diff --git a/TD2_Deep_Learning.ipynb b/TD2_Deep_Learning.ipynb
index fe3da26e6470a6f4f7f10202c6539f41d08c9810..defd5b05c2a5cbd85ac4bccce6df4a42921fba6d 100644
--- a/TD2_Deep_Learning.ipynb
+++ b/TD2_Deep_Learning.ipynb
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 2,
    "id": "b1950f0a",
    "metadata": {},
    "outputs": [
@@ -69,34 +69,34 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "tensor([[ 1.0755, -0.8178, -0.3778,  0.0388,  1.2102,  0.1919, -0.3731, -2.1709,\n",
-      "         -1.2656,  0.4320],\n",
-      "        [-0.2082,  0.1832, -1.6099, -0.2641,  0.3107, -0.9270, -0.1387,  0.4785,\n",
-      "          0.4325,  0.1482],\n",
-      "        [-0.5987,  1.6973, -0.1704,  0.6065, -1.7369, -1.8599, -0.6654, -0.0338,\n",
-      "         -1.3239, -0.4389],\n",
-      "        [-0.3320,  1.2886,  0.3354, -0.4806,  1.4215, -0.8685, -1.2283,  1.4963,\n",
-      "         -0.4582,  0.3997],\n",
-      "        [ 1.2394, -0.7774, -0.2840,  0.4969, -0.3472,  0.9161, -0.8015, -0.6055,\n",
-      "          2.7401,  1.4223],\n",
-      "        [-0.4479, -1.5277, -0.0506,  1.3342,  2.4243,  0.5449,  0.2386,  0.2499,\n",
-      "         -0.4971,  2.7440],\n",
-      "        [-0.2929,  1.7853, -0.8614, -0.6307,  0.0567,  1.4211, -1.7542,  0.1802,\n",
-      "         -0.9093,  0.0515],\n",
-      "        [-1.1955, -0.1724,  0.5121,  1.6612,  0.4674,  0.1401, -0.4011,  0.8543,\n",
-      "         -1.4358,  0.1472],\n",
-      "        [ 0.0759, -0.6472, -1.7482,  3.0851, -0.5002, -0.6022, -0.2572,  0.5659,\n",
-      "          0.1646, -0.6753],\n",
-      "        [ 1.2702,  0.6712,  0.3893,  0.4761, -1.5112, -0.3581,  1.4392, -1.5815,\n",
-      "          0.7396,  0.0939],\n",
-      "        [ 0.2621,  0.7400,  1.1811,  1.1220, -0.8484, -0.2074,  0.0969,  0.6625,\n",
-      "         -0.8999,  1.2618],\n",
-      "        [ 0.7437,  1.1680, -0.6316, -0.3558,  0.3157,  0.3406, -1.0134,  1.0827,\n",
-      "         -0.3298, -0.5774],\n",
-      "        [ 0.6652,  1.0996,  0.8814,  1.3876, -0.1711,  0.9558,  1.1663, -0.0108,\n",
-      "          1.6349, -1.4362],\n",
-      "        [ 0.5746,  0.7366, -1.6882,  0.7870, -0.0771, -0.7424,  0.3333,  1.0013,\n",
-      "         -0.2134, -1.4065]])\n",
+      "tensor([[ 0.3413, -0.1406,  0.4640,  0.0281, -1.3094, -1.5793, -1.2324, -1.4360,\n",
+      "         -0.8670,  0.9242],\n",
+      "        [ 2.2380,  0.8597,  1.0614,  0.0813, -1.0831,  0.4293, -0.0272, -0.3891,\n",
+      "          0.4619, -1.5298],\n",
+      "        [-1.7793, -0.3329,  0.2800, -0.7234, -1.8306, -1.4444,  0.1087,  0.4936,\n",
+      "          0.2204,  1.5199],\n",
+      "        [-0.3149, -1.0655, -0.4760, -2.1209,  0.0173, -0.8443, -0.4324, -0.7801,\n",
+      "         -0.4633, -0.4132],\n",
+      "        [-1.4090,  1.6079,  1.0685,  0.6466, -1.2685, -0.4058, -1.0043, -2.2457,\n",
+      "          0.5635, -0.7914],\n",
+      "        [ 0.3238,  0.0835,  0.6632,  0.2562,  0.5241, -0.0744,  0.2624,  1.1403,\n",
+      "          0.0296,  1.1105],\n",
+      "        [-0.4985,  0.1138, -1.2330,  0.6546,  0.8995, -0.8676, -0.4431, -1.1169,\n",
+      "         -0.1628, -0.1165],\n",
+      "        [-1.5288,  2.1655, -0.7819,  0.7186, -0.5282, -0.1337, -0.2977,  1.3392,\n",
+      "          0.1075, -1.6965],\n",
+      "        [-0.3236,  1.2604,  0.3175, -1.1953,  1.5176, -0.6179, -1.9013, -0.5403,\n",
+      "         -0.9454,  0.1123],\n",
+      "        [-0.2675, -1.8246, -1.7748, -1.9601, -0.6609, -0.5371, -0.0423,  1.3613,\n",
+      "          0.2825, -1.3667],\n",
+      "        [ 0.1763, -0.2043, -0.3746,  1.0900,  1.1460,  1.1584, -0.7783,  0.9803,\n",
+      "         -1.3288, -0.2104],\n",
+      "        [ 1.7983,  0.4274,  2.0141, -0.2257,  0.3452,  0.3112,  0.3974,  0.8264,\n",
+      "          0.0782,  0.8289],\n",
+      "        [-0.5991,  2.7679,  0.5711,  1.1041, -0.0346, -0.9634,  1.3238,  0.5567,\n",
+      "          0.8583, -1.9522],\n",
+      "        [-2.0581,  1.6676, -0.6560,  1.4908, -1.8524, -0.1753,  0.6789,  0.1186,\n",
+      "          0.6767, -1.5715]])\n",
       "AlexNet(\n",
       "  (features): Sequential(\n",
       "    (0): Conv2d(3, 64, kernel_size=(11, 11), stride=(4, 4), padding=(2, 2))\n",
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 10,
    "id": "6e18f2fd",
    "metadata": {},
    "outputs": [
@@ -213,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 11,
    "id": "462666a2",
    "metadata": {},
    "outputs": [
@@ -290,7 +290,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 14,
    "id": "317bf070",
    "metadata": {},
    "outputs": [
@@ -347,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 12,
    "id": "4b53f229",
    "metadata": {},
    "outputs": [],
@@ -436,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -524,7 +524,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 21,
    "id": "d39df818",
    "metadata": {},
    "outputs": [],
@@ -570,6 +570,13 @@
     "plot_loss(train_loss_list_1,valid_loss_list_1,n_epochs,\"Performance of Model 1\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The train_loss decreased from 43.03 to 10.61 over 30 epoches. In contrast, the valid_loss start decreasing in first 11 epoches, but start increasing after. So, that may indicate that our model 1 overfit, and performs poorly on the new data in the validation set after 11 epochs. That's why, it will be good to do an early stop after only 11 epochs."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -879,6 +886,13 @@
