtuxPn926CU1+HnV9fqdo2JGApHZ1fUSqqQn5KAnAu67QMDBg3H4jUv9qjOlqK6rHttQnVp99uEitzGNt5BBGlZEQ581rqNlxTnQ1Kcj9SYPRi//F8YtYhtfGeIDdo6V2/j8XTxaL7XxSa615u2521SJ5WgTipB/uVLOPXXz5h9632YsGhlu68vzk7TH2s0Gnz70iOouCJJIykrgqSsCBej92Hc/OWYd9caWFlZ7gfm4oLmfq23n/Gpg57ezX34ksK8Hse8IDcb237SrU9y6z1r4NnBe84YqUSM7z//AACw+MZbER45tNvnsgRF+c2fYXw6iLuXtw+shEJo1GoUFfT8s1t+ThZ+3/I1AODO1Q/Dy6f7ce9PzDoRkpOTgx9++AGHDh1CWVnH88l9fHwwb9483HXXXRgwYEDvV7AX1clq9cdOLm5GywqF1rB3FKGuVgq1Wo16hRz23dwqVaPR4PtP3kSDSokBA4dizg23dPkcnj5+cPfygbiiDLIaKS7FnWx3nZCc9BT9eiIAIK+tbbMcNVPKm/+P7EUuRkoCVkIhbOwdoayrhVajRkO9AjaNC3N1VoNKCaVcBgDQajU4sPFlyKViuPgEYNDk+XD29kd9bQ3yLp5GYXI8tBoN4rd/ByuhNUbMa79zRTrKOoN4OnUcT1t7R9TX1UKj7l48Dbl4+yNo+Fh4BobBzskFamU9qopykX3uOKTlJVA3qHDy181QyGowYfldrV7v7OkDkbsXZOIK1MtqkHcpFqHtrBNSnpOmX08EaPl7W6L6FnE3vouKlVAIWwdH1Mt0cVfVK2Dbg7i7+vgjZPg4eAWHwcHJBQ3KelQW5iIj7jiqy4uhblAh+udNUMhqMPnG9rdWnnnbQ3Dx9EXsrp8hr6nG5dNHcPn0kZbX8vbH5JvuxsBx0yC0NusuyVXT3TbBJG28RoN9nzS18YGInDIfLt7+UMikyDt/GgWNbXzstm9hJbTGyPls4zuiqJPpjx072DHJSiiEnYMIClmNSe51N58AhI0cB5+QpntdiYrCHKSejYGkrBhqlQoHt3wOuawGM276V5vnkBkkyrd/8jqqSgrg5O6JUTMXwSswFKp6BbIuxiE1NgbQahF/YIduAeh/PtLteps7maxGf+zi2nEf3kEkgqzGNH34zR+8BpVKiYjIYVi0vGfJym8+fRc10mp4evvi1ru57X1HZLVdiLu1NRwdRaitkUKtboBCLoeDY/fj/sm766FSKjFw8DAsWcnpS03Mttfx7rvv4vvvv4darYZW27mpFqWlpdi6dSt+/fVX3H333Xj66a5N6biW1Cvq9Mc2trYdlre1tUPTKxTyum43okf3/A+ZKZdgZSXEP9f+B1ZW3VtmZsaC5dix9UsAwJbP3sEzGz6Dt19gizLV4kp88+H6Fo/J5TKQcQ0Giw0KbTp+b1jb2EEJXcdaVS/vcifZsFOuUtRBpahDyKjrMOu+5yG0ttE/N2TmEqRG78apnz8FAMRv/w4Dxk6Hk4dlrx7fEVUX4ym0tQMaY6JUdD2eTZY+8067W9hOXHk34nf+hHO7dQtundu1FUHDxsB/0IhWZYdOX4S4nVsAAMd/2gh3/7fh4t1yFFudVIwj37zf4jGlQRtniVSK5rhbd/I+rm+6jxV13f5wdPN/3kPg4LbjPuXme3Bm+xb9lJezO39CyPCxCIxsHfcmI2Yuho29A47/+mWL5E6T6vJixO3+FTZ29ggfbXy9K9LpSZtgqjY+dNRkzHmgZRs/bOYNSDm2Gye2bgQAxG77FmHj2MZ3RKmQ6487da/b2gKNXSGlvPv3+h3/fR8hQ9re+WfmqnsR878fcXLHTwCAE9u2IGzEOAQPbn2vKwzeH1UlBQiIGIJbn3urxQL6o2YtRnrCafz50Tpo1GrE79+O4VNmI3Cg8ekB/ZVC3vU+fFPvV17X/T78/p2/43LSRVhZCfHAEy90uw8PAPGnY3DyyH4AwOrHnut2nSyJYdxtOxN3OzugMXcil8u6nQjZs/03pCZegJVQiEeefqlHce9vzDIR8vzzz2P79u36BEhERATGjx+P8PBw+Pn5wcHBAba2tlAqlZDL5SgpKUF2djbi4uKQkZGBhoYGfP3116isrMSGDRv6+LcxH5VlJfjfD58DAOYtuxUhEYO7fa75K25D7PFDKMrLQlVFKV597C5MnXcDwiKHQSCwQn52GmL274SsRgpvv0CUN27L1tMhoNQLrkhE2olcMP1fT7XoIDcZMmMJilLPIzfhBDTqBlyO3o1xK+6+ShWlrmgvCQLotsacsOKfqJOKkRqzFwCQsOdX+D/eupMcNX8lMuNiIC7KRW1VOf5Y/wgGT10AnwGREAisUJGfidTj+1Avq4GLtx+kjesNCAT8Q90X2kuCALq4T175L9RJxUg89jcAIHbXzwh88o02y5dmp2HXJ6+iVlwB75AITFz2JAIjR8DWQQRZdRWyL5zBme0/oiI/C7v+71XMuvNhRM1Z2iu/F3XflV822YlcMPOettv4oTOXoDA1ATnndG18yrHdmHDj3VepptQV7SVBAN29PvOWu1EnFeP8kT0AgJM7tuLWZ99sVVaraX5/WAmtsXzti23uIjhozHUYv/BGnN3zBwAgbt92i02E9IWK0hJs/Vr3RdT1N92GsA7WJjFGXifDVx+/BQCYNH0Oxk+eYZI6kumVlxbjxy8+AQAsu/l2RERyjR5DZpcIOXz4MLZt2waBQIDRo0fjxRdfxMiR7XfcrnTx4kW88cYbuHDhArZv346FCxdi1qxZvVfhXmJn74i6Wt0e8iqlEkIH46FUKuv1x93N2m75/B3Uy+vg6eOH5Xfc361zGNbh369+hM/eeA45GSlQyOtwqHErXkMjxl6HKfOW4It3XgIAiDoYBkyAtZ29/hs8tUoJK6Hxb4saVM3vDRu7rn+zdOW3i2HjpsPWof3tuAZPW4zcBN3iiEWXz8P4ngdkY2ev/ya9M/FUG9zrPRky3Rnjl92J1OP7AK0WRakX0KCsh7WtXYsyNvYOuP7x17D/s9dQnpsOlUKOxEM7Wp0reMR4RE6Zh0Nf6DpXdiKnXq37tc7G3h71jVMgG1RK2HblPrbv3W/mJi2/C4nRewGtFgUpbce9PD8Lf7z1NBqU9fAfOAwrn327xbfdLp4+GDVnKQaMGI9fXnsMilopjv70GfwHDuOCqR3oSZtgijY+fPwMo238kOmLkdO4AG5R6vkuX8/S2No7QNE4VaJT97pS2fzaXv4WftrKu3D+6N+AVovclPNQKethc8W9buvgAEXjkP+wEWPh5t3+1qmjZy/RJ0Jyky33vWHv4AhZTff68N0dFfDlxxugkNfB29cfq/75YLfO0eSnLz9BZXkpHBxFuOeRZ3p0Lkti7+CI2sa4K5VKOHQwHVRZbxB3I22uMZ9/8Cbk8jr4+Pnj9nvWdOsc/ZnZfeX222+6D8sjR47EDz/80KUkCABERUXhxx9/xIgRI6DVavHLL7/0RjV7naPBh4Taxv3n26NWN+jnoAqtrWHXjQ9Hp4/uxaU43fZNd6x5tlvnuJKHlw9eeO8r3PfUOkRNmApXd09YW9vAydkVQ6LG476n1uHxdR+2aAhc3Htnh4r+xNah+b2hkEmNltWo1VA1TkGwElrD2s6+y9eztnOAwGDRM88OdjYx3MmmabcBap+to0E8azuOp7KH8Qs4rUsAACAASURBVOwKkZsn3Bq3vFU3qPQ7BF3JycMbK174EHNWP4OQqIlwdHWHlbU17J1cEDBkFOasfgaLH1uPBsPOnsFCq5bIrkXcq42W1ajVUMqb427Ty3F3cveEu0Hcq9u4j0/8/o0+njP+8WC7Q/5dffwxdtHNAHTrT1w8squXat1/XO02weaKNt4r1PhuZIY72UjLi7t8PUtjOHqirqbje72+cYrw1bjXnd294OGn22hArWr7Xrc3eD/6hXXw998/SJ+gl1WLW0wLsiQikbP+WFrdcR9eLutZHz7m0N9IOKtLTuqmsXS/D59yKQEHdv0PAHD76rXw8OLUt84SOXUh7g0NqGv87GZtbd2tmB09sAdxp48DAB564vkexb2/MrsRIUlJSRAIBFi9enWn5le1xdbWFg888AAee+wxJCUlmbiGV4dvYAgqSosAABVlxfDybX/1YXFFGTQaNQDAxz+oW9NLYvbvBAC4unsiLzMVeZmpbZZraqwB4PCuP+DopPsDOX3Bcri6e7YqbyUU4rpZi3DdrEXtXrs4L1t/HDaIwyg74uobiNpKXWeltrLU6K4CMkkFtBoNAMDZ279b7w2BQAAXnwBUNy50advBt9GG3yQqueZLh1x9A/UJhprKUjgb2UFEJm6Op4tP9+LZVXYGC/LW17UfTysrIQZdNweDrmt/33pxUfNK+j4dbCPZ37n7BuqnCUkrSuHi1f63rLXicn3c3XwDrkrcDRfpvHLtjwaVEvnJCQB07YFvuPFplCHDxuBk43FpVprRsgS4+lzdNkEgEMDVNwCS4sY2voNvJtnGd427XxAkjfd6dXmp0REV0qrme939Kt3rDgYf3hSy1uv8ePgHQVKmS3jZtTEl5kp2DiJ9AqS+TtbrIxevRf5BIShrnPJdXlJkdAeRyvLmPrxfQHC3Yn54z3YAgJuHJ7LTU5Gd3nYf3nAjhr07foOo8UvXuUtuhFtjH/7I3p3QarWwtbNDjVSC/235qs1zlZc1J82iD+5BaqJuBNDkWfMREBTa5d+hPwgIDkVpsS7uZSVF8PVvP+4V5WXQqHVx9w/sXtwP7NoGAHD38EJmWioy09qOu8xgI4rd237RJ2wW3LAS7h6tP7v1J2aXCKmu1mXLAwMDOyhpXEBAQIvzmZvAkHAknTsNAMjNSMWQke1PMMjJaH7jB3ZzyHHTHOFqcSW2b/miU6/Zv32r/jhqwrQ2EyGdcTkxQX88aNiobp3DkrgFhKIwOR4AUJmXAf/I9ucBVzZuiQgA7gHd/8PkERimT4R0tMilYce4ow41AR6BoShI0sWzPDcdAYPbj2d5bvOHSI+AAb1dNQBAvcGoo850go0pTrukP/YbNLxH5zJ3noEDkJuoi3tZTjqChrTf9pVmN9/HnoFXp4NpOBLBcPRK03MadQMA3bSKjjpwhu2ASqkwUpIAwD0wFAWNbXxFnvE2ocKgTXDvQZvgERimT4R0lNxgG9813sEDkH0pDgBQkpOGUCP9nBKDrWq9gwb0dtUAAHKDnS7s25iy6BMcjqwLsQCMJ8Ob1BssGNnTvxnmKjgsAhfiTgEAstJTMXz0+HbLZqUlN79uQM/68JKqSvz63aZOvWbX71v0x+Oum65PhDSdS1lfj9++39ypcx3Zu1N/HBw20GITIaFhEUg4q0v7Z6QlY+SY9uOecbn5i/qQMOOj8NqjhS5W4qoK/PT1Z516zfZff9QfT5g8o98nQsxuaoynpy4gWVlZPTpPZmZmi/OZm+FjJ+mPk86dMVo2Mf6U/njEOPNalb8wNws56bo/An6BoRg0fHQf1+jaFzhsrP64KSHSnoKkuObXDW+/Qe7wmgavNUyutKUyL0N/7OLbs4SmJQge3pzkbEqItCc/sfn54BG9v/qKTFIFSanu2w0ra2s4GRl91JGqwlyU5+g6+W5+QW3uQGNJQgyS27mJxuOee6n5Pg4dMaHX6tREJqmEuDHuQmsbuFwxIsFwVJiiVooGlRLG1FSW6o8dDIaMU9sChzW/Nwo7ahMMng8a3v02IWhEcxtfkZthpKQuOdPElW18h8JHNv/fZl2MM1IS+oQDAISP6v17vVZciaqSAgCN97qnT6syEQb1KMnu4O9/cYH+yxInNw+LHA0CAKPHN/fFmxIi7Tkf2/z86AmTe61O1PvGTJiiP044azzu586e1B+PnTjFSEnqCbMbETJmzBjs2bMHmzZtwpw5c+Dk1PUF9WpqarBp0yYIBAKMGTOmF2rZ+4ZEjYOzqztqqsVIuRCLwtwsBIaGtyonlVQhNuYgAMDG1g6jJ3VvZednN3zeqXLPrV6BysbhcG999afRKTsd0ajV+PmLD/Q/L7jx9m6fy5L4R46CvZMrFLXVKEo9D3FRbpujPeRSCbLjowHotmAMiep+kixk1HWwtrVDg7Ie2fExGLfi7na/Cbx8/G/9cdAwLpXakYDBo2Dv7ApFTTUKUs6jqjAXHm186y+XSpARewyALp4DRvd+hyn+ry36XYMCIkd2e766RqPGiV+a25ioBTeZpH7mLHjIaDg4u0JeU4285ARUFubAM3BAq3J1UgnSzh4FoIt7+Njej/vp7c1xDxzcOu62Do5w9vRBTWUZ1A0qZMQdx5DJ7U+JSjtzTH/sE2bZU6I6w7BNKOygjc+Ka24TQkd1/70ROmqyvo3PiovGhBvbb+NTYwza+B4kXyxF6LDRcHRxQ51UgpykBJQX5LQ52kNWLUby6aMAdNvsDhrb+x+OYv78UX+vBw8Z2WbiInjwSDh7eKOmqhzZiecgKS9pd3rP+SO79cfhUb2fyLlWDR89Hi5u7pBKxLh07izyczLbHO1RLa7CicYtam1s7TBhysxuXW/dB50byf3IHUtRXqqb5rRxy842p+w88uw6PPLsuo6v+eQDSL54DgDwynubjI56sRRRY8bD1c0d1RIxLsSfQV52JkLCWsddIq5CzOF9AHRbJ0+aNqtb13vz47anLV3pvluvR1mJLu5f/rLb6JSd/sbsRoTcfvvtEAgEyM7OxsqVK3HgwAGoG+dQdUStVmP//v246aabkJ2dDYFAgNtvN88P10KhNZasuhuAbpja1x++CtkVi6aplPX45sP1qG+cizlnyc1wcnFt83zffLge9y29DvctvQ47tn7Zq3Vvkp50Xj//7UryOhm++mAdUhu/HRkSNQ7TFyy7KvUyd1ZCIaIW36r7QatFzHfvo15W06JMg0qJmO/fR0O9bhj60JlLW8z5NxTz/Qf4ds31+HbN9UjYtaXNMnaOThg+byUA3VSJmO/fh7pB1apcaswe/Y4x1nb2GDJjSbd+R0tiJRRi7PX/0P2g1eLIN++1Gc8j3zbHc/js9uN55Jv3sfn+xdh8/2LE7Ww7nmf+/BY1lWXt1kmjUSN2xw9IiW7+wDOmqY5tKE5P1M9xvpJSLsPhr95FUeoFALoPeUOmLWz3XJbCSijEhBtu0/2g1WL/l+/qd5Zo0qBSYv9X70LVGPdRc5fBoZ247//qPXx8z0J8fM9CnN7+Y5tlTvz+DaQdxP3Utu+ReGyP/jF9Ha8QOWmW/jh66yaU57c9ijP15CEkHd+n/3nI5LntXp90rIRCjF7c3CYc/bbtNuHYd81twrBZ7bcJx757H189uBhfPbhYl9xsg52jE0bOb27jj33bdhufEr1Hv2OMtZ09hs5kG98RK6EQU5Y13+u7Nr0D+ZXxVCqxa3PzvT5u/nI4Orcdz12b38GGO+djw53zEfO/H9osc/TXr1FdYfxej/7juxaJi6nL2+4vC6ysMP2mf+pep27Ajk/f1C/Qbyg94TTi9unWLBAIrDBxseUmvIVCa6y8/V4Auj78xrdf0e8m0kSprMen76zT9+EXLV8FZ1e3Ns/36TvrsGreeKyaN77T01Xo6hNaW+OWu+4DoIv7h2++1Dru9fX46M2XoJDr4r5k5a1waSfuH214GctmjsGymWOw9dvOTXmilsxuRMj48eNx//3344svvkB+fj4ee+wxuLi4YNSoUQgPD4efnx8cHBxgY2MDlUoFuVyOkpISZGVl4cKFC5BKpfr5bffffz/GjzffDOWsxSsRf/II0pPOIy/zMl599C7MWLQCPgFBEFeU4fiBv1CcnwMACAgOw5Jb7+nbCl/hx8/egaxWiqjxUxASMRjOru5Q1MmQl5WG2OMHUSMRAwACQyPwwDOvXZVFwfqLITOWIDfhBEozklCZn4Edb6zF4OmL4eztjzpJJdJO7NOv6eHmH4JRRj7EdlbUwltQmBSHitx05F04je2vrcGgKQvg7OWH+rpa5J0/1WKqzpTbH4W9c9uJOWpp2KwlyDp3AiXpiajIy8Af6x/B0BmL4eITAJm4AqnH9+nn77v7h2DskrY/nHZW8tHdOL/3d/hFDIVvxDC4+QbB1tERDUolxMV5yIqL1i/kCeiSIMbWKYjZshH1shqERE2EV0gEHJxdoZTXoTI/C5mx0ZDX6FZP9wgcgHkP/If3eqOoOTcgI/44itISUZabgZ9eXoORs66Hm08AasUVSIrZh6rGBWY9AkIwcWnPEvsXj+xC3N+/wX/gMAQMHAY3vyDYOYjQoKpHVWEe0mOjUW2wC8iEG25D0JC24z7++lVIj9W9T+S11fh1/WOInDgTgYOjYOvgCFl1FbLPn0GewdSNETOvh18HC6uSztCZS5Bz7gRKMhJRmZeBP197BENmLIaLdwBkkgqknWhuE9z8QzCmh20CAIxatAr5ibo2PvfCKfzv1TUYPLW5jc89f6rFdMtpdzwKB+e2O/DU0th5S3E59jjyL19CSU46vnnhQYyeswTuvoGoqSrHhaN7Udl4r3sFhmLKijt6dL1zh/7CqV2/ImjQMARFDoeHXxDsHEVQKetRWZiHlDPH9AugAsCU5bcjZGj7a5dETV+AtLgTyEg4jaKMFHz53GqMmrUYXoGhUNUrkH0xDilno/WjS2bc/C94B4f16HcwdwuW3owzMYeRcikB2empeOaB2zD/hpXwCwhGZUUZDv+9A4WNmwUEhYbjpjtW93GNyRQWL78FJ48dRPLFBGSmpeCxe2/FomU3wT8wGBXlpTi4ezvyc3VxDx4QjlWNiZNrRWZaKk5FH2rxWOKF5r/jp6IPobgwv8Xz85asgJ//tTlN0uwSIQDw5JNPwsfHBx999BFqa2tRXV2NmJgYxMTEGH1dUwLEyckJTzzxBO64o2d/SPqatY0N1v73HXy+4QWkXoxDVUUptm9pnQkOiRiMR154u8WWu9eK6qoK/Y40bRk3ZTbufPi5drPg1DahtQ3mPvQyjnz5JoovX4BMXI5zO1t/M+QZPBBzHvqvSRa0s7a1x/xH1uPIVxtQknYR0rIixG//rnXdbOww+bZHEDFxdo+vaSmE1jZY9MjL2L/pDRSlXkBtVTlit7eOp1fIQCx4+CXTLECn1aIkIxklGcntFrG2tcOkm+7FiDkdj9aqq65Caszedp8PGzsV0+98FA5MjukJrW2w9LF12P3p6yhIOY/aqnKc+vP7VuV8QgdiyaOvmCzuxelJKE5vf0c1a1s7TLtlNUbNW95uGXuRM1Y+8zb2fPYGynLSoG5QIeXkQaScPNhm+VFzl2HGbQ/1uPqWQmhtg/kPv4xDm99AUWMbH7+jjTY+ZCDmr3nJZG38wkfX4/AXG1CcdhHSskLEbvu2dd1s7DD1jkcwcFL706GoJaG1DW568lVs+3g9cpPPQ1pZjujfv2tVzm/AIKz897oWW+52m1aLgrQkFKS1f6/b2Nlj1q2rMX7BCqOnElhZYcWj/8WuTe8g9Ww0asWVOLGt9egigZUVZtx8d/MIGAtmbWODZ9a/jw/WP4fEhFhUlpfil29bT0MPGzQEz6x7T78LI5k3Gxsb/PfNj/DWy8/g4rmzqCgrwZavPm1VLiJyKF54/f0WW+5eC3Iy0/Dbj+1PuTl7MhpnT0a3eGzUuElMhJjanXfeiRtuuAG//fYbDh06hMTERKNTZIRCIUaMGIG5c+di1apVcHPrHx+sRU4ueOr1TxB7/CBOH96LvKw01EolcHRyRkBIOCbOmIep826AUHjthfrONc/gYtxJZCRfQFV5KaTVYtjY2sLNwwuDR4zFpFkLuUtMD9iJnLHw8TeRHR+NzDOHUZWfBYWsGnaOznDzD0HY+JkYNHk+rIRCk13T3tkVi/69ATnnYpAVexSVeZmQ14hhbWMHJy8/BA0bh6GzlsLRzTwXKe5LdiJn3PDkBmTGRSP91GFU5GdCUauLp3tACAZOmInBUxeYJJ7X//t1lGYkozQrBZLSQihqqqGQSWFlJYSdyBmeQWEIHDIakVPnw74Ti1tOu+MR5F+KRUlGEmqryiGXSiC0sYWjmwcCBkdh0KTZ8Bto2bvEtEeXUHgL6WePIeXUIZTnZkJRK4WdoxM8AkMxeNJMDJu20CRxv/GpN1GUkYTijBRISgsgr6mGorYGAisr2Iuc4RUcjuBhozFs6vx2p1kYcvX2w60vfYSshNNIj41GaXYa6qRiNCjrYWvvCFdvPwQMGoFhMxbCO7j1GldknJ3IGYuf2ICsuGhknDmMSsM2wT8E4RNmInKKadqEJg7Obrj+ybeQHR+DzLNHUZGXoW/jnb38EDR8PIbNXgoR2/gucxA547bn30HKmWNIPH4QpbkZkNdIYS9ygldgKIZNno2oGaa51299dgMK05JQmJGMqpJC1EklkDfe6w5OLvAJDsOA4WMwcsaCdqfbXcnG1g43PvYSsi7G4lLMARRmpEAmqYKV0BouXj4YMGw0xi1YDg+/oB7Xv79wcnbBS+98hlNHDyD64B5kZ1xGjVQCkZMLggeEY8qsBZi9aOk12Yen7nNydsFrH2zC8SP7cWT/bmSlp0JaLYGTswtCBkRg+pyFmLd4GYTWjHtvE2ibhkmYOZVKhZycHJSUlEAmk6G+vh52dnYQiUTw8/NDaGgobG1tTXrNmDSxSc9H174TBVV9XQW6ymytOU3DEtlbm90SWtRDMqWmr6tAfcBbxA8blmiMn3tfV4GuMnsb0yWFyXwM9nNs97l+0/rb2Nhg0KBBGDRoUF9XhYiIiIiIiIiuUfzKi4iIiIiIiIgsBhMhRERERERERGQxzH5qTEVFBQ4fPoxz584hMzMTJSUlqKur068R4ujoCD8/P0RERGDs2LGYM2cOvLy8+rraRERERERERNQHzHax1OLiYnz00UfYtWsXNJrmBc7a+nUEgubFDq2srLB06VI8/vjj8Pf371EduFiq5eFiqZaHi6VaJi6Wanm4WKpl4mKplomLpVoeLpZqmfrdYqkJCQl4+OGHIZFIWiQ+nJ2d4efnBwcHB9ja2kKpVEIul6OkpAQ1NTUAALVajR07duDYsWPYtGkTRo3i9qxERERERERElsLsEiFVVVVYu3YtxGLdaIyZM2dixYoVmDBhgtEpLxUVFYiLi8O2bdtw7NgxiMViPPLII9i5cyc8PDyuVvWJiIiIiIiIqA+Z3djf77//HpWVlbC1tcXGjRuxefNmLF68uMN1P7y8vLBo0SJs3rwZGzduhI2NDSorK/HDDz9cpZoTERERERERUV8zu0TI4cOHIRAIcN9992HevHndOse8efOwevVqaLVaHDp0yMQ1JCIiIiIiIqJrldklQgoLCwEA06dP79F5Zs6c2eJ8RERERERERNT/mV0iRCjUrfjb0NDQo/M0vb7pfERERERERETU/5ldIiQ4OBgAsG/fvh6dp+n1TecjIiIiIiIiov7P7BIhCxYsgFarxdatW/HTTz916xxbtmzBTz/9BIFAgEWLFpm4hkRERERERER0rRJotVptX1eiK2QyGZYvX46CggIIBAIMGjQIK1aswPjx4xEeHg4nJ6dWr6mtrUVWVhbi4+Oxbds2pKenQ6vVIiQkBNu3b4ejo2O36hKTJu7pr0Nm5kRBVV9Xga4yW2tBX1eB+oC9tdl9T0A9JFNq+roK1Ae8RdZ9XQXqA2P83Pu6CnSV2dtwOQRLNNiv/c/5ZpcIAYDMzEw89NBDyM/Ph0DQ8kOKo6MjHBwcYGtrC6VSCblcjrq6uhZlmpIgmzZtQnh4eLfrwUSI5WEixPIwEWKZmAixPEyEWCYmQiwTEyGWh4kQy2QsEWKWPb2IiAhs27YNDz74IEQiEbRarf6fTCZDRUUFioqKUFFRAZlM1uJ5kUiEBx98EH/++WePkiBEREREREREZH7MckSIIZVKhdOnT+PcuXPIzMxEaWkpZDIZ6uvrYWdnB5FIBF9fX0RERGDs2LG47rrrYGNjY5Jrc0SI5eGIEMvDESGWiSNCLA9HhFgmjgixTBwRYnk4IsQyGRsRYvatv42NDaZPn47p06f3dVWIiIiIiIiI6BrHr7yIiIiIiIiIyGIwEUJEREREREREFoOJECIiIiIiIiKyGBabCNm3bx/mzp2LefPm9XVViIiIiIiIiOgqMfvFUrurrq4OhYWFEAi4IwQRERERERGRpbDYESFEREREREREZHmYCCEiIiIiIiIii2F2U2M2btxokvOkpqaa5DxEREREREREZD7MMhHCdT2IiIiIiIiIqDvMLhHSRKvV9nUViIiIiIiIiMjMmF0ixM3NDdXV1Zg2bRpeffXVbp9n3759eOedd0xYMyIiIiIiIiK61pldImTkyJGIiYlBVlYWAgMDu30ed3d3E9aKiIiIiIiIiMyB2e0aM3LkSABAcXExqqqq+rg2RERERERERGROzC4REhUVpT++dOlSH9aEiIiIiIiIiMyN2U2NaUqEaLVaXLp0CTNnzuzWeUJCQnDjjTeasmpEREREREREdI0zu0SIh4cHUlNTe3yecePGYdy4cSaoERERERERERGZC7ObGkNERERERERE1F1MhBARERERERGRxWAihIiIiIiIiIgsBhMhRERERERERGQxzG6x1GvJoZyKvq4CXWWx2eK+rgJdZf5ujn1dBeoDN4/w7esq0FVWo1L1dRWoD6g0mr6uAhER9QGOCCEiIiIiIiIii8FECBERERERERFZDCZCiIiIiIiIiMhiMBFCRERERERERBaDiRAiIiIiIiIishhMhBARERERERGRxWAihIiIiIiIiIgsBhMhRERERERERGQxmAghIiIiIiIiIovBRAgRERERERERWQwmQoiIiIiIiIjIYjARQkREREREREQWg4kQIiIiIiIiIrIYTIQQERERERERkcVgIoSIiIiIiIiILAYTIURERERERERkMZgIISIiIiIiIiKLwUQIEREREREREVkMJkKIiIiIiIiIyGIwEUJEREREREREFoOJECIiIiIiIiKyGEyEEBEREREREZHFYCKEiIiIiIiIiCwGEyFEREREREREZDGYCCEiIiIiIiIii8FECBERERERERFZDCZCiIiIiIiIiMhiMBFCRERERERERBaDiRAiIiIiIiIishhMhBARERERERGRxWAihIiIiIiIiIgsBhMhRERERERERGQxmAghIiIiIiIiIovBRAgRERERERERWQwmQoiIiIiIiIjIYlj3dQWo57RaLfLOxSAn9gjEhVmor62GraMzXP2CETpuJsImzYOVUGjy62o0ahRcOIX88ydQlZcBhVQMWAlg7+wGZ68A+ESORHDUZDj7BLb5ekWNBMXJ8SjNuARxQRZklaVoqFfAxt4RTl5+8I4YjogpC+HqF2zyuvcH0yM8MGeQF8I9HeHqYI0aRQPyJHIcy6jCwcvl0Gh7fo0NS4cgKsCly6/78EgWDqZVtHrc0VaIsUGuiApwxkAvEfxd7eFoYwVFgwZltUqklNTgwOUKpJfLel75fmpCsAuuG+CGYDcHONsJIVOqUSytx9m8apzIFpsk7lcSCICxgS4YF+yCAe4OcLG3hhaAVNGAslolLpfJcK5AirJaZavX3jMxEFPD3Lt8zZ2JZdiZVGaC2ps/rVaLhBOHEXtsHwqz01ErlUDk5ALf4AEYN20eJs5ZDKHQNH/OH185rdNlJ85ejDsefbHd5xtUKhTnZSI/8zLyMlORn3kZxXlZUDc0AABuX/sCJs25vsd17o+0Wi0STx3B+ZgDKM7JgExaDQcnZ/gEhSJqylyMmbUIQhP9Xf/vrbM7XXbMzIW46eH/dPkaDQ0qfPbcAygryNE/du/LHyJ8+Ogun6s/02q1SDp9FBdjDqAkNxN1jXH3DgzFiCmzMXrmIpP15169bW6ny46asQAr1jzX7vMfPXo7qitKO3Wu0KGjcPfLH3T62v2dVqvFqaMHEH1wD3Iy0yCtFsPJ2QVBoeGYOnshZi28wWTte3tqa6R44t5bUC2u1D+2cctO+PgFdPlcDSoVnltzB/JzsvSPvfLeJgwfPd4kde0vtFotjh/ZjyP7dyM74zKqJWI4O7sieEA4ZsxdiLmLlkFo3ftxf/ifKyGpao77l7/shq9/+3FXqVTIzUpHxuUUZFxORmZaCnKz0tHQ+Hf98f+8irmLl/VqvU2JiRAzp6yrxfGv30Rp2sUWjyukYiikYpSmXUT68T2Yft+LEHn4mOy6VfmZOLv1/yAuyGz1XK1CjtryYhSnxENeXYVxNz3Qqkz8H5uRHrMbWo2mjd+pBlV5NajKS0fa0Z0YPHs5Ri2/G1ZWpk/mmCMnWyGeXzAQowNdWzzuIbKFh8gWowNdsWSYD17fn47yNj6YXg3FNfWtHrtplB/uHB8EW+vWA9GchFZwsrNGuKcjlgz3xeG0CmyMyUF9Q+v3h6VytLHCmqkhGOrr1OJxNwcruDnYYKivE2ZFeODTE3moqlOZ7LrBbva4e2IgQt0dWj3nYCOEr7MdRvo7w9XBGr8mlJjsuuWyvnnvXmvqaqX45t2XkH4pvsXjUkklpJJKpF+Kx/F927D6uTfh4e3XR7Vs24fPP4iCrLS+robZkdfW4OcPX0FWYkKLx2slVaiVVCErMQFnD+zA7U+/Bjcv3z6qZddEb9vaIglCrclra/D7R68iO6ntA9kFvgAAIABJREFUuGcnJSDu4F+49clX4WomcSfjamuk+GD9c0hMiG3xuKSqEpKqSiQmxGL/X3/gmXXvwcu399r3HzZ92CIJ0hPbfv62RRKEWqutkeKtl5/BxXNnWzwurqqAuKoCF8+dxd87/sALr78Pb1//XqvH1xvfb5EE6YxnH/4XMtNSeqlGVx8TIWZM3aBC9BevoTwzCQDg6O6NiCkL4eztjzpJJbJOH4C0JB/i/Ewc/XwdFjz5HmwcHHt83fKsZBz7fB1UijoAgM+gkfAfMhaOHt4QCKygqBGjKi8DRcnx7Z6jujhPnwRx9Q+Bb+QouPqHwtbRCYoaCYqSYlGcHA+tVoPUw9ugkssw8fbHelx3c2dtJcBLiwZhhL9ulEZZTT32ppSjWKqAl8gW84d4I8TdAQO9RXh1cSSe2p4Muar7yYQfYwvgYt9xMzHMzxk3jdI11kXVCiQV17QqE+hqr0+CFFcrcL5QiqzKOkgVKjjZWWNUoAumhnlAaCXAnEgvuDrY4JU9l9ELAxzMjtBKgLXTQhHpIwIAVMqUiM4So6xGCXdHa0wLc0eAqz1CPRzw+IxQbDiYBYUJkkgDvRzx2PRQONrqkpCppbVIKqlFZZ0KWq0WLvY2CPWwx0h/53bPcSi9EgmF0g6v5etkh1tG6zp6cpUa8fnVPa6/uWtQqfDVW88jM/kCAMDNywdT5i+Dt38QJBVlOH14D0oLclCQlYbNrz+NJzZshr2jyCTX9gsOw5Lb7zdaxr2DD2NXJrpd3DxhbWODqnLTJcz6m4YGFba8+1/kpuq+3HD19MH4uTfA0y8Q0qpyxB/5G+WFuSjKTscPG57DA699arKY+wQNwLx/rDZaxs2z61+olBXk4Nj2nwAAtnb2UNYrulW//kzdoMIv77+EvNRLAAAXTx+Mm7MEHn4BkFZVIOHo36gozENxdjp+eut5rF7/CexMFHfvoAGYs+oeo2VcvToXd0cXNyy97wnjZZxdjT5vKRpUKrz78lNIuaRLfHl6+2LekhvhFxiMyvIyHNm7E4V52chOT8WbLzyG1//vGziKnDo4a9ddjD+No/v+gsDKCtbWNlApW3+R1VkFuVnY9vO3AAA7ewfUK+Smqma/oVKp8PoL/0byRV3cvXz8sHDpSvg3xv3gnu3Iz81GZloK1j27Fu9+9n2vxD0h9jQO7d0Jq8a4KzsZd41G3eJndw8v2NjaoKyk2OR1vBqYCDFjGcf36JMg7sERmLP2Ddg6/j979x3YVLn+Afyb3aTp3tC92KtQZtkbAVG8IipeAQcK6s979boVFblevSLXCaIgAgqiLNmbsgullJbS0r130ybNXr8/0iYpTdM2TYE2z+evNOfNOS88J+M8532f1/RmiR43G/EbVqHs1jWIywqQemQ7hsxb0qFjysUixP+wCmqFDDyhK8YseRN+UQMtttXptFBKLF/MMJhMhAybgN4T58EzOLLZ9uhxs1GQdA4Xfv4cep0W2RePInjoePj3GtSh/nd1s/r6GpMgWZVSvLM/HfUq04fSXzfL8d70KAwNckeIpwALh/bExkuFNh8vray+Te3GRXgZHx/PqLTYRg8gIb8WfyaXItVCouTwrUr08y/Hypm9IOCyMDTIDZN7eeN4RvMpNo5mQoSnMQmSXyPHF6dzITNLcJ3MrMGKuGD0D3BBTzcnzO7ngz+S2zZMuSWuPBaWxwVDwGVBotBg3YVCZLQwZYnBAFx5lr9OCkQKFIhav/CZP9CUpL1SUAeVllJg547sNiZBAsOjsXzlWgiEpqlqY2fNx4+fvoX06wkoK8zDkZ0/48G/L7fLsYWubhg4YlyH9hE1YCj6Dx+LoPBeCI7sDTdPbxza/hMO/77JLn3sjhKO7jUmQXqERWHxu1+ALzQlGkdMfwi//vddZCZfQUVRPk7v2oIZTy6zy7EFrm7oG9v2qVFtodPpsHvd59Bq1Og9dDQUcinyGs5pYnLl2D5jEiQgLAqL3v68SdyHT5uH7V+8j+wbV1BZnI8zu7di2hPP2+XYAhc39LZT3Dlcnt321d0d/esPYxIkLKo33vvsOwhdTJ/vM+Y9is/ffw3JVy+iKD8Hf279CYuef8WufVAqFPjhy38DAKbP/RsSL8ajsty2C1qdTofv//sxNGo1ho4aC7lUirQb1+zZ3W7h0N6dxiRIRHQffLxmXZO4P/DQAnzy7j+QlHABhXk52PHLBix+wXpysb2UCjm++2IVAGDWvEeRcOFMmxMZA4fEYsSYCYjo1QeRvfrCy9sXv25ah+0/r7drH+8WKpbaRem0Wtw88rvhDwYDoxb9o0kSBABYHC5GLfoH2FwnAMDtM39BKW39zqw11/78ASqpGAwmC+Nf+LDFJAgAMJks8N08LW4bs/gNjP77axaTII2Ch8Sh1wTTPLPchBO2d7wbYDKABTGGeXs6vR5fnMppkgQBALVWjy9O5kCuNjw/p58fXFq4QLUXIZeFUaGGGhBand5ibRAA2HSpEB8evm0xCdLoZlk9NieYEjdTor3t29kuiMkAHujrA8AQ958uFzVJggCARmd4XtEQ98lRXnDmdmwq2WMxAXDhsaHR6bE2Pq/FJAgA6PVAnUJj87EYDGBUqLvx7/O5Ipv31V1otRoc++MXAACDwcCTL7/bJAkCGC46nnz5PXCdDNOW4g/+CWkLyed74aHFL2HWY0sxYHgc3DzpvdwarVaLM7sNIycYDAbmL3+rycUwAHC4XMxf/ha4PMP3+qXDuyC7j2J+p8tHdqMwMw1cnhNmL6FRnZbotFqc3fOr4Q8GA/NeeLNZ3NlcLh568Q1wGuKecGT3fR13Yp1Wq8GuXzcCMLzXV7zxYZOLYQDgcnlY8caH4DV8vh/eswOSulq79mP7pu9QUVYMT29fLFzyYof2dXjv78i8lQKeEx9LV7RcT8aRaTUa7NzyIwBD3F99++Pmcefx8OrbH8OJb4j7/l3bIbZz3Lf++C3KS4vh5eOLJ59d0a7XLl3xGh5f8gJGjJkArzaOFLufUSKkiyq/nQxlveFLsHFaiSVOLu4IHmq4q6fTqFF045LNx5TWVKAw6TwAIHT4RHgFR9m8rzuTNi0JGmK6s1BXkm/z8bqDQT1d4c7nAACSi8UoEFkeclin0CA+yzDnj8tmYqTZBWZnGB/lZZzycr24DtVSy/Up7kzatORcTo3xcahnx6dydXW9fYXG6Unp5VKUiC0PX5QotbjSMJ2Ew2JicM+Wp6u0xlPAwbBAw/DlS3m1yG/DiI6O6O8vNJ7bpWIFsqtpOG1myjXUiw0/fqIGDEVAcLjFdi7uHogZYyh6qFGrkJJw9q71kdhXTuo1SBtiHt4/Bn5BYRbbCd08MGD0JACG4fW3rp6/a31sD1FlGY5t/wkAMHnBki5Tz+Ruy72ZBFlj3PsNgW9QqMV2zm4e6D/aUNhWq1Yj4+qFu9VFYmepSVchrjUk/PsPiUVQaITFdm4enhgzcRoAQK1W4cqFM3brQ1Z6Kg7u3g4AWLLidfA7MNWqsrwU2zd+BwBY8PSyTq1n0pXdSLqCuoa4D4wZjuAwy3F39/DE2EnTAQBqlQqXz522Wx9u30rFX3/+BgB47uU3ILDTFLuuihIhXVRZuqmYVkCfGKttzbeX3rJ9mFru5RPQ6w13okOHtb3KfEdweKYCjVq17fMWu4OYQNO82tbqJ5hvHxrUufNxp/XyMT4+mt7xaSzmNU0sFVZ1NP38TUnD1LKWR9MAQGqpaSpTf3/bEyGjQ93BZDIAAJfy7XsnwpI4s1Vlzud2/vG6gvTrpiJqfYaMsNrWfPutpMud1ifSubJuXDU+jho03GrbqMGm7ZnXE6y0vHf2bVgDlUKOHmFRGDXz4XvdnftWtlncIwbFWm0babY9K/mKlZbkfpacaLopOTh2tNW2g2NHGR9fv3LRLsfXaDRY98Uq6HU6DBs9HsPjOvab/ocvV0MhlyEsqjdmPfSYXfrYHSWZxS9mhPW4xww3bb+WYJ+kp0ajxteffQSdTocRcRMwatwku+y3K+vSNUKqqqpw8uRJXLt2DdnZ2SgrK4NMJoNSqQSPx4NAIIC/vz8iIiIQExODSZMmwdu7ewzPrS01jY6wNr3EsN00cqOu1PZRFRVZqYYHDAa8QqKgkktx+8xfKEw6h/pqQz0CgYc3/KIGInrcbLjaYdlb8/4K7LjqTVcU4mlKCmW1srys+fKzIZ04qiLU01CYFTAspXopr+NTGsxXJ6mwsPqMo+npxjM+zq+xPjIjr8Y0ksL8de0V3RBTnV6P3Bo5+BwmJkV5YViQK3ycuQCAGpka6RVSnMysRpnE9hVehFwWBvUwJG00Oj0u5FEiBABKC0xV94MielltGxTZ2+x1uXY5fkVxIda+/QLKi/KhVMjAd3aBX89gRA0YijHTHoSrh1frOyHtUlFoil2P8GirbXuGm86J8sI8uxy/qqQQP7z/EiqLC6CSy+AkdIF3QBAi+scgduocuLhbnupqSVL8UWQmXwGTycSDz/2TVn2zosIsfq3FvYdZ3CuK7PNery4txMaVr6CqOB9KuRx8ZyG8egQhrF8Mhk2ZDWE74i6vF+OXT15HeUEOFNJ6OAmc4e7rj9C+gzF08mx4+rV/OdbuqDDXtOJieFRvKy2B8Oi+ptflNV+p0RZ7tv+Mgtws8AXOWPrSvzq0r/hjB5B89SKYTBaef/Uduy3v3B3lm8U90iyulkT26md8XJCbZZfj/7FtE/JzMsEXOOP5V9q/DHp31CUTIaWlpVi7di32798PnVlVer3eVFxPo9FAKpWiqqoKqamp2Lt3Lz788EPMmTMHr7zyCgICOm85ortBUlFsfOzsaX24qcDdGwwmE3qdDpKKEuj1ejAYjHYfs6bQ8EbkOAkgqSzF2Q2rIBM1LYwpLiuEuKwQWecPYeADi9B32t/afRxzWecPGx/37Gf9Tkl319PNyfi4vJUEQZVUBa1ODxaTgR6utl8Qt2Zqb9NokNOZVdDoOl7gckYf0z6vFNBFsZ+LKX5VrSwpK5KrjXH3dbE97qENSTe5WgdfIRcr4oLh1ZAAadTDjYUebk4YH+GJPSnlOGTjaKCRoe5gswwjf1JLJRB3oNZId1JZaqqV4+lr/fvK3csHTCYLOp0WlaWFNn/Gm2tcnrdRfZ0I9XUiZKcl4/iurZizaBkmzH60Q8cgTVWVFhkfe7SyFLKrlw+YTCZ0Oh2qy4rsEvPGZVobSetEkNaJkJ9+A/F7t2Ha489h9KxHWt2PVFyLQ798CwAYOfPhJkkb0lx1mSnu7q3F3dPH+Huupqy4c+IuroVUXIuC9BSc2/crpix8FiNnzm/TvlQKOXJTTSOPZZI6yCR1KMnOwMUDOzF69gJMWrDY4RNjpUUFxsc+/taTQ14+vsbP97Ligg7HvCg/F7u3GeqTLFj8Arx8bJ+yJq4VYfP3awAAMx9agPDoPjbvyxGUFJpu7vq2EndvH18wWSzotFqUFHX8e70wLwc7txqmKj659EV4+9JURaALJkKSkpLw4osvora2tkniw8XFBf7+/uDz+eByuVCpVJDL5SgrK4NEYhhOrtVqsXfvXpw5cwbr1q3DoEFddwUStdx0x593RwG9OzFZLHCcBFDJ6qHXaaFRKZpMOWkLrVplOqZejzPrVkIhFsHFpwfCRk6Bi3cAlFIJilIuoezWNeh1OiT/tRlMNhu9Jz3U7n8fAOQnnkH5bUN1eScXd4SPnGrTfroLZ67p7draxaJOD8hUWrg4scFmMeHEZtplOVVzLCYDEyNNd4WP2WF1lz5+QkxpmGqj1OiwJ4WW2RRwTNODWquzotMDCrUWzjw22EwGeGwmlO2MO5vJMC6XywDwyrgQuPM5KJMocT5XhMp6FYRcNgb3dEH/ABewmAzMH+QPjU6PY7fbtx49AIwJM9WwOUdFUo3kUtM0J2Ery02yWGw4CQSQ1Uug02qhUsjB68BS6d7+PdFrUCx6hEbC2cUVaqUSZYW5uH7xNKrLS6BRq7B741eQ1Uswq5XlVknbKcxiLnBtLeYs8PjOkEsbYq5UGIsq2sLTrwciBw6Df0gEBEJXqFVKVBTlIfVyPETlJdCo1Ti4+VvI6yWY3MpSq/s3fQ2ZRAw3L19MfrRjK9U5giZxb+W9zmyIu6Ih7mqlwlgs2RYefj0QMWAY/ILDwXdxhaYh7rcux0NUUQqtWo0jv3wHeb0EE//2tNV9uXh4IWJQLPxDIiF084BWo0ZNeQluJZxFRWEu9Dodzu/7DfW11Zj3gmMX05RKTdNcXd2s13FjsdjgOztDKhFDq9VCqZDDycbPd51Oh/VrPoZarUJEdF/MeLBjyeyN334OibgOXj5+WPC0fVav6s6k9e2IO5sNgcAZ9RIxtFoNFHI5+ALb4/715x9BrVIhsldfPPAwTV9q1KUSITU1NVixYgVEIsOP5fHjx2PevHmIjY21OuWlqqoKV69exe7du3HmzBmIRCIsX74c+/btg6dn24f83U80StMQeRaba6VlQxuOqY1GIW93IkRllnhRK2RQK2ToOWAkxix5Ayw2x7gtauwsZJ47iKs7DEWTkvdtRtCQODh7+DTbpzV1pQVI2P6N8e+hf1sGNs/Jyiu6PyezC2KVtvWLW6VWh8YqEXwuy+6JkBEh7nBrKHCZVSlFTrWsQ/vz4HPw5pRIsBpqU2y9UtRi4VVHwjOrk6JuQ9xVWj0aS1852ZAIEZitNiPgsiAAC0lFYqy7WAit2Yif09k1GB/hgUXDegIA5g/0w9VCMUTytscsxMMJQe6GzyKxQoMbJdZroDgSpcI0zYnNbf0znsPlATD8/ynkMpsTIS99/A0i+w22uG32E8/j0I6NOPrHZgDAkd83odegYYjo03VvKtxPVOYx57QeczaXBzRcUKnkMpsTIUs/WIuwvpZjOHXhMzi5czNO79oCADj15y+IGDgMob0HWGyfnngRKRdOAgDmLH2lQ8kZR9HeuHO4XCgafpIp5TKbEyFPv/8lQvpYXvlv8mNLcfqPX3B291YAQPyuLYgYMBTBLcT94eVvISi6HxjM5nW9Jjzyd1w5tg+HNn0NvV6H5PijCB8wFAPjptjU7+5AITf9XuK04fOdy+Wh8Ve4XCazORFydN9OZNy8ASaThedefRtMC/Fqq8RLZ3Hh1FEAwNKX37C5T47EPO7ctsSdx2v8WodcLrU5EXJwz+9IT00Gk8XC8tfe61Dcu5su9T+xefNmVFdXg8vl4ptvvsH69esxc+bMVut+eHt7Y8aMGVi/fj2++eYbcDgcVFdX45dffrlLPe/6GoukNuI6u2LkolebJEEaRcXNQtBgQ5EfnVaDrLMH23UsuViE+B8+gqbhx0HU2AcQPITWpb/fTDUrknoso9JKy9bx2Ey8Nz0K3kLDF0NCfi123aDRIPfCnQMvJUoNNiYUNUmCNDqTLcLVhsK8bBYTEyLbl1geY1Yk9WJeLewws4p0UEtJEMBwN/qBx5/FqKlzjM81LvFLuq6WkiAAwGSyMGXBEgyb/IDxuTMNF8d3Uspl2PfTlwCAfiPGofdQ68UAyb3VUhIEMMR90qOLETPJFPeze7a12D649wCLSZBGsVPnYuKjT5v2tbvlfZHOUVVehl9/MkxZmzV/IcJaqU1ijVwmxY//+xQAMGLsJAwbNc4ufST2V1leii0/fA0AmPvI44iItj3u3VGXSoScPHkSDAYDzzzzDKZMsS2TPGXKFCxduhR6vR4nTpywcw/vHvPREVpN64UKtWpTG7YNdw/uHEESEjMWXH7LSy5FjJ5hfNw4vaUtlFIJTn37HuqrDBfBQYPHIOaR59rZ2+5JYb6aCqv1ty7PrI28jUvXtpWHgGNcjUal0eF0ZvunRDTisBh4f0YUevkZVke5WSrBp8ftUxiqOzAf0cFpQ9y5LFMqw5ZRQHe+5kpBXZOVfO4Un22aztLHr+3LsLGZDIwINg0Dp2kxTZnfSdeoWv+MV6tMdYM6+87czAVLjXOVM1OToFJSUWN7ML+zr1G3HnONWcy5nRzzSY88bYx57s2kJudboyPb1kNcXQke3xkPPP1Sp/anO2lv3NVmnwcdmQLXFhPmPwU0xj3tusW4t9WoWX8Dr2GpzqqSAojKS+zSx67I/DNa3YbPd5XZ/7utowI2/O/fUMhl8PELwKNPPW/TPhpt2/A1qivLwRc4Y/Hy1zu0L0diHndVW+Ju9t3Kt3LNZc33a1ZDLpfB1z8Ajy9+waZ9dGddKhFSXGwoEDp27NgO7Wf8+PFN9tcVcczeEMp6sdW2Oq0WaoVhOBaTxQab2/4pJmweHwyz4lYeQZbXvm5kvpKNpKptd/ZVcilOf/se6kryAAA9+w/H6Kdfd/iiWo2kKlNdEFcn67PamAzTFAe1Vmf3aTGTo7yNU1gu5olarV3REjaTgXemRWFwT8MFcUZ5PT44lNHu6RzdmcwsCSHkWn8vMBmAE8fQRqPV2fT/qNTomhS9zRfJrbRuut1H2PpQz0ZDerrAmWc4j7OrZSgV08W0Ob6zadnkeon15bK1Wg0UMsNnPIvN7lDNgLZw8/SGTw/DqmAatQo1FY57QWNPTmYxl4lbi7kWyoYpqywWG9xOnjrq6ukNr4BAAIBGrYaoorTJ9rxbN3Dl+F8AgGkLn4GrZ/dYoe9uaBL3Vt7rOrO4M1lscDo57i5mcdeq1ai9I+7tweZyERhpWimjqqTQSuvuzdnZtLy9uM56UXitVgO5tOG9zmbbNN3s7IlDSEo4D6BxGovt3xG3UpJwbP+fAIDHl66Ap3f7pr47MmdhO+Ku0UAmM8SdzWbbFLPTxw7i6qVzAIBlr77Vobh3V12qRgirYUkmjaZjqwo0vp7VhZd4cvHtCWnDkrXSmnIIvVqu/iurrYK+YXUdoU+ATVWHGQwGXHx7QFxm+OKyNhoEADhOpu3mhV1bolbIcPq7940r0/j3icGYJW+ByepSp2inKq5TwN/V8KPHz4WHivqWs8nezlxjoqIzLjCn9DL9yLV1WgyLycBbUyMRG2woGJVVKcX7BzOsjj5wROUSpTHB4O3MRbWs5RocHnyOMe7Wzo/WVEiU6NGwSlFr8ZCrTUkwPqftn6nm02LO59BokDv5BAShutxw0VFTUQovKyvH1FZXQqczxMHbP7DDq0i0hbPQNJrHvLArsZ13QKAxwSCqLIOHb8sriIirK42r5nn697wrMReYFWZX3BHzxFOHoNfrweHyIJXU4dSfWyzuo7ay3Pj4+tmjyE9PAQAMGDUB3g3JNUfj5R9oTDDUVpZZXTlGXFNp/D3n6d/jrsW9ccynQtb67zmr+3IxO4dkjvu5ERAYjIoyw83YyrISqyuIVFdWGD/f/XsE2RTzkwf3AADcPb2Qm5mO3Mx0i+1kZu/rw3t/h3NDkm7yAw/BvWHJ9FOH90Gv14PL40EirsWfW3+0uK/KCtNN0PjjB5Geeh0AMGrCVPQIDGn3v6E76BEUgvJSQ9wrykrgF9By3KsqK6DTGuIe0NO2uB/bvxsA4OHpjezb6ci+bTnu0npT3A/s3m5M2Eyb/TA8PL0svqa76FJXmUFBQbh16xaOHDmC2Fjbl1I9cuSIcX9dlXtACMpuGZYoqynIgl9Uy3M9awoyjY/dAmz/8HHvEWpMhKhaSW6oFabtnFaSJmqlHKe/X4nqvAwAgF/0QIx79l2wOM3rjziy/Bo5hgYZkgaRPs5IKW25sGSUj+n/PL+mY0VM79THT4ggD0NWuUKixPUi6yOSLGEygH9NjsDIUMPFcG61DO8eyLB5ZEl3VlynRP8Aw5dSiKcTMipbfu81Lnvb+DpbFdUpjIkQPsf6wEHz5Id5UsQaDz4bfRumQik1OiQUWL8L6ogCgsORfj0BAFCYnYGo/jEtti3MMv24CQgO6/S+AYC03hQz89ErxHa+QWHITL4CACjJuY1wK/VainMyjI/9gkI7u2sAAJnZ6FOnZjE3jCJTq5Q4ufPnNu3v2qlDxsd+wWEOmwjxDQpF9g1T3EP7thz3ErO4+wbenfd6k7gLbBueb9yXxHxfjvu5ERQWgeSrFwEAOZnp6Dd4WIttc26nmV4Xan00dksaV9msranGjp/Xtek1+3eaagENHTnWmAhp3JdKqcTvm9e3aV+nDu8zPg4Ki3TYREhIWASSEi4AALJup2HAkJbjnpVx0/g4OCyyxXbW6Bs+l0U1Vdj203dtes2eHaYkduyocd0+EdKlpsZMmzYNer0ev/76K7Zts63Q0tatW7Ft2zYwGAzMmDGj9Rfcp/z7mH4Ul6UnWW1besu0pntAn5Z/TLcmoK/pDSsqzLbatqbAVOPB1bfljKdGpUD8ug9RlWP4oPeJ7I9xz7/fZJUbYpBYaLrwiAm0vsReY/2OO19nD1PNRoOcuF2F9ta3ZDKA1yZFIC7cUFgzv0aGd/anQ6Ls2Eiv7upmmSnh1c/fxUpLoH+A6YdlapntK7CklpruDoR4WB9Kab69XNK2USijwzzAbBi5klhUZ/epW91B78EjjI8bEyItuZV02fi4z5ARVlraR11NFSobhrWz2Bx4WLmDTdouapDpBk9mw4VxSzLNzomowcM7rU+NJKJqVJcWATDE3N275VGopH0iBpp+W2XfuGq1bVay6byIHGT7DcG2ujPubh2Iu0atQlGW6aK+ccqNIxo8bKTxcWNCpCXXr5i2D44d1Wl9Ip1vSKypgHRSgvW4X2tImABAzHAqPN1ZutSIkEWLFuGPP/5AUVERVq1ahR07dmDevHkYNmwYwsPDIRQ2zy7X19cjJycHiYmJ2L17NzIzM6HX6xEcHIwnn3zyHvwr7MMvaiB4Qjco6+tQlnEddaX5Fkd7KCS1KEiMB2BYQjdw4MhmbdoqcMAIXOXyoFUpkX/tLAbOearFKTLZFw4bHwf0GWqxjVatQvwPq1CRlQoA8A7vi/HLPrCphokjuFEiRq1cDXc+B4MDXRHswUeBhfoNbk5sjIvBNsERAAAgAElEQVQ0ZHCVGh0u5Vmfh9gePDYTYyMM+9bp9e2eFsMA8Mr4cIxv6F+hSI539megTkFJkJakV0ghVmjg6sRGHz9n9HDlocTCdCcXHguxZgVsrxfbnghJKhZDqdGBx2YiNtgNu1PKW5wiMy7CNMUl1cooJXNjQt2Nj8/n2O/87E6iBgyB0NUd9eJa3L5xFaUFOQgIDm/WTlIrwrXzhsLfHC4XA4Z3rIZWWxzesdF4VzCy32BaItVOwvoNgbOrO6TiWuSkJKK8MBd+Qc3v+tfXiYxL1LI5XPQZNqbT+3Zi58/GmIf2HdSsDs38F9/E/BffbHU/P374f8hLMxRQX/L+l1ZHvTiKsH5DIHB1h0xci5zUa6gozIOvhVE+0joRUi+cAmCIe69hnX9xdPrPzUBD3EP6DOxQ/aGLB/6AsmFqjad/T3j697RLH7uifoOHwdXdA+JaEVKuJaAwL9viaI86UQ3ONyxRy+HyEDt6vE3HW7nmhza1W/7EHFQ2TMn8Zus+i1N2lv9rJZb/a2Xrx/zHc0i7YbgR+8F/11kd9eIoBg4ZBjd3D9TVipCceBkFudkIDmse91pRDc6eNMxe4HJ5GBE3wabjrf6f5WlLd3pmwSxUlBnivmH7AatTdrqbLjUixNnZGevXr0dQUBD0ej0yMzPx+eefY8GCBYiNjcXQoUMRFxeHSZMmIS4uDkOHDkVsbCwWLFiAzz77rEkSZN26dRDYWHn5fsBksdBv+qOGP/R6XNyyBqo75ltq1Spc2vIlNCoFACBq3GzwnF3v3BUA4NKWL/HbS7Px20uzkXLQ8mgbrkCI3pMeAgCopGJc2vIltJrm9Qqyzh1C4XVDJpPNdUJk3KxmbbQaNc79uBrlGYY5g16hvTBh2cpmq9MQE50e2HHNUJSQyWDgnxPDmxXP5LAY+MfEcON0hf03y1scafHqhDAceH44Djw/HI8PbdsPkrhwT2MR1pQSSZtHADRaMS7UWF+kuE6Bt/enQyRvueYFMcT9QJoh4cRkMLB0RCAEd0xXYTMZWDIi0Fgo9WRWNaQtTDNaPLwnflzQHz8u6I+5/XwttpGrdTiaUQUAcOGxsWR4oLH2iLlxER4Y1pB8Uai1OJ1d0+q/J9pHAF8XHgDD1CprU30cGYvFxtRHngJgGIq89atVTYaoA4ZpCNu+XgVVw1LjY2fOh7OL5dFi277+BK88HIdXHo7Doe0/WWzz19Z1qKlsubi1TqvFwd9+xIVjpmHO0xr6SDqOxWJh/ENPADDE/M9v/w15fdPkolqlwp/ffQqV0vC9PnLGQxC0EPM/v/sU7y6YiHcXTMSJFqarHP11A2qryi1uAwCdTovjv2/E1RP7jc9NaOgjsQ8mi4Wx8x43/KHXY8/3nzaLu0alwp7v/wN1Q9xjp89rMe57vv8PPlw4GR8unIzTf2y22Ob4bz+irpW4n9q5CddOHDA+N3ae5bjH796GyuL8FvcFAFeP/YVTOze1ui9HwWKx8fDjSwAY3uvf/OcD1Euafr6rVEp8+9lKKBs+32c8+Chc3Nyb7QsAvv1sJR6dMgyPThnW5ukq5O5jsdn426JnABji/uXq95rHXanE2tXvQSE3xP2BhxfAtYW4r/33+5g7fgjmjh+CXze1bcoTaapLjQgBgIiICOzevRsbNmzAtm3bUG9W4EUqlUIqbflHtVAoxBNPPIFnn33W4uiRriYybhYKr19AZfZNiAqzcejTlxA5ZgaE3gGQ1VYh59IxY00PV/9g9Ju+oMPH7Dv1EZSmJaKmIBPFKZdwaPVyhI+cCqG3P1SyehTduITSW4nG9rGPLYeThS/ry1vXoiTNMASU7cRHZNysNi2zGzjIsYcFHkyrwJhwD/QPcEWkjzO+fqQ/Dt+qQIlYCW9nLqb19kFww1SF/BoZtl+z72oOHSmS+tTwQMzoY7jwVmt12JdShmjf1ucbJxWJHX4VmdPZNRga6IpoX2eEePLxwfRIxGeLUFGvhIeAg7gwD2NNj+I6hTFx0hGHblWif4AQYZ4CDAl0xYczInE+R4RKqQoCLgtDerpiQIBpqs6WxBLUK1uvEdKkSKodRyt1R3HTH8KNS2eQnZaMopzb+M8/nsaYaQ/C2z8QtdUVuHTiAMqL8gAA/kGhmPbI3zt0vPOH9+DE7m0I7dUf4b0HwKdHMPgCZ6hVSpQV5SHp/ElUmy15Oe2RpxDZb0iL+yvKuY3kS6ebPJedZvqcv3HpDKrKippsHzl5Nrz8HOdu1J2GT3sQNy+fRX76DZTkZuKbfz2D2Clz4OXfA3XVVUg8ddB40ekbGIIJD3dsZGvCsb04u+83BEX3Q0iv/vAKCISTQAi1SonKonykXDrdZJnT8Q89iTArNSyIbWKnzsWthLMoSE9BaW4m1r35HIZOng1P/x4QV1ci6fQhVBUXAAB8eoZgXAeTUVeP78P5v7YjKLofgqL7NcTdGWqVCpVF+Ui7dLrJykBj5z2B0L6DLO4r7fIZnPp9I/xDIxHSZxB8egbDydkFWo0aNWUlSL9yFuUFOcb2A+OmYPD46R3qf3cwbc4juHz2JG6lJCE3Mx2vP7cQU2c/DP8eQaiuqsDJQ3tRXJALAAgMCcf8J5be4x4Te5j54N9w4cxxpN1IQvbtW3h5yQLMmDsfAT2DUFVZjuMH9qAw3xD3oNBwPNqQOLlfZN9Ox8X4E02eS002XfddjD+B0uKmK0JNeWAe/APuzxFgXS4RAhgSGq+++ipWrFiBS5cu4dq1a8jOzkZ5eTmkUimUSiV4PB6cnZ3h5+eHiIgIxMTEYOTIkeB0owKcLDYH4557D+d+Wo3y2zcgE1Xixv7mldo9giIw9pl3Wl3ppS3YXCeMX7YS5zd9iorMFEgqS5D8V/M7DiwOD8MWvIjQ2IkW91OVe8v4WKOQ4/LWL9t0/IVf72+9UTem0enx8eFMvDUtEoN7usHXhYenhjcvMJdVKcWqo5mQ2bH4qL8rz1i0s16pwfmc1u/+m+vjZ0o+clhMvBAX2qbXLd52vUMroHQHWp0e35zLxwtjgtHHTwgvZy4eGth8rnZ+jRzfni+wy8o7Kq0e/4vPx7JRQejtJ4S/Cw/zBzWvBaHU6LAtsQSX81uvRcNjMzE00DAqTafT40IurRZjDZvDwTNv/hsbP38PmSmJqK2qwIFfNzRrFxgejaVvrLZL0VK9Xo/c9BTkNqzmYQmX54Q5i17AuFnzre6rOC8LR//4pcXtqVfPI/Xq+SbPRQ8c5tCJEDabgydfX4XfvvwAOalJqKuuwPEdzUfw9AiLwuOvfWyXgpN6vR4FGakoyEhtsQ2H54Tpjz+HkTMe6vDxSHMsNgeP/fNj7Fz7IXJvJkFcXYFTv29s1i4gLAoL/vGhfQqN6vUozEhFYStxn7LwWQyfPq/V3ZXlZaEsL6vF7UwWC2PmLsSE+TSKDDB8vr/+0RdY89EbSE26gurKcmzf9H2zdmFRvfH6yv9C0A1u4BKAw+Hg3dVr8en7r+PGtQRUVZRh64/fNmsXEd0Hb6/6osmSu/eDvOzb+H1Ly1NuEi7EI+FCfJPnBg0dQYmQzsDhcDB27FiMHdv5c6LvV1yBEBNXfIKCa2eRd+UUREXZUErF4PKFcAsIRnDMOISPnAqmHZcKdnJxw6SXVqMw6Rzyrp6BqCgbCokILA4PQi9/BPSJQdT42RC4de9Kw/dKvUqLd/ZnYGyEJyZFeSPcWwA3JzbqlRrki+SIz6rBsYxK6NpbxbQVU6K9wWxYvis+uwYqrZ0PQKySqXX44nQeYoNcMTLUHcHufAh5LMhUWpSIlUgoqMP5XJFd416v1OK/p/MwLMgVI4LdEezhBFcnNtRaPSqlKqSW1uNkZnWba7zEBrkZp++klddDJKfaMK0RCF2xfOVaJJ0/iStnjqA49zbqxXUQCF3gHxSGmLjJGDFpFlh2WGp82ftfIDc9BXkZqagoKUS9uBZSiRhMJhPOLm7oERKB6IFDMXziLDi7WJ5mSTqOL3TB4ne/QOrFU7h+9hhKcrMgk9SB7yyEb1AoBoyehJgJM8Gyw/f639/+zJAEuZ2G6tJCSCV1kDXEnO/iCv/gcET0j8GQCTOaLJ9L7I8vdMGidz7HzUuncePsMZTlZUEmEcPJWQjfwFD0GzURQybMsMvvuSff+g8KM1JRlJmG6tIiSMV1kNeLwWAyIRC6wi84HGH9h2Dw+OngtxL3h158E/npN1B0Ow2VRfmQSeogqxdDr9eB7+wKn8AQhPQZiCETZsDV06fDfe9OhC6ueO+z73Dx9DHEHz+I3KwMSMS1cBa6Iig0HKMnTMPEGXPs8vlO7h9CF1d8vGYdzp06ilNHDyAnMx3iuloIXVwRHBqBsZOmY8rMuWCxKe6djaFvrH5F2m3l0czWG5Fu5QrdwXY4Ae5dt5YQsd0j/WlVDEcjUVO9Ikek1jn21EtH1c/H+up7pPtpvBFDHEsv/5Z/x3eLVFNpaSmysrJQVlYGqVQKhUIBgUAAV1dXREZGonfv3mBTVo0QQgghhBBCCHF4XTY7UFJSgs2bN+PYsWMoLS212pbL5WLSpEl47LHHMGLEiLvUQ0IIIYQQQgghhNxvumQi5LvvvsO6deugVqvRlpk9SqUShw8fxuHDhzFjxgx88MEHcHe3vBQRIYQQQgghhBBCuq8ulwj55JNPsHXrVuj1evD5fAwZMgReXl6QSCRITk6GSCQCl8vFK6+8goCAABQWFuLmzZs4e/Ys5HI5Dh8+jKysLPz888/w8qJinoQQQgghhBBCiCPpUomQS5cuYcuWLWAwGHjkkUfw5ptvQmi2nJRGo8GmTZuwZs0abNiwAXv37sWsWbMAAHK5HD/99BPWrVuHrKwsvP7669i4sfnSZIQQQgghhBBCCOm+mPe6A+2xY8cOAEBcXBxWrVrVJAkCAGw2G88++ywWL16M2tpafP7558ZtfD4fK1aswJo1a6DX63Hx4kWcOHHirvafEEIIIYQQQggh91aXSoRcv34dDAYDjz32mNV2CxcuBAAcO3YM6juWw5s2bRqmTZsGvV6Pffv2dVpfCSGEEEIIIYQQcv/pUomQqqoqAEDPnj2ttgsICAAAqFQqlJeXN9veOF0mJSXFzj0khBBCCCGEEELI/axLJUIEAgEAoLKy0mq76upq42MWi9Vse2BgYLN2hBBCCCGEEEII6f66VCIkMjISAFqd0rJ3714AgJOTE3x8fJpt12g0xu2EEEIIIYQQQghxHF0qETJ16lTo9Xrs378f69evt9jm8OHD+Prrr8FgMDB69Giw2c0XxsnKygIAi0kSQgghhBBCCCGEdF9davncBQsWYMuWLSgpKcHatWuxc+dOjB49Gl5eXpBIJEhMTER6ejr0ej3YbDaWLVtmcT+nT58Gg8HAgAED7vK/gBBCCCGEEEIIIfdSl0qE8Pl8fP/991i6dCkqKytRXFyMnTt3Nmmj1+vBYrHwwQcfWEx0VFRUICEhAU5OThg7duzd6johhBBCCCGEEELuA10qEQIA0dHR2LNnD7766iscOHAA9fX1xm1sNhsjRozAihUrMGTIEIuv9/X1RUJCwt3qLiGEEEIIIYQQQu4jDL1er7/XnbCVTqdDXl4eamtrIRAIEBwcbFxZ5m5YeTTzrh2L3B+u5IrudRfIXRbgfvc+U8j945H+fve6C+Quk6jV97oL5B5Q63T3ugvkHujn43avu0DuMidO85VESffXy7/l3/FdbkSIOSaTifDw8HvdDUIIIYQQQgghhHQRXWrVGEIIIYQQQgghhJCOoEQIIYQQQgghhBBCHAYlQgghhBBCCCGEEOIwKBFCCCGEEEIIIYQQh0GJEEIIIYQQQgghhDgMSoQQQgghhBBCCCHEYVAihBBCCCGEEEIIIQ6DEiGEEEIIIYQQQghxGJQIIYQQQgghhBBCiMOgRAghhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHQYkQQgghhBBCCCGEOAxKhBBCCCGEEEIIIcRhUCKEEEIIIYQQQgghDoMSIYQQQgghhBBCCHEYlAghhBBCCCGEEEKIw6BECCGEEEIIIYQQQhwGJUIIIYQQQgghhBDiMCgRQgghhBBCCCGEEIdBiRBCCCGEEEIIIYQ4DPa97kBXdjqt8l53gdxl4/r43OsukLtMyKV8sSNiMO51D8jd5syhn0SEOAoG6EPe0dwoq73XXSD3QC9/QYvb6Bc+IYQQQgghhBBCHAYlQgghhBBCCCGEEOIwKBFCCCGEEEIIIYQQh0GJEEIIIYQQQgghhDgMSoQQQgghhBBCCCHEYVAihBBCCCGEEEIIIQ6DEiGEEEIIIYQQQghxGJQIIYQQQgghhBBCiMOgRAghhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHQYkQQgghhBBCCCGEOAxKhBBCCCGEEEIIIcRhUCKEEEIIIYQQQgghDoMSIYQQQgghhBBCCHEYlAghhBBCCCGEEEKIw6BECCGEEEIIIYQQQhwGJUIIIYQQQgghhBDiMCgRQgghhBBCCCGEEIdBiRBCCCGEEEIIIYQ4DEqEEEIIIYQQQgghxGFQIoQQQgghhBBCCCEOgxIhhBBCCCGEEEIIcRiUCCGEEEIIIYQQQojDoEQIIYQQQgghhBBCHAYlQgghhBBCCCGEEOIwKBFCCCGEEEIIIYQQh0GJEEIIIYQQQgghhDgMSoQQQgghhBBCCCHEYVAihBBCCCGEEEIIIQ6DEiGEEEIIIYQQQghxGJQIIYQQQgghhBBCiMOgRAghhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHwb7XHSD2MTHaC9N6+yDSxxlufA4kSg3yqmU4mVGFw2kV0Oo7foy1j/TD4EC3dr/u06OZOJxW2a7XfPZQHwwP8ejQPro7vV6PwqSzyLtyCrVFOVDW14Hr7AJX/yAEx4xH2IgpYLJYdj+uTqdFcfJFFCafh6ggCwqxCGAw4OTqDqF3D/hGDUDgwFFw8e1p8fUKSS1KbyWiMjMFoqIcSGvKoVEqwHESwNnbHz4R/RAxajpc/YPs3ndHodfrkZsYj6zLJ1FdmANFfR14Ahe4BwQjInY8okZN7bRzIz/pAnKTzqMqPxNysQgMBgN8Fw+4+gYgIHogQgaPhpuf5XODWKbX65F0/iSunD6CorxM1NfVwtnFFf6BoYgZOwUjJs0Ei2Wfr/OXH4prc9vhE2fiyZffaXG7Rq1GSUE2CrMzUJiVjoLsDJQW5ECr0QAAnnjpbYyYNKvDfe6O9Ho9rp8/iatnjqA4Nwv14loIhC7wDwpFTNwUxNox5q8+PLbNbWMnzsDjL1mPeWlBjiHm2ekouiPmC1e8heEU8xZR3B2PXq/HhdPHEH/8APKyb0NcJ4LQxRWBIeGImzgdE6bPsVvMW1IvEeP/ljyCOlG18blvt/4FX/8eFttrNGrcSklCdkYasjLSUFZcAHFdLerFdWCymHB180BoRDRiR0/A6InTwOM5dWr/uyK9Xo/Ui6dw/ewxlOZlQSquA1/oAt/AEAwcPRlDJswAy06/095dMLHNbYeMn475L77Z7mNoNGp898ZzqCjKMz635P0vEd5vcLv3dTdRIqSLE/JY+PCBXhga7N7keS82F17OXAwNdsfcgf54b386KiSqe9LHkjplu9pP7+PTJAlCmlPJ6nF+42pU3L7R5HmFWASFWISK2zeQfe4gxjzzDpw9fe12XFFhNhJ++wq1RdnNttVXylFfWYqyW4mQ19UgZv5zzdpc+2M9ss4dgF6ns/BvkkBVIIGoIBOZp/cheuKDGDj3aTCZ9r9g786UUglO/LAapRnJTZ6Xi0WQi0UozUjGrfiDmLLsXQjteG5UFWTj3Ja1qC5sfm6oFXKIK0tQdDMRsroajHz0ebsdt7uT1Yux8bP3cDslscnzYlE1xKJq3E5JxLnDu/HMm6vh6eN/j3pp2Zo3n0dRzu173Y0uR1Yvwc+fv4vMlGtNnpfU1kBSW4PMlGs4f2QPlryxGh4+fveol5b9761lFHMbUdwdT71EjC8++hdSk640eb62phq1NdVITbqCI3/9gddX/hc+fgGd1o/N69Y0SYK0prykCB+9/oLljWqgUlGKyvJSXLlwBju3bsArb61Cr36D7NTbrk9eL8FvX36AnNSkJs/X19agvrYGOalJSDi2F4+/9jHcve+v93pL4nf/2iQJ0lVQIqQLYzMZ+GRObwxqGKVRLlZif2o5imvl8BHyMLOfL0K9BOjlJ8R/5vXF8h0pkKm0Nh/vpwsFcONzWm3XP8AFjw0z3PEtrpXjRrG4zcdw53Pw4rhQAIBcpQWfSxfBd9Jq1Di34WNUZt8EAAg8fBA+ejpcvAMgq61G7qVjEJcXQlSUjfh1KzHl1f+Cwxd0+LiVOWk4u24l1AoZAMA3cgD8+8RA4OEDBpMJhViEmsIslKYltrgPcVmBMQniGhAMv6hBcOsRAi5faBgpknYFpWmJ0Ot1yDi5G2q5FLELX+5w3x2FVqPGse8/QnmW4dxw9vBBr7Ez4OrTAzJRFW5fOIraskJUF2ThyNfvY86/1oBrh3OjPOsmjnzzgfHcCIgeiJ59YyD0NJwbsjoRqguyUJh6tcPHciQatRob/v0WstMMSS0Pb1+MnjYX3v6BqK2uwKUTB1FelIeinNtY9/FrePXT9eALnO1y7ICgMDzwxLNW23i08gPtzoSnq4cX2GwOairLOty/7kqjVuOnT99CTkPM3b19MWrqXHgH9ERdVSUunzyA8qJ8FOXcxvpVr+H//r0OTnaKuX9QGGY9/ozVNq39KNfdEXMXd0+wOVyIKOZWUdwdj1qtxmfv/wO3UgwXw14+fpj6wMPw7xmE6spynDy8D8UFucjNTMfqt1/GJ19tgsBZaPd+JCdewukjf4HBZILN5kCtavvNS7+Anojs3R9BoRHw9vUHj+cEuVyKgtwsXDh9DDVVFagsK8HHb7yI1V9vRnBYpN3739VoNGps/fxd5KcbbmS6efli2OTZ8PLvCXFNJRJPHUJlcT5KcjPxy7/fwHMff2u397pvYCimPLbUaht3r/bfIKsoysOZPdsAAFyeE1RKhU39uxcoEdKFPTjQ35gEySivxz933US90pTo2J1cilVzemN4qAfCvAR4angg1p3Lt/l4KSWSNrWbFO1tfHzoZkW7jvHyxDC48Tm4XVGPvGoZpvWx3x3r7iL73EFjEsQjMAITVnwCrsD05Rg1bjbObViFsvRrEJcV4OaR7Rg8b0mHjqkQi3BuwyqoFTLwnF0xesmb8I0aaLGtTqeFUlJncRuDyUTIsAmInjAPnsHNvxCjxs1GYdI5XNz8OfQ6LXIuHkXw0PHwi6Y7CW1x68wBYxLEKzgSM1/5BDxnF+P2PhPn4Pj3H6M4LRG1pQW4fvA3DJ9v/UuxNXKxCMe+/xhqhQxOQldMevZtBPRq+dxQtHBukObOHd5tTIIEhkdjxYdrIRC6GrePmzUfGz59C+lJCSgrzMOR33/GvKeX2+XYzq5uGDhiXIf2ETVgKAYMH4ugiF4IjuwNN09vHNz+Ew7v2GSXPnZH54/sMV4MB4ZH44WVayEQmt7DcbMexsZP30b69QSUF+bh6M6fMffv9ov5gA7HPAb9h8chKLwXghpifnj7Rhz5nWJuDcXd8Rz9a6cxCRIW1Rvvf/Y9hC6mz/cZ8xbgs/f/ieSrF1GUn4M/tv6Ip57/P7v2QamQ44cvVxuON/dvuHoxHpXlpa2+zsvHH99s2Qe/gJanuT62+EWsXfU2rl48A6VCgS0//A/v/Ptru/W9q0o4uteYBOkRFoXF734Bvtl7fcT0h/Drf99FZvIVVBTl4/SuLZjx5DK7HFvg6oa+sW2f/toWOp0Ou9d9Dq1Gjd5DR0MhlyIvLbn1F94nqFhqF8ViAE8ODwQA6PR6/PtIZpMkCACotHqsPpIFecMokIcHB8DVqXNzX0IeC3ERngAArU6PI7faXtdjdLgHJkV7Q6vT44vj2dDZoa5Jd6PTapF29HfDHwwGRiz6R5MkCACwOFyMWPQPsLmGOZmZ8X9BKW37qBxLru36ASqpGAwmC+Ne+LDFJAgAMJks8N08LW4b9fQbGPnUaxaTII2ChsQhesJc4995CSds77gD0Wm1SD68w/AHg4HxT/+zSRIEANgcLsY//U+wG+brpp3aB0V9x86Ni7+vh7Lh3Jj20kctJkEAw7khaOHcIE1ptRoc/eMXAACDwcCiV95tkgQBAA6Xh0UvvweuEx8AEH/wT0jF90+i6eElL2HWwqUYMDwObp7erb/AwWm1Ghw3i/njL7/b5GIYMMT88ZffNcb87MFdkN5HycV5i1/CzMeWoj/FvM0o7o5Hq9Vg168bARhi/tIbHzVJggAAl8vDS298BF5DzA/v2QFJXa1d+/Hbpu9RUVYMT29fLFzS9sSaE59vNQkCADyeE5b98z3j9OaUa5ehVqs71N+uTqvV4sxuw8gJBoOB+cvfapIEAQAOl4v5y98Ct+F32qXDuyC7j97rd7p8ZDcKM9PA5Tlh9pKuN4KbEiFd1JAgN3gIDNNUrhXUIa9GbrFdrVyNk7erAABcNhNjwjv3ImRKLx9w2YbTKrGgFpX1batLIuCy8OrEcACGkSwZFdJO62NXVnE7Gcp6wweiX/QguAWEWGzn5OKOoBjDHR6dRo3iG5dsPqa0pgJFSecBAKGxE+EZHGXzvu5M2rQkaLApY11bYvsoJkdSkpFsHG3Ro9cgePSwfG7wXd0RPsxwbmg1ahQk235uSKrLkZd4DgAQOXISfEKibd4Xaep2yjXUiw0/eqMHDkVAcLjFdi7uHoiJmwwA0KhVuJFw9q71kdhXplnMowYMRUBwmMV2Lu4eGDJmEgBDzFMTzt21PhL7o7g7ntSkKxDXigAA/YcMR1BohMV2bh6eGDNxGgBArdVZPsUAACAASURBVFbhyoUzdutDZnoqDu7+DQCwZMXrdptWac7N3QOu7oYahlqt1u6JnK4mJ/UapA3v9fD+MfALsvxeF7p5YMDoxve6Greunr9rfWwPUWUZjm3/CQAwecGSLlPPxBwlQrqo2BBTcdSEfOsfLAl5pu3DQ92ttOy4mf1MU1kOtmNazLK4EPi48FAhUeKnCwWd0bVuoSzDVFjJv0+M1bYBZtvLbl2z0tK6vMsnoNcb5v+GxLa98nRHsHl842Otun3Fdh1VcZopxoH9hlltG9jXtL3opu11O7Iumc6NyOF359xwFBnXE4yP+wwZYbWt+fZbSZc7rU+kc2VcNxVM7N1KzHtTzLsNirvjSU403YAYEjvKatvBsaONj69fuWCX42s0aqz74mPodTrEjh6PEXGT7LLfO0nrJZA0jFJksdkQurq28oruLeuG6fdW1KDhVttGDTZtzzT7PXA/2bdhDVQKOXqERWHUzIfvdXds0q1qhKjVashkMigUCjg5OUEgEIDDab24Z1cU5mUqcHi7ot5q2wyz7eavs7dwb0NhVgCok6txPqemTa8b2NMVswcYsoj/O5UDubr5iiLEoM5sdIRnkPWiU+YjN+pKbR9VUZmdanjAYMAzOAoquRSZ8X+hMOkcpNXlAACBuzd8owYiavxsuPp1fNlb8/46e1CdmLYQmZ0b3lamHgGAd4jp3BB1YMRNWabp3PAOjYZKLsXNU/uQl3gOkipDkTxnD28E9BqIvhPnwp2WRG6zkoIc4+OgiF5W2wZH9jY+Li3ItcvxK0oKsfatF1BWlA+lQgaBswt8ewYjeuBQjJn2IFw9vOxyHGJSZmPMzV/XERXFBfjq7RdR3hBzfkPMowYMxehpcynmnYTi7ngKck2rq4VH9bHaNiK6r+l1ec1XZbPFnu0/oyA3C3yBM5a+9IZd9nknrVaDn775zLiEcszwMeByeZ1yrK6iotD0/dwj3PoI2p7hps+C8sI8uxy/qqQQP7z/EiqLC6CSy+AkdIF3QBAi+scgduocuLi3fdZAUvxRZCZfAZPJxIPP/bPLrvDYpRMhKSkpOH78OK5du4bs7GyIRKJmbTw8PBAREYGYmBhMmTIFAwYMuAc9tb9AD9Md8zKx9TvmlRIltDo9WEwGAt07by3vWWajQY6nV0Gtbb3IB5fFwGuTI8BkMBCfVY3zOc1jSEwklcXGx86e1oeg8d29wWAyodfpIKksgV6vB4PBaPcxawqzAAAcJwHqK0tx7sdVkIma1n4RlxdCXF6I7AuHMOCBRegz9W/tPo65nAuHjY8D+sV2aF+OQlxhOjeEXtbPDWcP07lRV2H7uVGVnwkA4PKdIa4oxfHvP4L0jnOjtqwQtWWFSD97CEPnPoVBMx5t93EcUWVJofGxp6/1ZRPdvXzAZLKg02lRWVpoczzNNS7P20hSJ4KkToTstGQc+3Mr5i5ahglzKJb2VFFqHnPrSyG7NYl5kV1i3rhMa6P6OhHq60TISUvGiV1bMXvRMoyf3bHPdtIcxd3xlBaZRj77+Pew2tbLx9cY87Ligg7HvCg/F7u2GeqTPLb4BXh1cClmnU6HqxdNU3YUcjmKCnJx4fRRlJcUATD8Gxcvf71Dx+kOqkqLjI89Wlnu3tXLB0wmEzqdDtVl9nmvNy7P20haJ4K0ToT89BuI37sN0x5/DqNnPdLqfqTiWhz65VsAwMiZDzdJ2nQ1XTIRkpaWhtWrVyMx0bRMp15v+aK7pqYGIpEIV69exQ8//IBhw4bh7bffRp8+1jOw9zshz5R5q5NbLz6k1QNSlQauThywWUzwOUy7j7pgMRmY0svH+PehtPI2ve7vI4MQ7MmHVKnBV6fscyezO1PLTbVTuELrQwyZLBY4TgKoZPXQ67TQqBTgmE05aQutWmU6pl6P+PUroRCLIPTpgbARUyD0DoBKKkFxyiWUpV+DXqfDjb82g8lio9ekh9r97wOAgsQzKL9tqDjt5OKO8JFTbdqPo1HKTCO/nNp7bigV4Di179zQqFVQNZwbep0OR795H3KxCK6+PRA9eipcvAOglEqQn3wJxWmJ0Ot0uLrnZzDZbAyY0jWHUN5NcqkpnkIXN6ttWSw2nAQCyOol0Gm1UCnk4HVgWWRv/57oPTgWPUIi4eziCrVKidLCXFy/cBrV5SXQqFXYtfEryOolmLWwY6sOEROFWcyd70HMew2KRUBoBJxd3KBWKlFWmIvki6aY79n4FWT1YsxsZflF0j4Ud8cjlZpWYXRxsz5lncVig+/sDKlEDK1WC4VCDr6NMdfpdFi35mOo1SpERPfFjAcX2LQfcxqNGp9/8JrFbU58AUaNn4onn30Jrm4eHT5WV2f+Xhe4tvZeZ4HHd4Zc2vBeVyqMhXNt4enXA5EDh8E/JAICoeF7vaIoD6mX4yEqL4FGrcbBzd9CXi/B5EcXW93X/k1fQyYRw83LF5Mf7diqlPdal0uEHD9+HK+99hqUSqUx+cHn8xESEgJ/f3/w+XxwuVyoVCrI5XKUlZUhPz8fcrmhmOjVq1excOFCrFmzBpMmdc6cuLuBzzElQlSa1pMaSrM2fA7L7omQMeEecG8o3nq7oh5ZlbJWXxPpI8CCGEMm/McLBaiStq2wqiPTmK3NzWJzW23P4pjaaBTydidCVGaJF7VCBrVChp4DRmLU4jfAYpumnUWOnYWscweR+Pt3AIAbf21G0JA4CDx8mu3TmrrSAlzZ/o3x75hHlhlXOCHWNTk3OK2fG2wODyoYvpTVSnm7EyEqs8RL47kRPGgkJj37VpNzo8/4B3Ar/gAu/Gq4e3B1988IixkLoWf7zg1Ho1SYCmCzua3Hk8PlATD8uFbIZTZfHL286htE9htscducJ57HoR0bcWTnZgDA4d83odegYYjoS8tb28O9ivmKj79GRAsxf+CJ53B4xyYc+8MQ86O//4xeg2IR3qfl1aFI+1DcHY9CbvqNzG1DzLlcHhp/jSlkUpsTIUf27UTGzWQwmSw8/+o7YDI7t1RkaEQ0BgwZBoFz2wrld3cq8/d6W36ncXlAQ9JMJZfZnAhZ+sFahLXwPT114TM4uXMzTu/aAgA49ecviBg4DKG9Lc+gSE+8iJQLJwEAc5a+0qHkzP2gSyVCCgsL8a9//QsKhQJsNhuPPvoo5s2bh379+oHFanlukk6nw82bN7Fr1y7s3LkTCoUCr7/+Ovbu3YvA/2fvvsOaOts/gH9DQth7CAgIAioqKIh7oXVrW+3Q7tq+bd9qx1vf7qW2tXZX2/fX1tZRq612aB1Vcda9UYbK3iAbsshevz8OJKEkAZOghtyf6/K6DpznnPPgfZ6M+zwjPPwm/gU918yB+mExaV2YJNWJBbw6JRYcthNya0XYmVXbndUjltK2T5hxPbwx4pEl7b7otokdNwt1+ZmoyjoDjVqFolP7kHjn412+lFTIw8kf3odKLm0932xEJNl2vXNiO//shefi4Y2JC182em/ET5iN6txMlGWchkatQt6JvUiZu/Am1ZTcCFNJEIDpSTT7oach4jfjzKG/AAAHt23CoqVf3KzqkW5g6sswwMR81kNPQSRoxrnWmB/atgn/fvfzm1U90k0o7o6loa4GW9YzD5pm3/sgouMGdHJE13C5LvjjMNNDX6vVokUkRFlxPo7s24nTRw8g72omDu3dgZeXfgofX+oVciuYSoIAgJMTG1MWPIkWQTPSj+wFABzf8TOi3vykQ1m5VILd61cBAAaNnIABw8Z0KGNv7GrVmE2bNkEikcDLywtbt27F0qVLkZiYaDYJAgBOTk5ISEjAsmXLsHXrVnh6ekIikWDTpk03qea2J1Wqddtty9Wa42JQxvBYW/B3d8aIKObFTaHS4FBeQydHAPOTw9C/lydUag0+P1yMzmcTIQDa9Y5QqzrvQaNW6stwLMjacv7RgyQyaTy4bqaXWIsZM0O33Ta8pSvkYhGOf/suxE1MQix86Fgk3ffMDdbWsbW7N5Sd3xsqg9V4brSnEIAOPUj6ppi/N/qPn6nbrs7LvOHrORrDpywqRefxVCr08XS1oqt8V8x84F+6scqFVzOgkNPKTrZwO8d8xoIndTEvopjbFMXd8RjGTdGFmCsMY27hMrdrv/oIMqkEQb1CMf+xZy06R2dYLBa8vH2QkDQCL729Es/+9x0AQG72ZXzyzksmpzFwFFzDtt6Vz2kGced2c1uffN9CXVsvvZbR7nWmzYFfvoewqQEubh6YvfCFbq3PzWJXiZATJ06AxWJh0aJFFk96mpCQgEWLFkGr1eLEiRM2ruHN0yLXJzN83MyvjMNmAR5cpvOPUq2x+bCY6QODwXZiGs+p4uZ2dTOmt48rFo5iVo/4I6MGxY2dD6MhDGeDL5qKFqHZshq1GkoZ83/rxOaAw73xISYcFzewDGaC9oswvta9br/BaiUtjV3r5aOQinH823chqC4DAIQNHoHRj79qtzNQ3you7vqup7IbvTcsGH7k/I97I9BglSJjDFeyETZQD7DOuBl0JW4RCcyWVatVkEmYeLI5nHYftrqDj38ggsKY13CVUoGm+upuvZ6jcDWIufg2j3kzxdxmKO6Ox8PDS7ctEvDNllWrVZCKmYExbA4HrhbE/OSRfci4cBoA8NSLb8DV7eYMZ7hj1jwkJDHLwBbmXbXZ8r/2yrCtS4SdtXU15K3D09lsDrjdPEzc2z8QAaHMKAmVUglefU27/WW52bh4mOkdNu3Bp+DtH9it9blZ7GpoTF0dMwFnSkqKVecZPnx4u/PZoyqeFGE+TKMI8XYxu3JMkJeLLlFxnS8zWc5SMwfqx/rvu9b5/+mUAYFwdWZDo9VCrdHi0RHGhyf1DdRnP0dH+yPIk1l262I5H3l15pcM7qm8gnrrlqwVN9fBw8zqIFJ+I7QaJunlGRhq0WzTLBYLXkFhENYxs9o7m3niDwDOrvr9hhO7mqKUSXD826Xgta5MEzIgGWOeeBNObLt6aboteAf31i1Z29JUB69A0/eGmKe/N7yDLL83fILDwK9tuzfMP60w7C2i6MK94eiCwiLQVMd8EGmur0GAmZVj+E0N0GiYBHRgSLjVM8t3heGkjoYTuxLLBYdGoFkX81qzqwUJ2sW8902JubvBJMwUc9uhuDue0PBI1NcyK7011FYj2MzKMU0N9bqYh4RFWBTzI/t2AgB8/QNQWpiH0sI8o+UkBvHdv+s3XcLmjtnz4GvhMspDh4/GlYwLAIBrWZeQNGKsRefpCQJDw3UJBl5DLfzMrBIlbGqApvVzmv8taOuyf7T1S0fToNVq4cx1gVgkwNHtm42eg9+g/x6YefIgyvOuAAASRqcisDWpejuxq28brq6ukMvlEIut+xDddryLi/2uZ13aJNENR+kX7InMKtNPgPsH6zOQpU227X0xKNQLkf7MF6BaoRyXKsxnOAHoGrMTi4VHTCRB/mliXAAmxjEvwlKl2mETIT5hfVCbdxkAs6xtcJzpicuaKwr1x4X2sfyavaN0iZDOkhtKmX5/Z0kTpVyKE2uWo7k8HwAQ3C8R455+B2xn8z2ciHF+YX1wPYcZp9tYUYTQ/qbvjbZlb9uOs/ia4dG6RIhSav61xTD5YW4IDWGERfZFXuuHx8rifMQNTjZZtqJI/6E2NDK62+sGtH9y7UYT4dlESGRf5GXqYx47OMlkWcOYh0T27fa6AYDEoKcZxdx2KO6OJzI6BlnpZwEAJYW5GDTU9APe4oIc/XFR5nvlmtI2IoXf3IRfN37XpWP++uNn3XbyqPEWJ0LcDIbyiFtEZkr2fMER0SjMuggAqC4pQF8z8/RcL8nXbfeKiOruqgFo39ZdO7R15iZSKuT4+4+NXTrf5aNpuu1ekdG3ZSLErobGREVFAQC2b99u1Xm2bdsGAIiOvjkfGLvDhXJ9V7rhfcwvvTUiSr//Qpn5Lng3atYg/SSpB3Lqaa6PbhYyQP9lqDY3w2zZmtzL+uPiTX+J6kxovP4NmldZbLYsr6JIt+0VZPoJh0ohw8nv30NjCfMGHxQzGOOfWdql1U6IceED9TGuyrlkpiRQlZOuP26Q5T3sIgyObTRIvBnTaHBv+PTqbfE1HcWAoSN127mtCRFTcjPO67bjk0aaKWkbguZGNFQzCTA2xxn+QaafapGuGzB0hG677YuxKXm3OOZ+FHObobg7niEpo3Xbma0JEVMMh5MMHW5/k1PWXK/UbXe2VHBPFzdkuG67MPui2bKFBq8FcQavEd1FxGtCU00VAKat+5rpVdyT2FWPkDlz5iAzMxN79+5FUFAQlixZ0qVlp9ooFAqsWrUKe/fuBYvFwpw5c7qxtt0rs1IAnkQJP3dnDIv0QZS/G8qapR3K+bo5Y3I/ZhyXXKXG6ZJmm9XBheOE1NZeGhqtFmk5na8WAwAbz1Vi47nKTsu9MS0WM1pXo/n4YCH253Q+CWtPFxyXCBdPH8hbBKgryISgptxobw+ZiI/Ky8wcOGxnLnonjrL4mr0TRoLNdYFaIUdFxkkk3PmYySf6xWf267ZD44cZLaNWKnBq7Qo0FF0FAAT2HYjxzy6zaA4TohfafwhcvXwgEwlQnZcJXnW50d4eUiEfJen6eyNyiOX3RuSQUeBwXaBSyFGSfhIpcxeavDfyT+qfDIQPMn5vEL24hCR4evuiRchHQXY6aipKEGrkCbCIz8PlU0cAAM5cLhJHjO/2uqX9tkE36V3soKF2v3ze7SLWIOaF2emoqSg12sNHxOch4zSzfKEzl4vBI7p/da0Dv/2oi3kMxdymKO6OZ/DQFHj7+kHI5+HK5QuoLCtGhJHeHgJeM04fPQiAWTZ5+JiJFl3vvS9/6FK5xQ/PQUPrMK1vfv7L7JCdrpBKJTj1t/5zYf+Bjr38cvSgJHh4+0Is5KPkyiXUVZaiV0THtt4i4OmWqOU4cxGf0v3DiY78sVHX1qMGDukw/9C9i9/AvYvf6PQ86957CWU5zGIJTy5dZbbXy+3ArnqEPPDAA4iPj4dWq8XGjRuRmpqKDz74AGlpacjPz4dAINDNvqxQKCAQCJCfn4+0tDSsWLECqamp2LhxIwAgPj4eCxYsuIV/jXXUWuDnC0zmzonFwpvT4+Dp0n5ySS6bhTenx8KNy/x+R2YthDKV0fO9MS0Wx14ag2MvjdFNZNqZ1LgAeLgwubTMKqHZeUqIbTix2Rg4bT7zg1aL85u/hELSfpiQWqnA+Z9XQaVg5oOJHT8HLh7e/zwVAOD8z6vw24tz8NuLc3B13y9Gy3DdPdF/0jwAgEIsxIWfV0GtUnYoV3Q6DVVZzJMLDtcVMeNmdSijVilxev1K1OUzq4b49+mPCf9ebtGqJaQ9JzYbQ2a0vqZptTi+8QvIxe27oaqUCpz46Quo