diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml old mode 100644 new mode 100755 diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml old mode 100644 new mode 100755 diff --git a/.gitignore b/.gitignore old mode 100644 new mode 100755 diff --git a/LICENSE b/LICENSE old mode 100644 new mode 100755 diff --git a/MANIFEST.in b/MANIFEST.in old mode 100644 new mode 100755 diff --git a/README.md b/README.md old mode 100644 new mode 100755 diff --git a/nbs/00_core.ipynb b/nbs/00_core.ipynb old mode 100644 new mode 100755 diff --git a/nbs/01_minibatch_training.ipynb b/nbs/01_minibatch_training.ipynb old mode 100644 new mode 100755 index 4997bc8..3a651cc --- a/nbs/01_minibatch_training.ipynb +++ b/nbs/01_minibatch_training.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -92,7 +92,7 @@ "torch.Size([50000, 10])" ] }, - "execution_count": 6, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -151,7 +151,7 @@ " [-2.33, -2.55, -2.36, ..., -2.29, -2.27, -2.16]], grad_fn=)" ] }, - "execution_count": 8, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -173,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -193,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -211,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -220,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -235,7 +235,7 @@ " [-2.33, -2.55, -2.36, ..., -2.29, -2.27, -2.16]], grad_fn=)" ] }, - "execution_count": 12, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -270,7 +270,7 @@ "tensor([5, 0, 4])" ] }, - "execution_count": 13, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -281,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -292,7 +292,7 @@ " tensor(-2.36, grad_fn=))" ] }, - "execution_count": 14, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -312,7 +312,7 @@ "tensor([-2.20, -2.37, -2.36], grad_fn=)" ] }, - "execution_count": 15, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -323,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -332,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -341,7 +341,7 @@ "tensor(2.30, grad_fn=)" ] }, - "execution_count": 17, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -360,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -376,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -403,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -412,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -422,7 +422,7 @@ " torch.Size([50, 10]))" ] }, - "execution_count": 21, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -437,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -447,7 +447,7 @@ " 3, 9, 8, 5, 9, 3])" ] }, - "execution_count": 22, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -459,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -468,7 +468,7 @@ "tensor(2.30, grad_fn=)" ] }, - "execution_count": 23, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -479,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -489,7 +489,7 @@ " 3, 5, 9, 5, 9, 5])" ] }, - "execution_count": 24, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -500,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -510,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -519,7 +519,7 @@ "tensor(0.08)" ] }, - "execution_count": 26, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -530,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -540,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -550,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -569,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -616,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -627,7 +627,7 @@ ")" ] }, - "execution_count": 31, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -640,7 +640,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -649,7 +649,7 @@ "[('foo', Linear(in_features=3, out_features=4, bias=True))]" ] }, - "execution_count": 32, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -660,16 +660,16 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -680,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -695,7 +695,7 @@ " tensor([-0.01, -0.51, -0.39, 0.56], requires_grad=True)]" ] }, - "execution_count": 34, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -706,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -731,7 +731,7 @@ "Linear(in_features=784, out_features=50, bias=True)" ] }, - "execution_count": 36, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -743,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -756,7 +756,7 @@ ")" ] }, - "execution_count": 37, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -767,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -786,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -806,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -826,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -852,7 +852,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -874,7 +874,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -883,7 +883,7 @@ "{'l1': Linear(in_features=784, out_features=50, bias=True), 'l2': Linear(in_features=50, out_features=10, bias=True)}" ] }, - "execution_count": 43, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -895,7 +895,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -922,7 +922,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -938,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -947,7 +947,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -962,7 +962,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -975,7 +975,7 @@ ")" ] }, - "execution_count": 48, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -987,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -996,7 +996,7 @@ "torch.Size([50, 10])" ] }, - "execution_count": 49, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1021,7 +1021,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1037,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1052,7 +1052,7 @@ ")" ] }, - "execution_count": 51, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1064,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1097,7 +1097,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1106,7 +1106,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1124,7 +1124,7 @@ "(tensor(0.03, grad_fn=), tensor(1.))" ] }, - "execution_count": 54, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1136,7 +1136,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1149,7 +1149,7 @@ ")" ] }, - "execution_count": 55, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1167,7 +1167,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1184,7 +1184,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1193,7 +1193,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1202,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1237,7 +1237,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1246,7 +1246,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1257,7 +1257,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1266,7 +1266,7 @@ "tensor(2.33, grad_fn=)" ] }, - "execution_count": 62, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1278,7 +1278,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1338,7 +1338,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1351,7 +1351,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1362,7 +1362,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1376,7 +1376,7 @@ " tensor([5, 0, 4, 1, 9]))" ] }, - "execution_count": 66, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1390,7 +1390,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1399,7 +1399,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1453,7 +1453,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1465,7 +1465,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1475,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1484,7 +1484,7 @@ "torch.Size([50, 784])" ] }, - "execution_count": 71, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1496,7 +1496,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1506,7 +1506,7 @@ " 8, 3, 7, 7, 8, 4])" ] }, - "execution_count": 72, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1517,7 +1517,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1526,7 +1526,7 @@ "tensor(3)" ] }, - "execution_count": 73, + "execution_count": null, "metadata": {}, "output_type": "execute_result" }, @@ -1548,7 +1548,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1557,7 +1557,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1574,7 +1574,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1592,7 +1592,7 @@ "(tensor(0.03, grad_fn=), tensor(1.))" ] }, - "execution_count": 76, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1618,7 +1618,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1627,7 +1627,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1641,7 +1641,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1650,7 +1650,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1659,7 +1659,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1681,7 +1681,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1690,7 +1690,7 @@ "[0, 1, 2, 3, 4]" ] }, - "execution_count": 82, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1701,7 +1701,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1710,7 +1710,7 @@ "[47366, 5547, 46670, 9051, 30614]" ] }, - "execution_count": 83, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1722,7 +1722,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1731,7 +1731,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1742,7 +1742,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1755,7 +1755,7 @@ " [46226, 38662, 39153, 35562]]" ] }, - "execution_count": 86, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1767,7 +1767,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1778,7 +1778,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1789,7 +1789,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1799,7 +1799,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1809,7 +1809,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1818,7 +1818,7 @@ "tensor(3)" ] }, - "execution_count": 91, + "execution_count": null, "metadata": {}, "output_type": "execute_result" }, @@ -1841,7 +1841,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1850,7 +1850,7 @@ "(torch.Size([50, 784]), torch.Size([50]))" ] }, - "execution_count": 92, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1861,7 +1861,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1870,7 +1870,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1896,7 +1896,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1906,7 +1906,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1919,7 +1919,7 @@ " tensor([1, 1, 1, 0]))" ] }, - "execution_count": 96, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1930,7 +1930,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1943,7 +1943,7 @@ " tensor([1, 1, 1, 0]))" ] }, - "execution_count": 97, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1954,7 +1954,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1974,7 +1974,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1986,7 +1986,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1996,7 +1996,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2379,21 +2379,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "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": "3.11.9" } }, "nbformat": 4, diff --git a/nbs/02_datasets.ipynb b/nbs/02_datasets.ipynb old mode 100644 new mode 100755 index 1f5f33c..844344f --- a/nbs/02_datasets.ipynb +++ b/nbs/02_datasets.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "da7e553f", "metadata": {}, "outputs": [], @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "3a5b2d33", "metadata": {}, "outputs": [], @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "579a712f", "metadata": {}, "outputs": [], @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "45dc4dc7", "metadata": {}, "outputs": [], @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "84a947f2", "metadata": {}, "outputs": [], @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "95ce04f5", "metadata": {}, "outputs": [ @@ -100,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "7b8e6589", "metadata": {}, "outputs": [ @@ -111,7 +111,7 @@ " 'label': ClassLabel(names=['T - shirt / top', 'Trouser', 'Pullover', 'Dress', 'Coat', 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot'], id=None)}" ] }, - "execution_count": 7, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -122,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "1671912b", "metadata": {}, "outputs": [ @@ -133,7 +133,7 @@ " 'test': SplitInfo(name='test', num_bytes=5235160, num_examples=10000, shard_lengths=None, dataset_name='fashion_mnist')}" ] }, - "execution_count": 8, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "eacdc83c", "metadata": {}, "outputs": [ @@ -163,7 +163,7 @@ "})" ] }, - "execution_count": 9, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -175,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "6ef15b80", "metadata": {}, "outputs": [ @@ -186,7 +186,7 @@ " 'label': 9}" ] }, - "execution_count": 10, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -198,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "bebfe2a9", "metadata": {}, "outputs": [], @@ -208,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "2ef65b83", "metadata": {}, "outputs": [ @@ -218,7 +218,7 @@ "('image', 'label')" ] }, - "execution_count": 12, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "4c7b6fcc", "metadata": {}, "outputs": [ @@ -241,7 +241,7 @@ "" ] }, - "execution_count": 13, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "3db1778b", "metadata": {}, "outputs": [ @@ -264,7 +264,7 @@ "[9, 0, 0, 3, 0]" ] }, - "execution_count": 14, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -277,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "e54b5bcc", "metadata": {}, "outputs": [ @@ -287,7 +287,7 @@ "ClassLabel(names=['T - shirt / top', 'Trouser', 'Pullover', 'Dress', 'Coat', 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot'], id=None)" ] }, - "execution_count": 15, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -299,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "fcef590a", "metadata": {}, "outputs": [ @@ -313,7 +313,7 @@ " 'T - shirt / top']" ] }, - "execution_count": 16, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -324,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "953cac0f", "metadata": {}, "outputs": [ @@ -334,7 +334,7 @@ "[9, 0, 0, 3, 0]" ] }, - "execution_count": 17, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -345,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "6b8790b8", "metadata": {}, "outputs": [], @@ -357,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "36b7be22", "metadata": {}, "outputs": [ @@ -368,7 +368,7 @@ " tensor([9, 0, 0, 3, 0, 2, 7, 2, 5, 5, 0, 9, 5, 5, 7, 9]))" ] }, - "execution_count": 19, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -381,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "45a6c6b4", "metadata": {}, "outputs": [], @@ -393,7 +393,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "7ce1985b", "metadata": {}, "outputs": [ @@ -404,7 +404,7 @@ " tensor([9, 0, 0, 3, 0, 2, 7, 2, 5, 5, 0, 9, 5, 5, 7, 9]))" ] }, - "execution_count": 21, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -418,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "1ad7ecde", "metadata": {}, "outputs": [], @@ -428,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "54cfb4a8", "metadata": {}, "outputs": [], @@ -443,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "8ffe8f17", "metadata": {}, "outputs": [], @@ -453,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "f8b1248f", "metadata": {}, "outputs": [ @@ -463,7 +463,7 @@ "(torch.Size([784]), 9)" ] }, - "execution_count": 25, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -475,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "d6e8c480", "metadata": {}, "outputs": [], @@ -486,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "07367168", "metadata": {}, "outputs": [ @@ -496,7 +496,7 @@ "(torch.Size([784]), 9)" ] }, - "execution_count": 27, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -509,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "42cd1354", "metadata": {}, "outputs": [ @@ -519,7 +519,7 @@ "(1, 3)" ] }, - "execution_count": 28, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -532,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "3c2e0bd6", "metadata": {}, "outputs": [], @@ -543,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "105f8d6f", "metadata": {}, "outputs": [ @@ -553,7 +553,7 @@ "(1, 3)" ] }, - "execution_count": 30, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -565,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "9dd178af", "metadata": {}, "outputs": [ @@ -575,7 +575,7 @@ "['image', 'label']" ] }, - "execution_count": 31, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -586,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "838cbf23", "metadata": {}, "outputs": [ @@ -596,7 +596,7 @@ "{'a': [tensor([1, 3])], 'b': [tensor([2, 4])]}" ] }, - "execution_count": 32, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -608,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "150eb14f", "metadata": {}, "outputs": [], @@ -622,7 +622,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "383173e9", "metadata": {}, "outputs": [ @@ -632,7 +632,7 @@ "(torch.Size([4, 784]), tensor([9, 0, 0, 3]))" ] }, - "execution_count": 34, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -653,7 +653,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "e9710424", "metadata": {}, "outputs": [ @@ -677,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "ef84d1b0", "metadata": {}, "outputs": [], @@ -702,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "id": "77221d36", "metadata": {}, "outputs": [ @@ -724,7 +724,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "id": "2209898e", "metadata": {}, "outputs": [ @@ -745,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "id": "27586e5e", "metadata": {}, "outputs": [ @@ -768,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "366112a5", "metadata": {}, "outputs": [], @@ -793,7 +793,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "id": "8018591c", "metadata": {}, "outputs": [], @@ -803,7 +803,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "id": "f53aae66", "metadata": {}, "outputs": [ @@ -874,7 +874,7 @@ "| kwargs | | | |" ] }, - "execution_count": 42, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -885,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "id": "20546a79", "metadata": {}, "outputs": [ @@ -908,7 +908,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "id": "aeaf024b", "metadata": {}, "outputs": [], @@ -938,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "id": "c422a7de", "metadata": {}, "outputs": [ @@ -960,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "id": "02f44439", "metadata": {}, "outputs": [], @@ -979,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "id": "91e0e2ac", "metadata": {}, "outputs": [], @@ -990,7 +990,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "id": "a7aacc2a", "metadata": {}, "outputs": [ @@ -1000,7 +1000,7 @@ "'Boot Top Top Dress Top Pullover Sneaker Pullover'" ] }, - "execution_count": 48, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1013,7 +1013,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "id": "33b9ac1b", "metadata": {}, "outputs": [ @@ -1034,7 +1034,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "id": "56422103", "metadata": {}, "outputs": [], @@ -1059,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "id": "686a88de", "metadata": {}, "outputs": [], @@ -1078,21 +1078,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "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": "3.11.9" } }, "nbformat": 4, diff --git a/nbs/03_convolutions.ipynb b/nbs/03_convolutions.ipynb old mode 100644 new mode 100755 index 94d5ea9..5378d8f --- a/nbs/03_convolutions.ipynb +++ b/nbs/03_convolutions.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -185,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -203,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -234,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -789,10 +789,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -804,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -813,7 +813,7 @@ "tensor(2.9727)" ] }, - "execution_count": 12, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -824,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -833,7 +833,7 @@ "tensor(-2.9570)" ] }, - "execution_count": 13, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -844,7 +844,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -853,7 +853,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -862,7 +862,7 @@ "tensor(2.9727)" ] }, - "execution_count": 15, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -880,7 +880,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -893,7 +893,7 @@ " [(4, 0), (4, 1), (4, 2), (4, 3), (4, 4)]]" ] }, - "execution_count": 16, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -904,7 +904,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -926,7 +926,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -937,7 +937,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -957,7 +957,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -992,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1028,7 +1028,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1037,7 +1037,7 @@ "torch.Size([9, 676])" ] }, - "execution_count": 22, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1050,7 +1050,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1059,7 +1059,7 @@ "torch.Size([9])" ] }, - "execution_count": 23, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1071,7 +1071,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1080,7 +1080,7 @@ "torch.Size([676])" ] }, - "execution_count": 24, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1092,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1113,7 +1113,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1131,7 +1131,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1149,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1167,7 +1167,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1178,7 +1178,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1198,7 +1198,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1209,7 +1209,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1229,7 +1229,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1238,7 +1238,7 @@ "torch.Size([16, 1, 28, 28])" ] }, - "execution_count": 33, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1250,7 +1250,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1259,7 +1259,7 @@ "torch.Size([4, 1, 3, 3])" ] }, - "execution_count": 34, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1271,7 +1271,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1280,7 +1280,7 @@ "torch.Size([16, 4, 26, 26])" ] }, - "execution_count": 35, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1299,7 +1299,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1320,7 +1320,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1398,7 +1398,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1409,7 +1409,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1418,7 +1418,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1431,7 +1431,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1440,7 +1440,7 @@ "torch.Size([16, 10, 28, 28])" ] }, - "execution_count": 41, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1451,7 +1451,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1471,7 +1471,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1487,7 +1487,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1496,7 +1496,7 @@ "torch.Size([16, 10])" ] }, - "execution_count": 44, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1507,7 +1507,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1518,7 +1518,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1535,7 +1535,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1549,7 +1549,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1570,7 +1570,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1608,7 +1608,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1617,7 +1617,7 @@ "Conv2d(1, 4, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))" ] }, - "execution_count": 50, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1628,7 +1628,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1637,7 +1637,7 @@ "torch.Size([4, 1, 3, 3])" ] }, - "execution_count": 51, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1649,7 +1649,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1658,7 +1658,7 @@ "torch.Size([4])" ] }, - "execution_count": 52, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1720,7 +1720,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1729,7 +1729,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1738,7 +1738,7 @@ "torch.Size([3, 1000, 846])" ] }, - "execution_count": 54, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1750,7 +1750,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1770,7 +1770,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1826,7 +1826,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1846,21 +1846,9 @@ "split_at_heading": true }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "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": "3.11.9" } }, "nbformat": 4, diff --git a/nbs/04_learner.ipynb b/nbs/04_learner.ipynb old mode 100644 new mode 100755 index 2047810..54debf1 --- a/nbs/04_learner.ipynb +++ b/nbs/04_learner.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "1b172ddd", "metadata": {}, "outputs": [], @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "7e8f8491", "metadata": {}, "outputs": [], @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "b2cfc67c", "metadata": {}, "outputs": [], @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "8c1d7be1", "metadata": {}, "outputs": [], @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "84a947f2", "metadata": {}, "outputs": [], @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "b22868a9", "metadata": {}, "outputs": [], @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "1ad7ecde", "metadata": {}, "outputs": [], @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "ad4d2ec0", "metadata": {}, "outputs": [], @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "9cb11029", "metadata": {}, "outputs": [ @@ -127,7 +127,7 @@ "(torch.Size([1024, 784]), tensor([5, 4, 9, 4, 3, 0, 6, 5, 7, 6]))" ] }, - "execution_count": 9, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -141,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "d733c9b0", "metadata": {}, "outputs": [], @@ -185,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "8edf58ea", "metadata": {}, "outputs": [], @@ -196,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "be2af2a1", "metadata": {}, "outputs": [ @@ -224,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "534c00e6", "metadata": {}, "outputs": [], @@ -237,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "ee43512e", "metadata": {}, "outputs": [], @@ -248,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "7439ca0b", "metadata": {}, "outputs": [], @@ -262,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "583ce114", "metadata": {}, "outputs": [], @@ -275,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "c2b41ea4", "metadata": {}, "outputs": [ @@ -296,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "01de6ea0", "metadata": {}, "outputs": [], @@ -343,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "38009cbf", "metadata": {}, "outputs": [], @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "7559838f", "metadata": {}, "outputs": [ @@ -374,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "e5c14d8e", "metadata": {}, "outputs": [], @@ -387,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "29310ca2", "metadata": {}, "outputs": [], @@ -406,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "f810c642", "metadata": {}, "outputs": [], @@ -427,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "092dd298", "metadata": {}, "outputs": [], @@ -438,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "87752b24", "metadata": {}, "outputs": [ @@ -448,7 +448,7 @@ "tensor(0.45)" ] }, - "execution_count": 25, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -462,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "4cdf18e8", "metadata": {}, "outputs": [ @@ -472,7 +472,7 @@ "(tensor(0.62), 0.62)" ] }, - "execution_count": 26, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -504,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "e67c006c", "metadata": {}, "outputs": [], @@ -515,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "ee473e22", "metadata": {}, "outputs": [ @@ -525,7 +525,7 @@ "tensor(0.50)" ] }, - "execution_count": 28, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -538,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "0c531ca0", "metadata": {}, "outputs": [ @@ -548,7 +548,7 @@ "tensor(nan)" ] }, - "execution_count": 29, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -560,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "6f8692bd", "metadata": {}, "outputs": [], @@ -576,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "678712dc", "metadata": {}, "outputs": [], @@ -607,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "339962be", "metadata": {}, "outputs": [], @@ -622,7 +622,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "f5ce9364", "metadata": {}, "outputs": [ @@ -652,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "e1732aac", "metadata": {}, "outputs": [], @@ -711,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "bee3643f", "metadata": {}, "outputs": [], @@ -736,7 +736,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "e9537f9f", "metadata": {}, "outputs": [], @@ -782,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "id": "b82dcb40", "metadata": {}, "outputs": [], @@ -792,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "id": "3b77daf3", "metadata": {}, "outputs": [ @@ -906,7 +906,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "id": "f1ddb822", "metadata": {}, "outputs": [], @@ -927,7 +927,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "33c1a1db", "metadata": {}, "outputs": [], @@ -991,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "id": "08159e02", "metadata": {}, "outputs": [ @@ -1087,7 +1087,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "id": "51fe2944", "metadata": {}, "outputs": [], @@ -1103,7 +1103,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "id": "c68148d5", "metadata": {}, "outputs": [], @@ -1121,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "id": "452eff1d", "metadata": {}, "outputs": [ @@ -1216,7 +1216,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "id": "ca5b9f65", "metadata": {}, "outputs": [], @@ -1240,7 +1240,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "id": "09da2d55", "metadata": {}, "outputs": [ @@ -1266,7 +1266,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "id": "313fcb31", "metadata": {}, "outputs": [], @@ -1285,7 +1285,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "id": "1dd3748d", "metadata": {}, "outputs": [], @@ -1316,7 +1316,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "id": "d50956a0", "metadata": {}, "outputs": [ @@ -1339,7 +1339,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "id": "2ff226c5", "metadata": {}, "outputs": [], @@ -1360,7 +1360,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "id": "c945e79f", "metadata": {}, "outputs": [ @@ -1389,7 +1389,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "id": "465118f0", "metadata": {}, "outputs": [], @@ -1408,21 +1408,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "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": "3.11.9" } }, "nbformat": 4, diff --git a/nbs/05_activations.ipynb b/nbs/05_activations.ipynb old mode 100644 new mode 100755 index f74a51c..49c42dd --- a/nbs/05_activations.ipynb +++ b/nbs/05_activations.