     "plot_loss(train_loss_list_2,valid_loss_list_2,n_epochs,\"Performance of Model 2\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The second model also overfit. train_loss decreases from 45 to 1 over 30 epochs, while train_loss decreases in 12 first epochs, then, start increasing again. That means that the second model also performs poorly after 12 epochs in the validation dataset."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -959,7 +973,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1488,11 +1502,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    " **Experiments:**\n",
-    "**Study the code and the results obtained**\n",
-    "....................................................................................................................................................................................................................................................................................................................................................................................................................................................................\n",
-    "**Possibly add other images downloaded from the internet**\n",
-    "We added other images from the internet, ............................................................................................................................................................................................................................................................................................................................"
+    "**Study the code and the results obtained**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ResNet50 is a powerful image classification model known for its deep architecture. It employs convolutional layers to extract features from input images. Specifically, it uses 3x3 convolutional filters in its residual blocks to capture spatial hierarchies and patterns. The incorporation of shortcut connections allows for more efficient information flow during training, addressing challenges associated with deep neural networks.\n",
+    "\n",
+    "The resnet50 model classified correctly the dog image."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Possibly add other images downloaded from the internet**"
    ]
   },
   {
@@ -2121,9 +2147,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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5deqUlGUpp06dkq/92q+V97///X/r/r373e8WQF7xilc85O/2SDx3l/E3/d7rWMffFkrk41CErWMdn8Hx4he/mN/7vd/j7W9/O9baVQno35V46lOfytVXX83P//zPP9y78imPv/qrv+Kmm256UGO1vwvxute9ju/+7u/mgx/8ICdOnHi4d+dTHhcuXCClxLFjx/j2b//2FXOzjnV8PLFO8azj70TcddddHDt2jJtuuom//Mu/fLh355MW+/v7vOtd7+K//tf/+nDvyqcl3vKWt/C5n/u5fyfBCeTv953f+Z2PCnACWYj7qWxtsI6/27FmUNbxiI+/+qu/4p577gGyeO9pT3vaw7xH61jHOgD+4A/+YCXUvfLKK3nsYx/7MO/ROh5JsQYo61jHOtaxjnWs4zMuHtYy45/4iZ/gmmuuoa5rPudzPoc/+7M/ezh3Zx3rWMc61rGOdXyGxMMGUH7u536Ol7/85Xz/938/b3/723nSk57Ec5/73JWl9jrWsY51rGMd63j0xsOW4vmcz/kcPvuzP3ul6k4pceWVV/Id3/EdvOIVr/hbX5tS4p577mFjY+NvdXpcxzrWsY51rGMdnzkhIsxmM06dOvUx+1Y9LFU8zjn+/M//nO/5nu9ZPaa15gu/8Av50z/90wds3/f9JY6Fd999N094whM+Lfu6jnWsYx3rWMc6Prlx1113fcyeXA8LQDl37hwxxgeU2p04cYL3vve9D9j+h3/4h3nVq171gMd/6g3/kUOHDoMCkQQi+bYMEQQhpYSIEGNCUgI0ShtsUVOWI6pqRFlWFEWZ7bK1RimF1ho93FdKodXqbUkpkVIixoDzPb7vaNoFi8Ue88UF5s0+TbdH0+7R9nt0boYLPUgCdel+CqDIyFKJICIIQwv3BEkgJUVKQgwx31IihkiKEGMkuEgIgg+J4BMp5O8bohAChJCIIZFiIiYhRkgpf7i1lrKsGI1qJuMJ08mY8WjEaFQzrsfU45pROaKqK6qqxBYFxmi0VohSg+W5Qkm+L5JISZAkIPk3jzESYyB6j4RAig5JnhQjabkzAkobjNGYosTYAq0NaMVHz53ll3/t/7CWdH9qQ+nhpgCtUEZQgDbD9WA0Sg/nrFIo8kUhgCAr+3sZzuN8qguSICXJx1hk+YL8N/mSUMOxfcqtT+a5X/KF3PCEGwEhxohzLUpprC1ISeFdye65CftnNRvTDXRhiR7atqNtF8zmDTsX7uCxtxiuuG5jeHNFjAGRhNIJWxSkBL1zIIIPnlJrNjcOcWF/nxgdXdfgQ2BzukmIkSQRVEKJ4Po+/wZasWgWuL4jJY9SBmMhBkeInhA8QkSjib2imwcWbceF+Q578xne9YSUiMO1GbwjxZh3OYEkjaQ8/hjRiCQKDUVlsaOS0XTMZDxiNNlgY2PKeDSiKC3ZV06hlBBiHi8639F2nsWiYz6b03YLonMQAyoKFk2tAAUGnce8YTwSQEseD7PzXcKnSIwQUyCJpg/QeE/nEn0npJAPaqEUejhbjAajBS0Go4W/97TP4/jlN3DztVdy7/nz/PIfvBPfCy5GtIAoDVpzaGuTQxubbIxKDm9toYoKpRRt39M0DZPxmGld5f1VmroqMErwLnB+d48P3PVh7ts5y4nDW5TVmA98+G5wQlWPMLYkRkfygaos2NyYrFyWldaM6jE+BnwIjKuCGAPn9/Zo2p627yAJVV2yWY/RCuZdx/58DiKMrAVJlFXBZDzGGIuLiYRiYzIlxsD+bE4fPCkJ3ju0Fm66uuZ5n3UZRzcmKIEYE733/N/bz/IH72/YmhymrmpSCjgfgHxc5k3D3mxBiJHSWpSCkMAam4+dCEkSxmgm45rtyRiJgdMXdlg0Dd771bVtlMLYAmMtKNDGUNeW0kBMGh8hofHeE0JAa6hKy8bUcnyrprSalIQkgrYlIQnH6sSP/9R/Z2Nj42OOR48IH5Tv+Z7v4eUvf/nq7/39fa688koOHTrM4SNHyUNjBiFalt1IV0MmISaSCJISEhJKWbQpsUVFVU2o6pqqqinLCmMsxpgVODkAKfmzFSBJ8mSbIt57XN/SdguKhQUV8LGhj3NMjCjfk0JLMj1aBZTK+5XHALXaR+RgUAchJRkmfCABMZEkgIrDd43EFAlRSCESQsT54eaE4DMgCT6DEz8AlBAyaElRhsleUdiCURS01pRFmYGcCFppjDUUtqCsSkZ1xWg0whYFeuh7gmIAKcP3iQlJIYOgFJfoiuADEZ3/RIgYEokkMWMTyfujYkQrhU4JLQklCoXGGMPe/vzTeNY9OkMpUAbQoI1GG0Ep0BqUWQIUtQLxy3OA4fgtz2ERWXXLJSUkyQBayaBk+PcBIAVIKbKxOeXIsSN5cpdIiiMUFTHWIBVGDuN2HBsnp5iiJERFkzylbUjliM7usbU94drrDzE9pPAx0AXHtKywRTFMlIbO9cg8YLXGmprpeBNtKjrtiA7GE0tVlFSjCW3bAZGIp/eOUSqJKZJCxJZjfNDEmPDOU1TkBYMDlCWmDoMmdgo0+ASxcfSyIOBxMRJ9JKQEIZJESDGhkkKJGa4vKBJYDUrlMaqsDPW4ZLo1YWNjyubGBnVdUpZFPn5aEaKn63t6B73SBBfp4oKF36frG5L36BixktBikAGICpIPPBGNOgCaSueFB6CSIDGRUsSFhPPgXKRzkb5LJJcBiheN0SrfFBQ6Axa0orCGOz56ltYLpSQKUzNLDu8SaGFUFUyrEaNijIsKpStsOYGioiwKurCP0pGiGKNNidIaW9dsTmpKnUhdS9N6lC24/tQhjm4Z3vXh88z25ijRLLxgCxn2zaAxVOWUyXRKjPlYiLKItlgrdJIQUSQzoo+OeeMpi5JK1/QhXxMhGbQpiRJpIhyejJmMa0QbupgISaOVZmfRYk2BKmrazuH6AKLRRnHXBTi78Fx/qqJUOo+roeAp1x7mjrOBe3YdLlq0AVElIUbatmO26On6SIyeIIbSGFwUGpfB83RcUxUWWxQcPnyYa04eR2KgjR9iv7kPl+KwCs8gWRmFKfJ1rnTCWDixLZSl5cKi4PyiQBUFdaXRpaUuNGUR0VWFGMXO7j5lamlTSR8sV1w9Gcaajy3PeFgAytGjRzHGcPr06UseP3369IO2B6+q6pLupMuQi8CIkFfsabXEHkBLygNlEvLFrgxaG4w2KKWH98mDZ4wJpdLqh9NaXwQaWDEy+XMyexKjw4ee3nV03YK2m9F0+7T9fmZO+n1CaEA8q5FYZAVO8o2Df5W6eDPSsPKMMQ0rFUVKihhV/jtAdEJwQvCZLYk+D47BC8FDjJIZlJhXOynm9xQZVsoKtFarCUcNYGO54sm3zPqkjCYOVsFIZlJE5d95GKySJEKMSN5pog/DLTMnMQRSCvm5EJEQkZTyBBUDKXqCt4gymLL4hM6zdXwCoS6+5XNSqYEtGR4XQA/MwepkHbYj5X9Tuuj6Uctz/SAelAgbNhMySMlp3YTWkJImOMvumQrNJtFrYl9QTQvQhnbm2dtpQDlEFEoFDh3RjDcLEo6YIjE4dF3k95XleRuorEEpi9Ka3jlC6nF9S4yeUltGk21sYfExYLWlj9D5Pi9QnKPQCmM0MWWAoo0aFjG5aaHWBhGTv5sCHxzK5LEnScTHQIoJkZSvF5Hhd1z+4AmNxkSwWlMUmqIuqCYjxtMNNqbbTKdTptMJdTmispbCWExphtWyAgI+dPQu0HU9bdPSti2+7ZEQKNAopVGkfLxEhtX2cEBluE8+pkvGN8Y4fEY+ATLTcrD4EQVG8vihRKEBvWTLVESJBoTF/oK33bcDIuy3kd5n4FfXFZUtBqAVkSR0fc+imaPLzDgtWduu64gxMKprbIoYAFHMXaLzAUOiCcLd5xt2zu2hYsDYgiQBiQ5rR5SFoSxLEopF1zMq82/ZeU/ve0pbMi7HaA2tDxTGMBmPQWmc90QVqG0JKEZVjS0tIsJ0XHHFkTGHRwnf7eTjEA1CYlJpYlLMN4T79uDM3CBJ0faaP7tzzpXHNji1NaYcxuOTWyOeef2EX37njHN7DhQU1mKNIYWA0Yq6KHAqzzNxGJshsxuTyYjpeISI0AfPzqLDaijLgqPbm3SdpnceHyH4QIgRAhhrM2hWiuNbwoktuGdfI0ojqaSPFtGacaWoLFxYJIwk+t7A6Cg6KQyXNhD9WPGwAJSyLLn11lv53d/9Xb78y78cyCmT3/3d331IzaeWlHJmFHIqQQ3o9oBVSaSQSHIw5SqlUcqgltsNE29KkZTUJROuMeaArlZAEiRFZJhEvXc43+FcS9svaLoZbbdP5/LN+TkpOZRK6GFYlvt9hxU2GUZ/kTxA5MkeUhRilAwsAsQgRC+kAMHn+/6im3NxSOkIIQgxLMHNAeBJaTn5ZCpPcp5sWAkfgI+DvzMwk5hBSP4dh+8wpJ9kSEElCUTJgCgN4COFQAgZoKToSSEgKaJSRELKqZ40DOgKYlCINijMg09m6/ikx6ULmov/WKYKFHpF78sl58Bqc51PI6VB4sVvtwQ4w+R1P3x+/+ysUnnFDSqDi6jom5LQTamKw9x312k2t6ZobYhJ4zqPcx1aJ5zr6bodTl1bUFSakDKAmIzGVOWI4OfEFPDeU5YVVTkiSU5daTSFUhSmwDlPVIrdvV2qusrsp7YkvwTogtGZ3QuhxftAjHEA+zKkiRUx9IQYkJTwfb5+gg/44PPqXGRIdTKkwDRD3holgpKEQVEYTWXNAE5qRhsTpptTNjc32dycMh6PKHVBYTWFLTLQSAlEk0QIMdL3HW23oGkXuK4neY9JEaMtOoG2ekjlgEoJZRRRAEkonY9dEjBq+I4aSAlF/owMT/J9hNUiRyswWi9HGjSCQdAq/70xnkAq+ejOLot5O7B2iq1JTjWHKCx6h0LoRyUxRFCOqIdUcxJSDFBYYhQIEde0FMYgUVPako16yvvuusCF3R1UEowpKGxNQlNWNVVVMq4qbGFZdB2zrmWjrtiaTuljwihF7zr2u5ZDG5tsj8aoTc+ia+mcx2pNXZTE6Afgatgaj6kKy7WHPU+64gJb04T4HpSmqoXJCKwB1ycWrXDmPPzWe4T33peYN5G/eN+c+f4FPuvKTW6+/DBHN2pGZcUTrtzi3t3I7/71gt3G4UwG2CklKhs5tp0XmvO2pXGWXkBrizKKJELT5+vFh8CF3V201tSF5fix48Swxe5sn7YLtH3PYj4nBk+ShDaGrod7djT7nXB+7tnbc0BDH00mAKKFcYFCUaQOYy3RbpBEM6kS8PEz4Q9biuflL385L3rRi3jKU57CU5/6VP7Df/gPLBYLvumbvunjfg9JOSecNQ/5XzWkcpLkqz2lZTpDo7VBa7vSkCCRGCMmRpLJg6DWihjzAJFXjstJnCX/nD83hjzIeJcHxL6l7ea0bQYmbb9P5xeE6LKeZEjtXLTgvKhdfV6hIGpFhaeUmQ8ZAMoSmAQvGaAMICX6iPcR5yLOB5xPeB/z8/FAe7IEJzEegJPlnhzApmFAuwiIpLTUkAyAYwAdCi7KZ8pF2+XfNLMpw/Y+EmJmTaJ3+WQPESUJnREYKURiCsNeDZOYzitbsRbMulrr0xl5InkQ5kMEtVLeJ5bAZXh2dbtECpbfcEkOXvoYB+BkqUGR4T2ttQMbBykYotugKDbo2kRKGqVrnNMEl6/xsjTEqGjbjpT2uOEx11CWAXGBQGQ8HufJ1xqMaDwKxBBiQimhrEZ45/GuQyFYrdAqv2+IHgW0fQviViyCEj3IpxRaW1CaFMMwYUYyA2QQF4ne43xOxy71OcvULkoGBkPndEoSEAMojBKs1pRWU9Vl1oRtTLJebGOTza1NNicTRnU9aGKGY6RTHjtS1qw553G9o+s62r4l+ICKIQMGAauWIDUv7pRRiMoLIwCVDAqwWiExa8Zyyk7ltARqpT9DFCRZpe2UKJCIUQaLQicw5gDg+gTzIKSkKMucOrPW5rFFEpOqZKdphlEqK/QmRUFpLPt9R0wJHwJTbbBK4fqeWms0WaNnlKY0BQWC8j1aKarRBhFDqQxJDXT1ALFa36OTsDOfIZIobUGfEvO+I6WITpGtjQ3q8Zi8zs3sV2EC1xwp2CprRqZje2Mf8Z5rTwpHLxujNDQzTWV6Dh2ZMBpVKDTBzaj2W1KIPPkEfPA+Q9MrXOx594UZf/kXH+Lk4YpnPO4kn/fE69jemnDLFVPuuNBxz7lIG4Q2FWxWgc+93nPztSXTUUmzSHzk3sjv/JXinkUGjH3bMY8LRCKFMVmrCFR2SlGUiEBZjOjcAh8iylgsIClRJKFdeD54DxyZWBZdZL4IOS0EFKagaRSTccWRjREuBXoRfHOBlIRJbWHbfNzj0MMGUL7ma76Gs2fP8q/+1b/ivvvu48lPfjK/+Zu/+ZB6VCTJebZ8UaRBKBvzBDgIY3MGKGN2NVDNmSkBoxM6GNIwEEoyq/dYDpoSs0gqL2hUBj8xEkIgBI8Pjt4tVyX7LLpdmm6Xtt/HhxYhA6VLWJghn5vxypKdyPuYVkAi5sElLtM7AxMS0sCeDLoOn0WxISS8y/+mQXOalq+JQhxAT0oHKauByV3FQVrpAIxkoJIBRDKRaGPW0gigluAkrkTDKaZhtSgHrxvA3FIkG4JDfESlvDpElq9fjXjD8UoIAVVEGD0i5FKP6Fil/C4C0QyMCeRzVQ0re60ELXqg9NWQLlXDS1RmDPUw5i/fR8kDQIoMIGVFJC5ToEphdIGkzNC5dkzox9T1Fqc/eh5ra7yLSNLDeR+IARbznsV8l+3LFMomQgpZ8GkM1lY0XUMIiVFZYrQmpJTBh9Is2hbI6auiKNFWZ2BQjEkp4VyHk0hhbU5DSk7npJi/pNYGifn6UQPayuyIQitDEJ0FsF0G6Bqd2d2YCJLQJquP9TBZmiwuwKApjKauC+rxiMlkwmQ6YTydsjHZZHM0ZlJnDV1OHQlJSf5NUhhExpGud/RtT990JB9JPqGjGY4NBA1a1JDRye+hJE/yeTxMw2ScoWtaHdcBmMSYD2gEiXk8QxLKZFBhVdafKNGg87kkKUPhee+YLRpEhHFVgtaMy4IgwqJpmW5opsYgRlNqhYqJFAKLmDi/u0vftRRFwWg8JUqitBZdldjCYkKk1IrD4zHXnjhGIflYGjviQhsIIhhUBjk+gjZYY3EJdMpCXWtUTiF1HbYo8+JKwbgeEYJnWldcd7TghlNw9ZGGskxIBB1biJGiKlBYVGyZ2JbxpKKuJ2hTQIroYkQ96ql1yw1XTPm8fcfvf8iyCCM2J5prt0ZcdSRxw0lN505z+rxFm4q//1iHfTw44I7zhuRabn28MN6uKesJx+i4/OQumxvwi3/mOb0X8AKR4ZooS0ajgqosKAtL73p61w9jf6QuCkZFgfd+aFmQr/iRraisYS86wnAhiyRc6FDG0AN7pPy6AGL6PEaEEpGtj3tMelhH/Ze97GUPKaVz/4gxEYMfUjRxABk517oCKClX7BhdoFMEFJGcS02mQEdN9Etdis6KeT0AipRI+XpfrXZSygyBDx7ne5zr6PuGtp/RtLs07S5dv48PDSn5A577Iv5choqV5aAsaTmQCzElZAAlOaWTBgV+Ivg4gBQh+EhwCe8ygxJCyrqTwKAzyRU9y9RQBh6DIHe5H8NEcLF2RIb7SyYkxqFqyA73fcji3RiHnPqyQiqu3uOAQcmDVlyBk0AMg/7EhzzILHfukmmQnAsXQSSiq8AjRM/9dyJWgvCcy4HhH5WGJ/QBkM1Wj3LAMMIKfOekakY9Sy2KDGhkyb7lvzj4V1YJJZKkAcBbunmFimMW88D+bsvG5piUwPWRxaIlpUDXOeazBSINh49aun6XcVFmMWmZc05WK8ZVhdEGUYYUI+XAWCz6LjMZDCADKIoaPaRxRDxdyFUJShu0MVk7ohLGZDYGpQgxs6HWlsQYcupBZRAXXEAilKZAK5PTuUlDMqhCZ3GyAqMMJhmUyumUqrTU45rxdMJ0upFByuaUyWTMeFxTlxVFUaB0fo2LjjhoQ3xI9F2ga3u6rif2CQl5MaBVrtTJwugBaGpA52ohdTBUHZwUSud0r+SxJQYhKiGpnF5fskv50OejqYfSryS5GkkN6n+tMiuTWW8hkFM1lSnZmE6IKdF2HbttR2ErtkcTCmuJMWRdSIjMZ/tE76i2txASXVSE5DiGUFpLWVhao9gYTSiOXc6omrC/N2O/d1zo9xhVJduTTRa+p3GOsVVYW2CLkspabGEY1TV1VaJmc0SE1jvmp89gjEW8Z1pprjlc8bjrDEVR0i8EnGc8rgY2KVLQItJR1CW6KDNI0wVJiiFFHil0z+bhDZ5+M+x6w92Lki+6znPDFVPqscZIQKs5fS+4WHNoy5AwjK3lacc1rjGMxlCUlmq0hTWbFLbkpsfu413DL7xNuHcvg0djDUVhKcqC0WhCkMye16aEEiaA6lp88KikScnkyUpp+mg4vxBmjc9sn9ZoDGkAsF3nMqBZLsKVR9uCaB9awv4RPeqn4A8AikRC6InR0YeWGBIiGrBYW1BYRfKCVg6tLGDy2i9qCAa0xmhD0omoYh5Q8jC50omklAGEj1kw1bmWrm9o2wVts5+ZE7dP72eE0CESVyLeVcXOMOgvK1dSHCp10Dl1lAa2Y9CbJH8RcxISIcTMmLiE9wkfshA2C2SH28C+hDCwJpcIfS/9DZfMTkwRHyI+RUIMA4uSBgYk5vSMNgQydZv0gcBYUiIuGZQUsuYkHQCcFC4FOykkJCYkhKECIK9AlT4QYq5YJtT9d3kdn+JY4sVlVdxSEClJMgtykV5Er2iPdKAjGQD96txXF7/ngYgWlmDkfiCFzI4KEWMsyk5IocBgaRcdWivAIKKJIaBNHjSzBsKh7IzLLj/MxuYIvawy0ks9BkAWyPvoCSFSGouXACkSJRBiwBrDdLzBuB6jlKL3Wdha2AKJEVF5kRMlEiVlqlxCZmO0RkLIAsWUskVAVCQxKG3ROmFtlUtblSJphcHm6jWrMJLLfa3OuhijFLa2lJOaejxmNBkz2ZgwmUwYjetc/l9WFNoSgBBzJQhREz30fcwi/r6j73uii0ifsBG0pMwyiMKIHrQfOs9DK8VIPsbLsTANYCJFIOmhHDqgxJBSIqSsnVODwFmrjHkUamXboFWe7JZMU10WlDZgrM3jj4AozfbGlM1xybxtaH0uDR+NJoxsQeMDp8+d5fzeDqOyYls0eqhArApDpRQqRgpy1RCFZqRHjFzAikUWc45G4ej2NikJ/SxQmJyi2207yqJga1wzGo2yRqUsqMdTmr7nwu4O7WJOiDnlLz7Rd3OCP07qe/r9HaZFy7jYxAeDUgFpLmRgUk5IwRF9iSkKdFlilMXNoWt72q6hHld8wU2AeI5tga2EoszVPVpZihL6ts8CVSV0rmI2j9gq22SU1ZTRxhUYSXRUFHrE4x9/ni/q9/jff1lyodWYsmBra5NpVUAMiNaDiDvQeIdRikldM2siUSuUJKzSiFIEHyEZqrLKxzwE4nBxK6Uyey6DNcFAm/ZtS8vFwrSPHY9ogLKaACUQQ48LDb1v6V1PiDltYkxJESuCd3klpC1WF2hdICor+bVW6KBwQzlxySBOM4K6yOtDJKcv+pBZk75f0LYzmnaPRbtL0+7Q9Xs43w4amDSwFLISvopwUHIpQgyDDkQOmI7MoGT9SPIpg4MA3g8siU94N7AlA2uyZEsO0kFLLcvSB+bBf8OLS0LTyltleRsAio8k7QkotAjEtKr6ufi1OdcdBuZk+X5hpUfJgCcNoESyx8NF4EmiDKu4i8SXHHhtrONTHysyazhflsBaoVYgJSd1Mk0vSWVBrMjB1sv0qFwMO5bl9PeHIg8EJ8MHY7SlKics+ilWFRhT0/c7jDdGxCDQxwEJqcwQ9D3z9gyXXek4cnxMPRrh+txJ1xoDNtF0LSEktCoyS6IVC9fR9x2jssSaEX3fo42mKkZYWxBTRMgVdEsBvYjKAnCRXBGoQathkRE8CqHznhgiCkuM4AMYXWJKjVIFRpVYbRCrIGUGt1AKlfLvpEVRKIM1hroaMaknTMcTJqMRk3rEuBpRVxXWFiibRZJGFEES3gf64HHO0feObtHgFh2uc0QfUSmzGvbi6r1lZVbKDIdWw+KGJdsKpIEFkyx0HRLYGaJGtVp4qYEOU2TvFk32VVHD+2SAt8zvgQuR0hagNYu+RQEhCcoUTKoKn0BwJAStLaYsia7Dkqh1To3vL+ZopTi6MWWrHBM7hwFKBRtlTa81zgXqqoQklCHAoqHtHT5GChu47oqSqkj85R0d80bYa3IqRFtDaRW1NfQ9bNYjRoWlazqs8nzWVcKRqSft3oXrO3R0TI4bqkphjCL2nig91XiCKseI28XvnyaGiCnHiF/Q789Y7GnKcctoDPWhGokeY8EWGotHogdtUUqwRZ74xRhKG7AK9vqaNDOoWjB1T11uYMwxlNYUE88NV0Zu3Cl4/5mCSVVydGODmAKzrsMnhS40CpjUFdO6zot2AFqqoiDGROf9aiGttB0AqMEAIXmsKSjMaGDREn1wpLBcHDyKGJQgAR890feE2NC5OfN+RrNY4ENAK0tZjKmKGmtLrMngJNoSa8osBFvmUIf3VGqo/IkFxoahHHkp/oqE5OlcQ9dnzUnT7DFvdpk352m6XXq3ICbHxaN8pu/SagW59IPI4EEN2pCIRDU8rnJaJeZJ3A+eJilIBi8Dq5KirFiUmCAMwCbFA3DysToZrFI8g8h1qbFJA5hIIadogs4iOJWEZOKBN4wsS66X5cVDmmgQJ6eLBLOy+owlj5/9NHKOe1haD+zJssRy5bWxjk9r5MFlEGsqhuqdpfnaQIkkSFpQ6UBceXH1z/LcS8OKWtLBuXj/FM/9j7BSJpeQppIL5xLCmKYRZrsdVV2TooBEYvJ4H5nPWprZPj7cx01PvJrxZESIic61KBQ+asygzVMavPc57QgE7zGonPYRRVXVGGNBhL7Pk2ISIQSf9SYSCUM+vrBZZIiQ9XAx09pFOaIPEUVOb/YuMxeFKkhKEwddHCqL940xQ1onL5pQ2ZdDK4stS+rJhHoypt4YM5pOGI8njEcjyrIcxijyODZ4PcUo+BDpnaNvW7q2x7U9qfdEn5nLwYUNRQYjSiVQBmU1hOE61cv0XE4XZbp+SP+gENFDilddtBDK5bMrwdFSACy5Mifz2mqVTgPovUdpw3hUUliNG3R+i6ZhoRT78warFW3fcn7vArNFgVGKUT0aJkyFJlLqnrLcImhF53qqUTXoow5sFQpj8FWF9YGtugYUuhSecM2Ypz9xk53FgqYNfPTeyPGp57KtOV4iPgWMwBiHKMFJYnMyYVr1XHeiYWoaUucojSK5lhAsrt9BvBBdTzU9RDmaorUg2tA3iebMh/JvGCv2Llhi0GxtFihxqMKgRwUpJgwuG/2pzCxp7SkM2Cr71LSLnsoWHLHCvFPs37dAmRJfjCF4XPSECKONEU+8/gSb22PO7S1YdD3n9ufsz+eURYHSLWVRsDGZ4FDYlOhDYN52WUiuM9MnKi84Cg0pn0GIAu3zRaaMGa6J7JdjB+anLMqHNA49ogFKjJ7eNyTf4XzDop8zW+wxn+8OJYQjQugJYZRBSpGBiU0BYwJlSsPgczA5iyRCEQi2wESbK38GjjoljwsO53PFzmKxz7zZY744z7w5T9vtE0JLkrxqW2VVJOtKln4rKeWBX5bgRLI3iaw8SoaJISaMMlR1lV0dydu3raN3ka7zBJdwEjO7MjAoISxFuct9uJhEf+CfSxZkBRwk54Ql5nRM8oEw+KOISVhz4LALFzEoMqR4hslomb4Ryfdl+LIZg+Rct0o5BQ+sfGly5ZRe7ezB/XV8qmMlWB0YkKVmYKk3ySAjr75XlTdqGPn1Mo05AI/VOXgRoFmmdpapoOHl94fRy7Sn9xV7FyJKCu796Hl8GzEqczg+RFxwdF1gZ2cHkX0uu6LkymuPURQFvW+zXwsqC1hTzF4RKREGtk8pxcZ4TFGWuN4TU0IrlTUnKWugJDFUtsUhdZVTN8ro7OIcE2YwVUxKZ/F4BIMhoTKjGj2jqqayU7p5rqjR1oC1aCVYAatNNlcbVppaK0xRUo3HjDY3mGxtMplOGY0nVKMRVV0Pk0qeFMLAUrqQHU9739O1HfN5XrSFvif5fBAym6HQOvuFaBLaGkQJgTRU2By4jq5KGlGrxVZMijRMVCoN5m0y5GhFDSZzWSQrCMkkjJZBy5QBoRnWJN57Oh8oB8+jlBIuRKSssrO0UsQodF2PUTrrJLQmJMEWFc47Dk81t90wZqENp2fZIRuV+R1bFIy0pomJ0hTstj3aWqabm1nEWsPlp7b5yIUZH/6I53CVuO1pnqMbAaKmm+8RxWBNToefntf83w8mCj3h+Ejxx+9tePyRwBOuiNTbY+Jeyf49Z3Ejg0JTbW6BrtG2gugRL5iiIsaOxYUZShLTacXRy46hVCTFnmI6ztdMqdCpxxiNtRXRR0QsSfXZpkErrE2k0DLe3KSsPPedI0sCVENoz1KMaoyOqEng+qP3cWz7JHectbzt9n1632O1JsVIoRRWgfOe+YUWNZhtKhTBe5KKJITSlmil8HEopx+yBEkXaJ3TXjHk0nJrivw+OgvJH0o8sgFKcAQvOJdFqrPFDvPFLl3fZGOfkIAAyiM4CipiKgnJYWOZzcCSI0SXbY5jTUqeIpQEW2BNBii5zFiIA0DpXUPTzjI4mZ9ntjjHvDlP1+8TUz8g9YENibkqZWmMJrJkOA5SPcuKGwlk6jwJlTFsb21xZHOLjcmE2mQqLThP7xNtnzi/t+CDHz7LPWcu0PZLoPDAlM4DWJQHIVUUB3b+SlQWxw0i1+DjaiLBxCyIGvwHIH+POIC7XO49TGTLqpxMG8EgnlNKkSWICmXU4PswVH9InuiWOes1QPn0hqw0J6tHVivPIdGzYgEvTsMduDcv30dWIGQFeuXgM5YC7Sy0fiBC0QKFGXP+tNA1JVoSe+f3mI4nGCOEwSTN9ZF20dK2+2BOc+uNhzCFyhV2vs+Otyh65xiVFYmYaWfXorWiMCWlrYghsQRXxhYYY0hERBSF1egIRVGSJNJ0Di9ZqxW8z07Jg+8PSRACQSKoXF6PCFVdUZo6sySlIvUBEcFaTdIaqzR2WIZo1AokVfWI6XjMeDJmNB4zHk+o6xFVVVPUFYWx2WiazKo6H+i8o2kXNM2M+WJG2y7oXUvncnonO9QKWmf3aGs01gCr9hr5cQZMolFDFeDBwcwVd/rAXFEScVisEJcLHY1WZqVB0RLzda01uXxrYOUQ6iJPvlVh8uJFZfZqv10wqSqqwuJ9oveRzs3ofcqr/BDonMMYjZiSuZQEKZhUimnVMqoVojdRKPb393He44JHST5uvQ+UWlGVYz54ryfOznJE7XPdqYZpCTqVWSR7NAPj7IzZcnjScWI6onU9RZjTjHpsGbA2UNcJXUzxdRZUS+zRhQbtSGE/L0zFE2ODseDaEt8vmB6pKKabEBekmOUFkQoG1sJWIHaCtoHQnEW0x3eCqesMbAuhGtUk6aiqAh+EcR2ox4IZbyBmTNEvMHoP9u7ihstP0PuKro/sLhxt1xOix4tgXBjG9IElkQz08lgfcrpfKWKMWFsxrhQu5OMjMZ8L2VvLYguLtZYuRDAPDXI8ogFK8NkauO0XLLoZTbeH84uhxFGDjiRx+CAkCfm+KTG6Q+uSQncUocb6Hl/0hMIRgyMOKSFjzEGKh1zS7EJP2zc0zT7zxQ6zxQUW7Q5dv48L7bCKGObliyzcl8ZFknKVjQx6k5UviSi0KMZ1xeZ0zMZ4xMmjR7j86HG2J9PsHSAJ73tchNYpzuwsQNW0vWe2aAdh66WTxN8Wy9SJWqZadHaT1HoQCEsGKaIyShcVEDG5ykkn0rA6XZrkLQWz2W0XVpqb1WpZrSal7MGVAYhecfx6BWCUYuWL8bE6Xq7jkxtLUkQSLA3WViLXATQypH6WKQCl1Gp+y+9xUErPxSLtiz9HHiy5MzynFFAz2xOSr9jfX2TR+DBJZn1YLqX1rofYsH14wWNuuoku9NlvJ7mcDy8KVKEoCotIzOTdIMhOgwOpsYrCDnVHIoPhms69cVIkSsSH3HfLhS5Xo3mPc33uV2LygsRqTZQ8iPvoiBIoigKrKxS5GoTgaVRLZQoqU+PJJcVW2WxmNohIC2upxyPG0ynT6Qbj0ZiqrKmqMWVVYwfNRr7uIjEJLgT6vqdpGxaLlmaRRfyubUk+f4cUUi5lRtDJDFVZuWwcUVijISaU0qvxSwa9Tl6o5XJjlWuq86JIJaLE1TiXFzQpgxxRGKUxadnfTDAqJ4JyVldx+bFjdNFSFgWFsczaOfOmRWnF1BhGfctMOe6Y98SU6PvcA8