5My9MTD1Trh6Gr83Tmz8EuufnYX1z87C5b9+NlrGxd0Tg6fcAwCQi4U4vvELo/dG3ol9KMtgJmrjuLhiwITZFv2NjoTN5mDafY8BYJYk3PzVinbdVgGmi+rPX6+AQsYkwcfPvBce3j4dzgUAP3/9IV6cNw4vzhuHfb+uN1pm9+Y1aDYzka1GrcbeLetw5uBu3e/a6kisx2ZzMMUg5lu+XgHJP7qSKxVybPnfh7qYj5t5T7v5Wgxt+d+HWHLPeCy5Zzz2/7rBaJk9P68Br8H03F4atRppW9fh7CF9zKfe9+gN/V3EPIq742GzObjnoScBMDH/3ydL0SJq//quUMjxf58ug7w15jPunm+yR8X/fboM908ZhvunDMPvP33fvZUHsO3ntagsM99DmM9rwmdLXwaviXmIGdo7EonDLH/w0hOw2WxMnPcwACbu27/5CNIObV2B7d9+DEXr57RRM+bB3URb3/7tx3hnwSS8s2ASjpgYrnJwy1rwG820dY0ah3/fgPQje3S/S22toyOwqx4hHA4H69atw+LFi5GVlYXm5mZs2bIFW7Zs6dLxbZmuoUOH4ptvvgGHY1d/fge7smsxIdYfQ8J90L+XJ9Y/PBR/XanFdYEMQZ4umDUoGFEBzPwdpU0SbG5NnNjKTINhMWldmCSV2EbMuFmoyjqDhuJr4FUV48AnLyBmzAx4BoVCwm9E6dlDujk9vEMiMXC69Qm/+Kn3oSb3EngVhbh+5Rz2f/Qc+o6aCo+AECikLbiefQ61ufrhGMMWPAdXIy/cF35ZjZrWYRkcFzfEjpuFusLOl9kNTxzdaRkCxE+cjbKM06gruoamiiLsWPE8BoyfCe/gUIh5TSg4fUA3p4dvaCSGznrA6msOmXE/qq6lo7G8EBVZ5/Dn+4vQb8w0eAWGQCFpQXnWWVRd098bYx96AW4m3tRJe+NmzEPWueMozslCVUkBPlmyEGOm3Y2g0HDwm+px9vBe1FWVAQBCIqIw/f7Hrbre6f07cWTHL4juPxjR8QkIDouEq7sHlAo5aivLkHH6bzTV6VeNmHbfY4gzM59BZUkBss4ea/e74hx9e886dxwNNe3fl0ZPmYOAXtY9hbRnY6fPRfa54yhpjfln/2ViHhjSG/ymBpw/sgd1VeUAmHHjU++zNua78PeOLYjqPxjRAxIQFBahi3ldVRkyTx9tF/Op9z2G2EGmY15VUoDsc8fb/c4w5tnnTqCxdZLINiPvmO3QMQco7o5o2p334/zJv5F7JQOlhXl45ZkHMHXOvQgJi0BzYx2OpO3C9YpSAEB4n7649+F/3eIa6507+Td+27gGfWL6YWBCEsL79IWnlze0WkDAb0Jh7lVcPHNcl8RxdXPHc6+/B2eaAw4jpt2Na+dPojwvG9Wlhfi/157C8Cl3IiAkDIKmRlw6ug8N15m2HhzeB6n3PGLV9S4c2oWTu7ciot8g9Ok/GAGh4XB194RSIUdDVTmunDsGnkFbnzjvEUQPvL17cdiS3WUCAgICsGXLFmzfvh0//vgjSktLu3xsdHQ0nnzySdxzzz1gs+1/aU6VRou3/8rDe7P7Y1ikL3p5u+CpsR27wufXteDdPXkQK8wva3sjwnxckNibeZLcIlfheKHthtwQ89gcZ4x7+l2c3rAS9QXZkPAacGVvx9mb/cJjMPapt20yMSWH64oJ/16Osz9+jPqiK2hpqEb2Xz91rJuzC4bNX4yo4ZOMnqexNFe3rZJLceGXVV26/oKv93ReiIDNccbURUtx5IeVqMnPgpjXgEu7N3UoFxAZiynPvmOze2Pa8+/j6NqPUFOQDWF9NdJ3buxYN2cXjH3oOcSONH5vkI44zs54+s2PsOHTd1Fw5RJ4jfXYu2Vth3LhffvhqTdW2mQiQ61Wi5K8KyhpnendGK6LK+56bBEmzLrX7Lmqy4pwcFvH+6/N1YuncfXi6Xa/6z8kxaG/HHGcnfGvNz7Cxs/eQeGVy+A31mOfiZg/+brtYl6adwWlncR8zqPPYnwXYn7ITMyvpZ/GtfT2Me+X6NgxByjujsjZ2Rmvvf8lvnj/NVzNuIimhjr8+uO3HcpFxw3Aq8s/h4enl5Gz3FrlxQUoLy4wWyYqpj8WvfIu+sbF36Ra3d44HGc88uoKbF21DCVXMyBoqsfh3zr20gyLjsNDr3wAV3fbtPWK/KuoyL9qsoyziyumP/QMRs2YZ/X17IndJUIApmvR/PnzMX/+fJSUlODy5csoLi5GXV0dxGIx5HI5XFxc4OHhgV69eiEmJgbJycno2/fmzLB9M7XI1Xj5zxxM6heAaQOCEBvsAR9XZ7TIVShtkuDvgkbsv1YPtY1nMZ0xMBhOrau//J3fCIVaY9sLELO47p5Ife5DVGacRNnFo+BXFUPeIgTX3RPeoZGITJ6A6JFT4WTDhJ+rlw9SX1iJyoxTqLh0HLyqYsiEPLC5LvAICEFofDLiJsyBm49lM4sT23Dx8MLMl1ai9NIJFJ3/G00VJZCJBXBx94JvaCT6pkxEvzG2vTfcvHwwc8lHKL10EsUXj6GpohhSEQ8cZxd4BYYgfNAwxKfeCQ9fujdulLunN557bzUyTv+Ni8cOoKq0AC1CAdw9vRAaEY3kcXdg5B2zwLbBktOLln2BktwrKMu/ivqaSrQI+BCLhHBycoKHlw/ComLQL2EYRk6eBQ8v40OqiPXcPb2waPlqZJ7+G+nHD+B6aaEu5iERUUgadwdGTLZNzJ9d+jlK866gLP8aGqor0SJsH/PQPn3RL3EYhk+imHc3irvj8fTyxtJPv8OZY4dw4vBelBblQyTkw8PTGxFRfTE2dRomzbjLJjG3pbc/+h+y0s8i72oWyksKUF9bDXGLCCwWC27uHgjqFYq+cfEYNX4yEpJHwsnJrmZi6HZunl544p0vcPXsUWSePITq0iJIRAK4eXgiOCIKCWMmIzl1pk0e2j/+1qdMEqQgB001lRCLBJC0tnU3L2+ERPZFzOBkJKXOaLd8rqNgadvGi5Ablrr6TOeFSI8yIT7oVleB3GSeXHoDd0RDejneBwJHp6aPQ4Q4jHBv91tdBXKT5TcJOy9Eepz7h5rueUaf8AkhhBBCCCGEEOIwbq++VjdIIpFAqVTCx8f4xHuNjY3Yt28fSktLwWazER4ejokTJyI6uuNSRYQQQgghhBBCCOn57DIRsm/fPnz33XcoKioCAHh7e2PBggV49tln4e7OdHXbtWsXli9fDplM1u7YTz/9FPfccw+WLVtGsxcTQgghhBBCCCEOxu4SId9//z1Wr14NQL8crkAgwNq1a5GVlYV169bh4sWLePvtt6FSqTocr9VqsX37dojFYqxa1bUVKwghhBBCCCGEENIz2FUiJC8vD19//TW0Wi04HA4mTZqEiIgIVFZW4tixY7hw4QJ+//137N69GyqVCnFxcXjmmWcwaNAgqFQqXLx4EWvWrEFDQwP279+P+fPnY/To0bf6zyKEEEIIIYQQQshNYleJkK1bt0KtVsPd3R2bN2/GoEGDdPtycnLw6KOP6hId8fHx2LJlC9zc3HRl+vXrh8mTJ+Pee+8Fj8fDzp07KRFCCCGEEEIIIYQ4H4mNJgAAIABJREFUELtaNebSpUtgsVh48skn2yVBAGDgwIF44okn0NDQABaLhf/85z/tkiBtQkNDsXDhQmi1WmRlZd2sqhNCCCGEEEIIIeQ2YFeJkOrqagDAsGHDjO43/H1KSorJ87Ttq6+vt2HtCCGEEEIIIYQQcruzq0SIQqEAAHh4eBjd37ZiDAC4urqaPE9bT5G28xFCCCGEEEIIIcQx2FUixMfHBwBQUlJidH9paalu+/r16ybP07bP29vbhrUjhBBCCCGEEELI7c6uEiH9+/eHVqvFTz/9pFs6t41Go8GmTZt0P+/YscPkeXbu3AkAiImJ6Z6KEkIIIYQQQggh5LZkV4mQadOmAWCW0X344Ydx7NgxFBcX49ixY3j00UeRm5uLuXPnwsfHB+vWrcOePXvaHa/VarFmzRocPnwYLBYL48ePvxV/BiGEEEIIIYQQQm4RlvafXStuYwqFAnfffTdKS0vBYrHa7dNqtXB1dcW2bdvw559/YsOGDWCxWIiOjkZ8fDxUKhWysrJQV1cHrVYLPz8/pKWlwdfX1+L6pK4+Y+2fROzMhPigW10FcpN5cu0qX0xsZEgvGjrpaNT283GIEGKlcG/3zguRHiW/SXirq0BugfuHhpncZ1ef8LlcLtauXYuYmBhotdp2/zw8PPD5558jNjYWL730EpKSkqDValFaWop9+/bh4MGDuiSIm5sbPv/8c6uSIIQQQgghhBBCCLE/nFtdgRsVHh6OXbt24fDhw8jMzIRSqURUVBRmz54Nf39/AEzCZP369fjqq6+wc+dOCAQCAICnpycmTpyIxYsX0/wghBBCCCGEEEKIA7KroTGW0Gq1aGpqApvNhq+vb4chNdagoTGOh4bGOB4aGuOYaGiM46GhMYQ4Dhoa43hoaIxjMjc0xu56hNwoFouFwMDAW10NQgghhBBCCCGE3AboUSchhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHQYkQQgghhBBCCCGEOAxKhBBCCCGEEEIIIcRhUCKEEEIIIYQQQgghDoMSIYQQQgghhBBCCHEYlAghhBBCCCGEEEKIw6BECCGEEEIIIYQQQhwGJUIIIYQQQgghhBDiMCgRQgghhBBCCCGEEIdBiRBCCCGEEEIIIYQ4DEqEEEIIIYQQQgghxGFQIoQQQgghhBBCCCEOgxIhhBBCCCGEEEIIcRiUCCGEEEIIIYQQQojDoEQIIYQQQgghhBBCHAYlQgghhBBCCCGEEOIwKBFCCCGEEEIIIYQQh0GJEEIIIYQQQgghhDgMSoQQQgghhBBCCCHEYXBudQXs2fDYgFtdBXKTqdTaW10FcpO1KDS3ugrkFghyd7nVVSA3WXYD/1ZXgdwCSb38bnUVyC3gzGbd6iqQm8zXhXurq0BuM9QjhBBCCCGEEEIIIQ6DEiGEEEIIIYQQQghxGJQIIYQQQgghhBBCiMOgRAghhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHQYkQQgghhBBCCCGEOAxKhBBCCCGEEEIIIcRhUCKEEEIIIYQQQgghDoMSIYQQQgghhBBCCHEYlAghhBBCCCGEEEKIw6BECCGEEEIIIYQQQhwGJUIIIYQQQgghhBDiMCgRQgghhBBCCCGEEIdBiRBCCCGEEEIIIYQ4DEqEEEIIIYQQQgghxGFQIoQQQgghhBBCCCEOgxIhhBBCCCGEEEIIcRiUCCGEEEIIIYQQQojDoEQIIYQQQgghhBBCHAYlQgghhBBCCCGEEOIwKBFCCCGEEEIIIYQQh0GJEEIIIYQQQgghhDgMSoQQQgghhBBCCCHEYVAihBBCCCGEEEIIIQ6DEiGEEEIIIYQQQghxGJQIIYQQQgghhBBCiMOgRAghhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHQYkQQgghhBBCCCGEOAxKhBBCCCGEEEIIIcRhUCKEEEIIIYQQQgghDoMSIYQQQgghhBBCCHEYlAghhBBCCCGEEEKIw+Dc6goQ62m1WlRnnkLVpaMQVJdC0SKAs7sXvHpFoHfSBEQMvwNObLbtr6tRo+bKWVRnnwW/shByER8sFgsuXr7wCAxFQEwCQhNGwzMorMOxGrUKTSXXwK8sAr+yEOKGaijEQigkIrCcnMD18IFPWDRCBo9E76TxYDu72Lz+9k6r1aIq8xQq0v+G4Hop5C0CcN294BUSgYjkCegzfEq3xf169llczz4DXmURZEKeLu6egaEIik1EWOJoeJmIe2PJNfAqCsGrKERLYzXkYiEUYibuLh4+8OkdjbDBoxCRNB5sLsXdkFarRWXGSZRdPAp+VQkTcw8veIdEIDJ5IqJHdk/MNRo1rmedRWXWafAqmJiDxYKrty88A8MQHJeA8MTR8ArubfR4mYiPmtxLaCi8Al5VCcTNdVDJZXB2dYdHYAiCYgYhZvR0eIdE2LzuPYFWq8W544dw8kgayksKIBTw4Onljd6R0RiTOh0Tp80Bm929b+ctIiFeefp+CHjNut99/dMuBIV0bOdtXnjsLjTW1XTp/PGJyVj62fdW17On0Gq1yD1/HFdPHUZ9eTEkIgFcPbwQ2DsSA0dPQuKE6TZr6x89MrXLZRPGT8Wcf7/W5fLFWReQd/4EqgpzIOY3QaPRwMPbFz5BIYiMT0Rc8mj06hNrSbV7JK1Wi7PHD+HE4X0oK9a39fDIvhg7aTpSp9+ctr7kX/dDwGvS/e7/Nu9GsJm2bopKqcTrix9GZVmJ7nfLPl+DQUNSbFLXnkCr1eL00YM4dmgvSosKIBDw4OXlg/A+0ZhwxwxMnnHnTYn584/fC75BzL/fuge9zMScz2tGxoUzuJqZjpKifNTVXIdcJoO7hwd6hfbGwMRkTJ09FxF9+nZr3XsyrVaLy6eP4MKxA7heWogWAR/uXt4ICY9CyoQpGDl5ls3ujefnju1y2ZGTZuLR/7xjk+veapQIsXMKSQvSf/oYjUXZ7X4vF/EgF/HQWJSNsrNpGL7wLbj7BdnsuoKqYmT+/j8Irpd02KeSSyFurEF93mXIhc0YPPfpDmXEjbU4u+Zdk+eXKuoh5dWj9tp5FBz6FckPvQz/6Hib1d/eKSQtOLfxIzQUto+7TMSDTMRDQ2E2Sk6nYfSTb8HdL9hm1+VXFePSr1+DbybudXmXIRM2Y8i8jnFvaazByW9Nv3hKFPWQ8OpRc/U8cg9uxYhHXkEAxR0AE/PTG1aivuAfMRfyIBPyUF+QjeJT+zD2qbfh4W+7mPMqi3Fh69fgVxV32NfSIEVLQw1qcy9BKmhG8r3PdChzedv3KDq1F1qNxsjfJIKiQgReRSEKj+1Gv0l3I/GuhXBysn0yx161iIRYveJ1XMtMb/d7fnMT+M1NuJaZjsN7tuO/yz5DYHBIt9Xj5+9XtUuCkO4jFYuw46v3UZ6T2e73YkEzxIJmlOdkIuPIHtzz0nL4BNqurdsSv74G+9Z92eFvAAB+Qy34DbUoz8lEbVkR7lvy3i2o4e2nRSTEl++/jquZF9v9vq2tX828iIN7tuHV5Z93a1vftGZVuySINXb8+mO7JAhpr0UkxCfLXsWVjPYx5zU3gtfciCsZF5G26w+8+cEXCOoV2m312PDtF+2SIJ1Z+/WnSNv1BzQadYd9IqEAIqEARfk52LN9C+6872E89syLYHfDQ5qeTNIixLpP3kHBlUvtfi/kNUHIa0LBlUs4mbYTT7+5Ev5B3fd60NNRIsSOaVRKXPhxBZpLcgAAbr6B6DNqOjwCQyHlN6Hi4mG01FVCUFWM82uXY9yLn8HZ1d3q6zaV5uD8uvehkkkAAAExCQjunwQ3vyCwWE6Qi3jgVxWjPje9kzMB7gEh8IvsB6+QSLj5BoHNdYFKJoWwtgzVmacgEzRB0lyPsz8sxfgXP4d3aB+r62/vNColzq5fgcaSawCYuEePngHPwFBIBY0oO38YorpK8KuKcer75Zj00uc2iXtjSQ5Or31PF/eg2AT0aou7ExsyIQ/8qiLUdiHuHgEh8O/TD96tcedwXaCUSyGsKUdVxklIW+N+cs27mPTSF/Bx8LirVUqcWvsBGoqZmLv7BaHvmOnwCgyFhN+E0nOHIKyrBK+qGCfWLMeUJZ/D2c36mDeU5ODkmuVQtsY8ODYBIfHJcPcLAsvJCTIhD82VRajJuWTyHMLaCl0SxDs0Er3ihsAnrA+4bp5MT5Gci6jJuQStVoP8v3dAKRVj+IMvWl33nkClVOKL5a8g72oGACAgqBcmz5qHkLAINDfU4djBv3C9ohSlRXn4+O0X8f7qDXD38LR5PbIvncfxQ3vAcnICh+MMpUJ+Q8d7+/jhqZfeMlvGy9vXmir2GGqVEtu/XIbK/CsAAO+AIAydNBt+vcIgam5E1vH9aKquQG1ZIX7/7C08tuwruLh72OTageFRmHjfQrNlvAM6T7w0VVdiy0evoqX1i1VIdD/EJY+CT1AIOM5cSIR81FeUoCjzvC2q3SOolEp8tuxl5F7Rt/Ups5m23tRYj6P7dzNtvTAPK996ESu+6q62fg7HDv5lcVs3VFVegh1bfwQAuLi6QS6T2qqaPYJSqcTKd5YgJ5uJeWBwCKbNuQehvSPQ1FCHw2m7UFVeipLCPLz/+gv45JuN3RLzzPRz+Hv/X3BqjbmiCzGvLC/RJUEio2KQkDQcffrGwsPTCwJeM9LPn8Ll86eh0Wiw6/fNkIhb8Nwrph9+kvZUSiW+X/kGinOyAAB+gb0wdtpdCAwNB7+pHucO70VtVRkqS/Lx7fsv4+VPfoCbjd4HQiOjMeehjg+1DPkH9bLJtW4HlAixY2Vn0nRJEJ/wGIz+9wfguutfJKPHzcaFHz9EQ34GRHWVKDj0Gwbd+YRV15SJeLi44UOoZBJwPbyR8tjrCIxNMFpWq1FD3iIwus/NNxB3vPUDPAJMZzHjZz6CS5s/Q+21C1Ar5MjZ8yNGPb3cqvr3BMWn03RJEN/wGIxftKJd3GPGzcHZDR+iLu8yRHWVyD34KxLvetKqa8pEPJzdsEIX91EL30CQmbjLRMbj7u4bhBnvrDUb90EzH8H5zZ+h5up5qBVyXNm9AeP+7dhPDItP7dMlQfzCY5D6/IftYh43YQ5OrV2B2rzLENZW4NqBXzF0rpUxF/Jwau0KKGUSuHh4Y8yTbyA4LtFoWY1GDbmJmLOcnNAnJRX9UufCP7JjF/i4CXNQmXEKZ3/6DFqNGiVnDyJy2ET06jfEqvr3BIf2bNMlQaJjB+Ctj7+Bp5e3bv+0u+fji+WvIPvSOVyvKMWOLevx8NP/sWkd5DIZ1n+9krnenffj0rkTXR7u0obr6orhY1JtWq+e6vLhv3RJkJCoODzw5idw8/DS7R829W5sW7UMpVfS0Xi9HKd3/oLJnXxo7Sp3T2/0S+l692hjlAo5/vjyXbTwmuDs4orZz7yC+JETjZbVarUQNTdadb2e4uBf23RJkOi4AXj3k2/btfUZd8/HZ8teQVb6WVSVl2D7L+vx6DO2b+s/rP4IADD9rvtx6ewJNNxgW2+j0Wjw3RcfQKVUYtio8ZBKxMjJvmzL6tq9/bv+0CVB+sYNwPtfrGkX81nzFuCjd/6LjItnUVlegt83r8XCZ5fYtA5ymRTfffkhAGDm3fNx4czxLsXcyckJE6fMxJ33PYzY/gM77J81bwHOHD+MLz54C2q1Cof27sD4ydORmDzCpvXvqU7u36FLgkT07Y8X3l8Nd0/9vTFx1r344aM3kZtxHrWVZdj/+4+Yt/B5m1zbw8sXQ0ZNsMm57AFNlmqnNGo1Co78wfzAYiHpwSXtvhgBANuZi+QHl4DNdQUAlJ7aA4VYaNV1r+5c1zqPBxujnl5mMgkCACwnNly9/Y3u47i4mv0yDABsZxcMmf8CWE7MbdpQkAWNSml55XsAjVqN/MO/Mz+wWBj+kPG4pzykj3vxyT2QWxn3rB1rW+fxYGPcM8tNJkEAJu5uPlbEneuCYQv0ca938Lhr1GrkHNTHfOSj/zUa85GP/hec1pgXnvjL6phf/vMHKMRCsJzYmLDoPZNJEABwMhPz0Qtfx6jHXjGaBGkTkTQO/VLv0v1cduGI5RXvIdRqFXa2Pk1lsVhY9Orydh+SAYDLdcHi196Di6sbAODArt8hEvJtWo/ff/oO9bXV8A8MxoKFi2x6btKeRq3Gmd1bmR9YLMx59rV2SRAA4HC5uPPZ1+DswrT19EM7IRFZ19Zt6dSfm8GrvQ4AuGvRGyaTIABzX3sH2G7Irr1Sq1X4c+sGAMz/yfOvvWe0rT9v0Nb37/zN5m39143for72OvwDg/HgE4utOtf+Xb+jMPcKXFzd8K8XXrdRDXsOtVqFbb+sB8DE/KU3PzAa8/+8+QFcW2O+98/fIBTYNua/rP8WdTXXERAYjEeeeq7Lx72y9GMseftDo0mQNmMmTsGcex/U/Xz0wB6r6uoo1GoVDmz7CQBzbzz20jvtkiAA4Mx1wWP/eRfc1nvj+N7taBEafxhFzKNEiJ1qLMqGorW3RWBsIrxDIo2Wc/HyRe+h4wEwQypqr1reFVXSXI/qrNMAgPBhqfCNiLP4XF3l4ukDrocPAKangbWJHHvXUJil62UTHDfE5FAhVy9fRCTp415jRdzFzfWoymTiHpkyCX6RNyfuLgZxt/ZLvT2rL9DHvFe/ISaHCbl6+SIimcnia1RKXM8+Z/E1xc31qMpgYh41fBL8rYj5P5M2pkQMHafb5leXW3y9nuJaZjqEAh4AYNDQ4YiIijFazsfXH2NSpwEAlEoF0s+esFkdivKuIW3nrwCAhYtfsVnXW2JcWU4GJK1fbqMGJSEoPMpoOQ8fPwwclQoAUCuVKLx85ibV0DyFTIqMI38BAPoMHGp17xJHcTUjHUI+09YHJ5lp637+GGvQ1i+eOW6zOhTlXcW+HUxbf/K5V61q6w11Nfj1x28BAAsWPtut85nYq+zLFyFojXli8ghERhuPua+fP8ZNng6AifmF08dsVoeC3KvY8yeTeH36xdduKOb/TNqYMnbiFN12eWnRjVXQQRVkX0JLa8KrX+IwhEYan2zWy9cPw8bdAQBQKRW4cuHkTatjT0KJEDvVkJ+h2w4ekGy2rOH++nzLuyZWpv8NaJmx/uHDUi0+z41QSsVQSEQAABabA2d3r06O6NnqDOLeq5O49xowTLddm2t6DofOVFw8oot7ZEqqxee5EUqpGHKDuHMdOO61BjEPiTcf81CD/bW5lrf1svNHoG2NeZ/hkyw+z43guLjpttVKy8el9xTZl/SJrCEpo82WNdyfdfGsTa6vUqnww+oV0Go0SBk9EcPH3pz7wJGVGkyK1zfR/KoafYcM122XZF00U/Lmyb94CnIpM5/QoLF33OLa2I8sg7Y+NGWM2bJDh+vbeqYN2/qaL1vb+piJGDHOurb+w+qVkEkliI4bgFlzH7BJHXuazHR9zJNGmI95ssH+yxdsFXMlvvn8fWg0GowYm4pR4yfb5Lz/ZJhcUchl3XKNnibXYLLkgUmjzJYdmKzfn3OZ5lyyRI+aI0SpVEIikUAmk8HV1RXu7u5wdna+1dXqFsJa/RNT33DzS8/5Ruj3C2srLL5mU+u8FGCx4BcRB6VUjNJTe1CddRri5joAzNwfgTEJiB43B169wi2+FsB0E76y43to1SoAzBd7tjPXqnPaO8P4+UWYj7tfpG3i3jY3hWHci07uwfWsUxA36eMeFJuAmPFz4N3LuiVQNWo1Mrev0cU9JN6x4y4w6B3h30nMDXtuCGos71XRUHyV2WCx4B8ZB4VUjMITf6EyQx9zd99ABMclIm6i9TH/Z309bLjSkb2qLNOv0tM3zvzKSYb7q8o7ru5jid2/bURlaRHc3D2w8LlXrTpXi1CAD19fjIrSIojFIrh7eCK4VxgGDknBHbPmoVeYde8VPUVDZZluOySqn9myIdH6/Q1VZaYL3oCmmipsfv8lNFZXQCGVwtXDEwGhEegzKAlJk2fD09f48Lc2lXn6Fa3C+vaHSqlAxpE9uHb2KJprKqFRq+Hh44/IAQlIumMOwmIG2KTe9q5dW+9n/v+kbz/9UATD46yx89eNqGht6/96vutLIxtz4tBeZKWfhZMTG/9+6e1uWc69J6gw6B0R08/863uMwfCTijLb9KrYvmUjykuYmD/zn+4bumTYC6Q7V73pSWoq9KssRcT0N1s20uA11PA4a9RXV+DLNxehtqoMcqkE7h5eCO4dif6JKRg3/W54+wXY5Dq3C7tOhFy5cgWHDx/G5cuXUVxcDB6P16GMn58fYmJikJycjClTpiAhwfTcBvZE3FCt23bvZKlMV59AsJycoNVoIG6ohlarBYvFuuFr8iuZFzRnV3eIG2tw4ccPIeW3n+ispa4SLXWVKD+3HwNmPIK4O+7r9LxajQa11y7oflYppGipq8L1zJOQNNUCYP5GY8vwOhpR/XXddmdxdzOIe4sN435m/YoOcRfVVUJUV4nSs/sxaOYj6D/l/k7Pq9VoUH1Nn8FWy2UQ1lWiKvMUxI3MZF3u/sEYMs82EwHaK1GDPuYe/uZn6nbz1cdcZEXMmw1i3tJQg1PrVkDCa2hXRlhXCWFdJYrPpCFh9qOIn9p5zM0pObNftx06aLiZko6h9ro+ednZB0j/oGA4ObGh0ahRe73C4ri3uV5RqpufZP7jzyLAyhniZVJJuyVBRQI+RAI+igtysHf7L5hz/yNY8Pgih//SxKut0m37dPJ/7u0fpGvrvLrrVscc0C/P20Yi5EMi5KMy/wrO/rUVkxY8heEz7jF5fE1pgW5bo9Hgx3efQ+M/kjT8+mrw66uRfeIAhk29G1MeXeTwy2XXVBm29TCzZQNs3NarykuxYwszP8mChYusautCPg8/rfkSADBz3gL07eQLviOrNoh5cIj5mAcaxLymqtLqmFeWl2Dbz8z8JA8/uRiB3bgCyME9f+q2h40a323X6Unqqyt12wHB5t/7fQODdPdGfY319wagX563jUjAg0jAQ3FOFg5u34y7H1uESXfOt+oatxO7TITk5ORg5cqVuHRJ341Uq9UaLdvc3Awej4f09HT88MMPSElJwVtvvYX4ePt+gVZKxbptrof5sXpObDY4Lu5QSlug1aihVsjadUPvCrVSAZWMuaZWq8W5de9DLuLBIzAMkSPugHtAKBQSIWqvnkdDfga0Gg1y922CE4eDmIlzzZ5bo1bh4saVRvexXdzQe8hYxM9eCBfPro1J7MmUMn3cXboSd1d3KCXWxV1pEPfTP7wHmYgHz6Aw9BkxBZ4BIZBLRKi5eh51eZeh1Whwde8msDjO6JfaedzPbTAed46LG8KHjsPgOY/DxdPnhurc07Rr6520ASc2G86u7lC0xlylkMHZkpi3XVOrxYnvl0MmZGIePXIKPANDoRCLcP3KOdS2xjz7r5/gxOag/+R5N/z3AUDFpeOoK2BmSHf18kXfUVMtOk9PIm5p0W17+ZhfWpbN5sDN3QPiFiHUajXkMilcLVw+WaPR4IdVK6BUKtC3Xzym3WXdBx6/gCAMSRmNPjH94OPrD5VKibrqKlw4fRSVpUXQaNTY/dtP4Dc3YtEry626lr2TSfRt3d3L/OueE5sNFzcPyMQiaNRqKOUy3cR5lvANDkN0wjAER0bDzdMbKoUCjdfLkHfhJPj1NVArlTj883eQikWYcO/jRs8hFugfRu383wo011bB0y8AQybOQGDvPlDKZSjJTkfexZOAVotLh3YBLBamPdb1SRp7IrFYpNv27kpb9/CAWGSbtv79lx9AqVQgpt9AzLjbura+4ZvPIBIKEBDUCwsef9aqc/V04pYbi7m7hwdaREKo1SrIZFK4WRHzbz5jYh7bfyBmzVtg0Xm64uTfB5B9mXnI6esXgCkz7+62a/UkUoPXA09v8+8DbDYHru7ukLQw7wMKmRQuFt4bABAY0hvxQ0cgLCoGHl4+UCrkqKkoReaZo2isq4ZKqcD29V9B0iLE7Aefsvg6txO7S4QcPnwYr7zyCuRyuS754ebmhj59+iAkJARubm7gcrlQKBSQSqWora1FeXk5pFJm/fL09HQ8+OCD+PLLLzF5cveMibsZVAr9WDsnTufDBtjOXChbl3BXyaU3/IXY8MuYSiaBSiZByKCRSHnsNThx9MOPosfMQtmZNGRv/w4AkLN3E8ISx8LNz7KZ4X3CohEYmwhnKxp2T6KSWxD31m2lzDZxDx08EqMef71d3GPGzkLJ6TRkbGMmSLu65yeEDxkLdyviHhSXCGc3mpzRMObsLsZcd6xMesOJEIVBzJUyCZQyCXonjMLoJ14H2yDmseNnoejUPlz6nYl59l8/ISJp3A3HXFBTgYu//p/u5+T7ngWndUUMRyaTSXTbztzO4851cYG4NXcilUgs/nJ06K9tKMjJhpMTG0/95204OVk+ldhzr72PfgMTjZ7jvkefwaG/tuHHbz+DVqPBiUN7kZA8EuMmz7T4evZOIZPqtjldGA7I4XKB1uaqkEosToQ8/M4XiBxgfFWoifOfxMntm3Fm1y8AgNM7fkb04GGI6D+4Q1mZRJ+8a66tQljMACx4/WO4GswTMCR1JgozzuHP1cuhUatx6eBODBozCb1jTa8+0dPJpDfY1rkubWG3qq0f3P0H8lvb+jNL3rKqrV86dxJnjh0EAPzrhdctrpOjMIw5t4uv72j9fiyViC1OhKTt+h1517Lg5MTG4pffsSrm5lSWleDbL1bofn76xdfg6mZ5otaRyA3fB7pwbzhzXdB2c8ikEosTIS99+A1iBw01uu+uR/6Nfb+ux/4/mNVs0n77EQOGDEfMwCEWXet2YleJkMrKSrz22muQyWTgcDiYP38+5s6di0GDBoFtpkutRqPBtWvX8Oeff+KPP/6ATCbDq6++il27diE8nMYmd0nrxIltuO5eSHrwpXZfhtsh82NxAAAgAElEQVREjZmJhsIs1GSfgVatQtnZNMTPeszkqdnOXNz1xW7mMlotlNIWCK6XoOL8IVzPOIHm0hyUnzuAlMffcPjeATeb9p9x9/DC8IeWGI1737EzUV+QieutcS85k4bBs83H/d5Vf7VeRwulpAX86hKUnTuIyssn0FSag9Kz+zFq4ZsU95upQ8y9MeKRJe2SIG1ix81CXX4mqrLOQKNWoejUPiTeafxpsTFSIQ8nf3gfKrm09XyzEZE0rpOjSHdprK/Frz9+AwCYOe8BRMeaH5/cmQGDjX+oajP1zvsgbhHht41MMm3Hlg0OnQi5VUwlQQBmaeyJ9y+ERMhD5tF9AIAzu7ZgwWsde/NpNfqeuU5sDu5+/u12SZA2cUmjkDJ9Hi7s2wYASD+w06ETIbdCY30ttmxg2vqsex5EdKzl87VIJWKs+/pjAMDI8ZORMnqCTepIbKuhrgab1zIPHe687yH0jeueOXp4zY1Y8fZLkLb2cJt59/0Ym0q9PG93ppIgANMDcc7Dz0DI5+HMIeb72oFtm7B46Rc3q3rdxq5Wjdm0aRMkEgm8vLywdetWLF26FImJiWaTIADg5OSEhIQELFu2DFu3boWnpyckEgk2bdp0k2puexyu/ompRqXotLxaqS9zo70CjB0TNnS82af1fUZN1203FGabLPdPLBYLXHcvBMUNwbBHXsGQ+58HwEzUemH9ByaHQDkKwyflNxp3ZwueFv4z7uGdxD16tD7u9a1DHbqCxWKB6+GF4LghGPHoq0hewMS9sfgazqxz7Lgbxlx9o23dBjGPTBoPrpmYx4yZoduuu4GYy8UiHP/2XYhb5wEKHzoWSfc59nwwhlxd9U91lIrO466Q61facXO37InQ+v99DJlUgsBeobjvsX9bdI4bNeveh+DuwSyxXF1Zhrqaqk6O6LkMe3SolJ3HXGVwX3C7+Qn8uHseBVrHnpfnZkKp6LiyE9fgiW/04GT4BpleNnXopNm67fKcTBvW1P4Y9p7oUltXWN/W1371EWRSCYJ6hWK+lW39l3X/Q1NDHdzcPfDEYusmVnYUhjFX3PDru2U9Zdes0sf8wYXdM3RJJBRg+auLUVfNvI6PmTgFT71g3QS8jsbF8H2gC/eG4Wtxd/fEmvXgk7o5SAquXG53X9oru0qEnDhxAiwWC4sWLbJ40tOEhAQsWrQIWq0WJ06csHENbx7DL6MKsdBsWY1aDZWc6YbHYnPA5t54t3O2ixtYBhOa+YYbX/Pc2H5J68SXlugzahoC45iuV7yKAtTnWb4kaE/g7KqPu7wrcZdZF3fOP+Le2Uo1hisUiZssj3v0qOkIao17c3k+6vIsX/7X3rVr6y2dx1zZGnMnNqddwrSrOsbcfFs3XJ2opbG2S9dQSMU4/u27EFSXAQDCBo/A6MdfdfhJEw15eHrqtkUCvtmyarVK9/SNzeG0+yDVVaf+TkPmhdMAgCeffx2uVsw3cSO4XBfEDtAPs6iutHy1I3tn2HtCIhKYLatRqyFvHcbmxObAuZuHk3n5BcI/hOlBq1YqIWjo2NZd3fX3bEh0XIf9hgJCw3WJH7GA125YkKPx8NAvDy/sSlsXW9fWTx5JQ0ZrW2eGsVje1nOvZODQnu0AgIf+9Tz8Ay0bDutoPDxvLOaS1phzOByLXpuPH9qHS+dPAQD+/dKb3TJMRdwiwvJXF6O8hJlsffiYCfjvOx92+rCatOdm8HrQIjT/PqBWqyCTMJ/52ByOVfNEdYWvfxCCw5hVAlVKBZrqqzs54vZnV0Nj6uqYZRtTUlKsOs/w4cPbnc8eeQSFQdK6ZK2kuR7uZlaTkAkaodUw3d09AkMtmlGYxWLBIygMLXXMbMacTuZu4Bh8YVcajHW3RHD/ZDQWMk+am4qvoFf8MKvOZ8+8gnu3i7u5VUSkBnH3tCLunkFhELXG3dnVfLbZMFGjlFoX95D4ZDS0xr2h6CpC4q1r9/bKK6i3bslacXMdPALMxJxvm5h7BYVB2BbzTtp6+5iLzZRsLSOT4Pi3S8FrXZkmZEAyxjzxJpzYdvV21O1Cekeivpb5kNFQV4MgMysLNDfUQ6NRM8eFRVgU96NpuwAAvv4BKC3KQ2lRntFyUrF+HogDu3+He+sH+skz58LXwmX1vAwmhJMYTCLoaPxCwsFvTTAIGurM9qgQNjfo2rpfrzCrVwroCjeDL28yg/ugjX9oOPj1TALcpQtPrV3cPHQJELlE3O0f4m9XoeGRqK9lVgdrqKs2u4pIkw3a+t9pOwF03tYlBjHev+t3XXL2jlnzdG396P7d0Gq14Lq4QCTgY/sv64yeq6Fenzg7cXgf8q4yvYBGT5yKsPA+N/w32Luw8EjU1TAxr6+tRi8zMW80jHlvy2J+aB8Tcz//QJQU5qGksPOY79vxmy5hM232PPj6m359l0rEeO+151BckAsASBo+Gq8t+xQcI0NqiXnBYRFoqmPe+5vqaxBgZtU4fmOD7t4ICgm/Ke8DHgYTeUuNvA/YG7v65Onq6gq5XA6xuPMP2+a0He/i4mKLat0S3iF90JCfAQDgVxUhMNZ0D5m25U+Z4yItv2ZolC4RourkC4/KYHWTzr48d8awe39Xvmj1ZN4hkahr7RXDqyxCkJm48ypsE3efsChdIqSzpJbhqjbWTnBrOERDKbX/F1tL+YT1QW1rzJsrixAcZ3o8f3NFof64UMs/XPr0jtIlQjprc+1jbv7Lj1IuxYk1y9Fcng8ACO6XiHFPvwO2M31Y+qeIqBhkXzoHACgpzMXAIaYTwCWFubrt8D7me/CYogUz/Izf3IQ/flrTpWP2bv9Ft508cpzFiRCRwVMvd4Mv244mKCIKpVfSAQC1ZQXoY2YiulqDpWqDwqO6u2oAAKlBksrVw7PD/uCIvijJYpZJlks6f6+WGyTLu5I46akiomKQlX4WAFBSkIdBQ0wn/UsKctodZ4m2oab85ib8trFrbX3Ptp9128NGjte19bZzKeRy/L7p+y6d6+j+3brtiKhYh0yEREbHIuMiE/PiglwkDDUd8+J8fcwjo8z3yjWlLU685kZs2fBtl47Z9ftm3XbK6PEmEyFSqQTvv/4CCnKvAgASkobjzRVfdmniX9JRaGRf5GacBwBUFuejX0KyybIVxfqEVmhk326vGwCIDXoruhl5H7A3djU0JioqCgCwfft2q86zbRszQVd0dLS1Vbplgvon6bbbEiKmGA4nCe5vukF1JniA/lh+VbHZsob7PYJ6W3xNABAbDK3pbKngnq6XQQzqOhkmZDicJMSKXjQhA/TH8gySasYYJt08rYx7C8UdANNjok1trvm2XpOrvydC4i1v66EGvW94lebbumHCzSvI9FMtlUKGk9+/h8YS5kNdUMxgjH9mabtVbohe4rDRuu22hIgpbV+iAGDI8NFmSt5+lAoFivKu6n4O7W150tbe9U3Qt7uS7HSzZdsSDgDQd8jwbqtTmxZeE5prmXH/bI4zvAOCO5SJMahHbWlhh/2GmmqqoGhNrHv6+jtsbxAAGJoySrdt2JaNybyo3z/Uzto60UsyiF3GRfMxv3zhjG47ecTtFXO5TIoVb/4Hua09fAYlJuOdlavB5drvg+ZbLT5phG67LSFiSs5l/WeDgckju61ObQTNjaivbh0ZwHGGv5lei/bCrnqEzJkzB5mZmdi7dy+CgoKwZMmSLi071UahUGDVqlXYu3cvWCwW5syZ04217V6BsYngevpA0SJAQ2EWhLUVRp/6y0V8XM88CYBZbjVksOUNJXTwSFzhukCtkKM68yTiZz1q8glw+bkDum3DBMqNUsmluH75uO5n/6jumeXaXgTFJsLF0wfyFgHqC7MgrCmHt5En/zIRH5UZrXF35iLUmrgnjAR7OxP3qsyTGDz7MZNxLz2rj3uIlXGvNIh7QFS8xeeyd8Fx+pjXFWRCUFNutLeHTMRH5WVm3iO2Mxe9E0d1KNNVvRNGgt3a1isyTiLhzsdMTphafGa/bjvURMJNrVTg1NoVaChivvAG9h2I8c8us2gOE0cxaOgwePv4QSjg4WrGBVSWFRt9AizgN+uWrXTmuli8YsPSz7r2NPeFx+5CYx2TpPz6p11mh+x0xd4/f9F1xw7pHYmQ3hFWnc+e9Rk4FO7evpAI+Si7loGGqjKjvT3EAh5yzh0DwCyzG5c8ptvrdvLPzUDrU+WIAQlGExcR/RPg5R8EUXMDSq9eBr+h1uTwnsyje3XbfRO7P5FzOxs0NAXevn4Q8nm4Yq6t85px2qCtDx8z0aLrLf/ihy6Ve+6RO9HQ2tb/b/Nuo0N2nnttOZ57bXnn13z5GeRkM4n6ZZ+vMdvrxREkJKXAx9cPAj4P2ZfOo6K0GJHRHWPO5zXj1N/M5you1wUjxqZadL0PV6/tUrmnH5iti/n3W/eYHbKjUMix8p3/4loW89AtfvBQvPPx1xbNW0P0+iUkw9PHFy0CPvKz01FTUWK0t4eIz8OlU0cAMMtuJ4wY3+112/frBl3vothBQ3tErO2qR8gDDzyA+Ph4aLVabNy4Eampqfjggw+QlpaG/Px8CAQC3ezLCoUCAoEA+fn5SEtLw4oVK5CamoqNGzcCAOLj47FgwYJb+NdYx4nNRr877md+0GqRsXUVFJL2wwfUSgUyfl0NtUIGAIgeN9vkk/WMraux++W7sPvlu5B3YIvRMs5unoiZOBcAoJCIkLF1NTQqZYdyZWf3oyabyWCzua6IGtNxOcT8Q79CWFth9m+UiXi48ONKyITNAACPwDAE9TO/HGNP58Rmo/+U+cwPWi0ubjEe9/Qtq3Rxjxk3Gy4m4p6+ZRW2L7kT25fciZz9xuPOdfNEXGpr3MUiXNyyymjcS86k4bpB3PuOndWhTO7BXyGsMT8ZokzEw5n1H0ImYOLuGRSGXv0dN+5ObDYGTtPH/PzmL43G/PzPq6BqjXns+DkmY37+51X47cU5+O3FObi67xejZbjunug/aR4AZjLmCz+vgtpIzItOp6Eqi4k5h+uKmHEdY65WKXF6/UrU5TNPjPz79MeEfy+HswWrVzkSNpuDuQ8+AYDp1vzdZ8vRImo/Wa5CIcd3ny2HvHWehel33Q8vb1+j5/vu8+V4cPpwPDh9OLZt7toXIWvs2LIB1ytKzZY5tGc7/vhJn4Bp+3sdlRObjTF3Pcj8oNViz5pPIRW3nzNFpVBgz/efQSln2vqwqXfD3ct4W9/z/af46JGp+OiRqTi53fgqecd+Ww9BY73JOmk0apzYtrFd4mLs3Q8ZLctycsL4e5kl0zVqFXZ9sxIyI0NkCjPOIf3ADuYYlhNGzLzX5PUdAZvNwT0PPgmAaev/9+kyo239G4O2PuPu+Sbb+jefLsf8qSmYPzWly8NVyM3FZnNw38P/AsDEfPVH7xqN+dcfL4WsNeaz5s2Ht4/xmH/18TLMnZSMuZOSsbWLw52soVQq8cnSV5F1iemx0C9+MN79+Gu4dfOqJY6AzeZg+n2PA2DujU2rV0Dyj4nylQo5Nn+9QjfH0oRZ98LTYK4tQ5u/WoHn547F83PHYu/W9UbL7Nr8HZqNTIDdRqNWY8+WtTh9cJfud9Pvf/yG/q7blV31COFwOFi3bh0WL16MrKwsNDc3Y8uWLf/P3n2HR1WlDxz/TnoHUkiHFOmEQCjSQXpvBhAURFxFUFd/NlZXRXFt2F1XcS0Ul6IU6dJ7J4QSSAKEkN577/P7Y5JJQtokMyGBvJ/nyfNM5p475yTnnjMz7z2F9eur/wJ3t7IoVs+ePfnPf/6DgcF99edX4TZwPDEBp0kJDSQ96jbHvvg77QeMw9zGkdz0JCLOH1Sv6WFp70rHsi/QWnhohC8JwRdJiwwh7vo5jnz2Iu36jcLMxoHC3Czirp2tNBXH23cJxhZVG2fs1TPc2LseKyd3bDy6YWnviqGZJSiV5GelkRp+k7jr59Rf5vWNTek152X0ZOElPAeNJ+bqaZJCr5MWdZuDn72Ix8BxmNs6kZuWRNi5A+o1PSztXekyWvuAX6eRvsQHXSQ1MoTYa+c4sOIF3PqNwtzGgYLcLGICzlaaquMz6/lq6z36ymkC/1pHKyd3bD27YWXfDiMzC5RAfmYqKeE3iblWXu8Gxqb0mft/Lb7ePQdPIOrKaRJvXyc16jb7Pn0Rz4HjsLBzJCctiTtnDqjX9LByaEfXsdrXeZfRvsQGXSQ14hbRAWfZ+/HzePQfra7z6KtniQsqn37Ve/bzmFhWrfPz674mNlA1zN/A2JSHBk8g/lbd2+y69GheQ4CbwuhJvpw/eYTga5e4ExLMPxbPZeSEGTg4uZCclMDRfTvUwQbndu5Mn/t0E5e43LkTB/ljzQ+4PdSJLl4+OLdzw9zCiqKiQuJiorhw8ggRFaZPDB45nmGj799RmrriM2oyNy6cJPJGAHFht/j1rUX0HDGRNvbOZKYkcuXoXpJjVDcRbJ3bM3Da41rl539oJ2d2/Y5Lh664dOyGtYMLxmbmFBbkkxwdQdC5Y+oFUAEGTp1Luy41r13SY8gYbvqdIuTSWWJCgvhp6dN4Dx+PrXN7CvPzuHPVj6Dzx9WjS4b6Pomd6/07TVlXxkz25dzJwwQFXOLOrWBeXzSH0RNn4ODsSnJiAof3ble3dZf2Hjz6ePNp66Jhxk2dyZkThwi8eonQW8G8/LfHGDt5Bo5OriQlJXBwzzaiwlV17treg5lP/K2JS1zu20+WqXehMTUzZ9yUmVy9dKGOs6D/4Ecau2gPhCHjpnP5zFFuB14hMvQGH7+8gEFjp2Ln6ExaUiJnDu4iLioMAAdXN8bNXKBVfif/2sbBretw7+yFR2cv2jq5YmpuQWF+PrFRd7h08jBJ8eU7xIyd+SQduveq5RXvH/ddJMDGxob169ezZcsWVq1axZ07td9xqsjd3Z2FCxcyY8aMB2I7Jz0DQ/o99TZ+az4hKeQquWlJBP/1vyrpWrl40nfBW3UuZKgJAyNjHv7bMvzWriD5dgDZSTEE7al6p0nf0AivRxfj0nt4ra+XEXOHjJja69DKyZ2es/9e55a9LYWegSEDnn6bs6s/JvGWqt6v76la761dPBmwUFf1bsKgZ9/j3JpPSQwJICsxhmu7q6/3Xr5LaFdHvafH3CG9jnpv5exB79kv1rllb0ugb2DI4Gfe4dSvH5Fw8yo5qYkE7P6tSro2Lp4M+ts/a5zGUh8GRiYMXfQeZ1Z9QkJpnV/duaZq2QyN6T1rCW59q/+Ak3SnfCHPovxczq/7SqP8Z3+7q2EFf4AYGBry6nuf8/W/lnL9sh/JifH8seaHKuncH+rMK8s+w6wZLlwWFnKDsJAbNR7X19dnyuwnefSJZ+5hqZovfQNDHn3lff78ZjnhgZfJSE7k+KbVVdI5uHVgxsvvVdpyt8GUSqJuXifq5vUakxgamzB89tP0GTOt1pdS6Okx7cW32bVyBcHnj5OVmsypP6u+Pyn09Bjqu6B8BEwLZ2BoyOvvf8GXy5dy7fIFkhPj2bi6mrbeoTOvv/d5s2zron4MDQ15619f8emy1wm4dIGkhDjW/VJ1IVOPDp1584MvKm2529SCr5ffzMjNyebbT5dpdN62I7WvbSdUDAwNWfTWJ/z86dvcDLhIalI8u9ZVHcnp6tGJZ978SCeLliqVSkKDrhIadLXGNEbGJkydv5hhE321zq+5uO8CIaD64DRr1ixmzZpFaGgo/v7+3L59m/j4eLKzs8nPz8fY2Bhzc3Ps7e3x9PTEx8cHD497s6LuvWRkZsGA5z4g5vJJoi4eIT06lILsDAzNLLC0b4dzryG49h2Fng4DP8YWrRi4+F/EXDlFtP8x0qNvk5+Zhp6hMeY29rTt7IP7oImYtKp5B4H+z7xHwg1/UsOCSI8JIyclnsLcbBSAgYkZpm3a0trFE8ceA7Hr4I1C776axdXojMwsGLL4X0RdPkmE32HSokMpyFLVu5VDO1x7DaV9P93X+5AlHxJ9+SQR/sdIi1LVu35pvdt36Y3n4ImY1lLvgxe9T3ywP0l3gkiPuUNOSjwFFerdrE1b2rh64txjIG079pR6r8DIzILhz39I5KUThF04ovr/Z2VgZGaBlWM72vkMxf3h0TqtcxPLVgx/8SMiL50k4uIxUqNuk5eRir6RMeY2Djh28aHD0Em11rnQjoWlFf/85HvOHjvAiUN/EXb7BpkZaZhbWOLS3oMBw8YwfOxk9JvZ9sNL3lhOcIA/N4MCiAoPJTM9jazMdJQlSswtrXBp506XHj4MHzsFa9uqC2+2ZKbmlsx5cwVB545x7eRB4sNDyM3MwMTcAlvn9nQd8Ag9ho7VSVuf/cbHRN+8TnRIIClx0eRkpJGblYlCTw9TCyvaurrj1q0XXkPHYGqh2aLVhkbGTP/7O4RevUDAiQNEhwSRnZaCnr4BVrZtcevak95jpmLt4KJ1+R8kFpZWvLPie84cO8Dxg3u4E1LW1q1wbe/BwEfG8EgzbOui4SwsrVj+xUpOHdnP0QO7CQ25QUZ6GhYWVri6eTBkxFhGjp8idd4CmVlY8eLyb/A/dYjzR/cRFXqT7Ix0TC0scXR1p/eQUfQfOUEn18bz733J7aAAwm5cIyEmksz0VHIyM1Do6WFu2QpnN0869uhD/xETMK9hKub9SqEsmy8i6u31XTXf5RIPJkO9xt+jWzQvBvpS5y3RtE72TV0EcY9dTUxr6iKIJtDLvk1TF0E0ASMDudHS0kSl5zZ1EUQTGN3FtsZj9yTEeOvWLfz9/SkqKqJz58707t3wrTyFEEIIIYQQQgghGkqrQEh8fDy//vorANOnT6dz56pbm7777rts2rSp0nN9+vThu+++o1Wr6le4rUlMTAy2trb12jJXCCGEEEIIIYQQooxW48J2797NmjVr+OOPP3B1da1yfO3atfzxxx8olcpKP35+frz88sv1zm/EiBEMGjSId999Fz8/P22KLoQQQgghhBBCiBZIq0DIhQuqrZIefvhhzM0rr1xeVFTEjz+q9i83MjJi4cKFvPPOO3h5eaFUKjl79izHjh2rd55ZWVls2rSJefPmMXLkSL799lvCw8O1+TOEEEIIIYQQQgjRQmgVCImKikKhUODtXXVP+bNnz5KcnIxCoeD999/njTfe4PHHH2ft2rXY26sWodu5c2eD8i0bWRITE8MPP/zAuHHjmD17Nhs2bCA9PV2bP0kIIYQQQgghhBAPMK0CIampqQA4OztXOXb27FkALCwsmDx5svp5U1NTJk2ahFKp5Nq1aw3Kd9myZUyfPh0zMzN1UOTq1assX76cwYMH88ILL3DgwAEKCwsb9PpCCCGEEEIIIYR4MGkVCElLU201Z2pqWuWYv78/CoWC/v37Y2BQeU1Wd3d3QLXYakP07duXjz/+mNOnT/PFF18wdOhQ9PT0UCqVFBYWcujQIf7+978zePBg3n//fS5dutSgfIQQQgghhBBCCPFg0WrXGENDQ4qLi8nMzKz0fH5+vnq0R3Vb5VpaWgJoPWLD2NiYiRMnMnHiRJKTk9m5cyc7d+7k+vXrAKSnp7Nx40Y2btxIu3btmDJlClOmTKl2YVchhBBCCCGEEEI8+LQaEVK21kdgYGCl50+fPk1BQQEAvXr1qnJeRkYGAGZmZtpkX4mNjQ0LFixgy5Yt7N69m2effRYnJyf11JmIiAi+++47xowZw9y5c9m0aVOVAI4QQgghhBBCCCEebFoFQnr27IlSqWTnzp1EREQAUFxczK+//gqAlZUV3bt3r3JeaGgoAI6OjtpkXyNPT09eeeUVDh8+zNq1a3n00UexsLBQB0UuXbrEu+++y+DBgxslfyGEEEIIIYQQQjRPWk2NmTFjBtu2bSMjIwNfX1/69u1LeHg4ISEhKBQKJk+ejL6+fpXz/Pz8UCgUdOzYUZvsNdKvXz/69evHsmXLOHToENu3b+fkyZMUFRWpR60IIYQQQgghhBCiZdAqENKvXz98fX3ZvHkzGRkZHD58WH2sbdu2LFmypMo5UVFRBAQEoFAo8PHx0Sb7ejEyMmL8+PGMHz+elJQUdu/ezY4dO+5Z/kIIIYQQQgghhGh6Wk2NAfjggw9488036dChA4aGhlhZWTF+/HjWr1+PtbV1lfTr1q1TP26qqSnW1tbMmzePTZs2NUn+QgghhBBCCCGEaBpajQgBUCgUPPnkkzz55JMapV+4cCFPPPEECoUCJycnbbMXQgghhBBCCCGE0JhWgZCYmBhANe3E1tZWo3Ps7OwanF/fvn0BMDU1bfBrCCGEEEIIIYQQouXSKhAyYsQIFAoFc+fO5Z133tFVmWr022+/NXoeQgghhBBCCCGEeHBptUaIkZERAF5eXjopjBBCCCGEEEIIIURj0ioQUjbNxcBA66VGhBBCCCGEEEIIIRqdVoEQb29vAG7duqWTwgghhBBCCCGEEEI0Jq0CITNnzkSpVLJ161ays7N1VSYhhBBCCCGEEEKIRqFVIGTAgAHMnTuXxMREnnvuOZKSknRVLiGEEEIIIYQQQgid02pxjwsXLjBu3DiioqI4fvw4Y8aMYezYsfTu3Rt7e3tMTEzqfI2yLXGFEEIIIYQQQgghGptWgZB58+ahUCgAUCgU5OTksG3bNrZt26bR+QqFgsDAQG2KIIQQQgghhBBCCKExrbd7USqVtf4uhBBCCCGEEEII0VxoFQh54YUXdFUOIYQQQgghhBBCiEYngRAhhBBCCCGEEEK0GFrtGiOEEEIIIYQQQghxP5FAiBBCCCGEEEIIIVqMRguEFBUVkZ6eTlFRUWNlIYQQQgghhBBCCFEvWu8aU6agoIAdO3Zw4MABrly5Qnp6uvpY69at6dGjB2PHjmXSpEkYGRnpKlshhBBCCCGEEEIIjekkEHLhwgWWLl1KbGwsUHUL3dTUVI4fP87x48f57rvvWLFiBX369NFF1kIIIYQQQgghhBAa03pqzKlTp1i4cCGxsbEolUqUSiVmZorLPKYAACAASURBVGZ07twZHx8fOnfujJmZmfpYTEwMTz31FKdPn9ZF+YUQQgghhBBCCCE0ptWIkKysLF599VUKCwsBGD58OM888ww+Pj4oFIpKaS9evMhPP/3E0aNHKSws5JVXXuHgwYNYWFhoUwQhhBBCCCGEEEIIjWk1ImT9+vWkpaWhUCh46aWXWLlyJb17964SBAHo3bs3K1eu5OWXXwYgPT2d9evXa5O9EEIIIYQQQgghRL1oFQg5evQoAD4+PixevFijc5577jl69+6NUqnkyJEj2mQvhBBCCCGEEEIIUS9aBULCwsJQKBSMHz++XueVpQ8LC9MmeyGEEEIIIYQQQoh60SoQkpmZCYCtrW29zrOxsQFUa4wIIYQQQgghhBBC3CtaBUJatWoFoN42V1Px8fEAWFlZaZO9EEIIIYQQQgghRL1otWuMh4cHSUlJ7Ny5k6eeekqjc5RKJTt27EChUODp6alN9k2uu4NZUxdB3GNFJcqmLoK4x1Jyipq6CKIJXEtKb+oiiHvM2ULe01sieVdvmUKSZVR6S+NgYdLURRDNjFYjQkaMGAFAUFAQn3zyiUbnfPbZZwQGBgIwcuRIbbIXQgghhBBCCCGEqBetAiGPPfYYdnZ2AKxZs4Y5c+Zw8OBBcnJyKqXLzc3l0KFDPP7446xatQoAOzs7Zs+erU32QgghhBBCCCGEEPWiUCqVWo0KvHz5MgsWLCA/P7/8RRUKbG1tMTU1JTc3l6SkJMqyUSqVmJiYsGbNGry9vbUrfRNb4xfZ1EUQ95hMjWl5ZGpMy2RvYdjURRD3mKO5aVMXQTQBO3Pjpi6CaAKR6Tl1JxIPFJka0zL1dW9V4zGtRoQA9OzZk/Xr1+Pp6YlSqUSpVFJSUkJCQgIREREkJCRQUlKiPtahQwc2btx43wdBhBBCCCGEEEIIcf/RarHUMl27dmXnzp0cOXKEAwcOcPXqVRITE8nOzsbc3Bw7Ozt69OjBmDFjGD58OAqFQhfZCiGEEEIIIYQQQtSLTgIhoJoOM2LECPUCqkIIIYQQQgghhBDNjdZTY4QQQgghhBBCCCHuFxIIEUIIIYQQQgghRIuhs6kxAFlZWRw/fpyAgAASEhLIycnBzMyMtm3b4uXlxdChQ7GwsNBllkIIIYQQQgghhBAa00kgJDs7m6+++ootW7aQl5dXYzoTExN8fX15+eWXMTc310XWQgghhBBCCCGEEBrTempMVFQU06ZNY926deTm5qq3ya3uJzc3l//9739Mnz6d6OhoXZRfCCGEEEIIIYQQQmNajQjJz8/n6aefJjIyEgALCwumTJlC//79adeuHWZmZuTk5BAREcG5c+fYsWMHmZmZREREsHDhQnbs2IGxsbFO/hAhhBBCCCGEEEKIumgVCFmzZg3h4eEoFAr69u3LV199hY2NTZV0nTt3ZsyYMTz//PO88sornD17loiICNauXcszzzyjTRGEEEIIIYQQQgghNKbV1Ji9e/cC4OjoyI8//lhtEKQia2trfvjhB5ycnAD466+/tMleCCGEEEIIIYQQol60CoSUjQbx9fXF1NRUo3NMTU3x9fVFqVQSHh6uTfZCCCGEEEIIIYQQ9aL1YqkA7u7u9Urv5uYGgEKh0EX2QgghhBBCCCGEEBrRKhBSNsUlPT29XudlZmZWOl8IIYQQQgghhBDiXtAqEDJq1CiUSiWHDh2q13kHDhxAoVAwatQobbIXQgghhBBCCCGEqBetAiHz5s2jbdu2nDx5kg0bNmh0zu+//87Jkyext7dn3rx52mQvhBBCCCGEEEIIUS9aBUKsra358ccfcXJyYvny5bz22mtcv3692rSBgYG8/vrrvPfee7i4uLBy5UratGmjTfZCCCGEEEIIIYQQ9aJQKpXKuhLNnz+/1uOZmZkEBQWpFz+1tLTE1dUVU1NTcnNziYyMVK8LAtClSxcsLCxQKBSsWbNGyz+h6azxi2zqIoh7rKikzuYiHjApOUVNXQTRBOwtDJu6COIeczTXbPc78WCxMzdu6iKIJhCZntPURRD3mIOFSVMXQTSBvu6tajxmoMkLnD9/vs4dXsqOK5VKMjMzCQwMrHRcqVSq0wQFBVX6XQghhBBCCCGEEOJe0CgQAqpAhrZp6/MaQgghhBBCCCGEELqmUSAkODi4scshhBBCCCGEEEII0ei0WixVCCGEEEIIIYQQ4n4igRAhhBBCCCGEEEK0GBIIEUIIIYQQQgghRIshgRAhhBBCCCGEEEK0GBrvGlOXgIAATp48SUhICBkZGeTn59d5jkKhYM2aNboqghBCCCGEEEIIIUSttA6ExMTEsHTpUvz8/Op1nlKpRKFQaJu9EEIIIYQQQgghhMa0CoRkZGTwxBNPEBsbi1Kp1FWZhBBCCCGEEEIIIRqFVoGQn3/+mZiYGBQKBS4uLixatIj+/ftjb2+PkZGRrsoohBBCCCGEEEIIoRNaBUIOHz4MgKOjI5s3b6Z169Y6KZQQQgghhBBCCCFEY9Bq15jo6GgUCgVz5syRIIgQQgghhBBCCCGaPa0CIYaGhgC4urrqpDBCCCGEEEIIIYQQjUmrqTGurq4EBgaSnp6uq/KIBlAqlQSdPcq1kweJD79NTmY6JhaW2Dq3p9uAR+gxdCx6+vo6yeujx0dpnNZryBgmP/eGxulvXz5P0PljRN0MJDstmZKSEsytWtPKzoF2Xbzp6DMAe7eHGlLsB45SqST43DGunzpIQvhtcjPTMTG3xMa5HV0GPILXEN3V+Yp5ozVO233waCYsqr7O9/y4gmsnD9Q7/4HT5zF4xvx6n9eSKZVKQv2OE3LuMMmRt8nLSsfYzJI2ju3w6DecjgNG6+z6qKikpJiwS6cJ8z9JUvgtcjJSUSgUmFq1wcrOCcdOPXDrOZBW9s46z/tBVtbHB9zVx9s5t6frgEfw1mEf/2E9+vge9ezjQ0r7+OibgWTd1ce37+JNB58BOEgfXy9KpRL/U4c4f3Qf0XdukZWehpmlFQ4ubvQZOoqHR0xAX1/rDQIBeGHaII3TPvzIeOa99LZO8m1JlEolZ44d4MTBPYTdvklGeioWlla4tPNg4CNjGT52ks7qsyZZmRm88vRM0lOT1c/9+7cdtHVwqvdrFRUWsnTJ40SFhaqfe/fzlXTz7qOTsj4IlEolV04f5uKx/cSEhZCVkYaZhSX2Lm70GjyKPo+M01mdv+Y7VOO0fYaP47EX3qrxeGZ6KjcuneP29ctE37lFSkIsBfm5mJiaY23vhEfXHjw8chL2Lm46KPmDR6lUcu74QU4e2kN46C0y01Mxt7DCub07A4aNYeiYxm/r2ZkZvPHsLNJTU9TPfbV6G3b1aOtXLpzm3IlD3Aq8SlpKEiXFxVi1scbO3pEuPXrj038o7T07NkbxdUKr//CECRO4fv06J0+eZPbs2boqk6iH3OxMtn6znPDrlyo9n52WQnZaCuHXL+F/cCeP/t97tLK1b6JS1i4tIZbdP31BeODlqscS40hLjCM88DLxYbfwfWV5E5SwecnLzmTbt8uJuOv/lZ2eQnZ6ChGBl7l8aBfTX3oPK9u2TVRK3Wnd1rGpi3Bfyc/O5NCPHxJz40ql53MzUsnNSCXmxhWCju1m9OJ3sLDW3fWRFBHCibVfkxx5u8qxwrxcMhJiiLruR05aMgNmP6ezfB90ZX18WA19fFhpH+/bzPv4XRr08XFht5gpfbzGcrIy+PnTt7kZcLHS8xmpyWSkJnMz4CIn/trGM29+hLWdQxOVUmgqKzODr5Yv5drlC5WeT0tJJi0lmWuXL3Bg12Zee+9zbNs2Xn2uXflVpSCINv7cuKpSEERUlpOVydrP3yHkmn+l5zPTUshMSyHkmj+n929jwesf0sau+fTv2375htP7tlFSUlzlWE5WBjlZGUTdDubE7s0MnTiTiU881yg3X+5X2ZkZfPPhPwi87Ffp+fTUZNJTkwm87Meh3Vt5+d0VjdrW//ffrysFQeojIS6an7/6F4FXLlY5lhgXQ2JcDIFXLhIWEsz/Lftc26I2Gq0CIXPnzmXr1q0cOnSIY8eOMWzYMF2VS2iguKiQzV+8S+SNAACsbOzo+chE2jg4k5mSyJWje0mOiSAu7Ba/r3iLJ9/7FmMzc53kbevixrCZT9WappVN3V+ykmMiWffRa2SVvuk6enTkoV4DaG3ngIGREdnpaSRE3Cbk8jmdlPt+V1xUyNavlhFVWueWNnZ4D59IG3snMlOSCDiuqvP4sFts+vwtnlj2DcamOqpzZzeG+C6oNY1lLYEXn7HT6dC77juKKfHRHNv4EwBGJmZ06jukXuVsyYqLCjnw/XLiQq4BYN7Gjs5DxmPV1pHs1CRunt5PWmwkyREh7P32HaYs/RIjHVwfcSHX2ffvdynMywHAsWMPXLr1xtzaDoVCj9yMVJIiQogMuFDHK4mKiosK2XRXH9/rrj4+qbSP37jiLRbosI+306CPt9Kwj//fXX18h7v6+Hjp4+utqLCQHz/6B7cDVQHPNrb2DBozBVtHF9KSEzh7cDdxUWFEht7g++Wv8uqn/8VUR9eGYzt3Js19ttY01s3oS9v9oKiwkM+WvUpwgCrgaWNnz8iJ03FwciUlKYEje3cQHXGHO7eC+fitv/PBN79iZm6h83JcvXiWY/t3otDTw8DAkMKC/Aa/VlR4KNs2rALA2MSU/LxcXRXzgVBUWMiqT9/kTtBVAFrbtqX/qMnYOLiQnpzA+SN7SIgKJzr0Jj9/+DovfvQDJjpqw/au7oyf87da07Su5fNcfFSYOghi7+pOh+4+OLTzwNTcgqz0VIL8zxB86RzKkhKO7fydvJxsZi7WfPTgg6yosJAv33+NG9dUNwZs7Ox5ZPw07Evb+rH9O4mJuENYSDCfvf0Sy776pVHaeoD/OU4c2NWgth4TGc7H/1hCanIiAO4duuDTfwh29k4YGhmRkZZKxJ1bXD5/Sufl1jWtAiGmpqasXLmSRYsW8eKLL7JkyRIef/xxLC0tdVU+UYuLB3eqPyA7uHVgzlsrMDUv/9/3GT2NzV+9S+hVP5Kiwzm57X+MnLtIJ3mbWVrRqY/mw2SrU1iQz6Yv3iYrNRlDYxMmLXqdLg9XH0xTKpVkpiRpld+D4NKhneogiL1bB2b/41NMKtS5z+ip/Pn1Mu4E+JEcHc7pbet4ZE7tH1g1ZWppRQct6tzBrQMObh3qTHfs95/Vjzv3H4ahsUmD82xpgo7tVgdBbNo9xISXP8K4wvXR9ZEpHPx+OVGBF0mLjeDS7g087Fv7h6G65GSkcuD75RTm5WBiYcWIZ/+JU6ce1aYtKSkmL1OmUmrq7j5+bjV9/KZG6uNNddTH/1Ghj58sfbzOnNj7pzoI4urRiReXf42ZhZX6+LAJj/Lfj98k6NI54iLD2PvHKqYveEEneZtbtsa7v+ZD7EXd9u/crA6CuHfozNuffo+FZXl9jp06i8+XvcYVvzNEhYeydd0vPPHsSzotQ35eHj99/bEqvykzuXjmOInxsQ16rZKSElZ+8QFFhYX07j+E3JxsAq/6131iC3Jm/zZ1EMTZoyOL3v0KM4vy/n3Q+BmsXvFPblw+T3xUGAc2r2Hy/CU6ydvcshXd+zX8JpNCTw+fIaMZOmkWLp6dqhwfNH4GV84cZd3X71NSXMy5Q7voOXgkHbx6a1PsB8LB3VvUQRC3hzrz5sffYV6hrY+eMpOv3n+dgItniY64w7b1vzL3mb/rtAz5eXn8+q2qrY+e5Iv/2RMkJWjW1gvy8/jyvVdITU7E2NiEZ199l4eHVj+lVqlUkpKUoLNyNwaNFkudP39+jT///Oc/MTExoaCggG+++YYBAwYwadIk5s2bV+t58+fP58knn2zsv++BVVJczOnt61W/KBRMXry00gdkAAMjIyY/t1T9RdJv/zZymtGXkJNb15ISFw3AlCVv1vgBGUChUGBlY3evitYslRQXc3b7BtUvCgUTF71RKQgCqjqfsOgNdZ37H9hGbmbGvS5qg5WUFFdaR8RryNgmLM39paS4mMt/bVT9olAw/KnXKgVBAAwMjRj21GsYlF4fgUd2kJel3fVx9veV5GdnoNDTZ+yLH9QYBAHQ09PHrJW1Vvm1FCXFxZyq0MdPqaGPn1Khj7/QzPr4ExX6+KnSx+tMcXER+zavAVT/t/kvv10pCAJgaGTM/JfewcjEFIBju7eQldF8rg1Rrri4iD83/Aqo6vP5N96vFAQBMDIy5vk33se4tD73bvudzIw0nZbj99XfkxAXjbVtWx57Srsv3Pu2/8GtoACMTUxZ+OJSHZXwwVFcXMTBLb8Bqjqf8+I/KwVBQNWGH3vxn+o2fOqvrWQ3k/79if97j7kvvVNtEKSM94DhDJngq/7d7+jee1G0Zq24uIgdpaOkFAoFz722rFIQBFRt/bnX31O39QM7/tB5W9+05gcS42JoY9uWmQsW1+vcret+Ji46EoDFS5fXGAQB1d9o08xHB2oUCDl//jwXLlyo8ScoKAiFQgFAUVERt2/fxs/Pr9Zzzp8/z/nz5xv1j3uQhV2/RE5pw3Dr1gu7GhYjMm/Vhq4DHgGguLCQWxdP36si1qogLxf/gzsBaN+1p9Z3HluC8MBL5GSq6rx9117Y1lLnnfsPB0rr3L951Lkm7lz1IztNNV/R2skV547dmrhE94+YG5fVoy2cOvekjVP7atOZWrXGo4/qC2lxUSHhV840OM/M5HjuXDwJQIf+I7Bza74LYt1vKvbx7vXo429KH//Au3n1IlnpqmujY4/eOLbzqDadZes29B48EoCiwgICzp+4Z2UUmrt2yY+MtFQAuvfqi6ubZ7XpWrWxZuDwMQAUFhbgd/qYzsoQEnyNPX+qAulPPf+6VtOoEuNj2bjqewBmL3iuUdc4uF+FBPiTXdq/P+TVGwdX92rTWbZqQ89BIwBVG75+/uQ9K2Nt7g7a1KRH6XsTQFyErBUTeNmPjHRVW+/Wsy8uNbX11tb0H6baqKCwsAD/M8d1VobbN66zb/vvAMxf/Gq92npeXi6Hdm0BoKt3b/oMHK6zcjUVjbfPVSqVGv1omrYxFBYWkp6eTnx8POnp6RQWFjZKPs3BnQqLo3n26FtrWo8Kx29fbR5z9G9cOEF+rmo9ge6DRjZxae4PYRXq3L1H7SuuV6zzO82kzjURcKz8joGMBqmf6MDyYccu3Woffupa4XjU9aoLXWnq1pmDKJUlADz08IgGv46oKrRCe/eoo4+v+B4Q2kzae7D08Y0mqMJiml179a81bVef8uOB/rIOS3N09eJZ9WPvPgNrTduz7wD148sXGh7ErqioqIgfv/wXypIS+gwcRr/Bj9R9Ui1++voj8nJzcO/QmfHTHtNJGR80N6+Ut+FOPfvVmrZTz4fVj4Mv3183kI1NzdSPtVlv5kERUKEP7tFnQC0pwbvC8St+umvrP3/1IcqSEnoPGErfQfVr6xdOHiY3JxuAQSPG66RMTU2jNUKCg4MbuxwNEhAQwMGDB/H39+f27dukpqZWSdOmTRs8PT3x8fFh1KhReHl5NUFJdS8x6o76sYN77esuOHqU36VNjAzTSf7JsVGsff8lkmMiyM/NxcTcAhtHV9y69aLXyElYtK59+HtEcEB5+Tw7U1RYgP+hXQSePkxybCQlxcVYtLbGtbMXPiMn4+TZWSflvp8lRYWpHzu4137nveLxiudpIyU2inUfvExyTAQFpXVu7ehK+6698B4xsc46r0tOZjohl1QfCPX09ek2WPNtewWkRoerH9u2q71PsG1ffn2kxoQ1OM+4W6r1SFAosHXrSEFuNtcP7+CO/wkyE+MAMLe2xbGjN91GTKG1g2uD82ppKvbxjk3Ux6+p0MeblrZ3t2698KlnH+9UoY+/XkMf7yx9vMZiK9xZda1laDpAuwr/11gd3ZFNiIngyzcXExcVRn5uDmbmlrR1bkenHn0YPHYqVm1sdJJPSxEZVr7TlkfH2tuBR8eu1Z6nje0bVxNxJwRTM3MWvqDdgpbHD+zmit8Z9PT0efblf8pOITWIiyzv3108am/DFdt4XKRu2nBiTATfvf08CVHh5OflYGpuiZ2TKx28etN/9BSdteGK5W0jO1dVarNuD9Xe1t07dFE/jgrXTb3v/H0NkWEhmJiZM3/J6/U+v2wdIwCPTt0oLCjg0J6tnDmyj9iocIqLimhlbUtnr16MnDgDz07Nf1R3425Q3EgCAwP56KOPuHix/I5ZTaNMUlJSSE1Nxc/Pj//+97/06dOHt956iy5dulSb/n6REhulftyqjs7FytoOhZ4eypISUuOjUSqV6qlMDVW2dWOZnIw0cjLSiLwRwOmdG3jksWfoN25GjefHht5UP1aWlPDr20uqfGFPjY8hNT6Gq8f20XvMVEbPW4KeXst9U02Jq1DndWyTadkYdV66PW+ZsjqPuhHA2V0bGDb7b/QZW3Od1yXw1CFKiosAcO/RV+vASkuTnhCtfmxpU/v1Yd7GVn19pMfHNPj6SAq/BYCRqTkZCTEc+H452amJldKkxUaSFhtJ8Ik99Jn6JN7jZtU7n5aooX18SiP18dkZaWRX6ONHNKCPT6ylj+8jfbzGEmIi1Y9t6thevLWtHXp6+pSUFJMQG6mTa6Nse94ymempZKancjvwCvu3/MbU+Yt5ZLK0c03FRkWoH9vZO9Wa1saurbo+46IjtK7PqPA7/LletT7J7AWLtZrPn5GWytqVXwIwfvpsPDre35+zG1NihTZsXcfUoVY25W04KTZKJ224bHveMlnpqWSlp3In6CqH/1zHxCcWMWTiTK3yADh3YKf6cRef2kdAtARx0RXbeu19t3WFth6vg7YeHXGHHRtV65PMnP9cg9r6nVtB6sclJcW88+L8KkGahNgoEmKjOL5/J6OnzGTeoleadUD0vguEHDx4kNdee438/Hx18MPU1JT27dvj4OCAqakpRkZGFBQUkJubS1xcHOHh4eTmqrbt8vPzY86cOXz55ZeMGHH/DuXOKx2aBGBm2arWtHr6+hibmpOXnUlJcTGF+XnqxZcaoo29E+5evWnr6oGppRVFBfkkRoUTfP44aQmxFBcWcvC378nLymSob/UL4lb8Qv3nvz8gJTYKizY2eA8fj61zewrz8wi9eoHg8ydAqeTi/u0oUDDmSd2sen8/yq9Q56b3uM5bt3XCzas3dq7umFpYUVRYQFJUGDcvnFDX+eH//UBeViaDH23YIsgBx/epH/cYOq7BZW2pCnKy1I9N7lo48W56+voYmZiRn5OFsqSYovw8DOt5fRQVFlCQq7omlSUl7Pv3u+RmpGLV1pmOA0djZedIXnYGEZfPEhV4EWVJCRf+XIWevgFeoxseMGspmksfb2ZpRWFBPklR4QRV6OMP/PY9uVmZDNOgj99aoY/veVcfH1Tax/vt3w4oGNuC+3hN5WZnqh9bWNV+bejrG2BiZkZOluraKMjLrTRcvb5sHZzp0rMfTm6emFu2orAgn9iIO1w+fYSk+BiKCgvY8ss35GRlMLGO7TmFSnaF+rRq1brWtPr6Bpiam5OdmUFxcTH5ebmYNLA+S0pK+PHLDygsLMCjY1fGTtUueLXqP5+RmZGOjZ09s558TqvXetDlVni/Nq+jf9fXN8DYzIxcHbVhGwdnOnr3xbGdJ+al/Xtc5B0Czh4jubQNb1/1b3KyMhk7e2GD87l08hC3Sqd4Wra2pu+ICQ1+rQdFTlZ5vVtq0tbNzMnO0k1b//nrDyksLMC9QxdGT2lYkCu9QgD83x++RVx0BG1s7Bg2dgrO7dzJz8vl6sWzXDh5GKVSyYEdm1CgYP6S1xqU371wXwVCIiMjeeONN8jLy8PAwIBZs2Yxbdo0unXrhn4t0aaSkhKuX7/O1q1b2bRpE3l5ebz++uts374dFxeXe/gX6E5Bhf3YDQyN6kxvYGQEpZ+rC3JzGvwh+Ym3v6Rdl+p3hRg+eyEntqzl1LZ1AJz88zfcvXxw7VR1OlJehTeBlNgonDw789g/PsHErHyv7J7Dx3PL/yxbvl5GSXExfvu30W3gCJw7dK3yei2BVnWe1/A6n/PPL3DtXH2dD521kFNbf+PMdlWdn972P9y698alU/d65RF35yaJpUMozaxa41nHvHdRVWF+nvqxvgbXh76RMZS2w8L83HoHQioGXgrzcijMy6G99wBGPPsm+gaG6mNdh00i6NhuTq3/DoALf67CvfcQLKxlh5DaaNPe87Xo4+fV0ccfv6uP96hHHz+nhj5+c4U+vnsL7uM1lV/x2jCq+9owNDIGVF+283JzGvwl6uUP/8ND3XpWe2zKE4vYs/EX9m5S7Wbz1++r6OzdF8+u3g3KqyXJK11LB8BQg/o0MjIua+rk5uQ0+MvR/h2buBl4VTWN5f/eQk9P42UDq7h49gSnj+4H4OkXlza4TC1FQQPacG5pG87Pa3gbXrz8Wzy7Vt+GJ8x9lv1/rOLglrUAHNi0mo49+uBew/tBbeIiw9j842fq36ctfEm9C0pLlpdXz7ZubEx26VupNm394K7N3Cpt60+/1PC2XjGQExcdgWfn7iz98FvMzMvf14ePm8qlcyf4evkbFBcXs3/HHwx8ZCwPdWmeS1M0vNdrAmvXriUnJwdLS0s2bNjAu+++S48ePWoNggDo6enh5eXFsmXL2LBhAxYWFuTk5LB27dp7VPIHR00fkEG1NeawmU/R85HyqO+pbeurTassKZ/KpKdvwLQX3670AblMB5/+9K0w3eLCvj8bUmyhhZqCIKCq8yG+C+gxvLzOz+yovs5rU3E0SLdBo5r1MDqhcvd0RGNzK4Y99WqlIEiZLsMm4uaj2jWkpLiIoGO770kZRf3V1ccPv6uPP6lhHz9d+vj7Xk1BEFCNSpr0+LMMHD1F/dy+zfIZq7lKSohjw6//AWDCjDm417FeQW1yc7L55dtPAHh4yAh6DxiqkzIK3aspCAKqNjxuzt94eNRk6lsOlgAAIABJREFU9XNlW/zWR0ZqMqs++Yd6seyBY6fhPVC7BXhFwyUlxPFH6S5O46Y/httDta9JU5uS0sXxAfQNDHjhH/+qFAQp0+vhIYytsFBy2S41zZFWI0K+++67Bp2np6eHubk5rVq1onPnznTs2FGj6NTx48dRKBQsXry4wYueenl5sXjxYj777DOOHz/OW2+91aDXaWpGJqbklQ6nLCoswEi/9khrUUFB+bmNHKkf8uh8Lh/9C5RKwoMuU1iQX3pHqpyxqSm5Waryu3v50LqWOfA9R0zk3J5NAIQHXm68gjdzWtW5SePW+aAZ87h6TFXnETXUeU2KCgsIOnNE/bvXMJkW0xCGxibkl96FLy4sQK+O66O4wgruhsb1v1Nz9wgSjz5DMTKteRu2zkPGE+Z/CoCY4JbbjjWlTXvXZti0JobquI/vVaGPD2vBfbymjE1MySn93xYVFKBvWvtHuYq7NTT2nfoJcxZy5uBOlEolNwP8KcjPx8hYs/eClsrE1IzszAwACjWoz4IK9Wlq1rD6/Pmbj8nLzcHO3pGZ8xc16DXKrPv53yQnxmNqZs6CBizA2BIZmZT3j/Vtw8aN/HluzKynOH9oF0qlktvXL1GYn4+hhm04JzODnz54leT4GAB69B/OtIUvNWZx7ysmJmZkZ9Wjredr39ZX/ftT8nJzsG3ryIx5zzboNdRlMDUjq7Sv6t7rYewcal7T6JHx09izRTV6NPCKn1b5NiatAyHaLtgDqp1dfH19ee655zCrpaLj4+MB6NOn9q1D69K3b99Kr3c/MjEzV39IzslMr3UYdElxMfmlc/n19A0wNDZp1LJZtrHF2sGFlNhIigsLSUuIw86lfaU0xmYW6jeBunZAsXF0wcjElIK8XLLTUynIy9Vq/vv9yrhCnec28zpPT4zD1rl93ScCty6eVv9djp6dNT5PVGZkZqEOhORlZdQ61UU1z1h1t0ZP3wCDBlwfhsamKPT0UZYUA2Db/qFa01fcySYjMbbe+bU0zb2Pt3FwIVnDPt5R+nidMjW3VAdCsjLSaw18FRcXkZejauv6BgaN/n9tbW1HWydX4qMjKCosIDkhBkdX90bN835nbm6pDoRkpKfVGqwqLi4iN1vV1vUNDBo03eDEob+4dF4VlFZNY2n4NREUcImDu7YAMOfpF7C2lSmPmjCt0D9mZ9bdhvPvYRtuZW2LraMriTFlbTgWB1e3Os/Lzc7ivx+8qt6dqmufgTz+8rsywrcCMwsLdSAkU5O2nqNdWz91eC9XLqja+oIX3sBEy2vHzMJSHQhx71D7KDJHl/aYmJqRl5tDemoKebkNn9rTmLReI6Ti8GiFQlHj7i21HU9JSeGnn35i3759rF69GkfH6lfSNTExIT8/n+zs7GqPa6rsfOP7+C6FtaMLaaXbU6YnxtV6ty0jJRFliWo4Uxt7J50Er+piZmFF2VJ5+RXmipexcXQlLUH1ZciklrvIZYxNzdVzKvNzslvkh2RrBxfSy+o8Kb7WnSQym6DOTS0s1Y/zs6vWeU0Cju9VP/aSRVIbrFVbZzKTVNdHZnI8lrXsLJSdmqS+PqzaOjbo+lAoFLSydyItVrX6fW2jQe4+XrbIqqhZQ/t463vW3ssX5K2rjzeuZx+f10L7eE21dXJV33FNTojFppbdB9KSEikpDVbaObjck2uj4uKPufV4L2ipHF3akRCn2vUrMT6GtrXcZU1OTFDXp4OTa4Pq8/Bf2wBobW1DaEgwoSHB1abLqVB3+7b/gZmFagj8yAnTaV26veqRvTtQKpUYGRuTmZ7GlnU/V/taiQlx6scnDu4h+Jpq5NeAYaNxcml5Nz/snFxJKe0fUxLisK5l96f05PI2bOPgfI/asBVl+7/lVVjMtyZ5uTn89K/XiAq9AUCnnv2Y/+py9A3uq6UoG52DczsS41R9d2J8bK0jKlIqtHX7Brb1o3u3A9CqjQ1hIcGE1dTWK7yHH9i5ST3d5ZHx02hVYStlR5f2JMSq+qrqpsTczdTcQr0GUk521oMXCClbY2P9+vXs3bsXfX19hg4dSr9+/XB1dcXMzIycnBwiIyM5f/48x48fp7i4mHHjxjFr1ixSU1MJCAhg+/btpKSkEB4ezpIlS9i6dWu1Fe7m5saVK1fYsmULAwY0fBumzZs3A+Dufv/epbBzcSf0qmqoUdydW7SvZd5fxW0M7TSI6upCTmnEE1R3Bu/Wtp07t6+cByBPgy9F+RUWEzM2q/tD9YPI1sWNOwFldX6Tdl1qXoQu7k55ndu6uDV20QDUdzcAjDXoIEEVsAm/ptqX3NDIhC4DhjdG0VqENs7tiQpUrdCeFHELp041r/WQFF5+fbRxcmtwntbO7upASF3BjYrH6wqaiMp9fGwz7ONz69HH59ezjzdpoX28phzbeRB06RwAkbdv0NHLp8a0EbfLP/g6tvNo9LKB6g53GVMN3wtaMlc3T674nQEg9GYw3bxrHvUcejOw0nkNUnpDMi0lmT9Wr9TolF2b/6d+3PvhIepASNlrFeTns2ntjxq91pG9O9SP27k91CIDIQ6u7ty4rOofo0Jv8FD3XjWmjbx9o8J596oNl/fvJuaWtaRU9d0/f/g6EbdU1+ZD3X1Y8MaHGi3y3dK4unkScPEsAGEhwXT17l1j2opb1bq0b1i9lw0+SE9NZrOG7bNsOguo1vqoGAhxdX+IKxdOA5UDpTXJrbj7XTN9L9BqsdR+/fpx6NAh9u3bR9euXdm1axfff/89CxYsYOTIkQwYMICRI0eyYMECvv/+e3bu3EmXLl3Yu3cvx44dY8KECSxdupT9+/czcOBAAIKDg9mzZ0+1+U2aNAmlUsnu3bv59NNPKagwJ1oTBQUFfPrpp+zevRuFQsGkSZO0+fOblEeP8jfKsg/LNQm9ekH92LNH30YrU5ms1GRS4qIA0DcwpJVt2yppPLz7qR9X/NJeneTYKPUwfovWNi32TqG7V3mdhwVoXufu96LO0yrXuZVN1TqvTsDx/ShLF1/q2HewRneORfWcu5a/oUZfv1hr2sgKx1261fxGXBeX7uXXZFJ4SK1pkyJuqR+3snducJ4tRX36+NsV2rvHPWjvmanJJNfRx3tW6ONjpY/XqS69yv+3ZQGRmgT6n1U/7urzcKOVqUx6ShIJMargqIGBIda1jGQSKt59yndJu1oaEKnJ5Qvlx3v2bfgNQdG0OvUsb8M3SwMiNblxubyNd65wXmPJSE0iqfQGh76BIW3sah5dWpCfxy8f/4Ow4AAAPLp6s/DNTzReI66l8epdoa1fPFtLStTBUQDvPs2jrXv3Gah+fOdW9aNLysRGhZNXGghpbW3bLEeDgJYjQk6dOsWaNWuwtbVl9erVWFlZ1Zre3d2dX3/9lYkTJ7JmzRqGDh3KwIEDsbCw4JtvvmHUqFFkZGSwb98+Jk6cWOX8xx57jC1bthAUFMTq1avZvn0748ePp0+fPnh4eODg4ICpqSlGRkYUFBSQm5tLXFwcoaGhXLx4kT179pCamgpAly5dmD17tjZ/fpNq37UnZlatyclI4851fxKjwrCr5s5/dnoqgaULURoYGtGh98AqaXTt+Na16rsE7Tr3qPZDbbtOXlha25GZksidAH/Sahn6fflw+Q4THrXcKXnQtevaEzPL1uRkphF2/RJJUWHVjvbITk8l+OxRoLTOfRq/zk9t/U1d566dvTT+InPtxH71Y1kkVTtOnbwxsWxFXmY60cGXSY0Jp41T1TttuRlphPodA1Tb7Lb3bvgbbHvvARgYGVNUkE+o33H6Tl9Q42iP4BN/qR9rE3xpKdwa2Md3vAd9/Akd9/GXpI+vl45ePli0ak1Weho3rvoRGxFa7WiPzLRULp48BKi2avTqN6TRy7Zn46/qu5APdespW2ZqoFvPPli1bkNGWioBl84TGXa72tEe6akp6i1qDY2M6TNwWIPyW/bFfzVK98ITk0mMV03f+PdvO6qdsrPkjfdY8sZ7db7W+68+S+BVfwDe/XxlraNeWgLP7r0wt2pNdkYatwIuEhd5B4dq1tLJTE/l8qnDgGqb3W79Bjd62fb/sUrdhj27etfYhgsL8ln16VuEli5w7dbZi6ff/BSjRl6j6n7W1bs3Vq3akJGeyvVL54kKu41LdW09LYWzxw4Aqrbu08CdmN7+TLMRXy/Pn0pS6VStr1Zvq3HKTqfuPbG2bUtKUgLXLp0jMS6mxrRHSqfgAfRoJoGc6mg1ImTDhg0oFAp8fX3rDIKUad26Nb6+viiVSjZu3Kh+3tLSkokTJ6JUKrl27Vq15xoYGPDzzz/j7e2NUqkkJSWF9evX88orrzBt2jT69++Pt7c3Xbp0wdvbm/79+zNt2jReeeUV1q1bR0pKCkqlkp49e/LTTz9hcB/PXdPT12fg1LmqX5RKdv7wKbl3zeMrKihg58oVFObnAdB7zFTMKszdrWjnyhV89PgoPnp8FMe3rKk2zZGNP5OeVPMCsyUlxRzbvLpS4GLgtLnVplXo6TH00fmq84qL2P7dh+RVM8/8lv9ZLuzbqjpHoUe/8b415v+g09PXp//UOapflEp2/7iiytzNooIC9vz3M3Wd9xo9FVPL6tvmnh9XsGLeaFbMG83JrdVvc3js91/ISEqosUwlJcWc2LKaK0fK67z/lOrr/G4RQVdIS1DNlWzd1qnWbXpF3fT09ek5vnS7MqWSo6s+J//u66OwgGOrv6Co9ProOnwyJhbVXx/HVn/Bz4vG8/Oi8Vzc+b9q0xibWeA1WrX1aX52BsdWfUFxUWGVdEHH96h3jDEwNqHLsKqBblGZnr4+gyr08Ttq6ON3VOjj+9TRx3/4+Cg+1EEfXzFwMUjDPn6bhn38wy24j9eUvr4BY32fBFRDn9d+/a9K01FB9SXlt2//pV53ZeiER7Gwqv7a+O2bf/HCtEG8MG0Quzf8Um2a7b/9QEpiXLXHQLVg7671P3Fq/3b1c2NnPlmvv6ul0tc3YPqchYCqPv+zYpl6QcIyBQX5fP/Ze+SX1ue4qbOwtGpd7et9v+I9Zo/uw+zRfTSeriLuLX19A0Y9Og9Q1fmGf3+oXgC5TGFBPhv//ZG6DQ8aN6PS+jsVbfzuI17zHcprvkPZ9/uv1abZs+5HUhNr6d+Li9m78RfOHtipfm5kaR9+t6LCQtZ8/g63SkcrtuvQlb+9taLRdyy73+nrGzBlzlOAqt5Xfv5+pWlIoGrrP37+vrqtj548s8a2/uPn7/PEuH48Ma4fW37TLMCpDT09PR4t3XmmuKiI/3zydrVTZC6dO8G+barv+Ao9PcbP0Ox7QVPQKhJQFrDo2LH2FeHvVpb+6tWrlZ7v2rUrgHrURnVsbGxYv349W7ZsYdWqVdy5c0fjfN3d3Vm4cCEzZsxA/wFYxbj3qMncOH+CyBsBxIXd4pc3n6XXiEm0sXciMyWJy0f/IjkmAgBb5/YMmva4Vvn5H9rJmV2/49KhKy4du2Pt6IKxqTlFBfkkRYcTdO6YenE8gIFT59K+lnUsegwdyw2/U4RcOkt0SBD/feNpeg6fgK1zOwrz8wi96kfQ+ePqO49DZy6gbQtffb7XyMncvHCSqBsBxIfdYtU/F9HzkYm0tncmMyWRgGN71XVu49yegVO1q/PLh3dybvfvOHfoinOHblg7uGBsVlbnEdw4X7nOB0yZW+vaJRVdO75P/bj7kDH3ZAGwB12XYRMJ8z9FXMg1kiNC2PrB83QeOh4rOyey05K4eWqfek2P1o7t6DVxjtZ5eo+bReQ1P5LCbxF+5Qxb3l9Mp0FjsLR1ID8ni/DLZ4i6Xj61Y/DjL2JqWf2buqis96jJBFfo438u7eOt7Z3ISEniytG/SNJhH3/x0E5Ol/bxrtX08YF39fGD6ujjve/q438s7ePtnNtRUE0fP0z6eI0NGTedy2eOcjvwCpGhN/j45QUMGjsVO0dn0pISOXNwF3FRYQA4uLoxbuYCrfI7+dc2Dm5dh3tnLzw6e9HWyRVTcwsK8/OJjbrDpZOHSSpdwBVUQZAOtax7ICobM9mXcycPExxwiTu3gnlj0RxGTZyBg7MryYkJHNm7negI1eddl/YezHj86SYusdDWgDHTuHr2GHeCrhIdepMvX3uK/qOnYOvgTFpyIucP7yYhKhwAexc3RtUQlNDU6X3bObJtPe07dcetU3fsnFwxMbOgqCCf+Kgwrpw+ol6EGWDko/Pw7Fb92lS//+djgkun3RmbmjFg7FRCrvnXWYbu92BUWnM3auKjXDh5mBvXLhMWEsxbSx5nxITp2Du5kpKUwNF9O4gpbevO7dyZNndhE5e4siGjJ+F3+iiXzp0kJPgaS5+dzfBxU3Fu505+Xi5XL57l/IlD6lFFvvMXNXw9o3tAq0BISopqX5D8Cvsca6Isfdn5ZSwtVQvylJSufl8TfX19Zs2axaxZswgNDcXf35/bt28THx9PdnY2+fn5GBsbY25ujr29PZ6envj4+ODhcW8WGbpX9A0M8X11OVu/WU749UtkJCdybNOqKukc3Drw6P+9h0k1C9rVm1JJ1M3rRN28XmMSQ2MTHnnsb/QZM63Wl1Lo6TH97++wc+WnBJ87TlZqMif//K3adMN8F5SPgGnB9A0MmfF/77Pt2+VEBF4mMzmRE5tXV0ln79aB6S+9p5uFZZVKom9eJ7q2OjcyYdhjT+MzuvY6L5Ofm8ONCycA1V1gr6FjtC+nQN/AkNFL3uXQjx8Sc+MK2amJXNxedbSPTbuHGL34HZ0sWmpgZMLYF5dz+L8fE3vzKhkJ0Vz4s2o/pG9ozKDHn+ehh0donWdLoW9gyMzSPj6sjj7etwn6+L4a9PEzSvv4IA36+EHSx2vMwNCQRW99ws+fvs3NgIukJsWza13VO4KuHp145s2PdLJoqVKpJDToKqFBV2tMY2RswtT5ixk2UUb21IeBoSGvv/8FXy1fyrXLF0hOjOf31T9USefeoTOvvfd5s114UGjOwNCQp5Z+zNrP3yHkmj9pSQns3VB11x1nj44seP1DnbXhsOAA9Zoe1TE0NmHiE4sYPP7RGtOE3SgfuZ+fm8Pv332sUf6fbz6ueWEfUAaGhryy7HO++fAfBF72Izkxnk1rqk5hcXuoMy+/u6LZtXU9PT1efOsjVn7+PudPHCI1OZE/q9ktSk9PH9/5i5jy2IJ7X8h60CoQ0rp1axITEzl79izTp0/X+LyzZ8+qz68oNze32udr4+Hh8cAFOOrD1NySuW+uIOjsUa6dPEhceAi5mRmYmFtg6+JG1/7D8R42Tif7eD+29BOibl4n+lYgKXFR5GSkk/v/7N13eJPl+gfwb9K9926hg9GyKS2yN2UIMhQRUOQoLsRxPALiQVAUFAURfwfECSKCsocge5RZ2rIKtNA96W7TkY60ye+PtGlq23Qknfl+rovLNHnHXe8+b5L7fUZBHgRCIYxMzWHfyQPuPX3RZ0RAtaUVVdHTN8