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -72,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -157,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -277,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -361,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -382,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -417,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -434,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -444,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -455,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -464,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -542,10 +542,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -556,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -591,7 +591,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -604,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -617,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -627,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -636,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -718,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -748,7 +748,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -762,7 +762,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -781,7 +781,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -793,7 +793,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -802,7 +802,7 @@ "[1, 3, 2]" ] }, - "execution_count": 30, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -814,7 +814,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -830,7 +830,7 @@ "[1, 3]" ] }, - "execution_count": 31, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -842,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -861,7 +861,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -871,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -975,7 +975,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1000,7 +1000,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1009,7 +1009,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1093,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1123,7 +1123,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1138,7 +1138,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1223,7 +1223,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1234,7 +1234,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1256,7 +1256,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1268,7 +1268,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1298,7 +1298,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1328,7 +1328,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1337,7 +1337,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1421,7 +1421,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1441,7 +1441,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1461,7 +1461,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1488,7 +1488,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1508,21 +1508,9 @@ "split_at_heading": true }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "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": "3.11.9" } }, "nbformat": 4, diff --git a/nbs/06_initializing.ipynb b/nbs/06_initializing.ipynb old mode 100644 new mode 100755 index 46e9894..74fe76d --- a/nbs/06_initializing.ipynb +++ b/nbs/06_initializing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -74,7 +74,7 @@ "(torch.Size([1024, 1, 28, 28]), tensor([5, 7, 4, 7, 3, 8, 9, 5, 3, 1]))" ] }, - "execution_count": 4, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -141,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -243,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -263,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -322,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -335,7 +335,7 @@ " [nan, nan, nan, nan, nan]])" ] }, - "execution_count": 14, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -355,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -368,7 +368,7 @@ " [0., 0., 0., 0., 0.]])" ] }, - "execution_count": 15, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -401,7 +401,7 @@ " [ 0.33, -0.33, 0.03, -0.32, 0.62]])" ] }, - "execution_count": 16, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -435,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -444,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -453,7 +453,7 @@ "tensor(6.25)" ] }, - "execution_count": 18, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -464,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -473,7 +473,7 @@ "tensor(0.)" ] }, - "execution_count": 19, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -491,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -500,7 +500,7 @@ "tensor(47.19)" ] }, - "execution_count": 20, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -511,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -520,7 +520,7 @@ "tensor(5.88)" ] }, - "execution_count": 21, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -538,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -547,7 +547,7 @@ "tensor(6.87)" ] }, - "execution_count": 22, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -581,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -590,7 +590,7 @@ "(tensor(47.19), tensor(47.19))" ] }, - "execution_count": 23, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -637,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -646,7 +646,7 @@ "tensor([ 1., 2., 4., 18.])" ] }, - "execution_count": 24, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -657,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -681,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -690,7 +690,7 @@ "tensor([ 51.67, 35.81, 11.57, 275.08])" ] }, - "execution_count": 26, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -701,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -710,7 +710,7 @@ "tensor(93.53)" ] }, - "execution_count": 27, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -721,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -742,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -751,7 +751,7 @@ "tensor(2.91)" ] }, - "execution_count": 29, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -771,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -780,7 +780,7 @@ "tensor(2.91)" ] }, - "execution_count": 30, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -802,7 +802,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -811,7 +811,7 @@ "tensor(0.34)" ] }, - "execution_count": 31, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -829,7 +829,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -838,7 +838,7 @@ "tensor(1.13)" ] }, - "execution_count": 32, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -877,7 +877,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -886,7 +886,7 @@ "(tensor(0.19), tensor(0.96))" ] }, - "execution_count": 33, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -905,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -914,7 +914,7 @@ "(-0.021637050323188304, 101.61874702453613)" ] }, - "execution_count": 34, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -939,7 +939,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -948,7 +948,7 @@ "(-0.003184134499988704, 0.9690546516017775)" ] }, - "execution_count": 35, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -994,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1004,7 +1004,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1013,7 +1013,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1025,7 +1025,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1034,7 +1034,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1043,7 +1043,7 @@ "(tensor(0.01), tensor(0.98))" ] }, - "execution_count": 40, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1055,7 +1055,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1064,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1073,7 +1073,7 @@ "(tensor(0.40), tensor(0.58))" ] }, - "execution_count": 42, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1085,7 +1085,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1098,7 +1098,7 @@ " [ 0.00, 0.00, 0.00, 0.00, 0.00]])" ] }, - "execution_count": 43, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1118,7 +1118,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1131,7 +1131,7 @@ " [0.25, 0.00, 0.00, 0.19, 0.00]])" ] }, - "execution_count": 44, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1151,7 +1151,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1183,7 +1183,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1193,7 +1193,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1202,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1222,7 +1222,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1232,7 +1232,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1338,7 +1338,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1358,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1385,7 +1385,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1394,7 +1394,7 @@ "(tensor(0.29), tensor(0.35))" ] }, - "execution_count": 53, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1406,7 +1406,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1421,7 +1421,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1431,7 +1431,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1539,7 +1539,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1559,7 +1559,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1579,7 +1579,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1592,7 +1592,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1601,7 +1601,7 @@ "(tensor(0.01), tensor(1.00))" ] }, - "execution_count": 60, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1619,7 +1619,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1638,7 +1638,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1653,7 +1653,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1673,7 +1673,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1685,7 +1685,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1697,7 +1697,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1708,7 +1708,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1720,7 +1720,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1729,7 +1729,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1837,7 +1837,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1857,7 +1857,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1877,7 +1877,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1911,7 +1911,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1932,7 +1932,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1943,7 +1943,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1963,7 +1963,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1972,7 +1972,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2080,7 +2080,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2134,7 +2134,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2154,7 +2154,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2169,7 +2169,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2183,7 +2183,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2299,7 +2299,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2330,7 +2330,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2418,7 +2418,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2427,7 +2427,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2536,7 +2536,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2615,7 +2615,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2638,18 +2638,6 @@ "display_name": "python3", "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": "3.11.9" } }, "nbformat": 4, diff --git a/nbs/07_accel_sgd.ipynb b/nbs/07_accel_sgd.ipynb old mode 100644 new mode 100755 index 908d8f9..c05ce2a --- a/nbs/07_accel_sgd.ipynb +++ b/nbs/07_accel_sgd.ipynb @@ -229,8 +229,8 @@ " train\n", " \n", " \n", - " 0.849\n", - " 0.419\n", + " 0.850\n", + " 0.418\n", " 1\n", " eval\n", " \n", @@ -241,8 +241,8 @@ " train\n", " \n", " \n", - " 0.845\n", - " 0.418\n", + " 0.846\n", + " 0.417\n", " 2\n", " eval\n", " \n", @@ -258,7 +258,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -312,7 +312,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+EAAAKqCAYAAABVUV/9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hTdRfA8W+SLgptoayWDWXPsveUvQVBloggCA4QHIgLeUERFREFUQEHskGQXWXKKiCbMmSV3bIKLasryfvHJW3TJmnSJk3ans/z8DS9uUl+KW3O/a1zVHq9Xo8QQgghhBBCCCEcTu3sBgghhBBCCCGEELmFdMKFEEIIIYQQQogsIp1wIYQQQgghhBAii0gnXAghhBBCCCGEyCLSCRdCCCGEEEIIIbKIdMKFEEIIIYQQQogsIp1wIYQQQgghhBAii0gnXAghhBBCCCGEyCLSCRdCCCGEEEIIIbKIdMKFcBGffPIJKpWKO3fuOLspQgghhHAQifdCCOmEC5FDLV68mG+++cZprz9//nyqVKmCl5cXFSpU4LvvvrPqcTt27EClUpn8t2/fPge3WgghhMhesmu8HzJkiNl4r1KpuH79uoNbLoTzuDm7AUIIx1i8eDFhYWG8+eabWf7aP/74IyNHjqR3796MGzeOXbt2MXr0aB4/fsz48eOteo7Ro0dTv359o2Ply5d3RHOFEEKIbCu7xvtXXnmFtm3bGh3T6/WMHDmSMmXKULx4cUc2XQinkk64EMKunjx5wgcffECXLl1YuXIlAMOHD0en0zF58mRGjBhBgQIF0n2e5s2b89xzzzm6uUIIIYTIgMzG+8aNG9O4cWOjY7t37+bx48cMHDjQoW0XwtlkOboQLubOnTv07dsXX19fChYsyJgxY4iNjTU6Z+HChdStW5c8efLg7+9Pv379uHr1atL9rVq1YsOGDVy+fDlpWVeZMmUAiI+P5+OPP6Zu3br4+fmRN29emjdvzvbt2+3S/u3bt3P37l1effVVo+OvvfYajx49YsOGDVY/14MHD0hMTLRLu4QQQghXIvE+rcWLF6NSqRgwYIBd2iiEq5KZcCFcTN++fSlTpgxTp05l3759fPvtt9y7d48FCxYA8Omnn/LRRx/Rt29fXn75ZW7fvs13331HixYtOHLkCPnz5+eDDz4gOjqaa9euMWPGDADy5csHQExMDPPmzaN///4MHz6cBw8eMH/+fDp06MCBAwcIDg5Oasu9e/fQarXpttnb2xtvb28Ajhw5AkC9evWMzqlbty5qtZojR44waNCgdJ/zpZde4uHDh2g0Gpo3b86XX36Z5jmFEEKI7ErivbGEhASWL19OkyZNkgYShMix9EIIlzBx4kQ9oO/evbvR8VdffVUP6I8dO6a/dOmSXqPR6D/99FOjc06cOKF3c3MzOt6lSxd96dKl07xOYmKiPi4uzujYvXv39EWLFtUPHTrU6Hjp0qX1QLr/Jk6cmPSY1157Ta/RaEy+x8KFC+v79etn8eewZ88efe/evfXz58/Xr1mzRj916lR9wYIF9V5eXvrDhw9bfKwQQgjh6iTem7Zu3To9oP/+++9tepwQ2ZHMhAvhYl577TWj79944w2+//57Nm7ciKenJzqdjr59+xqVNgkICKBChQps376d999/3+LzazQaNBoNADqdjvv376PT6ahXrx6HDx82OnfRokU8efIk3TaXK1cu6faTJ0/w8PAweZ6Xl1e6z9ekSROaNGmS9H337t157rnnqFmzJhMmTCAkJCTd9gghhBCuLrfH+9QWL16Mu7s7ffv2telxQmRH0gkXwsVUqFDB6PugoCDUajWXLl1CrVaj1+vTnGPg7u5u1Wv89ttvTJ8+nTNnzpCQkJB0vGzZskbnNW3a1MbWQ548eYiPjzd5X2xsLHny5LH5OcuXL0+PHj1YtWoVWq026aJCCCGEyK4k3id7+PAha9asoUOHDhQsWNDmtgiR3UgnXAgXp1Kpkm7rdDpUKhWbNm0y2RE17AOzZOHChQwZMoSePXvyzjvvUKRIETQaDVOnTuXChQtG596+fduqPWL58uVLeu3AwEC0Wi23bt2iSJEiSefEx8dz9+5dihUrlu7zmVKyZEni4+N59OgRvr6+GXoOIYQQwlXl5nj/559/SlZ0katIJ1wIF3Pu3DmjEerz58+j0+koU6YMGo0GvV5P2bJlqVixosXnSRnMU1q5ciXlypVj1apVRudMnDgxzbn169fn8uXL6bZ54sSJfPLJJwBJiV4OHjxI586dk845ePAgOp3OKBGMLS5evIiXl5dVFx5CCCGEq5N4n2zRokXky5eP7t27W/0YIbIz6YQL4WJmz55N+/btk77/7rvvAOjUqRP58uVjwoQJTJo0iYULFxoFVb1eT1RUVNIyrrx58xIdHZ3m+Q0j6nq9Punx+/fvJzQ0lFKlShmdm5E9Ym3atMHf3585c+YYBeU5c+bg7e1Nly5dko7duXOHO3fuUKpUqaRsq7dv36Zw4cJGz3/s2DHWrl1Lp06dUKulsqIQQojsL7fHe4Pbt2+zZcsW+vfvn+Y+IXIq6YQL4WLCw8Pp3r07HTt2JDQ0lIULFzJgwABq1aoFwJQpU5gwYQKXLl2iZ8+e+Pj4EB4ezurVqxkxYgRvv/02oJQIWbZsGePGjaN+/frky5ePbt260bVrV1atWsWzzz5Lly5dCA8P54cffqBq1ao8fPjQqC0Z3SM2efJkXnvtNfr06UOHDh3YtWsXCxcu5NNPP8Xf3z/p3FmzZjFp0iS2b99Oq1atAHj++efJkycPTZo0oUiRIpw6dYqffvoJb29vPv/88wz+VIUQQgjXktvjvcGyZctITEyUpegid3FeYnYhREqGkiWnTp3SP/fcc3ofHx99gQIF9K+//rr+yZMnRuf+8ccf+mbNmunz5s2rz5s3r75y5cr61157Tf/ff/8lnfPw4UP9gAED9Pnz59cDSeVLdDqd/rPPPtOXLl1a7+npqa9du7Z+/fr1+hdffNFkiZOM+umnn/SVKlXSe3h46IOCgvQzZszQ63Q6k+95+/btScdmzpypb9Cggd7f31/v5uamDwwM1A8aNEh/7tw5u7VNCCGEcBaJ98YaNWqkL1KkiD4xMdFubRLC1an0er3emYMAQgghhBBCCCFEbiGbK4UQQgghhBBCiCwinXAhhBBCCCGEECKLSCdcCCGEEEIIIYTIItIJF0IIIYQQQgghsoh0woUQQgghhBBCiCwinXAhhBBCCCGEECKLuDm7Afam0+m4ceMGPj4+qFQqZzdHCCGEQK/X8+DBA4oVK4ZaLePfmSWxXgghhKuxJdbnuE74jRs3KFmypLObIYQQQqRx9epVSpQo4exmZHsS64UQQrgqa2J9juuE+/j4AMqb9/X1dXJrhBBCCIiJiaFkyZJJMUpkjsR6IYQQrsaWWJ/jOuGGZWm+vr4SmIUQQrgUWTptHxLrhRBCuCprYr1sTBNCCCGEEEIIIbKIdMKFEEIIIYQQQogsIp1wIYQQQgghhBAii0gnXAghhBBCCCGEyCLSCRdCCCGEEEIIIbJIjsuOLoRwXVqdngPhUdx6EEsRHy8alPVHo5Zs0UIIIUROIbFeiPRJJ1wIkSVCwiKYtO4UEdGxSccC/byY2K0qHasHOrFlQgghhLAHifVCWEeWowshHC4kLIJRCw8bBWWAyOhYRi08TEhYhJNaJoQQQgh7kFgvhPWkEy6EcCitTs+kdafQm7jPcGzSulNodabOEEIIIYSrk1gvhG2kEy6EcKgD4VFpRsVT0gMR0bEcCI/KukYJIYQQwm4k1gthG+mECyEc6tYD80E5I+cJIYQQwrVIrBfCNtIJF0I4VBEfL7ueJ4QQQgjXIrFeCNtIJ1wI4VANyvoT6OeFueIkKpTMqQ3K+mdls4QQQghhJxLrhbCNdMKFEEa0Oj2hF+6y5uh1Qi/czXQSFY1axcRuVQHSBGfD9xO7VZUaokIIIUQWkVgvhHNJnXAhRBJH1ffsWD2QOYPqpHnuAKkdKoQQQmQpifVCOJ9Kr9fnqFoBMTEx+Pn5ER0dja+vr7ObI4TDaXV6DoRHcetBLEV8lKVeGRlpNtT3TP2BYHimOYPqZDqA2qutQmQ3EpvsS36eIjeyRwyVWC+E49gSm2QmXIhszF6j2enV91Sh1PdsVzUgU4FUo1bROKhghh8vhBBC5Eb2iPcS64VwHbInXIhsyjCanbouZ2R0LKMWHiYkLMLk40ztA5P6nkIIIYRryki8l1gvhGuTmXAhsqGMjmabG0nvXD3AqteV+p5CCCFE1slIvJdYL4Trk5lwIbKhjIxmWxpJn7/nklWvK/U9hRBCiKxja7yXWC9E9iCdcCGyIWtHqQ3npTeSDqBWpS0rYiD1PYUQQoisZ0u8l1gvRPYhnXAhsiFrR6kN56U3kg6g0ycvbUvJrvU99XqYOhXmzMnc8wghhBC5gC3x3mVivRAiXdIJFyIbalDWn0A/L6tHs60dSR/atAwBfsYBP8DPyy4lSwA4eBDefx9efRV278788wkhhBA5mC3x3mVivRAiXZKYTQgXZ67e5sRuVRm18DAqMFp6Zmo029qR9HZVA/igS1XH1fdcvTr59htvKJ1yjcY+zy2EEEJkY5mN9y4T64UQ6ZJOuBAuLL26oHMG1Ulzf4CJuqGGkfTI6FiTe8VUTx9nCMIOq+/555/Jt48ehXnz4JVXHPNaQgghRDZhj3jvMrFeCJEulV6vN/V3mm3FxMTg5+dHdHQ0vr6+zm6OEBlmyHCa+g/UME5tWDZmbuTc3POB6ZF0hy9D++8/qFwZ3Nzg44+VfwULwtmz4C9JYETOJrHJvuTnKXISe8Z7p8d6IXIxW2KT7AkXwgVZk+F00rpTaHX6pNHsHsHFaRxU0OxyMsNIemb2gWl1ekIv3GXN0euEXriLVmfDGJ5hFrxNG5gwAapVg7t3YeJE659DCCGEyEHsHe/tEesN7cpwvBdCpEuWowvhgmypC2rLcrKO1QNpVzUgQ/vA0lsqZ0rKUfs2S1bgA/Dss8ps+LffwjPPwPffw4gRUKOG1e9DCCGEyAkcEe8zE+vB9nhvcoZ+4wbYtg1eew2Cgqx6XSFyE+mEC+GCbK0DbouM7AMzt1QuMjqWUQsPmxxdTxnEizy4S49jhwDYXrEhrUGZEX/uOVi5Et5+G/76y+b3IoQQQmRnjor3Gd3zbWu8N9Vhr+wWx/qvX8DtyWOYNUtJxPrhh1CggM3tESKnkuXoQrggW+uAO5ItS+UMDEHcEJTbn98PwOFilRj69w1CwiKUE7/4Qvm6eTNcu+agdyCEEEK4puwc71PHeoOu25bj9uQxWi8vSEiAr79WZsN//NGxb0CIbEQ64UI4QGb3UtlaB5w1a5QlX0+eZKrdptiyVA5MB/H2Z0MB+LtCYyBFEC9bFpo3B70eVqywe9uFEEIIR7HHvmmb470D2RLvzXXY/Z484MVDawF4/7kJaDdsVHLA3LsHI0fChg2OewNCZCPSCRfCzkLCImg2bRv95+5jzNKj9J+7j2bTtiXP/lrBUBcUSBOY09QBT0yE4cOVvdULFtjnTaQQGWPbUrnUQdw39iGNrxwH4K+KjdME8YttugLw4LeFkvhFCCFEtmCPWA82xnsH0ur07Dl/x6pzbz2INdthH3pwLT7xTzhduAzLi9XmQKUGaA8fIXLASwDEjnwV7cNHdm27ENmRdMKFsCNzS7MMe6kMwdma0XOrM5zu3Am3byu3Fy+2+/uZvP6k0bH6V8MYv+NXCj+MMjpexMfLZBBvfeFf3HVazhUsSbh/8aTjm09F0mzaNvreLYZWpcbn2GH6jF9k8wWMEEIIkZXsGevBfhnNM8owoDBr+3mrzi+U19Nkh9039iEvPZ0F/7ZJP/QqtRLrp++kTdHOXPcpjNe1KyzsOlxivcj1HJqYbefOnXz55ZccOnSIiIgIVq9eTc+ePS0+ZseOHYwbN46TJ09SsmRJPvzwQ4YMGeLIZgphF+ntpVKhLMPW6WDyBuuyjlqV4TTlMu5du+DqVShZMtPvJ3VyFu/4J7z7z28MObwegBbhh+kzcBpPPPIQ4OfFvUfxNJu2Lc1FSftz+wBlFjyln/dcUm7kLcDeUjVpfvkoDf/dwihNAaljKkQ2IrFe5CaOiPWQ+YzmGWUuEZspKsDP2523VhwzuUpuyKF1+MY94r9CpQip1ARIEes98jCp7Qh+Wv0p/XetoPM3LeDNHhLrRa7l0JnwR48eUatWLWbPnm3V+eHh4XTp0oXWrVtz9OhR3nzzTV5++WX+kqzJIhuwdi/Vq4vTHz1PyWJdUK0WVq1SbufPr+ytXrYsc29Eq0W3aDGhk7+j0eVjlL9zhebhhwn5+fWkDvgjdy+q3brId2u/QK3T0r1WIK+lfl96PS8eWpfcCa+Q3AlPfU2xrkoLALqd3gmkTfRmD7bu3ZMaqUJYR2K9yE0cFeshnXjvAJYGFFJToby3+48TTHbA88U9Zti/fwLw3dNZ8NTN/7tCI7YE1cdDl8iUv2czae1JifUi13LoTHinTp3o1KmT1ef/8MMPlC1blunTpwNQpUoVdu/ezYwZM+jQoYOjmimEXWSkXJhBytHzdlUDrA+8u3bBrVtK2Y9PPoExY2DJEqXkV0YtWoT6xReZZOKua75FGN9pNI888rB0yQSeufAvW6+tof+xAUZBPE98LJ+HfEeP0/8A8Ef1NpwIKJ8UxFPHuL8qNmbK399T9VY45e5c5QIlba6BbomtNU8zUhNdiNxKYr3ITZwS6x3E4oCCXk+V2+Fc9Qvgoac3RX09iU3Ucf9xQppT8z+J4cNt8/GLe8R5/xJsqtQUSBvrUan4pN1Iml4+TqOrYTTeu5ED4bUl1otcyaX2hIeGhtK2bVujYx06dCA0NNTsY+Li4oiJiTH6J4QzZLZ8SOos41ZZuVL52rMnDBgAbm5w+DD891/GG7JjBwBX/IpyrmBJoj3zEqdxY2FwJzoMncWeMsEcLVaJsV3GAVBmyc90+3sRlW5fov7VMNqfDeXP38fR4/Q/JKg1/K/NcN7qPBZUKgL8vBjWtEyal4zO48POsrUB6HZGmQ3PzIVOStbu3cvo+UII20isF9mZU2K9g5iLs0Uf3GHeH/9j0y+jCf3+Rf74bxmzGuVP0wH3e/KAt3cuYPcPw3gubCsAM5oNpEiBvCZjPcA1v6J827QfAO9v/5moGzft8l4k1ovsxqEz4baKjIykaNGiRseKFi1KTEwMT548IU+ePGkeM3XqVCZNMjVnJ0TWMpQZiYyOtWpplzlWdz61WvjjD+V2nz5QqBC0awebNimz4Z98krEG7Fdqev/vmRFsqdAQAJVeh15lPGa3qXIzLlX4iDJfTeb9Hb/w/o5fjN9H3gK82vM9DpaoBsDrrYMY264SB8KjmG/YI5bCuiotaHvhX7qd3sU3TQfYpSaqtXv3DDMStp4vhLCdxHqRnWV5rE9Jq4WDB6FePdBoMvHqijRxVq+n7/HNfLhtHr7xjwHwiX9C3T9/R792EXPL1SPGMy/+T2Io8CSG8nevkS9eKY16skg5vm4+kCrDB/CthVgPMK9+T3qFbaPC3avUmT8TmmeufrjEepEdudRMeEZMmDCB6OjopH9Xr151dpNELmVNmRFrpNf5NOxf2vXbGoiMRJ8/PzzzjHLngAHK18WLlf3htoqJgdOnAbhRqWZSu1N3wFVAfm93+uVvwZyGz/HAIw93vP24WKAYRwMr8Ee11nQZMjOpAw7QtHxhNGqV2ZqoW8o3JNbNg6Coa7R4fN0uNVFtrXFu6/lCiKwhsV64iqyK9ZB2v7Ju0iRo1Aj69QOdzoZXM80Qj33iHtP91A6WLH2fL0K+xTf+MUcDK9Bh6CzGDvmM201aodLpaHf+AL1Pbqf1xUMER5wjX/wTThUpy4hnP6DLkJlsLd8w3VgPkKBxZ1LbVwAIWDgfwsIy9T4k1ovsyKVmwgMCArh503hZys2bN/H19TU5Mg7g6emJp6dnVjRPiHQZyoyk3mMU4OfFR12qMHnDabOj56qn51nqfKbcvzRxy680BzaWa4Dm7F1l/1KPHuDlBefOKcvS69ZN+yQPH0Lz5lCtGixcaHzfv/8qnffSpRk9oCmjFh5O2sedsp2G5CwA01oNYVqrIWbbnPp9GS5gUj/3I09vtgXVp/N/e/jk0XG7jD5bO9Nw60GszTVShRAZI7FeZHeOjvWQdr+yT9wjQudMJx8oW9HeeQee5lXIKM3mv1nz11f47d6BpzYRgFg3D6Y3G8Qv9XugVWto1aIsDXbWJKhKXzqe3Uu8xp17eXyJ8vblVl5/wgKC0KvUVsd6w89gT5lgItt2JmDLRnjjDdi2DVQZi/sS60V25FKd8MaNG7Nx40ajY5s3b6Zx48ZmHiGE67FUZkStVpkNSAATu1U12/lMWUZEpdfR6b89APxRrjHbFx5OLuvVvTssX67MhpvqhO/cCUePKv+mTYPiybW7DUvRadjQ7EWGpeQsqZl7X+aee2fdtnT+bw/lNq2C+Bng4ZHuaxhodfo0P3Nrl7RfuvPYZHk1c+yxVF6I3EpivcgJHBXrwXTZsBcObyBf3GPuePtR6HE0fP01lC4No0dn7A2cPAmdO1Pk6Yz65UIlWVuhCStqtOVKgUACUwwo6IHzhUoxq1Apk09la6wPeJr8LGDkbKhSRclFs2IF9O2bbrMl1oucwqGd8IcPH3L+/Pmk78PDwzl69Cj+/v6UKlWKCRMmcP36dRYsWADAyJEjmTVrFu+++y5Dhw5l27ZtLF++nA0bNjiymULYnaHMSGrpBSRz2ThT71+qc/0MAQ+jiPHwZnfpYCDF/qX+/ZVO+NKl8MUXafeNGTraACEhMGxY2vsaNkxqb+qLDJ1ez8B5KZ7DAkvvy+QFTPG2sP0niIiA1avh+eeteh1zGU4/6lLF4t49Q83Tb7actbpEizUzGELkJhLrRW5l71gPpvc3eybE8dLBtQB81noY5ROjefWv+fDmm1CqlJKc1VZz5ypL2ps3hzlzKFG5CvUu3aNUis5tesu2DfzzevDps9UzVv/8vfeUHDZvvQVdukDevGZfR2K9yEkc2gk/ePAgrVu3Tvp+3Dglm/KLL77Ir7/+SkREBFeuXEm6v2zZsmzYsIGxY8cyc+ZMSpQowbx586RkichR0g1IJhw5cJpBa3+k9P1IisXcomzUDQA2V2hIvJs7kLx/qXGnTuDrCzduwKFD0KCB8ZMdOJB8e9Om5E64Xp/cCW/UKOmU1BcZa45et+p9GhKxWXpfJi9gRoyASZNg1iyjTrip0W+NWmVyxgCUDKevLT7CiBZl+WlnuNll9aQ6bo61MxhC5DYS64VIKyOxHkzvV+57YjOFH9/nmm8R1lZpQaJaQy//RAKW/Ab9+yuxu2bNtE/27bfK1rTvvwdv7+TjsbHw++/K7QkToFo1NJAmHlu7HPvDLlUsDiyYG6wA4N134ddf4dIlGDUK3n0XbZWqHLh0z+jntvlUpMR6kaM4tBPeqlUr9BaSQ/36668mH3PkyBEHtkoI08x18hzBYkAyoeD0z3lt3wqjYwlqDctqGV+03noQC54FoWVLWLcO/vnHuBOu1xt3wjdvhoQEcHeHy5fh5k2lzFnt2mbbYu3yLENyFpuNGAGffgq7d8OxY1CrlsXRb8NSudQMGU7XHotg9oA6TN5wijwXz6NXqQj3L06Anxf96pdkxpZzVjXLmhkMIXIjifUiO3HlWA9pO75u2kRe2b8KgB8b9iJRo1y6Hxg3ie5RkfDXXzB1qlIVJaXr12HcOCWjeuXKyoyzwerVEBUFJUtC+/Zm22JtvA/wM53LwSp58sCMGfDss8rAwO+/cyt/Uc6Wq8eC2l25UKgkAU+3wVkb61OvPpBYL1yRS+0JF8JZzHXyXOWDOPDAbgDm1+vBgZLVuO5bhCv5A4jxymd0XlLATNkJf+ed5BPOn1cCr6cn5MsHd+/Cvn3KcjTDLHitWkpQNCO98iyZXsZVrBj06qUsqZ89m5DRk8yOfr+62PJFvCHDaYG8HuzuHoiqThcSPb04svsY9aqXYv3xG2Yfmyc+lkFHNvJ3xUZ069U83Vl9IYQQrs3VYz2k7fh2O72TEjG3uO2dn+U12iUdL1wgn9L5/usvJVHb119DYIr38OOPSgcc4PPPYfhwKPh0QGDuXOXr0KEWS505PN4b9OwJy5dza9ZP+O7dSeD9m7x4eAPPndjKm93eZnOFRhYfbhTrx7fh4KlrxFy6Sr4qlWhQ1t9irE/JmhV8QthLti9RJkRmGZYzp17+FRkdy6iFhwkJi3BSy566fBmvK+EkqtV802wgf1VsQlhAeaMOuArlQiIpELZsqXzdtSs5CEPyLHjt2mBY+rlpk/I11X5wc6wpz5LpZVyvvQaAftEivl6+3+zot7VuRT9GM/IV1PFxeDyIpuG1k2jUKouj/BO3/sQHO35m8t9z0szqpy4bo9VlplqsEEIIR3P5WP9UytJeKr2OkftXAvBLve7EuXsax/vataFJE0hMTO5YA8TFKZ1wAB8fiI5WOuygDMZv365kIh861GJbsiTeP6Xt/Rw9Or5H8OjFDOv9EaGlapA3IZYfV33KyH0rrSq7eutBLJrDh2jYuSnterag8aWj6cb6lEyt4JN4LxxFOuEiVzOVAMXAcGzSulPO/dDdvh2Ah9Vr89DT27pAGBysBN6YGGVJt0HKjnanTsptGzvhkJx0JsDPOLAF+HklZ2nPjObNoUYNVI8f03xP5pM1Vd+4XFnebvD33wBm65g2vHKCfseVc5pcOU6DAskflSFhETSbto3+c/cxZulR+s/dR7Np21zmAk4IIYSxbBHrnzJ0fCvcvsx3a7+k0p0rxHh483udLqbj/euvK19/+EHZXgbKzPitW0r1k0WLlGPffadsO5s/X/m+Y0clqVs6HB7vnzLshY9192Jr+Ya80Hcyv9fujBo97/3zK9M3zmDA0U18FjKLtb+9ycHvBvLlhm+ocPty0nNU+3s1NGsGV68qExCTJgHmYz0Aej0tLx6ixaNraWb0Jd4LR5Ll6CJXSy/zp2GJ04HwKJv3dXH/vhIQCxfOVBvZtg2A/F07MKe/ldlW3dyUQLRpk7IkvU4d5biho92gAbRrp4yEHz0KV64oyVvAqk44ZDzpjCUp9+pV7/siQSfeZtCRDfxcrzuBD+7Q6uIhKt2+xM/1enC5QLE0jy939xpVb13kr4qNSdC4owKqqx5S7sv/KSe0aaP8PJ92wk3VMfVITOCzv2YnPaebTgshm2DAAItJ4EalLBMnhBDCZTg01tvbkSN0nDKFjqtWJR2a2WwADzzzml4637s3FC2aXFWkb18lsSnAyJHQtSu0bq0M6L//ftI1BcOHW90ke8d7U/vyU++FT9S48VH7VzlXsCQTt86ld9g2eodtMzqnT9gW+oRtYVu5ejwqUIjyh0KeNrij8j537YI9e9A0bWqyZrlKr+OjrfMYemgtWi8vNOO7QIkSgOkycSDxXtiPdMJFrmZt5k9rz0ui1Sqd2ago+O8/8E+1X+rxYxg4EKpVU0Zqze3J0uuTA2abNrYFwpYtkzvhY8cqy9OOHlXua9hQGRyoVw/+/Re+/FLJlpo/P1SoYPXbzEjSGXNS79Xzji/Nfq+8lL0XwT8/DqdU9M2kc7ue3sVLfT7heGDFpGPtz+3jm3Vf4p0Qx8UCxZjaeiibyzfki13zUcXEoK9XD9WyZcrFyunTcO0alCiRppTMq/uWExR1jTs+/jzq3I3Sy36DP/9E26+/xZkUFSnKxMl+MiGEcBkOi/X2ZsjRkpgIKhX6Z3tx/MXXqFmqIkvMxXsPDyWh6eTJMHs2lCunPI/huEoF06Ypg++LFyuPKVpU6ZzbwF7x3ty+/H71S5o8f0HdboT7F2fMniU88shDWNEgwooGEe2Vj0FHNtLxbChtLh4EQK9SoZ84EfVHH8Err8C8ecp++HXr0sR6d20CX278hp6n/lHeX2ysMkixYEG6Kyck3gt7kE64yNWs3SeU3nlpRnVvnUNz9qxy56ZNSoc7pT//TP53/jwsWKAEzNTOnVMynHp4KPu+SD8QGtqSEFiFFoB+1y5UOp2yLD0+XknMUq6ccnKnTkon/KeflO8bNAB11u9SMTXi/NgjD8urt2XYwTWUir6JVqXmcLHK5It/TJXbl1iy5H1e7TmBs8FN+DlqN5VWf4paryde7Ua5ezeYu2oKJ4uUo8qtiySq1LzUeDgDIxPoWL++siJg82Z46SUgeZT/+Jb91Pz6DwD8f/qeQkHlYNlvsGkT/56JyD4zKUIIIZI4LNbbO7P6558rHfDWrWHWLFRVq1ILqJVOW0p06Eudzz5DtXMnjB6tnNC3LxQpotyuXx+ee05Zpg4wZIhSFSWLWZpdnrHlHPm93Yl+nJDm/l1l67C7bB38vN3xctMQGaPE4r1lgil7/wZDD/xJnetnmN58EKc9mjHx1E06vvsu/PwzrF8PJ05AjRpJsf5g2BXKjHqRoqf+Qe/mhurdd+Gzz5Ts7G+8wQH/chLvhcNJJ1zkavbI/GlqVPfDf5fxsuGb9evTdsLXrk2+vWyZsnT9jz8gb17j8wyz4E2aWMxYbqotblo9x9y9yBsVxe7V22l249TTN91AGRkHpRP+v/8pnXOweim6PVkacf662UDu5fHhcv5AdpWtw/08PuSNe8ycP6fS4tIR5v3xPy6FN6HCwV0ARA4YwoKuw/H+bibDD6ym2q2LAMxt0Ivd3sXZvfAwm4MbU37/fmVJ+tNOOIAGPbU/HQ8J8dC5M+rn+yorEYoVgxs30G/bCqSfAdbpMylCCCGMOCrW2zWz+vnzydcG33+vlBWzoS0/V2lKm7CdEBqqHDDsFTf49FNl4F+rhWHDMt9eG1kzu2yQuta34ZzetYvTpnJRUMHW0zf5ec8lwvMX46P2ryY/NuVy8eeeUyqtfP550t54zZXLNBzWBw4eBG9vVH/8oSxfv3pV6YSPHcut75Za9Z4k3ovMkMRsIlfLbOZPc9lW655OUYs7JEQZ2TaIj09OhjZ5Mnh7w19/8aBZKzb+E2acfTPFUvT0pG5LosaNQ8WrALDlhxVc/1tZcmXU0a5f33ipvBM64Zb26j3y9GZWk36sq9oSdaGCSceGPfcxa6u2xF2npcLBXehQMbPzSA6/O4XVl57wVYvBtBn+I8tqtGNNlZZ807R/UkD/SldaubFlC+h0yS+2bBns3Kn8f8yerQxUqNXQowcAZfduter9WDvjIoQQIms4KtbbmlndYqbtmTOVgd/OndPtgJtqy081OiV/U79+2nhesaKyAiwkxKZtZ/Zizb78+48TeLNtxTRJ4Az/LfP3XGLg/P28tfwoq45cN/s88DTR3rvjlW+WLoWLF5VBiNq1lQ64v79yjdWxo3LOZ58pkx179lB5z+ZUT2o6YZ/Ee5EZ0gkXuV5GM3+aG9XN/ySGWhHKUvRHHnmUWe69e5NP+OcfJWt50aLw/vuE/rSMmDw++Bw9SMFB/Rjw014l++bx60mZ0dPrhJtry/6S1QEl27c2dJ9yMGVg1migffvk753QCbd2JPmjLlVYMrwRQ5uWIUHjzpiub/F9o+e4WKAYr/T6gG9qdOXVJUeTgvx1vyKM7zyGMd3fIc7dE1CC8xa/smjz5oU7d5L3yMfHw4cfKrcnTIAyZZJfuGdPAIpu/4tiPh7JF3B6PYUfRiWdlqZMnBBCCJdh71gPVmZW1+shPt5ypu1795Sl0wDjxpl9D5basq9kdU4XLgOA7vU3TD9Bq1bGMT8LWRvryxTyZvf4NknxHiD1jzYyJo77jxPMPkfScvH8pZVyrDqd8vXZZ5VrskaNlGS0Ka95SpSAd94BoOLXkwny0tH+3D6+X/0Zp79+jq/XT8czIQ6QeC/sQ5ajC0HGMn+aG9VtHn4ENXpOFy7D6SJl6XVyu7IkvUUL5QTDcrNu3Qg5dZNRJ1RU6D+VVQvfoeG1k7x0cB2/1O/BzG9W0/HOHWWJev36Fttvri37Symd8KaXj+Eb90g5mPq5OndWRonLl4dChSy+jiNYO5Ic4JeHBmX9Gbf8KAB6lZovWg7hi5ZDbHq9RI0bt+o2IXDnZmVWoE4dpWTLxYvKwMibbxo/oFUr8PVFFRnJ9DJxDDihwl2byOw1n9P+3D6mtB7K/Aa9APvVSxVCCGF/9oz1Bhb3B2u10LIl+tBQyucvxoSi5ThdpCw7ytXldJFyyTPp8aFUevwYata0OOhusS0qFcN7f0SNiHMMbtKJxpZ+EE5gy758jVplFO8z6taDWGVg/a+/lOX+AG+/rcx6m9oT/+67MG8eqvBw/v68L5q45J91r5PbKX/3KiN6fchNn0IS70WmyUy4yLEsLvsywZDwrEdw8aRAaunx5kZ1W4Yrpb7+KVeXbUFPO7zr1ytf9fqkTri2a7ekEe2zhcvwWeuhALyzcwGlo67T+PJx5SHNmptO2mZFW44HVCTWzSOpA/6wZBklMVtK/frB+PHKHjQnsFi/86n8edzR6fXsu3jX4sWQtWJbPaPc+PtvePRI2RcP8NFHkC+f8ckeHspABdA4bA9z+tdi9t8zaX9OWVkwYcevdLt9UsqVCCGEEzgr1hsUenSPDv/t5db9R2nvXLoU9uxBpdNRPuoa3U/vZPw/v7H+1zd5be8y0Otw0yZSYP6PyvljxybnbDEhvbZc8yvKpsrNuPUwzuJ5zmBLrDcknctsvC/i46VMgPTtC6VLK9diX35pPild3rxKBx3QxMUSW6gIi5v1YXS3t4nK40vNyPOs/30ci2si8V5kmsyEixwjZabQS3ces+TAlaQMmmBbAhVrErCYGtVV6XW0DD8EwD9l63KyaDn0Gg2q06eVmdaYGKUmd548HCxfh4jQY0mPXVyrI53O7KH55aN8uXEmDzy9AbgS3JDS6bTX3AhzvJs7h4tVpskVpUP/pHY98qU+yd1dSVriJKZqdad2/0kCA+ftJ3+ezGVzNSTfKfVsT/jfe7B7t/LeIyOhbFnzdVN79FAuplavpmNUFBzfjs7dnbvB9Sn8715mrvkC1cfPZ6ptQggh0ucKsT6lb9d+SZMrx7lWPA7qfpV8R0ICTJwIwOxGfThQsjpVb12k4ZUwWoUf4p1dv9Pwahjbg+pRJOYO8YWK4NG/v8XXsleWd2ewJdYH+nnRuXpAhl/LKNGeSqXEbwuDG0YGD1Zyw/j64vXMMzyv1lA2PIpDZ3rRdNwwCp09TaGhvcH9d+jTJ8NtFEJmwkWOkHqv1YwtZ42CMlifQMXaBCymRnWr3gqn8KP7PPTIw6ESVchbtBA0a6bcuWFD8lL09u2JTEgVEFQq3us0mgceeah//VRS3cvwmunv07Y0wmzYFw5QsE2zdJ/LGczt1Uvt/hPze8BSs5h8p1JFKFVK2Qv+6afKHZMnm19x0KmTMljx339KOTe1GvWiRRT+ZwvUrYvq7l3o1QuePLG6fUIIIWzjKrHeoFrk+aRB7uI/fKPsMzb49Ve4cIFY/0LMbtyXf8rVZU6jPgzpO4m3O7/JEzdPWlw6wsStcwG40GcweHpabHN6s8muvlfZ2lgfGR3L/D2XMvQaJhPtWdsBN5zbp4+yh9zNLWnlRLsujfE+uB+6d4e4OGUVoWEfvxAZIJ1wke2ZC6SpWZNARXs/mh8XbKd01HXK37lC0N2rqPS6pMfrgfdXnyA+UWcy22rLi8os+N7StUjQuDOxW1VUXbsqd65fn9wJ797d5Ej1db8ifNo6uXRItGdePOvVTfdnYCnzq2FfOIC6UaN0n8tZOlYPZPf4Niwa1jDDM96GC5DvB6STfEelSk5Oo9cr+/AszUD4+Rnv0/vpJyVI58mjlJYrWFC5+HrtNbNZVIUQQmScXWN9OsnW9MB7f5xgz/k7AGbj67CDawDQuXug0mqV+tvx8RAbm7TNKWLUmzz2MC4xurJGW7oP/ppzBUsCEOvmwcMhL5OezGZ5dwXWxHrD/4talfZ9GqiA/N7uBPjalmgvU3x8YNUqGDFCSfY2bBh88439X0fkCrIcXWRrlgKpKRYTqOzahbp1a1ZrtUaHzxUsyU8NevFntVYkaNyJepRAo6lb+ezZ6kmjuoblbIb94EerNkwOAm5dlYyb27YppcpUKujShQaFTdctXVqrA53/20OLS0c4GhRMs/KFrXpvqdtiEFE5mCcBxcjj4QbBwVb+pJxDo1ahVqtsmvE2SHkB0rF6IB2qp5N8p317mDdPuf3ZZ0o5MkveeAMOHVKWF6assVq6tLLUrUMH+OUXJfHdqFE2t18IIYRpdo31pJ9sDYyXRk/sVjVNfC38MIpuZ3YBoF7zp7KM+cQJmDJFGZi9dg1KlKDU++MInLk3Taw/V7g03QfP4MUj67lVugJf1qto1XszF+sD7Fmz3MGsjfWGMZTUy9cNkfzzXjVsTrSXaRoN/PCD0iGfPl3Zx//ggVJhxZYZd5HrqfT6nDVtExMTg5+fH9HR0fj6+jq7OcLBQi/cpf/cfTY/bma/YHoEFzc+2LcvrFhBvNqNODd3EtVu5EmMwysxHoDIfP7Mq9+T+fV7olepUUFSR1ur03Po+CXq1auAWqtFe/4CmqByyvPq9UpNzgsXlO+bNIE9e4DkkX0wDjD+j6N5+d/VMPhFardvbFNQSblfLikg3b/39Ildc4laSmuOXmfM0qPpnpc/j7tRALdlHyCgBM1WraBSJVi0KFPBU6vTc23CJ5T+4n/o3NzQb92GpkXzDD+fyHkkNtmX/DxzF7vGeqyPM5Dc4ZszqI5Rh6/u3K8p8f3X0LSpkl9kxQrlOkKjAV9fpezYjz/CiBFmY73BsKZlaFs1IPOx3oVnwFOz9v9gaNMybAqLtLhvPysl/dxjnlB7wWxKffM0p86vv8KLL2Z5e4RrsSU2yUy4yNasrTuZWpql4PfuJS0Vf3bwdE4WDQLAJ+4R/Y+GMPTgGgIeRvHh9p/Rq9TMr98TUJa7tasaoJTTuHhEKUdSqVJyBxyUzl3XrjBzpvJ99+5Jd5kb0b6f108pvXUZmLvPpoBj2L9kJBt0vg2sTSgze0Ad1GpVxi9AfHyUme1MSkrsQ31mVW5O1zO7uNulB8dXb6Z12/S3EgghhLDMbrE+neOm6FE64oZ43ziooJL/Y9lvygljxypf+/RR/q1YoVxTBAXBSy8B5mO9WqXM9s7fc4n5ey5lPtZnI9b+H7SrGsAHXaq6xIBDmkR+ns34pNUAhuxYDDNmKKshZDZcWEn2hItsS6vTc+eBbWU4zCYtWbEC4uLQV69OVIWqSSPfDzzz8lPD3rR4ZT6zGylZMPsc3wwYL3cDICRE+dqxY9oXNuwLB6NOOCTvj1oyvBFDm5YBkpdgGVibaCYnsDbxTKOggkZlZpwVkJP2KKpUvNNpDKcLl6Hgw3sUGDyAvw+FZ3mbhBAipymUz3LCstTSS1BmTbmslNLE+4UL4e5dKFMGevZMPnH2bChUSLn9ySdGpbAk1huzJclc6rJyTo/3KXxTsxtxGnc4dgwOHMjydonsSzrhIlsyZEidvOG01Y+xmLRkwQLlnBdfZGL3amkeG+/mzo8NexOncaPynctUvpXcubr1IFZJxGJIumaqE96ihZJhe9AgqFw5zd0atYoGZf3ZFBZpsu3WJJrJKFtrrDpadkk8Y2qP4hMPL0b0+pD7XvkIjjhL3CuvOv3nKYQQ2VlIWARvLT9q9fnWxInUcaZ65HmeDdvGyH0rmbjlR2as+4qml9K+5q0HscoWM0MyrtGjleXnBoULw44dsGQJDBxo8nUl1iuyS6wHyzkJ7ufxYX0VZfuZbs4PWdswka3JcnSR7RhGI60JH56J8aDXE+fumSZpiWFfz8NTZ2i3Zw96tRrVgAF0LKYsG3t/9QmiHiXvOY7xysf2oPp0PBtKz1M7+LxIWeDpkqrly+HmTShWDJ55Jm1DPDxg40aLbU0vUUx6iWYywpoaqc6QHRLPmPv/upo/gNe7j+e3FRPpdiiENfPX0HVYD5e4kBBCiOzElnhvYC7Wp17K3LF6IL/X90Lz/gQan/03zfM8c+Ff2g+dTaRvoaRjRXy84O+/4dQpyJcPhg5N24Bq1ZR/ZkisT5YdYj2k/3+2KLgTvcO2oV+6FGZ8DQUKZGHrRHYlnXCRrdiSIbW8ewJ//DYad/ScXLedOnXKJ3WEUgakN3cvoh2wP6gO96NUdCymBIY2lYvSaOpWoh7FJz3nn1Vb0fFsKN1O7eSLli9SNL83DcoUgH5P93u/+qrR8jNbWLvnLaN741Izd3FjWA7nsBIfVupYPTDrs57awNL/w+6ytfm7QiM6nd3LhQUraXbHx6UuKIQQwtVZG+8DfD3p36AUZQrlTRMnzHU+P6ufn9aLZtHst99Ar0fn5sa/JatzzbsAt/IVpGX4IareCmdayLe82GcSKpWKAD8vGuRNhFdeUZ5o2DClfKWNJNYbc/VYD+n/XxwuVpnThctQ5fYlTk+bRZXPP8qilonsTJaji2zFmrIiAB91qcLfUZvxi7yGd+R16v/0pVFQTtrXo9fTK2wbAEsqtzLai+XhpuazZ6ujInlp1Pag+sR45qX4g9s0uHpSWSr17wE4eBA8PZXakRlkbZISWxLKmJNejVRwzHI4W7nCPjCD1Ev50tujuLNsHQBahB/OVfv8hBDCHqyN99P7BDOmbcU0ccLcHt7E6xHU6t5GyWat10OfPqhPn+be2o283fUtvmg1hDe6vUucxp2W4Yfpf+wvAD7pEITmud5w+TKULw8ff5yh9yWxPi1XjvVanT79/wuVikW1OwPgPvcnQk7cyIKWiuxOOuEiW7F2ZDjo6n+of0ixN2fuXNi3L01Aqnf9FKWib/LQIw9/VWgEGAckw1KpAD/lAzjOzYNNFZsA8GX8CWX02JD1fMAAZT9YBtmSpCSzbFkOJ5JzEPSfu48xS4/Sf+4+3lp+lPze7mb/v3aVrQ1A8I3/8Il9CLjGxY4QQmQH1sb7O4/SJmi11Pl8dd9y/J/EcLlQSbR7Q5XtZOXLG8X7C4VK8mWLFwD4cPt8fm1dmA7fTVLKi/r5wbp1Ga46IrHedZmK9c2mbePeo7h0E/n9WbUVj9y9KB91jbXfLpVYL9IlnXCRrVgzMqzS66j7xYeg00H//sl1G0eO5MC5W0YByTALvrFSU2LdvUwGpJQZTWf2C6b6u68CUHLrRrh4EVauVE4cPTpT7y0rk5Rk9XK47MzcbMrNmDjuP05IKl+T2jW/olzwL46bXkfjy8flYkcIIWyQmRljc53PwJjbDDi6CYD3n3mFA0UqGN2fMt7X+HIiMfUakTf+CS1f6qnMnGs0SqfdRIJVa0msd03mYn1kdCyvLT5C91qWl+w/9PRmTdVWAHTYs1ZivUiXdMJFtmLNCPIrZ7fhc+ywUgd6+nT48kslScaxY+Sblzw7XuTBXbqe2Q3AquptjJ4ndUBKuVSq2oDuULw43L8PfftCYqKS/Tw4ONPvL/XMu0GAn5dd921l5XI4V2VNptj0lvKpgPze7hT1Nf1zSlqSfulw0jG52BFCiPRlZsbY3OfsG3uX4alNJLRUDfaUrmXyvKR4X7cUvksXgrc3RDzdSjRjBrRvn8F3lExifdaxR6wHWHssgtkD6pA/j/m8P4tqdwKg0397iDl30Q6tFzmZJGYT2YphBHnUwsOowOgDUwUUeBzNuO2/KQcmT4bAp4Fs2jQYMYKqc76kRed36XH6H7qd2omHLpFrvkXYX7K60etYDEhqtTLD/tVXcOiQciyTs+Ap2TtJianMsIaLm8joWJNBR4VyMWCP5XCuyNpMsdYs5bv/OIFFw+pwJjImTcm8nWXr8NKhdbQIP6LsPVSpcvTFjhBC2Et68R7Mzxib+pwtdS+CPic2A/BV8xes+zwOCoJZs2DkSCXx6uuvZ+zNmCCx3vHsGesjomMpkNeD2QPrMHDefpPnnSwaxJHAStSO+I82AzrBz/OM68gLkYLMhItsx9II8pobG/CIvge1asFrryXfOWwYNG6M5tEjFqyYSO+wbXjoEjlYvAojn30fvUr5U7B6L1bK+p+lSkGPHhZPt7U+p72SlJjb37T5VGS2qc9pb5aWnKVOnmbLnsQhTcummbXZX7I68Wo3SkbfpNy9G3bb5yeEELlBRmeMTc2ij9mzGHedlu3l6nK4RFXrP49fegnu3VNmwVWWY6LEetfhiFh/60EsjcoVtLhCY1zXcZwNDML93l149lnl+jMmJqNvQ+RgMhMusiWTI8j5VWgClisnzJoFbil+vdVqmDMHGjZEl5jI+opN+bleD44Wq5R0ik0BqVYtpQ7oyZPK6Lib+T8lZ9XntKYsSXaoz2lP1iwvn7TuFO2qBqBRWz9rXcTHy+SszWOPPBwsUZUmV47TPPwwjUd3y5EXO0II4SgZmTFO/XkcdOcKz57cAcDXzZWEazZ1Pr290z1FYr3ryOpYb6ACLvkXJ3z9Fiou/wG++AJ+/hn++Qf27oUiRTL93kTOIZ1wkW0ZRpCT/Pyzsj+7Rg1o1iztA2rVgjNnUHt64nEXbq47BRkNSCoV/P47bNwIb75p9jRn1ee0NgDtHt/G5etz2pMtmWIbBxW0eSmfYdYm5cXOzrJ1aHLlOK8lXKBIDrzYEUIIR0sT761g+Dz+bPVRJqz8BTV6NlVswp1K1Zlj586nxHrX4oxYD8nXkR2qB0Kdz6FLF2Xl5IULMGUKfPutfd+oyNakEy5yjuVPZ8Gff97k3VqdngNaH27dVALQP++05tDlexkPSLVrK//MsHUk1p5sDUC2XtxkV7Zmis3InsTUszZlmnjDP79S5GAoxMeDh4fJvXs59WJICCGyUsrP1/JhB/hn4XuoLpxFr1YT+M00dndoatfPW4n1rscZsd5ULNc2bcZ/U76h6ou90f3wA/o3x6IpVzaT707kFNIJFznDnTuwZYtyu2/fNHdbWibWI7i4Q5pka3C0JylLYlpGMsWmN+JtanbDaNamZqCyBO3WLdi7l5BClZyyZFEIIXKsCRPg+++5XzqIbXmKc6BAGRpcO0m1k9sBiC1UBK+5PxLcycQquUySWO96nBLrU0m+7vRkUemaNL18nA19RqL57VeJ9QKQTrjIKVavBq1WmZmuYFz301nLxJwZHKUsiWkZzRSbqSy2ajW0aweLFnFx4R+MKtQxy38XhRAixzpxQtl7q9OR/8QRenGEXk/v0qHi9zpdmN7iBb4o35CODnh5ifWuxymxPoXU151ftHiRNb+/RccjW+g0YzWMfVZivZDs6CKHWLZM+ZpqFtya2o+T1p1KN4NpRjgzOGamvmpOZlhyBrZnis1UFtsOHZSv69ZR99pJSt2LwCsh+YLM0b+LQgiRY733Huh07K7ciNe7v8sPDXuzq3Qw28rVo+fg6UxsN5IHnnkl1uciTov1mL7uPFasEiEVG6PR63hr1+8S6wUgnXDhYmwt7wHAzZuwXVlylroTbssyMXu305nBMTMBKKfLaMmbTGnfHoByty6zctF4dv40nDNfP8f8lZOU+uFk/HdRCCGymwzFelO2bYONG9G5ufFh85dYX6UFn7d6iRf6TWFon084HlgRyNzna3ptlVjvmpwS6zF/3flV8xfQqtR0OLePoqePSawXshxduI4Ml/dYtQp0OqhXD8qVM7rLEcvErG1nRhJ92FNG9jflFvZacma1okUJG/cxj5b/QdGHURR9GEWexDieufAv9a+d5N+S1ZNOzW1794QQuYvdSnnpdPDuuwBc6j2IS/7p53ex9fPVmrZKrHddWR7rMf87dr5QKVZVa0OfsC1M2P4zd0Z0hlySKE+YJp1w4RIytW/bsBTdRFZ0ey8Ts7Wdzg6OzghA2UVGSt5kxoNXR9PfvYHyjV7P5yHf0e/43ww+vMGoE57b9u4JIXIPu+ZoWbYMDh0CHx/ujhsPqy6k+xBbPl9taavEeteV1bHe0u/YN80G0P30DhpeO0lil0bw5hgYMwb8c9d2AaFQ6fX6HLUpISYmBj8/P6Kjo/H19XV2c4QVtDo9zaZtM7ts3JBAY/f4NmkDSkQEFC+uLOm9dAlKlzb53Okl5zD53HZsp5SkEql/F6vevMjGX0eToNbQZNQv3Mnnb/Xvosh+JDbZl/w8s59MxfrU4uKgcmUl7k+ZgnbC+3aL9Zlpq8R6kd51Z8uLh/hkx3zK3r6iHMiXDz78EMaPz9J2CsewJTbJnnDhdJnat71ypdIBb9QoTQcc7LtfKjPtzGyiD5H9pf5dPFW0HP8Wr4q7TsuAoyFA8u+i3fZLCiGEi7BrjpY5c5QOeLFiMHas3fdGZ7StEutFer+LO8vV5b8te2HlSvTBwfDwIbz3HmdnzpVYn8tIJ1w4Xab2bf/xh/LVRG1wA3sl55B6nCKzUv8u/l6nCwCDjv/FD8/XoGP1QELCImg2bRv95+5jzNKj9J+7j2bTthESFuHMpgshRKbYLYZqtTBzpnJ74kTw9gbsm4hL4r3IjHR/F2sWJ6RSE5r0+ZLZjfoo9737Jn3GL5JYn4vInnDhdBnetx0bC6Ghyu0uXSw+1h77paQep7CHlL+Lt6OqEh/6G4Xv3KLD+f2EuLs7paa9EEI4mt1i6N9/K7Pg+fPDoEFGd9lrb7TEe5FZln4XU+Yb+Lr5IBpcPUn966f4cPEUnseH715sILE+F5BOuHA6Q3mP9PZypSnvcfAgxMdDkSJQoUK6r5PZ5BwZbqcQqST9LgYVhJEjYMoU9LNnM6mDv9ma9iqUOuLtqgbIEkchRLZjtxj644/K1xdfTJoFT8keibgk3gt7MPW7mLqOuFat4c1ub7Pplzeoc+M/xuxZwiT/fBLrcwFZji6cztL+GVA6IP3ql0x7x+7dytdmzUDl+A8qqccpHOKVV0CjQfXPP/icP0OBx9G0uHiIYf/+SZmo60mnSR1xIUR2Zk2s71xdmTk0uzf22jVYt065/corDmknSLwXjmMq38B1vyJM6PA6AK+GLqfM8QMS63MB6YQLl2Bu/4zBjC3n0u6LNXTCmzfPghYq7LnnTAgASpSAHj0AWLXwHY58N5AFKyby0bZ5/LLyEzwT441OT70HUZK4CSGyC3Mx1NCXnb/nkuU8GPPmKfXBW7aEKlWc0laJ9yIzzOUR2FClOctqtEONnm/Wf0X0patpzpF4n7NIiTLhUrQ6PbO2nWfGlrNp7jOMN88ZVIeOVYtCwYJw/z78+y/Uq5fl7ZQyJMJa6f6+7NypXFQ+dcG/OP6PYygQ+4AZTQcws9mApPuWDG+UtLwtJCwiTV3awCyqSytsI7HJvuTnmb0ZPhM3n4rk5z2X0txvFO8Nn2WJiUoVlBs3YMkS6NcvS9sq8V6kx5rfldALd+k/d5/Jx+eJj2XtgrFUuHuV6MbN8du1HTQaQOJ9dmFLbJJOuHApVtfm7FwYTXAtyJtX6Yi7SXoD4ZqsDZzaf3Yy5vcD7PQpRYxnXrqc3sXstdOI07jTfthsrhQoZlSXNmVil5RMXrwKp5PYZF/y88z+bK7F/eef8OyzULgwXL0Knp5Z2l4hLLE61qdTR7z8naus/X0s3vGx8MEHMGWKxPtsROqEi2zL2tqcl9f8pRxo3Fg64MJlGQJn6t9pQ7bzlMstNS1b0PXNgTzwzIsK2FC5GTvL1MZTm8D/Nv8Aer1RHfGUiV1SMhybtO6ULFUTQrgsm2tx//CD8vWll6QDLlyKTbE+nXwDFwqV5OyUr5UDn36Kdt16ifc5lHTChUuxtuamR+ge5UazZg5sjRAZl5GOstEeRJWKie1GEqdxo2X4YVYVjUga6bb54lUIIVyMTbW4L16Ev54Ovo8Y4cBWCWGbTMf6FAz5BoLfGQWvvaY8xwsvUPPANjqc3Uv3U//Q4+R2fGMfGr2GxPvsSaYQhUuxtuZm4WMHlRvSCRcuypaOcsoSJqlri97yPEfJWV9R++tJMLwf+PjYdvEqhBAuyKZa3PO/V75p3x6CghzYKiFsY69Yn2YP+fTp8O+/uB04wI9/fmb0nHtL1WRgvynoVclzqRLvsx+ZCRcuxVCb07BEp8iDuww4ugmfuEeAslQnWB+NZ8R1JVlFo0ZOa6sQltjSUU6d8RSgcVBBegQXp+QX/4Ny5eD6dZgwAbDx4lUIIVxQ6nifmgplT22D0vlh0SLl4NChWdQ6Iaxjr1jfOKigcRI3T09YsYLoRs04UTSIg8WrsKd0TZ64edLkynEGHg0xen6J99mPzIQLl2LYKzNq4WHqXzvJ96unUvjxfdqf3cdLfT4BlYpJ/veUk+vUURKzCeGCrA2Il+48TpOcyCiZS548yl7I9u1h9mzo0IEGXboS6OeVlNhFrdNS+NE9bvoUApITGjUo6++AdyaEEJmXMt6rwGg5r1Et7n2hcPky+PhAt25OaKkQ5tkt1ptSqhT59uxkRIpEbkMOruWTrT/x3o5f2FGuLtf9ikq8z6ZkJly4nI7VA1nvcZLFSz+g8OP7ALQKP8SIc9uYM6gOtS6FKSfKUnThwqyZ5cnv7c43W86mm8xF+0xbbgwdBUDCi0Pg+vWkxC6FH95jzYJx7J0zlLbn9htfvEoZHSGEC7OqFrdhFrxXL/D2dkIrhTDPrrHeRB3w1IncfqvblQMlqpIv/gmfb/rOKGmryF6ypBM+e/ZsypQpg5eXFw0bNuTAgQNmz/31119RqVRG/7y8ZIlFrpGQAK+8QrXJ43HXJnKncw9Ov/oOAO9tnkvHvLGwe7dybvPmTmyoEJallwHVMOuTXjKXjccjaDZtG60KtOdE0SDc70VxpFU30GpZ0MSHtYvepsbNC2j0OsbtXkiAr6eUKxFOIbFeZETH6oHsHt+GJcMbMbNfMEuGN2L3+DbKZ1h8PCxfrpw4aJBzGyqECfaO9f3n7mPM0qP0n7uPZtO2ERIWYTRYpVepebfTGGLdPGh2+Sjr8pyReJ9NObwTvmzZMsaNG8fEiRM5fPgwtWrVokOHDty6dcvsY3x9fYmIiEj6d/nyZUc3U7iK+fPhp59ApYLPPqPQ+tVU+XYqNG+O6uFD6N8fwp7OhDdt6ty2CpEOS7M8Y9tW4P7jBLOPNSRzeXWxUvYk3s2d0d3f5ZG7F/UuHuXhoCE0fKEHgfdv8qR0WRLzeFP1Vji7a8ZJQBZZTmK9yAyNWmV6b2xICERFQWAgtG7t3EYKYYY9Y31KKWfKUw5WjX21C5HvfAhA9a//B+fP2/09CcdT6fV6hxaWa9iwIfXr12fWrFkA6HQ6SpYsyRtvvMF7772X5vxff/2VN998k/v372fo9Wwpki5cUJcusHEjTJoEH3+cfPzCBahVCx4pCdqoWBH++885bRTCRlqdPk0G1PXHbzBm6VGbn6v3ia1M3zgj6Xt9w4ao1q2Dzz+Hr79Wtmns2mXH1gt7yOmxSWK9cIjnn1dmwseOVT7fhHBh9oz1BoYcL7vHtzFecq7VKitCQ0OVbRqTJsGYMeDunun3ITLOltjk0Jnw+Ph4Dh06RNu2bZNfUK2mbdu2hIaGmn3cw4cPKV26NCVLlqRHjx6cPHnS7LlxcXHExMQY/RPZVHw8/POPcrt7d+P7goLgq6+Sv5el6CIbMTXLk9FMpn9Ub8Mf1ZQZoc3lG3Jg3gooXBjGjVOC7+7dyVs2hMgCEuuFQ8TEwNq1ym1Zii6yAXvGegOzdcA1Gli2TBl4f/wY3nkH6tWDffsy9Xoi6zi0E37nzh20Wi1FixY1Ol60aFEiIyNNPqZSpUr8/PPPrFmzhoULF6LT6WjSpAnXrl0zef7UqVPx8/NL+leyZEm7vw9hP6aSTiQJDVVmugsXhpo10z74lVegUyfldpcuWdNgIRwkvWQuZqlUvN1lLO2GzmZErw+4Ef/0GYoXhxdfVG5PnWrPpgphkcR6kZrFWG+tVasgNhYqV4bate3fSCGyQIZjfSp7zt9O+3dUsqQyeTVvHvj7w/Hj0KSJsqJUuDyXy47euHFjBg8eTHBwMC1btmTVqlUULlyYH3/80eT5EyZMIDo6Ounf1atXs7jFwlohYeaTTgCwZYvytW1bUKf91dTqYd/0+exYvInQGs0zFtSFcBHpJXOxRK9Sc65wafQqNZM3nE7+G3r3XeVvZ+NGOHbM7m0Wwl4k1udc6cZ6U7Ra+OUXWLkS7iqd9vvzfgXgSudeaCXci2wqM7E+pVnbL5j+O1KrYdgwOHMGnn0W9Hp4800l0bFwaQ7thBcqVAiNRsPNmzeNjt+8eZOAgACrnsPd3Z3atWtz3kzSAU9PT3x9fY3+CdcTEhbBqIWWk06webNysF07k49vNm0b/X47zJBjWvrP259+UBfCxVlK5vL9gNpWjZ7fexSf/DdUoQL06aPc8fnngJ1mpISwQGK9MLAq1psyfjwMHQp9+qAvXJhzJSvhu2cnAAMelZN4L7I1e8R6sPx3pC1YiP0TvybWvxCcO4fuhx/s1HrhKG6OfHIPDw/q1q3L1q1b6dmzJ6Aka9m6dSuvv/66Vc+h1Wo5ceIEnTt3dmBLhSNpdXomrTtltjyDCvh6+X46/Puv8iGUYl8hJAf11I83fBhJOSaRnXWsHki7qgFpkrlo1CrUahWjFh62+HjD39CkdadoVzUAzXvvKfvEli8n4t4jZvkHsyqgFk88lOAf6OfFxG5V5W9G2I3EegHWxfqkz6mUCaZ+/x2mTwfgYdny5As/T+Ub5wA4WLwK1/IHoJJ4L7I5a2J9ypJmppj7OwoJi2DSulNERMcysF5fPv37e2Le+5CD9drTtnGlLHh3IiMcvhx93LhxzJ07l99++43Tp08zatQoHj16xEsvvQTA4MGDmTBhQtL5//vf//j777+5ePEihw8fZtCgQVy+fJmXX37Z0U0VDnIgPCrNqHhKeqDsiX9R6XRQqZKyx+Wp9II6KB9GMrsnsjNz5XkMo+f+eS1nOzVK3BIcDC+9BDodgX+t49Mlkzn83UA+2fwDap02/RkpITJAYr2wJtanSTD1778wfDgAuvffp93wH6j/2gLGdH2Ln+o/y/sdXkt6LEi8F9lberE+9Uy5Kan/jlKvPllaqwPn/UuQ/3EM58Z+KLHehTl0Jhzg+eef5/bt23z88cdERkYSHBxMSEhIUgKXK1euoE6x//fevXsMHz6cyMhIChQoQN26ddm7dy9Vq1Z1dFOFg9x6YD4oGzS/dES5kWopui1BvXFQwcw0UwiX1LF6IE8SdIxddjTdcw1/a9q58xiepy71D+2g83+7KX0/kiGH17OnTDCbKzQyPyMlRAZJrBfWxHqj8yIioGdPiIuDbt3YP+RNIuYfgHz+rKnWmjXVjOuCS7wXOZlhpnzG5rPM2p5+3e9bD2JNTlRp1Rqmtn6J+X9MZujBNTz/+7O0m9pfYr0LcngnHOD11183uyRtx44dRt/PmDGDGTNmmDxXZE/WlGdoevkoANpn2qJJcdzmoC5EDhTga12JE8Pf2oFL99jmU4ZtrYYwreWLfLhtHi8fXMPAI5vYXKGRXMwKh5BYn7tZW4rpzoM4tPEJaHr3hhs3oEoVWLiQWxcfWPV4ifcip9KoVTQtX8iqTngRHy+zE1VbgxoQWqoGja+cYPCGeRwY0UFivQtyuezoIudJrzxDieiblL0XQaJKTfsjKqOlM9YG9czWYRTClaX3N6RC2evdoKw/Wp2ePefvpLhTxYI6XQFoEX6YkveTS0bJxawQwl6sLcU0ecNp3nv5c6Usqa8v/Pkn+PpKvBcC6+N93dIFjGO90UkqPm09DIBeJ7cTe8hybhnhHNIJFw5nqTwDQLNwZSn6kWKVuRinMdqvakvnQ4icypoSJxO7VWXzqUiaTduWZhT9SoFA/ilbBzV6BhwNSTouF7NCCHtJL9an9Mz+TQCEP9sfKlYEJN4LAdbF++61Amn55XaLM+ZhAeXZUKkpAFXWLHZAS0VmSSdcZAlLSSeaXToKwO4ywWmSr1jb+ZC9LiKns1TiZM6gOgAmSwMZLAruBEDf43/jmZggF7NCCLuzJsGU/+Nonjl/AIAP/eolJVqTeC+EwlK8H9GiLD/tDLeYL8lgYe0uABRd9wc8fOiQtoqMy5I94UJActKJX/eEM3nDaQDUOi1NLx8DYFeZ2kDa5CuGDyND+QWDACm1JHIZcyVOAJpN22axtMnW8g2IyFeQwId36XB2L50/G2vyYlar05ssoSKEENYwFetT6n7qH9x1Wo4FVGBPnkCj3BQS74VQmIr3dUsXoOWX2y3GegMVsK9UDR6VLkfeyxdh6VJIUX1CYr3zSSdcZCmNWkXZW5cZfGgdFe5epfKtSxSIfcADjzwcK1bR6NyU+1Ut1VcUIjcxlDhJKfTC3XRHxbVqDUtrdWDsnsV8cn0n/tW/SHNOylqjBlJXXAhhK41aRSEfT5P39TmxBYCVNZ4B0uamkHgvhCJ1vLcm1hsYBq7yFh4F77wDP/6Y1AmXWO8apBMubJLpkbP9+2nVvwNtEhKMDm+q1BStWmN0LPV+VVOdDyGE9QnW8owagX7fMvwP74eTJ6FataT7DLVGU4+wG+qKzxlUR4KzELlIZuO9qZwTVW9epNqti8Rp3FhXpYXZ8yTeC5GWtbH+9dZBjG1XSfl7LfoifPABHDwIhw8T4hEosd5FSCdcWM2akbPUQbtu6QIcunxP+T6fJ43Gj0edkMB/xcqzpVRtzhcsyblCpThZtFzSc6pQRvBkv6oQ1rE2wVqtRtVRde8Oq1fDDz/Ad98BmKw1aqAHqSsuRC6TXry3GOufdtgNidYio2OTPlt6h20FYEv5hkTn8ZXcFELYwNpY37R84eRYXbgw9OoFS5ei+/FHJpXpK7HeRUgnXFjFmlkyIE3QVqvgac4VWlw8RON//kHn7kHEr4v5austAKPnlOQrQtjO1MVuSkYDWyNHKp3wBQvgq6/A09NsrVEDqSsuRO6RXrwf0aIsa49FmI31kNxhn9itKqMWHkYFuGkT6HlyOwAra7QFJNYLYQubYn1KI0bA0qXoFy0iZnhb8PQ2+fwS67OWZEcX6UpvlgzgvVUnTGZmNgRllV7HOzsXAPBzrU7EBpawmOlZlsIIYT2bsgq3bQvFikFMDOzYAVi/xE3qiguRs6UX7/XAjyYyM+tSPcDQYQeSYn2ri4co+CSGW3kLcK5WE4n1QtgowxUEWrWCChXQPHpEt9M7lWN6PSXvR1LgcXSa15FYnzVkJlyky5pZsvuPE8zeD9Dpv73UuHmBhx55mNO4Lx7rTrF7fBtJviKEnVidVVithm7dlCQta9dChw5WL3GTuuJC5GzpxXtrpVzaaoj10R2/BiBhwED+eb+dxHohMiBDFQRUKmU2/J13GLV/Je3P7SM44iz+T2K45+VDh6GzuOWTPPMtsT5rSCdcpCuzI2IanZa3dv0OwLz6Pbnr7QcplrvIkhch7MPqrMLduyd3wmfNyvgSNyFEjmLPGTDD0taDJ6/S8Mcv8N+8EYDiY0Yq69eFEBmSoQoCQ4ag/+ADSt+PpPT9yKTDBWIf8OH2+Yzu/q7E+iwmnXCRrsyOiD13YgtBUde5m8eXefWfTTouy12EsD+rsgq3aQPe3nDtGhw9iqZ2baO9m5KnQYjcyd4zYHWunaZal9fh6iXlwIQJRlUZhBAZY3MFgUKFUM2bx/WV65n7uABHAyui0utZuehdup/eyfKa7dlTJlhifRaSPeEiXYZZMlv/JD0SE+h77O+kveDfN+7LwxTJIGS5ixBZT6vTE3r9ETcaKeWBdGvWAMlL3CRPgxC5V0bjvSmvhi5nxeLx5Lt6CUqUgM2b4bPP7PDMQoj0aHV6Qi/cZc3R64ReuItWp4cXXqD4mmU0mjGRm1VqcaR4ZRbU6QLAp1t/4Ie+1STWZyGZCRfpMiSCMDVLZkreuMcMOBrCsIN/EvAwCoBzBUuysHZnQJa2CuEsKcsOPedVma8I4ezcxVx67hU6Vg9Ulrj5Q8zAwVxu3o4nLw6TPA1C5CK2xntz6l47xbtPB+B1LwxG/e1MyJ/fXs0UQliQXonBlMvZo7qUI77XfkrfuUbpTYugzgdObHnuIjPhwirmZslSKxZzi02/vMEHO34m4GEUEfkKMrn1MHq+MJ04Nw9Z2iqEkxjKDhmC8rag+uhQUfnGOSZ9/zchYREAaMa+SYEdWwiePonG+ZG/UyFyGUO8L+rrmaHHa3Rapvz9PQDXnu2HesFv0gEXIoukjvUGhooFSbH+6XL2Ls2r4DFzhnLSlCkQHp7VTc61pBMurNaxeiC7x7fhoy5VTN5f+GEUi5Z+QKnom1zzLcw7ncbQatQ85jd4lkdPl6HL0lYhsp6pskNR3n4cKq78LT9z4QCT1p1CG/IXLF+unPD4McyZk/WNFUI4XcfqgUzvG2z1+SnH6l48tJ4qty8R71eAEj99Z//GCSFMsqak8KR1p5Sl6Sn17w+tW0NsLLz+OugzugZG2EKWowubaNQqCvmkHR0v8DiaRUs/pOy9CK76FaXvgM/p3aMRJ56pyKHL96QEmRBOZK7s0JYKDah//RRtz+1nRY22xI98izwANWvC8ePw7bfw1luQJ0+Wt1kI4Vx3HsZZdd7rrYMY/TTWx1y4xDOzlgDg8eU0KFTIkU0UQqRgTUnhiBTViZKoVDB7NtSqBRs3wi+/wNChjm9wLicz4cIiU4kdUidU8419yO/LP6bi3StE5CvIgH6fEuFbmKblC+PhpqZxUEF6BBencVBB6YAL4QTmKhFsKd8QgMZXjjFu10LyXA6HYsVg+3YoXRpu34bffsvKpgohnCR1vC+Uz7rl6CljfYdfvsLt0UNo2BCGDXNwi4UQKVlbdcjkeVWqwOTJyu0xY2RZehaQmXBhlrnEDh91qZJUU7jwg7vMWzWZ6jcvcNs7P4P6TeFa/gACJfGaEC7DXCWCC/4luFigGOXu3eCVA6uUgzNmgL+/MgM+ejR89RUMHw4aTRa2WAiRlUzF+wBfT/J7uxP9OMHk8tY0SVa3boWlS0GtVrayqGWeR4isZG3VIbPnvf02rFsHe/bAkCGwbZvEfgeST0hhkqXEDq8tPkL3WoFUvXmBNQvGUTPyPFF5fHnh+clcLFgSkMRrQrgSs2WHVKqk2XAAfbv20KeP8s3QoUpn/MIFWL06y9oqhMha5uL9zZg47j/tgKf+7EiTZPX4cRg4UDn42mtQu7ajmy2ESCW9EoMqsDxJptEoq9/y5oWdO+GbbxzUUgHSCRcmWJPY4f6SlaxZ+h6BD+9y3r8EPV+YzpkiZSXxmhAuyFB2CNJeTG+poHTCtR6eqGbPUvaGgRKEX39duf3FF5KoRYgcKL14rwLye7tT1Nd45swo1oeGQsuWcPOmkk/CsKRVCJGlLMV6q6sTBQUpK+IA3n8fwsLs3k6hUOn1OevKKiYmBj8/P6Kjo/H19XV2c7Kl0At36T93n9n7e5/Yypcbv0GNHn3bdvz7xQ9EqDwl8ZoQLs7kFhNfT+Y9OUi1ZrWhQwfjB9y+DaVKKRlTt2+HVq2ytsE5iMQm+5Kfp32kF+8NFg1riFqtSptkdfNm6NlTqabQpAmsXw8FCji+4UIIs9KrE54uvR66dYMNG5T8DqGhyQP0wiJbYpPsCRdpWEzsoNfz5p7FqNFzqdcAyiz7jQZu8mskRHbQsXog7aoGcCA8KtXFdFvTDyhcWFmW/v33yoj47t2yz1OIHMTaRE53HsXRI7i48cH166F3b4iPh/btYdUqZQWNEMKpzMd6KzvSKhXMnavMiu/fDyEh0KmTYxudC8nVlEjDUmKHyrcvUTL6JrFuHtz8ZCpIB1yIbEWjVtlWsWDCBPDxUUbCf/opaxophMgSGU7kFB6u7AGPj1fySKxdKx1wIVyIzbE+tcBAePVV5fakSbIlzQGkEy7SsJTYof05Zdnav+XrUq9ayaxtmBAi65UoAZ9+qtwePx5u3HBue4QQdpOhRE4JCTBgAMTEKEvQFy8GT+vKmQkhspF33oE8eZTZ8L//dnZrchzphIs0LCV2aPe0E56/f2/Z+y1EbvHqq9CggXLRPXq0s1sjhLCTDCVy+uQT2LcP/PyUDrisiBMiZypaFEaOVG7LbLjdSSdcmNSxeiBzBtUhwC95CVpgzG1q3LyAXqWixsgXnNg6IURW0er0hF66z/a3pqDXaOCPP5Slp0KIHMFUvAdMVzvZtg2mTlVuz50LpUtnYUuFEI6i1ekJvXCXNUevE3rhLlrd0w73u++Cl5eyJW3zZuc2MoeR4UthVurEDjX+XASAqkkTKFLEya0TQjha6gyr4+s9y6j9K3kyYiR5WrdW9ooLIbI9qxI53bkDgwYps2Evv6zsBRdCZHvpZlMfOVKpGT5pErRrJ5nS7URmwoVFKRM7lNvzdASsRw/nNkoIYTfmRr9DwiIYtfCwUVCe2bQfV/yKkudmBOff+dhZTRZCOIDFRE6GjndEBFSurFyQCyGyDVtiPUBkdCyjFh4mJCwieTZ8717YutUZzc+RpE64sM79+0q5osREOHsWKlRwdouEEJlkbvT7oy5VmLzhdJqgDND5zG6+X/M5d/MVIP/tCDRekpDJGhKb7Et+nlns559h2DBwd4cDByA42NktEkJYKSOxHpS8EAF+Xuwe3wbN2Dfh22+hfn0lJ4SUKzXJltgkP0FhnU2blA54lSrSARciB7A0+v3q4iNmg/LfFRpxK28BCj68x44v5ibvGxNC5EwXL8KYMcrtKVOkAy5ENpLRWA+gByKiY/l1Tzja8e8pW9D+/Rd+/93Brc4dpBOeC5lNvmDJn38qX2UpuhDZnlanZ9K6U5j6y0/v0yBR48bSmu0B8Pp5Ls2mbVOWqwkhXEqGYn2aJ9HC4MHw8CE0bw5vvWX/hgohHCIzsT6lyRtO0+y3U5wZ/nQw7r334MEDezQxV5PEbLmMqSUpAb6e9G9QijKF8ppOxhIXp8yEA/TsmbUNFkLY3YHwKIuj3+lZGtyB1/atoOnl43hfPM+ohbFpsygLIZwmQ7HelC++gD17lBmwBQtAo3Fwy4UQ9pLZWJ9SZHQs3dV1OVK6HHkvX1RWxUybZpfnzq1kJjwXMbskJSaOGVvOMWbpUfrP3Zd2ZmvHDmXEKzBQ2QsihMjWbj3IXFC+4VuEbUH1AOh3LASASetOydJ0IVxAhmN9asePw8dPEzB+9x2UKeO4Rgsh7C6zsT4lPZCgcefjlkOVAzNmwLlzdnv+3Eg64bmEpSUpqRllRITkpejdu0siBiFygCI+Xumf9JS5ebJFwZ0AeO7EVjwS4oiIjuVAeJQdWieEyKhMxfrUZsxQcsH06KEsSRdCZCv2iPUp6YE/Ampxr8UzkJAA48ZluG1COuG5hi1LUgzBe9K6U2gTtbBmjXJA9oMLkSM0KOtPoJ+X2aCrQsmc+v2AOgT4mQ7iO8vW4ZpvEQrEPqDzf3sA+466CyFsl+FYn3oVy6NHsHKlcvudd6QusBDZkD1ifdoHqTj85kfg5gbr10NIiL2am+tIJzyXsPXi2JAR8dSfW5S6oD4+0KaNYxonhMhSGrWKid2qAmlHvw3fT+xWlc41A9k9vg0fdamS5jl0ag2LgzsCMOjIRsC2UXchhP1lNNanWcWyerWSjC0oCJo0sV8DhRBZxh6x3hTvmtVh9Gjlm3HjlBUzwmbSCc8lMnpx7LXh6Sx4ly7gKfWAhcgpOlYPZM6gtKPfAX5eRknWNGoVQ5qWNTmavqJGOxLUGureOEPzx9dpUNY/i1ovhDAlo7E+Ted9wQLl6+DBMgsuRDZmj1hvYJg5b1DWHz76CAoWhNOnYd48x76JHEqyo+cShiUpkdGx1pcl0OspseMv5fazzzqqaUIIJ+lYPZB2VQM4EB7FrQexZjMmG0bTRy08jIrkZay38xXgr4pN6HpmF1+d+AONekSWvwchRLIMxXpSdd6vXYMtW5TbL7xg1/YJIbJeZmM9GM+ca9QqyJ8fJk5UZsQ//hgGDABf3yx6RzmDzITnEpaWpJiiAhrH3SLPpYvg4QGdOjm0fUII59CoVTQOKkiP4OI0DipotmSRudH0hR2HoNNoKLrj7+QLdyGEU2Qk1ifNbBksWgR6PbRoAWXLOqSdQoisldlYn3rmHICRI6FiRbh9G6ZOdWTzcySVXq/PUTVlYmJi8PPzIzo6Gl8ZkUnDVO3Q1Ax/ln893kXF76ZB586wYUPWNFAI4dK0On3a0fQ3xygljKpXhyNHlIQtwojEJvuSn6dltsR6owtrvR6qVUteYjpsmOMbK4RwOSZjvamO+9q1SuJmT0/47z8oXTrrG+tCbIlN0gnPhVL+YV2685glB64QGZMcqAP9vJjYrSodh3SDQ4dg7lx4+WUntlgI4dKioqBCBeXrnDnK6LgJVgf1HEhik33JzzN9Vsf6lDNbBw9C/frg5QU3b8ryUiGEZXq9krh5xw7o3x8WL5ZYL51wCczWMvnHcu2qMpqlVivZ0YsUcXYzhRCubNYseOMNKFQIzp1T9oulYGpmzmQnIIeS2GRf8vO0nVUXxqNHK6tanl5MCyFEug4fhnr1QK/neve+LNEXZY9faU4VKUucu6fEejOkEy7S0Or0XJk0jbL/m0BM/Ubk3bc314xgCSGsl/KivqiXhoa92qA6fRreegu++irpvJCwCEYtPJwmUZTJ5bA5lMQm+5KfZ+al6ZQXz4emRHG4e1ep/duhg7ObKIRwEekO4r3yCvz0k9Fj7ubx5YXnp3C6aDlAYn1qsnFPKMLCIDCQkIh4Jq07xfRfl1AWmJmvGhunbcs1I1hCCOuYmtnu2XAw35yeAN9+qwTkChXQ6vRMWnfKZKZmPUpHfNK6U7SrGiCDfUJkEVN/v/2uHeTzu3chMBCeecaJrRNCuBJrVrJpZ3/Pe09KUvJ8GDVunqdWxDkKPonhvR2/MPj5yRLrTZDs6AJWroQaNdAFBODdrQvttq2gwdUwAP6q2JjI6FhGLTxMSFiEkxsqhHAFhpnt1Emf1hStwbZy9SAhAd5/H4AD4VEWk0PpgYjoWA6ERzmyyUKIp8z9/XbauxaAi516SXJFIQRg/vMidd/gwOX7rChWm69bvMBLfSbR/cUZJKg1tLh0hPpXwyTWmyCd8NxOr08qK6BOTKTFpSP8b8uPuOl1nCpSlmv5A5JmsCatO4VWl6N2LwghbJTezPa0VkPQqtTK4N7+/dx6YL4DnpK15wkhMs7c32/J+5G0DD+MDhXv+DeUWC+ESDfeQ3LfIHUMv+ZXlOU12wEwdndyfgmJ9cmkE57b7dwJhw+j9cpDzxem80WLwYQVDQJgQe0uSafJCJYQAtKf2f6vcBn+qN4GAP2771Ikn6fxCXq98i+VIj5eaY4JIezL3N/vgKMhAOwsW4dDGn+J9UIIq1ey/bonnEKpYz0wu3Ff4tVuNLlynMaXjwMS61OS9Ua53YwZAFzp0pujxSpxtFglvm/cF41Oi1atSXO6jGAJkbtZ8xnwdbNBdD+9E6+dO3HftIFAvxJERsdS4n4ks9d8DsBzA78k3s0dFRDgpyR5EUI4lqm/X4/EBPqc2AzA4uCOZs8TQuQu1n4OTN5wmgBfT/J7uxP9OCFplvyGbxGW1urA4CMbGLt7EZdq1JdYn4LMhOdm58/DWmUP2P0RrxndZaoDDjKCJURuZ81nQKRvIX6p2x0A30kf06N6YRpeOcGaBeOoGXmempHneeb8/qTs6BO7VZVELUJkAVN/vx3O7qXQ42gi8/mztXwDs+cJIXIXWz4HbsbEcf9pBzxlNP++UR/iNO40uHaSbwvflVifQpZ0wmfPnk2ZMmXw8vKiYcOGHDhwwOL5K1asoHLlynh5eVGjRg02btyYFc3MfWbOVJaFdu5MzbYNCfTzwtyfhgolE6KMYAmRuzUo62/xs8JgTqPnuOflQ8W7V6j//hssXvER/k9ieOyuLFnrc2ILAX5euaJkSW4hsd71mfr7HXh0EwBLa3VAp9ZIrBdCANbHe0iudpLf252ivsmd90jfQvzZoCsA9X+ZaXI7Wm7l8E74smXLGDduHBMnTuTw4cPUqlWLDh06cOvWLZPn7927l/79+zNs2DCOHDlCz5496dmzJ2FhYY5uau5y/z788otye+xYNGoVE7tVBUjzxyazVUIIA0ufFSnFeOVjVuO+ADwTthN1YiK65/txbtVfALS+dJjdL1SWDngOIbE+e0j99xt05yqNroahValZVlOpCy6xXggB1sd7Az1w/3EC0/vUYsnwRszsF8yS4Y14bsUs8PKC0FBo2xYuXHBou7MLh3fCv/76a4YPH85LL71E1apV+eGHH/D29ubnn382ef7MmTPp2LEj77zzDlWqVGHy5MnUqVOHWbNmObqpucvcufDoEdSokVQPtGP1QOYMqkOAn/HyE5mtEkKkZO6zIrXf63Tlgn9xAE6Pehv1ksXU6toSmjZFpdOhWbQwK5orsoDE+uwj5d+vYRZ8a/kGULKExHohhBFr431Kdx7F0TioID2Ci9M4qCCa4sXgxx8hTx7Ytk3pe3z1FSQmOrDlrs+hnfD4+HgOHTpE27Ztk19QraZt27aEhoaafExoaKjR+QAdOnQwe75IS6vTE3rhLmuOXif0wt20pUYSEuC775TbY8eCKnl8q2P1QHaPb2M0grV7fBsJykIII4bPio+6VDF7TrybO8++MJ0WI+Zy/633kj9rXnpJ+frLL7I0LQeQWO8c6cZ6CzpWD2T3oEoMPvcPACXfGyuxXghhkjXxPiWTe8kHD4YTJ6BNG3jyBN55B1q3hvh4O7c2+3BodvQ7d+6g1WopWrSo0fGiRYty5swZk4+JjIw0eX5kZKTJ8+Pi4oiLi0v6PiYmJpOtzt5CwiKYtO6UUUmBQD8vJnarmhxcd+yAq1ehcGHo3z/Nc2jUKhoHFcyiFgshsiuNWsWQpmWZtzucyOhYk7VEY7zyoS5QAJ1ej1anV5a59u0Lo0fDf//Bvn3QuHGWt13Yj8T6rGdVrDdHr4dff0UzdizEREP58lQZ8hzIEnQhhBnWxHsA/7zu1C1dwPSdQUGwZYsyAD92LOzeDb/9BsOHO6zdrizbZ0efOnUqfn5+Sf9Klizp7CY5TUhYBKMWHk5T0y8yOpZRCw8TEhahHDDMNLRvr+zREEKIDLJmz9j9JwkMnLefZtO2KZ9DPj7w3HPKnYbcFGRuZk/kbBLrk1kd6025ehU6d4ahQyE6Gho0gPXrQZ3tLweFEA5mTbyPepRAyy+3m/8cUqnQDnmJ8DfeBSB28qdo4xMc0FrX59BP3UKFCqHRaLh586bR8Zs3bxIQEGDyMQEBATadP2HCBKKjo5P+Xb161T6Nz2a0Oj2T1p0yOTJlODZp3SnlotaQsbZhw6xqnhAiB7N2z5hRJ8GwJH3pUnj8mJCwCJpN20b/ufsYs/Qo/efuS+60C5cmsT7r2BTrU4uKgnr1ICQEPD1h2jTYswcqVXJkk4UQOYg18d7SgKAh1nd6Upk73n54Xb3MpwM/zJWx3qGdcA8PD+rWrcvWrVuTjul0OrZu3UpjM8sPGzdubHQ+wObNm82e7+npia+vr9G/3OhAeFSaUfGU9EBEdCwHLt6F/fuVg9IJF0LYiWHP2KJhDcmfx93kOUadhGbNoWxZePCAYzN/zvjMnnA6ifVZx+pYHx6V9s45c+DWLShfHo4ehXffBTeH7koUQuRAHasH8s87rfHP62HyfnMDgilX8cS6ezGv/rMADNy2mNcW/JvrYr3D1x+NGzeOuXPn8ttvv3H69GlGjRrFo0ePeOnpLMjgwYOZMGFC0vljxowhJCSE6dOnc+bMGT755BMOHjzI66+/7uimZmu3HpgPyik9PHMW7twBDw+oVcvBrRJC5CYatQq1WsX9J+aXliV1Ei7fhyFDACg67X98tX46723/mWH//knJ+5FJ54KFmT3hMiTWZw1rY32a82JjkxOyfvIJVK5s34YJIXKVQ5fvEfXIfFK11AOCplbx/F67M/e98hEUdY1O/+3JdbHe4UOgzz//PLdv3+bjjz8mMjKS4OBgQkJCkhKyXLlyBXWKvUhNmjRh8eLFfPjhh7z//vtUqFCBP//8k+rVqzu6qdmayUyEJpQ+/7QGa+3aynI0IYSwI5s6CUOGoJvyKQHRt+kdvT3pvgFHQ3jm5TmgUhkFckkY6bok1mcNa2N9mvMWLoSbN6FECSUxohBCZIKtA4KmVvE88vTm53o9GLd7Ea/vXUanys1yVazPknVIr7/+utnR7R07dqQ51qdPH/r06ePgVuUsDcr6E+jnZTZjoQql3nf58JPKAVmKLoRwAJs6CaUKsmNJCOt+WU+RR1EUfniPAcdCCIq6Rp0bZzhcPLkcirUBXziPxHrHszbWNyjrn3xQp4Pp05Xbb74J7qa3iwghhLVsHRA0F8N/rduN4QdWUfnOZdqd28+tB3Xs1kZXJ+kwcwhLGQsN30/sVhW1ISlbgwZZ1jYhRO5h6CSYy5yqQimlZOgk5Amuyerqbfix4XNMeWY4myo1BaBX2Dajx1kb8IXIyayN9ZqU5cY2bIAzZ8DXN9eWAhJC2Jetsd5cDI/xysdvdbsB8HroMorkyz2rdKUTnoOYy1gY4OfFnEF16FixIBw5ohyUmXAhhAPY2klIHcj/qNYGgG6nd+KRmJAmkAuR26Ub61PXCf/qK+XrK68oHXEhhMikzMb6lH6u14NYNw9qRp6nwe3zDmuzq5G0mDmAVqfnQHgUtx7EUsTHi3/eac2hy/eSvm9Q1l/5I/j3X4iLg4IFISjI2c0WQuRQhk7CpHWnjPaABfh5MbFbVaNOgiGQj1p4GBWwr1QNbvgUotiDOzxz4QAhlZqmndkTIheyOtandOAA7NypZEEfM8Y5DRdC5EiZifUpt9Pc8/ZjQ+Vm9A7bhmbeXGjcKOvehBNJJzybCwmLSPPLH/j0l79HcHHjkw2lyRo0AJVc0AohHKdj9UDaVQ0w6jSk7iQYOhVxiTrebFuRJQeuEBkTy5/VWvHqvpX0/28HPSa/kXZmT4hcxqZYn5JhFnzAAChu4TwhhMiAzMR6gwA/L4q/OxoGb4OlS+Hrr8HPzxlvJ0tJJzwbM9TbS52cxVBbN82yNKkPLoTIQhq1ymyWU1OdigBfT8a2rUDl+q/Ccytpfu5fVEUlTInczeZYb3D3Lqxapdx+6y2Ht1MIkTtlNNaXKZQ3udOuAj6vCqdOweLFMGpUFrXeeWRPeDZlqt6egdnautIJF0K4AEOnInW5kpsxcXyz5RzxlSpDvXqoEhOVUXEhcqkMxXqDDRtAq4WaNZV/QgiRhdKL9Z5uahoHFVRmzVUqGDFCOeHHH0Gf8+uFSyc8mzJVby+lZ8O28sz2Pzhw8a5yICoKzp1TbktmdCGEk1jbqdC98ILyzYIFWdU0IVxOerFeD0REx3IgPCrtnX/+qXzt2dMRTRNCCLMyNID4wgvg6QnHjsHBg1nRTKeSTng2Zalmbon7kXy9YQZTNs/B/4spykFDabIKFcBfsgwLIZzD2k7FoUYdlGRSBw8qy9OEyIUsxXqL5z1+DCEhym3phAshsliGBhD9/aFPH+X2Tz85toEuQDrh2ZSlmrm9U9TXrTR3Jnz7rSxFF0K4BGs7FTc88kHnzso3MhsucilLsd7ieVu2wJMnUKoUBAfbv2FCCGFBhgcQDUvSlyyBmBg7t8q1SCc8mzJbb0+vp9dJpRN+pMzTPWBjxiSPKEknXAjhRDZ1KgxL0lesyBX7w4RIzVJtXVDq8Qb6KYmNjKRcii7VUIQQWSzDA4jNmkHlyvDokdIRz8GkE55NGertAUbBud71U5S+H8lDjzzcWbYK3nhDuePGDeWr7AcXQjiRTZ2KTp3AywsuXoTjx7OymUK4BHOxPuX3E7tVNa4PnpgIa9cqt2UpuhDCCTI8gJgyQdvMmRAX58hmOpV0wrOxjtUDmTOoDgF+yaNIvU9sBeB+5+60axAE33yDrv8AALQenuzLV8J0FlUhhMgCNnUq8uaFjh2Vg6tXZ1kbhXAlpmI9KLV1U5Yn0+r0hF64y+7f1sDdu+gLFIDmzZ3RZCFELpehAUSDF1+EQoXg9GmYONGh7XQmlV6fs9b4xcTE4OfnR3R0NL6+vs5uTpbQ6vQcCI/izu17dGpXB7eHD2DHDmjZkpCwCKb8eZy+G38h3L84q6u3IdDPi4ndqpquKyqEEFnAVO1Qk59NCxYoAblGjWw9G54bY5Mj5cafpyHW33oQm1xb9+kFbMq/pw+3zuXlg2vYWLsd6gW/SawXQjiN1bE+tT//hGefVWbGd+yAFi0c3lZ7sCU2SSc8J1myBAYMgNKl4eJFQk7dZNTCw2nKAxjGnFKOoAshRFaz1KlIEhUFRYoo9Y7PnYPy5Z3T2EzK1bHJAeTnmcxQi1cPoNfzz0/DKX0/kleefZ+/KzaRWC+EcCqrYr0pw4bBzz8r/ZrjxyEbfNbbEptkOXpO8ttvytfBg9Gisr0+nxBCZCGNWkXjoIL0CC5O46CCpoOyvz+0bq3cliXpQhhJXYu30p3LlL4fSaybBzvL1AEk1gshnMuqWG/KN99A2bJw+TKMHu3QNjqDdMJzihs3YPNm5fbgwRmrzyeEEC7EsMf1WH2lE66XTrgQRlLGerVOS9fTuwDYVaY2Tzy8JNYLIVyeIdavOXqd0At3kwcNfXyULWlqtTLR+Mcfzm2onbk5uwEifVYt41i0CHQ6aNoUypfn1tHrVj23tXX8hBAiK6XcR1bkQQkOAKrQULZvP0rr1sHObp4QDmHrsk31urUsX/QVxWJuU/RhFO46LQB/V2hkdJ7EeiGEK0p3z3izZjB+PEydCuPGQffu4O7uxBbbj3TCXZxVCQ30emWkCGDwYCAT9fmEEMLJjPa4Ard8CnK4WCXq3PiPrZ/PJa7wh7LHVdifTqfMuDiJzQmMYmOpPWU8HndvJx3SqtScLFqOkEpNjE6VWC+EcDWpY71BZHQsoxYeTs5n8dFHyt7wK1eUScchQ5zRXLuT5eguzPDLmXpZueGXMyQsQjlw4gSEhYGHB/TtC2SiPp8QQjhR6j2uBiEVlU5Fh7OhssdV2NeqVVCxopKF30msjvcpLVmCx93b3PQrTK9BX9Jo1K9UfHs13V/8hgeeeQGJ9UII12Qu1oOJ3FV58iiz4KDMiGu1WdVMh5JOuIuy6Zdz8WLlQJcukD8/kMn6fEII4STm8ln8VbExAI2uHOfRzTuyx1XYj6enknn/yBGnvLxN8T7pDj18/TUA914eyZHiVbjpWwitWpN0isR6IYSrsjl31ahRUKAAnD2bY/aGSyfcRVn9y3nhjlKaDJTyZCl0rB7InEF1CPAzXoYW4OclJUuEEC7J3N7VywWKcaZQadx1Wtqd2y97XIX9BAcrX8+cgdis/73KUCLVLVuUFXB581L5w3ES64UQ2Yq1MTzpPB+f5Azpn32mDERmc7In3EVZ+8uZuHu3skfC11eZCU+lY/VA2lUNyFh9PiGEyGKW9q5uqtSUyncu88H2+Vy98SwEF8/Clokcq1gxKFQI7tyBkyehbt0sfXmbL0YhaRacYcMgf3465s8vsV4IkW1kKHfV6NEwfTocOwYbNkDXrg5qXdaQmXAXZe0vZ6E1K5UbvXopeyZMyHB9PiGEyGKW8lnMq9+TI4GV8H8SQ82XnlNmLoXILJUKatVSbh89muUvb228v/MgTlmSfvIkhIQo7R4zJul+ifVCiOwiQ7mr/P2VZekAn36a7WfDpRPuIlLXyKtbuoDFX04Ad20CAX+tA+Dfxh2ypqFCCOFAlvJZPPb0ZkjfScRUrobq1i145hm4cCHrGylyHsOS9GPHHPoypurhpncxajB5w2maTdvG1YmfKQeefRbKlXNoe4UQwhEynLtq3Djw8oJ9+2D7doe305GkE+4CQsIiaDZtG/3n7mPM0qP0n7uPll9up3stZR+XucDc7NJRCsQ+4Hbe/PQ/7206e6oQQmQzlvJZTHu5Bb67dqCvVg1u3OBxs5Yc2hMm2dJF5mTBTLipWN9s2jY2n4o0ezGaWsKNSIr8uUL5xpAtWAghsiFrc1cZDV4+ckc3bJhy4syZWd1ku5I94U5mqUbeTzvDGdGiLGuPRZhM2tLj1A4A1ldujlatYdK6U7SrGiBL0IQQ2Z6lfBYhYRF8130i30aMJSjyOudefYvX+71rvp6yEOlJOROu1ytLve3Imnq4cwbVSVMnPLWBRzbiqU3gZInKVG7UGI3ZM4UQwvWll7sqJCwizediY7c6LAHYtAmiopRl6tmQzIQ7kTVlSdYei+Cfd1rzUZcqRvfniY+l/bl9AKyp2sp09lQhhMjGTO1xNXRmTuq8ebeTsh+256kdxEXcNF9PWYj0VK4MHh4QEwOXLtn1qa0tQdauagC7x7dJE+8N8sTH8uLh9QDMqdOdA5fu2bWdQgjhDObyWRjifeqByX1eRTlVpCwkJMDKlc5osl1IJ9yJrC1LcujyPQr5eBrd1+78frwT4ricP4CjgRWTjkvZHiFETpW6M3OoeBVOFA3CKzGefsf+AkzUUxbCGu7uUK2actvOS9JtKUGmUavSxHuD/sf+wv9JDJfyB7KpUlOJ90KIHCu9wcs1VVsptxctyspm2ZV0wp3IlrIkKbOnNrpynLG7FwKwpkpLo2Vz1mZZFUKI7CZNZ0al4pd63QF44fAGNNpEWREkMs6wL9zOydlsLUFmKo67axN4+d/VAPzYsDdatUbivRAix0pv8HJtlRboUKHauROuXs3CltmPdMKdyJYaeQ3K+hOsj2bWmmksXfI+Ze9FcNs7P0uCOwJmUvkLIUQOEhmTNiCvr9yC2975CXx4lw5nQwFZESQyyLAv3M4z4bbWwzWVLb3nye0Ue3CHm/n8WVX9GYn3QogcS6vTs+f8HYvnRPgW5kDJp6uXlizJglbZn3TCnciWGnmadWv549thdD2zC61KzYLaXWj78hwifAtbTuUvhBA5QEhYBJPXn0xzPN7NncXBnQB46dBaQFYEiQxyUCfc1nq4qUv3qHVaRu7/A4D59XoS7+Yu8V4IkSMZqkjM2n4+3XMNS9LJpkvSpRPuRFbXyFMBb7+NJjaWqDoNGPL6HD5uP4roPD5A2lT+QgiRkxiSs0Q9SjB5/8LanYlXu1Hv+mlaP7gsM4QiY2rWVL5evgz379vtaTNSDzdl6Z4OZ0MJirrOfa98bG3ZU+K9ECJHMpeIzRQVcLh+G/Tu7nD8OISFOb6BdiadcCezqkbezp1w/jz4+OC/cxu/fjOcJcMbMbNfMEuGN2L3+DYSkIUQOZKl5CwGt/MVYEOV5gBMubpdZghFxhQoAKVLK7ftvC/c2nq4qR+z+93WfHl+IwAPX36Fvz/uKvFeCJHjWBPrDQwRfuzzjVB17qx8s3ixo5rmMFIn3AWkVyOPefOUr/37Q968aIDGQQWd1l4hhMgq6SVnMVjVrBfPntxO8ZA1EBkJAQFZ0DqR49SqpcyEHzsGLVva9anTjfUmaFavIt/J4+DtTYmJ74EMMAkhciBrYz0og5cTu1VVBiQHDIA1a5RO+KefGiWrdnUyE56ehASIdXySH3M18rh/P7kG3rBhDm+HEEK4EmuTrPUa0RMaNVI+s5cudWyjRM7loH3hBmZjvSlz5kC/fsrtkSOhUCGHtEkIIZzN2lj/eusg4xXA3bpBvnzK4OmiRZCY6MBW2pd0wi0ZMQK8veHXX53XhsWLlUGAGjWgfn3ntUMIIZzA2iRrAX55oE8f5ZuNG9Pcr9XpCb1wlzVHrxN64a7UEhemOahMmU0SE2H0aHj1VdBqYdAgZYZHCCFyKGtjfdPyhY0HL/PkgeeeU26/8AL6wEBuPv8Cu+etcPlYL8vRLcmXTwmG585l6ctqdfqk5WrPzP6BfKDMgmejJRZCCGEPhszSkdGxJveKqVCWpjUo6w9dusBbb8E//8DDh8pnOEqyl0nrThktdQtMuZxNCAPDTHhYmLKqwt3doS+XMt4X8fGiQRFPNH2eg7/+Uk747DN47z2J/0KIHM2mWJ/ajBng7k78ipV43LlD0eULKbp8IaN6vMe4hm1dNtbLTLglFSsqX8+ezbKXNKTm7z93Hz99s5J8p04Qr3Fna922WdYGIYRwFTZllq5YEcqVg/h42LoVMJ9tNTI6llELDxMSFuHgdyCylTJlwMdH+R06c8ahL5Uy3o9ZepT+c/extMtQpQPu7Q1//AETJkgHXAiR42WkikSS/PkJGT2JqsN/ZcDzU9hcvgEAww6ucelYL51wSypUUL5moBOekaWPqS8Wnz++WTlesTEvr7/kkr9AQgjhaNZkltbq9IRejOJiAyWZlm7DBovZVg3HJq075dLL1UQWU6ttWpKe0W0OpgaHStyP5Lm9qwE49MUc6NXL9vYLIUQ2ZW0VidSfu/GJOiatO0WiWsPeMsG83+F1ElVq6l0/TfnblwHXjPWyHN0Sw0z4xYvKsnQ3635cGVn6mPpi0TMhjp6ndgCwrGZ7QPkFalc1QMrvCCFyHUuZpVN+5rbUluE34PbyP1na5y2L2Vb1QER0LAfCo6TihEgWHAy7d8ORI8p+bDMyus3B3ODQ+H9+w1ObyK4ytXk3uhi7dXqJ90KIXCW9KhKmPnf987oT9Sgh6fvb+fzZWr4BHc7to9/xv5n8zHCXjPUyE25J8eLKhv/ERLh0yaqHZHTp44GLdyl85jj9jobw4da5/L78I3zjHnHVryh7S9c0ulgUQojcyFRm6dSfuftKVueJmydFo2+zaclmq57X2qysIpdo3Fj5umED6E3PnGRmm4OpUjy1r5+h25ld6FDxWeuXiIiJk3gvhMiVzFWRMPe5m7IDbrCkVgcAeoVtwzMxHnC9WC+dcEvUaihfXrltxZL09JY+6oH3/jjBnvN30iyJcF+5nLULxvH5X7N4+eAaGlw7BcDvtTujVyX/N7naL5AQQjiLqc/cOHdP9pSuCUCbC/9a9TzWZmUVuUTXruDlBf/9Z7JUWWZiPZiI43o9H2yfD8DKGs9wukg50+cJIUQuZelz15SdZetw3acwBWIf0OHsXsD1Yr10wtNjQ3I2awrN33+SwMB5+2k2bZvRSHnZHZsAOFWkLPPr9eD9Dq/Ra+CXzG3wrNHjXe0XSAghnMXcZ+6OIKWcY6uLB42OF354j9L3biR9r0JZPmwy26rIvXx9lUz7AEuWpLk7M7Ee0sbxjmf3Uu/6aR67ezK9+SCz5wkhRG5lzeduSjq1hhU1laTW/Y/95ZKxXjrh6TF0wq0oU2bLqLXRkrWEBPz3/gPAhI5vMPmZ4SwO7sThElWSZsHlYlEIIYyZ+8zdXq4eAHWvn8HvyQMAqkeeZ8u8kYT8/AaFH0aln21V5G79+ytfly0Dnc7orgzH+qcMpXhUQPHoW7y341cA5tbvxU2fQhLvhRAilYysDFpesx06VDS+coJpNb1cLtZLJzw9NsyE2zJqbZSZd9duVA8eEOdfkBMB5W1PzS+EELmQuc/c635F+K9QKTR6HS3CDzMlSM/CFR/jF/eIPIlxtDu/P022VSGMdO6slCq7cgVCQ43uynCsf7o0XaOCbwKi+X71Z+z88WXK3I/gdt78/Niwl8R7IYQwwdrPXf+8Hkm3b/gWIbSSsjKuxc61DmlXZkgnPD02lClLObptDUOytchlSkkSz86d+P6Feumm5hdCCGH5M3f70yXpQ8L+ZuCHw8j/OAatVx4A3ok/y+7xbeQzVZiXJw/07KncXrrU6K6MxvoD4VHw6BG0akXDob3pdHYvGr2O3aVrMeS5T3jskUfivRBCmJDe565hBdG+Cc+wZHgjZvYLZsnwRjT67D3lhF9+gfj4rGquVaQTnh7DTPjVq/DkicVTLRWatyTf9qcZfDt1omP1QHaPb2P0CyQXi0IIkZalz9wdhiXp4cdQ3boFwcFo/v4LgAKhu9A8eZyVTRXZkWFJ+vLlSpWUpzIa6289iIXvv4edO5VO/ogRaI+fQLN1KyPefE7ivRBCmGHpczflCiIPN7VxZvVuXSEgAG7fTjOg6mzSCU9PoUKQP79SpuTChXRPN1do3pzAmNv4nTsDKhV0UNLpm0vNL4QQwpi5z9xrVWuT4OOrfFOtGvz9NzRrBmXKQGwsbNmS9Y0V2UvbtlCwINy6BTt2GN1la6wHCFAnwhdfKN/MmQM//oimRnWJ90IIYQVzn7sWVxC5u8Obbyq3//c/owFVZ3NzdgNcnkqlLEn/919lSXr16uk+xFBoft+Fu7y2+DD3n6StXwfKyE33yOPKNw0bKsFeCCGETQyfuQfCo7j1IJYiPkpSK03AdPjrL/juOyhcWDm5Wzfl+3XroEcP5zZcuDZ3d3juOfjxRyVLetu2RnfbEusD/Lyov2Ex3LmjXFMMHJgFb0AIIXIWs/He0gDma6/B9OnKZOrvv8NLL2Vdgy2QmXBr2JAh3UCjVtG0QiE+710DFeaXTrwUc0a50alTZlsphBC5lskVRC+/DCtWKEvRDLp1U76uX58m67UQafTrp3z94w+Ii0tzt7Wx/n+tS6L+6ivlm48/BjeZAxFCiIywecVwvnwwfrxy+3//c5m94dIJt4YNGdJTs7R04ofnqxOwf5dyoHPnzLZSCCFEelq2VLJe37wJBw+mf77I3Zo3h2LFIDoaQkLMnpYy1hd+eI+gO1eB5GWS7baugKgoqFQpea+5EEKIrDFqlDIgf+kS/Pqrs1sDOLATHhUVxcCBA/H19SV//vwMGzaMhw8fWnxMq1atUKlURv9GjhzpqCZaz4YM6aZ0rB7I7sFVOLlmPKGhM1nRpxK7x7ehw/2L8PAhFCkCderYscFCCCFM8vCAjh2V2+vWObctOUSOivepaTTJs+Hffmvx1I7VAthT4Dz7fhnJ1vmjOHz4e3Z3D6RjSW8wzIJPnKg8pxBCiKzj7Q0TJii3p0wxubIpqzmsEz5w4EBOnjzJ5s2bWb9+PTt37mTEiBHpPm748OFEREQk/fvCkMTEmTKwHD01zbvvkPfMSQJ3bqb+gC5oLl6ATZuUOzt0ALUsShBCiCxhWJIunXC7yFHx3pQxY5Tl49u2wd69ps+5cQO6dEE9aiSax48A8N+8EU3NGtCqFdy/D1WqQN++WdZsIYQQKYwYoaxsunoV5s93dmsc0wk/ffo0ISEhzJs3j4YNG9KsWTO+++47li5dyo0bNyw+1tvbm4CAgKR/vr6+jmiibQwz4TdvKkvSbLVjByxerCR5K1ZMmVFv1Eg5BrIUXQghslLnzsrA57FjcPmys1uTreW4eG9KqVLw4ovK7U8/TXv/unVK0tZNm8DTU0kAdOKEUmdcp4OjR5XzPvlEZsGFEMJZvLzggw+U259+qlRKcSKHdMJDQ0PJnz8/9erVSzrWtm1b1Go1+/fvt/jYRYsWUahQIapXr86ECRN4/NgFarn6+iYn9rF1NjwhQcnKB8p+hEOHoH59uHsXrl9Hr1bzb4V6aHV6+7ZZCCGEaQULQpMmyu31653blmwux8V7c957Txm42bgRDh9OPn7wIPTpA/fuQd26yn3jximd8tWr0e7eQ1Tr9lzp1ofQ2q0l1gshhDMNG6ZMiN64AVu3OrUpDumER0ZGUqRIEaNjbm5u+Pv7ExkZafZxAwYMYOHChWzfvp0JEybw+++/M2jQIIuvFRcXR0xMjNE/h8jovvBvv4VTp5R641OmQEAAf89ewvZqzQDYV6IafVb8R7Np2wgJi7Bzo4UQQpgkS9LtIqvifZbFenPKl09OqDZlivL11i3o1UvZW9i1K4SGQtWqSQ8JCYug2c4n1GkwmhZVX6T//AMS64UQwpk8PZVVSuD0+G9TJ/y9995Lk0gl9b8zZ85kuDEjRoygQ4cO1KhRg4EDB7JgwQJWr17NhQsXzD5m6tSp+Pn5Jf0rWbJkhl/foozsC79xQ1l+BjBtGhQoQEhYBK/8cYahXd5laO+PGdP1bQAio2MZtfCwBGchhLADrU5P6IW7rDl6ndALd9POQBo64du2wfXrWd9AF+dq8T7LYr0l77+vbCtbvRqOHFH2d1+9qlwfLFyo1BV/KiQsglELDxMRbbzcUWK9EELYT7qx3pSuXZWv69eD3nmrk2wqVPnWW28xZMgQi+eUK1eOgIAAbt26ZXQ8MTGRqKgoAlLWa01Hw4YNATh//jxBQUEmz5kwYQLjxo1L+j4mJsYxwTkjZcreflvJft6oEQwZglanZ9K6U+gBVGq2lW+QdKoepZ7opHWnaFc1IP2ad0IIIUwKCYtg0rpTRh2gQD8vJnarSsfqgcqBKlWU8lO7dsHUqTBrlpNa65pcLd5nWay3pGpV6N0bVq6EZ55RlqD7+MCff4KfX9JpRrE+FYn1QghhH1bFelNat1aypV+/ruSGCQ52fGNNsKkTXrhwYQoXLpzueY0bN+b+/fscOnSIunXrArBt2zZ0Ol1SoLXG0afJTAIDzf8gPT098fT0tPo5M8zW5ejXrsGSJcqo+ezZoFZz4MLdNKPiKemBiOhYDoRH0TioYObbLIQQuYxhBjJ1B8gwAzlnUJ3k4PzJJ0pnau5cGD8enDG76qJcLd5nWaxPzwcfKJ3we/eU7xcsUAZ0UjgQHiWxXgghHMimWJ+alxe0awdr1ihL0p3UCXfInvAqVarQsWNHhg8fzoEDB9izZw+vv/46/fr1o1ixYgBcv36dypUrc+DAAQAuXLjA5MmTOXToEJcuXWLt2rUMHjyYFi1aULNmTUc00zYpl6Nbs3Rh+3bla716STXAbz2wLguftecJIYRIlt4MJCgzkEnL1Vq3hhYtID5emQ0XNsuR8d6S4GBlHzjARx8l7y1MQWK9EEI4js2x3hTDljQnJmd1WHHqRYsWUblyZZ555hk6d+5Ms2bN+Omnn5LuT0hI4L///kvKhurh4cGWLVto3749lStX5q233qJ3796sc5WkOUFByqx2dDTcvp3++Tt2KF9bt046VMTHy6qXsvY8IYQQyWyZgQSUz/RJk5Tb8+bBlSuOb2QOlOPifXp++01Jwmb43UlFYr0QQjiOzbHeFEN56AMHwEISUUeyaTm6Lfz9/VlsqINtQpkyZdCnmFEuWbIk//zzj6Oak3leXlC6NFy6pCxJT5UNNg3DTHirVkmHGpT1J9DPi8joWJOjNyogwM+LBmX97dRoIYTIPTI0A9mqlfJvxw747DP44QdHNC1Hy3HxPj358im5XsyQWC+EEI5jl9VGgYHKauWDB5XSk0OH2ql11nPYTHiOZNj3tWGD5fMuX4bwcNBooFmzpMMatYqJ3ZTyJalTsRi+n9itqiRqEUKIDMjwDKRhRvPnn5XPbyEyQWK9EEI4jt1WGzm5VKl0wm0xcqTy9dtvlfqg5hhG+OvVUzKnptCxeiBzBtUhwM/4FyPAz8tyEgEhhBAWGWYgzXVtVCiZU9PMQLZoAW3aQEICfPqpo5spcgGJ9UII4RgZjvWpGUqVbd4MsVmfo8Nhy9FzpG7doEEDZf/A1KkwY4bp80wsRU+pY/VA2lUN4EB4FLcexFLER/lFkVFxIYTIOMMM5KiFh1GB0VLg1DOQWp3e+DP4w4/QbNumVLX4/ntwk/AoMkdivRBC2F+mYn3Kz+DataFYMbhxQ9mS1rFjlr4PucqwhUoFU6ZA+/YwZw689RaUKJH2PBNJ2VLTqFVSmkQIIezMMAOZunZoQIraoaZqixb3cWeHjy/uD2LgxAklOAuRSRLrhRDC/jIa643qiKtUymz4Tz8pWdKzuBOu0uutqbeVfcTE/L+9O4+Lqtz/AP6ZQQEXQHEDExVpUTIzF5T0lmuaZtmuZdlmZdjVbDErIzOv2XKtzKut2i8z7VZmZnnT1ExDKdFyy5RwBxVRwIVF5vz+eBpkYJZzZs4683m/XvMShmHmYYT5zHPO83y/RYiJiUFhYSGio6PVfwBJEme4164Vy9Nnz3b9+t69QGKi2A9+8qQo4EJERLrydPTbU29RG4C5n6WjV84mseXo0UdVHY/m2RRi+HwSEZE/WQ/g/Lagb74RK51bthRzOFtgK5WUZBP3hCtlswFTpoiP339fFGCrynkWvGtXTsCJiAziPAN5Q8cLkJrUqHJZmrfeor+0EMW08pf/4L2/KBERERnOn6yXADz9xVas35OPil69RQes/fuBHTt0HTsn4f646iqxJP3cuZp9QmUsRSciIv356i3669+T8HNrf0LPl3/A8m25eg2NiIiIVOAr6wHg5Nly3Pn+RvScuQGbX3oT2L4dSE7WaYQCJ+H+cp4N//hjYNUq8bEk+SzKRkRExvDVW/S3+ItQZq+FuFMFCDuwH6PnZ3EiTkREZCFy+4gDQF5hCW46dgGWOxoGvBRdKU7C/ZWSAtxxB+BwiL0EP/0k9hLs3y+q6vboYfQIiYioCl89Q0tqR2JbXBIAoMtBsSxt8tIdXJpORERkEXL7iAPnK6sbkfWchAfiww+BAQOAM2eAQYOAV14R16ekAPXqGTs2IiJy4au3KAD80uJSAEDXg9shAcgtLEFmToEu4yMiIqLAyMn6qozKek7C/VThkJBx8BSWvvA2ClP/AZw6BcyZI77IpehERKbj7C0KwGM4b7qgHYDzZ8IBZUvbKLhUOCRkZB/Hki2HkJF9nKsiiIhMTk7Wu6N31rNPuAfemrtX7ztXp/tYLMg9iSv2bgUA7LikMy5xSOebwRMRkSl46i3q5CzOdkn+fsScLUZhnShFS9vIery1uKnRgzY6AsNTWqJ143o13hsQEZE5+Mp6d/TOek7C3fDW3B1Ajb5zZ8MjMWLoJMxaMh0xJacw7HcbYqevOt8MnoiITGNg+3j0T47DhuzjSFuQhZNnyyu/VlA3BtmxLZBUcBBdDu3Ejs5XISUx1sDRkpY85f31l8fj3bU5NVrc5BWVYsbK3S63ZdYTEZmPt6yvygYgLiZS96y3SZIUVGurlDRJd8dbc3cJQIO6tXHyjPv/xOq3B6o0gyciItNxvuYD5wu0vPzdWxj2+/f4T/db0Oa9t1R5DQ80m8iVGs+np7xXgllPRGR+7rIeUP81XEk2cU94Fb6auwOQNQGventW1iUiMi/nkrW4mPPL0JxL0oeV7efEKkh5y3slmPVERObnLusBcQbcqIOoXI5ehZzm7kpUrbaXmtRItfslIiL1OJesOfcFt+zfFPj2DcRu2wKUlACR3BMebNTMe2Y9EZH5Vc96o+t6cBJehVZV8VhZl4jI3MLstvMTKKk50LQpcPQosGkT0KOHsYMj1WmRy8x6IiJzc8l6g3E5ehVaVcVjZV0iIgux2YCePcXH69YZOxbShBa5zKwnIiK5OAmvwldzdxtEYTYb5PWds0FUTmVlXSIii3FOwtevN3YcpAlfee/ErCciIi1wEl6Ft+buzs9fvukytxv7q3PePn1IMnuIEhFZjXMSfuKEseMgTfjKexuAh65KZNYTEZEm2KLMDW99wp3V8yocUuXG/r35Z/Bp5n7kFXm+PRERWci5c0BhIdBInb1jbFGmLrWeT195z6wnIiK5lGQTJ+EeVA1eOdXzlN6eiIhCByfh6lLz+VSS38x6IiLyREk2sTq6B9Wr51U4JGRkH/cYvGaqtkdERETyKMl7Zj0REamBk3AZ5CxPJyIiImtj3hMRkR5YmM2H5dtyMXp+lksgA0BeYQlGz8/C8m25Bo2MiIiI1MK8JyIivXAS7kWFQ8LkpTvgbtO887rJS3egwhFU2+qJiIhCCvOeiIj0xEm4F5k5BTWOiFclAcgtLEFmToF+gyIiIiJVMe+JiEhPnIR7cbTYcyD7czsiIiIyH+Y9ERHpiZNwL5pGRap6OyIiIjIf5j0REemJk3AvUhJjER8TCU8dQG0QVVNTEmP1HBYRERGpiHlPRER64iTcizC7DelDkgGgRjA7P08fkuzSL5yIiIishXlPRER64iTch4Ht4zF7RCfExbguQYuLicTsEZ3YN5SIKAhVOCRkZB/Hki2HkJF9nFWxQwDznogotBiZ9bV0eyQLG9g+Hv2T45CZU4CjxSVoGiWWpPGIOBFR8Fm+LReTl+5wqZYdHxOJ9CHJnIgFOeY9EVFoMDrrbZIkBdXh/aKiIsTExKCwsBDR0dFGD4eIiCxk+bZcjJ6fVaNftHMK5u8ZUWaTuvh8EhGRv8yQ9VyOTkREBLEsbfLSHTVCGUDldZOX7uDSdCIiIosyS9ZzEk5ERAQgM6fAZVladRKA3MISZOYU6DcoIiIiUo1Zsp6TcCIiIgBHiz2Hsj+3IyIiInMxS9ZzEk5ERASgaVSk7xspuB0RERGZi1mynpNwIiIiACmJsYiPiazRJ9rJBlE5NSUxVs9hERERkUrMkvWchBMREQEIs9uQPiQZAGqEs/Pz9CHJbFdFRERkUWbJek7CiYiI/jawfTxmj+iEuBjXZWhxMZF+tywhIiIi8zBD1tfS/BGIiIgsZGD7ePRPjkNmTgGOFpegaZRYlsYz4ERERMHB6KznJJyIiKiaMLsNqUmNjB4GERERacTIrOdydCIiIiIiIiKdcBJOREREREREpBNOwomIiIiIiIh0wkk4ERERERERkU6CrjCbJEkAgKKiIoNHQkREJDgzyZlRFBhmPRERmY2SrA+6SXhxcTEAICEhweCREBERuSouLkZMTIzRw7A8Zj0REZmVnKy3SUF2WN7hcODw4cOIioqCzRZYn7eioiIkJCTgwIEDiI6OVmmE+rH6+AHr/wwcv7E4fmNx/OdJkoTi4mI0b94cdjt3ggVKzawH+LtqNI7fWBy/sTh+YxmV9UF3Jtxut6NFixaq3md0dLQlf6mcrD5+wPo/A8dvLI7fWBy/wDPg6tEi6wH+rhqN4zcWx28sjt9Yemc9D8cTERERERER6YSTcCIiIiIiIiKdcBLuRUREBNLT0xEREWH0UPxi9fED1v8ZOH5jcfzG4vjJKqz+f83xG4vjNxbHbyyO3z9BV5iNiIiIiIiIyKx4JpyIiIiIiIhIJ5yEExEREREREemEk3AiIiIiIiIinXASTkRERERERKQTTsL9UFpaio4dO8Jms2HLli1GD0e266+/Hi1btkRkZCTi4+Nx11134fDhw0YPS5a9e/fi/vvvR2JiIurUqYOkpCSkp6ejrKzM6KHJNnXqVFx55ZWoW7cuGjRoYPRwfJo1axZat26NyMhIdOvWDZmZmUYPSba1a9diyJAhaN68OWw2G7766iujhyTbtGnT0LVrV0RFRaFp06YYOnQodu3aZfSwZJs9ezY6dOiA6OhoREdHIzU1Fd99953Rw/Lbyy+/DJvNhnHjxhk9FNIZs15/zHr9MeuNw7w3DyOynpNwPzz11FNo3ry50cNQrHfv3vjss8+wa9cufPHFF8jOzsYtt9xi9LBk+eOPP+BwOPDOO+9g+/btmDFjBubMmYNnnnnG6KHJVlZWhltvvRWjR482eig+LVq0COPHj0d6ejqysrJw+eWXY8CAATh69KjRQ5Pl9OnTuPzyyzFr1iyjh6LYjz/+iLS0NGzYsAErVqxAeXk5rrnmGpw+fdroocnSokULvPzyy9i0aRN+/fVX9OnTBzfccAO2b99u9NAU++WXX/DOO++gQ4cORg+FDMCs1x+zXl/MemMx783BsKyXSJFvv/1Watu2rbR9+3YJgLR582ajh+S3JUuWSDabTSorKzN6KH555ZVXpMTERKOHodjcuXOlmJgYo4fhVUpKipSWllb5eUVFhdS8eXNp2rRpBo7KPwCkxYsXGz0Mvx09elQCIP34449GD8VvDRs2lN5//32jh6FIcXGxdNFFF0krVqyQrr76amns2LFGD4l0xKw3D2a9dpj15sK815+RWc8z4QocOXIEo0aNwscff4y6desaPZyAFBQU4JNPPsGVV16J2rVrGz0cvxQWFiI2NtboYQSdsrIybNq0Cf369au8zm63o1+/fsjIyDBwZKGpsLAQACz5u15RUYGFCxfi9OnTSE1NNXo4iqSlpWHw4MEufwcUGpj15sKs1waz3nyY9/ozMus5CZdJkiTcc889ePjhh9GlSxejh+O3CRMmoF69emjUqBH279+PJUuWGD0kv+zZswczZ87EQw89ZPRQgk5+fj4qKirQrFkzl+ubNWuGvLw8g0YVmhwOB8aNG4cePXqgffv2Rg9Htq1bt6J+/fqIiIjAww8/jMWLFyM5OdnoYcm2cOFCZGVlYdq0aUYPhXTGrDcXZr12mPXmwrzXn9FZH/KT8Keffho2m83r5Y8//sDMmTNRXFyMiRMnGj1kF3LH7/Tkk09i8+bN+P777xEWFoa7774bkiRZZvwAcOjQIQwcOBC33norRo0aZdDIBX/GTyRXWloatm3bhoULFxo9FEUuueQSbNmyBRs3bsTo0aMxcuRI7Nixw+hhyXLgwAGMHTsWn3zyCSIjI40eDqmEWc+sDwSznrTGvNeXGbLeJhn5qmwCx44dw/Hjx73epk2bNrjtttuwdOlS2Gy2yusrKioQFhaGO++8Ex999JHWQ3VL7vjDw8NrXH/w4EEkJCTg559/NmzpiNLxHz58GL169UL37t0xb9482O3GHkfy5/mfN28exo0bh5MnT2o8Ov+UlZWhbt26+PzzzzF06NDK60eOHImTJ09a7oyKzWbD4sWLXX4WKxgzZgyWLFmCtWvXIjEx0ejhBKRfv35ISkrCO++8Y/RQfPrqq69w4403IiwsrPK6iooK2Gw22O12lJaWunyNrIFZz6wPBLPe/Kya9QDz3ghmyPpamt67BTRp0gRNmjTxebu33noLL730UuXnhw8fxoABA7Bo0SJ069ZNyyF6JXf87jgcDgCiDYtRlIz/0KFD6N27Nzp37oy5c+caHspAYM+/WYWHh6Nz58744YcfKsPM4XDghx9+wJgxY4wdXAiQJAmPPvooFi9ejDVr1lg+kAHx+2Pk64wSffv2xdatW12uu/fee9G2bVtMmDCBE3CLYtYz6wPBrCctMO+NY4asD/lJuFwtW7Z0+bx+/foAgKSkJLRo0cKIISmyceNG/PLLL+jZsycaNmyI7OxsTJo0CUlJSZYooHDo0CH06tULrVq1wmuvvYZjx45Vfi0uLs7Akcm3f/9+FBQUYP/+/aioqKjsO3vhhRdW/j6Zxfjx4zFy5Eh06dIFKSkpeOONN3D69Gnce++9Rg9NllOnTmHPnj2Vn+fk5GDLli2IjY2t8bdsNmlpaViwYAGWLFmCqKioyr15MTExqFOnjsGj823ixIm49tpr0bJlSxQXF2PBggVYs2YN/ve//xk9NFmioqJq7Mdz7q210j498g+z3ljMen0x643FvDeOKbJetzrsQSYnJ8dSbUt+//13qXfv3lJsbKwUEREhtW7dWnr44YelgwcPGj00WebOnSsBcHuxipEjR7od/+rVq40emlszZ86UWrZsKYWHh0spKSnShg0bjB6SbKtXr3b7XI8cOdLoofnk6fd87ty5Rg9Nlvvuu09q1aqVFB4eLjVp0kTq27ev9P333xs9rICwRVnoYtbri1mvP2a9cZj35qJ31of8nnAiIiIiIiIivRi/0YaIiIiIiIgoRHASTkRERERERKQTTsKJiIiIiIiIdMJJOBEREREREZFOOAknIiIiIiIi0gkn4UREREREREQ64SSciIiIiIiISCechBMRERERERHphJNwIiIiIiIiIp1wEk5ERERERESkE07CiYiIiIiIiHTCSTgRERERERGRTjgJJzKJF154ATabDfn5+UYPhYiIiALEXCciTzgJJwpSCxYswBtvvGHY43/wwQdo164dIiMjcdFFF2HmzJmyv3fTpk0YOHAgoqOjERUVhWuuuQZbtmzRbrBEREQmFwq5Xl5ejsmTJ6NNmzaIiIhAmzZt8NJLL+HcuXMq/iRExuMknChIGRnW77zzDh544AFceumlmDlzJlJTU/HPf/4T06dP9/m9WVlZ6NmzJ/766y+kp6fj+eefx+7du3H11Vdj165dOoyeiIjIfEIh10eMGIHJkyejT58+ePPNN3HVVVdh0qRJeOSRR7T60YiMIRGRKaSnp0sApGPHjqlyf4MHD5ZatWqlyn0pcebMGalRo0bS4MGDXa6/8847pXr16kkFBQVev3/QoEFSw4YNpfz8/MrrDh8+LNWvX1+66aabNBkzERGR2pjrgtxcz8zMlABIkyZNcvn+xx9/XLLZbNJvv/2mwk9DZA48E05kMvn5+bjtttsQHR2NRo0aYezYsSgpKXG5zfz589G5c2fUqVMHsbGxGDZsGA4cOFD59V69emHZsmXYt28fbDYbbDYbWrduDQAoKyvD888/j86dOyMmJgb16tXDP/7xD6xevVqV8a9evRrHjx+vcdQ6LS0Np0+fxrJly7x+/08//YR+/fqhUaNGldfFx8fj6quvxjfffINTp06pMk4iIiI9MNfl5fpPP/0EABg2bJjL9w8bNgySJGHRokVq/DhEplDL6AEQkavbbrsNrVu3xrRp07Bhwwa89dZbOHHiBP7v//4PADB16lRMmjQJt912Gx544AEcO3YMM2fOxFVXXYXNmzejQYMGePbZZ1FYWIiDBw9ixowZAID69esDAIqKivD+++9j+PDhGDVqFIqLi/HBBx9gwIAByMzMRMeOHSvHcuLECVRUVPgcc926dVG3bl0AwObNmwEAXbp0cblN586dYbfbsXnzZowYMcLjfZWWlqJOnTpuH6OsrAzbtm1D9+7dfY6JiIjIDJjr8nK9tLQUAGrc1jmOTZs2+Rw3kWUYfSqeiATnsrXrr7/e5fpHHnlEAiD99ttv0t69e6WwsDBp6tSpLrfZunWrVKtWLZfrPS1bO3funFRaWupy3YkTJ6RmzZpJ9913n8v1rVq1kgD4vKSnp1d+T1pamhQWFub2Z2zSpIk0bNgwr8/DZZddJl188cXSuXPnKq8rLS2VWrZsKQGQPv/8c6/fT0REZAbMdUFurn/xxRcSAOnjjz92+f45c+ZIAKT27dt7fRwiK+GZcCKTSUtLc/n80UcfxX/+8x98++23iIiIgMPhwG233ebS8iQuLg4XXXQRVq9ejWeeecbr/YeFhSEsLAwA4HA4cPLkSTgcDnTp0gVZWVkut/3kk09w9uxZn2Nu06ZN5cdnz55FeHi429tFRkb6vL9HHnkEo0ePxv3334+nnnoKDocDL730EnJzcyvvn4iIyCqY6/JyfdCgQWjVqhWeeOIJ1K1bF507d8bGjRvx7LPPolatWsx/CiqchBOZzEUXXeTyeVJSEux2O/bu3Qu73Q5Jkmrcxql27dqyHuOjjz7C66+/jj/++APl5eWV1ycmJrrcrkePHgpHL5aRlZWVuf1aSUmJ2yVpVT388MM4cOAAXn31VXz00UcAxBK4p556ClOnTq1cfkdERGQFzHV5uR4ZGYlly5bhtttuw8033wwAiIiIwCuvvML8p6DDSTiRydlstsqPHQ4HbDYbvvvuu8qj3lXJCaj58+fjnnvuwdChQ/Hkk0+iadOmCAsLw7Rp05Cdne1y22PHjsnaO1a/fv3Kx46Pj0dFRQWOHj2Kpk2bVt6mrKwMx48fR/PmzX3e39SpU/HEE09g+/btiImJwWWXXVZ5JuDiiy/2+f1ERERmxVz3nOuXXnoptm3bhh07duDEiRNITk5GnTp18Nhjj+Hqq6/2+ThEVsFJOJHJ7N692+XI9Z49e+BwONC6dWuEhYVBkiQkJib6nIxWDfmqPv/8c7Rp0wZffvmly23S09Nr3LZr167Yt2+fzzGnp6fjhRdeAIDKAjC//vorBg0aVHmbX3/9FQ6Hw6VAjDcNGzZEz549Kz9fuXIlWrRogbZt28r6fiIiIjNgrgtyc91ms+HSSy+t/Pzbb7+Fw+FAv379ZD0OkRVwEk5kMrNmzcI111xT+fnMmTMBANdeey3q16+PiRMnYvLkyZg/f75L2EqShIKCgsoWIPXq1UNhYWGN+3ceaZckqfL7N27ciIyMDLRs2dLltv7sHevTpw9iY2Mxe/Zsl7CePXs26tati8GDB1del5+fj/z8fLRs2bKy+qk7ixYtwi+//ILXXnsNdjs7KxIRkXUw12uSm+tnz57FpEmTEB8fj+HDh/scN5FVcBJOZDI5OTm4/vrrMXDgQGRkZGD+/Pm44447cPnllwMAXnrpJUycOBF79+7F0KFDERUVhZycHCxevBgPPvggnnjiCQCidciiRYswfvx4dO3aFfXr18eQIUNw3XXX4csvv8SNN96IwYMHIycnB3PmzEFycnKNHtz+7h2bMmUK0tLScOutt2LAgAH46aefMH/+fEydOhWxsbGVt3377bcxefJkrF69Gr169QIArF27Fi+++CKuueYaNGrUCBs2bMDcuXMxcOBAjB071s9nlYiIyBjMdfm5ftttt6F58+ZITk5GUVERPvzwQ/z1119YtmwZoqKiFI+dyLSMK8xORFU5W5ns2LFDuuWWW6SoqCipYcOG0pgxY6SzZ8+63PaLL76QevbsKdWrV0+qV6+e1LZtWyktLU3atWtX5W1OnTol3XHHHVKDBg0kAJVtTRwOh/Svf/1LatWqlRQRESFdccUV0jfffCONHDnSbesTf7377rvSJZdcIoWHh0tJSUnSjBkzJIfD4fZnXr16deV1e/bska655hqpcePGUkREhNS2bVtp2rRpNdqvEBERmRlzXVCS69OnT5fatm0rRUZGSg0bNpSuv/56afPmzar9DERmYZMkSTLyIAARERERERFRqODmSiIiIiIiIiKdcBJOREREREREpBNOwomIiIiIiIh0wkk4ERERERERkU44CSciIiIiIiLSCSfhRERERERERDqpZfQA1OZwOHD48GFERUXBZrMZPRwiIiJIkoTi4mI0b94cdjuPfweKWU9ERGajJOuDbhJ++PBhJCQkGD0MIiKiGg4cOIAWLVoYPQzLY9YTEZFZycn6oJuER0VFARA/fHR0tMGjISIiAoqKipCQkFCZURQYZj0REZmNkqwPukm4c1ladHQ0g5mIiEyFS6fVwawnIiKzkpP13JhGREREREREpBNOwomIiIiIiIh0wkk4ERERERERkU44CSciIiIiIiLSCSfhRERERERERDoJuuroRGReFQ4JmTkFOFpcgqZRkUhJjEWYndWiiYiIggWznsg3TsKJSBfLt+Vi8tIdyC0sqbwuPiYS6UOSMbB9vIEjIyIiIjUw64nk4XJ0ItLc8m25GD0/yyWUASCvsASj52dh+bZcg0ZGREREamDWE8nHSTgRaarCIWHy0h2Q3HzNed3kpTtQ4XB3CyIiIjI7Zj2RMpyEE5GmMnMKahwVr0oCkFtYgsycAv0GRURERKph1hMpw0k4EWnqaLHnUPbndkRERGQuzHoiZTgJJyJNNY2KVPV2REREZC7MeiJlOAknIk2lJMYiPiYSnpqT2CAqp6Ykxuo5LCIiIlIJs55IGU7CichFhUNCRvZxLNlyCBnZxwMuohJmtyF9SDIA1Ahn5+fpQ5LZQ5SIiEgnzHoiY7FPOBFV0qq/58D28Zg9olON+45j71AiIiJdMeuJjGeTJCmoegUUFRUhJiYGhYWFiI6ONno4RJqrcEjIzCnA0eISNI0SS738OdLs7O9Z/QXBeU+zR3QKOEDVGiuR1TCb1MXnk0KRGhnKrCfSjpJs4plwIgtT62i2r/6eNoj+nv2T4wIK0jC7DalJjfz+fiIiolCkRt4z64nMg3vCiSzKeTS7el/OvMISjJ6fheXbct1+n7t9YOzvSUREZE7+5D2znsjceCacyIL8PZrt6Uj6oPZxsh6X/T2JiIj040/eM+uJzI9nwoksyJ+j2d6OpH+wfq+sx2V/TyIiIv0ozXtmPZE1cBJOZEFyj1I7b+frSDoA2G0124o4sb8nERGR/pTkPbOeyDo4CSeyILlHqZ2383UkHQAc0vmlbVWxvycREZExlOQ9s57IOjgJJ7KglMRYxMdEyj6aLfdI+n09WiMuxjXw42IiVWlZQkRERMooyXtmPZF1sDAbkcl56reZPiQZo+dnwQa4LD1zdzRb7pH0/slxeHZwMvt7EhER6SzQvGfWE1kHJ+FEJuarL+jsEZ1qfD3OTd9Q55H0vMISt3vFbH9/nzOE2d+TiIhIP2rkPbOeyDpskiS5+zu1rKKiIsTExKCwsBDR0dFGD4fIb84Kp9X/QJ3HqZ3LxjwdOfd0f4D7I+lchkakHWaTuvh8UjBRM++Z9UTGUZJNnIQTmVCFQ0LP6as8FlhxHs1eN6GPouVjvo60yxkXl68RKcdsUhefTwoWWuR9oFnvHBfznkgZJdnE5ehEJqSkL6iS5WQD28ejf3KcX8HqT6gzxImIiDzTIu8DyXpAed4z64mU4yScyISU9gFXwp99YJ6WyuUVlmD0/Cy3y9vUOBJPREQUzLTKe3/3fCvNe2Y9kX/YoozIhJT2AddShUPC5KU73BZ5cV43eekOVDjO38IZ4tWP7jtDfPm2XO0GTEREZBFWzntmPZH/OAkn0kCFQ0JG9nEs2XIIGdnHXSaocijtA64lJUvlAP8m7URERFYTaNYD1s17Zj1RYLgcnUhlaizNUtoHXEt5RcqWyikJ8ZTEWO4jIyIiy1FrGbZZ8r7CIWH9nnxZtz1aXMKsJwoQJ+FEKpK7l0pOERMlfcC1/HmmfLNd1m2bRkUqCvEVO/Iw/rMt3EdGRESWombWA8bnvbsDCt40rhfBrCcKkKYtytauXYtXX30VmzZtQm5uLhYvXoyhQ4d6/Z41a9Zg/Pjx2L59OxISEvDcc8/hnnvukf2YbFtCRpHbZmTS4GRMWWb+qqOe3mRU5+3nUop9TClYBXM2MesplGiV9c771jvv5WY9IH62mLq1EVkrTPYqOU/3AzDrKfgoySZN94SfPn0al19+OWbNmiXr9jk5ORg8eDB69+6NLVu2YNy4cXjggQfwv//9T8thEqlC7tKsRxYoK2LirHB6Q8cLkJrUSJcJuLe9XlU5R3L95fFIc/NzeeLpR9ByH5nSvXtq7PUjCgXMegolWmU9oH/ey816AJVL5U+eKZc9AWfWE3mm6XL0a6+9Ftdee63s28+ZMweJiYl4/fXXAQDt2rXDunXrMGPGDAwYMECrYRKpwp92YU4SRMBNXroD/ZPjDN8r5etNhlNsvXBMueFSTFm2U1GIe8s4f3uge6N07x5brhDJx6ynUBKKWQ8AzaIjUHLOgZNnyn3elllP5JupqqNnZGSgX79+LtcNGDAAGRkZHr+ntLQURUVFLhciIwTaPqR6lXEjyX2T8dzgdmhYL0J2iMfFROL+Hq1VHYMvSluosOUKkbaY9WRloZj1Y3on4fXbOsqagAPMeiI5TDUJz8vLQ7NmzVyua9asGYqKinD27Fm33zNt2jTExMRUXhISEvQYKlENvtqMyKVWIAVCSd9SucVZxvROwroJfdAvOU7VMXijtIUKW64QaY9ZT1YWilnf48ImOFpcKuu2zHoieUw1CffHxIkTUVhYWHk5cOCA0UOiEOVsMwKgRjgrCWtfgaTH/iU5fUsb1K2Nx//7G95evUfWffa4sAnC7DZde6Iq7XGu9PZEpA9mPZmFXlkPaJ/3cvP4xOky2Z1SmPVE8phqEh4XF4cjR464XHfkyBFER0ejTp06br8nIiIC0dHRLhciozjbjMTFuIZrXEwk/nPHFQEH0vJtueg5fRWGv7cBYxduwfD3NqDn9FWqL5vy9SZDSXGW6j+XnDcwavVElXum4WhxieIeqUTkH2Y9WZ3WWQ/ok/dy8thZeLXgtPel6Mx6ImVM1Sc8NTUV3377rct1K1asQGpqqkEjIlJuYPt49E+Oc9tmxG63YfT8rMqJrJOcQJLbl1TNn8Nd31KlxVmAmj+XFj1R3bV2kbvMbW/+Ga8tZ6pTY/kcUahi1lMw0CrrAX3z3lseTxrcTlbhVWY9kXKa9gk/deoU9uwRS1WvuOIK/Pvf/0bv3r0RGxuLli1bYuLEiTh06BD+7//+D4BoW9K+fXukpaXhvvvuw6pVq/DPf/4Ty5Ytk10xlb1Dyez8qcYpty/pugl9VK+2Wj3wHJKEO9/fKOt7vf5cZWWo+H0rcn74GcfD68Heowc6dbnYr/F7ek6dbyDyCkvcvolw9jwtPFMuu7q7Vs8zBbdgziZmPVFN/lbeNirv3U1uM3MKMPy9DT6/t1G9cEy9sb3m/c+Z9WR2SrJJ0zPhv/76K3r37l35+fjx4wEAI0eOxLx585Cbm4v9+/dXfj0xMRHLli3DY489hjfffBMtWrTA+++/z5YlFFS8HT33RMn+JbVafTg5+5Y6LdlySNb3jemdhMf6X+L6c507B0ydCnzzDfD77wgrK8OFAC50fv3ii4GePYEbbgAGDQJqnX+J8hTi3s4YpC3YjAevSsS7a3PcnpFwfi43lAH1ls8RBQtmPVFN/mQ9YFzeV896QFmnFG8HFtzdtzfu8n7FjjxmPQUVTSfhvXr1grcT7fPmzXP7PZs3b9ZwVETuqXWkVg6lgaRkv5PWlFRTdXn+ysqA4cOBL788f12DBsAVVwBHjgA7dgB//ikuH34ING8O3HsvcN99WH6mjtej354qnNoAfP1bLmbd0QlTltVcDjesawJmrNwt6+cJZPkcUTBj1pOVmDnrAWvmfVyM+1oO/nB3tjvu721wzHoKJqbaE05kFH+XjelFScswrTkrnnpb9hVXvejM2bPAzTcD330HhIcDb7wBDBgAJCYCtr/f/BQUABkZwA8/APPnA4cPi7PmU6eiV61wdIqoh+KIejhRJwqbm1+Cn1tdjieOncCZcM/h7zxj0LBeONZN6FPjjdc3vx+W9TO7PatPRESWYvasB4Ig7wPgcWVbkff2aMx6siJOwink6V3wzB96B6E3zoqnsovOFBcD118PrFkD1KkDfPUVcM01Ne84NhYYPFhcXn4ZWLIE0nvvQ1q5ApHnyhB5rgxNT58AAHQ5tBOjfvkK5fYw/Nm4FRw2G8IrylG74hzKw2phd6OW2NWkFXY1aY3ysFqInb4CYfv/QOqvvwKtWgFz5gBJjfw+q6/nmRQiIgqcFbIesHjeB8Bb7265jhaXuF194PcKPjDvSTuchFNI8/ai71ziNHnpDvRPjjP0RVfPIJRDVsXTsjJg0SIxod6xA4iKApYtA/7xD98PEB4O3HorNnTqg1Fvr0KDkmJElZ5GVOkZxBXnI3Xf7+ix7ze0LDyCS4/+VePbL8nfj+t2rXN/38ePA1deCaSnI+WpCTXe7NgkBy7MP4Auh3biovz92Nq+O1ISB1V+uxXOpBAR0XlWyXrAonmvAl974eXwNNn298AG8560pGl1dCOwYiopkZF9XFblz09HdVe94Jk/zBYIbo8Q5x8D3n8fePttIPfvfqaxsWIpekqKovvLKyrBY4u2eLx9i5N5uCR/HypsYSitVRvlYbVQv/QsLs7fh0uO7UXbY/sQCQcSB14Ne/duQMeOYin8Z5+JO0hNxdZrb8GK77MQX5yPCwqPokPebjQoOeX6QNddB7zxBpafrev2TIrzrZBZzqSQ+TCb1MXnk5SwWtYDFsl7Pw8EuLuvb34/jLELt/h1f3KqmTtXQgDuD2xUz29PKyeY9+SNaaqjE5mdmQqgyOFvtVWtVC77OnQIWPwp8MUXwNq1gMMhbhAfD4wZAzz0ENDI+xsbd284YuvV9vo9BxvE4WCDOACuFVDXJHWpvM39PVqjX3Lc+eepe3dgyBAgLQ3IyMBlGRm4rNr9nqkdgR0JyYhvfxEu+PZL4JtvIK1YgSPdb8K1DVpV3q6kVjg2tLwMZ8LrmOpMChERnWe1rAdMnPcB8nRwYVjXBL/vUwIwqL14rjw9R0rO6Ftp5QRZFyfhFNLUKoBipmqrmo9FkoDt20URtY0bgQ0bxOdVpaQAjz4K3HabWFrug6cjzgWny71+n/Po96TByTUqotptgEMCPli/Fx+s3+t6BmHECLEs/plngPx8ICEBjhYtkBPREAdbXoSIzp3Q9eJm4nn74w/g0UdhW7kSI3/8FCOrjeFM7Qj876JUfHVpb6xr3VGTNnFEROQ/K2Y94D3vrbhX2du+/Bkrd6OBl17ezl7fkbXCkFckM+urkXtgw8i2sBQ6OAmnkKZGARQzLRnTfCy//AKMGwf8/HPNr115paiAftNNQOvWsu9SbjGW6nvjgPNHvxvWC8ePT/bGpn0nsGJHHj5cvxeOajeuUXynVSvgk08qv24HkPT3xUXbtsD33yPz9fdw9j/vIPJcWeWX4orz0epkHm7csQY37liDY/UaIL/4fuDFCUCTJrKfAyIi0g6z3nhyzi47ecr7m6+4AH3aNgNswA87j8jL+mrknNG34soJsh7uCaeQp3SfkLvvDXTPkBpHtDXdv5SbC0ycCHz0kfg8MlJMurt1E8u7u3cHmjb1667l7tWLrReOgtPnJ8DOo99OVfuGezqCLWffmKJxShI65v6JodtXY8jOtWh0tkhcHxkJ3H03MH48cMklih6HghOzSV18PkkpZr2x5Gb9Y/0uxsJf9rtd2ebk7Bt+8oz71XKBZL2SsZqphgCZA/eEEyngb+VPtfYMqXFEW7P9S0ePikJmM2cCp/4uVnbXXcC0acAFF8i/H28PIfNI8qTB7RAXU8frme5HFmz2eh+BLCFzeybFZsOW5pdgS/NLMLXPAxh24Be8mP0/2H79FXj3XWDuXFEh/sYbFT0WERGpi1lvLLlZ37px3cpe3x7zXmbfcH+Xi5upTRwFL7vRAyAyg4Ht47FuQh98Oqo73hzWEZ+O6o51E/p4DUYle4Y8cR7Rrn4/zuVUy7flyhq/GmNxcfAgMHasWFY+bZqYgHfvLvZ//9//qTYBB+Tv1YuLqYOUxFh8ty3P7deVLOnxZwmZs20M4Lpszvn5ubBa6PFcGmyZmaI4Xb9+QHm52Bf/1VeKH4+IiNTFrDeOkn35YXab17yXy9/l4r7yHtC3TRwFJ07CKWhVOCRkZB/Hki2HkJF9HBXVD6VW49wndEPHCyqPnHr7/kD3DPk6og2II9q+xq3GWFx8+SWQlAS89RZw9izQtauYRK5fL5afq8x5xNlblDWoUxsOScKGv44H3EcUkP9moDrnmZS4GNfvj4uJPL8E0GYTRd+++w644w7g3Dng1ls5ESci0gCz3v/b6UlJ1juX7WvVN1wOWXlPFAAuR6egUXWv1d78M/g0c79LBU0ly77kLBsLtNqqmtU31ar8ihUrgOHDgbIyoGdP4PnnxRldm7bVX9OHJGP0/Cy3xVgA4OTZctz5/kY0qOO9ZZkvaiwhk902plYtsYdekoBPPxUT8c8+49J0IqIAMOv9H4uRlGR9fEwkBrWP8/ux1FoubrY2cRRcOAmnoOAuSKvzVTGz6n15aqFR9fsD3TOk5hFtVfYvZWQAQ4eKCfitt4qJY1iYrDEGytNevepOnvXesqyq6iGv5hIy2f1Sa9USy/cB8XzedJM4yDFtmqjOTkREsjHrrb1XWW7W5xWW4IP1e/16DLWXi6vVH52oOi5HJ8vztNeqOjnLvnwtG5MAPLN4K8rOOQLeM6TmEW1FYykuFpW7b7tNLDnftAnYvBkYNAg4cwYYMACYP1+3CbiTc6/eJ/d38/uMtw3iLMZ/7jDREjLnRPyRR8SKgk8/FRXTn34aKCzUdyxERBald9Y//cVWrN+TDwDWzHqTkpP1zv8Xu63mz+lkA9Cgbm3ERZsk64kU4plwsjS5PaadfC37krMHqeB0ObpP+wH/urG939VWAfWPaMsay5kzwODBwE8/iS/+97+ud9KjB/DFF0B4uKzHVFuY3Qa73abojLdT1TcgA9vHY0B7Ey0hq1ULmDULeOAB4PHHgdWrgenTReX0H34A2rQxZlxERBZgRNZXXRqdPiTZWllvcnKz3nkMxdPKtpdvuozLxcmyOAknS/O3cIenZV9yl40VnC5zWa7mTwj42h8lARj090RSbqhUjuWv4zh6qtR1LCUlYrn5Tz8B0dHAP/8pzoL//LM4I9uxI/DNN0C9erKeA63I/T9oUKe2S4BXfwOi5xIy2b1fr7hCTLq/+UZUn8/JAa66Cli1Crj4Yl3GSkRkNUZlPeC6PN3ZOss0WW/hyafc/4P7erTGd9vyvB5w0HO5uBq93okATsLJ4vytAOpp2ZfSYiZV+3H6EwKejmjbbeII8Afr9+KD9Xt9F5opKxNnVzduRNjGjUjNzAQqKoDrrxf7u3v1EnuRV6wQk+zvvgOuvFJ8r8MBZGcDCQlApPHFXOT+H8y6oxPsdpvhQai496vNBgwZAnTpAvTtC+zceX4inpys48iJiKzByKyv3n/b0Kyvwup7leX+H/RPjsOzg5NNMfFVo9c7kRP3hJNlVTgk5BeXKvoe555hT8u+5LTQcFKrH2fVvqX39WgN4PwSLCevvUTPnBGTuIEDgfR04Ntvgfx84MQJUZ37uuuAhg2BpUvFJPvrr89PwAHAbgcuusgUE3DA9/+B8/+we1IjlzYzRgWy371f4+OBNWuADh2AI0eAq68We/OJiMhF4/oRim6vZtYD6uR9wFkfZORmvXPCbem8J3KDk3CypOXbctFz+ipMWbZT9vfIKVpSteiJXGr04wyz25CSGIvvtuW5/brHQjOSBNx3H7BxIxATA9x5pyi2tnEj8OOPwJgxYrJXXg7Uri16gPfp43LfSnusas0qhWdU6f3atKk4A96pkzhw0q0bMGECcOqUFkMmIrKc5dty8fhnW2TfXmnWK0mSQPPe76xXAbPef2r2eidy4nJ0shxPbUV8qb6HyNO+HueysWcWb0XBad8FwtTqx+lXL9GpU0Vxr1q1xBnuq65y/aarrgLeeOP8JP3SS12+bNalVVYoPCP3/2ve+hzc0yPR8xuJRo3EPvG77hJ7xV95RVSnf/114PbbNe3RTkRkZv7kvdKs99Uuqyo18l7NvuFyMesDI/f/bEP2cfS4qLF+AyNL4yScLEVJhdS46AgMT2mJ1o3r1dhD5CuQBraPR5+2zdB92g8oOF3m9v7V7sepuJfol18CkyaJj//zn5oTcKewMNfl53+T2yPVKGYvPCP3/2vKsp14f12O9zcUDRqI7QLOgm1//SX28H/2mZiQ162r3sCJiCxAbt4HmvX9k+OwIfs40hZkeazWrWbeq9k3XA5mfeDk/l+kLcjCyzdfZpqDB2RuXI5OliK3Quqkwe2w/um+GNvv4hp7iOTu6wmvZce/bmwPG/RZKqWol+ivv4ozp4Cocj5qlKLHssrSKjPsA3OqvpRPyR5F2XvGrrsO2L4dmDJFtIlbvFgUb8vPD3D0RETWIjfvX7+1Y0BZH2a3ocdFjfHyzZfpkvdq9g33hVmvnLtl+3L/L06eLef+cJKNk3CyFLlHIxtHRbh9EVcaSM6lUnExri/AcTGRqh89llOk5IKo2uj2xQein/eZM0D//mLZskJKlsPR+RoEw9/bgLELt2D4exvw+Gdb0KBubdlF/ACZb3YiI4HnngNWrhQF9TZsECsZ/vor0B+DiMgy5OZ9/umaBVr9mXzqlfdKCpIFilmvjLus7zl9FU6cLlVUyM8MBzbI/LgcnSwl0CPI/uzF0muplLdeojYACSfz8NWKd2HPyhRXDh4slirXUv5nrPdyOCvztJTvSFFp5XXuer9Wp3if3z/+AaxfD1x7LbB7N5CaCixbJlqbEREFuUDy3t9913rkva+sB9Q7686sl8/bsv20BZvx4FWJeHdtjs/70WJPPwUnngknSwn0CLK/gaTXUilPR+Jvyt2CVf/3T8RmZQL16wPvvSf2EDdo4Nfj6LkczqzkVIr1dTbFBqBB3dpoFi3/eVL0ZqddOyAjA7jiCuDoUdHv/fvv5X8/EZFFBZL3gUw+9ch7vc66M+vVyXoA+Pq3XMy6oxMa1Kkt63F5YIN84ZlwspRAjyBbIZCqH4lP3LsTl935L9jOnhFnRz/6CEhMlH1/7irDOt/c5BWWuA0dtYvOmY3cSrFyzqacPFOOT+7vhD/yimS1zFP8uxUfL9rN3XwzsGKFWAHx0UfAHXcoux8iIgsJJO+tmPWBnnVn1tekZtbnFpagYb1wzLqzE+58f6PPxw7mAxukDk7CyXICaWlhVCB5apHiifNIPPbvB669S+z/vuYaUT27tryjsID3ANJrOZzZKKkUq2RP4j09EvH+uhxtfreiosT//T33AJ9+KvrBHz0KjBun/L6IiCzC37y3XNYHiFlfkxZZf7S4BNd1aB7SBzZIPZyEkyX5ewRZz71YTn735ywqEtWy8/KA9u1FuyqFE3BfAWSF/pxqkrO8fPLSHeifHIcwu03R2RTNf7fCw0UNgKZNgTffBB57DFi+HJg8GejWzb/7JCIyOX/y3lJZr8LjMutdWTrrKWTYJEkKqvJ9RUVFiImJQWFhIaKjo40eDpmUXmHpKRydL80e936dOCGWGy9fDjRrBmzcCLRqJftxKxwSek5f5XF5lfNI7boJfQDA1P051ZSRfRzD39vg83afjuqO1KRGlc+jryPe6yb0kd2XNmCSBLz6KvDMM0BFhbju2muBF14AUlICv3/SBLNJXXw+SQ7TZ32AmPXuBUXWkyUpySaeCaeQUX2Z2I9P9samfSc0CyRFR2JtANatE5PuFSuATZsAhwOoU0cUYFMwAQeUV4YNlQqeSov1+HPEW85ZG6VLFl3YbMBTTwG33AJMnSr2h3/3nbi8+irwxBPy7oeIKAiZOutVnvQy690LiqynoMdJOIUEb0csb+h4gSaPKTcc/1i4FJfOmg78/LPrDdq1A2bMALp2VfzYbEvinj/FevzZk+htn59qR8/btAE++AB49lkgPV0sVX/ySVE/YNIkMVknIgohZs56LVpWMevdC6qsp6DFSTgFPSXFOdTkK/QuPZKNp378CJdOzxJX1KkD3HQT0L8/0Lcv0KKF349thcqwRvC3WI9aVWw1+V1s0wb4+GOgbVvguefEhPzsWeBf/+JEnIhChlmzXuntlGDWuxeUWU9Bh33CKajJ6f04eekOt30jA+Ut9Hpn/4IlHz2Gq3Oy4KhVCxg9GtizR5zNHDkyoAk4EHg/9WDlXHIGoMZz46ugSqC9YzX/XXz2WbFyAgBefllUTnfuGSciCmJmzXp/bqcEs969oM56ChqchJOpVDgkZGQfx5Ith5CRfTzgFykly8TUHqencLw0bw/eXjIdtSQHfmqbCmnHTuA//wGaN1c0Bm8CCaBg51