DMt1ci5m4w7gaeQnJUOApzsyHU0YW5rT3ce/aHX8A0WDu6qh1/R2FoYobZH3yJiKCLuH/lDNKVcm7j0hk+g0aj94gJGsn5rCWfIznyPlIiHyA7NRni/FwUF+Qrcm7n5oHOPfuj1/CG5xwAHgZdVHTnd+/lCzNrO7VjJTkDEzNM+vfniAkJRFTQOWQlRqO4QAQDYzNYOXWCp/9IdBsSoJG/j0pGZpaY/N4XiA29hOgbF5CZEIWi/Bzo6hnAzNYRrj390GP0VJhY2tR/MKpG+Rof9o9rvJ2Gr/FzKq7xSSqu8R5NvMZH3w1GWOApJCld4y14jVeLsak53lq9CTevnMWNCyeRFPMIhXkiGJmawcnNAwOGj8OgsZOho6P+MOA3P/4a0eFhiHt4D+kpicgX5UCcL//bMDGzgIu7F7r18cOgMZNhUsdwTFLN1MwcK77cgmsXT+PSmeOIjXqI/LxcmJiaw62zJ4aMDsCoCVM1kk9qG4xNzfDaqo24c/UcQi+eQnJcJArzRDA2NYODqzv6DR0L/zGTNJLzV1asR9zDMMQ/vI+Mx4kozMtFYX4ehEIhjM3M4dTZC117D4D/qEkwZhtuViZm5lj++WYEBZ7B5bPHER/9qKKtm8GlsycGjwzAiIApbbat6xsY4u3/fo67Iddw6cwxRIWHITcnGzq6urC1c0CPfv4IeGoWHF06tXao9RLIKvuuNME777yDkydPQldXF9u2bYO/f/2z1QcFBeGll16CVCpFQEAANm3apHht48aN+P777+Hj44ODBw82NawW82tIYmuHQC2sTNrk5kLtVLa4rLVDoFbgYKrX2iFQC3My4cSe2sjOhCtcaKNEkbj+jahDcTTlRK7ayN+j9rl1ADV7hMyZMwcnT55EeXk5Xn31VSxevBizZ8+GqWnNbjwFBQX4448/sHnzZpSXl0MgEGDevOrjmYOCgiAQCBo958g/paWl4fTp0wgLC0N2djZ0dHTg4OCAAQMGYMKECTAw4JseERERERERkTZSq0cIAKxduxY7duxQTHSor68PHx8fuLm5wcjICEVFRUhMTER4eDhKS0sVk6e8+OKLWL58ueI4cXFxmDRpEgDgq6++wpQpU2qcKzk5GWfPnoVAIMCcOXNqrPpSVlaGDRs2YOfOnSgrq/0urpWVFVasWIHJkyer82sDYI8QbcQeIdqHPUK0E3uEaB/2CNFO7BGindgjRPuwR4h2UtUjRO1CCAD873//w9atWxXFh9pWf6g8ja6uLl5//XUsXry42uuZmZmIj5fPjtyrV69ae21s3boVmzZtgre3d42hMzKZDIsXL8a5c+dQ368kEAjw0UcfYe5c9SZmYyFE+7AQon1YCNFOLIRoHxZCtBMLIdqJhRDtw0KIdmq2oTGVFi9ejMmTJ2Pnzp04d+4cUlNrrjXv6OiIsWPHYt68ebVObmprawtbW1uV57l27RoAYMKECTVe279/P86ePQsAsLe3x2uvvYbhw4fD0dERUqkUCQkJOHXqFH755ReIxWKsXbsWQ4YMgbu7exN+YyIiIiIiIiJqjzTSI+SfsrKykJ6eDrFYDGNjY9jb28PGRv3VAsaMGYPHjx/jp59+wtChQ6u9Nn36dERERMDLyws7d+6ElZVVrceIjo7G3LlzkZeXhzlz5mDlypVNjoc9QrQPe4RoH/YI0U7sEaJ92CNEO7FHiHZijxDtwx4h2qnZe4T8k42NjUYKH/+UlZWlOL6ygoICREREQCAQYOnSpXUWQQDAy8sLCxcuxIYNG3D16lWNx0hEREREREREbZewtQNoDENDeSWvsLCw2vPZ2dmKxwMHDqz3OJXbpKWlaTA6IiIiIiIiImrr2lUhxNnZGQDw8OHDas8rL9fbmJE+Ojo6mgmMiIiIiIiIiNqFBg2NCQ4OVjz29/ev9fmmUj5efUaMGIHw8HAcOHCg2oov1tbWcHFxQUpKCoKDgzFy5EiVxwkKCgIAuLi4NC1oIiIiIiIiImqXGlQIeeGFFyAQCCAQCPDgwYMazzfVP49Xn2eeeQbbt2/H/fv3sWnTJrzzzjuK1xYsWIA1a9Zg3bp16Nu3LywtLWs9RnR0NH766ScIBAKMGTOmybETERERERERUfvT4KExMpms1mEnlc839V9juLm54a233oJMJsPWrVvxxhtv4M6dOwDkRZnx48cjJiYGU6dOxY4dOxAdHY3CwkLk5+fjwYMH2LRpE2bNmoW8vDxYWVnhhRdeaNT5iYiIiIiIiKh9a1CPkMWLFzfq+ea0cOFC5Ofn4/vvv8eFCxdw4cIFWFlZoVu3brCwsICBgQEyMjLw+eef17q/TCaDqakpNm3aBGtr6xaOnoiIiIiIiIhak0DW2G4ZbURgYCBWr16NpKQkAKh1iE5tv9rQoUPx4YcfwsvLS+0Yfg1JVPsY1L6USdtlcyE1ZIvLWjsEagUOpnqtHQK1MCcTo9YOgVqBnYlBa4dArSBRJG7tEKiFOZoatnYI1Ar8PSzqfK1BPULaohEjRuD06dMIDAzEiRMnEBYWhpiYGEil0mrbWVtbw8vLC/7+/ggICIC3t3crRUxEREREREREra3dFkIAeS+QkSNHKlaJkclkyM/PR1FREfT19WFiYgJ9ff1WjpKIiIiIiIiI2op2XQj5J4FAAHNzc5ibm7d2KERERERERETUBmmsEJKbm4s9e/bg8uXLiImJgUgkQnl5eY3lca9du4bMzExYWVlh2LBhmjo9EREREREREVG9NFIIOXToEFavXo2ioiIAVZOU1jaBaVRUFNasWQNDQ0NcunQJZmZmmgiBiIiIiIiIiKheQnUP8Oeff2L58uUQi8WQyWSws7ODu7t7ndvPmDEDenp6KCkpwdmzZ9U9PRERERERERFRg6lVCElOTsZnn30GmUwGZ2dnbN++HYGBgXj//ffr3MfU1BQDBw4EAAQFBalzeiIiIiIiIiKiRlGrELJz505IJBIYGRnh119/xaBBgxq0X58+fSCTyRAREaHO6YmIiIiIiIiIGkWtQsiVK1cgEAgwbdo0uLm5NXi/ym1TUlLUOT0RERERERERUaOoVQh5/PgxAKBfv36N2s/U1BQAUFhYqM7piYiIiIiIiIgaRa1CSElJCQDA0NCwUfuJxWIAgJGRkTqnJyIiIiIiIiJqFLUKIdbW1gCAtLS0Ru0XFRUFALC1tVXn9EREREREREREjaJWIcTHxwcymQxXrlxp8D4ymQynTp2CQCBo9JAaIiIiIiIiIiJ1qFUIGTt2LADg8uXLCAkJadA+27ZtQ0JCAgAgICBAndMTERERERERETWKWoWQadOmwcXFBVKpFG+++SYuXrxY57aFhYXYuHEj1q9fD4FAAB8fH4wePVqd0xMRERERERERNYquOjvr6enhm2++wfz585GXl4fXX38d7u7u1eb+WL58OVJTU3H79m0UFxdDJpPBzMwMX3/9tdrBExERERERERE1hkAmk8nUPcitW7fw73//G6mDmqGrAAAgAElEQVSpqfKDCgQ1tqk8jbOzM7Zs2QJvb291T9vqfg1JbO0QqIWVSdVuLtTOZIvLWjsEagUOpnqtHQK1MCcTrmSnjexMDFo7BGoFiSJxa4dALczRtHGrnFLH4O9hUedravUIqdS/f38cO3YMe/bswZEjR/Dw4UNIpdJq23Tp0gXTp0/HvHnzuGwuEREREREREbUKjfQI+aeCggI8fvwY+fn5MDY2hoODA6ysrDR9mlbHHiHahz1CtA97hGgn9gjRPuwRop3YI0Q7sUeI9mGPEO3U7D1C/snU1BRdu3ZtjkMTERERERERETWZWqvGEBERERERERG1JyyEEBEREREREZHW0NjQmIyMDFy7dg3R0dEQiUQoKSmpdx+BQIC1a9dqKgQiIiIiIiIiIpXULoTk5eVh7dq1+Ouvv1BeXt7o/VkIISIiIiIiIqKWolYhpLi4GC+++CIiIiLQlMVnBAKBOqdvdU4mnH1Y26w/F93aIVALmz/ItbVDoFbQ3dqstUOgFhYrKmztEKgV2Bpz1Rht1NnSpLVDoBamp9O+v3eS5qlVCNmxYwfCw8MhEAhgbm6OuXPnYtCgQXBwcIC+vr6mYiQiIiIiIiIi0gi1CiEnTpwAAFhaWmLv3r1wdeWdUyIiIiIiIiJqu9RaNSYuLg4CgQDz5s1jEYSIiIiIiIiI2jyNLJ/r5eWlicMQERERERERETUrtQohLi4uAACxWKyRYIiIiIiIiIiImpNahZCAgADIZDLcuHFDU/EQERERERERETUbtQohzz//POzt7XHs2DGEhYVpKiYiIiIiIiIiomahViHEysoKW7ZsgYWFBRYuXIijR49CJpNpKjYiIiIiIiIiIo1Sa/nc5cuXAwC6du2K69evY+nSpfjiiy/Qq1cvWFlZQSAQqNxfIBBg7dq16oRARERERERERNRgahVCDh48qCh2VP43OzsbgYGBDT4GCyFERERERERE1FLUKoQAUGsoTH09RoiIiIiIiIiINEmtQsjZs2c1FQcRERERERERUbNTqxDi4uKiqTiIiIiIiIiIiJqd2kNjNO3x48cICgoCAEyfPr2VoyEiIiIiIiKijqTNFULu37+PDz74AEKhkIUQIiIiIiIiItIoYWsHUBd1JmElIiIiIiIiIqpNmy2EEBERERERERFpGgshRERERERERKQ1WAghIiIiIiIiIq3BQggRERERERERaQ0WQoiIiIiIiIhIa7AQQkRERERERERag4UQIiIiIiIiItIaLIQQERERERERkdZgIYSIiIiIiIiItAYLIURERERERESkNVgIISIiIiIiIiKtwUIIEREREREREWkNFkKIiIiIiIiISGvotnYA/zRgwADs2LGjtcMgIiIiIiIiog5IY4UQiUSCu3fvIjo6GiKRCCUlJQ3ab/HixdV+trKywsCBAzUVFhERERERERGRgtqFEIlEgq1bt2Lnzp3Iy8tr9P7/LIQQERERERERETUXtQoh5eXleP3113H16lUAgEwma9T+AoFAndMTERERERERETWKWoWQP//8E1euXJEfSFcXkyZNwqBBg+Dg4AB9fX2NBEhEREREREREpClqFUKOHDkCADA2Nsb27dvRp08fjQRFRERERERERNQc1CqEREdHQyAQ4LnnnmMRpB2QyWS4eeUcgi+cRHJsJApEuTA2M4ejqzsGjBiHJ8ZMgo6OZubPfWv6sAZvO3D0JLzwzn81cl5tMrKLDcZ2t4WXrTEsjPSQX1yGhJwinH+UiVMRGZA2bqRarb6a3gN9Xcwbv9/ZaJyOyKjxfA9HU3S3N0V3B1O4WRnB0lAX5kZ6kMlkyC8pQ1xWEYLic3D2YSYKS8vV/wU6GJlMhgfXLyDs8mmkxkdDnCeCkakZbF06o9eQ0eg7YiKEOjoaOdenc8c2eNs+IwIw7fVldb7+7dtzIcpMa9CxOvv0xfyPvm7wubWBTCZDUOAZXD57HPExkcgX5cDE1BwunT0weGQARgRM0di1uy6F+XlY+uqzEOVkK57buP0Q7BydG3yMO8FXEXTpLCIf3EVudiak5eUwt7KGnYMTfPoMgO+gEejs1a05wm93ZDIZ7l07j9uXTiM1LgqFFW3d3rUzeg8Zi/6jJkJHQ239o9mjG7xt/5ETMHPRB40+R1mZBN8texXpSXGK515auREePfs1+lgdmUwmw7WLp3Hp7HHERz9CnigHpmbmcOnkiaGjJ2BkC7T1gvw8/GfhLIhyshTPfbvjCOxVtPXFL0xFZtrjBh3fp48vVq3/Qe04OwqZTIarF04j8MwxxCnl3LWzJ4aNnoBRE6a2SM7ffemZajnfvPOoypzXRSKRYNkb85AYF6147uP136NnPz+NxNpRyGQyXDl/ChdOH0Ns1COIRDkwM7OAa2cPjBg7EWMmtkzeF7/4NHKV8v797r/goCLvuTnZuHXjKu7dDkFM1EOkPU5GSXExjE1M4ODkgh59fDH+yelw6+zZrLFrilr/h8vKygAAvXr10kgw1HzEBXn4ed1HeBQWWu35vJws5OVk4VFYKC7/fRALl6+FtZ1jK0VJDWFqoIOPJnZDf1eLas/bmOjDxkQf/V0tMLWXAz7++xEyCkpbJcZUUXGN5/R0BPjm6bqvFYZ6OrAzNYB/Z0s87+eKjRdicC02pznDbFeKCvKxb9MniLt/q9rzBbnZKMjNRtz9Wwg5fRTPvvcJLGwdWilK0rTC/DxsWvMBHtwOqfa8KCcLopwsPLgdgrPHDuDdlV/C1r75rt07f/imWhGkMdJTk/HTxs/w4E5ojdcyUlOQkZqCB3dCERcVgX+vWq9uqO1eUUE+/ti4CjH3am/rMfduIfj0Ycx5/1NYtpO2HnhwV7UiCNVUkJ+HjZ8uw/3bwdWez83OQm52Fu7fDsbpo/vwn4/XN2tb/+37jdW+EFPzKcjPw4bVS3HvVu05v3crGCeP7sOSj9fDzsGp2eL4devXGsv5od3bqhVBqKaC/DysW7UEYf/Ie052JnKyMxF2Kxh/H96L5Z9uaNa8/7JlQ7UiSH1+/PZL/H14L6TSmjcq8/NEyM8TIerhA/y1fxemPjMP8199W2MF++aiViHE0dERcXFxKC1tnS9b1DBlEgl+WLsc0Q/uAACsbO0xJOAp2Dm5IjcrHdfPHEdqUhwSYx7hu9Xv471138PI2EQj53bq5IEn576ichtru/bxQa4t0BUK8Mnk7ujtLO+lkZ5fguP305EiKoatqT4m+Nihs7UxutqbYs1Ub7y77z7Ekqb3rNgelAgLw/ovEz2dzDCrv7yCnCwqRtjj/Dq3zSgoQURaAWKzxEjLL0VRaTkMdIVwszLCiC7WcLU0gqWxHlZO7Ib/Ho3AzSRRk+PvKMrLJNjz9UdIiAgDAJjb2MN3zJOwcnBGfnYmbl/8G5nJCUiNi8Sudcvx0if/BwMNtWE7V3eMmvUvldtY2No36FjG5pZ48uV/q97GzELl69qkTCLB15+8j4f3bgMAbOwcMHrSdDg4uyE7Mx0XTx1FSkIs4qIi8NWKd7Bq488wNjHVeBxhN4Nw6fRfEAiF0NXVg6S0pMH7piTG4/MPFiEnS95DzKOrD3wHDYedgzP09PWRl5uDhNhI3L5xReNxt0dlZRL8/tUKxEfcBQBY2NjDb+wUWDu6IC87AzfP/42M5HikxEZix+fL8Oqnm2GoobZu7+qOsc+9rHIbS5uGtXVl6UlxCDz0OwBA38AQpSU1C+XarkwiwfpV/0FERfHLxs4BYyfPgKOzG7Iy03Hh5BEkJ8QiNioCX/z3baz+5pdmaet3Q6/j4qmjTWrrAGBuYYVX3lXdw9fMwlKdEDsMiUSCL1e+h/CwqpyPf3ImHF3ckJWRhnMnKnIeGYG1H76NNd9ua5ac3wm9jgsnm55zZYnxMTiw+xcAgIGhEUqKizQVZochkUiwdsW/8eCuPO+29o4ImDITThV5P/P3YSTFxyImMgKrl72FdZu3N0veb4dcx7kTRyGsyHtpA/KeGB+jKIJ0cvdC7/7+6OzZBSamZhDlZCMk6DJuBl2BVCrF4T2/QVxYgDff/0jjsWuSWoWQkSNHIjY2Fnfu3MH06dM1FRNp2OUTBxVFEDfPbli8+hsYm1YNdxgx+Wn8+PlyhN+6gdTEOJzcsx3TF7ypkXObmFmg76ARGjkWAVN6OSiKIJHpBVh2JBwFJVWFjsNhqfh4Unf4d7aEu7Ux5vm74MerCU0+330VBQ1lo7raKB6fCk+vdZuychkW7rqDhJy63xh33EjEm8PdMbW3I3SEAiwa7o6Fu+80LugOKOT0EUURxNG9K57/8CsYmZopXvcPmI49X69E9N1gZCbH49LBnRg37zWNnNvYzALe/g0f6qaKnr6Bxo6lDc4c268ogrh38cbyz/8HE7Oqa/f4p2Zh4ydLEBZ6HckJsTi06xfMfeVtjcZQUlyMX779XH6+Kc/g5vVLyExvWBf40pJifP3xe8jJyoCBgSFe/c9KPDFiXK3bymQyZGfWfu3QJsGnDiuKIM4eXbFgxYZqbf2JCTOwa/0KRN0JRkZSPC4c+A0Tn39dI+c2NrdADw23T6lUikNbv0J5mQTdBwxBSVEh4h7wmv5Pp/7apyiCeHTxxn/XbYGpUlufMO1ZbPj4fdwJuYak+Bgc+P1nPP/qOxqNoaS4GD9tkrf1CVNnIeR6YIOHu1TSNzSE/9BRGo2rozp1dK+iCOLR1Rsrv/yuWs4nTp+NL1f+R5HzfTt/wvzX3tVoDCXFRfhh41r5+Z6ahZBrgchoZM4rSaVSfLd+NcokEgwYPAJFhYV4cLdmL0Btd+LwXkURxLOrN1Zv2Fot75NnzMbnK97DreBrSIyPwZ7ffsSC11XfQGqskuIifPf1GgDApGnP4sbViw3Ku1AoxMhxkzD1mXno0r1Hjdcnz5iNqxfPYMOnH6K8vAynjx3E8DET0Md3oEbj1yShOju/+OKLMDMzw6FDh5CYmKipmEiDysvLcHLfDgDy5YpfeHdFtSIIIP9y8sI7H0Hf0AgAcPHYfhTm8S58WyMUAHMHuAAApDIZvjwbXa0IAgCSchm+OhuFoopeINN6O8LMoHnHGJoa6GCIhzUAoFwqw+mIzFq3kwEqiyAAIJUBWy7HQ1QkAQB0sjaCo7mBRuNtb6Tl5bh8eJf8B4EA0xZ9UO2LEQDo6utj2hvLoGdgCAC4ceogxPlsw+1ZeXkZjuzeBkB+7X79/VXViiAAoK9vgNeXfAyDimv36SN7kJ+Xq9E49v76HTJSU2Bla49ZC95o1L4Hfv8JqcnyzwZvLFtdZxEEkP+ONlreO7C8vBwXD8p7TggEAsx8c3mNtq6nr4+n31wO/Yq2HnTiQJtu60EnDyIx8gH0DQwx5SXNFuk6ivLyMhzaJb+LLhAIsGjpJ9W+GAHytr5oySeKtn7y8J8ab+t/bt+C9NRkWNvaY/a/Fmn02FRdeXkZDijl/K1lq2vN+VvLVityfuLQn8gXaTbnu7d9p8j5nJfUuwF64vCfiAwPg4GhEV5evFRDEXYs5eVl2Pf7zwDkeX93+ae15v2d5Z/CsCLvxw78iTwN5/33n7cg7XEybGzt8fzChuf9/ZVf4N//XVNrEaTSkJHjMOXpOYqfz5/8S61Ym5tahRAnJyd8/bV8UrsFCxbg5s2bGgmKNOfR3ZsoqGhA3foMgFOn2ievMbO0woBh8skRyySluHvjUovFSA3T39UClsZ6AIDbSSLEZ9deVMgtKsOFSPmYP31dIYZ4WjVrXKO72kJfV34puZkoQmahekPlyqUyJCvNMWJd8Ttrq9j7tyCu+MDr0bM/7F3da93OxMIKPQfLJz0sl0jwKPRqS4VIzeDB7RDkieRz5PTs5w9Xd69at7OwtMagkeMBABJJKW5eC9RYDNEP7+Pk4T8BAPPf+E+jhkwWFxfh7F/7AQA9+g6A35BRGouro4q9dxOFFW3ds5cvHNw8at3O1MIKvYeMASAfUhEe0jaHFeVmpOLMH/IP/WNnv9Ru5jNpafduVbX1Xv384VZXW7eyxpBRAQDkbT3k6kWNxRAVcQ9/H/oDALBg0RKNDY+m2t27FYy83Iqc9x+oMudDR1flPFiDOY+MuIfjB3cDAF5arF7OM9IeY/cvWwAAzy14o1nntWjP7t4Mhqgi7318B6KTR+15t7SyxrAxEwDI837jygWNxfAo/B7+OiDP+ytvL21U3v9ZtKnL0JFVNz3iY6MaF2ALU+tW8f/+9z8AwJAhQ3D27FnMmzcPPj4+6NevH6ysrCAQCOo9xuLFi9UJgeoRcfuG4rFP/ydUbuvj+wSunZFX7sJvBmHwuCnNGhs1jq9b1dwJwQmq7wCGJORiUg/5WG6/TpY4GV5zBRdNmehjp3h8MkL9ru0CAA5mVb1AssUStY/ZnsWEVU2S6dXXX+W2Xn39cfvC3wCAqDvB6DdqUrPGRs0n7GaQ4nEfv8Eqt+3rNxgXT8qXs78Tcg0jJzyl9vnLysrw08Y1kEmlGDB4BPyHNnxlEQAIvnwOReJCAMDQMfw7bIiou1VtvWtf1V2Ju/QbiNDzxwEAkbdvYMDoyc0aW1Mc/vFrlBYXwdmjKwZNmtna4bRZd29eVzzu6z9E5bZ9/Qbj/InDAORtffTEaWqfv6ysDD9s/AwyqRR+g0di4LDGtXVqvDuhVTnv76/6+t7PfwjO/S3P+e3gqxgzSRM5l2Drhk8hk0rhP2Qknhg2Rq3jfb9xDYqLxPDo6o1JM55TO76O6naIUt4Hqm7rvgOH4MzxQwCAmzeuYdxk9aegKCuTYPP61ZBKpRg4dBQGDVcv73VRLq609Tmh1C6EVBY7BAIBZDIZwsPDER4e3uBjsBDSvB4nxCged/LqrnLbTl7eSvvFauT86SmJ2Lj8DaQmxaOkSAxjEzPYu3RCtz4DMGzCNJhb2dR/EAIAuFsbKx5Hpheq3PaR0uvu1kbNFpOHjXxiVgDIK5bgWoz6q7wsGOQGGxN9AEBURiFS85o+cVdHkJEYp3js5KF6aVFnz6o2npGkmTac9TgR2z9+B5kp8SgpKoKRiSlsnN3g3tMXA8ZOgamldYOPVVSQh51rliAtMQbFhQUwNDaBpZ0jOvfsB98xU2Dt0Pil+joq5Vn33bt4q9hSPgFppaT4GBVbNtzRP39FYlwUDI1NMH/RkkbvHxFWteKJZ/eekJSW4uzxA7h2/iQeJ8WjvKwMFta28O7dH2OfnAmv7j01End7lpZY1WadPVW3dReltp6udI1QR2ZKIn5c+RYykhNQWiSGoakZbJ3c4NnLF/7jp8KsEW39duApRN0JhlAoxFOv/gdCYdteOaA1JSm1dY+uqtu6Z7eqLumaWpnj8B/bkRAbBSNjE/xLzSENBXkifLZsERJiIlFYmA9jE1PYOzqjR18/jJ08E47OrhqJub1LiK3KnafS9bs2Xko5T9BQzg8p5fzlt5apdayLp4/hTsg1CIU6eO3fK9r8KiGtKUGpd4RXt3ry3l0575rpVbF/13bEx8jz/uo76uVdFeVeIG29d5DakwfIZDKVP6vSkB4jjSGRSCAWi1FcXAxDQ0MYGxtDT0+7u9Wnp1TN3WJtr/qP0dLWDkKhDqTScqQ/ToRMJlM7R5XL81bKF+UgX5SD6Ad3cHr/Tkyb/zpGTX1WrXNoC1dLQ8XjtHzVxYGMghKUS2XQEQrgYmGoclt1TFDqDXLuUSYk0oa3f79OFtDXkQ+pMdAVwtnCEMO8rOFlK68ki4ok+Pocl2DLepykeGxZz9LW5tZ2EAiFkEmlyE5N1kgbrlyys1JhXi4K83KREBGGK0d2Yexzr+CJSU836FilxUWIvV81hFKcL4I4X4SUmIe4fmwvBk+ZjdHP/otfmgCkJldNclzfBwlrO3vFtTstOUHtvCcnxOLIH/L5SWbNf71Jc3fERlbdEJFKy/HRW/NrFGnSHych/XESAk8dxfinZuGF196DUIs/RDeqrdvYQSgUQiqVIis1qXnauigHhaIcxEfcxaXDvyNg7qsYPPmZeo9TmJeLv3dsBgAMmjSzWtGGanqcpNzWVReDbZTaeqqG2vqhilU+nn3xDbXn6SkuEuPeraqeyPmiXOSLchH98AGO7fsdU2e9gNkL3tDqdg78I+eOLZvzpPhYHPhdnvPn/qVezkW5Ofj1uw0AgEkznqv3y722S1HKu309ebdVyvvjJPW/kyXGx2DfTvlQxXkvLYJtM87JdeqvA4rHAwYNb7bzaIJahZAdO3ZoKo4mCQsLw5kzZ3Dz5k1ER0cjJ6fm3WgrKyt4eXnB19cX48aNQ+/evVsh0tZTVFigeGxqrnpZSh0dXRgaG0NckA9peTlKi4tgYGSsch9VbB1d4N3PHy7uXWBiZo7S0hKkJsTi9tULyExLQZmkFPt//haFBfl4co7qJfsIMFGa9FRUrHq4iFQGFJaWw9xQF7o6QhjqCVEskWo0Hh2hAGO62Sp+PtHI4Tfvj/WCtbF+jedLy6W4HpuDn64mILWego82KBZXteH6lpYV6ujAwMgExYXyNiwpKVZMgtwUVg7O8OztB4dOnjAyNYektAQZyXGICApETvpjlEskOPXbFhQV5mPUMwtUHsvMygZeff3h0LkLTCysUF4mQU5qCiKCLyE9MRYyqRRXj+xGQW4Wpr3efHcq2gtxQVXe61tuUkdHF0bGJigsyEN5eTlKiotg2MRrt1QqxU/frIFEUgqPrj4Y/9SsJh1HpFQA/781HyI1OQFWNnYYOeEpuHTyQElxEe6GXkfw5XOQyWQ4fWQvBBBg/qL3m3S+jqBY6f3auN73a3lbL6po66UlxYpJFZvC2sEZXfr4waGzF4wr2np6UhzuBwUiJy0FZRIJjv+6GeKCfIx9VvVy2se2/R/E+XmwsLHHmGdfanJM2qKwsGp1NvOGtHUTExTma6atf//1p5BISuHZrQcmTFPvppSVjR36+g2Gu1c3WFjZoEwiQWpKIoKvnEdCbBSk0nIc/nM7crIzsWjJx2qdq71TznmDru9KOS8uLoKRGjnfWpFzr249MHHa7CYdp9K2zV8hP08EGzsHzF6gmdWrOrLCgsa1dWMTExTk56G8vEztvG/+Sp73Lt17YPIM9fKuyqVzJ3H3prwYamllg3EaGMrVnNQqhAwc2DrL4Tx48ABr165FaGjVskx19UTJzs5GTk4OQkJC8MMPP8DPzw8ffvghfHy0o2qpvIa3rn7NL53/pKdvAEDeUIuLxE0uhLyz5n/o0rNfra9Nff41HP/jF5zc+ysA4MSf2+Dd1w9ePfo26Vzawkivam7j0rL6ixrK2xjr6Wi8EDLY3QqWRvIeV5EZhYjJFGvkuIk5RbiVJEJukXbPDVKpVLkN6zWkDeujuGJkVEmRuMmFkPkfbURnnz61vjZm9su4uG8HLh/aCQC4dOA3ePYagE7etReapy9aDrduPSEQ1pyfe+QzLyLk9BGc2P5/kMmkuBt4Cp69BqD3sLpXGNEGxcVV7UmvAddufQMDVH6PLhKLm/zl6Mxf+xD54C6EQh28/M6HENaSs4ZQLuSkJifAy7sXlq35FsYmpornR02chltBl/DN6qUoLy/HqSN7MGT0BHTx0a4bFpUa29Z19Q2Aii9UpUXiJhdCXl71DdzreP8dP2chzu39FRcP/AYAuLB/B7r08UPnOtr6w9BrCLt6DgAw5eV31CrOaIvioka2dX0DVA5+Vaetnzq6F48q2vor7za9rQPA4mWfoluPPrUeY9b813Dq6D5s2/wlZFIpAk//hT6+T2DYWO2dO0g55/qNzHmxuLDJX4hPHtmLh/fvVAxj+a9aOQ+9Hogr508CABa+/UGTY9Imjc67gUHlVzIUqZH3vw/vQURF3hf9Z4VaeVclMS4GWzZ8pvj5lbeXwtCobb8HNM//iWZ05swZzJ07F6GhoZDJZJDJZDA0NIS3tzdGjRqFSZMmYdq0aZg0aRJGjRoFb29vGBoaKrYNCQnBnDlzcO7cudb+VTq0uooggPyu9ZR5r2DI+KmK5yqX+KX2I0B5ktTwxk+S+ty2mwjYfB0Bm69j+g/BeHf/PRwNS4W7tTHeGeWJb5/pBSctXzq3NdVVBAEAoVAHo5/9F/qPflLx3OXDv9e5fSfv3rUWQSr5jX8Ko2YtUPx86VDdx6Lmk5meij3b5DP/T5zxHNy7NH1Ig1RWVXjV0dXF4g8+q1YEqdT/ieGYML1qcr3KVWqo5dRVBAHkbX3c7JfgN7aqrV88uLPWbUuKxDjy80YAQI8nRsB7gOrJAKn1ZKan4o9f5MOXJs2cA4965iGqj3evfiq/XAVMfQbPvljVY+DArp/VOh81XkbaY+z6Wb7IxZNPz6l3PhpVisSF+HHTFwCAJ4aPhd/gERqJkTQvI+0xfvtRnvepz8yFpxp5VyUnOxOf/fddxSTpk6bNwtBR45vlXJrUrgohiYmJWLp0KYqLi6Gjo4O5c+diz549CAkJwaFDh7B161Zs3LgR69atw8aNG7F161YcOnQIoaGh2Lt3L+bMmQMdHR0UFxdjyZIlSEpKqv+k7Zzy3Ziy0vqXNZWUVg1FaOpdhoaaPOdlxXi3yLBbKC3hMAhVipR6dFQuV6uK8jZiSblGY7E21oN/J3m3vtIyKc49ylTreGJJOR6kFuD/AuOw4q8IlEtlcLcxxhdP+cCwAb9rR6bco6NM0pA2XLWNOkPbGmLkM/OBijYc9+B2tetHYw2aPAsGFTONZ6UkICctRSMxtleGhlW5kzTg2q18/TQyblret/3fOhQXiWFr74SZL7zapGMoYlD62+vV/wmV4+BHT6qaDf/BnZA6t+voGtvWy5Tam34zt/XRzyxQvF/H3r9Va1s/9fv3yMvKgIGRCZ5c8FazxtORKH/WalBbL1W/rf/87efytu7ghFkvvNakYzTWk0/PUxRDUxLjkPa4438Gr4tyzksbmXPDJi5z++Mmec7tHJzw7Hz1hrHs/PFbZGWkwVRVyzoAACAASURBVMjYBC+92fjJtLVVo/Ne7X29aXnfurEq73OaafhSfp4IHy9ZhLQUeZseMnIcFr6l3sTLLaVdfcPYsWMHxGIxzMzMsHv3bqxcuRJ9+vSpd4ZioVCI3r17Y9WqVdi9ezdMTU0hFotbfY6TlmCkdAeuIE/1kqvl5WUoFsu7beno6qo1t0BDWFjbws7ZDYD8Q19WunZ/8alPYUmZ4rGFoepJgIUCwERf3i4k5VKND4sZ190OOkL5h+KrsdkoKNFcoSU0UYRTEfL5RpwsDDGuu109e3RshsZVbVicr7oNS8vLUVIkr8YLdXShZ9B8E+UCgJmVLWwc5asAlEskyE1/3ORj6errw7VL1SzpmUoTPWsjY9OqvOeLclVuW15eprgLo6Or26ThCFfOncCd4CsAgAWLl8JQzeu/samZ4nF9dx6dXDsrPiCKcrKrdR/WJoZK79fiet+vq9q6jo4u9Ju5rZtb28LGSd7WyyQS5PyjrceF30XwmaMA5MNpzK1taxyDamdiUtVW8hrS1gvVa+uXz/6NWzfkbf3lt5a1WNd1fX0DdFUa9paiodWO2iPlnDfo+q6U86Zcmy+dPa7I+cK3P1Ar5+Fht3D6r/0AgHkvL4a1rXZ/RmsME9PGtXVxRd51m5j3i6ePIzToMgDgtXeXN0tbLyzIx8dLFiE+Rr5SjP+QEXhvxZp2s3qQ2qvGtKTAwEAIBAK88cYbTZ70tHfv3njjjTfw1VdfITAwEB9++KGGo2xb7J3dkJUm/8CSnf4YNipWH8jNzIBUKv9Ca+foqvFVfWpjojT5o/LErlRTUm4xnCpWgHEwM1C5coydqYGiUJEi0vwa3hOqDYtp3CSpDRGSkItJPewBAH1czPHX/TSNn6O9sHFyRW6GvA3nZqSqXE0iLzsDMqm86GXt6NwibdjIzByo+E5ULFa9rHO9xzI1VzxWniRWGzm6dEJGqrw4nJH2WGWPiuyMdMW128HZrUl5v3DiMADAwsoGcVERiIuKqHU7sVJeTh/dq7jDO3rSdFgoLYfu5NoZ6Y+TAaDWITH/ZGRiqiiAiAsLmr1HYltk4+SqKDDkZqTCyl5FW8/KgFTR1l1apK0bK7fPf7xf3zz/N2QyGfT0DSDOF+HC/t9qPUZuRtW1/PalU4iPCAMA9Bo8CrYVN0a0jZNrJ6SnyttKRlqKytUkspTaumMT2/q5E4cAAJbWNoiNjEBsZO1tXfkz2ckje2BS0Y7HTJ4BS6W23himSp/5Cgu09xpfLeepzZ/zs8cblnOxUs5PHP5TUbAZ+2RVzs+dOAyZTAZ9AwPk5eVi/86faj1WhlKx9OKZ44i4dxsAMHjUeDi7dm7079AROLt2QlrF+2J6agocVOQ9UznvLk3L++mKvFtZ2yImMgIxDcj78YN/Kgo2AU/OgKV13W29SFyIT5a+iehH8lXi+vsPxtJVX0JXt/2s2NquCiFpafI3UD8/P7WO4+/vX+14HZlTJ0+EVyxllhD9EF17+9a5bUJ0VQNx6uTR7LEBQKHSHW6jBnxY1mZx2WL4d5YPR+lqb4K7KXl1btvNvqoLXVx2UZ3bNUUPR1O4Wcmrymn5JbiZqPrOZVOIS6t6mJgatI+qcnOxc3NH9N1gAMDj2Edw71H3/DspMQ+r9nNtmTZclF/1d9jULruKYxUoH0u7rwdu7l4IC70OAIiLikCPvgPq3FZ5qVrXzp5NOl/lhOOinCzs2/F9g/Y5vr9qLpf+TwyvVghx8+iCO8FXAVT/kFWXIqUiWkMKJx2Rg5sHou7I23pKzCN4qJhrK1mprdu7uTd3aAAAsXL7rJEj+d+PpLQE5/Zub9Dxbp7/W/HYvpOH1hZCXN29cCfkGgAgNjICPfvW/Rk35tEDxWM3d68mna+yredmZ2HPr1sbtM+xfVXzwvgOGt7kQkiB0mc+E1PtbOcA0MmjKucxkeHo2a/unEcr5bxTk3Mu/29udhb+2P5dg/Y5urf2nFf+/ZSWlGDPrw17rzhfUWgHADcPL60thHTy6IJbwfK8Rz8KR29VeX+onPcuTTpfZa5ysjOx65ctDdrn8J6qIrbf4OF1FkKKisRYvewtPAq/BwDo3d8fyz/7ukETPrcl7WpojKGh/G54YaF6dx0r9zcw6PgTMfr0f0LxOEJpbffahN8MqtrP9wkVW2qGKDsTGRXd33V19WCt4k43AaEJVR8g/NxUL63o16lqWa6QBNXd7xprgo+94vHpiAzUvl6Tepwtqrp55xWXqdiy4/PqU/VGGXNX9fwJ0RVfogCgS1//ZoupUn5OFrJS5WNCdXT1YGHb9HXpyySlSIqqeuOv7IavrXoPGKR4fLeiIFKXyg/UANDXb3CzxdQYff2qJsqs6+5jpcdJ8YreRJbWtlrZGwSo3mYj7war2BKIul31ft61X/Ov4Jefk4Wsx1Vt3VKNtk7V9VVq68ptuTZtsa03lKS0FJHhYYqfnVy088swUD13t+vJ+e2KgjIA9PPnBMTtWX//qrxXFkTqcvNGVd59B7attl5SXITPlr+D8IpePj37+GLF2m+gr9/+vle3qx4h7u7uuHPnDvbv34/Bg5v+R7Fv3z4AgIdHy9wxbU1de/eHqYUlCkS5eHg3BI8TYuDUqeYdw/zcHIRePgtAvnxbn4HDmz22v//4RVGt7NKzH5fZq8ftZBFyxRJYGuuhv5sFOlsbIb6W3h6WRroY1VVewS0pk+JqTI7GYjDQFWJEF2sAgFQmw6lmGBYjADCxR1Wx5f7j/Lo31gLuPfrD2NwS4rxcxNy7ifSkONi7utfYrlCUg/vXzgOQL73ZrQVWbAjc/6viVlNnnz5qzSt0/fg+lFR8GbZ2dIG1o4tGYmyvevQdAHMLK+SJcnD/1g0kxUXDtZa7gaLcbFy/eBqAfPlz3ybO3r/iq4bdGX53/jRkVnR53rj9UJ1Ddrr36gdrW3tkZ6bj3q0gZKSm1Lnt+b8PKR73aWdf7jTJo2d/mJhbojAvFzFhoUhLjIWDW83PKQWiHMUStbp6+vDxG9rssZ3bu13xfu3eo2+Ntj5z0QeYueiDeo/z8yfvIu7BHQDASys3quz1oi169vNTtPV7t24gMS661t4eopxsXL1wCoC8rfsNGdmk861a/0ODtlv8wlRkVgyt/nbHEZXDNxri2P7fFb3DHF06wdFFO3sAAUCvfn4wt7RCXm4Owm6qzvmV81U5929izj/5umE5XzRvCjIqcr5559Fac7546SdYvPSTeo+16r1X8eBuKADg4/Xfq+z1oi169/eDhaUVRLk5uBsahITYaHTyqJn33JxsXD4nX5pYX98AA4eOatL51nzzY4O2e+W5JxV5/373XyqH7JSWlmDtivdw/448tz69+mHFF9+22+9w7apHyJQpUyCTyXDs2DGsW7euQTPuKistLcW6detw7NgxCAQCTJkypZkibTt0dHQx4Zn5AORdpH775rNq3VsBeVfW3779DKXF8i/VIyY/DRPz2nsc/LZpDd6aPgxvTR+G47trX/7syG9bkZ2RWmdM0vJyHNv1E66cOqJ4LmDW/Eb9XtpIKgN2hcrHFgoFAiwd61Vj2IiejgBLxnaBkZ78+SNhqcgvqb1HxftjvHDqzUE49eYgvODfsLvvI7ysYaIvr5/eTc5Dqop5Sv5pRh9HeDuo7gprpCfEsvFd0NVOPsQir1iCC5FZDT5HRyTU0cGwaXPlP8hkOLzlCxQVVC8OlZWW4vDWdZCUyOeD8Q+YDmOz2tvw4a3r8Oncsfh07lhc3Pdrrduc/eMniDLrHjoolZbjwt5tuHnumOK5YdPn1brtpUO/IyM5vs5jAUDomaO4sHdbvcfSJjo6unhqzr8AyK/dW9d/gsL86tfu0tISfL/+E5RUXLvHT50FM3PLGscCgO/Xf4LnJw7E8xMHYv9vDftQrA6hUIinK1aeKS8rw+YvVtQ6ROZW0CWcPPQHAEAgFGLSzLnNHltbpaOjg5Ez5H/7MpkMBzZ/XqOtS0pLcWDLFyitaOtPTJxRZ1s/sOULfDR7ND6aPbrO4Sqndv2I3Hra+tk9vyDk7F+K5ypjJM3Q0dHF9LkvAZDnfcuXq1BQS1vf8tXHirY+4aln62zrW776GM8F+OG5AD/sbeAwN3Uc3PUzkhNiVW5z+q991YbhzJjzUnOH1abp6OhiplLO/2/dylpz/r8vVylyPnHaszCzqD3n//tyFWaNG4BZ4wY0eLgKtTwdHV08M+9lAPK8f/P5R7Xm/dsvVqK4Iu+TZzwL8zryvumLVZg+2hfTR/ti9/aG3cxQh0QiwbqVS3AnVD6CoJtPL3z0xbfVVolrb9pVj5DnnnsO+/fvR3h4OLZv347Dhw9j0qRJ8PPzg6enJxwdHWFkZAR9fX2UlpaiqKgIqampiImJQWhoKI4fP46cHPndcR8fH8yePbuVf6OWMWziDNy+dhHRD+4gMeYRvnh3AYZOmAZbJ1fkZqbj+pljSE2KAwA4urljwqwX1Trf5b8P4cyB3+Hh3Que3r1h79wJhiYmkJSUIDUpDrcun0Om0tKYE2bNR9de/dU6p7b4614ahntZo7ezObram2Lr7D44dj8NKaIS2JrqY6KPHTpbyy9Icdli/B6SrNHzBygNi2nsJKl9XczxxnB3JOUW4XZSHuKyxcgrKkO5TAZLIz10sTPBUE8rmFesiFNWLsXGczF1FnK0id/4pxARfAkJEWFIjYvED8tfhe/YKbB2cEZedgZuX/gbmckJAABbl84YpuYXldAzR3D16B9w69oTrt17wsbRFQbGJigrLUVGcjzCr1+otmrEsOnz0Nmnb63HCg+6iAt7foGjexd09ukLW+dOMDQxQ3mZBNlpKYgIvoT0hBjF9r2HjUPfERPUir+jGPfk0wi+fA4P791GXFQEPlw0D2Mmz4CDsxuyM9Nx4eQRpFR8AXHp5KH4MtVWDB8/BSFXL+BW0GVERdzDsldnY9TEaXDp5IGS4iLcDb2OG5fOKnoaPDP/tSbPe9BR+AdMw/2gS4iPuIuU2EhsXroQfuOmwsbRGXlZmQg9f1xRWLRz7YxRM59X63zBpw/j8pHdcOvWE52694KtkysMjE1RVlqC9KR43Lt+odpS1iNnPA8PFfMUUdMETHkGNy6dQ8S9W4iNisCy1+dg3JMzFW39/InDimKDa2dPzKz4MtUWXA88iz+3fwf3Lt3h09sXLp08YGpmjjKJBKkpibhx5TwSYiIV2w8bOwkjAzr+jcj6BEydhaBL5xAedguxkRF4/9XnMH7K03B0dkN2ZhrO/l0950+3oZxT002cNgvXLp3Fg7u3EBMZgXcXPocJU2fCydkNmZnpOHP8EJLi5Xl36+yJWc8vbOWIq3z7xSrFKjRGxiaY+NQs3L2lehgnAAwaNrq5Q2uydlUI0dXVxU8//YRFixbhzp07yM7Oxq5du7Br164G7V/5Yatfv37YvHkzdHXb1a/fZLp6enj1w8/x87qP8CgsFDmZ6fjr95rdpdw8u2Hh8rUambRUJpMhJjwMMUrjQf9J38AQT81/AyOffFrt82mLMqkMq44/xEcTu6G/qwXszQzwr0GdamwXmV6Aj/9+VG3SUXU5mRugt7N8JumCkjJcim5aTw1XSyO4WqruQpciKsamCzG4lVT3hLDaREdXD8++9yn2bfoEcfdvIS8rHRf2/FJjO0f3rnj2vU80M9GoTIbER/eQ+OhenZvoGRhi7HOvwH/C9HoPlxoXhdS4qDpfF+roYMjUORj5NHuHVdLV08N7q9Zj05oP8OB2CLIy0rC3lskN3bt4492VX7a5SUaFQiHe+nAttq7/BDcunUVOVgYO/l5zhQGhUAfPzH8NTz23oOWDbGN0dfUwb8ln+GPjKsTcuwVRVjrO/lmz96WzR1fMef9TjbR1mUyGhIf3kPBQdVsPmPsqBk2cofb5qCZdPT28/8kGbPx0Ge7fDkZWRhr+rGVSS48u3vjPx+vbXFsHgLioh4iLeljn6zo6Onhq9gI888IrLRhV26Wnp4elq7/GhtVLce+WPOd/bKs5oaVHV28s+Xh9taVXqf3S09PDh59txLpVSxB2KxiZ6an4/eeaeffs6o3ln25oU3mPuH9H8bhIXIhv161q0H6Hzt9srpDU1u4qATY2Nti1axf279+Pbdu2ITZWdXc8ZR4eHnjppZcwc+bMdrO+saYYm5pj8epvcPPKOQRfOImkmEcozBPByNQMTm4e8B0+FoPGToaOjvp/Eos+3oCY8DDEPryH9JREFIhyIc7Pg0AohImZBZzdvdC9zwA8MWYyTMzM6z8gVVNQUo5lh8MxsosNxna3RRdbE5gb6aKgpAzx2UW4EJmFk+HpkGp4FtMAbzsIK5bvuhCZhdLyxp1g/blo+EZmoreTObxsjeFkYQgzQ10IAYglUmQUlCA6Q4xrcdkIistFmaZ/gXbOyNQMz3/4FR5cv4Cwy6eRGhcFcX4eDE1MYefqjp6DR6PfyIkQauDaNu+DdUh8eA9JkQ+QlZoEcZ4IRQXyNmxsag77Tp7w6NkffUdOqLbkbW2mvfEBEiLuIinyATKS4lGUL4K4IA8ymRRGJuawc+mMTj590G/URJhb26k8ljYyMTPH8s83IyjwDC6fPY746EfIz8uFiakZXDp7YvDIAIwImKKRa3dz0DcwxNv//Rx3Q67h0pljiAoPQ25ONnR0dWFr54Ae/fwR8NQsOLrULOhqKyNTMyxYsQH3rp3H7Uun8Tg2CuJ8EYxMTGHv5o7eQ8ag/6hJGvkcM//DL5Hw8B4SHz1A5uNEiPNFEOfnQSgUwsjMHI6dPOHZyxf9R02stnwuaZ6pmTlWrNuCaxdP49LZ44iLeljR1s3h2tkTQ0YFYNSEqW2urb+5bDXCw24i8kEYkuKjkScSoSA/FzKpDKZm5nDp7Amf3r4YPfEpWNva139ALWJqZo6VX36HqxdOI/DMMcQq5dzN3RNDRwVg9MSn2lzOST2mZuZYvWErrpw/hQunjyEm6iHyRLkwrcj78DETMHYS894SBLLKbhLtVExMDG7evIno6GikpaWhsLAQJSUlMDAwgImJCRwcHODl5QVfX194ejZtWcG6NMdEkdS2rT8X3dohUAubP0i7Vy/RVt2t285dGGoZsSL1VqSj9qmrFdu6NtIRClo7BGphejrMuTbycTap87V2X2ry9PTUeIGDiIiIiIiIiDqmdrVqDBERERERERGROjp8ISQnJ0exUgwRERERERERabd2PzSmNmfOnMGuXbsQGhqK0tJSAPJZen19fTF37lwEBAS0coRERERERERE1BraVSFk+fLlEAgEePfdd2FvX3Pm6dLSUixduhQnT54EULVcbuVrQUFBCAoKwvjx47F+/Xro6+u3WOxERERERERE1Pra1dCYgwcP4uDBg8jLy6v19VWrVuHEiROQyWSQyWTo0qULJkyYgIkTJ6Jr166K50+fPo1PP/20haMnIiIiIiIiotbWrnqEqHLnzh0cPHgQAoEAzs7O+Oqrr+Dr61ttm5s3b2LJkiVITk7Gvn37MG/ePHh7e7dSxERERERERETU0tpVjxBV9uzZAwAwMTHBr7/+WqMIAgC+vr7Yvn07TEzk6wnv37+/RWMkIiIiIiIiotbVYQohoaGhEAgEmDVrFlxdXevczs3NDc8++yxkMhlCQ0NbMEIiIiIiIiIiam0dphCSnp4OABg6dGi921Zuk5yc3KwxEREREREREVHb0mEKIVKpFABga2tb77aV2xQWFjZrTERERERERETUtnSYQoizszMAoKioqN5ti4uLAUAxVwgRERERERERaYd2uWrMrl27YG1tXe05oVBe04mNjUX//v1V7p+SkgIAsLKyap4AiYiIiIiIiKhNapeFkN27d9f52rVr1zBz5kyV+9++fRuAfOJUIiIiIiIiItIe7W5ojEwmU/nvzJkzKCgoqHN/qVSKU6dOQSAQoF+/fi0YORERERERERG1tnbVIyQiIkLtYwQGBkIoFMLJyQkDBw7UQFRERERERERE1F60q0KIJowaNQqjRo1q7TCIiIiIiIiIqBW0u6ExRERERERERERNxUIIEREREREREWkNFkKIiIiIiIiISGuwEEJEREREREREWoOFECIiIiIiIiLSGiyEEBEREREREZHWYCGEiIiIiIiIiLQGCyFEREREREREpDVYCCEiIiIiIiIircFCCBERERERERFpDRZCiIiIiIiIiEhrsBBCRERERERERFqDhRAiIiIiIiIi0hoshBARERERERGR1mAhhIiIiIiIiIi0BgshRERERERERKQ1WAghIiIiIiIiIq3BQggRERERERERaQ0WQoiIiIiIiIhIa7AQQkRERERERERag4UQIiIiIiIiItIauq0dQHsWkVXQ2iFQC/PzsG7tEKiFlctkrR0CtYIL8VmtHQK1sHEedq0dArWCTHFJa4dArSBNXNzaIVAL621n0dohUBvDHiFEREREREREpDVYCCEiIiIiIiIircFCCBERERERERFpDRZCiIiIiIiIiEhrsBBCRERERERERFqDhRAiIiIiIiIi0hoshBARERERERGR1mAhhIiIiIiIiIi0BgshRERERERERKQ1WAghIiIiIiIiIq3BQggRERERERERaQ0WQoiIiIiIiIhIa7AQQkRERERERERag4UQIiIiIiIiItIaLIQQERERERERkdZgIYSIiIiIiIiItAYLIURERERERESkNVgIISIiIiIiIiKtwUIIEREREREREWkNFkKIiIiIiIiISGuwEEJEREREREREWoOFECIiIiIiIiLSGiyEEBEREREREZHW+H/27jugqavvA/iXGfbeG5yIggP33nvVVruXT9tH275Pt61dVrtsa3ftXra1w1H31qq4QURkKXtvQhIgQEjy/hFIQoGAEEDI9/NXyD259+jJ/Z2b3z33HCZCiIiIiIiIiMhgMBFCRERERERERAaDiRAiIiIiIiIiMhhMhBARERERERGRwWAihIiIiIiIiIgMBhMhRERERERERGQwmAghIiIiIiIiIoPBRAgRERERERERGQwmQoiIiIiIiIjIYDARQkREREREREQGg4kQIiIiIiIiIjIYTIQQERERERERkcEw7e4KUMcplUqkRJ7G9fPHUZKdBqlEBAtrGzh6+qP/6MkYOH4WjE1M9HKsL1bOaXPZgeNmYPrK51otl3cjDokRh5CfkoBKURkAwNrBGd4DQhE8cTY8gga2u769mVKpRE7MGWRFnYAoNx01FSKYW9nC1sMXvsMnwX/kDL21e6PjKuTIjT2P3NhzEGanoFoshJGREQS2DrBx8YRr31B4hY6FratXk88q5HUoSYuHMCsZwqxkVJTkoaZSjNpKCYyMjSGwtoe9dyC8Bo+B77CJMDEX6L3+PZlSqUTihZOIO3MMhZmpqJKIYGFjCxdvf4SMnYrQSbP11uZv3zOjzWWHTJyFhf99oc3lU2MuIfHSKeTcSEBleSkUCgWs7Rxg7+oBv+Aw9B8+Fu4BfdtTbYOlVCqRFnUaKRdPoDQ7FdUVIgisbOHo6YegUVPQf+zMTokHCoUcGVfOISP6DEoyk1FVHw8s7Rxh5+oFzwGhCBg6Dvbu3no/dm+mVCpx/tRRRBw/gMzUGxCLhLCxtYO3XxDGT52NybMWwMSkcy/hKiRiPPufOyASlqrf+3TLHrh5NI3tDZ64byFKCvPbtP/g0OF4/YNvOlxPQ6NUKhF99jgunTyM3PRkVIjKYWVrBw+fAIRPmoHR0+bp7bvxxJLxbS47eupc3Pe/V/RyXEOiVCqRcOEkrp05ioLMVFSJRbCs79cHj5uKsElz9Ba7N9w9vc1lQyfNwuL/rmlx+6f/dzdEJYVt2pd/cBjuf/XDNh/bEDTE+NPHDiBDK8b71Mf4KbO7JsY/vbJxjP/8F90xviV1MhnWrL4H2Rlp6vde/+ArhISF66WunYWJkB6uulKCQ5vfQm5STKP3q0RCVImEyE2KQdzJ/Zj7+GuwdXbrplo2T1ZTjX9++gjJl0412SYqzIWoMBcJEYcQOn0xJqx4FEbGHMDUoLaqAhd+egfFybGN3q+WCFEtEaI4ORZpZw9i7MNrYeWov3Yvz0nF5T8+RXluWpNtdTVSVJbkozApGtXiMoQtfaRJmYqSfERsbvlCqaq2CFXCIuTHXUTikd8x6t7n4BwYrLf692TSSgl2frIemfFXGr1fWV6GyvIyZMZfQfSxvVj29DrYu7h3Uy11Ky/Kx/5vNyEzIabptuIClBcXIDMhBoUZybj9mfXdUMOeqaZSguNfv4W861cbvS8VCyEVC5F3/SoST+3HzFWvwsZJf/GgJCsFEVs+Rml2apNtsmopxEV5yImPQlV5Kcau+K/ejtvbVUjE+GjDGsTHRDZ6v7ysFOVlpYiPicTRvdvx7LoP4OLm0Wn1+OXrjxpdIFP3q6oQ47uNr+DGtcuN3hcLSyEWluLGtcuIOLgLj7z0NpxcO++7QfohrZBg+ydvIONf/XpFeRkqysuQEX8FUUf3Yvkzb9yy/TrdvAqJGB+uX4O4FmJ8XEwkjuzbjuc7OcZv+Up/Mf7vP35slATpKZgI6cHkdTIc+OwN5CfHAQBsnFwRMmku7N28UCEsQeKZIxDmZ6E4MwV7P34Ft6/9COaW1no5tpOXP0YvfUBnGVtn1xa3KRRyHNq8AVlxqs7cVGCB4PGz4B40AEZGxijOSkFixGHUVFUg9tguQKnExLtX6aXuPZ2iTobz37+JkrR4AIClgwsCx86BjYsnpKISZFw8BklhNspzUnHm63WY+tQHMLOw6vBxS9IScPbbN1BXXQUAcO07BO4DhsHS0RVGxiaoFgtRnpOCgsSoVvdl7ewBJ//+sPPwg6WDK0zNBZDVSCHOz0TOlQhIRaWoKitCxFevYupTm2Dv6d/h+vdk8joZtm96DdnXrwEA7JxdMXTqfDh6eENSVoyrJw+hNC8LcKdbpAAAIABJREFUBRnJ+PO9tXhg3acQWOnnXHfxCcDkOx7SWca+DUnW0rxs/Pb2c6io73Q9g/qj77CxcHD1gKm5OSpF5SjKSkVKzEW91NtQyOtkOLp5PQpSVP2AtaMrBk6cCzs3T1QKS3Dj3BGU52ejNCsFhz59FYvWfKiXfqAgJR6HP3sNsvp44Nk/FD4hI2Dt5AojI2NIxUKUZKUg+1pkK3sibXUyGT54/Vkkxal+GDm7umP6vKXw8PJFaUkRTh7eg9ysdKSnJOHdl/8P6z/+AVbWNnqvR+zlCzh1ZC+MjI1hamoGWW3NTX3ezt4Rjzz1ss4ytvYOHamiwamTyfD12y8iNUGV8HR0ccf4WYvg4umD8tIiXDi2HwU5GchOu47N65/Fsxu/gaWe+gFPv0AsuPtRnWWcXPlD/WbI62T468NXkZXU0K+7Yfi0+XB094KkrAQxpw6iJFfVr2/d+BIefuMzvfXrrj4BmNJav+7StqS5lZ0D5q98WncZW/s21623q5PJ8P7rzyLxmibGz5ivifH/HKqP8clJeHvt/+HNTzovxp/sQIzXlpOZhr9//xEAILCwRE21VF/V7HRMhPRgcf/sVydBXP37YtGz78DC2la9fcj0RTj4+RvIirsMYV4WIvduxfjlTe/St4eFrR2Cho9r9+cTTh1UJ0FsHF2w+Pn34OCuGYrVf8xUDJ11G3Z/8CKE+dmIPb4bfUZMgNeAIR2ue0+XevagOgni4NMHE1e9CXMrTZDsM2EBzv/wFgqToiEpzEbikT8QuujhDh2zWiLE+R/eRF11Fcyt7TDmwRfh2rf5tlAq5KiWiJrdZuXgijmvfAtr55Yz3CFz78XFX95HftxFyGtrcG3PD5jw2Bsdqn9Pd/nYXnUSxCOgH+5a+x4stc718JlLsP2j15AWG4WS3Eyc2fUrpt/9mF6ObWVrhwHhbR8e3RxZbQ22bXoFFcJSmAkssOCx5xE8enKzZZVKJSRlJR06niFJPLVfnQRx9uuLeU+9DYHWd2PQ1EU4tnk9chIuozw/C1f2/47Rt/+nQ8esEgtxdPN6yKqrYGFjh2mPvgyvAaHNllXoiAfU1JF929VJkMC+A/Hyxs2wsbVTb5+9eDk2rXsOV6POIyczDTt/+x73Pvo/vdahproa333yjup4C+9A1IXTbX7cpYG5hQVGjp+i13oZuohDf6uTIL5BA/Dk+o9hZaP5bkyetwzfvPMSEq9cREF2Bg799SOWPviEXo5tbeuAsDGT9LIvUok6ukedBPEI6Id7174PSxtN7B45awn++vA1pMZGoiQ3ExF//4oZ9+irX7fHwJET9LIvM3OB3vZlCI7s3a5OggT2G4hX/xXj5yxejvdf18T4Hb99j/s6IcZ/83F9jF90By6fP43im4zxDRQKBb7ctAF1MhlGjJkIaVUlEmKj9VndTsVnDXoohVyOy/t/V/1hZITpK59rlAQBAFMzc0xf+TxMBRYAgGvH96C6QtzVVW1W7PHd6teT73uyURKkgbWDM6Y/rJlj5MLfP3VF1W5pCrkc14/9pfrDyAgj7366URIEAEzMzBF+99MwMVe1e2rEPtRUdqzdr/79bf08HiaY8Oi6FpMgAGBkbAJLe6dmt5kKLHQmQQDAxFyAESueVD8KVXTjKhR1svZXvodTyOU4t3ur6g8jIyxctaZREgQATM3NsfC/a2BWf65HHdmFqlvox+eZnVtQVpALAFi0+qUWkyAAYGRkBDsdo8lIQyGXI+bgH6o/jIww5aHnGiVBAFU/MPmh59T9QMI/He8HLvz5FWoqxTAyNsHsJze0mAQBAGNjE1i1EA+oMbm8Dru2/gBAdR6sfuGNRhfIAGBuLsDq59+AwMISAHB495+QiMv1Wo8/f9qMooJcOLm4YcVDq/W6b2ofubwOh7f/DED13bj/qVcaJUEA1Q/S+//3Kszrvxun9u9AhfjW6QdIQyGX44xWv7549YuNkiCAql9fvErTr1868vct1a/TzZPL67Dzd02Mf6KFGP/EC5oYf2iX/mP8H1ox/q4OxvhDu/9CcuI1CCwssfLJlueUuVUxEdJD5STGQFofEH2Ch8LZO6DZclZ2Dug3SvWjQ14nQ9qV811VxRZVlpdCmJ8NABBY28I/dFSLZd2DBsDR0xcAkJ+SAElpUZfU8VZVnHwVNRWqdnfrFwa7Fh4ZsbB1gO+wiQBUj9Lkx7X/cYPKsiLkxJwFAPiFT4WjX79276utBDb2EFirhlIqFfIOJ3J6soz4K6iq7wQDQobB1Seg2XLW9o4YNHYqAEAukyH58rmuqqJOtdVSRB/bCwDwHzS0w6NLSCPveox6tIXXwKFw9Go+HljaOSAoXNMPZF5tfz8gKS1E+uUzAIB+Y6bBNaB/u/dFjcVdiYJYJAQADB46Er4BfZotZ+/ohHFTZgEAZLJaRJ1rOs9We6UkxeHgLlVy7cHVz+vt0QrqmBuxl1EhUvUD/UNHwNMvqNlytg6OGDFBNSFmnawW1y5FdFkdqe3Stfr1wJBhcNPRr4do9es3bpF+ndon7koUxOX1MX6Y7hg/XivGR+o5xh/4WxXjH368YzG+uDAff/y4GQCw4sH/dup8Jp2lVyVCZDIZRCIRCgsLIRKJIJP13rvI2fGaYUd+g3XPyKu9PSuu9fkbOluFUDPs3cHdG0ZGRjrLq1cbUCqRaeDPmxde10yo5T5wuM6y7gNHqF8XJF7WUVK3rMjjgFIBAPALn9Lu/dwMmbQSNVUSAICRiSnMrWxb+UTvla41KV6f0JE6ywZpbU+NvTXOleuREaiRquaRGDy+7TPWU+tyEzT9gE/ICB0lAV+t7Tnx7Y8HyeePQVkfD/qOntbu/VBTsdEX1K/DRup+9DQsfKz69dUo/dzgqKurwzcfvQmlQoHwsZMxasJUveyXOi5Ra1LFQcPG6Cw7aLhme0I051y6FaVd01yL9wnT3a9rb0+5emv069Q+Vy9rYvzQcN0xfuhITYyPidRfjP/qw/oYP67jMf6bj99GtbQKgf0GYt6SO/VSx67Wo+cIuXbtGo4dO4bo6GikpqZCKBQ2KePo6Ig+ffpg+PDhmDFjBoYM6R1zTJTlZahfu/nrXmbSLUBzB78sN1Mvxy8vyMHOd55BWX42ZNVSCKxt4ODuA5/goQiZMg/WuoZCK9t/3LLcjPZ/uBcQF2SpXzv66m53Rz/Ndu3P3aziVNV8JDAygqNvP8iklUiJ2Ifcq2dQWapaOs3SwQWufYegz8QFsHP3bfexgPrh/ju+glJeBwDwCB4BEzPzDu2zJyvOSVe/9gjUPRrHM0hzd744O0Mvxy/Nz8GWN/6H0rws1EilsLC2gbOnLwJChmHY9AWwcdD92EPDM9AA4NlnIOpktYg+vg8J506gND8bCrkcNg5O8B04BMOnL4RXHy6X3VZCrXju0spILRd/zXdDqNV/3KyC+nmpYGQEl4D+qJVWIv7EHqRHR0BSXAAAsHZygWf/MIRMWwQHj47FA0OSk6FZfSewn+7zIKj/IPXr7Iymq/a0x+4/fkJWegosrazx0BNtXw67ORViEd5csxpZacmorJTAytoGbh5eGBQWjunzboOHl49e6mwo8rM0qzH49hmgs6yfVgzV/lxHFOVl4cOXVqEgJwM10ipYWdvCzdsPA0LDMWH2Ytg5OuvlOIZCu3/2DNQ9qs4rSNPe2tcDHVGan42f1v0PJXmZqJFKYWltA2cvXwSEDMeINvTr2qQVYvz61vMozE5DdWUFLKys4eDqAf+QoRg+bQGcmnn03VBpx+qg/l0f43dpxfiVHYzxp4/ux9Wo8zA2NsFjT72styWeu1qPTIQkJCTg7bffxuXLmrtaSmXzv67LysogFAoRFRWFb775BuHh4Vi7di2Cg3v2kpzl9c/bA4BtK0tq2Ti6wsjYGEqFAqKiXCiVylZHYbSmYXneBlJxOaTicuQnxyH6wJ8Ye/tKhM1c0uxnrewdNf+OwtbrIyrU/FuFBTkdqndPJynS/F9YtbIMpqW9i7rdK4rz2t3u5dkpAAAzCytUluTj3PdvQlreeDJLSWE2JIXZSD9/CCFz78WAGXe0ul+lQoG8eM3dKnlNNcSF2ciJOYPKEtWkTVZObghbqnum+t6uLF/znbdvZTlEOyfNuS5sw7nVFg3L8zaoEpejSlyO7OvXcG7v75h65yMYNee2Fj+fn3ZD/VqpUOCHV1ajJCejURlhYR6EhXmIPXUYI2Ytxsz7VsPYuGd2ql1JpBUPbJ119wPWjpp4ICpsfzwoyUwGAJhbWkNclIejm9ejUljcqEx5fjbK87ORFHEA4YsfQNic5Td9HEOUn6NJWLu28uPB2dUNxsYmUCjkKMjN6vC5npuVjl31z64vf2AVnDu4Aki1tApxVy6p/5aIyiERlSP1egL2b/8NC++4DyseXNVjL567WlFetvq1s5unzrIOLq7q70ZRfrZe+oGG5XkbSERCSERCpCZcxZEdv2Dx/aswdSHP87Yq1erXHW6iXy8r0E+/3rA8b4NKcTkqxeXISrqGs3u2Yvqdj2D03GVt2ldttRTpWqPUqyQiVElEyEu7jgv7t2HsghWYuvwh9uno3hifk5mOv+vnoFrxYMdivLhciJ+/+hAAMHfpCgT177m/qXtcIuTYsWN47rnnUFNTo05+WFpawt/fHx4eHrC0tIS5uTlqa2shlUpRUFCAzMxMSKWqpXyioqJw11134cMPP8S0aT13WG9NVYX6tYWN7mWpjE1MYG5hhZqqCijkcshqqtWTabWHnZsn/AaNgLNvICysbVEnq0VZbiZSL5+BuDgf8joZzvzxFaorJRi95L4mn7d1doONowsqhCWoqZQgM/YSAsJGN3usoowb6vlEAKBW699tiGTVlerXAms7HSVV7W5qYQVZVQWUCjnktdUwFdxcu8tltepjKpVKnP3mDVRLhLBx9YL/qBmwcfZATZUE+XEXUZgUDaVCgbj9W2Bkaob+U5pPhDVQyOtw4Ye3m91mKrCEz9AJGLzgAQha+X73dtVVmjZvbQk6YxMTCCytUV0p0cu57ujuhcAhI+DmGwRLWzvU1dagOCcTSZdOo7woH3KZDMd+2YzqCgkm3d78ctqVIs3F1t+fbUBZfg5sHJ0RNmUuXLz9IaupRlpsJJIuRQBKJS4f2Q0jGGHWA/pZ7aA3q23UD7QeDxr6AaVCjrqaapjd5HejTlaLWml9PFAocPiz1yAVC2Hn5o3+42bCztUT1ZViZMVcQE7CZSgVCkT+/SOMTUwxZGbLyTJSqayUqF/btbK0rImJKSytrVEpEUMul6OmWgoLy/Ytk65QKPD1hxsgk9UiqP8gzF7csR+0js6uCAsfi4A+/WHv6Iw6mQwFedmIPPsPstJToFDIsfvPnyAsK8Hq59d16FiGQqr13bCx090PmJiYwsLKClUVqn6gtloKQTu/GwDg4uGN4KGj4BXQB9a29pDV1iA/Kx0x5/5BSWEe6mS12PH9J6iqEGP+XR1bkcpQVGvF7u7o14OGhMPdLwiWNnaQ1dagODcDSRdPQ1jfrx/5ZTOklRJMuf1BnfuydXRGn7CRcPfvC2t7R8jrZBAW5CEpMgJF2elQKhQ4t+d3VJSXYvF/e95Emvp2K8T4Pv0HYU4HY/wPX7wPiVgEZ1d3rHjgvx3aV3frUYmQ7OxsvPDCC6iuroapqSmWL1+OJUuWICQkBCY67iooFArEx8dj586d2LZtG6qrq/H8889j9+7d8PHpmcMzZTXV6tembXhswNRcoE6eyKqr2h1El77wfotL2I5Z9iAid/+KqH2q1Wyi9v4G35Bh8Oo3uEnZQZPm4tLuXwAAp379HI5efrB3bXyXo0okxLHvP2j0Xm39XAOGqk6r3Y1NW293EzNzNMyUI6uW3nQiRCbV/Aivq65CXXUVPAePxpgH1sDY1Ey9rc/4eUg7exBXtqsmTYrb9zN8wsbDyrF9q3/YewXCtV8ozCw5UV+t1nrsbTvXzYH6ZquVtv9cv/eVD+EX3PxqIFNWPIyIHVtwdtdvAIAzf/+CwCHD4dtMbNC+4CvLz4FXn4G488V3YaG12tHQKXORHH0BOz5+HQq5HFFHdiFk3DR49xvUZH+kod0PtOXxMRNzAdDQD9RIbzoRop14kVVXQVZdBf+wsZj26Esw0YoHgyYvQOKp/Ti79XMAQOTfPyJwxETYOHE1IF2qtfo3M/PW29PcXNBwqkNaVdXui+Qje7fhRkIsjI1N8MhTa2Fs3P7p455YswH9B4U2u4877n8MR/Zux49fvAelQoHTR/chdPhoTJg+t93HMxQ12v1AG74bZuYCAKofXdXSqnYnQp566wv0DRna7LZF9z6GA398j0PbVKvZHPzzRwwMG4k+g8LadSxDcrP9upm5ORrug9V0oF+//9WP4N9Cvz5txUqc2r4FZ3b9CgCI2PkLggaPgN/A5q/5l6x+Cb79Q9Qr/GmbfPsDiDq6B4d++gxKpQKxp48gaPAIDJkwo1317i26Lcbv2Ybr9TH+0ac7FuMvX4jAuZNHAAArn1zT7jrdKnrUZKlbtmxBVVUVbG1t8fvvv+O1115DaGioziQIABgbG2PIkCF4/fXX8fvvv8PGxgZVVVXYsmVLF9W892gpCQKolkkcvfQBDJqkuai5vO+PZsuGzboNTvUrHFSUFePPdY8jYuuXuH7hBG5c/Afntn2Pra8+CmFeFuy0EiTNBVzqPA2TIjYwt7bFyLufbpQEaRA0fi68Q1WTPynldUg7d1Dnvk3MzLHso71Y9tFe3PbhHix8cysmrn4TvsMnoTQ9AZG/bkLEl6+oV8mhrtVSEgRQneuT73gIQ6fOU793dtfWZssqFZrHFo1NTLHkyVcaJUEa9Bs+BiNna0YNRB7+uz3Vpk7070dQBdZ2mPzQs42SIA2CJ89HwHDVCkEKeR0ST+3vkjrSzSkpKsAfP3wBAJh7210I7NuxOXoGDh6q8yJ71sLbsVzrDuLOrd936HjUuVpKggCqkQoL7nkU42YuUr93eDuvq29lLSVBAFW/PnX5Qxg2db76vTO7f2uxvN/AITqvycNnLsKUOx5U/x2xq+V9UecpKSrA1voYP6+DMV5aVYnvPn0XADB64jSEj52klzp2px71q/L06dMwMjLCqlWr2j3p6ZAhQ7Bq1SoolUqcPn1azzXsOg3rigOq4cqtqaut0XzWonOzd6MW3QvUP8eWm3S10bEbmFtYYuHTb6oncpVVVyH2+G4c+/Y9HP1mI64c2oaaSgn8BodjzG0Pqj8naOYHlCEx1Wp3RV3r7S7X+m7c7N1f1fEaf8Zn6ESdozQCx85Wvy66cbXNxzEyMoK5tS3c+oVh1H3PY/gK1WMRJanxOPfdhhbnADIE2nd+2naua8qYd3KmfuKy+9XnemZiDGTNnOsCS039A4cM1/k89NBpmguwzIQYPda0d9LuB+Rt+G7ItfuBmxwdBjSNIUHhk2CuIx4MnKhJiuclsT1bo31nTVbbenvWarWnpVX7zvXvP30H1dIquLh74o77HmvXPm7W/GX3wMpa1ZfnZWegMN+w5/5qC4F2P9CG74Z2LO7sO7bz7npYPXfBjWvRqK1p2g9QYzfbr2vHg4485tQWk2/X9OsZCc336201Zt4dENQvz1qalwVhYZ5e6thTdUeM//YTVYx3dffE8vs7FuN/++4zlBYXqibUXv18h/Z1q+hRiZDCQtUKFeHhupeLbc3IkSMb7a8n0k4IVLdyx1z1jKhqOJaxiWmji+fOYO3oDIf6JW/ldTKISwqaLWfj5IplL3+MGY+8gICw0bCyd4SxqRksbOzgPXAoZjzyAhY8taFRIkV7olVDZGah+dFRUynWWVYhl6Ouvt2NTExhYn7z7W4qsISR1gRXra1U46C1vbI0/6aP1yBwzGy49lMNry3LvI7CpPYv99nTWWit8V4laf1cr6l/nKkrznVbRxc4eageL5TLZCgvanqua8cqj1Zmx3f29FFfIFaKhI2GD1NT5o36gdbjgXY/YNqO74bZv+KBSysrlmmvZCMubn88MBTW1pplwsWicp1l5fI6SCtV57qJqWmjH8ptdeb4QVy5dBZAwxDn9s87cDPMzQXoF6y5mZWnpxWuejNLre9GhVh3PyCX16G6SnWum5iadmg+ibZwcHKFm5dqdag6WS1Kiwz7x25baI+KvBX7dedG/Xr7Y7epuTl8+moecS3RmvTXEHV1jI/QY4xPvHYFR/ftAADcvfIJOLn0jkdde9QcIRYWFqipqUFlZWXrhXVo+LxAINBHtbqFg4e3OsEgKSmEnUvLd1krhMVQKlSPONi7eXV4tum20J64r6aq5fYyNjbBgDHTMGBMyxPXluVploh0C9D9Q6q3s3XzRlWZKoFXVVYEa6eWZ32WikrU7W7j4tmudjcyMoKNqxckharOq7XRRNqJGlkH53PxCB6O4mTVqJLilDh4BHcsAdpTOXn6oLx+WVJRcYHOERXiMs257ujeNee6lY0dGqZDrWlmMmNnT1/1hZRFG+Z8EVhaqxMgNVWVnX4R35PZu3lD0tAPlBbqXEGsUqiJB3Zu7Y8H9u5eKK+fwFrXaJB/b6+VdqzfNgSePn4oql8RrrgwD24eLa8qUFpcBIVCDgDw8PJtV3ueOLQLAODg5Iz05CSkJyc1W05aqTmvD+/5C9b1ozmmzVsKh3Yum2qjNUFkZYVhT4LeFm5eviitv5teWpQPZ/eWV44pLylWfzdcPXy6pB+w1mpP7e8LNc/Z0wfl9cnh8pvo1508uqZft7S1A+rzH9U6ruHbtC+t3wPVBr7gQZfH+INaMT4lCekpzcf4Kq1z9tDuv2Bto4rx07Vi/D+H9kCpVMJcIIBEVI4dv33X7L6KtW6InT52AElxqtGgYyfPhJeP/03/Gzpbj0qEBAQE4OrVq9ixYwfGjh3b7v1s374dABAYGKivqnU5J68AZMWp7pIXZabAe2DLk1MVZSRrPufdNV9C7buTAquOTXiZd+Oa+rVn/6YTrxoSOw8/FCaplikTZqfAtW/Lj4gJs1Iafa697L0C1IkQWbXu5Ib2qjZmHRy+qf1YjkxquJ2nq08g0mKjAAAF6cnwH9TyM9vaS9W6+gZ0dtUAAFWNzvWmj665+QUi9apqGc3qNvwYrtFKoHU0dvR2jt7+yElQ9QMlWcnwGtDy898lmZrvhqNXQLuP6eQdqE6EtJbc0N7eWtKEAJ+APrgadR4AkJ6chJCwlpO/aTcS1K99A/q063gNjxyWl5Xir5+/atNn9m//Vf16+JiJ7U6EVGjdBW+46KaWefoFIfGKarn57NTr6D9keItls1I1P3Y8/YI6vW4AUKnVnpbWbM/WuPoGIDU2EgCQn34DATr69by065rP+XTN7xapRNOvW3SwH5ZWaO/LsL8bvloxPu1G18b4P39qW4zfpxXjR4zWxPiGfdXW1OCvLV+3aV//HNqjfu0b0PeWTIT0qEdjFixYAKVSif3792Pjxo2obcPzVdpqa2uxceNG7N+/H0ZGRliwYEEn1bTz+Q0eoX6dHaf7sYGsuCitz3X+XfXK8lKUF6oynsamZrB1bv9a1aW5GShKV13AO3j4NLsCjSFxH6i5+GlIiLRE+3ESj+AROkrq5jFQ81lhdoqOkkC51nYbV+92HxMAKko0wzHNW1kquDcLCtWcsw0JkZak1V9YAUCf0JGdVqcGFcJSlBWonu83MTWDvYtbkzJBYaPUrwvSbzTZrq00P0f9+IaNgzNHg7TCe5Dm3MyN190PZGtt9wlpfzzw0epDSjJ1x4OSLE0S3t69Y/HAEISNGKN+3XCx3BLt7WHh7b8x1B1ktbVITtS6wdFFN2h6suBhmjjakBBpSUL0BfXrQcNHd1qdGojKSlBU/8iDqakZnHSMbiCVPjfRr6de1fTrfcM6v1+XCEtR2qhfb/81fJ2sFjkpmh/0zp49c6VOfRka3vYYHxOp2T50ZM+K8T1JjxoRcuedd2LHjh1ITEzETz/9hN27d2Pu3LkIDw9HUFAQPDw8YGlpCXNzc9TW1kIqlaKgoABpaWm4fPkyDhw4AKFQCAAIDg7GihUruvlf1H7eA8NgaWsPqUSE7MQrKM3NgLN3QJNyVeJyJF86BUC1SkfQsM4/mS7t+RWozxx69x/S7ucZFQo5IrZqMpjDZi/TS/16Mte+oRDY2KOmQoSi5KsQ52fCzrPpRWS1pBzZVyIAAMZm5vAc3P6LIc8ho2GyQwB5bQ1yYiIweP79LU6Ymn7+sPq1x8CW71i1pq5GiuzoU+q/nQOC272vns5/0FBY2TmgSlyO9PhoFOdkwNUnoEm5SpEQCef/AaBajq/fiHGdXrfTO7eoz3W/gaHNJi78BgyBrZMrJGXFSL8WrXMYcMwJzcoiQTrulJCK14AwWNjao1oiQm5SDIR5mXD0ahoPpOJypEVp+gH/sPb3A/5hY2FqLkBdbQ3Sok5j5NIHWxztkRShWTmqI8kXQxEyNBx29o4Qi4SIu3IJ2Rmpzd4JFAnL1MsXmpkLED5ucruO9/oH37Sp3BP3LURJoSox/emWPTqHc7fF/h2/qYdie3j7wcPbt0P7MwT9hwyHjb0DKkTluB4bhfystGZHe0jKhbh85jgA1fKcQ0ZN7PS6HfjjB/Xd4r4hQ9s1l4GhCRg0TN2vp8VFoygnA24t9OvxWv16/67o13f8rO7X/YOb79fb6sKB7erH4508vOHkYdgJ8ZCh4bBzcIS4XIhrrcT4s1oxfmQ7Y/y6TW2L8Y/fuxDF9TH+81+aj/GPv7AOj7+wrvVjPvsoEmJVN2pf/+ArnaNebgU9akSIqakpvvvuO4SFhUGpVKKsrAxbt27FM888gyVLlmDMmDEICwtDcHAwwsLCMGbMGCxZsgTPPPMMfvvtN5SVlUGpVGLo0KH49ttvYWrao/JAjRibmGDE/LtUfyiVOP79B6iulDQqUyerxfHvP0BdTTUAYMhvcK6KAAAgAElEQVS0hY3m7tB2/PsP8MXKOfhi5Rxc2v1Ls2XO7/gBktKiFuukUMhxcdcWJJzSXPyOWHBni+XzkuPUz7/9W620Ese+fQ+59SsNeA8MQ/DEOS3uy1AYm5hgwIzlqj+USkRu/Qi1/3rmUi6rRdTWjyCvVbV7nwnzIWhhREXU1o+w4+mF2PH0QiQcan75U3NLG/SbsgQAUFspQeTWj6CokzUpl3buIHJjzwEATMwtEDR+XpMyiUf+gDg/s8n72qolQpz7/i1Ui1QzT9i4esF9QMvDRns7YxMTjFt8t+oPpRJ7v9wI6b/P9dpa7P3qPcjqz/URsxbDSuuZbW17v3oPb98zA2/fM0N1wdOMf/74DqKSlieTVijkOLX9p0aJi3FL7m62rJGxMSYtu1/1OXkddn/+VrPPCSdHX0Dk4Z2qzxgZY9Tc21s8PqkYm5hg6Nz6GKtU4uSPH6CmmX7g1E+b1P3AoCkt9wOnftqE7x6bi+8em4vLe39ttozAygZDZqqWOa6pFOPUj5sgbyYeJJ4+gIxo1SRtpgILBE+e36QMNWZiYooldz8MQDUMefN7r6NC0ngS3NraGmx+fx1q6ufRmb1oOWztHJrd3+b31+HOWeG4c1Y4trVxKHNH/L31e+Rmpessc3Tf9kaP4Sy96+HOrlavYGJiitm3PwBA9d3Y8vGbjR5LBFQrxfzy6ZvqOZYmzVsGG7vm+4FfPnkTTywZjyeWjMf+35tfwnj3L1+irLj5ye4B1SSe+7Z+i7NHdqvfm33HAzf17zJUxiYmmKDVr+/e/C6kFU379d1fbVT36yNnLWmxX9/91UZsuHs6Ntw9Hae2N9+vH29Dv35y24+I1urXJyy5p9myEbt+Q3Gu7mu5y8f24uS2H1vdlyExMTHFbXdpYvznLcT4L7Ri/JzFLcf4L95bh+Uzw7F8ZnibH1ehxnpcJsDZ2Rlbt27Fjh078OOPPyI9XXenqy0wMBAPP/wwbrvtNpiYmLT+gVvc4KnzkXr5DPKT41CcmYI/161GyOR5sHfzQoWwBIkRhyHMzwIAOHr5IXxB8z9U2irun/2IPrgNnn2C4dE3BA4e3jC3tIa8tgZl+VlIiYxotDLAiPl3wlvHM+untnyG6koJAkJHwdW/Lyxs7VErrUJJdipSIk9DKlbNqOzkHYBZj73UJRNE9QR9xs9FXuw5lKTFozwnFcfefxJB4+bA2sUL0vISZFw8qp7Tw9bdF8EzOz7yacD021GYeBnC7BTkx13E0feeQMCoGbB29kCttAJ51y40elRn+PLHIbBp2mHnXj2HhIO/wd4rEC59QmDn7gdzKxsoAdRIhCjLvIG8uIvqJI6pwBLhdz8NY1OzDv8berIRMxbi+qUIZF+/hoKMZHz/0qMYNm0BHN29ICkrQczJgyjNU53rLt7+GN/BC47o43txft+f8Ok3CD79B8PJ0wcCS2vU1dagJDcTiRdPNZpJftziu+Ef3PI8RaGTZuN61FmkXLmA3JREfPPCSgydMg8u3n6Q1VQjLTYKiZdOq+9CTbrjQbj59tw5nLpS8OT5yIg+i4KUOJRmpWDnhscxcNJc2Ll6obK8BDfOHlbP6eHg6YdhDQn0DgibsxzZcVEoyUxG5tXz2PHGKgwYPwu2Lh6oqapAZsx55MRrhntPuOdJWNo2fyFHjc1acDsuRZxAUtwVpKckYc1/78KM+bfB3csXZSVF+OfQbnWywcc/CLfds7Kba6xx4fRx/PnTlwjoOwDBQ4bD2y8QNrZ2qJPJUJCXjUtn/0FWmuZxqQnT52LyrJ77iHJXmzhnKWLOn0RqwlVkp13HO089iPGzF8PV0xvlJcU4f2wfCnIyAAAevgGYc8eDHTremYO7cGznbwgcOARBA4fAzcsXltY2kNXUID8nHVfOnECJ1nKos+94AP0GD+vQMQ1J+MxFSIqMQFaSql//5qVHMXz6Aji5e0FcVoyYkwdRkqvp1ycs7Vi/fvnYHpzb+wd8+4XAZ0AInD18ILCyRl1tLYpzM5F44SSEWv36hCX3tNivJ148hZN//QCPgL7wDw6Di5cfLKxtIa+ToawwD0mRESjKSlOXHzJhBsImze5Q/XuLWQtvx8UzJ5B47QrSk5Pw/GN3Yeb82+Dh7YvS4iKc+FeMX3YLxfjeqMclQgDAxMQEy5cvx/Lly5GWlobo6GikpqaisLAQlZWVqKmpgUAggLW1Ndzd3dGnTx8MHz4cQUFdM2lUVzExNcO8J1/Hoc1vITcpBhVlxbj4d9NMsKt/X8x9/DX9TDyoVCI/JQH5Ws/8/ZupuQBjb1+J0OmLWt1dlagMCRGHgIjmt/cZMQGT73sSli1kwQ2RsakZxq58BRd+egfFybGQlpcg/kDTu7cOPn0w9uG1LT7GcjNMzS0w/tF1uPjzRhSnXENFcR7i9m9pUs7EzBzDbl8NvxFTdO5PlJcOUZ7uJKa9dxBGrHiy1SV7DYGJqRluf3Y9dn6yHpnxVyAuLcYprTstDTwC+mHZ0+v0MyGZUomcG/HIuRHfYhEzgQWm3vkfhM9aonNXRsbGWPp/r2LvVxuRdPE0KoSlOPN305FnRsbGmHz7g5oRMNQqE1MzzFz9Go5//Rbyrl9FpbAYl3c3PTed/fpi5qpX9TJpqam5BWY/uR4nvnkH+TdiIS7KReTfTb+PJmYCjL/ncfQd3fKqYNSYqZkZnntjEz7asAbxMZEoLS7Enz992aRcYN+BeHbdB7C6BSemzEi5joyU6y1uNzExwaIVD+L2+x7pwlr1fKZmZnhs7bv4buMruHHtMoQlhdj3W9Oh775BA/DIS2/rZdJSpVKJtMRYpCXGtljGXGCBxfevwuT5HMV3M0xMzbD8mQ3Y/skbyIi/AnFpEU7+9UOTch4B/bD8mTf01q9n34hD9o24FouYCSww/c5HMHK27n4dAAoyUlCQ0fJcUcYmJhi38C5Mrh8VSqrz+Pk3NuHD9WsQVx/j/2guxvcbiOdv0Rjfm/TIRIi2oKCgXpfguBkW1rZY/Nw7SIk8jevnj6MkKxXSCjEEVjZw8vJHv1GTETxhFoz1MAJm4TNvoSA5HgWpiSgvzIVUIkJ1pQTGxsawsLaFs08gfIKHYuD4WbCwsW11f5PvfQKZ1yKRnxwHSVkxpOJymJiZw9rBGd4DQtF/zFR49gvpcL17I3MrG0xc9SZyYs4gK+oEynPTUFshhpmVDew8/OA7bBL8R83QS7s3ENjYY+Lqt5AbcwZZ0adQnpOKGkk5TMwEsHZ2h3vwCPSZMB+W9i2vIjDhsTdQmBSNkvREiPLSUVVWiFppJYwAmFpYwcrRDY6+feAdOg5u/YfCyLhHPb3XqSytbXH3S+8h8cJJxJ05hoLMFEglYlhY28DFJwCDxkxB2OQ5emnzO9e8i5wb8chNTkBZQQ6qxCJIK8QwMjaGpY0d3PwCERAyHKGTZjVaGk8XM3MBbvu/15AWG4nY00eQm5KIyvIyGJuYws7FDQEhwxA+azGcPAx7MrX2EFjbYu7T7yAt6jRSLp5AaXYqqitEEFjZwtHTD0EjJ6P/OP30Aw0sbR0w75l3kX45AqmXTqIkKwVSiRCmZgLYunjAJyQcg6YuhLVD+1YVMWQ2tnZ4ZeNmnD91FBHHDyAj5Tok4nJY29jBxz8I46bMwpTZC2Ficmtdwj2+Zj0Sr0UjOeEacjJTIRaJUCEph1KhhI2tHbz9gxA8ZDimzlkEp2YmVqbWWdnY4cn1nyD67HFcOnkYOWk3UCkWwdLGFp6+gRgxcQbGTJ+nl+/G4+s+RGriNWRcj0NRXjYkIiGqJKp+wNrWHt4BfdA/NBxjps2Dta3hTmjeEZY2trh37ftIuHAS184cRUFGCqrq+3VXnwCEjJ2KoXrq1+95cSOyr8chJzkBpf/q161s7ODmF4TAkGEImzy71X598aoXkZUUi5zkBBTnZEIqEaGqQgylUgFLazu4evvDLzgUQ6fMgZ2Ta4fr3tvY2Nrh1fdUMf70sQNI14rxvv5BGDd1FqbegjG+NzJSNsxwRDft0zNtfyyHeocCcdNn4al3G+DGid8MUVEFz3VDMyOQF+yGqKSqprurQN2gsKq6u6tAXWyIK0eXG6Iwv5Zvzvf6261Hjx7FqFGjMHp05y8hRkRERERERES3tl4/5kYmk0EsFnOiTSIiIiIiIiLqWYmQvLy81gv9S1lZmfp1fn4+/v0kkJdX07WSiYiIiIiIiKh36lGJkGnTprVrZEfDZ6ZNm9bk/YSEllc/ISIiIiIiIqLepUclQgA0GdFBRERERERERNRWPS4RYmRkBGdnZ0ycOLFN5XNychAZGQkjIyMsWdL6mthERERERERE1Hv1qETI3LlzcfDgQZSWlqKgoACvv/46AgICdH7mwIEDiIyMBAC88847XVBLIiIiIiIiIrpV9ajlcz/66CN8/fXX8PLywvnz57Fo0SJ89tlnqK2t7e6qEREREREREVEP0KMSIQAwefJk7N+/Hw899BAUCgU2b96MhQsX4syZM91dNSIiIiIiIiK6xfW4RAgAWFhYYM2aNdi2bRtCQkKQmZmJRx55BE899RQKCwu7u3pEREREREREdIvqkYmQBsHBwdi2bRtefvllWFlZ4dChQ5g3bx5+/vlnKBSK7q4eEREREREREd1ienQiBFCtInPffffhwIEDmD59OiorK/Huu+9i2bJliImJ6e7qEREREREREdEtpMcnQhq4u7vjiy++wOeffw43NzckJibi7rvvxrffftvdVSMiIiIiIiKiW0SvSYQ0mDFjBg4cOIB7770XAJCYmNjNNSIiIiIiIiKiW4Vpd1egM1hbW+OVV17BokWL8OOPP3J5XSIiIiIiIiIC0EsTIQ1CQ0Px0UcfdXc1iIiIiIiIiOgW0esejSEiIiIiIiIiagkTIURERERERERkMJgIISIiIiIiIiKDwUQIERERERERERkMJkKIiIiIiIiIyGAwEUJEREREREREBoOJECIiIiIiIiIyGEyEEBEREREREZHBYCKEiIiIiIiIiAwGEyFEREREREREZDCYCCEiIiIiIiIig8FECBEREREREREZDCZCiIiIiIiIiMhgMBFCRERERERERAaDiRAiIiIiIiIiMhhMhBARERERERGRwWAihIiIiIiIiIgMBhMhRERERERERGQwmAghIiIiIiIiIoPBRAgRERERERERGQwmQoiIiIiIiIjIYDARQkREREREREQGw7S7K9CTVdQoursK1MUCnATdXQXqYkF2Nt1dBeoG5iZV3V0F6mI3ysTdXQXqBv2cbLu7CtQNKmV13V0F6mLmZrz/T43xG0FEREREREREBoOJECIiIiIiIiIyGEyEEBEREREREZHBYCKEiIiIiIiIiAwGEyFEREREREREZDCYCCEiIiIiIiIig8FECBEREREREREZDCZCiIiIiIiIiMhgMBFCRERERERERAaDiRAiIiIiIiIiMhhMhBARERERERGRwWAihIiIiIiIiIgMBhMhRERERERERGQwmAghIiIiIiIiIoPBRAgRERERERERGQwmQoiIiIiIiIjIYDARQkREREREREQGg4kQIiIiIiIiIjIYTIQQERERERERkcFgIoSIiIiIiIiIDAYTIURERERERERkMJgIISIiIiIiIiKDwUQIERERERERERkMJkKIiIiIiIiIyGAwEUJEREREREREBoOJECIiIiIiIiIyGEyEEBEREREREZHBYCKEiIiIiIiIiAwGEyFEREREREREZDCYCCEiIiIiIiIig8FECBEREREREREZDCZCiIiIiIiIiMhgMBFCRERERERERAaDiRAiIiIiIiIiMhim3V0B6jpKpRIZl08j7dIJlOWkobpCBIGVLew9/RAYPhl9x8yEsYmJ3o+rUMiRFXMOmVfOojQrGVKxEEZGRrCwdYSdqyc8+ofCb+g42Ll56/3YvZVSqcT1S6eQePY4irJSIZWIYGFtC2dvPwwYPRWDJ87SW1tuemBWm8uGTJiJOY883+y2Q9++j/gzR2/6+GOX3ItxS++/6c/1RkqlEpFnjuHCiUPITr8Biagc1rZ28PQNxKhJMzF+xnyYmHRuWK+sEOPVVXdCXF6mfu/d73bCxd2r1c/eiI/BmSN7kJIYC5GwFADg4OSCAUOGY8LMhQgaMLjT6t2TKZVKxJ8/iasRR1GQmYIqsQiWNrZw9fbH4PHTMHTyHJjo6Xxfd+e0NpcNmzQbS1evuelj1NXJ8PWLj6E4J0P93gOvfojAkKE3va/eSqlUIk6rzSu12jxUz23+2k20+dBJs3FbO9v8qxcfQ5FWmz/ENm9CqVTiwqmjiDh+EJmpNyAWCWFjawdvv0CMmzobk2ct6PQYXyER47n/3AGRUBPjP92yG64eLcf4J+9bhJLC/DbtPzh0OF774OsO17O3UCqViD33D6JPH0FeRgoqxeWwsrGFm08Ahk6YjhFT5uitzdfcMbnNZUdMnoPlT7zU7DZ5XR3SE2ORk5qE7JQklBbkoFIsQlWFGEbGxrCxc4BnQF8MGjkeQ8dNh5lAoJf69yZKpRJn/zmCk0f2Iz3lBkQiIWxt7eETEIhJ0+Zg2pyFMDHt/HP9ifuXobz+egwAvv59H9w9Wz7Xy4VluHLpHOJiopCWfB2F+bmoqa6GlbU13D29MShsOGbOXwJf/6BOrbu+MBFiIGqqJDj57dsouH610ftSsRBSsRAF16/i+ukDmPrYK7BxctPbcUuzU3Hu149Rlp3aZJusWgpJcR5yEy6jSlSGUXc8prfj9mbVlRLs/XwDshJiGr1fKSpDpagMWQkxuHpiLxb/bx3snPXXlt3F3tWzu6twS6isEOPLd9YiKTaq0fsiYSlEwlIkxUbh5MGdeHztRji7eXRaPf787pNGSZC2qKmW4ufP3sal000TYYV52SjMy0bEkT2YvnA5lq/8H4yNOVixgbRCgr8+Wof0+CuN3q8oL0NFeRnS468g6ugerHh2PRxc3LupljfnzK6tjZIg1Ji0QoI/WmnzS0f34K4e1OYRu7Y2SoJQUxUSMT7esAbxMY1jfHlZKcrLShEfE4Vje3fgmXXvw6UTY/yvX3/UKAlCnaeqQoJfN72G1LjoRu9LyssgKS9Dalw0LhzejfuefxOOrrfOuV5amItv1z/d4nZhcQGExQVIiDyD49t+xp3/exUBvNGhViERY+Prz+NadGSj94VlJRCWleBadCQO7tmGlzZsgqt7510D//DFpkZJkNZ8++l7OLhrGxQKeZNtErEIErEIKdcTsG/7Viy8/R7c/9j/6S1h31mYCDEA8joZTny1HkUp8QAAa0dX9JswB3auXqgUliDl/BGICrJRlp2CY1+8hnnPfQhzS6sOH7coNR7HvngdsuoqAIBHv1B4DRoOaydXGBkZQyoWojQrBbnxUa3siRrI62TY9fHryL0RBwCwdXJF6JR5cHD3gqSsBHERh1GWl4WizBTs/OBl3PXaxxBYWuvl2M7e/hi/7EGdZXQlXobNXII+w8e1epzywlyc/vM7AIC5hRX6j5x4U/XsjepkMnz+5gtIjlclv5xc3DFpzmK4efpCWFKEM8f2Ij87A1mp1/HJuqfx0gffwdJKP+2uLf7KRZw7vh9GxsYwNTWDrLam1c8o5HJsfuclxEdfAAAILCwxfsZ8BPYPgbGRMbLSbiDi6F5UVYhxbM+fUCqVuOvRZ/Re956ork6G3z94BVlJ1wCozq8R0+fDycMb4tJiXDl5CCW5mchPT8Zv776Iles/h4We2t3VJwDTVjyss4y9y80nWotyMhCxaysAwExgAVlNdbvq11vV1cmw9YNXkFnf5vb1be7s4Q1RfZsX17f5L+++iEf02OZuPgGY3kltfrq+zc0FFqhlmzdRJ5Nh0+vPISlOlfxydnXHtHlL4eHli7KSQpw8vBe5WelIT0nCuy//H9Z//AOsrG30Xo/Yyxdx6si+m4rx2uzsHfGfp9bqLGNr79CRKvYadTIZtry3FumJsQBU5/romQvV53rUiQMoys1EbvoN/PD2C3j8rc16O9fdfQMx+86VOsu0Jcnq5O4Fv77BcPcNhIOLG8wEFqiRVqEgKw1Xz/0DcVkxhMUF+G7Ds3ji7S/h4dczRgl0JplMhrdffhoJsapz3cXNA7MW3AZPb1+UFhfi2MHdyMlMR9qNJKxf8yQ2fvFTp5zrMVEXcOLQXhjXn+u1bTjXszPS1EkQv4A+GDJ8JPyD+sLaxhYiYRmiLpxB9MWzUCgU2P3XL6iqrMDjz7+q97rrExMhBuD66f3qJIiTb1/M+t9bEFjZqrcHT1mIE19vQF7CZYjysxB78HeE36Y7QLZGKhbixFcbIKuugsDGDlP+sxYe/UObLatQyFEtEXXoeIbi6ol96iSIm39f3LFmIyysNW05bMZi7P50HTKuRaE0LxMXdv+GyXc+qpdjW9rao9+I8e3+vHtAP7gH9Gu13Om/vle/HjB6MswEFu0+Zm9x8uBOdRLEr88APPvmZ7C2sVNvn7bgdnz+1hrER19AXnY69v3xA+54+Em91qGmuhq/fLERADB13jJcvRSB0qKCVj936vAudRLE0cUNz731Bdy9fNXbR0+ZjZlL7sIHLz+OgpxMHN/7F0aMm4r+g4fptf49UdSRPeokiGdgP9z/8gewtNGc76NmL8Ufm15F6tVIFOdk4vTOXzDr3v/q5dhWtvYIHjlBL/tqoFAosOfrDyCvk6H/iLGoqapCZuLV1j9oQCKP7FEnQTwD++HBf7X56NlL8fumV5FS3+andv6C2bd4m++qb/MB9W2ewTZv4ui+7eokSGDfgVi78QvY2Gpi/KzFy7Fp3XOIjbqA3Mx0/P3b97jn0f/ptQ411dX4/pO3VcdbeAcuXzjd5sddGphbWGDk+Cl6rVdvdeHIbnUSxDuwP/7z2oew0jrXx81Zii3vvYIbVy+hKCcDx7dvwfz7V+nl2Na29ggZ1f6bTA7Obljz+R9w0jFaYfad/8HWj99AQtRZyGqqsf+XL7Hy5ffbfcze4tDubeokSFD/gVi/6atG5/q8pSvwzivP4ErkeWRnpOGvLd/iwVUtj75pj5pqKb7c9BYAYO6S5bh09hSK23CuG5sYY/KMuVh4xz3oO2BQk+3zlq7AuZPHsGnDWsjldTi6/29MnD4bocNH6bX++sTxx72cQi7HtUN/qv4wMsKEB55tlAQBABMzc0x44FmY1v/gTDy5B9UV4g4d99K2r1FTKYaRsQlmPL6+xSQIABgbm8DK3qlDxzMECrkcF/ao7qrByAhzH32hURIEAEzNzTH30efVyYMrx3ZD2sG27EoKhRwJZzWPT4RMbPv8JL2VXF6H/X/9BAAwMjLCyqdfb5QEAQAzcwFWPv0aBBaWAIDj+7ahQqzf5OKuX79CSWEeHJ1dcdt9bf/hdXzvX+rX9656oVESpIGDkwsefvo19d9///JVxyrbC8jlcpze9ZvqDyMjLF39YqMfxABgZm6OpatfVJ/vFw//japbOKl86fAu5CQnwExggXkP/V93V+eWo93mRkZGWNZCm9+2+kWY97A2NxdYYD7bvFlyeR12bf0RgKrdV72wrtEPIwAwNxdg9fNvqGP84d1/QSIu12s9/vrpSxQV5MHJxQ0rHtLPD25qnlxehxM7fwGgavPlT65tlAQBVP36iifXwlygavNzh3ai8hY5180tLHUmQQDATCDAsv++AGNj1aMRKdcuo04m64rq3bLkdXXY/qvqZp+RkRGeemlD03NdIMD/1m6ARf25vn/nnxCL9Huu//b9ZhTm58LZxQ33/ufxNn/uudfexdOvvNVsEqTBuCkzsGDZXeq//zm8r0N17WxMhPRy+devorpCFTg9B4TB0cu/2XKWtg4IHDEJAKCokyE79kK7j1lRWojM6DMAgD6jp8HFv3+790UaWQlXIK3vBP0GDYWLT0Cz5azsHDFg9BQAgFwmQ0r0uS6qYcdlxEahsn7+CSdPX3j3C+nmGnW/pKuXIREJAQADw8Lh3cIEVHYOThg5cQYAoE5Wi5iLp/VWh7Qb8ThWn9C467Fn2zw8t7ysBAU5mQAAa1s7hI5seURRUP8QePio4lNKYmybRpv0Zulx0aiq/6ETNHg43HwDmy1nY++IweNUk13KZTIkRd2a53t5cQFO/Km6AJy2/KEeM7dFV0qPi0ZlfZsHtrHN627xNj/GNm9V/JUoiOtjfMjQkfAN6NNsOXtHJ4yboro5IJPVIuqc/mJ8SlI8Du76AwDw4OrnOuXRStJIjbuiPtf7DB4ODx3netj4hnO9FgmRZ7qsjvpgY+8Aazt7AKqbebdy0rYrxF6JhKhcda6HDh8Fv8Dmz3UHRydMmDYbgOpcv3T2pN7qcCMxDvt2/A4AeOR/L9zUuf7vpE1Lxk+ZoX6dmZZycxXsYkyE9HJ5iZoJmLwHhess66W1PTeh/fN2pF48DqVSAQAIGjW13fuhxjK0JtMKHDJSZ9nAUE1bZsT2nDlY4iIOq1+HTJzdjTW5dcRfuah+PXj4GJ1lB48Yq34dd7n9yUxtdXV1+Pmzt6FU/D979x3YVNU+cPzbpntBd0sLpQXKXgVkD5EhqAwVFSduxa0IPxeKorj11Vf0dYsbFQQElL333rSle6+0aZukSZv8/khJU2nTlUJLns9ft73rtE/Oyb3PPfccA/0GjyJm6Jh676vMyzEvB7drj4ODg9XtQ8I6AJUzZhzc3ajyXi7OWdTbzn2t13fL9fFH9zVbmZpi1ZcfoNNqCI3swuBJ11/q4rRI8RYx71JHzC3Xx7XQmK+0iPkQiXmtjh2qaqv7DhpqZUvoO7Bq/dEDtmkjy8vL+fyDhRgNBgYOHc2gEXLd1txij1YNktm1/2Cr20b3q3qt4OyRllnXa6MpLUFdbOqVrFA4XdDDzd4c2V9V1/tfYX3MvBiL9Yf22aqu6/nknVcxGAxcMXwMQ0bWf8awhrBMrmsWDHQAACAASURBVLT0MaFkjJDLXGFmsnnZv0Nnq9sGRFSN31CYkWxlS+uy40xjWODgQEBENDpNKae3rCT50A6K80xPeT19AwiJ7kP3MVNoE3JhV3lxofz0JPNyXWNtBHes6oWTZ7FfUygz0/h54VMUZKSg02pw8/TCNyScDj360/fKa/Bs27TXm9TFRZw7bPqScFQo6Dl8XB172If0lATzckTnbla37WixPj3lwpmaGmPt70tITzqHm7sHtz40p0H7GjE2+rxpybYpf2tlOcNGaKT1XnXtorpW7ZeaVPuGDZCfmcpXLz9OXnoKZRo17l7e+IeGE9UrhgHjrsO7AfX96LZ1nDu6HwdHR667/xlzV2lRnWXM212CmOdlpvLly4+Tm56CTqPGzcubgMqYD2xgzI9sW0f80f04OjoyVWJuVWpSVVsX1aW71W2joqvWpyXZpo1c+cu3pCbG4+7hyaxHn23SsUpURbw+bzYpCfGUlhbj4elFUEg7evQdyFWTpxPcLtwmZW7tslMSzcthUdbreninqrpuuV9T5Gak8OmLj5KTnmxu3wPbtadT7wEMGXcd3r7+TT5HRUU5K776kIqKcgC6xgzB2cW+p9FNSazqHdEp2npd72Tx+onlfk3xx0/fkpxgqusPPNHwadDrK9mivM05640tXDaJEK1WS1ZWFmq1Gq1Wi5ubGx4eHgQHB+Pu7n6pi3fJqLLTzcte/ta7pXq0DcDB0RGjwYAqJwOj0VjnE9ya5KXEAeDi5okqN5PNn71KqTK32jZFWakUZaUSu2Mt/a+7k94Tb2rweeyNMivNvOxTRxdjb79AcywLs9MbHUtL56fnPU+tKkStKiQ99gT7Vv/CqJvuI2bC9EYf//SujRgqvzA79h7U5MTK5SI7PcW8HBBk/QvFNyAIR0cFBkMFORmpTY57RmqieXySabc/iF8DZ4xo07bqYiq7HuXJsvhbs9Ibn4y9HORnVtX3toHWp8r08a+q7wVZaTap7+enaj2vtEhJaZGSlDPH2b7iJ8bPfIAhk2+o8zilqkL+/n4xAIOvvp52dVz027OGxtzR0RGDwUB+M8c82SLmQyXmNpeVVtXu1XXT4BdY1cZnpac0Oe7pKYn8+bNpfJKb7noI/yZO0arVqDlxuKq3Q3FRIcVFhZw7e4rVv//ItTNu5+ZZD+PYwqfUbG55manmZd866nob/0BzzPNsVNfPT897XkmRkpIiJYmnj7Fl+Y9Muu1BRlxzY72OZTAYOH1gp/nnMq2GnLRkju3aTH7lPYhvYAhT7rbtAO6tUYZFXQ8KaWd12wCLup6Z1vTrudTkBH7/3vSq4m33ziYgqPleVVy3apl5ecDQlj3zY6tNhFRUVLB+/XrWr1/P4cOHycrKwmi88Omjg4MDISEh9O/fn/HjxzN+/PgWP6exLek0JeZlV0/r73Y5KhQ4u3mgU5dgNFRQXqbF2a1hSaQKvQ69phQAo9HAxk/mo1Ep8QlqR+ch4/EODEVbWkzqsT1knDqI0WDg0IpvcXRyoudV0nXWmjJ1qXnZ3buN1W0dFQpc3T3RlhZjqKhAX6bFpYGxtNQ2qB0RvWIIbB+Fm5cP5boy8tOTid2/naLcTCr0ejb/+CmakmKGX39no85xcvs683KvUfJazHnq0qo67OVjfdpBhcIJNw9P1CUqKioqKNNqcGvkVNgGg4HvPn6Dcr2Ojp27M/baGQ0+hn9QCL4BQSjzcigtVnH8wK5axwlJijttHk8EQFNSUuN29kJrEXcPH+v1XfGv+q4r05oHVWwM3+B2dOozkOAOUXh4+6DX6chNTeLU3q0oc0z1/e8ln6ApLebKGbOsHmvttx+jKVbh4x/ElTfd3egy2YPGxFxjo5j7VcY8pEMU7t4+lOt05KQmcbIy5uV6PWsrYz62jpiv+fZj1MUq2vgHMVZiXqdSi7jXNbWsQuGEu6cnpcW2aeM/f38her2OqOjuTJjatAdSvv6B9B04lIhO0bTx9aNcryc7I419OzeTmhiPwVDByl+/o7Agj4effaVJ52rtNBYx96zjek6hcMLV3aOqrms1uDYy5gD+wWF06TuQ0IhOle17GdmpSRzfs5WC7AzK9TpWffsx6hIVE+qYThugolzPknderHGdi5s7fYZeyeTbH8SzjusXe1BaUmxe9qmrrjs54eHpSUmxioqKcrQaDe4eja/rn7zzGnq9js5dezB5+s2NOk59bN/4D8cOmV7hauvrz7hJU5vtXLbQKhMhW7duZeHChaSlmZ6e1JQAOc9oNJKRkUFmZiZr1qyhffv2vPDCC4wePfpiFfeSKrd4N0vh7FLn9gpnV8DUQOvLNA1OhOjUVY27XqtGr1XTvs8QRt/3HAonZ/O6bqOu4ey21ez55RMADv35LR37j8TTL7BB57MnOq3GvOxUj1habqPTqhudCLn5uXcJ71bzrD8jZtzN7uXfm2ez2bPiByJ6xRAe3atB58hOjCU31fQKiIdPWzr1sz4Whj0p06rNy84udcfdxcWV83toNepGXyRvWfMH504fx9FRwZ2P/h+Ojo0bUmrUhKms+OkLAH5Y/DbPLlpMYEhYtW2KlPl8/cGr1X6n0ZRizxpa351dXNBW/st0GnWjb4pnvfwBHbv3rXHdVTPvZctv37Ft+Q8AbP1jCVG9BxDRrXeN2589uJsTuzYDcM09jzfpRt0eNLiNd3EBG8T8HisxHzfzXjb/9h1bK2O+5Y8ldKoj5scl5g2i1TS8jT/fOmrUjW/j16/6ndhTx3B0VHDfky80uo0HeGTeq0T36FPjMW688wHWr/qdbz55B6PBwLb1q+kdM5gRV01q9Plau2p1vR4xd3ZxRVNquokua0Ii5MEFHxHVo+a6fvXM+1n/27ds+mMJABt//44ufQYS2b32WR/r0q5jZzr3jsHNw6vRx7icWNZ1l/rUdVdXqMydaDSljU6ErP1zKWdOHMXRUcHsOS82qa5bk5qUwOL3Fpp/vv+Jubi18LcyWl0i5Oeff+a1117DaDSaEyCRkZFERUUREhKCu7s7Li4u6HQ6NBoNWVlZJCYmkpiYiNFoJCUlhYcffpiXX36Zm29uvoyYvfp3UsrV04cRdz1TLQlyXtdR15B59gjJh3diqCjn7PbVxEyddZFKKuqrtiQImKY+Hn7DLEqLlBzfuhaAvSt/InzOGw06xwmL3iDdh42z+26zl1p+ThZ/LPkUgHFTbqaDxTvKDTV+2kz279hIRkoCBXnZLHj8DoaPu5bI6B44ODiSmhjL9nUrKS1WERgSRm6WqSttU7v+isap7YYYTPV97M33UFKk5NCm1QBsX/4jEc+9ecG2ZRo1q7/6EIDuV4yi6wDrA8OJS6eumF9VGfODlTHfuvxH7qwl5qsqY97jilF0k5i3WHk5WfzytelB1KTrbyGyc+PbeIBuvfpZXT/+uhspLSnm129Mr0wt/+lru06EXCq1JUHA1JN44i33UlJYwL6NpilPNy37nntfeMfqMZ1dXHnrt62A6R5AU1JMRlI8+zf+xZGdG0k6c5y961dx+zOv4lVHLwhhe7nZmXz/xX8BuO7GW4nqYn2sucZS5uex8Pkn0VT2Xp80bQbDx4xvlnPZUqtKhJw5c4bXX38dg8GAj48PDz74INOmTcPfv+5BfQoKCli2bBmff/45KpWKhQsX0q9fP7p2bVrj39I5ubqZe2lU6HU4Kqxn5ir0ZeZlZ9eGZ/H+3YOk44CRuLjXPjVTl+GTSD5sercw8+yRBp/Pnri4uaOtfCJQrtfhUkcsy/U6i30b342yPoZNv5Pj2/4Go5HUM0fR68rqPShWuV7HmT2bzT/3ltdiqnF180BdYhp1Xa/ToXC33mzrdFV1uLFPCn/49G3KNGr8g0KYetv9jTqGZRmeXPAhi1+fR1L8abQaNRsrp+K11CtmCMPGXcPnb78EgKdX/aZpu1z9u74r6qjvep1FfW9Ct+n6GHPjXRzavAaMRhJPHa6xvq//6XNUBbm4unsyadajzVqey4WLm7v5qW99Yl5+EWN+ZWXMjUYjSbXEfJ1FzCdLzOvNzd2D0uLGtfGNfUL81UdvotWoCQgO5cY7HmzUMRpq8g23smrpEtSlJWSkJpGdmUZwqH0Onlqtrtcj5nqLmDd3L6vxN93N/k2rMRqNJJw8gr6sDGfX+l3POTg44OHtQ+feMXTuHUOn3jH88dk7JJ4+yrdvPccjry+264ccbu4elFTWdZ1Oh7tTHXW9zKKuW7mXsuazDxah1agJDA5l5t0PNeoYdSlWFfHKs7PJzjC9qTFs9Djue2xus5zL1lrV9Lk//PAD5eXlBAUFsXz5cu699956JUEA/Pz8uO+++1i2bBlBQUGUl5fzww8/NHOJLz0X96ruaGWlKqvbGioq0Fd2w3dUOOHk6tbg8zm5uuNgMTq8fwfrs5tYzmRTnJvV4PPZE1eL6ag0dczFbqiooKzy1QJHhRPOjYhlQ3j5+uNb+bpDhV6PqgGxjD+0y3zDF9qpG/5hEc1SxtbKw7OqDpeoCq1uW1FRjrYyG69wcmrUBdOeLX9z/MAuAG57eK5NLrr8AoJ4/t0vue+ZV+gzaDhtfP1xcnLGy7sN3foM5L5nXuGJVz6o9qXv42vfg+W6WcRdrbJe3yv+Vd9dmrm++/gF4F95A1Oh16PMyay2Pvn0MQ5sWAXAVTPvw8cvoFnLc7lobMwVFznm5TXEPMki5uMl5g3iaRH34qK623hNadPa+B0b13Jkn+kB1D2PzbtoXdddXFzp3L3qtdmMVPsdENvdIualdVzPVVSUU1b5SoVC4dSk8d7qw8cvgIBQ02yO5XodBf+q6w1xxVXX0rn3AABS405x9shem5SxtfK0mD5YVVddLy9HXVnXnZycGlVPt65fw8E9OwB48KnnmqWul5YU88qc2SQnmGaKGTRsFE+/9HqrGY+zVfUI2b17Nw4ODsyePZuwsLC6d6hBeHg4Dz/8MAsWLGD3btvMy9yS+QSHUZJvuiktyc+2OnOMujAPo8EAgHdgaKOytg4ODvgEtaMoyzQidl1PqSx7i+jsfEyAuviGhFNUmWBQ5WXTxspI48UFueZYtg1ud1Ey8O6ePigrl7Xq+g90eWLbP+blXiOlN8i/BYd1IC87A4C8nEwCgmsfaVyZl4PBUAFAUGh4o+K+fd1KANr4+pNy7gwp587UuN35i3GATX/9joeX6cJu5ISptKlh6j1HhYIhY65myJiraz13psXUgJFdetS6nT3wDw2nsPICtDA3C9+g2uu7Kr+qvvuFhF2U+u7h5UN+5bLlIJ8Ah7esBaMRJxdX1MVFbF32fY3HKMrLNi8f276elLPHAeg5ZAwB7exvWnX/0HBzgqE+MTdc5Ji7W/TSqinmRqMRZxdXSouL2FJLzAstYn50+3qSK2Pey05jDhAS3oGcLFMbn5udSaCV2SQKcqva+JB27RsV981/rwCgrZ8/iXFnSIyrrY2vivE/K5fi4Wm6iRs7eRptGzm9qrfFwKBqi4Ej7U1AaHtzgkGZm4WflRnhivJzzTH3v1jtu3dVXdc04HquJtH9riD++EEAEk4eoVt/+x0Drl14B7IzTa//5mRlEBxae13Ps6zrYY2r6+tX/wmAr18ACbFnSIitua5bDsq/Zvmv5oTNhGun09av9rquUZey4NlHOBd7GoD+g4Yy95W3caphOISWqlUlQnJzTVOw9urVsIEY/+38/uePdzlrGxpBxilTA5SfEk9IdO3jPeQlx1Xt167xT+V9wyLNiRCdxcBANbFMflh7hUaAf1hHko4fACA7KY72Vt7rzk6KNS8HhHVs7qIBoLHocVTfgbGKC3JJOXkYACcXV7oOGdMcRWvVwjpEcfLQHgCS48/QrfLpSk2S4qu+5MI6dGrU+c6P81OkzOfPHz6v1z7r/vzJvNxn0IgaEyH1cfbEYfNyFyvvMtuDoPCOnDtqmoYyMzGWyJ61v4OfkXC2ar/2HZu7aADm17Wgek8GgPNDRZXrytjy27f1Ot7hLWvNy0HtI+3ypjgovCPxlTHPaIEx19Qj5npdGZvrGfNDFjEPttOYA7Tv2IljB0xtfELcaXr0rb2NT6i84QAI79i0Nr6wIJ/fvvusXvus/v1H83LMkBGNToQUW/R+8LB4Om5vgjtEEnvUNLNGekIsnXr2r3XbtHNVdT24Q2Szlw1AXVxV192bONCp5cCumlL7ng2uQ2RnDu83PYQ/F3ua3v0H1rrtubOnqu3XGOfrurIgj5++XlyvfVYsrUpiDxw6stZEiEat5tW5jxF7+gQAvWMG8dzC9+s14HNL0qpejfH2NjWa+fn5dWxpXUGBae5sL6/LfxTjsB4x5uX0yoRIbTJOHbDYr/bKWec5e1btm58SZ2VLU3LmPJ+gxvXysRcdLW6AzydEapN4rGp9xz6Nj2V9lRTmo6wc5FLh5IxPQFC99ju5fR1Go+mpZvTAkbhKMuwCPWMGm5dPHrLerfTEwapebr0GtK6nLunJCSTFmb74Q8Ii6GLlJtAedO47yLx8/ua4NpbrO/e9otnKdF6xMp/8TNO7wAonZ9oG1N7TUNRfQ2IeZ7G+i8S8VeszYKh5+XxCpDZHD1S18X0HDrWyZcuj1+mIr7xpAggN63AJS3NpRVvU9dgj+6xua7m+a7/mr+sqZT55maaHmQonZ3wDm1bX8yt7QEDdUwVf7vpfUVVnzydEanNo3y7zcswVLauul2k1LHzuCU6fMI3t2LNvDC++8aFplptWplX1COnSpQt79+7lhx9+aNL0t0uWmKaGio6OtlXRWqyQ6L64ebVBW1JE5tkjKDOS8a2ht4emuJDEg9sA0zS77fs0/iaqQ58h7HVxpVxXRtLB7cRMnVVrb4+4nVVPhMJ61v4URECH7v1w926DpriI5FOHyUtLIiC84wXbqVVKzu7dApimYOwc0/wj9+9e/r35kWB41971Hmj35I715uVeMkhqjbr1GYB3G1+Ki5ScPrqf9OQEwiKiLthOVVjA/u0bANMo7v0Gj2rU+eYu+rRe2827dxr5OaZXtd78cpnVV3bqYqio4OfP3zf/PGH6rY0+1uWiY8/+ePi0Ra0qJOHEIXJSEwlqf+HTwJIiJSd2bQJM9b3bwOav71t+/85c3yO697ngnfXps+cxffa8Oo/zzYKnSD59FIC7Xnrfag8IexDZsz+ePm0pbYEx3/z7d+anix1riPn1s+dxfT1i/vWCp0iqjPndEnMAevYbgE8bX1RFSk4c3kdq0jna19Dbo0hZwK4tphnWnF1cGTiscW38/Hf/V6/tHrtjCnnZptc3PlqywuorO/Wx+o8fzV3wQ8I6EBJmnz2AADr1qqrr8ccPkpWaSEgtdf3ozqq63mPQiGYv2/ql35jrelSPvk0ak6RMo+bIjg3mnyO6Nq1Hf2vXu99A2rT1pahQybGDe0lJPEeHyAvreqGygB2bTK+Nu7i4csXwMY063+v/+aJe291/8zXkVtb1//38l9VXdnRlZbzxwtOcPGp6uN69Vz9eXPRRq50qvVX1CJk2bRpGo5EdO3bw5JNPkpeX16D98/LyeOKJJ9i5cycODg5MmzatmUracjgqFPS+unKaYKORHd+9R5m6+nuZFXodO797j/IyLQDdRl+HWy0zNuxY8j7fzZ7Md7Mnc+SvmgebdfHwosdV1wOmAVp3fPceFeX6C7Y7u32NecYYJ1c3uo68plF/o71wVCgYMqXyBtFoZO3nb5sHGT2vXKdj7efvoK+MZb9xU6q9123p7y/e4b27JvDeXRPYtXxJjdtsX/oVqvycWstkMFSwc9l3HNuyxvy7wVPqdxObeuYYhTmm96LbBrWzOk2vPVMonLjmplmAqZvjVx8soLSk+sDHel0ZX3/wKmVaDQBjr7kRL5+an7x8/cGr3HfdEO67bggrfqrfl2RTxZ08gqGiosZ1GnUpX77/CmcqezF16zOAkROmXJRytWQKhYJR024z/WA0snzxm2j+9U69Xqfjz8Vvmev7FROn4VHLE7fli9/ilVvG8sotY2t9dWHDz19UG8Ph3wyGCjYt/YaDlVMrAoyafnsD/iphjWXMjUYjf9QS82WL30JXGfPBVmK+bPFbzL9lLPNvGcumWmK+vh4x37j0Gw5IzJuNQuHEtFvvBkxx//TtV8wzS5yn05Xx6TuvmNv4iVNm4O1T81Skn77zCjMnDGLmhEH8vqR+rzc2xfKfvibdYnynmqz/6w9++64qATNt5t3NXawWTaFwYuz1dwCmmC/9+I0LxkzR68r49b9voCszxXzY1dfX2qNi6X8XMW/GaObNGM36pd/UuM3aHz9HmWulrldUsO6Xr9hXOegxYC7jv234/TuyUq3HvLiwgCXvvIhKabpXCwgNp8tF6KHckimcnLjx9nsBU9w/XPTShXW9rIyPFs1HW1nXJ0+/CZ9aph3+z6KXmTYmhmljYvj5m/q95tYUer2et15+lqMHTb2To7v34qW3Pmr07FUtQavqETJt2jRWrlzJrl27+Oeff9iwYQMjRoxg4MCBREVFERISgru7O87Ozuj1ejQaDVlZWSQkJHDgwAF27txJeXk5AMOGDWPq1KmX+C+6OLqOuobkIzvJiT9JQWo8q15/lOgRk/AODEVdmE/crn/MY3q0Ce1An0m3NPmcvSfOIP3kAfJT4kg9toeVCx+m89AJeAeEUKYuIfXo7mqv6gyd+Rhudt5lrj76jr2W2P3bSY89QU5yPEtefIg+V15D2+B2lBTkcXzb3xRkpADg3y6CIVNua9L5jm7+i31rltKucw/CuvTENyQMVw9PynU68tOTObtvG0W5VSOKD75uJu3rmdA4ub1qkNSeI8bb9ZRqdRkz6XoO7tpM3MkjpJw7y4LH7mDU1dMIaheOMi+HHetXkZmaBEC79pFcc3PLusj8fvHblJao6DNwGB06dcW7jS9adSkpCbHs37GB4kLTMLthEZ144NnX5LNQaeCEKZzat42UM8fJTIzj03n3M3DctfgFh6EqyOXQ5rXkpZtmXggMj2DU9U27Qd2/fiU7Vv5C++iedIjuhX9oeGV9LyM3PZmTu7dUmy1k5PTb6GjnY7nY2qDKmCdXxnxxDTHPtYj56GaIuZuHJ/rKmJ/4V8xHTb+NSIm5zY2/9kb2bd/MmROHSYw/w/89dCtXXXM9Ie3Cyc/LYcvfK83JhrCISKbfdu8lLnGVvds2sPTbT+nYuSvde8cQ1qEjnt4+lOv1ZGWksX/nZlISql6THnHVJEZPuPYSlrhlGDJhKif2biXx9DHSE2P5cM49DBk/Bf+QMIoKctm/cTU5lXU9KLwjY2+oOSlRX3vWrWDrip+IiO5FRLdeBIS2x62yfc9OS+bY7s0UVA7MDqYkSFQtPbZO7NnG+l+/JjSiM5E9+hAc3hF3L28wQklRASlxpzm1f6c5iePi5s5NjzyHk3PrGUSzuVw9dQa7t23k1LHDJMSe4cl7b2HiddcTGtaevNwcNqz5k7RkU11v3zGKGXfcd4lLXOWjN182z0Lj7uHJ1VNncOyQ9dc4AYaMvLK5i9ZorSoRArB48WLmzp3LunXrKC8vZ+vWrWzdurVe+57v6jVhwgTeeuut5ixmi6JwcmbsQ/PZ8sUbZJ09Sqkyl8OrLuwB4Ne+M1c++KJNBi11cnFj3COvsvXLRWTFHUOVk8GhFd9eWDZnV4bMfISoK1puJWlJFE7OTHtyAav++xopp45QXJDLzj++vWC7oIjOTH3ilWpT7jaa0UhG3Eky4k7WuomTiyujbrqP/uPrl1zUadTE7t8OgIODIz1HTmh6OS9jTs7OPPri23y66HnOHDtAQV42f/5wYffmDp268sjzb1WbcrelKCrIM89IU5MBw67k9tnz8K7lyYc9cnJyZuachSz94BUSTx5GlZ/Dpl+/vmC70Mgu3PzMq/UepNgqo5HUsydIPXui1k2cXd0YN/N+Bl89vennE9U4OTlz65yF/FIZ86L8HDbWEvOZNoq50Wgk5ewJUuqI+QSJebNxcnbmmQXv8uFr8zh55AD5udks/fbC1xQjO3fj6VfeaZFtfFL8WZLiz9a6XqFQMOXmu7jhjvsvYqlaLidnZ+6c+wY/vDefcycOUZSfwz+/fHnBdmGR0dzx7MJqU+42ltFoJOnscZIqZ2uqibOrG5Nve5Bhk66v83iZyfFkJsdb3aZdx87c+PA8wqIu/+EI6sPZ2ZnnX/+At15+luOH9pOXk8WPX104kGlUdDeee+29alPuXmpnThw1L2vUpXz05sv12u/PLYeaq0hN1uoSIW5ubnz00Ufs3LmTb775hr1796LXX/jaxb85OzszePBg7rnnHoYNa/73aVsaVw9vJjz+BkkHt5GwbxP5qQmUlRbh4uFN29AORA4YTeeh43G04bzPbt5tmPDkIpIPbSdh/xYKUs+hKVaicHbFOyCEsB4D6Db6OjzaNm70cXvl5unNjXPf4uy+rZzeuZGc5Hg0JSpcPb0ICIug6+Ax9Bo50SaxvGHOG6THnSQz/jTKrHTUxYVoS4pxcHTEzcubwPZRdOjRj54jJtT6Ck5Nzu7bau7OH9ErBm+/wCaX9XLn6eXDMws/Zv+ODezZ9DcpCbGUqArx8PKmXYcorhg1juHjrkWhaHnN+u0PP8uxA7uIP3WUgtxsVEVKnF1caOsXQNdeMQweM9HuZ4mpjbuXN3e++C4nd2/h6Pb1ZCXFoS5W4ebpRVB4R3oNu5J+YyahsEF9v+O5t0mJPUFa7EnyM9MoLS5CU6zCwdERDy8fgiOiiOwVQ7/RE/FoQH0XDePu5c2sF9/lRGXMMytj7u7pRWB4R3oPu5L+zRDzvMw01MVFqItVODo64l4Z86heMfSXmDc7L28fXnhrMXu2rmf7xrUkxZ+lWFWIp5c34RFRDB0zgTETr2txbfzsea9y5vghYk8dJy05geKiQkqKizAajHh6+xAeEUn33jGMuXoKfvUcJAb5SQAAIABJREFUSN1eeHh5c//89zm2azOHtq0jIzGO0uIi3D29CW7fkb7DxzLwykk2ifm9L75D0pnjpFTW9RJVobmue3j7ENqhE516xzBwzKRq0+fWeKwX3ib26H6SzhwnM/kcBTmZpim1HRxwc/egbWAIYVHR9B4yms69B+Do2KpGYmh2Xt4+vPreZ+zcvI4t61aTEH8WVVEhXl4+tI+MYuTYiVx19RQUTi2rrl+OHIznu0m0UiUlJRw/fpyEhASysrIoLS2lrKwMV1dXPD09CQkJISoqit69e9t8lpg3Np6z6fFEyxfgKY2SvenuJxf/9iit1PrU3+LyI5fq9qmLX8t54iounpQiaePtTddAqev2qHto7b3jW/1dnZeXF0OHDmXo0JY1tZAQQgghhBBCCCFaHnkAIoQQQgghhBBCCLvR6nuEWGMwGDh69CiZmZl4eHjQpUsXwsLCLnWxhBBCCCGEEEIIcYm0ykRITk4OX3/9NQcOHECn0xEZGcmdd97JgAEDzNts376d+fPnk5WVVW3fAQMG8NJLL9G1a9eLXWwhhBBCCCGEEEJcYq1usNTjx49z3333oVKpLlj3wgsvcPvtt3P48GFmzZpFWVlZjcfw9PTk22+/pXfv3k0qiwyWan9ksFT7I4Ol2icZLNX+yLvC9kkGS7VPMliq/ZHBUu3TZTNYqlqt5vHHH6eoqAgADw8PXF1dUSqVALz55psMHTqU+fPnU1ZWRr9+/Rg7diy+vr5kZ2ezbt06YmNjKS0tZe7cuaxatQonmZpICCGEEEIIIYSwG60qC7Bs2TIyMzNxdHTkueee49Zbb0WhULBnzx4effRRSktLWbBgAXFxccyZM4f77ruv2v6PPPIIb7/9Nt988w1JSUmsW7eOyZMnX6K/RgghhBBCCCGEEBdbq+oJumnTJgBGjRrFHXfcgUKhAGDIkCHMmjULo9HI/v37GT58+AVJEAAHBwfmzp1Ljx49ANi4cePFK7wQQgghhBBCCCEuuVaVCImNjcXBwYFrr732gnWTJk0yL0+dOrXWYzg4ODBt2jSMRiOnTp1qlnIKIYQQQgghhBCiZWpViZDzY4O0a9fugnWhoaHm5cjISKvHOd8jJDc314alE0IIIYQQQgghREvXqhIhLi4uADg7O1+wzsPDw7zs7u5u9TheXl4AaLVaG5ZOCCGEEEIIIYQQLV2rSoT4+fkBTe/JodFoAGjbtm2TyySEEEIIIYQQQojWo1XNGhMcHExaWhqZmZk1rn/ppZcACAoKsnqc1NRUAPz9/W1bQCGEEEIIIYQQQrRorSoR0rNnTw4ePFjrIKe33XZbvY5z6NAhACIiImxWNiGEEEIIIYQQQrR8rerVmD59+mA0Gtm9e3ejj6HT6fj7779xcHAgJibGhqUTQgghhBBCCCFES9eqeoSMHj2ab775BgCj0YiDg0ODj7FmzRo8PDzw8PBg9OjRti6iEEIIIYQQQgghWjAHo9FovNSFaK3e2HjuUhdBXGQBnq0qdyhsoLufz6UugrgE0krVl7oI4iJrVV1khc108fO+1EUQl0BKkbTx9qZroNR1e9Q91LPWdfK9L4QQQgghhBBCCLshiRAhhBBCCCGEEELYDUmECCGEEEIIIYQQwm5IIkQIIYQQQgghhBB2QxIhQgghhBBCCCGEsBuSCBFCCCGEEEIIIYTdkESIEEIIIYQQQggh7IYkQoQQQgghhBBCCGE3JBEihBBCCCGEEEIIuyGJECGEEEIIIYQQQtgNSYQIIYQQQgghhBDCbkgiRAghhBBCCCGEEHZDEiFCCCGEEEIIIYSwG5IIEUIIIYQQQgghhN2QRIgQQgghhBBCCCHshiRChBBCCCGEEEIIYTckESKEEEIIIYQQQgi7IYkQIYQQQgghhBBC2A1JhAghhBBCCCGEEMJuSCJECCGEEEIIIYQQdkMSIUIIIYQQQgghhLAbTpe6AK2Zn4fiUhdBXGRqveFSF0FcZEaMl7oI4hLo3NbrUhdBXGTOCnk2ZI9Wns2+1EUQl4C7s9R3e9M10PtSF0G0MNIKCCGEEEIIIYQQwm5IIkQIIYQQQgghhBB2QxIhQgghhBBCCCGEsBuSCBFCCCGEEEIIIYTdkESIEEIIIYQQQggh7IYkQoQQQgghhBBCCGE3JBEihBBCCCGEEEIIuyGJECGEEEIIIYQQQtgNSYQIIYQQQgghhBDCbkgiRAghhBBCCCGEEHZDEiFCCCGEEEIIIYSwG5IIEUIIIYQQQgghhN2QRIgQQgghhBBCCCHshiRChBBCCCGEEEIIYTckESKEEEIIIYQQQgi7IYkQIYQQQgghhBBC2A1JhAghhBBCCCGEEMJuSCJECCGEEEIIIYQQdkMSIUIIIYQQQgghhLAbkggRQgghhBBCCCGE3ZBEiBBCCCGEEEIIIeyGJEKEEEIIIYQQQghhNyQRIoQQQgghhBBCCLshiRAhhBBCCCGEEELYDUmECCGEEEIIIYQQwm5IIkQIIYQQQgghhBB2QxIhQgghhBBCCCGEsBuSCBFCCCGEEEIIIYTdkESIEEIIIYQQQggh7IYkQoQQQgghhBBCCGE3JBEihBBCCCGEEEIIuyGJECGEEEIIIYQQQtgNSYQIIYQQQgghhBDCbkgiRAghhBBCCCGEEHZDEiFCCCGEEEIIIYSwG06XugCi6YxGI7H7tnJ610ZyUxLQFBfh6umNf7sOdB0yhp4jJuCoUNjkXB/MmljvbXsMH8/E++fUuV3a2eOc2rGezHOnKSnIo1xfhrObO20CQwnr0pOeoyYS2D6qKcW+LBmNRs7t30bsno3kpZri7ubphW9oBJ2vGE234baL+6f3XV3vbbsOG8fYe+qOe0bsCc7s+Jus+FOUFhUA4NnWn3Zd+9B9xESCo7o1uryXK6PRyIEdG9m9aS2piXGUFBXi6e1DaPuOXDFqAsPGTUahaN5mvbRExfyHZ6IqLDD/btGXywgIDq1z39iTR9ixbhXnTh+jSJkPQBu/ALr2jmHE+OuI6tqz2crdmhmNRvZu28COjWtIToijuEiJp5cPYRGRDB09gVETrm3+uBermPvATRQpq+L+wbd/EhjSrt7HOLp/F3u3byTu1DEKC/IwVFTg4+tHYHAo3fsMIGbIKCI6RTdH8Vsdo9HI7q3r2b5hDUnnYlEVKfHy9iG8QxTDrpzImInNH/OSYhVP3zvDXFcBPv5+JUENiPl55Xo982bfRlpSgvl389/9jJ59B9qkrJcLo9FI8qHtJO7bhDI9gbKSIlw8vGkT0oGOA0cTNXiczb7XLRkMFaQe2UXqkV3kp8ShVSnB0QF3b1+8AkMJ7tKH9n2H4hMUVuP+FeV6CjOSKEiJpyAljoLUeAozkjFUlAMw5PYn6TRkvM3LbU+MRiMJB7YRv3cT+ann0JYU4erhjW9oB6KuGEP00PHN9tlIOryLpEM7yEuOQ61S4uDggLuPLz6B7Qjt2oeO/YbRJrjmz4aomdFoZOfmdWxZt5rE+FiKipR4e7chvGMko8Zezdirr0Ph1Pxt/KN33kChRRv/v5//Iji09ja+UFnA4X27OHHkAAlxZ8nOTKdMq8XD05Pg0DB69I1h/DXTaB/ROu7bJBHSymlLi/nrvwtJPX2k2u/VRQWoiwpIPX2EY5v+4rrHX8bHP+gSlbJm5boy/vnyXWL3bbtgXVlpCTmlceQkxXFkw0r6jZvC6JkP4uAonZgAykqL+efT10k/8++4K1EXKUk/c4STW1Zz9SPz8W5hcdeXadny3QfE79t6wbqi7HSKstM5vf1vel81leE3PSAxr1RaouKzRc9z5tjBar8vUuZTpMznzLGDbFm7jNnPv4l/UEizlWPplx9VS4LUR5lWw3cfL2L/tvUXrMvJSCUnI5Ud61Yy9roZ3HTvEzhKzM1Ki1X85/X/49SRA9V+fz7up44cYOPqZTw5/20CmjHuP3z+YbUkSEPkZKXz5QcLOXX04AXrcrMyyM3K4NTRgyTFn+Gpl99talFbvZJiFR+8Oo8TR/ZX+31hQT6FBfmcOLKf9X/9zpxX3m3WmC/57INqSZCmWP7LN9WSIOJCZepitn+5iOzYo9V+r1Up0aqUZMceJW77akbd/yKefrb7Xi9IPceeH/+DMu3cBeuKtRqKczPIPHUQTVEBA298oMZjrHvvGQpSL9xf2EZZaTEb//c6GWerfzY0KiUalZKMs0c5vXU14x9+CS8bfjbyUuLZvuRD8muIrV6rQZWTQdrJA6gL8xl680M2O+/lrqRYxVsvP8vxQ9XbeGVBHsqCPI4f2s/alb/x3GvvEViPh0yN9fUn71VLgtTli4/eZu2fv2EwVFywrlhVRLGqiPizp/jr95+47sbbuPPBx1E0Q3LOliQR0opVlOtZ+Z9XSI89AYC3XyC9x0ymbVA7ipW5nNy+joKMFHKS41n+3gvc8tKHuLp72uTc/mERDLt+ltVtvP0Dra5f89mbnDu0CwAHR0e6XjGakE7d8PBuS0lhPqmnjpB4bB9Go4HD6//E0cmZUTffZ5Pyt2YV5XrW/ncBmXGmuHv5BdJj1CR8gtpRqszjzI51KDNTyEuJZ/V/XuT65z7AxUZx920XweDpd1ndxsuv9rgbDBX8s/g1Uk+aboicXN3oNnwCwZFdwdGRvJR4zmz/hzJ1Ccc3/AlGIyNmPmyTsrdm5Xo9nyycR9xJU+LLLyCYkVdPJSg0HGVeDjs3/EVmahIp587yn1ee5rl3v8DdwzYxt3Tq8D52bVyNg6MjTk5O6HW6OvcxVFTw6aLnOHloLwCubu4MG3cNUdE9cXBwICUhlh3rV6EuKWbjyqVghFseeMrmZW+NyvV63l8wh7MnTHH3DwzmyknTCG7XnoK8HLauW0VGSiJJ8Wd458UnePmDr/Dw9LJ5OY4f2sv29X9Vxt0Zva6s3vtmpCaz6P9mo8zPBSCyS3dihowkMLgdzi4uqAqVpCTGcWTfTpuXuzUq1+t55+VnOHP8MGCK+VXXTCekMuab/15JekoiiXFnWPT847z2n6+bJebHDu5h67pVjYr5v6UlJ/Dnz98ApvpfptXYqpiXjYpyPVv/9xq5504C4OEbSOfhV+MdEIq6MI9ze9ajykqlIPUcmxe/zMRn3sPZ3aPJ5805d4otn76MXqsGILhLb0K7x+DhG4SDoyNalZKC1HgyTh6wehyjwVDtZzcfXxROzpQW5DS5jPauolzP+sWvkhVvuubz9A2k28hJ+ASFUqrMI3bXOgozU8lPiefvj15iyrz3bXLNlxV/kn8+nm/+bIRG9yG85wA8/QJxcHBEo1KSlxJP6vH9dRxJWNLr9bzxwlOcOmZq4wOCQphw7fWEhrUnPzebDWtXkJacSELsGV6d9xhvffJts7TxRw7sYdPfq3CsbON19WjjU5MSzEmQDh070TtmEBFRnfH08qZIWcCBPTs4tHcnBoOBFUu/R11awiPPvmTzstuSJEJasaOb/jInQYIiOnPD3Ddx8/Q2r+931VRWfvQKyScOUpCRwt4VPzHqlvttcm53rzZ0HjCs0funnT1uToK4uHsw4//eJSiiU7VtBlx9A0nH9vPnh/MxGgwcXreMQZNn4O7dpkllb+1OblltToIEdOjMlGcW4WoR915jp/D3fxeQevIgyowUDvz1E8Nm2CruPkT2b3zcT21da06CePoGMHXO27QJruqCFz34SvqOv56V7/4fhVmpHN+4gqgBI2gX3bvJZW/NtqxdZk6CdOjUlacXfoSnl495/dhrb+ST1+dx8tBeMlMT+euXr5lxz2M2LUOZVsv3n7wFwJWTb+Dovu3k52TVud+2f1aYkyC+AUHMef2/BLVrb14/eMxExk+byXsvPEpWWjIbVy0lZtgYonv1t2n5W6MNq/8wJ0E6du7Gc4v+i6d3VdzHT5nBBwue5fjBPaSnJPLnT19z6/2P27QMZVotX3+0yHS+a2/k0J7t5OVk1mtfXZmW9195GmV+Lq6ubjzwzHwGjxpX47ZGo5GCPLlpWrfqd3MSJLJLN158azFeFjGfOPUm3n15DkcP7CYtOYFlP37F7Q88YdMylGm1fPGhKeYTp8zg4O5t5GbXL+b/ZjAY+Oy91yjX6xkwZCQadSmnjh2yZXEvC3Hb15iTIH7tOzH2sddx9aj6Xu86+jq2fv4amacPUZSVwvG/fyZm+r1NOqdGpWTb56+h16px9fJh5D3PERzdp8ZtDYYKyoqLaj1WcHRfwvsMwa99Z/w6dMGjrT/HVv/I8bU/NamMAk5vXW1Ogvh36MzkJ9+ods3X48opbFj8KmmnDlKYmcLh1T8z+MamPTRUq5SsX/wqeq0aNy8fxj7wAu261v7Z0Fr5bIjq/l7xmzkJEhXdjVff+6xaGz95+s0sevFpDu/fTWpSAkuXfMGsh237cKhMq+HT914HYNK0m9i3c2u92nhHhSOjx03iuhm30blrjwvWT55+M7u2bOC9156noqKc9auXM/KqifSJucKm5bcl6X/cShkqKti36mfTDw4OTHzg2WpJEAAnFxeufmAuzq5uABzZsAJNiepiF7VGySequkj3HnPNBUmQ8zr2GUSnGNONt6Gigoz40xelfC2VoaKCg6ur4n7VvXOqfSECODm7MPbeZ3GqjPuJjSvRtpC4H9+4wrw86vbHqiVBzvNs619tjJG9y7+9GEVrsSoqylmz9DsAHBwcuOep+dWSIADOLq7c89R8XN3cAdj01++UqGx7YfLnD/8jLzuDtv6BTL/jwXrvt3HVUvPybQ8/Wy0Jcl5bvwDuearqqcHy7//XtMJeBioqyllZ+RTdwcGBh+a8XC0JAuDi4spDz75ijvv6lUspVhXatBy/ffcpuVkZ+AYEMWNWw3pnLfvxS7LSUwF4eN6rtSZBwPQ3+gcGN6msrV1FRTnLf/4aMP0/Hpm7oNoFMphi/sjcBeaY//3nrzaP+a/fLiYnKx2/gCBuuXt2k471z4qlxJ0+jqubO/c8Ns9GJby8GCoqOPHPr6YfHBwYeucz1ZIgAApnF4bd+QxOLqbv9bNbV1HWxO/1g79/TlmpCgdHBVc+/GqtSRAAR0cF7m38al0/4Ib76XPN7YT3GYJHW/8mlUtUMVRUcGTtL6YfHBwYc3fN13yj755jvuY7tbnp13x7fv3M/NmY+NhrtSZBwPTZ8LDy2RBVKsrL+f2HrwBTG//kc69d2Ma7uvLE86/hVtnGr172K6oi27bxP361mOzMdPwDgrj9vkfqvd+c+W/y1Iuv15gEOW/YmHFce8NM88+b//mrSWVtbpIIaaVSTx9BU5mB7dCjHwFhHWvczsOnLV0HjwFM3evOHdp9kUpondriws23hpthS74hVQMwlZdpm61MrUH6mSPmzHt4t374WYl750GjAVPcE49c+riXFuZTmGW6KXL19CaiT+0Z4uCorrQNMd0wZ8Wfojjffp8Unzl6kOIiJQDd+g4krJYBqHza+jFopOlGs1yv48jeC8feaazE2JPmhMbMB5/GrZ6v3RQW5JGVlgyAp7cPfQYNr3XbyOiehIRHAHDu9LF69Ta5nJ06cgBVZdx79htEeMeak8Vt2voxZLRpEEK9Xseh3baL+7mzJ/lnhekG7c6Hn2nQ61ZarYaNf/0BQI++Axg4bIzNynW5OnH4AKpCU8x79R9E+9pi7uvHsDETAFPMD+y6cLylxoo/c4I1y003Xnc/8myTXrHLzc7kl28WA3DzrIeadTyT1iw79ihlJabv9ZDovrQNjahxOzfvtkQMGAWAoVxP2vE9jT5nSUEOKYd3ABB5xVj8I7o0+lii+WScrbrma9etH77tav5suPu0JWpg1TVf8tHGX/MV52eTeND02egyZCyBHWUAa1s5dng/RZVtfJ+YK+gQWXMb39bXjxFjTZNT6PU69u3cYrMyxJ4+wV9/mB6o3v/E3Aa18f9O2tRm+Jiqhx7JCfENK+BFJomQVsqyR0XHXtZHXY/oXbU+qYW8y+fp42teVmZnWN22MKtqvV8NT5PtSerJqi7F7euIeweL9aknrL/fezGUKvPMy22Cw3BwcLC6fdvzCTCjkZQTLeNzeymcOrzXvNwrZojVbXsNqFp/4mDjL5ItlZeX893HizAaDPQbPIqYoWPqva/S4lWHoHbt64x5cFgHwPSaxImDlz55dykdP1QV9z4Dh1rdtq/F+qMHbPN/Ky8v58sPXsdoMDBg6CgGDb+yQfvv37EJjboUgOFjJ9mkTJe7YxZ1tu9A668g9htUFfMj+20X8/+9vxCjwcDAYaO5YkTDYv5vX3z4BlqNmsgu3Zg07RablPFylHm66nu9XY8BVre1XJ9x6sLBh+srce8GjEbTuB6Rg5oWZ9F80k9VfTbCe1r/bLS3WJ92svGfjbjdVZ+NzoPHNvo44kJH9le18f2vsN7Gx1isP7TPVm28nk/eeRWDwcAVw8cwZGTzxNcyuaJr4Q+wL6sxQvR6PWq1Gq1Wi5ubGx4eHjg7O1/qYjWLvLQk83JQR+uZ/GCL9fnpyTY5f0FWGr++/jQFGSnotBrTtK0h4bTv0Z8+Yybj2dZ6N7momKHsXWV6d/T4ltV0G3Jlja/HJB3bT/wh0yB64d36ENih5uypvShITzIvB0Z0trptoEXcC2wU98LsNJa/+TTKzFT0Wg2uHl60DQknrHs/eo6ebLV7pNHY+PMWWHze7U16StVMCxGdrU8pHNG5u3k5I8U2MzT8/fsS0pPO4ebuwcyHnmng3o0Penqyfc9AkJpU9fd3rCPukV2q4p6WbJu4r/r1O1KT4nHz8OTO2c82eP/z41wARHXtiV6nY+OaZeze/A+ZaclUlJfTxi+Abr37c9U119NJpk6uFvOoaOsxj4qu6ppsuV9TrPjlW1IS43H38OSeR+c26Vjb1q/m6IHdODoqeODJF5plWs/LRWFm1fezX3vr3+t+Haq+1y33a6icyjEncHDAP6ILOk0pZ7euIuXwDkryTL3xPHwDCO7Sh66jr6NNiH0/hLpUlBbXbgEdrF/rB0RU9dxQZiQ1+pxZcVWfjYCO0eg0pZzctJLEQ9spzjV9Njz9AgiN7kvPsVPMvXdF3VISq3pHdIrubmVL6GTx+onlfk3xx0/fkpxgauMfeKL5XlVMtihvc856YwutOhFy/PhxNmzYwKFDhzh37hxKpfKCbXx9fenUqRMxMTGMGzeO3r0vj0EXldnp5mWfAOvvVXv7BeLg6IjRYKAwOx2j0Vjnk9m6nJ+e1/yzqhC1qpD02BPs/+sXRtx0LzETpte6f0hkNP0nTOfwuuXoNGp+WvBo5awx3fHwaUNpYQEppw6TeHQfAO2ie3LN7BeaVObLQaFF3L3riLuXb1Xci3JsFXfT9LznaYoL0RQXkhl3gsNrfmXIjffSZ9y0Gvf1aFPVC6ioHp/Dwqx0i+W0JpW7NcuuHGMBwD/I+heKb0Agjo4KDIYKcjJSmxzzzNQkVleOTzLt9gfxC2jYtHw+Fu+K16c82ekp5uUsi2V7ZPn313Uh4RcYZI57dnpKk+OenpLIyl9M45PMuPOhRo3dkRhXNZ6TwVDBS4/deUGSJiczjZzMNLatW8X4KTO448Gn7fqGOTPNMubWXxn1t4h5lg1inpacyPKfTOOT3Dzr4SaN16IqVLLks/cBmDT9ZqLquOC3d8U5Vd91nv7W/+8ebQPM3+vFORmNjnt+iulGxcXNg+LcTLZ+/hpqZW61bVRZqaiyUonfuZa+195Bzwk3Nfg8ommKLD4b3nV8Njx9qz4bRdmN/2zkJccB4OLuiSong/WLX6X0X5+NwsxUCjNTObN9DQOn3kXfq+WzUR8ZFm18UIj1Nj7Aoo3PTGv69VxqcgK/f28an+S2e2cTENR8Y3KtW7XMvDxg6MhmO48ttMpEyKlTp3jjjTc4eLCq65exlsfNBQUFKJVKDhw4wOeff87AgQN5/vnn6d69dX8xl6lLzMt1zaLiqFDg4u5BWWkJhooK9GVaXCoH4WmMNkGhRPQaQEB4JO5ePpTry8hPTyZu/w6KcjNN08D99Bna0mKGTb+z1uOMufUhfAKC2bfqZzTFRZzZs5kzezZXP1dgKMNvmEXngSNQOLXKj6tN6Szj7lWPuLt5UKY2xb28TItzE+LuExhK+54D8A+PxM3Lm3KdjoKMZBIO7kBVGfedv5jifsXUOy7Y39s/CE/fAEqVeZSVFpNyfB8RfQbXeK6cpFjzeCIAZZqSGrezB+rSYvOyl4/1mCsUTrh5eKAuKaaiooIyrQa3Rk6xaDAY+O7jNyjX64jo3J0rr72xwcfwDwrBNyAIZV4OpcUqjh/YVes4IUlxp83jiQCoS+w35lD97/du09bqtgqFE+4enpSWqGwS9y8/fB29Xkdkl+6MnzKjUccpUuablz9+/Xmy0lPw9Q9k9MQphHWIpEyr4djBPezfsQmj0cj6lb/hgAN3zp5j5aiXt1KLuu5Tn5h7elJabJuY/+/919DrdURF92Di1Kbd1HzzyTsUq4rwDwzmprseatKx7IFOU2pedvWy/g6+o0KBs5sHOnUJRkMF5Totzq4N+16v0OvQV57TaDSy+dOX0aqUeAe2I2rIeLwDQykrVZF2bA+Zpw9hNBg4svI7HBXOdL+q9gdcwvYsr/nc6vHZOH/NZzQ07pqvXK8zfx6NBgP/fDwfjUqJT1AY0cPG4xMYirZURcqRPaSdOojRYGD/8m9wVDjRe/z1Df8D7UxpSQPaeCcnPDw9KSlWUVFRjlajwd2j8W38J++Y2vjOXXswefrNjTpOfWzf+A/HDpkeYrf19WfcpKnNdi5baHV3lhs2bGDOnDmUlZWZkx/u7u5EREQQEhKCu7s7Li4u6HQ6NBoNWVlZJCcno9GY5q0/cOAAM2fO5P3332fs2Nb77pteW/XOlZOzS53bOzm7UoapQdVp1Y1OhMx47l3Cu9bcq2b4jXezZ/kP5lde9q74kYieMYRF96r1eL147EicAAAgAElEQVRHT8LF1Z1tv35RLblzXlFuJvtX/4qTqxud+lsfH8Ee6C3etVPUJ+4urub/q06rbnQiZOrcd2qdwnbw9bM4sPIHDv5lGnzp4Kofad+jP6FdLox7j1GT2L/iewC2/fBfpj7bAZ/A6k+71UVKNn39brXf6TTqRpX7clCm1ZiXnV3qjrmLiytqTF+2Wo260TdHW9b8wbnTx3F0VHDno/NwdGzckFIjJ0xh5U9fAvDj4ncIXdSRQIsBkAFUygK+/uC1ar/TWtwc2COttuozX6+4u7pSWtmEatSNj/uGv34n7tQxHB0V3PvE842Ou2UiJys9hU7dejHv9Y/w8PQy/37M1VM5vHc7H746l4qKCtatXMqwKyfSufvl0XOzobSaBsbcxZXztaQpMV+38jdiK2P+wFONjznAwT3b2bVlHQD3Pjav0WWyJ5aDwCuc6o67wtkVKq/nyrWaBidCdBYPFvRaNXqtmvA+Qxhxz/+hcKp6nTx65DXEbl/D/l8/AeDIym/pEDMCT9/ABp1PNF5Dr/kULq5Qec2nL9M0+JrPMvFy/rMR0XcoYx94rtpno8foazm9dTU7f/ovAPuXf0PkgJF4+clnwxrLNt6lnt/rlZdzaDSljU6ErP1zKWdOHMXRUcHsOS82qY23JjUpgcXvLTT/fP8Tc3Fzb/wD2IuhVSVCUlNTmTt3LlqtFicnJ2666SamTZtGz549UVjpTmswGDh58iTLli3jt99+Q6vV8uyzz7JixQrCw8Mv4l/Q+tWWBAHTFFrDbriLUpWSE1vXArBv1c9Mf+b1GrfPSoxl1UcLKFHmEdihE0OmPk1YdC9c3D0pLSog8chedv/5PbmpCaz6aAFX3jGbvmOva5a/S1hXWxIETHG/YtpdqFWFnN5mivvB1b9w7ZMLL9i27/jrid+/DWVGMiUFuSxd8Ajdho8nKLIrDg4O5KUmcHr735SVFuMTGIoq1zSvuYODjOt8MeXnZLFsyWcAjJtyEx06dW30scZPm8mBHZvISEmgIC+bVx+/k+HjrqVjdA8cHBxITYxjx7qVlBarCAwJI7fylaimvsYlGi4vJ4ullbN8XD39Fjp2bnzcDZWD7YHpydaj/7ewWhLkvP6DRzJx2i2s+eNHAP5Z8avdJkIuhbycLH7+2nSjO/n6mUTWMR6NNRp1KV999CYAg0eOZcDQUTYpo7Ato6F6D2pXTx+G3vF0tRvd86JHTibr7BFSj+zEUFFO3PY19Jty18UqqrjI/t273tXTh9F3P1PjZ6P76GtIP3OYpEOmz8bprasZNH3WRSqpqK/c7Ey+/8KUsLruxluJ6tL4Nt4aZX4eC59/0jxI+qRpMxg+ZnyznMuWWtXdxZIlS1Cr1Xh7e/Pzzz8zf/58+vTpYzUJAuDo6Ejv3r15+eWX+fnnn/Hy8kKtVrNkyZKLVHLbc3ZzMy+X63V1bl+uLzMvu7g17xOaodPugMqbmNTTRynXlV2wTW5qAr8tmkOJMo/Qzj245cUP6TxgOO7ebVA4OeHz/+3deVhU1f8H8Dcw7CAICgqIogIioCTivu+7YmaZZn619KtZ+cu+paVmmqllaqllZq6oqYlLrrmhuIuKooAIKIvKIvs+LPP7Y+QyCDPAAAPjvF/P4/NcuOfec/Bz7507n3vuOZZWaN9/JN5Z+DMMTBpAIinCeZ9fkRit2QMo6uqXxL2wMnEXqy7uXqMmCXF/Flp+3HUNDDFiznfCQK75udkIOnsYZzf/gDN/rETgyf3Iy8pAM7eO6CzzgapfzhcoTaEv80QnX1xxzMUy/+/KPo3d9duPyMvJhqVVE4ya+KFS+5Btw6ffrhEGcs3NycbZf/bhz58WY/Oqb3DqgA+yMtLh1qELvCeXdKM3NjGtVr3qzkDmfK1U3PNK4q7sU6Ot61YiNycbjayaYux705Xah9AGmWPP7Y3OaKzgfei+Q0vGFQq+W/czXNUV2fO1que6sjHf/PNy5OZko7F1U7w1eYZS+yi2a/M6JCXGw9DIGFOUGGBXU4lkP9cLKo57ocz9nEiJXp6v9hKw79ATeobyp9B07D5EWI57GFjl+kh5Vb3nK5S5JlS1pxBQ9tho2bGXwmOjTc+SGcGehfLYqIjsNV5c1c91BXFQZOOakmv8hP/UzquKGelpWPy/WYh/Jh3Pr1vvAfjg4+oNuK0qapUIuXjxIrS0tDBz5kylBz11d3fHzJkzIZFIcPHixRpuoeroG5V8Mcx5Oce4PEWFhcKrBdo6olIX1tpg0tASDa2lXd8LC/KR9nKUaVmX9m8Rvij3njADIjldxMytmsJziHRsAklREe6eO1pLrVYPerJxz6xE3HNL4i6q5bgbm1vCXCbu6S/Kxh0ATCwaY+xXa9H/gy/QvF1nGJk1hLZIFwYmDWDbxgP9P/gCwz9dWiqRYiQz3bKmMTIuSQhkpiuOeWFhAXKzpTHXEYlKJVEq65rfKQQFXAEATJz5P6X28SqLRlb4atUfmDZ3Mdp5dYdZQ0uIRLowMTVDm3aemDZ3MT5ZvLrUNGsNGloq2OPrz8ik5FzPSEtVWLawsEB4CqNs3C+fO4m7N6UzdE2Z/QUMqhl3I5lElkMFT6Ca2jUXbhDTUpJLdR/WJMYy53p6ZWKeVb2Y+589gTs3pDGXvsaifMxDgu7gzNEDAIAJ02bDohG7yFeW7BfNvMx0hWWLCguRL/u5rlf1z3WRviG0tEseIFraVzBTjcxMNplyPtepdsje8+VW4tio7j2f7ivHRqMKZieUncmmuAcvySf7gKfCa3xBAbJfXuNFIpFS1+cLp4/j1rVLAIAZ/ze/Vl5TycrMwOLPZyEqUjoAs1e3Xvhs4bIKOynUF2r1akx8fDwAoGPHjtXaj5eXV6n9qaOG1rZIf5lgSH8RD7PGTeSWzUhOhKRI2k3Z3NpGJV3OZQd1enXsj4J8MaIfSKdW1DMwQpOWirtf27u+gct/S5fjH4fVbEPVjLm1LTJe3ohkvIhHg0by456ZUhJ3MysVxd24JO7ibPljPGhr68CpSz84dZE/Tk+yzNSAVg5Ocsu97qxtm+FF/DMAQFLCczRSMINIyotEFBUVAgCsmtopFfNL/x4BAJg1tERUxENERTwst1zxlzAAOH90PwxffsD3GjQaDRqWnUZZW0cHXfoMRpc+g+XW/Sz6sbDcwlG9B7Suria29kiMk8Y9Mf65wh4VyYkJQtytbZopFXe/k4cBSOP+JDwUT8JDyy2XLXM9P/3PfuF1l75Dx8BMJnnV1K45Ep5LX3Mq75WYVxkamwgJkOysTI0cW6KpnT0SXr4alhj/TOGsAkkyMW+iZMzPnTgEADC3sERkeCgi5cU8qyTmpw7vE5J0/Yd5w/xlzM+fPAKJRAI9fX1kpKXiwK7N5e4rMaHki7T/meMIvS99ity190DY2DWv8t/wOjC1skVmkvR+NCspHiYKZgfJTn0hfK6bNG6qVNy1tLRgamWD9JcDkusaKH7SrCuTqBFr+NhNqmZmJXPPlxSvcLbArJSSY6OBlfLHhpm1DVKfS48NRb1BXl3PY6NiNnb2iH/5uZgQ9wzWTeVf41/IXuNtlbvGnz4mvcY3tGiEyLBQRIZVfI0/fnCvkLAZNMIb5hbyH0rlZGfh2/99hIgw6Sxxb3h1xReLf4ConFep6iu1SoQYGBggLy8PWVnVO9mKt9fX16+JZtWJRnYtEHVfOmtOwpNHaObSXm7Z+CePhGVLW9XcaMhmrmV7rxSvKyosACDthlfRya0vc6GVHThKE1nYtkDMA2ncE6PCYdtGftwTZeJuoaq4Z5XEXc9IuW58xZ4/DBKWyxt4VVPY2rfEg9vXAQBR4aFwdu8gt2xUeMmUpTb2LZWqr/gd4bSUJBz22VSpbf49tEdYbufVvdxESGWE3b8jLDu29VBqH6+LZi1aIejWNQDAk/BQtG3vKbes7FS1ds2rH/e/d/xeqW2Kx/UApGN9yCZCmjm0xt2b0p5FsjdZ8uTIJE4rkzh5HTVr0Qp3A64CACLDQuHaXv5Dn8iw4FLbKeVlzFOTk7Bv28ZKbXL0bx9h2bNzTyERUrwvcV4e9lfy+Dl/8oiwbN+itcYmQsybNsfzkNsAgOSYcFg7tZNbNjm65HPdvKny/18NbRyEREh+ruJ76nyZL7gVfTGmmtXQtjlig6X3fC+iH8HGWf6x8SKq5EFhQ5sWStdpYesgJEIqSm6IeWxUib1Da9y5Kb3GR4SFwP0N+df4iIcl13h7B8U9c+Qp/lxPSX6B3Vt+rdQ2h/ftFJY7du0pNxGSk52NJV98jLCQ+wAA9w5emP/d6koN9F2fqNWrMS1atAAAHDhwoFr7+ftvafcCBweH6japzjR3K7kpfnL/loKSQFRQyTvXLdy9aq1NxTJTk5ASL8146oh00eCVDLbsWBW5mekoqOA9ufSkkp47Bho+bkAz15K4FydE5Im+XxL3Zm7V60VVGVmpSUh9GXdtkW6Fc94rkvz0CRKeSD/UzZvYaXQixLVDyWxJxQkRee6//OIMAG6e6jXL0tOoSDx5+YW+ia09HF3lJ/k0gbtM/O7JxLU8xV+eAaB9x6611qaqaN+xm7D8+FH5T6GKPY+NQu7LRIi5RSON7A0CAO07ysRcJqblCbxZst7Dq37EnJTT1KXkc/3Zy4SIPM+CSz73bdrKT45WRHbbpOhwhWWTY0rWm1rJf4JNNc9WJk5PK7jnk70ntHNV/tiwk7lffBGl+Nh4IZOYM7O2VVCSAOCNTiXX6js3FV/jb9+4Iix36FS/rvF5uTn4bv6nCHnZo8+1fQcs+H6tdJYbNaNWPUJGjBiBwMBAHDt2DI0bN8b//d//VWr6oWJisRhr1qzBsWPHoKWlhREjRtRia2tXMxcPGJqaIScjDdHBd/Di6RM0sm1Rplx2eioeXvcDIJ16q1WH2j+Zrh3yEZ4O2Tq7lxmTRM/QCKaWVshISkBhQT7Cb11Cm67yX5EIu35BWLZuobmvSACAbZv2MDA1Q25GGmJD7iD56RNYyIl7+E3p/5uOrh4cPGo/7gFHSuJu41Q27pVVVFSIS3tKnk62H/RmjbRPXTm36wBTs4bISEtByN2beBoVCdtynvqnpybjpv8ZANKpNz06Kzdjw/+WV+6pwbxp3kh62c19+WZfha/sVKSosBB/bVot/DzIe6LS+3pdtG3viQZmDZGeloIHd24g9kkE7Mp58p+WmoxrF04DAHT19NFByZk6FvxYuR4BcyaPxosE6bvga7YdkvvKjrObBywaWSH5RQLu37mOxLhncsuef/mKBgC0qyeJnLrg6tERDcwbIj01BUF3biDmSUS5vT3SUpKFKWp19fTRsVtvper75qfK9fiaPWkkEuOlMV+380i5r+zM+mIxZn2xuMJ9fTt3OoLvSb/sL1q1UWGvF01h7dQO+iZmyMtMQ9zDQKQ+jyq3t0duRiqibknHttPR1YOdu/LJbrt2XaCjp49CcR6ib/vDY9T7cp/oP7p8UliuTvKFqs7GueSe72loIFKeRaGhTdljIyc9FZEBJfd8zdsrfx1t3r4rRHr6KBDnITLgIry8p8g9NkL9TwjL1Um+aAp3j44wM2+ItNQU3Lt1HdGPI2DvUPYan5qSjEvnTgGQTpPeqXsfpepb9vMflSr34dvDhWv873uOKnxlR5yXh++//gwP7koTby5uHliw/JcaGU+uLqhVj5B33nkHLi4ukEgk2LZtG/r06YOlS5fixIkTePjwIdLS0oRReMViMdLS0vDw4UOcOHEC3333Hfr06YNt27YBAFxcXPD222/X4V9TPdo6Oug0coL0B4kEpzb9iNysjFJlCsRinPrjR+F1Eo/+o2AoM3aHrFN/rMKaKYOxZspgXD24s9wyl/ZvQXpSgtw2FRUV4orvdgT5HRd+17m4ja9w7txHWPbbvRGJMZHllgu5chb3/U8JP7t06y+3fk2graMDz+ElcT/75yrkvRr3fDHObVmFgpdxd+s3stSYLbLObVmF3z4Ygt8+GIKbh8uP+7UDW5BRQdxvHNqB4IslH4iew9+RW/75o/vCe4+vEudk4ezmH/D05ejjNm3aw6XnkHLLagodHRGGjZdOVyiRSLBlzRJkvTJoWr44D1vXLEVebg4AoO/wcTBpYFbu/rasWYoPR3bFhyO74sju8t/jr2mPHtxFUWH5Mc/JzsLm1d8i9J70Q9W5nSd6DOI02To6Ioya8B8A0rhvXPUtsjJKx10szsPvq74V4j5w5FswbWBe7v5+X/UtJg3phElDOuHAzsp9Aa4ObW1tvPly5pnCggJsWLGg3Fdk7lz3x6lDfwEAtLS1MXTsu7XetvpKR0cE7wlTAUhjvuGHb5BZTsx//XGxEPMho8fLjfmvPyzG2wM74u2BHSv9ugqpnraODtwGv7wflUhwdcdPyMsu/blemC/GlZ2rUSCWfq479RoBfTmf61d3rsau2cOxa/Zw3Du2q9wyekYmcOnnDQDIy0rH1Z2rUViQX6bco0snEBMoHVBXpGcAxx7DlfobSTnaOjrwGPryfkoigd/W8u/5Lmz7Sbjna9tH/j3fhW0/YfOModg8Yyhu/eNTbhl9IxO4DxwLQHpsXNj6U7nHRsjF43hy++WxoW8Al948NiqiIxJh3KRpAKTX+LXLF5a9xufl4Zfli5D78ho/zHs8GpiVf43/efk3GNOnA8b06YA9Wyv3MKM68vPzsfKb/+HuLWnvZCcXNyxc+YvSs5bVB2rVI0QkEmHz5s2YNWsW7t69i+TkZOzevRu7d++u1PbF70p5eHhgw4YNEInU6s8vo32/EQgPuISnYfeREBUOn4Uz4d5nGMytbZCZ/AL3/U8h+Vk0AMDCxh6dR1XvBvPeuaO4eXwfbFq3hY1jWzS0toOekTEKxHlIfhaNsBsXkSYzanSnkRNg16b89xm9ho9H2M2LSE+MQ05GGvZ8+wmcOveGnXM76BkaISs1GY/vXhfGQQEA9z7DKhxYVRO49hmOyFuX8PzRfbyIDse+b2ehba9hMLOyQWbKC4ReOoWU59K4N7Sxh+fw6sX9gd8x3Dm5H01auaBJa1eYW9tCz9AYBfl5SHkWjYgA/1KjhXcY/o7C91gv7FyHvKwMNG/XCY3sW8PQ1Azi3GwkRUcg/OZF5GRIR9K2sG2BgdPnq2SQ1/quz9CxuH3FD48eBCI64iGWfDwZvYaMgZWNHVJeJODS6X/wPOYJAKBpMwcMf/s/ddreV/n8+gOyMtPRrmM32LdyhqmZOXKysxAT+Qg3L51BRmoKAMC2eUtM/98SxvylAcPfxM1L5/DwfiCehIfiq1kT0W+YN6xtmiH5RQL8Th0RBpi1tXfAmHen1nGLS+s5cAQCrvjhzvVLCA+9jy+nv40+Q0bD1t4Bebk5uHfrGm74nxU+m8dNnqH8eBeviUEjx+H6pXMIDbqDx49C8cWMCRgwfCya2DZDUmICzp88jKcvY27XvCXGTpxWxy2mmuDYcxiiAy8jMeIBkmMicHz5x3DsPgQmjW2Qk/oC4Vf/Fcb0MGtiD7ch8h82VJbroLfwLPgWkqMfIfbeNRxbNgutug6ESaOmEGdnIubeVTyXeRWn04TZMDAtP8GeHBOB6JcJk2IJ4feF5ZjAK8h4ZVaR1l0HwUTBgO8k5dJ7OJ7cvoy48PtIig6H79KP0KbXUDRobIOs1BcIu3xKGNPDvKk93hhe/gPIqmg/ZDxi7gfgRdQjRN29igPfzoRz90EwbdQEedmZiAq8itgHJa9f95j4MQxNy/+yTqUNGf0Wrl48i+B7dxAZFoo5097B4JFj0dS2GV4kJuDM8UOIjZJe45u1aIm33vugjltc4pcV3wiz0BgaGWPI6Ldw7/bNCrfr0rNvbTdNaWqXCbC0tMTu3btx4MABbN26FY8fP654o5ccHBwwdepUjB07Vm2m9VFER6SLUZ8uxtH13yEmJBAZyYm44ru9TDmr5q0x8pNvoF/NwSsBABIJnj16gGePHsgtItLTR8/x0+AxYLTcMgbGphj3xUoc+3UZ4h+HobAgHyGXzyDk8plyy3v0H4Xe79bO/NfqRkeki6Gzv8Gp35bhaWggMpMTceNQ2bg3sm+NIR8tqrG4x4UHIy48WG4RkZ4+uoybBvd+oyrcXXZaMkL8T8pd39KzB3pN+hiGcm66NI1IVxcfLViJjcu/Qui9W0h+EY9DPmWf8Nq3csasr1bUy8Em05JfwP/fI3LXd+jWF5NmfQFTOU8+NJFIVxeffbMKPy+bh+DAACQlxmP/9rJPfVq0boM5i36od3HX1tbGx199j42rvsUN/7NISUrEwXJmE9HW1sG4yTMw6p0pqm9kPSPS1cX/vv0Ja5Z8ifuBN5GUGI+9234rU87BsQ0+X7yq3sWclKMj0kXvGQvhv3k54sPuIjslEXePlu2ladGsFXp9uKBGBqYU6Rmg78xvcWnLcsQ/CkJG4jMEHil7L6Gjq49Ob8+Cg5f8LzMpTyPx4NReueuf3r+Bp/dvlPpdU2cPJkIqQUeki4GzFuHs78vw7OFdZKUk4tbhHWXKWdq3xsCZC2vs2Bj88RKc27Qcz8PuIT3hKW4e3Fq2bbr66D7xI7TuLP/1dipNV1cXXy1bg5Xf/A9Bt2/iRUIcdv1Z9pXklk5tMH/pT6Wm3K1roffvCss52Vn4ZcU3ldrukJ/isY/qktolQgBAR0cH48ePx/jx4xEZGYnbt28jIiIC8fHxyMrKQl5eHvT19WFsbAxra2u0atUKHTp0QMuWyo2mX58ZGJvizS9WIOzGBYRcOYuEqAjkZqZD38gElrbN4dy5N1x7DoZ2DSR+vD//Hs8ePcDz8BCkxMciJyMNuZkZ0NLWhoGJKRrbtUSzth5w7TFQbrc8WWaNm+CdhWsReecawm5cRPyTMGSlpaBAnAc9AyOYNW4CGyc3uPUajMbNXr/YVYe+sSlGzl2OiJsXEXbtLF5ERyDnZdwtbJqjdafeaNN9UI3EfcT/LUNc+APERYQgLf6pNO5ZGdDW1oa+sSks7Rxg5+IB526DKjWYba9JsxF97yaeh99HZnIictJToaOrB2NzS9g4t4Nj575o6uha7Xa/boxNGuCz79Yh4NJZXD13AjGRYchMT4ORiSls7B3g1Wsgug8YDh2d+ndZnzjzcwQFXEV48F0kJ8YjPS0Funp6MLdoBGe3DujcZxBat9XswVHlMTZtgPnLN+D6xTO4dPY4oiLCkJGeCmMTU9g2b4muvQeh16AR9TLuAKCnb4BPvl6OewFX4X/mGMJDgpCakgwdkQiNGlujrYcXBo16C01s7eu6qfWGiWkDLPjhV1y9cBr+Z47jcfjDlzFvgGbNW6Jb30HoM3hkvY05KUffyBT9P16GqNv+eHzjHFJiI5GXlQY9QxOYNW2OFp690LLLwBr5XC9mYGqG/p8sR/SdS3gS4IfkmAjkZqRAR1cfJpZNYNPWE069RsDIXP4UmlT79I1NMfT/liMy4CLCr59DUkwEcjPToG9kioZN7dHSqzecutXMPV8xQ1NzDPtsBR7f8kfEDT+8iA5HTkYKRLr6MG3UBHauHdG270gY89ioMhPTBljy00ZcPv8v/P49hsjwh0hPS4WJSQM0c2iJnv0Go/+QUdBR8zcX1IGWpLhPKlXZxqtP6roJpGK5BTxdNE0Ha/ZK0USGuurfa5CqRldHrYZNoxpy5GF8xYXotWOoy/Nd04xwVn42Q1JfLk3l95LiVYCIiIiIiIiINAYTIURERERERESkMZgIISIiIiIiIiKNobajsMTExODs2bOIiYmBtrY2WrVqhf79+6Nx48YVbhsbG4uvvvoKWlpa2L697AjZRERERERERPR6UstEyOrVq7FlyxYUFhaW+v3333+PiRMnYs6cOdDX15e7fU5ODm7cuAEtLa3abioRERERERER1SNq92rMypUr8ccff6CgoAASiaTUP7FYjG3btsHb2xsRERF13VQiIiIiIiIiqmfUKhESHByMbdu2AQAaNWqERYsW4ejRozh48CDmz58POzs7SCQSREZG4t1338WdO3fqtsFEREREREREVK+oVSLkr7/+gkQigbm5Of766y+8++67aN26NVxcXPD+++/j2LFjmDJlCgAgLS0NU6dOhb+/f902moiIiIiIiIjqDbVKhAQEBEBLSwv/+c9/YGdnV2a9vr4+5s2bh7Vr18LAwAA5OTmYNWsWTp48WQetJSIiIiIiIqL6Rq0SIXFxcQAALy8vheWGDBmCrVu3wszMDPn5+Zg7dy4OHDigiiYSERERERERUT2mVokQsVgMANDT06uw7BtvvAEfHx9YWVmhsLAQCxYs4FS5RERERERERBpOrRIhDRs2BAA8f/68UuUdHR2xa9cuNGvWDBKJBCtWrMD69etrs4lEREREREREVI+pVSKkdevWAIBbt25VeptmzZph9+7dcHR0hEQiwYYNG7B69eraaiIRERERERER1WNqlQjx9PSERCLByZMnIZFIKr1d48aN4ePjg3bt2kEikcDPz6/2GklERERERERE9ZZaJUJ69+4NQDpo6pkzZ6q0rZmZGbZt24YuXbpUKYlCRERERERERK8PtUqEuLu7w9PTE82aNYOvr2+VtzcyMsKmTZswYMCAWmgdEREREREREdV3orpuQFXt2rWrWtvr6elxwFQiIiIiIiIiDaVWPUKIiIiIiIiIiKqDiRAiIiIiIiIi0hhMhBARERERERGRxmAihIiIiIiIiIg0BhMhRERERERERKQxmAghIiIiIiIiIo3BRAgRERERERERaQwmQoiIiIiIiIhIYzARQkREREREREQag4kQIiIiIiIiItIYTIQQERERERERkcZgIoSIiIiIiIiINAYTIURERERERESkMZgIISIiIiIiIiKNwUQIEREREREREWkMJkKIiIiIiIiISGMwEUJEREREREREGoOJECIiIiIiIiLSGEyEEBEREREREZHGYHS0TYEAAB+3SURBVCKEiIiIiIiIiDQGEyFEREREREREpDG0JBKJpK4bQURERERERESkCuwRQkREREREREQag4kQIiIiIiIiItIYTIQQERERERERkcZgIoSIiIiIiIiINAYTIURERERERESkMZgIISIiIiIiIiKNwUQIEREREREREWkMJkKIiIiIiIiISGMwEUJEREREREREGoOJECIiIiIiIiLSGKK6bgCpXmhoKHbu3ImrV68iMTERpqamcHR0hLe3N0aPHg0tLa1q15GZmQkfHx+cOnUKMTExKCwshK2tLfr374/JkyfD0tKyBv4SqorajLtYLEZwcDCCgoJw79493Lt3D1FRUZBIJLC1tcW5c+dq8C+hYrUZ0xcvXuDcuXO4evUqQkJCEBcXh4KCAjRs2BCurq4YMmQIhg8fDl1dXbn7iI2NRf/+/StV3+zZs/Hxxx8r3V4qUZvHxbx583Dw4MFKlX348KHS9VBptRVTX19fzJ8/v0rblHeu8lyvG6q4nwsICMD+/ftx584dJCQkCJ8Dbdu2xYgRIzB8+HBoa/O5qiqpIu6XL18W4p6UlARjY2M4ODhg6NChmDBhAvT09GrgL6Fi6hLTuLg4bN++HZcuXcLTp09RVFQEa2tr9OjRA5MmTYKDg0O126lKWhKJRFLXjSDV2bVrF5YvX478/Pxy1/fo0QPr16+HoaGh0nVERERgxowZiImJKXe9paUl1q9fjw4dOihdB1VNbcd9/vz58PX1LXcdEyG1ozZjum/fPixevBiFhYUKy7m6umLdunWwtbUtdz2/HKlebZ/rTISoXm3GVJlEyE8//YQRI0aU+h3PddWr7XO9qKgIS5cuxe7duxWWe+ONN/D777/DzMxMqXqoamo77mKxGF9//TWOHDkit4yjoyM2bdoEGxsbpeqg0tQlpidOnMD8+fORk5NT7noDAwMsWbIEo0ePVqqddYGJEA1y7tw5zJo1CxKJBFZWVpg5cybc3NyQlJQEHx8fXLp0CQAwePBg/PLLL0rVkZGRgbFjxyI6OhpaWlp49913MXjwYIhEIvj7+2Pz5s3Iz8+Hubk5fH195X6BopqjirjLfjkyNjaGq6srHj9+jMTERCZCakFtx/TXX3/Fzz//DD09PfTt2xc9evRAy5YtYWhoiMjISPj4+CAwMBAA0Lx5cxw8eBDGxsZl9iP75WjOnDkKvyhZWlqyp1g1qfJct7Kywp9//qmwrJOTk1J1UInajml6ejri4uIUlpFIJJg8eTJSU1NhbGyMK1euwMDAoFQZnuuqpYpz/bfffsPatWsBSD/X//Of/6BDhw4wMjLC48ePsXXrVoSFhQGQflGr6HpA1aeKuMs+2GrZsiWmTZuGNm3aICcnBxcvXsT27duRl5cHJycn7Nu3r1oPTkl9Ynrt2jVMnToVhYWF0NfXx/vvv49evXrB0NAQoaGh2Lx5Mx4/fgyRSITNmzeja9euyv+nqJKENIJYLJb069dP4uTkJOnYsaMkNja21PrCwkLJ7NmzJU5OThInJyfJlStXlKpn9erVwj62b99eZv3p06eF9Z9//rlSdVDlqSrux44dkxw4cEASFhYmKSwslEgkEsmkSZMkTk5Okr59+1b776ASqojp1q1bJT/99JMkOTm53PUFBQWSzz77TKhj3bp15ZaLiYkRyhw4cKDK7aDKU9W5/uWXX/K8VhFVxbQi169fF+qYN29euWV4rquOKo4LsVgs6dixo8TJyUni6uoqCQ4OLlMmPz9f8tZbbwn13Lt3T+m/iSqmirgHBgYK248ePVqSkZFRpsy1a9ckLi4uEicnJ8lvv/2m9N9D6hPToqIiybBhwyROTk4SFxcXybVr18qUycjIkIwePVri5OQkGTp0qKSgoKDKba0LfKlPQ/z777+IjY0FAPz3v/8t0xNDW1sbCxYsgEgkHTZmy5YtVa5DLBbDx8cHgPRJ4HvvvVemzIABA9C7d28AwNGjR5GQkFDleqjyVBF3ABg2bBjGjh0LR0dHvitcy1QR0ylTpuCzzz5Dw4YNy12vo6ODhQsXCu+Tnjp1qsp1UM1S1blOqlNfYnr48GFhWZ26PL+uVHFcREREID09HQDQt29fuLi4lCkjEokwY8YM4efiXoJUO1QR90OHDgnLX375JUxMTMqU6dy5M4YPHw4A2Lp1KwoKCqpcD0mpS0yDgoIQHh4OABgxYgQ6d+5cZh8mJib48ssvAUivH+fPn69yW+sCv7FoiDNnzgAAtLS0MGbMmHLLWFtbo1u3bgCAq1evIjMzs0p1XLt2TdhG0cA+xfUXFRXxlYlapoq4k2rVl5iam5sLrz7IGw+IVKe+HBdUc+pDTPPy8oREZ9OmTcu9ASbVUsVxITtWgZ2dndxy9vb25W5DNU8VcX/w4AEAQF9fH506dZJbrmfPngCA1NRU3Lx5s0p1UAl1iWnxPmTLlcfLywv6+voA1OcBGRMhGuL27dsAAAcHB4Xv5np5eQGQfqAFBQUpVYfsfhTV8eo2VPNUEXdSrfoU0+IbX/YCqnv16bigmlEfYnr27FlkZGQAAEaNGlUjMxdQ9ajiuGjRooUQ6+In1uWJjo4Wlps3b16lOqhqVBH31NRUANIHHTo6OnLLNWrUSFi+detWleqgEuoS0+J9AFDYTpFIBHNz83L3UV/x7lUDZGZmCoOhtWzZUmFZ2fWRkZFVqke2vKJ6GjduDFNTUwDS7lNUO1QVd1Kd+hTT5ORkYb+tWrWqsLyPjw8GDhwId3d3dOzYESNHjsSSJUvw6NGjGm+bpqmL4yIlJQUTJ05Ep06d4Obmhh49emD69OnYt28fxGKx0vslqfpyrsvOMlDZ12J4rtceVR0XpqamGDZsGADg/PnzCA0NLVOmoKAAmzZtAgDY2NgofFJM1aOquBsZGQn1KVL82hQA4ZUJqhp1imnxPgAIiXF5itc/e/ZM7uwy9QkTIRogPj5eWG7SpInCstbW1sJyRSPJv6q4vJGRkZDokKe4HbJto5qlqriT6tSnmG7dulXoETJ06NAKyz948ADR0dEQi8XIyMhAWFgYdu3ahZEjR2LVqlUoKiqq8TZqiro4LrKzsxEQEIC0tDTk5+cjMTERFy5cwMKFCzFixIhyvzhR5dWHcz05ORn+/v4AADc3t0olPAGe67VJlcfF/Pnz0aZNG+Tn52PixIlYv349rly5gsDAQBw8eBBvvvkmAgMDYWpqih9++EEYM4pqnqriXvyFOysrCyEhIXLLBQQEKF0HSalTTGUTMbLlXhUcHIzs7GwA0tnG1OHYENV1A6j2ZWVlCcsVTXMlm/UrPpirWo/sPuQpbods26hmqSrupDr1JaZBQUHYunUrAMDKygoTJkyQW9bMzAwDBw5Ep06d0Lx5c+jq6iIuLg4XLlyAr68v8vPz8ccff6CwsFAYaIuqRpXHhZaWFt544w307dsXrq6usLCwQE5ODkJCQrB3716EhYUhKioKU6ZMwd9//61wfAGSrz6c68ePHxcGzatMbxCe67VPlcdF48aNsXv3buzduxe///471q1bV2q9lpYW3n77bXzwwQelxgqhmqequPfr1w/Hjh0DAKxduxYbN24s8zpcdHS0MBXrq22jylOnmHbs2BENGjRAeno6Dhw4gPfee6/MOS+RSPDzzz+X+p06HBvsEaIBZLsp6+rqKiwrm9HPzc2tUj15eXmVqkO2nuJtqOapKu6kOvUhpikpKfj000+Rn58PLS0trFixQu6HuJWVFS5cuIBly5Zh9OjR8PDwgKurK/r3748lS5bgr7/+QoMGDQBIR0OXHZCLKk+Vx8X8+fPx119/YcaMGejRowfatm0LT09PTJo0CQcPHsTYsWMBSI+T7777rsr7J6n6cK4XzxYjEokwYsQIhWV5rquGqo+Lq1ev4p9//ik1RkAxiUSCM2fO4PDhwygsLFRq/1Q5qor7kCFDhEHQ/fz8MHPmTAQFBUEsFiM9PR1Hjx7FpEmTkJ2dLbSD94zKUaeYGhoaYvr06QCkyY1Jkybh6NGjSE9Ph1gsRlBQEP773//Cz8+v1N+iDscGEyEaQPYEqmhUb9kT08DAoEr1FI8UXJmRw4vrKd6Gap6q4k6qU9cxzc3NxcyZM/H06VMAwCeffILu3bvLLa+np6fwSYebmxsWLlwo/Lx79+4aaaemUeVxUfxltjwikQhLly4VXqE4f/48nj9/XuU6qO7P9cePH+PevXsApLMEWFhYKCzPc101VHlcbNmyBbNnz0ZwcDA6d+6Mbdu24datWwgKCsLhw4cxfvx4JCUlYf369Zg5cyanUa1Fqoq7SCTChg0bhJ5858+fx7hx4+Du7g4vLy/MnTsX8fHx+PTTT4VX4CvTC5zKUreYfvDBB/D29gYgfa1n7ty58PLygru7O8aNGwc/Pz+0bdsW48aNE7YxNjauUlvrAhMhGkD2QKxo4BrZLldVvbgV11OZblvF7VCHk0RdqSrupDp1GdOCggJ88sknuHPnDgDgvffew6xZs6q93+HDhwvz2it695Tkq0/nukgkEnqFAIypsuo6psW9QYDKD5JaEZ7r1aeq4yIkJAQ//vgjJBIJunfvjm3btqFr164wMTGBnp4e2rRpg6VLl2L27NkAgAsXLsDHx6dKdVDlqfJ6YG9vD19fX3z44YelxqYAAFdXV2zYsAEzZ84U6lGUHCf51C2mxT2AV69ejfbt25eaLbBhw4aYPn069uzZA4lEIvxeHY4NjhGiAaoyyE5VBu95VZMmTXD37l1kZ2cjIyND4YCpxe149YSkmqOquJPq1FVMJRIJ5s2bhwsXLgCQTqP59ddfV2ufxXR0dNCiRQvcv3+fgycrqb6d661bty63Pqq8uoypRCIRZosxNTVFv379qr1PgOd6TVDVceHr6ysMavvxxx/LnSJ9xowZ2LJlC7Kzs3Hw4EFMmTKlSvVQ5aj6emBmZobPP/8cn3/+OZKSkpCeng5LS0vhi218fLzw2oPs9Z4qT11jOnz4cAwfPhzZ2dl48eIF9PT0YGVlJVwjYmJiAEgTNk2bNlWqrarEHiEawMTERDhxKpp2qbJT4JanstM7JSYmCtMrVXYUeqo6VcWdVKeuYrp06VL8888/AID+/ftj+fLlZQbbqo6a3Jcmqm/nOuNZfXUZ01u3bgmvvw0ZMqRGX2HlsVE9qjouZLdt27at3HJ6enpwdHQEIH2dimpHXV4PLC0t4eDgUOrpfnBwsLDcrl27atehidQ9pkZGRrC3t0eTJk2EJEhRUZEwM42bm5vcBGp9Uv9bSDWiQ4cOAKQfVElJSXLLFXdX1dXVhbu7u1J1yO5HUR2vbkM1TxVxJ9VSdUzXrFmDXbt2AQC6du2KtWvXQiSquc6EhYWFePLkCQDpLAWknPp0roeHhwvLjKny6iqmxb1BAGDMmDHV3l8xnus1QxXHhew1vqKxP4rX6+joVKkOqpr6dI3/999/AUgTYX379q2VOjTB6xbTgIAAJCcnA5Am0dUBEyEaYsCAAQCkXV4PHTpUbpmEhARcvnwZAIR3QauiS5cuwjaHDh0q9Z6YrIMHDwIAtLW1a6zLLZVPFXEn1VJlTDdv3oyNGzcCAN544w38+uuvpQb4qgknTpwQeoh17NixRvetSerLuV5QUFBqGj4vL68ar0NT1EVMxWIxTpw4AQCws7ODp6dntfYni+d6zVDFcSE77fWtW7fklktLS0NYWFiZbajm1ZdrfFRUlNBDdOjQoTA3N6/xOjTF6xbT9evXA5D2dhk5cmSNta82MRGiIQYOHAhbW1sAwO+//y50ey1WVFSEpUuXCpn9qVOnltnHunXr4OzsDGdn51I3usX09PQwadIkAEBYWBh27txZpsyZM2eEcQZGjBgBKyur6v1hpJAq4k6qpaqY7t+/Hz/++CMAoE2bNti0aVOVB+k6c+aMwvX379/HkiVLhJ8nTJhQpf1TCVUcF3fv3kViYqLcNhQUFGDRokVCj5DevXvDxsZG6b9J09XF9fv8+fNIT08HIB0LqLKvsvBcVx1VHBd9+vQRllevXo3MzMwyZYqKivD9998LM16wZ0DtUtX1QNH4PQkJCZg1axby8/NhamqKuXPnKvvnENQrppmZmcjKyip3XVFREVauXInr168DAD777DO1GCgV4GCpGkNPTw8LFizArFmzkJaWhnfeeQezZs2Cq6srkpOTsXPnTly6dAkAMHjwYHTt2lWpej744AMcP34c0dHR+P777xEVFYXBgwdDJBLh4sWL2Lx5MwDA3Nwcc+bMqbG/j8qnqrgnJibC39+/zO8A6Zzjr16ce/bsya7RSlJFTE+fPo1FixYBkJ6r8+bNQ1xcnMIBvRwcHErNHw8AH330EVq0aIFBgwbB3d0d1tbW0NXVRVxcHPz8/HDw4EFhWrjJkyfzXeNqUMVxcfHiRWzatAm9e/dG165d0bp1azRo0AA5OTkIDg7G3r17hafD5ubmNTagrqZS1fVblrKzxfBcVx1VHBc9e/ZEp06dcOPGDYSEhMDb2xvvv/8+3N3dIRKJEBkZiT179gi9RSwtLTlQai1T1fXg999/x82bNzF06FB4eHjA3NwcaWlpuHbtGvbs2YO0tDSIRCKsXLmSEx5UkzrF9PHjx5g6dSqGDh2KLl26oFmzZigoKMCjR4+wb98+BAUFAZAOpqpOiW4mQjRIv379sHDhQixfvhwJCQlYvHhxmTI9evTAypUrla7D1NQUGzduxIwZMxATEwMfH58yU6pZWlpi/fr1QhaUapcq4h4ZGYn58+eXuy41NbXMuh07djARUg21HdOzZ88KMwakpqZW6gb37Nmz5XaNfvLkCTZt2iR3O21tbUyfPh2ffvqpUm2lEqo418ViMU6fPo3Tp0/LLdOyZUusWbMGzZs3V7oeklJFTIulpKTg4sWLAAAPDw+0aNGiStvzXFcdVRwX69atw+zZs3Hz5k1ER0dj6dKl5ZaztbXFunXrYGFhoXRdVDmquh6EhYUJSe1XWVpaYtmyZewBVEPUKabp6enYu3cv9u7dW2adlpYWJk6ciPnz56vFIKnFmAjRMBMnToSnpyd27NiBa9euITExESYmJnBycoK3tzdGjx5d7VHdW7VqhUOHDsHHxwenTp1CdHQ0ioqKYGNjg/79++P999+HpaVlDf1FVBmqiDupljrE9LfffkNgYCACAwPx/PlzpKSkICcnByYmJmjRogW8vLzw1ltv8QtzDarN42Ls2LGwsLBAYGAgwsLCkJSUhNTUVOjq6sLCwgKurq4YNGgQBg8eXKZ3EClPVef68ePHhdccRo0aVaVtea6rXm0fF+bm5tixYwfOnDmDo0eP4v79+0hKSkJhYSHMzMzg7OyMfv36wdvbG8bGxjX4l5EitR338ePHw8TEBDdu3EBsbCxSU1NhamoKe3t79O/fH+PHj+e4IDVMHWLq4OCAhQsX4vLly3j06JEwuKuVlRW6dOmCcePGqeVkC1oSeSNaEhERERERERG9ZtSn7woRERERERERUTUxEUJEREREREREGoOJECIiIiIiIiLSGEyEEBEREREREZHGYCKEiIiIiIiIiDQGEyFEREREREREpDGYCCEiIiIiIiIijcFECBERERERERFpDCZCiIiIiIiIiEhjMBFCRERE9UK/fv3g7OyMfv361XVTasy6devg7OwMZ2dnXL9+vcz62NhYYf28efPqoIVERESaR1TXDSAiIiKi2pGeno7t27cDAFxcXDBgwIA6bhEREVHdYyKEiIiI6DWVnp6O9evXAwC8vb2ZCCEiIgITIURERFRPnDt3rq6boHJ2dnZ4+PBhXTeDiIhIo3CMECIiIiIiIiLSGEyEEBEREREREZHG4KsxREREVMb169cxefJkAMDs2bPx8ccf4/Hjx9ixYwcuX76M+Ph4mJqaws3NDR9++CE8PT1Lbe/n54c9e/YgNDQUycnJaNSoEXr37o2PPvoIjRs3LrfOfv364enTp7C1tS33NZl169YJ413s2LEDnTt3RmBgIHbu3Inbt28jMTERpqamaNeuHSZOnIhevXrV8P9KaRKJBEeOHIGvry9CQ0ORk5MDKysrdOvWDe+99x4cHR0r3EdsbCz69+8PQDqGx4oVK8ot9+TJE/z111+4ceMGoqOjkZOTAxMTE5ibm8Pa2hoeHh4YOnQoXFxcyuy32MGDB3Hw4MEy+z579izs7Oyq+ucTERGpLSZCiIiIqEKnTp3Cl19+iZycHOF3ubm5OH/+PPz8/LBs2TK8+eabyM/Px6JFi+Dr61tq+2fPnmHPnj04c+YMdu3ahebNm1e7Tb/99ht++eUXFBUVCb9LTk6Gn58f/Pz88NFHH+GTTz6pdj3lycnJwezZs3Hp0qVSv4+JicHevXtx6NAhLF26tEbq2r9/P7799lvk5+eX+n1qaipSU1Px5MkTXL9+HRcuXMDhw4drpE4iIqLXGRMhREREpNCDBw+wadMm6Orq4v3334ebmxuKiorg7++PY8eOQSKRYOHChfD09MTOnTvh6+sLZ2dnjBo1CjY2NkhKSsK+ffsQFhaGxMREzJs3D3v27KlWm/bt24ejR4/C2toa3t7ecHR0RH5+Pvz9/XH8+HFIJBJs2LABXl5e6Nq1aw39T5SYM2eOkAQxNjbGuHHj4ObmhoKCAty8eRNHjhzB119/je7du1erngcPHmDRokUoKiqCSCTCoEGD0LFjR1haWqKgoACJiYkIDg7G5cuXS21naWmJDRs2ICkpCYsWLQIAdO7cWejl82pZIiIiTcJECBERESl0/vx52NvbY/v27bCxsRF+P2bMGDg6OmLNmjUoLCzEZ599huDgYEyYMAGLFi2CtnbJUGTjxo3D+PHjERYWhtu3b+PevXto166d0m06evQounfvjvXr18PIyEj4vbe3N9q1a4fly5cDALZs2VLjiZDDhw/Dz88PAGBjY4MdO3agWbNmwvqxY8di3Lhx+OCDD4Ryyjpw4IDQ4+XHH3/EsGHDyi1XWFiIu3fvCj8bGhpiwIABiI2NFX5nY2PD6XOJiIjAwVKJiIioEn788cdSSZBiU6dOhbGxMQBp7wVHR0csXLiwVBIEkH4xnz59uvCzv79/tdpjbm6ONWvWlEqCFJs8ebLQ1mvXrqGgoKBadb1q69atwvLKlStLJUGKeXp64vPPP692XVFRUQAAU1NTDB06VG45HR0ddOjQodr1ERERaQImQoiIiEghV1dXeHh4lLtOT08Pbm5uws/vvPMOdHR0yi0rO6BqREREtdo0ZswYmJmZlbtOW1sbXl5eAACxWIzo6Ohq1SUrJiYGISEhAKT/L506dZJb9q233kKDBg2qVZ+hoSEAICsrC8+fP6/WvoiIiEiKiRAiIiJSqH379grXN2rUSFh2d3evVLm0tLRabZO1tbWwnJ6eXq26ZAUFBQnLFb1yo6enV2Y2narq1q0bAKCoqAjvvfce9u/fj+Tk5Grtk4iISNMxEUJEREQKmZubK1yvp6cnLDds2LBS5cRicbXapKieV+vKy8urVl2yEhIShOXKzHxjb29frfrGjRsn9DqJjY3FggUL0K1bN4wcORKLFi3C0aNHkZGRUa06iIiINA0TIURERKTQq+N9KKKlpVWLLSlRlTbVpOzsbGHZwMCgwvLFr7YoS09PD3/++Se++OIL2NraAgAkEgnCwsKwd+9ezJ07F926dcOSJUuQmZlZrbqIiIg0BWeNISIiIqok2cFZc3NzKyyfk5NT7Tr19PQwbdo0TJs2DeHh4bh9+zZu376Nq1evIi4uDmKxGLt27cKtW7ewd+/eSiVoiIiINBl7hBARERFVkpWVlbBcPKOLIjU5UCsAtG7dGuPHj8eKFStw4cIFbN++XegpEhoair///rtG6yMiInodMRFCREREVEnt2rUTlq9du6awrFgsxq1bt2q1PV26dMGiRYuEn1+tT/YVIolEUqttISIiUhdMhBARERFVkp2dHVxcXAAA9+/fR0BAgNyyf//9d43OWCNPcY8QACgsLCy1TvZVnpp4TYeIiOh1wEQIERERURVMnTpVWP7iiy/w9OnTMmXu3LmDVatWVbuuFStWIDAwUGGZPXv2CMvOzs6l1pmbm8PU1BQAEBISwl4hRERE4GCpRERERFUyatQoHD16FBcuXMDTp08xatQojBs3Dm5ubigoKMDNmzdx+PBhaGlpoU+fPvDz81O6rn///Rdbt26FnZ0dunXrBmdnZ1hYWEAsFiMuLg4nT55ESEgIAGnS4+233y6zjy5duuD06dOIjo7GnDlzMGjQICE5AgCdOnXiAKtERKRRmAghIiIiqqK1a9di9uzZuHz5MjIzM7Ft27ZS6/X19fHdd98hKiqqWomQYrGxsdi3b5/c9ba2tli/fj0aNWpUZt1HH30Ef39/5Obm4uTJkzh58mSp9WfPnoWdnV2120hERKQumAghIiIiqiIjIyP8+eefOHz4MHx9ffHw4UPk5OTAysoKXbt2xeTJk+Ho6Ih169ZVq54DBw7g0qVLCAgIQHBwMGJiYpCZmQktLS1YWFjA2dkZ/fr1w5gxY+T26nBxcYGvry+2bt2KgIAAxMXFcbwQIiLSaFoSvixKRERERERERBqCg6USERERERERkcZgIoSIiIiIiIiINAYTIURERERERESkMThYKhEREWmEiIgIPH78WOntu3fvDkNDwxpsEREREdUFJkKIiIhIIxw/fhzr169XentOM0tERPR64KsxRERERERERKQxOH0uEREREREREWkM9gghIiIiIiIiIo3BRAgRERERERERaQwmQoiIiIiIiIhIYzARQkREREREREQag4kQIiIiIiIiItIYTIQQERERERERkcb4f4HAoKeXReWpAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f = np.load(\"TrElections.npz\")\n", + "\n", + "results, hm = Clusterer.cluster_projection_grid_search(\n", + " f\"umap4_trials\", users=f[\"users\"], labels=f[\"labels\"],\n", + " # this means multiple clusters can be assigned the same label\n", + " allow_multiple_clusters=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Kernel restarted after umap-learn reinstallation" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting umap-learn==0.3.10\n", + " Downloading umap-learn-0.3.10.tar.gz (40 kB)\n", + "\u001b[K |████████████████████████████████| 40 kB 390 kB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.13 in /home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.3.10) (1.18.4)\n", + "Requirement already satisfied: scikit-learn>=0.16 in /home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.3.10) (0.23.1)\n", + "Requirement already satisfied: scipy>=0.19 in /home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.3.10) (1.4.1)\n", + "Requirement already satisfied: numba>=0.37 in /home/ammar/env/lib/python3.6/site-packages (from umap-learn==0.3.10) (0.49.1)\n", + "Requirement already satisfied: joblib>=0.11 in /home/ammar/env/lib/python3.6/site-packages (from scikit-learn>=0.16->umap-learn==0.3.10) (0.15.1)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/ammar/env/lib/python3.6/site-packages (from scikit-learn>=0.16->umap-learn==0.3.10) (2.0.0)\n", + "Requirement already satisfied: llvmlite<=0.33.0.dev0,>=0.31.0.dev0 in /home/ammar/env/lib/python3.6/site-packages (from numba>=0.37->umap-learn==0.3.10) (0.32.1)\n", + "Requirement already satisfied: setuptools in /home/ammar/env/lib/python3.6/site-packages (from numba>=0.37->umap-learn==0.3.10) (47.1.1)\n", + "Building wheels for collected packages: umap-learn\n", + " Building wheel for umap-learn (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for umap-learn: filename=umap_learn-0.3.10-py3-none-any.whl size=38881 sha256=4f72382b5deca2b11efb69b7d546ac3c69da7f93e6240f86e42ea88b36d82ffa\n", + " Stored in directory: /home/ammar/.cache/pip/wheels/1b/69/69/91e19c0578b1740a6358f5db2c2dcc5af5b04360c3c9066b26\n", + "Successfully built umap-learn\n", + "Installing collected packages: umap-learn\n", + " Attempting uninstall: umap-learn\n", + " Found existing installation: umap-learn 0.4.6\n", + " Uninstalling umap-learn-0.4.6:\n", + " Successfully uninstalled umap-learn-0.4.6\n", + "Successfully installed umap-learn-0.3.10\n" + ] + } + ], + "source": [ + "!pip install umap-learn==0.3.10" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append(\"src\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "from src.clustering import Clusterer, pickle\n", + "from src.projection import Projector, os" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "pipeline(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 72/72 [00:35<00:00, 2.04it/s]\n" + ] + }, + { + "data": { + "image/png": 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doVTWYtfWHwBo8r781ZVN8y4SY/krKyGuy/vB3b9CJjVs3n/9aT0K8rLh7OqOJQ8vN+i2jQ0bIUaqMPEKqss1fwTdQ4fCvoVbRiztHOE7XNPpV9UqkBt7Tu99VpQUIOvyaQCA38hpcPJr+2pfZ4ltHSC2cQCgGWHS2UaOKci9cQVVdceGd7+hcPJu/tiwsndE4IjJADRD8DNizuq9z/LifKRdOgUACBkzHa7+ffXeFjWWEnsJFXV/BIMGh8PDN7DZ9WwdnDBk/HQAmqGX1y+c7rYYO6K0MA+Ht2lGAcxY8ojRzGfS3TKvX4a87ouO38BhcPUJaHY9a3tH9BszFYCmjpMvnemmCDsvLeYCKspKAADOXr7wDh3UwxH1rJjoKEjKSgEAYeGj4RcY3Ox6jk7OmDRdM6mtoqYG504dN1gMCddj8efvmgbc48+9BmsD3X5BLUuOjdae44PbOMeHTag/x9fgWtSpbovREGwdHGFjr/k8p1Iqe3Wzvqt1pNYn1te6ogbnTx83WAwJ12Oxt67WH3uetd4dYqMvQCrR5H3wsFHwDWg+7w5Ozhg/VXNhQKGowYXIEwaLISk+Fgd2bQMAPLT8FViZeN7ZCDFS+TcaJkz06B/e6roe/UdoX+ddv6j3PjOijgBqFQDAb+RUvbfTEQp5BaorZQAAgdAcImu7Nt5B2dcbJlrzGTSy1XX76CzPjtN/3o6ks0egrjs2gka3/2kj1LakmIa8hA4d3eq6ocMalidePt/Kmj1nz7efoaZKDu/AUIybu6inw+m10mMbztUBg1uvY/8hDcvTrka1smbvEhdxUPt6oImPBgGA6KiGJlb4mNZvSwof3bD80vlIg+y/tlaB//tkFVQqFcZMnIpxk6cbZLvUusQrDTXbd/iYVtftp3OOT+il5/iWVFWUo1KmuZglFJo3GdloSi7r1vronqn1dWvqan3CVIybxFrvDjGXGi44Dh3Vet6HjhynfX3lgmEucNTW1uKbz9+DWqXCyHFTMHoiP69zjhAjJc3L0L528g1pdV0nv4bluu/rqMJkzZwTEAjg5BsKhbwCSRF7kX3lFCqK8wFoJmx1CxmC4Em3wd7DV+99AZorBpd/3wC1UvMoLs8BIyC0EHVqm6agLCdd+9rFr/Vjw8W/YVRPqc77OiovUTOPAQQCuAX0RY28AteO7UHapVOQFeUBAGycXOHVNwwDpt0OR8/OHRumpCAzVfvaO6j1kTY+Qf20r/Mz0wyy/6KcTHzz9rMozM5AjbwSlrZ2cPXyRfDgcIy6ZT7sHNt/i1P0yUNIvBIFMzMzLHj8Je0waWqqSOdpOu5tzLWhOxdHcbb+dayrJC8Lv77/b5TkZKCmSg5LG1s4efaB78DhCJt6K2w6kPfmyGUSpFzWjFA0EwoxcPxMQ4Rt1NJTG560FdJ3YKvrhvRrGD2TkZpkkP3/tuVHpKckwsraBk883/HHYZN+8jMazvE+bZ3jg3XO8Trv64yinAx8teIZFGano1peCStbO7h6+yJkyAiMmTkfdk4und6HUlmL3d9/AWXd57l+4WNhITLdx+jq1npwB2o93UC1/vvWhlp/nLXebbLSGvIeGNq/1XWDdI6LzLSmT2HUx+5tPyEjNQlW1jZ4+JlXO7WtcqkE7722HBkpiaiokMHaxhbunt4YOHQkZty6CJ7efQwSc1e7aRohWVlZSE5ORn5+PiorK1FVVQVLS0tYW1vDw8MDwcHB6NPHOJLSHrKCbO1r6zYefWrl4AqBmRnUKhXKC3OgVqshEAg6vM+yTM0J2MLSGhVFuYj8/j3Iy4oax5WfCVl+JlLP/IVBc+9Dv5l3t7ldtUqFnLiGW3aU1VWQ5mci6/IpVBRpJu+xdnbH0IWPdzhmUyTJbzg2bF1av+3AxrHh2JAW6H9sFGckAgBEljaQFubiyFerUFFa2DiuvExI8jJx49QBhN/+AMJmL+7wfkxRUW6W9rWTW+vz6ti7uMHMzAwqlQrFeVl651NX/eN561VISlEhKUV6fAxO7t6CWUsfx/hb72pzOxXSMhzY9CUAYOzcRY2aNtRUqU4d27dx+5Cds5u2jsvysw2S9/rH82p/lpahUlqG7IRYRO3dhomLlyF81kK9t3898ghUdV+KAoaM6nRj5WaQk9nQxHL39G51XVc3d5gJhVAplcjJyux0zjPTUrDjZ80ta/ctWw5Xd96y1l2KcjO1r9s6xzu4uMHMTAiVSokiA53j6x/PW69cUopySSnSrsfg+M4tmHPvE5g4r+1zPKCZCFv3tsyaKjkKstIRE3kMxXXnNCc3T8x/+NlOxWzscrI6WOt1Oc81RK2np2DHZk2t38ta71a5WQ0Xo908Ws+7i07e87IzOp337IxU7PpFMz/J4gefgksnH8FdJa9EbHTDqDSZpAwySRmSb1zDvt+2YP7d92PJQ0/BTNi7L3gZdSMkLS0NmzZtwpEjR1BQUNDm+u7u7pg5cybuv/9+BAQEdH2AXUhRVaF9Lbaxb2VNzdU2c0trKCrLoVYpoaypgnndhFvtpVTUaPepVqtx+puVqJKVwtbNG/6jZ8LWxRPVlTLkxp5DfvwlqFUqxO7bBIG5BfpOvaPVbauUtTj7wwfNLjMXW6HPsIkYfNuDENs6dChmU1UjL9e+tmzHsWFhaY2aumOjtroKFpYdOzZqFTWokdcfGyocXvc25NJS2Lt7I3TcLbBz80J1uQwZMWeRfe0i1CoVLu76CWZCcwyeyVsj2lJV0ZBPa/vWa0AoFEJsZQN5hQwqpRI11VXaCbf04ezhjZCwkfD0D4a1rT0UNdUoyEpD7LmTKM3PQa1Cgf0bv4S8XIYZix9udVt7f/w/VMqkcHBxx4zFnXt6lSmormzIu5Vd63k3EwohsrJGdUU5VEolFNVVEHUi7w7uXvAfPAKufQJhZWuPWkU1irPTkRh1CpLCXChrFTixdQOqKmQYv/ABvfYRd+qQ9vWgSbP1jvVmUlEu0762b+Oxg0Jzc1hb26BcJoVSWYsquRxW1vo9Al2lUuH/1qyCoqYGIf0GYt6if+m1HdKPXOccb9NGrQuF5hBbWTec46vkEFvpl3cAcPHwQejQunO8Xd05PjMNV8+eQEl+DmoVNdj70/9BXi7FLUvaPm8raxXYvGZFs8tEllYIGzcNc+97Ajb2vf+xml2pw7VuY7haX7dmFRSKulpfyFrvThUVHci70BxWNjaokEmhVCpRXSWHpZ61rlKp8PVnq6FQ1CCo70DMXtC5C5FOLm4YOnIcAoL7wsHJBbUKBfJyMhF1+hgyUpOgUimx+9efUFpShOWvvNupfXU1o22ErFmzBhs3boRSqYRarW7Xe/Lz87F161b8+uuveOihh/Dyyy93cZRdp7a6SvvazLzt20WEFiLUz8+tqJJ3uBGikDc0XmqrKlFbVQmvwWMw9sHXYGZuoV0WPOFWpJw+gOjf1gMAYvduRJ+hE2Dt5Nah/dVz8A6EW2gYLKxMezKfjtA9NtpzK5G5hRg10HwQU1TLO9wIqdH5wqaoqoSiqhJ+Q8di6qNvQKhzbPSfMg/xJ/fhzC+aUQEXd/2EgPBJsHXW79gwFTVVcu1r8/bkUyQG6v7Y1sgr9W6ELHvnCwQOHNrsslvueRRHd2zE8bonHRz7fROCw0YioH/zT5GKv3gGVyOPAgDmL3u+U80ZU6GoaqjjduXdQozqujquqarUuxFy9xufok+/5vM44a6HcXbnzzj351YAwLndW+A/KBw+fQd3aB/5aYkoqrvly9reEUHDWp8XwVRUySu1r0WitnMuEouBus/VcnmF3l+O9u/ajvjYKzATCvH0y2/BzIzTx3WnRuf4duTdQiSGvO4cX92JRsjjK/+HoBbO8bPveQx/7/gJR3/fBAA48ttGhIaNRMCAlp8G1xbvgBAEDwmH5T+ecGiKeqrWD9TXuhlrvSfo5t2iPXkXiVH/7UteWal3I+TQnzuQcC0GZmZCPPbCm53K+zOvrUbfgWHNbuPuB57AoT9/w49ffgK1SoWTh/ciLHwMJs6Yq/f+uppRNkLeeOMN7Nq1S9sACQ4OxsiRIxEUFARPT09YWVlBJBKhpqYGcrkceXl5SE1NxYULF5CUlITa2lp8//33KC4uxocfftjD/xrjUD8RZj2RjR1GLX2xUROkXtCEuShIuIzsmEiolbVIiTyAwfNavmootBDhzs//rNuPGorKcpTlpCDt7CFkXjqJ4tRrSD3zF8Y+9AZHhfRG/2hEim3sMenBlxo1Qer1nzwPOfGXkR59GiplLW6c3IcRdzzUTYFSR7TUBAE0jz+eueQRlEtKcOHIPgDAiZ0/I+CNj5usWy2vxJ7vPwcADBozGf1HtD5BGPWslpoggCbv4+98EBXSUsSeOAAAOP/nL1j40vsd2ofuJKkDxs/o9UNnb2aF+bnY/M3/AQBuv2spgvu2ft863TxaaoIAmlFms/61DOVlJTh/ZC8A4Ogfm/HIf9a0uk0LkRgf7dA84UKtVkNeLkNOWhKijuzFldNHkBZ/FecP/4l7X1oF2zauiJNhFebnYtO3DbUe1MYcFXRzKCrIw7YfNBcg5y66B4Ehnct7/8HDWl0+a/5dqCiX4tcfNRfE/9j6fa9uhBhdK/Do0aPYuXMnAGDYsGHYsWMH9u3bh5UrV+LBBx/E7NmzMXnyZIwdOxaTJ0/G7Nmz8eCDD+Ldd9/F3r17sX37dgwdOhRqtRq7du3C8ePHe/YfpCdzsaX2taq2ps31lYqGdTp6xV+zv8bv6TNsUqujNALHNQx1Lki40u79CAQCiGzs4B46FKPvfwXhSzTPNS9KjkPkd6vbPfrHlOkeG7p5b0mtolr72qKDI4WApsdT4IhJELVybPSb2HBCzLlxucP7MzW6V/Zr25PPmoZ8ijoxZLo9pt/1kPae1dS4aCh09l3v4JavIS0uhNjKBvMeMu37wjvCwrKhjtuVd506Fll2bd7H3XE/UJf3zOtXGh1zbalV1CD+7DHtz7wtpoHu1b6amrZzXlPd8P/dSs9Rk1999gHk8kq4e3ph6cNP6bUN6pxG5/h25F33PNvVo+tmLn5Ye45PibsMRXX7a10gEMDazh4hQ8JxzwtvY9GTrwAAUq9fwcaP3zDpz3M9Uuuff4AqeSXcPbxwD2u9R+jmXdGevOvUur6jgL7/34eoklfC1cMLd9//hF7b6Kh5d94LaxvNyK+czDTk68x119sYXSNk+/btAIAhQ4Zg06ZNGDKk5atXzQkLC8PmzZsxePBgqNVqbNu2rSvC7HIWlg0nwuoKaavrqpRK1FZphmMJhOYQiixbXb855mIrCHSe8NDWk2ocdZZXFOd2eH/1AsfOhluo5qpFSfoN5Mfr//hfUyGyahh2WtWOY0NRd2yYCc0bNVHa65/Hhu6TaJqj+yQbWWFeh/dnaixtGvJZKZW0uq5SqUR13W1sQqE5RHrksyPsnV3h4qWZhLpWoUBpQeNaT7seg6i/NaO9Zt3zKOydXbs0npuJWGf4uFzWet5VSiVq5A11bNHFebd1coGThw8AzZwAkg7UcfKlSFTXzYngGdQfLj7+XRKjMbLReZyoVFLW6rrK2lpUVmpq3dzcHJZWHf9CfPzwflw4ewoA8OSLb+i1Deo8K51zfEUbta5U1qK6rtaFQvNOzQXUHvbOrnD10jzlrVZRg5IC/T/PjZ5xG0KGjAAAZCZeQ8Llc2284+bV4Vqv6HytX6yr9SdY6z3GxqYDeVfWQl6Xd6G5uV5Nz1NHDiD6vGby4mXPvtZteReJxAgd0PD9PMdATzHsCkZ3a0xcXBwEAgGWLVvWrvvqmiMSifD444/jueeeQ1xcnIEj7B527j6oLNE8sraypAA2zi3P/iuXFEGt0tzaYuvqpdeswwKBALZu3pDla2Y3t2jjiqNuo0ahc0+cPjwHhKMwUTOqpDApFp4DRnZqezc7Bw8flBdrvpiUF+fDrpUnx1SUNRwbdm76Hxv27t6Q5GmOjbauRuuOFqnRmXuGmufq1UfbYCgtzIOTe8tPFZAWF0JVl09nT59OP02gPaxtGybk1Z3YFQAuHjsAtVoNC5EYFTIJjv2+udltlBXma19fjjiE9PirAIAh46bC1ds0H7Xs5OEDaV2DQVqUD4dWniYhKxPt7e0AACAASURBVCnU1rGjh3e35N1SJ++6E7u2JS5CZ5LUyRwNosvb1x/5uZonaxTk5cDDq+WnChQVFkClVAIAvHx89cr54b2a0bVOzq5ITohHckJ8s+tVlDfkd9/ObdovcbNuWwQn584/WtXUuXr5ahsMpYV5cHb3anFdSXEhVCpN3l266xxvp3OO70CtN6fvsNFIuqq5oJUSdxn9ho/t1PaMlXefDtZ6Xc499a31fQ21npIQj5SWal3nb/j+f9S6I2u907z6+KEgT5P3wvycVp8YVKybd2/98n70r10AAEdnF6QmxiM1sfm8607YfHDPdtjUNWen37oQjno+PttWZ+Jn3b8hvY3RNUIkEk233MfHp1Pb8fb2brQ9Y2Pv6Yf8+EsAgNLMJLiFtDwypjSj4bnj9p5+eu/TwTtA2wipH0XQEt2n2lh0cni+7m05CnnvLabewtHbH9nXNB80ijOS4NW35cnNitMTta+dvPW/MuvsE6hthNS0cWzoNj9au4WGNNx9A5F4JQoAkJOSgKBBLd+fmZ1yQ/vawzegq0MDAFSWN4w60h29oqEZ+qyoqcbRHT+1a3uXjh3QvvbwCzTZRohrnwCkx2rquCAtEb4DWr6fPz+toY67a4RFlU7exe2c/FBWUoiMuGgAmkl9+42Z0iWxGSv/wGBEn48EACQlXMOQ4S03/ZNuNFzE8QtsfYRmS9R19VlaUoQt369v13t2/drQzBw1bjIbIQbg4ReIhCuax1BmpyQgeNDwFtfNTtY5x/sFdnlsAFAp0znHd3KiU92JXeUVpvt5zj8wGNFRmlpP7kCt++tZ6/VzuZWWFGHLD+2s9e0NtT5y3GQ2QgygT0Awrlw4AwBITYzHoKEt5z0l4Zr2tW9AsF77q7/9rKykGNs3bmjXe/b99rP2dfjYSXo3Qsp1RrfZ2PbeCZKN7tYYFxdNQlJSUjq1neTk5EbbMzYe/cO1r+sbIi3RvZ3Ec8AIvffp2b/hvaWZSa2sCZTpLLd161zTqryoYSimqI3HwRLgM7Dh2KhviLQkK+5Cw/sG6T/SRve9us2V5hTrNuY8OndsmILQoaO0rxNjolpdN/FywzPdQ4eN7rKY6slKi1Fcd++n0NwCjq6dey49NfAf3HC+TYttvY7TrzbUccCQUa2saRjlZcUozddc1RKaW8C+nXm/duqwduLt0JETIWYjtJHhoxomEo4+f6bVdS/VNUwAIHw0JyA2Zn11z/E65/Dm3NBZ3rcbzvHS0mIU5WoucgjNLeDk1rlzfHHdKAig7UcF38yG69RsdBRr3VQMHdEwAqq+IdIS3eVDR47rspi6gqKmBonXr2p/9urFt8Aa3YiQ4cOHY//+/diwYQOmT58OWz26TDKZDBs2bIBAIMDw4S133nszt5AwiG0dUF0uQUHiFUhz02Hv1fRAq5KVITM6AgBgZiGC12D9H1PoNWQMhL+LoaypRtblCAye90CLE6amnml4KoCnTtOmo2qr5ci8dEL7s0vAAL23ZSq8+g6Fpa0DqsolyIm/jNKc9GZHe8ilZUi9eBKA5sk9fmH6D1H1GzoW5iIxamuqkXoxAiPueKjF0R43TjVc8e8zUP/GnKkIHDQcNvaOqJCWIeXqReRnpsLDt+mVwHJJqfYRteYWIgwYOaHLYzuy4yftFYeAgUOb3K9+5/LXcefy19vczncrX0DaNc3tb4+8/Xmro15Mhe+AYbCyc4BcJkHGtWgUZafB1SegyXqV0jLcOHccgKaOg8O7/gPT2V0/a68w+vQb0u45SeJO6dwWw0lSmwgbPhIOjk6QlJXiysVzyEhNhl9g0yuBZaUliDiq+RsrEokxZuJUvfb3wX+/a9d6jy65FQV5mgsS327b1+owfuq4oMEN5/ikNs7xMacbzvEDR03s8tj+3v6j9hwf1Mw5viOq5ZW4fOpv7c/+/Tr22O2byZBh7a/1Uzq1PnrCVL329347a/2xJbeiIF9T69/8wlo3tEHDRsLewQlSSSlio88jMy252dEektISRB7X/L20EIkxcrx+oyff+fSbdq33zP3zUVSX9/9t2tPqLTvtse/3LaisnwvMxw+ePr13ZK/RjQhZunQpBAIBUlNTsWjRIhw+fBjKuvtk26JUKnHo0CHceeedSE1NhUAgwNKlS7s44q5hJhSi38zFmh/UakRt/Rw1/7h3U6mowYWtn0NZUwUACJ44D+IWRlRc2Po5fn9xPn5/cT6u/bW12XVEVrYInXoHAKCmQoaorZ9DVatosl5K5AFkx2g62EKRJYIm3NpkneuHtkGam97qv7FKVorI799HlaQEAGDr5g2PfvyC1BYzoRBhc5doflCrEfHTWlRXyBqtU6uoQcTGtait1hwbA6bMb3TPv66IjZ/hx6duxY9P3YrovT83u47Y2haDZi4CoJm8N2LjWiibOTbiI/YjPVozcZO52BL9J8/T699oSoRCIaYsvBeAZpjj719+CHl543wqamrw+/qPUFOXz7FzFsK6hattv6//CCuWTMOKJdNwpIXbVQ5t/RZlRfnNLgMAlUqJv7f/gAt1j1UEgKl1MZJhmAmFGD3/Hs0PajUOfrMGVf+s45oaHPx2DRR1eR8243ZYtVDHB7/9FJ8/NBufPzQbZ3Y2P1fLqR0/QFpc0GJMKpUSkX9sxNXj+7W/G1MfYxuy4mMgqZsHwcHdC336t3zLnqkSmpvj7vsfBaCp9c8/eAvlssYTXtdUV+OLD95ClVwOAJi3aAnsW3gM6Rcfvo3bpwzH7VOGY+uP7RsWTd1PKDTHtEX3A9Dkffv/fYDKJuf4amxf9wFqqjV5Hz9nUYsjKrav+xCv3z0Fr989BYe3/9jsOn9t+abR3Ez/pFIqcWjb9zhfN9k1AG2M/3Tkt43Iz0xt+R8IQFZWgs1rVkBaWgRAM/dVSJjpzvcmNDfH3fc11PoXHzZf6//98C1UVWlyfuvClmv9vx++jQVTh2PB1OH4hbXeawmF5rhj6SMANHlf/8k7TfNeU431a95FdV3eZ9++GHb2zed9/Zp38a9ZI/GvWSOxY9PXXRs8gJ1bv0d2Ruu1fnjvb41uw1l4zyNdHVanGN2IkJEjR+Kxxx7DN998g8zMTDz33HOwt7fH0KFDERQUBE9PT1hZWcHCwgIKhQJyuRx5eXlISUnBlStXIJVKtd3txx57DCNHGu+JOHjCXOTERKIoJQ5lWcn4e82zCBo/Bzau3pCXFSHt3GHtnB52Hr4YcMuSTu+z34y7kH/9Ikozk5Abew6HP3kGAaNnwsbFEzXycuRcPdvoVp3wxU9DbNv0j3X2lUhcO7AFDt6BcA0eBHsPP4isbaEGUC0rRUl6AnJiz2mbOOZiK4xc+iLMzC06/W8wBf0nz0N69GnkJ8WhODMJu99/Bv0mzYWdmxcqy4qRcPqgdk4PRy8/DL31X53eZ9jsu5EddwFF6YnIuHIWu1Y/hdDxs2Dn6onqynJkXD7T6Fad8UufhaUJD43tiNGzFiDuXATS42OQk5qIda8+ilEz58PF0xuS4iJcPLYfhdmaxqJ7H39MXXRfp/Z3/vBuROz5Bb59B8G/32C4ePWBpbUtFDXVKMxKx9Wzx1Gan6Ndf8rC+xA4kE1KQxs6/TYkXTiF7IRYFKQn4ee3nsKQqbfC0cMb5SVFiI04iJKcDACAs7cfxtzeucZ+zNG9iNq/Hd4hA+EdOhBOHn0gsrZBbU01SnIykHD+JCSFDbcqjp5/T7sbGo0mSZ04q1smeTRGcxfcjcgTf+NaTDSSE67juUeWYM7td8LLxxdFhfn4e98uZKZrPoj6BgRhcV3jpLdITojHmZNHGv0u9krDef/MySPIzc5stHzmvDvg6WXat0mOnbUAsedOIO16DLJTE/Dflx/BmFtuh4unDyQlhbhwZB8KtOf4AEy/s/mmRHudPbQbJ3ZvhV/fwQjoPxiuXr6wtLaBoqYaBVnpiDlzDCU65/hpi+5vcaRe7NmTOPzrD/DyD0HgwDC49wmAta0d1GqgXFKCzMTruBZ1WtvEEVla4e6n34C5hWl/npuz4G5Enmyo9eeXLcHs+ZpaLy7Mx+H9u5DVi2s9JTEekSca13pcjE6tRzSt9Vvm3QEPE6/1WbfdhfMRRxEfG43UpHi89uQ9mDlvETy8fVFSVIBjf+3WNhv6+Adh0b3LejjiBmdPHsGvP32FgJB+GDAkHD5+gbC1s0etQoG8nEycP30MGSkNt8dPnDEXU2bd1oMRt83oGiEA8O9//xvu7u744osvUF5eDolEgoiICERERLT6vvoGiK2tLV588UXce69xX8E0M7fAuGUrcPanD1GYGAN5WRHi9je9Yu/YJxjjHnmzxdtYOsJcZIkJj7+Lcxs/RmHSVZQX5iB236Ym6wktRBh+13L4jZja6vYkOamQ5LTeXXTwCcKIJc+2+cheaiA0t8CMJ9/GsW8/QO6NK6goLcSlPU3z5OIbgulPrjDIpKXmIkvc8vQqHPvuQ+QlxEBakIOLu35qGpuFGOPueRrBo6d1ep+mwtzcAve98h5++fwdpMRGQ1JcgL9//b7Jet6BoVj68upOT2gHaM6XGTdikXEjtsV1LMSWmL30cYyds7DT+6OmhOYWuP35d7F33XvIvH4ZspJCRP6xscl67v4hmP/cOxBbG2DODbUaOYlxyEls+Ylq5iIxJi1ehmEzF7RrkzXySiRe0Px9FgjMMHDiLZ2P8yZlYWGBFR98gY/efgUxl86jqCAPP3/3ZZP1gvsOwJvvrW30GM7eIC05Ads3tzwM/3zkSZyPPNnod0NHjDH5Roi5hQUeePUDbFn7NpJjL0FSXIBD25r+f/QJ7Iv7X3mvmYmpO06tViP9xlWk37ja4joWYkvMvfcJjJ+7qM3t5aYnITe99fnjvAJCcNdTr8EnqG+H473ZWFhY4D/vf4GP32mo9S3fN1/rb6zufbWempSAHT+3XOtRkScR1Uytm3ojxNzCAi+vXIvPV7+GuMtRKC7Mx68/fdVkvcCQ/njp3U9hbYBaN7S0pBtIS7rR4nKhUIjblzyEu+5/rBuj0o9RNkIA4L777sNtt92G7du348iRI4iNjW31FhmhUIjBgwdjxowZWLx4MRwdmx9mZGxE1raY9NR7yLp8ChkXjqIsOwU15VJYWNvC3tMPvsMnw3/0TJgJhQbbp9jWAZOWv4/sy6eQcekEyrKSUS0rg9BCDBsXD3gMGIHgifNg5dDyRLQTn1iJ/PhLKEq9DklOKipL8lEjr4AAgLmlNayd3OHkGwyfsPFw7zsMAjOju4urx4lt7DD7+Q+QevEkks8dRUlmCqoqJBBb28HRyw+BI6cgdNwtBj02LO0cMOeFD5F2KQIpUcdRnJEMuawU5hZi2Lp6os/AERgwdT6sHY1zkuKeZGVrh4dXrEXsmWO4HHEYOalJqJRJYGVjC3ffAAwZPx3hU+dCaIB8PvjmJ5omSMI1FOdmokImQaVMCjMzM1jZ2cPTLwjBg8MxfOqcRo/PJcOztLHDna9+hITzJ3A98ggK0pNRVS6F2NoWLj7+6DdmCgZNmm2QOl748gfISYxDbtJ1lOZnQS6ToKpcBoGZGSxt7eDWJwi+A4dh0MRbWryVrjkJ509qb9/xGzQcds5unY71ZmZrZ4/Vn23AqWOHcOzQPqQkxkMqKYOtnT38AoIxafpszJx7O4TmRvsRjpphbWuHR9/+DDGRxxB98hByUhNRIZPAysYOHr4BGDphOkZMmwuhsPN5f2TFGqTHX0VGQhwKc7NQIS3TnuOt7ezh6ReMkCHhGDF1bqPH5za7rf98goQrUUiPv4rc9GSUFORqHqUuEMDSyhqObp7wCeqLwWOnIGTICJjx85yWrZ09Vq3V1PrxQ/uQklRX67b28AvU1PqMOaz1m42tnT1WfLweZ04cRsSR/UhLugGZtAw2tvbo4x+E8VNnYers+QapdUN6+rVVuH71EhKvXUVWejKkEgnKZWVQq9SwtbOHj38QBgwJx7Q5t8PZ1b2nw20Xgbp+mISRUygUSEtLQ15eHioqKlBdXQ2xWAwbGxt4enrC398fIpHIoPt8c3+CQbdHvZ+9peGaBmQcgp31nxyOjFexvKanQ6BuNi3QOD64kWFdK5C2vRLddAa4sYlvauQ17ZtTkm4uw/1bHk3Vu1pNnWBhYYHQ0FCEhob2dChERERERERE1EtxfBoRERERERERmQw2QoiIiIiIiIjIZBj9rTFFRUU4evQoLl26hOTkZOTl5aGyslI7R4i1tTU8PT0RHByM8PBwTJ8+Ha6urj0dNhERERERERH1AKOdLDU3NxdffPEF9u7dC5VKpf19c/8cgUCgfW1mZob58+fj+eefh5eXV6di4GSppoeTpZoeTpZqmjhZqunhZKmmiZOlmiZOlmp6OFmqabrpJkuNjo7G8uXLUVZW1qjxYWdnB09PT1hZWUEkEqGmpgZyuRx5eXmQyWQAAKVSid27d+PEiRPYsGEDhg4d2lP/DCIiIiIiIiLqZkbXCCkpKcEzzzyD0tJSAMCUKVNwxx13YNSoUa3e8lJUVIQLFy5g586dOHHiBEpLS/H0009jz549cHZ27q7wiYiIiIiIiKgHGd1kqRs3bkRxcTFEIhHWrVuHr7/+GnPnzm1z3g9XV1fMmTMHX3/9NdatWwcLCwsUFxdj06ZN3RQ5EREREREREfU0o2uEHD16FAKBAI8++ihmzpyp1zZmzpyJZcuWQa1W48iRIwaOkIiIiIiIiIh6K6NrhGRnZwMAJk2a1KntTJkypdH2iIiIiIiIiOjmZ3SNEKFQ89SO2traTm2n/v312yMiIiIiIiKim5/RNUJ8fX0BAAcPHuzUdurfX789IiIiIiIiIrr5GV0jZNasWVCr1di6dSu2bNmi1zZ+/vlnbNmyBQKBAHPmzDFwhERERERERETUWwnUarW6p4PoiIqKCixYsABZWVkQCAQIDQ3FHXfcgZEjRyIoKAi2trZN3lNeXo6UlBRcvHgRO3fuRGJiItRqNfz8/LBr1y5YW1vrFcub+xM6+88hI2NvyVupTE2ws1VPh0A9oFhe09MhUDebFuje0yFQD7hWIO3pEKgHDHCz7+kQqJvJa5Q9HQL1gOH+di0uM+/GOAzCxsYGX3/9NZ588klkZmYiMTERa9as0S63traGlZUVRCIRampqIJfLUVlZ2Wgb9U2QDRs26N0EISIiIiIiIiLjY3S3xgBAcHAwdu7ciSeeeAI2NjZQq9Xa/yoqKlBUVIScnBwUFRWhoqKi0XIbGxs88cQT+OOPPxAUFNTT/xQiIiIiIiIi6kZGNyKknq2tLV588UU888wzOHv2LC5duoTk5GTk5+ejoqIC1dXVEIvFsLGxgYeHB4KDgxEeHo6xY8fCwsKip8MnIiIiIiIioh5gtI2QehYWFpg0aRImTZrU06EQERERERERUS9nlLfGEBERERERERHpg40QIiIiIiIiIjIZbIQQERERERERkckw2UbIwYMHMWPGDMycObOnQyEiIiIiIiKibmL0k6Xqq7KyEtnZ2RAIBD0dChERERERERF1E5MdEUJEREREREREpoeNECIiIiIiIiIyGUZ3a8y6desMsp34+HiDbIeIiIiIiIiIjIdRNkI4rwcRERERERER6cPoGiH11Gp1T4dAREREREREREbG6Bohjo6OkEgkmDhxIlauXKn3dg4ePIhPPvnEgJERERERERERUW9ndI2QIUOGICIiAikpKfDx8dF7O05OTgaMioiIiIiIiIiMgdE9NWbIkCEAgNzcXJSUlPRwNERERERERERkTIyuERIWFqZ9ffXq1R6MhIiIiIiIiIiMjdHdGlPfCFGr1bh69SqmTJmi13b8/PywcOFCQ4ZGRERERERERL2c0TVCnJ2dER8f3+ntjBgxAiNGjDBARERERERERERkLIzu1hgiIiIiIiIiIn2xEUJEREREREREJoONECIiIiIiIiIyGWyEEBEREREREZHJMLrJUnuTQR7WPR0CdbPkkqqeDoG6mUKl6ukQqAdU1DDvpkalUvd0CNQD+rna9XQI1ANq+bfd5IgteP2fGuMRQUREREREREQmg40QIiIiIiIiIjIZbIQQERERERERkclgI4SIiIiIiIiITAYbIURERERERERkMtgIISIiIiIiIiKTwUYIEREREREREZkMNkKIiIiIiIiIyGSwEUJEREREREREJoONECIiIiIiIiIyGWyEEBEREREREZHJYCOEiIiIiIiIiEwGGyFEREREREREZDLYCCEiIiIiIiIik8FGCBERERERERGZDDZCiIiIiIiIiMhksBFCRERERERERCaDjRAiIiIiIiIiMhlshBARERERERGRyWAjhIiIiIiIiIhMBhshRERERERERGQy2AghIiIiIiIiIpPBRggRERERERERmQw2QoiIiIiIiIjIZLARQkREREREREQmg40QIiIiIiIiIjIZbIQQERERERERkclgI4SIiIiIiIiITAYbIURERERERERkMtgIISIiIiIiIiKTwUYIEREREREREZkMNkKIiIiIiIiIyGSwEUJEREREREREJoONECIiIiIiIiIyGWyEEBEREREREZHJMO/pAKjz1Go1rp09jphTh5GXnoxKqQRWtnZw9fHH4PHTMGzyHJgJhQbZ16qlM9q97tDJs7DgyddaXP7f55ZCUpTfrm35DxiKB9/6rN37NgVqtRrplyKQev4oSrNTUF0ugcjaDg6efggYOQVBY2YaLO+6VColMi9HIvNyJIozElElLQXMBLCyc4Ktmxc8QsPgO3Qc7N19mn2/slaBspw0lGQkoSQjESWZSSjLSYdKWQsAGHvfCwgee4vB474ZqNVqxJ09jpiIxrXuVl/rUwxX6yvv6Vit3/FUy7X+xbMdq/WH3mat61Kr1Ui5cBKJZ4+iODMZ8nIJxNZ2cPL2Q8ioqeg7/haD5f2bx+e2e92+42Zi6sMvtblebmIsbpw6iLzka6iUlAAAbBxc4NVvCPpPmA33oP56x3uzUqvVOH3sEI4f3ofUpARIJKWws3NAH/9ATJ4xB9PnzIdQ2LUf4cplUjzz4J0oKy3W/u7rX/bCw9O7xfeUlZYg+nwkYi9fQErSDeTnZqO6qgrWNjbw8PLBwLBw3DLvDvj6B3Vp7MZKN+9p/8j7pG7M+7PN5N29nXlP1cm7lY0NPOvyPpN5b5ZarUbk8cM4UVfrUkkpbO3s4esfhInTZ2NaN+X8+YfuapTzr7b+2WLOa2sVuB4TjaQb15B04xpyszIgk5RBJpXATGgGewcnBIT0xejxUzFh+iyIxZZdGr8xYq33DmyEGDl5uQw7/rsSaXHRjX5fXlaC8rISpMVF4+LhP7H43yvh4OrRQ1GSoVVXyhDx3YfIT7jS6PdV0lJUSUuRn3AFiRH7MPmxFbBxdjfYfksyk3F2y39RmpXcZJmsSg5ZYQ5yr12EXFKCkXc93uw2Dq19CSWZTd9PrZOXy7Dji5VIbaHWU+OiceHvP7GEtX5Tqa6Q4fDX7yMnvnGty6WlkEtLkRN/BddO7MOsp96CrYvhat0QFNVVOLnpCyRHnWiyTFKQDUlBNuJPHcTg6bdj3N2PQ2DGQaqA5sPpx++8gqvRUY1+X1pShNKSIlyNjsKB3Tvwxuq1cPPw6rI4fli/ttEH5LZ8+79PcGD3DqhUyibLZFIJZFIJkm5cw97ft2L+Xffigcefg7ALmvXGqlwmxSdt5P2v3Tvwehfn/ccO5v27VvJeLpUg6R95v5951yqXSfHpu682yXlZSTHKSopxNToKB/f8hldXfdqlOf9p/WcdynleThbeffmp5hcqgMKqXBTm5yLq9Ans2Pwtnn/zPfQfPNRA0Ro/1nrvwUaIEVPWKvDrZ28hI/4qAMDexR3h0+fB2cMb0pIiXD5xAEXZGchNS8TWj9/AIyv/D2JrG4Ps261PAKbd/XCr6zi4tu9DubW9I25b9mLr69g5tDu2m52yVoETX69GYXIcAMDayQ0hE+bAztULlWVFSD57GNK8TJRkJuPY+ncw+6W1sLCy7vR+C5Kv4fhX70BRVQkA8AgdAq8B4bB2cofAzAxV0lKUZCYhJ+5Cq9tRq1SNfra0d4LQ3AIVJQWdjvFmpaxVYNvaxrU+Yvo8OHtqaj36eF2tpyZiy0dvYNkqw9b69MWGq/X5j7LW20tZq8DB9auQlxgLALBxcsOAyXNh7+aFirIi3Dh9CGW5mSjKSMKB/72FBa9/BpGVYfLu5O2PUQseaHUd21aarCqVEoc3vIesuIsAAHOxJfqNvwXugf0hEAhQlJmMG6cOorqyHLFHdgNqYPy/njRI7MZMoVDggxUv4lqMpuHp6u6JWbctgpePL4oL8/H3gd3ISk9FSmI8Vr32LD7+8idY29gaPI7LF87i6F9/wszMDObmFqipqW7zPZnpKdoPyH4BwRgyfBT8g0JgY2sHSWkJLpw7hUvnTkOlUmH39s2orCjH0y+/ZfDYjZFCocCHzeTdsy7vR3Tyvvq1Z/FRL827b0AwwoaPgp9O3i/+I+8VzDsATc4/WvFvXL9an3MP3DKvIedH/9qjzfl7rz+HD9f92CU5v3LhLI4d7FjO63l4+SB0wGD4BgTD1d0TYktLyCsrkJGahNPHDqOkqAAFeTlY9epyfPTlRvgFhhg8fmPDWu9d2AgxYhcO79F+MfIKCMV9b66Bla2ddvnoWXfg18/eRnJMFAqz03Fy58+45d4nDLJvazsH9B810SDbshCJDbYtU5AYsV/bBHH2Dcb0Z9+H2Loh7/2mzMeJb1Yj9/olSPIycPWvXxC+cFmn9imXluLkN6uhqKqE2NYekx55Ax59w5pdV6VSolomaXFbHn2Hok/YWDj7hsDZLxTWji6I2bcFVw9s7VSMN7Mo3VoPDMX9zdT6trUNtX5i58+YxVo3etdO7NM2QVz9QjDvxQ8gtmnI+6Bpt+PQ+lXIiruI0twMkQB15AAAIABJREFUXNr3C8be9ahB9m1pa4+A4eP1fn/8yQPaJoiNkytue+ljOLg3DLcNGTMNYTMXYe9nr6MsLxOxR3cjMHwCvPoO6XTsxuyv3Tu0H5CDQvtj1doNsLWz1y6/deESfLji34iOOoPM9BRs3/wtHnqy9eZiR1VXyfHVZ+8DAOYuWIzzkSdQmJ/b5vvMzMwwZeZczL/rXoT0G9hk+a0LlyDyxN9Yu/pNKJW1OLxvJyZNn42w8NEGjd8Y/TPvK5vJ+0fdkPcNeuZ98sy5uP2uexHcSt4/q8v738w7AODgnh3aJkhQaH+88+lXjXI+d+ESfPzWS7gcdQZZ6SnYsfk7PPjkCwaNobpKjg2ffwAAmLPgbkRFnmxXzl3dPLF+yx54eDV/CzQA3PPIcny++k1ERZ5AdVUVNn39X6z46P8MFruxYq33LhyHaqRUSiUidtd9cRQIsGD5642+GAGAuUiEO556DRZ19+adP7QTla18QaXeT6VUIvbgr5ofBAKMe+ClRk0QABBaiDD+gZdgLtLk/caJP1FdLu3Ufi/+9g2qK6QQmAkx7alVLTZBAMDMTAgrB+cWl4+48zGEzbsPfcLGwtrRpVNxmQKVUomIXQ21fsdTzdf6wuU6tX6QtW7sVEolovdv0/wgEGDqIy83aoIAgLmFCNMefhnmdXmPO7oHVZ2sdUOJPbpH+3rivc80aoLUs3Z0bjTHSNSujd0SW2+lVNbity3fAwAEAgFeeGN1ow/IACASifH8G6thaWkFANj3x6+QSsoMGseW79cjPzcbLq7uuO/Rp9v9vpff/ggv/uf9Zpsg9cZPmYnb7rxH+/Oxg3s7FevN4J95f76FvD+nk/f9XZz3ezuQ95fq8t7cF6N6zHtjSmUtft/yAwBNzp99fVXzOX99lTbnB3b+CpmBc771h69QkJsNZ1d3LF3W/pxbWlm12gQBALHYEk+9/BbMzDS3RsRcPAeFQtGpeI0da733YSPESKXGRaNSqimMwEHD4d4noNn1bBycMHjcNACAUqHAjYuR3RUidYH8hCuoLtd8wfXsOxSOXv7Nrmdp5wj/EZMBAKpaBbKuntV7n+UlBciIPgUACBw9HS7+oXpvizpOt9aDBg2Hu29As+vZODhh8HidWr/AWjdmOfGXUVXXzPLpPwzO3s3XupW9I4JHTQGguZUm7fKZbouxJZVlJSjLywQAiG3s4Dek5atB7oH94OjpCwDIS76G8mLTvUUu5lIUJGWlAICw8NHwCwxudj1HJ2dMnD4bAKBQ1OD86eMGiyHheiz2/vELAOCx516FVQdusfvnB/qWTJgyU/s6PTWpYwHehK5eioK0F+R9X13eH+2ivI/XyXuGieddN+dDWsm5g5MzJkyfBaAu55FN51vSV+L1WOyvz/mzr3Qo5+3l4OgEe0dHAIBSqTR4I8fYsNZ7HzZCjFTy/7N334FNVX0fwL9p2nQvuiddzNICHWxkb1BQWa4HRVQQXx8Hio8DUdyKPuoj4EIRRARlCDJlld0CLZS20L13kybNXu8faZNb2qRtko40v88/3jYn957yzS/mntx7zk3dPAxRQxMNto1kPJ6blmygJenpyjOvabcDB8cbbMt8vCzjqtHHzL98Amq1Zl6P8MRJRu+HGCf3hq7WI9uodeZ7QQ7VukUrydDVeki04VpnPt50O0p3auBVa7fdfQPBYrEMtnf3a/xmUa1GUbrhOYZ6s9QU3YD18BGGb0uKYzx+7Yp5Br8UCjn+9+k7UKlUGDF2IkaNn2yW/d6N+cFbJpV0yjEsSUdyZz5+3Yy5f9PFuUutPPc0ZuaJow22HZ7IzNw8X3AoFHJ889m7UKlUSBw7ASM7KXNhgwANfM2Avq2tLVzc2nci3VtRrfc8Fj1HSE1NDU6ePIlr164hNzcXFRUVEIlEkEqlsLe3h5OTE/z9/REZGYm4uDhMnjwZ3t7e3d1ts6guLtBuB4T3N9g2MGKAdruqJN8sx68tL8bWt59HTVkhpGIxHJ1d4BUYgvDoOMRPmQsXD/23RtxN3MDHL++tQWVxHiTCBjg4OcPDxx9h0cMQN3ku+vjpX8bJ2vDKC7XbfUIMTzrVJ1R35QbzeR1VlaOZowAsFrz69oNMLMTtM3+h6Po5NNRUAACcPL3h1y8WAybMg3vjt7vEPKoYtR4Y0T21/uPbz6OmtGWtJ0zteK1ve28NKosYte7rj7DBwxA/hWqdqa5MV7PebVyF5dNX97qoKyswy/F5FSXY/9FL4FUUQy4Rw97JBe7+wQgaOAyD7pkFJwO3v0Ft/HHrSguMf7KFY35zFtl/kMG2zEuTiwrM843bH7/+hMK8HDg6OeOp5/Uvh20q5lUgnbkigqXoSO5RnZD7n4zcV3Ri7sy/09fKcy8q0K2cF9GBWi8uMM+Ke3t3/oSipsz/r3MyVyoV+P7Lj6FQKAAAw0eOBYdj3ynHshRU6z2PRQ6ElJeX44svvsDBgwehYqxAoVbrPn0pFAoIhULU1NQgPT0d+/fvx/r16zFv3jw8//zzCAjo2cG0pba8RLvt4eNvsK1bHx+wbGygVqlQV1EKtVrd5jd0bWlasrOJkM+DkM9DUdZNnDvwK6YuWYGRsx5o175kEjHyb+m+/RQJ6iES1KMs7zYuHtqNMXMXY9Kix7X3GVozQVWpdtvZy/ASqU4e3trcBVVlRudeW6R5Q+M4OEFQXY4z374LEbe6WRt+RTH4FcXIOX8YQ+c+iujpizp8HNK62ooeXutLV2BUR2o9vZVaz9XV+uTFVOsAUF+pq3XXNmrd2VNX6/WVxtc6U9PyvNqfBTyIBTxUZKcj9fAujHjgCcRMmd/qc53cPHV/Rzvee5h/a31lid52vV1ZSZF229ff8KCgt48vbGzYUKmUKC8pNjnz4sI87NmuuXf94SdWwdun85bgPnbwT+12/KjxnXYcS9GR3L06MfeHKPcuY3zmRSZnXlKYjz+2a+YnWfrESniZmLlKpUIy45YdiViMkqJ8XDh1DBVlmvdzX/9APPHsGpOO0xtQrfc8FjcQcv36daxatQo8Hq/ZwIerqyv8/f3h6OgIDocDmUwGsViMiooKCAQCAJr70/bv348zZ85g8+bNGDrUcte0logatNttLTdpw2bD3tEZEqEAKqUScqkEnMZJeIzh6ReIyJgE+IZGwMnFDXKZFNWlBci8fBbcqnIo5XIc/eUbiIUCTHxwmcF9uXp6IXJoIvz7RsHZ3RNKhRx1FWXISk5CVXE+1CoVzh/YiQZeLe57pvNGLy2FTCzUbtu7GL7E0IbNhp2DE2SiBqhVSihkEtjZdyx3pVwGeeMx1Wo1Tm1aBwmfC1efQESMmgZXnwBIhXyU3LiE8sxrUKtUSD3wM2zYdhg0ZUHH/0DSgkTY/bXuFxoBR1c3KGRSVJXcVevbvoG4QYBJC5cZ3Bez1l2aar2yDJlXWtb6/JVU6zLGe7xDO2qd4+AEaVOtSyWwMyF3N58ABA+OQ5/gcDg4u0Ehl4JbVoi8q+cgqKmAUiHHxV1bIBUKkHDvoy2e7+LlC2dPbwi5NZAKBSi+mYzQ2NbnCakuuKOdTwRo/ndbG2GDQLvt5u5hsC2bbQsnZ2c0CPhQKhWQSMRwNHKZdJVKhf998i7kchmiBgzG7AWLjdpPeySdPIob164AADw8vTB11n2ddixLwczdtYtz/6abcp9i5bmLjM5caXrmn2oyjxwwGLPmm565QiHHx2+93OpjDo5OGDNxGh596jm4uXu22saaUK33PBY1EFJXV4fVq1eDy9V8SzVhwgTMnz8fiYmJBm95qampQUpKCvbu3YszZ86Ay+Xi2WefxYEDB9CnT/sv6+5JZBKxdtvWjtNmezsOB5LGc2ipWGT0ydG/3vwcfQe1vmLI5MXLcWbPNiTt2w4AOPvnL4gYEo/Qga0vh7hg1WsI6R8Nlk3LqWomPvgvpBw/gMM/fQW1WoW0s8cQMSQeMeOmtrIn66Fg3GvHtm07d7adPQDNiYVCIu7wQIhMrDspkUtEkEtECI4dhXFPrAXb1k77WP/xc3An6W8k7/ofACD1wE8IjRsHZ0+fDh2PtNRdtb7sLf21PmXJcpzesw1Je3W1Hhmjv9bvf9ZwrScfP4DDWxm1HhOPWCuvdTmz1tuRO5tjDzQOIsglYqMHQua9/LHeJWwTFyzD1b924PohzURr1w7+iuBBw+Hfb0iLtgPHz8TVA5rXR9KOrzEv4CO4+TS/ElPE5+L01s+a/U4mERnV795AItb97RxO25lz7O2Bxs/VYpHQ6A/Jh/f/jqxbabCxYWPVS2/AppU6NYfigjx889kG7c8r/u8VODgaP2DXW3RX7kcYua/s5Nw3MXJ/knLveOaMW0okJmW+G7cbM3/mxdc7LfMm4VH9ETM8AU7OLp16HEtBtd7zWNRkqT///DNqa2vB4XDw9ddfY8uWLZg1a1ab8354e3tj5syZ2LJlC77++mvY2dmhtrYW27Zt66Ke9x76TowAzbKpkxY9jrhJc7S/S9q/Q2/70IExrZ4YNUmYdi8mMr5lTtqnf1+kc6hVzW/2t3d2w+hHX2w2CNKk//jZCBk2FgCgUiqQnfR3l/SRdI62an3yoscRN5lR6wbqs61aT5x2LyYtWqbb116q9e6ibxAE0OSeeN9jGDh+pvZ31//e1Wrb2Kn3w7NxpRshtxp/vPssLvy2GdmXTyLnymlc/uMH7F73NLjlRXD11t3yxWJZ1McSi1ddWY5fvvsaADDvwYcQ0W9gpxyHW1eDDa//G2KRZpR21n0LMXbitE45FmlbV+b+HiP3mZR7t6muLMeO7zWZz31gqdky53Ds8cfJq/jj5FXs+ScFP+07ibc/3YRxk2cg82Yq/vv+m1j/8irtilika1GtG2ZRnzhOnjwJFouFJ598ElOnGvdt4dSpU7F8+XKo1Wr8888/Zu5h12F+y6uQy9psL5fp2tgbOaLYXhMefAxovI+tICMVcpnU6H2Nnr0Q9o2zD9eUFYFbWWaWPloqW3sH7bZS0XbuSrnu397WiG+I7/5WOTRuPDiO+pfa6jdWd4JUcTu1w8cjLfXkWp/4gK7W86nWzcqOWevtyF3J+Lc35baY9oif94g297LbaVC0krudgyNmPf8ufBonepVLxEg/uR+nfvgEJ7//CGlH90AqFCAkOgEjFizTPs/eyXq/OXRg1KtM1nbmMqnu393YpS83f/4BJGIRfPwCsHTZM0btoy0Cfj3eXrMKlY3zBYyZMBVPPvdKpxzLEnVH7lsYuS/pxNzXM3IfTblrdThzxnusg5GZf/uFLvPFnZQ5i8WCq5s7YuJG4IU33sfKl94AAGTcuIYPXv93sykNrBHVes9jUQMhpaWaCdXGjzdt4pUJEyY0258lcmB8WBQJ6g22VSmVkDbO82DDtm32AbszuHp6w8s/GACglMvBqyo3el+2HA6Co3QzJ9eUFRto3fsxByGkDXyDbVVKJeSNl5nbsG1hy+l47rb2jmAxJq70Cm1jpRrGSjZNK8oQ0zg49+Ba7+MNrwCq9c7AYbzHS9pR6zJmrXdy7s4eXnD31Sx5q1TIIdBT6y6ePrjvtc8xafkahMaOgKObJ2xsbWHv7IbAgUMxafkazPy/d5oNpDha8X3kzi6u2m1+Pc9gW6VSAZFQU+u2trZwMGLw68zxv3H18jkAwNP/fq1TLmEWNgjw9ppVKMzTTLqdOOYevPjGe2CzaULkJszcBb0o9/WUu15OXZz52RN/49rl8wCAFc+v7bLbFabOWYCYOM38UNmZ6WZb/tdSUa33PBY1R0jTP2rTUkzGanq+pYTUGq+AYPCqNScdvOoKg6tJ8OuqoW5cXaePf6DJqwm0h6OrG9B4TiQRCQ03bmtfjIkCJVY8kR4AuPoGoaG2EgAgrK2Ei4HVJES8Gm3uLj4BRuXOYrHg6hsIfuNkhnYOhkek7RgDNcyJXYnxvPyDtQMMPbHWnVzcUNu4bWqtO7lSrTdx9wvSDjAIaivh6q2/1oVcXa27+RpX6x3l4OKGes1bkXbwrTU2Nmz0GzkZ/UZO1tuGW66bSd8nzPAS0b1ZYHAoKss1X9BUVZTBz8CqAjXVVVCplAAA/6AQozI//vc+AIBnH2/kZWchLzur1XYixoTNf+/dpf0wP33OAnj08dK7f7FIiPWvPIvcO5kAgOGJo/HKuo9h28qtldbs7twNrSZRa4bcT5iY+7R25P7OXbmvodybCQwORVU3ZO7Rxwv52VnIb0fmhxmZT20jc0OGJ47GzcbJM2+lXUXcyLFG7ac3oFrveSxqICQkJASZmZk4evQoEhMTjd7P0aNHtfuzVD4hYci9kQwAKM+/g7DBw/S2Lcu7rd32DQ7v9L4BgFig+wbT2Mv4tPtqYO7Lei+bBgCPgL4oz9QsP1pXnAO//vrncagrym72PGN5BoZrB0LkEsMnunLGCZGhW2hI+/kyar0sr+fVuqjBfLUuElCtN+kT2Bclt64CAGoKsxE4QH+tVxfeYTwvrLO7BqD5VSr2JtZ6+Z2b2u2AqGiT9mXJQsOjcD35IgAg904mYoYl6G2beztD97www1fq6dN0mTq3rga//vhNu56z//dftNsJo8fr/ZAsFovwzqvP4U5mOgAgZngiXtuwEXbtmCDQ2tyd+xADuedYYO5rKfcWQsMikdqYeV4bmTNrPSQs0rgDNt6Rwqurxc6tm9r1lAO7t2u34w1k3hbmLR3MVVOsEdV6z2NRt8ZMnz4darUav/76K3bsMG4yve3bt2PHjh1gsViYOXNm20/ooSJjdcWTeyPFYNvctGTd84YaP4DUXgJuLWorNPeJsW3t4G7gm8y2KOQylOTo3gyaLsO3VgGD4rXbZY0DIvqUZVzVbgcOjjfQ0jDmc2uLcgy2rSvWPe7qa3iNdNI+Han1HEatR3VVrZdTrXeG4Ghd3RXfumqgZfPHmc/rLCJeHeqrNN9q2djaGrwyrS11ZYWoLtAM5Lj7Bbe6Ao21GJ44Wrvd9GFZn2uMS8zjRow20LLrSSVibHjteWSma+aJio6Nwxvvf9Fs5QuiM6wDuTNvLRjeA3N/77XnkdWY++DYOLxOubeKmXlqW5knMzMf02l96izlpbrbXNtaMra3o1rveSzqipBHH30Ue/bsQUlJCTZs2IBdu3Zh/vz5SEhIQEREBFxcWn6D2NDQgLy8PFy9ehV79+5FdnY21Go1QkND8cgjj3TDX2Ee4YOHw8nNAyI+D3np11BVUgDf4LAW7YT1XKRfPAVAs/TmgPjOfxM988fPQOMoZN9BsUYv3wkAl/7eA2nj5fZ9/IPQxz/ILH20VH79Y2Hv4g5pQz0qbqeCV17Y6tUeEgEPhVfPAtAsvRkcM8roYwbHjgKbYw+lTIqia0kYdu+/9F7tkX3+iHbblMEXohMefVetFxfANySsRTthPRfpFxi1ntD5tX7ajLV+8RDVOlPggKFwcHWHRFCP0qxU1JUVok9gy1oX83nITT4DQFPrYcM6/wNTyl/btbkH9Isxei4alUqJC7/pvp0cOv0Bs/TPUsUMT4C7hyfqeVzcuHoZRfm5CA1v+Q0wj1uHcyc1V7ZyOPYYMXaiUcd774vv2tVuxZI5qK7U3J63ZedBg7fsyGRSvP/Gi7iVphmcGzRkGN748EvYd/IEvpYsZngC3Dw8we+i3De0M/en7srd0GX8MpkUHzByH0i5GzSEmfm1K3ozr+fW4fzJYwAaMx8zwajjvfP5t+1q98zSudrMN/36l8HM20MsFuHcP7rPhQOj9V/ZaA2o1nsei7oixNnZGVu2bEFISAjUajWys7PxySefYPHixUhMTER8fDzGjRuHyZMnY9y4cYiPj0diYiIWL16Mjz/+uNkgyObNm+Hk1LkrKnQmGzYb4+97SPODWo3933wI8V2XnClkMuzb/BHkUgkAIHH6fDi5ure6v/2bP8I7D03BOw9Nwek9P7fa5p/fvkd9TaXePqlUSpzavRXXTh7S/m7c/IdbbZu0bweqSwv17gsAUk78hVO7t2p/Hq9nX9bEhs3GkBmLNT+o1bi47TNIRc1zV8pluPDLRihkmtz73zMX9ox5Vpgu/rIRO1bPwY7Vc3DjUOtXWXGcXDBo8gIAgFTIx8VfNkKpkLdol33uMIpTNZNx2XIc0G/cnBZtSMfZsNkYP19X6/s26an1TYxan6G/1vdt+gjrl07B+qX6a/3EznbW+j+6WtdXn2f3tqPWj1Ot382Gzcbw2Us0P6jVOP3jp5AK78pdLsPprZ9B0Zh79KR5cNBT66e3foZvn5qFb5+ahZQD21ttc+XPrWiordLbJ5VKiZT925CVdFj7O20fW1GRna69x/luMrEQp374BGVZaQA0Az8Dxs3Quy9rwGbb4sGHlwPQXNL8xQdvokHQfKJcmUyKLz98CxKJGAAwe8EiuOn5lvW/H67D/ElxmD8pDjt/2ty5nQcgl8vx0VtrkHb1MgCg/6AhePPDL+HYyatXWbq7c/9vO3KfZSD3Lz9chwWT4rBgUhx+66LcP6bcO4TNtsUDDz8BQJP5Vx++1WrmX320Tpv5zPmL9F5R8dVH6/DA5Hg8MDkeu37a0rmdB7D7l+9QlJ9rsA2vrhYfvfkS6mqrAQABwaGIjTf+S7negGq957GoK0IAIDIyEnv37sV3332HHTt2oKFBN8GLUCiEUKh/DgMXFxc8/PDDWLFiRatXj1iahGn3IjM5CUVZN1FekI0trz2F+Clz0ccvEPy6alw/fRg1pZpJ6HyC+mL8AtNOLlJOHMD5v35DSL9ohAyIhpd/MOydnKGQyVBdWoiMS6fBZawaMW7+wwgbNLTVfWVcPoNTv/8I/7Ao9B00FN6BoXB0doVSIUddZRmykpNQWZSnbR8zbiqG3mPdH5Kb9Bs/G0Wp51Gdewt1xbn4+4Pn0G/sTLj4BELMq0HOxWPaOT3c/UMxZKb+E5X2ip6+EGUZV1FXlI2SG5dw6L1ViBw9DS7eAZCJGlB84yLKGbfijFi6Gg56TsTrinNR1Dhg0qQqJ127XZx6AYLq5quPRI2eDhdv/ZOE9naJ0+5F5pXGWs/Pxua1jbXuHwh+bctav8dctd4/GiH9o+EVEAwHJ2fIZTJUl7Ss9fHzH0bY4PbVuk9QKByaar2iZa3HjpuKYROo1gFg8IQ5yL92HhXZ6agpysGed57FoHtmwd03EEJuDbLOHwWvXFPrngGhiJu91KTjZZw5hNSju+EXMQj+UYPh7hcMjqMTFDIZeOVFyE0522yFmOGzlxicuyRpx9eQCgUIjRkB79BIOLi6QyYWobYkD3nJZyEWaGbN9wwMw5QVa7tkkteebuZ9C3Ex6R9k3LiOvOws/PvJJZgx734EBIagpqYKJ/7eh5LCfABASN8ILHzkyW7usc6XH67TrlDg6OSMmfcuxI3ryW08Cxg1blJnd63Hm3nfQlxi5P7Ck0swvTH32h6e+1d35T7j3oW42Y7cR1p57jPuXYhLZ08i86Ym85dWLMG0uQ8gICgEtdWV+Ofwfm3mwX0j8OAjy7u5xzqXzp7Eb1s3IyyyPwbHDkdw3wi4uLkBaoDHrUV2ZjqSz5/Rnsw7ODrhuVfXw87OcibR7CxU6z2LxQ2EAJoBjRdeeAGrV6/GpUuXcO3aNeTm5qKyshJCoRBSqRT29vZwdnaGn58fIiMjERcXh1GjRvWqImTb2mHxi+9i93/Xo+DWdfBrq3Dq9x9btAsI64dFL643z+SDajWK76Sj+E663iZ29g6YsmQFRsyY3+buKgpyUFGgf94JGzYbY+ctxYQHHjOqu70R29YOE55+E0nff4DKO2kQcauRdvCXFu36hETinhVvmGXSUluOAyatXI9zP36AyuybEFSXIfVAy6sJ2Hb2GLF4FcIT9b/pcUvzcOvoLr2Pl6ZfQWn6lWa/CxgwzKoHQti2dljy0rvY/cV65Buq9fB+WGzOWr+djuLbhmt96lIz1vq9SzGRal2LbWuHGavewvEt76EsKw1CbjVS9m9r0c47NArTV74JjomT1QIA1GpU5magMjdDbxNbjj1G3P8Ehky+t83dierrkHXuiN7Hw+PGYvzDz+kdOLU2dnZ2+M+Gz/HRujW4eT0ZNVUV2PFDy0nuIvoNxGvvftZsOcbulnUrTbstFgnx5Ufr2vW8facMz3dlDezs7PDahs/xMSP3X/XkvraH5/5VO3Pfa+W529nZYe2Gjfj07VcaM6/EzlYmtIzoNxCvvPNpj8q8SUHuHRTk3jHYJjxqAFa9/CYi+g/qol71bFTrPYtFDoQ0sbOzw/jx4zF+/Pju7kq3cXRxxaP/+QQZl07jxrnjqCjIgUjAh4OzC3yCwzBk9CQMmzATNmZYKvjhtR+h+HY6SrIzUFdRAiG/HuIGPlg2NnBycYNvaATCo4dj2IQZzZa8bc38lWtRlHUDJdkZqC4phEhQD1EDH2q1Co7ObvAJ6ou+g2IxbOJMuPXxMbnvvY29kyumPPceCq8lIf/KSXBL8iAV1oPj6AL3gL4Ii78HEaOmmSX3Jg6u7pjyfx+g6Po5FKScRl1xLiQCLth29nDx8kfg4Hj0v2cunDyMm1mcGObo4opHX/8Ety6dxo2k5rXuGxyG6NGTMHyieWr9kdd0tV5b3rLW/UIjED6kfbW+YNVaFGbdQMkdPbUerKn14VTrrbJ3dsWcFz5AXspZZF86iZriXEga6mHv5ArPwFBEJk7AgDHTzZL77Oc3oCI3A5W5maivKoVEUA+JkA8Wiw0HF1f0CQpH0KBh6D9mGhyc2/5wNu6hZ1GUnoyK7FtoqKuGRMAD244DJ48+COwfi6iRk+BvxavE6OPi6oZ3PtuM86eO4fTxQ8jLuQ1+PQ8uLm4ICYvA+MkzMGXWvWCzLfojHLmLi6sb1jNyz78r93GUe6/j4uqGdZ9uwoXTx3Hm+CHkZ98Gn6/LfOyk6ZjcAzN/46OvkJp8EVnpaSjMvYPKijKIGgSIO51SAAAgAElEQVQAiwUnJ2f4+AUgov8gjBo/GbHxI2FjY1EzMXQ6qvWeg6VuWluHdNiOqyXd3QXSxXLrJN3dBdLForyMmwiSWLZygay7u0C62Ox+xq9+QywXfQi2Tio6/bE6NnT7pVUaHKj/atleMdRUXl6OnJwcVFRUQCgUQiKRwMnJCW5uboiKisLAgQNha9sr/lRCCCGEEEIIIYSYwGJHB8rKyvDzzz/j+PHjKC8vN9iWw+Fg8uTJWLJkCUaOHNlFPSSEEEIIIYQQQkhPY5EDId988w02b94MuVyO9tzZI5VKceTIERw5cgQzZ87EunXr4OHR+lJEhBBCCCGEEEII6b0sbiDkvffew/bt26FWq+Ho6Ijhw4fDy8sLAoEAaWlp4HK54HA4eP755xEQEIDi4mLcunULSUlJEIvFOHLkCHJycvDTTz/By4smdSSEEEIIIYQQQqyJRU2WeunSJSxbtgwsFgsPPPAA1q5dCxcX3TKRCoUCW7duxcaNG+Hu7o79+/fDz08z+ZlYLMYPP/yAzZs3Q6lUYvTo0fjxx5bLT3YETZZqfWiyVOtDk6VaJ5os1frQZKnWyWI+BBOzoslSrQ9NlmqdDE2WalHrGe3atQsAMG7cOGzYsKHZIAgA2NraYsWKFXj88cfB4/HwySefaB9zdHTE6tWrsXHjRqjValy8eBH//PNPl/afEEIIIYQQQggh3cuiBkJSU1PBYrGwZMkSg+2WLl0KADh+/Djkcnmzx6ZPn47p06dDrVbjwIEDndZXQgghhBBCCCGE9DwWNRBSU1MDAAgKCjLYLiAgAAAgk8lQWVnZ4vHZs2cDAG7evGnmHhJCCCGEEEIIIaQns6iBECcnJwBAdXW1wXa1tbXabTab3eLx4ODgFu0IIYQQQgghhBDS+1nUQEhUVBQAtHlLy/79+wEADg4O8PHxafG4QqHQPk4IIYQQQgghhBDrYVEDIdOmTYNarcbBgwexZcuWVtscOXIEX331FVgsFsaMGQNb25YrBOfk5ABAq4MkhBBCCCGEEEII6b1ajhL0YIsXL8Yvv/yCsrIyfPHFF9i9ezfGjBkDLy8vCAQCXL16FVlZWVCr1bC1tcUzzzzT6n5Onz4NFouFmJiYLv4LCCGEEEIIIYQQ0p0saiDE0dERmzZtwvLly1FdXY3S0lLs3r27WRu1Wg02m41169a1OtBRVVWFK1euwMHBAePHj++qrhNCCCGEEEIIIaQHsKiBEADo378/9u3bhy+//BKHDh1CQ0OD9jFbW1uMHDkSq1evxvDhw1t9vq+vL65cudJV3SWEEEIIIYQQQkgPwlKr1eru7oSxVCoVCgoKwOPx4OTkhNDQUO3KMl1hx9WSLjsW6Rly6yTd3QXSxaK8aFJla1QukHV3F0gXm93Pr7u7QLqBxX4IJiZRWe7pDzGSDYvV3V0g3WBwoLPexyzuihAmGxsbREREdHc3CCGEEEIIIYQQYiEsatUYQgghhBBCCCGEEFPQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrQQAghhBBCCCGEEEKsBg2EEEIIIYQQQgghxGrYdncHLNnNSlF3d4F0MTaru3tAulpJvbS7u0C6QbC7fXd3gXSxUwXV3d0F0g1GB3l1dxdIN2Db0Ac6a6NUq7q7C6SHoStCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVoIIQQQgghhBBCCCFWgwZCCCGEEEIIIYQQYjVsu7sDxHRqtRqlqedQlHIS9aX5kDXUw87JFW7+IQiOuwehiVNhw2ab/7gqJcpuXETpjQvgFedAwueCxWLB3tUDLt4B8I6KRWDsaLj4BLZ4rkqpQG3eLXCLssEtykZDTRlkQj5kQgFYNjawd3aHe1A4AoaMQvDw8WBz7M3ef0unVqtRcv0cChtzlzbUg+PsCle/EITG3YO+Izov99IbF1GSdgFcRu4Orh5w9g6Abz9N7q6t5A4AEgEPlZnXUJ1zE7zSPAhrK6GQSWDn4ARnLz94Rw5B+KjpcPMPMXvfrYVarUb+1bPIuXwStcV5kDTUw97JFR4BoYhMnIB+o6d1ymtDpVKi8PoF5F8/j5rCbIgbXxuOrp5w8w1AQP9Y9B02Bu5+QWY/dm+mVqtx69Jp3Eg6jorCXIj49XB0cYVPUF8MGTMJwybMNFue65dOaXfbofdMx/yVr+p9/IvnHkJ9TWW79tV30FAse2tju4/d26nVamRfOYPMi/+gpigPYkE97J1d0ScwFANGTsTgcdPNlvl/H5/R7raDxk7D9CdfbrNd6e2byDh/HBW5mWioq4FCLoWdgyPcfQIQ2C8ag8fPgE9IhCnd7pXUajUunjmOpH/+RmHuHfDruXBxdUNQaATGTpqBCdPngs3u3I/uDQI+XnpyIeq5tdrffbntAHz9W/9/OgCsfnQeairL27X/QbFxWPfptyb3s7dQq9W4cPo4zp44hAJG5sF9IzBu0gxMnDGvSzL/9xMPNsv8f9v/Mpi5PnK5HK+ufBjFBbna37396RZED0swS197i6ZaP3vi7+a5N9b6xBldU+svLG9e61//YrjW9VHI5Xh11cMoLsjT/m7dp5sRPbRn504DIRZOJmrAlZ8+QHX2jWa/lwq4qBZwUZ19A/nnD2PkE/+Bk6ev2Y7LK8nFtd++RH1pXovHFFIxhDXlqMy6Bgm/DrELVrRoI6wpx7lv3tC7f5GsCiJuFcrTLyPr2E4kPPIyvMIHma3/lk4masDFrS1zl/C5kPA1ueeeP4wxy82bO7ckF1d/+xK8kpa5N0jFaGjMXVxfh2H3t8w99Y8tyD3/N9QqVSt/kwAykQDc4hxknzmAfhPvRey8ZWDZmP+EvTeTCgX459v3UX47rdnvxXwuxHwuym+nIfPs35j6zBtw6WO+10ZNUS7O/fIFaotzWzwml4jBry5Dya2rENXXYdSip8123N5O3CDA7i/WI//W9Wa/b+DVoYFXh/xb15Fy4i8sfnE93L39uqmXxJwkQgEO/W8DSjJTm/1eVF8HUX0dSjJTcfPUQcx5bh3cvMxXw+agkElx7PtPkZ18tsVjUmEDqoTZqCrIRtqJAxg69V7cs+RpsGzo4mRAc1Ly+buv4lZqcrPf8+pqwaurxa3UZBz/aw9eevtTePv6d1o/ftnyebMTI9J5GgR8fPbOK0i/3nrm6deTcfSvPVjz9qfw8QvotH78vHmj2TLft3Nrs0EQ0lKDgI+N77yKdD21np6ajGMHNbl3Zq1v22y+Wt/729ZmgyCWggZCLJhKIcelHzagNu8WAMDRwxtho2fCxTsA4voaFF4+AUFlMXglubiw5W1M+PensHNwMvm4tXkZuPDdeigkIgCAd1QMfAcMh5OnD1g2bEj4XPBKclCZmdLmvpy9/OHZtz/c/EPh6OEDNsceCqkY/PJClFxPgqS+FqK6Kpzf/CYm/vszuAX0Nbn/lk6lkOPC9xtQw8g9YowmdxGvBgWM3M9teRuTzJR7TV4Gzn2ry90nKgZ+AxtzZ7EhEXDBLc5BhYHc+ZXF2kEQN/9Q+PaLhVtgGDiOzpAI6lGRkYyKzKuAWoXsU/ugEIsQv+Q5k/tuLZQKOY5vegeVOZrXhrOnDwaMnwk3n0CIuDW4c+EYeBXFqC3KwdGv3sK8VzaC42j6a6My5xaOfr0O8sbXRkD/WAQNjoNLHx+wbGwgqueitigHxeltvycQHaVCjt8+exNFWTcBAG5evoifPAd9/APBr6vB9dOHUVNahPL8bOz48DUsf+cr2Ds5m+XYPsFhmLzocYNt3L3bdxLu5OaBeU++YLiNq3u7+9abKRVy/PXl2yi7kw4AcOnjg5gJs+HuF4iGumpknDuGurIiVBXmYP/G17HojS9g72iezL2C+mL0/csMtnHt42Pw8SNbPkTutQsAAJaNDfqPmAD/iIFwdPOAkFeL4oxUFNy4ArVahdTj+8C2tcO4RU+apf+WTCGX49N1LyErXTPg6eXjhymzF8A/MAS1NVU4ffQASovykZ+ThQ9f/z+888WPcHJ2MXs/bly9hDPH/gLLxga2tnaQy6Qder6buydW/Pt1g21c3T1M6WKvIZfL8fFbLyLzpi7zaXPuh39QCGqrK3HySGPm2Vl4/z//h/e+3NopmaddvYTTR43PnKm4MA9/7vwRAGDv4AipRGyubvYaCrkcn6x7qVnuU+foav3UXblv+G/n1fppE2qdqaQwD3t3bgVgebnTQIgFyzt/WDsI4hEcibErN4DjpCuWiHFzcenH91CVdQ2CymJkHfsNMfc+YdIxJQIuLv24AQqJCBxnN4xYthY+UTGttlWrlJAK6lt9zNHDB9Pf+A7OXvpHOgfPegRXfvkEFemXoZRJkX7gR4x5er1J/e8Ncs8f1g6CeARH4p5VzXOPGj8XF354D5VZ18CvKEbm0d8Qe5/puV/4QZf7qGVr4dtPf+4SPbmzWDYIjZ+IfhPvg2dIVIvHo8bPQUnqeVze9gnUKiXyLx1DSNw98O0/1KT+W4vMM4e0gyBeoVGY9fx7sHd21T4+aNI8nNj0LkozroJXXoTUv3dixAPLTTqmmM/F8U3vQi4RwcHFDZNX/AcBA2Jbbasy8NogLSUfP6AdBAkI74dH//MJHF10eY6YPh+/ffYWcm8ko7q0EGf2bsf0h81ztY2TqzsGJo4zy77sOPZm21dvd+PkQe0giG/fKCxY8yEcGDU8dOp9OPjl2yhMv4q6siJcOfArxi9uefWdMRxc3BEZN8bo55feuakdBOE4OuHBtZ/CJzSyWZu4GQ+g4GYyDnzxFtQqFa4f+xPxsxbC0coHwo4d3KMdBAmPGojXP/oGLq5u2sdn3LcIn739MtJSLqKkMA9/7vgBjzz1vFn7IJVI8P1/P9Acb95CpFw62+7bXZpwHByQOHaiWfvVWx37a7f2ZDi830C89fGmZpnPnL8YH7/1kjbzPdu/x2NP/9usfZBKxPj28/c1x7t3IVIunkV1BzNvolKpsOnTd6CQyxE/+h6IhUJk3Lhqzu72Csf+2tMs9zfvqvWZ9y3CJ+t0tf7Hjh/waCfU+rdfNNb6vQtx1dTcP3tXk/uo8RCLhMi4cc2c3e1UdD2ihVIplbh94nfNDywW4h96odnJMACw7ThIeOgFsDkOAIC8pIOQCvkmHffG3u8a5/FgY8xTb+sdBAEAlg0bDu59Wn3M1t7B4CAIALA59ohb/Jz2stmqO2lQKeTGd74XUCmVyDquyz3x4dZzT3xYl3uOGXJP/VOX+7in39Y7CAJocnfUk/vIf72CEY++1OogSJPgYWMRNWGe9ufC5JPGd9yKqJRKpB3ZpfmBxcKEZS81GwQBAFs7DiYsewm29prXRsapA5A0mPbauPj7FkiFfLBs2Jj+3Dt6B0EAwMaGDSc9rw3SnEqpRNK+XzU/sFiYv3Jts0EQALDlcLBg1auwa8zzytG9ENFAk8VSKZVIPrhT8wOLhekr1jQbBAE0NTx9xSvazNNO7IfYxBo2l8KbupOemIlzWgyCNAmLSdQOuKiUSpTnZnZJ/3oqpVKBfb9qvkVnsVhY9cr6ZidGAMDh2GPVmvWwd3AEABzdvwsCPs+s/dj10zeoqihFH29fLH58lVn3TZpTKhX4k5H5c6++02rmz736jjbzI/t2QVBv3sx3bt2kzXzpE8+atK8j+3chO/Mm7B0csXz1K2bqYe+iVCq0V8ywWCys1lPrq19Z3zx3M9f6b4xaX2pirR/Z/7su9+f0zxnWU9FAiIWqzk6DrEHzgden31C9t4zYu3ogePh4AJpbKsrTLxt9TFFdFUpTzwMAQhImwTO0n9H7ai97F3dwnDXfFKlVSpNP6C1dVXYapI25+/YbCnc9uTu4eiAkTpd72U3jcxfWVaGkMfe+CZPQx4Tc7x600Sd4qO7b4/ryAqOPZ03Kbqdpr7YIHDAUnoGtvzYc3TwQkXAPAM1l+EVpl4w+pqC2EgVXzwEAokZNhk/f/kbvizSXf+s6RI0ffiKih8M3JKzVds7unhgyZhIAQCmX43bKha7qIjGz4sxUiBtrOGTQMHgFhbXazsnNA/1HTASgqeG8axe7qIeGiQW6D+sefoYn2/NgTJgsl0o6rU+WIP16Cvj1XADAkGGJCAlrfQDJ3bMPxkycDgCQy2VIuXDGbH3IyUrH4X2/AQCWrVoDRzPdYkdal349GXxeY+bDRxjMfOwkXebJZsw8Oysdf+/VDLw+sdq0zKsry7Hzx28AAEuWrezU+UwsWfr1FEbuhmt97MTOyT0nKx1/79XU+hPPmp77b1s1uS9e9kynzmfSWWggxEJV3dZNnOc3MM5gW7+B8brnZRp/mVpR8j+AWjO/Q2jCRKP30xFysRAykQAAwGLbguPk2sYzerdKRu7+gwzn7s/IvTLL+NwLr3R97naNI+EAoJTJuuSYlq40Q3cpYnC04Vm6gwfrHi+5Zfy8HTmX/oG68bURNWKS0fshLeXe0OUSOTTRYNsoxuM5ackGWpKerChd9z4dFmO4hvsyHi9M7xmZO7l5ard5lWUG2zIf7xNg3SuE3bimG4wemmj41qShCaO122kp5hkAUygU+PbzDVCrVEgYPQEjxtF7eWdLu6rLfHjiaAMtgWGM10RqsnkGuhUKOTZ/9i7UKhUSx0zAyHGTTdrfls/fg0QsQni/gZi1YIlZ+tgbMXMflmC41ocxXhepyear9c0bG2t9jOm1/u0X72tznz3fMnPvVXOEyOVyiEQiSCQSODg4wMnJCXZ2dt3drU7BryjSbnsYuM0AADxCdY8zn9dRNbmauQfAYsEjpB/kYiFykw6iNO0cRLWaJRIdPbzhHRWDyPFz4epn2ocblVKJtD82Q61UAAD8B8WDbccxaZ+Wjl/OyD3YcO7M20/qy03IPU+Xu2eoJvecpIMoST0HISN3336a3N1MzF3T30LttpMZVzbpzbhlun8z71DDrw3vvrqrepjP66iKbM1cBmCx4B3WHzKxELdOHUDB1XMQ1FQAAJw9vREwIBaDJ90LD1oSud2qigu024ERhq+0CYwYoHteSb5Zjl9bXowf334eNaWFkIrFcHR2gVdgCMKj45AwdS5cPNp/i5O4gY9t761BZVEeJMIGODg5w8PXH2GDhyF+ylz0aePqAWtRW1qg3fYNM3zlnV+47vHaUuNrmIlbUYLf338R3LIiyCRi2Du7wNM/GCGDhiNm0mw4t3FbW8Tw0bjyl+Z2rpunD2HAqEmt3h5TcDMZudc0VxkGD4zVewuNtShhrLAR3m+gwbYR/Qdrt821Msf+335CUX4OHJ2c8biJtzQ08Oux4dVVKMrLhlAogJOzC3z9AzF4aAKmzL4f/oHBZumzpSvK12UX0c/wioiRjMyLzJT5Pkbmpt7OcOb4IaSlXISNDRtPv/AG2GZa1rs3YtZsRP+ur/VmuZtY62eZuf/7dbMt597VLHog5ObNmzhx4gSuXbuG3NxccLncFm08PT0RGRmJuLg4TJ06FTEx+uc2sCQNVaXa7bZOFB3dvcGysYFapUJDdRnUajVYLFaHj8krzgEA2Dk4QVhTjks/bICYV9OsjaCyGILKYhRcPIJBsx7BgKkL29yvWqVC+S3drRsKqQSCymKUpp6DsEYzeY9TH1/ELniqw33ubRqqdbk7t5W7h3ly5xbpcm+oKceF7/XnnnfhCKJnP4KB7cjdkPyLR7XbAYN79hrkPQWf8Z7g4mV4GVVnT91ro77K+NdGTWE2AIDj6Ax+VTlObHoHQm51sza8imLwKoqRlXQY8fc+hqEzF3X4ONaotqJEu+3hY/hyU7fG1XnUKhXqKkqNzpOpaXneJkI+D0I+D0VZN3HuwK+YunQFRs16oF37kknEyE/XXbEkEtRDJKhHWe5tXDy0G2PmLsbkxY/DxsqXyuZW6mrYrY2lkF08dZnzKs2TedPyvE3EfB7EfB7K7qQj5dBvGLtwOYZPX6D3+X7h/TFs+gKkHtsLmViEnetXa1aNiRwEJ1d3NPDqUJx5HQVpVwAAgf2iMWul4RVGrEF5ie6LCp82BgW9fHxhY8OGSqVERWmRybmXFuVjX+OcBYv+tRJePqYtwS0Ri5B+/Yr2Z0E9D4J6HnJvZ+DQnh2Yt/BRLF620mJPmsylWeb+XZt5SWE+/tyhyXzJ46ZlXs/j4udNnwEAZi1Ygsj+hgd1rF131npJYT72Ns5Ls3iZabnzeVz8vHkjAGDWgsWIsODcLXIgJCMjA++//z6uXtVdRqpWq1ttW1dXBy6Xi5SUFHz77bdISEjAf/7zHwwaZLmhAYBcItRu2zu7GWgJ2LDZsHVwglzUALVKCaVMAlt7R4PPuZtSLtMeU61W48K36yEVcOHsE4i+I6bC2csfMpEA5emXUZV1DWqVChmHtsHG1g79Js43uG+VUoHLP77f6mO29o4IGjYO0XP/BXsX655VHgBkYkbuLl2f+/lv10PC58LFJxBhI6bC2dsfMqEAZemXUdmYe/rBbbBh26H/JMO561N87Syq7qRp/kZXD4SNnGbUfqyNVNSg3XZox2vDzsEJssbXhkIqaXY7Unso5DLt61GtUuHY129BzOfCzTcQ/cdMg6t3AKRCAQrTLqE04yrUKhVS9v0EG1tbxEy9v+N/oJWRCHV5trW0rA2bDXtHZ0iEAqiUSsilEnA6mCeTp18gImMS4BcaAUdXNyhkUlSVFCDz8llwq8qhlMtxdNs3EDcIMGnhMoP7cvX0QuTQRPj3jYKLuyeUCjnqKsuQeSUJVcX5UKtUOH9gJxp4tZi/0vImWjOn5jXcduYcRydIhQ1mydzdNwCh0fHwDgmHo4sm89rSQuSknEN9dTmUCjnO7twMiVCA0Qse07ufCUufgZuXH5IP7oRYUI/bl07h9qVTzY/lE4DRDyxDVPw4sG0t8mOoWQmFAu22WxtLy7LZtnB0doZQwIdSqYRUIoaDkUugq1QqbNn4LuRyGSL6D8aM+0wbpPb08sHQhNEIi+wPd08vKORyVJQVI/n8KRTl50ClUmL/rp/AravBqjVvm3QsS8fMvK3lhO/OXCIRw9GEzDc3Zh7ZfzBm3rfYqP002fq/TyDg18PLxw+Llz1j0r6sQU+odU3uptX6j8zc/2XZuVvc/4FOnDiBl19+GVKpVDv44ejoiL59+8Lf3x+Ojo7gcDiQyWQQi8WoqKhAYWEhxGLNmsYpKSlYunQpNm7ciMmTTbsnrjspGJOL2di2fbsI246DpvVWFBJxh0+I5YwTcIVEBIVEhIAhIzHiX6/CxlZ3+1HE2NnIP38YqXs0k+fcOvgzgoaOhZOnT4eO18Q9MBw+/WJh50gTdwGm5S43U+6BQ0Zi1LLmuUeOm43c84dxfbcm95sHf0bwsI7nzq8owtVdX2t/Hv7A09oVTohhzNdGe24hs7WzhwyaEy+5VNzhgRAZ46RNLhFBLhEhdOgoTF7xGtiM18agCXOQefYQLvz6PwBAyt6fEB43Hi59jHtPsBYyiVi7bduOPO04HDSNj0vFIqNPipe99Tn6Dmp95Z8pS5bj9J5tSNq7HQBw9s9fEBkTj9CBrV9pef+zryGkf7R25S+miQ/+C8nHD+Dw1q+gVquQdvYYImLiETtuqlH97g3kEl0NtydzWzt7SJtqWGJ85g+u/RRBA1rPcMyDj+Pyvu3aW16uHNiB0Og4BPUfond/QybMgp2DI87t+q7Z4E6T+upypBzaBTt7B0QMG2VUn3sTiVik3bbjtJ07h2OPpv8zi0Uio0+Ojv21G3cybsDGho0V//4PbFqp0/Za/eq76D84ttV9LHzsaRz7aw+2/u9jqFUqnD1+ELFxIzFuyiyjj2fpmJlzOpi5RCQ0eiDk6IHduH0rrfE2ltdNyvzqpbM4f0pz9e6T/7fW6D5Zk26r9QO7cbux1p96wbRav3opCRdOHwMALH/uVaP71FNY1EBIcXExXnnlFUgkEtja2mLRokWYP38+oqOjDd6TplKpcOvWLfz555/YvXs3JBIJ1qxZg/379yM4mO5XbI+mCRGbcJxdEf/QC81OhpuEj52FqjupKLtxAWqlAvkXDiN6jv5vkNh2HCz4/K/G46ghFzWgviwPBZeOoeTaWdTmZyD/4hGMXPYaXRXSxVrLPQj4/RwAACAASURBVPHh1nOPbMy9NE2Te+75w4iZqz/3u0n4XJz/7l0opJoTwMhxsxE8bFwbzyLd5e6r8Oyd3TBh2UvNBkGaDLpnDsoyU1Fw/TxUSgWyzh5CwvxlXdRT0hH6BkEAzfLHkxc9DmE9F9dOHgIAJO3bgYfXfthqe30DJE0Sp90LiVCAk7s0l+sm7d1h1QMh3UXfIAigyXz0/f+CiM9F+pnDAIDkgzsR9OJ7rbavzL+Dg1+tRwO3Bj6hkRhx74sI6j8EHEdnCOvrkJ92GZf3/YKa4jwc/HI9Jj6yCrGT57W6L9J5aqoq8NuPmsHpWfcvRXiU4fkK2jJwyDCDj0+f9yCEDXzsalxh4s9ff7DqgZDuUF1Zjl9/0HzRNOeBpW3OR2OIWCTEd//VvO+PHD8FCaPvMUsfifnVVFXg18Zan21irYtFQnz/ZVPuk3tF7ha1asy2bdsgEong6uqKnTt34q233kJsbGybE/PY2NggJiYG69atw86dO+Hi4gKRSIRt27Z1Uc/Nj/ktuUrR9qoaSrmuja0R3xrdfSVB0LDxBq/SCBs9Q7td3XibQ3uwWCxwnF3h028oEh9dg+GLVwMAanNv4eL37+q9BcpamJJ7R7/x1xyv+XNChhvOPZyRe1UHcpcJBUja9BaEtZoJNoOGjsWw+2lOmI5gvjaYueujkEu123YdvFIIaPl6ikgYD46B18aA8boPvWVZqR0+nrVhfruvaEeecsbqSvad/A3NxAceAxrvVc7PSIVcJm3jGfqNnr0Q9o3L99WUFYHbxmojvZmdg66G25N5sxp26NzMR973qDbzksw0KFrJvLo4D3s+fBkN3BoERA3Goje+QFT8WDi6uoNtaws3L18MnTwPi9/4Lxxc3KBWq3B6xzeoLjLPRICWivmNqrwdq6TJGP/2jk7G5f7Dlx9AIhbB2y8ACx992qh9dNScBx6Gk7MLAKCsuACV5SVtPKP3YmYu62DmDkYud/rdfzWZ+/gFYNFjpt3OsP27L1FbXQlHJ2c88ewak/ZlTbqj1pvnblqt7/j+K23uj6/qHblb1EDI2bNnwWKxsHLlSqMnPY2JicHKlSuhVqtx9uxZM/ew69g56N4IpUK+wbYqpRIKieZyLBbbFmxOx281sLV3BIsxkV2bK9UwHhfWlnf4eE3CRs2AT7+hAABu4W2TloHtDZgnmtKGbsi9AyvVtDd3uViIpM1vob68AAAQED0CIx97udlxSdvsnVy025J2vDbkja8NG7atUbcf2d312vAONbzKBXMlG351RYePZ20cnHV5igT1BtuqlEpIG29js2Hbwq6Tbydz7eMNrwDN1ZRKuRy8KuPf4205HARH6WbHrykrNrl/lqp5DbeduUysq+HOztzF0wuefkEAAKVCjvpWavj87h+1AyT3LHla7+097r4BiJv5IADN/EI3Th3spF5bBmdnV+02v55nsK1SqYBYqKl1tq0t7I34guPcP4dx/Ypm1R7Npe3Gzy3TERyOPfoN0n12L2OsjGVtmJkLOpi5gxGZJ/3ztzbzJ/9vrUmZZ968juMH/wAAPLx8Nfp4022u7dXVtZ5kxlpn5v5QL8rdom6NqazULNWZkGDaKhKJiYnN9meJXHyDIKrT9F9UVwXnPvpn/xXX10Ct0tzi4OIdYNSswywWCy4+gRBUaj6ktvXtE3OgRs64J84YfoPiUJ2tubqgJicd/oOsdxURF58g7ZK1wroqOBtYHUTM64Tc2/imuaO5yyUiJG1eB27jikR+A+Mw6vG1sGFb1FtTj+DmG6RdsrahthKuBladEHJ1rw03H+NfG+6+geBVtO+1wRzEY076S1rn5R+sHWDgVVcYXDmGX1etzbOPf6DJq4e0h5OLG2obtyUi0/J0ctVN7itpZU4Ja+HpF6QdJOTXVMLNW3/mDVxd5h5+XZM5cxLmu+f+UMhlKM64DgDgODjBj7Gkc2tCBw/Hhcbtyrw7Zu2npQkIDkVVhWbFoOrKMvgaWEWktroKKpUSAOAfGGJU7ieP7AMAePTxQn52FvKzs1ptJ2ZM2Hz0wO9wbhycnTx7ATw8vTp8XABwYUz8LGyw3lpvlnlF52f+z9/ty1zEyPzI/l3aE/cpc3SZnzyyH2q1Ghx7e/D5PPyx/ftW91XNGCA/c+JvZKVrrgQdPXEaAoP7dvhv6A26vNYPM3LPyUJ+Tnty/x3OLppan8Ko9VNHDmhzF9Tz8McOfbnrBsnPMnOf0DNzt6izDQcHB0ilUgiFpn3oanq+vb29ObrVLdz8Q1GVpVmOkFecA58o/VfI8BqXP216ntHHDAzTnhA3fZusD3NVm7ZOkNrCvD1DLrbe/3ECgFtAKCqbci/JgW8//bk3DS4AgHuA8bm7M3NvY3CjI7krpGKc2/I26gpvAwB8+sVizPLXW51jgrTNM7AvSjM0V0zVFOUgYID+uR6alr1tep7RxwwO1w6EtPXaYA5+GLqFhmj4hoQh90YyAKAs7w7CBuu/B78s77buecHhnd43ABAxrjoy9lJt7b4EzH25GGjZu3kFhaEwXVPDVQXZCB44VG/bynxdDXsFdc2HS+aVZvZ35SRp4EOlVADQ3DbX1od25nuAXCYx0LL3Cw6LRFrKRQBAfnYWoofq/7In706GdjskLNKo4zXdYsyrq8XvP29u13MO7dmu3Y4bNd7ogZAGxtVtTSdb1ig0XJd5XnYmoofpzzyXkXmo0Zlr/surq8VvP21q13P+2t165k2vH5lUit9/3tKufZ06sl+7HRIe2SNPiLtCCKPW8+50ba3v+ql9tX6QUevxI/Xkvq29uR/QboeERfXI3C3q1piwsDAAwB9//GHSfvbs2QMACA/vmg+MncFvYJx2u2lARB/m7SS+g+JNOKbuuTzGSXZrmI+7+AQZfUwAaKjRjSpz2lgquLfzZ+Re0UbuFYzcmdl1+JiM1wyvxHDu3HbmrpBJcO7bd1CbnwkA8I6MxtgVb7ZrtRPSuuDButdGSYbhW8hKMlJ0z4s2/gqrEMZza4qyDbTUDM40cfcz7T3BGkTG6v5tc2+kGGgJ5KQla7ejhiZ2Wp+aCLi1qG28v59tawd3A1cftUUhl6EkR/eBr+mWG2sUGqN7r20aENGn8KbuNdF3SOdnLuTVglup+SaTbWsHt7sy5zCuEpU08Nuc40RQq7si15Fxubg1GhqvWzmn6SRJH+bjQxNGd1qfOoNcJkN25k3tzwFdNIDXEzGzS20j89TkC9rtYYljOq1PpPMNS2h/racm6x4flmhZtW5JLOqKkLlz5yI1NRWHDh2Cj48PXnjhhXYtO9VEJpPh888/x6FDh8BisTB37txO7G3n8o6KBcfFHbKGelRlp4FfXgi3gJb/U5EKeCi5ngQAsLHjIGDISKOPGRAzEuw/7KGUSVGamoToOY/pnTiz4OJR7TZz0KajFFIxSq6d0f7sFTbI6H31Bj5RsbB3cYe0oR5Vd9JQX14I91Zylwh4KL6myz0wxvjcA4eMBJujyb34ehKGGMg9n5G7v57clXIZLnz/Hmpy0wEAXuGDMO6pdbA1Yg4TohMwYCgcXN0hEdSjLCsV3LLCVq/2EPN5yEvRzI/EtuMgdKjxy1eGDh0FW449FDIp8lKSkDB/md6rPW4nHdZuB0cbPzBnLcKjh8PJzQMiPg956ddQVVwA35CwFu2E9VykXzgFQLPk6oCEzv+gfPqPn7VfMfYdFGv0sq0AcPHQHkgbb63p4x+EPv7WO0gWMnAYHF3dIRbUoyjjOmpLC+AVFNainYjPw50rpwFoajgirvM/JF/at12bedCAmBZzknAcneDq5QtBbRWUCjlyUs5h4OjJevd357Lu/+u+4f07p9MWInpYAtzcPcGv5yL9+hUUF+S2+g1wPbdOu2ylHcceCWMmGHW8dZ9+2652qx+dh5pKzRdRX247YPAy/vY49McO7SX4/kGh8A8KMWl/lmzIsAS4eXiCz+Pi5jXDmZ8/pcs80cjM129sX+arHp6L6sbM/7f9r1YzX/3Keqx+ZX2b+1r34lPIuKEZ0H370y0Gr3qxFtHM3Nuo9fOnTc/97c/al/uzj8zT5v71L//P3n2HNXm1fwD/hoQdhmxZMhyg4gDUunFrHXVVq61vW/vr0O5lt6t9O6zdQ/vWV619xbZqtVpH3WKdoIggQ/aQvcKGBPL7IxBC2SSAId/PdfVqIOd5noM3J+S5c859mh7rz65Zj2fXrG/9mq8+hchbig9q123e2uKsl3uBVs0Ieeihh+Dt7Q25XI6dO3ciICAA77//Po4dO4aYmBhIJBJl9eWqqipIJBLExMTg2LFj+OCDDxAQEICdO3cCALy9vbF06dJu/GnUoycUYsDUJYov5HJcD/wCVf9Ys1strcL1wC9QXTvt1GPcbBg2M6PieuAXOPDyXBx4eS6ijgc22cbAWIy+AfMBKHb5uB74BWpk0kbtEi8dQ/otRQZbaGAE97H3N2oTfeIXFGUkt/gzVhQX4Mp//40KST4AwNTWEXYDWt6irafTEwrhNa0+7sG7m4578O76uPdtIe7Bu7/AvpfmYt9Lc3H7WDNxNxGjv0rcg3c3HfeEi8dwN6w+7p7jGse9RibF5R0fIfuOYs2gVZ8BGPf0+ka701D76QmFGDqz9jVNLsf5nZ+hsrS4QRuZtApBP30GWaXid2NgwNwG6/5VBe38HP995n7895n7cePw/5psY2gixuCpCwEoijaf3/kZqpv43YgOOoqkUEXBLpGhEbwmzO7Qz6hL9IRCjJ+/XPGFXI6DWz5Geck/4llVhYNbPoG0Np4jZsyHiVnTW4wf3PIJNiybgg3LpuDcvp+abHNqzzZIcpuvnVVTU42ze3fgxukjyu+Nn/9wk22DDuxGzt2WX+NDTh7G2b07Wj2XrtATCjFizjLFF3I5Tvz4KSqaGMMntn2qjPnQKfNg3MwYPrFtM756fAa+enwGrhz8uck2F/duR1FedrN9qqmpxuUDPyHi/FHl95R9/If+owKUj4MCtyInNaHJdtGXTuP23/VJc6/RU5q9vi4QCkWYv3wlAMX08+83rUNJccOC11VVlfj+0/WorFBsLz9j3hKYmVs2eb7vP12Ph6b746Hp/tjbxins6jgQ+F/cTUlssc3JP/c1WIazYNnKzu7WPU0oFGGhSsy/+WRtkzH/dtM6ZcxnPrAEZhZNx/zbTevw4FQ/PDjVr83LVajrCYUiLFxWH/dvmxnr36mM9ZkPND/Wv9u0Hkum+WPJNP82L1ehhrRqRohIJMK2bduwevVqhIWFIT8/H4GBgQgMbPoG7p/q1jcNGzYM3333HUQirfrxG/EYOwvpty4hL+E2CtPicebT5+E+ZiZMbRxRXpiL5KsnlbUdzOxd4DVN/cRP/ymLkRV1HYWpcciIuIpTm55Dn5FTYWrtAGl5CTLCryhrWADA8CXPwlDc+I15etglRB3bDQtHd1h7DoK5vSv0a9ccVxYXID/5DjIiripv5kWGxvBb/jL0WD8CnmNn4W7YJeTWxv3kpufhMWYmxDaOKJfkIvFKfdzNHVzgPV39uA+YuhiZUddRkBqH9IirOPHJc3AbVRv3shLc/Ufc/ZqJe3Dgl8isXZYhMjSGx9hZbdpm12kIpwW2hffE2UgKvYisuNvIS4nDgQ+eg9f4WTC3643SgjzcufiXsqaHZW9XDLv/IbWvOXTmg0i7HYLc5FikhF3B7xtXof+Y6TCzcUBVWQmSwy4j7Xb9NP+xy5+HcTM369TQiGnzEHXtAlKiw5GRGIutbz4FvylzYOXgiKK8HISeO4bcuykAAFunPpiwQL1EQsipQ7h4+Be49B8El/6DYN3bGUYmppBWVSEnLRmRV86hQKUA3vj5D8NtYNN1LCKvnsfZ37bDwa0v+ngPha2TK4xMzVAtkyI/Mx3RwReQlVJ/ozxk3FQMmzijyXPpkiGT5yDu+t9IvxOB7OQ47F67Cj4B98PSzhElBbm4feEv5KcrYm7l6IqRc5erdb1bZ/9EyLHf0LvvQDj2HQhLB2cYGptCJq1E/t0UxAYHQZJTH/MRc5bB2avp+kP+9y9BbHAQinIyUV4iwa8bX0D/kRPhNGAIDIxNUCrJR+LNq0hReT0YPPF+OLRSWFUXTJ+zGNcunEF0RCgS46LxxjPLMHX2Qtg7uiA/Nxtnj/+hTDY49/HAwoef6OYe17sSdBq/7twCt74D4O3jCydXd4jNzCGTSpGZnoprF88iJaF+6eS4KbMwcbr2zsjWlOlzH8TVC2cQFR6KxNhovPbUQ5g2ZxEcHF2Qn5uF08caxnzRPRRz6rjpcxfj6t/1cX/96WWYNnshHJxckJeTjTPHGfeupHWZAGtrawQGBmL//v3YsWMHEhNbzkKrcnd3x8qVK7Fw4UIIhdq/NaeeSB/3PfEuru38CDmxt1BemIvIo40/ubV09sSolW83u5yhPUQGRhjz1Hpc++kT5MaFozQnHZFHdjVqJ9Q3wNDFq+HiF9Di+STpiZCktxxDCycP+C59vtUte3WFnkgfY/7vXVzeUR/3283EfcwTmov7uKfX48rOT5ATF46SnHRE/Nl03Ic/uBqu/gFNnicvsb5itayyHCGBX7bp+ou/PNyhfusaoUgf01atxen/fIiMmDCUFuTg+qHGcbJ27Yupz7yrkaKlIgMjTH9uI87++BEy7txCUXY6Qg7ubNw3fUOMXf4s+o6apPY1dYVQpI+HXn0fe7/cgMTboSjKy8bZ37Y3atfbvR+WvrJBM4VG5XKkxkQgNSai2Sb6hkaYuuxJjJwxv9XTZSbFITOp+dpCekIhxs5bhoBF/+pQd3saoUgfc19YjyPffYC0qJsoyc/B5d8bz+Cx69MXs59fB0M1C9UCAORyZMTeRkbs7WabiAwMMe7BJzB06gPNtjEyNcPC1z/B0e//jeykO6iWSRF16RSiLp1qsv3QKfMwYdkzane/JxDp6+O1DZ/hi/ffwO2bwcjLycKvTRS1dO/rhVfXb4aJ6b1XaDQpLgZJcTHNPi8UCjFv6WNYvOLJLuzVvUtfXx9rNn6OzzauQUSoIua/7Pi+UTv3fl54ff1mmIp1u5ZOTyHS18frGz7D5xvfQETtWG+qgG1d3O/Fsd6TaF0iBFC8mC5ZsgRLlixBQkICbty4gfj4eGRlZaG0tBSVlZUwNDSEqakp7O3t4enpCV9fX3h4eHR31zXOwESMsas+wN2bfyMl5AwkdxNQVVIEfRMxzB1c4TR8AvqMnAo9DSZ+DMUWGLf637h782+k3TiPwrR4VBYXQqhvCBNre9h7+8Fj3GwYWzRfVXzM0xuQFX0D+YlRkKQnojQ/C9LyUggAiIxMYNLLDpYunnAcMgZ2/YdBoKdVq7g6nYGJGBNWf4C00L+RHHIGhf+Iu4vvBLh1QtwnPPtvpN38G6nXz6NAJe6mNvaw9/JD3/Etx506n6GpGWa99CESrwch7uoZ5KUkoKJUAkMTM1j2doWH/0T0HzNNo78bxmYWmPXyR0i8fgHxweeQlxKP8uICiPQNYWbjAOdBfvAOmAtTS/5utJex2Awr3vkUt6+cw60LJ5GZFIey4iIYmYph5+yGQaMnYXjATI3E85G3PkFqTATSYiORl5GG0iIJykuKINDTg4nYHPauHnAfPBzDJs5odjlGnQWr30Ry9C2k3YlETloyyoolKCspglxeA2NTc9g690Ef7yEYHjAT5la2ave9J1EkFD5G7LXziLp8GjnJ8agoKYKhiRhWTn0wYNREDBw3QyMxX/Dqh0iPu42MuCgUZqWhvFiCipJiCPT0YGRqBhsXD7gMHIaBY6c1u4xOlYWtA5a+9yUSQq8gNjgIWYl3UFZUAFlVJQyMTGBh6wDHfoMxcMIM2Lr0vPdk6hCbmePdT77H5fMnceH0USTFxaC4qBCmYnM49/HAmIDpCJgxF8J7bHv5Z9/YiKjwG4iNDEdacjyKJBKUFBdCXiOH2MwcTn084O3ji0kz58HKxq67u3tPEZuZY+2mLbh07iSCTh1BokrMXdw8MDZgOibNnHfPxZzUIzYzx3ubFGM96NTRhnHv44Exk6Zj0j041nsigbxuvQi125tH73R3F6iLCdu/jTdpOQsj7Z89Ru3nbKG926tTxxRWyLq7C9QNRjsxQauLhHp8Q6dreMurm4a6Nj+bih+zExEREREREZHO0Oo5N2VlZZBKpbCwaLrwXm5uLo4ePYrExEQIhUI4Oztj4sSJcHd37+KeEhEREREREdG9QCsTIUePHsWWLVsQF6cowGZubo6lS5fimWeegYmJCQDgjz/+wPr161FRUdHg2E2bNmHhwoVYt24d9PW5AwkRERERERGRLtG6RMgPP/yAL79U7DRRt9ZLIpHgxx9/RFhYGLZt24bg4GC88847kMkar/eVy+XYv38/SktL8cUXX3Rp34mIiIiIiIioe2lVIiQ6Ohpff/015HI5RCIRJk2aBBcXF6SmpuLcuXO4du0afvvtNxw6dAgymQz9+vXDU089hUGDBkEmkyE4OBhbt25FTk4Ojh8/jiVLlmD06NHd/WMRERERERERURfRqkTInj17UF1dDRMTE/z8888YNGiQ8rnIyEisWLFCmejw9vZGYGAgjI2NlW369++PyZMnY9GiRSgoKMDBgweZCCEiIiIiIiLSIVq1a8z169chEAiwcuXKBkkQABg4cCAef/xx5OTkQCAQ4MUXX2yQBKnTu3dvPPbYY5DL5QgLC+uqrhMRERERERHRPUCrEiHp6ekAAD8/vyafV/2+v79/s+epey47O1uDvSMiIiIiIiKie51WJUKqqqoAAKampk0+X7djDAAYGRk1e566mSJ15yMiIiIiIiIi3aBViRALCwsAQEJCQpPPJyYmKh/fvXu32fPUPWdubq7B3hERERERERHRvU6rEiEDBgyAXC7HTz/9pNw6t05NTQ127dql/PrAgQPNnufgwYMAAE9Pz87pKBERERERERHdk7QqETJ9+nQAim10H374YZw7dw7x8fE4d+4cVqxYgaioKMyfPx8WFhbYtm0b/vzzzwbHy+VybN26FadOnYJAIMD48eO748cgIiIiIiIiom4ikP9zasU9rKqqCg888AASExMhEAgaPCeXy2FkZIR9+/bh999/x/bt2yEQCODu7g5vb2/IZDKEhYUhKysLcrkcvXr1wrFjx2Bpadnh/rx59I66PxJpGaGg9TbUs1gYCbu7C9QNnC0Mu7sL1MUKK2Td3QXqBqOdrLu7C9QNhHp8Q6drtOiWlzRoqKtZs89p1YwQAwMD/Pjjj/D09IRcLm/wn6mpKTZv3oy+ffvipZdewvDhwyGXy5GYmIijR4/ixIkTyiSIsbExNm/erFYShIiIiIiIiIi0j1bNCKkjk8lw6tQp3Lx5E1KpFG5ubpg9ezasrKyUbcrKyvDVV1/h4MGDkEgkAACxWIyJEydi9erVGqkPwhkhuoczQnQPZ4ToJs4I0T2cEaKbOCNEN3FGiO7Rwlte0oCWZoRoZSKkPeRyOfLy8iAUCmFpadloSY06mAjRPUyE6B4mQnQTEyG6h4kQ3cREiG5iIkT39PBbXmpGS4kQURf2o1sIBALY2Nh0dzeIiIiIiIiI6B6gVTVCiIiIiIiIiIjUwUQIEREREREREekMJkKIiIiIiIiISGcwEUJEREREREREOoOJECIiIiIiIiLSGUyEEBEREREREZHOYCKEiIiIiIiIiHQGEyFEREREREREpDOYCCEiIiIiIiIincFECBERERERERHpDCZCiIiIiIiIiEhnMBFCRERERERERDqDiRAiIiIiIiIi0hlMhBARERERERGRzmAihIiIiIiIiIh0BhMhRERERERERKQzmAghIiIiIiIiIp3BRAgRERERERER6QwmQoiIiIiIiIhIZzARQkREREREREQ6g4kQIiIiIiIiItIZou7ugDY7czO9u7tAXczMzLC7u0BdbM2Uvt3dBeoG9mKj7u4CdTGRUNDdXaBucPVufnd3gbrBKCer7u4CdbFbWZLu7gJ1g6GuZs0+xxkhRERERERERKQzmAghIiIiIiIiIp3BRAgRERERERER6QwmQoiIiIiIiIhIZzARQkREREREREQ6g4kQIiIiIiIiItIZTIQQERERERERkc5gIoSIiIiIiIiIdAYTIURERERERESkM5gIISIiIiIiIiKdwUQIEREREREREekMJkKIiIiIiIiISGcwEUJEREREREREOoOJECIiIiIiIiLSGUyEEBEREREREZHOYCKEiIiIiIiIiHQGEyFEREREREREpDOYCCEiIiIiIiIincFECBERERERERHpDCZCiIiIiIiIiEhnMBFCRERERERERDqDiRAiIiIiIiIi0hlMhBARERERERGRzmAihIiIiIiIiIh0BhMhRERERERERKQzmAghIiIiIiIiIp3BRAgRERERERER6QwmQoiIiIiIiIhIZzARQkREREREREQ6g4kQIiIiIiIiItIZTIQQERERERERkc5gIoSIiIiIiIiIdAYTIURERERERESkM5gIISIiIiIiIiKdwUQIEREREREREekMUXd3gDRjqrct7h/sgH72YvQy0UdRhRSJuWU4cTsbf97KRLVcrvY1tjw8DH59LNt93IbD0TgSntnge0+Od8OT493afa4/b2Vi45/R7T6uJwroZ41pA2zhaWsCC2N9FFfIkJxfjrN3cnE8Khs16occny0YiGHOFu0+btPJOPwVndOuYz6e540RKr9fHTlHTyeXyxF68QyCz/2FtKRYlEgKYWpmDgdnN/iOn4pRk2dBKNTMy/oLC8a1ue3ISbPwyAvvNPu8TCpFeko8UuNjkBoXjZT4GGSkJKBaJgMAPPz82xg1+X61+9xTyeVyXD5/EhdOHUVS/B0USQogNjOHs6sHxkyagYAZczQW9+aUFBfhlScehKQgT/m9b34+BDsHx3afSyaV4o3VDyMtKUH5vbWbnEOCJQAAIABJREFUt2LQUH+N9LUnkMvluHTuJM6fPILEuPqYu/TxwLjJMzBp5twuifmLjy1GoUrMtwQebjbmMpkUUbdCERcTibiYSGSkpaBYUojiIgn0hHowt+gFt779MXJMAMZOng5DQ6NO7b82ksvliL56HrcvnkJ2cjzKiyUwMjWDtZMrvEdPgs/4GdATCjVyrU0rprW57eBx03D/02uafO7oD5sQ8ffJdl9/zIIVGLfwX+0+rqfhWNdNcrkct6+cw60LJ5GZHI+yIgmMxWawdeqDwWMmYdjEmRob6xuWTWlz26ETpmP+qjeaff7L55dDkpvVpnP18R6Kx9Z+3uZrdwcmQrScmZEIHy8chBFuvRp830ZsCBuxIUa49cJCX0es2R+BrKLKbuljemG5xs51V4Pn0lZiQyHWzRoAX5eGCQprUwNYmxrA18UCc33sse5IDLJLqrqlj+lFFe1qP93LtkEShBorKynC9k3v4U749QbfLyrIQ1FBHu6EX8ffxw/g/978EFa2Dt3Uy6Z9/ubTSEu4093d0EolxUX4YuMbiLgZ3OD7hfl5KMzPQ8TNYJz8cx9eW78ZNnadF/ddW79okARRx4FfdjRIglBDJcVF2Lx+DcJDm455eGgw/jq0D2s2boatfe9O68fO7z9vcGPUmsz0NKx/bVXTT0qBnIoM5GRlIPjieez9+Ue8+PYH8Bo8VEO91X4VpcU4+PVGpETebPD9Ukk+SiX5SIm8iZun/8SCF9fD3Maum3qpOZZ2nfe7qy041nVTeUkx9n65AYm3Qxt8v6QwHyWF+Ui8HYqQU4ex9JUNsLCx76Ze6gYmQrSYSE+AzYsHY7ir4gYyU1KBgzczkFpQDjszQ8wd6gAPG1N49zbDV0uH4ImfbqC0qrrD19t6PhGWJvqtthvibI4V97kCAFLzyxGaKmnU5kRkNu5klbR6LrGhEOvmegMAqmvkOHIrs5UjejaRngDvz/bCECdzAEBWcSWORGQhXVIBG7EBZg20Qx8rE/S3E+Ojed54fm8EyqQdj/mOK6mwMM5otd2g3uZY6qv45OBuYQXC04vbfA1LYxFWjesDACivqoaxgWYy4D2JTCrFjx+9hfjIMABALxs7jJk+DzYOzijMy8aV00eRlZaEtIQ72Pr+a3j54x9gbGKqkWv3dnHH7IefbLFNr1b+UMtrahp8bd7LGiKRPvJzdHs8t0YmleLTda8iOlzxZsna1h5TZi+Ag6ML8nOzcfb4IdxNSURibDQ+evsFvP/VdpiYijXej1vXr+D8icMQ6OlBJNKHtKrjSfW05AQc3LMDAGBoZIzKCia3VUmlUnz87iuIqo25jZ09ps1eCAcnF+TlZOHM8UNIS05EQmw0PnjzBXz07Y5OiXlYyBWc/esw9GpjXtWOmNv3dkI/78FwcfOEjZ0DDI2MUF5WipTEOFw8exL5udnIzkzHxjWr8fF3P8HVva/G+69tqmVS/P7FOqTFhAMAzKxtMTRgNnrZO6I4PxfhQceRl56CrKRY7N38Nh5Z9xUMjTXzGm/j5Ibxix9rsY1ZC4kX3xkL0M9vbKvXyc+6i/O//AgAMDAywYAR49vVz56GY103Vcuk+OWz95ASrRjr5tZ28Js8G1YOjijKz0XouWPIvZuCjMRY7P74LTyx8RsYauj9nK2zGyYvebzFNhZtTLKamFti7v+93HIbs/bPKO9qTIRosUV+jsokSFRGMZ7bE4biCpny+b0hd/Hp4sEY7WkFD1tTrBzXB9+c6fincGFpjRMaTZk2sH4Q/Xmr6Zvo5LwyJOeVtXquhcPrp+WFJBcgs5tmtdwr5vnYK5Mgd7JL8PrBSJRU1ic6Dt7KxMbZXhjZxxJu1iZ4ZKQz/nMxucPXi8hoW0JjUj8b5ePjUdntusZzE91hbqyP2OwSJOWXY5qXbbuO1wV/Hz+gTII4e/THcxu+hInYXPn8hPsX4ceP30J06DVkpibhr992Yv5jz2rk2qbmFhgyaoJa5+jn4wefkePh4jkArn29YGFlg6O//BfHf92hkT72VCcO71MmQdz7eeHdT76H2Kw+7jMeWILN615DWMhlpCUn4Pfd/8UjT72o0T5UVlTgxy8/Ulxv3oO4fjkIOVmtJ0ebUlNTg62fvQ+ZVAq/+8ajvKwUkbduaLK7Wu+vQ3uVN0Ye/bywbvOWBjGftWApPnnvVdwMVsR878/b8OgzL2m0D5UV5dj6xYcAgJkPPIjgS22LuY2tA77ffQj2vZ2abbNs5Wp88f7bCL50HpUVFdj1w1d49+NvNNZ3bRV6+rAyCWLv1g9L3/wERqZmyud9pz2AA1+uQ2J4CPLuJuPSwd2YtOwpjVzb2Mwc/fxbT2Q0x8GtHxzc+rXa7vyv25SPve6bCH0dXy7Bsa6bgk8eUiZBerv3w4q3P4WxuH6sj5w+H798thbxt4KRczcZ5w/8D9Mffloj1zYxs4DXiLYve26JvoGhxs7VnVgsVUsJBQI8PkbxKXqNXI4Nh6MaJEEAoKq6BusPR6GsdhbIEn9nWBh3bu7LzEiEif0VN8XVNXIcCW/bOrLmzB1aP9X7zzDd/vRYTwAs93cGoIj5xyfjGiRBAEBaLccnJ2NRXhvzBUMcYG7UuTEXGwox1sMKgCLmJ6LaXtdjtHsvTOpng+oaOT4/m4AaDdSy6Wmqq2U4sW8XAEAgEGDFi+82SIIAij9IK154DwZGxgCAoKP7UVrUtsRlV1i48nncv+wJ+IwcBwsrm9YPIFRXy3Bgz3YAirg/u2ZDgzfJAGBgYIhn12yAYW3cjx/8FcVFhRrtx687v0d25l1Y2djhocdXq3Wuv/74DbFR4TA0MsbK55tfg6yrqqtl2L+7PubPv7mxyZi/8OZGGNXG/NiBX1Es0WzMA7dvQXaGIubLn2h7QtXI2LjFGyMAMDQ0wqrX3oOenmLm363rVyGVStXqr7arqa7GlT/2KL4QCDD76TUNkiAAIDIwwP1Pr1EmD26cPIjy4qKu7mqH1dRUN6gj4jN+Rjf2pvtxrOummupqXDgYqPhCIMD8VW82SIIAirG+YPUbyrF+7a8DKCu+d97P9TRMhGgpfzdLWJkaAACCkwqQkNv07IqCMilORio+oTcU6WFCv869CZkxyA6GIsWv1bXEAmQXd3wGh4eNCQY5Kv4wFJVLcTYmVyN91FbDnS3Qq3ZpUmiqBMn5TU8pLyyX4Wys4t/KQKSHMe69mmynKVP628CgNubXUyXILW1bXRITfSFeDHAHAPxxKxN3sks7rY/a7E74DZTU3tz2H+KH3q4eTbYzs+wF33GKglgyaRVuXbvQZX0kzYsIDUFRYQEAYPDwEXBx82yynUUvK4wJmA4AkEqrEHLpvMb6EBcdgaMHfgEAPP7s62ott8rJysAvO74HACx97JlOrWeircJvBCtj7uM7Eq7uzcd87OT6mF/TYMxjoyJw9HfFTfn/Pa9ezJtjYdkL5paK2azV1dUav7nTNsmRoSgrVvwb9Bk4HDbObk22M7XoBa/7AgAA1VIpYm9c6qIeqi/xVghKC/MBAFaOLnDqP6ibe9S9ONZ1U+LtUJTVvp/zGDQcdi5uTbYzteiFwWMmAVCM9ZgQ7Rnr2oaJEC01yt1K+fhyfH6LbS8n1D8/2tOqhZbqmzukvpjT4WaWxbT5XEPrz3UiMhtV1TUttO75/F3ri4kGp7T8xyQ4uf75zi5COlNlKdTxyLYvi3lqrCtsxYbILq7E9ispndG1HiHm5jXlY+/ho1psq/p8VOjVTusTdb5b168oHw/1H9Ni22EjRisf3wy+rJHry2Qy/PD5B5DX1MB/zESMHDdJrfP9+OWHqCgvg3s/L8ya/5BG+tjThIXUx3y4SkybMnxE/e9E6DXNvEmWyaT4/rP3UVNTgxFjJ2LU+MkaOe8/lZYUo6R2xppIJILY3LyVI3q2JJUC2O5DWt45yWPICOXjxFvBLbS8t4SfP658rOuzQQCOdV0VfytE+dhz6IgWWgJ9VZ6PC9Oesa5telSNEKlUirKyMlRUVMDIyAgmJibQ12+9uKc28rStz9xGZ7ZcdDRKpc6Dh63mM751+toqCrMCgKRMivN3Oj6DQygQYObg+gKMh3V8WQwAuFmbKB+3NnsiRuV5d5XjNM3DWlGYFVDM2rmU0HJSro6Poxlm18b3m/OJKJfqdpKrJekp9XV9XDwHtNjWta+X8nFGSqJGrp+dnoov31qFzLRkVFaUwcTUDHZOrug/xA9jpz8A817WGrkONZSaFK987NHfq4WWgEf/gU0ep44/ftmJlMQ4GJuYYuVzTW+b2VZBJ48gLOQy9PSEeOqldzS2JWBPk9Ig5t4ttvUcoPmYH9izEykJipg/+ULnLF2qrpZh29ebIKvdOnv4qLEwMDDslGtpi9y0JOVjB/f+LbZVfV71OHXkZ6Rh9/svIS89BVXl5TAyFcOqtwv6DByOoZNnQ2yp3gdoZcUSxIUqbvz1hEIMGtf2bXt7Ko513ZSdmqR87OjR8lh39Kh/v5edppn3c3kZqdi+/kXk3k1GZXk5jE3FsHZ0gfsgX/hPndOusV5eUoRd/34dWSkJqCgtgZGJKSztHOA2cBj8psyBlX3TWy/fa7Q6ERIeHo5Tp07hxo0biI+PR0FBQaM2vXr1gqenJ3x9fTF16lT4+Ph0Q081z9XKWPk4Q9LyVqXZRZWQ1cgh0hPAtZdxi23VoTqD4/jtLEirO17vYVw/a1jXLv2JzSpBVGbbdyHpqZwt6wuLtVY0NqekEtU1cgj1BHCy6LyCZKqzQU7dyYW0pvWY6wsFeHWyJ/QEAlyIz8OlxMbjlurlpKcqH1u1st2gpbUt9PSEqKmpRk5GKuRyOQQCgVrXr9uet06xpADFkgLER4bh5P7/Yd6KZxAwd4la16DGMtLqZ0nZtvKGwtrWThn3zLspasc9LTkRBwIV69eXPrYK1rYd376vqLAAu7Z+DkBR/K+1N/26LF0l5nYObY95RppmYr7/f4qYL1upXswBRWHcYJVp/BXl5UhLScSlsyeQmZ4GQPEzrnz2dbWu0xPkZ6YpH7e2VaaZlS0EenqQ19SgIOuuRl7j67bnrVNWVIiyokKkxYTjyp97MHHp/8F/xsIOnz/y4mnUVCtuht2HjFA7sdITcKzrpjyVsW5p2/LyUHOVsZ6fqZmxXrc9b53SokKUFhUiJTocfx8KxNRlT+K+WYvadK6qinIkRtQXOy8rlqCsWIL0+BhcPrIXY+YsxeSljytrxNyrtDIREhkZiQ8//BDXr9dPJ5Q3U2QxPz8fBQUFCAkJwX/+8x/4+/vj7bffhre3dr8ZE6sUwCwsa7n4ULVcjtJKGSyM9SES6sFYX4hyNbZUbYpQT4CZg+tvig+pOYNjzpD6F4jDOr5lbh2xYX3MJRUtx7xGDpRWVcPcSASRUA9G+nqo0PCsC6GeAFMGqOwW08ZlMf8a6QKXXsYorZLh2/NJGu1TT1ReWj/jS9zKVmRCoQhGJiYoKylGTXU1qirKYWjc8RlBNg5O8Bo2Ao59+sLUzBzSqkpkpCbi5qVzyMtKh0xahd+3f42ykmLcv+yJDl+HGistrU/+mlu0vLxNKBTB2NQUpcVFqK6uRmVFOYw6GPeamhr88Pn7kEqr4NF/IGY8oF6Sa8d3n6K4SAJrW3ssefQZtc7V05WV1MfcrA0xNzE1RUltzCsqymGsRsy/36yIueeAgZg1f2mHzqNKJpNi09rXmnzOyNgEYwKmYcVTz8PconNrWGmDyrL6GZzGrbzG6wmFMDQ2RUWp4jVeWlmhLJLdEZZ2jnDz8YOtizuMxeaQSauQm5aEO8EXUJidgWqpFGf+twUVJcUYt+jRDl0jPOgv5eMhE2Z2uK89Cce6bqpQeT/X2taymh7rvewd4enjD3tXDxibmUNWVYnstCREXQ1CQe1Y/2vX9ygvKcakBx9r8VxmvazhOXQEHPr0hdiiF6plUuRnpSPq2gVkpyZCXlODi4f2oKQwD/NX3duF0bUuEXLq1Cm89tprqKysVCY/jI2N0adPHzg4OMDY2BgGBgaoqqpCeXk5MjMzkZycjPJyRWHJkJAQLFu2DJ9//jkmT+6cNXFdwcSgPsNWJWv9BrdSpY2JgeYTIRP6WaOXiWIGR3RmMWKzW16u0xIrU32Mra1lUiWrwbEI9Xae6SmM9etL+rQl5qptTPSFGk+EjHHvBUtjxdKz2OwSxDdTsFeVp40JlgxXzGrYfjm1zYVVdVllRX1RXJGBQavt9Q0MASjeZFWUl3U4EfLCB9+i76BhTT439+GncezX7fhr708AgOO/7cCAof7wHDi0Q9eixirK68eTfhvibmBgiLrbqfKysg4nQk4c2os7kbcUy1hefht6eh0vJXb9ygVcOncCAPDE8290uE+6QjXmBm2MufLYstIO3xwd/2MvYm6HQU9PiGdeeUetmLeFe9/+8BnuDxNTcadeR1tUqb7G67ced5GBAeoGe1VFWYdvjpa98xlcvIY0+dyEJStx8fefcfmP3QCASwf/B7fBfnAeMLhd18hMvIOcVMXyThNzS3gOv69Dfe1pONZ1U3vHur6BASpqx3plecfH+mNrv0Af76bH+pSHnsC5fbtw4cD/AABBv/8MTx8/uHo1vYJi4bNvwaX/IAia+N0JWPwogk8ewrEd30Aur0FY0Al4+PhhyLipHep3V9CqREhqairWrFmDiooKiEQiLFmyBPPnz8egQYMgbGHNcU1NDW7fvo3ff/8de/fuRUVFBV5//XX88ccfcHZ27sKfoOdqUCRVzdkgswY7QCRUDLALcXmQlOv2dlv3qpne9TOAjrVhy1w9AfDaFE+IhHqIzirBH5zpc09rLgkCKD6pmL38SRQX5uPSycMAgBP7dmHV2s+6qnvUCXKzM7Fn+3cAgPsXLoN735Zrk7SkvKwU//36YwDAqPGT4Td6gkb6SJqVk5WB3du+BQDMWbQMHv06HnNVBgaG2H9GMWtXLpejpLgISXExOHX0IP4+8xeiwm/i5J8H8Nr6TbCw5CfF3aG5JAgA6OkJMX7xYyiVFODWuaMAgMuHAvHg6x+26xqqs0EGjZ3K+kDdiGNddzWXBAEUY33yksdRKinAjTNHAAAXDu7Gw29+3GT75hIkdUZMm4eK0mKc+VWx/OrCgd33dCJEq3aN2bVrF8rKymBmZoY9e/Zg7dq1GDJkSItJEADQ09ODj48P1q1bhz179kAsFqOsrAy7du3qop5rXllV/YyOuq1LW2Ko0kb1WE2wNjXAfbUzOCplNTh+W70ZHHNVl8WEqbfzTE+iWlC0LTFXbVOm4RlAVib6yt1oqmQ1OB3TeiLkweGO6G8nhqy6Bp+diUfHK8joFkOVTwBkVa3PoJFW1deP6exP4Gc99IRyzWpsRCiqKju+XTY1pBo7aRviXqUSd2OTjsV921cfoaK8DLb2vfHgv57u0Dnq7N72DfJysmBsYorHVnNteFuoxryqnTE36uDWl//5sj7mSx/rnKVLAoEAZuYW8PEdiZff/RCrXn0XABB56wY+euelZpc26wrVT3ll0tbjrvp3wMCoc1/jxy5cAdS+xqdE3Wzw96U1MmkVoi6fVX7tM5HLYupwrOum9o511b/96ixzbouARf9SjvXEyPaN9X8aff+DMKz9Pc1NT0FBVrpG+tgZtCoREhQUBIFAgFWrVnW46KmPjw9WrVoFuVyOoKAgDfew65RUyJSPLU1a3hlHKBDAtLa+hLS6RuPLYmb72EOkpxg85+/kolilb+01yNFMubNNVlElrrRxFxJdUFJZ/+9qYdRyzPUEgGnt8ilpdY3Gl8VM97KFsDbmFxPyUVLZ8u+Uo4UR/jVSMftq/80MJLRhGQ0pGKtMKS0plrTYtrpahooyxb+tUCRSaz1pW1hY2cDW0QWA4o96Xva9+8dO25iamikfF0la3i67ulqG8lLF/FmhSNQgedZWF04fQ+i1iwDqlrF0/HcnKjwUp/7cDwBY9sRzsLKx7fC5dImJuD7mxW2IeVltzEUiEYw6EPOgU0dx46oi5k+++KZaMW+PqbMXwMd3JAAgNipCY1uCaitDlRvb8lZe42uqq1FZroi7nlAEfcPOK4YOAGa9bGDloPjbXS2VQpLT9pmcsdcvoaK21lFvTy/YOPXplD5qI4513WSk8n6u7F4b61Y2sO5dP9YLszv+QbTIwADOfet3O8pVKfp/r9GqpTFZWYqZBv7+Le+z3poRI0Y0OJ82Sskvh1PtDjC9LYxa3DnGztxQmahILShvtl1HzRmquixGvRkcqjvPHA3PRBs2IdEZaYUVcKzdAcbB3BBZxc1na23FhspERXoruwp1xAyV3WKOtaFI6pQBNjDSF6JGLke1XI6H/Z2abOehstXvfe69YCNWrKEMSZUgJqvjdWe0ma2jC/KyFOMqPzsD1i3sHFOYl4OaGkVSysbBWe0K421hqlLwS7WwK6mnt7MrsjPvAgBystJb3FkgLydbGXcHR5cOxf3MsYMAAEsrayTERSMhLrrJdmUqMf7rj99gIla8sZty/wJY1m6lfPb4IcjlchgYGqJYUoj9u7c1ea6c7PqbqgunjiI64iYAYPTEaXB01r2bJkdnV2RnKGKendmOmDt1LOanjtbHPDE2Gomxrcf82IFfYVp7Ezd19gJYWnVs++zhI0Yj/MY1AMDtsOvwHTW2Q+fpCawcnJUJBkluFixa2E2iOD8H8hrFBxu97B275DXeWOWmvbIdr/HhQceVj31YJLUBjnXdZO3grEwwFOZktrhzTJHKWLdy6JqxbiI2R90egRUqRZw7dC4zc+XjirJ7972hViVCjIyMUFlZidJS9YJTd7yhofbuZx2fU4rRtctRvBzEuJHSfEbZu3f9H7GEHPX+7f7Jx8kcbrU3rxmSClxTYytUQ5EepqnUnfiTNSQaSMorw8ja5Sj97UwRdreo2bYD7Oo/YUrM0+zsi4EOYuU2zFlFlbiR2nJWGwDqXr71BAIs929bXZ4Jfa0xoa/iD2+5NFFnEyGOrh6IDlW8iUiNj0G/wb7Ntk1RuXnt7ere6X0DgFKVTzWMWRBNY1zcPBEWchkAkHAnGoOGNv8BQMKdyAbHdUjtlOXC/Dz8tnNrmw75c9//lI/9Ro1XJkLqzlVVWYm9u35o07nOHj+kfOzq1lcnEyGubp64GVwX8ygMHtZ8zONjNBFzxf8K8/OwZ8eWNh1yaK9KzEeP7/DNkbHKLIhSlR00dJGNsxsSw0MAKIqLuno3X3Q6M/FOg+O6QrlKfAzb+BpfnJ+D5IhQAIC+gRG8Rwd0Rte0Fse6brJzcUP8rWAAQHrCHbgNbL4WW3pCTP1xzl3zfq6spP6+oqNLsJTnKlY917373lCrlsa4ubkBAPbv36/Wefbt2wcAcHfvml+szqC6ZOQ+j5b3ZB+t8vzleM0uNZmnMoPjSHimWnUfJg2whVnttsChKYWdMntFm4WoJLv8XVvebq2ufgcABCe3PO2yvWapzAY5EZ3DWh+dzGvYKOXjqNqESHOiQq8qH3sPH9VCS82Q5Ocip3bKo1CkD6sWPt2g9hnqX7+7wq3ahEhz6t5QA8CwEaM7rU/UuVRjpxrTpoQG108xHz5yTKf1qbNk3K2fKt3a9qE9nbtP/U1wUm1CpDkJtTdRAOA+ZESn9alOSWEe8jPTAChe482t7Vo5QiE86ATkcsWn2f1HjIOhsXo3VT0Nx7pu8hxSP9bjb7U81uPC6sd636GdP9aLC/KQl1E/1i1s7Dt8Lpm0Cmlx9Qm8uiU39yKtmhEyZ84c3Lx5E0eOHIGtrS1efvnlNm07VaeqqgpffPEFjhw5AoFAgDlz5nRibzvX9eRC5JdWwcrUACPde8HDxqTJugu9TPQxrfbGtUJajaDYXI31wVCkhyneirXfNXI5/lRzt5i5Q+tvog6pea6eKDRNgoIyKXqZ6MPXxQJ9rIyRnN84WWRpLMKkfjYAFMVrL6kxS+efDEV6mNhP8alAjVyO41GtL4sBgF3X0rDrWlqr7dZM9cSM2llBm07G4a/o1ouw9nT9fIZDbG6JkqJC3LkVgoyUBPR29WjUrriwADf+Pg1AseXakJHjO71vx37drix+1nfQsA7VpqCmDRrmD3PLXigqLEB46DWkJsU3+WmgpCBfuUWtvoEh/MdM7ND11n32nza1e+6RucipXar1zc+HmpzSvXrNeqxes77Vc2149SlE3roBAFi7eWuLs150weDh9TG/deMaUhLj4eredMwvnlHE3MDAECM7GPONX7Qt5s8sm6OM+ZbAwy1O42+L8vIy/H26ftmE16DmdzTQBa4Dh8HEzBJlxYVIuh2K3LSkJmd7lEoKEH3lHADF1pv9fDv/pvji7z8rZ3i5ePm0ue5UxIUTyscsktoYx7puch80HCbmligrKkRCxA1kpybBzsWtUbtSSQEiLikKDYv0DTDAv/PH+rn9PynHeh/vIWrVmLt8ZB8qa5fWWDk4wcqh6eXw9wKtmhHy0EMPwdvbG3K5HDt37kRAQADef/99HDt2DDExMZBIJMrqy1VVVZBIJIiJicGxY8fwwQcfICAgADt37gQAeHt7Y+nSpd3406inWi7HjkvJABTLDdbN9VbOpqhjINTDurleMKktmrn3+l1IypsuZLp2jheuvR2Aa28H4Mnxbm3qw1RvW4hri7DeSC5UqxZFbwsj+NXOYiiplOF0dNtusHVJjRwIDFEkE/QEArw5rS/Ehg13TNIXCvDGtL4wro35wVuZKGqmeO2aqZ44/fxonH5+tLKQaWsm9rWGqYEi5mFpRcgs4i4hnU0oFGH64n8BUGxN9/NXHzSYvggodor539cfKPeoHz9rEUzNLRqdCwD+9/W/8cKCcXhhwTgc/eW/TbY59PNW5LdQFK+muhpHArfh0on65Qx1fSTNEApFWLBsJQBF3L/btA4lxQ3jXlVVie8/XY/K2rjPfGAJzMyb/sTt+03rsXSMhIQRAAAgAElEQVSaP5ZO82/zchXqWkKhCIsero/5Nx+vbTLm33yyDhV1MZ+/pNlPWb/5ZB0WTfbDosl++HVn58d8788/IiUxvsU2hfl5+OS9V5Gfp0hy93Z2xRC/+1o8pqfTEwpx3wPLFF/I5TjywyZlkdE6sqoqHP3Pp5BWKt5nDZ/2AIxV1uCrOvrDJmxaMQ2bVkzD3783vTvi+V//i6Lc5t9n1dRU48L+nQg7e0T5vfvmLW/Tz5MSFYbC2sLZlnaOLW7Tq6s41nWTnlCI8fNrx5FcjoNbPm6w9AxQjPWDWz5RjvURM+bDxKzp93MHt3yCDcumYMOyKTi376cm25zasw2S3OZrYtbUVOPs3h24cbp+rI+f/3CTbYMO7EbO3eRmzwUAIScP4+zeHa2e616hVTNCRCIRtm3bhtWrVyMsLAz5+fkIDAxEYGBgm46v++Ry2LBh+O677yASadWP38j+6+mYPMAWw10t4d3bDLuf8MeB0HSkFpTDzswQ84b1hoeNYjpiQk4ptl9s+Ze3veYMqV8Wo+4MjjlDHKBXWwjodFSOxnc56SkOhWdhvKc1hjiZo7+dGP9ZNhR/RmQhXVIBW7EBZg20Qx8rRc2WpLwy7A5ufRZGe8zwrt/9oa2zQUh942YuQNiV84iPDENawh188vJjGDP9Adj2dkZhXjYunzqCrLQkAICDixtmPPioWte7ePwgTh/YDfcBg+Hu7QM7R1cYmZhCWlWJzNQkhF48gzyV7dCmL/4X+g0e3uz5UhPuIOzyuQbfi48MUz4Ou3IeORkNf1dHT50Da3v1Po3SdtPnLsbVv88gOjwUibHRWPP0MkydvRAOTi7Iy8nG2eN/4G5KIgDAuY8HFj78RDf3mNQ1Y96DuBJ0BlHhoUiIjcarTz6EaXMWobeTC/JysnD62B9IS66P+eJH7p2YXwk6g192bIWbZ38MHDIczn08IDY3B+RAYUEeYqMiEHzxvPLGzsjYBM+/sQH6+i3vgqYLhk+ZizvBfyMtJhxZSbHY8c7TGDZpNiztnVCcn4Pw88eRl54CALB26oMxD6h3c3HzzGFcPfIrnPoNhFO/QbBycIahiSlkVZXIvZuCmGvnG+waMXre8hZrl6iKCPpL+Xjw+OldUuRRG3Gs66YR0+Yh6toFpESHIyMxFlvffAp+U+bAysERRXk5CD13DLl3FWPd1qkPJixQb6yHnDqEi4d/gUv/QXDpPwjWvZ1r389VISctGZFXzqFAZayPn/8w3AY2PdYjr57H2d+2w8GtL/p4D4WtkyuMTM1QLZMiPzMd0cEXkJWSoGw/ZNxUDJs4Q63+dzatywRYW1sjMDAQ+/fvx44dO5CYmNjmY93d3bFy5UosXLgQQqGw9QPucbIaOV7bF4GPFw7CCLdecLAwwqqAxlPmozKKsWZ/BEpb2eK0PZwsjTDcVZGhLK6Q4WyMeksYZvuoLotRb+eZnkxWI8d7R6KxbtYA+LpYwN7MEE+Mdm3U7k52CdYdiUFpleZi3tvcEEOcFJ9AlVTKEBTHrY27ikhfH0++9RG2b3oPd8KvoyA3G0cCf2zUztmjP/7vzQ81UrRULpcjITocCdHhzbYxMDTCvH+twoT7F7V4rvSkOJzY1/QnkwAQEXwREcEXG3xvwFB/nU+EiPT18fqGz/DFxjcQcTMYeTlZ+HVn40J37v288Nr6zTBhsVqtp6+vjzc/+Byb169BeGgwcrOzsGf7943aefTzwpqNm5W7OtxLkuLvICn+Tott3PsOwOrX3oNHf+8u6tW9TSjSx8KXN+Dg1xuREnkTxXk5uLBvZ6N29m79sODF9Q223O0wuRx379zG3Tu3m22ib2CEiQ89Ad9p89t0ysryMsQEXwAACAR68JkwXf1+9lAc67pJKNLHQ6++j71fbkDi7VAU5WXj7G/bG7Xr7d4PS1/ZoJlCo3I5UmMikBoT0WwTfUMjTF32JEbOaH2sZybFITMprtnn9YRCjJ23DAGL7v2ZwlqXCAEAoVCIJUuWYMmSJUhISMCNGzcQHx+PrKwslJaWorKyEoaGhjA1NYW9vT08PT3h6+sLD4/GSQJtV1whw7OBYZjqbYv7Bzugv4MYlsb6KK6QISG3FCcis/FnWCaq5Zotaak6g+NkZDYqZR2fwTHCzRKOloptYZPyyhDewm4oBJRUVuP1g5EI6GeNaQNs0dfWFObGIpRUyJCUX46zsbk4Hpmt8a2HZ3jbKWN+9k4uqqo5a6crmYjN8eyGLxF68QyCz/2FtMQ7KCmSwERsht4u7vAdNwWjptwPoVD9l/VV6z5DQlQ4kmIikJ2RihJJIUqLi6CnpwdTMws4unmiv48fRk2+H6bNTM8mzRCbmePdTd/j8vmTuHDqKBLjYlBcVAhTsTlc+nhgzKTpCJgxVyNxp3uD2Mwc6zZvwaVzJ3H+5BEkxsagqKgQYrE5XNw8MHbSdEyeNe+ei/m7n3yDm8GXER0RhuT4O8jKTEdZSTEgEMDExBS29r3h0d8b942fjCF+o6Cnp1WrszudkakZlr65CdFXz+P2xVPITo5DeXERjEzFsHbqA+/7JsFnwgzoaeCDvAdf/wh3Y28jPTYS+Zl3UVZciIqSYgj09GAsNoetizv6DBqOweOnw1jc9tf4mKvnlVP63Qb7wszKtpUjdBvHum4yFpthxTuf4vaVc7h14SQyk+JQVjvW7ZzdMGj0JAwPmKmRsf7IW58gNSYCabGRyMtIQ2mRBOUlRRDo6cFEbA57Vw+4Dx6OYRNntDrWF6x+E8nRt5B2JxI5ackoK5agrKQIcnkNjE3NYevcB328h2B4wEyYa8nYF8jlGr5D1iEjPzzX3V2gLmZmpr1bLlPHrJnSt7u7QN3AXmzU3V2gLiYScgq/Lrp6l7MbddEop5Z3XKSe51aWZndRJO2w3Lf5OohdkmKMjY3FjRs3IJPJ4OXlBT8/v664LBERERERERFRA2olQrKysrB9u2Jd04IFC+Dl5dWozdq1a7F3794G3/P398e3334LC4umq+A2Jz09HTY2Nu3aMpeIiIiIiIiIqI5ai7aOHDmCn376Cb/99htcXFwaPb9r1y789ttvkMvlDf4LCQnBSy+91O7rTZ48GWPHjsXatWsREhKiTteJiIiIiIiISAeplQgJDg4GAIwaNQqmpg0rWMtkMvzwg2IvawMDA6xcuRLvvfcefHx8IJfLceXKFZw/f77d1ywpKcHevXuxYsUKTJkyBV9//TWSkzW7LSwRERERERER9UxqJULS0tIgEAgwdGjj/YavXLmCvLw8CAQCbNiwAWvWrMHDDz+MXbt2wd7eHgBw+PDhDl23bmZJeno6tmzZgpkzZ2Lp0qXYs2cPJBKJOj8SEREREREREfVgaiVCCgoKAABOTk6Nnrty5QoAQCwWY+7cucrvGxsbY86cOZDL5YiIaH4/45asW7cOCxYsgImJiTIpcuvWLWzcuBHjxo3Dc889h5MnT0IqlXbo/ERERERERETUM6mVCCksVGxDZGxs3Oi5GzduQCAQ4L777oNI1LAmq7u7OwBFsdWOGDFiBD766CNcunQJn332GSZMmAA9PT3I5XJIpVKcPn0aL7zwAsaNG4cNGzYgNDS0Q9chIiIiIiIiop5FrV1j9PX1UV1djeLi4gbfr6ysVM72aGqrXDMzMwBQe8aGoaEhZs+ejdmzZyMvLw+HDx/G4cOHcfv2bQCARCLBL7/8gl9++QWurq6YN28e5s2b12RhVyIiIiIiIiLq+dSaEVJX6yMyMrLB9y9duoSqqioAwPDhwxsdV1RUBAAwMTFR5/INWFtb47HHHsP+/ftx5MgRPPXUU3B0dFQunUlJScG3336L6dOnY/ny5di7d2+jBA4RERERERER9WxqJUKGDRsGuVyOw4cPIyUlBQBQXV2N7du3AwDMzc0xePDgRsclJCQAAHr37q3O5Zvl6emJV155BWfOnMGuXbuwaNEiiMViZVIkNDQUa9euxbhx4zrl+kRERERERER0b1JraczChQtx8OBBFBUVYfHixRgxYgSSk5MRFxcHgUCAuXPnQigUNjouJCQEAoEA/fv3V+fybTJy5EiMHDkS69atw+nTp/HHH3/g77//hkwmU85aISIiIiIiIiLdoFYiZOTIkVi8eDH27duHoqIinDlzRvmcnZ0dVq9e3eiYtLQ0hIeHQyAQwNfXV53Lt4uBgQFmzZqFWbNmIT8/H0eOHMGhQ4e67PpERERERERE1P3UWhoDAO+//z7eeust9OvXD/r6+jA3N8esWbMQGBgIKyurRu13796tfNxdS1OsrKywYsUK7N27t1uuT0RERERERETdQ60ZIQAgEAjw6KOP4tFHH21T+5UrV+KRRx6BQCCAo6OjupcnIiIiIiIiImoztRIh6enpABTLTmxsbNp0jK2tbYevN2LECACAsbFxh89BRERERERERLpLrUTI5MmTIRAIsHz5crz33nua6lOzfv75506/BhERERERERH1XGrVCDEwMAAA+Pj4aKQzRERERERERESdSa1ESN0yF5FI7VIjRERERERERESdTq1EyNChQwEAsbGxGukMEREREREREVFnUisR8uCDD0Iul+P3339HaWmppvpERERERERERNQp1EqEjB49GsuXL0dOTg6eeeYZ5ObmaqpfREREREREREQap1Zxj+DgYMycORNpaWkICgrC9OnTMWPGDPj5+cHe3h5GRkatnqNuS1wiIiIiIiIios6mViJkxYoVEAgEAACBQICysjIcPHgQBw8ebNPxAoEAkZGR6nSBiIiIiIiIiKjN1N7uRS6Xt/g1EREREREREdG9Qq1EyHPPPaepfhARERERERERdTomQoiIiIiIiIhIZ6i1awwRERERERERkTZhIoSIiIiIiIiIdEanJUJkMhkkEglkMllnXYKIiIiIiIiIqF3U3jWmTlVVFQ4dOoSTJ08iLCwMEolE+ZylpSWGDBmCGTNmYM6cOTAwMNDUZYmIiIiIiIiI2kwjiZDg4GC88cYbyMjIANB4C92CggIEBQUhKCgI3377LTZt2gR/f39NXJqIiIiIiIiIqM3UXhpz8eJFrFy5EhkZGZDL5ZDL5TAxMYGXlxd8fX3h5eUFExMT5XPp6el4/PHHcenSJU30n4iIiIiIiIiozdSaEVJSUoJXX30VUqkUABAQEIAnn3wSvr6+EAgEDdpev34dP/74I86dOwepVIpXXnkFp06dglgsVqcLRERERERERERtptaMkMDAQBQWFkIgEODFF1/E1q1b4efn1ygJAgB+fn7YunUrXnrpJQCARCJBYGCgOpcnIiIiIiIiImoXtRIh586dAwD4+vpi1apVbTrmmWeegZ+fH+RyOc6ePavO5YmIiIiIiIiI2kWtREhSUhIEAgFmzZrVruPq2iclJalzeSIiIiIiIiKidlErEVJcXAwAsLGxaddx1tbWABQ1RoiIiIiIiIiIuopaiRALCwsAUG6b21ZZWVkAAHNzc3UuT0RERERERETULmrtGuPh4YHc3FwcPnwYjz/+eJuOkcvlOHToEAQCATw9PdW5fLczNtbv7i5QF1vo27u7u0BdLK/i/9m77/Amy/UP4N90p033pIMuQAqUDQIqmzJlKIKAICoq4jqHg6LoDxEV8YgiekQ8elgyFARkzzLKbsssLQW6995NmrbJ+/sjbdpKm6ZNSin5fq6LyzTv877vXe+2T3LnGfLWDoFaAfNueHq42rd2CNQKernatXYI1ArKypWtHQI9YKZGOn3+T48gnX4ihg8fDgC4ffs2Vq5cqdU5X3/9NaKiogAAI0aM0OX2RERERERERERNolMh5Pnnn4ezszMAYNOmTZgxYwZOnDgBqVRap51MJkNwcDBmzZqFDRs2AACcnZ0xffp0XW5PRERERERERNQkOk2NsbCwwA8//IC5c+dCLpfj+vXrePvttyESieDk5ASxWAyZTIacnBwIggBANTWm+jwLCwu9fBNERERERERERNrQebJUz549sW3bNvj7+0MQBAiCAKVSiaysLCQlJSErKwtKpVJ9rGPHjvj999/Ro0cPfcRPRERERERERKQ1nUaEVOvSpQv279+PU6dO4fjx47h58yays7NRWloKKysrODs7o3v37ggKCsLQoUMhEon0cVsiIiIiIiIioibRSyEEAEQiEYYPH65eQJWIiIiIiIiI6GHDfYSIiIiIiIiIyGCwEEJEREREREREBkNvU2MAoKSkBCEhIYiIiEBWVhakUiksLS3h4uKCwMBADB48GBKJRJ+3JCIiIiIiIiLSml4KIaWlpVi9ejV27dqFsrKyBttZWFhg6tSp+Mc//gErKyt93JqIiIiIiIiISGs6T41JSUnB5MmTsXXrVshkMvU2ufX9k8lk2LJlC6ZMmYLU1FR9xE9EREREREREpDWdRoTI5XK88sorSE5OBgBIJBJMnDgRAwYMQPv27WFpaQmpVIqkpCRcvnwZ+/btQ3FxMZKSkvDyyy9j3759MDc318s3QkRERERERETUGJ0KIZs2bUJiYiJEIhH69euH1atXw9HR8b52nTt3RlBQEN58800sXLgQly5dQlJSEjZv3oxXX31VlxCIiIiIiIiIiLSm09SYI0eOAADatWuHn3/+ud4iSG0ODg746aef4O7uDgA4fPiwLrcnIiIiIiIiImoSnQoh1aNBpk6dCrFYrNU5YrEYU6dOhSAISExM1OX2RERERERERERNovNiqQDg6+vbpPY+Pj4AAJFIpI/bExERERERERFpRadCSPUUl8LCwiadV1xcXOd8IiIiIiIiIqIHQadCyMiRIyEIAoKDg5t03vHjxyESiTBy5Ehdbk9ERERERERE1CQ6FUJmz54NFxcXnDt3Dtu3b9fqnD/++APnzp2Dq6srZs+ercvtiYiIiIiIiIiaRKdCiIODA37++We4u7tj+fLlWLRoESIjI+ttGxUVhffeew/Lli2Dp6cn1q1bB3t7e11uT0RERERERETUJCbaNJozZ47G4zY2NkhNTcXBgwdx8OBBWFtbw8vLC2KxGDKZDMnJyep1Qarbr1ixAiKRCJs2bdLtOyAiIiIiIiIi0pJWhZDQ0NBGd3ipPi4IAoqLixEVFVXnuCAI6ja3b9+u8zURERERERER0YOgVSEEUBUydG3blGsQEREREREREembVoWQ6Ojolo6DiIiIiIiIiKjF6bRYKhERERERERFRW8JCCBEREREREREZDBZCiIiIiIiIiMhgsBBCRERERERERAZD611jGhMREYFz584hJiYGRUVFkMvljZ4jEomwadMmfYVARERERERERKSRzoWQtLQ0LF68GOHh4U06TxAEiEQiXW9PRERERERERKQ1nQohRUVFeOGFF5Ceng5BEPQVExERERERERFRi9CpEPLrr78iLS0NIpEInp6eeP311zFgwAC4urrCzMxMXzESEREREREREemFToWQkydPAgDatWuHP//8E3Z2dnoJioiIiIiIiIioJei0a0xqaipEIhFmzJjBIggRERERERERPfR0KoSYmpoCALy8vPQSDBERERERERFRS9JpaoyXlxeioqJQWFior3iomYZ1ckJQgDM6OFvBTmyKYnklEnKlCL6TgyORmVDoYS3b76Z2Qy8v2yaf9+XRezgSlaXT9dILy/D8+itNvvejTBAE3As7g+gLwchOjoOsuBAWVtZwcG+PTo8PRZcngmBkbKyXe33/8mit2wY8MQqjXlnUaLvUOxG4ff44MuJuozgvB4oKOUwtxLB1agf3jl3R5anRcPLy0yXsR44gCIi8dBo3zx5HRmIspEWFEEus4ezhjW6DhqHnkDF6y/mnM0Zo3bbH4CBMfmNxg8e/e3smCnMytbqWd0APzF36rdb3NgTMu+ERBAHnTx/DmeMHER9zF0WF+ZBY28LL2xdPDh+D4WOehrGxzhv/aVRSXIR35j6Lgvxc9XPrth2Ai5t7g+cU5OfhWtgFRF4PR3zMHWSmp0JeVgaxlRVc23mgS/feGDVuMjy9+be9PoIg4NKZ4zgbfBiJsdV5t4FHe18MGjYaQ4ImPJC8L5r3HArz89TPfb95L5w15P3t2RORk5mu1fUDuvfG0lU/6xzno0IQBFwKOY5zwYeRGHcXxYX5kEhs4OHti4FDRmPwA8h5aXER3nutbs6/26g55393Pew8Qs8G427UTRTk5UCpUMDG3gHOru4I6N4bvQcMho//Yy0RfpskCAJuXTyF62ePIz0hBqVV/bqLpze6DxqBXkPHwFhP/frH04dp3bbXkNF4dsEHTb5HZWUF1i5+DVkpCernXl66Gn5dezb5Wg+STr9Z48aNQ2RkJM6dO4fp06frKyZqAom5MZZP6Iw+7etOTXI0MYOjlRn6tLfDpO5u+Hj/bWQVl7dKjGmFZa1y30dZWWkxDq39HCm3r9d5XlqYB2lhHlJuX0fEqQOY8NYnsHZ0aaUo61dZLsfx/63CvbCQ+47JS0uQVXoPWYn3cCN4H3qMmIinnn8dIiOdBq89EmQlxdj53aeIj7xW5/mSgjyUFOQhPvIawk/sx/SFn8LWybWVoiR9Y94NT0lxEb5e9h4iroXVeb4gLwcFeTmIuBaGo/t2YvHyb+Ds2q7F4tiw9ps6RZDG/PrDv3Fk704olYr7jpUUFaKkqBCxd6JwcNc2THh2Fma/9o7eXug/CkqKi/DdZ4sReT28zvMFebkoyMtF5PVwnNi/CwuXfQ0nF7cWi2PLz6vrvCGmllNaXIQ1X9ST8/xcFORX5fzgLvxzaQvn/L/Nz3lWRip+Wf05om6E33csOyMN2RlpiLoRjoSYO1j4ySpdQ30kyEqKsX31J4i7VX+/HnfrGkKP78XMRZ/Bro306yF7ttUpgrQVOhVCZs6cid27dyM4OBhnzpzBkCFD9BUXacHESIQVEwPQw1M1qiKzSI79ERlILSiDs7UZxnV1hY+jJR5zleDfU7piwe83IS2//wWKtv53IRG2YtNG23Vzt8GMvh4AgJQCGW6mFjV6zkf7bms8Xlah1C5IA6CorMCBH5Yh7e4tAIDEwRndhoyDnYs7SvKzEXn2GPLTk5CdGIO9qz/Ccx99B3OxlV7u7eDhjYFT5mpsY+3orPH4kZ9XIu7aBQCAyMgInfoPgatvZ1ja2KGkIBcpt68j4WYoBEGJ6yf+gpGJKZ6cNk8v8bdVisoK/P7N/yEpOgIAYOPogj7Dx8PBzR1FeTm4dvowclKTkB5/D1tXfohXlv8Ac0v95NzZ0wfDp72ksY2tk3bFNksbOzw975+a21g3fdTZo4p5NzwVFRVY+fE/ERWheoHs5OKGUeOfQTsPL+RkZ+Lkkb1ISYxH3L1ofP7B2/jyPxthaSXRexzXwy/h1NH9MDIygomJKcrL5Y2ek5IYpy6CePn4I7BXP3j7doCVxBqFBXm4cukcroaeh1KpxL6dv0FaWoIFi/5P77G3RZUVFfjmk0WIrnpj5OjsiuHjpsDN3Qt5OZk4fXQ/UpPiER8TjZUfvYPl361vkbzfvHIZZ44dgKgq7xVa5L02G1t7zPvHEo1trG25piBQlfNPF+FOrZwPG1sr58f2Iy0pHgkx0fj3x+9g2eqWyXnE1csIOd68nKclJ2DFBwuQn5sNAPDrGIBeA56Cs6sHzMzMUFiQh6T4e7geel7vcbdVlZUV2PL1x0iMvgkAsHV0Qd8RE+Do5oGivGxcOXUY2amJSIu/h81fLsZrn/0ICz316y6ePhj5/Csa29g148PTrJQEnPlrKwDAzNwC5fK28wG4ToUQsViMdevW4fXXX8fbb7+NBQsWYNasWbC2ttZXfKTBpB5u6iLIncwSLNx1CyXymkLHnuvp+HxiAB73sYevoyXmPO6FdWcTmn2/iLRirdoNf8xJ/fhw5P1TYupzLpafPmgr4tQBdRHE2bsDpixaCQurmt+57iMm4cAPy5B06wry0pIQtn8bnpz2ql7uLZbYwr/3oGafn3o3Ql0EMRNb4tnFq+Dc3r9Om96jn0VCRBj2r1kKQanE9eO70WfscxAb8BulsOP71G+G2/l2xOwlX0Msqcl5/6DJ+P2bpYi9GYbs1ESc2bMFQbNe18u9La1t0bnfk3q5lqmZud6uZQiYd8NzdN9OdRHEr2NnLFu1DhJrG/XxcVOmY+X/LcT1sItITozDzt9+wYvzNReZmkpeJsPPq78AAIyZNA1hF84gW4tpD0ZGRhg8ciyenjoL/p263Hd87OTpuHDmBFZ/vgQKRSVOHNqDp4aPRmDv/nqNvy06fuBPdRHEt0NnLPnqxzp5D5o0Dd8sW4Sb4ZeQmhiPPVv/h1mvvavXGORlZfjfmhWq+z39HK5cCtF6uks1MwsL9HtiqF7jelSdOPinugji06Ezlnz5I6xq5XzUxGlY/eki3LxyCalJ8fhr2/8w89UWyPn3qpyPmvAcrl4KQU6Wdjkvl5fhm2X/Qn5uNszNLfD6vz7B44NH1ttWEATk5Wj3fuBRF3psr7oI4u7bES99/E2dfv3x0VOwbdXHuHcjDFkpiTi9+zeMeWG+Xu5taWOLLnrui5VKJfas+xqKygp07jMIZbJSJETd0Os9WpJW483nzJnT4L+PPvoIFhYWKC8vx5o1azBw4EBMmDABs2fP1njenDlz8OKLL7b09/fIMhYBs/t7AgCUgoAVR+/WKYIAQLlCwIoj99SjQJ7p2Q42Fi07z1Bibown/R0BAAqlgKP1rA1CzadUKBB2YLvqC5EIQfPeq1MEAQATUzMEzXsfpuYWAIAbJ/ZCVtL4qJwHIelWzTov3YaMv68IUs0nsB/8eqkKLkqFAumxmkcMPcqUCgXO/rVN9YVIhMlvfFCn0wQAEzMzTFmwWJ3z0KN7IC3m2k1tGfNueBSKSvy59X8AAJFIhHc++KzOm2EAMDMzxzsffAYLCzEA4NCeP1BcWKDXOLatX4vM9FQ4OLlg1itvan3ewv9biY964HsAACAASURBVH8s+aLeIki1QUNGYvwzM9Rfnzp2QKdYHwUKRSX+2rYBgCrvb7y/rN68L3jvU5hX5f3o3h0oLtJv3nds/AlZGWlwcHLB9Jfe0Ou1qS6FohJ7t9fK+aJldYoggCrn82vl/Ng+/ed856afkJ2RBnsnF0yb27Sc7976CzJSkwAACxZ/1mARBFB9j47ObWOKR0tSKBQ4s0c1ckIkEuHZNz+8r183NTPDs29+CLOqfv3Skd0Pdb9++egeJN+Lgpm5BSa8/E5rh9NkWhVCQkNDERYW1uC/27dvQyQSAQAqKysRGxuL8PBwjeeEhoYiNDS0Rb+5R1kvLzvYW5oBAK4mFSIhV1ZvuwJZBU7eyQEAmJsY4Ul/hxaNa2RnZ5ibqH6swpMKkF3SOuuSPKqSb1+HrOoPoldATzh6+NTbztLGDh37DwWgGl4fd+3iA4pQM2mtTtzOVfMiXPZuHurHlW1omJ2+xUdeU/9/8+vaCy5ePvW2s7K1R7dBqgWxFBUVuBN+4UGFSC2AeTc8EVfDUFSQDwAI7N0f7X3rLxTb2TvgieGqBawrKsoReuG03mK4d/sWDu5WFdvnvf0+xE0Ykv33N+8NGTS05g1TYlxM0wJ8BEVeC0dRoSrvXXv2g5dP/Xm3tXfAoKFBAFR5D79w/zpbzRUTHYnDf/0OAJi7YFGT8k5NF3m9bs49G8q5nQMGDqnJ+ZWL+st57J1IHNmryvmLbzQt52VlMpw4sAsA0KVHX/QdNFRvcT3K4m5dRWl1v96tN1y9fOttJ7G1R+Cg4QBUU6huhz+cU4vyszNw/HdV8X7E9JfbzHomtWm9AqEgCFr907ZtS6ioqEBhYSEyMzNRWFiIioqKFrnPw6Cfd80cy8sJ+RrbhibWHO/vY99iMQHAuK41vwSHI7XbLYC0lxRZM6LCu1tfjW29A2uOJ0aEaWj54Fja1Pz8FWSmaWxb+7h9O8Pdojv2Zs0CZP49+mls26HW8ZgbD0fOqXmYd8NzPfyS+nGvfpqnINY+fi1UP4XuysoKrP1mOZRKJfo/MRQDnhqul+v+nbjWmlXl5YZb5K5282pN3nv0G6ixbY++NcdvhOsr75X47+rPISiV6DtwCPo9qf0OE9Q8EbVy3r2v5pzXPn5Tjzn/pSrnfQYOQb8nmpbzsHMnIZOWAgCeGD5WLzEZgpha/XrHHpqnBHbsWXP83vWHc+DAvl++RXmZDO6+HTFw7DOtHU6zaDVPIjo6uqXjaJaIiAicOHECV69eRWxsLPLz7y8I2Nvbw9/fH71798bIkSMRGBjYCpHqn6+Tpfrx3awSjW3vZNYc93W01NBSN35OqoVZAaBQVtGkdT9WTgpAJ1cJbCxMIC1XIKtYjojUIhyMzEJMdmlLhdzm5KYmqB+7+HTU2Na11vHc1ES93D8/IwU7VyxEfnoSystkMLeSwN7NE14BvdBt6DhY2WoeceTXayDCDqiG+986cxCPDRhW7/SYhIgwxF5VVcA9OndvcAqNIchKTlA/dvfrpLGtu1/N1nRZKfF6uX9uejLWL3sXOamJkMtkEFtJ4OjuBd+uvdF35ARI7LQfZSYrKcLmL95DZlIcykpLYGFpBTsXN/h06Yk+IybAoZFRQoaEeTc8SQk1oyP8OwVobNvhsZrpJ7XP08Xu7RuRGBcDsaUV5r3T8LbIuqodb0vuetNWJCfEqh/7ddScd79aPxcptc7Txb7fNyI5XpX3uW+9p9O1SooK8cXiBUiKi0FpaTEsrSRwcXNHlx59MWLcFLi6e+ol5raudu58OzSS81o/E8mJ+sn5/j82IjkhBhaWVnhxQdNzHh1Rs9uJ/2NdUFFejuBDu3Dh1FGkpyRCUVkJOwcndA7shRHjn4X/Y131Endbl5Vc0z831q971OrXM2u9HtBFTloy/rv0bWSnJqFcJoWFxBpO7bzg3603+o16GtZN6NevhRzDvRthMDIywqTX/gUjo7a5A1jLLhjRQqKiorBixQpcuVLz6XhDo0zy8vKQn5+P8PBw/Pe//0Xfvn2xZMkSBARo/sPzsPOyF6sfZxRpXuE5u1iOSqUAEyMRPO0sWiym2qNBTkRno0Kh/cifgX41v3y2YiPYik3R0UWCZ3q549CtTKw+GYdyBXeOKchIVT+2aWQImsTeGSIjIwhKJQqzUiEIgnoKW3NVb89bTVZUAFlRAdLu3kL4wd/xxHOvoOeoKQ2e7+rbCT1HTcH143tQLpPi9+VvoVP/IXDzC4DYxhalBXlIjrqGhJuq6rd7x64YO/8jnWJu63IzUtSP7Zw1b59n41CT87wM/eS8eju3aqVFBSgtKkBSdATO7duGkTNexYCxz2p1rfIyGeJvXVV/LS0uhLS4EGmxd3Dx4E4MmjAdw6e/1GY7VH1i3g1PekqS+rGLm+bikKOzC4yMjKFUKpCekqxzzlMS47Bri2qI88yXF8CpBefzHz+wW/24z+NPtdh92oqMWnlvrDDkUCvvGalJOuc9NSkef1WtVTHtxfk6r+NQJpPiVq1tn4sLC1BcWKDaNvnPrZjw3AuYPvcNGBn4tsnpqc3Leaaecr73d1XOn5vTvJzH3YtSP1Yqlfj47dlISYyr0yYzPQWZ6Sk4c2w/giZOw+zXFxp83nPSa/p1+8b6dUdnGBkZQalUIjcjpWX69cJ8lBbmIzH6JkL2bkXQzNcwaNzURq9TWlSAw5t/BAAMGPtMnaJNW9PmCiEnTpzAokWLIJfL1cUPsVgMb29vuLm5QSwWw8zMDOXl5ZDJZMjIyEBiYiJkMtUaGuHh4ZgxYwa+/fZbDB/eMsM+HwSJec0fk0KZ5ilACgGQllfCxsIUJsZGEJsaQabn7WiNjUQY1blm29RDWu4WUyCrQFhCAe5mlSCnpBwiEeBmY46Bfg4IdFfNNx7XzRUuNuZ4f3ckmlBbeSTJZTWjeywkmndRMTI2hpnYEvLSEigVClTIy2BmIdZ4jia2Lu3QvmsfOHn6wkJig8pyOfLSEnEv/ByKstOhqKxAyPZ1KCstxoDJcxq8zuAZ82Hj5IqwA9shKy7EnUuncOfSqTptbJzbYdAzc+Hf50kYm7S5P1N6VVZak/PGthg1MjaGudgKZaXFesm5vas7/AP7wrW9H8TWqpxnpSTg9uUQ5GelQ1FRgaOb10JWUoxhz83VeC1re0f49+gHN+8OkNjaQ1FZgbzMNNwOPYus5HgISiXO79uOkoJcTH6j5T6NbiuYd8NTWlKzM1tjW4waG5vA0soKJcVFUCgqUVYmg1jcvBGfSqUSP676DBUV5fB/rAvGTp7erOto49zJo7h5VVXotrN3xIixk1rsXm1Faa3fdW3yLrayQmlxERQKBeRlMljokPf/fvs5KirK4dcpAEGTpjXrOtXsHZ3Ro+9AePt3gq29AyorKpCZloLQ86eQHB8DpVKBfX9sQkFeDt54b5lO92rrpCVNzLmlFUpL9JPzX76rynnHAARNbF7OC/Nz1Y9/+OJDpKcmwd7RGUNHT4RHez/Iy2S4eeUSQs8FQxAEHNu3A4AILy5Y1Kz7PSrq9Os2mvt146p+XVbVr5fLy9QL5zaHg6s7OnTvCzdvf1hKbFBR1a/fuhyC/Mw0VFZU4NCmHyErKcaIaS9pvNaBDT9AWlwEW0cXjJj2crNjehi0qXcYycnJeP/991FWVgYTExNMmzYNkydPRteuXWGsocqoVCoRGRmJ3bt3Y+fOnSgrK8N7772HvXv3wtOzbQ7TE5vWfL/llY0XNeS12ojNjPVeCHnCzwF2lqYAgLuZJVpNZ/nlfCKiM0ugUN5f3dgaloqn/B3w0dhOEJsao297O8zo54ktoSn1XMlwVJTVzKc2MTVrtL2JqTnkKKk6V9rsN0fPLl4Fj8fqn1Y28NmXcPmvLeopL6H7tqJ9l95w79Stwet1HTwWpuZinNvxC+TS+6d2FWWnI/zQHzAxt4BfzwHNivlRUV5WsxCyNjk3NTNDWdWvn1zW/JzPXboa3gHd6z024vlXcPrPzTi7ZwsAIGT3b/AP7IP2nev/GXnmzQ/h1akrREb3L0s1dOqLCDu+D4c3/ABBUOJGyDH4BfZB9ycbXoHeEDDvhqdMJlU/NjNrPOdmZubqxzJpabMLIUf27sCdyBswMjLGGws/hlE9+dKH5IQ4/PTt5+qv5739PizEzX9h/6ionXdTLfNe/QpLJpU2+03x8f1/4m7UTRgZGWPePz7SKe9vLl6OTl2613uNqXNew/H9f2LDj19DUCoRcvwgAns/jidHGO7aEmVlTcy5uTmq30PrkvMTB/7Evaqcv/Ju83Neu5CTnpoE/87d8MEXP8DSSqJ+fuiYSbh6+Sy+W/4eFAoFju37A4OGjUbHgEdjiYLmaGq/bmJmDpSqCuTlMmmzCyGvfPIdfLv0qPfYqBnzcHLnJpze/RsA4NSuzfDv3hc+DfTr0VcuIuLCSQDA06+8q1Nx5mHQMr1dC9m8eTOkUimsra2xfft2LF26FN27d9dYBAFUe9sHBgbik08+wfbt2yGRSCCVSrF58+YHFPmjb2xXF/XjQ1oukhqZXlxvEaTa2dg8rDpeM5f4+T4eMDXWbVgYNU9DRRAAMDIyxsBnXkTXwTUvatRb/NYjM/4uNi95BcEbV8PayRXj31yKV9fswJv/PYiXvv4NQ194C2JrW+Qkx+HgD5/i5qn9ev1eSDsNvRkGVDkfPu0l9B4+Xv3c2b+2Nti+fefAet8MV+s3aiKGTZtbc609DV+LWhbzbliyM9Ox5df/AAAmPDsTfh07t8h98vNysOKjf6gXWBwz6TkMGjqqRe5FjcvJysDv61VD28c+8zx8O+g2tL1zt54a31SPenoqpr04X/31nm3rdbofNV1OVgb+2KDK+Zgpz8NHh5wrhZoPU41NTPD2B1/UKYJU6/34Uxg9+Xn110f3/tHse1LzNVQEAVT9+sjpL6PviJp+/UzVhx1/J5dJse9/qwEAXR8fjM59NC/q3RboNCLkP//5T7POMzIygpWVFWxtbdG5c2d06tRJq6pkSEiIar/tN95o9qKngYGBeOONN/D1118jJCQES5YsadZ1WpusQgFTY9X/MzOTxqe6VG9pCwCycoVeY3GwMlXvRiOvVOJ4dLbern3iTg7mDPCCt4MlrC1M0M3dBteSH979tFuaqYUF5FUfC1RWlMPMWHMltrKiZv0YU4uWWygXAB6fNBuRZ48AgoCU6BuoLJerqtm15CTHYddXi1BZLke7Dl0w5b2v6lTFrR1d0H340/Du1hd/fP4OykqKcGbrWrTz72KwC6aaWYhRVvWJgDY5ryiv2bLavJmfGmlr6LNzcPXUIUAQEB91HRXlcpj+LefaGjjuOZzf/wfk0lLkpCUhPzMN9ga8iCbzbngsxJYoKS4CAJSXl0Ms1vwSrby85u97c7c7/fm7L1Emk8LZtR2enzu/8ROaobioEMvfX4DMqvnxAwePxCtvvd8i92qLLMSWKK3Ke0V5OYyblPfm/a7/7/uVKJNJ4eTaDlNnv96sazTVuGdnYv+OzZCWliAtOQGZ6Slwbdc2R2XrysLCEqUlTci5XPecb/ihKucu7fCsjjkXi61QUqx6LR7Y63E4a1jTaPjYKTi0S1XkjjLwXc3MLMSQ1erXjRt7DV/rd92shfv14VPn4srJQxAEAfGR1+rt149u/RlFudkwF1th/Ny3WzSeB0XnQoiuC7cAqp1dpk6divnz58NSwy94ZqZqpEHfvpq3DW1Mv3796lyvLSqRK2BjoZqKYis2hayi4QVTjUWApZkq1RUKpd6nxYwOcIGJkern4FxsLkrk+i20XE8pgreD6ufC215s0IUQc7FEXQgpKynUOPxdqVCgvGrIrZGxCUzNW26hXACQ2DvC3tUD+RkpUFRWoDA7A44e3nXanP9zvfoP+1PTX29waKCtSzv0Hj0VF3ath6BUIuL0AQyf826Lxv+wsrCSqN8QS4sbz7lcpvrE9UHk3NrBCY7tPJGblgxFRQUKstLh7OnTrGuZmJnBs0MXxN5UvVDKSUs22DfEAPNuiKwk1upCSHFhgcapLgpFJaSlqpybmJjAohnDk8+cOISrl88BAF5798MWmaZSWlKM5e8vQGKcanRn34GD8c+Pv2h0JK8hsbKSqAshxYUFGqc9KBSVkFXl3djEpFnD0s8FH8b1UNWubC+/vfiBTU8yMzNHh4BuuFm1TXRacqLBFkIsJRJ1IUSrnEt1y/n5k4dxPUyV85feWtysvxe1WUok6kKIbyOjyNp5esNCbIkymRSF+XkokzV/ak9bZ2ElURdCpEWFGnOpqNWvGxubwKyF+3Wbqn49Jy0ZlRUVyM9Kh0utfj3h9k2EnVCN0A6aMQ82Dk4tGs+DovMaIbV3axGJRA3u3qLpeF5eHn755RccPXoUGzduRLt29a+gbGFhAblcjtJS3bZTrT7f3Lx5n2A9DJLzZXC3Vf1SuNmYa9w5xtnaXF2oSC0oa7Bdc9WZFnNLu0VSm6Ko1mKwEvM2tayN3tm5eaAoJwMAUJSTCRunhledLsnPhqBUFb1sXdz1UrRsjIXERv24XFZ37Y/KinIkR6m2XDO1sIRrI6tMe3XpBexSPc6Mu6vfQNsQRzdPFGSlAwAKsjM07iBSlFeTcwe3B5NzS4kNqpdNK5Pq9rfZ0rrm56esnrVjDAnzbnjaebZHZrpqZ7CsjDSNO8fkZmdBqVR96ODm4dWsnAcf+gsAYOfghLh70Yi7F11vO2mtBf4O7fkDVhJrAMCo8VNg5+DY4PVl0lIsX/wmYu/eBgD07DcQ733yb5iYmDY51keZm2d7ZGWkAVBNVdL06Xpe7by7Ny/vp47sBQDYOTgi/l404hvIu6xW3o/u2wFLK1Xeh4+bDDv7hvOuiXWthZ+ltRYHNjTtPNojuxk5d9U15/aOiI+JRnxMA7/rtf7+HttfK+djJ8O2Vs7beXojq+pvlbieKTF/J7aSqNfCkZaWGGwhxKmdJ/Kr+vX87AzYu2jo13OzoVT36x4PrF+vVnthVwC4cuowBEGAqZk5SosLcWrXb/VeoyC7ZpDB9bPHkBgdAQAIHDgUTu5eLRC1bnR6V1m9xsa2bdtw5MgRGBsbY/Dgwejfvz+8vLxgaWkJqVSK5ORkhIaGIiQkBAqFAmPGjMG0adOQn5+PiIgI7N27F3l5eUhMTMSCBQuwe/fuehPu4+ODGzduYNeuXRg4cGCz4/7zzz8BAL6+vs2+RmuLz5Hi8arpKJ1cJLieUtRg28dca/5IxedKG2zXHF3bWatHa2QUleFKUoFerw8ANuKaF00l8kq9X78tcfTwQdIt1bbRWQn34Nm54Xl/mQn3ap3n3WA7fSorqfk5NBNL7jumVKjyZ2YhbvSPunmtod4Vcv0X8NoKFy8f9aflaXF34dOlZ4Nt0+Lu1Jzn+WD+vklr5dyimcPz1dcqrn2txl9cPcqYd8PT3qcDroddBADE3r2Nbj0bHv0ac6dm+8r2Ph2adb/qD6YK8nKwfcNarc7Zt7PmxW/fgU81WAiRyaT47IO3ce/2LQBAYK9++OCzb7VaGNLQePn4q0dJxN27jS49+jTYNq6qqAQAnj7Nmy5ak/dc7Ny0TqtzDv5Zs35P7wFPNrsQUlxcM6LXsqqgZog8ffxx84oq5/ExjeT8Xk3OvbybOUW4Ouf5ufhzs3Y5r57OAgC9Hn+yTiGkvW8H3Ai7AKBuwawhslrF8vrWEjEULl6+uHejpl/369pwv55aq1939fJp6dAA/K1fvy9Pqp+hinI5Tu7cqNX1rp46rH7s2t73oSyE6LRYav/+/REcHIyjR4+iS5cuOHDgANauXYu5c+dixIgRGDhwIEaMGIG5c+di7dq12L9/PwICAnDkyBGcOXMG48aNw+LFi3Hs2DEMGqRacCU6OhqHDh2q934TJkyAIAg4ePAgvvrqK5TXmhOtjfLycnz11Vc4ePAgRCIRJkyYoMu336rCEvPVj/v7aN56q7+3vfpxaEK+hpZNN65rzf7jR6Oy0RK72/b0qKlQJhfINLR89Hl3q+ksEyOvaGybGBFec15gvxaLqVppQS7yM1WfEBiZmMLGqe7e9Ga11iiRlRShskLz729RTk1V2cKAXzD5d695MxR7M1xDSyCm1vzbDj1aPufF+bnIrZr3b2xiCtu/5bwpKivKkRJT8+bO0UCHTFdj3g1Pz341H/BUF0Qacq3qTQgA9Orf/A+GWoK8TIYVS95F9K3rAIAu3XtjyRff1dnlhmp071OTv+qCSENuhNf8XPTo+3DlvTEV5eWIqSqMAapREYaqTs6vaM75zVo57/6Q5LxH35pFMhsaUVQtPSVRPWrQzsHJYEeDAEDHWv3zvZua10u5dz205rye/Vsspmp/79ftdOjX2xKdRoScP38emzZtgpOTEzZu3AgbGxuN7X19fbF+/XqMHz8emzZtwuDBgzFo0CBIJBKsWbMGI0eORFFREY4ePYrx48ffd/7zzz+PXbt24fbt29i4cSP27t2LsWPHom/fvvDz84ObmxvEYjHMzMxQXl4OmUyGjIwMxMXF4cqVKzh06BDy81WFgICAAEyfPl2Xb79VXUsuRL60HPaWZujT3g4+jmIk5N5fJLATm2L4Y6p5XPJKBc7F5uktBnMTIwzrpKoQKwVB691immLEY07wdlT90SyVVyIiteGRL4bAs3NPiK1tISsuRHLUNeSmJsDRw+e+dtKiAtwLPQ0AMDY1g1+vlu88L+/dov7UweOxwPvWKTATW8La0QXFuVlQVlYg9so5PDZgeIPXuxt6Rv3Y1adTywTdBvh27QVLGztIiwoQd+sqspIT4FLPpwOlhfm4deEUANW2bI/1bfnVvE/v2qTOuXdA92Zv2QoAFw/+CXnViyUHNw84uHnoJca2ink3PIG9+sLGzh5FBfm4efUykuJj0d73/k+AC/LzcP7kUQCqdRf6DxrarPt9tvoXrdq9PmM8sjNVw7nXbTugccpOebkcX/7fQkTeUBXqO3friY++/L7Nb7HYkrr27AMbW3sUFebj1rVQJCfEwque0R6F+Xm4cPoYAMDUzBx9Bw1u1v2WrvpZq3Zvz56InKq8f795r8bpG9o4uGurepqVm0d7uHk8fJ8OPyhdetTkPPJaKFISYusd4VNYkIeLZ2py3mdg83L+8dfa5fzdORORUzV147uNDef8sW694ODkgrycLERcu4zsjLQG2548vEf9uK0V7/TNt2svWNnYobSoAHERV5CZHA9Xr/tHcZYU5qu3qDUxNUNA3ydaPLbgnRvVo8V8uvS4r19/dsEHeHbBB41e59dP/4GEqBsAgJeXrtY46uVhoNOIkO3bt0MkEmHq1KmNFkGq2dnZYerUqRAEAb///rv6eWtra4wfPx6CIODWrVv1nmtiYoJff/0VPXr0gCAIyMvLw7Zt27Bw4UJMnjwZAwYMQI8ePRAQEIAePXpgwIABmDx5MhYuXIitW7ciLy8PgiCgZ8+e+OWXX2Bi0nbXm1AIwG+hqsqdkUiEJaM7QWJed/ExM2MRlozuCEsz1fO7r2egqKz+qSUfBHXAmX8+gTP/fAJzB2jXOQ3t5AirqjU7ricXalyn5O+e7dkOAW6ah8c96e+A90bVDPn942oayhUtMeak7TAyNka/CTNUXwgCjv36tXpBxWqVFeU4/uvX6ukkPUZMhFhS/+/n8f+twvcvj8b3L4/Gpb/qn+93/s/1KM5teO0XpVKBS3s24daZmpFc6hj/plP/oerHZ7atQ05yXL3toi8GI+rcUfXXnQeNaPD+jzojY2M8NXmm6gtBwF8/rYTsb3OrK8vL8ddPX6lz3m/0ZFjWmotd218/fYVPZ4zApzNG4PSfm+ptc2L7ryjMabiwqVQqcGrnBlwNPqh+7qnJs+ptG7JnK7JTExu8FgCEH9+PUzs3NHotQ8K8Gx5jYxNMnfUKANX0he9X/p968dRq5eVy/PDVUpSVqT74GDt5Gqxt6x8V+sNXn+CZ4b3xzPDe+H2jdsPhdVFRUYF/f/Iebl65DADoGNANH3/5vcZFX0mV98kzXwKgyvtP/15Wb95/+noZ5FV5Hz3xOVjb1J/3n75ehhlB/TAjqB/+3Pzflg0eqq1wU5PiNbY5fmAXdm6qeTM+ecZLLR3WQ83Y2ASTZtTK+apl6gVzq5WXy7FuVU3Og55uOOfrVi3DrDH9MGtMP+z6reVzbmRkpN55RlFZif+s/LjOWkLVrl4+i6N/qd7riYyMMPaZmS0e28PM2NgYQ6ao+jlBELDrxy/v69crysuxa+1KlFf16wPGTGmwX9+1diU+nj4MH08fhuAGpqsc2/YLChrp10/sWI/w4APq54ZOMZy+WKdKQHXBolOnpn1aW93+5s2bdZ7v0qULAKhHbdTH0dER27Ztw65du7BhwwbEx2v+41ubr68vXn75ZTzzzDOPxIrle29kYEgHR/TwtMVjrhKsf6EX9kVkILWgDM4SM4zv5gqfqtEU8blS/HY5Wa/3H9ulZtjUocimLZLay8sW7wzzQ2KeFFeTCpGQK0VhWSVEANxszTHIzwGB7jVv3q8mFWBrVeHH0AUOm4CYK+eQdvcWshNjsO2TNxA4ZBxsXd1RkpeDyLNHkZ+eBABwcG+PfhN063giTh3AlcM70M6/C9w7doGdqyfMLK1QWS5HXloS7oWFoCg7Xd2+34QZ8Hyse73X6jNumqp9TgbKSgrxx2fvoGP/IfB4rDvMxJaQFuQh/sZlJNWa9tNtyDi4+jZ/v/tHQb9RE3E79CySoiOQHn8P6z54DX1GTICDmzuKcrNx7fRh5KSqcu7s4Y3BOnZi4Sf24fz+3+HVqSu8OnWFYztPWFhaoaK8HNkpiYi6dFq94BegegPr08A+9VGXz+DUjvVw8+kA74AecPZoDwsraygqK5CXkYbosLPITKopiHV/ciR6DhmtU/yPCubd8Iye+BwuhQQjKuIa4u5FY+GrzyNoyygm0AAAIABJREFUwjNw8/BCbnYWgg//hZRE1eseL28/TH1hXitHXOM/X32i3oVGbGmFMROfQ8S1xrfLfPzJYS0d2kNv1ISpCD17CtG3riE+JhofzJ+JEeOfgZu7J3JzsnD6yD51scHD2xdTqgpmD4PLISewY+NP8OnwGAICe8OjvQ+srG1QWVGBjLQUhJ0/haS4mjXLnhwxFkOC2u7UdH0ZOX4qQs+dwp1b15AQE40PF8zE8HHPwNXdE3k5WTh9dB/SqnPe3heTZz48OQeAwaMmIPzCKVy7fA4x0RF4/7VpGDpmEjza+0JeVoabVy4i9GywepTBc3Pmw6uZ6xk9SvoHTULk5bNIjL6JtPh7+M/789Bv5NNwdHNHYW4Orpw6pP4QwcXTG0OfeUGn+4Ue34uz+7bDq1NXeD/Wrapfl6CiXI7slEREXDqN/Mw0dfshU16Ar4Y1yR41OhVC8vJU0yzkcu1HAtRuX31+NWtr1ToA1avkNsTY2BjTpk3DtGnTEBcXh6tXryI2NhaZmZkoLS2FXC6Hubk5rKys4OrqCn9/f/Tu3Rt+fn5NivNhV6kUsGTfbSyf0Bl92tvB1cYcrz5x/6KYdzJL8PH+2ygt19+2tu62FujhqSpUFJdV4sy93EbOqJ+3g6V6sdX6KAUBByIy8Z8z8ahUGvZokGrGJqaY8PYyHFr7OVJuX0dJXjYu7rn/E15n7w6Y8NYndRYdbTZBQHpMJNJjIhtsYmJmjieeewU9RkxqsI2FlTWmvPcVDv/0BbIS7kJRWYHoCycQfeFEve27j5iIwc/P1zn8ts7YxBTP/+sz7PzuU8RHXkNRbhZO7Vh/X7t2vh0xfeGn+llwUhCQfOcWku/UP0IPAEzNLTByxqvoP3pyo5fLSIhBRkJMg8eNjI3xxMQZGPrsnGaF+yhi3g2PqakpPvh8Nb5e9h4iroUhJysD29bfv5CpX8fOWLz8G/UOLg+D6Mgb6scyaSl++OoTrc7bffJqS4XUZpiYmuJfn67Cd58tRuT1cORmZ2LHxp/ua+fboTMWLvv6oVxwMiHmDhJi7jR43NjYGBOnv4hnZ7/6AKN6eJmYmuJfn6zCmi9qcr5z0/059+nQGf9c+vDl3MjICO8s+RLrVn2Ky2dPID83G3u2/lpPO2NMnfM6Jj1v2KOAqpmYmOKF9z7H9tWfIO7WNRTmZuHEH/+7r527b0fMXPSZXvp1QRCQdOcWkhrp10fPfA0DxkzR+X5tiU6FEDs7O2RnZ+PSpUuYMkX7/3GXLl1Sn1+bTCar93lN/Pz8HrkCR1OUyBVYuCsSwzo5ISjAGR1drGBrYYpieSUScqU4eScHhyMzoe8ZJWO6uMCoatePk3dzUK7QXLz6u7UhCbgYn48ubtbo4GwJO0tT2IpNYSwSoUReiZQCGW6mFuNwZCZSWmDL37bOwsoaUxatxL2wM4i+EIzspFjISopgYSmBg4c3OvUfgi5PjoaRHkY+TV64AmkxkciIvY2CjBTIigshKy2GkZERLKys4eTlB8+AnujyxKg62+c2xNbZDdM+/g7x1y7hXlgIMhPuQlqYj8oKOcwsLGHj7Ab3jt3Q9anRcPIy3N/tvxNLrDH7o68Reek0bp49joyEGEiLi2BhJYGLpw+6DhyGXkPH6CXnL3z4FZLv3ELKvSjkpqegtKgQspIiiIyMYCmxgWt7P/h264WeQ0Y3OO2q2pQFHyAx+iZS7kYhOyUR0uJCSEuKIAhKiK1s4OzpDe+A7ug1dAxsHJx1jv1Rw7wbHom1DZatWofzp4/hzPGDiL93B0VFBZBIbODl44cnh43G8LETYWzcdqf30v0k1jb46Ku1uHTmOM4GH0ZCzB0UFxXASmINT28/DBwahKGjn37o8r5g8XJER1zF3agIpCTGobiwACXFhRCUAqysbeDp7YuAwN4YOmYiHJxcWjvch4qVtQ0+/HItLoUcx7ngw0iMrZvzAUOCMCTo4ct5NTNzC7zz0Ze4GT4RIScOIuZ2BAryc2FsYgInZ1d07dkPQROnwc2AF8atj1hijZc+/ga3Lp7C9bPHkRYfA2lxIcRWErh4+SBw0HD0HjpWL7MXXlzyb1UR5G4UctOTUVpcCGlxEYyMjCC2toFbez/4d+uNXkPH1Nk+11CIhOoxS83w7rvv4ujRozAxMcGGDRvQr1/jq9VfvnwZL7/8MpRKJYKCgrBmzRr1sdWrV+Pnn39GQEAA9uzZo+EqD4chq8+3dgj0gE3rb7gL+Rkqe/HD+QKEiPSrh6t9443okSOv1N9oWWo7Ghl8To+g+MLGt/qlR89zPRte6FmnV/gzZszA0aNHoVAo8Nprr+Gtt97C9OnTIZHcP4ynpKQEv//+O3788UcoFAqIRCLMmlV3PvPly5chEomavObI32VmZuL48eOIiIhAXl4ejI2N4erqij59+mD06NEwN+cWbkRERERERESGSKdCyIABAzBnzhxs3rwZZWVlWLVqFb7//nsEBATAy8sLYrEYMpkMycnJuH37NsrLy9WL5syZMwf9+9fsi5yQkIAbN1TzS5966ql675eamorg4GCIRCLMmDHjvl1fKisr8c0332DLli2orLx/d5QdO3Zg5cqV+PjjjzFu3DhdvnUiIiIiIiIiaoN0HvO9ZMkS2NjYYN26daisrIRcLseNGzfURY1q1QUQExMTzJ8/H2+99Vad4xKJBFu2bAEAdOvWrd577d+/H2vWrEHnzp0xe/bs+67/7rvv4uTJk9A02ycvLw//+te/UFBQgJkzDXsbJyIiIiIiIiJDo5fJ72+99RbGjRuHLVu24OTJk8jIyLivjZubG0aMGIFZs2bVu7ipk5MTnJycNN7n4sWLAIDRo+/fYm/Xrl0IDg4GALi4uOD111/HU089BTc3NyiVSiQlJeHYsWNYv349pFIpVqxYgUGDBsHHx6cZ3zERERERERERtUV6WwXQz88PS5cuxdKlS5Gbm4usrCxIpVJYWlrCxcUFjo6OOt8jOTkZABAYGHjfserRJP7+/tiyZQvs7esuetapUyd06tQJY8eOxcyZM1FUVITNmzdj6dKlOsdFRERERERERG1Di2yH4OjoqJfCx9/l5uaqr19bSUkJoqOjIRKJ8P77799XBKnN398f8+bNwzfffIMLFy7oPUYiIiIiIiIiengZtXYATWFhYQEAKC0trfN8Xl6e+nHtBVgbUt0mMzNTj9ERERERERER0cOuTRVC3N1V+wDfuXOnzvO1t+vVtFDq3xkbG+snMCIiIiIiIiJqE7SaGhMWFqZ+3K9fv3qfb67a12vM4MGDcfv2bezevbvOji8ODg7w8PBAWloawsLCMGTIEI3XuXz5MgDAw8OjeUETERERERERUZukVSFk9uzZEIlEEIlEiIqKuu/55vr79RozdepUbNy4EZGRkVizZg3effdd9bG5c+fiiy++wFdffYUePXrAzs6u3mvExsbi119/hUgkwvDhw5sdOxERERERERG1PVpPjREEod5pJ9XPN/dfU3h5eeHtt9+GIAhYt24d3njjDdy4cQOAqigzatQoxMXF4emnn8bmzZsRGxuL0tJSFBcXIyoqCmvWrMFzzz2HoqIi2NvbY/bs2U26PxERERERERG1bVqNCHnrrbea9HxLmjdvHoqLi/Hzzz/j9OnTOH36NOzt7dGpUyfY2trC3Nwc2dnZ+PLLL+s9XxAESCQSrFmzBg4ODg84eiIiIiIiIiJqTSKhqcMyHhIhISFYvnw5UlJSAKDeKTr1fWtPPPEElixZAn9/f51jGLL6vM7XoLZlWn+uK2No7MUtsss4ET1kerjat3YI1ArklYrWDoFagVLZ2hHQgxZfWNLaIVAreK6ne4PH2uwr/MGDB+P48eMICQnBkSNHEBERgbi4OCj/9pfNwcEB/v7+6NevH4KCgtC5c+dWipiIiIiIiIiIWlubLYQAqlEgQ4YMUe8SIwgCiouLIZPJYGZmBisrK5iZmbVylERERERERET0sGjThZC/E4lEsLGxgY2NTWuHQkREREREREQPIb0VQgoKCrBjxw6cO3cOcXFxKCwshEKhuG973IsXLyInJwf29vZ48skn9XV7IiIiIiIiIqJG6aUQ8tdff2H58uWQyWQAahYprW8B05iYGHzxxRewsLDA2bNnYW1trY8QiIiIiIiIiIgaZaTrBf744w98+OGHkEqlEAQBzs7O8PHxabD9lClTYGpqCrlcjuDgYF1vT0RERERERESkNZ0KIampqfj8888hCALc3d2xceNGhISEYNGiRQ2eI5FI0L9/fwDA5cuXdbk9EREREREREVGT6FQI2bJlCyoqKiAWi7Fp0yYMGDBAq/O6d+8OQRAQHR2ty+2JiIiIiIiIiJpEp0LI+fPnIRKJMGnSJHh5eWl9XnXbtLQ0XW5PRERERERERNQkOhVC0tPTAQA9e/Zs0nkSiQQAUFpaqsvtiYiIiIiIiIiaRKdCiFwuBwBYWFg06TypVAoAEIvFutyeiIiIiIiIiKhJdCqEODg4AAAyMzObdF5MTAwAwMnJSZfbExERERERERE1iU6FkICAAAiCgPPnz2t9jiAIOHbsGEQiUZOn1BARERERERER6UKnQsiIESMAAOfOnUN4eLhW52zYsAFJSUkAgKCgIF1uT0RERERERETUJDoVQiZNmgQPDw8olUq8+eabOHPmTINtS0tLsXr1aqxatQoikQgBAQEYNmyYLrcnIiIiIiIiImoSE11ONjU1xXfffYc5c+agqKgI8+fPh4+PT521Pz788ENkZGTg+vXrKCsrgyAIsLa2xrfffqtz8ERERERERERETaHTiBAACAwMxPr16+Hq6gpBEBAfH4/w8HCIRCIAwF9//YVLly5BJpNBEAS4u7vjt99+g4+Pj663JiIiIiIiIiJqEp1GhFTr1asXDh48iB07dmDfvn24c+cOlEplnTYdOnTA5MmTMWvWLG6bS0REREREREStQi+FEACwsrLCSy+9hJdeegklJSVIT09HcXExLC0t4erqCnt7e33dioiIiIiIiIioWfRWCKlNIpGgY8eOLXFpIiIiIiIiIqJm03mNECIiIiIiIiKitoKFECIiIiIiIiIyGHqbGpOdnY2LFy8iNjYWhYWFkMvljZ4jEomwYsUKfYVARERERERERKSRzoWQoqIirFixAgcOHIBCoWjy+SyEEBEREREREdGDolMhpKysDC+++CKio6MhCEKTzxeJRLrcvtX17eDU2iHQAyY242wyQxObV9baIVAr8HewaO0Q6AEzatsvSaiZxGbGrR0CtYILybmtHQI9YIM8HVs7BHrI6FQI2bx5M27fvg2RSAQbGxvMnDkTAwYMgKurK8zMzPQVIxERERERERGRXuhUCDly5AgAwM7ODjt37oSnp6degiIiIiIiIiIiagk6jfNPSEiASCTCrFmzWAQhIiIiIiIiooeeXhY88Pf318dliIiIiIiIiIhalE6FEA8PDwCAVCrVSzBERERERERERC1Jp0JIUFAQBEFAaGiovuIhIiIiIiIiImoxOhVCXnjhBbi4uODgwYOIiIjQV0xERERERERERC1Cp0KIvb091q5dC1tbW8ybNw/79++HIAj6io2IiIiIiIiISK902j73ww8/BAB07NgRly5dwvvvv4+VK1eiW7dusLe3h0gk0ni+SCTCihUrdAmBiIiIiIiIiEhrOhVC9uzZoy52VP83Ly8PISEhWl+DhRAiIiIiIiIielB0KoQA0GkqTGMjRoiIiIiIiIiI9EmnQkhwcLC+4iAiIiIiIiIianE6FUI8PDz0FQcRERERERERUYvTeWqMvqWnp+Py5csAgMmTJ7dyNERERERERET0KHnoCiGRkZH44IMPYGRkxEIIEREREREREemVUWsH0BBdFmElIiIiIiIiIqrPQ1sIISIiIiIiIiLSNxZCiIiIiIiIiMhgsBBCRERERERERAaDhRAiIiIiIiIiMhgshBARERERERGRwWAhhIiIiIiIiIgMBgshRERERERERGQwWAghIiIiIiIiIoPBQggRERERERERGQwWQoiIiIiIiIjIYLAQQkREREREREQGg4UQIiIiIiIiIjIYLIQQERERERERkcEwae0A/q5Pnz7YvHlza4dBRERERERERI8gvRVCKioqcPPmTcTGxqKwsBByuVyr89566606X9vb26N///76CouIiIiIiIiISE3nQkhFRQXWrVuHLVu2oKioqMnn/70QQkRERERERETUUnQqhCgUCsyfPx8XLlwAAAiC0KTzRSKRLrcnIiIiIiIiImoSnQohf/zxB86fP6+6kIkJxo4diwEDBsDV1RVmZmZ6CZCIiIiIiIiISF90KoTs27cPAGBpaYmNGzeie/fuegmKiIiIiIiIiKgl6FQIiY2NhUgkwvPPP88iSCvr6W6NPp42cLcxh8TMGNIKJTKL5biWVoyw5EIomzZrSSsiAIHtJOjezhpedhawNjeBIAgoliuQIy1HbI4MERnFyCmtaNJ1jUXAPwf7oJ2Nufq5tReSEJsr0/N30LYJgoDoy2cQee4EMhNjISsuhIWVNZw82iNg4DAEDh4NI2NjvdzrqxdGad2221OjMP7197VuH3sjFHcuhyD1XhRKCnIhKJWwtLGDrbMb2gd0R4feA+Hq3aE5YT9yBEFA4tWziA89ifyUOJSVFMLM0hp2bu3h3XcI/AeM1FvOa1MqFUi+fgFJ1y8gN/EeyoryITISwcLaHtbO7eDaqTu8egyEjYtHvecrKitQkJaAvKQY5CbdQ15SDArSEqFUVAIABr7wD/gP1P5nzNAIgoDIS6dx8+xxZCTGQlpUCLHEGs4e3ug2aBh6/j979x3fZLX/AfyT0TRtmu5NSxeFFmgppSCbskFAhgLixOu64L3qvQoq6sWtqLjuT697Cw6mTBnKnt2F0tJF906aptnr90faJKVJOpLOfN+vl6/X0zwnz3Pql3N68s15zpmxwG5xf3nN7E6XHTN9Hpate8bi+Q/+eRdE9TWdulZY7Bis/c97nb73YKfT6XD2ryM4cfQAiguuQyQSgs/3QEhYBKbPXoBZC5aAxerZjf+axU34x/23o1HYYHjts+37ERAYbPE9jUIB0i+dw5WMFBQV5KGmqgIKuRyuPB4CgoZgZHwi5i5ahtCwyB6t+0BliPuRm+IeHoHps1rizu6FuN9nJu5BnYx7vpm4j6G4W2IYy509hlqTsZxP61humv3Gcm/f24Wx3NS5uNXCWO7gZ2/jypmjXb7/5OX3YuqK+7r8vsGI+vj+wab/w2q1fhA7evRou1SGdJ2LExP3jwtGtB+vzevuLCbcuWxE+/EwKcwT36ZUoFGmttt9h7g7Y1VCIEI8uO3OcZ1Y8HPjINbfDe5cFvZerevStWdH+7RJgpD25BIx9nz4CkpyMtq8LhEJIBEJUJKTgfTj+7HiyZfg7uvfR7W0rrG2Coe+fA+lN/0OACCqq4aorhqlORmouVGAFf96uQ9q2L8opGKc/uJNVF/PbPO6vEmI6iYhqq9nIv/0Acx45AXwvO0Xc0FZIc7/9CGEZYXtzqnkMojrKlGZkwqZSICkOx4xe40/3n0KAjPvJx2TNYvx2wcvo/hqepvXmxsFaG4UoPhqOlKO7cPqf78MD9+APqolsadmcRO2bN6A7PTLbV4XCuohFNQjO/0yDu39Dc+9uhV+AUE9Vo+vP9naZoDckS8+ehuH9v4GrVbT7py4SQRxkwgFeTnYv3MbltxxN+575HGweiBxO1AZ4p5mIe5pl3Ho916I+8fdiPueTsR9R0vcH6W4t5JLxNjz0SvtxkGtY7nSnAxkHN+P5U/037FcV3j699y/24GE+vj+w6ZESGBgIG7cuAGlUmmv+pAuYDGAB8YPQZSPKwBAKFPhQkkj6iUqeHLZGD/UA4F8Z4R6cvHwLSH46EwpFGqtzfcN93LBQ7cMgYuT/h93Qb0UeXUSCGUq6HQA35mFEA8uYgN4HVypvQA3DmYP8wYAKNRaOLOZNtd3sNGoVdj53maU52UDAPg+fkiYuQieAcEQC+qRffIwGipLUXMjH7++swn3bv4Qzq5dj4U5viHhmHbHWqtl3H06/mPdUFmGn9/cgOaWDjgwYjiGJU6Eh18g2E4cSJsaUVtahMKMi/ao9oCnUatw8tNXUVt4FQDg6uWH6CkLwPcLgrSxHoXnj0JUXQZBWSH+/Hgz5j+9FRwXV5vvW1uYg78+2QyVXAoACIiOQ9DIRPC8/MFgMiFvEqKhtACVV1OsXkenbdvvcN29wGI7QSKotbmOg5lGrcLPW19Eaa6+rbv7+GPcrEXwDgxGk6Ae6ScOob6iFFXF+fjprefw4Cv/tVtb9wsJx6xVD1gt49HJgbmruyeWPPQv62X4Hp2u22CmUqnwxgv/Qk6WPvHl6x+IeYtXIGhIKBrqanDs0F6UlxSjKD8XrzzzT2z5+Fu48tzsXo+MlAv48/A+MJlMsNlOUCoVHb6nrKTIMEAeGh6FuLHjERY5DDw3PkRCAVIunkHaxbPQarXY++sPkEqa8djTL9q97gORSqXCG893Iu7X+2Hcb9wU98Sb4n7BTNw3UNw1ahV2vd92LDcmeRG8Wsdyp4xjud/e3YR7Nn8IZxc7jeWGdDyW41vp3xPnL0f0uCkd3kdQU4GTP38BAOBwXTFi/LQu1XMwoj6+f7EpETJjxgwUFxcjMzMTy5Yts1edSCdNDvc0JEHKGuX47EIZZCrjB44zNxrxwPghiPHnIZDvjLnRPth/rWuzM27mxmHhbxOC4eLEQrNCje9TKy0+ssIA4Obc+UwgA8CqMYFgs5i4Wt0MZzYTw3xt/zA32KQf22f4wxkQHo07n9sCLo9vOD9u7lLsen8zirNT0FBRgnN7fsLMu8x/U99VLm7uGJ7U8R8/a1RKBXa+9yKahQ1wcubi1keeRswtM8yW1el0EAvqbbrfYJB/+qAhCeIdGoXZj78OZ1djzEfMWIITn72KqmtpEFWXIvvQdoxb8aBN95Q1CXHys1ehkkvh7OaOaQ8+h8Dh5h+B1Go1kItFFq8VMGIMQuInwnvoMPgMjYarpw8yD/yE7IPbbKrjYHf56O+GJEhQRDTu3fQOXNyMcZ8wbxl+3vofFGZdRl1FCU7u/hHz7n7ULvd25XsgZvxUu1zLieNst2sNdof3/mYYIEdGx+CVrZ/Cje9uOH/r8tV484V/I/3yeZSVFOHXH77A2r9bTzJ1lUIuw//eex0AsHDpKlw6dxJ1NVUdvo/JZGLGnIVYcsfdGDZiZLvzty5fjXMnj2Hrq5ug0ahx9MBuTJs1H/GJE+xa/4GoTdyHdxD3G0X49fsvsHZdD8R9a0vcl63CpbOdjDurJe4rrcT9xE1xn01xTz/ediy3+tm2Y7nEuUux+4ObxnJr7DSW47sj2oaxXGB4NALDozssd/KXLw3HMRNnwMm5/SxyR0N9fP9i09ft999/P/h8Pvbs2YOysjJ71Yl0ApOhf4QEALQ6HbanV7VJggCAWqt/vXUWyNQIT7g62TbDYtlof/A4bGi0Onxxsdzquh06AGJF++lTlkyJ8ES4twsUai12Xencc+WORqvR4Pzv2/U/MBhY9PeNbf5wAgCbw8Giv280/MFJPboHMnFTb1fVorO7foCwugIAsHjdsxaTIIB+i213H7/eqlq/pNVokH34F/0PDAYm3/dUmyQIALCcOJhy/1Ngc/Qxzzu5D4pm22KesuNzKCRNYDBZmLX+FYtJEABgMllw9fC2eD7p9ocxZvE9CI2fCFdPH5vq5Si0Gg1O72lJFDEYWLbu2TZJEEDf1pevf8bQ1i/9sRtSKwkp0r9pNGrs+OkrAPq+78nnXm0zQAYADscZTzz3KrhcFwDAgV2/oEnUaNd6/PTVJ6ipqoCPrz/ueeixTr/v6f+8hX89/7rZAXKryTPmYPHtaww///XHfpvqOhho1Grs+LGDuDs744lN/TjuL3QQ92SKuymtRoMLe03Gco+aH8vd+qhxLJfWz8ZyHdFqNW3WEYmbNr8Pa9M/UB/f/9j0qTgoKAjvvadf3Gzt2rVIS0uzS6VIx4b5uoLvrJ/QU1AvRU2z+ceTmpUaZFToO04nFhOjA7s/vcrLhY0xwfqOOrW8CeWijqdRdeXaC2P0H3gP59XbdT2TwaQkJx3SJn2HGDZqLPxCws2W43l4IXZiMgBAo1IhP+1cL9XQOqVchvTj+wAAQ0cm2Dy7xBFUX8+Eoln/4TZwxBh4BoeZLcfleyIsaToAQKtWoSzrQrfv2dxQi9K0MwCAyAmz4BPW8Tc/xL6KrxrbeuSosfAPDTdbjufhhdGTZwLQt/W8lP7R1knXZaVdhqhRCACIT5yAoRFRZst5enlj6iz9hwqVSolLZ0/YrQ7Xr13B/l36D2gPP74RLl141OrmAb0lU2bMMRyXFBd0rYKDUFZ6P4n7zpa4P9FDcU82iXuRY8e9JCcdUnHLWG7kWPhaGcvF9MOxXGcUZ6VA0igAAHgHh2LI8FF9XKO+R318/2PTozH/93//BwCYPHkyjh8/jrvvvhuxsbFISEiAl5cXGAxGh9f4xz/+YUsVHNYIk8VRc2slVsvm1klwS5in/n3+PFwq615GOSnEA8yWmKaW2zcrfUd8ILhsJsoa5ThdJLTrtQeT4uxUw3FkfJLVshFjxiPr5GEAQFHmZcTPWNCjdeuM65fPQCnTrzcxakrnd6dwZFXXjAnm4NhxVssGx45D4bkjAIDKnFQMmzyvW/csungMOp1+JlnEhJndugaxTWGWcd2VqDHjrZYdNmY80v86BAAoyLyMsTMX9mjdSM/ISDEmL8dOmGy1bOKEyTh2cA8AIO3Secy51fbHk9VqFT5+9xVotVpMmJKMidNm2XxNc0wH3kqFvEfuMZBkXO4HcX+H4t6bbpiM5SI6GMtFxo9HdstYrjirf4zlOqO1zgDNBmlFfXz/Y3MipDWZ9KaiAAAgAElEQVTZwWAwoNPpcO3aNVy7dq3T16BESPcE8o27qpSLrP8jK2s0njd9X1dF+uinaWl1OpQ1ysBlMzE1whNjgvjw5nEAAI0yFQrrpThzoxG1Fmap3GxciDti/HnQaHXYkVWNHtjpd9CoL7thOA4MH261bFCE8Xx9+Q3LBbtAUFWOH195Eg2VpVDKZODy3OAdFIqwUWORMGsR3DwtPx4BAGW5Wcb6RY6AWqVExvH9yDn/FwRVZdBqNOB5eCM0Jg4JsxcjOCrGLvUeyBorSwzH3kOtbyNsOnNDVFVipaR1tQVX9AcMBnzCoqGUSZB3Yh9K0s+gub4aAMDz8kXA8HiMmLEEHoGh3b4XMa/WpK0HR1pv68GRI4zvKy+2y/0bqsrw9UtPoL6iBAqZDC48N/gEhyJiVCKS5izusK2bkjU34fvXN6CmtAhySTO4rjx4+gcifGQCxs1eDO8Ay1v1OZJSk2/OoobHWi0bZTI1ufSGfb5x27ntW5QUFcDFlYdHnrC8LbKtTL8h7MkdEQaKbsfdTt+0Utx7n+mYLDDCev8e2ENjuZ9eNTOWGzkWYzoxluuIVCxCQbr+Qz+TxcKoqZ3ftncwoz6+/7F5g2KdTmf1Z2s6M2OkK1QqFaRSKeRyObhcLlxdXeHk5GTXe/QXfjzj7yWQqqyWFcnV0Gh1YDEZ8GtJWHRHqKf+OUW5SgtfHgcPTBgCL5e2/38D+c4I5DtjYpgnDufV488CgdVr8jgsLB2lfyTmTLHQro/bDEaC6nLDsYef9a0y+d5+YDCZ0Gm1ENZUQKfT2dzmWrd0ayVtaoS0qRHledm4sG87klc/hKQFKyy+v7r4uuFYp9Xiuxcfa/eHvbG2Eo21lcg+9QcS5y7F7HvXgcns39tv9SRxbYXh2M3HesxdPX0NMW+qrex2zBtK9X/EOFxXiOuqcOKzVyEVtl1oWVRdBlF1GfLPHMKYJfdi9LxVXb4PsazBpK17+gVaLetu0tYF1fZp663b87aSNDVC0tSI0txsnPl9G+aseRgTF97eqWsp5TIUXzHObJKKRZCKRagszMP5A79h8uLVmLX6AYdu5wBQWV5qOPYPtJ4c8vXzB5PJglarQVV5mc0xLyspMqxTcfff1sO3g78vtjiyf5fheNxE2kWiz+P+Q0vcH1wPX/8ejPs+k7hPcuy4txnLdbDtea+P5fZvx4zVDyFpvuWxXEdyzh6HVqN/xD0ifrzNiZXBos/bOvXx7diUCPn+++/tVY9uyc7OxrFjx5CWlobCwkIIhe0fqfDy8kJUVBQSExMxZ84cxMXF9UFN7a9161oAkCitL0iq1em3onXlsMBiMsBhMaDUdG3eBZvJMNyTwQAeuiUE7lw26pqVuFQmQoNEBVcOC6MD3RDjzwOLycCiWD+otTqcsvKoy/KWxVeFMhUO59HuIB1RSI2PQbl0sN0kk8WCswsPcokYWo0GKoUcnJbFl7rD0z8YEXHj4Dc0Ai5u7lArlaivuIG8S6fRWFsFjUqF4z/+DzKJGNNuv9/sNSQi47+Fvf99DYLqcrh5+SB+xgL4DAmDSiFHcVYK8i6fBnQ6pB3dCwaDgTn3dX4xp8FGKTPG3Jln/flMJosFJ64rlNJm6LQaqBVyOHUx5hqVEqqWe+p0Ovz5yWbIm4Tg+wcjauJc8H2DoJA0oSzrAqqupUGn1SJj73dgspwwcvbyrv+CxCy5pNlw3NHWsvZu614BwYiKS0LA0Ei48N2hVipQW34D1y6egrClrf/x/SeQNYsxc+Vaq9fie/kgasx4BIYNg5uHFzRqFQQ1lbh26TRqy4qh02px9vftaG5swLJ1PfcN1UAgaRYbjt09PK2WZbHYcOXx0Cxugkajhlwug0s3t8zWarX4+J1XoVIpMWzESNy6fHW3rtMZp//8A1lplwAAnl4+mLNwaY/da6DoUtzZN8VdJoOL6wCI+3GKu6m+HsuFx42DX2jLWE6lRH35DVy/bBzL/fnj/yBvFmOqhbFcR7JP/WE4jp8+MB7l6Q3Ux/c/NiVCJkzom+1wcnJy8MYbbyA11fiMnaWZKAKBAEKhECkpKfj888+RlJSETZs2ITbW+pSk/o7DNq5zq9Z2nNRQabQA9IkMZzYTSk3nd3MBABeT3WZcnFhwcQKuVIvxfUolTHMq50saMSnMA3fE67/BXBTrh6xKMRrl7Rc/jfXnYewQ/Qe7Xdk1XU7OOCKl3LhLD9up49k9bA4HaPl7q5RJu/3H864XtiI0xvyuIdNX/Q1ndv6A83t/AgCc2/0jIkaPQ8iI0e3KyqXGD3eC6nIERcVg9TNvwdnkecIxyQtRkH4Buz94CVqNBqlH9iB28kwMGWZ5lerBTG3yfCWrEzFnOTkD0P9/VilkXU6EKE1ipJJLoZJLERI/EdMefBYstnEG2PDpi3D99EFc+vljAEDG3m8RljgVPC/H3uXHXrra1p04HMhb2rrChra+9j/vIyzWfFuffeeDOLHje5ze/SMA4NSuHxAVNw5DY8x/wbDisecQOnwUGMz267In33E/Lh/9HYe++S90Oi0yTx1BZNw4xE+dY+ZKjkHesn4SAHA4Hcec4+wMtIyrZVJJtwfJh/b+ityrmWAyWVj/1AtgmomXPZTdKMInW18z/Pzw4xvBden+B7rBwqa4yyTdToQc2vMrcq+0xP3pXoz7ExR3m8Zy8u7372uetz6WO7vLZCy350eEWxjLWVNdfB11ZUUAAFd3T0SNnditug5G1Mf3Pz3zf6IHHTt2DHfddRdSU1Oh0+mg0+nA5XIRExOD5ORkLFy4EEuXLsXChQuRnJyMmJgYcLlcQ9mUlBSsWbMGf/75Z1//KgPKzZOxJEo1tqdXw1zu4nyJCJmV+pbLZjIwKbx91tOZxcAd8fppWZmVYuTUWF/wlfQtS384Af3WqdNXrsWYmbcaXju3d5vZsjqTpB2TxcbSfzzfJgnSatjYiRg33zi7IPWPPd2pNumGm5PKzjx3TL7v322SIK2GT7sVQxP0O/9oNWpcP3WwV+pIeo6lJAigb+uzVj2AxFmLDK+d3vOTxfJDY+LMJkFajZ97G2auWmu81m7L1yI9o66mCj98oV/4fskddyEyumfWZRIK6vHa809C1vJN+MKlKzElmdYN6Cu9FveGery2ySTuyyjufamjsdy0O9YiPtk4ljv/u/mxnDWms0FGTZkDJsuxH3nsa9THW2fzGiG9qaysDBs3boRcLgebzcaqVauwbNkyjBo1CiwrDU2r1eLq1avYtWsXfvvtN8jlcmzYsAF79+5FSEhIL/4G9qNUa8Hm6H9nNrPjR12cWMbBqEKt7fL9bn5PRoUYcivXuVDaaNhqN9rXFYduOr9opB88XZwgU2mw50pNl+vjqDhcF8gl+iSTWqUEh2U906pWGhes5XQzk9xZU1bci8wThwCdDqXXMqBSKuDEabs4L8fFBfKWqYHhoxPhYWXtg4SZi3D54A4AQGlORs9VvJ9jO3MNszQ0KiWYHcRcozKus+Pk3PVM/M0zSMLGTQPHxfL2asOmLkBpxlkAQHVeBoDuTaUlbXW1ratM2rpzD7f15NvvQ9pfBwGdDsU55tt6Z026dSXO7vsFCqkE9ZWlENZUwstBF0/luriiWazfkU2pVMLFxfoQTakwtvWubIFo6tP334RcJoVfQBDWrP17t67REXGTCC9tWI+aSv26CJNnzMFD/9zYI/caiNrFnd2FuFvpm61pE/cHKO69zaaxHLfnx3JZJ62P5SxRq5S4dv4vw89xA2SHm95CfXz/M6BmhHz//feQSqXg8/nYvn07/vOf/yA+Pt5qEgQAmEwm4uLisHnzZmzfvh1ubm6QSqV9vsaJLWQq46MtPE4Hvz9D/zgMoH+MpjuPoCg0OmhMvs3vaKeacpOdanx5bb9JjvB2waSW7XwPXqtHk6Jrj+k4MtPZEzKxyGpZrUYDRctaD0wWG07O3B6tG9/LF96B+sSiRqWCqK66XRmuq5vhODAiut15U95BIYbpnxKRsM1UUkdimoRQSKxvW63VaKCS66deMllssLsRc7azCxgmi1Z6h3awU43J+dYdZYjtuDxjW5H2t7bu7QufIGNbb6yt6va12BwOQkwee6uvLLO5fgMVz41vOG4SNVotq9GoIZXoY85ms8HtxlT5k0cPIvXiGQDAo08+1yNTmCXNYry0YT1KivQLMI+fPB3/fuH1DsdtjqRLcVffFPduxOzk0YNIvdAS93/1YNyfvinuL1LcWw30sZwl+annDAmeoKgY+A4J65E6DlTUx/c/A2pGyKlTp8BgMLBu3bpuL3oaFxeHdevW4Z133sGpU6ewadMmO9eyd9RJVPBp2QHG29UJQln7NThaeXDZYDH1D7fUSzq3pa35eyoN2+/KOphVYjpbhMtu2xgmhHqAyWBAqdGCx2FhTrT51aS9XI3/PMeFuCPCW9+AMyrFqJdY3ylnsPIODDH8URLV1VidUSEW1EGn1cfBKyDY7rs0meNi0smbLvbYyjsoxPChydwjMTfjuPAMCRCFVGLTAmEDFd9/CJob9LOmmhtqrO4cI22sN8Sc7xfUrZgzGAy4+wdDVK3/QGptNggAOJmcN13YldjGJ9DYVhrrqq3uHNNk0ta9A3unrbu6uaOh5VgutS3urnzjIsCm6wg5muCQoaip0u8SVVtdiQAruwrU19VCq9V/iRA4JLRbMT96UP/IoZe3L4ryc1GUn2u2nNSkLz+4+xfDYH7eouXw9PaxeH2ZVIKXNz6GwuvXAABjx0/Cxs1vg23mMTtH1i7uQT0c9wMmcb+ei6LrXYz74k7EfcNNcX+J4m6qzViuvn+P5RRmxnKWZJ86bDiOo0VS26E+vv8ZUImQmhr9h4GkpCSbrjN+/Pg21xuIqsUKxPjrP4CEeHBR2GD52/LWbW9b39ddVU0KQyLEhW19MhHX5Lxc3XbGR2tb5rCYWBDj26l73zLUuM5ItVjpsIkQ39BwFGenAACqb1zH0JFjLJatMtmq1jckvKerBgCQmayIbfqNdiu/0EgUZV4G0HbVdEuUJgtLdSZxMhh5Boeh6pp+61FBaQECh1t+xrehJN9w7BHU/W9iPIdEGBIhHSU3VCbnO0qakM7zDw1HYZa+rVQWXUf4yASLZSuL8ozvC4no8boBgLTZODuJa2PblIpNr9W+33AUQyOGIf3yeQBA4fVriEuwPNYpzMsxvi/c+qwtS1rXAxIK6rHt60869Z69v/5gOE6aNM3iIFkmk+KVZ/6J69euAADixo7Hc6+9B6dOLBDoaNrFfWwn4x7RD+MuleKVjSZxT6S4m+MbYjKWK76OobGWx3LVfTyWczYzljNHLKhDyZV0AIATh4vYSck9UbUBjfr4/mdAPRrD5eo/0Esktn371Pp+Z+fuPdPcH+TVGv8fjPC3PgiN8TOeN31fV+WavDfEw/rUvBCT5Etds2MmLXpCRJyx0yzOSrFatrgl4QAAkWPG91idWjULGyCo1j8fyGI7wd3Hv10Z03pUF+e3O29KUFUOZctjHm6e3g45GwQAgmPHGY5bEyKWVF4z7qQVPHKclZId3NPkvYKyAqtlG0zO8/0dc22HnhAVb2zrhR209QKTtj6sF9q6WNiAhipjW/fwtTxLqSNqlRLlBcYBX+sjN45o7PhJhuPWwbIlaZfOGY4TJ0yyUrL3KeQyvPbcE7h2Rb+206j4RLzwxgfgdHMdmcFu7IRBGvcxLXEfwGPtnmI6lruRbb1/L8oy9u8R8b0wlmvseCxnTvapI9Dp9DNXho+fCmf6YqQd6uP7nwE1IyQ8PByZmZnYuXMnJk3q/j+KHTv0CzBGRPTON2c9oaBBCrFCDb4zG9G+rghw46Cmuf1jL24cFhJatqhVabS4Ut39acdXqpuhUGvhzGYiYQgfB3PrLS6YOtFkBkfuTcmXnzOq8XNGx88crpsUimG++kWhPjlXanXWi6MIG5kAV3dPSJsaceNqOurKb8DPzDcEEpEQ1y6cAKDfmi06cXKP1+3Mrh+AluxzaEyc2cRF6Ig48L39IBbU4caVNIjqqi1OCc3464DhuDf++PdXAcPj4ezmAUWzCFV5GWisLIFncPvZHnJxI0pSTgHQb7MbGt/9LetC4yfiEscZGqUCJamnkXDb/RZnexScMU6FtSX5QtqKGDXW0NaLrqShtuwG/EPD25WTiIS4ck6/OB3biYMRST3f1k/s/M7Q1sNi421KUp4/sMMwO8w7cAi8A4fYpY4DUdzYJHh4ekHUKERW6kWUFhdiaERUu3KNQgHO/KnfmYHDccaEKcndut/rH3zRqXIP37kIdTX6x7Q+277f6nRupVKBN174N65m6pOysaMT8MJbH8HZQRPZnRGX0Mtx/7CTcV99U9ytPLKjVCjwxvM3xf1NirslQ0cmwJXvCalYP5arL79hdraHRCREbi+P5c52YixnzpXTRwzHtEiqedTH9z8DakbI4sWLodPpcODAAWzZsgVKZdfWu1AqldiyZQsOHDgABoOBxYsX91BNe55WBxzP1z+hzWQwsGZsEFyc2oaTzWTgzrGBhoVSzxQ3Qqoyn7i4MyEQW5eMwNYlIzBvuPlpUHK1FieLBAAAHoeNNWMDwTLzyNrEMA/DjjEKtRbnSqwvCEQ6j8liYdJta/Q/6HQ48OnbhoWpWqmVShz47B2oFPoFaxPnLoWLyTP4pg589ja23DMXW+6ZizM7zS8efPKXr9BUX2uxTlqtBqd3fItMk8TFpKV3mS3LYDIx9fb79O/TqPH7x2+YfUSmIP0CUv/YrX8Pg4nxC2+3eP/BjsliIW7Bav0POh3Ofb8VCmnbmGtUSpz7/j2olfqYD5++GM5u5mN+7vv38ONji/DjY4uQecD8dqUcVzeMnK3fvlghacK579+DRt1+Ztf104cMO8awOVwMn7aoXRnSPUwWC9OWtbQjnQ57/vdWm+nKgL6t7/nfFkNbHz9/GVz5Hmavt+d/W/Dymtl4ec1snNjxndkyx7Z/CVG95UdGtVoN/vrtG6QdN7b1acvuNlv21O6fUFdRYvFaAJBydB/++u2bDq/lKFgsNu64+0EA+inNH7z5omGHgVZKpQIfvfUfyFvWTrp1+Sq4e7Tfoh4APnxrM5bNTMSymYnY/u2nPVt5ACqVClv+swGZqRcBAMNjR+PFtz6CSw/vYjTQsdhs3HFPB3FXKPDRm52M+5ubsSw5EcuSE7H9m16K++ab4r7lI7i4UtwtYbJYmLjUZCz3mfmx3MHPjWO5sVbGcgc/extv3zsXb987F2d22TCW29l2LDfxNvNjuZuVXstEY20lAMDTP9jqNr2OjPr4/mdAzQi58847sXPnTly7dg3ffvst9u7di4ULFyIpKQmRkZEIDAyEi4sLOBwOlEolZDIZqqurUVRUhNTUVBw8eBBCoRAAEBsbi9WrV/fxb2SbczcaERfER5SPK0I9uXhqRjjOlzSiQaKCB5eNCUM9DGt6VIsVOJbf0MEVO/ZngQAx/jwM9XTB6EA+NiRH4FKZCA0SFVw4TIwOdEOsv/F5wh1Z1ZAoaVcYexo7ZwnyLp9BeV42am7k4+tNjyJh1iJ4BQyBWFCHrBOH0VBZCgDwGRKGyTZ+uEg/vg8X9v+CIdEjETJ8FLwCQ+DsyoNaqUBDRSlyL55ss2vEpKV3WX3eNW7aPFxPOYvC9AuoLLiGL595EPHJC+E7JAwqhRzFWSnIvXTK8I3EtDvuh1/owJ29ZQ/R025FafpZ1BZehaCsEAfe+Ceipy4A3y8YUmE9Cs8fMazp4RE4FHEL77T5nqPmrUTF1VQISvNRnnUB+19fj6hJc8H3CYJC2ozyrPOozDE+inPLmn+Aa+FDuKCs0JAwaVWbf8VwXJp5DuL6tjuPDJs0D26+lheQcwTj596Ga5dOozQ3G1XF+fj02UcwbvZieAcGo6mhDuknDqG+Qt/W/YaEYfpy29p6yrHfcXbfzwgdPgqhw0fBJygEXFceVEol6spLkHPhBIQmbX3asrsRbmGdopyLJ/HXr18jMHwYwmLHwG/IUHB5fGjUKgiqK5F7+TRqSosM5eOnzkHCjPk21X8wWLB0Jc6fPo6crHQU5efiyYfuxPwlKxAUHIr6+locO7gH5SXFAIDQsEisvOehPq6x0UdvbTbsUODiysOC21YiK/1yB+8CJk6d2dNV6/cWLF2J86da4n49F08+2BL3IaGor7sp7uGRWHlvP4v7BZO4L12JrLROxH2aY8d97OwluG4ylvvm+UeRMHMRPFvGctknbxrLLbWtf8/4cx8uHtCP5YZEj4K3yViuvqIUeZduGsvdZn0sZ+rKqT8Mx6OnzeuVBV0HKurj+5cBlQhhs9n48ssvsX79emRmZkIgEGDbtm3Ytm1bp97fumhMQkICPv74Y7A72Ku9v9PogG8uV+D+ccGI9uPBy8UJt8b4tStX1ijHtykVFh9j6QqVRocvL1bgvnHBGObrCj83DhbFtr+nUqPFzqwapFWIzVyF2ILFdsLt/34Zez58BSU5GRA31OH0b9+2KxcQHo0VT75kn0VGdTpUXL+KiutXLRZxcuZixuoHMW7eMquXYjCZWPrPF3Dg07eRd+kUmoUNOLf7R7Plpt2x1jgDxoGx2E6Y8fcXcfqLN1F9PRNSYR0y9/3Qrpx3aBRmPPKCXRYtZXO4mLX+ZZz+6k3U5GdDXFuJjL3tZxKwnJwx4c71iJhg+Q+dsLwIVw7/YvF8RfYlVGRfavNa4IgEh0+EsNhOuPOpV/HbBy+j+Go6mhpq8devX7crFxQRjdX/ftk+C43qdCjLu4KyvCsWizg5czFnzcOYMN96WweA6hsFqL5heZ0ZJouFKbetQXLLTDFH5+TkhE2vvY8tmzcgO/0y6mur8dNX7Re5i4yOwXOvbm2zHWNfy72aaTiWSSX4aMvmTr1vz1/W1z5yBE5OTtj0ekvc06zEfXg/jPuVm+L+VifjfsKx485iO2HFv17Gno9eQWnrWG7Ht+3KBYRHY/kTvTiW43Ax484HkTi34/4dABQyKfIunwagn8EbN32e7fUcxKiP718GXCbAx8cH27Ztw86dO/HNN9+guLi40++NiIjA3/72N6xYsWLA7G/cEZlKi08vlCMhmI9xIe4Y4u4MHocFqUqLGrEC6ZViXC4TQauz3z0lSg3+d74MY4L4SAzhY4gHF3wOCyqtDg1SFXJrJThbLESTgmaC9BQuj4/Vz72N3IsncfXMMdSUFEAmbgKX5wbfIWGImTQT8dPng2mHf+erNr6J8utXUVmQA0F1BWRNjZA1i8FgMuHi5g6/0AiEjRqLuOnz4GLhcYybOXGcsezxF1GUdRlXTh9FZcE1SBoFYLLYcPf1R9jIBCTOW2rYy54Azq58zH78dZSknUbxpT8hKCuCQiICx8UNnkFhCEuajqiJc+0S81ZcvgfmPPEmStPOoDjlBARlhZCLhWA5OcPNNxDBseMwYsZiuHpa3l6N2MbFjY97n38HVy+cQNbpo6i+UQBpS1v3DwnHqEkzMTZ5gV3ifs9zW1CWdwXl+TloqCqHpEkEWXMTGEwmXN3cETA0EhGjxyJhxvwO2/ry9c+iJDcL5ddzUFdeAqlYBGlzE3Q6LVx47vALCUNYbDzGJi+Au3f7ZLojc+O745Wtn+LsX0dw4ugBFBXkoUnUCDc3d4SGR2LarPmYvfA2sFgDbghHrGgT9yM3xT2iJe4LbgNrgH+JR4y4PD5WP9syljt7DLUmYzmfIWGInTgTcXYay63c8CYq8q+iMl8/lpOKGyE3M5YbPa3zYzkAyLt40vD4TvjoRPCpP+8Q9fH9B0PXOk1igCoqKkJaWhoKCwtRU1MDiUQChUIBZ2dn8Hg8BAQEICoqComJiYiMjLTrvZ/al9dxITKojAocmIsBke6rEHVtLSIyOER5W98Ziww+YwO9+roKpC/QLH6HdK7M9sfFycAyOYS+tHFEscGWZ1MN+FRTZGSk3RMchBBCCCGEEEIIGZwG1K4xhBBCCCGEEEIIIbYY9IkQoVBo2CmGEEIIIYQQQgghjm3APxpjzrFjx7Bt2zakpqZCqdQ/3+/k5ITExETcddddmDePVjQmhBBCCCGEEEIc0YBKhDz33HNgMBh48skn4e/v3+68UqnExo0b8ccf+v2sTdeBVSqVuHjxIi5evIi5c+fi3XffBYfD6bW6E0IIIYQQQgghpO8NqEdjdu/ejd27d6Opqcns+c2bN+Pw4cPQ6XTQ6XQYNmwY5s+fjwULFiA6Otrw+tGjR/Hqq6/2cu0JIYQQQgghhBDS1wbUjBBrMjMzsXv3bjAYDAQHB+Odd95BYmJimzJpaWnYsGEDKioqsGPHDtx9992IiYnpoxoTQgghhBBCCCGktw2oGSHW/PrrrwAAHo+H7777rl0SBAASExPx7bffgsfT7ye8c+fOXq0jIYQQQgghhBBC+tagSYSkpqaCwWBg5cqVCAkJsVguNDQUq1atgk6nQ2pqai/WkBBCCCGEEEIIIX1t0CRCamtrAQBTpkzpsGxrmYqKih6tEyGEEEIIIYQQQvqXQZMI0Wq1AABfX98Oy7aWkUgkPVonQgghhBBCCCGE9C+DJhESHBwMAJDJZB2WlcvlAGBYK4QQQgghhBBCCCGOYUDuGrNt2zZ4e3u3eY3J1Od0iouLMXbsWKvvr6ysBAB4eXn1TAUJIYQQQgghhBDSLw3IRMj27dstnjt//jxWrFhh9f0ZGRkA9AunEkIIIYQQQgghxHEMuEdjdDqd1f+OHTuG5uZmi+/XarU4cuQIGAwGEhISerHmhBBCCCGEEEII6WsDakZIbm6uzdc4deoUmEwmgoKCMGHCBDvUihBCCCGEEEIIIQPFgEqE2ENycjKSk5P7uhqEEEIIIYQQQgjpAwPu0RhCCCGEEEIIIYSQ7qJECCGEEEIIIYQQQhwGJUIIIYQQQgghhBDiMCgRQgghhBBCCCGEEIdBifiOIB4AACAASURBVBBCCCGEEEIIIYQ4DEqEEEIIIYQQQgghxGFQIoQQQgghhBBCCCEOgxIhhBBCCCGEEEIIcRiUCCGEEEIIIYQQQojDoEQIIYQQQgghhBBCHAYlQgghhBBCCCGEEOIwKBFCCCGEEEIIIYQQh0GJEEIIIYQQQgghhDgMSoQQQgghhBBCCCHEYVAihBBCCCGEEEIIIQ6DEiGEEEIIIYQQQghxGJQIIYQQQgghhBBCiMOgRAghhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHQYkQQgghhBBCCCGEOAx2X1dgIBsV6NLXVSC97HqdvK+rQHoZj0P5YkfkznHq6yqQXiZTavq6CqQP5AvFfV0F0gdcnVh9XQXSy+QqbV9XgfQzNMInhBBCCCGEEEKIw6BECCGEEEIIIYQQQhwGJUIIIYQQQgghhBDiMCgRQgghhBBCCCGEEIdBiRBCCCGEEEIIIYQ4DEqEEEIIIYQQQgghxGFQIoQQQgghhBBCCCEOgxIhhBBCCCGEEEIIcRiUCCGEEEIIIYQQQojDoEQIIYQQQgghhBBCHAYlQgghhBBCCCGEEOIwKBFCCCGEEEIIIYQQh0GJEEIIIYQQQgghhDgMSoQQQgghhBBCCCHEYVAihBBCCCGEEEIIIQ6DEiGEEEIIIYQQQghxGJQIIYQQQgghhBBCiMOgRAghhBBCCCGEEEIcBiVCCCGEEEIIIYQQ4jAoEUIIIYQQQgghhBCHQYkQQgghhBBCCCGEOAxKhBBCCCGEEEIIIcRhUCKEEEIIIYQQQgghDoMSIYQQQgghhBBCCHEYlAghhBBCCCGEEEKIw6BECCGEEEIIIYQQQhwGJUIIIYQQQgghhBDiMCgRQgghhBBCCCGEEIdBiRBCCCGEEEIIIYQ4DEqEEEIIIYQQQgghxGFQIoQQQgghhBBCCCEOgxIhhBBCCCGEEEIIcRiUCCGEEEIIIYQQQojDoEQIIYQQQgghhBBCHAYlQgghhBBCCCGEEOIw2H1dAWI7nU6H3IsncfXMMdSUFEImFoHL48N3yFDETpqJuOnzwWSx7HKvLffM7XTZ0dPmYtGjGztdvjDzEvIunkJFfg6aGxug02rh6u4JD79ADI2Nx7DESQgIG9adag9KOp0OFRlnUJryJ0QVxVA2i+Dkyod7YChCEqdj6Pg5dot7m/tqNajMOo+KrHNoLCuAvEkIBoMBZ74n3HyD4DssHsHxk+DmF9zuvVqNGg1FVyEszYewNB/N9ZVQSpqglIjBYDLhzPOAx5AIBI2eiJCx08DiONu9/gOZTqdDSdppFF/6E8LyIsibReC48uEZOBRhSTMQNbFnYq7ValCWcQ6lGefQUJKvjzmTAS7fC3y/IAQMj0fomElw9x9i9v0atQqNlTcgKC1AQ2k+BKUFaKwsgVajBgBMuudJRE3qfN/iaHQ6HTLO/YnUk0dQWVyA5qZGuLrxERAajrFT52D8zAVgsezz5/yp26d3umxS8gKs+ecmi+fFIiHy0i+i4GoGKorzIaipglIhA9eFB5+AYESOjMctcxYjICTcDjUfXHQ6HS6cPIrTxw+hpOg6mkRCuPHdMWRoBCYnz8eMeYvtFnNLmsVNePrhlRAJBYbXPvpuL/wC2/ftrf55322or6nq1PVj4xPxn3c+s7meg4lOp8OV8yeQefooqksKIGkSwcWND78hYYifMgsJMxaAZac+/j93zup02YTp87Fi/TNdvodarcKnzz6K2vIbhtceePE9RIxK6PK1BiudToerJjGXmsR8tJ1j/lIXYj5m+nwstxLz9/+xBqL6mk5dKyx2DB7Y/H6n7+0IdDodzp88itPHD6Kk0LSPj8SUmb3Xxz/10EqIhA2G1z76/nf4W+nj/3Hvki718Zvf/dzmevYkSoQMcHKJGHs+fAUlORltXpeIBJCIBCjJyUD68f1Y8eRLcPf176NaWtdYW4VDX76H0pt+BwAQ1VVDVFeN0pwM1NwowIp/vdwHNex/lNJmXPr2TdTlZ7V5XSEWok4sRF1+ForPHsItf9sEVy/7xb2xvBBpP38EUUVRu3NqhQyS+irU5KZB3iRA/PKH25WR1FfhzCcvWLy+VFkLqbAWVVcuIvfIdiTd8zR8ImLtVv+BTCEV4/QXb6L6emab1+VNQlQ3CVF9PRP5pw9gxiMvgOdtv5gLygpx/qcPISwrbHdOJZdBXFeJypxUyEQCJN3xiNlr/PHuUxCYeT/pmLRZjO/efREF2WltXhc3CiBuFKAgOw3n/9iDtRtfh5dfQB/Vsr3dX32Ic4f3QKvVtDsnbW6CtLkJZYW5OHVgB6YvXonF9/y9R5J4A1GzuAkfvPYMrmaktHm9UdCARkEDrmak4Nj+nfj35nfg6x/YY/X48bP32yRBSM+SNYvx8/svofhqepvXmxsFaG4UoPhqOi4d/R1rnnoFnr79p61bc3rPtjZJENKWrFmMXzuIecrR37F6AMWcdKxZ3IT3X30GVzMut3nd2MdfxtF9O/DUS+/2aB//w2fvt0mCOCJKhAxgGrUKO9/bjPK8bAAA38cPCTMXwTMgGGJBPbJPHkZDZSlqbuTj13c24d7NH8LZlWeXe/uGhGPaHWutlnH36fjDWENlGX5+cwOaWxpiYMRwDEucCA+/QLCdOJA2NaK2tAiFGRftUe1BQatW4cJXr6Gh6CoAwMXTF+GTFsDNNwgyUT1KLh6DuKYMjeWFOPfZS5jx5Ltw4rrafN+Gohyc++JlqOVSAIDvsDj4jxgLVy8/MJgsyJuEaCwvQM21lA6uBPB8AuEVNhzugUPh4ukHFscZaoUMTVUlKE8/DbmoAVJBLc5++iKSn9wK96Awm+s/kGnUKpz89FXUFupj7urlh+gpC8D3C4K0sR6F549CVF0GQVkh/vx4M+Y/vRUcF9tjXluYg78+2QxVS8wDouMQNDIRPC9/MJhMyJuEaCgtQOVV6zHXabVtfua6e4HFdoJEUGtzHQcztUqFb956DkXX9AlPT19/TJy7BL6BIWhsqMXlPw+iprwE5UXX8cVrG/D4m/8D1059fGBoBBasechqGS8/y318TdkNQxIkMDQCw+ISETQ0Ei48N4hFQlxLPY/c9IvQabU4+fsvkEslWLWu8zMIByu1SoWtLz2N3Cv6D0Y+fgGYdetyBAaHQlBXgxNH9qGitBjFBbl46/nH8coHX8OV52b3emSlXsTJo/vBYDLBZjtBpVR06f3uHl546EnLs4UAgO/uaUsVBxW1WoVt776Aklz9eM7Dxx/jZi+CT+AQiBrqkH7iMOoqSlBVnI8f3noWD7/yf3Zr6/4h4Zi9+m9Wy3h044u02vIbOLVnGwCA48yFUiHvVv0GK7Vahe3vvoDSlpi7t8TcO3AImlpiXt8S85/eehYP2jHmfiHhmGWnmLu6e2LJw/+2Xobv0em6DXZqlQrvbn6qTR8/u6WPb6ivxYk/fu+lPv4CTh7ZZ1Mf//CTz1stw/fo/308JUIGsPRj+wxJkIDwaNz53BZweXzD+XFzl2LX+5tRnJ2ChooSnNvzE2beZf4b265ycXPH8KQpNl1DpVRg53svolnYACdnLm595GnE3DLDbFmdTgexoN6m+w0WRWcPGZIgniFRmLLuNXBcjZ1k5NTFuPD166jNTYO4pgy5R35G3G3W/+B1RC4W4sLXr0Etl4LDc8eEtc/Cb1ic2bI6rQYKscjsORdPP8x74QvwfCxnuEcuvAeXfngH1VcuQqNU4MrvX2Pyo449Eyj/9EFDEsQ7NAqzH38dzq7Gtj5ixhKc+OxVVF1Lg6i6FNmHtmPcigdtuqesSYiTn70KlVwKZzd3THvwOQQOjzdbVqvVQG4h5gAQMGIMQuInwnvoMPgMjYarpw8yD/yE7IPbbKrjYHfujz2GJEhI5HA8uvl9uLoZ4z514Qp8s+V55GVcQk35DRz97TssuX+9Xe7Nc/dA3C3Tuv1+BpOJxOlzMX3xKoRGjWh3furCFcg8fwI/vv8ytBoNLh7bj7FTZyM6bpwt1R7wju7fYRggRwyLwaa3PoYb391wft7SVdj60tPISr2AitJi7N72Fe5++Am71kEhl+Orj97Q32/JSqReONXpqdCtOFwuxk9Otmu9BrPLR343JEGCIqKx9vl34WLS1m+Zvxzbt76IgszLqCsvwcldP2D+PX+3y71d+R6IHT/VLtdqpdVqseezd6FRqzBi3CQopFLcuJbZ8RsdSMqR3w1JkKCIaNx3U8wnzF+On7e+iMKWmJ/a9QPm9cOYO3Gc7f7vZzA7clMf//yWT9r08fNb+vjMlPMoLynCrp++wj2P2L+P//LDN/X3W7ISKd3t46ck27VefYEWSx2gtBoNzv++Xf8Dg4FFf9/YJgkCAGwOB4v+vhFOzlwAQOrRPZCJm3q7qhad3fUDhNUVAIDF6561mAQBAAaDAXcfv96qWr+l1WiQd+xX/Q8MBsbd9a82SRAAYDlxkHTXv8Di6ONedHo/FBLb4p61+4uWdTxYmPzISxaTIADAYLLA9fA2e47tzLWaBAEAFscZiav/CQZT3z3VXs+EVq3qfuUHOK1Gg+zDv+h/YDAw+b6n2iRBAH3Mp9z/FNgtMc87uQ+KZttinrLjcygkTWAwWZi1/hWLSRAAYDJZcLUQcwBIuv1hjFl8D0LjJ8LV08emejkKjUaN4zt/AKDv/9b88/k2SRBAPwBd8/jz4HBdAABnDu2CxEpCqjfd+++XcPcTL5pNgrQaMykZ0xbdYfg55cTh3qhav6XRqLFn+zcA9DFft+GlNgNkAOBwnLF+48twbon5H3t/hbip0a71+PW7/6G2uhLevv5YvXadXa9N2tNoNDi15ycA+rjfvv7ZNh+IAcCJw8GK9c+C0zKeu/jHbkj7SVs359Ife1CenwOOMxeLHni8r6vT75jGHAwGlluI+fL1zxrG8P095qRjGo0ae7Z9DUDf1tdvfNl8H7/BtI//xe59/C/ffoLa6gp9H/+Afb48GagoETJAleSkQ9rSMMJGjYWfhcXmeB5eiJ2YDADQqFTITzvXSzW0TimXIf34PgDA0JEJNs8ucRR1+ZlQNuv/EPpFj7H4yIgz3xMhY/Xf5mrVKlRd6f6jRVJBLSoyzgIAQpNmwmtodLev1VnObh7g8PRTKXVajc2JnIGs+nomFC0xDxwxBp7B5mPO5XsiLEm/0KVWrUJZ1oVu37O5oRalaWcAAJETZsEnrOdjTtoqyE5Dc0sfPyxuHAKHRpgtx/fwQsIU/QJ4apUSVy6d6bU6WnNz0saSMZNmGo6rStqvPeRIrmakoEkkBACMShiP0PAos+U8PL0xOXkeAEClUiLl/Cm71aEg9yoO7fkZALB2/dNwsdNUfGJZ8ZU0SFraesToRPiHmm/rbh5eGD25ta2rkJvSP8ZzN2usq8axX74CAMxa9QCtbWFG8ZU0wxg+spMx1/TjmJPOuZJu7ONHW+vjvW7q48+dtFsdCnKvmPTxGxy+jx9UiRCVSgWRSISamhqIRCKoVIP3W+Ti7FTDcWR8ktWyEWPGG46LMi9bKdl7rl8+A6VMv+7AqCmz+7g2A0dtnnFBrYCYRKtlA2KMU8xrr6VaKWld6eXjgE6/xsPQpORuX6crVDIJlFIxAIDBYoPj2rkPVYNR1TXjIpnBsdYfGzA9X5nT/ZgXXTwGXUvMIybM7KA06Ql5Jn11zNgJVsvGjL3F+L70Sz1Wp57gbLKWTVefUR5sslKNycsxSZOsljU9n3n5vF3ur1ar8fkHr0Gn1SJp0gyMn0JtvzcUZBnXWIo2Ga+ZY3o+P7N/tvXfv3wfSrkMQRHRmLhwRV9Xp18qNIn5sA5ibnq+oJ/GnHROVppJHz9+stWybfr4FDv28e8b+/gJU6mPH9BrhGRnZ+PYsWNIS0tDYWEhhEJhuzJeXl6IiopCYmIi5syZg7g4y1P6B5L6shuG48Dw4VbLBkUYz9fbafVuQVU5fnzlSTRUlkIpk4HLc4N3UCjCRo1FwqxFcPO0PE0eAMpyjbudBEWOgFqlRMbx/cg5/xcEVWXQajTgeXgjNCYOCbMXIzgqxi71HuiaqksNx56h1rcS9hxqPG/6vq6qb1mbAgwGPEOjoZJJUHh6Pyoyz0DaoN86zcXTF77D4hA1bTH4AaHdvhegfxQkc+en0LVsrRoYOw4sJ45N1xzIGitLDMfeQ63H3HTmhqiqxEpJ62oLrugPGAz4hEVDKZMg78Q+lKSfQXN9NQCA5+WLgOHxGDFjCTwCbYs5aa+6tNhwHBJp+fESAG0eP6kus8+sitqKUvz3+cdQW14ChVwKFx4f/sGhGBY/DpPm3gZ3L/s84lRdaqyvl1/PrY4/EJTdMO6sFBltfbcs0/PlJfbZken3X75FWXEBXFx5WPvYBpuu1dwkwuvPrEdpcQEkEjFceW7wDwjGyDFJmH3rcgQEh9ilzoOB6a4qwRHWx3PBJn1Brck40Bb1VWX4cvPjqKsohVImBdeND9+gEESOTkTSnCXgdzCeM5Vx6ggKMi+DyWRi6cNPgcmknaDMMY15UB/EvKGqDF9tfhz1FaVQyKRwcePDpyXm47oYc1lzE7577WnUlBZBLmkG15UHT/9ARIwca1j8leiVm/TxEdHWP9dEDh9pODb922CLvT9/i9KWPv6Bf9i2OHlzkwivPbMepUX5xj4+sLWPX4HAAdLHD8hESE5ODt544w2kphq/8dTpdGbLCgQCCIVCpKSk4PPPP0dSUhI2bdqE2NiBvSWnoLrccOzRwZaJfG8/MJhM6LRaCGsqoNPpwGAwbLp/6/a8raRNjZA2NaI8LxsX9m1H8uqHkLTA8jcB1cXXDcc6rRbfvfhYuyRNY20lGmsrkX3qDyTOXYrZ965z+D+qzbUVhmPXDrZIdfHwNcS9ua6y23FvLCsAADhxXSGpr8KFr16DrLHtwrXimjKIa8pw4/xhxC68ByPmrOzwujqtFlVXjY/sqBVyiGvKUJFxBpJ6/aJNrt7+iF9unwV+ByqxSczdfKy3dVdPY8ybarsf84ZSfcw5XFeI66pw4rNXIRXWtSkjqi6DqLoM+WcOYcySezF63qou34dYVldZZjj27mD7PA8fPzCZLGi1GtRVldulj2/dnrdVs0iIZpEQRdey8Oeun7DonkcxfXHH7bwjF47uMxzHjrM+C2Kwq64wJqz9AoKslvX28zfEvLqi1OaYV5QWG9YnWXX/3+Fj41bMcpkUV0y2hhSLGiEWNaLweg4O7PwJi1feg9X3r6MtkwE0VBnHc54dJAPdffzAZDKh1WrRUG2ftt66VWsriUgIiUiIktxsnN67DXPXPIJJt97e4XUkTY04/MMnAIBbFqxAcKT1D/iOrKsxb/27LujhmJeaxHxiJ2IO6B91L75inLkqFYsgFYtQWZiHcwd+xZQlqzFr9d8cfvwOAFXlpn18sNWyPj3Sx+vXJ1l1/zr79PEmM1ANfXxeDg7s+AlLVt6L1Wv7fx8/4BIhx44dw9NPPw2FQmFIfri4uCAsLAyBgYFwcXEBh8OBUqmETCZDdXU1SkpKIJPJAAApKSlYs2YN3nvvPcyaNasvfxWbKKQSw7FLB9tSMVksOLvwIJeIodVooFLIDYvrdYenfzAi4sbBb2gEXNzcoVYqUV9xA3mXTqOxtgoalQrHf/wfZBIxpt1+v9lrSETG2Tt7//saBNXlcPPyQfyMBfAZEgaVQo7irBTkXT4N6HRIO7oXDAYDc+57rNv1HgxUcmPcnXnuVkrq487mukIlbYZOq4FGKQfbuWtx16iUhnvqdDqc+/xlKMRC8PyCETZhDng+gVBKxai6chG1uWnQabXIOfA9mGwnRCcvs3ptrUaNi1+/YfYc29kFQxKmYtTi++Hs5tjbrillXYu5E9cVypaYqxVyOHWxrWtUSqhkxpj/+clmyJuE4PsHI2riXPB9g6CQNKEs6wKqruljnrH3OzBZThg5e3nXf0FilkzabDjmddDHs1hsOLu6Qtas7+OVclmbR066yidwCEaMGY+gsCjw+O5QKRWoLitG1vmTaKiphFqlxN5v/gtpsxgL7uz+jlTpZ44jv+UxT76nNybMurXb1xoMJM3GmHe07SCLxYaLKw+S5iZoNBoo5DJwuxlzrVaLz99/DSqVEpHDYzHvNtuSml4+fhiTNAlhUcPh4ekNtVqFmspyXDr7F8qKC6DVavD7L9+hUVCPdU+/ZNO9BgO5xBh3V/eO2rp+PCdrGc8pFXLDoord4R0QjKj4JAQOjYQLXz+eqy27gasXT0JYWwW1SoVD338MmUSMWSvXWr3WwW//C6m4CR4+/pi16oFu18kRdCfmcjvF3Ksl5gFDI+HKd4dKqURd2Q3ktMRco1LhcEvMZ3YQc76XD4aNmYDA8CjwPLyhUasgqK7AtctnUFtaBJ1WizN7t0MsFGD5+me6XefBQiIRG47dO9PH83iQiO3Tx3/23qstffxIzF9qnz4+PGo4PLx8oFapUF1Zhstn/0JpSx+/95dvIRTUY/2Gl2y6V08bUImQsrIybNy4EXK5HGw2G6tWrcKyZcswatQosKxknLRaLa5evYpdu3bht99+g1wux4YNG7B3716EhAyMqTs3U8plhmN2Jx4bYHM4QMvnKaVM2u1EyF0vbEVojPndI6av+hvO7PwB5/fqV8I+t/tHRIweh5ARo9uVlZsM8gXV5QiKisHqZ96Cs8miPWOSF6Ig/QJ2f/AStBoNUo/sQezkmRgybGS76zkKtUJuOGayO447y4mD1pVy1HJZlxMhKpMP4Wq5FGq5FEGjb8GE+58Bk+1kOBc55VYUnz2EjB36b4Ou7v8OQ8ZMgatX93b68QiOgF90PJxcHHsRJ6BtzDvziBDLyRmAvn2pFLIuJ0KUJm1TJZdCJf9/9u46sMlr/QP4t0mbWirU3dBSpcCQ4e4UGTImDMZ2Ydudj/lgchkbG/e33TEfgzFguFvx4lZaatTdNWmTNvr7I2mS0kibppLm+fz1tjnvmwNP35OT5z3Cg0/4cIxe+S6YKjHvN2Ym0mJP4NbuHwAA9w//Cf+oUbDVM+akuWZtPEt33C1YluBD1slqbODpnQhZ8+l36B0Sqfa1GU++gNN7tuLsvu0AgJi9f6JfxBAEBWveUUiTkvwc7P3pa8XP81a+2q7OfU/Q0MBTHFu0IuYsS0s0fZ/i83h6d5Jjju5DWnICGAwmnn/1AzAY+i8f99I7n6LfwHC111j49AuIOboPW7d8DalEgssxxxEWNQyjJkzX+/16gvb25/S9b1Z8shkBwRFqX5u0dCUu7N2GSwd3AAAu7t+O3mGD4T9A/fTyh3ev48G1CwCAmSv+bfL3si5tjbkFi4UGA8R8uZaYT1y6Ehf3bsNlecwv7d+OIC0xn//y+/DtF6L2Xh//xHLcPnMYJ7Z+D6lUgvjLp9E7fDDCR03Sq949RQO/jW08y7LpVm9XG3/m6F5FG7/qtffb1ca/vPYzjW38E8+8iDNH92HrD1/J2/hjCI8ahlETu28bb1SLpW7fvh08Hg92dnbYtWsXPv74Y4SHh2tNggAAg8FAWFgYPvnkE+zatQtsNhs8Hg/bt2/vpJr3HJqSIIBsC80xTyxHxHjlU71rh3eqLSuVKKcyMZjmmPvyB82SIE36DBqOwVOVT5nvnj6kT7WJnpoWzGzCsrXD4Cdfb5YEaRL4+HR4hcsWf5KKRci+dlLrtZkWLMzbfBTzNh9F9LdHMPPznRi15nP4RI1BZXYy7uz4Bld+/FCxYwrpHI9OM7S0tcfIZ95olgRp0m/0DPhFynZ8kohFSLt8olPqSDqOpiQIIBtxNH3p8xg+abbid01b/LYFp7oSf2x4F43yTuHIadGIGEmLtnWFirIS7N4qS2ZOn7cEgX20r0ejy4DQSK2d7MmzF2LRM/9S/HxQvpUk6XyavhADsv7cxMUrMHjCTMXvLh38W23ZRj4PR3//LwBg4GNjMGCw9kUgSdfRFfMJi1cgSiXmsRpiDgD+A8K03utDp8zFeJWRQZcP7GhjbYkhVJSVYPcf8jZ+/lIE9mnfmou62vgpsxdi0bPKNv7Azt/b9X4dzagSIZcvX4aZmRlWr16t96KnYWFhWL16NaRSKS5fNtyWc51NdUSHSCjQWV4kUJZhtWPIdGs8Pv9pQD6PLS/lvtqdAFjWyvoHhEbBQcscycjxykY5L/m+AWtqfMzl+8kDgESkO+5ilb8Ncz2eIDw6gsQ7crTWURoBI6YqjsvT4lv9PmZmZmDZ2sG1bwSGPv02Bi1+GQBQmZmE6799pnENIFOgGnNxK+51sVB5v1m0cQQQgBYjSPwHjwZLS8z7jJqmOC55aNr3pyE1a+MFuuOu2s5aWnVsGz9l8XOKucoZiXEQNrZ+txcel4NfPn0TlaVFAIDwEeMwb8WrHVJPY2NlpbqDju6YC1T+361t9Iv5799/iQY+Dy7unlj4zIt6XaOtZix4Eja2bABAUX4OSlXWSzBF3bk/N37hs4p7PSc5Tm1/7szOX8CpKoeltS1mLH+5Q+vTU7Q15sJOjPm4hc8q+vDZGmLeWiNmPqF4yFlRlIcqebtvqqys29jGCwzQxn+3QdHGP/F057TxMxcsM5o23qgSIaWlsh0qhgzRvl2sLkOHDm12PWOkOnqCz9X+xFwiFqNRPsWBwTSHhcoXq45g18sFTh6yKUdioRC15SUtyljZsBXHHoF9W7yuysnTR/GhUV9b3WxIoamxsFLGvbGeo7WsRCyGSD7U2oxpDiar7XE3t7SGmcoCVzp3qlF5vb6yuM3v1yRg+FS49pU9uajOfYjSVP23gjV2qkmI1sRcKI85g2neLInSWo/G3ElHzJ1VXm/aUYa0n7VKG1mvo40Xi0Vo5MnizjQ3b9caUK3h4OQCF0/ZTkEioQCVZa271/n1dfj5szdRLN8pZuCQkXjqtY+7/WJqncWWrYw5t7ZGa1mxdGlN/AAAIABJREFUWAS+fK0wprm5XkPlr5w/ifu3rgIAVry8FladNJ2BxbJEnwHKKbNF+frvcNUTWNkq487j6LrXlf05JtMcrA7uz9k7ucDZU9afEwmFqH7kXs9JScCds7IFjycvfR72Ti4dWp+eQt+YMzo55mI1MW8LCxYLPn2V09krivTfwbAnsLW1UxxzWtPG17ezjT93EnHyNn7lK2thZd15bXzfYOWAhSID7XbUEYxqjRArKys0Njaivr5ed2Etms63tLQ0RLW6hJOHjyLBUFteqnVEBbeqHFKJbIpDL3evdq823RrWbOXNrrooVBMnTx/UyBtXdVNiHsWytlUkQBp59R3e0e+u2G7e4FXJEni8qjLYOmle9ZlfW6GIO9vFU6+4m5mZge3qBW6pbAcLCx1PmlUTNUKVuZD6cA+OQnm6bFRJRUYiPILblwA1VnZu3qiTb1NcV1mqdecYXo0y5nau+sfc3s0LtSWymGsbDQKg2Qgh1YVdSfu4evmiSt5GVpWVwMlN8y4itZXlkEjEAAAXD+9OaeNt7ezRtI8QX2UBOE0a+Dz88tlbKMh8CADoH/kYnn3rUzDNjaob0qE8vP1QViJ7YlpeWgxXD827ClSVlyli7uHlq1fML5w8DABwdHJGdkYqsjNS1Zbjq3yGnz6yBzbyz/cJ06PhqOc2ynYqC0Ty6nT//fRkzp4+ii+bNeUl6KVllyhOZTkk8jbeqZPudWu2cpHuR/tzcRdPQiqVwoJliXpuLS4eUD9VrqZC+eAxPjYGuQ8fAABCh4+Di5fpbb/urNIHbk3MpZ0ccxu2PSrlx+r68G29VpOGdn5/M3aePn4oK5HtBFheWgQ3LW18pQHa+POnZMsJODo5Izs9FdnprWvjbeWJugkz5undxrNVFnlXXQi8uzGqHkhAQADi4+Oxf/9+jBih/zZ7+/btAwAEBgYaqmqdzsU3ANkP7gAASnLS4DdQ87y/YpWtal18Ajq6agAAvkrHRjXz3cTVNwhZ8bKt9VR3wNFEoPKlujWJk57K3sMPZamybcpq8jPg2kfzFLEa+RaoTefp/Z5eAYpEiLBBe3JDdVcbi3YO31SdliPkd99GtKM5evmjOEUW86q8DHj007xOT2VuuuLYwdNf//f0DlQkQnQlN1QX1NWVNCGt5+EXiIf3ZVvTFWQ9RJ/QQRrL5suTCwDg4RvU4XUDgHqucnSStcpTLnUa+Tz8+vnbyEtPBgD0CYvCc2u/aNUigabEN6A3Eu7eAABkpadgYMRgjWWz0lMUxz7+vfV6PylkUw5rqiqxd9tPrTrn+H7lmgFRw0bp3UnmqjwFt2Fr//vp6dx8ApAh7w8VZachUMs6PUVZynvdzTego6sGAODXKe/1R/tzTbNWhYJGXNj7Z6uud++icv0wd99Ak0yEuPkEIFMe8+JuGHOelpi371qm3UfwCeiN+DvXAQDZ6akIidD8gC8rLVlx7BugZxsvVbbxe1rbxu9TruUSNXy03m18ncpIVtXRjt2NUU2NmTVrFqRSKY4fP46NGzdC0Ir5VaoEAgE2btyI48ePw8zMDLNmzeqgmna8wDDlzZOdcEdr2Wx5YwsAQRFDO6xOTeqqK1FVIpsPxjS3gL2zW4syqvUoyU5v8bqqquICCORfwNmOTiY7GgQA3AdEKY6bEiKaqE4ncQvW3KHW/Z7Kc2vyM7SUbP4629Vb7/cEgLoK5XBMlo5tY3syL5XYNSVENClKUcbca6D+MVc9t0pHzCtVXrdz0/x0g7RN/8jHFMdNCRFNUuNuKs8b9JiWkobBqa5ARbEsUcY0t0AvV82jlASNDfh9w7vISZU9AQ4aGIGV730JC5bxjsjsKOGDlQ94mhIimjR1pgEgYqj+D4a6glAgQEZqouJnT2/9E/U9QR+V/lCGSn9NnXSV1/tGdPy9zq2uRGWxsj/n6KL5Xiet15aYq77ex8hiLhIKUJCu/ELv7Gl6SS9VEYOHK45V23B1mrXxQ4yvjU9PeaD42dNb/wdzHc2oRoQsWbIE+/fvR0pKCv78808cPnwY06dPx5AhQxAUFAQPDw9YW1uDxWJBIBCAz+ejpKQEWVlZuHv3Lk6cOIHq6moAQHBwMBYvXtzF/yL9+Q+MhI29I3icGuQkxaG8IAeuakZ71NdWI+XGRQCyLbr6RnX8at5XDvyleEzgOyBMbeLCt38Y7Jxcwa0qR07iPdSWl2ic3nP/wnHFcWB4xydyujOXPuFgsR0gqKtFWXo8OMW5sFfz5L+RW4OCuFgAAMOCBc/QYXq/p2fYMDD3W0IsaETh/ViEzHxG44KpOddPK45VkzZtJWrko+DeJcXPzgHBel/L2Ln3C4cl2wGNdbUofngfNUW5cPRqGfMGbg1y78gWgGZasOAbPrxFmdbyDR+OWyxZzHPvxiJyzrMaR3tkXDmlOG5P8oU01yd0ENj2jqjj1CA94S5K8rLh4ddyFCO3thr3r54HINtWM/SxUR1et9P/bFU8aeodEqFx7rJQ0Ig/vnwfmUmyRXQDBoTh+fc3dvgcd2MVEjkY9g69wKmtRmLcLeTnZKp9ElhbU4VrF88AkG2bPGTEGL3e7+Ovf25VuVeemYOKUlli+rtth7VO2WmN4wf+Bk8+FNvD2w8e3qb95SgwZBBs7R1Rz6lBVuI9lOVnw8235b1eV1uNxGvye92ChQFDOr4/d2HfNsW9HhAc3qI/N3/NWsxfs1bndf5Y/zpyUmRTXZ/76FutIyBMQUDIIEUfvrvF/OK+bYo+vL+amLfF9eP7FKO+nTx84OzRvgdkxi4kckjr2vjqR9r4kWP1er9PNv3SqnIvPz1b2cZvP6J1yk5rHN9vPG28UY0IMTc3x2+//YaIiAhIpVJUVVVh586deOONNxAdHY3hw4cjIiICwcHBiIiIwPDhwxEdHY033ngDf//9N6qqqiCVShEZGYlff/0V5kY8N5nBZGLEnKWyH6RSHP/pKzQ8Mk9bJBDg+M9fQ9jYAACImjwX1nbqn6wf//krbHxqMjY+NRlX9qvfVvjSP7+DU1GmsU4SiRix+/5EvEriYsTcJ9WWNWMwMGrBM7LzxCIc+eE/aqfIZMTdwN3TB2XnmDEwdPoCje9vChhMJvpPWiT7QSrF3Z2bIeA1nzYiFgpwd+dmiAWyuAeNmglLDSMq7u7cjIOvz8bB12cj5ZT6rY5Z1mz0GRcNABDUc3F352ZIRMIW5bKvnURRwjUAAJNlhcDHZ7Qok3pmNzjF2hfGa+BW48bvX6ChtgoAYOvqBbf+pttpYjCZCJsmT9pKpbi2/Rs08prf62KhANe2fwuRPOb9xsyCJVt9zK9t/xY7XpqJHS/NRPxx9VvjsWzYGDhRtm11Yz0H17Z/C7GamKfFnkTefdlCXOYsK/QbPbNFGaIfJtMcExc8DUA2vHXX91+0WEtBKGjE7u//o1g/adS0+bBVmZeratf3/8GbC8bgzQVjcPof9VuWHt/xM6rLNS8iLhGLcWrX77gRc1Txu0nydvxRIqEQ277+COnyEYt+fQdi1QdfwbKDdzwwZkymOaKXyrablEql+PHrdajjNl8gWSBoxI9fr0OjPOZT5zwBO3tHtdf7cdM6LJ06FEunDsW+v1rXIW6Pgzv/QGFettYyMcf2Y+82ZQKm6d9ryphMJsZELwMgi/v+LV82m14MyJ6wHtiyEQJ5f27Y1GjYaLjXD2zZiI+XTMDHSybgvIbpKjG7fm22bsejJBIxzu3Zijvnjil+N2beU235ZxEtVGMOqRQHNcT80JaNij78Y1pifnDLRqxbMgHrlkzQOEXpbCtifn7PVtxtRcwvH9yB8kLtfbnbMUdwfo/ys2bMvGVay5sCJtMc0U+uACC717d89YnaNn5LszZ+kcY2fsvX67BkyhAsmTIEe7e3LrHdHgd3/t6KNn5fs2k485au6OhqtYvRZQKcnZ2xc+dO7N+/H1u3bkV2tvaAqAoMDMSKFSswf/58MHvAKvWDJs3Gw9tXUPDwAUpz0vHH+y8icsJM9HL3BreqHAkXT6FSvkKzs7c/Rka3rxGKO3cUN479A+++A+HTLwS9PHxgaWMLkaARlYV5SL15SbH4EyBLgvhp2bM8bPQUpN25isy4GyjKSMFva1cifNx0uHj7Q9jYgOyEO0i9dVmRmR698Fm4qsmYm5qgx6ejKOEaKrOSUFOQifNfv4LAkdNg6+IFfk0Fcm/GKNb0sHP3xYDJ7R/51G/iQpSm3EVNfgaKE2/i7Fcvw/+xSbB19oCQX4fiBzdQqjJVZ9Cil2DJbvmBXRR/DSkn/4aDVyCce4fA3t0PFvLdMRq51ajKTUNx4k1FEsfc0hqDn3wdDHOLdv8bjFnf0TOQF3cVZZlJqMrPxPH/vIK+o6bBztULvOoKZF4/o1jTw8HDD2HTl7T7PUOmPIHCpLuoyktHQcINHPtiDXqPmAw7Z0808upQkHAdRcnKqTjDlr4MKw2dtKr8TEXCpElZunJofF78NXArmq9M32fEFLBdNC8gZwpGTo3GgxuXkJWSgIKsNHzz5nMYMXkOnD29UVtZjlvnjqO0QNYZdfcJwKSF6pMSrXXt9GFcOLQT/v1DETggFK6evrCyZUPY2IjSghzEX7ug2PYWACYteBq9NTzZ3f2/DUi5J5veYWltg5FT5yL9gfapXQAQNmx0u/4Nxm7yrIW4deUCUhPjkJ2RindXP4mJM+bDw8sHlRVluHj6iKIj6u0XiHlPruziGivdjD2LPdt+RECf/ggOi4K3XwBs2fYQiYQoKSrA7SsXkKcyFXbUxOkYO9l4pygb0tApc5B86zJyUx+gODsdW9auwpBJs+Dk7g1OVTnuXTip+OLp6uOPsfPbl5S4HXMEV47shm+/EPj1C4Wzpw+sbGwhFDSivDAXidcvNtstZMy8ZQjUshYdabsh8pjnyWP+o5qYV6jEfEwHxLypD19emIukR2I+et4yBGiIedKNSzj/zx/wCOiDgOAIuHj7w5rNhlgkQlVJIVJuxaJUvjsYAISPmoTIsVPbVf+eYsqshbgVe17Rxq/911JMmjkf7l6+qKoow4VThxVtvI9/EOYv6z5t/I3L5/DPn6ptfCDYdvYQCYUoKcrHrasXkJf1SBs/pXu38UaXCAFkmdRFixZh0aJFyMrKwr1795CZmYnS0lLU19ejsbERlpaWsLW1hbu7O3r37o2oqCgEBXXOInKdhWlugQVvrMeh//sUucn3wa0sR6yaTLB7QF/Mf22dYRYZlUpRmJaEwrQkjUUsLK0wdvFKDJ4SrfVSZgwG5r7yIY7/9BUe3rqMuupKXDu4Q2250QuXK0fAmDiGuQWGr/wQt/7cgPL0BPBrKpB8ouX/m6NPbwxb8b7GaSxtYc6ywsgX1uHWto2oyHiA+vIiJB9vOXKIacFCxMI18B08Tuv1aouyUVukPYnp4B2EqMWv6Nyy1xQwzS0w9l8fIfbXDShJiwevuhzxR1uuzu/k2xtjX/jQIIuWmrOsMGHNesT+vgGl6Q/ALSvC/cPbWtbNwhKPLVmDwMfGa7xWdUEWEk/9o/H1wge3UPig+ToYHv0jTT4RYm5hgefe3YBtmz5CxoN7qKkow8ldv7Uo5xPUD8vf+QLW7VzUDpA9pcpJfaBY00MdlqUVZj71IkbN0DxCL+ehMtHVyOdh9/82tOr9v9l/ufWV7YHMLSzw5rpN+O/na5F0/w4qy0uxZ9uPLcoF9hmANz75GjYGiLmh5WQ8RE7GQ42vM5lMzFn8LBY8taoTa9W9mZtb4Mm3PsfuzeuQnRSH2soynFMzcsszsC+WvvkprGwMc6/nPUxEnsq9+igLSytMWboKw6bNa/f7kebMzS2w9K3PsUcec05lGc5riPliA8UcUinyHyYiX0fMJ7Uy5iU5GSjJ0byOGIPJxKg5SzF24bN6VbcnMrewwFvrv8Hmz9Yi6f5tVJaX4p8/1bfxb67bZMRt/HIsfLr7t/FGmQhRFRQU1OMSHG1hZWuHxe99hdSbl5B05SxKczPA53JgZcuGi7c/BowYj/AxU8EwwAiYRe9sQEFaEooyklFVUgg+pwb8Oi7MGAxYs+3h6hsI/5BBCBszpdl2a9pYsCwR/e+PkJVwG4mxMSjKSEF9TRUYTHPYu7jBf2AkoqbMhZOHT7vr35OwbNh4fPXnKLx/BXl3zqO2MAuCOg4sbNiw9/CD96Ax8H9skkHi3sSS7YBRa75A4f0rKLh3CTUFmWjk1oBpYQkbZ3e4Bw9G0KiZsHbQvML0yBfXozT1HqqyU1BblI36qlII+fUwA2BuZQObXm5w9O0Nr/CRcOsXCTOGUc3e61CWNnaY+O8vkHsvFtm3zqMqPwuN9bVgWbPh6OkP/yFj0Hv4ZIPG3MrOAZNe3YC8e1eQfeciqvIz0cCtBtPCEmwXD3gFD0b/sbNg46jfquJENxu2Hf71yWbcv3Yedy+dQWF2Ouo5tbBh28HdNwCDHp+IoROmg8ls/8f5Cx9tkiVB0pJQXpSPek4N6rkcMBgM2NjZw8u/N/qGDcbQ8dNho2GaJWk/tp09PvhyC25cikHsuZPIyXwILqcGtmw7+PgHYcTYKRg3dbZBYm5Ia975FKkP7iEt5QEKcrPAra1BHbcWUokUtnb28PELRHB4FMZNnQMnl5aLqJs6a7Ydln+4CYnXLyI+NgbFOengcTmwtmXD1ScAYSPHY9C46QYZ0fz0e18hLy0RBWlJqCguAI9bC578Xrdm28PdPwhBoVEYNHZqs+1PiWFZs+3wzIebkCSPeYk85la2bLj5BCB05HhEdkDMK4sLUM+tBZ/LgRmDARt5zANDoxDZipjPf+k95KYkID89GeUFOeBxasGr40Aqlci+D3j7IyA4AoPGT4O9k2u7697TsO3s8eHGLbh+KQax504gJ6OpjbeHj38QRo7rnm38S2s/RcqDe0hPfoCC3ExwamtRx62BVCIF284e3v5BCA6LwvhpxtPGm0mbVkEibfbH7byurgLpZGnlDV1dBdLJbFmUjDFFgzxMe0tPU+TFNt0dyUxZejVXdyHS40i6ugKk0w1woqSeKRrkr7k/1+N7+DExMXjssccwbJj+u2YQQgghhBBCCCGkZ+heY246gFAoBIfDgZmZWVdXhRBCCCGEEEIIIV3MqBIhRUVFugs9oqqqSnFcXFyMR2cCeXm1b69kQgghhBBCCCGEGA+jSoRMmDBBr5EdTedMmDChxe+Tk5MNUjdCCCGEEEIIIYR0f0aVCAHQYkQHIYQQQgghhBBCSGsZXSLEzMwMzs7OGD16dKvKFxQU4Pbt2zAzM0N0dHQH144QQgghhBBCCCHdmVElQqZPn46TJ0+isrISJSUl+OSTTxAQEKD1nBMnTuD27dsAgA0bNnRCLQkhhBBCCCGEENJdGdX2uZs3b8bPP/8MLy8vXL9+HXPmzMH3338PgUDQ1VUjhBBCCCGEEEKIETCqRAgAjB07FsePH8dzzz0HiUSCLVu2YPbs2bhy5UpXV40QQgghhBBCCCHdnNElQgDAysoKa9euxd69exESEoLc3FysWrUKr732GkpLS7u6eoQQQgghhBBCCOmmjDIR0iQ4OBh79+7FBx98ABsbG5w6dQozZszAtm3bIJFIurp6hBBCCCGEEEII6WaMOhECyHaRefrpp3HixAlMnDgR9fX1+PLLL7FgwQLcv3+/q6tHCCGEEEIIIYSQbsToEyFN3N3d8cMPP+B///sf3NzckJKSgieffBK//vprV1eNEEIIIYQQQggh3USPSYQ0mTRpEk6cOIGnnnoKAJCSktLFNSKEEEIIIYQQQkh3Yd7VFegItra2+PDDDzFnzhxs3bqVttclhBBCCCGEEEIIgB6aCGkSHh6OzZs3d3U1CCGEEEIIIYQQ0k30uKkxhBBCCCGEEEIIIZpQIoQQQgghhBBCCCEmgxIhhBBCCCGEEEIIMRmUCCGEEEIIIYQQQojJoEQIIYQQQgghhBBCTAYlQgghhBBCCCGEEGIyKBFCCCGEEEIIIYQQk0GJEEIIIYQQQgghhJgMSoQQQgghhBBCCCHEZFAihBBCCCGEEEIIISaDEiGEEEIIIYQQQggxGZQIIYQQQgghhBBCiMmgRAghhBBCCCGEEEJMBiVCCCGEEEIIIYQQYjIoEUIIIYQQQgghhBCTQYkQQgghhBBCCCGEmAxKhBBCCCGEEEIIIcRkUCKEEEIIIYQQQgghJoMSIYQQQgghhBBCCDEZlAghhBBCCCGEEEKIyaBECCGEEEIIIYQQQkwGJUIIIYQQQgghhBBiMsy7ugLG7MczWV1dBdLJVk0M7OoqkE42wMmuq6tAukBxPb+rq0A6WUolp6urQLqAmVlX14AQ0hnoXiePohEhhBBCCCGEEEIIMRmUCCGEEEIIIYQQQojJoEQIIYQQQgghhBBCTAYlQgghhBBCCCGEEGIyKBFCCCGEEEIIIYQQk0GJEEIIIYQQQgghhJgMSoQQQgghhBBCCCHEZFAihBBCCCGEEEIIISaDEiGEEEIIIYQQQggxGZQIIYQQQgghhBBCiMmgRAghhBBCCCGEEEJMBiVCCCGEEEIIIYQQYjIoEUIIIYQQQgghhBCTQYkQQgghhBBCCCGEmAxKhBBCCCGEEEIIIcRkUCKEEEIIIYQQQgghJoMSIYQQQgghhBBCCDEZlAghhBBCCCGEEEKIyaBECCGEEEIIIYQQQkwGJUIIIYQQQgghhBBiMigRQgghhBBCCCGEEJNBiRBCCCGEEEIIIYSYDEqEEEIIIYQQQgghxGRQIoQQQgghhBBCCCEmgxIhhBBCCCGEEEIIMRmUCCGEEEIIIYQQQojJoEQIIYQQQgghhBBCTAYlQgghhBBCCCGEEGIyKBFCCCGEEEIIIYQQk0GJEEIIIYQQQgghhJgMSoQQQgghhBBCCCHEZFAihBBCCCGEEEIIISaDEiGEEEIIIYQQQggxGZQIIYQQQgghhBBCiMkw7+oKEMOYHOyK6WEe6OfORi8bC3AahMgu5+F0chmOxZdALJW2+z1+eioSg/0d23ze+qOpOJZQ0ux3q0YH4IUxAW2+1rH4Eqw/ltrm83oaqVSKh7cuIeXqOZTlZYLPrYWVrR2cvf3Qf9h4hI6eAgaTaZD3+ubZKa0uGzJqMqatelvta6d+/RpJV2La/P4jop/CyHnPtPm8nkgqleLOlXO4fv4k8rPTUVdbA1s7e3j6BuCxMVMwctIMMJkd26zX13Hw8eql4NRUKX634bcDcHH31HluWtJ9XDlzFJkpCaitrgQAODi5oH9YFEZNno2g/iEdVm9jJpVKkXj9IuJjY1CSm4F6Ti2s2XZw9fZH+OMTEDl2GpgGut8/XjKh1WUjx0zF/DVr2/weIpEQP737IsoKchS/e+6jbxEYEtnma/VUUqkUyTcuIuFKDEpyM8GTx9zF2x+hI8cjcsw0g7Xxnz45sdVlI8ZMwdx/aY75//37SdRWlLbqWv7BEXj2o29b/d6mQCqVIunGRSTENo+7a1Pcxxou7uuXti3u0as1x/2/r7Qt7ss/prg3oZibJqlUiuuXYhB79gRyMtPAqa0G284ePn5BGDl+KsZNndXh/bk6LgdvrHxC0R8DgO//OgI3D682X0skFGLtmmUoyMlS/O7jTT8hJGKIQeraUSgRYuTsrMyxcX4Ihgb2avZ7F7YlXNiWGBrYCwuivPD2vkSUchq7pI6F1XzDXavGcNcyVg31XBz932fIS77f7Pf1tVWor61CXvJ9xJ8/irmvroO9s1sX1dJwHFx1f8E2BfV1HPy04X2kJtxt9vva6krUVlciNeEuLp48gDXvfwlnN48Oq8ee375rlgRpjcYGPrZ9vwG3L7dMhJUV5aOsKB9XzhzBhNlPYNHKV8Fg0GDFJvw6LnZvXofspLhmv6+rqUJdTRWyk+JwK+YIlr75KRxd3Luolm0Te2hnsyQIaY5fx8Xe/1uPHA0xz0mKw92Yo1j0xno4GEnMiW78Oi72/ne91nv9ztmjWExx7zEo5qapjsvB5k/XIvH+7Wa/r6mqRE1VJRLv30bMsX14a90muHRgf277T5ubJUHa4+Durc2SIMaCEiFGzJxhhk1PhCLKTzZKo6S2AQfjipFfzYe7nSVmR3ggyNUWwZ52+G5JOFb8eQ/1ArHe7/fjxWw42ljoLBfhY4+nR/gBAPKr+IjLr21R5kxyGdJK63Rei23JxLo5wQAAsUTaYmSJqRGLhDj0309QmJYIALBzckX4uBlwdPcCt6oCibGnUVWUh7LcDBzY9AGWfvxfWFrbGuS9nb398fiC5VrLaEu8DJocjd5RI3W+T01pIS7/8xsAgGVlg35DR7epnj2RSCjED5+vRXqSLPnl5OKO0dPmws3TB9UVZbh69hiK83OQl/kQ/7fuDby36VdY2xgm7qqS427h2rnjMGMwYG5uDqFAoPMciViMHze8h6R7NwEAllbWGDlpJoL6hcDMzAx5WWm4EnMUvDouzh3ZA0iBJS+8bvC6GyORSIidmz5EbuoDAICDsxsGT5wJZw9v1FaWI+7iKZQX5qI4Ox1/ffkuVn36P1gZKO5uPgGYuHiF1jIOLm1PtJYV5ODyoZ0AAJalFQSNDXrVr6cSi4T459uPkCePub2zG6ImzISTuxc4VRW4f+kkKgrzUJyTjp0b38OK9d/D0kAxd/UJwPgnntNaprUxt7F3xKyV2u9jGzuHVtetpxOLhNj9TfO4D54wE04esrjHXZTHPTsdf3/5HlZ+ati4T1hkuLjPfp7i3hoUc9MkEgrx9SdvIvWBLPnl7OqOiTPnwcPLF1UVZbhw6ggK87KRnZ6KDe//G5/93x+wsWUbvB4Jd2/g0pmj8v6cBYQC/R+WF+Rm4dCurQBkfbzGBuN5aE2JECO2cLCXIgmSUszFSzvjwW0QKV7fc6cQm54IxYjeTghytcXKUf747rz+2br4gpYJDXWmDFQ2nkcTitWWya3kIbeSp/OLYh6IAAAgAElEQVRa86OUw7Pu5FSjpItGtXQX8eePKZIgbv598MTajbCytVO8PmjSXBz+bh1yHtxBZVEubhz+G2OXvGCQ97a2c0DfwY/rfb57QF+4B/TVWe7ynt8Vx/2HjYWFpZXe79lTXDx5QJEE8evdH298/h1s2faK1yfMWogfvliLpHs3UZyfjWO7/8ATK14xaB0aGxrw1w8bAQDjZyxA/K1YVJbpTkxePn1YkQTp5eKGt774H9y8fBWvDxs3FZOjl+KbD15GSUEuzh3dg6iR49AvdJBB62+Mbp85okiCeAb2xfIPNsGarbzfh02dh13ffISM+NsoL8jFpQN/YepT/zLIe9vYOSB46CiDXKuJRCLBoZ83QSwSov/gEWjk8ZCTEm/Q9zB2d2KOKL4YeQb0xVPvf90s5o9NicY/336MzITbKC/MxeWDOzB52YsGeW8bOwcMMFDMLViWBruWKbitGvfAvnhaTdx3f6OM+6WDOzCF4m7UKOam6czRfYokSGDfAfhw4xaw7ZT9ualzF2HTJ28h/s51FORm4cDfv+OpF141aB0aGxrw6383yN5vzhO4e/0yykvVf1/TRSKR4KdvPoNIKMTg4aPB59UjOeGeIavboWj8sZFimpnhucf9AQASqRTrjqQ0S4IAgEAswSdHUsCTjwJZNNQHDtYdm/uyszLH2P4uAGQjOI4ntG7+oCZzIpRDwo6a+GgQiViMG0dkT1JhZobpL7zTLAkCAOYsFqa/8LYieRB39jD4dZzOrqreJBIxkq8qp0+EjG79+iQ9lVgswok92wAAZmZmWPH6x82SIICsI7Li9Y9haWUNADh/bB/qOK1LXLbWoR0/o6K0CI7Orpj3dOs7Y+eO7lEcL1v9drMkSBNHJxeseP0jxc8H//q5fZXtAcRiMS4f+huALO4L1rzbrJMMABYsFuaveRcs+f1+8/RB8LiGjbsh3Tp9CAXpyWBZWmHmc//u6up0OxKxGLGHlW38XDUxN2exEL16raKNv3Wme8ec6CYRixF7SBn36NXq4z5vjUrcu/m9TrSjmJsmsViEg7v+ACD7XH/pnfXNkiAAwGJZ4qV31iv6c6cO/QMup8ag9fjnzy0oKymEk4sbljy3pl3XOn14D9JTHsDSyhorXmn7mmFdjRIhRmpIgCOcbFkAgNvZ1ciqUD+6oponxJnkMgCApTkDY/q5dGi9poW4wdJc9md1K7saZVz9R3AEudggxEvWQHD4QlxIrTBIHY1VXnIc+PIPQb+BkXDxCVBbzsa+F/oPGwcAEAuFyLh3rZNq2H45CXdQL19/wsnTF959afHM1Pi74NZWAwAGRAyBt3+Q2nL2jk4YOnoSAEAkFOD+zcsGq0N2WpIiobH0xTdaPf2ipqoCJQW5AABbO3uED9U8oiiwXwg8fGTJ3cyUhFaNNunJshPvoV7e+QkMjYKbb6DacmyHXggdKVvgVCQUIvVO97zfa8pLcPYf2WivCYueM5r1TDpTdlIceE0xDxkENw1tvK1DL4SOGA9A1sY/vNs9Y05aRzXuQSGD4OYboLacrUMvhI5UiXs3vdeJbhRz05QYdwecGll/LnTQUPgG9FZbzqGXE0aOkz0IFAoFuHPtksHqkJGaiBMHdwMAnnvp7XZNoy4vLcburVsAAIuX/6tD1zPpKJQIMVLDg5wUx9eztC9ceD1T+foIlfM6wuwI5cKWR+L1G2bVZI7Ktc4kl0EglrTresYuJ1E51CwwbKjWsoHhylWacxLudFidDC0x9rTiOGT01C6sSfeRHHdTcRwaNVxr2dDBytcT794wyPuLRCJs+34DpBIJIoeNQdSIca0+t7qiTHHs5uULMzMzreXdvWVrC0mlUiTeva5XfXuKDJX7tm+E9vtd9fX0+FsdVqf2OPLbZgga+PAM7Ivh0+d3dXW6pcwHypj30RHz3iqvZ8bf1lKSdHeZKvd6bx1xV/27yKC4Gy2KuWlKUOmXRQzRvmZe5NARiuP7tw3THxKJRPj5288hlUgwZORYPDZqfLuu9+t//4MGPg+BfQdgevQSg9Sxs9EaIUaqt6syg5dSrH3R0ZRirtrzDK2Pm2xhVgCo4QlxKU3/ERxMMzNMC1U+MTwSb9pPhwGgsjBHcaxrrQ33gH6K4wqV89qjurgAuz5/HVVFeRA08GFly0YvDx/4DRyEiPEzYevYviQbj1uLzDjZhwSDyUTI45MMUW2jV5inXNfHv88ArWX9+wQrjovyDLN696l921GYkwkraxss/debbTxb/227C3Mz9T63J1DdVcUrsJ/mggC8gvorz8vP0VywDSqK8/HbJ/9GeWEeBHwerNh2cPH0QVBoFIZMmg27Ntzv9y+fQUb8bTAYDMxd9SYYDMNsBdnTlKvEzrMtMS/INsj7VxbnY+u6V1FRlItGPh/Wtmw4e/kiMCQKgyfOArsNMefXcfDXF2+jND8LDfV1sLKxhaOrBwJCIhE1YRac3Nu+PWNPpXrPegV1Tdz/WPcqKgpbxn3IpLbHffsXb6M0TyXubh4IGBiJwRMp7k0o5qYpP0fZrwnqp70/F9RvoNrz2uPw7j+Rl50BaxtbrHj5nXZd63LMccTfuQ4Gg4kXXvvAYFs8d7YekwhpaGhASUkJeDweGhoaYGVlBRsbG7i7u8Pa2rqrq2dwfk7Kf1NxrfZV98s4jRBJpDBnmDU7z9BUR3CcSiqFUKz/l6BRfZ3hzJZN/UkrrWuWzDFV1SUFimN7HcPK7ZxcYcZgQCqRoKa0EFKpVOfTeF2atudtwuPUgMepQWFaIm4d340xi55H1JR5el8/5do5SMSydW4Cwoa2O7HSU5QW5iuOnd20byXcy8UVDAYTEokYZUX57Y57cX4OjsvXJ4l+6kU4tXGXEHtHZ8Vxa+pTWpinOC5ROTZFlcXK+93RVftwU3tnVzAYDEgkElSWFBjkfm/avrFJfW016murkZv6ALGHd2Ly0hcwYsYCndep59Tg1F+yobPDps3X2ek3ZW2KuUobX1VimDa+Rcw5Najn1CAv9QGuHNmJSUtWYdh03TEHAEEDH9lJylGMPG4teNxaFGU9xPXjezFy1mKMX/QcJcUAVJZ087gvXYXhbYl7opq4ZyrjPmExxZ1ibpqKC5T9GlcdCSJnVzdFf66kMK/dcS/IzcbBnbL1SRYvXw1nV/2np3JqqrH9p28BANPnLUZQv2AdZ3RfRpsIEYvFiImJQUxMDOLi4lBSUgKptOUXbzMzM3h4eGDQoEGYPHkyJk+eDKaRZq1Usa2UoavhCbWWFUulqG8UwcHaAuZMBqwtmOAL9d9GVx0mwwzTQlR2i2nnCI7ZKoukHqPRIACARl694thax1ZkDCYTlta2aKjnQiIWQ9jYAJaV/kkwRzcv+IdGwdU3CFZse4gEjagszEXa7VjUlhdDLBTiwt8/gl/HxePzn9HrPZJizyiOQ8fQtJgmvHplEpBtrz3uTKY5rGxswKvjQiwWo7GBDytrG73eVyKRYNv3/4FIKIB/n2CMn7WwzddwdvNALxc3VFeUoZ7LwYM71zSuE5KTnqJYTwQAeHW6t9fuyRrqlf9+G51xl93vfPn9LmhsUCy0pg8ndy/0Dh8CD78gWNvZQyQQoCw/B0k3L6G6rBgioRAnt/8Afj0XE55YrvVaJ/78HjwuBw7Objq3azR1DTyVmHdyG9/L3Qu9w4bAzS8INmx7CAWNKC/MQcrNy6guk7Xxp//aAn49F+MWLtd6LbtezugdMRQe/n1g69ALYpEQVSVFSL0di7L8bEglElw9sgt1NZWY+y/jW1zP0Jrd610Ud3fFvd6IsoJH4r59C/h1XIzXca+rxp3dFPfSIqTcahn36NWmHXeKuWmqV+nP2Ts4ai3LZJrD2tYW9VyOQfpzP3/7GYRCAYL6DcTUuYv0uk6TrT98DS6nFs6u7lj0rGF2qusqRpkIuXTpEj7//HMUFMgyquoSIE2kUimKiopQXFyMEydOwNfXFx988AHGjh3bWdXtEDYsZTJHINK9dkajShkbS8MnQsb0dUYv+eKtqSVcpJXq/yXGydYCj/eWjQYQiCQ4kdi+nWd6CoHKvtzmFiyd5VXLCBp4en9wLn5vE3wGhKt9bdQTz+H6wb8Uu9ncOLwD/qFR8OkX2qb3KM1OQ3m+bCqHjb0jekdqXwvDlKjux27B0h13FssSPMg+bBv4PL0/OC+e2I/MlAdgMJh45uW1YDD0W1Jq9JQ5OLLzNwDA31u+hueGALh6eDcrw6muwh+bP2v2uwZ+PUxZm+93FguQ/5cJ+Dy9EyErPtmMgOAIta9NWroSF/Zuw6WDOwAAF/dvR++wwfAfEKa2/MO71/Hg2gUAwMwV/25XcsYUtDXmFiwWGuQxb+Tr38Y/+9Fm+Aerb+MnLF6JS/u2I/aQLOaXD/yFoNDB8NMQ83lr3oNvvxCYqWkvxi18FndijuDkn99DKpUg/vIZBIUORtgo054G2VVxX/6x5rhPXLISF/dtR+xBZdx7h2mO+/yXtMf9dswRnNyqEvewwQg34bhTzE1TA1+5sUVr+3NNPSE+T//+3Jkje5GWnCCbxvL6+3r35wDg7o1YXLsoe3C58pW1etepuzC6xVJ37dqF1atXo6BANvxXKpUiMDAQEydOxLJly/D8889jzZo1eP7557Fs2TJMnDgRQUGyXRakUiny8vKwevVq/PPPP138L+lZmi+S2r4RHDNCPWDOlP1pxqZXopavfcQL6ViakiAAwGAw8fiC5QgbO13xu5tNW/y2QaLKaJDgkZOMdq5hT1FZVoID238CAEyaswh+vfvrOEOzydFL4eUna4OrKkrx6b+fwe5fNuPGxdO4eekM9v35Az5+aSmK87ObJUjaO/SX6EdTEgSQ3e8TF6/A4AkzFb+7dPBvtWUb+Twc/f2/AICBj43BgMHaF4YjXUfTFyNAFvPxi55D1HhlzGMPq485APgNCFP7xajJkMlzME7lKXPsIc3XIh1LV9wnLHoOUSr3urZY6Yr70MlzMH7RcuW1NLQbpGNRzE1PRVkJdv3xAwBgxvylCNSx1pw2fF49fv/uSwDAsNETMHjEGIPUsSsZ1YiQ1NRUfPHFF5BIJLC3t8eLL76I6OhoODs76zy3qqoKBw4cwC+//AIOh4PPP/8ckZGR6N9f/w5+V+IJxHCwljVALHOGzhEeTVvaAgCv0bCjQZzZLIyQj+BoFElwqp0jOFSnxbR355mehGVljQb5sDqRUAAWU/sTAZFQoHJux2ZsR857Bg8unwKkUuSnxkMoaIQFy7JV54qEAqTeuKD4OYymxTRjaWUNXp0s7kKBAExr7c22QKDcslrfTP3fP36NRj4Pzm4emLNslV7XUK3Dq+s3Y8sX7yI3IwUNfJ5iK15VoVHDMXLSTPzy1UcAAFu2Xbve19ixrKzBV7nfmbrud4HK/d7BT2jGL3wW9y6cgFQqRU5ynNr7/czOX8CpKoeltS1mLH+5Q+vTU7S1jReqxNyyg2M+duEzuHfxBCCVIif5fpva+EeNmPEErh37B428elQU5aG6tAi9THhBxe4c93ELnsG9C7K4Zxsg7lePUtwBirmpsrK2QT2XA6Dt/TlrG/3i/tv/bUADnwdXd0888cyLel2jyd+/fY/K8lJY29hi+Zq323Wt7sKoRoTs2LEDIpEIbm5uOHjwIFauXNmqJAgAODk54fnnn8eBAwfg5uYGkUiEHTt2dHCNO05dg0hx7GhjobUs08wMtpaym00olhh8WszMMHeYM2RPby89rABXpW5tFeJlhyD5zjalnEbc0LE1sCmxVNnrm8+t1VpWIhajUT61gME0h4WlVYfWjd3LGb3kT/PFQiE45a0fFZRx75qiQ+DZewCcvf07pI7GysZWmRCo42iPu1gsQgNPNvSSaW6u11SEGxdP48GdawCAZavfNsh0BicXN7y/6VesfHMdwoc+DodezjA3twDbzgEDwgdj5Zvr8O9130LQqFz42b5X69r2nsrKlq045umMu/J+ZzLNwerg+93eyQXOnj4AAJFQiOqy5gnrnJQE3Dl7FAAweenzsHdy6dD69BRWNiox72ZtvF0vFzh7yGIuFgpRU6b/QwpzFgs+fZQ7IlQU5Wsp3fM1u9e7W9xV7nWKu+FQzE2TrUp/jlNbo7WsWCwCv17+ua5nfy723EnE3boKoGkai/79uZQHcTh7bD8AYOnKl+Hk4qr3tboToxoRcv36dZiZmWHNmjXw9vbWfYIaPj4+WL16NdavX4/r1w2zL3NXyKviw7uX7A/a08FK684xbvaWikRFfhVfYzl9zQ5XnRbTvhEcqjvPnHhQAon+G8/0OL08fFArTzBwKkrhoGWlcW5VOaQS2bowju5enTLNwNrWHtXyY9VF/3RJvHxacRw6mkaDPMrd2xcVpUUAgMqyYri4a945prqiHBKJLNHp5umjV9yvnDkCAHDo5YzczIfIzXyotlzTBzQAXDi2F9byERxjpsyFfa+WO/4wmEwMHzcVw8dpjnFRnnJrwIC+xrsKuSE4e/ooEgw15SXo5ab5fudUlkMiv9+dPLw7535n2yuOVRf+A4C4iychlUphwbJEPbcWFw/8pfYaNRXK0YPxsTHIffgAABA6fBxcvHw7oNbdm7OnD2rKlTHXtpsER6WNd/LopDbezh6Qf8Q38Nq3hk+zv582fF70RM4ePoovm90x7jZse1TKj9sbdxs7ijtAMTdVnj5+KCspBACUlxbBzUPz6JjK8jJFf87Dy1evuJ8/eQgA4OjkjKyMVGRlpKotx1P5DD99eA9s2LJE3cQZ8+Aofyh14dQRSKVSsCwtwa2twf6/f1N7rfIy5YPQ2LMnkJp4HwAwYuxkePl0vwedRpUIKS8vBwCEhrZtIcZHNZ3fdD1jlFler5iOEuzJxr08zZnFYE9lBjKz3LALEIZ72yPARTZcq7i2Abeyq3WcoZmlOQOTBxpu55mextk7ADkP7gAASnPS4atlLn9pTpri2MU7oKOrBgDg13MUx6pPNrXhVpUjLykOAGDOskT/4eM6ompGzdsvCEn3bgIAcjNS0T8sSmPZ3IwUxXHTuhxt1bT4dG11JQ7v+KVV55w5tEtxHD70cbWJkNZIS4xTHPcdGKnXNXoKN58AZMTfBgAUZachMETz/0dRljJZ5eYb0NFVAwDw61Tud9vm93vT+uVCQSMu7P2zVde7d/Gk4tjdN9AkEyGuvgHITJDFvDg7DQFa7oFmMfcJ7PC6AQCfq9rG22op2Ypr1bX986KnclOJe1FW94s7r85wcedxKe4AxdxU+Qb0Rvwd2UP4rLRUhEQM0Vg2Ky252Xl6kX8Y11RVYs+fP7XqlGP7lLMlBg8brUiENF1L0NiIvdt/btW1Lpw6ojj2C+jTLRMhRjU1xs5O9oW+srJSR0ntqqpk0y3YbOO9Ia+rTBkZHqT9S0dTwuTR8wxhdqTy6fTxhBK0ZwDHhAGusJNvC3wvrwb51YYfvWLMAsIGK46bEiKaZCcoXw8I19zQGkpdTSWq5VluprkF7F3cdJwhkxR7BlKp7ElHvyGjYWndvg/cnigkSrmDTlNCRJPEuzcUx6GDjWvnncLcLOSkyxI5Ht5+6BuiOdFnCvpEDFUcNyVENElXeb1vxGMdVqcm3OpKVBbLdm1jmlvA0cW9w9/TFPRWaaszE7S38ZkqMe+t8rfSUbjVlagsUcbcoR0xFwkFKMhQdvKbhuGbqrbEXbUt6NNZcS+muBsaxdw0RQxR9ssS7miflXD/tvL1yKEjOqxOps6oRoT07dsXN2/exI4dO9q1/e327dsBAP369TNU1Trd3ZwaVNUL4GTLwmOBvRDkYoOsCl6Lcr1sLDBFPsqiQSjG5bQKg9XB0pyBScGyOWISqbTdIzhmhyuHBtJokJb8giNhbecAPrcWuclxqCjIgYtPQItyPE41Ht68CEC2LVufqI7freH6wb8U2WKf/mGwsGzdPMSkKzGK41BaJFWt/uFRsHPoBW5tNVLib6MwNwve/i1He3BqqnA79iwA2bZskcP0W8377Q1bWlXu3ZXzUCkfArnhtwNap+zoIhGLsfuXbxU/T5m3TO9r9RSBIYNga++Iek4NshLvoSw/G26+LZ8G1tVWI/HaeQCy+33AkI6/3y/s26YYORQQHN5iK8f5a9Zi/pq1Oq/zx/rXkZMSDwB47qNvtY56MQWBAwfBxt4RvKaYF+TATU0bX19bjcTrsgWmzS1Y6N8JO/Jc2r9N0cb7q4l5W9w4sQ+N8uH2Th7ecPLQb6pzTxEY8kjc83PUjuyqr61G4jWVuHfCvX7RgHG/fpzi3oRibppCIofA3rEXODXVeBB3C/k5mWpHe9RWVym2qLVgWWLISP2+837yTetG9b781GyUl8qman3/1xG1U3bWvLMOa95Zp/Na6998AckJ9wAAH2/6Seuol+7AqEaEREdHQyqV4sqVK3jttddQUdG2L/UVFRV49dVXcfXqVZiZmSE6OrqDatrxxFIptl7NBQAwzMywbk6wYjRFExaTgXVzBsCGJduKdO+dQtTy1S9k+smsAbj9wTjc/mAcVo0OaFUdJgW7gi1fhPVubg2KtKxTooungxUGBzgCAOoaRTibUqb3tXoqBpOJ4XOelP0gleLkL18pFhltIhIIcPKXryGULzoZOWlOs7nYqk79+jW+eXYKvnl2Cq4d3K62TOye38Gp1BwLiUSMqwe2IeHiCcXvhjXVUYf81ATUlMnWvnB089K6Ta8pYzLNMWPRswBk01b+2Pwp6lWGrQKyKQhbN3+GxgbZKKrxMxeCbe+g9np/bP4Mq2aPwKrZI3Bkp/o5noaWnhQPiVj9Is18Xj1++3Y9UhPuAgD6hw/GqCmzO6Ve3RmTycSYaFlCSCqVYv+WL8Gva36/CwUCHNiyUbHI7LCp0bCxUx/3A1s24uMlE/Dxkgk4r2G6SsyuX5ut2/EoiUSMc3u24s65Y4rfjZn3VFv+WUQLBpOJ0XOVbfxhNTEXCQQ49NNGRRs/dIrmmB/+aSM+fXIiPn1yIi7u26a2zLndv6FWR8wv7N2Ke+ePK343Klp9ojL20N8oL8zVeC0AuHP2KC7s3ar4ebSGa5kSBpOJ0dHKuB/6UUPcf1SJu5Z7/dCPG7F+6USsX6o57md3tTLu55Rx1xSrywdbEfcYirsqirlpYjLNMW/pCgCyz/UfvvoEddzm/TmBoBFbvl6n6M9Nm7sIdvaOaq+35at1WDx5CBZPHtLq6SqkOaMaERIdHY0jR47g2rVrOH36NM6ePYtRo0ZhyJAhCAoKgoeHB6ytrWFhYQGhUAg+n4+SkhJkZWXhzp07uHr1KkQiWSJg5MiRmDt3bhf/i9pn390ijB/giig/RwR72mHn80NwIK4IBVV8uNlbYk6Ep2IHlqzyevx+VXuj1VazVRY2be8IjlnhHmDIFwI6m1KOBqGkXdfrqSImzELa7VgUpiWiLDcD2z/8F8LHz4Sjuxfqqirw4PIpVBXlAQCcvfwxfE77PnjiLxzDrRN74NVnILz7hqCXhzcsbWwhEghQWZiLh7cuo7ZcuUDusNlL4dvKhEZSrHKR1JBRkztlATBjNW76fNy7dhHpSfeRl/kQn77yDMZMi4ablw+qK8pwJeYoivNzAACevoGYufi5Lq3vo3Zs+Qr1dRyEDxkJv979YefgCD6vHvlZ6bh95Sy4NbK1hbz9g/DC25/S34Lc0ClzkHzrMnJTH6A4Ox1b1q7CkEmz4OTuDU5VOe5dOKnojLr6+GPs/PYlJW7HHMGVI7vh2y8Efv1C4ezpAysbWwgFjSgvzEXi9YvNdogZM28ZAgea9hQmQxsyeQ5SbsciL/UBinPS8fN7L2DwxFlwcvcCp6occRdPoqJQ1sa7evtjdDtHT905ewRXj+6Gb98Q+PYPgbOHj6KNLy/MRfKN5jEfFb0MARrWp0q+eQkX9vwBj4A+8A+OgIuXH6xt7SAWCVFVWoTU27EozctSlA8bNQkRNBIQADB08hyk3JLHPTsdP70rj7uHFziVLeM+xlBx7xcC334hKve6AOUFLeM+OnoZAjTc64/G3dXbD1ZNcS9pGffwUZMQOZbiTjE3TVNmL8TNK+eR+iAO2empeOfFpZg0cz48vH1RWV6GC6cOo1C+cLyPfxDmL1vZxTXu2YwqEQIAW7ZswTvvvIMzZ85AJBLh0qVLuHTpUqvObRrKO2XKFGzcuLEjq9kpRBIp3tqbiI3zQzA0sBc8HKywZlzLIfMpxVy8vS8R9Y2G2zbX29EKg/xkmWlugwjnU9u38Ows1Wkx99u380xPxjS3QPRr63H0f58hL/k+uFXluLr/zxbl3Pz7YO6r65ptuas3qRRF6UkoSk/SWMScZYkxi57HoMmtSy4K+Dyk3Y4FAJiZMRAyekr769mDmVtY4KUPN+KnDe8jNeEuqipKcWhHy+y/X+/+WPP+l7Cx7X7rH9VWVSD2zBGNr0eNHI+n1rwDOwf1Tz5Mkbm5BZ5863Ps3rwO2UlxqK0sw7l//mhRzjOwL5a++alBFqKTSqXIe5iIvIeJGstYWFphytJVGDZtXrvfjzTHNLfA4jc+w97/W4+cpDhwKstwYY+amAf0xaI31htm8UGpFPlpichP0x7ziUtW4bGpukfSluRkoCQnQ+PrDCYTj89eirELntGruj0R09wCS978DHv/ux7Z2uIe2BeLDRn3h4nI13GvT1pqwLjPWYpxFHcAFHNTZW5hgbfXf4PNn65F4v3bqCwvxT9//tiiXGDfAXhr3aZu2Z/rSYwuEWJlZYXvvvsOV69exdatW3Hz5k0IhUKd51lYWGDYsGFYsWIFRo7s+Dl2nYXbIMKanfGYHOyK6WEe6O/BhqO1BbgNImSV1+NMchmOxpdALDXsPrSzI5QjOM4kl6FRpP8IjqEBjvBylO2LnlPBQ0IhR8cZps3K1g4L39mIh7cuIeXqOZTlZoBfx4GlLRsu3v7oP2wcQl9YH/4AACAASURBVEdPBYPJbPd7LXjrPyhMT0JxRgqqSwrB49agoY4LMwYDVmw7uPoGwW9gJEJGTdE4BUedh7cuKYZ7+odGwc6pZ+xH3pFs2fZ44/PvcefKOVw/fxL5WWmo49TChm0HL79ADB0zGY9Pmgkms/s168tWv4UHd64jIzkeVeWl4NRWw4LFgqOTC/qHRmHYuCnoQyML1LJm22H5h5uQeP0i4mNjUJyTDh6XA2tbNlx9AhA2cjwGjZsOpgHu96ff+wp5aYkoSEtCRXEBeNxa8LgcMBgMWLPt4e4fhKDQKAwaOxU2bbjfSdtYs+3w9PtfI/nGRSRciUFJTgZ4XA6s5DEPHTEekWOnGaSNX/buRuQ/TERBejKqSgpQz6kFv44DMwYDNmx7uPkFITBkECLHTtXZxkevfhd5qQkoSE9GeUGu7O+njgOpVAJrW3u4evvDPzgckeOmwZ7a/Bas2XZ4+oOvkXTjIhJim8fdzScAISPGY9A4w8T9qfeUca8s/n/27ju+qXL/A/gnTdp0771baKGUFiggIMjeQ8YVVNzrKqj3p14VcXAR3Pe6rvMqCiiioiAyZcoSEEopLR2U7ha6V7qTJuf3R0qS2jZt03Tm8369eL1Oc55zzhOePE9yvucZzcvdwz8YQUPbV+6LV76ArOQ45Ka0Uu6+6nIfwXJvhmVummzt7PHyO5/izPFDOHl4HzJSr6BSVg4bW3v4BQTj5ikzMXnWgl75e66/EQmCke+Qu1lVVRXi4+ORnp6O/Px8VFdXo76+HlKpFDY2NvD09ERwcDAiIiKMvkrM6NePGfV81Ps9Mq17li6j3mOws13biajfyavmqlWmpkHVp38OkYE4Eo/INAxxbXmOFerfhvu3/ju+z4eabG1tMW7cOIwbx6WFiIiIiIiIiEi/PrVqDBERERERERFRZ/T5HiH6qFQqXLp0CXl5ebC2tkZISAh8fEx7DWsiIiIiIiIiU9YnAyGFhYX4+uuvER0dDblcjqCgINx7770YOXKkJs3JkyexZs0a5Oc3XdZ15MiReOWVVzBo0KDuzjYRERERERER9bA+N1lqfHw8Hn74YchkzVcWeemll3D33Xfj4sWLuP/++1FfX9/iOWxsbLBp0yZERER0Ki+cLNX0cLJU08PJUk0TJ0s1PZws1TRxslQi08DJUk1Tv5kstaamBv/4xz9QUVEBALC2toZUKkVZWRkA4K233sK4ceOwZs0a1NfXY/jw4Zg6dSqcnJxQUFCAgwcPIiUlBdXV1Xj++eexe/duSCR96r+AiIiIiIiIiDqhT0UBduzYgby8PJiZmWH16tVYvnw5xGIxzp49iyeeeALV1dV49dVXcfXqVTz77LN4+OGHmxz/+OOP45133sHGjRuRmZmJgwcPYu7cuT30boiIiIiIiIiou/WpVWOOHj0KAJg4cSLuueceiMViAMDYsWNx//33QxAEnD9/HuPHj28WBAEAkUiE559/HkOGDAEAHDlypPsyT0REREREREQ9rk8FQlJSUiASiTB//vxm++bMmaPZXrhwYavnEIlEWLRoEQRBQGJiYpfkk4iIiIiIiIh6pz4VCLkxN4i3t3ezfV5eXprtoCD9E1re6BFSVFRkxNwRERERERERUW/XpwIhFhYWAABzc/Nm+6ytrTXbVlZWes9ja2sLAKirqzNi7oiIiIiIiIiot+tTgRBnZ2cAne/JUVurXhbR0dGx03kiIiIiIiIior6jT60a4+HhgdzcXOTl5bW4/5VXXgEAuLu76z1PTk4OAMDFxcW4GSQiIiIiIiKiXq1PBULCw8Nx4cKFVic5veuuu9p1npiYGABAQECA0fJGRERERERERL1fnxoaExkZCUEQcObMGYPPIZfL8dtvv0EkEiEqKsqIuSMiIiIiIiKi3q5P9QiZNGkSNm7cCAAQBAEikajD59i3bx+sra1hbW2NSZMmGTuLRERERERERNSL9alAiK2tLcaNG9epcyxatAiLFi0yUo6IiIiIiIiIqC/pU0NjiIiIiIiIiIg6g4EQIiIiIiIiIjIZDIQQERERERERkclgIISIiIiIiIiITAYDIURERERERERkMhgIISIiIiIiIiKTwUAIEREREREREZkMBkKIiIiIiIiIyGQwEEJEREREREREJoOBECIiIiIiIiIyGQyEEBEREREREZHJYCCEiIiIiIiIiEwGAyFEREREREREZDIYCCEiIiIiIiIik8FACBERERERERGZDAZCiIiIiIiIiMhkMBBCRERERERERCaDgRAiIiIiIiIiMhkMhBARERERERGRyWAghIiIiIiIiIhMBgMhRERERERERGQyJD2dgb5MoVD2dBaom319LLOns0Dd7J0lET2dBeoB2RX1PZ0F6mZTA117OgvUA3anFPR0FqgHBDtb9nQWqJtZmot7OgvUy7BHCBERERERERGZDAZCiIiIiIiIiMhkMBBCRERERERERCaDgRAiIiIiIiIiMhkMhBARERERERGRyWAghIiIiIiIiIhMBgMhRERERERERGQyGAghIiIiIiIiIpPBQAgRERERERERmQwGQoiIiIiIiIjIZDAQQkREREREREQmg4EQIiIiIiIiIjIZDIQQERERERERkclgIISIiIiIiIiITAYDIURERERERERkMhgIISIiIiIiIiKTwUAIEREREREREZkMBkKIiIiIiIiIyGQwEEJEREREREREJoOBECIiIiIiIiIyGQyEEBEREREREZHJYCCEiIiIiIiIiEwGAyFEREREREREZDIYCCEiIiIiIiIik8FACBERERERERGZDAZCiIiIiIiIiMhkMBBCRERERERERCaDgRAiIiIiIiIiMhkMhBARERERERGRyWAghIiIiIiIiIhMBgMhRERERERERGQyGAghIiIiIiIiIpPBQAgRERERERERmQwGQoiIiIiIiIjIZDAQQkREREREREQmQ9LTGSDjmBnujvnDvDDI0xZO1haoqFUgvagav10uwK7YPChVQqevseH+KIwKdOrwcWt2JmJXbF6r+0M8bLF0lA9GBjjCw8ESEjMRiqvkiMupwO5LeTiTVtqZbPdb0we7YfZQD4S628LR2hyyOgUyimtwKLEQe+Pzoex8kePT5cMQ5e/Y4ePW703G3viCJq89PCEAD08I7PC59sbnY/3eKx0+rj8SBAHRp47gzNH9yMm4iqqKctjY2cPLLxA3TZyJm6fPhVjctc16dZUMa1bcCVm5tl6+uWEHXD282jw2JSEWpw7uRlpSHCrKSgAADs6uGBQRhQkzFiB4UHiX5bu/EwQB6dEnkPrnUZTkpKGuqgJSazs4efkj+KbJCB03A2ZisdGvq1IpkXnxNDJjTqE46ypqZGUQiUSwsneCvZs3vAZFInD4zXDw8DH6tfszQRBw9vghnDqyH1npKZBVlMHWzh4+/kG4efIsTJw5v8vrelWlDM89shQVZdq6/uHmX+Hm6d3qMf+491YUF7T+fa8rLDIKr/z7f53OZ38iCAKyY04i8/zvKLuWjvqqClhY28HB0w8BIychaMz0LqvHuZfOICf2D5Rmp6JOVgaYiWBp5wg7V2+4h0bAL3Ic7NxbrsfKBgUqrmehNCcVpdlXUZqTiorrWVApGwAAY+56CsFjpxs93/2BIAhIOnsM8acOoyArDTWVFbC0tYObTwCGjJuCYRNnGa3MX7+r/WUQectMLHjs+XanT409h6Rzx3EtJRFV5SVQqVSwsXeEg5snAsKGISRqHDwDBxqS7X5JEASc+v0gjh3ci4zUK6ioKIOdnQP8AoNxy9RZmDb7VoglXd/GP37vEpQ3/h4DgC++3wsPr9bbeIVCgaz0q0hLSULqlUSkpSQhK/0qGhrUdf0fq17FtDm3dmm+jYmBkD7OzlKC/yyLwJhg5yavu9lJ4WYnxZhgZywd5YNnfoxDfkV9j+Qxt6y2xdfFZiI8PWMg7h7n32yfr5MVfJ2sMDfSE79dLsCanYmQN6i6Oqt9gp1UgjcWD8HovwSlXG2lcLWVYnSgE5ZEeWPVjgQUyHqmzK+V1/XKc/Vl1VUyfP7mi0iOu9Dk9YqyElSUlSA57gKO7d+BlS++BRd3zy7Lx7YN/20SBGmP+rpabP7oTZw/cajZvsLrOSi8noNTB3dh6oKlWPbQ/8HMjJ0VO6K+uhJH/vc6rl+51OT1WlkZamVluH7lEpKO78WMFa/A1tndaNctzk7FyW8+QElOWrN9irpayAqvIzchGjXlJRh3+2NGu25/V1Upw4evrUJCbHST18tLS1BeWoKE2Ggc2rMdz/zr33Dtwrq+5X/vNwmCUNeS11Th1FdvoCAlrsnrdbIy1MnKUJASh6un9uGWh1+CjRHrcWlOGs5t/S/KcpvX46q6WlQV5SEv6QJqK0ox8m9/b/Ech957FmUttAOkX211JXZ8uA6ZCRebvF5dXorq8lJkJlxEzOHduO3ptXBw9eihXOpXXpiHPV++i6zE2Ob7ivJRXpSPrMRY5GdexdJn1vVADnufqkoZ3v7Xc4iLOdfk9bLSYpSVFiMu5hx+2/UzVq9/F27teMhkqK8+ebdJEKQ9Vj1+H9JSkrooR92PgZA+TCIW4YM7IzEyQH1DnFdRh+0XriGntBYe9lIsHOGNAW42GOJtj0/uGo57v4pGdb3S4Ot9fDQNTtbmbaYb7ueI+8YHAACyS2sQk1XeYrqX5g/Ckij10wWFUoW9cfmIySpHfYMKwa7WWBTlDQ97S8we6gELsQjP/BhvcN77C4mZCO/cFo4RfupeGvkVdfj1Uh5yymrhbifFgkhPBLnaYLCnHd5fGoGHv72IGrnhZf6/ExlwsGq7zCN9HXD3GD8AQE5ZLWJzKpqlOZRYiJSCqjbPZSuVYM38wQAApUrAvvj8Dua6/2lQKPDJa6twNUH9Q8PZ1QO3zF4Idy9flBUX4o/De5CXk4nstCv4cO0zWP2fL2FlbWP0fCRePIfTR/ZCZGYGiUQChVze5jEqpRKfvbkaCTF/AgCklla4efo8BIeGQyQSITs9BacO7UZNVSWO7NoGCMAdf3/a6Hnvr5QNChz6dB3yUy8DAGyc3DD4ljmwd/dCdVkxUk4fRHleDkqyU/Hbf1/Braveg4VV5z8b+akJOPDRGijqagAAXqGR8A0fCRtnN4hEZqiVlaE4OxU58ec7fS1T0qBQ4L21zyL5svrGyMXNA1PnLoaHtx9Kiwpw/OBuXMvOQGZqMt5+6R949YOvYW1ja/R8xF/4EycO7Wms6+ZQyDsWVLd3cMJDT72oN42dfcd7G/ZXygYFTnyxHkVpCQAAayc3DLh5FuzcvFBTXoL0s4cgy89BWU4ajn22FjOf+Q/Mraw7fd2i9EQc/2ytph67h0TAa3AUrBvrcV1lGUqzU3E98YLe8wiqpg+qLO2dIJaYo7q0sNN57K+UDQr89O4a5FxR/7a1d3HDiCnz4OTpg8rSIlw69huKr2cjP/MqfnjnRdy/9r+QGul73c03EJOWPqA3jb1L28G2kus52PLGs6hqvJn2Cg5FyIhxcHTzhMTCAtUV5SjITkNq7J9GyXd/oFAo8PpLTyExTt3Gu7p7Ytb8JfD08UNJUSEO79+J3KwMpKUk4dVVT+CdTzZ3SRsfG30WR3/bBbPGNl7ezjZepWx6T+Hk7Apzc3MUtrMnYG/DQEgftmyUryYIknhdhke/uYjKugbN/h/O5eL9OyIxfqALBrjb4u8Tg/D+oVSDrxeb3fzmtiWzhmqfUO262HLFGD/QRRMEqapvwKObY5BwvbJJms2ns/HRXcMwMsAJU8PcMX+YJ/ZcMu2b4iVR3pogSHJ+JZ78Pg6V9doy//nCNbz9t6EYF+yMYDcbPDg+AB//nm7w9S7lytqVbkaY9gtzb1zLZZRVWous0pZ7B+laPFwb/b6QVY78HurV0psc279DEwTxHzAIz7z2X9jY2mv2T51/Gz55fRUSYv5EXk4G9vzwNZY++KRR81BfV4dvP3kbADBl7t9w6dxJlBS2XR9PHPhVEwRxcnXHs69/DHdvP83+MZNnYcaiO/HuS08gPzcLR3ZvQ9TNkxE6dIRR899fJR3fqwmCuPgPxNyn3oDUxk6zf8iUW3H403XITbyA8rxsXNz7Pcbc9nCnrlkjK8OhT9dBUVcDS1t7TP37S/AeFNliWpVKibrK9n13EHBoz8+aIEjgwMF48a1PYGunreszFy7De2ufRdyFs7iWnYFftn6Fux75P6Pmob6uDhv++4b6eguW4sLZE+0e7nKDhaUlRt882aj56s9ST+3TBEGc/AZg6hOvw8Jae/MTOnE+Tnz5GvKTYiDLz8blAz9gxKIHO3XNWlkZTnzxGhR1NZDa2mP8gy/AI6T1elyvpx57hEbCN2IsnPwHwtl/IKwdXBC/7ztc3v99p/LYn104vFsTBPEMDMHyF9+BlU7bPWrGIvz0/hqkx0Wj+FoWTu3cgmnLHzXKta3s7DFo1PhOnUMhr8e2d19GVVkJzKWWWPDocwgbM6nFtIIgoLK0uFPX6y9++/UnTRBkQGgY1r37eZM2ft7i2/HGy8/g4vnTyMlMx4/ffIkHVhj34VB9XS0+ffc1AMCcRctw/o/j7Q5kRESNxk0TJmNAaBgGDhoCF1d3fL/xc/ywuW8Oc2T/4z5KbCbCwxMDAQAqQcArvyQ2CYIAgLxBhZd/SUCNXP36HWN84WDVtbEvO0sJpgx2BaB+mr/rUssV684xvprtj46kNQuCAECNXInV2xM0Q2JWTgnughz3HWIRcH/jMCKVIODVPclNgiAAIFcKWLcnWdMLZOlIH9hbdnGZSyWYGKot872XOxesmh+pDaTtYW8QKJUN2LdtMwBAJBLhwafXNAmCAIC5hRQPPr0GUksrAMDRPT+jSmbcm8+dW/6H4oLrcHRxw+J72v9j7MjubZrtu1Y81yQIcoOjsysefPoVzd+/fNs3v1C7m0qpROz+H9R/iESY/MCzTYIgACAxt8CkB56FRGoJAEj8fRfqqtoX4GzN2R8/R321DCIzMWY9ub7VIAgAmJmJYe3g3Op+0lIqG/Dr9xsBqOv6yufWNvmBDAAWFlKseP5VTV0/+Os2VMpa7nVpqG2bP0NR/nU4u7pj2f0rjHpuak6lVCLhQGM7KRJh3D3PNAmCAIDY3ALj7nkGEgt1PU45vhv11Z2rxzHbv4C8sR5PWvFqq0EQQF2PrfTU46gljyBi3l3wjRgDaweXTuXLFKiUSvzx61b1HyIRbl2xqkkQBAAkFha49bFVMG9su88f3ImaXhRUPrnjG5TmXwMALFy5utUgCKBuz+xd3Lora72WsqEBP23ZAED9f/LU6vXN23ipFE+9uB6WjW383h0/QFZh3DZ+y1efoCDvGlxc3XH3w0906NiHHn8Wyx9YgTHjJ8PF1XhD9HoKAyF91E1BTnC2sQAAnEsvRVpRdYvpyqoV+O2yetJKqUSMyYO7tiGaG+EJqUQ9qdPZ9FIUtvA0XyQCRjbOb6ESBOxrpQcBABTK6nEuQz1G2dvRCiMMmLizvxgZoC3z6MxyZBTXtJiurEaBw0nq7qhSiZkmSNFVZoa7QypRNyXnMstQVNn2cInWBLlaI9xb/aUgq1Pg2JUio+SxL0u+dAGVFWUAgMHDRsEnoOWAoL2jM0bfop4IrUEhR+yfJ4yWh4yUBE1A485Hn4FlO7vnlpcWIz83CwBgY2ePyNGtP4EKCg2Hp696SF1aUly7epuYuutXYjW9LbwHD4eTd0CL6azsHRE8Sv0jVdmgQNalMwZfs7KkABkXTgEAQsZOhVtgqMHnoqYSYqMha6zr4cNHwzdwQIvpHBydMW7yTACAQiHHhTPGq+upyQn4bac6uHbfyme7ZIgdNVWQcgn1Vep67BE6DA5eLddjSztH+I+cCABQNSiQG3fW4GtWlxYi5+IfAIDAm6bAxT/E4HNRx2UmXERNYwAzKHwE3HwDW0xn4+CEIeOmAACUCgVSLpzurizqJa+rRczh3QCAgCHDO927xFTEXTyPinJ1Gx8ZdRP8g1pu4x2dnDFh6iwA6jb+3B/HjJaHlKTL2LNd3VPrkf9bBWsTb+MZCOmjxg7QRub/SNU/mdlpnf3jB3ZtpH7hCO2whl8vXm8xjaOVOazM1cGS0mp5s54sf5Vdoh1OMSHEdJ80jAnSTo56NkN/mZ9J1+4fG9TxlX46YoFuDw49Qa2OnutQYiHkxlj6po9LvKgdWzs0aqzetENHavdfvmD4j2RdDQ0N2PzRmxBUKgwfMxFR4ya3+9iyYu34cHdvP4hEIr3pPXzUPZ4EQcDlC4bfrJuKa4kxmm3f8JF60/rp7M9N0D/eX5+rZw5DENS99AaOmWrweai5eJ06O2zUOL1pdfdfOm+cutLQ0IAvP3gNgkqFkeMmYfT4KUY5L+mXn6ydKNMrLEpvWt39eUkxelLql/HnEU09DhzFcu5u6fHaNjg4crTetAN09qfH9Y45l5LPn0R9rfph3NDx03o4N31HrE5bHXXTzXrT6u6POWecAFhDgwIf/3sdVCoVxoyfjHG38Du8X80RolAoUFNTg7q6OlhaWsLa2hrm5m1P9NgXDXTXdptMytPfPTLxunb/AHfjT7hzQ4iHLYY0Ps0vr1Hg9+RWnubrvxdq8xqmKthNG7VNzm8+lEiX7v4Bbl0X7R3opp6YFQAqahU4cdXwMaBiETA7XDsr+u5OBlX6i2vZ2jleAgYO1ps2YGCYZvt6tuFzw+j67edvcC0zDZZW1rjzsX928GjDA1nXsrgCQVvKrmVptl3beKLrGqDtuVF2PdPga+ZfVc9HApEIroGhkNdWI+HoLmTEnERlkbrO2ji7wit0GMKn3gpHz+ZDoahlOZnaz3xQSJielECwzv5cI9WVXT9uQk5GKqysbXD/48916lxVsgq8vmolcjJSUV1dCWsbW7h5eCN82KjGyV992z6JiSjP09ZjZ3/9y4s669TzCp3jOqowVVuPXQJCIK+tRsrx3ci5eApVJepexNZOrvAIiUToxPmwZz02qqLcDM22V5D+ttsrWNt2F+VkGuX6JXm52Pzq/6Hkejbqa2thZWMLZy8/BIaPQNS0+bB11D+cMTtZu3iB94DBaFDIEXNkDxJOH0VJXg5USiVsHZ3hNzgCUdMWwGeA/t8upiIrQ9tWDwgdojftwEHhOscZPr+jru1bNyIr/SqsrG3w9/97wSjn7Ov6dCAkPj4ehw8fRkxMDNLS0lBWVtYsjZOTEwYMGICoqChMnz4dERERPZBT4wtw0c4Wfr2N5UULZPVoUKkgMTODv7NVl+VpkU5vkH3x+VC08jRfVtsAhVIFc7EZnKwtYGcp0dsrxN9Fm+dAl87Pkt5X6ZZdXoX+Mi+U1aNBJUBiJoKfU9eVue58HgcSClot8/YYP9BFM/TnamEVkvPbXmHGFBRcy9Fsu7jrX0bNydUNZmZiqFRKFF7PgSAIbfbC0CcvJxN7G+cnWXT3o3Du4HhQe0dtD6725KfgWrZmO19nm1pWUXhNs23non9pRRsnV4jMzCCoVKgouG7wZ6M46yoAwMLKBrLC6zj06TpUlzUNepfn5aA8LwfJJ/dh1ML7MGz2sg5fxxTl6Xzm21oy0dnNXVPX869ld7quX8vO0MxPsvS+x+Di1rmlOutqa5AQq316XVlRjsqKcqSnJGLv9u8wf+ndWHbfCpiJxZ26Tn9QqVOPbZz1/79bO2rrcWWh4fW4NEd9Y2VuaY3Kojyc/PI11PylHsvycyDLz0HqH/sROe8eDJm5tMPXoZaV5uVqth3c9C+Bbe/spinz0oJrna7rgHZ5Xs3fsnJUy8qRcyUep3d/j6l3PIKbZi9p9fi89BTNtqBS4euXV6IoN7NJmrKC6ygruI644wcwauZCzLhnJczMTLu+X8/VBi/dPb31pnXVaePzcjv/ey4nKx0/ffsVAOCuh1bC1b13Lsfc3fpkICQxMRFvvPEGLlzQdi0ThJZvwEpLS1FWVobo6Gh88cUXGDVqFF588UWEhel/2tLb2elMgFlWo9CbVqkSUF2vhIOVGczFZrCyEKO2E0uqtkRiJsKcCG1j3tqwmBv5ic+VISrAEWIzEeZGeOLH87ktpnW3k+KmIG1k2raLJ/7szWyl2vde3laZC0B1fQMcrMwhEZvBytwMtQqV3mM6Smwmwqxw7Y1xZ3twzDfiEJv+pKZa27vH1t5Bb1qxWAJLa2vUVFVCqVSivq4WlgYusahSqbD5ozfQoJAjYGAYpsy/rcPncHH3hJOrO8qKC1FdKUN89OlW5wnJvJqkmU8EAGqqGAhri7xG+39k+ZcJdP/KTCyGhaU16muqIKiUaKivg7llx4KkDQo55LXq+agElQoHPlqDWlkZ7N19EHrzDNi7eaGuWobs2LPITbwAQaXC+V82wkwsQcSM1n9Uk5ruZ97OQf98WGKxBFbWNqiukhmlrn/5/mtQKOQIDg3DzFs7F7hycnHDsFHjEDAgFA6OzmhoUCD/ei7O//E7cjJSoVIpsevHzSgvLcZjz67t1LX6A0Wtdo43aTvqsbmlNeQ36rG8DubSjtVjpUKuvaYg4Pjna1EnK4OdmzeCxk6HnasX6qsrkRt/FvlJMRBUKlzavRlmEgkGT13c4fdHzdXVaMvc2k7/97qZWAyplQ3qqiuhUiqhqK+DRQfbbl1OHt4IihgJd79gWNvZQyGvR3FuFpLOnUB5YR6UCgUOffspaqsqMem2+1o8R3WFNoiy46P1KM3Lha2TC4ZPngNXnwAo6uuQHnceSedOAoKA6IO/AhBh1n0dm5izv6mu0v6es2+rjZdIYG1jg6pKGZTKBtTV1sLK2vA2/uN/r4NCIcfAQUMwb/EdBp2nP+pzd5WHDx/Gs88+i/r6ek3ww8rKCgEBAfD09ISVlRUsLCwgl8tRW1uL/Px8ZGVlobZWPc9EdHQ07rzzTrz33nuYOrXvjo2yttBGVW+sqqJPA3XzQwAAIABJREFUvUIJWKmHCdl0QSBk0iBXzdP8pDwZrrTxNH9HzDVEBagbgSemDUBcbgWS8poO97CyEOONv4XDQqKdykY3GGBqOlzmOmmsLSSoVRg+iWlLJoa4wMlaXeZX8itxtbDlCXvbw9naHDcHqwNe8gYVfksoMEoe+4P6Ou0cOeYWFm2mt7CQogbqulRXW2PwzdGxfduRlhQPMzMx7n1iFczMDJtS6paZt2LXVvUs6d99+m94vRkIN0+fJmlkZaX4+v31TV6rqzX882QqFPXanmFi87Y/G2ILKdAYPFHU13Y4EKIbeFHU1UBRV4OAYeMw9e+rIZZoh6EOmTQfScf34o+tHwMAzv+yEUEjb4GtM1cN0KeuTjsBdrvqulSK6sYiqa0xvK4f2v0zUhLjYGYmxsP/95LBdR0AVj6/DqFDIls8x233/B2Hdv+MTZ/+G4JKhROH9mJo1BhMmDrH4Ov1Bw269VjSjnqsU9cb6mo7HAiR67StN+qxT8RYjH9wVZN6HHLLXFw9tQ/RP34KALi0azP8RkyAjRPrcWfJdb7XJe1ouyUWFkBjsdXX1hgcCLnn5ffgH9by6kCTb38QJ7Z/gz92fgcAOPXLtwiOiILfoOY96et0vgtK83LhPWAw7nzhLVjqrHY0fPIcXI05i58/+BdUSiWiD+7E0JunwidE/5CQ/qyuVtvGW7SzjW/8OYfa2mqDAyH7d25D8uVLMDMT4/FnX+lUG9/f9Km7ypycHDz//POoq6uDRCLBsmXLsGjRIoSHh0Osp3ulSqVCQkICduzYgZ9++gl1dXV47rnn8Ouvv8LXl+NUjWHhCG0Xr50X216Lel9cPhYM88KYYGfYWUqw+aFR2BuXj5isMtQ3qBDsZoOFI7zh5WCJnNIa+DmrK7+qlZ4/1P3m6fQA6mxvkNlDPSARqxvmU6klqKjVP4Euda2Swnzs+OZzAMD0W5fBf8Agg881Y9GdiD51FNez01FaXIB1/7gX46fPR2DoEIhEIuRkXMWpg7tQXSmDm6cPihqX4+ts118yvr/2vJTa2GPSA/9scvN0Q9ikebiWfBGZMX9ApWxA0vG9GL34/m7KKbVXcWE+ftz4CQBgzuI7EDjQ8LoOAIOHDte7f8aC21BdVYltm9Q31zu3fm3ygZDudmOS1BssbOwx9p6nW6zHIRPmouBKLHJiT0OlbEDqyX0YdmvLvQSo92stCAKol0ievPQBVFeUIfb3fQCAUzu34s5VbzZLK6i03wVmYgkWP/lykyDIDSFRYzF61hL8ue8nAMD5A7+YdCCkJxQV5OGbLz8CANx623IEh3C+Fl19KiT0zTffoKamBnZ2dvj++++xZs0aREZG6g2CAICZmRkiIiLwr3/9C99//z1sbW1RU1ODb775pptybnw1Oj06dHtMtEZqrv0/qjZybxBXWwvcPFD9NL++Qal3OdwbVALw7LZ4nGqcXNNCYobFUd5Yvzgc7yyNwGOTg+HlYImEazKs352sOU7Wxgoz/VmHy1wnTY3cuP9vLjYWGBt8o8xVOJBQ2MYR+s03YlClv5HqPPlRyNvu1SOXa5esNvQJ8Xef/Rv1tTVwcffErXc9YtA5dPPwf6++r5nIta62Bkd2b8NX767Fhv/8Cwe2b0F1pQxDo8Zi8b2PaY6zsbXr1HVNgbnUUrOtbEePL6XOZ6OjT5EBNOtBEjxqIiysWp+MefAt2hvc68mxHb6eqbG01NbXdtX1em15Gvqk8OuP3kJdbQ1cPbzwt3sfNegcHTX3b8thbaO+abqek4mCvJaHxpoKiW49bmhHPdap6xIDegb8te4HRN2itx4PuHm2Zrsg5VKHr0fN6fboaGhH292g0x5IDfxeb6+Jf7sXaHwQkZUUC4XO94Y2D9r8B0VEwVHPPCcjps7TbGcmmvb3gO5vMnlH23g9dVSfz95/A3W1NXD38MKdD6ww6Bz9WZ8KhJw4cQIikQgrVqwweNLTiIgIrFixAoIg4MSJE0bOYffRnVzUyVr/yjhiMxFspOpAiEKpMvqwmPnDvCBp7Gb1e3Jxm8vh3lBZ14AnvruEJ7fG4lBCAfIr6lDfoISsVoFLOeV4c+8V3PtVNHQCzyipat4gm4qqeu3/q2NbZS4CbBqHESmUKqPPDzJ3qAckZuovyhMpxaisNzzQEu5lp1kRp1BWjz/bWBrY1FjbaAMCVbIKvWmVygbU1ai7XoolkiZBlPY6e+wA4qPVS7XdteI5g87xV86u7njxP1/ioX+uReTo8XBwcoFEYg5bOwcMjhyJh/65Fv9Y+x7kOl3E7Z1Md6ns9rLQeQJXV6V/9TCVUgl549ALM7Gkyc1Xe5lLrSDSmezONUD/Che6K9nIitruKWjqrG215VlZUa43rVLZgNrGeQYMreunju5H7Lk/AAAPPLEKlkao6+1hYSHFwMFDNX9fzzF89ZP+wFznBqe+HfVYoVuPLTpejyV/qcdOfgP0ptddyaaymA8qjMHSWlvmNZX6v9dVSiXqG4czmYklTQLgXcHOyRUunure8kqFAuWFzctcqvPd4xUU2my/LhcvX03gp7qirMmwIFOj+4BH1lYb39CAmmp1uUskElhadbx9PnZoHy6cPQUAePTp1Qado7/rU0NjCgrU8waMGjWqU+cZPXp0k/P1RVklNfBtXA3E29FS78oxHvZSTaAiu9T4DdBCndVi9E2S2pqTKSU4mVLS6n7d5V8TrulfNrY/yy6thY+jusy9HCyRV9F6UMjdXqoJVOSWGb/M50UarweH7iSp+y4XNAl8EeDh44fiAnW9KinMg6ue1STKiougUqkDne5evgYNLzl1cBcAwMHJBVlpV5CVdqXFdLXV2nHmv+/5CVaNX/ATZy6EvVPzpffMxGKMnTwLYyfPavXa17O1SwoGtrF8KAEO7j6aG5PKkgLYubY+C3x1WTEElTogau/uZdBnQyQSwcHDG+V56pWM9D1F/ut+Oed8aZOXjz+K8tV1vaggD256VhUoLSrU1HVPbz+DyvPY/l8BAI7OLshMTUZmanKL6WqqtfMBHNy1DdaNdX3qnEVwMDBgqTvxc02V6X6vA4Cduw+qG5esrS4tgK2eFaBqyrX12NbN8Hps5+4NWX776rG5pXa/gvXYKJy9fFHeuNx4RVG+3h4VstIiTZk7e3h3y7BRK51Je+trms/55+Llh/JCdXBb2o6eClIrG00ApK6mulOTvfZl3r4BKMhTD/8tzL8OD6/W2/hi3Tbex7A2/tDeXwAATs6uSE9JRnpKy218tU4bv++XHzQBm5nzl8DRuX8/lOpTgRBLS0vU19ejurpzDfGN46VSqTGy1SNSC6swfqD6wxnmZY/ozNYji0O8tQ1aWqFxV2IY5ueAIFd1I3i9vBZn043/NH9koHZm5Zhs/RHU/iy9qBrjGoejDPa0Q0x2608RBntqo85pRcb94RLhY69Zxjivog7nM5svW91eUokZpodpV57ZG8+nTX/l4x+MhJg/AQBZqckYFBHVatqs1CTNtrd/sEHXuzEPREVZCX7d8kW7jjm483vNduTo8S0GQtoj5fJFzXbIEP1zDRDg5BOA3ET16mnF2VfhPaj18d/FWdrlDp28Aw2+prNPkCYQ0lZwQ3d/WzdbBPgFDkDchbMAgIyrSRgybGSradOvauu6b4D+J/qtEaCu6+WlJfhp8+ftOmbv9u802yPGTDA4EKLbu83axIfBOXoFID8pBgBQmp0Kj5DW63Fp9lXNtoNXgOHX9A7UBELaqseKOu1+c9Zjo3DzDUJ6XDQAIC/jKgL0fN/pLlXr5hfY1VkDANTq9EyStjD3h7t/ENIunQMATW8Vfep1JgnV7Q1jagKCBuDieXWP27SURESMaP3BfuqVBJ3j9Pe+bFXj77my0mJ89/Wn7Tpk57ZvNdujxk3s94GQPjU0JjAwEACwffv2Tp3n559/BgAEBQV1Nks95kyqNuBwY36O1uju/yO19Z4XhtDtDbL7Uj6MPZepo7U5bgl1BQDIahU4mtS5uSj6sj8ztAGHMUFOetPeCJgAwNkMwwMVLVnwlx4cnSnyKYNcNUtBX8wpR04X9F7p68Kjxmq2bwREWnO58SYKAIaOHKsnZe9zLSsdmY03d54+/ggJH9bDOer9fIZob5SvJVzQkxLI0dnvG976DXZbfIdqf7gVZ6XqTVuse9Pm4aMnJQFA5Mhxmu04nbrckkvRZzTbw0aP05Oy91HI5UhNvqz528vHvwdz0/M8w7TB7fzki3pSAnmNARMA8AprPSjeFq8h2npclpOmN21ptrae27u3/gSb2i84Uvv/fyMg0pq0uPM6x43usjzdUFlWgpJ89bw9Yok5HFzdm6UZMOwmzXZeRkqz/bpK8nI1wzJtHV1MtjcIAIy46WbN9sXzZ/SkBGLOndZsR+kcR8bVp3qEzJ8/H7Gxsdi7dy/c3Nzw9NNPt2v5oRvkcjnef/997N27FyKRCPPnz+/C3Hat85llKK2Ww9nGAmOCnTHAzabFJ/9ONuaYPVTdzbJOocSx5CKj5cHS3Awzw9XnVgmCQcNi2vLPmSGwapzo9cfzuagz8lwXfcmFLG2Zjw50QpCrNTKKa5qlc7I21/SyqFMocSKl2Gh5kErMMG2weuk8lSBgTyeHxeiuPNPZc/VXgyKjYOfghMqKMiRdOo9rWenwCWje20NWXorzJw8DUC+9OXzMRIOu99yb7Xtq8MJDi1HSOHb4zQ079A7ZaYtKqcQPX7yn+Xvm4rsMPpcp8R40DJZ2DqirrMC15FiUXc+Ck3fzp8S1snKkRx8HoF56M2CY4TfOAcPGQWIhRYO8HunRJzB68f2t9vZIPrlfs92Z4IupGDJ8JOwdnCCrKMPli+eQm5kG38DmvT0qyktx5thBAIC5hRQjxxlW11/59//ale4f996K4gJ1N/gPN/+qd8hOe+zb8Z1muI2njz88ffw6db6+ziMkElJbB9RXVSD/Siwq8rJa7O1RV1mO7Avque3E5hbwjTQ82O0bMQbRFlIo5fXIijmJyAX3tlqP007/ptn2CmM9NobAIcNhbe+IGlk5MhJiUJSbCTffwGbpqivKkHjmdwDqZXZDR3b9DfHJHd9oehL4D45sMXDhPygCds5uqCwtQkZ8DMr1DO+5eHSvZjt4WOemNujrIoaPgoOjEyrKy3Dpwp/IzkiDf1DzNr68rBSnjh4AoJ5T6abxkw263usfbmhXukdun4vCxjb+i+/36h2y09/0qR4hd9xxB8LCwiAIAjZt2oTJkydj/fr12L9/P65cuYKKigrNLLxyuRwVFRW4cuUK9u/fj9deew2TJ0/Gpk2bAABhYWG4/fbbe/DddI5SJWDDiUwAgJlIhPWLh2ierN9gITHD+kVDYG2hfv3Hc7mtLku6blEYYtdOQ+zaaXhscvt6yswY4g7bxgk5ozPL9M5T0pIIX3uYi1se82YuFuGfs0KwYLj65iq9qBpfNr5fU6UUgE1nsgGoy/xf8wfDTvqXMheLsGbeYFhbqINHP8dcb3WlnVfmDcLZFybh7AuT8PCE9nWxnTbYTTMJa0x2OfIqOlbmurwcpBgZoB72VF3fgCNGDNL1J2KxBHOXqZcrFAQBX7+/DtV/mVBPIa/HxvfXo75xDO6Uebc1GYOv6+v31+ORBePwyIJx2LW1fV+SnXU14RJUypYnaa6tqcaG915Fcpy6x8KgyJGYMHNBt+SrrzMTizF8zh3qPwQBxzb+B/XVTedbaFDIcXzTu2honIh2yOQFsNQZ/63r+KZ3seHROdjw6Bxc2L2lxTRSa1tEzFgCAKivluH4xnehbFA0S5d0Yh8yY9QTcUqklgibNK9ZGmpKLJZg4Z0PAFDX9U//vRZVlU3rulxej8//vVZT12feuhR29o7NzgUAn/9nLZbPGo3ls0bj52/bN8ytM3Zu/RrXdOb5acnhPdvx02ZtAGZR4/s1ZWZiMcJnLVP/IQg48+17kP9lXgalQo6z376PBrm6HodMnA+pTcv1+Oy37+P7J+fj+yfnI37fdy2msbC2xeCpiwEA8moZzn77fov1OPXUfuTEqp9MSywsMXDCXIPeIzVlJhZj/MLl6j8EAbs+exu1f2275XLs+vwdKBrb7lEzF8LaruXv9d2fv4PX75qO1++ajhPbN7eY5vcfNqCiuPW5EVUqJY7/vKlJ4GL8ouUtphWZmalXlwGgUjZg58evo66FuUSuxpzF+QM71MeIzDBmzm2tXt8UiCUSLL37YQDqNv6DN19p3sbX1+PDN19BXWMbP3fx7bB3aLmN//DNNVg4eQQWTh6B7ze2b3gjNdWneoRIJBJs2LABK1euxKVLl1BaWoqtW7di69at7Tr+xtj34cOH45NPPoFE0qfefjPbonMxbYgbRgY4YYi3PbatGIPt0deQXVoDD3tLLIry1kw0mlZYhS9P6P+B0lELR2gjhjsvdnxFgEcmBmGYnwNOXS3G5WsyFFfKYWluhmA3G8wM94BP42SwBbI6PPX9JcgbTLc3yA07Yq5jyiBXjPBzxGBPO3z74EjsjM1Dblkt3O2lWBDpqZmzJb2oGhtPG3c2ft2JTY3RG8SscfKnI8lFJt3bpy2T5yxBzOljuJoQi+y0K1j35L2YOHsR3L19UVZciFOHdiMvJxMA4OUXhHm3966biy2fvoPqKhkiR90M/wGDYOfgiNqaauSkX8X5U4dRWa4evuUTEIy/P7euWyaD6y/CJs1DZswfyE+9jJLsVOxY/zgGT5wDezdvVJcXI+WPA5o5PRy9/DFi3p2dvuaw2cuQczkaxVlXkXXpDLa/ugKDxs+Enasn6muqkBV7BrkJ2u7eE+56ElZ2Lf+Qo6ZmzL8N50/9juTLF5GZmozVK5Zj2twl8PD2RWlxIY4d2KUJNvj4B2Hx8od6OMdaf548jG2bP0PgwEEIi4iCt38gbGzt0dCgQMH1XJw/9TuyM7TDpSZMm4OJM/puz1xjGjhhLnJiT6MoLQFlOWnY/9aTGDh+NmxdvVBTXoz0s4c0c3rYe/ojfFbnH+QNmXEb8hIvoDT7Kq7Fn8X+Nx5H8NgZsHX1hLymCrlxZ5GXpB1SN/qOx2HZyo14aU4aci+dbvJaYap2+FPupdOoKm76O/HGtUzVyOkLkHzuJHKuxCM/8yo2rP47RkydD2cPb8hKi3Hp2H4UX1c//HL1CcD4RZ3rKXnhyG6c3vMjfEOGwC90KJy9fCG1skGDvB7F17KQ+OdxzQSoADB+4XIEhLU+RHXYxFm4Ev0HUi+exbXUJPzv+YcwfPJcuPn4Q15fh/S4aCSdO6HpXTJp6f1w9+u7UxIYy+yFS3H6xGEkxl1EWkoS/u+h2zFrwd/g5eOHkqICHNq3E7lZ6jbeLzAYy+55uIdz3FT61WScPn6kyWsJcdp24szJI8i7ltNk/4x5i+Dh1TuHx/a5SICLiwu2bt2K7du3Y+PGjcjIaP/NfVBQEB588EEsWbIEYrG47QN6uQalgKe+j8N/lkVgTLAzvBws8cS05l2sEq/L8MyPcaiqN96yub5OVohqfJpfWafAkUTD5u5wsDLHvEgvzItsuVv9uYxSrP01qcO9TfqrBpWA539OwBuLh2B0oBM8HSzx2KTmXyzJ+ZVYtSMB1UYscx9HSwz3U/8IqqxrwO9XOjfkRndYTGdXnunvJObmePzlt/H5my8iOe4CSosLsHNL827t/gMGYeWLb8HapvnkZj2torQYJxtXpGlJ1M1TcPfK52HXypMPaplYYo4ZK9fgyP9ex/Url1BdVoQLv37TLJ2L/0DMWPGKUSYtlVhYYtaT63D0izeRlxIHWeE1nP9lY/O8mUsx/q7HMXDM1E5f01RIzM3xzNr/4MPXViEhNholRQXYtvmzZukCBw7GM//6d6+s65mpV5CZ2vJqUwAgFoux4Pb78Le7H+nGXPVuYok5Jv79FZz66g0UpMShpqwIcXu+bZbOyW8Abnn4JaPV40mPrcUfG99C4dV4VBZdx6XdzXsTiM2lGHX7SgSOntLqucqvZSDhwI+t7r92+RyuXT7X5DWPQcNMOhAilphj6T/XYceH65CZcBGykiIc/6l5O+oZGILbnl4LyxYmLe0wQUBuSgJyUxJaTWIutcSUOx7G6JmL9J5KZGaGJf94Bbs/fxtJf55AVVkJTv3S/DMrMjPDpNvu1/aAMXHm5uZ46fUP8Pa/nkNczDkUF+bju68+aZZuQGgYVq9/t8mSu71BRmoKftrSem/i86dP4PzpE01eGzZyDAMhxiQWi7Fs2TIsW7YM6enpiImJQVpaGgoKClBdXY36+npIpVLY2NjAw8MDAwYMQFRUFIKDDVtFoTerrGvAo99cxMxwd8wf5oXBnrZwtLaArE6BtMJqHLhcgF9j86A08pqktw730jzN/+1yAeoN6K3x6e/pSLgmw8hAR/g4WsHZ1gIqlYDiKjku5ZTjwOVCo0/u2h9U1jfgyR/iMH2wG2YP9UCohy0crcxRWdeA9OJqHE4qxJ64fCiNPHGtbg+OQ0mFBpX5DaMCHOHlYAkAyCypQfw1WRtHkI2tPZ557SNEnzqCM0f3Iyc9BVWyCljb2sHbPwijJ87A+OnzIBb3vmb9rhXPIj76DFITL6G0qACyijKYW1jA0dkVg4ZGYczkmRg4hJOjGkpqY4c5T7+J9OgTSP3zKEpy0lBXVQGptR2cvPwRPHoSQm+eCTMjPgCwsnPE3GfeQsaFk0g7dwzF2amorSyDxFwKO1dP+IaPwpApC2Dj2L9nnO8Ktnb2ePGtT3H2+CGcOrIfmWlXUCkrh42tHXwDgjFu0kxMmrWg19X1Fc+vQ3J8DK4mxSM3Kx2VFeWoqqyAoBJgY2cPH/8ghEVGYfKsW+HcwgSMps7C2hZTnngd2TEnkXn+d5TlpqG+WgYLK1s4ePnDP2oigsfOMGo9trRzwNQn30DOxVPIjD6Ostw01FWWQWwuha2LJ7zCohAyaT6sHViPu4KVjR2Wr34HSWePIf7UYeRnpaK2UgZLG1u4+QZiyNjJGDZptlHK/M5Vb6mDIFcTUZqfixpZBWqrZBCZmcHK1h7u/kEICo9C5MSZTZbP1cfcQool/1iDtLjziD9xELmpSaguL4WZWAIHV3cEho/AqJkL4ezp2+n89ye2dvZY9+7nOPX7QRw7uBfpqcmQVZTD1tYe/kEDcMvUWZg2+1aI+/jIhb5AJAjGXufDdAxfe6TtRNSvWFqyUTI17yyJ6OksUA/487rpLtVtqqYGuvZ0FqgH7E5pfd4E6r+CnS17OgvUzW7yYUDPFA32sm51X5+aLJWIiIiIiIiIqDMYCCEiIiIiIiIik8FACBERERERERGZjD474UFOTg6OHDmCnJwcmJmZYcCAAZg2bRrc3NzaPDY3NxcvvvgiRCIRNm9ueb1tIiIiIiIiIup/+mQg5L333sPXX38NpbLp0qBvvPEG7rrrLjz11FOQSqWtHl9bW4tz585B1LgCBhERERERERGZhj43NObtt9/Gl19+iYaGBgiC0OSfXC7Hpk2bsHjxYqSlpfV0VomIiIiIiIiol+lTgZDExERs2rQJAODq6oo1a9Zgz549+OWXX7B69Wr4+vpCEASkp6dj+fLluHjxYs9mmIiIiIiIiIh6lT4VCPnhhx8gCAIcHR3xww8/YPny5Rg4cCDCwsJw3333Ye/evbj//vsBABUVFXjwwQdx8uTJns00EREREREREfUafSoQEh0dDZFIhAceeAC+vr7N9kulUrzwwgv44IMPYGlpidraWqxcuRK//fZbD+SWiIiIiIiIiHqbPhUIyc/PBwCMHj1ab7rZs2dj48aNcHBwgEKhwD//+U9s3769O7JIRERERERERL1YnwqEyOVyAICFhUWbaUeMGIEtW7bA3d0dSqUSL7/8MpfKJSIiIiIiIjJxfSoQ4uTkBADIy8trV/qQkBB899138PPzgyAIeOutt/Dxxx93ZRaJiIiIiIiIqBfrU4GQgQMHAgAuXLjQ7mP8/PywdetWhISEQBAEfPLJJ3jvvfe6KotERERERERE1Iv1qUDIyJEjIQgCfvvtNwiC0O7j3NzcsGXLFkRGRkIQBBw7dqzrMklEREREREREvVafCoRMmjQJgHrS1MOHD3foWAcHB2zatAljx47tUBCFiIiIiIiIiPqPPhUIiYiIwMiRI+Hn54cdO3Z0+Hhra2t88cUXmD59ehfkjoiIiIiIiIh6O0lPZ6Cjvvvuu04db2FhwQlTiYiIiIiIiExUn+oRQkRERERERETUGQyEEBEREREREZHJYCCEiIiIiIiIiEwGAyFEREREREREZDIYCCEiIiIiIiIik8FACBERERERERGZDAZCiIiIiIiIiMhkMBBCRERERERERCaDgRAiIiIiIiIiMhkMhBARERERERGRyWAghIiIiIiIiIhMBgMhRERERERERGQyGAghIiIiIiIiIpPBQAgRERERERERmQwGQoiIiIiIiIjIZDAQQkREREREREQmg4EQIiIiIiIiIjIZDIQQERERERERkclgIISIiIiIiIiITAYDIURERERERERkMhgIISIiIiIiIiKTIRIEQejpTBARERERERERdQf2CCEiIiIiIiIik8FACBERERERERGZDAZCiIiIiIiIiMhkMBBCRERERERERCaDgRAiIiIiIiIiMhkMhBARERERERGRyWAghIiIiIiIiIhMBgMhRERERERERGQyGAghIiIiIiIiIpPBQAgRERERERERmQxJT2eAul9ycjK+/fZbnDlzBkVFRbCzs0NISAgWL16MhQsXQiQSdfoaVVVV2LJlCw4cOICcnBwolUr4+Phg2rRpuPfee+Hi4mKEd0Id0ZXlLpfLkZiYiPj4eMTFxSEuLg5ZWVkQBAE+Pj44evSoEd8J3dCVZVpcXIyjR4/izJkzSEpKQn5+PhoaGuDk5ITw8HDMnj0b8+bNg7m5eavnyM3NxbRp09p1vSc+U52CAAAerklEQVSeeAJPPvmkwfklra78XLzwwgv45Zdf2pX2ypUrBl+HmuqqMt2xYwdWr17doWNaqqus6z2jO37PRUdH46effsLFixdRWFio+R4YMmQI5s+fj3nz5sHMjM9Vu1N3lPsff/yhKfeSkhLY2NggKCgIc+bMwZ133gkLCwsjvBO6oa+UaX5+PjZv3oxTp07h2rVrUKlU8PDwwIQJE3D33XcjKCio0/nsTiJBEISezgR1n++++w5vvvkmFApFi/snTJiAjz/+GFZWVgZfIy0tDY8++ihycnJa3O/i4oKPP/4YUVFRBl+DOqary3316tXYsWNHi/sYCOkaXVmm27Ztw9q1a6FUKvWmCw8Px0cffQQfH58W9/PmqPt1dV1nIKT7dWWZGhIIeffddzF//vwmr7Gud7+urusqlQrr16/H1q1b9aYbMWIE/ve//8HBwcGg61DHdHW5y+VyvPTSS9i1a1eraUJCQvDFF1/A29vboGtQU32lTPfv34/Vq1ejtra2xf2WlpZYt24dFi5caFA+ewIDISbk6NGjWLlyJQRBgLu7O1asWIGhQ4eipKQEW7ZswalTpwAAs2bNwn//+1+DrlFZWYklS5YgOzsbIpEIy5cvx6xZsyCRSHDy5Els2LABCoUCjo6O2LFjR6s3UGQ83VHuujdHNjY2CA8PR0ZGBoqKihgI6QJdXaaffvopPvzwQ1hYWGDKlCmYMGECgoODYWVlhfT0dGzZsgWxsbEAgICAAPzyyy+wsbFpdh7dm6OnnnpK742Si4sLe4p1UnfWdXd3d3z11Vd604aGhhp0DdLq6jKVyWTIz8/Xm0YQBNx7770oLy+HjY0NTp8+DUtLyyZpWNe7V3fU9c8++wwffPABAPX3+gMPPICoqChYW1sjIyMDGzduREpKCgD1jVpb7QF1XneUu+6DreDgYDz00EMYPHgwamtrceLECWzevBn19fUIDQ3Ftm3bOvXglPpOmZ49exYPPvgglEolpFIp7rvvPkycOBFWVlZITk7Ghg0bkJGRAYlEgg0bNmDcuHGG/6d0J4FMglwuF6ZOnSqEhoYKo0aNEnJzc5vsVyqVwhNPPCGEhoYKoaGhwunTpw26znvvvac5x+bNm5vtP3TokGb/s88+a9A1qP26q9z37t0rbN++XUhJSRGUSqUgCIJw9913C6GhocKUKVM6/T5IqzvKdOPGjcK7774rlJaWtri/oaFBeOaZZzTX+Oijj1pMl5OTo0mzffv2DueD2q+76vqqVatYr7tJd5VpW/7880/NNV544YUW07Cud5/u+FzI5XJh1KhRQmhoqBAeHi4kJiY2S6NQKISlS5dqrhMXF2fwe6K2dUe5x8bGao5fuHChUFlZ2SzN2bNnhbCwMCE0NFT47LPPDH4/1HfKVKVSCXPnzhVCQ0OFsLAw4ezZs83SVFZWCgsXLhRCQ0OFOXPmCA0NDR3Oa0/goD4TcfDgQeTm5gIAHnvssWY9MczMzPDyyy9DIlFPG/P11193+BpyuRxbtmwBoH4SeM899zRLM336dEyaNAkAsGfPHhQWFnb4OtR+3VHuADB37lwsWbIEISEhHCvcxbqjTO+//34888wzcHJyanG/WCzGK6+8ohlPeuDAgQ5fg4yru+o6dZ/eUqa//vqrZrsvdXnur7rjc5GWlgaZTAYAmDJlCsLCwpqlkUgkePTRRzV/3+glSF2jO8p9586dmu1Vq1bB1ta2WZoxY8Zg3rx5AICNGzeioaGhw9chtb5SpvHx8UhNTQUAzJ8/H2PGjGl2DltbW6xatQqAuv34/fffO5zXnsA7FhNx+PBhAIBIJMKiRYtaTOPh4YGbb74ZAHDmzBlUVVV16Bpnz57VHKNvYp8b11epVBwy0cW6o9ype/WWMnV0dNQMfWhtPiDqPr3lc0HG0xvKtL6+XhPo9PLyavEHMHWv7vhc6M5V4Ovr22o6f3//Fo8h4+uOck9ISAAASKVS3HTTTa2mu+WWW4D/b+/uo6Ks8jiAf9FhSmV0AkUXyZeSHZWXLERBbS18i1QSI8qDLx0zXJXUk55WT8HZlUxdO+kuuKlboqghqCBFZAnLILr5AoahYFgqiImyICCCDTCzf8yZp0FgnGGGB8b5fv56mOc+z73j794RfnOfewFUVVXh7NmzJtVBv7OWmOruoV+uNT4+PnjssccAWM8XZEyE2Ihz584BAIYOHWrw2VwfHx8A2v/Q8vPz21WH/n0M1fHgNWR5YsSdxNWVYqr7xZezgDpfV+oXZBldIaYZGRm4e/cuACAwMNAiOxeQecToF0OGDBFirfvGujUlJSXC8eDBg02qg0wjRtyrqqoAaL/o6N69e5vl+vbtKxzn5uaaVAf9zlpiqrsHAIPtlEgkkMvlrd6jq+JvrzagtrZWWAztqaeeMlhW//yVK1dMqke/vKF6+vXrB5lMBkA7fYo6hlhxJ/F0pZhWVlYK93366acfWn7fvn2YMmUKPD09MXr0aMycORPr1q3D5cuXLd42W9MZ/eLOnTsIDQ3FmDFj4OHhgQkTJiAsLAyJiYlQqVTtvi9pdZWxrr/LgLGPxXCsdxyx+oVMJsPLL78MAMjMzMSlS5dalGlsbMTOnTsBAC4uLga/KSbziBX3nj17CvUZontsCoDwyASZxppiqrsHACEx3hbd+V9//bXN3WW6EiZCbMCtW7eE4wEDBhgs279/f+H4YSvJP0hXvmfPnkKioy26dui3jSxLrLiTeLpSTGNjY4UZIQEBAQ8tf/HiRZSUlEClUuHu3bsoKirC/v37MXPmTHz88cdQq9UWb6Ot6Ix+UVdXh5ycHFRXV6OhoQHl5eXIyspCREQEZsyY0eofTmS8rjDWKysrkZ2dDQDw8PAwKuEJcKx3JDH7xdq1azF8+HA0NDQgNDQUMTEx+O9//4u8vDwkJyfj1VdfRV5eHmQyGf7+978La0aR5YkVd90f3Pfu3UNhYWGb5XJyctpdB2lZU0z1EzH65R5UUFCAuro6ANrdxqyhb0g6uwHU8e7duyccP2ybK/2sn64zm1qP/j3aomuHftvIssSKO4mnq8Q0Pz8fsbGxAABnZ2fMmTOnzbJ9+vTBlClTMGbMGAwePBj29vYoKytDVlYWkpKS0NDQgH//+99oamoSFtoi04jZL+zs7PDss8/ixRdfhLu7OxwdHVFfX4/CwkIkJCSgqKgIxcXFePPNN3Ho0CGD6wtQ27rCWE9LSxMWzTNmNgjHescTs1/069cPX3zxBRISErBjxw5ER0c3O29nZ4fXX38dixYtarZWCFmeWHH39/fH119/DQDYunUrtm/f3uJxuJKSEmEr1gfbRsazppiOHj0avXv3Rk1NDQ4fPox58+a1GPMajQb/+Mc/mr1mDX2DM0JsgP40ZXt7e4Nl9TP69+/fN6me3377zag69OvRXUOWJ1bcSTxdIaZ37tzBihUr0NDQADs7O2zcuLHN/8SdnZ2RlZWF9evX45VXXsGoUaPg7u6OSZMmYd26dThw4AB69+4NQLsauv6CXGQ8MfvF2rVrceDAASxevBgTJkzAyJEj4e3tjblz5yI5ORmzZ88GoO0nH374ocn3J62uMNZ1u8VIJBLMmDHDYFmOdXGI3S++//57fPXVV83WCNDRaDRIT09HSkoKmpqa2nV/Mo5YcX/ppZeERdCVSiWWLFmC/Px8qFQq1NTUIDU1FXPnzkVdXZ3QDv7O2D7WFNMePXogLCwMgDa5MXfuXKSmpqKmpgYqlQr5+fn485//DKVS2ey9WEPfYCLEBugPoIet6q0/MB9//HGT6tGtFGzMyuG6enTXkOWJFXcST2fH9P79+1iyZAlu3LgBAFi+fDnGjx/fZnmpVGrwmw4PDw9EREQIP3/xxRcWaaetEbNf6P6YbY1EIkFUVJTwCEVmZiZu3rxpch3U+WP96tWr+PHHHwFodwlwdHQ0WJ5jXRxi9otdu3YhPDwcBQUFGDt2LHbv3o3c3Fzk5+cjJSUFISEhqKioQExMDJYsWcJtVDuQWHGXSCTYtm2bMJMvMzMTwcHB8PT0hI+PD1atWoVbt25hxYoVwiPwxswCp5asLaaLFi1CUFAQAO1jPatWrYKPjw88PT0RHBwMpVKJkSNHIjg4WLimV69eJrW1MzARYgP0O+LDFq7Rn3Jl6oebrh5jpm3p2mENg8RaiRV3Ek9nxrSxsRHLly/HDz/8AACYN28eli5davZ9p0+fLuxrb+jZU2pbVxrrEolEmBUCMKbt1dkx1c0GAYxfJPVhONbNJ1a/KCwsxObNm6HRaDB+/Hjs3r0bfn5+cHBwgFQqxfDhwxEVFYXw8HAAQFZWFvbt22dSHWQ8MT8PBg0ahKSkJLz99tvN1qYAAHd3d2zbtg1LliwR6jGUHKe2WVtMdTOAP/nkEzzzzDPNdgt84oknEBYWhvj4eGg0GuF1a+gbXCPEBpiyyI4pi/c8aMCAATh//jzq6upw9+5dgwum6trx4IAkyxEr7iSezoqpRqPBmjVrkJWVBUC7jeb7779v1j11unfvjiFDhuDChQtcPLmdutpYHzZsWKv1kfE6M6YajUbYLUYmk8Hf39/sewIc65YgVr9ISkoSFrV955132twiffHixdi1axfq6uqQnJyMN99806R6yDhifx706dMHq1evxurVq1FRUYGamho4OTkJf9jeunVLeOxB//OejGetMZ0+fTqmT5+Ouro6/O9//4NUKoWzs7PwGXH9+nUA2oTNH/7wh3a1VUycEWIDHBwchIHzsG2XjN0CtzXGbu9UXl4ubK9k7Cr0ZDqx4k7i6ayYRkVF4auvvgIATJo0CRs2bGix2JY5LHkvW9TVxjrjab7OjGlubq7w+NtLL71k0UdY2TfMI1a/0L925MiRbZaTSqVwc3MDoH2cijpGZ34eODk5YejQoc2+3S8oKBCOvby8zK7DFll7THv27IlBgwZhwIABQhJErVYLO9N4eHi0mUDtSrp+C8kinnvuOQDa/6gqKiraLKebrmpvbw9PT8921aF/H0N1PHgNWZ4YcSdxiR3TLVu2YP/+/QAAPz8/bN26FRKJ5SYTNjU14dq1awC0uxRQ+3Slsf7zzz8Lx4xp+3VWTHWzQQBg1qxZZt9Ph2PdMsToF/qf8Q9b+0N3vnv37ibVQabpSp/x3333HQBtIuzFF1/skDpswaMW05ycHFRWVgLQJtGtARMhNmLy5MkAtFNejxw50mqZ27dv4+TJkwAgPAtqCl9fX+GaI0eONHtOTF9ycjIAoFu3bhabckutEyPuJC4xY/rZZ59h+/btAIBnn30W//rXv5ot8GUJ33zzjTBDbPTo0Ra9ty3pKmO9sbGx2TZ8Pj4+Fq/DVnRGTFUqFb755hsAgKurK7y9vc26nz6OdcsQo1/ob3udm5vbZrnq6moUFRW1uIYsr6t8xhcXFwszRAMCAiCXyy1eh6141GIaExMDQDvbZebMmRZrX0diIsRGTJkyBQMHDgQA7NixQ5j2qqNWqxEVFSVk9hcuXNjiHtHR0VAoFFAoFM1+0dWRSqWYO3cuAKCoqAh79+5tUSY9PV1YZ2DGjBlwdnY2742RQWLEncQlVkwPHjyIzZs3AwCGDx+OnTt3mrxIV3p6usHzFy5cwLp164Sf58yZY9L96Xdi9Ivz58+jvLy8zTY0NjYiMjJSmBEyceJEuLi4tPs92brO+PzOzMxETU0NAO1aQMY+ysKxLh4x+sULL7wgHH/yySeora1tUUatVuOjjz4SdrzgzICOJdbngaH1e27fvo2lS5eioaEBMpkMq1atau/bIVhXTGtra3Hv3r1Wz6nVamzatAmnT58GALz77rtWsVAqwMVSbYZUKsUHH3yApUuXorq6Gm+88QaWLl0Kd3d3VFZWYu/evThx4gQAYNq0afDz82tXPYsWLUJaWhpKSkrw0Ucfobi4GNOmTYNEIsHx48fx2WefAQDkcjlWrlxpsfdHrRMr7uXl5cjOzm7xGqDdc/zBD+fnn3+eU6PbSYyYHjt2DJGRkQC0Y3XNmjUoKyszuKDX0KFDm+0fDwDLli3DkCFDMHXqVHh6eqJ///6wt7dHWVkZlEolkpOThW3h5s+fz2eNzSBGvzh+/Dh27tyJiRMnws/PD8OGDUPv3r1RX1+PgoICJCQkCN8Oy+Vyiy2oa6vE+vzW197dYjjWxSNGv3j++ecxZswYnDlzBoWFhQgKCsKCBQvg6ekJiUSCK1euID4+Xpgt4uTkxIVSO5hYnwc7duzA2bNnERAQgFGjRkEul6O6uhqnTp1CfHw8qqurIZFIsGnTJm54YCZriunVq1excOFCBAQEwNfXF08++SQaGxtx+fJlJCYmIj8/H4B2MVVrSnQzEWJD/P39ERERgQ0bNuD27dv461//2qLMhAkTsGnTpnbXIZPJsH37dixevBjXr1/Hvn37Wmyp5uTkhJiYGCELSh1LjLhfuXIFa9eubfVcVVVVi3NxcXFMhJiho2OakZEh7BhQVVVl1C+4GRkZrU6NvnbtGnbu3Nnmdd26dUNYWBhWrFjRrrbS78QY6yqVCseOHcOxY8faLPPUU09hy5YtGDx4cLvrIS0xYqpz584dHD9+HAAwatQoDBkyxKTrOdbFI0a/iI6ORnh4OM6ePYuSkhJERUW1Wm7gwIGIjo6Go6Nju+si44j1eVBUVCQktR/k5OSE9evXcwaQhVhTTGtqapCQkICEhIQW5+zs7BAaGoq1a9daxSKpOkyE2JjQ0FB4e3sjLi4Op06dQnl5ORwcHPDHP/4RQUFBeOWVV8xe1f3pp5/GkSNHsG/fPnz77bcoKSmBWq2Gi4sLJk2ahAULFsDJyclC74iMIUbcSVzWENNPP/0UeXl5yMvLw82bN3Hnzh3U19fDwcEBQ4YMgY+PD1577TX+wWxBHdkvZs+eDUdHR+Tl5aGoqAgVFRWoqqqCvb09HB0d4e7ujqlTp2LatGktZgdR+4k11tPS0oTHHAIDA026lmNdfB3dL+RyOeLi4pCeno7U1FRcuHABFRUVaGpqQp8+faBQKODv74+goCD06tXLgu+MDOnouIeEhMDBwQFnzpxBaWkpqqqqIJPJMGjQIEyaNAkhISFcF8TCrCGmQ4cORUREBE6ePInLly8Li7s6OzvD19cXwcHBVrnZgp2mrRUtiYiIiIiIiIgeMdYzd4WIiIiIiIiIyExMhBARERERERGRzWAihIiIiIiIiIhsBhMhRERERERERGQzmAghIiIiIiIiIpvBRAgRERERERER2QwmQoiIiIiIiIjIZjARQkREREREREQ2g4kQIiIiIiIiIrIZTIQQERFRl+Dv7w+FQgF/f//OborFREdHQ6FQQKFQ4PTp0y3Ol5aWCufXrFnTCS0kIiKyPZLObgARERERdYyamhrs2bMHADBixAhMnjy5k1tERETU+ZgIISIiInpE1dTUICYmBgAQFBTERAgRERGYCCEiIqIu4j//+U9nN0F0rq6u+Omnnzq7GURERDaFa4QQERERERERkc1gIoSIiIiIiIiIbAYfjSEiIqIWTp8+jfnz5wMAwsPD8c477+Dq1auIi4vDyZMncevWLchkMnh4eODtt9+Gt7d3s+uVSiXi4+Nx6dIlVFZWom/fvpg4cSKWLVuGfv36tVqnv78/bty4gYEDB7b6mEx0dLSw3kVcXBzGjh2LvLw87N27F+fOnUN5eTlkMhm8vLwQGhqKP/3pTxb+V2lOo9Hgyy+/RFJSEi5duoT6+no4Oztj3LhxmDdvHtzc3B56j9LSUkyaNAmAdg2PjRs3tlru2rVrOHDgAM6cOYOSkhLU19fDwcEBcrkc/fv3x6hRoxAQEIARI0a0uK9OcnIykpOTW9w7IyMDrq6upr59IiIiq8VECBERET3Ut99+i7/85S+or68XXrt//z4yMzOhVCqxfv16vPrqq2hoaEBkZCSSkpKaXf/rr78iPj4e6enp2L9/PwYPHmx2mz799FP885//hFqtFl6rrKyEUqmEUqnEsmXLsHz5crPraU19fT3Cw8Nx4sSJZq9fv34dCQkJOHLkCKKioixS18GDB/G3v/0NDQ0NzV6vqqpCVVUVrl27htOnTyMrKwspKSkWqZOIiOhRxkQIERERGXTx4kXs3LkT9vb2WLBgATw8PKBWq5GdnY2vv/4aGo0GERER8Pb2xt69e5GUlASFQoHAwEC4uLigoqICiYmJKCoqQnl5OdasWYP4+Hiz2pSYmIjU1FT0798fQUFBcHNzQ0NDA7Kzs5GWlgaNRoNt27bBx8cHfn5+FvqX+N3KlSuFJEivXr0QHBwMDw8PNDY24uzZs/jyyy/x/vvvY/z48WbVc/HiRURGRkKtVkMikWDq1KkYPXo0nJyc0NjYiPLychQUFODkyZPNrnNycsK2bdtQUVGByMhIAMDYsWOFWT4PliUiIrIlTIQQERGRQZmZmRg0aBD27NkDFxcX4fVZs2bBzc0NW7ZsQVNTE959910UFBRgzpw5iIyMRLduvy9FFhwcjJCQEBQVFeHcuXP48ccf4eXl1e42paamYvz48YiJiUHPnj2F14OCguDl5YUNGzYAAHbt2mXxREhKSgqUSiUAwMXFBXFxcXjyySeF87Nnz0ZwcDAWLVoklGuvw4cPCzNeNm/ejJdffrnVck1NTTh//rzwc48ePTB58mSUlpYKr7m4uHD7XCIiInCxVCIiIjLC5s2bmyVBdBYuXIhevXoB0M5ecHNzQ0RERLMkCKD9wzwsLEz4OTs726z2yOVybNmypVkSRGf+/PlCW0+dOoXGxkaz6npQbGyscLxp06ZmSRAdb29vrF692uy6iouLAQAymQwBAQFtluvevTuee+45s+sjIiKyBUyEEBERkUHu7u4YNWpUq+ekUik8PDyEn9944w1079691bL6C6r+8ssvZrVp1qxZ6NOnT6vnunXrBh8fHwCASqVCSUmJWXXpu379OgoLCwFo/13GjBnTZtnXXnsNvXv3Nqu+Hj16AADu3buHmzdvmnUvIiIi0mIihIiIiAx65plnDJ7v27evcOzp6WlUuerq6g5tU//+/YXjmpoas+rSl5+fLxw/7JEbqVTaYjcdU40bNw4AoFarMW/ePBw8eBCVlZVm3ZOIiMjWMRFCREREBsnlcoPnpVKpcPzEE08YVU6lUpnVJkP1PFjXb7/9ZlZd+m7fvi0cG7PzzaBBg8yqLzg4WJh1Ulpaig8++ADjxo3DzJkzERkZidTUVNy9e9esOoiIiGwNEyFERERk0IPrfRhiZ2fXgS35nSltsqS6ujrh+PHHH39oed2jLe0llUrx+eef47333sPAgQMBABqNBkVFRUhISMCqVaswbtw4rFu3DrW1tWbVRUREZCu4awwRERGRkfQXZ71///5Dy9fX15tdp1QqxVtvvYW33noLP//8M86dO4dz587h+++/R1lZGVQqFfbv34/c3FwkJCQYlaAhIiKyZZwRQkRERGQkZ2dn4Vi3o4shllyoFQCGDRuGkJAQbNy4EVlZWdizZ48wU+TSpUs4dOiQResjIiJ6FDERQkRERGQkLy8v4fjUqVMGy6pUKuTm5nZoe3x9fREZGSn8/GB9+o8QaTSaDm0LERGRtWAihIiIiMhIrq6uGDFiBADgwoULyMnJabPsoUOHLLpjTVt0M0IAoKmpqdk5/Ud5LPGYDhER0aOAiRAiIiIiEyxcuFA4fu+993Djxo0WZX744Qd8/PHHZte1ceNG5OXlGSwTHx8vHCsUimbn5HI5ZDIZAKCwsJCzQoiIiMDFUomIiIhMEhgYiNTUVGRlZeHGjRsIDAxEcHAwPDw80NjYiLNnzyIlJQV2dnZ44YUXoFQq213Xd999h9jYWLi6umLcuHFQKBRwdHSESqVCWVkZjh49isLCQgDapMfrr7/e4h6+vr44duwYSkpKsHLlSkydOlVIjgDAmDFjuMAqERHZFCZCiIiIiEy0detWhIeH4+TJk6itrcXu3bubnX/sscfw4Ycfori42KxEiE5paSkSExPbPD9w4EDExMSgb9++Lc4tW7YM2dnZuH//Po4ePYqjR482O5+RkQFXV1ez20hERGQtmAghIiIiMlHPnj3x+eefIyUlBUlJSfjpp59QX18PZ2dn+Pn5Yf78+XBzc0N0dLRZ9Rw+fBgnTpxATk4OCgoKcP36ddTW1sLOzg6Ojo5QKBTw9/fHrFmz2pzVMWLECCQlJSE2NhY5OTkoKyvjeiFERGTT7DR8WJSIiIiIiIiIbAQXSyUiIiIiIiIim8FECBERERERERHZDCZCiIiIiIiIiMhmcLFUIiIisgm//PILrl692u7rx48fjx49eliwRURERNQZmAghIiIim5CWloaYmJh2X89tZomIiB4NfDSGiIiIiIiIiGwGt88lIiIiIiIiIpvBGSFEREREREREZDOYCCEiIiIiIiIim8FECBERERERERHZDCZCiIiIiIiIiMhmMBFCRERERERERDaDiRAiIiIiIiIishn/B/CFgnf9iLF3AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f = np.load(\"TrElections.npz\")\n", + "\n", + "results, hm = Clusterer.cluster_projection_grid_search(\n", + " f\"umap3_trials\", users=f[\"users\"], labels=f[\"labels\"],\n", + " # this means multiple clusters can be assigned the same label\n", + " allow_multiple_clusters=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}