xyFhfj+oYoLiZS06PTWv0uuhg3DpgzR3z81ltAv37AwYP+3x8RkQaskvWA77EaORFm1nsW1FlPQYHL0ck0tNg/o8UyMbnjdFfoo3nRUXz4xYuoV16Cda064syChQi7qKXsx1YikH7qwU6tJWdK6LZk8aGHgJgY4IEHgDVrgA4dxN7xG28M7H6JiFRglawH5I3V6JZVzHrPgjrryfI4CSdT0Gr/jNrLxJSOs2o4njp6HB/+dzKanSpAdrPWKPl0IQZcoc0EvOrj6x1AVuGtoIoWdF2yOGwY0LkzMHy4qLR/001iy8PMmUBYWOD3T0TkB6tkPaBsrEZPhJn1ngV11pOlcRJOhtOyvYe/xTlUGafDAWRnY+Cu33HN2d9w5vuvUD9/H8qaNkPrDWuQ1FpZ2zF/6R1A5J6av4uyXHSRqLj/3HOiddns2eJ3cvZsFmwjIt1ZJev9HavRE2FmvTnonvVkWdwTTobTcv+MmvulFI3z9GmgZ0/g4ouBW26BfcoU1N+xFahXD+HffYswnSbgZB5KfhdV2y8ZHg688gqwaJGYeL/zDvDii37/DERE/rJK1gcy1kCLepH1GZL1ZEk8E06G03r/jFrLxBSNc+qTQEaGmAR16HD+ct11QFKSXz8HWZ+c30VNeovedhuQnw+kpQEvvADExYm940REOrFK1isZA/f1kjuGZT1ZCifhZDg99s+osUxM7uMnr/wamDsXsNuB//0P6NXLz1FTMPL2u6hpb9FHHgHy8oApU8THTZqIveJERDqwStYrGQP39ZInhmU9WQYn4WQ4vfbPBLpfSs44U8qO4cIXnhRXPP88J+DklrvfRS33S1aaPFlMxN97DxgxQhRta9fOv/siIlLAKlkPcF8vqcOwrCdL4J5wMpy3/TOAeFEa1jVB1zG542ufT0R5Kd5b9ipsp08DvXuLglhEMunSW9RmEz3p+/cHzp4F7rgDKC31//6IiGSSk/WD2oszh0bvjWX/bdIK+4iTEyfhZArO/TNxMe6Xds1YuRs9p6/C8m25Oo/MladxxkeFY2X2IkT/uQNo2hT45BO2giJF/N2DqLiwS61awEcfAY0aAVu2AJMm+TliIiJlPGWocy77wfq9GP7eBlPnfVxMJJcLk98CqTfAQm7BhcvRyTSc+2feXrUHM1b+WePrZtkrU2OfT93a6Pby07Av+Uycafz4YyCe4UznVTgkn3sU/dmD6Hdhl/h44IMPgKFDRfuyAQOAvn0V/UxERP6omqErduThw/V7UX0uYdq8Z/9t8kKrrAcCyHsyLU7CyXQW/rLf7fVm2itTuc+nvBwYORL49FNx5vujj4BrrjFsXGQ+coNT6R7EgAu73HCDqJD+zjvid/i338TZcSIijYXZbUhJjMX4z7a4/bop857IC62y3nnfLOQWfLgcnUzFUntlysqA228XE/BatUQv5jvvNHpUZCLO4Kz+O+0MzqrLLZX2FvVW2AUQb159LlV7/XXgkkuAQ4eAW24B9rs/AEZEpDZL5T2RF1plPeC7kBsgM+/JdDgJJ1MxdW9OSRLVpP/9b7GMNz4eWLxY9AJfvBi4+Wb9x0Sm5U9wyt2DqNqb13r1gAULgIgIYM0aIDlZLE8vL/f9AxIRBcDUeU8kk5ZZD/BgVTDjcnQyFdP25jx1Spzl/vpr1+tjY4GFC0W1aaIqlARn1aWOcvYgqvrmtVMn4NdfgdGjgXXrgKeeEtsq5s4FunaV9ThEREqZNu+JFNAy6wEerApmnISTqZiyN+eBA8CQIWLPbHi42PN91VXi0qkTULu2fmMhy1ASnO6KuXjbg6j6m9f27YEffwT+7/+AJ58Etm8XB5bWrwcuvVTefRARKWDKvCdSSMusB3iwKphxEk6m4twrM3p+FmyASzAb0pszM1MUsMrLE63HliwBunfX57HJ0uQG4t78M+g5fZWiiqeavHm124F77hEHnG64QUzABw0CNmxgtX8iUp3p8p7ID1pmPcCDVcGMe8LJdEzTm3PZMuDqq8UE/LLLxIScE3CSyRmcnt4+2gA0qFsbb6z802cxl+q9QQEoKuyiSKNG4mDTxReLQm2DB4vtGEREKjNN3hP5Scusr3BIigu5kXXYJEnSvJzerFmz8OqrryIvLw+XX345Zs6ciZSUFLe3nTdvHu69916X6yIiIlBSIm+5R1FREWJiYlBYWIjo6OiAx07GkdNvUTMrVgDXXScqoA8aJCqg8/eJFHJWTAVqnuWRIIL55Bn3RdCcR7cnDU7GlGXu254A0K5vaHY2kJoKHDsm/gaWLBFdAMgvoZBNzHryl6F5TxQgrbN+YPt49gm3CCXZpPkkfNGiRbj77rsxZ84cdOvWDW+88Qb++9//YteuXWjatGmN28+bNw9jx47Frl27zg/SZkOzZs1kPR6DmQK2di0wcCBw9ixw442i9Rj3fZOfPAXnsK4JmLFyt1/36XxrOntEJ1mFXfy2cSPQu7f4W3jwQWDOHMDGN8b+CPZsYtYTUSjTOusHto/nwSoLMNUkvFu3bujatSvefvttAIDD4UBCQgIeffRRPP300zVuP2/ePIwbNw4nT5706/EYzBSQzEygb1+x/Pbaa0XrsYgIo0dFFucuOL/5/TDGLtzi9306j56vm9BH2xD+6ivgpptEi76pU4FnntHusYJYsGcTs56IQp2ls55UoSSbNN0TXlZWhk2bNqFfv37nH9BuR79+/ZCRkeHx+06dOoVWrVohISEBN9xwA7Zv3+7xtqWlpSgqKnK5EPnljz+AAQPEBLx3b+CLLzgBJ1WE2W1ITWqEGzpegNSkRgiz2wKuZKpbb9ChQ4G33hIfP/usqKBOVAWznojI4llPutN0Ep6fn4+Kiooay8uaNWuGvLw8t99zySWX4MMPP8SSJUswf/58OBwOXHnllTh48KDb20+bNg0xMTGVl4SEBNV/DlKPu6ITplBeLvqAnzwp9sF+/TVQp47Ro6Ig5quYi1x5hWdVGY9XY8aI1mUAcP/9omYC0d+Y9VSdabOeSGdqZf36Pcf4dxRkNF2OfvjwYVxwwQX4+eefkZqaWnn9U089hR9//BEbN270eR/l5eVo164dhg8fjilTptT4emlpKUpLSys/LyoqQkJCApeomVCgRSU03QvzwgvA5MlAw4bAtm1A8+bq3C+RF76KucgRWy8c/7qxvfaFWRwOcaBq4UIgKgpYtw7o0EHbxwwiwbx8mllPValRQIp7XymYqJH1AAuxWYFplqM3btwYYWFhOHLkiMv1R44cQVxcnKz7qF27Nq644grs2bPH7dcjIiIQHR3tciHzcb4A+WrP4O37e05fheHvbcDYhVsw/L0N6Dl9lc/vk+WXX4CXXhIfz57NCTjpxlt7nv/ccYWso+cnTpd5/RtS7YyU3Q7Mmyfa9hUXA7fcIv6lkMesJ6dAs955H5rlPZEB1Mh6wPvfEVefWI+m/WbCw8PRuXNn/PDDDxg6dCgAUazlhx9+wJgxY2TdR0VFBbZu3YpBgwZpOFLSUoVDwuSlO9we7ZMgjgROXroD/ZPj3B7pdoZ69e93vhgF1Ev07FngrruAigpg2DDg9tv9ux8iPw1sH++xwrndbqs8eu6Jt78h1VuaRESIWgkdOwK7dwOjRwMff8yK6SGOWU9A4FkPaJz3RAaSk/W+zox7+jti+zJr0vRMOACMHz8e7733Hj766CPs3LkTo0ePxunTpyv7g959992YOHFi5e1ffPFFfP/99/jrr7+QlZWFESNGYN++fXjggQe0HippJDOnoMZR8aq8FZ3wFeqAeDHy+4jfxInArl1AfDwwa5Z/90EUIHfFXIDzR89j63lvkefub0iNM1JuNWoEfPopEBYGfPKJODtOIY9ZT4FkPaBD3hMZzFfWVz9T7k71vyPNsp40p+mZcAC4/fbbcezYMTz//PPIy8tDx44dsXz58soCLvv374fdfv5YwIkTJzBq1Cjk5eWhYcOG6Ny5M37++WckJydrPVTSyNFiz6Hs63ZKQj01qZGygS1aBLz5pvj4ww+B2Fhl30+kg4Ht43G23IHHFm3xeVvn35AaZ6S86tlT1FB47jlRtK17d6BdO+X3Q0GDWU+BZD2gcd4TmZzzTPmMFX/i7dXut+VUdbS4RPusJ01pPgkHgDFjxnhckrZmzRqXz2fMmIEZM2boMCrSi9z2DPnFpahwSC4vFIGGukfLlgEjRoiPx44FBg5U9v1EOoqLlvc35Pxb0+XN7NNPA2vWACtXArfdBmRmsqNAiGPWh7ZAsh7QMO+JLCLMbkOPCxvLmoQ3jYrkgSuL03w5OpHc9gxTlu2sUXxFbqgr6sO4Zo0oKnXuHHDHHcC//y3/e4kM4OtvyAax/yslMRYVDgnr9+TLut+A3syGhYn94E2bio4CY8f6f19EZHmBZD2gUd4TWYzcvO/cqqE+WU+a4SScNBdmtyF9iFhi6Cucq+9hUTL5kCUzExgyBCgpAa6/XuxntfPPgMzN29+Q8/P0IclYsSMPPaevknUUHVDhzWxcnNgXbrMB770nJuVEFJICyXpAg7wnsiA5eX/95fG4+tXV+mU9aYKzD9KF3KIT1YuvyJ18yNrrkpEhlp2fOgX06SP2hNf2XvCKyCy8tTiZPaITALgtzuKOqm9m+/UD0tPFxw8/DOzYEfh9EpEl+Zv1gPyDjdzbSsHOW94/eFUi3l2bo3/Wk+pskiQFVZlJJU3SSX8VDgnz1udgyrKdPm/76ajulXtYAm6/8M03Yt/q2bNAairw/fdA/fp+/xxERqlwSDVanABAz+mrZIcyAI+tftzdv883vRUV4gDXypWiQNsvvwD16in90YIas0ldfD7Nzd+sB9huicipeh53btUQV7+62risJ5+UZJMuhdmInMLsNjSOipB126p7WLz1V/Tpgw+Ahx4SE4VBg4DPPuMEgSzL2eKkqozs47JCGRBH0j29mfX7zW9YGDB/PnDFFcDOnaJ/+EcfsX84UYjyN+uBAPOeKIhUz3vDs55UxUk4KaLGkTN/i6+4m3z4NG0a8Mwz4uN77gHefZdL0CnoyC26MqZ3Eh7rf4nbv1lnr9HqS6Ocezc9HU2v1KwZsHAh0Lu32Bveuzfwd49oIrKeQPM+kEJrfuU9UZAzRdaTajgJJ9nkHDlzt3Rm074TLiHuLL6SV1jitrehDeIIXsB7WFauPD8Bf+YZ4KWXeGaOgpLcN7s9LmziNpRV6zV61VXAlCnAs88Cjz4K9OgBXHyxrLERkXn4yntTZT1RiDBN1pMqOAknWeQcOQNQI7TtNsBR5ZucIZ4+JBmj52fBBrjcp2rFV06fBkaNEh+PHg1Mner/fRGZXKBvdlXtNTphgjgAtno1MHw48PPPQIS8ZalEZDxfef/gVYn4+rdcc2Q9UQgxVdZTwFgdnXzydeQMAJ7+cqvbysyOat/kDHEAXis9B7wUZtIkYO9eICEBmD49sPsiMrlAqwrLXeIm63bO/uGNGgFZWeKsOBFZgq+8lwC846Yys2FZTxRCTJX1FDCeCSef5Bw5O3mmXNZ9VV3usm5CH22Kr2zYALzxhvj4nXeAqKjA7o/IApwtTaqvRvFWnMUpkL2bbl1wgSiIOHQo8PrrQP/+wIAB8r6XiAzjK+/l0iXriUKQqbKeAsJJOPmk9hGx6stdVF3yUlYGPPAAIEnAXXcB116r3n0TmZy/VYU12bt5ww1AWhowaxZw993Ajz8Cbdsq+nmISF9q5r2mWU8UwkyV9eQ3Lkcnn7Q6IqbJcpdp04Dt24EmTYAZM9S/fyKTc1YVvqHjBUhNaiTrbFOgS9w8evVVoEMH4OhRUaTt55+VfT8R6UqLvOfSViL1mSrryS88E04++Tpy5i/Vw373buBf/xIfz5wp9qQSkQtPbYcCWeLmUZ06okjbddcBmZlA376ijdkNN6j4ExGRWrTIey5tJfJCkoCzZ4GiovOX06fF5cwZ8e+JE8Dx4+Jy4gRQUgKUl4vVn+Xl4vudl9JSwG6HFBaGEgdQHlYLtvpRqN+4IWzRURgYGYmfjxdj58GTOFdWjnM2O86E14GtXj1ckdwCbb7aDKyKBqL/vjRuDDRtKtqQNmjALkMq4iScfHIeOXNX4dQfmix3kSRg7FjxgjRgAHDbberdN1GQ8NV2yN8lbl41aQKsWgXcfjuwbBlw003A7NnAgw+q8BMRkZrUzHsubaWQVVoKHDoEHDwoLnl5QGEhcPKkuBw/Dhw5cv5SVqb6EGwA6vx9qS7+70sNG33cae3aQFycuMTHA82bAy1aAC1bikLILVqICXtUFCfrMtgkSVLz5KbhioqKEBMTg8LCQkRHRxs9nKDi7g28Us4/SdWron79tTi7Vrs2sG0bexMTVeOp7ZBmf5PVnTsHPPywKNgGiDPkfftq93gmw2xSF59PbS3flosXvt6OvKJSv75ft9cVIr2VlADZ2eKyZ4/4d98+4NgxMbnOzxcTbqVsNjF5dV7q1gXq1ROXBg3E6s5GjYCGDcUqs9q1gfBw8W+dOpWXnw8W49Vvd8LmcCBMqkDtinOoX3b278sZ3HF5M7Rt2QioVUt0Mzl3TpxtP3VKXIqLz5+RLywUP9fRo8p+pvBwcQa9WTMgKUlcLrwQaNNGTNhbtAAig3OFjJJs4iScFKlwSJi3PgdTlu2UdXtPvUNVDeWzZ4FLLwVycoCnnxb7womoUoVDQs/pqzweQHOesVo3oY+2e8EkCRg1SkzEL7gA+P13IDY0zpIxm9TF51N76/fk4873fZ0aE3TJeiI9lZUBO3YAW7aIyx9/AH/+Kdrfypk6RUaKyWaLFuKscYMG5y+xsWKC6rzExorJtj2wUl2aZn1JiZiM5+UBubnicviwONO/fz9w4ID4+MwZeffXpImYlCcni8ull4oaMs2bW/osupJs4nJ0UiTMbkPjqAhZtx3TOwn/7HsxNu07oW1bkldeERPwFi2A555T976JgoCcNoNVqxhrxmYD3nwT+Okn8WbmoYeAzz6zdOASBav8U/LOguuW9URaOH0a2LQJ2Lnz/Bnu3bvFpLvcQ/vd6GhxZvfCC8VZ3sREMZl2nq1u0kRMrHXONk2zPjJSnMVu2dL77c6cEasBjh0TE3XnioE9e4C//hKT9bNnxdePHQM2VjvQ16wZ0Lkz0KUL0KkT0LGjeMwgfJ/ASTh55a6Ik9wiKz0ubILwWnZt39Tn5AAvvyw+fv11cSSRiFzIrU6sSxXjevWATz4BUlOBzz8H/u//gJEjtX9cIvKqet43ri/vgLsuWU+kBodDTK5/+UVM/jIygK1bgYoK97dv0EBMAjt2FGdrL7lEXJo2NeWk0BRZX7eu98m6JAEFBWIyvmeP6GjkvPzxh9gj/+234uLk/H/o2hXo3l28f4i3/iobTsLJI09FnCYNbmeePoOPPSaWyPTpA9x6q/aPR2RBcg+c6VbFuEsXYPJk4NlngTFjgH/8QyxLIyJDuMv7uOgINKhbG4Vnyo3PeiIlysvF2ey//jp/dnvbNuDXX8We5+qaNxeTPOeZ7aQksTy6VStTTrY9MV3Wu2OznV8x0LEjcMst57925gzw229iZcKmTWIbwPbtopjdmjXi4tSqFdCrF9Cvn6gvY8FJOSfh5JanIk55hSVIW7AZD16ViHfX5tSonqprn8HvvgOWLBHFJWbOtNQLJZGefLUdMuTN9IQJwPLlYmn6sGGignr9+vo9PhEB8Jz3R4pKK68zNOuJfDlyREywf/5ZXDIzPe9NrltXLHNOSRFnVLt3F9sZg4Aps16JunXF/0lq6vnrysrEVoGsrPOrF7ZtE8XwPvpIXACxUiE1VZwt79oVuOwyUbTOxFiYjWqQW9hh0uBkTFnmud2RpkpLgfbtxVKWxx8HXntN28cjsjjnG23A/ZtpQ6oY79snjoSfPCmOaC9bJkI4CDGb1MXnUx1y8j6mbm1E1gpDXpEBWU9U3ZEjYpKdmQls3iwmZ7m5NW8XFXW+IndSkuia07WrmKzVCt5zkKbMerUVFwMbNgA//CAumzbVLJZXp454XzFwoLhcdJEuJ+tYHZ3BHJCM7OMY/t4Gn7f7dFR3pCTGqttTWK5p04BnnhG9CnftEkUyiMgrX33CDZGZKZaTFRcD/fuLdoNB2LqE2aQuPp/qkJv3n9zfDXa7jYXXSF9HjoglyZs3i8vGjeLgbXU2m9irnZoKXHmluLRtG3C1casyZdZrqaAAWLtW7PV3Xk6edL1NYqKYjA8aBPTurVkNKVZHp4AoKewQZrfpX4zlwAHgpZfEx6+9xgk4kUwD28ejf3KcMQfOPElJEVtLBgwAVqwAbr4Z+PJLIEJeUSgi8p/cvM8/XYobOl6g8WgopBUViSXlGzeeP9N9+HDN29lsQLt2Ijs6dxZLyzt04HamKkyZ9VqKjQWGDhUXQJwV374d+N//xLa3tWtFIefZs8UlIkJMxIcNA2680bB5BCfhVIPpCzs8/rjY6/OPfwB33GHMGIgsypADZ7706AF88404Qv3tt8C994oK6qzzQKQp0+c9BafcXDHh3rxZnOn+7TdRRK06m00sI7/iivPVsbt04ckXGUyZ9Xqx2cSW1fbtxZzh1ClR1O3bb8VB/717xeR8+XLRKnXwYGD4cOC663RdicdJONVg6sIO//sf8N//iiVGb7/NN+lEwaJXL1FocdAg4NNPRSjeeafRoyIKaqbOewoO5eVi3/aaNaKo1q+/AocOub9tq1ZAt27iLHe3bmLizTPcFKj69cUE+7rrxFnyP/4AvvgCWLBAFH378ktx+fNPsXdcJ5yEUw1hdhvShyRj9Pws81RElSTg3XeBsWPF52lpYvkREQWP/v2B558XlzFjxMT8Ai6BJdKKKfOerG/fPmDxYnHiZN06cSayKrtdFEjr1ElMtC+/XFwaheiZW9KPczvDc8+JNqm//y4O/O/apesEHGBhNvLCNIUdTp0Sy0UWLBCfX3+9+FijogpEdF6FQ9J3X9m5c2J5emYmcM01YrlYEKx4YTapi8+nukyT92RNDodYUr5smZh8Z2W5fr1hQ+Dqq8U2wq5dxfJynuE2Fd2zPkixOjqDWTWG/1Hu2QMMGSKWjoSFAdOnA+PHB8WbciKzM+yN+R9/iDdpJSXAf/4DjB6t3WPphNmkLj6f6jM878k6JAnIzgZWrwZWrhRtoo4fP/91u11MuG+4AejbV+zNDdFK5VbAg3Dq4SScwRwcCgvFvqA//xRLUhctEmfIiEg1nt54O3uNVg8I3XqNvvkmMG6c6Bv+22+i36uFMZvUxeeTSEeSJKpL//ijmHivXg0cPOh6m/r1RcXpG24QKxabNDFmrOSWabM+yLBFGVmfwwHcfbeYgLdoIXr+xcUZPSqioOLp6Pekwe0wZdlOt4WaJIhwnrx0B/onx2l3puzRR0WhttWrgQceEP9yBQwRkT6ys0XbyLVrxaV6MbXatYHu3cWZ7n79xEmT2rWNGSt5ZeqsD2GchJM5TZ0KfP216OX35ZecgBOpzNPR77zCEjyyYLPX75UA5BaWYN76HNzTI1GbcLbbgQ8/FMV7fvxRFE5hS0IiIm0UFooK5t9/LwqqZWe7fr12bbGfu3dvUTTzyivFSiUyNdNnfQjjcvQQZPp9X99+e76NwAcfAPfdZ/SIiIJKhUNCz+mrXI6K+0vzfWNTp4oqpvHxYq+4RV/XmU3q4vPpm+mznox17hywfr2YdP/wg1hx6HCc/3qtWmKi3acPcNVV4qx3nTrGjZcUs1TWBwkuRyeP3C1JiYuOwPCUlmjduJ7xQf3XX6I3sCQBDz/MCTiRBjJzClQJZUAcTR89P0u7fWNPPAHMmyeKNL74IvDaa+o/BlGQMX3WkzHOnBGF1L76Sqw2rFpMDQAuvlgsLR8wQJzxjooyZJikDktlfQjiJDyEeFySUlSKGSt3V35u2NEuSRKtyE6eFEdc33xT38cnChFHi9UJZUCHfWMREcBbbwGDBonXhPvuE0vUicgt02c96cPhEK0ef/oJ2LIF2LxZ9EKuerY7Nha49lox8e7bF0hIMGy4pD5LZX0IYr+AEFHhkDB56Q63xReqcx7tWr4tV/NxufjsM3GENiIC+PhjIDxc38cnChFNoyJl31ZOzDr3jWXmFPg9Jq+uvVZU3D13DhgzRhywI6IaLJH1pJ2iIrGl78EHRVeZ1FTgqaeABQuAnTvFBDwhQRS+XLUKOHIEmD8fuOceTsCDkOWyPsRwEh4ilCxJcYb35KU7UOHQ6c1uURHw2GPi44kTLd+OiMjMUhJjER8T6TF0bRBnyf5zRyfExcgPcTWPutfwxhtAZKSokr5woXaPQ2Rhps96Uk9+vugg8eyzoiVY69ZATAwweDDw3ntAXp6ooXHTTaK2xrffAocPA/v2idVFvXuLfd8UtCyZ9SGEk/AQofQPRvejXc8/D+Tmisn3hAn6PCZRiAqz25A+RCzprh7Ozs/ThyRjUId4rJvQB5MGt5N1v0qOuivWujXwzDPi47Q04MAB7R6LyKJMn/XkvzNnxF7uBx4A2rYVfbiHDgX+9S9g6VIxuQaAVq2ARx4RFc6PHQO++EK8dl57rShwyVaPIcOSWR9COAkPEf7+wehytGvzZmDmTPHxf/4jznYRkaYGto/H7BE1j37HxUS6FF4Js9twT49EWUfTUxJjtR3000+LFjknTgB33w1UVGj7eEQWY+qsJ+Xy88VS8ltvFZPuG28UXWN27RJfT04Wk/K33xatHI8fB/buBWbNAq65htv6yJpZHyK4DiVEOJek5BWWyNor5qT50S6HAxg9Wvx7++1A//7aPh4RVRrYPh79k+N8tjFyHk0fPT8LNsDlNaTq0XTNC7XUri3ekHbsKPrZvvqqmJgTEQATZz3JU1oKrF0LrFghauRsrtbHuWVLsby8b1/RPiyWkyHyzXJZHyLYJzyEOCumAvAZzjaIo2TrJvTR7o9NkoB//lMcwY2KEj2AmzfX5rGIKGDu2h4ZUmF57lxRJb1WLeDnn8XZcZNjNqmLz6dnpst68u74ceC770TLsOXLgeJi16+3bw8MGQLcfDPQqROXk5PmTJP1FqQkmzgJDzHu/rCqc768a9oLUJKAceNEcRCbTVRDv/NObR6LiFRT4ZB8Hk3XnCQBw4aJjgoXXghkZZm+ny2zSV18Pr0zTdaTq3PngN9+AzIygI0bxWX3btfbxMeLPt39+wN9+gBxccaMlUKaKbLegjgJZzB7VfUPa2/+GXyauR95RToe7ZIkUQnd2Qf8gw/EWS0iCmqqhvqJE8Dll4sCbWlpYkWNiTGb1MXn0zfDs55E3YoNG0Q7sJ9+EpPvU6dq3u6yy0QbxuuvBzp3Buws2UTWFcoTeE7CGcyK6PrHIknAE08A//63+Py990RRESIKaposb/vhB6BfP7GaZuNGUy9LZzapi8+ncqH8xlg3kgQcOiSKpC1bJiqUF1SrPB8TI/p3d+smLikpQKNGxoyXSGWhvpSdk3AGc0A0DepZs4AxY8TH77wDPPigOvdLRLqT+1rh3KNaPWxUWQ57113A/PnAFVcAmZmm7XvLbFIXn8/AcVKugrIyMeFetUpsi9m8WbQFq6pBA7G0/KqrgH/8Q+zxDgszZLhE/pLzeqFp1luEkmwy57sVMoymR7A2bhTL0AHglVc4ASeyMLmvFRUOCZOX7nBbIEqCCOfJS3egf3KcfxOA114DvvlGvPmdNQsYO1b5fRCFmFA/WxWQ3FxRvXzpUnGmu3ohtbAwsbx84EBg8GCge3fTHhwkkkPO64XmWR+EuOmEKjmPYFUv5JJXWILR87OwfFuu/3d+7Bhwyy1Aebmo8PnEEwGOloiMouS1IjOnwGtxKAlAbmEJMnMKPN7Gq2bNgOnTxcfPPSeWghKRR5pmfbBxOIDsbFEE8pFHgHbtRBeXkSOBzz8XE/BmzYB77wXmzBEnG4qLxUHBadOAnj05ASdLk/t6oXnWByG+MhAAjY9gVVSIyucHDwIXXwx8+CFbbBBZlNLXiqPFnkO5Krm3c+uBB4B580TRo3HjgP/+1//7IgpiPFvlw/79ooDazz+LifTWrTULqdlsYvvLoEGidViXLiykRkFJyeuFLlkfZDgJJwDKjmClJiksIDJ5sli6Vbcu8MUXAPfvEVmW3NeKeetzcE+PRDSNipR1v3Jv55bdLs5Cdeokzk59/z1wzTX+3x9RkNI0661GkoA9e8Se7jVrxOR7//6atwsPBy69VJzV7tNH7O2OjdV9uER6U5L3bePlvbcPKOuDDCfhBED+kSnFR7DmzgWmTBEfv/uuKEhCRJYl9zVgyrKdeH9dDiYNbof4mEjkFZa4PZpuAxAXI4q8BKRDB+DRR4E33gAmThSFkLjihshFyJ+tOnJEHKT73/+A1auBw4ddvx4WJs5y9+wpui1cfrlYwVe7tjHjJTKQkryPi45Ag7q1UXimXNusDyKchBMA+UemFB3B+uKL8+3HnnhCLEknIktT8hqQV1iCtAWb8eBViXh3bQ5sgEs4O6fI6UOS1Vn6+uyzwPvviyrFX34p6k8QUSVdVqaYybFjwPr14rJyJbBli+vXw8NFm7BevcQZ7u7dgfr1jRgpkekoeR04UlRame+aZ32Q0GUTy6xZs9C6dWtERkaiW7duyMzM9Hr7//73v2jbti0iIyNx2WWX4dtvv9VjmCEtJTEW8TGR8PSnYYOohCj7CNb33wPDh4uiJvffL6qhE5Hl+XqtqMoZwl//lotZd3RCXIxroMfFRKrbsqRxY+Dxx8XHzz0n6lGQbpj15qd61ptJSYkojPb228Ddd4sz2E2bAjfeKLooOCfgnTqJ1TI//ACcPAmsXQu8+CLQrx8n4ERVKM17G4AGdWujWbTGWR8kND8TvmjRIowfPx5z5sxBt27d8MYbb2DAgAHYtWsXmjZtWuP2P//8M4YPH45p06bhuuuuw4IFCzB06FBkZWWhPZcyaybMbkP6kGSMnp8V+BGsn38WoVdeDtx6q+gHzmWhREHB22uFO849Yw3rhWPdhD7a9yUePx6YORP44w/RP3zkSHXvn9xi1luDqllvtJISUYxx1Spx+eUX8b6juksvBXr0ED26+/cX1cyJyCd/8v7kmXJ8cn8n2P8uzKpZ1gcBmyRJvp7TgHTr1g1du3bF22+/DQBwOBxISEjAo48+iqeffrrG7W+//XacPn0a33zzTeV13bt3R8eOHTFnzhyfj6ekSTrVFHDv0N27xdKuEyeAAQOAr78Wy72IKKi4e63w5s1hHXFDxws0HtXfXn0VeOopoFUrYNcuICJCn8f1ItiziVlvLZbsE37uHPDrr+cn3evXi4l4VU2aiL3cXbsCKSlAairQsKEx4yUKEqbOe5NRkk2angkvKyvDpk2bMHHixMrr7HY7+vXrh4yMDLffk5GRgfHjx7tcN2DAAHz11VdaDjWoVDgkv882DWwfj/7Jcf59/8mTol3HiRMi/L74ghNwoiDlfK2Ytz4HU5bt9Hl7XfeYpqUBM2YA+/aJPeJpafo9dghi1hvDsKzXS1kZsGmTWC7+44/AunWiB3dVcXGiYnnfvmJfd2IiV94RqczUeW9hmk7C8/PzUVFRgWbVlv40a9YMf/zxh9vvycvLc3v7vLw8t7cvLS1FaWlp5edFRUUBjtra1Di6HWa3KW9Ncu4ccNtt4qxTQgKwZAlQr56y+yAiSwmz23BPj0S8vy7HY/VzAGhQpzYckoQKh6TPm/y6dYFJk4BHHhHdGe6+G4iK0v5xQ5Tlsz4/H/joI1GY64orgFrmr1lrWNZr4exZYPt24PffxXuI3buBP/8U7cOq/J8DEGe1e/cWE+/evYF27TjpJtKB3LyPrVcbnVtx9YkcuhRm09K0adMQExNTeUlISDB6SIZZvi0Xo+dn1VgukldYgtHzs7B8W652D/7YY+d7gX/9tTg6TURBz7lnDIDH4i0nz5bjzvc3ouf0VV5fhyocEjKyj2PJlkPIyD6OCkcAu6Xuvx9o00a0JBo+nEXaLE7TrF+7VnTwSEkRk7wBA4CpU8WSZxMe2Dc06wN19qyoG/Pmm8CIEWK/dlSUWD7uLOK6eLGYlJeWAo0aiRozb7whuh4cOyZW2aWlAcnJnIAT6UhO3hecLsfVr67WL+stTNPDvY0bN0ZYWBiOHDnicv2RI0cQ52GSFhcXp+j2EydOdFnSVlRUFJIT8QqHhMlLd7g9MuWsWDh56Q70T45T/0zUnDmiGikgCiF17Kju/RORqQ1sH4/ZIzr53DPmnCS4q5Kq+h7V8HDg00+Bq68Gli0TBwrfekv5/ZBPls/6hg3FVqqffhLbqr7/XlwAMclr2/b8HuOUFNGT3qA6A4ZmvVwOB3DwoCiOuHs3kJ0tLnv2iDPd7g6INWok3jskJwMXXXT+kpgI2C1/vogoaMjJe12z3sJ0KcyWkpKCmTNnAhDFWlq2bIkxY8Z4LNZy5swZLF26tPK6K6+8Eh06dGCxFi8yso9j+HsbfN7u01Hd1V1+tnIlMHCgCNWpU4FnnlHvvonIUiocEjZkH0fagiycPOumSjHEJCEuJhLrJvSpnCQ4z+xVDyPnFCKg1iaffy66NABiEv7oo/7dT4CCPZuCIusdDmDbNnFm/KefgMxMYO/emrcLDwfatxcrLVq2FJdWrYDWrcW/DRpodobWsKyvrrBQPDd794raC/v2iY//+ktMtM+e9fy9zZqdP6jRqZOYfDdvzrPaRBZSds6B7tN+QMHpMrdf1z3rTcI0hdkAYPz48Rg5ciS6dOmClJQUvPHGGzh9+jTuvfdeAMDdd9+NCy64ANOmTQMAjB07FldffTVef/11DB48GAsXLsSvv/6Kd999V+uhWtrRYnkVC+XeTpY//xRvbisqgDvvFH03iShkhdltsNttHifgwPmWZZk5BUhNaqT9mb1bbgFefhl4+mlg3DgxcRo8WPn9kFdBkfV2uzjL3aEDMGaMuO7oUdH6auNG8e8vvwDHj4ul0VlZ7u8nOlr8nl1yiTiL3ratmKA3aiR62cfE+H12V5eslyQgLw/IyRET6/37gQMHzv+7b59YMeBN7drAhReKXt0XXggkJYlLu3ZAixaccBNZ3KZ9JzxOwAEDst6CNJ+E33777Th27Bief/555OXloWPHjli+fHllQZb9+/fDXiWMrrzySixYsADPPfccnnnmGVx00UX46quv2DfUB7mVCFWrWHjiBHDddSKIU1NFBWKGKlHIUzpJyMwp8LqEvXqQ++Wpp8Sy2A8+AIYNA3buFBMBUk3QZn3TpuKgjfPAjSSJyelvv4lJqfPiPCN87JjYR75li7i4Y7eLs8EXXHD+0rixmLzHxIh/GzYEYmPFvw0birPvtWujaf0qy+AlCXbJAclmg2RzndQ3jYoUBVNPnhSXwsLzH58+LVp7lZSIM9bHjgG5uecv+/Z5P5Pt1Ljx+RUAzlUArVuLgw6JiZYocEdE/jFl1luMLq+QY8aMwRjnUeVq1qxZU+O6W2+9Fbc6lw+SLCmJsYiPifRYsdC5LCQlMTbwBysvF2eXdu8Wy/AWLwYi2Y6AiJQfENTlzJ7NBsyeLYo9bdgAPP888OGH/t8fuRUSWW+zibPcbdq4//qZM2ISm50t9kT/8Yc46HPokDiDfuqUWPbunPD++quih08FkG2zI0xyuFxfGlYbZ2tH4GytCNjD7Gg666x4LH/Z7eJAVWKiyPmEhPOXxEQx4WYHFKKQZcqstxgepvTl3DkgLMz0Z3mdFQtHz8+CDXCZiDtHnj4kWZ0lHk8+KarG1q8PLF0qjugTEUH5AUHdVvHUri16h6emAvPmiaXpHToEdp9E1dWtK5Zct2snVotVV1oqWqLl5YmJ+cGD4l/n2eqiIvHviRNAQYH498wZl7uoPgEHgIiKckRUlKMB3Ey869UT+9QbNBBn2qOixIFz56VRIyA+/vylVSsx2Q4PV+UpIaLgY9qstxBOwr2ZNUu0y1iwAOjRw+jR+OSpYmGcmlUHV68WrUUA4JNP+CaWiFwoPSCo6yqe7t1FHYv//lcsUV++PPD7JFIiIuL8EvTOneV9T1mZWIHmvFRUYNWuY3hlxW7kFpfBLjkQea4MrSIk/DO1Oa5s08h10l27tpY/ERGFIFNnvUVoXh1db6pWTH3gAbGH8KabRF9Kk6pwSMjMKcDR4hI0jYpE51YNsWnficrPUxJj1TkDfuoUcNllYu/bQw+J1mRERG4oaUPirJgKuA9yVSumZmeLs5Tl5aINVf/+6tyvD8FeHV1vofh86pb1REQymTbrDaIkmzgJ92bHDuDSS8VS9N27RWVPk9G1396YMWJ1QKtWwNatYkkbEZEH1ScN1ScJVb++N/8MPs3cj7wiHV7Lxo0TK3o6dgQ2bdKlD3EoThq1FGrPJ3vrEpFZmTbrDcBJuJrBPGgQ8N13YgL6d/9Ts9C1397q1UCfPuLjlSuBvn3VuV8iCknuJhVx0REYntISrRvX0/bMXn6+OKhaVAR89BFw993qP0Y1oTZp1FooPZ+h0FuXiIKToVlvACXZpP3hf6sbP178++GHokiKSfjqtweIfnsVDhWOsZw6Bdx3n/j4oYc4ASeigDgnFdXblRwpKsUbK3cjopYdqUmNtAvlxo2BZ54RHz/7bI3CV0RmoWvWExGpyPCsNzlOwn3p21cUHztzBnjnHaNHU0lJv72AjRsn9oG3agW8+mrg90dEIcs0k4p//lO8ph08CEyfru1jEflJ16wnIlKJabLexDgJ98VmAx5/XHw8c6aoUmoCuvXbmzdPFKez2YC5c7kPnIgCYppJRZ06wOuvi4+nTwdycrR9PCI/sLcuEVmRabLexDgJl2PYMKB5cyA3F/j0U6NHA0Cnfnu//QaMHi0+fvFFoHdv/++LiAgmm1TcdJOodVFaev5gK5GJsLcuEVmRqbLepDgJlyM8HHj0UfHxv/8NmKCWnbPfnqddFDaIaoN+99srLARuuQUoKQGuvfb8/kkiogCYalJhswFvvQWEhQGLFwMrVmj/mEQKaJ71REQaMFXWmxQn4XI99BBQrx7w+++iWrrBwuw2pA9JBoAa4ez8PH1Isn/FDiQJuOceYM8eoGVL4OOPdWnhQ0TBz3STiksvFd0vAGDsWNE/nMgkNM16IiKNmC7rTYgzK7kaNgQeflh8/PjjpnijNrB9PGaP6IS4GNejSHExkS4tSyocEjKyj2PJlkPIyD7uvQhCUREwciTw1VdiBcDnnwONGmn4UxBRKDHlpOKFF0TF9J07gVmz9HtcIhk0yXoiIg2ZMutNhn3ClTh5Erj4YuDYMbEs/bHH1L1/P1U4JGTmFOBocUmNfnvu+vPFx0QifUhyzb6i69YBd90lKqHb7cC77wL336/jT0JEoULRa5Me3n8fGDVKHHDdvx+oX1/Vuw+lvtZ6CMXnU7WsJyLSSai9NinJJk7ClXK+UYuOBnbvBpo2Vf8xVOLsz1f9P9h5zKnyCPq5c+JM0LRpgMMBtG4NzJ8P9Oih74CJKKR4m1ToP5gKoG1bsQ3nzTdFCzMVheKkUUt8Ps+TnfVERAYwVdZrTEk2cTm6UvfeC3TqJJZtP/us0aPxSHZ/vgqH2O8+daqYgI8cKaqicwJORBoLs9uQmtQIN3S8AKlJjYwN5bAwYPx48fGMGeLgJJHJsRcvEZmdqbLeRDgJVyosTFTTBUT/7E2bjB2PB3L78+X+80ngww/F8vOPPxZ9wUP8rAIRmYPue1zvuUfsDd+7V9TDIDI59uIlIqsL1XoWtYwegCX16AHceSfwySeiddn69aLVjUb8WcYhp+/eyE1L0WLlO+KTOXOAESPUGC4RUcAM2UdWp46olP7CC8CrrwK3367paztRdUrznr14icjKQm3PeFWchPtr+nRRQTwjQ5xJ1qiAmb+/nL767g3e+RPSV74rPnnxRbHPnYjIBDztcc0rLMHo+Vna7nFNSxOv71lZwOrVQJ8+2jwOUTX+5D178RKRVRma9SbA5ej+uuACcbYEEC3LcnNVfwjnL2f1pWbOX87l2zw/prf+fJ0P7sC/l70OOyQ4Ro8GnntO5ZETEfnH8D2ujRuL2h+AOBtOpAN/8569eInIigzPehPgJDwQ48YBnTsDhYViWbqKAv3l9NSfr1lxPuZ89S9EVJxDXt9rYZ85k8sticg0TLHHdfx4USdj+XJg2zbtHocIgeU9e/ESkRWZIusNxkl4IGrVEsXZatUCvvgCWLxYtbtW45dzYPt4zB7RCXExYhlaxLkyvLP4X2hy+iSKL2qHuK8+E4XmiIhMwhR7XJOSgJtuEh+/9pp2j0OEwPO+etY7xcVEBv1yTiKyJlNkvcG4JzxQl18OPPUU8K9/ib2EvXsDDRoEfLdq/XIObB+P/slxyPzrOJo/MQatcv+E1LAhopZ/A9SvH/A4iYjUZJo9rk8+KSqkb94MlJcDtWtr+3gUstTI+8qsD5FevERkbabJegPxTLgaJk0CLr5Y7At/7DGgoiLgu5T7S5dfXOpzv0RYxTmkfv1/aLVkEWC3w7ZoEdCmTcBjJCJSm2n2uKakAD/+KCbhnICThtTKe/biJSKrME3WG4iTcDVERgLvvSc+njcP6NABWLQIcDhk30X1HnmdWzX0+svpNGXZTvScvqpm0ZbMTGDizrhlaAAAG0BJREFURODqq4GYGFE8DhBVf/v3lz0uIiI9mWqP61VXib3hRCpx1w/X15tRJ495T0RkMabKeoPYJEkKqrJzRUVFiImJQWFhIaKjo/V98DlzxMT35EnxeXIykJ4O3HKL1zdyntqSXH95PN5dmwMAbgu2ODl/PWeP6ISBl8YB06aJiudV/2sbNgQefFB8jYXYiMjkfLVrUtpP2WiGZlMQsuLz6e13GgBGz88CoCDvudebiCxOTmtGK+W9kmziJFxthYXAm28C//63+BgQ+8anTAGuu67GBNhTjzznrR68KhFf/5brtWiL8/ZtIiqw8vd5sH31d4G4G28Uj3nllWK5PM/oEJGFeApef/opG83wbAoyVns+fWX97BGdAKDG77U7Noiia+sm9DHtG1EiIrm8TbKtlvechJshmE+eBN54A5gxAygqEtelpIhKu//4BwDxS9dz+iqPgesM2h+f7I2PM/ZiyrKdHh8u6fgBvPPlVFxYcBAIDwfefhsYNUrdn4mIyGByJjNWD2byzUrPp9ysXzehDwBg3vocr3nv9Omo7khNaqTmUImITMOKea8km3hqVCsNGgAvvAD89Rfw9NNA3bpin3avXuIsuSTJbkuyad8JNI6KcHubyPISjF/7Mb6d+yguLDiIs03jgLVrOQEnoqATSD9lIqMoaUEWZrd5zPvqgrl1DxGFtlDIe07CtdaokdiH/ddfwF13iWJtjz8OjBiB40dPyLoL5/IMF5KEa/7MwMr3H8E/MxYhouIc1ra+Atu/XgV066bBD0JEZKxA+ykTGUFpCzK27iGiUBcKec8+4Xpp1gz46COxJH3cOGDBAvTevBV3X3AlokrPILr0NOqWl2BX41b4udXl+Cv2ArF/XJLQ6sh+dFj7C2Z/vxRRBcfQ9NQJND1dgAYlpwAAB6Ob4KU+o/Bb195Y17WtsT8nEZFG8ooC76dMpDelk2pntfS8whK3Z4Gcy9eDuXUPEYWuCoeE9XvyZd3WynnPSbiebDZgzBjgssuAW29FvZ1b8eLOrW5vmlu/EXY0a4MOR/9Ck1eOAwCurXab0rBaeDflZvwn9VaU1I7E7OsvZZEWIgpKy7flYso322XdlmcIyUyUTqqdrXtGz8+CDa7V0kOldQ8RhSZ3hdi8sXLecxJuhKuvBjZtAl54AXkHjmLNkTIUR9RDeVgYrji8C50O7UT8qeOIPyUm34iMBHr2BK6+Gr+HxeD9PWexE/VxOLoJTkfUNXWVQCKiQHkqzlIdzxCSGfkzqR7YPh6zR3Sq8WY0jnlPREFKbtYDwZH3nIQbJSEB+OADxAFosC0Xb1YJ2ojyUgw4uQejG51Fu4H/EC3GIsWRng4AZlioXx4RUSC8FWepimcIycz8mVQPbB+P/slxzHsiCnpysx4InrznJNwE3AftjR5/scLsNrYlIaKQ4Ks4i1NsvXBMvbE9zxCSafkzqWbeE1EokJv1QPCsCOIk3CQYtERENcktuvLc4HaWD2QKfsx6IqKa5Gb9mN5JeKz/JZY+A+7ESTgREZmW3KIrcTF1vH69gtt4iIiITElu1ve4sInX7LZS1nMSbkJW+gUiItKSGu2a3FVbZUFLMgPmPRFRaGY9J+EmY7VfICIiLQXarslTtdW8whKMnp+F2SM68bWVDMG8JyISQjHr7UYPIFhVOCRkZB/Hki2HkJF9HBUO3/X+nL9A1QsTOH+Blm/L1Wq4RESm5awsHRfjulwtLiayMljdveZ6q7bqvG7y0h2yXp+J3PEn6wHmPRFRdXKyHqj5ult2zmHJrOeZcA34c3Tb15tFG8QvUP/kOC5VI6KQ462ytKfX3GFdE7xWW5UA5BaWIDOngMWySDF/z2Qz74mI3PPVRcLd625svdooOF3u8T7NmvWchKvM3+UQvkrzm/UXiIhIL+4qS3t7zZ2xcres+5VblZXIKZClj8x7IiLPPHWR8PS6620CXpXZsp7L0VXk6+i2BODpL7Zi/Z78Gksi5P5imO0XiIjIKHKWm8shtyorERBY1gPMeyIipby97spltqznJFxFchrNnzxbjjvf34ie01e57PmS+4thtl8gIiKjyHnN9cYGsXzYW7VVouoCyXqAeU9EpFQgeW/WrOckXEVKjlpXL77iLM3vafeXWX+BiIiMouQ1t/prq5xqq0TuBJL1APOeiEgpf1cGmTnrOQlXkZKj1tWr9TlL8wN8s0hEJIfc19zH+l3ss9oqkVyBZD0A5j0RkUJyX3dj64W7fG7mrGdhNhX5ajRfXfXiK87S/NWr/sWxbygRUQ2+XnNtEK+fY/pciDF9LvRYbZVIiUCzHgDznohIAbl5/+OTvbFp3wlLZD0n4Sry1mjem6pLLHyV5iciIsHba667M4qsNE1qUCPrAeY9EZFccvM+vJbdMlnP5egq89Ro3pvqSyycpflv6HgBUpMaMZCJiDzw9Jpr5iVoZH1qZD3AvCcikivY8t4mSVIg1d5Np6ioCDExMSgsLER0dLRh46hwSNiQfRxpC7Jw8qz7/nXOpRPrJvRh8BIRBaDCIZn6jKJZsilYmOX5ZNYTEenLzHmvJJu4HF0jYXYbelzUGC/ffBlGz88C4HupJBER+cd5RpFIT8x6IiJ9BUveczm6xoJt6QQRERG5YtYTEZESmk3CCwoKcOeddyI6OhoNGjTA/fffj1OnTnn9nl69esFms7lcHn74Ya2GqJuB7eOxbkIffDqqO94c1hGfjuqOdRP6MJSJiMjymPcCs56IiOTSbDn6nXfeidzcXKxYsQLl5eW499578eCDD2LBggVev2/UqFF48cUXKz+vW7euVkPUVbAsnSAiIqqKeX8es56IiOTQZBK+c+dOLF++HL/88gu6dOkCAJg5cyYGDRqE1157Dc2bN/f4vXXr1kVcXJwWwyIiIiIVMe+JiIiU02Q5ekZGBho0aFAZyADQr18/2O12bNy40ev3fvLJJ2jcuDHat2+PiRMn4syZM1oM0XAVDgkZ2cexZMshZGQfR4UjqIrUExFRCGDee8esJyIidzQ5E56Xl4emTZu6PlCtWoiNjUVeXp7H77vjjjvQqlUrNG/eHL///jsmTJiAXbt24csvv/T4PaWlpSgtLa38vKioKPAfQGPLt+Vi8tIdyC0sqbwuPiYS6UOSuXeMiIgsQ6+8Z9YTEVEwUTQJf/rppzF9+nSvt9m5c6ffg3nwwQcrP77ssssQHx+Pvn37Ijs7G0lJSW6/Z9q0aZg8ebLfj6m35dtyMXp+FqofC88rLMHo+VmsokpEpAIz9xG1ArPlPbOeiIiqs3LWK5qEP/7447jnnnu83qZNmzaIi4vD0aNHXa4/d+4cCgoKFO3/6tatGwBgz549HifhEydOxPjx4ys/LyoqQkJCguzH0FOFQ8LkpTtqhDIg+oraAExeugP9k+Ms8wtERGQ2PAMZOLPlPbOeiIiqsnrWK5qEN2nSBE2aNPF5u9TUVJw8eRKbNm1C586dAQCrVq2Cw+GoDFo5tmzZAgCIj/f8REZERCAiIkL2fRopM6fA5RelOglAbmEJMnMKWF2ViMgPPAOpDrPlPbOeiIicgiHrNSnM1q5dOwwcOBCjRo1CZmYm1q9fjzFjxmDYsGGVlVIPHTqEtm3bIjMzEwCQnZ2NKVOmYNOmTdi7dy++/vpr3H333bjqqqvQoUMHLYapu6PFnkPZn9sREdF5vs5AAuIMJItjqYd5XxOznohIO8GS9ZpMwgFR9bRt27bo27cvBg0ahJ49e+Ldd9+t/Hp5eTl27dpVWQ01PDwcK1euxDXXXIO2bdvi8ccfx80334ylS5dqNUTdNY2KVPV2RER0npIzkKQe5r0rZj0RkXaCJes1qY4OALGxsViwYIHHr7du3RqSdP4IRUJCAn788UethmMKKYmxiI+JRF5hidujNzYAcTGiqAARESnDM5DGYN67YtYTEWknWLJeszPhVFOY3Yb0IckARAhX5fw8fUgyC7UQEfmBZyDJDJj1RETaCZas5yRcZwPbx2P2iE6Ii3H9xYiLibREEQEiIrNynoH0NLWxQVRO5RlI0hqznohIG8GS9ZotRyfPBraPR//kOMv2tSMiMiPnGcjR87NgA1yWAlc/A2nl3qJkDcx6IiL1BUvW26SqG7WCQFFREWJiYlBYWIjo6Gijh0NERDrz1TvUiN6izCZ18fkkIgptVs96TsKJiCjoeDr67am3qPO4uFZLhZlN6uLzSUREVs56LkcnIqKgE2a3ITWpkct1cnqLPv3FVkRF1kb3No1Ms2SNiIiIarJy1rMwGxERhQRfvUUB4OTZctz5/kb0nL4Ky7fl6jQyIiIiUoNVsp6TcCIiCglKeobmFZZg9PwsTsSJiIgsxCpZz0k4ERGFBCU9Q51L1iYv3YEKR1CVTiEiIgpaVsl6TsKJiCgk+OotWp0EILewBJk5BVoOi4iIiFRilaznJNxPFQ4JGdnHsWTLIWRkH+eZEiIik3P2FgUgO5wBZUvbKLgw64mIrMUqWc/q6B54a+7uru9cXHQEhqe0ROvG9UzXDJ6IiISB7eMxe0SnGq/h3ihZ2kbW463FDbOeiMh6rJD17BPuhrfm7gDc9p2rTutm8ERE5L8Kh4QN2ceRtiALJ8+Wu72NDUBcTCTWTegT8ESLfa3Vpdbz6Snvr788Hu+uzWHWExFZmJmznsvRq3E2d69+1CSvsAQPz8/C019u9RnKztuzsi4RkTmF2W3ocVFjvHzzZbCh5pI15+fpQ5J5pjNIecr73MISvCNjAg4w64mIzMzMWc9JeBVymrufPOP+KIqn27OyLhGReTmXrMXFuC5Di4uJxOwRnXiGM0h5y3slmPVEROZnxqznnvAq5DR3V6Jqtb3UpEaq3S8REalnYPt49E+O81gHhIKPmnnPrCciMj+zZT0n4VVoVRWPlXWJiMwtzG7jBCqEaJHLzHoiInMzU9ZzOXoVWlXFY2VdIiIi89Ail5n1REQkFyfhVfhq7m4D0KBubbcb+z3dPj5GLHUgIiIic/CV907MeiIi0gIn4VV4a+7u/Pzlmy5zu7G/OlbWJSIiMidfeW8D8NBVicx6IiLSBPuEu+GtT7izel6FQ6rc2L83/ww+zdyPvCLPtyciotDFPuHq0rpPuDO/mfVERCSXkmziJNyDqsErp3qe0tsTEVHo4CRcXWo+n0rym1lPRESeKMkmVkf3oHr1vAqHhIzs4x6D10zV9oiIiEgeJXnPrCciIjVwEi6DnOXpREREZG3MeyIi0gMLs/mwfFsuRs/PcglkAMgrLMHo+VlYvi3XoJERERGRWpj3RESkF07CvahwSJi8dAfcbZp3Xjd56Q5UOIJqWz0REVFIYd4TEZGeOAn3IjOnoMYR8aokALmFJcjMKdBvUERERKQq5j0REemJk3AvjhZ7DmR/bkdERETmw7wnIiI9cRLuRdOoSFVvR0RERObDvCciIj1xEu5FSmIs4mMi4akDqA2iampKYqyewyIiIiIVMe+JiEhPnIR7EWa3IX1IMgDUCGbn5+lDkl36hRMREZG1MO+JiEhPnIT7MLB9PGaP6IS4GNclaHExkZg9ohP7hhIRBaEKh4SM7ONYsuUQMrKPsyp2CGDeExGFFiOzvpZuj2RhA9vHo39yHDJzCnC0uARNo8SSNB4RJyIKPsu35WLy0h0u1bLjYyKRPiSZE7Egx7wnIgoNRme9TZKkoDq8X1RUhJiYGBQWFiI6Otro4RARkYUs35aL0fOzavSLdk7B/D0jymxSF59PIiLylxmynsvRiYiIIJalTV66o0YoA6i8bvLSHVyaTkREZFFmyXpOwomIiABk5hS4LEurTgKQW1iCzJwC/QZFREREqjFL1nMSTkREBOBosedQ9ud2REREZC5myXpOwomIiAA0jYr0fSMFtyMiIiJzMUvWcxJOREQEICUxFvExkTX6RDvZICqnpiTG6jksIiIiUolZsp6TcCIiIgBhdhvShyQDQI1wdn6ePiSZ7aqIiIgsyixZz0k4ERHR3wa2j8fsEZ0QF+O6DC0uJtLvliVERERkHmbI+lqaPwIREZGFDGwfj/7JccjMKcDR4hI0jRLL0ngGnIiIKDgYnfWchBMREVUTZrchNamR0cMgIiIijRiZ9VyOTkRERERERKQTTsKJiIiIiIiIdMJJOBEREREREZFOOAknIiIiIiIi0knQFWaTJAkAUFRUZPBIiIiIBGcmOTOKAsOsJyIis1GS9UE3CS8uLgYAJCQkGDwSIiIiV8XFxYiJiTF6GJbHrCciIrOSk/U2KcgOyzscDhw+fBhRUVGw2QLr81ZUVISEhAQcOHAA0dHRKo1QP1YfP2D9n4HjNxbHbyyO/zxJklBcXIzmzZvDbudOsECpmfUAf1eNxvEbi+M3FsdvLKOyPujOhNvtdrRo0ULV+4yOjrbkL5WT1ccPWP9n4PiNxfEbi+MXeAZcPVpkPcDfVaNx/Mbi+I3F8RtL76zn4XgiIiIiIiIinXASTkRERERERKQTTsK9iIiIQHp6OiIiIoweil+sPn7A+j8Dx28sjt9YHD9ZhdX/rzl+Y3H8xuL4jcXx+yfoCrMRERERERERmRXPhBMRERERERHphJNwIiIiIiIiIp1wEk5ERERERESkE07CiYiIiIiIiHTCSbgfSktL0bFjR9hsNmzZssXo4ch2/fXXo2XLloiMjER8fDzuuusuHD582OhhybJ3717cf//9SExMRJ06dZCUlIT09HSUlZUZPTTZpk6diiuvvBJ169ZFgwYNjB6OT7NmzULr1q0RGRmJbt26ITMz0+ghybZ27VoMGTIEzZs3h81mw1dffWX0kGSbNm0aunbtiqioKDRt2hRDhw7Frl27jB6WbLNnz0aHDh0QHR2N6OhopKam4rvvvjN6WH57+eWXYbPZMG7cOKOHQjpj1uuPWa8/Zr1xmPfmYUTWcxLuh6eeegrNmzc3ehiK9e7dG5999hl27dqFL774AtnZ2bjllluMHpYsf/zxBxwOB9555x1s374dM2bMwJw5c/DMM88YPTTZysrKcOutt2L06NFGD8WnRYsWYfz48UhPT0dWVhYuv/xyDBgwAEePHjV6aLKcPn0al19+OWbNmmX0UBT78ccfkZaWhg0bNmDFihUoLy/HNddcg9OnTxs9NFlatGiBl19+GZs2bcKvv/6KPn364IYbbsD27duNHppiv/zyC9555x106NDB6KGQAZj1+mPW64tZbyzmvTkYlvUSKfLtt99Kbdu2lbZv3y4BkDZv3mz0kPy2ZMkSyWazSWVlZUYPxS+vvPKKlJiYaPQwFJs7d64UExNj9DC8SklJkdLS0io/r6iokJo3by5NmzbNwFH5B4C0ePFio4fht6NHj0oApB9//NHoofitYcOG0vvvv2/0MBQpLi6WLrroImnFihXS1VdfLY0dO9boIZGOmPXmwazXDrPeXJj3+jMy63kmXIEjR45g1KhR+Pjjj1G3bl2jhxOQgoICfPLJJ7jyyitRu3Zto4fjl8LCQsTGxho9jKBTVlaGTZs2oV+/fpXX2e129OvXDxkZGQaOLDQVFhYCgCV/1ysqKrBw4UKcPn0aqampRg9HkbS0NAwePNjl74BCA7PeXJj12mDWmw/zXn9GZj0n4TJJkoR77rkHDz/8MLp06WL0cPw2YcIE1KtXD40aNcL+/fuxZMkSo4fklz179mDmzJl46KGHjB5K0MnPz0dFRQWaNWvmcn2zZs2Ql5dn0KhCk8PhwLhx49CjRw+0b9/e6OHItnXrVtSvXx8RERF4+OGHsXjxYiQnJxs9LNkWLlyIrKwsTJs2zeihkM6Y9ebCrNcOs95cmPf6MzrrQ34S/vTTT8Nms3m9/PHHH5g5cyaKi4sxceJEo4fsQu74nZ588kls3rwZ33//PcLCwnD33XdDkiTLjB8ADh06hIEDB+LWW2/FqFGjDBq54M/4ieRKS0vDtm3bsHDhQqOHosgll1yCLVu2YOPGjRg9ejRGjhyJHTt2GD0sWQ4cOICxY8fik08+QWRkpNHDIZUw65n1gWDWk9aY9/oyQ9bbJCNflU3g2LFjOH78uNfbtGnTBrfddhuWLl0Km81WeX1FRQXCwsJw55134qOPPtJ6qG7JHX94eHiN6w8ePIiEhAT8/PPPhi0dUTr+w4cPo1evXujevTvmzZsHu93Y40j+PP/z5s3DuHHjcPLkSY1H55+ysjLUrVsXn3/+OYYOHVp5/ciRI3Hy5EnLnVGx2WxYvHixy89iBWPGjMGSJUuwdu1aJCYmGj2cgPTr1w9JSUl45513jB6KT1999RVuvPFGhIWFVV5XUVEBm80Gu92O0tJSl6+RNTDrmfWBYNabn1WzHmDeG8EMWV9L03u3gCZNmqBJkyY+b/fWW2/hpZdeqvz88OHDGDBgABYtWoRu3bppOUSv5I7fHYfDAUC0YTGKkvEfOnQIvXv3RufOnTF37lzDQxkI7Pk3q/DwcHTu3Bk//PBDZZg5HA788MMPGDNmjLGDCwGSJOHRRx/F4sWLsWbNGssHMiB+f4x8nVGib9++2Lp1q8t19957L9q2bYsJEyZwAm5RzHpmfSCY9aQF5r1xzJD1IT8Jl6tly5Yun9evXx8AkJSUhBYtWhgxJEU2btyIX375BT179kTDhg2RnZ2NSZMmISkpyRIFFA4dOoRevXqhVatWeO2113Ds2LHKr8XFxRk4Mvn279+PgoIC7N+/HxUVFZV9Zy+88MLK3yezGD9+PEaOHIkuXbogJSUFb7zxBk6fPo17773X6KHJcurUKezZs6fy85ycHGzZsgWxsbE1/pbNJi0tDQsWLMCSJUsQFRVVuTcvJiYGderUMXh0vk2cOBHXXnstWrZsieLiYixYsABr1qzB//73P6OHJktUVFSN/XjOvbVW2qdH/mHWG4tZry9mvbGY98YxRdbrVoc9yOTk5Fiqbcnvv/8u9e7dW4qNjZUiIiKk1q1bSw8//LB08OBBo4cmy9y5cyUAbi9WMXLkSLfjX716tdFDc2vmzJlSy5YtpfDwcCklJUXasGGD0UOSbfXq1W6f65EjRxo9NJ88/Z7PnTvX6KHJct9990mtWrWSwsPDpSZNmkh9+/aVvv/+e6OHFRC2KAtdzHp9Mev1x6w3DvPeXPTO+pDfE05ERERERESkF+M32hARERERERGFCE7CiYiIiIiIiHTCSTgRERERERGRTjgJJyIiIiIiItIJJ+FEREREREREOuEknIiIiIiIiEgnnIQTERERERER6YSTcCIiIiIiIiKdcBJOREREREREpBNOwomIiIiIiIh0wkk4ERERERERkU44CSciIiIiIiLSyf8Dwxi8Cn3rdboAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -408,38 +408,38 @@ " \n", " \n", " \n", - " 0.787\n", - " 0.596\n", + " 0.786\n", + " 0.597\n", " 0\n", " train\n", " \n", " \n", - " 0.846\n", - " 0.417\n", + " 0.847\n", + " 0.416\n", " 0\n", " eval\n", " \n", " \n", " 0.869\n", - " 0.358\n", + " 0.359\n", " 1\n", " train\n", " \n", " \n", - " 0.862\n", - " 0.369\n", + " 0.859\n", + " 0.373\n", " 1\n", " eval\n", " \n", " \n", " 0.886\n", - " 0.312\n", + " 0.313\n", " 2\n", " train\n", " \n", " \n", " 0.867\n", - " 0.363\n", + " 0.365\n", " 2\n", " eval\n", " \n", @@ -455,7 +455,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -475,7 +475,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -547,19 +547,54 @@ { "data": { "text/html": [ - "\n", - "
\n", - " \n", - " 0.00% [0/3 00:00<?]\n", - "
\n", - " \n", - "\n", - "\n", - "
\n", - " \n", - " 0.00% [0/59 00:00<?]\n", - "
\n", - " " + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
accuracylossepochtrain
0.7650.6650train
0.8230.4810eval
0.8480.4161train
0.8440.4261eval
0.8660.3682train
0.8500.4012eval
" ], "text/plain": [ "" @@ -570,7 +605,7 @@ }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFfCAYAAAAxo9Q/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABOo0lEQVR4nO3dd3hUZeL28e/MJDPpDUiDhITeQ68WUKSoCPZFXMWuC66K7rq4rw1dsZf1x4quhbV3RMVG7x1CJ1ICAZLQQnqfOe8fkwyEJJCEhDHM/bmuuWBOzpx5zhzCueepJsMwDERERMSjmd1dABEREXE/BQIRERFRIBAREREFAhEREUGBQERERFAgEBERERQIREREBPBydwFqwuFwkJqaSmBgICaTyd3FERERaTQMwyAnJ4fo6GjM5urrARpFIEhNTSUmJsbdxRAREWm09u/fT4sWLar9eaMIBIGBgYDzZIKCgtxcGhERkcYjOzubmJgY1720Oo0iEJQ3EwQFBSkQiIiI1MGZmtzVqVBEREQUCERERESBQERERGgkfQhEROT8ZbfbKSkpcXcxGi1vb28sFstZH0eBQERE3MIwDNLT08nMzHR3URq9kJAQIiMjz2quHgUCERFxi/IwEB4ejp+fnyaeqwPDMMjPz+fw4cMAREVF1flYCgQiInLO2e12Vxho0qSJu4vTqPn6+gJw+PBhwsPD69x8UKtOhVOnTqVPnz4EBgYSHh7OmDFjSEpKOu1rZsyYgclkqvDw8fGpU2FFROT8UN5nwM/Pz80lOT+Uf45n0xejVoFg0aJFTJgwgZUrVzJnzhxKSkoYNmwYeXl5p31dUFAQaWlprse+ffvqXGARETl/qJmgftTH51irJoNffvmlwvMZM2YQHh7OunXruOiii6p9nclkIjIysm4lFBERkQZ3VvMQZGVlARAWFnba/XJzc2nZsiUxMTGMHj2arVu3nnb/oqIisrOzKzzq0+4judzw9gru/N/aej2uiIhIY1XnQOBwOHjwwQcZNGgQXbp0qXa/9u3b8/777zNr1iw+/vhjHA4HAwcO5MCBA9W+ZurUqQQHB7se9b3SYXGpg9XJGSTuP16vxxUREamNuLg4Xn/9dXcXAziLUQYTJkxgy5YtLF269LT7DRgwgAEDBrieDxw4kI4dO/L222/zzDPPVPmayZMnM2nSJNfz8pWa6ouPt7MHZmGJo96OKSIinmHw4MF07969Xm7ka9aswd/f/+wLVQ/qFAgmTpzIjz/+yOLFi0+7tnJVvL296dGjB7t27ap2H5vNhs1mq0vRasTH21kxUlhib7D3EBERz2QYBna7HS+vM99imzVrdg5KVDO1ajIwDIOJEycyc+ZM5s+fT3x8fK3f0G63s3nz5rOaPOFs+Xg5awhKHQaldtUSiIj8ERiGQX5xqVsehmHUqIzjx49n0aJFvPHGG66h9OXD63/++Wd69eqFzWZj6dKl7N69m9GjRxMREUFAQAB9+vRh7ty5FY53apOByWTi3Xff5eqrr8bPz4+2bdvy/fff1+fHXK1a1RBMmDCBTz/9lFmzZhEYGEh6ejoAwcHBrokRbrnlFpo3b87UqVMBmDJlCv3796dNmzZkZmby0ksvsW/fPu688856PpWaK28yACgsdRBg0RpPIiLuVlBip9MTv7rlvbdNGY6f9cy3xDfeeIPff/+dLl26MGXKFABXR/l//OMfvPzyy7Rq1YrQ0FD279/P5Zdfzr/+9S9sNhsffvgho0aNIikpidjY2Grf4+mnn+bFF1/kpZde4s0332TcuHHs27fvjB34z1at7oRvvfUWWVlZDB48mKioKNfjiy++cO2TkpJCWlqa6/nx48e566676NixI5dffjnZ2dksX76cTp061d9Z1JLN68Rpq9lARERqKjg4GKvVip+fH5GRkURGRrpmBpwyZQqXXXYZrVu3JiwsjISEBO655x66dOlC27ZteeaZZ2jduvUZv/GPHz+esWPH0qZNG5577jlyc3NZvXp1g59brWoIalKlsnDhwgrPX3vtNV577bVaFaqhmc0mrF5miksdCgQiIn8Qvt4Wtk0Z7rb3Plu9e/eu8Dw3N5ennnqK2bNnk5aWRmlpKQUFBaSkpJz2ON26dXP93d/fn6CgINdaBQ3JY9cy8HEFAvUhEBH5IzCZTDWqtv+jOnW0wCOPPMKcOXN4+eWXadOmDb6+vlx33XUUFxef9jje3t4VnptMJhyOhr9XNd5P/iz5Wi1kF5aqhkBERGrFarVit5/53rFs2TLGjx/P1VdfDThrDPbu3dvApas7j+1NV96xsKhUgUBERGouLi6OVatWsXfvXo4ePVrtt/e2bdvy7bffkpiYyMaNG7npppvOyTf9uvLcQOClyYlERKT2HnnkESwWC506daJZs2bV9gl49dVXCQ0NZeDAgYwaNYrhw4fTs2fPc1zamvPYJgNNTiQiInXRrl07VqxYUWHb+PHjK+0XFxfH/PnzK2ybMGFCheenNiFU1Xk/MzOzTuWsLY+tIbBp+mIREREXjw0EJ9YzUA2BiIiI5waCssmJCtWpUERExIMDgZoMREREXDw4EKhToYiISDkPDgTqQyAiIlJOgUCBQERExIMDQXmnQvUhEBER8dxAYFMNgYiIuEFcXByvv/6667nJZOK7776rdv+9e/diMplITExs0HJ58EyFZYGgVDUEIiLiPmlpaYSGhrq7GJ4cCDTKQERE3C8yMtLdRQA8uMngxOJGCgQiIlIz77zzDtHR0ZVWLRw9ejS33347u3fvZvTo0URERBAQEECfPn2YO3fuaY95apPB6tWr6dGjBz4+PvTu3ZsNGzY0xKlU4rmBoHz5Y3UqFBH5YzAMKM5zz6OKRYWqcv3113Ps2DEWLFjg2paRkcEvv/zCuHHjyM3N5fLLL2fevHls2LCBESNGMGrUqGpXRDxVbm4uV155JZ06dWLdunU89dRTPPLII3X6OGtLTQaaulhE5I+hJB+ei3bPez+WClb/M+4WGhrKyJEj+fTTT7n00ksB+Prrr2natClDhgzBbDaTkJDg2v+ZZ55h5syZfP/990ycOPGMx//0009xOBy89957+Pj40LlzZw4cOMB9991X93OrIY+vIVCTgYiI1Ma4ceP45ptvKCoqAuCTTz7hT3/6E2azmdzcXB555BE6duxISEgIAQEBbN++vcY1BNu3b6dbt274+Pi4tg0YMKBBzuNUqiFQk4GIyB+Dt5/zm7q73ruGRo0ahWEYzJ49mz59+rBkyRJee+01AB555BHmzJnDyy+/TJs2bfD19eW6666juLi4oUpebzw2ENjUqVBE5I/FZKpRtb27+fj4cM011/DJJ5+wa9cu2rdvT8+ePQFYtmwZ48eP5+qrrwacfQL27t1b42N37NiRjz76iMLCQlctwcqVK+v9HKrisU0GvlYFAhERqZtx48Yxe/Zs3n//fcaNG+fa3rZtW7799lsSExPZuHEjN910U6URCadz0003YTKZuOuuu9i2bRs//fQTL7/8ckOcQiUeGwg0MZGIiNTVJZdcQlhYGElJSdx0002u7a+++iqhoaEMHDiQUaNGMXz4cFftQU0EBATwww8/sHnzZnr06ME///lPXnjhhYY4hUo8tsmgfC2D4lIHDoeB2Wxyc4lERKSxMJvNpKZW7u8QFxfH/PnzK2ybMGFCheenNiEYpwx57N+/f6Vpik/dpyF4fA0BQJFqCURExMMpEKB+BCIiIh4bCCxmE94WZzOBJicSERFP57GBAE5ez0BNBiIi4tk8OhDYNFuhiIgI4OGBoHy2wgIFAhERt6jNGH2pXn18jh477BC0noGIiLtYrVbX0L1mzZphtVoxmTT8u7YMw6C4uJgjR45gNpuxWq11PpaHBwJnDYGWQBYRObfMZjPx8fGkpaVVOZ5fasfPz4/Y2FjM5rpX/Ht2INB6BiIibmO1WomNjaW0tBS7Xf8P15XFYsHLy+usa1g8OxC4pi/WP0QREXcwmUx4e3vj7e3t7qJ4PHUqRMMORUREPDoQaNihiIiIk0cHAk1MJCIi4uTZgcDVZKAaAhER8WweHgjUqVBERAQ8PhBoHgIRERHw9ECgeQhEREQATw8EGmUgIiICeHogsGqUgYiICHh6IPAqG2WgToUiIuLhPDsQqMlAREQEUCAA1GQgIiLi4YFAExOJiIiAxwcCZw1BUalqCERExLN5diDQPAQiIiKApweCsiaDAgUCERHxcB4eCFRDICIiAh4eCGyuToUODMNwc2lERETcx6MDQXkNAahjoYiIeLZaBYKpU6fSp08fAgMDCQ8PZ8yYMSQlJZ3xdV999RUdOnTAx8eHrl278tNPP9W5wPWpvFMhaMVDERHxbLUKBIsWLWLChAmsXLmSOXPmUFJSwrBhw8jLy6v2NcuXL2fs2LHccccdbNiwgTFjxjBmzBi2bNly1oU/W94WE2aT8++avlhERDyZyTiLxvMjR44QHh7OokWLuOiii6rc58YbbyQvL48ff/zRta1///50796d6dOnV/maoqIiioqKXM+zs7OJiYkhKyuLoKCguha3Sp2e+IX8YjuL/jaYlk386/XYIiIi7padnU1wcPAZ76Fn1YcgKysLgLCwsGr3WbFiBUOHDq2wbfjw4axYsaLa10ydOpXg4GDXIyYm5myKeVqavlhEROQsAoHD4eDBBx9k0KBBdOnSpdr90tPTiYiIqLAtIiKC9PT0al8zefJksrKyXI/9+/fXtZhn5FrxUEMPRUTEg3nV9YUTJkxgy5YtLF26tD7LA4DNZsNms9X7cauiuQhERETqGAgmTpzIjz/+yOLFi2nRosVp942MjOTQoUMVth06dIjIyMi6vHW9s5UHAg07FBERD1arJgPDMJg4cSIzZ85k/vz5xMfHn/E1AwYMYN68eRW2zZkzhwEDBtSupA3Ez+oMBAXFqiEQERHPVasaggkTJvDpp58ya9YsAgMDXf0AgoOD8fX1BeCWW26hefPmTJ06FYAHHniAiy++mFdeeYUrrriCzz//nLVr1/LOO+/U86nUTXkgyC8udXNJRERE3KdWNQRvvfUWWVlZDB48mKioKNfjiy++cO2TkpJCWlqa6/nAgQP59NNPeeedd0hISODrr7/mu+++O21HxHPpRCBQDYGIiHiuWtUQ1GTKgoULF1badv3113P99dfX5q3OGT+r8yNQk4GIiHgyj17LAMC3rIYgT00GIiLiwTw+EPirU6GIiIgCgW9Zk4FqCERExJN5fCBQp0IREREFAjUZiIiIoEBwUpOBAoGIiHgujw8EJ2YqVB8CERHxXAoE6kMgIiKiQFA+MZECgYiIeDIFAq1lICIiokCgJgMREREFggpNBjVZq0FEROR85PGBoHwtA7vDoNjucHNpRERE3MPjA0F5kwFociIREfFcHh8IvC1mrBbnx6DJiURExFN5fCCAE80GmpxIREQ8lQIBJ9Yz0EgDERHxVAoEnKghyCtSIBAREc+kQMCJoYcFJWoyEBERz6RAgCYnEhERUSDgpECgJgMREfFQCgScPFuhmgxERMQzKRBwUg1BiWoIRETEMykQoCYDERERBQLA96QFjkRERDyRAgEnJibSsEMREfFUCgRoYiIREREFAk4eZaBAICIinkmBAPC3qclAREQ8mwIB4OutJgMREfFsCgSctJaBmgxERMRDKRAAfmVNBnmaqVBERDyUAgEnJiZSDYGIiHgqBQLAz1ujDERExLMpEHCiyaCgxI7DYbi5NCIiIueeAgEnmgzAGQpEREQ8jQIB4ON1IhCo2UBERDyRAgFgNptOrHiokQYiIuKBFAjKnAgEqiEQERHPo0BQxleBQEREPJgCQRl/1wJHajIQERHPo0BQRjUEIiLiyRQIymi2QhER8WQKBGXKFzjSegYiIuKJFAjKqIZAREQ8mQJBGQ07FBERT6ZAUEZNBiIi4skUCMqoyUBERDyZAkEZDTsUERFPpkBQpnxiorwiNRmIiIjnUSAoE+jjDAS5CgQiIuKBFAjKBPl4A5BdUOLmkoiIiJx7CgRlgnzLAkGhaghERMTz1DoQLF68mFGjRhEdHY3JZOK777477f4LFy7EZDJVeqSnp9e1zA0iyNfZZKAaAhER8US1DgR5eXkkJCQwbdq0Wr0uKSmJtLQ01yM8PLy2b92ggstqCLIKSjAMw82lERERObe8avuCkSNHMnLkyFq/UXh4OCEhIbV+3blS3oeg1GFQUGJ3TVQkIiLiCc5ZH4Lu3bsTFRXFZZddxrJly067b1FREdnZ2RUeDc3PasFiNgGQXaB+BCIi4lkaPBBERUUxffp0vvnmG7755htiYmIYPHgw69evr/Y1U6dOJTg42PWIiYlp6GJiMpkIKht6mF2ofgQiIuJZGrxevH379rRv3971fODAgezevZvXXnuNjz76qMrXTJ48mUmTJrmeZ2dnn5NQEOzrzfH8ErLUsVBERDyMWxrK+/bty9KlS6v9uc1mw2azncMSObmGHioQiIiIh3HLPASJiYlERUW5461PyzU5kZoMRETEw9S6hiA3N5ddu3a5nicnJ5OYmEhYWBixsbFMnjyZgwcP8uGHHwLw+uuvEx8fT+fOnSksLOTdd99l/vz5/Pbbb/V3FvXkxFwE6lQoIiKepdaBYO3atQwZMsT1vLyt/9Zbb2XGjBmkpaWRkpLi+nlxcTEPP/wwBw8exM/Pj27dujF37twKx/ij0PTFIiLiqUxGI5iFJzs7m+DgYLKysggKCmqw95n603beXryHOy+I5/9d2anB3kdERORcqek9VGsZnOTEegaqIRAREc+iQHAS1zwE6kMgIiIeRoHgJKohEBERT6VAcJKgkxY4EhER8SQKBCfRPAQiIuKpFAhOEqx5CERExEMpEJykvIYgp7AEh+MPPxpTRESk3igQnKS8D4HDgLxi1RKIiIjnUCA4iY+3BauX8yNRx0IREfEkCgSnODF9sWoIRETEcygQnMK1wJFGGoiIiAdRIDiFFjgSERFPpEBwimBNTiQiIh5IgeAUJ6YvVh8CERHxHAoEpzixwJFqCERExHMoEJxCCxyJiIgnUiA4hYYdioiIJ1IgOIU6FYqIiCdSIDiF5iEQERFPpEBwCs1DICIinkiB4BTlnQpzNOxQREQ8iALBKdSHQEREPJECwSnK5yHILSql1O5wc2lERETODQWCU5Q3GYBqCURExHMoEJzC22ImzN8KwJHcIjeXRkRE5NxQIKhCeKANgPSsQjeXRERE5NxQIKhCRJAPAIezVUMgIiKeQYGgChFBzhqCQ9mqIRAREc+gQFCF8hqCQzkKBCIi4hkUCKoQXh4I1GQgIiIeQoGgChFlnQoPq8lAREQ8hAJBFSKDVUMgIiKeRYGgCuV9CI7kFmF3GG4ujYiISMNTIKhCE38rZhPYHQbH8lRLICIi5z8Fgip4Wcw0DSgbepilQCAiIuc/BYJquIYeqmOhiIh4AAWCargmJ9JcBCIi4gEUCKqhuQhERMSTKBBUIyKwfD0D1RCIiMj5T4GgGlrPQEREPIkCQTUi1GQgIiIeRIGgGq4lkNWpUEREPIACQTXKmwyO5hZTYne4uTQiIiINS4GgGqF+VrwtJgAO56jZQEREzm8KBNUwm02EB2pyIhER8QwKBKcRHqRlkEVExDMoEJxG+VwEyUfz3VwSERGRhqVAcBoDWjcB4MMVeykssbu5NCIiIg1HgeA0buwTQ2SQD2lZhXy2OsXdxREREWkwCgSn4eNt4f5L2wAwbcEu8otL3VwiERGRhqFAcAY39I4hNsyPo7nFzFi+193FERERaRAKBGfgbTFz/yXOWoKv1x1wc2lEREQahgJBDZR3LtyfkY/dYbi5NCIiIvWv1oFg8eLFjBo1iujoaEwmE999990ZX7Nw4UJ69uyJzWajTZs2zJgxow5FdZ+oYF+8zCZK7IYmKRIRkfNSrQNBXl4eCQkJTJs2rUb7Jycnc8UVVzBkyBASExN58MEHufPOO/n1119rXVh3sZhNNA/1BSAlQ3MSiIjI+certi8YOXIkI0eOrPH+06dPJz4+nldeeQWAjh07snTpUl577TWGDx9e27d3m9gwP/Ydy2d/Rj79WzVxd3FERETqVYP3IVixYgVDhw6tsG348OGsWLGi2tcUFRWRnZ1d4eFuLUL9AGc/AhERkfNNgweC9PR0IiIiKmyLiIggOzubgoKCKl8zdepUgoODXY+YmJiGLuYZxYaVBYLjVZdZRESkMftDjjKYPHkyWVlZrsf+/fvdXSRXIFAfAhEROR/Vug9BbUVGRnLo0KEK2w4dOkRQUBC+vr5VvsZms2Gz2Rq6aLUSE+Ysq5oMRETkfNTgNQQDBgxg3rx5FbbNmTOHAQMGNPRb16vyGoLDOUUUFGuhIxEROb/UOhDk5uaSmJhIYmIi4BxWmJiYSEqKc/GfyZMnc8stt7j2v/fee9mzZw9///vf2bFjB//5z3/48ssveeihh+rnDM6RYF9vAm3OCpUDx1VLICIi55daB4K1a9fSo0cPevToAcCkSZPo0aMHTzzxBABpaWmucAAQHx/P7NmzmTNnDgkJCbzyyiu8++67jWrIIYDJZCLG1bFQgUBERM4vte5DMHjwYAyj+ul7q5qFcPDgwWzYsKG2b/WHExvmx7a0bFKOKRCIiMj55Q85yuCPytWxUEMPRUTkPKNAUAsaeigiIucrBYJaaBGm2QpFROT8pEBQC7EnBYLT9aMQERFpbBQIaqF5iC8mE+QV2zmeX+Lu4oiIiNQbBYJa8PG2EBnkA8CeI7luLo2IiEj9USCopYQWIQCs2H3MvQURERGpRwoEtXRhu6YALNl51M0lERERqT8KBLV0UdtmAKxPOU5uUambSyMiIlI/FAhqKSbMj5ZN/Ch1GKxUs4GIiJwnFAjq4MK25c0GR9xcEhERkfqhQFAHF5Y1G6gfgYiInC8UCOpgQOsmWMwm9hzN01LIIiJyXlAgqIMgH2+6x4QAsFS1BCIich5QIKij8tEGn61OweHQNMYiItK4KRDU0U39YgmwebHxQBazNh50d3FERETOigJBHTULtPGXIa0BePGXJAqK7W4ukYiISN0pEJyF2wfF0yLUl7SsQt5ZvMfdxREREakzBYKz4ONt4R8jOwDw1qJd7D2a5+YSiYiI1I0CwVm6omsUA1s3obDEwd++3qgOhiIi0igpEJwlk8nEC9d2w99qYc3e43ywfK+7iyQiIlJrCgT1ICbMj8eu6AjAi7/sYN8xNR2IiEjjokBQT27qG0vf+DCKSh3MSkx1d3FERERqRYGgnphMJq7sFgXA6uQMN5dGRESkdhQI6lHf+DAA1u07Tond4ebSiIiI1JwCQT1qFx5IiJ83BSV2thzMcndxREREakyBoB6ZzSb6xDlrCdRsICIijYkCQT3rF69AICIijY8CQT0r70ewem8Gdk1SJCIijYQCQT3rFBVEgM2LnMJSktJz3F0cERGRGlEgqGdeFjO9WoYCsDr5WI1fdzi7UDUKIiLiNgoEDaC82WDZ7jMHgqJSO099v5W+z83jnzM3N3TRREREqqRA0ACGtA8HYO72Q2xPy652v/0Z+Vz31gpmlK1/8P3GVAqK7QBkFZTw5dr9ruciIiINSYGgAXSKDuKKblEYBkz9eUe1+z3y1UY2H8wixM+bJv5W8ovtLPr9CABPfb+Vv3+9SbUGIiJyTigQNJBHh3fA22Ji8e9HXDf5kx3MLGBVcgYmE8z8yyCu7tEcgJ+3pHE4u5AfNjrXQ/h2w0FW7ql5XwQREZG6UCBoILFN/Lh1QBwAT/+wlQU7DlNYcqL6v/yG3y8+jPim/ozs6lwHYd72w3ywfC+lDgOzybnvE7O2aCpkERFpUAoEDWjiJW0I8fNmz5E8bpuxht7PzuXXrenAiUAwKiEagB4xIUQG+ZBbVMo7i/cA8PToLoT5W/n9UC4fLEt2z0mIiIhHUCBoQCF+Vr6+dwB/7t/SdbN/5MuNLP79CFtTs/Eym7i8i7NmwGw2MaJLJAB2h0FEkI0/9YnhHyM6ADBtwW6KStXBUEREGoYCQQNrEx7IM2O6sPTRIfSMDSGnqJQ7P1wLwIVtmxLqb3XtO7IsEADc3K8l3hYz1/ZqQUSQjayCEhbsqNwXQUREpD4oEJwjXhYzr93YHX+rheJSZ3+Aq7pHV9ind1wYbcMDaOJvZWy/WAAsZhOjuzs7HM7ccKBG77VqzzFSMwvqsfQiInK+UyA4h1o28efJUZ0B8PE2c1mnyAo/t5hNzJo4iPmPDKZpgM21/ZqezkAwf8dhMvOLT/sea/dmcOM7K5n46fp6Lr2IiJzPvNxdAE9zfe8WmEwQFexLgK3yx+9nrbytQ2QQHaOC2J6WzY+b0ri5f8tqjz97cxoAifszKSi242u11F/hRUTkvKUagnPMZDJxfe8YLmjbtFavu6ZHebPBwWr3MQyDudsPAeAwYEd69bMkioiInEyBoJEY3T0aswnW7TvOun0ZVe6z83Au+zNO9B3YkqpAICIiNaNA0EiEB/m4hiXe8t5qVlSxcFJ57UC5rQezGqw8hmHw7I/bmPztJhxapVFEpNFTIGhEXrougUFtmpBXbGf8B6uZv6NiAJi7zfn8gjbO5ogtqQ0XCD5euY93lybz2er9bFVNhIhIo6dA0Ij427x479Y+DO0YQVGpg7s/XMePm5wzHh7NLWLD/kwA/nppWwB+T891DXE8WwczC/h2/QGO5xWz63AOz87e7vrZqmSttSAi0thplEEj4+Nt4a2be/LIVxuZlZjKXz/bwMb9mRzJKcIwoEvzIPrEhRLk40V2YSk7D+fQOTr4rN/3/k/Xsz4lE5uXmVA/K0WlDny8zRSWOFidnMGdF7aqh7MTERF3UQ1BI+RtMfPqDd0Z2zcWhwH/XZLMd4nOmoKhHSMwmUx0ae4MAVsPnn11/v6MfNanZAJQVOogPbuQED9vXr+xOwBr9ma4+hHM33GI3w/lnPV7iojIuaUagkbKYjbx3NVd6BwdxPqU49i8zIT4Wbn9gngAujQPZvnuY2xJzeIGYlyvW59yHD+rhQ6RQTV+r5+3OOc2GNCqCQ9d1o6fNqcxKiGars2D8fW2cDy/hF1HcjmcXcTtM9bSqqk/8x8ZXK/nKyIiDUuBoBEzmUzc3L9llRMVdY523vC3nDTSYPqi3Tz/8w58vM0seGQwUcG+NXqf2ZudKzRe3i2KvvFh9I0Pc/2sZ8sQlu06xqrkDBbsOAzAnqN5ZBWUEOzrXeXx7A6D4/nFFWZjFBER91KTwXmqvMlgW1o229OyeeGXHTz/8w4ACksc/HveLgA2pByn+5TfGPnGEj5asZe1ezOYtmAXD36+ga2pWRw4ns/G/ZmYTDC8c0Sl9+kb1wSAr9cdYEHSYdf2nadpNnhz/k56PzvXFSBERMT9VENwnopv4o+/1UJesZ2Rbyxxbb+uVwu+XneAL9fu5/reLZj4yXoy80vIzC/h8VlbKxxjQdIRVwjoGxdGeKBPpfcpry3YWDbCodyO9Bx6x4VV2h/gp7Lplb9Zf4AhHcLrfI4iIlJ/6lRDMG3aNOLi4vDx8aFfv36sXr262n1nzJiByWSq8PDxqXxjkfplNpu444J4mgZYaRpgIzbMj+ev6crL1ydwSYdw7A6DP729ktSsQuKb+vP4lZ3oEBlI0wArIzpH0q1FMFkFJXy51rnC4hXdoqp8nx6xIXhbTK7nXctqJpLSq64hyCoo4fdDuQAs2XkUuyY1EhH5Q6h1DcEXX3zBpEmTmD59Ov369eP1119n+PDhJCUlER5e9be9oKAgkpKSXM9NJlOV+0n9mjSsPZOGta+0/eFh7Zi/4zDFdgc2LzP/GdeTjlFB3FHWIREgu7CEP7+7io0HsjCZYETnyErHAecwyG4tQli37zhtwgMYPzCOh7/aWG0g2JBy3PX3rIISNh7IpGds6FmeqYiInK1a1xC8+uqr3HXXXdx222106tSJ6dOn4+fnx/vvv1/ta0wmE5GRka5HRETltmg5dzpHB3N9L+eqi8+O6ULHqMojDoJ8vPnw9n5c3jWS+y9pS3hQ9bU6Y7pHYzLBA5e2pUNUIABJh3IwjMrf/tfvO17h+aKkI2d5NiIiUh9qFQiKi4tZt24dQ4cOPXEAs5mhQ4eyYsWKal+Xm5tLy5YtiYmJYfTo0WzdurXafQGKiorIzs6u8JD6NfWarqycfCnX946pdp9gP2/+M64Xky5rd9pj3dy/JdueHsGohGhaNwvAYjaRVVDCoeyiSvuuK6shSIgJAWDR7xUDgd1hsDDpMFn5JbU8ozOrKqCIiIhTrZoMjh49it1ur/QNPyIigh07dlT5mvbt2/P+++/TrVs3srKyePnllxk4cCBbt26lRYsWVb5m6tSpPP3007UpmtSSl8VMxGm+9deGyWTC12oBnE0IcU382H0kjx3p2UQE2ViVnEH3mBC8zCYSyyY4emhoW8Z/sIaNBzI5nldMqL8VgGdnb+ODZXtpGmDl8Ss7cVVCtKuJKb+4lP8t38cFbZrStUXNZl/ckZ7NzA0H+XFjGkdyiogK8SEq2IcAmxe+Vi8ubteMa3s2r/dmLMMw+Hb9QfrGhxET5levxz5ZcamDCZ+ux89q4fUbu6s5TkTqrMFHGQwYMIABAwa4ng8cOJCOHTvy9ttv88wzz1T5msmTJzNp0iTX8+zsbGJiqv8mK38sHSKD2H0kj98P5bDrcC7Pzt7Oxe2a8bfh7ckrthNo8+LCts3oEBnIjvQcluw6ylUJ0WxNzeJ/y/cCcDS3mAc+T+S7DQd56foEAmxe3Pm/tSzffYwPg31Y8MhgfLwtVb5/YYmdX7ak8+GKva4ZFsvtO5bPvmP5ruc/bEzl+42pvHBt19PPy5CRDGvfB1sgWAPAFlD2Z9XPZ287xsNfbaRXy1C+uW/gWX2eWfkl3PL+Kvq3bsLkkR0r/OzdpXuYU7ao1e2D4l01LyIitVWrQNC0aVMsFguHDlVcZe/QoUNERlbd6exU3t7e9OjRg127dlW7j81mw2bTpDWNVfvIQGZvTmPN3uOsTs4AnE0DBSV2ALrHhmAxm7i4XTN2pOcwc/0BhnYM54lZW3EYMLJLJJ2ignhzwS4WJB1h5BtLiG/q7zpWWlYhH63Yx10XVVw/4aOV+/hpUxrr9h2n2O5c1MnLbOKSDuFc07M5naODSc0sID27kIJiO/uP5/PfJcks/v0II15fwhf39K9+BseM3bD83zX+DEZiIdHmQ266L6VvNsHLN+ik4BB4UoA4w3OrP79tyWTjgSy2pGZz94WtaFI2odOB4/n8e95O13v+sDFVgUBE6qxWgcBqtdKrVy/mzZvHmDFjAHA4HMybN4+JEyfW6Bh2u53Nmzdz+eWX17qw0ji0j3R2LCz/5mr1MlNc6nDd0MtHFQzrHMnbi/ewIOkI/Z6bR05hKX5WC0+O6kxksA/Du0Qy4ZP17Dycy5GcIny9LVzbqzkfr0xh2sJd3Ng3hiAf52yI6/Yd5/HvtrjK0DzElxv7xPCnvjEV5k84tfr+6h7NefCLRLYczObuD9fx/cRBhPhZK59UUAsYMBGKcqA4F4pyy/485XmJs/bBgp0QUx4h5MGxo2f1eV4PXGXzJhcfrNOCICgUrAFkHrXzMmbsvv4cK7HC+gAcwV0x+5wpZASAWXOSiUhFtW4ymDRpErfeeiu9e/emb9++vP766+Tl5XHbbbcBcMstt9C8eXOmTp0KwJQpU+jfvz9t2rQhMzOTl156iX379nHnnXfW75nIH0b7iMAKz1+9IYG3Fu5ma6qzc2ivlqGuP98c24Pnf97BwcwCAB4c2pbIYOcNvF1EIN9PvIB//bSNpTuP8tzVXekbH8bKPRnsOpzLfxfv4eGyYZXfbTgIwMXtmvHEqE60aupfo/b0NuGBfHR7P0b931JSMvK5/7MNfDC+D16WU26Y4R1g+L/OfPIOOwcPH+Wa138jwFSAP4VcEGPj75e0KAsNOSeFiaqe5+IoysFUlIupOBfszo6ZNlMJNkqgIAcKnOfaBehiAQycv8kOYN7XZy4jgLd/lYEh026jwORLVLOmlZtDqmsq8fYD9V0QafRqHQhuvPFGjhw5whNPPEF6ejrdu3fnl19+cXU0TElJwXzSt4/jx49z1113kZ6eTmhoKL169WL58uV06tSp/s5C/lBiw/zw9bZQUGInoUUwV3SNIq6JP6OnLcPbYqJ7bIhr31EJ0QzrHMEXa/aTmV/CbYPiKxzL12rh2TFdK2x7ZFh77v14He8uSebP/VsS6m/lx03O1R7vuCCe1s0CalXeUH8r7/y5N9e8tYwlO48y6cuNPH9tV/ysFX899hzJJSrY19WBskpmC8sPFHOIMBwBNnbnFLEj1cyE+Mvwt535162wxM7lbywh327n14cv4mBGNmP/by6hXkVY7fkEmAr4z3Xt+L9fEinMy2JYa3+GtfFn/qY97E8/TLdmFnpEeJ1Si3FS8DCczTaU5DkfVGz+Cyl7UH2LXmUmcxWBoZZNIyc/91JzoYg7mIxGMBYrOzub4OBgsrKyCAqq+Sp94j63z1jDot+P8NEdfRnYuikAiWXTG3c/y3ZuwzC45q3lbEjJ5MbeMQzrHMEd/1tL0wAbKydfUvnbfQ3N3pTG/Z+tx2FA2/AA3rq5J23CnbUdmw9kcdW0pcQ39efLewbQNMBGfnEpi38/yoDWTSos5DTpy0S+XX+Q+wa35qfNaew7ls/0m3syokvVsz2e7JNV+/jnTGfTx9+Gt8dqMfOvn7YzpH0zcotKWbP3OC2b+LHvWD5RwT7MnXQx/jYvFv1+hFvfX02Yv5XVj11a5WeQXVDM8z8k8sv63UT6lPLpLZ0IsRQ7ayUKc3jrt0SOZWTgTwHD2vjTtZml+qaR8j9pgP8+zN7VBIaTaias/jUPGZb66TttGAbrU44T3zSAMP8qmpVE/qBqeg/VWgbSIP49tgfHcoto2cTfte1sg0A5k8nE/7uiE9e+tZwv1+1nW5qzKeKqhOg6hwFwTs/cJKA/93+2gZ2Hc/nTOytZ8vdL8LVa+C7xIIYBe47kcev7q3ns8o78v++2kHw0j5gwX6bf3IvO0cEYhsHK3ccA53LRJaUO3l2azG/bDrkCgcNh8M36A7Rs4l9h5chSu4O3F+1xPf9gWbKrtmNQm6ZYvcys2XvcNUriiSs7uWodBrZuQpi/lYy8YhYkHeGyThWHBq/bd5y/frahrGkmiIxCeHmTlWfH9ALg3cW7eenIiW/mW2jGB1f2BWDZrqNEBNlc4cjF4XD2mai2+aOWz0sLyo5bAgXHnY/64OVzmsBQ/UiRU5+/s/IQz8/fT++4Jnx179mNHBH5I1IgkAYRYPMioAZV5HXVq2UooxKi+WFjKpvLlnge0yP6rI/bv1UTfvrrhYyZtoyDmQX8ti2dqxKi+XWrcwlob4uJranZjHt3les1+zMKuOY/y5kyujP9WzUhNasQb4uJ3nGhWL3MvLs0mfk7DpNTWEKgjzevzEli2oLdeFtMfDdhEJ2jnXMq/LQlnZSMfEL9vPGzenEws4Cjuc6OmBe2bUaTACtPfe8ciXFRu2aM6HJiZI+3xcw1PZrz7tJknvp+K/1bhRFY1uFyVuJB/vb1JopLHcSG+fHn/i3510/b+XRVCjf3b0l6ViEv//Y7ALcNiuODZXtZsecYhSV2tqZmMe7dVTQNsLL00UsqDvU0m503TVsAnJIVasowDJbsPMqGlEx2pGawJTmVkoIc/E2FDGhuZcqIOMwlp6ulOE3IsBc736S00PnIP7vOnfcA9/hAbpoPxS8EYfULogAf9uaaiQ5vRnBwaNWhwssHLN5gsTprP8r/brGW/d37pL+XbTd7VdynEfTRsDsMjuQUufoASeOjQCCN1qMj2vPr1nSKSx20aubvWljpbDULtHFtrxb8e95Ovl1/kLbhgRw4XoCPt5mP7+jHbR+sIaeolCu6RvH3Ee156vutLEg6wqPfbCaybLKnhBYh+Fm96N0ylIggG4eyi7j6P8sZ0z2aaQt2A1BiN3joi0S+n3gBNi8zby10br9tUDxBPl489cM2V3naRQRgMpkY2zeWhUlHmHJV50qdJh+8rB2/bktnf0YBU37Yxj+v6Mi0Bbv475JkAC7rFMHrN3bH3+bF+pTj/LwlnVvfX+2aUXJI+2Y8cWUnft6cTnp2IauTM/hsdQrgnBfix01pXNer6snE6mLN3gyenb39lJUyrQT6RHC81MHHBxzEpcVy54WtqjvE6ZUWVxEkTgSG1ENH+GTJNlr4l3JjtzDMxZWDh1GcS0l+NpaSXCwmZ/NIgKkQCgqh4DC+QEeA/WWPhuIKEqeECXMVYaLKkFHdvqcEj7MILW8s2Mv0JSk8dmVXxl/QugE/DGko6kMgjdobc3fy2tzfeeLKTtx+QfyZX1BDyUfzGPLyQswmuLFPLJ+tTuGyThH895be7M/I52BmAf3iwzCZTDgcBv9dsofX5+50zbVw/yVtXCMgNh/I4q4P15KeXeg6/viBcfy4KY2juUVc3jWSvCI7i34/gp/VwvJ/XILNy8KgF+aTkVfM1T2a89qN3WtU7tXJGdz4zgoMA/ysFvKLneW5+6JWPDqiAxazM0Tsz8jn0lcXUVzqcJXnHyM74ONt4dGvN/HF2v0M7xzBnG2HKF+QMqFFMLMmXlCjchiGwd+/3sT6lON8fvcAmgVW7Cj44i87+E9ZAPKzWhjeOZLO0UF0axFCj9gQvly7n3/O3ILVYubZMV3YsP84BzMLmTyyQ5Vrb9TFWwt388IvzhlWp9/cq0KNCzj7lLzyWxJ7juYBBtd0bcI9/cK5+72FBJqLuKpDEMu37yWAQvxNhYzqEMgFMT6Vay3sRWAvKXsUn/jTcfK24pP2qTzld2PjMHlh9jr7kFHtvjU+XjXbT97f7O32YbiGYTToLKM1vYcqEEijZhgGKRn5xIb51fsv1DX/WVZhpsOXr0847Tfkg5kF/Gv2NramZvO/2/oS1/RE/4nD2YXc/dE6EvdnMiohmjdu7M6i349w24w1FY7xz8s7uiZc+nx1Cs/O3s67t/amf6smNS731J+28/ZiZ1+EDpGBPDysfaU+BeXH/2zNfh68tC1DOpxYqfSnzWn85ZP1rucJMSFsT8umuNTBdxMGERnkw8cr9+HjbaZDZBC940Irzd3w9qLdTP3ZebN9cGhbHhx6Yj2MkztOju0bw0OXtaswVwQ4r+sd/1vL/B2HK2z39bbw0vXduLLb2TcP3fXhWtdcGafOKDlzwwEe+mIjACF+3twxKJ57Lm6N1cvMuHdXsmzXMde+l3eN5KfN6fh6W5j78MU0DznNjJc1YRjgsJ8ICo7SU0JD8SkBoyYho7ji9poe03Hqa6s5XkN0Lj2HDLMXdrwwLN54e9vOMrRUVyNTVYhxBpK3lqZwrACu6xdPh+gm4NcEgpvX2/kpEIicpY9W7nNNdmQxm1j3/4ZWPWlRDRWXOtielk3X5sGYy76pvzbnd37YmMqwzpHc0LsFrWo5ZLK69/lwxV5ahPoyrFOk671qKqughJ7PzMFeVjXwwfg+/LAplW/XH6RPXCjJR/M4mlvs2j/Y15vP7+7v+ua+OjmDsf9d6Xp9ZJAPSx8dgpfFzJKdRxj/wRrsDoNJl7Xjr5e2rbYch3MKuWH6CgpLHFzWKYLko3ks3eXsBxDXxA9/mxfNQ3y5sF0zBrdrVqs1IwzDoM+/5lY4j2/uG0ivlqGsTs7g5ndXUWx38Of+LXl0ZIcK/WHmbT/EHf9bC8CgNk346PZ+/Omdlazem8HQjhG88+detfrMs/JLOJhZQKfoxvt/26wNKfz9i3V0DLdhcZRy4GgWF7QK5uVrOmI6OUA4SsjNL8CLEnxMztBzLCuXt+bvYGBcEJe0Da2H0FIM9tJK2wxHCSXFRXgZJZj/6AGm241wzTv1djiNMhA5S6O6RTHlh62U2A36xYedVRgA54yNp04t/NBl7XjoDKtJ1uV96tzujvMG3zM2hDV7j9OqmT8Xt2tGmL+Vb9cfZM1eZ8//DpGBdIwKYnVyBgczCxj/wWq+uW8gOw/l8vdvNmF3GFzZLYoVu4+Rnl3IvB2HaR8RyF8+WY/dYXB1j+bcf0mb05YjPNCHhX8b4npeanfw0m9JvL1oD3vLRlpsTc3mt7Jv+WP7xvD4lZ0qzR9Rlf0ZBRzNLcbbYmJklyi+35jK63N/5+J2zZi2YBfFdgcju0Ty9FWdK93ch7QPp2vzYPYezWPK6C6YzSamjOnMlf9eytzth/jnd1t47uouNa6xuv1/a1i37zh3XBDP5JEdajRSxuEwah306qrE7mDGsr0k7s8kJSMfu8NgcHtnp9ZuLUIAWJmcSRFW+rSP44beMVzx5lK+2ePg4oP+XJVwojZn84EsbvpiJeGBPsx56GLMZhNfLNzFu7lhzEy2suamoQ12XnO3HeKuD51B7qY+0fxzeBv+NH0JB45mEWw1aOJjJiMnlwFxQTx3VftKAcNeWoTl1BqYM4QWR2kx6cezCfMx4WO2VxlacgsKOHg0Cx+zndgQb2eA8g07w9k0DAUCkWqE+FkZ0SWKHzamVvhPzRPc1C+WDSmZPHxZe8xmEwkxIfSLD2NVcgbX9mzBs2O64Gu1kJVfwg1vryDpUA7DXlvs6rPQNjyAF67txpvzdzF90W7eX5pMVkEJOYWl9IwN4flru9a6icfLYmbyyI7c3K8l6dmF5BaVsi01m0W/H2HN3gw+W72fVXsyePOmHq6RGweO5zP52838uX9LhnU+0Udgfdky3J2ig5l4SRu+35jKkp1HWbLTWQOR0CKYV2/oXuXNyWw28dW9AygqcRDs5xzJ0SEyiFduSOChLxL5bHUKNi8zT47q5DrHnzancSyvmJv7xVY4780Hsli3z1mW95Yms/NwLv8a0+W0tR33f7aBlXuOMfMvA2kRWr8raW46kMmUH7ZRUGJnyujOdIwK4i+frGdhUsVlyrelZfOfhbtdzUGr9jhHw/SLb0LbiEAmDmnDq3N+55kft3Fxu2YE+3qzPyOf22asIaewlJzCUn4/nEOHyCDWloXMY3nF7EjPqVNNyazEg3ywbC//GNmh2ua18g6yAJ+uSSXxQC7bjhpEBDXj2wcuIqewhCEvLyQ5GW41taJ9ixNDZ/41exsfr0zhvfH9XPOqnEl6ViETPl3Pun3H8bdaeOiydoxKiGb9vuOkZhUytm8MflYv3pi9jf+mJnNtzxa8ckNCrc+9PqnJQOQ0cgpLWLvvOIPbNfO4pYVP/RaaW1TKgeP5tI8IrPBZpGcVcu1byzmYWYDVy8z4gXFMGNyGYD9vUo7lc/HLCyj/X6ZpgI3Zf72g3pbeLrd8l3OGyfTsQqKCfVjyd2cTxVPfb2XG8r34elv48a8XuOZ1eGLWFj5csY/bBsXx5KjOPDZzM79sSad7TAj9W4Xxp76xrnUyauPrdQd45Ctn34N/j+3BVQnRpBzLZ/DLC3AY8MafujO6+4m24cdmbubTVSl0igpiz9FcCkucnTxjw/wY2SWSv5R9juUy8orp9ewcDMNZIzL1mm4AHM0twmwyuSZMyi4s4ceNaXSPCXHdYNfty+CLNfu5vGsUg9uf6DMCzhkyn/tpOx+t3Oe6ViYTtAj1ZX+Gc4TN/Ze0pW14AAUldn7anMavWw9htZj58t4BjJm2DJMJEp8YRrCvN0Wldka+sYQ9R/IYlRDNgFZNeHfJnrIOmk5PjerELQPi6D7lN7ILS4GKfWhqatmuo9z6/mpKHQbBvt58P3FQhflPwNm/58IX5uMw4NqeLfhm/QEAzCb47K7+9CsLEX/5ZB0/bU7n+l4teOl65835wPF8Br+0kFKHQWSQD788eGGF2kLDMNh7LJ+4Jif6Ma3Zm8G9H63jWF4xJhNUdZcdPzCOp67qzCWvLGTPkTz+M64nl3c98+RldVHTe6hWOBE5jUAfb4a0D/e4MABU+nYcYPOiQ2RQpc8iMtiHL+7pz+SRHZj/8MU8dnlH100stokfF7VtBjj7YfzfTT3qPQwADGzTlF8evJBQP2/SsgpZtvsYdofBj5vSACgosfPg54muURXlNQTlC209d3VX1j9+Ge+P78PdF7WuUxgAuK5XC/5a1hTy73k7cTgM3lmy2zVS46nvt3I01zmKIK+olFlla3A8fmUnvr53IH3jw7CYTaRk5PP24j0MeWUhn69Oofx72+Lfj7huLl+tPcD+jHy2pWYz+KWF9PnXXO76cC0v/rKDC56fz2MzN3Plm0t46vutvPxrEtdPX8GXaw8w/oM1/Pm9VSSl57jK/fQP2/hwhTMMjOkezXW9WmAYzqaVYF9vPrmzPxOGtGFY50hGd2/O9Jt70b9VGMV2BxPKOqB2igpyzdhp87Lw7JgugHMVzsdmbmbP0Tyah/gyfmAcACv2HGPXkVxXGABcfURqatfhXO79eB2lDgMfbzNZBSXc/eE6Vuw+xrM/buPhLzeSllXAl2v24zCck4W9eF03Lmzr/Jb/8LD2rjAAcFdZU9t3iQc5XDYq6O1Feygtu4Dp2YU8PmtrhTI8/8sOhry8kP8ucXbkLbE7eOCzDRzLK6ZTVBDzHx7M1Gu6ElL2O9GqrLPxp6tTWJ2cwZ4jeXiZTVzQtmY1Dw1JTQYictZahPpxz8VVjz3/66Vt2XU4l4mXtKnVaInaCvGzMiohmg9X7GPm+gN4m00czS0iyMcLs9nE5oNZvPTrDh66rB3b05w3w55lC23VpzsvasWM5XvZdTiXj1bu46u1zm+jzQJtHMkp4ukftvHm2B78sDGVvGI78U396d/KOYT1y3sGkFtUytKdR3j5t9/ZdTiXf3y7GQMY2zeWBUnOURdmE5Q6DKb+vJ2N+7PILXLeVOdsO+QaOREeaONwThEzlu91la1ffBjrU46zZOdRxkxbxrRxPSgscfDZ6hRMJufwy+FlTStXJUTz85Y07rggvtIslSaTib8N7+CqGXIeu+K1Hdi6KQ8Nbcfc7YcID7QRE+bHHRfEczTXWaZVyRmsKlsBNSrYh7Qs59wXRaV2bF7O5qiTa0fKFZbYeW+pc9nyxP2ZFJU66NUylNdu6M6105eTdCiHsf9d6dp//o5DmMtC7Nh+sVjMJmbc1pfko7mVzqtHbCh94kJZs/c4j36ziaeu6swXa50TTEwe2YEXf03ih42pXNyuGdf1asH6lOO8Uzai5z8Ld3NTv5b8tjWd1KxCmgbY+Oa+gfhaLcQ39ee6Xi0oKLETaPPiuukrWLfvOBM/dYapvvFhdQ6h9UmBQEQaVK+WoSz7xyXn5L2u7tGcD1fs45et6djLvklf0c1ZRX7PR+v475JkNh3Iwu4wiAiyEd0As+oF+Xhz+wXxvD53J0/9sBXDcE7b/czoLoz5zzJ+2JhKbmEJyWXV52P7xlSodQmweTGiSxSXdozghZ938O7SZP67eA/X9WrBot+dbfl/G96BF37ZwU+bnTNoxjXx45UbuvPT5jSSj+YxpkdzrugaxfLdR3ly1lYyC0p4ZnQXrugWRcqxfB6buZmlu45y14fr8PFyVhTfe3FrVxgA52yYF7VrVu159moZytCO4czd7gwp/VpV7gj3wNC2PDC04kiSyGAf/K0WMvNL+GTlPsBZs/LZ6hSO5hazISWT5buO8u/5u7i6R3OmXtO1wgyZz/20nQ9X7HM97xAZyNt/7kXTABvTb+7Fn99bhdlkYmjHcHYdyWXLQefU5qF+3gzv7Bx+azGbKk/FXeZvwztw83urWJB0hFVvLKG41EHvlqHcfVErCkrsvD53J3//eiO5hSV8ujrFVWOTmV/Chyv28n2ic6G12wbFVVgIzdtixrusw+gDl7bllvdXczjHWVt0SYeKTTjuoj4EInLeMAyDS19ZVKGt+tM7+zGwTVPeXuSciKi8+n5kl0jeurlXg5QjK7+EC16YT07ZN/fyiY/KJ9Iq520xsXLypTQJqHqFx9yiUgY8N4+colL+ekkb/j1/F0E+Xqx//DJum7GGJTuPEmDz4rsJA6u9wRmGQanDcN2MwFmt/eg3m/h2vbPJontMCF/dO6DCPjWxPS2by/+9BC+zidWPDSW0hos+jf9gdYWOih/e3pdv1h9gVmIqvVqGujpalpftnT/3IjzIh1V7jnHjO85v//+8vCNDOoTTulnFpc5zi0rxtpiweVkoKrXz/M87+GjFPv4xskONR9+s3ZvBXR+u5Xh+CQAf3NaHIe3DsTsM/jlzM5+vOTEtZRN/K38Z0oZnftyG1WKm2O7A32ph+T8urbKGAyou0Aaw4JHBxDf1r3Lf+qA+BCLicUwmE1f3ONFpr2mAzdVGfM/Frfnojn40KbtpNWTzRbCfN+MHxQHQqpk/w8omhnpgaFtm//UCJo/swNCOETxxZadqwwA4awtu7BMDwJsLnGtSX9iuGV4WM0+O6syQ9s1458+9qg0D4PxMTr3Re1vMvHJ9An8b3p4L2zblzbE9ah0GADpGBTHjtr58ML5vjcMAONvyy5lN0CM2hEFtnG3o5WFgWKcIgn29SdyfyWWvLeadxbt59JtNgLNW5a6LWtEmPKBSn5YAmxc2L+c3c5uXhSdHdWb7MyNqNRS3d1wY3/5lEH3jwri6R3MGtzvRD2bqNV158KRaj6dHd+bWAS1p2cSPYrujrHyx1YYBcF6Th8om6+oQGdigYaA2VEMgIueV/Rn5XPjiAuBET+6THc4pZMXuY4zoEum6cTSEwhI77y7Zw9BOEXSIrPv/W/sz8rn4pQWumo0zzZjZGGw6kMlV/7cMcHZG/OmBCzmYWcCg5+cD0DM2hM/vHkBqZgH3fbKe7WUrmoJzoqvfJl3k9jb3hUmHySoo4aqEaGf/j7X7+fvXm/Aym1j89yFE12DGyrV7M4gO8a3RvmdDExOJiEeKCfPjsk4RLEo6wvW9K984wwN9Kgz9ayg+3hYmXlL9TIw1VX4+v251dha8+DTt+o1F5+hgAn28yCkspU+cs2Nn8xBfLusUwc5DOfzfTT2xepmJa+rPj/dfwDfrDvDKnCSO5RYz9dqubg8DQKWhm9f0aM7uI7m0bhZQ4xt87zj3TEBUHdUQiMh5p7DETk5haaVFlRqrdfsyuOHtlfSLD+PTu/q7uzj1YtIXiXy74SD/u71vhZBT3UI/RaV2svJLCG+AYavnO61lICJyHtlzJJcmATbXWP/GLq+olL3H8lyzSkrDUZOBiMh5pD4Wvvoj8bd5KQz8wWiUgYiIiCgQiIiIiAKBiIiIoEAgIiIiKBCIiIgICgQiIiKCAoGIiIigQCAiIiIoEIiIiAgKBCIiIkIjmbq4fLmF7OzsM+wpIiIiJyu/d55p6aJGEQhycnIAiImJcXNJREREGqecnByCg6tfP6JRrHbocDhITU0lMDCwymUx6yI7O5uYmBj279/vESsoetL5etK5gs73fOZJ5wo634ZiGAY5OTlER0djNlffU6BR1BCYzWZatGjRIMcOCgryiH945TzpfD3pXEHnez7zpHMFnW9DOF3NQDl1KhQREREFAhEREfHgQGCz2XjyySex2WzuLso54Unn60nnCjrf85knnSvofN2tUXQqFBERkYblsTUEIiIicoICgYiIiCgQiIiIiAKBiIiIoEAgIiIieGggmDZtGnFxcfj4+NCvXz9Wr17t7iLVi6lTp9KnTx8CAwMJDw9nzJgxJCUlVdhn8ODBmEymCo97773XTSU+O0899VSlc+nQoYPr54WFhUyYMIEmTZoQEBDAtddey6FDh9xY4rqLi4urdK4mk4kJEyYAjf+6Ll68mFGjRhEdHY3JZOK7776r8HPDMHjiiSeIiorC19eXoUOHsnPnzgr7ZGRkMG7cOIKCgggJCeGOO+4gNzf3HJ5FzZ3ufEtKSnj00Ufp2rUr/v7+REdHc8stt5CamlrhGFX9m3j++efP8Zmc2Zmu7fjx4yudx4gRIyrsc75cW6DK32OTycRLL73k2sdd19bjAsEXX3zBpEmTePLJJ1m/fj0JCQkMHz6cw4cPu7toZ23RokVMmDCBlStXMmfOHEpKShg2bBh5eXkV9rvrrrtIS0tzPV588UU3lfjsde7cucK5LF261PWzhx56iB9++IGvvvqKRYsWkZqayjXXXOPG0tbdmjVrKpznnDlzALj++utd+zTm65qXl0dCQgLTpk2r8ucvvvgi//73v5k+fTqrVq3C39+f4cOHU1hY6Npn3LhxbN26lTlz5vDjjz+yePFi7r777nN1CrVyuvPNz89n/fr1PP7446xfv55vv/2WpKQkrrrqqkr7TpkypcI1v//++89F8WvlTNcWYMSIERXO47PPPqvw8/Pl2gIVzjMtLY33338fk8nEtddeW2E/t1xbw8P07dvXmDBhguu53W43oqOjjalTp7qxVA3j8OHDBmAsWrTIte3iiy82HnjgAfcVqh49+eSTRkJCQpU/y8zMNLy9vY2vvvrKtW379u0GYKxYseIclbDhPPDAA0br1q0Nh8NhGMb5dV0BY+bMma7nDofDiIyMNF566SXXtszMTMNmsxmfffaZYRiGsW3bNgMw1qxZ49rn559/Nkwmk3Hw4MFzVva6OPV8q7J69WoDMPbt2+fa1rJlS+O1115r2MLVs6rO9dZbbzVGjx5d7WvO92s7evRo45JLLqmwzV3X1qNqCIqLi1m3bh1Dhw51bTObzQwdOpQVK1a4sWQNIysrC4CwsLAK2z/55BOaNm1Kly5dmDx5Mvn5+e4oXr3YuXMn0dHRtGrVinHjxpGSkgLAunXrKCkpqXCtO3ToQGxsbKO/1sXFxXz88cfcfvvtFVb/PJ+u68mSk5NJT0+vcC2Dg4Pp16+f61quWLGCkJAQevfu7dpn6NChmM1mVq1adc7LXN+ysrIwmUyEhIRU2P7888/TpEkTevTowUsvvURpaal7CniWFi5cSHh4OO3bt+e+++7j2LFjrp+dz9f20KFDzJ49mzvuuKPSz9xxbRvFaof15ejRo9jtdiIiIipsj4iIYMeOHW4qVcNwOBw8+OCDDBo0iC5duri233TTTbRs2ZLo6Gg2bdrEo48+SlJSEt9++60bS1s3/fr1Y8aMGbRv3560tDSefvppLrzwQrZs2UJ6ejpWq7XSf6ARERGkp6e7p8D15LvvviMzM5Px48e7tp1P1/VU5derqt/b8p+lp6cTHh5e4edeXl6EhYU1+utdWFjIo48+ytixYyusiPfXv/6Vnj17EhYWxvLly5k8eTJpaWm8+uqrbixt7Y0YMYJrrrmG+Ph4du/ezWOPPcbIkSNZsWIFFovlvL62//vf/wgMDKzUlOmua+tRgcCTTJgwgS1btlRoUwcqtLt17dqVqKgoLr30Unbv3k3r1q3PdTHPysiRI11/79atG/369aNly5Z8+eWX+Pr6urFkDeu9995j5MiRREdHu7adT9dVTigpKeGGG27AMAzeeuutCj+bNGmS6+/dunXDarVyzz33MHXq1D/M3Pg18ac//cn1965du9KtWzdat27NwoULufTSS91Ysob3/vvvM27cOHx8fCpsd9e19agmg6ZNm2KxWCr1ND906BCRkZFuKlX9mzhxIj/++CMLFiygRYsWp923X79+AOzatetcFK1BhYSE0K5dO3bt2kVkZCTFxcVkZmZW2KexX+t9+/Yxd+5c7rzzztPudz5d1/Lrdbrf28jIyEodg0tLS8nIyGi017s8DOzbt485c+ZUqB2oSr9+/SgtLWXv3r3npoANpFWrVjRt2tT1b/d8vLYAS5YsISkp6Yy/y3Durq1HBQKr1UqvXr2YN2+ea5vD4WDevHkMGDDAjSWrH4ZhMHHiRGbOnMn8+fOJj48/42sSExMBiIqKauDSNbzc3Fx2795NVFQUvXr1wtvbu8K1TkpKIiUlpVFf6w8++IDw8HCuuOKK0+53Pl3X+Ph4IiMjK1zL7OxsVq1a5bqWAwYMIDMzk3Xr1rn2mT9/Pg6HwxWOGpPyMLBz507mzp1LkyZNzviaxMREzGZzper1xubAgQMcO3bM9W/3fLu25d577z169epFQkLCGfc9Z9f2nHdjdLPPP//csNlsxowZM4xt27YZd999txESEmKkp6e7u2hn7b777jOCg4ONhQsXGmlpaa5Hfn6+YRiGsWvXLmPKlCnG2rVrjeTkZGPWrFlGq1atjIsuusjNJa+bhx9+2Fi4cKGRnJxsLFu2zBg6dKjRtGlT4/Dhw4ZhGMa9995rxMbGGvPnzzfWrl1rDBgwwBgwYICbS113drvdiI2NNR599NEK28+H65qTk2Ns2LDB2LBhgwEYr776qrFhwwZXr/rnn3/eCAkJMWbNmmVs2rTJGD16tBEfH28UFBS4jjFixAijR48exqpVq4ylS5cabdu2NcaOHeuuUzqt051vcXGxcdVVVxktWrQwEhMTK/wuFxUVGYZhGMuXLzdee+01IzEx0di9e7fx8ccfG82aNTNuueUWN59ZZac715ycHOORRx4xVqxYYSQnJxtz5841evbsabRt29YoLCx0HeN8ubblsrKyDD8/P+Ott96q9Hp3XluPCwSGYRhvvvmmERsba1itVqNv377GypUr3V2kegFU+fjggw8MwzCMlJQU46KLLjLCwsIMm81mtGnTxvjb3/5mZGVlubfgdXTjjTcaUVFRhtVqNZo3b27ceOONxq5du1w/LygoMP7yl78YoaGhhp+fn3H11VcbaWlpbizx2fn1118NwEhKSqqw/Xy4rgsWLKjy3+6tt95qGIZz6OHjjz9uREREGDabzbj00ksrfQ7Hjh0zxo4dawQEBBhBQUHGbbfdZuTk5LjhbM7sdOebnJxc7e/yggULDMMwjHXr1hn9+vUzgoODDR8fH6Njx47Gc889V+Em+kdxunPNz883hg0bZjRr1szw9vY2WrZsadx1112VvqCdL9e23Ntvv234+voamZmZlV7vzmtrMgzDaNAqCBEREfnD86g+BCIiIlI1BQIRERFRIBAREREFAhEREUGBQERERFAgEBERERQIREREBAUCERERQYFAREREUCAQERERFAhEREQE+P97nd9XXaM5OQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -593,7 +628,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAE9CAYAAAB+ykFQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9yZLkSJL3Cf5ZBIAuZuZbZFbW8nU3NQ3NqWkOc5sX6Efop+xH6GeZIerDzHxVmRmLu5uZLoBwH5hZIIACqlAzc3eNCP4RVWW4KSCQXXgTEWJmhuM4juM4juM4jvPDCT86A47jOI7jOI7jOI7gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6NUC198H8N/9u3zIfjOI7zO+H/SP/7j87C7w5fQx3HcRxg2RrqHjTHcRzHcRzHcZwbwRU0x3Ecx3Ecx3GcG8EVNMdxHMdxHMdxnBvBFTTHcRzHcRzHcZwbwRU0x3Ecx3Ecx3GcG2HxKY6O4ziO49wQRKCmAQDw4QAw/+AMOY7jOG+BK2iO4ziO83uEAsJmDQBIXQdu2x+cIcdxHOctcAXNcRzHcX6n8FGUMk7uPXMcx/mj4Aqa4ziO4/weSR3S05P8t4c3Oo7j/GFwBc1xHMdxfq+4YuY4jvOHw09xdBzHcRzHcRzHuRFcQXMcx3Ecx3Ecx7kRXEFzHMdxHMdxHMe5EVxBcxzHcRzHcRzHuRFcQXMcx3Ecx3Ecx7kRXEFzHMdxHMdxHMe5EVxBcxzHcRzHcRzHuRFcQXMcx3Ecx3Ecx7kRXEFzHMdxHMdxHMe5EVxBcxzHcRzHcRzHuRFcQXMcx3Gcb02I8n+O4ziOc4HqR2fAcRzHcf7oxHf3QGKkpydw2/7o7DiO4zg3zOs8aERvlA3HcRzH+QNDAQgk/+trp+P8sfAx7bwxL/ag0WoFahrw4QDe798yT47jOI7zhyJ9fQQAUFOD1ivw8/PAk0ZVBdpsgK5Den4GmH9UVh3HuQIfu8634MUeNIpROqVbDRzHcRznLHw8gNsjEAKoqYE42o9GQdbUynceOM7vCh+7zjfgxb2JDwdw1wFd95b5cRzHcZw/HdwekZ6egMRugXec3xHcdT52nTfn5Qpa2wK+0dlxHMdxXg+zbxdwnN8jqQPv3VnhvC2v98eGCKoroOv8ZCrHcZy3wOdV508C1Q0QCHxsgeRCruP8SHw83g6vvgeN6gphuwWtVm+RH8dxnD89oal9XnX++BAhbNbS12vfv+M4P5RyPI73yDrfncUzYhYUEgOc+r+faUTXxB3HuQmIQDGCE79oLprb/P3S9E4IERRI9vUyg7skIeSv3eM7StfqwTibf3130bPORcJ63R8QEiKICBd3q4zb742w/vzW6b4EblvJwy3vZy/GjXu0nT8yeTwWcr7zY1isoMVPHwHI4SCDiZRmnHBECO/uQU2D9Ntn2UDpOI7zA6CqRrjbgLuE9PXrdUIpEWizAcXTuY53e6TdKwVLtVpSXSE9Pstpf3bi32uEZyKEuy0oBqSvj+C2RVitQOveK8fHVubmie8EPQ5+8Ozj48vz8ycn/PRpcFcSP12wUFv7VZW03/HwNhkp+rP1tx8Gy8XdIPrhiuI5KEaE+zsgMbqvj26ocP6Y/E7G45+F5SGOQR8NEagqUcySNmAM/e/A0NqUUv+e/d+1R/O/5J1vDdH1eSKSsjjfF6v3c+11C20T5OqKyXwuHQNWjpeOtXE6l54p0/8RdThXxnGbc5L5Kr3QKpj0fQq9USqxzHtvMacx9/Op5f8lFxqP07V8l1gZaDRvT5G4/z9fsF9HSmLc5CvqMqVvZ8lON2Ql/9F9a8nclRj8LTwLtyjfOH9ufvR4dABc4UGz06VEgIxI+0ekxyeEuy3C+i6Hz4ACwt0WgF7M2XWgpkG8v+vTatvFHjWqZI9bPsb0FjpOiH0ZH5+WWdOIclxvenryMInvSNBL1dN+P31K2i20TYiIH98DISL9+tvAqk11g7BZLxo31DQIxb6lF42bJfUxMQbCZiPW/ufdd7HKn5sbxm3ObSuWb07XzyFqVaQYxfNQVeDDEWm3B9UV4v3d1XMabTZASjnf6flZjV4yl1g7vnauFGtoeJHFP+33wOFY1MONCPO/U7q//0PXx40YOS+F9L2y/c6m+/Xr26f7e4UI4f4eRDQ7371q/jj36VuUbxzHuQmu25VLQS7XNKurLdgxZuWMAuVQINYTyGi1AmwDcLoy1ty+eWni+s4uWbugmwItl1tCAALNh4U6bw9Rrvezez6m2iZ7X759v6JAQFWBQgDFAC7kYgTSvF22shLR8AJcVq8PRoLF2HszZq4+9FnS+hx9fJjXb11vOjcQJARpsJ+mbHPLSymMLrFYl/lnlrlMPXDcdZpeJXObGaiWzFNRPaVdJ2Vg86p0xWM0THcuX6N0UVeg8bM8Md/q3jIyTx3SZJnz3+e+6yyGE4NsaJr38tI4nGu/V2fmG6X7Vlwzf5x7du638u8UZByEC3PCOWX2JfOdjdkl8s1b4yFsjnPzLFfQPr4HAHAtIVhBBRVaNfJ77C3qInQUB4nUFahpwG0H4O0XBaob0Holl2dfe49MiAibdW/FZpbN3DFmy/sJqcuWTWoa0Go1/6zBjPT41G/4fi0T+X6TZw0ihM0GIEJ63k0uTlRVonxfk+6CvOR0uw5ptxu+PmqbRc+2LfjrQQ45mMn3uG3CdgvabsD7A9KXL8N87/avtjyP882JgcMRHKVPhaKMfDggdV3O/xK4bcG7PSgG8cwlRvryJRtMqGn6Z8fjhhn8/AwGcn2Mx9jAs6N1kZ53oD1J2e7vz47Hk3asGzk8YUGbn1BXCB/eA13KZUy7PehwEAt1mRdrxyK0j6pKwrTbVg7nMI7Hk7yMoRhBdV38YX7chPUadH8n80YVwcfj4LdBGWOUNgoRAYXCVrRj/qS2DVUVqK7FCGGK3xyVzMloW0RAQrcA8eppvsf9ZEl9OPPE/9v/JP+hSlmIYWhM8foF0PfnReNv7lkbhzHKXFaOF/Ng2zu2ngMvWpttnFwjf+R8d51EGr2xZ+4cYb0G6hq82//Y/YeO45xleYijKmJcRyAAsa5EoNIFhkIAGhVUpvY8xCjx9O3bT0JUV9kifW3qFEiO97X9JUhAXUsY05nLuLltAaIsGHEZCjRH6t4sSugk32eEMTJhr7TYX/6AtC8A2s94CVVBvcYjuijfml9uW2C/Hy5c5W+FIMuHw8gqSoN2HAj2Zb4tD6O2oaoCrddDj5F5gXdvcJnsuIyA5Ceoh0UVS+iJSleHXaaki2+DUNdSH09PgCm15amEKZ0IFuPvUQwnY+wkT1qH1PTK1uR4HLUN2lbSn2rziWen0qPVSuYXLWPOi5U1JfDh0LdjjLqHjETBqirw8Qgq0mfgNC9TZYmxz5eNGwqg/X44bupa+lRR7xQIzBNlDL13EE09XcaybfRkQAmdOzPJqGJKIYjCFwg41qCsoDHocASnTuaNop8wALgC8WLSuw2QIF5YZtC+ARVK+kl/+5Ni/ZkX7Bc996wYXiJ4HLESo7wD5Pp+TVg7VdX5+e5cvnfp+ypJNp82tayZjuPcLMuP2bcJ0NaTEMQKZVZA1kmq7WQPjQmCaoHl4xHY78U6a1b5qkJ4eJCj+A9HtZ4PvRM5NntikzrVTa+cTWaaRFgkQjocJ70e3HWSJwDBTiw7HpEOBxARaLs9XzH67InlLUSE9UrCPPf7Ps596uQsfTaTkuz/YM5l5MPh4iJCq5UI9vpsrn+z0gY5LQ5dN1sfCBHBFO+RJ/Ql5DxQr5jxbi+eipm07WQ5ihHx/Ts5eU/3OWWv0rEdPmsW06LueLcHh0N+NnswAOlLoUL89EG8Yr997j05dSXt9suvZ+v8pG3OtGPYbmVR7PSgANt/ZP2aIIJ4jOCnZ1EmtP9RUwPqbWPtq6Ys8rEdjgtL1/ojJzUmBITtFtisZf9Uua9pgYKdDkcQs9TzhTFBq5UoPVrvuU9B9zUZgeRktIf7XhGOAWGzkfo/HAbtmMdjjBJGHUUhITusJARJb7PO9WJzA61XiJu1hpaR9kOtp82m/74ps5p2SCPLts5H1qfQddk4Ez98EIVPPWiB08BwYwYPST/0ShEF0HYjc5Va4SkGoJLQccr7e4dlRN3Ic5bfrpN5llM/zq3/PTxItIMeRsJtB7K+VFXiQdO+TuvVYF41L+5NH4P+OyB81Tn92IqivR8KyBR1jJbeTJ2n81xzbGXtsLkmpTf1utl8PVi3VisghMuRA0ueLfM9o4zKXPO4qL9JdMTEs8yyrgeS01DLn46teK3e6OCb7PW2PLxxGZ0/GGPZ0HFmWB7iaAKMTihsFiATJBTaHcCHI7g9gu7ve+XpcBRBq+yQMYLe3YtV96ta948tuJzYUwfeT09i1NTDEJyTB4IsGDGC2nZaH2DuQ59WKyBQPpKaLl0Uyyk/e/LpGEVQ7Tp0h4MIYeu15PlwHB4Coc+W6eJwBLjry5jSZQWtaUTY6rreu1Sma54jTrP1YQchvBU5lK+qQKtGQgYvHVNsbb5aIWzegSzkLuHUi2LPmrLfdbnuxpZJ2mxA7x6AYwt+epJTE+9FIKJH2Rxu9c3Pz5fDa0ZtM9uOSKDNOofV4HCURb1Qksg8ZyGAj/K79T+624LvNqBS2LfvHI6D+uDn58EY48R9X1iL8MSHX69fGKye60YU4TkKj1TvXRdPMzSMcxD+vNmIYno4gvWgjMG4AXI75vHY1MOwwpwY9X13fxh6meoa2Koi1nZqWJFxGGJUz5rlO/RKYNcNPFLj486ZWbxuVQXaroAq5mgDOh4x2MNnc2Ggk/1HtF6B1yvQF32m3KM02jtoZeR1IyHnXQK1HXBUL2niPM6t/4W7rZR/fwA/PUs4Z9uKorhagWDhXarUlkYvFyTeBHqS+YTnlBf1nGcS53ma8pUHcgCPzNNrMYK8pddN06VjW6xbK/nf8dp8UsDi2cNhfn1RYxPm+tSZNX/M2SiXOc/UFem/JA9vXUbnjwXV1XCM/ck95s48y0McbeGIKlTUURYOOzL42IK+Polldr0CYSVCgXkE9nugrhGbpj98wISAIjwhbNbgphbFqetODz0ARGBgPrkkm5oage4m97GYJ4mqKh8owKNJFRaatGpzSCbv9yLArFcSRtH2XgEA+dl8GXeIMgCJRAjPF8QWeTGlxf6tzw7yW1cAqtMy2rvBjvue3hsGyEl2qKp+87N5YM7sZzqx6qTU70Na9eGcYsWlnH5YrcBdync3WXgJrVd96GvbinW/qcFchE7ZJKV1V7YJPz9LujP5tfog9XiUG71tX4/1FwAisJZWSzuGvJYwL6tv2weW+6F5FIFs/cqCa4wId3enl7YXJ5qCqO87TS17w8wrdjhIeyYGI/WKtYUemkJtYy1EMYoE3dxeGEgQSPavta30XWsjK0uhuJMd7pMbgvu2Hv1mbW79g6oKtBVPkY3jE8HThH9SDzkR4vt3ogCpJ4v3B1GmTJorvE5j4ws19bAvnXQGAlaN1EvbghPp1QVa9i+PokBOedwTS152O2C1EuE3cX+gx2YtHoIYwM87qZ/BYSyp71d16kOJiLJhimIATEmOAVRX+W6lvCeubrISyjHIWIIeFtJN71Ohthsq6haOSoRY63y7WYPrKntBZQ5IEupoCmUVh14F7XPjvsouULwMHad0J4YCfnwSZVmhphblO4Q8Z4X7O/G6pyRzd0qg1SqfUsohAl8fz4e4l+tN1w3m6fyM7YnS7/QH7iQZ1yEs358VSIxlnPpokdG6WK75pH00r6E5ndhHXcwpW/bMaD3/keQ19KVXenxLmHtv+Fx7EoGqWiObLigQ1zxbvmZt/hoFZSQvSGTAK++O/B6oHHYLl8TfAufOEfhm35ybc5a8a/LUd5hzrtiDJgIb2yltCh070L5DOBzR/uffJSztp4+yCXUtoW14fER6ekL8+BH08b2kYXvSdof+rpdAoJUeY308isfA4ruLE/V4vwdN7bOoG4S7O5kcxwqPWolpuwFWDcgsyYYKk/KNNaiTUDF+ekJsakAtHnnvmQmK9uzXR3Dq5HLXzUYOdpi61JVIPEOFcHfybIhyLcFY4NdyhA/v856aqTNXZA9Qc+JpYBThGHMUG6bHhO1WvDmfv6AzK25TA0kFj65D97kTz58dMGB5aNt8KAJtNr2+yglJF2Cru/xT26L77fPZSSzXh/YPPh7zvh66v5MDXA793iJ+1jZPDFASbwoAWjW94B4IaNayd8vyXSiI1pfS10fwbof47p145sbPxiBXUISgCs6x99JsN2D1puLLVxG+Uyd7VLT9rP/hCQB+k+P27++AisSIEYL020HeGul/z8+9Bdz2YljYrO3LGnuiTFlEb9CQSmOkz19ESNL+EdZr0KcP4CpmpYlSAheXNucjpNsW6etXKde//01OGnzaAccW6dffkB4fJb2NXiStnrTxGKBVI3VX9KVhB43AQy3pH47A8ajhoQ348QndP/4hV358+jjZl8xrGu7ucr1QLel1Pz2Aq4AYgyj+TS0Kz24vIVbMkqcuSShaJScqoq6AxyeZ/yyEVe+N5JpADw/ybRPem1rGWV2D9SRKjiyCeTcjpB7bYb9uRKFk8+ZFEqUqSZ+E7peh3UE8fpuVnHQJNbip0YIORwnHG/XVybnXuYi1sSjfBNJ+YQS6A31agwOBjq2M66YBMSP98msed+H+TpSzuw1of7x4kjA1DcLHD/3a2bZ5ns7fvtuAHh7AXx/R/fJLkWm+XmgiAr2/B1cRIf0Tnc3td1sJry4viicNu7crPQqvEsUoIZ9dh25G8M7p7i6sa9+TM2voLcD7/fm9cnYVBAU5nOpcvdqzwOVn8ztFm59Tvi8lYwYuo5A/bpmTPfF/cmi1Qvj4QY2132EPbtn/VG6/6vWmAW3W32XOWR7iqBZeES5UGCYgdgxi2dQe1qu8d8P2T2SFZLvtrd+AChy6qtgGeP1vAFk7pUAANf1v5lGjMFAUAfRCZ0q99b18JlA+KptTyseBU63Crh1rvdMjtU3RiRF43p3dtEx1lb0Ag3h0y5eFTBFJeEPbijBd1yLIj8KYTo78VQ8PQtC9AeqBDBFZhN2s+wNL8qEFfVrEaqmwAxI49QKwTa66b++kfOYpiVJP2YoAoLysN9zJgkp6AEE+jKAM1bJvH45ibbS6KrxgFAKQarlJPaWhta88gW+9GoaK6d5ISil7EaiKYhQwRcaOiLf/A3qPVSsHhlAo9gCZMQEYTB6BE/io+8NiADrNR+HB6L3EXfYike5BArN4UkZhtNy2QGL1JmtbJBH8SccYW16IwLG/SgDHVrwkTSPeqqoSrw0RSK3nqLTMNk6tnxBJCOa4L1qe9d/Ze9R2EhpXXnZsl67GAFAtz7YtguYfRTp5j6iONVQViBOoEg+j7cnLfVnHN4jku8W+KclXyIoGqpiVK9Z6y/Wh81C424APWqf67RCCeM/U6wZtM3QMIpa/q3KGGDTt9aBMXFfqJdM62awR2hZYraQf2phM6K8fUY8oVo2Eua5kXpCMQifbcNo2kDRI99HZ3lNTAlGejxAAhvw919XoomrO/VPKQUT9nF/Ovc7V8KqRNtB5M9zfITLnfYy0lpNlabzM6GFUwdbgw1G8B3YqrUY25DV67B0h9VQDJ8JPfreeWC/H2bA9j1aesaDJCayKJT/v5E7EKS/NKA+sByFROV9qXibXUisj68XR46iIcb5He7NtDuPEV1vPF2Fz5ASzXpNi3R17lcyg9irBfir9EFW5H9WDtqP8p62ZM88Cp88uwNr8qj3ulgerw8QybuyE25cyTvetmUu/6Ccn7Xqmvt803y/pq29N18n89K0Oy5mrZzswjNNVZWXdRvM9lOwrQhzlPiFuAjjofwcgtBp+EYNY6YjAm9Vw4X+4E43VhOGu91yAWQSduw04BISnnUy4amkL260IQCYwAyDoZndTAi2PZs2PAeFwOD1NMjH4t8/oDsfsraF1A/7w0AuobQf++Vekr19R/evfwB8eQL98Fu9gLR6BHOZZIB4jObp2YCEMagWsqxx+ZVbEuP0r+OM7oO0QioMSwAx+2hXhlATabiTc5fkZ3c+/ImzWCH/5JML6p/dShyFIm/z2CP78tVeOjBCG3rfEotCGIB6Gz58RRh6p8l1UMZ8+KJ6cXuC26xbobit94Fnzv2rA27UI87WcpodW9sh1v30ZhCRkj1xTSx9ilj2KzGLtn2jzHPplVBXCT+ohsZCwlRwUk79tngVLFwDfyYE39PlRvBFVpQJVr8SdhJg93IknUBcLxP5eQH64U2Vc9gfxbi8W8G4DbLi/uysG8Pt7qTP9Tnh8Fq/I+/v+xMskYXNsikMrB42YF42bClxH0E4EN35owP8i9cAA0DECs4TDaR2yKQW2J+pwlBMqSwukCfoW+lnV2brKz8+ySLRdr3CtmryHi9cVeFWB2oSw1X1TRIN6pO0GcV3MFzEgkHoGR32J1w34bg1qkyiihyP4y9fewGMeJyJgo2GCTS0nz25XoA86xjoJ46MY5fAja9/tRvY71pV4KA9H4EnCysLuAK4jeFUjrZs+tLuO4O1qoOxb2UxxDXgnyraOH/GKRSBC+iIRUAVRtDd10W+SKIZdl9ur9Jba99J2DbzbSjTD816UwFUj6SbtAdGUR2nrRADCGtQxaH/E4Loza4tNRAoB1HWgY6dhmbWH5byQ9qOMAdIw0rT5CPBHxKcDwhe9csQMQWU7BwI+vhch4+ff0P3jH2Lw0AOJwscP8pzNjc+7XiGDCOTdP38Wj1TpcSBC+PBexllK50//JEJ4dz84hZQfH9H9+lv/DLNEghABX75g0UXYbJdxy+FD5f5WPhxOvG202QwO2uL9/nyYnJVxuwH/8iu6X3+T9avw7L91fy7nyDHjPazlO1HbsfvnL4NnwnYLergHPz0PvZvX5ClGqYcQ0P38C3i/R1iv8hVBA49f2Y5aN/nZ52ekIkoCqTt59iJFm19T92Gz7iNL9nJFALdHqe94dzmBKdSoTFU12zavZZzv/Gkbj4nlEvTyShaLxBq3TZnvmXSv4SV99a1Ju10f8fYN1hYrI3cJ/PXr8LdV2a+XRQpcnHPekOUKmgqqrGGOTKq0xQCOKjio5Rh1NbCqU6ChlT2l/gQzQNINQay2Uay74qWp+70wI08YEvJeDsmgepdIvS/lRbBAb6mJERRaoNb9LKpkWP7s+Nug+0CkPHXvHcynx6nAmmpw7Bc20o3doNCfNJfLEPLhKvlAD/U2cAr5fZh3L5Z1qGWqKvEq6p4lBH2eGWhCLyhaGJXVm06GVEXx9FQi+JNZ0WOUuNy6HiheAETR6jppV/MOlSfIle0SxVtF2hbo7KAC6UOEkHtd9jqaN7RRj0cVwUFPuQuclXjbE8SF0kRd6id6FTByuJj9XeuBAPm2tWOXTi3GMfSeQuvzVZDQQ+tnpmDYZcj7o2zWZ5b2qWvJAxHQAlxBLODM/QmHhZeDzdMRCq9aMg+I/sYhj79BvQCSHx2XFHSsxiD5BkCdPh8CELU+qolxZV4oC0G2/Gmd5LDV0f7J3N9yP9D0dW4AcGLh5Cr2XjmrV61TgrSR3blIrSgtHKVfgGRfFFd2V1jo557EIHNB2EmJptxqn2JSJa30DGkeKA3nEVIlls07ZopOh3y6Yp7bchWM+lQVwanKRg5WD5UVu/SCmiEstNrkSPofpvRxn9/sjZO5GByAVd33WTNKAMO8E3pFNkLnxEI5KPoDAoBUeJttHDpXw+q5RoLUqS1NbSUe0y71BwFVI4HJwpl1bZLIDn1GDSSD8WJGIyAf7JXHOoW8d8fmKmrRe1VqOWAm3xupRgWYl876nUZwlNBoPmWm7OmizoxKEeW9XxJtUKzTMUo+bP2mPu28puYPDj0AA4+D/kY2h1m6OrcRh+xJs3xPeYEGv5X3lRFNK6Gs+5rDaDwNlG7NB/eHf7GuRxQDwNXAS5hP0R7VXVkP+dTl8W9Bvd66x5lilL2L4/l/nH6Zjm1DMTnByjkotkXI9PU/520/V9857XE969+JSPKf85mG+8xH5bnoibKy5cxN1OWon58zPAz2OFPI44eI+tDSsk1OIlZ03eeZNrd+rVEcdv1NyUlfPcmkfYcu99VxOy65s2/CM3ficdJ07YA0JN0DfyHfL/J+U5AIGMtL12l0Xjg/Bop8nvbr+f6R0wb6ufQF3vrFClq3lkdTrYt8AEBAu4kA1qBjh7CTBSJtalHidCIPR7HAojhUhLtRA6jwgLrKwlHcbnvrPiALkf07kljUq6CW5tQvWKRhi6qEsQnRGvbG93f51DQOqrikpB6oAPqXn0Dpk4bFJfC7O+D9vViSd3Lflu3b6O8P0n0bmzWi7nNLD3eyh+NnsTJyU4tHof4J4dMHEexs4rUwuk7C205OUrNDITYbRD0W2w5l4Oed1PPf/irW9KBhc3bfky2ozGAAFDTcjFlOddvvQatG9vyMT5jrOtl/dDgi/uu/AHe6N2bd6MIxbMdynwWFAP76CP77P0B3W9D7d6J8rddAUvlEvWwIAdzUSHUFvZlXhGBTPtXjkBWLKmZhFoB4D748Sf5VWE/2m1qHsyBNfRk5VVIGFR541QDWLyDeBG60rloCtQn05Un2G727B6oaeN6h+8fPCO8fgJ8+itGi0bar1eN19zdJT9vABN4ckode4MeqyQflmJeM60IIoZDTpced7I1c10CosrLNMWaFz/a2cS0hjdzUIgC2SYUmBsyTuVlL+KDVs3nQPr1HKD3NlhftL2U5sremUDosL3RUoWOzQSqEULI5olQkzGiy0n04TSX5TgnoAF6vkN5vi77KCF+eZH+plhX7A8Jjp8qc9F1eRSAAdFAFvq5kHjl2wP6Yy8ChAj69F6PUupJ5JHd3ncdCANeFcYUIqYlgAsKhA3VJ9hupJy+tLeSVJS0d/2lV5T5HDKQqiF6OgLSh/nkg11s4tDL3ab1yU6F9KEJ+mRH32q9rNWyw9rMkHlWOhPbDCmCgejxmZdbep07LuAqisLYdMJJVnGV0TTH/QPtLYmBbgeNG1tAnnZeaql9fbNy0new7u/9vomCHIJEJuy+S7sNW5p0qAu1K1p5jCw6EaEKIrgXRol3WjcwJ+hvdbRCrKOH8egBSvk4HECFK91YSM+Lofkk09cDwkj5/EQv/4YDu2ILqCvH+Dsws3isKCD99kj11v31G9/kr4rv7/M04Fp5GQl+4v+8PYgLAxyO6n8XLJHs5ZU6kYwuuKsR392JsWq8l9NqEKM237CMtBCkLL+wScDzIHln1uoXtFhQj0vNueLJr24pHZAoV0uK7e1kPH5/Q/fNn8PGA9MsvcuDUwz1CVcn+3N0O6fEJ/PwM0vzb1TKDcPvNBtTUkpfSS6P7gKUtPss8sl5JPYyUp7xn2NqmSD/t98DhiPjuXiJ37HTg4hney+EjVh/UNBI5NaboJyf1nduxzZ6jcH8PIkLSa5qC5p93e6TdbljfIyE43t+J9/TpGd3nz6d5yd68XgC3fOfraEIUL1sxBsZtnotWN+KpLEOBbX95+cxmna+QKoV3a0fe7dF9/orQ1H2bq6cy6Onotidbohruh98b9dWTfFoZj5f76rgdp/rfmByJVeQp/fLLQEkLevgerddywvBRrsw459kOmw3Cuwfw/oDu118vK4pTFG0e7rb9eRI4bRsA/Th/espbn4LuQUu7HfKZEaUBbLvReVgPk5vrfxdY7kGrTGAlsWiR/DdHQqpVmDim7AXjQOBKLf6dnhYW0O+dqbhX2ErMo4Rif0y2bGse1HPDobfQk70bkPdJASqUBvXkJMoWeta9KUBhYQTUGq0epDaJ4lapwH0MvbdCLdTZ+sGkllHZW8erBrypgUgIdopcPhwAsvCVIS2BJA0rg2nkOQY89F6HIHUqB1Kg38NloVWxt/xn5Sxb3VWYLrwF0hPUigsRHLKwmExYS9nqLqfiSV1weUpJ6UkJAaCULYQ5TfO4Bs7hqKIwRBEiy0MhuMv55jD8Rhb+rb467j2LphSYEtRaP6OcBkcCdVYfhaVEhXV0arVUZVHyIB6oUmTohSjxBMreJMreK6ghgmv1nnbp9JAFU56trquQhWMwq9d6ZImMJHks0mDzsEU1YBBAsD7F/XiqxLtGqujkPKBQsC0M0jx4sVKvNU4p8pbbo+xzNl6YRaEgEmWlKu4Cs9DDWIwtVYjynGFlsrSrgLTWyTUxAhXeVKJBHqi0VOYyhV7JilGUkRhyuDAA2UcWIHMAUfbSlvMNZ08dS2SBznto+zmHbR6xfWQ2Bq1Ci7yyTrHZABFIjBM6F3Clc2kX+jnUvIR1KPokgdsEQsgGM1LDOAFAm8AUkCL1SmEr35c60/+29uTQh9g6V5OjGQpPK+nfUxUQEqthBUiNGtZMAW91ztB5spwfJClbD2VckK5NxDJHDDwVGgJbhi7n/mf7ILskxjybE6Mq5+PxX74fY95TnUs48rIRkQjnnew1BSBevFWta2Dv/QbHoZESyOWlGMCdnrC6avp1klnS5ZT3teY5IASwHZBkHkAbz/a3Yl98joKpa1BMYE4gtL3XLUY9kCiA2144k3zMhIvanBijHrxTD0+VNuPsSqNZ9FoSblnyY96VMRqpQyOjX47gMa+eeqCmDiADBZVLNKqlDHVnhkw2uu/Wok/s1FeNHkEgYK/1HYv2G3mJbM+k9P+oRsRexiOrXyDLPIN61bz2xqSi3cry1JXUYzwMfzvTNpZvsrawfmBtG9HLVaP6swis3EbMQFdst7H1ualBLcldfdwbxbJhPqihMASJVgKyN5CKq2AwbksiELXgFE+M54NnrF+M76OdkMfH7UhaR7NeIcuT5Y8IhNGVM0TSLnUjBum1bid5DqCO8pgo6zbXjzkdZsp2Qhj1Cdb9ZtwV8rc6Jcybx9x/Mzs59N86N2SPvB0GRsUcUEkEUC8nlHm40A8LFito7WZkbdFycUXoKGqIjQge3VosyJR0oCUG2oS0qZBWpnQB1CbE56MIRibYcRCpYKUnXZmQWhbMFJE6gquARJVIHKXl9916YHWmVa3KE4slsq7Ekl7Oo7a3zASlVQQHfe8gm4vTnVgSsmXz0PYTiy1mJuQzS/7++qH/hlmoI8AggGLOF8conpCRBRvMuaw5f7Zod4ywl3jYtF7Jc/UGwCYLbtSxhODFIPkPQHg+yoEY1QbYrlX5GCldIYCbgPAvf5HsbNeqRKmw1yXQ+C4XFWRD0oH86SPCX38C6gppVecFnhMhbdfZc4kA2d9TF8J5lxBqEZyz56WOvdJAqqS0okjx3SYL/3mRCpDFMMl+I2pFUE4rVc5Trf24F2JhRoU29V4OIvV+VKKs296gBPBPHxA+vZc0atlXljaa/jEBrOlHQtxxf9m75i97oczjfDBvXsjCcn8wTz+4qWIkbEEpidc6EtK2lnwGMZwQs3RNBjqtW1ESVTkPDF5FdBu9ZqD0dAO996tNIBJPTFpJeGw4tEOlLYQ+fC6Qhvtq3akH0EKSrb7DrpMxpOOPLRzJ9rkC4unh/p0uBlATkZqIbluBOkZ8asVG8l6txU3sPV6Je8U4hBwNAF4BHYtSU4knjDa19I/aQphF6SonVepkLsvKljRMVqa6Wg0jkP13cd9JaGUVkJqQ5z55R4XoLoE6IK1ifp+13ZDk4IioY40rqd9032ibaXuS9DdSAwTQRz6YJp9ItD9pGxZPos6B3aZCKtLjKH2MYwBXBGoZwZQ/52pSY8InpA+Ae8EtqudV+363lv4X9l0/VpMYSSgl0NMe+MfPQN3IPua6yl5eMxxSHeV/D20fqrtuwEH7d4B4rtt+ETTDpaxvW7CGXYpypgLKsQWe9+CnZ6SvjxK+/eH9MKzenv30AdVDb91HXcn+4sSI7x+yzEBtB2w2iHrcP68aUOx6AcfmjScRaMNffkIohSLIPl8AiH/5hLxnmorQT9LtDxYSrQpsvmPUwsIA0HotQuP+CD4c5F29tiYAOdxenl0h1LXcc7pdywECj0/TIXcKNY3INJs14n/8G7A/oP2vf4gwuN2AN3IoTHj3IF7IL7JfO31Rb+lM2jkvUQT7HKoVGsS/6V7nw/COyCXk8PZAoK9PKpwGoG2RPn+RurRDnYzY3wc3eequlh8xAL9+lpN+9Y4wrPRQp5SQfvkVfGxlr9S7d+DdTvpdUyP+5S+iJBzbXN9ElA9My/2jqcXzZFsYgLz1Ih+uttvJoSPbjeQBQPz4Xs5D+OVX8UxZfdQV6L7v13Z6clZaAeB4lH1PT0+SbgySh1Wj+z45X18yzgutVtLPdD80HY45cEH2ecd8uBB0T1TeftDqRewToYLWjubho6pCKMqBlERpTJ2cVlzXfX0cW70uq0H8twcgJXT/9Y/hnb7WT1JC+ufP8v56LW2kY8vSDe/fydkTLDI57Y+y741lK0hQAwiCnk1QRfDTDumfP0tbjMom50PosyH2d312ndRHoOwJtDLmfG83iHd3wPHQP6t7c9N+r9eTyPPpcBTZdLNG9be/9sq4Gp+sb9H+SfpUcdoj1Y1EWi08aGuxgpYqFXZynbBaWAmIjMRyRxCCPAsi0EE7dJKJkAP1YR4AQiDEXTuw0uZ9ImZh71IOHTKhw5QWWWQoCywnqCAk1hgZOCbAQK3ZRHziRQCkXBxF4A57te5XpEodA0fdR6d31IBDv+fGrO0sC2va6mK7a3uN3SxdkfT0Pw3vaqpeKAeyMG31YcIvgBwiE1Zm/dfFWQVZahPCAXLfkVn4zZNz7PpTIUvhE9C9e2ZRJXC9zgcZmIdD2iYglMK8PQNoXYg1NunBB+YxEYWK1RJceF/ynkYV8K292ySnXGYFrcgvM3AUQdPCCrP3LD9E4gk5AiD1mGg+rewpH34DGZxHEmtVxwi7JAp1lPbqGvFcxKcD6NghNXVWWqhLuX6YNBos9V4VJhqc2Mmg3KYWKpdSAHW9QiLltH6J/G9mAKsITrbHQhQaJlM2AUoEqgIYvdIS95DJSfsf1xHdRiyGQRUrO0hDvOR6yihTVjKoZaANfcas/azPkI4/y3OuW1XUrA1V+ZZxo0Ya2x9lTZg9S33f5ygKWqqlnWzxslDBVItSYYtlPCaE5zYrGwCQ6ggKGv5XFR6minIYIVkottW7OavrgK4OoASELokRVMs16L8UxIuleU+RxHAVqX+HgXCUBYfXlbY7ND8MJELoGGwH8dk3CAAFhEB6WJMqlFBvMQEpknrce4U7K8+mHKqXNtUEgFAlc1tK/+RKlM5ADFrFq05rc3r6eas/qZEYua9TtHWnXyepYxAnMVxxQDADStuh/fxVhIj1T7Ju2LoTdK7XQRHMMxQD0rbR6BZJP3Y8GMNygFLMyzy1SRSylHrj1eGYN8pzexQjl3rZ5CVVqGyNK/efmqEOkMiSlGTbQNvlK3UshJIBUFcoWax7TzvIFoPtSgxKx1aMZV0ngrYa6k7yYuug7QXvkihxHemhS8W6V+tpr10CnjuN+lAre6n4ALALxmm7lm/XlQicc56JwuvBdQWs5eRWs9RzXSE1FQLLxfdkhxcwT58cN/KYkXkyazEu834v6W5FGaLPaZhO+X6g6at7LKQOEGWL5aRgsFzdwIkRq2oQ/kwWHg8MFULqvRU5FJ1CvluVADl5+X4j7fJPvbevepCDcfZ7pONBw+P09GXaF9EkchIv15Uo/m3X3/eoh5xloz/QP2v/ruus1KOS+uR/pKEi0tTD0Lj1WvKbGLQ/iKFbQxu5bSXks96KcrZayfds72MnkQzg1J/GWkWJVqiiyDXW74D+3IRW7vDiw0Guh4EojnLa58S1FOq5LPONUFwZpfME7fdgpqzsWH0QM7DXttmuYSdLD+olRtCqAT/vkPQ6LKqqoYezrqUvNTV4XYs8eJDw+qSKatis8773vC1Dr8/ppo7iN6+sXR1UVUAbgWMA7w8SIhwjSMN9cxnNkFSJp5VTJ3NajP2JseOrqVInR/NvdLxDjVZEfRTa/gA+HvswyGJM5APNFnDFISHIXiwmILRiCRQlhcA1ob2jHOIDqLWcRSgIbUKKQRck+VsiQndX59AmACL4JQY3hQCkwosJGWmtYSAx9EIc1Cp8HLm6I+VvETOoSggqQCPopk3b32OOK7NCRlk4mSoE87Co1TwEAqcAqsJAgSqty7bwZqFyWxcKLvpvEgEo7isrLPbUmuXfTOBFWJvGKolSU7YV5TDQZBadraavQh+v6jzwOVvUExJFYKsnMqrXSoQERlLljO0AisjoYt1b+VUJJFZlKQTwupJwHf0OQ5Q4Ykt/KNiLVVOfI2SFst/MSlmIsf2HQfvVINyHNEwoiuVfpGBTzKkXJsyjZ/XAAFpRTNI6InT2Te1L9m0COK7Uuq0V3wFkGpQqJ516jMWoIEpXtykmSOr7myl1IRDAEamyUEwWAb30fuyl7tJqqLCm2BsyQJSVcgB9eqwbc+3av/w8ei/iqhhYkEg9KjxjAERoLOob6gVPhcclhzaqkaVbiwc2qGcxbaqBB0tCS02ZEINPuyo8otA5R5s6HHVeCAQOMSvaNlZMIcn9JlDeR2uhfdae1o9zewP5SoKyfiUcsKyLAFSFIpq9nVIn3aZCt66QmoCukTkidSF7scjCn5k1XfTzGqOvb+1LqQ6lXUMMYkXsGUcpWzn3kCldQfq6RYOC1OtJUAVN3gmdjvsk4z7VARwZHCfmMGcRXdOPSyYgHhihpd6jlhihlcoNttZVhFTFbBzlJoCOEuYYNxIx0X7cSF88pr6dYeuCfDMkCbtKdQRI11ToHLnuxQCLVrCIFq4C0sMm5xuAKCCbFejTB5HH1dMtAncx3wHgTTMMGQfyGpmaSryB+6O8q0JYWtVIGz39da9KgQlS69UgeoVjBPQUVTocRejbrgpDKWT9TBAhPUa5Y+5pJ+vTqgZF1utFCPTuQdZGNVzy3Qa0kYmyt02L94M+f833RgIAYkTa1OJl3oqlPm+j2Onl0Br2xat6oLhyFcWyzgx62iEejvm6Dnr3gGqz0atwZB9+Fh4tLNIO7LKwspSkTDGC7OROUxzMmm9Xm9zfSZSLeljRdqg2G3Db9emuV+LJ0X2NmbpG/FfZXy33++nZAW0rAqyexoxuq22sZd7pfteUQLv+/rSw3QL/8lM2olIIoPfvEA/H/m7Kj+9RffqQFe3svbO+aIqfGvzlypQawEb7QgIOrezdB0AP9/nOSkrF4TvMWXEI7x8Gp5za1Sx92wfQ/ijfVkUWqrDFpgHv9nJf32YlHqIuqQF7LUpR24ILT3am7UTJZAbdbwc/EWsoJRGi7tmkWhQUOfm8uE7I+t2M95TqGvxOPKzx/m74THF4G2wfdy1jN7x7EK+Z1UclUQDh4R5B8217DKOd0Lpq5CyCWiKROJKM4Sqigval8ZU8enAc7reo/uPf+7Fg2JgoFR8NZ6bNBuH9uz4tyB5QAHIGQ+nd1X2Y1DSg9w+SNCfxVCr5ug4LhyydLo0ckBgSixIaolzds93IOOx0XJ65FqTkCgXNlC6oMEMQCYuAKFNXZ3svyCz99g6BWhVIOu6F5AC0a1l8LP2g4TXdKkiIVuIs7MWddJpupQKdtZ8qBdRxYfFW638wxUrTL8LYSsE0l5MKj5wuJKGwOJpLIJEpE73QlCpCaHkQMgJND+gn+DI2OJ+Kqdb+YIK85Td/s2iMHM+saVjebGG28gaIZSaq9yqxhJR1KR9kYEI1HZJEmFYhe1PiE2mIZJvD/PLeQhN4awy8COHYiYW9CrJHSEPR+vpA3iMzCF2LlL2dckgMZ2UIug/IPAQANN2AcKSshNGxP62Mg4YMVYQQkijuRODAg/5g+ckCrwpKqZH25IT+cIXEKsiKgJwaeT50ImgHJHAnfYtUOTBBPh6SKiwk1tgJRd48z52OJ65EmQhHlj0I2p9yOzKjrWWchE4NG1VQb7cJaiSGDG1b1vwjqvJiCuDRrMHSrqkJWWmhjrP4LwfnSHuY0FQaSix9jgSKDA5aP3o0c7dSBUr7emoi0MS8l5XahOq5y0YcDoRurR5hVRioQ/ZAmKJn84cpqKZsWX9NAeAQs7eeddIfbijUKmaWMpYKjgmVdTEPAHJYiRmdTJnjPi2QhJZK+UjbRsvSEYKexklRDRPV0Ogk30b+ttWLzQkWmZAqaP9Gr4QW+TQlIP+t65UxrnQMxP537ijPp9ljFwlcuXb2UqSNtI+KQ0wUNDUuhY6AvSgT8SD9uluJkSLP7S0hBJLQ1fer3K/Asq1bDJSFt7QO0pWLKBQxQok3Kd01g+iBuOtQaXQF6/7V7q6BhdWDgVBHINVITSVGrENC/E2E3Wzt38vWhbQW40Q4JonaSJwPA0IVwKyGjg5AI+HZaV2j3YhxrDwcCQA4iPej+rwDPR8ADbkOnQjp3NRIaw1TVsNO3LU5DF4iVjpgvxeB/16O35a9WwHpfo3ubpUP4OE6orOQ7qOFGAcNq94BhYLGMchBRgDCUeqMN2rsTAwcqfc01tVwL2HQa0W6JKGanERZXDdIdxtd49TTEIoQ/b2uzcdWhD/1vNBOD/8iEiWpS8BvX4aCd1VJyKvulzfDJXUJMQbZCqKhsakRQ1rYHUHPB1F0Ogl7tfzZ1gPaNFJ3TTVY+0vZov6FJPR2d9C864EUqwbHj1vpZ9pPwt0WaPorh/h+i+6uAR2ThNkXW2BOomdC6LdRRAKOHehRrrTIh6mQGhby3jrzXmsZE0v4YknpMS6eJQ5I61WWfaDRHXI43QZp20gk1dcniTKyrTdfRpN+me6xlXZVQ4FdsUMsStfg1EigP4OBKB/2Zds+4i9f5GqaMVWF9G4DrgKCXo1jbcO275UIvG1ymDVDPJW0asD3W6R1Ndw3H0kOPvosh23wqsmHu+XtKSnJ1h6NAAh2sJlhSp4dDLhVz7mNhYK8vI3GQvZCdixGHCKkrbRR/PtvojDZuyFImOlqhXS/FafO/jAM3bWQ6HwCZGGotm1XWIFSjZDEi0rvHtD99AB6PoL+859YeqLjcgXNto5pXlKExGUXwkiOlOCpdwnMJHsaTBhgyARdPJsQgIpPrfo1ACpC2ADY/h3m3mJNReco9+/Yf6dIIAuzGo8Je848AkEEoa7wGlg5zSPSW/vVUweIS9zeR29NNAE8HJIoNKbwaDkQeuE8C2VN6A/qyBVqGcHJ301g46BK5Ip6rxaR3GOXQi/kQf4eGtG17YAX+XYEUsiLc7eudNHr66r0IlBgdLEahjxaG5ZKUFDFZ13l9gKkP8nM3IdmGV0Ig0gcUQLk76bIh0MYfE8EDxHM0YTeQ4K+bbLDS+uDOsgEo8oRtcDAO2GKQyzq/6D6ox4Zm0N5rX8GOcGNahH8TSArw84sDFMO1dFvqRKcavTHV7MI291Wx4IK9NKvNY0KIlzps3nfl+YFrRTEFMjQMjgMB22uj8RApc+ZUSSUfapX/FDUZaoIVAFcRaSOEU0JrU3Jjzl/AHrLfxWyJ97aLyv1leRbFLTeU2BtDtKT8siMNfpu1H5qdgyba2fGURpsZrb8FXWTFSFICGkaP1t4vEx5HI9VknbqKurLlMdu+Q7ZOTNF2+hclyDKXhJlr3zPtvKasCIRD5yVA9Tybp4DC6EmVQAiEDqAWsr1B2AwBp3r6D2UZsig3oDRkZyeV0l/6uyQGhoq42LwiUW7IRsEZP0JgO49TWqsCWYwCqqw6dzYRy/0c1BaAS3UA2AecfPsm/FQQ7zz3agVoXtQL5NFwmg0Sbeu1HMfgVVE6BLCXr1T+RTXO1Cb0G1qcBPE4BMk+oPLec888YmQtg3IwjqD7L1F9aAh2BI5YWtIue8VK8jeLvUCtO/Wchql3tGZtuLxS6HO3nQzHNne4Txvv7sDtsXpdqsqX/siXjzKhxjRQS3uepprVl6YxciUEmilewwPEp7Gel0Rr6J4G7sEUgUwr7H6joRqpnzvI20a0MMWSaNYYEa2lHovCNDLlodWld0IpiBKuN1lqQqpRcZwU4my/biTZ1S5sxNl5RkMDkXKl6rr/3abWvaXaxQMxYC4Wcv9oYWhGebBZc7KaNI7PwGAWQ900L2M3FS9fAhoCKz2ZROgH+5A2zWiCt3pft2f1JzDC0PhMS2M7kS6RuuhJna4mT7DUbyjZZROul9J29rJ0VUA1uIxEgU2Aj99UKWngFSGC1AlWb3Tur0m73EsvNOW33z1htWHRrvx3UYPKOnyuQS279S2DHV34qUOTSUHSdVRoltsPDL6+495DTAjbWqkOsrfzRhi9aXeTdY6yApaQ7olw2QUDT1m5OitPrqN+vlF21JOFA59yPTjTu6ctbtYta1MWSaL8rJ6s/qwq53McG5K6VpOSw96VzEdjuLt3GzEubBZ9f3Grs8BpF/YfvpaToy18xVCirKX8tydkwVX7UEr6ffCiJRmihoxems8UAiPhcDA/ULf2YSeBTR5KR9CAhJrPwV0G/lGOMqzFrJlwmEpiCYN0QoHHghXqaF+b0eR57KM2Vpe7G2z58cCZZ64QrnQIVuxKTHis7xknoA6sVjei3ArE86z50zLCFOkyuofK8KFEJkPNQBk4WwCwpFRPZkHIxZt1yfZBTupqFc2zdPFuh+i3VToVuol7ETQSDWBOgKQQFyEVqkgGA6MuE+6r6dfbFH1Qiu1ZkWE3BtGdOqpsAFqSgb1wosJq2EVBkK7KVHWNsRluw3rLll+TBAyT0zF4OMwnT59yUuFBEp9f+HYhzOFTtJMtSoZ3LcTtdZO+r8mTKMQxiJkkm5ESZb0xKskEyX3whchvyPp9fVWkirdPxo1hKpWJc36L5AnMUqU661UFCghH0xhSlGul6yYah9oewE/1dJHOlW+bN6odgn1U5Lf64AUgXYt6cYD5xMWOUjbWSiYjD2gXdFAEbI+GjrbKwuMlaSyD+Q5hIo+VhA6ykKA1CFyX5f64JyehbmmCr0Bg6UeBvVs7UV9PVCytiGk2NelfcP6neSfs5Jm285yu5flgqQdmLS9izJaf2TuvWy2R68jMSrQMI/Oy+jUAG5rSAoAN0A8EOKBkdSoAvRtHkpjRKJBfzADSthzDrtFXRhLdI6Uu/Oq3pgS9NAvAuKe8zgWT2wENqOIB9vLZmuS/aTbD7o6IG3t0KV+PZRyIM+JHCQaoNJ1xuaNdhtPwoZJt3WnTcjzJRJQ7cQL197VfcRKJ3s3U917zhF0LQJAjZwMlw1SmwrhvkGqA1rdH17d1YN5dECg3kRXKAPHj5tCyQTCoUPYyz7X7l4UvXYTNeJBQh/TtpHDjdYR3Vr2GlsUQJYxNJIk7MWLl9Y12ruqjyBoGfFZ7xZV74kpR2lVZc+hzWGmWAc9uKq9l7qrnjuEXScHtT3tATRI1Ur2W6/kmpf2oUHXBNRfW4TdEd1G8lI9dah0a0p7V0tfelSv6arSCAyZ40KbAD2PwCJkum2FDkA46F6s+xXo+NAf1AaR57gC0n0DEFB9PYIOrXhZm9BHwDFg19F02yqvPQAQn4u2A8AxZu9jeFhLv7MDpaqAUChXEoWjxl/dUpD3bn49IOyPSNsmG0vtwDkeycqp0QvlD+JFhh34pp5QjoTjOzGKxH3qDyjrRBntNlVeK4glHSmLer2PEp2T++G+Rfj8DMSAbivXTMXnI9Ay2ndrcBMQn1qExz24qdDdNeogQDYuy171GqFQJMxgTMzgI4E4Zo8x29aCA4n+pG3CIQCbJiumef+rGnZS7CPrZHxWIAbiU5v384PEE2dhoVxHUOgQj1KP7fsVQEDzpId5vBMPKxLL1qpaFbSOh8osa31E8wBTPw6L9uzuxWs4aPN1lbcFldsa+qt19GRo9aCndSMGWyJR0MZ76Ga4QkGzVur/JgcVFEc3a8ja6QyHbG2f+juYTy64LBUnsEw2JuCHShcks+yaYEUA9EhpCftQIU6VCfmHCcJDxStvqKci/6WAg6ESKkqpWD5l4GLQwMm8CNw3ngljoe3zmEOR9LMmfHHs89XXR+9tGuZNyJZYVWBSRehqQqgAUMx5AFTALfKdBczyOyv9tyqh3Zr6fUypV2LAjGiHbmQvZF+e1JR5Hgq/xBAhkIF0DKC1eK/a9dCLkZXOQjixOjPFKnSFcmFejiIvfbv1An4pSPTtoO9GMRSEqn9mKPyagB6QIuc+NOir7bCv9or+qefF8kCN7XOyb5qAjnzycR/eS/3YmlA0yvTlRVMQRfDKh1bU4/otlIJxfi3btq+sLr5hxoqsREP6H0Rw7BqtnxrZiy4CXchjOemBLN2qLwdl4VQVtPIEaCJ0DQqhFAhHQrBTdEeGDC7KNqy7op+at03/ZIpxr9D3gqs9SEWeAPReVlWgQidKWplvm1d7BY1GnrSiniwsUfe7UTeak8pvh/G/dcyqglaWURSzfi9UVjp1T+VwjMF5IVlhCENFJ0WAooR1jw0qqax34uH8Gsr9a8PxXhqvgkUB6HzMsRfuqEZ/uX0xhgcUfd680vJ3ORwsh+gDYAzzX667gPTlblXkRaOEZGqmYR5tDrEDmhjoUgBFCUGX98UDlUOkLd4YffqgkAVAKSdreXpjVqfGvcFhTFTkmwKorbK8It7GmOtRyqrp65YCM3QiQJQC6g8vMsOYOOulknKUjgriHHTvfhNyhITsf5eFOyvCAflwLgv9t1BuMMDdUGm2UOuk2046iPLIWh6pj5j/V9os5vS5InSrgLCVPWepImnEbS0Kmm4PyHvBKz1AzvpDoTxn42olxqBy20XeRqF9KDVRttetohieta7lRylveQIuAFC5vUIVrG6leYl1bjeQOLhS6BUHDsh7qPP7Nm5SLd7oRk7dHRivCtlnPJ4DkD1fHDUvZX1EksPXdKuMnChMvTzDAK9s4ta2Qhbv+vKoN9CUdeoYgTo522HVP2zGgkG0mRmaOwKr0X3glWTScvTKjPV3DYDSqjBLscljw3Yt5RSyCLSagASJhrK8EIEqkv1qdvqzzTd2MjLUU1lX6DZ1HyHQmKytXmCL2gqUlcScn9x2NqCR5yMkBrUV7AoUrgNsC4X1VwD57t0cibfSA/LWlYzhinJo8xKuOGZ/KLBJQyEvDpYrYhG+xkJDDsnJe3PkmdBiMHkY+TtaYSbUWdiP1IZ+WxuauBcixToslkkTRpkK61wZtpP6fRyld0kEFOtEOpF05eLaN2pXy2QfD2LxT7EPYTHvjOWtXUeEltGtRAgVKxpGQtOwPuKBEY7qnalNgUAWnMBAPMr/9gqa1Bklyt4aGz3VTurhuCHxinXi0Qmt/MYROG4l39UzFx4ia1CoB0YqYOCRImRlTyZkgFopgwnegJa5yG/ZV2zhzN7N4VaE/NtASbW6wHCBzpNnFlgYca8eTxN2NfTQvB45T3yqmJQhcrmflNZt6vMVjpau1V2RYc1vrrtg/bioh2DjRv/PFLTsJaPhu+rZsr1Flk6uS1UCwPpOnk3ptL6LsRZa9Ps7rS5DyP2sr3sMyg9Y/zbhABrCijJyVOqwHdaNpTvYPwUrowlzmqWxQnUUodbmDvNcWptLZk7boqynnAeM8mBCYxi+m+eeMtmij0ob0qAsg36ela3Ciq91JZEJyHXYt1vRrgzkvXOjPgr1tIlS3qc9IEcHDNPtwznF2+NetJeRVvYftu7o3EB6pQETLAQ6tOjnRpAeKIJeUAum8BFCY8YmZAt3GVobWkZU4TfVhcINFY6YBm08mMut/5gRterfpWRCde8h6zQ60g4Rs0OfyrX/8E4VEu1HXTN8plPDJXWyZoi3jbKBRwxekud4YMRDr/DY94DC4KpRiOVev3DsjXCyF149I0fuDRmFUBo6LhRATb/uja/9/DG81sL+cfjQ9J5ASDRNu9JwLiu/zq9dI0Jf3EfZf6weSJlX9SRk9XLmUMcwLE8frcQ5iqM0BMraEvOhReBm2FffiVesXff7Z7tj0ENrCNQEpFXvJeMA8H3MfcjkA1MWxrKira/UaXk6DXkv+q4Zds1zK3d3Vuia0Bt9x2gapHeftlE8wtb2In+EUfvIe7ZPPNUB3aqPHAE0YqVo124TT96nQpEr686E8aoixNj1EUpFGXO9q5wQjjySNa39e6NePEo5ed2H10n9RdD7GmakBzQApw043ldo1wFhG0APdW/8KPJt6wMlAhKh20Qct7LP3Qz7ZP3Gil84IUIrBoXUUM5zn7e+ODkSK/bRcF1tW2aqPF+UHvgs6ycgX5GUv70dyPalXGmyf6dbXXr5TsuqZUtVrxTmfm1h4FVAOFSFUtenP+7XNo93mwikJp8NwJHk7sM396DZITmFgNEv/Jwnci4yawLHoBC2GKiCJsLTUPCXtCmHOZg1qKtpMLCysjUSiDIqeFqDSMMW6WYhhk4ETWKIVUItMyY4cylEoi9bqm3BZJQKpZSVcqeSPPWKStdQto4ChZU1jRvQrFFQr1fp8dM2CEV+9XerZ4oYeuBYBNjUmDeD5JjnKA0m+6YIpmxRN/R6AH3nBSAnYaEYjNE8RyQKWuQsXFi6bJZkE+iLwYSyPxD6/jFo29N2GDwS+3bLfyMb0FrfOawVxaIyHMDjvZUnwm/s+5T1lXHGBgJ9mV/rZ5go42Ay0r5bPDsMZZL/NeWl7N8nCloxLsde2NIgMahTwsDLbWMyK9NFecZtUaaVKuT+ORi3IpMMy17stcr5B5DvUZ2qb/sOht8ZlLncg1YoXVMKWq7D0bO5j4zqLtcN+vkw10MhoOQfwrCMJ/3aylD8XcJlR98dt2s29BTvMibrfuw5McVBp6pc1hOPpHMVpUKfFfekf4BEn5DO4cnW02LdsndtDrO+ma22ZqQAjcZ3Pz8NQmr1aZHpqFfQ9Mf8jOaRi/6vr6qBtPD2Zu8F5/WedLyal29g9NAEewUNWTkK4Cxs2TupXM8L4ycHUsGSstE2G5mKcU2JZK+1zZt5a4LNE/J+3qtJxXcbLY95DSycn9BPXhOClxitKRt8gd57J84FLb/mKRt0OxrksTREI9p4L9reni3XhsLrP4z+sAakQZlyr7A9w2ZYrCkr4kkjaGxTr33L6sMU8+zB5MLTnw8403yTdFSK/byTFbSKYCcwEXNue/MADuq7qH9i9UyW5WJdF6siGqxccFgmxxC4OMyp7KMjIkDjpmaTJfprS0qjbOoA6tSzWhV9VhVpOVkYuc4GxuWi3bLMkvTVQhHOY8mM9IWHmHVrQVYCyzFUtI0pJGLwEA8eRxkDuS5jX17LG1B817a0ZHlrYo0jXce1T/V7+0W5s/YqDUBjB0r57dRQ7jtjmdLam6Mu+yOZJZDMo2yOldLDpzKu/D30XsBSRjQFTR1BodX5XHWQrGQy6TkQ4w41zWIF7XjfF0jCa0rBiU4EhN4aPEpIJ9eBAD76vRSIB0LYSKCk8h9jCmGjJOc7L3TA2HMxK/yXnaL4rRRW2wkFcJzN0BGQNf3ib+it5bYgZ8G7VQEpovcAjDIysOAX5esnGspl6zby39kaj37Cz4KmWunF7Q50615Rz2RBgPo0ikrrBxTl8Jg+XLaYaEolqlxgMG5znLbP8JMnE1r+u/1vknaaS+NEeC368yCdkpnf+gM/RvmYKsf4W2W/mynzOIToLHP1Vv59VO9ZoDBPNxVlKetX54SBpbYoTznmTuoBE8+UZSoVpzLb4wm4pOmfHyioczBOJ9xxXygp5gzq+jlgLu1x3c/lbVD28tuMfJqvGJLKAdMLpbPfHv82VTYTzLt+nijbistQcedqzLtkTWdrESX018xoe+UQdNurWDMsnLk0wk0xbteUeqNYbx3Xb9k6U6xFtp6bF+/Eqz7olzTo2/Zsqx4vC0fO0QXAyXgu5wlL3ATxdqWCkhlVRsaarplae4bploJhv8bbwBuOua4p5Blbx3UN7VbDsp7MZ8W6XR6URcyIGmLc1aEXXKmQExgIavzNETCxONylMIzaM1T2ExNKQ5+uRcucrEGaTuj6ENnQcW/07ZthsH6XSn9ez4FJQygw7ZU1mS0fpKShhKGDehCp/3aQj8k2gV6eEOG/Dxnv5R1Cf+XLME95z7SlO6qPUpYcGjT7tsp/0/wPzjaIlCPHgq4HVi+2VqSKUFUWVdX321KJsbaxyKQBo/5m3uRh+aWuq/3QY941evhQI32JOkI8iseoWwFIQDxKG9t2ga6Jg+t9EIEORd1ZvRaG/1wvuS8WZRhtm7AInHKtyQplLQd2ZANKMQ5tbMaj9RPLC52s43079uNZ0h8aYOZklDL/qQowI75dt9N/o+/85q3r66eYizr0XusFXO1Bs9Pe5B4w/XhRAZKrvtCS+WFaZwWricn7RAi1yjujSM192yw1AyWmWLTKPAy+pRP94ALw0eR+Yqmf8YhY5ykn0YFVr8hLblhCDscb7H0pmRC0zfpehmgRA5129hxqZu1Iw/Qs7I9IvYTjHmPfNOvtWCAs2soOihlbL0qlGegHY/l+rrMpZaVYOKx8ue7Kuih/H+8XKss97puj/rxIGbJXwnCAnqQ19Z3xt2baBkBf7xN5OquQjNOx9GmUVpmGCVqxeI76Q2lC7rxFnjQTPG6cQR5yAifv2R9Kb1TfrjwyrNCg8U+6iTbEOeWIAw8F13FeyjwQeu8C9XPjmNLS3ScwKoeVMZhgh9N5NAvTPOoLfDpepoTgk4xN/5tJlIHcdkX7sinhzvWU46L4G+v8PvBamkCqc2YA6TzeR42MtwUMvmMCCkMSzmtd3+mzx06Fjiy4Qr5jc3keXrHvlzmUUl/I615hRGAiBGJZ2wpFJK9tozrI/yzSyd8rBMJcLsZQcCsE5oGQVQh2s123+D4D/Qmw5hkETuWDkTBnZaNR++VrNdSr0tXFuFRhnbjIvpY1sYz5QfSFvRdtXSkMwqXhzP7NyIchj6MJknprzbN5MrdjVG9lHTGyxy8bokfyX6mgje3xtp/WIioSQU9xLsoKqxcaKAEWySP7M4t3qC9jGb5vfSOMIkBKw3Seom3cFGWfVNA6GsiCqTLlHv0+cVvP1KuSKs6HS43lqIEMOvpmrtPxEhLKCu3fIRJvnYVDSrlkbba90wFAYvndthvlto5l3qn/ray7YiyXIfnjPfHlOyieORm7I5lZljoajn9CL/91QEpF2wP9Kc1FO5p+QixzoHkBy/tGB3J7Ud/jMdAFC68uyn8ilNg7pGUdthGRGRtm5u4RyxW0FfeDlICUirhiHQB9GMZoGuSi0foSDMpVFnTcGcbPlpykO0z+9AMT6ZtQNClIjT50sh9pzqJcCK5jIcnuopkS/mblWO6t5HOCYPnyQDkBhpMOCmEvjITcUXJU7JfoGrHkXmKqTcwrmOu7mAhRY6LNL36meGGcgalMFY8z8v7VWWWsTHdKsCpfOe3u/W/nXNkz6Z3TZeaePUmTT/vduI4Hk9J48h/9Oxx1Y3CUPSNT3+zsLq/xwgLg/KZY65TTfx408ER5eeo5nntn3FijvFp6OqHnd8fGJ8prikpSwHisDQxJPFPGcUZo8K9B1vLmchr+/Rwn08i5h4t+wqMnGRDFkOlCIs4c3VrXGVsnc+gyToTCPgwrPwqz9I/3Ol4c5xbVQcjRFyYgZ2icxun1DqedbdRZJ+YcrnphLHt0RsrXlGF18L1SWEoT3xmPu3EW85rXr00DhQ+9ADje71qmMTcfT61XZVtQUgN3Ei8cFwLxqbB7KhhOKbc5T6PrOfL3iwiek6ifcfGm1i9La+QB6B8aeorsO2T5LduWUXjQ+vetHFzW+1husWdN4C3KSgmg0VrUn6KN/IzVW39Frip7JtCHPg+lF2WQ1/E6ObFupJGhf2xIb1GEAqvSluugfDf1aU5RynZTygWxbF0py5jK+3UJ2duX94OjiI7SdFNpSJiTFwZj39YnPUCvcIQAKEId9Tk9qfhk36ulq/VStmNZxpM98aMDWQZ7AjH0ePXhl/ps6vOVjSCW35EhKmko5olSN/i4/m8a1kvogO4wP5eMWa6g5Y3l3A8o04QZEpNqLuQT4ZyzB6CcfAaNx6NnxwWdSFf+OP/3/oH+23IB5yjNIg/nXY+9VTHnbTxIijIOrJiDb/LQI0KnZThZIxIPLGTD9PQZ5uk8FAnmrI+enS11YDluOwFccT/pnFkUufzd/sbFwCxDKjX/c8rPrPI1t6hPfPsqzpWrWHDKx9meL/uq/UcYPj81sZ98Z/yPM+WZbbcL6fL4P+YWA/vfyHKqU+i9NYOqKP4xmaczZcivjut+/M5cGuPF/Jp3p/oOjf6tC9kgnzZnTKU/8S0iTI6L0wcnsjieR4o5Z9azemlxP8eZKTArac7V9HuvZO4lO62uUNIYyELulPdzHA5u6y+A0ygGIAshFmaY8zAlCA+TLT468UPZ70aC08lzwMCjc7Khvkj7JMzIxpmtcaYEFHmYMgaW7+S/Z28R+rBCFQwtfHNs8T7J2/jvwFCGGOW7v/dSvGipVsF3pCz2lv7BJ6V9zWKfijxYVtRDN/BGoLfyE+PU2l/me1SeE+XijILWX2NT5gWnCloReTSr5M7IfMOHNNNZ4EfeFz1QvE2wp6KeizExOJmWirbXvfblvubshBgbFUrK/sp93Q32qifI/jcGyv2j2UNUKtM2tsbjayR3TvXZPDZsj579jx2VSqMyFO03lgl6L21fttkouQTZX5UNHf2WllzGXKeU088K2oRMCCAfDDjemkSMPix83GeLdh5Qji3zElqeVJ8xg8rAiKMCstVtObZODLeW/sDj37cFd9ZJsIjlF1XnI1BVyOb+tKhs/bEQiXLAT0ympWAxsIxh+OwsReeYK+eJAFr+s+xc40ln/PvMp8fJzy5owFnnwYlwOgOHM9myCeuCcFa+PClYjp7J/6wYSJQPKJnORPG3mTTHYVhjJXUyzSnhYPz7uGKKd8Z9cbyon/N+Dd6z30YuoovjbLKD9Hk8yV/xHZ7KzPjhc5+eM6mjGJeYLvP4O8wE1hCNvLiMn+PTsMLZ/I7rcCKPJ+8s6Nezg2TJu1OUfal8pVy0ZgTCQTITxbv0vfLfeV7Uv120aM5NVOW7M5yEKdurdtXAwvh5Z0g+VdXWTDtcKytoxZU1adQtrY+NQuyz4FAKxGW/gPyebN4zwbU4ofiEqTE0MT8vtQKP1/5L60T5zSzcqfBP4xDbM2NpUnEb5XnsNTgb8VCmM/7GeM0p6tDqOXRyyuW4DU+mu4m5a6zcDuYeHqVZvjOR3jlj8qU2PRHWS0F2Jjzv7DxVPDMWjMecRhX1ebC8lTJG2Z5jowYw/ex4TEx5/AbpjOuw/HksBx+RlbMcLlx8f6oNxsaZQb5nmKrvbAAaGUUueqDHaU/kISuxxTqYlZeyjEV/HCjyRbpj2TwbMF7YNuX38rxIp/VfGmvyM6PxM3AozBjQxuR8W6h6B/TW2sssV9AqLgYCD60SDFHY9MLLgQI1NdmMFxVAGnNu4j03IV8SxBi5BqWiFtZMXuiGCS4WQAcvjUI8SevJPJB04X1L5pz2MPPdk+emhN+JxTc/x9qZg56oFcvZY8H37O/n8lkOyvGzc+1dlmOiWk68mDl9DBY8jKpl6run8uh8WU70kKnHJybyE4WJhh+etGLOZmL04cEEzOfLPZE/AHJAhJ1wqX3gdIIa5nfw20k7nuvvM+1/ruzFJH0iCBZ/n+JsqEL57kn8EWDu50tj+GTszj17rrz2SpA52OaPRcYsm1/Nwlymd5JZTKdLsu946eLiDEnVaNwUB0pJH+wvCx9vFxhczzAlAGNmbePhnss8djs6navK9Wn0bvlM/jn/v4KJcXbiFTrJ48zfbJ4m7vdT6QFbA2V09P1clonMlx4RJpwc7HNyutrEGCyFSUtjvGyVbZH33FTF/hUq3p8xoOVxGCQ9ShMnaY4F17HQnxMrilTMG7NtXgrMZT0X7/ReK/nRDjobz5Xl/Fr2vzzHELL3arD/PGfY6mZCKC/SKI0UA8F/1A2GhtCiXBP9cC6cuKQ0IpzDnst9oCjb+GThgeI953meUD4HylGR/nDtGGWsCGcdvFO+p9+x8TEO3zwxbEzVU+GpLNutfPxkebX1quzno/zOemWLvptPULV0Kwz6ix3aN+jnJx65YfqpzH/pASy+Q8W6yxHgdvj7JZYraCaYW4YGcZnSu0866FQmtMLG1n0O5xeD8m+D5C4VtBBK2b4/7rRTeSzfHaQ1emYR4x0d+n4YhTouSGeQj4vvza18C7+lHSnZxs/IJxaYYXI88Tf9w6V6z7/xMkG8UD5OFseBkFusXoXgedZLtcStdil7E8mMk+qVrol8jF6ebbWprNmCOtW3rInGq+y5TOsEydxb/wZpjQXD0pM25wVb0g1PFISJv43TyvPTgvTs9XLCHAt9Y8FHf2QTnBlFNMB8oYb980LhaeK/p8poWv257mm/mUFirg5L5voOyYmAiz0nzgBWBU2WFT3pyxbwYuM8oVhfARUgeOAt0CTk57HAORCq+rWnFG4kVPVijs96fpcaQS5avucYKBDyPylM5LscI2X9lPKIruVjS/qJsntpz/B4rhjncyJPxCzhU8kOuOBiDI8/0v828EgFICvw4zJP5HPSMGb/nYq9widrOQ8F2ZHgWZ6QN05jsAeZNEEu+kmhxFAcZbzCyZ6lE6aWpnE5RvU6aXwr2+/SXHiuvkd1e1lMoFwHJ3v5T/oqBnU2ULrOPJu/NFYsizMHxuNlvB9ztm9xkY61n4lhjHlBLMv4yMrQSbuN16bRGMWoD40VoUmKd/sDfkb1YPLjKHx4oAgWdXxiDLH+Vh5IU9aLns1hDg4iurgntGSxgoaRglZWzokwtGgBt8HbJ8jFTwPNeiQA9UeuyjtLjttf9Pt4UjvXAWYE34vPTX3/2mfOLVCXvj9eXObeKdo2qADBEQNP6mxex+lO1es4L1MLyrn0R8+Wfy4FYOkbpWDUv8dUjCge9qthfk/7XfnvQfaK33j0txJi6gX7MOpo4zaao+wXFxcHjCqJp38Yt5G2TbIFugJggqZV3XixNeV+PLli9Lfym0v67hLN4Fy/nmJK6jynsI4ePxGk5z4zztClfE6ltXTsnnuWcLmMM/OpDSWPcHwZXI/GXFKPZBptF5iSccq9DAsYeLnKVye9bOOHptMbG2JKr14fLmZ/oOG7dPpbaV0+ydJcVsYexUIwPqm3UFTCKMFZryMPo13OyJsTShmfzmXZC8lipa+L/fwzZSuFxiz0ErKSN6UMDPI0VmLt+WIuGAz5ufYvo1OsDsu/pYl/j9+z7+kBYSf9b6JtxpybnsZT2ZKXhwaNmcbOgj31z86lPedeG829+XCQWOwFnepLM3k6ycvI6zmbRzMG6ViT+2fnD6rLTIwFSrKS5T1ztrZbHx+s+ZpuebriuIhlBainXJTRBWWaEDvk9+nvlQ9drMOJvj9Q9mmU//EYsMfsEB9Cvg/4rL4yYrmCFkYZGQwsLhqpfOgCpIKLCXOWbpnM+N84FXZyGlPvTKU59ffyt0EZz5Zg+HpR8Twe7FMsEUpfIpSNf3uFQEVslweyeNDGivpUXst3xx149KxscF5QV1PfWNDNJnyX09DEs6PZc7Lflfmimd/m8mXvnEz0E3k4SYCG75bvjZWi8e/27hRTiw4BiJRDXAfWs6kJfpw3GqU3LuPUv+eeWSo9lX+bK5sV4mSMTdXpmfaccvVfYsl4PvnOmXeXz/naHmfG3JwGxpAzu18xn/ypGQmnJjSTHhQCQJS28XvE6mFbWPE80US2do73jgzem09/sLRngZOHQ2qgBPRpnUaJ9MJifncir5NYOSa8QCcHTQyG+ajuef45nnqu/PaZvJ1MBXromVxboeFt1Zl2pKI+1GvWK2w8zPdMecr9McC0MDooVilgjxge6NULt8Q4lQnH/y7TGZ90m3+Y/u7gkbl1DFN96xJTdThe9/s/85kylWnOPTPoDyYmBwy96WNo+hdOE9/RufxE9Obh7/nailC8k9fvuWINI7zydU3U94vBwTb6bC5z2SdH3xl82/qAPsdAVgRPKNrs4mXPA3kMwyqdGvfjvjTx+5wHLWPGkWIMsxoyOEBCy+upCXqaxQoa1aPaUHPq0BBPEzVR/j71t5Fgdc6ya79fMqmUeZkU/LjI68Qz54S8ORhiTZ9r4Cmr9bm05+pj6p25ejqT11lL+/hRlpWUE8QCPPaWzFnjmUQJuSDY5meKhb9PayJvcwLtOWH1kiB7ZgGQf6fp/rJkkJXPjvuj/dsWgWyBPJfeqF9MeefGstxJXzgnIEynL/8/iHJWp/kxw1MNCVzcfb+gX/en6PLpM5PzyFw5p/8+J5/2J97NzTs8/fvkR0bz15wSuZSxVfvK1+WbZ94thRUKvZDgXA2t0rCP5VOQqZ8frD+M5posrvDpb+fmpYHXf05Iwul7F5l7dm6bwzVpDwS34m8lCb0B8NKzU/kZP3ft+Cm/OVaWxv9gABQ0xJH7KJQL69RYkZgUrcZ5GHWfaYa/DkK8x6cOz6S3yFZwbd8qhfZL74x/mwr7u5ap9lw61sb5nlAOKBL4qIZOk6enZJw5yiV0Ts6cY65sS8fKmb+dOCZsKR55kwbXK83025PPnJNPl/bBgSyk/zu1X3BODpyaw8p8n0t/VFbq6Coj53IFzS5QLQUhLoUmiEZ7tsEnfjy5H4gvNAqf/n1sDeY+f9MKmr5z7vc+8eWTy1hYGqd3ks9zgvLMO+VCPZnf0XvXTJJTEyPLwCKQKBIn4WxzCU/U74lgOiHYjgTt0dUW0xt5afjb3Dvjv8+lefKc9qWpdC4K9eVzU8I5cT+25r4/zkv5cPm3ue9fJRwVs1GRXzlen4HAp/sHBmW6lK49N1aoFrwDzC6Cp+ElV67SfKne9X+sPiYMRYPfZtPh0bMTj9CFEzxH6VEppC58zfJJZRmo/3uZx/wbax94qQD0Zyfw6RRu86At5OX/AdNC/JxRc8KoN7BDE58KDkvmicl1YcagMqd0XBHWM2mwO3md+rLNGQmnWBiOdj5/o2cvCblMuu+M5P5NPfjkoiGxTH8s2OZ3RuUZC7wvkV3mBNFxekvliaX5GL937p1xe8+tC9ewJDJjzhkwiBaZyAMDsOP1I/d9IKe1IH80+tb43dcoxIvFutOMnvi6dI049YwX/Wtcjpe02dT4G+f5RMmiPo9z6V16dyrfc+mP5msG5C66hSxX0Oz0HUx0Xvvn4GI4XJ64Tj4CFYRHgsNcEsX3FwlHM1z7raXfm0p3Lp0l3x0/OylInfn7fEbtxenvMyBu2johVCPLzzmW9IOFzClFRDhdoKeyckEAP0nz9IlXvDujyOkE2SuYJrzP5/Nifq71pk7VXf4b5/QStF9VCWHsTV/ktTrJ1Mz7Z/KJ+bXkzZkJW5wRfU9+6/9//9uU3GOpjNeYcp69JK+8WB6Z+Pa5LyVKMg+4gvYiYtWPm1yF5uFS4XtyPVmq5FwaR2Ol4Np2fK23dyqNl6bH1M/pl95bGnVSPn9inLiQnzPPcCIwoszvdQJVfKpUXMpLKdiW+V9SD3NC40va7zX9Z4olfeqt+szSPJQ/TcgNs/V9rk4J4AMDMQCRQc0VJ0WM8/kWZb7me9ewJLptcVpnfpteTM+nNb9gn1+sXzPvjcrPXRhvUzvLYgUtTCkBs1aoBY0yu4gAYF4mpJbHkNPp35awTBgWgWlKEC//XoaWzaY7yt/F70+VUQXouVunLE8X014yGebTOcXTQ+PN4N8JmvkHQRTRi7mhC4IsTf7nMpa8O/WDedBGz7yBPivpmCfmTFvN1t3I05MI4gEIPKn4L2qDM3kAFshAhZI25hqjxKVnyzqbfCaPvwv5nfj32Pg0lcZcuuf77wIl91J650IvAbmINvC1U6yjhNiHOFIhbEmf0P5v9q8pg1QZFTHVBpfWQJpJdyknoQZXvi+JnM/7FXkZz5vnnl38Ldb/V87p9IK6KtMjiActQYTzmEaGueV5GUfGcOrXwNlymeEv9O/kRhi/Y3mZE89e03/O5K3/wIJnpp49J3yf/f7Uy+Xvw/madd7PfzvTNoPskJxyiY6no1Au1Pul9L8JL2ngk7y9rpNcE610NiDtijF8kt5kmMuytE4j4NK38aCZ9W+c1ymL31TI2KWwnbnQtXPeiSUhZ0sVsNdyUTF7Q6bqcq5+5zx9S71rzISWxQoY64RYvcDycybta/LyqoXyBbzlYjT2hJ7zjN4S/WRF6ACEKqGqO/3b8Jnyb98iH+fG2LXjb8m8ci49vrKgl/I1V5fXl5XPPrO8nvp08rMdyeLyEsuqg2o0d47nZGZaPH7OzeeX5tXvMV7nOLdGLcHynsanpV0RiXLu+WvWyUsRLP2/gRYAEiE0HWJMV+X5XNvOrSNLZYFL9fDatWkuGuqafnBtVNSlengti4zfk/mp5ODLYg2df3Y+73P1eaJIvkHbvYRrvvsW0XJL+/1Uei+JnjuX7qX3UgjogMVr6PIQx2xRHmdiKmPjd+39eSXtnGJVDoir9mdM8Fad9lyIY/nbkgl+Kr3L+Zz6/dw7p79dUt5MYDBrT4gpLy6TX1ioNF7K7zUL0qW+MKfMzuV56plLzy6DR/1hvq1eE6771uRxHwgUCIEYIZw/8GNJWO5L8nFOGCnnh6n8XGrP4ZjF5N+H+bk+/+dYMhf0/z6f7rgMw3zMvzs9l/XPMgd0hFnPvXMemzv7el4+x7xUkbq0P3cJ13x7mXxwusbNhpHNEMLbCKGvxfIwNh6WZWQmpJTAHSHGdKKov1Uepv5uTI31H113L+V1ctNpGuO0rn1v7v1xnlLqwIxBH7hmC0vZZi/xCEkay59nXqb4XVL4l3i4LvHWBu23MkBcaodJJe2KE3kXK2iXrH/nMvZWE8FbCK7X5mWqg47TuXawX7tvbfzOpUnppZ1vbvClRGCSxeWcgnYu3ZJrLHnXfucl6bzEijPmkiK45P0l33zpGJhScK7pJynJCX4hJoSZMMdLyPdsgVlu5XzpIjxO/7TuSgHxZRbpa9rhvBA1b3C5Xsm9rn6W9ilmRggvD2X9s1PHy4L5LRhlviWv9aDZ8y+tpyVzyDXryJx8UJKYZB2NhKZpF/WDa1jqpbo0zq9Vbl5Shy9Z868xyr7WC/ca79slg7dRVQlN1Z2VGd5CCZ3jNXLSJV67Ni/53hJFduk74/eukdtfIjO2MejfL74K4JoQx3FmfoD15ZKg8lpX5uS72WKx3AJ+6fkfraDNpjUqKzNJ2HxMSKqgVSPvyZzCOpXuXP7HXFKIp8owl/+pNE++PbDknpmgL/WhSevR/HcT08neziVpXspLGuU7f+PMGL40trqQxIMW+KQPTKUx2bYvKMs1z82VIWG0h5Z4UEfj3+a+PfnOxPP23MW2xfDk5PL52fwV3xy3c8nct6feWVIWAHKaa0i45qJNp6cZWc2XCiXXCqV/ZCXvknf5VijngMTic+66gDp2uR+c4zVK6C1xTTl+ZJkvrcWza+oVdCmAmVBVHVZ1e/X735pvPY/8iLFq7TrVtxbJX2+UB0D6TOikD7y5glbNxE2f8yi9pQv9NRU5boizws/ovbnnzglh1wz2UAhbl8q4RPC7tmzjepkqJ0M8KFOLy9w7ZbkMU9ymfiuZaqu5er6GS9899/3Xcq4+rn1vKW85Ds0KXFXd7FwA9ALJXF6M1ywG58ozrq/XLgbnhIaXGBreIg9vudBdtv7LtS0A0HaMVNEfQnD8EdQXQoN/NN9LYPkzMFbQ2i6AIEp688YetNfgbb6MN1HQqgCGeNJvqQ8435ZyjBEx2i4ufnexgraq5jX+a5SXa1mSxlsJQmOuVdCWhLlZHkvNvsz30lCFpQLb3G9l/s+55lkF8y4lrOoWq5mJ5Vwe7FtW5iUK2muE0Ev9L2n9Tz0z1Z5tCoPf5vrCud9KK85SZevcd34UTdUN5oIl7XnWa1M8w8BVB1RNtW+Zl/F37em3qsWXGBouUZZo/Ib9Fkffnerlc++Wv1/qX4zCAgkghoCOXUF7KWfX0FELJVD+21t6FpL2jKnvjfMy9+xcPr8Ft+ohu4akuza7FLCuWqzi7XhPvnX7OT1JDbJN7LCpjj86O7Pzyktk0Km/vSSE9dZ57VwcU0SXpm7JnmaxgmZx03NC71Kvx0t46wkkjcSXufTHz5XPTi1oc4wXmXLhu6bBl0ym554pf1uy+NpzTdXi2EWsYodVbBe/W6YB9P2iopT/PmfBW1LPU+2zlHN9tPxOAiGq5TsraKPflzBVnm/5nrFEWV0UimcetNihjt2JshrAs3k8p8CUv71k3rgmLGWp1/iaby8JM7xGsV6q7JffXqoAj39foliXXu/QRRzj8sXFGRJpOI8A8/3PbKzXGGmW9Lc52+3U35fYeefyWfKScf0Wnp1zXo9xnpaMoUvpz0FMYlQJCXXsTtaTpfXzLQx0S9r4mnDpb8lLDZYv6Udz/WPpWjn1bh07dEyoQkIM6cX9+y28eb8nlkY8LRnvS9J5i3ydm2sOsVvcdxcraO+b3UxGUvHf5wfymylsE+nMhTF+i3C1S/lZIhSf+3383NLvLxHuLqUxlYcARlsF3NUHNKGd/WaZ1jgv5tH43jG/5575o09sxtKJ61wfiCTCRRPE+rdk3E9927lM4jCo3/LvAM7+Zkw9cyn9c2kGSjikCjGk35XF85bYVgcA1xkIrvHWj7lGCblmrbkmDy/lrebnJdsN3kpQBqbrp9W9Ry0HbKoj1nHoPbl260L57LeWaZYqud9jnj8ny53LQ1mWpW19bb+YGhNz/WMVW2yrw8X0v1e9XsrDFG+dryXjdMxL5Otzc+JbzwPl71k5owotfwMPWqNu+XMD9nspaMCEN4WGXp2Tf+PbCeSX8jImFeeenvV2XZnfaxb6yWcm8tIiiMUvARV1JwdELPGoBvCgzEu+e62XbvxuDqc8k/ZUHs55ql7jzVo6ESwJl7v0/DVC1KX2s3qsQkLHYvmrQre4b771mPvRi9ZLrbhjzi1Iiflkgpdvn4YXW32Mfztf72mQ7tw7abSTuSI5JOhHCw2/V6YO1yk9mUt4zbOvXR+uefa1US/XrheTaRRr6FzUw9TvS9It3z3J3+jv5jGxNXS8Lo3LOrlmzTxzrp6uYRwBkfNA81EsAzmHXrYuXpvH8tsn9TSTh7Isi7myKFMy37htqpDQJZlDm3B5D1qg+aiU78XsGvXW+bqQ3FQ/vyRfT/5O08+eS+8SF/NW/JxClyPIlrBYQfvL6hEdEw6pwjHFRRbYazg5JXIBnQoK5budhRO8grl0y7+9xXfmvvVWdBOC1NR3zpWlYtmD1YYosdMj69+5upr77vidJrSoi/60TxX2KSISn3zvEtZHAREo64mJ8Jgi9mkY3LGJR0RiPHc1jiliFVpUoUPikPNi3sPnrp71WIz/nhlVyezz4wnkkiVvbmJ7q/lT02lDizYFNKHDOrZny7vUK1eyxNplbXJIFfbd6dQViLEKLQIx9imiLdp4iXd9ieC5icdB2VsOOKZ4vdJy0h/OKH40fCYxDUOZZz4divFj9bGKLZrQ5jo8GzY9kW6khOj62YsYe06A0/n4JUagsfJxTcj+pfTOve97l5aR0K+h69hevaad47WetGujKc6xxIv0Ei/hS/Jxi9ExAaKYr6sj7tSbftX7lCbljlmZY/QccEY+ufDeUsZRFy/55nza3ya08y286OeNX309VCorLK2T5ac4UoeKtLLD20/O17iez72TLWIzAs85QXAq3d5CPW2NfEmY4ktc7i8J1VxqMQ0z3rrEBJA8W0E0/4rS4jaY+3sYWTBrEq9M/i4kHES+d91pRwEBSfNYh276/dDXoQk0kVj7eJT+rfk6AogUEMBZiWwpIc2UMer3phT68t/l83MKbceEQMO/lUy9N/Xs0rycS9u8aFXoUIcuW1yn8h8mBfvLeT/3TCSWb1NCooRuxgJZhQ7RvGyjOXBc/rk8zxkbIjECJcmDlh0J6IhOyjy1UC3F2n6chuXrmGKefy+lbe9ZfVSWf0o4zniY59JMIPegvYJ6ol5P15V5oeYtjKLjMNlrQmPfijkj4UvSecl7b8W5+aR85pjEuBmShLetYvvifH8LQ+7vmXN7n1+SFnDqMZxL/9pvV6GT/1PDcfn+ubMBhsa4ifFZ7Okfl2Xq2UtnGbwmemkqfynLfZcNSXPlfymDCLqFac4Zya49A+HUwyt1swvpJDpljsUKmi0k76rn2d+MbxHSOJX+S1iioI2fv/Z7S9750aFaS/PQQZSTIwfcVwdswvWWn0t0I0m6CW32Vl1bRzYJnnvX0o9I+dv27CYecr0kDliF3uJpz9xV+8WK+diSeG3/+9YsLUet4W138YCHejf5zFz6b1W+xAEJhFVosQrTJ6HZpLmJR9zNKRoTe7nG+7LmLFwJhGPxWx262byUjAXfa6yKJ4tLXLaAJhA6lv9bxRYbFQiOHFCrol2mc2lh3qfz48o5z4f66ezvpdEvahjqkePgbx1CNuzZM/a3cTpT2DvGVHpz+fpRJKY8T0e8/HCFb0GkhO7CWE4sc9Y+VXhXPb/Kg2YHzXQc8n9PUeapfKf89zW89N25urk270vz8JLvvTXjfNq/m9BiFTps4gHvqt1JnubKvfR7U+/N1dmlPlvy2rxc86235Fy+jymiQxjMJ1PPLxnb5Xxk8/VUuh0H7FO12OsJXHOKo3oGajrdf/K9O/9rOhvw4zvO92SJl+7cxskOAYfYIqSITTi8SXjG+Hv7VA0W4Zo61NShQ0CbwokCd46IlAXmfaom3y2fMexZ+/Y+VThqXlahRQcZXICE2s0JM+X3ymdKAWPq2R/FXDlKRIhT5Si2J+Ufl/ncv0uuDS2Q0NKonrRpD9pz16gSdzzZ87Nko/0lhfK5awDqreYVnSpoU8r4Szzgl55dEi70nBp0TBpG3Gkfjqhovg7P5Xkf4puFrPzZuDR35lMewfm/bcGvqbe4HzmqR7/Lzyw9VXjc5vaupb8kf8C8EDr3/EuxdMt6+J7yxlvQccBR5637ao/tGxo5X2P4cV7HNYI2oHNoBWzDAQ9x+tC9H8l4DL/1OJtSFkt5/pw8PpeXa9+xNtuhHsx71xgMzn1zPJ+O043UyDMLZYDFCtr/6/7/PcjkFAEJ6QaEzh/BXOebYskzb/HOkvQupdWB8Gt3hyNHfIhPWNNyBa3szOfy3xXChXkyogoLtjAvpXy3w3Ssb/lMmYfy2+N/l3mZev+Pzpe0xpdug23Y40M87wn4Vhy5tHpNz0FHlimtpna2jay/nWvDbiZ8IXE4UUCXhIVN9bfvgdWH5dPyvzTfJbtU47fu7rvl/Y/G/3P7f579vVfQCk+u9rUwYUhZ4r1ZQpLA8Iv5WspLPQGX0romT5c8TN+TI1f4tdviwBU+xEfchf13+e5rPGZT6cyl9RovzRLBeEpWeetvTX3vpczl5Uva4Eu3zmvoNTLdUu/OJbnutXLkubZYWobv6RiZ8zh3HAbz3pI2X6KolfP1VB/dcY1fu7u3V9D+H6v/f/Gh/lCJ8R6N8m9LYrSd2yaB8M+0EQUtPGNLt3PJpvP9+MI1vqQ17uiA999JwHBuiz1H/Jo2rqC9kP9781+Df4+V9qV7Pq7ZSzpmvBb7Gv3tSSD8M/6YNfSSZ/WavTnfmtcckHPNfqFz33npqdH27rm8f0kNPsc17sIeH8J+/uTMF+Tt3D65a5nbgzeVv+9xUNBryvaSNv6WZdtzxD/jdrGSulhB+zBIjwf/3TEjDo6aHBdMnvk9Eol+t3l/CyQg5hlHDngfjribOgGifJ4t7pbO/u2a9889Vz57zXfOpTdO99q8nUt/XC8vrafvTZP2aJCwDe1oLng7TucR55bY8fEm9s7+Xvnrgr2K1/X/l6xLc+/Mr9Hj+XX896nfzjE3r/5R6QB02OHIAR/CAdsrmvjPLn/8kahph5o6bKnFh4krN5w/PjtO6HB6jsccixW0n8LmRRlyft8kMBra4cAdPoUG29Ccfb5jcxmHwb/Lv11696XPjr99DWV6c3l4q/QjhTfP/7dmSzts6YhtiHj/DeaCa9r+W3NLebkl9nzEmg4uML6Qf6vuz/4+NQf9WUngwWm/yU4t/R16b/s1tMWHUGFD59fQkvFa8S3yNuZSvY/b5lyac8/9ntvzpazTDms6YEuEj2G7+L1L9T1+FujrdUk9T/WBkmvb6FJ61/KWfWSuv791nsfpG3tuUdNhwc5/YbGC9pU9rOnPSGLGY2IcQYjpgCMWHns/1d+vGQOvefatxtq8sflt0/1W+X9DvqQOX1LQ9l9uAXoRt1T+W8rLD2bPCb8miaX/jx+dmd8hX9PwYIDOO9efgsSML4lx4ICIFl24ot29i/xheOSExxSAkBDTDsGjRf507DnhS1pu9F2soP2fbXmQw7IjfX8E5zbj2+EPr03zEh3oD3OIRIeAX9MWu1TjLuyxvhA/X+sBGkcOuR5qSuhGx5Ofe/clz9p3AGB35cEiALAenW42zkOZvpXtGmpKqJFwRJBjzgeHj4T8zEvT/9Z8SXd45AZrOuIh7Ab9+y0OwLimn4zfm+I19ffSvPzR2fEKvyaJn/9ffnRmfof8f06mztM+Oncdx7cMK732lN+pPC2RA5ZcPWOUBz1NjfGXju9rTjUe5+ml6R917+aRK/wWnrCm9ur6Ojk5Ox9kddo2/bUJfR2OeQv55NxhS5f2Y03tA5tLb+rv18hY1/aVqXqbquexPHkpP7+mLb4kOWjrHc1f1fPSNS2Cc73P1dncOyVz7ba0Hu2bS/cHnsPefcs+/JK9fi8tw7gtdlzLPu6Fa+hiBW1OUJm8cHbUwb+nsnJuUnjpBtil75X7MyYb/sydWN9qYZ775tI8HPWI4ISAI1dn2zJQQmRCAuGgR7ODOgQVdBedyEjpRc92lLK18SUnPx45nJS7PAWyTP8wcVLpuQtgrV6OFIZlI7n0N6fHUve57r4zsxcUa11Y+8uR+z3d1OWUC+8Vy2g/SUxXtd/Utxd9b2Fe5k4C/Z7M9anvna8jV/lUSOd6zin7Y2Fval0dCykvMThOrc35sJEL6Q0OBNNns6DMwzzOCYZz6Y/zUa6fCXSybp2TLabqqfz7NQeivOTwlI5p8M0OhE7n0AMianSL0p1qI8NCsmztiKOw4477sK2pusoHIcwoCeeu3jE5x9re2qd8Z0q5KdOb+73M20meRt8ZHGax6E7XywrO1PfH43L8XFkP579v62jEgQIi88k4mUqnrO9xXkumxom9Mlc35TvnFPpL427wdxr+bcw1CndphBi/9xJ53vrm8KTvoVFlyZw6N8eMfy/r3a5IuWYNJWbfUOA4juM4juM4jnMLePyO4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjeAKmuM4juM4juM4zo3gCprjOI7jOI7jOM6N4Aqa4ziO4ziO4zjOjVAtffB/Df/bt8yH4ziO8zvh/0j/+4/Owu8OX0Mdx3EcYNka6h40x3Ecx3Ecx3GcG8EVNMdxHMdxHMdxnBvBFTTHcRzHcRzHcZwbwRU0x3Ecx3Ecx3GcG8EVNMdxHMdxHMdxnBvBFTTHcRzHcRzHcf68hIiwXoPq5kfnBIAraI7jOI7jOI7j/ImhugLd3yHcbQCiH50dV9Acx3Ecx3HeBCJQ3YCqxdfM/jHz4PwuoaoSD9INKCjfna4DDkfwsf3ROQHgCprjOI7jOM6bQFWNcH+HsN3+MCGXmgbh3T1ocxueAOd3AhHCdit9p7mNML/vCbctui9fkB4fAeYfnR1X0BzHcRzHcd4MTuAfLeClHy9gOr8/mFk8SX/W/vOjx22B+78dx3Ecx3HeAD4e0H3u9B8/RtjjwwHdsQU43ZTA6dw4zEiPT/LfqfuxeXFcQXMcx3Ecx3kzrhFuid5eiWIG2AVs5wW4YnYzuILmOI7jOI7znaGqQthuwV2H9PTk3i7HcTKuoDmO4ziO43xvYgSaGtT6QR6O4wxxBc1xHMdxHOc7w8cW/PVRDmZw79nrIELYbAAAabf/XYbq0WoFqirwfg9uzx/1HtZrIMZFz34TiBBWKyBGpOfdi+ubqgq0WgFdh7TbvXEmf9+4guY4juM4jvO9SR3S7venSNwkFETQDwQ6tuDfoYIWViugqYGuO690Eckx+Eue/VZQAK1XQFWB2ha8f4WCtlkDhyOw37uhosAVNMdxHMdxnBuA6gYUA9Lh+E28QG+SfoigWsRH3u/fMHevgJPkhQjczZTLFBv0+f7W9X0Nab8HnVO4NP9kZXx+pXJm7ZgYfDxcfDY0NbhL8iwn8G4PxPZVFztz2wLPOzna/zspZ7fU5udwBc1xHMdxHOdHQ4RwtxGvxJevL/ZKnE1/swaaGuHr44u9dxQjwv0d0HVynP8tCLnMctDKGewS8ZxvTrk+vkl9Xwnv9+cVXgpyAXogpM9fLytVFxi042/HswoS1RXo/g7UtvnZtwhJ5Lb9vh7Abz3G3hBX0BzHcRznO0FVBVAAt+cFoj8dIYJiFM/ALQj8Pwg+tqCklwW/eeIMblsQAO7SK9JJwLGVtuJXpPO925wT+HAEUnpdvhcwO86JQFUteblWMeEEPhyAEN4m/2U7XqLrgMNx2bPfEarUk3uFB+6bjrE3xBU0x3Ecx/keEIE2G1BTI319vJ3wsBsgbNag9Qr8vLvoCfnDwoz0+Pht7kZT0tPTq9PntkX35Yv+4+XphLstqKnBj0/fZS8ety3461f9B0s9fAuIxNNVVyeeLmoa8VodtQ6vqb/SS/gG/SO344K0rnn2uxHUA0gB6cuXZQrvdxhjb0X40RlwHMdxfgAhfjsBxZknJSDdtmDwQ2CWeknf1rPxu+BbC46mnCydA6aeHZ88ac9cw0vGwjX5nnpnlG9mBro3HJPqFQQw7aFJnL9FVZ09QIu55sTPEIf/NwWF5e02/u5L2vytoQCEC31h3F+I5L235lw9vwD3oDmO4/zJoLpBuNuAj61fkPs9MQv48+6bh1j93kjPz8Bu7/XynQibDWi1Au/3Fz2W+dnn5+l9R0QI9/dy8MLj8+K9US8ZC2G1Am02i/Kds9c0ciH44SDeE4MZ6etXEdbfot+FiHh/J3vEHp8nQze5PaL77TPCeoX400cwM9I/f377fViWF1MWOZ20TV4HuiT1cM068MI2/96clBH4Nvkm6tv+6+ObtOeP86C9leV2Lp2pv9+itfgW8/RnwOvd+TMT1IIYPIjiu0HUW/DTC04su8U5y8r0kryN35uql6XenbfkLdIr6+UW280453kYexwCDeeLUbmISJSBS96M8v2XtHmMQFVdJfsRkRwKUVenHo65PCxtu+JZilHyZwrf1L46/R53neSpqvSdF46hmb9TjEBdATHo/820TYygGCTPl/Jwrs3H736vfs/q/ZzLf9C2j33fpRgAPcnxak/sVL+w+rZ1dco794I54Yd40OTeg41cTPf8/GLrbVivgboG7/ZDLThEhLstkFK2Ds8++6IPRzn5B3jdBX2rlRz5ejz6BX3fkbfqf47ze4UPB6TEsrh5//8uxIcHsZY/Pl29ZoT1GtQ0SJdOefuOUN3kdRCQTfqLvbG2RgOz9UFVJV6PM+nSaoWwWkl/foM1NGy3oKpCet69WE6w9YVUCHtpm39r0m4v94WNw/Bs/1QIOd/peQcqDojIa2ghY8neNj0U4xyaPsWI9PQ08DRYn+K2vX5tLvLNz89DD0Zdg1YNEAMicDZy4Jp+bf0vP2v1sORussTg/QEIcrImN81pvs8w11dptUJ4906UBZ3j+elZLkUftQ23R6TPXyUPLxiP1ubU1AirVc7Lq9rxGlKH9PVRlMymRtisL49dCoDK3lRFUErgr49Dz+oEVt9GnnPKuex5J+06qudxn1rKjwlx1AZFF4Dn55enY4PueAQX9UGBpCI5qSab5NmmPnn2pVAtJ/TQfv9izzhpp2KPuf++vFX/c5zfK7zg3hvnbVmtQKkD7eL1l+jWtRwF3ra4FXWaYpCLcu3fXdRwtWVlo6qSS4WfaXoNjVHLPG9tJn0GzMBrFTRSuaGpQYfDy+UEW19UQSPm+TL+SFI33Q8piOG4bJvxs3kN7dRbdMV9XBREfqoqYB+B8r1AUv+Brl+bi3zzbmjEEA+aes7qBkRhtq8O+jUF0PGQy3j6bByOgbZFOhyWKySpAxDVw8Mn+Z7lTF+lGEHbtSgKhwPQsihnU/O9rgNUVdKewFXj0dqc1qt+fjoe+nZcVppXwW0LdJ0oQFUll12fPKTtQUH0g2BexUbyuMToNWpr219IgaTu0rwhJvepK/e9/W72oFFVIXx4L1r7b5/PTgam4RMRwlqtG8cj+HiUi+leCyexKNmlgU0DPhyGeQpRvp0S0szt6Hw4AOkFR63+iaHVSo7lHdf3knerqr+k8vFJjhn+XhcjviLfzp8P66vcdd/EY/Kt03feFt7tZQ27obkjHY4IX3urMzMv38fDKe8fmju2m48t+Oujpjs9T9saihAQ7uQ+p6s9aUTiBalrCQl7Jdx14Mdib1QIctJcjKcnd1o0TtfNygnfCqobMRAfjkPhfUnbaBnZwgOhEU2xDx88SZcIYbORZ+L0QQq5zd9obc5lZAZ+/jWHu2WPUdch7fYDoZrbFvj6KLLdw/1Zg0juf/bvBfmmqhJ5oFZ5hBnpcQccj/q3Wu5DWzjWab1CiDHXN3cdsD+AmcFfH4GuAzV1VsAk38dphU29kLYuLM2DzU95HNq3g97bxjzrSaPVSsaHKZTFs9anrsnLSd6OrYzHGBHfvxPFzI7mf3wW5SwQ4k+fwLs90uOj6Bv3dwCA7vNXMVBYGS1dzQ936sUD8vxHq5W0c12Er77gUJLflYJG7x6kgb8+Dq0uY5ilQUNEfHcvE+MbXOp3kj4R4sMDUFcyKEpXfYwgnXjntPPvfkHf752sENcvUmypqkDbDXh/+O7HOFPTiLfXFXJnAdZXsT98GwVK5yc6tuiusfg6PwQ+vsKj861I3cuPRtc19LXp2xpKqxXCw72swdcqOhQkXM/Cl17r6hrnO0RU7x6AVSNhgkW5qa5ETrB8f0eoqUHbLYCnkYL2grYhEi9K3Wga6cRLn2Wi0B9acTHdV2Jl5KcndI+PEmr27l5OWlxHIHUS5jlS0LhtEULIIXAUpr1KL5LhbO5VDxi6lLfexHfv9G8LPZKke6nqBrkdE6tXSRwJ4CSKibUNAPDjjIKm4X92R9tSBU3np7DdSn3v5KoMqiqE9+8k1HK3n/RChtUK9HAvJ2nuKvnmbg8giQJ7TX1MoX2KViuEjx96Tyoz+OkJ6fER8eNHyUOIwKOGTD6IvkHPO/C+m5+Dx+PFDD6rlciqdQW0nYSzXsmLFbS8sfEFFcddB34WK1dYrUTTvyAkcNuCP+u9G2rVGXugcly05dE2MF4J2ebBGGVTbNfJd7p0OpEdDmKhIAJWq1wfuYyFdYVqdb8f25uLRz9BlSEAF9tm6lnrH29aVqvvFyo53LbA827ZuyGK9eM1E0P57cLSRkU/meKafvKt+tQ43ZPxfk3/+NZ8x7xcrG+7hDTQVXmxdDMhgJf21ZdQzk+unH0XWI1CFAMoriWaY64PvaI/2/p1Tnik1SrvkQLQ5yVEhKY+XeuKdM/le7x3aT6T02sGVdX5fI/yYO/YeMEVl9VmOImA1baD0MRL+c0/Xcq37gHC8SjvFu/kfGO5LHSO2bws6FOl14B1v9lsXmx9BKTuKOiBFyZvRWCVEEbbN05CD2MErdcX+yqAPOfy4Qig2LtmhluiXL+cZUR9ViOnuFNPSAhiMJ1CxwBVKli3HTjxwAM4u1fMPKKF3CiHcBSeRWZp87qSv6ck9d6tsweXmgYBEwqglfWMFxK6xYcjZ+8sH1vgOMxvWBd7ooqTHu0yamub/On1Sv7ddbKPr0t9GQt4tK9wjjwGxl7rUES+Wb7qelgfZX9Wgwzv9kBsT/Kd57LEovwx62XlHWizRtS9Yfzla98/u048gNAw1tVqIAsNxljR/8b1yfu9hF6bB83CKxfycgVttcqXSl4tRKSu164fHkAA0gVBmNsW3T/+OfzbaMM0rVYSBmmCTpdEa71GcCXZsImmBmncPw4SHon94WTRsnCKcHeHUNaHlvEkXbu48OYVtCD5pXCxbShGWZjRt6NdxvrWF1CO2/yqd6+wdoWmBt1txbL1Fgqa5jtst7J5di5dtUT2F9meF3Jyn7r07DVM9FVqGlCR79zmnNAd20nL2HeDwkn/+2af0raZ7dcUEO42i8ZN/05f3wY/7y5uWn4N7r3//tjlqPHhAWhqhK+P831ou5Xjmn+7vj/TeiXC59MFIbLY8G55oboC3d+BDkd07bHYu9Gvi3P5pqrW9TfowVfn5q7TMtJmcz7fRDK2qgr05St4r/OSRUXYxcnXkg876NtmsmwahjWe72i1Es/QXL6Z0X3+PEyvzPfXrzKfLpSFzmHpnhgiy/r+PL3/lFYr4K8/SWjZ1yfZEjLT/yjqBcFdJ/UBNdoXSk/e52O0bQ4Xkwf0mPbt5nJftSioZJ6MwjNXts1vn4fhiqNnkbocwmZ7IE8+2dSgQlHNXiQKCOoJTf+YNhJTXYmXJgYR9hNLn64KZerrI7p//iz51hMpSY9nx/4gio+FJM61Y5wX8kWhaECJgXup93EEWdhucxnLtE1u5baV/rgtHB7rNfhuI8aU9UoO19jtB3e98dPz4nXLxg3Vo/FGNPguSJXpVZPrI7e59b/UhzaP853ldk4ixx/lYBRuj6j+x/+G9P4O4b9+Qfvf/7MvR9ui++UXuarg3b0Y1EpZqBhjeSyMDTush4/sdnLI0/0diNRr+tanOFLdyAdLC9XS4yn14r6pOyGueYeqqtdCiU6saBSjWkdKSzQBiNKhYtCY6aFFyP5u1peMedCYgcNxEH+a85LT0DjTGNXdrHA/kFm19+wrP1MvZuEsLZsX6zCMLDXX1PcEfGzFwvfSCxyL+nhRvu3oUqvnsv+de2dkzch1qN6NJfXCzKCjtFfu+5cWTcsvMPssdxpSUVr/yjIC4iE8HE8vzhynz5z/l4iAmXq2k4dO8jSqw1xGMu9xHMSt49j23msLowDU00jDuWEq32fa8TV9lQLJgmWbxIHTvEx4BsZjmEuBdI6uAx/UejhHrruZvIzRdiR798zi+10IUUJ6XuKNcGbJXtIFUR15zRjPAXNjtuR4BIhm9w+JoNKKAGd/sv6cZK3La1V+oO+js32fUz8/XNqHM3Xc9zjf5o02Qr+Pg6pKhd+VRiSc5uniGmr7xO24d2C+bdjm5ITJWDcKuudkxiszhXp1gkX92KEDTTN5efGUV/OEGOXd9QqBOUf+IFDfTyz/tv3C1rgQQM9i/MztZ/PjqO4oylzLKSE0e5GfjsfBoRDM3LdXDGAz+nZd7kOkniq29dravOzXenx69tjZPK3PyoFtBEzsFsuK2KgeKYZ8NPyJbGgKAzNw2Os8KAfOMTOoS+Kl0fFMRPldsuP/ST0lpHnSNsgycykHpkL2PBylXSw8jhl0OGavGEJxKXPbDmUE3f9FdQXe7eWMBCLw1MXJMWbPpPUF3skJhOZFtbkA5k0kAlICdQnY7eVwu8NRyqF7rnIYX9k2QD6pEl3X17PK1cwTl9Nb28cIEIp+FPO+QtlL2J/YzlofZN6qtpdXwnY70Fek/Rt5vk1AVSG+eydtrXnMjgBTou0QFZtzABlj9vtUxF6XEIBeFtD+8+YKWnh3LxsqX3ABW9jIEcFyyeEyISw0tVxGqBcLZve7brAEAPzzZ6Rdh3B/B7q/Bz8/o/vnz7njU9MgfvoINFV2Z/PxODo1KIJWjViL/vnzcFGLAVxFoEvovnzpJ/EQ86bfMePNmDi2+V2z0lk64zKWeQof3sugsDLas2cuZwx32+FG0Ofdy/dalR7AVwhp4hZf5c2XU4TNWuLXFct3tkxYPSdG+vJFrDtrtVraO4cj0pcvoBgRP34YWIfxy69Ij4/9BZfj+p6A93t0h4OEGtzficfhwkWO+TLMM89auvbbZBm/Pk4qCwOr0dfHvo00tChsNqdjzPoqcDJ2rU/ZhM+Ho+QbkPFSS6geHY4ytsoxkLp8wWcsN8BPWWbHZSzmEWvHV/VVCmKF0/RptTrJS1hL/DkfjnmOCNtt77VKPH8Ja8F4DJ9mRUMvtP/RaiUWyQte39yO9/egeIWQ9w2w+XpJvp3lhHf38h+XFmcbW8BJPzPPfqZYX/Lru935fVi2Fo3+BojHoZsxVFzq+5y4X19fYNQb55uquq8zw05G1DWDtlvwRqz5Zd6oqvp14OdfkJ6e+rlG16KwXiH867+AA4kxLvHsQSx5Ti/q6oSmRlh4yAg/79B9+SLz9qeP4l3SCKH4l596JaF85+lJ5q4zmHJGq0b2l6U+fDN9fRwYXay+w2ol9Xxs0f33/1RP0bDebY3O83Rdg++3ImwmltMLP38dyE9hs+73Wq3ktDxar0TZ34tHg1YroIqgXRHad3/X9+uybNsNiFmjF3b9s2fGU3h4GHqKrD5yokH2SFl4pIasgQJw2Od1Vl8G9nsxmmhbU11LW7Wt9P3yrrFV0yshbXfqSct56pB+/To4mj1uxFtFVUTQExv5fitGladnkVefdwOnQvzwAfjLR9DTDt1//pfIzD99UudFGJ702NTiDbN/7w9I//xFFKn/8T/Amwb0//0vdD//Iunei3xGbQccjuj+8XOfXwqo/u1O8qvr50nbxIjwcTOoZ358GrRxfsdkoMRyhkSpYNoYqyrpS0TAe+mr5vW1b/JBzhrIYwzo+939nRgTmEHPe/B2Dby7A7UdaH8A7/bo/v7Pfj035axt85yDzSofry8/EjgbC/p6pvs7KW/bIV+tsJDlIY5hdBJJCNlac2KhOPFQ6cWCJqCZRV33tAzeUettPlSBk3zbLPB2GR1NXJqo6XIHGVQ2Gdn/JbXwlUqYTfhTg7yVvWXZmmhWATsFZuD10ENCSN36zL21oKjDE8t04U2zjbWkVhmxlhTf4KSWJPXoaJ1RYVlE1xWnxpwRBJZYyYvFLt9vovWQL2IcvxujLHQpnW4w1W9aXgfC/NjaG9QSaH2rU8ulpT9+Z3SSElE3bQ2NwzrNfbf07iTO+aQYpy2mU9i9UueuTbC6s6YpY8kTa58d1av2a7lkkwAuJgDdk0H5Qsp40pdmTw8K2o9Z2opsc6v9PQbp/zHINRVdGnq6mKUcY69PMU/kKy+sfNH2KlT9mNc+G9broYdLrdG531mfTYx5b2x/IWkpLEhf0g3fMQJMas3q+vyHMFwMSoqwnHx1h80J5tVMYk3jtustyUHnpKJNZtE5QwTcog/NvTtxMtTF+lkKp9766nelvQ02DlSBOfEyLfDAA5BxZNb4KU/UeI4p22/cv8f9ZPzu+JnRvFSO83I9z3OmPmPz0KSnvJzTgfztfBQ70Ct9sejzJPnJkQ5Nc7q3t4xqIb0XKgSZN0u5Rb0dvEuyNeJc21hey3mwbQenw/V1x3392/yXZRhdX6rYK8iJ1cMzdYDGUJYYZC9fPF96A0Mh+7Dku1i/8xrXNBK+RnvA9PZjK2kF6r22OSww5kt/WY8YzzkrPJUApC4jizeJ+7qgKgJcXBJssgyRynt8GllidajztJ2gDWb1EnIfzWFruO1xsnqQypL/sUuKde6nNsh8lzqga2V9CARG7Pu37bNj9bjpuoJAIKvbxECwPqX9z/oikL1XVI6XMPIWW3mJsvFRlOGUj5WXI/61z6ciL3Y6pPUtQNbv0itv8nzuQNRf5FxFcIwITSPe3bJPm0xosoi1mf2mDpSwWvVGSpNFVXkh1jbsOvlvy4L2LZAcDkIp5frmVFxGHdU7mRiogqSra695Kkm/J/K6ru82b6bCCxmDyDdE4BBAJCfCUlX13vUyf6YvtBYBZO8WOkno+zTHoGWsBmVdyvIQRz0yHkEt7Ou1WPLWK8RSiyysI/27w/sJgu4V47ZF+u3LYNKO7+7Fqr9egRu55yxmpXBa4eCjnvoSI+JfPoEPB3Q//yKT3V619afnfgNpMdEF8zh1afB3MCP9+ptYzjTGOmw2CD99Qr4AsHz2t89Ij0/ZagS9CLEM5YqfPsjFgr/+hrTbybG6BzlaNb677y9PnMCeDZu1lNHcy0D2DqbPX9A9PoknbW4DLAAQIX58L1by3z6f91yEKBa9VYP0j5/Fm9noJYSH4/DdQHlfUnreyQlC9kktI6pK+k2X0P3n38HHQ77ssGyT/OxaTrjqvvwqA3q1ynu4us9fizaQ/sZti/TLLyLwb7fS72ZCfaiqED5+VHe5Lr67PbDfy3fXK/DjM9IvvywK9+LjAd3nCQWrrE7du9lnQsttVqMJASZstxL7zjwQPqiqEP/jX8Vy9fkR/PwMWq8Q6+q0bWbKT6tGTlz6+ih1+29/A1dRPMfQiaht5fs/fQR/fRzsBSW776SqQPFRTnKyMlZiYeTDAem3zzI+C+9mbNvcjvHTB+Df/4bw+Iz2//ffxRP6L38BQkD6+z+Qdrs8N6Svj8P9JpxkbJsAoZNoLO+nWa/BtYQhmLU4Pe/A5klratBqNXgnJ9+lfOhB2G5BtV4Out/LnPD+XT8euw7p82cJFbH9Mpou7/aXPXTPz3ralUYB1A3C3UbyMPLKBt3nmbH6Ph7R/fzri5U0G49hvZJ5aUG+ncvQWkLx0tfHfLpaSdBTxrjtxFMy0X55HSj2yYwJm80gfMmiLnIUSmGMSo/P0/t5jMJbf1IejRhADKDVSubeX38bHKCT86IhQrzbofv5lyIRylbzk/RXjXgN9kd0v/7Wh19VhTHt8xck3dsb/+1vwP6A9j//3nvzWN959wD+8hXdb58R7rYytwDA07MIczqO+Olpsm1yNA6QDwazKAAbs/Hd/dC72emel1bmdnQyf0Dnx9g04pVq6l54S52sXxNGtfKS6EE7al3lQ5x2+/7wha7rPVvWJttt9gpQVYHvNujebRCeDggAcDjmOqDNRp7Xe65AhBjtPizZNsDbtXgKvnwBH4H4/p3sr3t8RPfbZ8T378Dv7kHHFknbPvz1J5mPd+KtyMa0GFXWrBFMzjJl8PFJrnZYr+Qbd1vww1aUyS+PAKK0UQjiJesS6F69HcdWQgWtvmIAtpssnAMQRb+VQ0jS45PsJ9PID1N4eLsGVxG0O2Tjnq2VuU6e5VAIvtMrBdZqHDi2oGML2m4QtxvxRP3XP0RusogpIyUp03oF/vgO9LRD+s+/y9jScMv4l0/AeiV7ofYH0HaNFCNwtwH9D/8u8oImFz59ANqHvKeOVo38xpyVDbI+FQIQgPS3T8BfPwD7Fii9PqsG9N/+TTyipqgcW9CXR2CzRnj/IKGQR/FGcqVbhSpVCtcqm767lxBBy4OVG5ATFdUjxTGAvjxpv479yZeHA4hr8IN45uhR29HG1HqFeHfXK8pFCKwovQF8twE3FWh/RHjSNY45lxHMwNNOyr9eiaft1y9I//V3OTX20wegikibGkhA2M9sk6gr8Pr6yJgrPGhiuTdrMKnmSRaDaZhVoZzgsoVaFaygFnkiFWZTb6GqZeLgqrRq23txGMc78qTlGNAQewsRJ/E4JFXARtbEHBNabnRkFleynWJk3zKLBBFARToJ0rEKrx2zWqzUGkkWG24ucYvdTR2QYj8woFY0ZrEg2LeZkTcmq0Uma+0DC0fhwTGPwIlHRi195tWc87SZha+uZTI1C4i+S6nwppn3put6D0+ppGvbUhVVUO76dmXWSiwwz1IMAESwZksne5wKr0ZRT2ZhwmrVf2PscbXyrRoZPIVCwl0nZV41Msmc1IuWeXBx56jM4zot9zioB3TwdxsHY2+d5bu0tlk9BAKvGqRNjfjUe6el3lJxGmnov21jABiMJU4sfapQVrO1Vfs9a0gHVYV3ioJYsyyPQfpLVpbsJKyu662Ig1htVUZiBK/rfhENvcUt99GqGsbDF+0IoLCuku4pqAqrKQ3/T+cGVi83AVpPJvz17xHpMcvce/6tP2YLqe3VDKQXoCa1hJvVvBLrnp14lvvFBe+seQQp9XtArMzlWLD2VWHP8jvAvN5zFIK7zckyR7TFGPvB++N+z5xEQ6inyuZn9VwT0B/rXVqn8/+KhycL9aVHF8iW/kzpUSojP8q+YF6VwjIuz4z7UGFRtnGk8wMBw/nFnjevQ10BbTXaj2pr8dCan9coO2gicb8XqJg7+aDXUKxWMj+xelFKha/08KcOdm9a73mh3mHIRf7H1vPszesKi/2Ux7Aoy169PpZ/I0SZauJo3jZvCDqceO1tTJYRSTbn1DpvHyCyhZ7OyqmIeigjMcoT9KoIrgK4Cgi1esPUuJqPgi/nYOYT7yNH7ud/SzdH2RR7bpJ6J21dG6+T1t5BPEfZk2lze5mnugLXEWT7jiJJWCGRHGAREzgGcCS5XFn7q3nOeCxflv0DGHoNmzrnjfV/icVDgkLJY+AkGotjFK+P7T3Sb/dKiXoYs2xJEhZ5OMo6U+v6e2x7Jb0WowKv1dNk80cAGARE9V614hG28xTIPIYx5D4y9tQly2MdwBQREvp1WfPOTS39t6tEGWtlXyGFIOv4sZPvZpmcwFXR3lmmZRH9asknHVuRa+2dKOMke/eKqDLqQl9fWi6yNlXFMMscQO9Zi6R9vu/3dBAdoWyfbDjRfZlZyYQ6hVjWdq5UFwoAH0Mvt0fKc41EIemYucKTdt0pjjEgfPooIox2MH56Bv/2uXgm9rGhs+noZB0I4eFBLDXmZTNrxu4APO3Euv/5q1zG9+mub1gA4d0DaLvNQjaed72F5m7bK2xECH/5CSEG8C+/ofv8WU5d/PBerCWfP+txoRpu+fwM1sUq3A9jsdN//UNPuhINH20r1nMdOOlwBHWS3+rf/ta/WAiG4f07hHcPSJ+/6J6qo1jYbKHmDunX33L+w/19vicjPe+ATjwYebOr1fvDvVgMzPq+3aB69yD7njR2PWy32bXOh4NYc9ZrKfuxzRMiWYyvLm7UdsDdHaIJ/VUFjhEREEXor2JdpF8+g4/i6cNqpe2s+/zWuinzeS+WHNvAuZY9L/asFC6JIrBdy+SxWSGodYqLw1rCeq33VaR8POz49ExarxBq8cbSalVMSGI95FUF2uuAUy8Lb1bgjWwCjvQ38P6Q67D621+Bpkb6+z8lxvnuTuP9R3VYWGbTl6/g/V72TdyL1Y93ciy0eRpptQIVR1TTaiX1khLSP/4pRo2mBuoG8V/EMpRWunG60uOKH5+Qvj4ivLsH/bd/7fsdM+K7B2n3xydZxKNcnI0YEX/61F/o2YqhgRKL9XG7BuskjKZG/Ne/Za80YgRWDbiKCH/5JG1kY98MHMfec23XDZQCTzBjzeOu9x51HfjxOW9Gj2bgACQPDw8qmOhGbRXmeK2b3dXzx4cjeLdHuNMT4oqLUGklF3zmvWuaJ35+ljmnqcVzWAOBUy+UlfOBjkdar0C6lyFuNmq5/oL0+atYR+9lnqL1WoTVzVom791ehEQ7Blj3bPCXr+g+f5ZxqFb50NQDwZOfnpAKL7KcstfonHHXb8Qn6tPd78XaWgqcgNRho4dY6J6JwV5eU0zL07Gcq2ANtZL+cKd7FSP48xd0uv/ZvDN2rHf88EEEsd8+y74bDR9i9YzkC3eBy0fbx5iFMD4egXK79aePoHcPcgqbeqsk02noeSkF9v0+jxNDvL2rk7xwSqDdHhRCnj/Sr79NHjiST6HsumyhD/e6rmmf5eddPgoegOxn/foEhID417+oMhGzsCun4+ka/bwD/v4PmU9XDYB+TNN2g1iOC1NmiGR/WpfAX76ALU/V+/7dHC6vAviRwY8SFUHrFQKtZfyU+8sCZUE9fvwgf9N0ku6diw8PMrccjzLnrlbAhwf5lB4mxZtVDuHG4Sj1vT9kQzBV1eneNp1/qO1QPe1EYP34DuiSREUl7uvQhGm7SHkscHJA+PgBdC9KBXZ7iX76l7/K+QNE4KZG+Pd/1e0P0ra8WQEPureq3BceNS+AeGcSg+63ctS6KZVQBQQA38shEHy3BhMhfAmg/VGUhOeDrA0bXfs1Goye9/LOw1YUPd1HF97do/qXv8izdvG0RSsdZSuAKIcVuKnBq0Kx4ga0aUAdg74+AbsD+Kd36LaN9DJm0NNOZGYSzxkg0U8AED59lD2VgCo7jbxLJF7flIDNWhSIuhJl8X4L3G36+iACR1UYVSkzbxnfbYAqIPz6Ffzf/y6ezk/vwTGCf3oYGoQ6NVwGiDwUgnivWQ/W6IC0bcAExC5lp0FWCq28x1b6S1OBq4DUqOz/dETYH+VvK93j1TV930wQBanlPj31qqGKSJ+kf5D2Td6u812D9PjcK9QxyJyl/RdE4O0KXEekOooCfxQDMlcRrNFnpviK50sN+TGCPr5Ddb8FrxukbZMVMAYQ1pU4Z8zIsO9AXSeKZll3C7lOQSMaCkCdbBgchL+EiNg0oj2evN9bEDkQCLE/0na7ESHzqPsv2lasY6qYmGacn2HujyJVNzM9S4gQVbUeEd9bfXmjLvpHvYumacQ1D5zcaZRPp2vqYajg4Yju6QlU1aIIEYly1vZCOVIHTp2E4W3Xgw5v+WZ1eduGSvDpsbd2EXa4v1fB8iibPEcXOXIXES2/67VYRvYHOVGprqWMZoHTcmdrooYMiuXtCKbekmihDyDq67uKxT0nAHGVw1C7jbRj/BzlNC6LP9arCriWjcL52NrRHSaDaw3aTu9WUetR0MHNLApAaRGua9B2LS5vChJnPQ5RqSpQpXmpYq8EkrnQo8T8m3IRQ7YqgitA6zDH+W/WYrn6rQaeIAr7di35pn1vjaWQwxnp6VkmyaCeKLOymNJiJ1zFCNpFsJ1OumpkY/ZuJ6dHNbIHkjerbBXL1jMLBWmPQIjo3m+kD7UW9x9k4Uh96AM6veNsW5xmVoYcVI2EADwfgHSUMWiexWz9DvnvWKGfG5ilL5TWbLUmZ4tXqvt+cNSNtDZPtC2YzTsbekUqqHVLN5/3HVKFsnLvZmfHMtfZU57s9LR6FF9vbU8Ebo/9XYhE+Y7DE3Q8hmx0Cn2oy+cv2haUwyvJFta7NdCxbABvO7EaJjm+mFdNf2ltkOcle71xCkku2SznDW7q3mJYN6DKFrUghyM0NewOlpO6M+XWrOxdJ/OI7a2JchALby4Y35x5bB/ESk4h43UDriOCWaftnp7SO63HS/NTDex2uu+kBvayZlBVnC72XHhN5zyl5k06YmDJpaZBetggHNvpu6+IsnJGaniT8H/dL2qHK9QNKHZ5DsvjMDEYcuQ4323k4KF//jJ9qFB50IbtPSmNE3rC36Dvd52seSsNQ4r9d+kgihWKNTrtujyfjsvIZeigXTSrlwmjbfP8QXUtwv4UZsU/tuBWDZZ1k/f2DrC1wO5jsvH+ucp/5/sNaCd71aiuxYMB9BFAul7RqL6zpzZGkbE07JG6BBz0hMfuAOwB2q7RPagxyPavaVr2TlbMSD0iCTJXqDGSqqjzRpcPTDNhFRSQ1rWsQb9+EVngYSsRIKPQco4BSUPCApEKveKJYvUUUZtAB9srJ3NvWsuJkGFXZaGe2g5cDz04dOyAr0/ZWMsh9PufqwrpYSPpP+/F62frWGthpjqOqgCuo5xCaeJmFUDHDvEz50NHsqcmBg2P/Sohze/fAcxInz+Dj62eChjAyTx06uWpo8y9APh+I0pFJ2t1Um8sHTspl+RC+6F41IjVY7yukFYVwm+E9PUrohraeRXRbRsgAOG5lTZizn1TvEQRXAdRlo/S5qkSD2WsKwk1LZX53Ji9l86UR64CQqS+/rWPcC39LRwAIA2VMyCvRVxHdHc1iIH4qAbgRr275n20aCDrq1YratjmOoIrEuOBeXNDEIU7AbTX79rpodb/No3830Tb23c4BnAgcWa1skeNa/F4B6uTBSxW0NJHtdgcu+ymJgB0fyeDS08lKvekmMBiGi9BbVVVla0XJsCybW5tO1FGdrt8aZzEuUfwL7/KBPfuQULSUsqhiOaCjR8+ZGEiE4IIz8yguy2qWt3V6rqMf/1JBUcJXWDdpB8+vO8FEiLQ/oDAdoyn5ldP0qEYQXd3fQjUdpMnUQmJSOAvX6UT290PTYP4t3/Rg0sSbENu6XK3WFmqKtB+04eLjDH3a9ALSh+fRAld10BKctIe0MeqaxiphWlR1CPVVTliE9KJ+uPVdXHhpr8fjgDxrO5a6aiqQBi8akQwPLZiUbK9flUlltTy0A4byEH2NIBIFIMqgle1TKL3G2ClG153uyxEcy2KFFJCdbctXP59XXItfZJCQEzi8cPff0YIqnRVUV33OqDLiaaK2drFgcQdv9nI/khOSD//2h8ek2PWe+E6fJKb6qlpsiIoezhTvijRFtdwtxGF4v4uezEDoPdvyF02+fSsMgQzRtDH96g+vJM6b/Wgh0gy4STti+bh22zEMmbx4qZkAf2GZAt9ORyRfv5VrPXrd+DY5FjybAWvK/nWvlD0IftPonlH399ngwrrmCLz5lWyubyycTPVfiH0fTUPEsq/mUJPdQVqa9D7WhZBDZlAVSF+fF+MLR0LMehEKxuQKz0shbfaNjHkuHd0HehuK54y7X9U1zKBpwT8KieN0v0dqg/vs4cRegJWHxqslnb15kIXRHraiTXuTvcC/fPXPozJPJaN3MmTDS7m2dNTrGSOiLkeedWA1dtKxYbmLHB1SbzfXQK/vwc2W2nDtu2VubYDfim8K871BMqKMA5HhGe5VzDc3YkA9fgkxj4NSeOjeiTmjswvTjANesCBnMZangoccl/iz+L9sQtmswdqt0f4/CRefWbkI+ijXvoaSLw3Xx9FCEqibMSfPiFfek4k+zKqfg2j9Rp4fy993kILIZbq+JdPeS7KecqCXKHERDEwgPUy2g7yHT3tjzu5cJbu72Re2egc9izeejksQIyLZIbbHCY/6svr1eB8FBsjhDa3X47OWTV5fgf6OdPgGGTNSEVUgdGJYRdVBV7Vg/Ap2KEn7x5QbTfgd/dI2wbUVKB1Iwblf/wic/vHd0jbKAJ1xzKH3omx28Z19fGDKDwq2NtugnBo87fArHMoJFo26PYVM5ivGqQqiFdF24k6FuF2Vfdzlz5LK/G6pGLfDaUE2h3FEPf4qFc9vJc6fn+Pqvof8lrOdSWCMqARSiz/DgF0aEG7Ns/31KmHK6jiEIPIC3UhJ4WQFTQmSF2GDyBmpLVu3bjfIqZPIruFAK4JIPHI4cO9er/E48ga8mjXA1CX8rzOpArmJ903XusBH5aP+y2q//h3kWv0JMVYS6ggr2XdocTA/gBSpSxVAXQnfbfb1AAB4Sj9jToG9kmUMVNSOh1XUeb6tJKQRDMEpndbVP/z/6Sy+TDUNDURlALi1z1od+yN1bkhVdkoFJO0rkBxk71evFHFhXtljtVbBegzlbZTJBADDCBpm6UmghgI+xbUJlm70n0uT/4+s/ZpEmWZAKRtYRgI6qHTtc/qh2UMprpCqgjdXQ3EB6Q6Iq0iwjFJP0/I/S6Pa5J5QJQuMwRrmilJWUgU3KyYBe13pM6pcej4DIsVtPZB3MPV18P/1d6b90iSI3tiPyM9IvKoqu7pfm/3rQTs3wsIkPT9v4wgCYKkt5o3PX1UZWa40/SHHTTSj/DIzOqungkDuivDnYeRNBrtojnoLDXZLNb38g0E/PKLHBiqnPH9SbVu0TwT3+uhL0oADQP47qEV0DVLDatnzpJC4Dxi+vvP+jHMTxrPPoGTasxPT6LE9Gl5DZR58OkIfHgQIeiXX+Vw0zp0HoVxWpjJw524zJUo0ucMsouEShzFPkD8+Fg/uncUC5dozAU0ygYumh42MQOnSZKh3Ku73S5Udmk67figrGGCh8GFaJszt/JYOMJUvB8+DrJZ7+/g3/jIIng6fpO6ZKcMorPGsFfLRZM1CPBLkWTeNUAET9ILoUGB5Hu9I/VzAX+uni0aBpQfPgp+50ncvi9n/+aHebnoRcIU+HQAMqHcHUGnA+jvOgdUhczyIBmd6OEkYw7KCACPWYcdPk/PNbXxf/k3v2dll9BpYj/MeMj145WmnNtHi//2d0nxfzrJJx/s0Mp1LjglgO88fBDqBRK4U2+T0p9+U8S8KQTI/B8OftG0XmiuCgOfjj7fMv4CJAYPg8TAm0XMhKLTAeXTPehpdC+OHWqcSBQ6sz6dRxmjhiHzIaOcBmGiv8mFbLFIiVUVasAxejHDQPlwr1YniLCTUD1XZszRQ2m2fmYNU1qN+wYa7mGMmwdR4tyYME6gp2cR9mISBNJw1uNQ94Iq+8LfzENJGpajAqGl3lWcnRe+FLeGDv/1f2xSGYunXO6HmGGDDxL2YWOjn38TIRkQr9fzC6a//U0SA9hHdB/vZbyP920EgQnmZiAI9y/5NOgY0YLt5edJEi48PSN//1H27Bfb78JzaHrC9Le/b4fR3eAi8FEMGfnzE/i3LwAghpfn59kHjaGeodVvmlmmuiG7ks//3380US10OolCM8oZumS95ZcX4LcvngKacvbzjD/qfvksn6FIeteIhgx8/CAefj2b410XhhgEy8MJmKo1XvDOYA3TA1C9NKOGiYeEDs4XzDpewsd/z6OcG6ej8L/DUIXUz+JdYstwq3xI7rdnVRTacHgv24MZUJFBd6qA5u6sA2pkhOJNHyTVvX+A2MdbxMtkIdZDltAvAOk8Ct73J2B4QLk7otzpN7HuD8g/P1WD4L/8BeXugPT5LAKl3a05iqekMXCpYYZJx3rOoPOgxrtwTyxBPAWTKlVTQTlkTI9HpKcz6HNN6EApuVBNX16c92LIKA8SnkdFvXzP6m3TJCR8HpFLAWdCeTwBmmiB1DBYhiTCbkog6H2yISF/0WsSp6MoNJiQNPMmTQwQoxyzeNV6Oo/elGNW5RQ+36QRTqJIkN8vmh4PAAMHIuBl9LtRdmU5epX4KPQxflQjsylvUIVJPTBISfAEQPeHqliVIniMk4dYciaU+4OGigbFcISkfp8mcFIv6sRuqDMNik9Zzs0iisP0cMT04SQeHcVb5O9gnNa7Z34O+hwCcAXNFMABdMgyB+epygeFkb6c3dtWMxwKPZa7wccs55gqPgT/hBwNxT1SRks2fpEjkq85a+ZROod9mYOCpplM07nU8NhMmO5EMeNMKAMhP6u8n1i8bTnVNbT9MxCKKpcJBTwxEkPXUfiF3YGsexCaGXQf7FbQbGCmBUucKdcLiseDZNBRL4p4uBhEBYwQx2wu4ju1TMfvj6j1TBStj+JxME/cOImVIdSxEBEJk+tc5KkST61TL0VyTnrvLXsaVlbvGEFTt2r4GD0Xj3Olj4/Szrl62VBYvo/xRZREs+a7e1iZfvrXf0EaR4/h5yhAmQfALl9adFK47EuTljX3tgqwLujrwUKfPkgc/YN89Z2JkOxDefcnEQzNujFVr5VdRjVPjm8IY956sEGZEdkFyETu7fBLnWNVBGiSuUzqjXCr5FhAU8h64wek4MHhwHDLS5GNRceDfzHelFp6GYWpPD1LGN/p0FhiXbHSNaGURDEDRPGxg9nWfkgSqptJBAyDqCgUsXTmREJPlhmqU7QtlTITYZboxsJJRkmcYt9344c7lNMBKScJxT0Mbh02mqUnUVRYBRZWqx5BD4wkISKNNzCJEYXNMDKkWega6/dqACA9jcBBrOX08ICi+yI9nZVOUmtNVO+rz4P9TgSMupeOAxhoLGGuPBhDs5htu3Cs3iebBxqLe73MOkrPmrp3yOAcQoyT3IFwK3fgRTLvSYSHqXgIhRxQ9RMbOAwirHIwXrjXFR7WlP/lRzEydZeC+TAA339qDDFm/HE870+NB5ru7ly5pccHmVMTCrN6wDVMF+Gdecb9QrXtNbv7cTrI/rB3zKAff0AqRQSiF7k3QI8PNSyu9wLc4CqwqBGYwKOeTj6fxQPFLJ+aYP1IqnmM8igZE0+nGgoePyxtH623DzIDSHcaLm2eY0Dumn78KPfXvjwBZar3f/XbdxY+TmbIsOsMRfZFulNP1ufP4sEa5M65ZM/LnulPImuEp/r+tTNU95t5jpy3PzEAvZf0eO8eZ2Sud6HuVIgeqiJIyTwmYohyAerhJDKF8cSY1CN6j/V8FWONyBT0MoJU0OTjIFEWdj1Cz0G+k/Bv4el6zo1FcDCl5TxJKDPgd3j5dHCFWgyuKi9YyFeSpBumrNLpAB4INMKjGvK//CACvnkf7gYwZ7/zYsDGY4AqC5UqA7GuD72oEnAcRKY/Ch9PmcBTFX75INEsYhyzBCnK3+7UIKZRFy7oKx6UlR8dD8j/9p8AANMHPS9RQJDQxWKfCyACQzxnXESZ4SEBH0/uXbNxseY0iF6aVTCcEolyxgCTJv8YxKFQjoMoVucCIgadZb+ZImKKgIW38SGDhuReFZt3JiBN0k9KJHRkhsChKmjpZRKDKOs7vZJTPpzcS1PCuCxBCWs0DY0JfBzEu6aKvBSU+Smq1KVz0U8fJPAgeNWwPPWIqZhQHg7gw8fa3yGh3KtCb+d4kSsT5GeczB+nmnp+0m+olUMCSMeRCOlF9AhKDCrk43EPFSA4IqkylJCmIr9tKogwGS0ofRcNJW2cVHqGS3uE8ZgrLpD+xIjESKPMQbnXu6AnGU9SnQe631kjrRhAGXQfDhqaagpkIkSXPBWe2Ui3YL+CplprOWbJ7DKqBjrKRuX7U43VNMFknOQ/dWNiko8E0ukk1oqpeMKC8ouk288//iCCyMOdeETsomApoKc7YVqfv8gh9uEO0+MRpJq6uL7PrkwwURX21IMm45hq+JIJYzp5nFK9/JrVpa+eHT4eMP3lEXSekP79b8L8f/hONuf/9e8oP/8sllDzcAktCYOhAWwf+zMt+0lTv1poYnTFahmYdykK9CnVsE4ilE8Pssk0bpiPH4HvPwhTnBh2yRMW123xyqMKq1MB3x10vhlknqjnya05KLkqnsxiLQOq124QxsingzClF42HNgE7E/jDg5TRsAT69YsIi3ZvyDxhd8podCNI+tKxWqn0oEs/fK8hlOr9eNZQzF9+Ex5z+k7eGWioBABhfkPC9OEEJqhnWA+ciYFBGQqS3qsqIusWCE0F4ZoOA+j+hHI6ojxIXLQrInYh1ATxUkDq/TGrLB/0bsGztvsoXqbp/iDWskNCVgXawhtI73Kl4yCKih1+Q0LzfSDAwx08q5KFIJkwPyTwcGqUpPJBLnbn355BX15EgX34V8nwNCRgLEi/fWnpr5nnSdby453Q2ZcXt4C7QpXVanxSenkaq3BjFjcAw89P6gF7Ee/SD9+LNfcsIZxIcIUq/fYZNE4o3z26Z4jOkxgdjkkMHV+eQygz+50Xuzsnd+kOoGmSsgCKrgl/OImA9NuLzMvxAL4LylZh8OEvYrywOH5V6PjuIJZwO7wisCq2mUDTqZlLmiS0Y3rQNfn8InOqlmrzXDLJ3qMivAWACzLplydJGmCQThg/nkBjwfCTCJ7Tf/4eEinwUkNbouFrybNwg93Av31Rz0uS+7uJRPl+eZHPlxyOktxnmjDpvejyJKGD+ccfWs+vhZ+z3o85n1H+/jN4muTe8v2d3xWTiJUX0JCAD49yBr78dzAX0MePHhLHOYM0ARMdjyjfSX/prz+L8jcMoA8D+Nff5LMXlno8Z7+L5REfnz66gZKelO5sHzw9i0H1XvaSKDlAVv7LDyeMn+4w/PIM+n8+S7a2k3iEy+O9ey0A1PFZSFwwyJgHwyDZHR29N8WHwT1T+ednUCmYPpwwnTIOP8sZyacDzp+OGIaE4a8ETnADa7k/uHWdPUIBboUnFt5LY8FhUv51f1KvwUEyLOq9Hg8JnbgaYJ5exKP53SOmQ0JGQXoWI/n0P/wYCIsx3YknfsBz9XABIoSalyZ4i6gwyilLu2qI5SGh3OXGg5E0PM/GWKDCajjfMTGQCdPjyfvjREhTAY1mFFSep1Eq43d3rsgAtqTSTzmECBYiTHeDC9Pm7eB0xPBlwvDLi8hsdwdVRLInqlj77pTIeaa4Vs8R9EwS72NGehG5Ayzj5ZwwPRxc6Bbli0Ej+5ojiVcFJHTACUijzHvOBM4ig6aXSeW9LGtSRFYwb1L5cIfxUfoqh6iYAelFPWwDgSkpbuLFOn/qRHqdAjtvhi9AegHKMWE6paZccgVFKp0/yT2r4bcR+fML+JBxfhBZe3gCeGLkZ3USqMJqNEUFSOeCciCMd7lR/HggcAZSFk+VGHTZFdp4PpacQMQog8lb8tvoQ4wKpuTK/JVTlrUw2joX5KdJkrkPCWUQhVU8ZaWGgxIU7wlMhOleIh1ciWMgFQ0l1fO+HGSNOSd5f0o+Tqe/QIbymTXCXhfabgWNVSNlFQALSdIESqRCBTduUEFQN1opcikZEOtf9NBoyFTK38n7D48iFBC5y9j+sxTgZC7gpJOhA+acAYt80zAiv/BrYUh2r0WtSCg1q4pfzj0Hq3kKdWMa1Cx4cJLLk+nDI3Jh+RaF1QNcoRLiU4L5cq7MzS8zF2AK1n5ADxKx9HsMs68HaYhVsMKDq/fHFVPAU6uawkqyQZAYsMujagkkcBUsE8DQ0JCJ1DOaqkva1iW2axssPKsehOxrwCSCcZxXu4jqMdjgelFT55IPNcU5jVNNtXsG/E5iFBb0EBTrJHn4HSzbUaLqodMPZ/pdpJBtR6xUakU7HOr8shxO4sFK7pZHAriQZ8DGxDLfunYE8b41Xqt4b6gUpPOEAj1QjH6sW5K2eUh+adrm313xmnY63qOL8+JrE/aYSBXV+mWKD4BKE2oNjff1osLBh+z3MyRlriZYAbV9eQU4bbpXD3Cmzgf9rAQzKCcU5Q9lSEgqlBWL809JuCCA+sFQSPiH8Skb9/ngmSoljFOV/9x5v00pTRVfMeocq6XY1gRyR8MOD6YkdKfJRsSDRzNeWcdse0jnhEkuTlPlH2LpRWMkcIuuJRsx67XN82EInwVIHk4FghsxRMkjueTOueUjgFi+P31YzLx3g8tAd6fKG8PdJzockD99qqGpzMhqQChPz01IqYfnMct960QSKg8lz2nSRB0JnixnAIjN4CU8Ln14lHuS8T4zM6C40MN9jWDQBDfxcx35/l7KAHKexmsKALgXLYwHleIf/S3Hod4bgRlZjn4lgo8D6OOjCEMqgBs9t5E8Q+V/SQW2eAYDHlIFNQ5aooJyUIv33QCeuAqGhwzcHVGOIuyVQwZ/J3eKinqJyt0B5ZCqwM4ESkH4Z4ghmwFLcOYehsyyx1ymUt6dAZQBNKoh9DB4CCFggrZGb8TpPYg3rdxp8hA1PPNAKsgDgCqNzOIVM6XrkAAeKo9huAIiwnSungASSitHAHysa+Hnd/UcFUqgZEohAwcJe3RFKoZ+KdOrnhFRIgDUZ0m9FHoulCzKmxuzycZaz/pGeW7mMPwLGXM5ZiQ+yFobHfFR5iJ6xYKXtiSWMUKOTvtANqs4UT8WX+dTPEKMGP5WThnkimn2+Sm6flCFh3xtyD1Rdl/LadEUvjBG8Zqq8eAodN94GhkoCXI2oYCYvMx0SgAf3JPHSZQu8ntXDLtjVTQMldXL3XixjEVkxSuxiJ+gOmd2llrZgYBJz6YsekdCgRk0nT5sbYJxwdZA9rrQhfMaa99ogKGfplH5OanCHeaHk60fqoKl61HMiVfkPzY5aQplSYiEx0oWl2D/HbR7vbx3SOrOh8aDsmd8oVGEQbu86N6WUS6HApB0qEAV7h/uxFX/8c6FLGLIRxN/+SJC3oNa2u5DvK56MtJY9FImyV2bB/kGQ/5FQkaYNOwhV68WmVdHwxTp8xk8ZJQfP4ATIf8M8ZjpIVHMy1FY3JxEnrZTXP4Z03/6HvjX76pyY+uXzeuow2aAfnsCfv4V+PgIfrwTC//nJwlfuT+ogkdABmhSy3dnDWJldkxmuWO526beH8OXiEXJ0tBDF6Zts0UGNjFoAtJTyIqTIcoHM6bHo2QAeh7FakNUL0kCrWfgIMKdeVn5kPUyrg0AwGMNo6sKmigu6SyeWfpV0qVO3z/IYZolm1d6ycB5Qnk4YvxwQP5CGH5WBep7+QQCvYyg5xH8IfuhzYmQzhPSr2rVNWvIoQr6UAuhhfAB8IxOnJN4UQ4Z6UXCV/g4iFtdQyKgFhVKEE+neoBxZr/jxiiSxRRQ5Q0ojxLamJ7P4vl5HsXaYuGnC6Eb5e7QMME0FvF8JglRoKkgfZaxlvuDhrQMHrYqwkpkjJUukIDp/gC6O8hcPFuWSz201fLtd8qc5hOSes2dAer9RRe+3GJcXKltvMc+8cD0cAD4AJqO9SBS62E5iXXOwnHT5+rxIVX8+ChCTrmLwmj4U3FJLxOyedy+vIgi83jn6ynJWYSfTXcDyicJtxJvph6CE0BfXsTq/OlB70LI4ZCeRqRfn6vXKyrnZkUn2fcePqEhM2AgefhmArNYTMtBQ4XVKgwNSSL1ypriNj1KqmAJ39FMXKNaqNWLDE0gUE6DKHipDROhISEN/3nVMn2DbSg/fgIACZsNSi5/fAR++E7WywyHHx8lY+3/+9/bz4YcD3Jf58MJ9L3cnXY6Ym3/87Pc47KQdK3XGEX+5S96t7Wol9YiKY7Ax39rwsGLntkND7Jz/UWSNZjCb3ew+L4aYq28RS9YgoDpUe7USHgXS4a/00HPS8L0MGC6+17qq6ErP4nx9PzxiOk+iRwyFqSRkZ8kLHd8VKPvWQS5ZOHIhySG5RDiNqkSUIbkQp/c0RkwPmpa8IFw/kQYHwSXJhRMBTT7TQXVwDIBNLKHSiITpoeDhEwRhTqsCoHgknV/4uNJQ7rtLhbpvTJ4dIGsvygz3sang8tm4nFSo7qu3TAQ0qiKZAKmgTA+isA9fFEvJpRvmAKt/9EEyXiMBHyw1OjswrWX1fnlLB6k9CzRIuVTDL2r5FFGQjrXcLmSEsaHLDZTtU/kl+rtMAVufMyusFBh5GdpIyn5jg8Z053yO4vITCZIVzoQZeqIdBRZQUICAf6g3jsVzPNLCQpsVQryS8HwWc9HDXPFoRpjkoY0jgfpN53DmiRg1HC69FC/L2vKxXQk5BdG/lXoeDqlqnQkAiehqUm9QmlkN0SWg+A6/CJzN95nlHtVzINSYeORMYpiUQ6yfuUwKH3IWnIGXj5qaPCQkM6lKkd6dhVVqKgA+ckM26okZaFZGlSDonoG2/qELGPAQChH8rFx0mzUrO2p8WC6q2GcTt+ZxL5cTK6RM1bGzOoBI/WEonpCVccnBoYvsublkFAO8PaNlxVKGO/E0JPPrGVFgU6jrn2S+c5nIJ1Jv3V4Ga7woJFbpcQLYqojuwcLA4BC9QPNCfC4c/XUuOXQFiSZFUctKvbx6CHB02sbDsbUzKK0NUg7HFwYVIGQWM4dTqAiygBrjLvHzWp6dbMcmfeQ3DJWs/M18baAu6od4qFIJKlv7Q5Q9CSYZTAwN5n3cBGZqGbKs7tfMAsEapw3EBiZrVWHy8bUmTBtFjVCAavVTixICZxD2KVZhXuw+knXIYc58k1JLpDbPEoMr9Qnvf9i8clQ0vJ1yGYZIQ+3tDVJxULggofH6FetfSgQqyfpRwx1Y8p6B9pTT6pYamqstDlIQFClmqqyyUAahUvRiKp5NPHQda5M+JFL0WEObe4aWpJy5gEEIBZDm29T8jnVvWD3LgCxlFlGLsrz9XN6guR1SQlIk/RpwkG//0IoQBkC49V0xFAPnNOMKSQhZtvnp6Eh+1vmlNfoDah718bs+wttnVjd21evXJHvC0oa3eTKmU9yYeUrOo+kNMTwe2BuUR4CHgl+/zPe17N7iazKmVl+o4davJck43dPmvLDTNU7ZlOo+0faqe/sYnOSzvWZ4ajzlFUgzO08k3kObwraq8Az6FmiIqBdN/f6GF+HJPgAanKeJMkT0giYa7vhDep1Ec9W8ruv7tnqvuPnGXoN1HjQ8BpUBSeGMieMoJglP0GMgcGg4TxCea6Ny4Q4wUm1L40cMbouKcl+MFQYoFEMYTWSAGqwKCIUmgGS4GGGhVJrkLH5TeGcJdaIGzljXOBUYZFBnhiNdQpNSLP+qLCfBZaV2uQJUbxlP5rnQ6ZW5CgRxvXRIakX3IjAlL6KQ2PdR1WGOKvwWeBCflQmZL5Juk11PJzl3JimVL1UXX0Lna/nlOJgfN/ODA2ltDC/AoCm5Ib0RfeBOvG4QO4jDSbIEyzFn/EtO3vnwjSp40AbtMgT3VONETFZuTqOooYw9zgaTjYPUJpSD0lcexHAZV1N6TJPG2fl24GWpF3tK5QVuqo8vgyVNkxeMCdJUQVNN3toK+AV1hy25qqcsXkkU1UIhfYBEHs7THJHzL8tP4jHSLxsYii1s6MMdd/IenHYY3WtLIqLS8AXHb3rb5rgsmHJkO+SElAmPTctpNTmt9T5trUv0ZFgZfVv368Dd+spNOKKoa0JEpBYQm7tDHa6atvxvRf2U19nC3YraNO9rY4NTDpLSKCXIgM61E0BVOJIL5LyO72Mko5dLfAYEqYHDa3TUABzq3JOSJqNzu4GmTAz3UvolNyDk4wpNDEI7As7PR5hWX9i0g1RFiF1NITHmHrRi4Pn7++8P89Ip4LhdBLrVDpK7LBlfqkrBK8rFnXxuhGgsdSE6S8PkmmwlBpqZ/H4erDZhcrp0wn0UL8l4pbuiRtrEhOB1QqTP58lS6VmcqJweKPIQUTPkuSjnAZxkU/ssebj93c+RygMTrll8ENCSQf1GE0AJ5STCJTxArL6jSUc5Jgx3WWxVDxPqGFigH1DzsMNIW2VY8b43Skoc0D+MoJGRjkO4Hujr0nm6ntJomBx9EkvtPrBMTHoRQ736UGtf+r9AFUGLZn8MsZTH6Zj36mxJCtZ7kfouku2oFz3AsQaCv32GBjIX856p+ugXo1KN8lCKB8sdFUv8sa1Zohl866lO/u+GZBQYJ4otaB+tEu6ek8wiVXw8NMT0t+fUB7uwB/ES5pe1IKaU/XkZAJNCalIZqbpfkAaC4a/y/2sKcs+sm+iJNIY+0PCdEgS2w6hp/Qsd6Omu6HOowo3ZtEseugku5h9FEtqGjUcOYc6Z9k/Nt/jh6OHXbjyo8wxmXczKEc9sIYJFc20Z32Xo+zH/KU4Xilacy2UrDDGvzzALl9bGJYpNyWZoKKZRJ9lvk249O/UmeJdjL51zQOrIY0GKEMCHwQf0jAYC5syPmLRDWVIMpaRXdgxL4LfjZ0YxfZc4B2FEoiG1sN5g91gd4ntbLJIBPr8DPrbzxJCrmGQAES5+i//6uG9KJow4ZiAlxHprz8DhwHTDx+CBdou5Z9qFrTzBHo+y92lD6fGWp1euvB5NwoojU4F6bNeKThkuZCvAtTAEukCZg/3l3TVVKNp9K769HjE+aN6T9RAZUpGsm8rTcIjOcENOCakmzVevDhSdvg8iVV7kDAss6DrNOhvo2tUz4LLMKbQsHtUzDuxZNBxQT0KV2anHghphIejj/c6pqKZ7M4iL0x3WRVH9iggmQTIPiRg1Fxavn5T9f5U75TOh5YpRxX+bPgsPNTGLjiqIlNIvBcEFxhNkB3v5QzML10kkPFps1VZuwk4P2iyiiJyUn4SXjSdCOOJJEmGakN+nycK4QDSRChTNNyijkc1gzJww3tKht/PcrnvoFn1xrDOWjbyMsEhNXUlU5/w4HQ2D6MJ11LO721pG2mS9SkDYfpukLPiUOsA8psmlrIWajiJcjPeq6HXovJ1T9hculJChJfvRFaedK098uQgc18yoQyyvnkQWbgq8iLjTcf2TpuezLLf3Smgk+JrFEJL3ZGg/35MHtbnhuc49oHAD+28ewhsJtDR+tYlcWO9Yv1iUT6qVB5I+RJjeE61j7jPB1alruogrvyaLFLafib1pBkfYAKmo81T8vWwsZtya2e1tTuewuB1TqWMhUESpljmAuz3oEUNF4BZNXiCL2SNxYZPHNQilRLAk1m4klvjirrFM5PHgHtcdALoXORinlmdifyyKBWSETC11vzg9bLYU4+FZohHgAlQ67grccaEs7RBo4QIShwpq0WFxMrDZv0za0s74Vy0yXhdQ+eo6D2qdJ5APKpFT5XWjnGxxhXHez7EagMsZqmqGrorI+a+twxJ0cpqWXc0hrgPKeODen/Uai/PQ32zAnD93pX3zQCpbZhBbt1nvUAbZeKYicfC0WL7puj4oTMFBmDeKgtVoDpHtU5rOY1exUrP9RkQGGhqPVyL3pdg3SOW8VZLDzmD9TtPAPhF463Nm2XGA2ZJa6yKninpnElokIu0YUwihAnamlp4HJgqnVOlj/pRRrgX1iFBvEFAQ8tu9UrknkixIgbPTljPajkiV+qZjVGmusZEvteZ4JmTqvU50ofiZPfjnBfM2ZxlVZIEOHWduC/YgyrygHqjzIo7BDyT8rHgKYyCnFuIjxn+DRRSz2z47fPDcI83+vW0fZwYmNBYZH0OR7nPFq20BDtbw3MSJzqNrYXfjS6mtLqVX5mQvpc11nlRz/ANXgFGuwdNIV6y3Fkx/mDRKNETaneDzxNIbpi3PMXuGUavstOX8IvEDHqx9awKCKBNLCV/sTbMI1aqZdzvPVokh50Ndq4nvSeilm8CnG8AyuOCJ8q84pSC8BCszZyCN+yQQFSaEDWnZ3MOmkISvARQGvZgEjXesApN1Xtc9/rinKDd70RcLffK3sQjIBXKoPdQ3KMD8AC5bx7P+az/Gf9DPZeJXJdoQIR09r8bZcJkHRbFwKJCTOBPZsz2ea7vqUgd4y3N+FmVgKkKpz5fytNSlrPM2+WqmHm5jh8XcI1gac4fhHkiN+a6h9/0Jad9FnmDqrDtoe4pNoqZrFVUVs0QudbWMcop9tsUYFaDt3uPsgj7KgJpf4xkuJvio54uSyhickSULdjPQ7UhqyJShm6NCSBdV9mbjKJIu1c2A6RGkZLbc9vmz72EIN8f/t7mK8UHUhZZjYOFuvXSouqZo1JpwJViBJkBkD1CVQFljdTzPWZKKJFfzS2DrbesdYHITHG9ROkETB8RmQqzPSAk1P7mHNbD8Ff8KOxjD20O82PKZ/XMoXozd8BuBc3iVRtlAKKt8kDBE6FWGMBd3eWYhGDuMohPrZChcFZLrw8uEyaI9T2rpb3PkjPe52agpBloeoXJrAAgQn6ekMYiccYPdsFUy5nlzqraBUXTgrNaH5hqPRWKJo0Jtrby04T82xmck3v8plNyIqNRPD1UDlVoU0HfLoQiAdMhge+MCYoXYLCY3hDL3sSA252mu4PE4xdGmuQ7HnaPhTWFvMTVmhJIjaJbjnLfK5+LtykHnyoOIU1stRaJcmEZdXiontWoUALBY3LM4g5/KUjPE8pJswWxCNoEuKI7nTJgHxI8F6dHKwu7t5ON4QYFIiWkIHBX2tAhdMocqUWv1g/ltL90nlyBBiAejBDOaTCqx6uoZ5gPCdMxVW9PUYak2bSaew7QDR4EfMPPhB5TTMAMnMwTAz843LtpYxsZ4+MB0+l7oQPzmA1CJ3bXyufzkDAFL9l0yuAf7tCEhFC1jEEt2xbikl6Evl5+uK8HYxJ6SzqfLgBqOKSERcPxicqpzV2TiSqsIZ+qVyhmabL6kf9YRkzbY421TPmIZM6Cz6nThO1dVKFhfKheK9sDGAEPN7R6QM1QZms0lqq0QWiY7xSHUeixHI3Z6xhVwS8DoQyDrzHMO0ZA+nV0T4F5KaaTCN9uUZ1k7NNddkuyWGY1sxoHT+4NrobxwxHIhPPj4Fb2TACneyRNtd58XJdZMmqOE8rjHcrpiOluEF6STuD0oxSLBp3U3rHiTEgvGVn5hzet5xyfcuNpFh5VrcOWDhzMztt50OQFdHAveDkI/XrImX7HMj/LfeLplCqddWf/FAwejdfbfqfa7nQUTSaNlb+ZAFjHJn1MB4T5MEHYyhJMiaMBmPQO3XRS4XCCKzYzUP5Fx6j8QWSWY1BkCRjvxZiVn/Vu21Hu5vCxVVI4qcU+yEA2Rj7qmhT1AHCHjPFTqnwFMPmLxIiuRQHpZ4Leu1FFKqZwl3nu5adanykhjYzhqXoG5IxQHHJCOgHTQXhLGQDSta+JHaqwDhLh3RVuV0wqXdS6Ea9OkSY98wGQelyThjzaGJvwy2gQC3NaDgDdVQNX/z7Or8mD3ox7faucwJlQVBvIRfj0eLJ9otUt2mzUdgeaySZVYaBmTZyn5xB6aMaPoMBSYb0bJWXci6S0UyxvVEGdZ67zKIaSsAQc+yY/V9y71y5XK2cTajgqVTxdiVNRmu8I7gnW51ZnMu+bzXchP6OpBPoISzTpXFKp+FZeI2s/ptoX0O6FOA4AYEu47HtD/k1TXZMJVXG1pCF7o1Cu9qBFa1ENFVKG9qIChG7GdAYI7FaqxsqlA00vJqSrAjJqiI9Zt84Aih5AHm9sjD7gQxonmruR28+OgXEiCcszZQhhM5oSqndNaIqWInKCdKGR4THBbplI5KEj5XBwr59p8oJG6C+JUJVfitiqJxbl8M48KXrYTEbANeY5xmSLAJdVCTUlgMXBMmkCFx2PWArkv3KQfqKSK/OhjNwIXi2nJZNm8GRXMGTtVThVPEUBFLwlCxG7hd+UQTuA0wv0wnFVFmlU+tJ5dSFE38Hds+xGqHq3gH2nkzEwmyv39MxJBVBd1ENuqvACQDyPgHsho9XbPVfRo2uCz5FQY8WVkeveAbham3tvSljb+aEFt44291eMPk1ogjFEtfixWvw0zbSveRJlOk91Po3eXDBzS3pn1rXCwdJuYQPmpZnuku9zcMXFxmkGEkLda9Z2zNrE6pl1i5jRkuNg+4VbebBh2jKnpN+69rt+BfY9dWfedvnX5mINmJSXESGXUunBE3+0gk9jPSRFPNBO9VgyMJo1GC19wASt6vGydsshtB8JPPTt47F7xUqLSeuUoaYN7w0PN9gPYlCDX3gvGv4rV2bU+NJ5xdOkH2NPEqJcjsI/JkoAjjXMF3CDCE0mbKS698f27lmN/IB4/qnSD+vdp3SGZ1dzazMqTYKAUcPfGzozXAjgxGIUG+JZLWWi0FWjDOqZKFcErB1UnkIiyCZTPNiErnpuNf9qm5S5iWjxMbs8Aw8fy+eK4Azf1P5r37mKgmYVejuhURWFeOfMBElL6OBGKZYfZSBMRz0nznaeBSWc+rnUv9WQXDrtIioQltQkCtXC69HWMfnJPAtEKJpkyL08Jrwzgf2OTu0zelHcoJvhUSRRwHavB4IS0Ltm4tnttBme6Xko96D0N7drFefO69kZGtbTDKihkJQLvNWz9xmdm/LBiixp2GGWtW7WzeapACjmDYPTtgRwUVs20JorcOqxnO1ZT96h7UblTNHjTqlzQzSj2YNuoAhnM6PKWOY1bWgyTp224UsV5rmHPjvi7B1Vera5Fo9z8CaHPQFb/pAwxhWnosYGU1Sn0I/WjYql7eGZl1mn1+k48g9bp/dW0M4PAYte4CFhUqYcNa7SUgWBxiJmxJArg7SLg2ZNMaHDhP4Y4geodyks7HQkZWoKXGOR2S4bc3JB0y7/AXDLYIx7j98xoAnNIpviY+GPzRgnYcwvf7mrHj9V4FjOVVFgTLC0TTQQxiH7ZjeL9XCexAJ5lPk6Pw6NYFW/b6Iu3gPh/OHQfhgQAGXC+cNQ06Mao4rCmm7iON/TKYMO3BBizDzl8fS6niCxzsfLtDaPJZN/INeybLF6D6ZTAg8HvxPDSe7dWH9AVeTLQEin1gNlyptn5hnr/MrZT3Vf+NjJD9JIo0oUcysaoYYKZlE6JxWaxEhR1GsoZYoplubpyoTJhDDtjxOBhmqpdu+ZedVSXQuf/3D/yeYqGix6erW5AyQ0wNbM1nG6a7lMOSYfr8x/LeuHWzygALcOlQM8KYxlgjJW0+DJwZOZbO/rPDOrEApX7tIoGQudH9glcoTDxBjvoH2Z0cT2lK0j6oGUdO+4AQVVyTFmzUMr4MZ2mnCpsG94IEke5fckujGGtbHf5Q7gZFkWEdaU/I6NWfn9zksi7wMAMJGEJwdBZLzPSGossf1V17bSkhuCino2TpX+qMzvdtxgP7x8sj2gD5KG7CVqv1UFm2+W7wi+DHovsiZKcmMYs2R6BTTEuxrJ5IzT52RJRuA8UviEnrO6X1xYN4UiQz7YGgRaQZQw+ZlGbn3vYTqFOy92R0XHP5nw5fREnTBHQTg0Pm041Haq160VyqIACag3R+/rpFHGY+FoUZAFqfcnhII6/wjCpO2/2IavrZ8lcKGMisyTfyeLQntUBU6rNwFIyTweFS/zALgSY/ye2/Z8HUeqY0PlP9NBFD837i0IwQYWgum4HQD2u2EI/Fj6LZ0cVqM52nn2YjZGBBxMpojKDHf1Ov7Z8H+Sfyfu1tGu5dg82StT2DplzNqJ6+nQzDNaRdXwcoFcI0wOml2xawoAJlWUW0Vbnplu27Sv88Wse8NS8k8W6lnno5H3BoA7r6aP1+QdjXgqBwC6BtWJYds51LW+egNmt0ZIYa+YvGVz623UuTVZ3Og2KoyCf5iXDtY8VU6Hhqslf7Z5j2Pr8Y8KG3qcdE4tlro754VnzENM1+CKNPvUTmTsHKKc9QuT7DKwHvppYrGIpSqw9pNKegClEch2adSEW90I9W5JIBiFEn76/DIHpqi4mkU7MCRLjenKYiP8CYHkF3ZLHkBIL+yWAwdVkqaTfIcqnasAx4kER3PBj2EuqbpTLQHA4WdJ/S19ZnGZhrAuYrV0queLJvYL0z5HMaZXP6hnjMyTSzSHS8vQC1ND6B5/DvOWVkXXlVtj5qYMGCQNAQOQn3XcxoCOSZIThPCHem9B/p30w4ApA0mTm6SzCeBtTLxbrowxufBZP8Zoz8tQ31l8uSlP5UDNOhZzrQ8JNCW5eDsQ8plhV62mk92Da9ezUQSDBxEId32SGT1ESLcwkdpOPWSby642dyaglFrH55Kg30US2k2aItloyhVh3S/WRnrReaa6xs1BCbnXEC2LZoihZlPqv0w1lEPXq2ThEemsp1Fq8eYzkFINYW3vsZCSlx4qTZipJa/RPXfuGS+HedTFYWl70tCtCFVYsNBUPXi7C97udUpzwdEv/QPB0CP9lQMhjeKdbqxuVA942c/tRXIPgSLATYmK73SXUPQieQzvpcLIMUwFtb8aL1/vcUDDLG9wPYyW1OjMbrgsGZ70Bgy/bF40XJ7OA5ImdunDnsxD4AYfFWbKsd5HsbMXqPvFaZWA/AKQhkbFzIBusSa5+B73YRrZM825whfOcaPveO5KHXKLsiiSlTc6jUdohDgds+FvOCq/ccFY65kM4TzQlIoMpFFoWkK1a/kGhu5R5LU5/ObglYj8sBfe1MBRBgTXQdhnIVRaqyGBLTt4Mx+MujZ2/yaR8hATfnU9aQIy2oQR+aUq5c26FYhW2I0b0H6yeTUBZPn8nBcz4ZRQvW8FHn1jZQy/ysPg53Oh+lsSq8hzU4CNh0cjWFy7GMLtdE+hjLVrbM4MDnZu6lqQJv4AUAVvM3IbDr5+Uo8mTbpkZQMtGK82jakMYa/1dGf4qrzgMmjhmqx5oKr0MTy/ghiGAbtq5O1ZNy5r6XUdVzqF19i56GF/qMlH6rO6ln4mdHs3eu7iPNh+dYXeKhSSEMpS70bWqCXri3zPWYSdT4jLniZ3GJJ1z0ZjKgAPMY8ezIYeufNYmiykRitXyq28nbu2/+zqTanzYfTm8s0O2B/iOAgjJP2+st8vU0tFmkywUWakAgKZ29CEYx1cFbx1cu1O22TtBgErWBW9DFRYV8GksYogVFMC9FCAcDDUhZHMe2aZnm0aViGTqoDtHsCTeO3qhWT1hhB0kxBKZphFk0kWnvTC8DhQy6Q8HE0UhfEhq/eMQt819p19XghpEMVDvofRDsHD/6yuCbLx7h8qIUklOcgy2AVgENTaQH5AA0GIdisUhc2oB4UKfO5NorRosXNXuuGASs/VOkj1YnEdZV0bvYNAQxUAqpWzhmy598D7Dl62ULZhylTXivWeg1ljLeVsz4DTpHMYmFU1GOgcdlZgKL32LvSo+NWwkvb9UjhaVLqYGXwi/0ZfH2tvDLIqeQwuGgrr4Usdk4l42COj60PbvoX4uoCic1jierpQVpldQS3rnkUK5Y0N9fOWQjYl82iZDeOYwFkMGyVDP6SLKgh08wtABCflb/7x62465E4JtWujjD2Fy/2AGjTCWO0529z7gUc+tnrxvtYRDwGQzACme6Fk1uQ0ce7gynNUJI0H+16GKQb1zuMNrgdbQ0vVDQJoiN8tqnzU5nm6y+Apyb2zoRr5wDERVFDcKOyPuJWMRx27vXtEOKPJ8az8qZ7dRr+SaEC764QxQPYGJUPGxi5hb41RJS38251FDb9E8DIRoN+rbeY21mvu1DA0PbgwRxPwGjnEzwiqfXgH4aywcR4gilwOY+gEY6ubmavAGY1pBhTGb0pRpmqJt7ZNYS2t176A/CPZjrv2NyHgpPNiclhzXYTQeA3aZGPWVz3zG6B2DQCVtSwE3aOrqM7DwnnBjidhsvZc6az06X30ypI26NFKoZwZRabgYZzhb/Pg0VqtTNRHaPma5ZauZ2e27tfCQjd9aNwsHDC3fTEHOWHo6ug+c8UBCOGzmNGiJ8FQQ4NY2sO56GefnA/9vrR2TYyMeFs4ZgN29KeF/Wo0qWOOsjkAX3vnI8Eg6h5hk13ierrsoGM2IwEC/SUghnq68UPnpJE5gVaOTIqbyUd+Frd1LOTUxur3BJf20ALsT7N/VCJPJuBZ+KJsPp7qZjfhIidUDTxOlA3QdyMCAZCnaDXXPk2VoKoyCBcy8kuneVtLzC7wuTVDrQEWrsNEwEnDNNSNm9UjFZmztEHej3sjrO3I2BvzQDM4+aX3gKYQctF4OVhj4LkeqDKeblMrBbllbGC30sVLv+6VCPNjlxinE2E6ULWKRk8L1w1ol0SNUZbB5lDnQL+lYQeo34MY4O0Xy7JoVBc3I8Gtti4shEPRXceleizNKlk3RXvYuJKhMcOu1Ab8h6e6voaveQ6MydsF7T7EwjyuTmuDKvmBKZol2e9i2ZqYlyZVxT16pgC4VySGXDDswITMt+Jbv/8ifZeAQ0OfSg80ifXY6K2mn20FuGj5E4W+XnDuoR9jpGvzDBvdxXV3ukpGz1Y/4A8Zr4U9N8JjmDMe2/brvMHv9/QCYvV0BVqitv5MQVOeRhOaZJhg3Tqk4V1DG4rIyS7/t2P16nZgZdSwn2gcCT85hwQLilM5oOEf9bJynTOpW/dAL2D7OtpY7YAyYas/gG+wC9yTZXSn+zo/A8OXGlLrRiEFmuAGOhMkJL23/D3emVSG1upunmGqStV4FyzHvED7SiMWKi8Io+JNKmAqz/EIEBujebiMP2t6ceZq+a/neqgTjDRL96lmaeZDxAqT4dIqF+7J0bF6psRCIAvZ0rWwe2TxPovzOPfCtfNRBp2nLjQx1re5tPFapr8oA3mWxdBOpZPAaFOtQyXsZzK5LAjT8awKoYlgoJzsLO3mGqhKkOFSKn14W6H8jBdw7asEwX6W4a+dygZfr2thZ6acHxDCBdFGUylMAf8Gx1LnqheiZ3fQDM+O1zV0EfB1Pmlj73BqjWuazOnQ0nct3NHQAr/1NS/tb+lD92bqyrvhHH4m217jIuVj1sjGOIH5mBeNKUAjJ/X4+XyHO1y2nj19xQiTRpzmWrdRVG0tuvarrK/V03w+mjFiwbkVxmafZBKlO8zRQh1vP8iXyEA5op3bDditoPkk6UTa4SAas6weGzIu+ECxnC/SzEIViLyx8gLmiKoWBB2sHxiDNNB4fyAMdX4pGBUf9JZHbd+s6HFi7fCLVhyCW53jGCKxxmcxVtbDtNSK5WMk5YvRa2NtBCIE5oxGUql2Y6TWK1EVvJ7xSqYhVqG/unpViQC366LWqt5y6L/t8BpMua5MqVekfI0Se9tLSpf9jnHgIoSENfF2wx0Fgit6Zj0S6yQwnloGaO58UuNCtVJKvH6cRxubhbrY+JuDH7I/7KJyFTDIvb52wPffiEmw9ttvcMg4Kg4gVfgQ16aDSN8gTQ9Nld6s7yjUAPAL9iWuZ7unvQsCmnBWroK+K1+N9hSK2poHhaS31Bbi7vJvsJIa/+i8nd5VDM9uBCDjYctz5zS1oFRKumqZT8ch7NHq6QLiR9Aly6WtF80PusDYZ0NZ4CeGn1sFOcyDuc51vqLyX4WYds5S2Nc+Xr+Tu0BbN9gFvUAonjAz7KTAC2LIoNxHdD7qPF1oygQVU9qYo5AeElRM1TAlGz7ghZ53ysPmHDP8jX6T1Oy2ezWYpEpbpbGS6F4H3DvU3GsNMoG1t2UQ8LES6kfc/WyOBcP+CLzLZBifDuraZbiw6/ktuGm2MZpG3H0+YXPCVckyAdH6Dud2bKdXVnt+5/1041qEmcELM5miGb/95rbdOF5jMQ0oj+UwxjWlqFGiuNaPZyiFMVbDfhhvRL+brzr/aGQsxL9Dv40CgvDOfnY01cxdlNdiPZsH/+AyNj1czXwz5jiE9Vv63eM1k3H7vdbh25+7bedYnPemfVuDDKyuVUJDH65QWRmr242R4vrYuzh2rdvK+VXGmnm4unEsjivgvLRXmr/7+enpC9UotgeuyOJYkTSliUKIAYUQR+vcMiKlM9c0nV06Vx+Yxtz2AmIsaxekPfGHbdiMRnhuqnWTEyfVw1M7xtvH01uZGAdrGrlZE6Nmb0y/EcBRD7qZ8hXmzPpaOkjXiKMmZ2ipK2akscPa2rP4fFtXic+3iVCczPOkHz+0FK1VsarKqVs0w+aMm2DK6kXReTKFm0nu0KUJmMy6GDd1sJRa+82aWqyvK5RhbhxPndSOGTIB/CDzYh/XLIdqGbXC0QLW/g5zOdZnnFAvAZsn0SyR5uK2ebB/rd3AfIorFBXp/oCz9UgvkhSlDNK301+YLw+BmLo2G7xljfJZJAcPoRkI01gV9IbZN4dsu79t/tO5zmFjweoyItneYkJrAY8TvsFE4+HSoGLKYoFnf/MDIsSJzw62lcPKFXH1ogG17MQVTyvTKF0Z+rHKuaBic5pGPdD7AzyMv7GyBt4DVBooloxoQdDze8CqvNq8+AX/bh9SIaT9Jr0bdGA8IVpVoUYYMV5V5arJHNYp0EAr1NjdNg4JsaIRxfdUqmdEVLriHmiUI+M1nWBvOFKihj/bnm2MkYp/5M8msC9FaphRwjxTzsvGnu/X/VmyKqe5mycrE/616o5zt799baJywe2abCoXC7/BysuKGCljmCb37QDtvub6vuG1IVoCQPNNrFUBOoyRuFM4ozy1Ncae38eh2u/OuNML//HsW/LWrPUd7/64Ere2BjbGWGc2ES2t4oo57BXp5pV7XOW93Tv03weRtxpYUQi9L56PIUbJzKDnF24EDx6inq1EmbQfXzhzemW6qWP7JVU5yuSQhrYCLVkZPysjvt1Z13hN15ToUA9QfGJymtC+0VATvtjJnE5vHPA3nAyHiO/GXFGet78FVyloDbMIm9AET7unZOlF6wf11DsTPCO1cv2nSaPaE6odGDpRYvGmdQKNzfjEyh9rWWZ4jdisfwYsoYaFo3soR0i0wXp3S/pC8AJxbZ9rv4tWEjsgIqod2rYWasycTZkoAyYIck1BGphdY1Fxq45mzTEmqHH7fhna+qag5PaMPSpoDVJ1fl3ZK8I0HIc45zaf9oi52SjOTO2QD/MarSV9aG0cGzNAg0yOz0uPNwU84jowwIlrZh8EnEkKeL4GrvTCQP14eqeExwPapyKM1aYRqDhxlnTdPNQxWdIOc8u7YBAbiP2G+edJUVCvUtJ5n9FMDC/kusccNxLkuRN8GtqIzwJN9QJRbRerMLsz5i/08w79AaVMdsk51OC5cGAxtR2tWh61rH0cM5ZteA7qnJXMnvW+b7cV2CzjJFoahU03Ox01+0Wt+FJOTuoCbuc64FayeIE9o9wNroZ454MQeCjBP3jqVuQU1oowNyIEhbxN5mTf8wtlSb28S7QUjCw9D21CgeP+oBY3h8jTo7CLSn82/t6L5Oc01/IeCghUi7r91/EM82gDaAUohLnsgbpy9tj4nG3vcGYZbk398HdbAPWsMcNJruOa9d3jTW1T3mcQbptn/RnRjzmyq35tOgNPk4hN6S2u/2L73NUJ7z2U2s7WMKfR69LQjNWPZ3csr3+7Er2ETthLs9BDay/Mie0rdPjP2jZRYKlfm2ebsxTmNv7X4+JI17ajLLCk7K5B61gIOG3QR382tQjWujG0b7bXrL8EkYsYyuDqmGdnXscTmmlY4Dk9Ha4qtT3+CO1382H00eyBhTloaM14JAdUOvwibRmfa0IjL8D+D1Wb9c8OGAoMV2E6hTKxroYgIvwz0/Aj4VH73Da3H0RTGzffJ4FYass9IjzHr+8zWg7nWWC04KmvR8047Nsy9kyYU0120Ctoi1ajhd8RF6vfG4caxu2bWsceD3obK1UcqlVAv9TOAGcJI5Rshe0h7qPvwyd6WHhuZe3ejI0zCh3OnLNtouoJbAwGYY4az07HmN1iYzHJRlOH1u0cPToU71nYAQG49ycml+lx6gferiutH+x9WWs/xNL3OLiAZ4eW3bK2dsL9wHjALY3Nk1v4PMrEWfx8w+QDLu2C6H+lGmaiwtPQaYSOmTbP+oN8SWggWbNm3fu5jm0u8A1vq8NhzmvaOZ6Nh1Etv0zrjLnb06Tfo+oFnQaneIqt8NWlpCuLwjbg3y70VsM+5yz0lMGLwtANLsN4JzzGsjj6PcYCD8GutFX3s/Mw9Wg30QpUIz5SgixmVO56Wgm8Huh4Jbo1XxOE1ng85vw/emfqw7ZM78lpFMBOAJ95Xmz7ZcylmS0+YudiL7Tu4QndfMzKxHLaT1Y5ZTqgpjy3fsy70lvhe55i/Cf0ITydQWO4j+3rL0zS62iiDpqoEUYlBBa+z+M0rXmoGvpAW0bWZkOgAzwJRw+9V8zHoS/bM5od3+bOUmyMuK7jlmUvHtzEzXkufVmbzTB8HSj80c5Z7bNkAEfZr9NxzkQ7FDSpWC3Xr8n6WNDST+iKGoS7pdFEeIvyU1lod6ltBPpP9rdNWqjP3W//tJMU9TtjC+efo9970gyWImJsf4d1pIX5acr29F26snHv9u2srBGNBHpaf9/D/oCVqP3af9GqEqDBk1EvdtJKoe53b1VyZh29FIxqYYseElppK0ziqoDRL2JHkH5QLDCnZhwrm7rJQLVQZ8uaxghMsjtUmnFijl/DXAnugjYcI8G7VRLwMNaSxfov39lA+xHCoDhY+/0Y+uczJTSUt3V1y0Q4gJ0O7HmYI7fChjG5dSTSH0HSuUarXEA3jqsMwvhT727vlVorGwWJbv2aTnohZO0QDAeeM4KORmN4YOPZ4sC3ODyn4HFNmK+LzpVb+xU/Dv00iS16euZ27Jxkrfo7HnEca9bIJeW7sURFwcrKLlgiezy9v+5uTaTriH+Dg9Fd2Jez/jqe415Zno/Rq3Rhrq2yvIzTuiGqex7wmRl6LvGygubuB9Pus+UGHVTvtBCRJ61INfFVQ1t25oU9s6SguVDd85bUrb/WiXyqtxivHY0zwcye9WPc4nc9PccziSC0xnO8+zPdy2x4EPr2F/EHZgYvr2d7sG8L8/23lLXOFAs/m0KCIs6ykeQ5V97gERrdxl47TEjqgyBJHqx9y/xIhhw1eNf1iPeiqbYXpyKeuRweUndPtZd7mvkOhzPFZ/14uF13q+NevdAO5rQ7A82c6W2tCX4RJ/3t69bLcgjPI51Y+9TNc7z7HO+f9Xgz5mPnsI4NntuwZERwKGjmpTlbEPCP9J90Obf2EXfTG+Quu8PZKHy00J7NO1pe0ZBJmpNSz1ci2ffOCq9rf/dj6XlGfBVwjc6Mpp1LPEczra7JAT3s96DltkXy0LnwcOHvRrvcYOhLgoP/HTZqtVag2UiLOCC0U9pJtd9LuPhCR2t5Z1FZ7Q+hnw3o3derAn1Xx8qsGagM/6bMTmJYg4Eg8fPHTji/ApYss70nbmnsNk9uSV6ylG12jHb8+psvjMOVi1S9x00bAOgAlNLGuTdCP/at6yoz3RqHgnsfw7yaMtd9QcBxGfvxhD6sDR+z4T8AZRSLv9+vW9kv0ZK6ZGHasz9iuw0v6elliYkCoJVQvCWlr9mH4f5ApLvaQIdf+L261rYfl+5BxGK8MKa19lfoYd7owrOd/KDfs2mCWFnfyE/+WaHoPWlPnhXOM9+rPT3HMw/b+8bvYUfhpxOEZmfeTJgOv3sB2Su1/cwMgAS4cmJ3b/VZ00xzDhB44HZ8YS94xkctYIrJIr698NnxjUWIe5TRhEVekhNc6TXZoikswiIdpO1yYPWgxY1tYwsCua9JPOh53o++noZarhkq13b9DM1cC7mgytvzEzEJ1zciNOx6hT+1LJ2bshTr9gOJ7fG8eTdabJyle1mmr0ePtD7sQ/RmtEW1XEOCST4qXw5cz9f+TLhWTlgpv0q7C2W8XPBIzZwkXfbONQG05wXWZ+upQ7PHmnMmCU2Yh3WJb7hCPPOYS51WIZQN08gcFD8bNR/HjNeuCRILjKEa+JeZRiJ49t49cLUHzfuzj+P5g8pom3JYXcvaDoD4PZ4ZdN6OvghrxUZ4WGAe7p0xj9tSWN7SRlOrR2M5sSILyPQbu7HYB2Yew+h4a6MS3LroFq04Ef3aWJl4IEcXtdVdO7S6zWnpuPsPci5txjUOKPf30KwjogIcBIp42DpPjhcrV9Z4FwTmCWzQps2hed9i98F71cQt07yM0f9WiM+qBy3Osxdu/54dIjaXS2vjIatYXq+lPRbeJ+jF/RUPGtt8cJiX7oOv9h3F2drFQksCYfwv0MuiBVX3S3O3YA1f4wkmnHVVmrmKKC2s2SrPNXwTauKPBeszA+3haIKLtb9wEblFthtn7BtY5FWrwqUJGIHnFAAp3hG9wVXAUXCIz+OPTuhbO/Ni5SaagdDwomq04Ro21eBUW+4FE8+Oa8oQL5TrzpnZvkw8F2gRygJu1Y9p5huajLzMlIPOs2jGlcbAEdrvDaJ10B0uqPzarflYBo5rpb9n3m3b25mBmN1yqe0e7zVcdfxRqLZQx7rgcBryiIP+DI28cEHeXBqv97nEezv66SFGuXgVoy2V3RYF8iVE4vz2axiE8gX0Zvxw1ehBPOf9vcEhNtbIVlTlRXueJSFT9aICFDqYjb1b/xoKu9DnClyk3VjQPLi9F9Xfd2fTUi8xDHBhb/lzJSbu9nf1hnH9vbUJGzSExzVp8kmex2g/wYfre5eXuK4Zwnj7MXOoj+5Zxwd73OR7dvuvCVx9B22GVKTLsoD4pcm1SVOMV63aGwwhPliNBugTMUSmb3hQx6gCk5spRQGH3iMw18BbfF2RpXmsszdLXdm+8YWyW9ActsvNLHrmrH+x/gHcWerW+l/ksZc44wZjnt2leCPMhJGVdhfXgXh1rmYp/5c6tfdBGAHC0LhdqyX8Llp3sTzNa7Tq5VZDBAk4Q7NEdoeI7RvzPhWZBw+hic1k6WiLDtfGYc+bca3h27OhDXr0MKFS189ezyxhC3BxTjfK9nUWhVIs099S/Vm/gfds4bUEfZ80EqYLXsAbrEPvlV5cs0Vj2wLR9LwkPJopaEFmn0kGgQ+x/rYjj1c8JV6vPz/D2Jo++3ddnZlABMz5cxfGtKUEGPje7S3oG1A9MVzlhA5fdPNsRqlGgI31GOCJwMRz/hmbX7gmMDtnUPvwaeO4zhzlRH9vbUWFujdIrnK6sNbcP2+HuQ6BvlrkbYy8bLgDZjQBcDgrF+qwFF6U1xbavQQtb6/JssQpUHFonQ1zITwpou01AV7my2HRokK4OqbeU7Sl5C5o49bunC4W+EVTqX2+uF/67osltgp7zDq1T29EPmL0t0Ifs3H0+PKc7TXvA00uzm9/lm506D8X+AADEglQ6NIwHK5Q0JYxIbYJx3wAS4u5tsD2iOEKtiWnQNGiXbhHzwQXmUwkHK48bJG5RGtlLL9QpWGO9jIedLHvHiUOA434RcZsZYsyhS0iWTkUmvYthsbG2BN8c4jXZz5vE1CO3GZZxEp9H2OPLy8U6vDt212AS/vUDwKj0YXKPQnN6CLib4eafszZLdVdP7ywu1etdHYwAdWT42UC4j2D6QQUCsVj26t0qO98mHEiCPPQTG9UCnBm8KGrg4W6HX1bebYLcMnP0RbvhfE4itpepK01XtrXn81TXKu4xqXba0uH/9KjgAv1nq6Ab7TuNVMT6cTGGDOpAagfbZ/jxfGPbl5cblvYY1t7xenZ3pF84PySgfsGy1DUuOV7K1j53RjQGRzqnuK6tkZXazy3u/PRwMKGmRk9VBCsHxduKzV3cCepHKMKVsuu0M3S2baY6c1+9wexvbO7XN3dUmwI/0071sZcfm3wrIqw8Dgu7YfdI76e5GRUVAYGH3i+DgD6L+T6Wlwy0PYIdmV7r6kUZWCp3Usy3BY99fxuCVbkv02WYvS8FEEQ6YLDfxGXNdgq04+jl+VI57BT0IhFEY91DAoDiUn4QObaRvQI2jP7Gc7+mVGzqyOyeDs/3NGLJLVam5ROAezbCHNOazQVyy3JUox6X9I8gIE3VKPKvA2fW0KDQz/GmRx5iR7XpmRLuNhDWytt8AHrCmMH+9Psd3fQGjOOuey2CN1+xoOgL+oHV2WunHh2r4ebRVtGa9lirqiscWCav2qsezOpR5jzKsSGwjzYwTwX2heY75Krfq1eeNFYUpjauNy+SodMfEesh4qGq62mMu4q93jvsXiulls7lHY2erGsrW1XprdGUfho9l6v4aXwHkZlWP27FonlzpYO31WIVvdZR1273WMGgYtagIdu8aOXiTv6vrDhX4N/s4c7RrgorHT9bPGM/hsl16Dng96Kgb+0BkaPZWHPdnxwdYN18zLrZ+NA8wNayzdF03Xx8zdowe691nOkOx8iX1kTDOMzo6eoxMQDzNrbIazO2udw5i/xLiXomVzQn9GR3vfw65Xxb0I/V/F3P+6dgtVikYX2mVgSDiyF4AOuNEqiLdTwtrVxLMgYS9iYUNoKqaIgVEWeZ/WjYM0XL8Vivh6Xyl8qe017fZ2NawIONod76GYvb1+TawG/6lPphle/nQlNsMYZXSTS+mQsvWueWd+kMvjSN7aCDLHV1y6wfb/UztrB0POPhsa79np5Ifzuy9R9eKHfBdlu0SBxaWqW6GUPrYeyDNTvDe+A/QpasPqIJlscv8VU04uNYNGK668jPwnMlUsQxroJnSlNVieUqeXt8AqLsyRUL+A2e+mLvyCAXpJgFjf8EiItgjNZd1aHsUyI9Xn0jDQHPAdBMraoBYklNSwPC30sQnDd24HRhYtRobkisKZ8Lm62+dyst8VNucU5XFsXK7sjvGuNv/Q4zRTk/mWz9DxvwDtcQGqxkwUkI72sWVTbinIHzVIEW5Fo9eotdNSVneG0Qd9LuLhi1rXbA/dDutzPZRq6DMT16KqC7FaNjQFExDpviz+Pxbf4zpKxaIl3Au09glCfxp18/gaLMEuwFJWrNTqj+u+q8WqBzzVnaOS93dr1Av3sUxAb9M9Uwuc/pGBZsbabAnG14NzLC4uI7MD3krVwy5B0qfutMOjEmmBLDM18YJkz4hrKbO0syRJLuDdKeTvfrOd4QxdhLTgKR4ZHXPMo3zTyQYfX8vGwDr3ctAR7D8++ztLza/rry62y5I3GdhwezPKtQpgH7VL91b6sQXRrvdXG1tlgbenvpWsDTfWVfRyP/rU9abJmj1uPw4yPLOA/o48FfPxdP9/z5i7CEj1eWrakBhyGeMgn5QE7YX+SkHCA99qz/77U79am3qIfs8rNMqPo+zVXZ3gnBVrC6q1QM3S79tbKedtecL3YrGxXvsWpFcC2lFsrMz+B2z5nM9QczAsxzgyxDhbJ4CcWmsDkl5TcqCT3DD82nRirG7l71szLwmbt+ceszzUS3drE+t77XkgYsolHbLIfu/2vwbEyJV+Tiz3o0zW6sTqrgk6/2Cv4Zkiq/czVSreI78qaLjHltSf9EPo12pgfn4dwL2RWZmtN3ghNG1uHSw9bS62H2kXa3cHb2vAZWn5OK3vMPuXwHhP1TwiLHqleQdvwbq7xx6Vzb9ZGL6wbTh1v4A0esAiWLKwvu2H5vghLwvLWHeQlXrGJ+4awxwuvrxHmelxMeM4MhnocM7cK1AydHYJ2X7cR2jEXcJeadboIa963F/99LR9b63sVVvpZlbF48c/L/ViZhf6iJ9p+X2J8G8ZHAMBEQgdGA1v19+4VXWv/HNGVvLn5TCavP3tNO2vvt2AmGtseYpIjbpEH9vN+Jawp+UvlmqXdUU/rkPJYBsDT/kXar6Ad4xcScdnicI21oYn3Wmpq23XBG5os94x3SVHYqWAuunX3HGbXHHi+0TaQmVkbun4W2rvY3xKTBgAmCY0vAB+Lx07PYA/NXeJxa0J5U6Rbq53jW+3X3peFZ/E3L6z/nsOgH9PqIRnK94aQHfMi77qQwb1rEmFNeSECpwQMDB5KOxYdQ4PvJR6xOY59+FfBDzMmzeHOzgyai2AbAnHb2TpuO+dw9xwszdua4GTv1ngbL+yXnr5maK7wgkwonPbR1Q1mwKc6cav3JtYUnTVYWHOvY1mNVUGQjhf6WdsnW4aSJeE1lo2W41htp/DndVVYpcU9Pm9vTRCcvbvGW7PFI9bGENrlQvLtu8TAUEAHy6bU11lo/y2wxrMIIDsrdO3JFO0LAieFuWCm5nfzbEWB5DJ/v9SO11nAyevv5UOX+PCeOlZvD//vm9L3kkQ5AUNBOnTfC1poY8VONmt3r2+g3xtLCtlSe72S1NdZa2c3LHi3mzb3KlBrC3vJe251L/VDPCe7Da+u85zAa0pSXrATdito1GdXuYRkFNYu4sNzgr9iA8yQWjuEdrd34f21sBq6hvmGv8T8t95vhUZcI0Q2YW+QJBYEOWCiFZi7ekvtLcF7z++167yEKwGrlqudCsOrYe+crQnnzTNeoIsd/dh69oK8/U4k1r9IA2v4X3Nwbiktl9rp188qReVic6769lb2y1vH0+yTTiDcIyhvzdHSul1TfwsiL9Dflh76BtdD8wHhHpboAZilvF6EJSXN2jSaChkN15S+XiBcVH4WvQ0LjVlCg/h+7XhaoUd5r+008yDKxUwvdbxNVqHZO3RlNjSslecLjS3ILlXAlDNf1l54KMVvuC21syUjbgjtM4F9RUHzjJhqxKIm1JGX24p9WMj1whz5sxVvkNNUeL/UTlOHF+hyr9fkNXHrqx61lX4vGFF8yIk9ERA19+lW9iNQP6i81e5CmV16JG0/b/EI36zrisT+9x4tbiAAGuXc/wr9eN9vAO+jN2LPCq73ZG1siQbOe7Qgdc8oKS/Y6e3braClw7oX6xJDWIRLwvMFWLW6XAGLlpnu+dKzvdBbm+oPK3B1k5ehE/KoI8irx8MAc5bsQMeCNFy+iLXU36Vya2Wvsegt9r0gNO+Zj9es+9pYrx2DPMSbBeH32CMGci1JrH90bGng0lwt7YOttb5mHtfWf4su6kNrZBvn1foLdfbQtLW3h97fa/0253aFX8++mTURePEW+g12QbdvzMvkED0LK0ALZbYs1xfDgq6AV+oU6+fgMccHwwAAFGJJREFUwvtZ+xd4QttQT8CvE8ReAzOPQmPkJIyFwIWQjwUpT5tei622r4HesxF/G6/a8jou47LNy9f42p4QvEseo6329/S3p/2tfqWN+Vj3e7oIEwNpKMjD1LQX8Y3tzvGYt2vtxPVcOpPju6W13zrHY52+7779NVjzvq3he+k8fau8sdXGWntrdZbK9GMDgHFM4OOG1t3Bfg/apma50l9vLd5rddgzaX2Pe92gEZduVznhdFak2N81IRt9/eZ9p0gt1Vlq8xqwtmLfW8+WgAtqetfEreVnrd+d1Ler3IpFbw3nps0VK5uNfWl9l9p76+HZt71FJ/IgFLiWppf63Wtt3MCBMkvsdFI6oPlavGY9va8F6+0MpdD+UvjADIfOSrs3XGSx/xVe0R+Ye/fVIv/Sf15tLV5oz+ptrs1a+wuRCXu+C3eDFUgdfSeen6t0gadomM1e6AWERmDZEdKz1J60Y0Wo0u7CWdiPZe/+iA1dI0R2VRchlrvkkdp17WpRWO14VS4AEogYeSWL4yXP2PK79fm4XGdfuTVovIT16YU+o8JQla09QjVbKO0O2GrvNcb2pbHKWcGLikSPiytdWf5LqR13xC22uwfqngz9hGdL5deea61mzLHOJQPrtcaWNXyX8J/vg+UzvVVCt2WKzatEC/3a2myVsXaXFO2U2MOJ98BuBe1wHEPn2wS+NebXWPWvsqLtrHvJy/OaTfye8BZm8pZ2+7kohaRsIeRDtfz08JY12gPXWl73trflNd3qe63/LfqOfX4tT4m0tU+wuGbNRsooxEgDYziMF+v383Ctt/SycLDtgbr07hI+r7W8XWO9W4OvSRuvxYOIMY0ZU7Ci3uA6yKfKOwlBSbJntH74996Pa6Hnc5f6sd9LcNHAtND3JQE24rZUZ4+X5j1hq78tPmUqRK+IcCGUzDgcRwwrZ+ibccay3Le1PHzh/bXw2vZSmMfyDjKPtfcebV3b9tp7o4k8TDgexsU6Vi+9kr6tz636r9mPe9p/C95rZ/IePA3WFMCtslu47J3LtfaW6hMxSqHdxtbdClrOJSCybKna48Z+jfCxV9DZWiB7Xn/PLTdbeK61twRrhHWNQPu1FLTQ4+LT2YFDCSUzmBgpF6eDWWs71ugtB+tr5mF7beeWqz11L8FrFYS+zl5r1FLdvaEil/ZAhFIInAkprdPAEn51rD1dXTaKXGuNe20bfbk9cyPWubVwnuuV/r3v30P53rsPl3hnyfsPlxu00O+b3rq6ZDXfCgeK9eT9fL1srRNxozgsWrFRlQv7DVw29kZq4IVn8oBXhfco0DZl1upcoN1eQH6N0LhXQVsq35cpTEi5iJEzFwxpx/daVtq61pC0haPVf62B+hqhdw8u/u6C8fQaQ17CdXO0x/CXSD86faGt/v1UEorRQG6V9BSmrmygealc32daXRKWMWwume2j+oS6+bH6Nh/b7c3B2pZ6S0pf+2wPvkBUsnilDjfjmpe59H4bT2B5LQqTek/38aT9HrRAUG9RGl5j0diyWKxZXraY9KV2XotnbGut/l4L03tblPq2t9psDsxcRDgvhGGYcFTr3x5rSV/mmgOzL7u1ZmtlrzmYl2jnPWGLDr9Gf3vxMbiEA7MI5nkoTgN9e2tj27PflvDawmkPfaz1uZf29+K5p5+9Vte19pfev6afrb4u4UAEyUh3U9BeBYcuc1tUyGxG8w7hfY+gaUKk/W3QCx3XCCF7cNoSpmO5PxJ+bx5c1Bo/TQmHPC3yzyV4rZH2GiXuPSOalhSna5Sja3j57+FFfW8oJYEZGPL8DH0v+rtGjrnG47XXW/i1ZKdr252bhPe3e61sFOvskVcnpYM9sFtBOw7TbkVhjSm/9mC/pv6WVeCSFWytzqWye8rshT0evb04vaW+QWFgGhJKSRhywRCswNd6QfZYvkygv8aCtxWuuFZnDe+3eM72WiLfC4e9XrbX0n2ESddkGCYMubyqza32I3wtBeD33svXwN59v/Rs2xO43te14xwnxjTsP1xu0MJxaK8JVK+oWHnN07UXtvbQHsHjUt0owFwSeJa8aJfK9uXWPHF8ocw17RpcMlKuwbWGEnt+ThlELGeoKuFL87wGbwkfew1cMn5+rf6W4LV9bq3VUvt798xr9lYixpglRHzIEw6p/CGG2S3Yo5i8Rnl5L9h7Nr9F3yhMyFr/WgP/LkUuT8gp787/tj/EMZU/Rf6u35uR/aNDYcI4ZZTEOA5TI2QA88Nvz6G7VnernSXYYyV5C6wd+Fvv9wgqe4WdawSTpbLvOTeTek7EAjxervAng9+bb/yR3tPXAlHGWNLNg/ZKWPOcmGK2NavX0Mk1nue9sOdexxLsDX3fU+Y9PSbXerT3wlqkxGGYQFPCMU84XcE/X6tIvhXWlM4/QkHr4ZpoiWvau1Z524NTrHccRkyFcByuo4FvAa6JhkpgFNAfKosbDnufR/iaeBdV0Peeofs9aBrieIn571nE11olfo/F/mdS8Izh2piX1qkwYSoJUyGchtEZy5r175KLfY8L/muEdO5ptz+A9hxIbw1dewu+a2XX6r9FKTCv5nGYcMzTm/bIW63XX0NI+FYUtGsEgr1Cw3uNKxNjKr+/sPiPAncrQln0nO0JGUpXmF4uWZ1fq3g5Llfu5b1XDfby3SW4Vum6du9fK9AXJpxzRk4F94czTnm8ypt57bm1t90luOQx25Lv3sMjeS285WrCe/HHvfQ2loRyIJzyhFPer6BdG4r4nufYtTJ4pIUt2bBv62ufv2t4XBsSurfsKh5gnK8wcu5X0NKOuOm+z/D72ku2S+X+bDHH3zpcUkgyyRq85AmJJH7+0NFBploXeL+7XNdayZY2/9YBsnSoLc3HHryuYUJ5x77cE8e8B689fe2FQ8qYNDznmsOlh/c6zN9LSfujLNRvhT0eha9xT+OQ859yvr4FyF1om0HCPDlI3LtLvCz+vZfn7uFt1/LsvaFwe/jWP6phtDBJWGNJyFQwUEHZ8Y0BU8S3yrqyTph5Brz+yvNFXLWvtb6buivy3iUPxSUcroK3sKL3YmM72xlSQSZGTkIDe6EQ7Z+v92bNga4u4ZDCmArSpj6w1M/vAYmKjImT91uwc37fAceSJISSd/K63Qra/XDefJ8uENw1nrcbfD241qNTmFBAGEvCx+Mz7vJ5sd5r1u+aWO7XWruWrDjv4Z3oceoF/aU24rM9Vrdr5njNg3bNHO+xbp/yiA+H51U81tpcE+C21uZab+vXsoS+pv41QnX/bg8uv1d0QcT3pQzuSb3B9WBnaEMPMM/ZfoHttUoU8HpFaqvt30NhvzZSoS/72qiB99hXhQnnKSOnhLs84u6CLPUe/f3R8tS3pHjvCWuzcksQ664pvXtg5ITChNMCDexp95q+34Lnnnb3wF6DwTX97q27FeK4heM1+Gy1v9ZumgrOh/1Gzt0K2nDBg7a1Cf/oDfqPAEsL/5oNO4MFy1sE8foUIAEDTW752bSsvQLsoF8VxDvL3l7orU97rFF7LVYRp0Tdhl2Y0qbdlXnvcV16voWLlS3QsNWl1LU72u3Xd0hF7qGm69JE95bYtd9bZa7B8y10uMeqvVl/hxFhyyq+tvZ/JER8C08YUrl50F4JxjujMtaHNu6BVxnDAk/Y09aWsNq/+z3Od1fQtgTY3iDWC4g7QxLt+WvWZrF9Eu9pKYRErffkWu/nLsMh2rLvbcy5ZGxbOsf3RKcs9fEe+AJvOxeW6r6mvYEkMciQissMe9rt5/OavnfJMe8U6pmoVM/URt/vvRZvKbu3vUWa3qi7yj+TyNNpp2K4W0F7GF6a33mPELLTNfp7w581rOmPAPOejZxxl0fc569r/ftngNfeGfgjadb6vstnPOaXC6Vv8HvB70kXAw0Y+c+QKurbhN7zvOQ12zpXL0Gj4C8Y8r5VuDZ0ea9w/14h9m8VXEdOeMkZQyqLZ+gefL8lr9ilKIdrQvPfA6c/el72wsgJBSRn6HD5DP0zja3C1/kI+z8KJCp4ycNuz93+76B1h0kbttNpzo2FKF0VvvF7gB2C001JuwiFk8bPixf1kif1BpchE19Ne9fU+Rp7blDL75DKV6eBvfgv8Zw1PrRU773n6DXrGuHadYvC/O/BywoIA932/2uhv7+7aJl/Jyv2qvX6wp7YqvO19k3b19dpo9+bl/bOFh575IdYZoBEIJQpYUiTz5/htGfMVqZX4JdwiH0vKfyv5RVLeO59tgWv4WP93G0ZNtbmYQ+s0cxr2hlIPGfiSSuL50Vcuz1jews+e+A1fVvbl9Zkq48tur7U995yl2Bpn791LUY74zf4bYTdCtrHw9Pqu4x15c3gNdaAS3W2rG3fguXhvVzHfyRYNp4zJ3wannH/J/KevDW0489gwdpKfHIN7nst1/f5jA/5eXfbl/bAW62t3wIPuCaxzDXzsFTnEk2/993GCM9lwMS0KczfYB3WPM97FZ493tI990jj+z13VK9NRnKp/X82KEx4Ltn55y0K5R8DMgompOZ3hPgOAMaSMQ7JacDK9+Wu6b+v3+O0he/ePvaMscclluv7vDRPe3BagqV2XjPmvp+1Me4pa8/i7+ev4UE7pZq5bW3RrmHGWQ+lacdhn6mslnuNsHE7OPZBpoJzyTjlEalknNK5oYP37msPLVhZYB/tfC0c/gz9XAtrApgo6BljyrjPLzcBYwV+L77yHskPIlzTxilNKPxtRUT8WeCU1vfN7jW4xjtxqeza+2ufX2j/kmK5RwG8Joz3UkKRPXWX4LWhxAUkEUhpxIFKc4buHfNrwjrXElW9B1xzn69/tzfRy3sauPeGYq7h0rdl7weUVb4/dIrESx5xZvGiRhroy10LPQ5b7b2mr2vaWyp7qc+3jn+pnb3zcW27l9q7NP4jRpzyuNuDuVtB+58f/k8A69or8HVDH74VsG+AT2/MjpPBV7fR11lqI36j/K04AhLW8tfpA86c8X3+jI/p6V3ajfBec3qDrwc/TY/4dbrDQ3rGD8OvfzQ6N/gD4Kkc8B/Th5sH7ZXwvzz+H4vPv0YI0w2+HZiY8B/TBzyXA/4y/IbHtD8L7g2+XVhzVKx5bH6aHvDrdIcP+Qnf58+bXqal9vt+tupeqrO3/iUP2h645EFbKrs0NxGXPV60a/v5PeC3csJ/TI+7z9DdCtp/O/7fm+/zN3IReS3M67XWubV02dfAnznU8cwJP0y/4oyMH9NveAhW4GsyUF0bErcFW9mi1tq4FFp27UX1PW3Gcnusi9f09x6X6a/B4efhhJ+mB3xKT/g+fWna3wqzvPR8C9+vnfziksX6vfvfc4n+W0pe1M/P53LAT+WXmyHllfDfTvMz9Fs5N2/w9eDMGX8tv+LMA37Iv+KR/jzXBG7wfvBTuccv5R4P9Iwf829/NDo3+J0gOiCeeMBfpw/ynbgdsFtB+9f88spIzhssQcafI99NgRDYCxK+Ty94+BMqmTd4OxxKwRETHtIZP3ylMNcbfNvwSOMsIdQN9sO/5Zvn5J8RJgYONOGJB/yQnvB4xWdKbvCPAwcquKMzHumMH27XBP4p4YnPV0XP7VbQ/uvw4dVIAcAU7i1k2j7gpwt3HGL9S2XfCzKlf8i+LkEB446e8MKM79OAezr+0Sjd4A+Aj+kZv5QveKSET+nhj0bnBn8APPOIEz3/zkEh/zjw1jP0Hw3sjOvP87fKBwZr7a7V/1rnbgHjsTzhiV/wQxpwT3fv3scNvn34SE/4JX3GAxH+cjtD/ynhmUfc0Zfd5XcraL+W9SyOV8MVTpgpFM6mdb6y/pvgDc0Y3rtx+YacVIUZvxTGCydkjJjSH4Pc1XMY6r2WBt5aF3g9/b2mfg5Wmffq1+bglzLhl5JQUkHi58U6fb9bY9iD6976eyGOaavdvtx7wZ652epzCa8JfDWee+v0uD1zwWem2+dJXgl/L/sP5j8DFP6GDqpvGCYwfirAEw9IGHH+J7irf4M5/FQKfuEBZxqR8Y7y9A3+NPAbF/xUdqtd+xW0/328jhn3ySzeB/4cB8IE6sbMs/fAvnnZSgLyVujxnOMtlyn/Y/qAF874JX/GY7kc3rbUztbzfWVeO+63zNcfVfe19d+DNvo25Pcv5R4/lzs8pmf8MrvkvtbvFj57cH1r/be2+zX5zWvmbK3M62glgXen+wWAJz7gp3KPiRP+p1f0+M8O/9t52TN0zZ2+r3H/7zUJq26wHwon/Pv0EWce8GP+FQ+3JCFvgmu+x7f1rcyl+kvh2/13fbfeb8FP0wN+KnaP+/Nmu3u/V7j2DeJLYehLfb82yd9rQt4vhcpvjePSu2vq9GPe+o7qnnFeWrcnPuCv0wdMIPyvF1u7QkGLDPzai+zXCAF/ZoiJBfaM+TXzslTnLQkG+vb63xMIL5xxRsaZM87dJxXW+lwb23vPy2u+bbZU7y2JXN6S9GHvZyH2wp7vIG0l0VnD5wVGAwPO3MbPr/W5J2X1axKZ/DMm63lrav0l2CuUW99nlvW/CfOvg7Vb3NcIOO+R+Te2k8Eor2j3BvthQkJBwpkzXjjjwPmPRulPDxMS8o5zscnq15Wfdq5DLLeUkXBvO3Z+vnDGC3KDz+xbWxttNlkNOc9+L5Xdg/PecWzhtAf6/vfM6do6zr4BF+Zjqb2l8muwOEcrGSl9DS7Q5AuLHL13voj5Fqdwgxvc4AY3uMENbnCDG9zgBt8C3NJx3eAGN7jBDW5wgxvc4AY3uME3AjcF7QY3uMENbnCDG9zgBje4wQ2+EbgpaDe4wQ1ucIMb3OAGN7jBDW7wjcBNQbvBDW5wgxvc4AY3uMENbnCDbwRuCtoNbnCDG9zgBje4wQ1ucIMbfCNwU9BucIMb3OAGN7jBDW5wgxvc4BuBm4J2gxvc4AY3uMENbnCDG9zgBt8I3BS0G9zgBje4wQ1ucIMb3OAGN/hG4Kag3eAGN7jBDW5wgxvc4AY3uME3Av8/Ex/miNDey6UAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -692,7 +727,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -730,7 +765,7 @@ { "data": { "text/plain": [ - "'ChainedScheduler ConstantLR CosineAnnealingLR CosineAnnealingWarmRestarts Counter CyclicLR ExponentialLR LambdaLR LinearLR MultiStepLR MultiplicativeLR OneCycleLR Optimizer PolynomialLR ReduceLROnPlateau SequentialLR StepLR'" + "'Any Callable ChainedScheduler ConstantLR CosineAnnealingLR CosineAnnealingWarmRestarts Counter CyclicLR Dict ExponentialLR Iterable LambdaLR LinearLR List Literal MultiStepLR MultiplicativeLR OneCycleLR Optimizer Optional PolynomialLR ReduceLROnPlateau Sequence SequentialLR StepLR SupportsFloat Tensor TypedDict Union'" ] }, "execution_count": 21, @@ -750,7 +785,7 @@ { "data": { "text/plain": [ - "'ChainedScheduler ConstantLR CosineAnnealingLR CosineAnnealingWarmRestarts Counter CyclicLR ExponentialLR LambdaLR LinearLR MultiStepLR MultiplicativeLR OneCycleLR Optimizer PolynomialLR ReduceLROnPlateau SequentialLR StepLR'" + "'Any Callable ChainedScheduler ConstantLR CosineAnnealingLR CosineAnnealingWarmRestarts Counter CyclicLR Dict ExponentialLR Iterable LambdaLR LinearLR List Literal MultiStepLR MultiplicativeLR OneCycleLR Optimizer Optional PolynomialLR ReduceLROnPlateau Sequence SequentialLR StepLR SupportsFloat Tensor TypedDict Union'" ] }, "execution_count": 22, @@ -842,7 +877,7 @@ { "data": { "text/plain": [ - "{'momentum_buffer': None}" + "{}" ] }, "execution_count": 27, @@ -983,7 +1018,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1139,19 +1174,54 @@ { "data": { "text/html": [ - "\n", - "
\n", - " \n", - " 0.00% [0/3 00:00<?]\n", - "
\n", - " \n", - "\n", - "\n", - "
\n", - " \n", - " 0.00% [0/59 00:00<?]\n", - "
\n", - " " + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
accuracylossepochtrain
0.8070.5240train
0.8510.4050eval
0.8790.3301train
0.8790.3281eval
0.8970.2822train
0.8820.3172eval
" ], "text/plain": [ "" @@ -1162,7 +1232,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1187,7 +1257,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1246,19 +1316,54 @@ { "data": { "text/html": [ - "\n", - "
\n", - " \n", - " 0.00% [0/3 00:00<?]\n", - "
\n", - " \n", - "\n", - "\n", - "
\n", - " \n", - " 0.00% [0/59 00:00<?]\n", - "
\n", - " " + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
accuracylossepochtrain
0.8070.5230train
0.8570.3780eval
0.8800.3281train
0.8750.3311eval
0.8990.2752train
0.8850.3072eval
" ], "text/plain": [ "" @@ -1269,7 +1374,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1294,7 +1399,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1366,12 +1471,78 @@ { "data": { "text/html": [ - "\n", - "
\n", - " \n", - " \n", - "
\n", - " \n" + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
accuracylossepochtrain
0.7680.6590train
0.8430.4580eval
0.8580.3851train
0.8580.4001eval
0.8850.3112train
0.8860.3152eval
0.9080.2513train
0.8970.2803eval
0.9210.2124train
0.9010.2704eval
" ], "text/plain": [ "" @@ -1382,7 +1553,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1409,7 +1580,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1419,7 +1590,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1447,13 +1618,6 @@ "source": [ "import nbdev; nbdev.nbdev_export()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1461,7 +1625,7 @@ "split_at_heading": true }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" }, diff --git a/nbs/08_resnet.ipynb b/nbs/08_resnet.ipynb old mode 100644 new mode 100755 index bdd57cb..82f642f --- a/nbs/08_resnet.ipynb +++ b/nbs/08_resnet.ipynb @@ -130,19 +130,7 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [ - { - "ename": "", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n", - "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n", - "\u001b[1;31mClick here for more info. \n", - "\u001b[1;31mView Jupyter log for further details." - ] - } - ], + "outputs": [], "source": [ "set_seed(42)\n", "lr,epochs = 6e-2,5\n", @@ -190,8 +178,8 @@ "text/html": [ "\n", "
\n", - " \n", - " 60.00% [3/5 00:21<00:14]\n", + " \n", + " 20.00% [1/5 00:03<00:15]\n", "
\n", " \n", "\n", @@ -211,41 +199,17 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", "
train
0.8450.4950.8350.5230eval
0.8860.3311train
0.8590.4141eval
0.9090.2592train
0.9000.2772eval

\n", "\n", "

\n", - " \n", - " 27.12% [16/59 00:02<00:06 0.200]\n", + " \n", + " 55.93% [33/59 00:03<00:02 0.294]\n", "
\n", " " ], @@ -258,7 +222,42 @@ }, { "data": { - "image/png": "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", + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "RuntimeError", + "evalue": "CUDA error: an illegal memory access was encountered\nCUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect.\nFor debugging consider passing CUDA_LAUNCH_BLOCKING=1\nCompile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[9], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mlearn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:178\u001b[0m, in \u001b[0;36mLearner.fit\u001b[0;34m(self, n_epochs, train, valid, cbs, lr)\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m lr \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m: lr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlr\n\u001b[1;32m 177\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mopt_func: \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mopt \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mopt_func(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel\u001b[38;5;241m.\u001b[39mparameters(), lr)\n\u001b[0;32m--> 178\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalid\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 179\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 180\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m cb \u001b[38;5;129;01min\u001b[39;00m cbs: \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcbs\u001b[38;5;241m.\u001b[39mremove(cb)\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:129\u001b[0m, in \u001b[0;36mwith_cbs.__call__.._f\u001b[0;34m(o, *args, **kwargs)\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 128\u001b[0m o\u001b[38;5;241m.\u001b[39mcallback(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbefore_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 129\u001b[0m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mo\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 130\u001b[0m o\u001b[38;5;241m.\u001b[39mcallback(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mafter_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;28mglobals\u001b[39m()[\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCancel\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;241m.\u001b[39mtitle()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124mException\u001b[39m\u001b[38;5;124m'\u001b[39m]: \u001b[38;5;28;01mpass\u001b[39;00m\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:166\u001b[0m, in \u001b[0;36mLearner._fit\u001b[0;34m(self, train, valid)\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;129m@with_cbs\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfit\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_fit\u001b[39m(\u001b[38;5;28mself\u001b[39m, train, valid):\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mepoch \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mepochs:\n\u001b[0;32m--> 166\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m train: \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mone_epoch\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 167\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m valid: torch\u001b[38;5;241m.\u001b[39mno_grad()(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mone_epoch)(\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:161\u001b[0m, in \u001b[0;36mLearner.one_epoch\u001b[0;34m(self, training)\u001b[0m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel\u001b[38;5;241m.\u001b[39mtrain(training)\n\u001b[1;32m 160\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdl \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdls\u001b[38;5;241m.\u001b[39mtrain \u001b[38;5;28;01mif\u001b[39;00m training \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdls\u001b[38;5;241m.\u001b[39mvalid\n\u001b[0;32m--> 161\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_one_epoch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:129\u001b[0m, in \u001b[0;36mwith_cbs.__call__.._f\u001b[0;34m(o, *args, **kwargs)\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 128\u001b[0m o\u001b[38;5;241m.\u001b[39mcallback(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbefore_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 129\u001b[0m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mo\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 130\u001b[0m o\u001b[38;5;241m.\u001b[39mcallback(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mafter_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;28mglobals\u001b[39m()[\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCancel\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;241m.\u001b[39mtitle()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124mException\u001b[39m\u001b[38;5;124m'\u001b[39m]: \u001b[38;5;28;01mpass\u001b[39;00m\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:156\u001b[0m, in \u001b[0;36mLearner._one_epoch\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[38;5;129m@with_cbs\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mepoch\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 155\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_one_epoch\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 156\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39miter,\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbatch \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdl): \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_one_batch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:130\u001b[0m, in \u001b[0;36mwith_cbs.__call__.._f\u001b[0;34m(o, *args, **kwargs)\u001b[0m\n\u001b[1;32m 128\u001b[0m o\u001b[38;5;241m.\u001b[39mcallback(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbefore_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 129\u001b[0m f(o, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m--> 130\u001b[0m \u001b[43mo\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcallback\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mafter_\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnm\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;28mglobals\u001b[39m()[\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCancel\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;241m.\u001b[39mtitle()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124mException\u001b[39m\u001b[38;5;124m'\u001b[39m]: \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 132\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m: o\u001b[38;5;241m.\u001b[39mcallback(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcleanup_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:186\u001b[0m, in \u001b[0;36mLearner.callback\u001b[0;34m(self, method_nm)\u001b[0m\n\u001b[0;32m--> 186\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcallback\u001b[39m(\u001b[38;5;28mself\u001b[39m, method_nm): \u001b[43mrun_cbs\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcbs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod_nm\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:35\u001b[0m, in \u001b[0;36mrun_cbs\u001b[0;34m(cbs, method_nm, learn)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m cb \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28msorted\u001b[39m(cbs, key\u001b[38;5;241m=\u001b[39mattrgetter(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124morder\u001b[39m\u001b[38;5;124m'\u001b[39m)):\n\u001b[1;32m 34\u001b[0m method \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(cb, method_nm, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m---> 35\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m method \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m: \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlearn\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:72\u001b[0m, in \u001b[0;36mMetricsCB.after_batch\u001b[0;34m(self, learn)\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mafter_batch\u001b[39m(\u001b[38;5;28mself\u001b[39m, learn):\n\u001b[0;32m---> 72\u001b[0m x,y,\u001b[38;5;241m*\u001b[39m_ \u001b[38;5;241m=\u001b[39m \u001b[43mto_cpu\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlearn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbatch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmetrics\u001b[38;5;241m.\u001b[39mvalues(): m\u001b[38;5;241m.\u001b[39mupdate(to_cpu(learn\u001b[38;5;241m.\u001b[39mpreds), y)\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mloss\u001b[38;5;241m.\u001b[39mupdate(to_cpu(learn\u001b[38;5;241m.\u001b[39mloss), weight\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mlen\u001b[39m(x))\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:49\u001b[0m, in \u001b[0;36mto_cpu\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, Mapping): \u001b[38;5;28;01mreturn\u001b[39;00m {k:to_cpu(v) \u001b[38;5;28;01mfor\u001b[39;00m k,v \u001b[38;5;129;01min\u001b[39;00m x\u001b[38;5;241m.\u001b[39mitems()}\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mlist\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m [to_cpu(o) \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m x]\n\u001b[0;32m---> 49\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mtuple\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mtuple\u001b[39m(\u001b[43mto_cpu\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 50\u001b[0m res \u001b[38;5;241m=\u001b[39m x\u001b[38;5;241m.\u001b[39mdetach()\u001b[38;5;241m.\u001b[39mcpu()\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m res\u001b[38;5;241m.\u001b[39mfloat() \u001b[38;5;28;01mif\u001b[39;00m res\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m==\u001b[39mtorch\u001b[38;5;241m.\u001b[39mfloat16 \u001b[38;5;28;01melse\u001b[39;00m res\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:48\u001b[0m, in \u001b[0;36mto_cpu\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mto_cpu\u001b[39m(x):\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, Mapping): \u001b[38;5;28;01mreturn\u001b[39;00m {k:to_cpu(v) \u001b[38;5;28;01mfor\u001b[39;00m k,v \u001b[38;5;129;01min\u001b[39;00m x\u001b[38;5;241m.\u001b[39mitems()}\n\u001b[0;32m---> 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mlist\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m[\u001b[49m\u001b[43mto_cpu\u001b[49m\u001b[43m(\u001b[49m\u001b[43mo\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mo\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 49\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mtuple\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mtuple\u001b[39m(to_cpu(\u001b[38;5;28mlist\u001b[39m(x)))\n\u001b[1;32m 50\u001b[0m res \u001b[38;5;241m=\u001b[39m x\u001b[38;5;241m.\u001b[39mdetach()\u001b[38;5;241m.\u001b[39mcpu()\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:48\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mto_cpu\u001b[39m(x):\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, Mapping): \u001b[38;5;28;01mreturn\u001b[39;00m {k:to_cpu(v) \u001b[38;5;28;01mfor\u001b[39;00m k,v \u001b[38;5;129;01min\u001b[39;00m x\u001b[38;5;241m.\u001b[39mitems()}\n\u001b[0;32m---> 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mlist\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m [\u001b[43mto_cpu\u001b[49m\u001b[43m(\u001b[49m\u001b[43mo\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m x]\n\u001b[1;32m 49\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mtuple\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mtuple\u001b[39m(to_cpu(\u001b[38;5;28mlist\u001b[39m(x)))\n\u001b[1;32m 50\u001b[0m res \u001b[38;5;241m=\u001b[39m x\u001b[38;5;241m.\u001b[39mdetach()\u001b[38;5;241m.\u001b[39mcpu()\n", + "File \u001b[0;32m~/Desktop/gopi/Learn/rapidai/rapidai/learner.py:50\u001b[0m, in \u001b[0;36mto_cpu\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mlist\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m [to_cpu(o) \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m x]\n\u001b[1;32m 49\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mtuple\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mtuple\u001b[39m(to_cpu(\u001b[38;5;28mlist\u001b[39m(x)))\n\u001b[0;32m---> 50\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetach\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcpu\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m res\u001b[38;5;241m.\u001b[39mfloat() \u001b[38;5;28;01mif\u001b[39;00m res\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m==\u001b[39mtorch\u001b[38;5;241m.\u001b[39mfloat16 \u001b[38;5;28;01melse\u001b[39;00m res\n", + "\u001b[0;31mRuntimeError\u001b[0m: CUDA error: an illegal memory access was encountered\nCUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect.\nFor debugging consider passing CUDA_LAUNCH_BLOCKING=1\nCompile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.\n" + ] + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -416,7 +415,7 @@ "" ] }, - "execution_count": 14, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -753,7 +752,7 @@ "split_at_heading": true }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" }, diff --git a/nbs/09_augment.ipynb b/nbs/09_augment.ipynb old mode 100644 new mode 100755 index 0d18b0a..4336839 --- a/nbs/09_augment.ipynb +++ b/nbs/09_augment.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -4265,21 +4265,9 @@ "split_at_heading": true }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "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": "3.11.9" } }, "nbformat": 4, diff --git a/nbs/10_DDPM_v2.ipynb b/nbs/10_DDPM_v2.ipynb old mode 100644 new mode 100755 diff --git a/nbs/11_fid.ipynb b/nbs/11_fid.ipynb old mode 100644 new mode 100755 index 21b76f9..3e9dae5 --- a/nbs/11_fid.ipynb +++ b/nbs/11_fid.ipynb @@ -923,7 +923,7 @@ "split_at_heading": true }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/12_diffusion-attn-cond.ipynb b/nbs/12_diffusion-attn-cond.ipynb old mode 100644 new mode 100755 index 40d0a14..d194c2a --- a/nbs/12_diffusion-attn-cond.ipynb +++ b/nbs/12_diffusion-attn-cond.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -28,21 +28,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'rapidai.imports'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[3], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m#| export\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mrapidai\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimports\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01meinops\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m rearrange\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfastprogress\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m progress_bar\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'rapidai.imports'" - ] - } - ], + "outputs": [], "source": [ "#| export\n", "from rapidai.imports import *\n", @@ -73,22 +61,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "06cd214311004aac81d20bf4701d0fcd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/2 [00:00here for more info. \n", + "\u001b[1;31mView Jupyter log for further details." + ] + } + ], "source": [ "lr = 1e-2\n", "epochs = 25\n", @@ -428,6 +413,14 @@ "execution_count": null, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/gopi/miniconda3/envs/rapidai/lib/python3.11/site-packages/torch/amp/grad_scaler.py:131: UserWarning: torch.cuda.amp.GradScaler is enabled, but CUDA is not available. Disabling.\n", + " warnings.warn(\n" + ] + }, { "data": { "text/html": [ @@ -440,6 +433,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -455,267 +451,19 @@ { "data": { "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
lossepochtrain
0.1500train
0.0860eval
0.0691train
0.1711eval
0.0572train
0.0712eval
0.0503train
0.0553eval
0.0454train
0.0504eval
0.0435train
0.0735eval
0.0416train
0.0446eval
0.0397train
0.0447eval
0.0388train
0.0438eval
0.0389train
0.0589eval
0.03810train
0.04410eval
0.03611train
0.04211eval
0.03512train
0.03812eval
0.03513train
0.03913eval
0.03414train
0.03614eval
0.03415train
0.03615eval
0.03416train
0.03416eval
0.03417train
0.03517eval
0.03318train
0.03318eval
0.03319train
0.03319eval
0.03320train
0.03320eval
0.03321train
0.03221eval
0.03222train
0.03422eval
0.03223train
0.03223eval
0.03224train
0.03324eval
" + "\n", + "
\n", + " \n", + " 0.00% [0/25 00:00<?]\n", + "
\n", + " \n", + "\n", + "\n", + "
\n", + " \n", + " 0.00% [0/118 00:00<?]\n", + "
\n", + " " ], "text/plain": [ "" @@ -725,14 +473,12 @@ "output_type": "display_data" }, { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAAD2CAYAAADyFb0oAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAArEAAAKxAFmbYLUAAAhJUlEQVR4nO3de3RU5b038O+eGZKQECAJBJMZIIHEQG4kIcQROUDQmjoqaOR4oaX29I1o61m1b94TxWq19dRWqthzjrZLcTgutQo9XlgIpOa0XASRaQzhYriDBJgZzECuk8uEzMzz/hEyJSQwIWQyebK/n7VcK7P3npnfky3fPPObfVGEEAJERDTkaYJdABER9Q0Dm4hIEgxsIiJJMLCJiCTBwCYikgQDm4hIErpgvOmECROQmJgYjLcmIhqSTp48iZqamqtuE5TATkxMhMViCcZbExENSUaj0e82bIkQEUmCgU1EJImgtESIiHrjdrthtVrhcrmCXUrAhIWFwWAwQKe79vhlYBPRkGG1WhEZGYnJkydDUZRglzPghBCoq6uD1WpFQkLCNT+fLREiGjJcLheio6OHZVgDgKIoiI6O7vcnCAY2EQ0pwzWsu1zP+KQK7M2HalBlawx2GUREQSFVYD+3/gD+p+JMsMsgomGooaEBq1atuqbnVFRUoKSkJEAV9SRVYAMAb7dARIFwpcD2eDxXfE5ubi5efvnlQJbVjXyBDSY2EQ28Z555BgcPHkRWVhZefPFF3H777bj//vuRn5+PpqYmLFiwADk5OcjOzsYXX3wBANi2bRsWL14MAPjlL3+JoqIizJ07F1OmTMHatWsHvEapDusb5t9FENElnK4OHPnWOaCvmXJDJCLDRvS67sUXX8SRI0dQUVGBbdu24Xe/+x0OHTqE+Ph4dHR0YP369YiMjMTp06dx33334auvvurxGidPnsSWLVtw6tQpFBQU4MEHHxzQ+qUKbIAtESK1OPKtE4vf2DWgr/nRYzcjNyG6T9vecsstiI+PB9B5/PSTTz6JL774AlqtFseOHev1OSaTCTqdDlOnTkVDQ8NAle0jVWArCtgQIVKJlBsi8dFjNw/4a/ZVeHi47+f3338fLS0t2LNnD7Rabbd1lwoNDb3uGq9GrsCGwhk2kUpEho3o82x4QN4vMhJOZ+8tmKamJkyYMAE6nQ4ffvhh0E6d9/ul47333ouoqChfY/1y5eXlSEtLQ1JSEl544YUBL5CIaDDExMQgJycHGRkZ2LlzZ7d1S5Ysweeff468vDzs2rULMTExQalREeLqc9atW7eiubkZ77zzDj766KMe62fNmoXVq1cjNTUVN998M95++22kp6df9U2NRmO/roc97+WtmD01Br8tzLzm5xLR0Hf48GFMmzYt2GUEXG/j7Esu+p1h5+fnIzKy976P3W6H2+1GZmYmdDodlixZgg0bNlxD2ddGAb90JCL1uq7jsO12O/R6ve+xwWCAzWbrdVuz2Qyj0Qij0QiHw3E9b0tEpErXFdi9dVOudGGToqIiWCwWWCwWxMbG9uv9FIVfOhINd366tNK7nvFdV2Dr9fpuM2qr1Yq4uLjrecmrUsAzHYmGs7CwMNTV1Q3b0O66HnZYWFi/nn9dh/XFx8dDq9Vi//79SE1NxZo1a7B69errecmr45mORMOawWCA1WrFuXPngl1KwHTdcaY//AZ2QUEBKisr0dLSAoPBgHXr1uH555+H2WxGfHw8Xn/9dTz00ENwuVxYunQpMjIy+lVIXw3TP7xEBECn0/XrTixq4Tewy8rKeiwrLS31/Ww0GnHgwIGBreoKOlsiRETqJNXV+ob7nSiIiK5GqsAG2BIhIvWSKrB5lAgRqZlcgc2OCBGpmFSBDYDfOhKRakkV2AoU5jURqZZcgc2WCBGpmFSBDQz/6wwQEV2JfIEd7AKIiIJEqsDm1fqISM2kCmwiIjWTKrB5LREiUjO5Alvhl45EpF5SBTYRkZpJFdiKwpYIEamXXIENJjYRqZdUgU1EpGZSBXZnS4RTbCJSJ7kCG7yBARGpl1SBTUSkZnIFNk9NJyIVkyqweYswIlIzqQKbiEjNpArszlPTg10FEVFwyBXY4HkzRKReUgU2EZGaSRXYvIEBEamZXIENgE0RIlIrqQIb4JeORKRefQrsjRs3IiUlBcnJyTCbzT3Wr127FhkZGUhPT8eDDz6I9vb2AS8U6DxKhIhIrfwGttvtRnFxMbZs2YLKykqsWLECdXV1vvVCCBQXF2Pbtm2oqqoCAHzyyScBKVaBwoYIEamW38AuLy9HWloa9Ho9IiMjYTKZUFZW1m0bIQRaW1vh8XjQ2tqKuLi4gBXMW4QRkVr5DWy73Q69Xu97bDAYYLPZfI8VRcHrr7+O9PR0xMXFYdSoUZg/f36P1zGbzTAajTAajXA4HP2rli0RIlIxv4Hd24xWuaSZ3NHRgVWrVuHrr7/G2bNnIYTAn/70px7PKSoqgsVigcViQWxsbL+K5YkzRKRmfgNbr9d3m1FbrdZuLY+9e/dCp9Nh0qRJ0Gq1KCwsxJdffhmQYnlqOhGpmd/AzsvLQ1VVFWw2G5xOJ0pLS1FQUOBbr9frsX//ftTX1wMANm/ejJSUlMBVTESkUn4DW6fTYeXKlcjPz0d2djZKSkoQExMDk8kEu92O+Ph4LF++HLNnz0ZGRgYaGxvx6KOPBqRYHiVCRGqmiCAcdmE0GmGxWK75eUveskCrUfDe/7kpAFUREQVPX3JRujMdiYjUSqrA5pmORKRmcgU2eLU+IlIvqQKbiEjNpApsReFNeIlIvaQKbIAnzhCRekkX2EREaiVVYPMWYUSkZnIFNtjDJiL1kiqwAfawiUi9pApsnjhDRGomV2CD18MmIvWSKrABMLGJSLWkCmyFPREiUjG5Ahs8SoSI1EuqwAZ4lAgRqZdUgc2OCBGpmVSBDd4ijIhUTLLABoJwRzMioiFBqsBmS4SI1EyuwAYPwyYi9ZIqsAEeJUJE6iVVYLMlQkRqJldg8ygRIlIxqQIbAHsiRKRaUgU2WyJEpGbSBTbn10SkVlIFNsCOCBGpl1SB3fmlIxObiNSpT4G9ceNGpKSkIDk5GWazucf62tpaLFq0CNOmTUNqaipOnDgx4IUC6DxzhohIpXT+NnC73SguLsbWrVsxevRo5OTkoLCwENHR0b5tnnjiCTzwwANYsmQJWltbA3q9D7ZEiEit/M6wy8vLkZaWBr1ej8jISJhMJpSVlfnWNzY2oqKiAkuWLAEAhIeHIyIiIiDFKmBgE5F6+Q1su90OvV7ve2wwGGCz2XyPT548iXHjxuF73/sesrOzUVxcDLfb3eN1zGYzjEYjjEYjHA5Hv4rlLcKISM38BnZv7Y1Lg7OjowPl5eUoKSnB7t274XA48Pbbb/d4TlFRESwWCywWC2JjY/tVLC/+RERq5jew9Xp9txm11WpFXFyc77HBYMCUKVOQlZUFjUaDRYsWYe/evQEpFuD1sIlIvfwGdl5eHqqqqmCz2eB0OlFaWoqCggLf+ri4OIwfPx4nT54EAGzbtg3Tp08PSLHsiBCRmvkNbJ1Oh5UrVyI/Px/Z2dkoKSlBTEwMTCYT7HY7AOD3v/897rvvPmRkZKCpqQmPPPJIQIplXhORmvk9rA8AFi5ciIULF3ZbVlpa6vs5NzcXlZWVA1vZFbAjQkRqJdeZjuyJEJGKyRXYAE9NJyLVkiqwAbZEiEi95ApsdkSISMWkCmzeIoyI1EyqwAZ44gwRqZdUgc07zhCRmskV2MEugIgoiKQKbACcYhORakkV2GyJEJGayRXYbIoQkYpJFdgAjxIhIvWSKrDZEiEiNZMusImI1EqqwAZ4LREiUi/JAlvh1fqISLWkCmy2RIhIzaQKbIAtESJSL6kCWwEDm4jUS67AZkuEiFRMqsAmIlIzqQJbgcIzHYlItaQKbI0CeJnXRKRScgW2RoGXM2wiUim5AlthYBORekkV2FqNwpYIEamWVIGtKICHiU1EKiVVYGvZEiEiFZMqsDWKAi9n2ESkUn0K7I0bNyIlJQXJyckwm829buP1epGXl4fFixcPaIGX0rCHTUQqpvO3gdvtRnFxMbZu3YrRo0cjJycHhYWFiI6O7rbd6tWrkZiYCI/HE7BiNQrgYUuEiFTK7wy7vLwcaWlp0Ov1iIyMhMlkQllZWbdt6urqsHbtWixbtixghQKdPWye6UhEauV3hm2326HX632PDQYDbDZbt22eeeYZ/OIXv7jq65jNZl87xeFw9KdWaDQKjxIhItXyO8PubUarXHLZvD179qC+vh7z58+/6usUFRXBYrHAYrEgNjb22itF14kz/XoqEZH0/M6w9Xp9txm11WrFTTfd5HtssViwY8cOJCQkwOVywel0YtmyZVi1atWAF6u5+HfC6xXQaHitVSJSF78z7Ly8PFRVVcFms8HpdKK0tBQFBQW+9T/+8Y9hs9lQXV2NtWvX4o477ghIWAOdZzoC4LHYRKRKfgNbp9Nh5cqVyM/PR3Z2NkpKShATEwOTyQS73T4YNfp0tWJ4pAgRqZHflggALFy4EAsXLuy2rLS0tMd28+fP99vLvh7ai10Q5jURqZFcZzpebInwSBEiUiOpArurJcIeNhGpkVSBrfUFdpALISIKAqkC+9LD+oiI1EauwOZhfUSkYnIFNg/rIyIVkyqwtRerZV4TkRpJFdi+GTZ72ESkQlIGNnvYRKRGcga2N8iFEBEFgVSB3dXD5gybiNRIqsDmxZ+ISM2kCuyuMx15mzAiUiOpAltzsVoPe9hEpEJyBTYP6yMiFZMqsHUXp9j80pGI1EiqwO66RZibM2wiUiGpAlun7WqJsIlNROojVWD7ZtgezrCJSH2kCmwdbxFGRComVWCzh01EaiZVYI+4eG46Z9hEpEZSBTZn2ESkZlIFts73pSOPEiEi9ZEqsDnDJiI1kyqwu850/OvBmiBXQkQ0+KQK7K7Lqn66zx7kSoiIBp9UgT1uVAgAIHvS2OAWQkQUBFIFdqhOi3GjQpE9MSrYpRARDbo+BfbGjRuRkpKC5ORkmM3mbutaW1thMpkwbdo0pKen47XXXgtIoV1CdRpc8HgC+h5EREORzt8GbrcbxcXF2Lp1K0aPHo2cnBwUFhYiOjrat81TTz2FefPmoaWlBbm5ubjjjjuQlJQUkIJDdBpccPOwPiJSH78z7PLycqSlpUGv1yMyMhImkwllZWW+9eHh4Zg3bx4AICIiAsnJyTh79mzACg5lYBORSvmdYdvtduj1et9jg8EAm83W67ZnzpzB/v37kZOT02Od2Wz2tVMcDkd/6+2cYfPEGSJSIb8z7N5ueNt19/JLuVwuPPDAA3jllVcQERHRY31RUREsFgssFgtiY2P7WS4wOmwE6lou9Pv5RESy8hvYer2+24zaarUiLi6u2zZCCDz88MMwmUxYvHjxwFd5CUPUSNga2gL6HkREQ5HfwM7Ly0NVVRVsNhucTidKS0tRUFDQbZunn34a4eHhePbZZwNWaJeJ0eE4U9eGk+dbAv5eRERDid/A1ul0WLlyJfLz85GdnY2SkhLExMTAZDLBbrfDarVixYoVKC8vR1ZWFrKysrp9KTnQpo7vbLfkv7ItYO9BRDQU+f3SEQAWLlyIhQsXdltWWlrq+7m3PnegtLT/4xhsW0Mb9GNHDtp7ExEFk1RnOgLACN0/Sr7lpS1BrISIaHBJF9iDOZsnIhpKpAvsyzHAiUgtpAvsuDHde9aJT5deYUsiouFFusDOS4zGup/M7rZs96m6IFVDRDR4pAtsAMieFIVJ0eG+x/e/aQliNUREg0PKwAaANcuMvp89XsELQhHRsCdtYF9+/PVHu61BqoSIaHBIG9iX+/m6r4NdAhFRQA2bwAaAzYd4N3UiGr6kDuyKZ2/r9viRdyuw90xDcIohIgowqQN73KhQPPXdab7HXgHc84edcPMGB0Q0DEkd2ADw2LwpKP/5rd2WNbncQaqGiChwpA9sRVEQOzqs27In1u4JUjVERIEjfWB3eeLWZN/PO46dR8LyTUhYvglfHDsfxKqIiAbOsAns//udG7HhX+f0WP791X9HwvJN+M+/HRvQ9/vjtuNIWL6JF58iokEzbAIbAOLGhl1x3e//dhTmHd9g75kGNLRewOna1m7rHU0u3PLSlh7Lr+S/v6gGAHR4GNhENDiGVWCPGxWKtZecsn65X286hHv+sBNZL/wVc1/eirID3/rWfXbgW9ga2vDj93f3adasvfibu8AjUohokAyrwAYA45QYHP737+LuGfF+t330vd2Y9/JW/PYvh/Dc+gMAgAP2Jnx5otbvc7WKAgBo7/D42ZKIaGAMu8AGgLARWrz2UDZ2PJnvd9tTta148/Nvui37nrmz7z37t5sBANXnW+C6LJg1ms7A7ppht13w4KW/HMb0X3wGj5dtEiIaeMMysLtMjA5H9Ut34pPLrp/dV/ZGFxKWb8L8V7Zh2i8+w5cnzuPwt01wdXhgrW8DAPzwv7/CcUcz/u3DfXjj8xNo6/D0euXAfWca0HYhcLPx/9p8DLtP1Qfs9Yko+Pp013TZ5UyKwo9uScT8lPFIuSESN/1mc79eZ8lbf++x7EiNE7e9+jkiQrS+ZbaGVoTqtIgbEwadVoO8F/8Gh7MdAPCrhWn4vnEy2t0eNLR2wOMVmHjx2t6uDg80ioIQ3bX/HX31r0fx6l+PovqlO/s1tmB66qP9+HPFGaxdZoRxSkywyyEashQRhOPSjEYjLJbg3XSg9Ouz+Mn7ldjwr3OQYRiDd3dV47n1B7DjyXxsP3YOz6yrGrD3mhwTjlN9OPIkOiIEdS0XEKrT4OV/noGfruk8+eeN78/EbdNjcczRjJiIEIwK0+G4oxmZhrEAgG8bXag8XY+fvF/pe63bpsfC/PCsXt9HCIHWCx6E6DQYodXgm3PNsNa3Ye6N469Y2wW3F1qNgu3HzmGERoM5yeOu4TfgX8LyTb6fZfyDQzQQ+pKLqgzsvmh3e3D022Z8c74ZT6zdG+xy+i0hJhzVffiDkRQ7CvqxI3HyfAs2/XQO1u+1459zDWh2uTHz13/DrIQofFXd2XI5+EIBbPVtSJ4QCaDzj8A+ayMmRYfD1eGB2yPwUaUVB2yNWHn/DIwND4GjyYVP99nx3fQbcMPoMFjr2xA9KgQej0D2v//VV8eNE0ZBCGDd47cgVKeBTqNg5/Fa3HjDKHy824YVnx3G8RfvQEu7B/+15RgyDWOQEBOB8BAtkidEwuF0oe2CB5NjIrqNr7a5HXUtFzAxOhxhI7RYt8eK/dZG/Nw0HSMuHvLT4fFCoyjQXvx+wu3xwlrfhjP1rfin5M4/aB6v8K3v0tLuRkTo4HxYPe5wYs/pBsy7cTzGR4ZCURT/TxpAHq/AV9V1PT4JdXi8aHa5ERUREvAahBDYebwWs6fG+L5LGg4Y2APE6xVwewXWlJ+GvbENP7v1Rmw74kCTqwNPfdx5He6RI7TITYiC9+L/TBRcieMi8PzdqbDWt+F/D9Zg+9FzV93+obxJWFN+GjmTxuLh2QmYOn4U7nrti27b/ODmyXh31yncNn0C/naoBg/kTsSfK8741s+eGoMJo8OQlxiNz6q+xeiRI/DsndPxStkRPDBrIpJiR6GmqR1nG9vwk/cr0XrxO40f3ZKI5+5ORcLyTRg5QosVizPR2u5GdEQIlr23GwAwKlTX+cfwki+0n7srFV4h8OtNh/CrhWnwCoGEmAjkJkThwworTte14sG8ifjdZ0eweKYBjiYX5iSPx6f77LA3tGH70XO4PW0CJkaFIzoiBC+XHcGzd6Vi5uQoPPJOBd5cOhNNrg54vUCIToOvquvQ2NaBl8uOYP3jt2DGxLHo8Hix8/h5/GHrcXxVXY/tJfmwnKzF3OTxMP52M0K0Gvz5USO8ovPT4OMfVOLQC9/Ff2w+in+ZnYjRIzs/MabcEIlQXWdb8Z0vqzFzchTS9WOwfq8NT6zdi+Lv3IjxkaG4N1uPTfvP4v99uA/P3ZWKH81J9P0+HE0ujArT4X3LaSSOi4BOq2BidDiiw0MQFRGCr6rr8MtPDyB70lgsmBaLBdMmdNu/R2ucmDA6DJGhOlzweHHyfAuiI0LQ3uHFBY8XSbGjfNsuXf13TLshEs/cmXot/1teFQN7EDS3u3HC0YwZE8d2W+72ePHN+RZ8vNuKH81JxOFvncgyjMWZ+lYcrXFi18VDBz/cbcWirHis32sPQvVEdK0y9GPwta2x13UfPHITZk/tX8uQgS0hIYTvY66jyQWHsx3p+jFobnejsa0D6yqtCNVp8fDsBBywN2LP6YZuswzLN7XYdaIWP54/FRv3n0XYCA3yEqIRFRGCU7UtWLfHhj9sPYFQnQbtbi9WLZ2JkSFaLF1d7re2mIgQ1LZcCNjY//PBLKnbT0SZhjH4tJdLZPQFA5uuS5OrA5Ghul77pO3uzo/zoTotWi+4caym81OGw+nC9qPnMXbkCKTGj0b8JffedHV4EKrT+F6v3e2Bq8OL9g4PdFoNoi/pfwohIARwtsmFMJ0Gh846ER6qRUxESLf+9EF7E6bdEAmNRsEnlVZUn2/BD2YnICo8BO1uD5pdbrxcdgSPzZ+Kx97bjWOOZvxwdgKOO5rxeH4SNAowKyEab27/BnNvHIdmlxu/3HAQ30mdgAz9GPz5q9M433wBb3x/Jto6PPh4txWPzpuC445m6KNGotnlxt9P1uGdL6uREBMBl9uDbUfO4ZF/SkRsZBheLD3U43d3Z2YcIkK0+J+KzvuQrlo6E29u/wa7T9VjetxotLs7Dw211rdh8UwDXliUhs+qvsWfLKdQeboBrz2Uja1HHPik0tbrfpsUHY6RI7Q429iG+LEjcbbRhcIcPd7eWe3b5sFZE3HyfAuO1jjxc9N0lHy0H2U/mwt7Yxve2v4NvjxRi7k3jseOY+dweULMmDgW+67hRiGFOfoetf5k/lT8cduJPr8GADx/dyp+teGg3+30Y0fC1tB2Ta89UB6bNxXL75jmf8NeMLCJVODST2UDzesVaLngRmTYiAF/7eMOJ+LGjEREqA5CCJxztuNcczvS4sfggtsLrxAIG6Ht8bzWC26MHKGFoiioPF2P7Iljex3/2cY2xI3pfrPudrcHIzSaK35ZedzRDPOOb/BvBSkYNyr0irV3eLzYd6YB2ZOiAABajYIbn/0LHp+fhCduS77i866mL7nYpwN+N27ciJSUFCQnJ8NsNvdYX15ejrS0NCQlJeGFF17oV7FE1D+BPFJEo1ECEtYAkBQb6Tu6puu69mnxYwB0fsnZW1gDQHjIPz715UyKuuL4Lw9roPMT4dWOLEmKHYWX7su8algDwAitBrkJ0dBq/nFU0ebiefjRnISrPu96+Q1st9uN4uJibNmyBZWVlVixYgXq6uq6bfP4449jzZo1OHz4MDZs2ICqqoE7jpmISAYTo8MD9seti9/A7po96/V6REZGwmQyoayszLfebrfD7XYjMzMTOp0OS5YswYYNGwJaNBGRGvkNbLvdDr1e73tsMBhgs9n6vJ6IiAaG39OzevtO8tKekb/1Xcxms6//7XA4rqlIIiLqwwxbr9d3mzFbrVbExcX1eX2XoqIiWCwWWCwWxMbGXm/dRESq4zew8/LyUFVVBZvNBqfTidLSUhQUFPjWx8fHQ6vVYv/+/XC73VizZg3uvvvugBZNRKRGfgNbp9Nh5cqVyM/PR3Z2NkpKShATEwOTyQS7vfN06tdffx0PPfQQUlJSYDKZkJGREfDCiYjUhifOEBENAUP2TMcJEyYgMTHR/4a9cDgcw6IHznEMLcNlHMDwGYvaxnHy5EnU1NRcdZugBPb1GC6zc45jaBku4wCGz1g4jp6G9T0diYiGE+kCu6ioKNglDAiOY2gZLuMAhs9YOI6epGuJEBGplXQzbCIitWJgExFJQprA9ndN7qFIp9MhKysLWVlZvj7Wla4dfuLECeTm5iIpKQmPPfZYr9doGSz33nsvoqKisHjxYt+ya637/PnzyM/PR3JyMgoLC+FyuYbEOBISEpCZmYmsrCyYTCYpxnHmzBnMnz8fqampyMzMxIcffghAvn1ypXHItk+cTidmzZqFrKwsZGRk4K233gIwSPtDSKCjo0MkJycLq9UqmpqaRFJSkqitrQ12WX7FxMT0WJabmyv27dsnOjo6RG5urvj666+FEEIUFhaKDRs2CCGEuOeee3w/B8OWLVvEp59+Ku677z7fsmutu7i4WLz22mtCCCF+9rOf+X4eTL2NY/LkycLpdPbYdiiPw263iz179gghhKipqRF6vV40NzdLt0+uNA7Z9onb7RYtLS1CCCFaWlpEYmKiOH/+/KDsDykCe+fOneKee+7xPf7pT38qPvjggyBW1DeXB7bNZhNZWVm+x6+++qr4zW9+I7xer4iLixNer1cIIcQnn3wili1bNqi1Xm7r1q2+oOtP3cnJyaKhoUEIIURlZaW4/fbbB3kEnS4dhxC9B7YM47hURkaGqK6ulnafdMnIyBCnT5+Wep/U1taKSZMmiVOnTg3K/pCiJSLrNbebmpowc+ZMzJkzB59//vkVx1FbW4vo6GjfZWmH2vj6U3djYyPGjBnTY3mwKYqCuXPnIi8vDx9//DEASDWOiooKeL1enDt3Tup90jWOiRMnSrlPGhoaMGPGDBgMBjz55JNwOByDsj/8Xg97KBB9vOb2UFNdXY34+HhUVVXhzjvvxLvvvttjG0VRhvz4rlTf1eq+vP6hMp6dO3ciPj4eVqsVCxYswIwZM3z/aC41FMdRW1uLH/zgBzCbzVLvk0vHAci5T8aOHYt9+/ahpqYGhYWFyM3N7bFNIPaHFDPsvl5ze6iJj48HAKSnpyM1NRWKovQ6jnHjxqGurs63c4fa+K70+79a3aNHj0ZjY2OP5cHWtU8MBgNuvfVW7N27V4pxtLe3495778XTTz+N2bNnS7tPLh8HIO8+ATqvi5SZmYnDhw8Pyv6QIrD9XZN7KKqvr0d7ezuAzp1x8OBBpKen93rtcEVRYDQasWnTJgDAu+++O6SuKX6la55fre677roL7733Xo/lwdTS0gKn0wmg8yPt9u3bMX369CE/DiEEfvjDH2LBggVYunQpADn3SW/jkHGf1NTUoKmpCUBn23P79u3Izs4enP0xEI33wbB+/XqRnJwspk6dKt58881gl+PXzp07RXp6usjMzBQzZswQ69atE0IIsWvXLpGamiqmTJkinn/+ed/2R48eFTk5OWLKlCnikUceER6PJziFCyFuv/12MW7cODFy5Eih1+tFeXn5NdftcDjE3LlzxdSpU8WiRYtEa2tr0MdhsVhEZmamyMzMFOnp6eKNN96QYhw7duwQiqKIGTNm+P7bv3+/dPukt3Hs3btXun1SUVEhZsyYITIzM0VGRob44x//KIS49n/b/RkHT00nIpKEFC0RIiJiYBMRSYOBTUQkCQY2EZEkGNhERJJgYBMRSYKBTUQkCQY2EZEk/j8Fok2LzjzDqwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/gopi/miniconda3/envs/rapidai/lib/python3.11/site-packages/torch/amp/autocast_mode.py:250: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling\n", + " warnings.warn(\n" + ] } ], "source": [ @@ -1752,18 +1498,6 @@ "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": "3.11.9" - }, "widgets": { "application/vnd.jupyter.widget-state+json": { "0abad3eee1904c2bb8a2f963fed5fba6": { diff --git a/nbs/_quarto.yml b/nbs/_quarto.yml old mode 100644 new mode 100755 diff --git a/nbs/consistency.ipynb b/nbs/consistency.ipynb old mode 100644 new mode 100755 index b8a6390..bc73e99 --- a/nbs/consistency.ipynb +++ b/nbs/consistency.ipynb @@ -1523,7 +1523,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" }, diff --git a/nbs/data/mnist.pkl.gz b/nbs/data/mnist.pkl.gz old mode 100644 new mode 100755 diff --git a/nbs/images/att_00028.png b/nbs/images/att_00028.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00029.png b/nbs/images/att_00029.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00030.png b/nbs/images/att_00030.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00032.png b/nbs/images/att_00032.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00033.png b/nbs/images/att_00033.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00034.png b/nbs/images/att_00034.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00035.png b/nbs/images/att_00035.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00036.png b/nbs/images/att_00036.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00042.png b/nbs/images/att_00042.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00068.png b/nbs/images/att_00068.png old mode 100644 new mode 100755 diff --git a/nbs/images/att_00069.png b/nbs/images/att_00069.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_baseconv.svg b/nbs/images/chapter9_baseconv.svg old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_bottleneck.png b/nbs/images/chapter9_bottleneck.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_cat_conv.png b/nbs/images/chapter9_cat_conv.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_conv_basic.png b/nbs/images/chapter9_conv_basic.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_conv_pad.png b/nbs/images/chapter9_conv_pad.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_conv_rgb.png b/nbs/images/chapter9_conv_rgb.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_conv_stride.png b/nbs/images/chapter9_conv_stride.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_loss_landscape.png b/nbs/images/chapter9_loss_landscape.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_nopadconv.svg b/nbs/images/chapter9_nopadconv.svg old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_padconv.svg b/nbs/images/chapter9_padconv.svg old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_rgb_conv_stack.svg b/nbs/images/chapter9_rgb_conv_stack.svg old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_rgbconv.svg b/nbs/images/chapter9_rgbconv.svg old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_skip_connection.png b/nbs/images/chapter9_skip_connection.png old mode 100644 new mode 100755 diff --git a/nbs/images/chapter9_strideconv.svg b/nbs/images/chapter9_strideconv.svg old mode 100644 new mode 100755 diff --git a/nbs/images/grizzly.jpg b/nbs/images/grizzly.jpg old mode 100644 new mode 100755 diff --git a/nbs/images/norms.png b/nbs/images/norms.png old mode 100644 new mode 100755 diff --git a/nbs/index.ipynb b/nbs/index.ipynb old mode 100644 new mode 100755 diff --git a/nbs/nbdev.yml b/nbs/nbdev.yml old mode 100644 new mode 100755 diff --git a/nbs/renum.py b/nbs/renum.py old mode 100644 new mode 100755 diff --git a/nbs/sidebar.yml b/nbs/sidebar.yml old mode 100644 new mode 100755 diff --git a/nbs/styles.css b/nbs/styles.css old mode 100644 new mode 100755 diff --git a/rapidai/__init__.py b/rapidai/__init__.py old mode 100644 new mode 100755 index f102a9c..3b93d0b --- a/rapidai/__init__.py +++ b/rapidai/__init__.py @@ -1 +1 @@ -__version__ = "0.0.1" +__version__ = "0.0.2" diff --git a/rapidai/_modidx.py b/rapidai/_modidx.py index 533a738..5280a85 100644 --- a/rapidai/_modidx.py +++ b/rapidai/_modidx.py @@ -139,6 +139,7 @@ 'rapidai.fid._calc_stats': ('fid.html#_calc_stats', 'rapidai/fid.py'), 'rapidai.fid._sqrtm_newton_schulz': ('fid.html#_sqrtm_newton_schulz', 'rapidai/fid.py'), 'rapidai.fid._squared_mmd': ('fid.html#_squared_mmd', 'rapidai/fid.py')}, + 'rapidai.imports': {}, 'rapidai.init': { 'rapidai.init.BatchTransformCB': ('initializing.html#batchtransformcb', 'rapidai/init.py'), 'rapidai.init.BatchTransformCB.__init__': ('initializing.html#batchtransformcb.__init__', 'rapidai/init.py'), 'rapidai.init.BatchTransformCB.before_batch': ( 'initializing.html#batchtransformcb.before_batch', diff --git a/rapidai/accel.py b/rapidai/accel.py old mode 100644 new mode 100755 diff --git a/rapidai/activations.py b/rapidai/activations.py old mode 100644 new mode 100755 diff --git a/rapidai/augment.py b/rapidai/augment.py old mode 100644 new mode 100755 diff --git a/rapidai/conv.py b/rapidai/conv.py old mode 100644 new mode 100755 diff --git a/rapidai/core.py b/rapidai/core.py old mode 100644 new mode 100755 diff --git a/rapidai/datasets.py b/rapidai/datasets.py old mode 100644 new mode 100755 diff --git a/rapidai/diffusion.py b/rapidai/diffusion.py old mode 100644 new mode 100755 diff --git a/rapidai/fid.py b/rapidai/fid.py old mode 100644 new mode 100755 diff --git a/rapidai/imports.py b/rapidai/imports.py old mode 100644 new mode 100755 diff --git a/rapidai/imports.py:Zone.Identifier b/rapidai/imports.py:Zone.Identifier deleted file mode 100644 index 42f5e9c..0000000 --- a/rapidai/imports.py:Zone.Identifier +++ /dev/null @@ -1,3 +0,0 @@ -[ZoneTransfer] -ZoneId=3 -ReferrerUrl=C:\Users\mgopi\Downloads\course22p2-master (1).zip diff --git a/rapidai/init.py b/rapidai/init.py old mode 100644 new mode 100755 diff --git a/rapidai/learner.py b/rapidai/learner.py old mode 100644 new mode 100755 diff --git a/rapidai/resnet.py b/rapidai/resnet.py old mode 100644 new mode 100755 diff --git a/rapidai/sgd.py b/rapidai/sgd.py old mode 100644 new mode 100755 diff --git a/rapidai/training.py b/rapidai/training.py old mode 100644 new mode 100755 diff --git a/settings.ini b/settings.ini old mode 100644 new mode 100755 index ab21ccf..64532db --- a/settings.ini +++ b/settings.ini @@ -1,45 +1,36 @@ [DEFAULT] -# All sections below are required unless otherwise specified. -# See https://github.com/fastai/nbdev/blob/master/settings.ini for examples. - -### Python library ### repo = rapidai -lib_name = %(repo)s -version = 0.0.1 +lib_name = rapidai +version = 0.0.2 min_python = 3.7 license = apache2 black_formatting = False - -### nbdev ### doc_path = _docs lib_path = rapidai nbs_path = nbs recursive = True tst_flags = notest put_version_in_init = True - -### Docs ### branch = main custom_sidebar = False -doc_host = https://%(user)s.github.io -doc_baseurl = /%(repo)s -git_url = https://github.com/%(user)s/%(repo)s -title = %(lib_name)s - -### PyPI ### +doc_host = https://m-gopichand.github.io +doc_baseurl = /rapidai +git_url = https://github.com/m-gopichand/rapidai +title = rapidai audience = Developers author = Gopichand Madala author_email = m.gcs143@outlook.com -copyright = 2024 onwards, %(author)s +copyright = 2024 onwards, Gopichand Madala description = wrapper library on top of PyTorch keywords = nbdev jupyter notebook python language = English status = 3 user = m-gopichand +readme_nb = index.ipynb +allowed_metadata_keys = +allowed_cell_metadata_keys = +jupyter_hooks = False +clean_ids = True +clear_all = False +cell_number = True -### Optional ### -# requirements = fastcore pandas -# dev_requirements = -# console_scripts = -# conda_user = -# package_data = \ No newline at end of file diff --git a/setup.py b/setup.py old mode 100644 new mode 100755