el/JlHtw+h7JSP7BRcsXGOxxy+i3oiBDUmyjZl0OwHgw/VUBUZUN4TXY/UhitPbXL58Q3cXR+gDB1lFHRM1HWkrjuqcUmSOltYeE2tHKPNjtBHdi4kFk1i0UDbBKr5jLquqba2MwPlBUkLAhYlBURH9AldbKBMQ+cWOGdwzYx6c4qgSNJC6DHFccTvDyy+IXXznHI1NaEP9E0PoUWrHlNsIGSzzihCcg0S2qG/1ia2PoQtT6DtaUK4i7h/mhuP1Xzg7kjvAClW534ffL4WEvihrQpkcGkw+BAQYahuizQuywysNUNrhkShM9CMMWSRscl91h5KPLIBSvBoT67d7ntCELQuUGR1eNag5xV9lEhWlfY5z6ospaqymt6MqWxFKBzBO7xtMaZClwVW5VyxEJHU0ztH4+Y0zT6zxTlmi/O0zQWcW2TqbbDXv7h3YV5xZvozhjwopyWAGVxYjQjTyZirTx3nsqOHOXHkENOqZnO8wcZ4C50iisF/JVm8FIynDb0X9vYW3Hduj3nrLwIFeUJYgpCLJ4iLMzxKKaw2lMZSKJ2pXzVYUudXogduXmQoL0SWEhJADsDJIKJcVj3lCUqtwMnBp3PJ6lstyxtX2hNWe5gXYppLZr91fGrjIqYjn0/DGSOXHhtgACoXPy+r1F/eUi76/xDDpJRkeY2ywinL7bRSJG9xrUKi4fQ9d7Mx2Rxy3UMqiYQPnkWzT+vv4yk3HaWeWPYXC5xr0UoTUmRUG6ajKZIE50MWn4uiNJaE4GOHKSrAUthcBSF5J2i7Bt87Ugo417Hi/pTKE3oSgkSMrQmSqwj1SoeVnahzhU6uqpGQXU2LokCZLIxNYjHWogcdilYKW5SUdc14PGY83WQ0GlNXI+qqpqwKTJEt/pPKv0SMZPG897R9S9t0LBYdi6ahaxpi72HwXEEGI7ZhUaQvAolq0Nuo5f1hwaO1JpFy6gYFkojih8qprEmIg6eJCINV/9ISH5ROaD3oXfRBVc/Sya0oK1TMTekkBkpbsL05YlpqHisfhqS4O8DGuOE9d0Pwmq7rCCJMJ1Om4wmbozEnq30ee+TdbG4rensYpSNqVCKH9tmsdvjgnVu8+yOGnb3zTK1GuYCZbLK5WTOSe5jt3cF4c8q4TIzHiqKcU1Y1KiZUWICP6HJjSFUFNAs2JgVN3OK9d7bUE8t0o8dVJXihUC4PgUWNaxxpkbIw2YOhIfYtScOZWWRytsWYuzHVGKxBm4R192LrLXQxRSlBqxbvO6IjA+RO6OctEh0bWwpVaIIrKOttxqMaYyIhdITZeUbVSYrxIUQ6poc6Un8Hfeu55ugWk3KTC41nr+lI3tO7QB8FF7NcQSmTz+1hEbuUK2gzMGLkMv7cNDI7LEeVzy1tFKPRCKNAHglW95+siMllK3ffQ0q5/4Qm540lwbKvjgIkZVot9dnHA03QFuVqSt0TbU0se1w/oS4NyhTovhw6b2aqLkaH8z1dt8e82WfenmPenBu0J24wb1qWDl+a1sn57KGPTsgARqnco2FjMqG0mmOHtnncDddw2ZEjbE5GmChYURRm6AAsHms1WhRGW7bNlONHj3L5yV0+8JG72dufE4e54f7A5GJRYi6hzv9qrSmspTCGwlgKbTBDqkdkSNMMseo4u1pNw5IWX4KUi4Qvl3StzTLkvE9xuQ/DfqgBBD6YIFZYMihrgPLpjINJZoAXSz+g5fOr/6vs3ryivOTg3FBy0bYXAeMlM3bRob74qGf8YejbguAUTdNhFJRVSd91pKRJkpvydV1L1+8y2phx1fXX0fULrDGIyVU6tjBoXTCZbNM0i0FcHgbW0FDobBamJOsZNGk1eUrM57XVOsMSo3He5TJjyb9LWWbRn3MBiWFgaPSKddLKYE2BVuVQYJm1Zz5EdKExlUVSmVM/WlMYgzGWwpaZPZlMqUcVZVliS4stLcZUKF2wbBsQk+Cjx/mOtl/QdQ1Ns6Bt5zTNDNf3JB+ILsLA2BqVyz8jiYQB0WTf2iF1p3NaB21IaTBmTMPENKT4UoY5+VVRADP05lmRo0OKKK+kRelVKStKkURls1ygbRv22lwVtVGNCCmy6PdRnGfz8hlK9xyblEwOGS4/avk/fxnwIZvXTUcVpVWM0ozrpu/i0IbHTC5H6UnWHU42SGlCaeBa91FQI4pJyaENRUg1TdPTzv6a2bl70AgbG4rNCZASVWWpSoUpLCFY+llLCJFoIGGJocBaz/HpHp91VUnTKHwsMTEx3TLZ5E80Eh1BLN28o51DpRJ2c4qiZOPIiK1o2Jvfgz3XsXnMUpgp0nXEIlGU24guUKrDKE1wHUpbxBo61/EHf3aOpnM8/pqKa6/zTI5dyWVXPjb7rchZYnMGt/gozT17mKNPpq4KrPGMJopq4bnieM14PEJdMChtshZLFrjkhmtU44fjisoFHEtzTu+Wpp1qYNYUxcAChpDPeGM087ahKEx2kn1w0vRB4xENUJL3RJ0nwsqWWFHE5AkpDD4KgTyxLb0+EomECkscp0niCdJgqjE6tQS1wMQah6EwBZUxOA2dc3Qp4F1DcHP6bo4LO/Tt/qAbMVlQSlas50aCaWVXn/OOyw7FmVXYnE64+XHXcc1VJ9ic1myMpxw9dJztyYRCJ9xijl8s8O0ekFMwPjiiC4gxGFWyOR5zZGvKZUe32d2fc25nTroIVCzjwSh2PQyIhbGUQ4MxawxW5xXfUjCZ008HAEWtJqoDAAIXCywPHs8T0oE9nFJLZia/4qDE8QCgrFIGw36vq3gevpDEClpqhjvDHyt3n+UyWbJ8IF3MoA2vWYKTVbpolQdYli8PvV0GkWWMhvs+2pLCNrs7p6knE2JSeJdYzHvQ2SixdzN8Os9jb9xg63CdmbjhfDNGUdc1IXpOnz1NijkdrIxhUpY47yltgY+AyoJXIYsrFbkCoVSGZDXex5VeAqMQnz/D6iJrBWJC25JKlygFvesQehSZBlfKZv2HKEK2WRp0xRmQWFVgtUYXGluWVFVFPSqxRYGxBm0VhV0yLWoAJ7lTu4uBznV0rqXpOpq2p2tbmmZO3zb4vic4hx+6JANoLJDLppGEEk1usjgI+IkoNEHCIHgXtDa5o3oc2I+kQTQpAEkRQ0KJARVXx1erXFqcxdaZ/UqSsphYLwlWxaJr2N13IODrvGp3ruPoqMPZgtIvGE88daF42o0jxqnhPfdOuOayDVSp2HWKQ7blyJGWcvMo1FsYDbY6gikLohS4Rcn0+BFuuWyKHW1QFQW2KPDtjG5+lvP3TZirimnZkJymqCoKU2RzNFtjpMeaQHILIkU+nsGjraYuE6eKGd1GjXPCZhUggetBomSAGFo0MB1BOSmoRzVhbCjGltGm5b47D7GzdwZdODasoyo8wUEIPWVtoTqEhDzvJVvRO8/p0zM+dG+HUcK5d85Qo00+5wknGW1uoQmIq9CmRtce0++wuO+PiYeekFlCu8HWYc/2MQfxPvZnwvvuMfx/t0cuBE/vsjOw1YDRJGz2vJK0ahaqUIQQUNkuGEEIMQ8cS/1X6B1z79jarNms00PBJ49sgBK8wxZ5gkVZEgUhOkx0BHGEIT+5LI9MknApomLOPZdaYyXnbrdNBOkhgW0MvaqZFAUFiX3fMY8VKXkWfoHrGpT0TKcaQkU3OL4KCdF5wEmhwfkwOMIKaehmagwc3trm6JHDXHn5ZdzyhOu57Pg2W5OawtTU5ZS6KJDY0qvIXj8jSEsIGm0tbTdjvusxxhPtJt53VKXi2JEtzu4v6JywP1usUi73n/CXobXOqR1b5HbypqAwBquHmzJY9KC0z3nHZSWRhmEiYZiIFAPXvGKKLvHAuGQJnQV4WswwYQ3txAYdzMW6GBFZbbOOT38sybAl8MweFMNxT5lVSQwpvOXpdRHRpZbIBBAzWLjLxe9/0TmpZfU+SkHbJApt6VtPO9/n6IkrcK0HIm0TwAScb0HN2D4048mffTPaWLSxROdQSlGVNVZbOt/T9w2SEt53JCVMi4reZ0OwGAVl0koA7H0YxI3k/jWpJ4QeUkQp8C6buWkUPuTKNW0UQnY4jeJBkdPDw/lujIZCg0v0rsd7N+Tw86CvrclApDRQGnRhMbbEFCXaZGCyHPBRCcGTIhmgOEfvssixbx3tvGM+W9A3Lb7rCb3POhpyWbUWlYWOWmOSHnQv2XiO5QIi5ckms2Pkxo3DykQUWeOQFBI1ErMlwsorZ0gR6QMMmpsKWjV0bzKIBoxkJ1kFs6ZntuizUZjA9shyasNx8ymoi4btyyybR2osPUpHPvfmyGMvm+F0whZ7xLIB56gOX4ndOI4yJaJH2ZI+zPDJ4nwDxZhqfITRaJPSlkBCi6DSghNXjRnLeej2UdFRjw22NrmSpp9BWVJORxhn6fqWfuYQbQjBU40KqlFAqQ7X13TzAiqPGRocaQRrBVsJtipR5UY+7kUuq56WgWNpk9Mf2MdHwfcddT1GFnt05+9EHz6GtNn7q92b41PD7gXP2U7zRV90E/O9Gf/fX95DrKboydUUk1NYY4hzwbsdQrQEVVOOhL39s6j6EHp0HcrMUGGBNR0njngOTwOX1fD/ezv8VRMRMcS0lJtp4pI7FcFoi1KapLJAW1IYACjDuV2s1jMojQuDgeBDiEc0QEkhoeXA3jkpWVXdSBRC8oNA9aDcVSUhSmIsicurAukadkVxJY5FLyhlUQS0r6lVgwkNBZts2xoQCtezL4rDGzXTrQn9dJszu3PER2LXY0xFUdYELyx8t2rSJ0M++vKTp3jyE5/ItVdfzcljRzmyPWIyqqjLAjvkpA2QQiD6AlVZnEq0wRG9MJ/tcv7eHZSaE+02866jaxtsoamr3FNB67wa/JuYB6WyaK2ylsqWVMZmDYoeUjwoDFmbstSl6OW/DBPPxYTMxSmeldKfg1U1F8kXYLUk18NsZIxZLieXO3iJYmXNoDy8cXGBjiDLAow8Ia3yNEvHWLkEZOYJbWBHchL6oKv3St8yhDr4sK6DUWWYzc5y7Q2n6PoMVrCQXMS1Pb2fs2jv4lmffyWXXXGc3vU0i1kW8ClBJ0vqW1zogOxSalOBD56mbZAYabynqrPgVMWI0To31POevu/wocWlnkIrSlMgMQtItShE8uS09PDJPbo8PjrsMDEpNFoXWGspMPTe4WKfGRCTO3ZbSrTRmNKiS0tRFdiyxJQWU+ihHNmAzc6ywMqt1YVA7zp619L0DU23oO0WdH2Ty5uDH3xRUi6uicMxMAqlDINfInZgsIai4QOgmUAk5XLilLU5otKKFZalTUISiNmgTZOv7ZxKHy52BWkoXhClSGYAu8N55Xykc55DGxWXbyVuveI0j79WsbllSaEktXNMv0AVGmsFvaE5RMfuvqLeGKMmFeJa0AXJHMWUNeIXAHhVszfvESkYFWbwEMnMgKQAuiCicW4fxCAo6qlGWzXYTNjssyIWPS4paoG9FsaBrg+gITqPrkokBXSKjCvYOrwJ4kjKIFJAytVD+Xe3UE5zGwRdATvUG5HtE4doZ3v0i4jF5Sqo0OB37iIYTTtTtPuJ2bzh/EyIepOjVxyjHAnXLLbZmOQ+WdZUaFOR6uOkxXlcmpP0FIylUGP06DLG0w18v2Cx80F0grIIlDpxzYk5t16p+cCZkkVQg5nfEmhkJixJNvNEZwNTkSyqLq0Fspu5qPyY0ln8LVhcHPFQcjyPaIAiy+oXZQcnx+w+qbQm+WzkFlNYmYOllBvVKElcXhecVA1t2scxoep38ElTlpuY0FO0u0yLDrdo8dqh6grlHbUu2do4yfEjE2w5gXKbk8csp8/fy+lzp2n6hJdE1zqCj6uLV2vLkUOHueWmW/isJ30WJ46dYDoZU5mEtVBYwRjBKAXJIZIwlc5dS2PE6wXtvOXMhYYzZ3dw/Ryvz+dxxJQYkyngZdnfJZqTiyI3YRuYE1tQDamd0tjV/cIYCm2wOq+utMolZat0zOoAXAr+ltqTJTCBlQxhlRLSy6ZyQ5L6YhfL1fKZwUl2xaCsAcrDGqtUXU75oFlVYx1QLEMoVsdspf8anlDD84PAKT+qLpEtrfQLzTxg0pyyshw6epiP3LE7NOiMhN7jug6fZmxtOa698Tid6wdA4RCEvuvpe0dV5nO4rkdDhYmjLMtcChkCbZ8b1FErjFZYU+B0QuEJ3oEBYsTqEm0MStLqOkupoLI1IbWk1FPYImvgXBy8QrL2oiwLxqMxfZNtD5QotMlW/dkKHEyhczqntBRlhS0MtlL5VgzsyqAuTZLLml2IdL2n7XuatsuVO+2cRTuj6+Z457Lb7eD6KaIxSqOIiIqklHMsEiNJNEblFfGynDwlQcehsknL0ug+H6REtnhPkaDAk1ZgdWjXk69frUhaQOdrX/SwiLa5N0/2NYAueK7Zctx2fcPJI3D5lYF6PMZqQZc1gQbfeVIbcxPFskDbApU8RrUk3wBTAhXz2T5d91EQh5ZAMTmF37mH6VRj7WHo7kLSeVJ9Ci1zSBUqNtj5+5nde5ZyVDLe3iJFjWDQpkD0UHghiSQZvBR1BGVQpSL0kWZhOH1vz6GjwsZGZqCjsihbZv+Z0BJDB31AGYeaRkSPERlSJNKj6jF5Ck90yTAuK6qRRxcFAU3fn+Ps2Z57djypLCirRNNElBlRF5o4XxDmH8E3xygnh5DQkewUqS4jiSLFOUYbRvWE2sbcITL1kByFyem30vTccExxeGxo9zUKkzVHElbnq5D9YJTowSdnOfdalDZUNhMBWucS4xQDpSk4Mtp4SEPPIxqgaBGWDcq10iirh46pZnA0dYQYslV8iuihUe62UlwW9xm1C8YmUVebGB+obYnqWgo3Q/uOcVUTu566zsp8287ZOnkDaVSyIbv43X38SKMlcGSxw6HpIdoNy35SvG/R4kWRfKAylulkymNueCxPePwTuOLUVWxtbFFWJSSPVh6DR5seJQGlPMkkitowUVOS1kRtaJ2jDcK9i0Cz5whqRmlL6vGY4AfWyA8XsBzYUC9j2QujNJbK2GyjrQylNoP+xFKqAZyYPJgZtfQ8WVb35NuqLkMOtJEZsAyPpYMJCABRKyfJ5eSmVKaB9SBOUMsKAX2w8kZk1cthHQ9zLFM+D3YsliLZ+wHOFRO2ZFqE3CRNLk4hKbJ6K6cfUCBR4xrPyVNHmM0XdE2L7zx9zN3Do7Q4fx9Pf/Z1bB+d0nRzUAljNDElynpMcLkk1doSpStcv8hTbBhSkWS8FJOjd4a6rGi6LjMwCHVdowyURUlZlqQYcTFRFDVEi4TDVPU2Pu6w8Hfl61dbylTinAPR6EFcrHVJYUHrnroq8CqhUy5vVlpj6gxObGEpraEu8gKiNIbCDGXMGvzQwM/HSOdyqW3bLmjalr7t6NuWvm9X4CSJrLpIIyoDDC25r+GgM1GKXIUjCRXIkyWgcv3ekLbVg6ZPBnAWBwFtBq2issW+qGGEkAMGLWtwZQAqGZsorUCblWDWakXCY/wOxw+PmI5qdDVC2Sml0uBn9DsX8G3Ajk9gzCHEzBDrEVVijWL3woJisoudaKrJNCMhf4HUfxQlF+iaEougxeNTQeXuoKxKOqcJ/YJ+7wL7FzyjqWOyKejC5j6OxQiMQdlqSF9HohohOlKOAqoY0m4zYbabOHHSYavDmHoDrUp8AGKD2BKsQTAocaT+PGgHpoTQkRa7lONj6ENH6c+eR2toe6F3AVVG+nnPmdOec23i6MkpWlv2ziww992NGCh7z2xHaM5+mGp8iBRPEWNDij0YQ/IKVIHoAltUSDhL6HYxGrSdYGxExXNo4ylKw2XbifE4s1vn5pE2WCpjiFrjlUKnlNM/0eVLW3L5tx6AekzZ8C93fc7M/ul5wxWMP+4h5xENUFRSGLGrMj61sogGqJAYCQaU6tCmJOE5Nq44Hhom/T7Kt1RKqNr70HHGdHyYZu8sJjrqcoykLHKTWDIyiiiCcfu0993H+LIj7J49hzdnKUKHVonJ4VMUqeDEoStRR08yqgz9ouf6a6/HTLa45poruerUFWxONxmNKqypMv0XzTCQu0z7Ko1SEaOhSMKohjCGeVWhyoqFL2ijH4zQItpFujblvhBaMzIFAYVPuZHZ0O5wpTuxg9bEDBbbdiWOzQ3K7OD/skw5aZ2dHDUHIGKJGZSklXBWBmCSBrSSJ7KLUwDqoseXgshhzmKghQeDqItfqtYA5WGP+1V/3+85vaJ/l83fLmHGBu2KDHoGzbJyZihnlSE1JJDr6xQaQ6ELEENd14ymPYt5h+t7gu/R1rF12HPDEy6n9y7nxI3OAlQUlSmYbI6zDixFvAv4vsPofB374LPXyUBBL7qWwhYUhWWx6CnLgqLSQ/pY4bwDSZSmxAfL2J5gMroaw4RZexoXFiy6u/CuwZj8ffSySq6ohoqjXIZsjEWp7FqrFNjSUhQF2misBWsTRZnN04xJ6MFETYi4GLNYOHi63mVw0ixYzGc0swXNvKFvW7wPQ7NQyfIwbfKxGS4sDRg1CBYlO94qsj+JDF3fBZ37FSkzHJ9c7cPgl7J0BVZR0PlDLll4DHwKGgMqgclpvqQ0UYM2DKkwKI1mb6aoxmOK2hKSpRLB4PF9AyIEZ4ldg/gAwSFNoCqBsiKoEivnMcURzOgUttzIjI0riP0+amzo987SL+7ClBNktI2Uu3g/o288od1ntigIRc0HPnyG0WhGcWyL2DuU3UApCyGiokObnI4XrYcaDI1EoZpaRpMaWxm8PUVReozKTE/XnqOcbCK6RIJDYouLAd/MUGWBTgt0UVMWIFZI2tA2c4zVfPROx+7eHrMuMZrWXHG4pNLC/l5HaITFTsN4U3HdySl3X/Dce/s9jKZb2eyvnpLcHtGNc2PNuJMN3ryjD5G+2cW3M8aHriTphqR7RHvqiecff9EhzOgI3sNH7jrLH7675/bTCTcYgQoql4+LuaRaNAVPHNrIaKCLIV/nOmabfxl93OPOIxqgmOV/AzW5rKtXSuHEZ1v7wmH1hMMqsNPCZRsjDl84y1RDAxTJ487fhxkZbNNRNg2mNDR7Mwrl8I1l3t2HikcxKJr77sP3iXOqotndQ8cL2MPbVJMx7d49uN4xrj2XiXDdVZejR1NuvOUpSFXTkdiYbmNLiyrKYTUXUCGhiyG1sRRtkEW7kjwptATf5IvJtYQIwRpqM5g+LQLtQvBdoLYWK5oQFDbpDFLSgWD2oJTRDM0Ts5PkUgy7FMkWw7/GmGwSN1D0OdWTf/+lNkGJoGUpRD5otb7a6KIUTb435AkuoV+WqYFhu4vzSGt08rDHxaWjB3FpbicvhvNxvaQB3QBoldZDVmhl9waSUCRszOWnorKDpusctUokgdD2g8eQZJt2pQn9jGufsIVXPdH5bLyl08B8jNmcblEUG5w/P2dvMcNJj7EwnoxpupbU587dhSnydC2Jpm8YkbvWDu72BOeoq4qUoCgqlK7omzG1uoJxfTyDgDhGSZ1TIZLwQ2M0pQ1aG0JMFBZQIQvpU+5Kro1QlgZdLFmSQUhpQFvBFIKxICrkRUZwRFHZn8IH2q7L5cSLhqZp6TtH27f40A+9vbKRmqBy6th4Blo1a3/0kGaRhKScek2WPIYiQ9dmm91hyalxSRd1GU9DmxDy+ynR6JTHgqxBWerVBr51WGckLZgyszRLD0adep51reOaK3QuDVaBtDiDGm2Ayrb2SpcwmhJ9S7Mb0aZg6+gWSVv6ZsHWIajs0tCgyl3rxSMRTGGJtmKxcy/FsRG26EixIvoFfuccZ953Fx++V3HObzLnMvbffYbnPtMy3s46QGVGiPf5exUV1gqiEn7RE7oA2hDCYF/vFX03Q9kxhRakvY+kC8zkKCq0CD1ia0K/IEmHFYs2G5RT6JqYWbbxiLPnZlyYLfiTd5zjqkOKx9x0GccuO0Rz5iy798xYzFPWD9aK6RXXYDaPc2y349wd7+To3fdilUZPDuHDnJg0JsypiojUFtfdS+xntIsLNLNIOc6mf7Gz+E6zuTVmfGREF2uCaDYnW2zrD/OzfwLvP6sGLZLNM5ZS2bAvpkFhna/hzHwPZfopZvZcHppdxCMaoCzFmcjQXXXIscbQYVJER8dGoTGTTbbjPlNr84W72EWPLPQuj7wu0KdAcBfo54GEom8Cm1sl5/Z6et9hkyMG0EVufT47cw86dgSE3TOa0SYo7dBasThzH7K7T5h/lOLISS58tMbPzjK59lb0yeOE0FFJiXct3XwHW5dorem684yndbY6djMkOVy/wPdC3y2YNzvsz7J992Q6Yqse4xY9+3s9ruuxWMZlTdAJbyM2BmzIlsVpmGG0UpktWTImQxrHKpU1J0atmBRz0fPZfntwmVVL99uDZl+D2Qus1mKXHqf7+7IsnSzzc0L2rGGFUvJCPFdWqLUHysMeK3CiuARwHjw/AJFV4uR+z+lLn1FmebANiMUoiMkfpI9UGkqLDfNZQ9P0mfWQgPctyexw9Y1X0PYz6nJEJK/orSkoi4oQFV2r+egHwdrjKLuPHvV0aReRbEUfJFLbisIWhBQJKdL2PRv1GDekhUVDHzwheGJU9L0Ct4W2hyAYgu9p2hmYSFEafNS5AWgUrNGUZW466FyXG+IpPeTzQWmhMBZd5UVCUQpVpSlt7pGjjCZJj4gnphJEERP0IdK0nq7tWLQL2rZh0bT03YLedziXAQoyOL4mQEIGGAyakiSkZad2QKdcVSdhKXZe3tKQ1stVipFBIEs2bgtAUAel5asqPxhStTKwJ0WWnhmFtuYiXUs+I248mnjyjcJko2S8uY2OjrDYJ5kSU1VIEEgN/V5EMEyObjOaanRhiHaD2JymqCtUeRJJI1S3R7l5CMoJqBLxAWMUmydOMto+hhkfR8QS9ltka4w6egpki2c94x+gtOL3f/ln2d/f5+hVRzGVRRcVSfVgJoiZkjqQ0BKTZX5hhmjP2TMKWx5h71xPlDsZHb+cUhaYsIcdH0aZ6aonlE+GFJps/y8OpbdQboFWPX1TEkWzMw+8/f37fPaTT3LLLTdy5NR1aKOZH/4Qwr3MPnieqtZsHt3CFkI5PcxVx0eoy1q2t7epqhrXtcTFAsuM8dRSbl9JLE7RNnss/B5n79vjo6cTJ+YfZqvqUc09jIzj6LXXYI2iLif4qOmT58SJMc+6fo/79i07LcgytbMcEnQG6Pl8ysdf66xp6nqHjYKzD01P+IgGKMuunJIO1OOEgFGJGkepW2rfUtYlXgJXjTV3zxKha9G2QvuemVe5c69oUtvhOsOibSjLAqcrXNehk7DY9QQfqUeWrvN4pbC6wMWIa3ZBR4pRSfTgmwUTq1Ed+HOnOS1T3PkPc6g8zHgyoR5XtIeOo/sdxAiboxM0swViE77v0WmWAUpMLPbPo9OE2fnT7J2fsXNmRlkVKCWYoTnXkj2ajMaUhceHbGnto8F5m82pZGhvPiDbwujBmC2DEzOAF83yvr5EGKsvmoDUslonJVTKfT3UspwbVoLHS/1PDgDKgeh12TlOHxApq1zRsIpbAZ91PFyx0i5rVsVWF4tgD6p25BIW89I0j8JYQ9YwSK4iSQlb1Fx/wy3cd89dnD93b27IpxTVaITWBbO9nr4Xeufx3uNDR+fPs3W4QZW5vFWkHtgYRWELqrLG+YK77+ho9sccOXIIbSp2Z+dIds50bJEYqYzJpaaSm5gpDGBpfCLGgY1EaH0uWw7BE12NDmOMLRFRhOQJ7OPSLkENtuIJYGi3gUEbi3ctvvfoZPPkLgJmACZWYUrFuDQUVlFYsEZyGgiQmDV1SiwhRNre0TSOftHRN1kc2/Qt3rU4H0hKD3LWoZJCK1QaFg0qH0Q9rHSz82t+TJbp17RsEqiGx/PqN4kdGJmQ7fzJzEmSDFbU0N7i4P2z9gRjho/NDK4dfF20SStvneuPR7Y3PdWowtox0TvE1IhYUujw/ZxkLKkYUU5HVDZB6FDlBsrUuerRKqITdOHRdZnT83YDLT3RnaU0M/T4MOX4KGZ0lNjtIkZhVeTIZZtUl9/MsWseT7d/L7d+1pUU7q+JQrbqx6KIhDQIhcMuuoCw77jvrjmnZ8J9FxRG7iNFz3gcOHpsnxPbBRubhsOXLRB/ATFTxB5CXEfqO0QU1mqCb1H9PqUdM+8ci0XPtIp8/t+7nOufdCOHjz2GenIlkjpGdUldT5jNZriZwxgFxZggPZNCsXHVZ1HafM7aYi9X4bg5o+0j6PFlWHsUoaZvG/b3Pszb33Ge40d3uO544OhUKDcMrvOMJS9mBcFrgxlNueHyfa67S/POu9MKXKLM0HhzqDKTBEoTJeX5eVnW7jsKVQJHP+6x55ENUHpPdBFjIgy5Wu9brOyxqXusbpB2j3IeMIM6+pRVnO8CcyKxj3RNXqWXVYHrPYtFIsSIMcLZ+3Zo5oGq0rQdIIpWFEFHagNNjESVqLUitAv2Z47kEkdOTelEUYWesAjE5h7K6Lj37W8l7J5BXMv42OVUap+Nq69jVFfEfpdyXNG2u1R1pJ8tSE5ILTSLs3R7u7hZ4IpDY+Zoege+TYSQhWtlYUE0VaEJQfAx4H3A2UAKshKvJpVp1yU7sqzW0TqzJCtAoi8CKQx0rco1hYk0OAnK0KU5rdI7MqzSlsjk/sBklR5a2manhKg0JH2EZaMwBp2KrBmUhzXuT5YcgA4G5msJUiDfAVaghAHcaoTEsROXIymxd/4sV193LQo4d+Yst9x8C8Yo+m6Prhka/InBNYl509GHQNO0BO+JweHTGa57zCZaBxZNmyvetEVjBvdKTd8U7F9IbI2PYUxJDI7KjDl89DLERLxv88VANk60uqYupqQkNG5GSpGymGCspnV+YK41Eqb4fkRHwgfHfr9H485BuQ8qm7JpSXkSVgmtEqUtcH2Xi/SjEKInqkA1pDkqmyt1qtJQaMkW5zoDuaRkxcjEEHAh0LY9fdvTdo6mz+6xvff43mdhbMoan0Tue5Mr+7JZHOogvabJVvd5gZPFtCiyL0JSWWeCrPruSNJDj61cbqxTZmL0sEAUlS3vMzuqhvRUIhqD1rlPnLKCVmmwLlBg8nlS6xalshOvm99FXMyILlJaQ3BCe2EH7wqK0Yh6c0w5NmhVI4whqVypggO3D8WURIGknhAW+L4lzC9QFSXl5Dh2eh2GiKQdCPvouMNYGfrmXex/ZAvX7BGDZ74o6RaOIu0TfY90FxBlKeopgZYQ4Nw9u/zB2+acmSvGOnFsWkFhufvelj9655yrjo259eYpf++QxzUXKMoAqkKF3ZzGwhD7HkwWKRtrITbM9zru++icJz31OOONYxRlifR3YqspyQSqseXaG47wF++8A1dmh1aj5pT1Cax2hKjQdpqpDDWHaoNkj2amhhJRJUoSxw7VPO1GuPZq2N6cUowmaPFIcsz3FlTbDRSnEF2Q7B7TTcVVRxR/daakD2komACUxigIQ5GXNrk8W1I2+tPaUJrAZvXQ0vWPaIASoiO4Hms1Yi1Ync2dzp8jmD0OHbb0NNhkmaqepCvSfJ84d/RJ45qAeCEEQelA76FxGpLKHrQ+N0BqkmGGppSAJAViIAi9j9jaEAvF7gwudI4TE42fzwhekKmhm0dKdkm1Js7h7M45plNDe+d7qDdrXEjgE2UVqUvNxmUncDNPe899eJUoyg0WF86g9SZVMeexV5W876MNthDuPjdDKCh0xWikKG0gRk8IuQ49FCGzKT5mQdsKNDAQvWqlOzFLncCqfDQzUuYiCYkM5k3LPiOy7MQs2aF31Y9nwBeXKBQUpMHoKlc2DC6kArJsOqY0KqrVSn0YLS/1yljHpy1W4GRgT5aPrQCKzj4ol4AWLnpeqUGHkf0kQtdxw2OfyOzYlVjV8djHPIa3/skfsLd/lsuvvIqyqLnr3o+CMcSY6GJcldB674jJ4/2c7UM9V15zRTZES1mAG1LEoAgxUBRjurYkBUU0Bc0sklSknJacOH6Y0ztnSHRYnY3VtKpJ3Raz3SnGwmhcQrWHj56Fyz4jdVkSU8l8f4RxBkvALxwXmnvR9QVqK0QxBEnYoqSwFoWnLE22MDFDCkUpIhncFcPvWlgoDVidmU2ls0Q1DSnsFCIuJFxQdM7he0/TdrRtoO0ya+Kcx6c4MC359cpoZHDJBZPTRksGdEjbGlSuuNMKFUHM4E2TAOJKTyYqa04YUmkqZT3RMrWjYmZxs2hSDw0ZM0uEyeXGmAxatFkychkcCmCrkr3zDX4xJ/lEmA1VjFpQwdF1hkDJ9MhRis0j6ELR7TdE50jci6FD6Qmm7CHtogT62T6iNdF3+Nm9VMdPYcdXYYsppEhiivcBEz2SIiPVcu5DfwSbVxDaOefvnbO9pZicOIxO+4S2QbyjHp3D+cj53cjb3tVx/OQmVxQjah2oTEHvI+M6cfiI4s67ZrzvwyVP+uwpKSaim6NlBhKwo01SvEC/iFBFghQ0F/bpmsgdt+9SaEVdKRQB5x2FzTpBpRzVaMqRy08wvnuHUI6ZbkzZ2NjCxguE2R6BEXpUYapTUBmkvZv2zPspxvdCcRhRJUY5RmqXJz0+MdpUKFPmxaGeoGKPby/Qtz12S1HUY1Sl6Ao4uRE5ujni7J7DxWUH+3zxG21Wi9pBMpa1KQhJZy3TQ4lHNEBJMRL6lmQ1UlqgoLAlUtb0+x8hTMZsTCx75/YY25rNkeXshXOk4ECNaRuFNkLyim4W2F+A7zxeKyKaso8kWzFLitJqlE/EoClNxPlEp4S6KNlLiv3ekKxi1s4IusgTe9ezPVKMNmusrXCzOWa+TwiK0gr7fUnDX9Pf90EmG2PGh7fQ1QTdnac9e4FiPMLrOfP98zC+jhObLbs7C0aVMJ/DeGKo9Raz/UTtFd7nTp0hZNFgCJEQIq6MuXsyHKRMBn2qRq9Aih4EjiLZkpvlDQZWJLdTTykO4rjMfMTBqCfJoHW5qDrngEE5mNwg06YZDOVuyNk2Wa8A0kHDuZTNpR5iF8x1fHJiqT1ZHbshxyPqYrCyBCSsytGVgmo0YvvwEWbz3KvKdzOObk35nKd/Hu977zu5/Ior+ftf9jXc8ribWbQ9H3zPeyi0MBkVaJvPN+88rmlQBkQCMZ3nhiccYbwxYt4FtClIAj5ETGEobcV87rlwFrQ+RIwW1zYo6xhvK+aLRW4I6nrK2lCWE3w/Yff0lNhv0LYLpocVx68qSSzo+py26X2k2a9Y7Bo26mxUtWhndP1ZJpMGaxU6FWiVu7tGiSgtlHVF8NmPKQ1ModLZBDFZjS4EWyqKQlNosAPDkeRgMRBCIPhE74W287je0/Wevnf4zhP6LIhNpEx8pDSkfwMKjRZ90KZgEDMbbQ6sAIalhDaGmDx5dZKdQUkmX6M6l4KTdK7qUYKSiBpaIeih8y1LLYpWKJ2BTbZVzzYQ2ip0scwVCirmT986epTZB09z+4fvpXeJ6eaIK66sKXqPtD7LBesR1ZGjqPEJFnvnSL5H0VGMK2w5QumSSEvvhJC6zOb2c+b33kG/s0M1HRPForxHaUVIBVE2MKqimNaY/Y7YByY1FIcKjmxvsXXsKGa8jU4JM9nE+0i72Oev/uJu3vaX+5w8eYjD2xUb1QQ/y40ZJeau1iePTDA68Z67dlns92wdm4AZgc5NISU4CqXwcZdu5nLqrIfoNQbL8RMl2kBYnAVKiuNPhNFRtDkCs9spytMc3TScOlFx5ORlFOPLCP05UtuTFrvEcJRiPEYXU+b37iKzO9g8eQJT7hNSSegiaIudboIK2KJCVROMKZBUEdtz9O1p+h1FdfmTEWMIKXFk6njeE6e86yOG996rmXUQnCdIrspaVuzF6IZzKy9eXTS0qXhI488jG6CkgARP9B0xWEgjitGYUG6hym32dneYnNzIJVttYKM8i3QLrNE4r5kvFOVIYZNlP3gaD0EKYjKkENFJaIMimIItnZi3HtmagjV4OpxziBMWveCdZryhuJC2OU5kv0kUumAyCoQo+KgJQJlAOocvClRRwWwPXIfEDU7v3MfuzozpOLFhhNQpumbGoquYyHmKFLh7Z8Z0c4NidIx21NEsCko7Zm+3ozCRmCDGkuD9ytiqjHHosLxclTFoSJYDFEM6B5ZplWXKJqWUxf6DYC4Nyv2V8BYZzNpibh42mOddyp4MoEQfMCkrXxXRAxgCJdltT6VBXDdQOTaZNUD5NMXFKZ3Mkizvq2HSWRquqVVGZ6lV0vqAPdGDYG5jOuXaa6/jIx/+EL2bs2g7rrnyKtAdajHniz/v71MVBh/gfW9/K7V1nDp+bPWZKcacBdCGeT+jqPe48vrH0oYWYzRlWaNUojD5HIwpsL/bkNwxymJEcJEYIt4vOFFrIEASSpP79ngHu+cK5ruWyWhK8sLu+R3qrZ7xVk6FSghoqej2J6R+hBonur5lvzkPdo/CZgdZbXKZcoySK2mi5+y5NutXfC5pLm2JqiKLMKcoDLYSSqtzmmf4vZMSJEg2QUsRHyKui7gQ8L2nbQJd7+hdn7sze0+IuVovM6UDOEmCJXvNCQmdlsdpMHO02fhND4sBkYhCDanarEFRmc7JS2HUkBZLB0Kz4RxYMqZKa7RO6IEmSVaRyixmNVaG1HHK7M7gt4KC8dYmhx57DOdmHL7qChhdyf7t76A6L1TTEYvZgtGRY8T6OP3sLCqepzh8BGUnFOUWRs1IIdDNdvBdg60tKQVi25KoUKNtdk5fwG6+l2p6Oao4SdJHKEYnQE4jcYYoz2yesOc+zJHDCVNuoyzZDK7awBYbFCnRFobDV2ueWLeYFLn3IxfYvmpEsbmJ0gJtYqQqtNXctR+JGspxQtuCYnIErSfgTqOSQlWHsFNBdXOSc4y2Sswo8TgHLvSgS8SM0EVN35yj3T8D/jzS3kHo5lx2fMqxy05ST46g6k2MNAR9OaIr9vfvYSZTFrt38sF3fYjjxQzpI9XWFuXWcerCcvTUFbj2PE4MYrao7OD6aiuIM2z0uMVZZnsRrbfwrePwiVOcOnSEq06d45oPev78DsuHziQI+byTmNOLStmhUExWVaCTSflgGvu/MR7RAKWuSibTEbrQxOiRFAjBY+stQrdJu7/L+bO7jMcjfNuzd2GH4CNdHCFtT5REN09Qb9PHBZ3r0eNNjDZ08wv4pOhjAuc5o0FLiak22d3fYTckkjdUGHxpmVSGSnW4GDnfCilqxkXBmR46FyE2VKWnVtmvoYvCeKMi7e1ijyQMQpk0nPsIZrOmngh7u8KshTg5woa13HW+YVoYjo6neNfxIR8YjQ7hF3BoY5OudwTviNESjCUGTwh5gJNBvbp0fU1xACxpKTKWldYEYQVORGUvhEQaBsD8+iAH7rGydJPlgEFZMi6oi8y6VpKFhE46D2aisx+KKJCYL1p9wJ6gBJUyO7aOT13cH5jAAaDMfxzk+g4qdpYTkh5AyYF+yVgwWtDArU9+Cs965jN53/vf//9n70+edNvStE7st7rdfa33ftrb3+gjMiOChCQpiqSxrKAQUKRZCQnJZGAmNOI/AGMODGgGDBjBgJFkICGrooRRMpFJFoogMzIjo7lx+3tP48fbr9/d6jRY2/3ebKAyTFWYBRnL7JzPj5/P3c9x399e73rf5/k9nDz6AvcPj/jS517hl/7Hf0FfL8lHhnvHrzCbTwj9nNdfe4Ob86Tx8NGRjUwaYfg1r7xakZcCP7SKnevuiqIYA03X0m8ikhFSa/q+xdHR+hXluKLpGwQ+uYiEQIkZ1y8khhFlUbHbtLRtj/d9CggMHqM1titZrSWlzsgyTd93eLdjMhNUo4reerz3KYU4L+h6RdtthqI9tS9VkGhh6CMpUkIFjFFkA7xMiQQ7c0R8TKAr5z29dXS9x/WBvvH0XaDvPN4lMW8IDGnrpJFOAEnqcgQfhgwlhYy31v5htCJIRNmhTZbE7sMIG1I9Mox1xPA6vT2UpI+XBBmSDg2Q6lZnFkGnEZPUMfFPZEDpwS0okq4liJAOHgJ0Zsil4eS1A/R4gm/O2X88ppzN0Eoyzxo6o6m3LdLumO4doapT0NM7DUS7+xCVG/bmR6mRExRuXFDNJlx8+ILzswumxxcELxClQekJqpgQ4jFu19I7y8WF5+BgQ15O0OUEZcbobIbOSoJvEW5NWZbceyzpVitefLBlbz4hm+TIAPlohN50dDcNN7Wn2J/zp//QS5TjSSp4RCS4XaKbe09QY0SQ4DYIKchHY5TeMjsIOHUvUWiRXD39mHr7Fm3dErsOPcrQoqfIk0vG+w7pAqq4T+wvEe0G2Z/x9KN/x7ffv+TmSnPqHV8seh49nFLsHSNiQ9/skFHTbnb4Jidm+wQlibFJY7C+IXaB3eWvoap9rD5gdnTMeGoYV3NmkxWP9lr+r9+UPF2m6IQkHiCRkZWi73ucSwdYG7Lf6vD8n1k/1gVKOaoYzSdECU3TJxeBDAipUKMj/Pac5eWSyaOCZtey9AJLTvWFP8DFv/vXQKRuMsLRA8Tqkj4scOuaoCJ9H4hCDaCmwIvOM6agv14xdj0hS4I85w1epFRT3+yovUI6SRcijRBMrUNmkdinHKC+AtlGRB6xmxWZbdCHBdvzDWpWooWg0oFu09A2kdZmILfYRrFbtpzuFTTbDbsacrXHYrejUBmz2YyrlcY3JulPnMM5hXfpJhfuCok0EwwuFRXB3yqt73yFw9w54mNCOxNJwYu32pMYbzOik3YkJh0KceimwNDpvYWyDZva4NKRgnSKigIRknX5LofnblMc1PIiQmYgL/6TX1+/H9ddPfJbCpbbInMoPIlDKtMnYx6pRArHM4qHjx4xnk949uEHHB8ec3h4wksP7rE3nzCZPUITONzb4wtf/DpKG0wWGZeGlx49RMseRBJftm2DdRahJD50ILfce3lGxN7RjK3tyYzB+QQMlHpGV09RakSwqXAJNFQTS6CjbWryTNF0bdqo24rdxnE4L/AhJoS5yPAhaU9yramKPS42qbuSVQZnPU1r2XRLZsbCpwpzrXOUEgkTLzRSSVxMY9BMG/rG0tQ7rO8plcBIgdYRIcKdcByfCgvnAn3rsW3AWujqSN8G+s7irce5gUvib7kUw4stCERQRBxBiMGJkgAodz8vKVL+z60NeCheIgnfnrqgt6lJwzg2RAK3nJv0WpdRJOG99IP2IKZsLSUQRpBlEFQgagGDoyhlMyUBr7gdadkOGJ6//Ygil8ijB0Sfg/cUhSUPF4jVCpSkvm4IjCimM6TsEKFF6RG6mJMZgww1sd/hRMCJisMHJ7TLFevzJXtmgsxWBFIMihd7tP4Fi5s1Ecneg0OyUUU+mqH0BJk/GP6djm5dE/QUpS6ZjhSTzx4jsim28zQh0DjFoo8s6i1RaX7qC0e8+WiMyjzR10SXwgeji3g/jOStJ3iHzA1aG4If8oYOX0NUmufvvYNpF+RVRTVR6P2IU4rFRaTvPevFJeMgECPIivHgykohiR+9/T5B7vPVP/gZfuNbW5jMKcZ7ZMUM4gghDYKIb67pm3OssehcEKMleJsKVufRRUCxIh/vU+69RJbtUNKm6AAWfO2qZfvBiLobOoV5gVaaputQ2qC1THqfW63B73H9WBcowmhknlDvQtcUZUEgkI8n1KFFjY7pFpdsa4sqIlfPLNtlQ9a8S2hTgFYnerYffB8VA5gCGzydSzcErTWqt3glyIWi8R5hExDKtoK8KGldxO9qOhI+2HU9DmiVxljPTkq0Fvi2RRpF7CSls0Q8Y9diDjOW64AKlnKk8CK1aT0QvCVSILuOm/NrRkrhGoCeTZfhsAi/QgbDd7/7nCyfIGVOnldkWYbWKrW3nbtDe4fh5udVEt8F4fHC3xUet5yS1OL1WJ/U5f5ODJW+94FbZ9DweYcCJQ7FSjLhDAI6SK1gH+9O5Z92C/2WrokYPruAwa+JdPa3jIx+sv6XXbfi1sgnmpNP605ui5W7UY4ICBkpqjH7Jw/ZLs5wvqfMC6rZjJce3OPP/De/yC/90i+zvb7gs5/5LFo6lD7k4GCf05PHGKX4wue/TNdZ+m6BEJEvfvELCGnpN6krYHuPs+mkuWtvKEc1R6en9K5FENHaoHVGkZcD+yOgxR7rG01VAD7Sd5b15orXXzJUVUbfJx5H8B5pclarAM6glAE8IVpC7JAiXctC5rRdyfUFVGaGRNE0PYvVFb2/AtXTOUeMoHUGMdJ2Fo+gqCqCTW43rT0SDV0q+HvboWRBJpNgFuInnRDncHbolNSOpnfUXaTvHX3nca3DBo/1Idn7pUuvvWAhpnRefNr80/Q0jXVvYwVUlIihuyUwpHygW0jA8MMeCi4RZbonDLpZMTh0YgQVBcGT6NEyHSikUil3R6skuFUxofylRGkJWiCEGkBen+xUu+2aYiTRxZggHGI0IrQB2T8hK0vkNEdk+0RR4X2L71vs6iPC9jl5kRNkRJdzlIzo0CSab5m0I9KlYuzBm4/Z3TSo0RyVG4gdrt/S1S03S83ZVcnpo4osN5AfIcwI9AyVH4BfJ7Fn8PimxvUW6SPlVCMzSd9JzLYjw2NKy8ErE7L9I0YzjXbPMfnLqfi0K4K3OJdhncJ1HXa3JtoeU2UQHXgHQuBkznpVI/sbju5PAI3OM8yooO06Vt7x4nJDOa3QPEfXS+L4kKhTh90RePRwzuNqQrmnqb76kMlMp46nHKGyKR5BbG3SKkmBbzZE4YjBETqL63rE+ITpyQPor/H9NW75Mf3slLKYEOgpx5aXDpaUH+e0IoUtdtamxG9lMFnOqCqpigzTvvj9M+IxRY40mqyq8FJSjWc0zZreN4wnhyxuLpnef4mnH73PK68doIxldXnJSLasRcI271w67XjAB3B1wA3BUK73oAS1kBgv6XRGVRTsAnTbLbkIaOXIfKC3O7Y+tUCdMWTSUbeecz2iFpLMOkSnmFWW61awpwSyhK0sYNFSjCNmtyUvMlyj6ePgMhcZChCxxqgc31tiNIyyjHlcMB8bfvnX36M0GTt7RW0rtnVkPp4xG0+oyoI8yxAk4ZJzqWvivMcLCBKkA+/lMO4Jd4VHGu34Yb6d9Ce3O1m4vaENnZIwcK/vggPh7vF2CRERgUHtn8SCMqSdMGUIDh833LDjYC9W3pH9p7ig/jNf4u633/39t4+/3YEFtxtTYnEIkm00eMfDe4946ed/ge/85v8XbVt+9uf/a6al5nR/yi/++V/k//2v/ztiv+TRa5+n6w4oi4pxlaO0IoZAbnI2cYdSkvF4yhuvv8nT959y9qGnbXvarsHogHdXvPnlKSp37HZbRqMRRTGiyEp6Z9FGIGWO6A5ZXTfog4D3lu1mjfVLJrMp4/GIpm+o6zXOBmRZ0dZioCpHIpYQHC60SJW+D5ttx/qqZns9ZaINXefZdRtad8N83mP9DmGTtgQJDjfQlAXz6T71boNzLUoopDSotht4Kj2EW0ZzKk6cc1gfsTal5Natp+ssdWfZtQHX+STiH0JIvU2aGxeT3V+G1OUQ3HZE0yDu1mWRxKwMHKMBlhgDKD+oBDS3YYACBtdO6noEnwo2RPrYTzoriRoqFEmvogfxq47p7cygZEIHSAVKpWJlgNEOBbEgMw15pTDjI4Kd0bse1ddk4wqZV5jqAGsV/W6TaMLSIOmJ9Q31DvLDB+Atob7BG4kQLTI/HeI5dhijyXNF9epDzOwBUhdprOIzXC44+3BLv3Wc7nfYrkXnPc7so1WizYqwIwZPEDOcX7C7WROtw9ct0UmCLxH5mOm4ZFRpurZBzk7JR4HSXRFsTRAFNlhCqAm9I/gM1ztsvcC7HnyPr2/wtqPdtLRlQ9xeMDcqwe2iRGIILkP6ltFIUezGaFPggkMGh20XBHdNv3lBvWmZHJ4yvfcq2mQczEZIv0DoEik9CE+IY/r2oxS7ALi6wfoOoTVYiHIfPXsEqgBVIcMS6rfomo8I81NSsEng3nHGlx+0/PsPFesujRMPRoEgAlc7SQyB5XbDNDO/+03oP7B+rAuUalySVxlCSfKyoqhmmCzn5vwDYpkxOT6mvdxRlCU3N469h0c8ffuMdStY9wGhMrYesEnco3xPHz0mgBcCqySSHms10TpCPqGxEZdVmDzgbJPIsV6zATLhyJXCBonyll4VrJuA9ZB3lqKIeGmoXeBgFLFSsHi+Y7+AWEdWfaQsO8oq2aY9Bro1GoO3AWl0ErKpMSdliW1afvBBzemsYjSJnLz8CmeXgf/Xv/r3XF08Syjo6ZzZeEpVjRiVFYUpEr5eSIKQOOfwwuHwOMCTbkCBNAPvvcN7jw9+mD9/4ga6e/xtv4bhz3CDG/4kUmiUHN6Tbmzyzq6aNshkLQq3J6uY0OXG2Z8UKP9/rjtdyfDnT5eOt/vOXXHyW+4fd/JHJAqpoBqPQQRG5QjfbfjqZx7w2c/97/nBd36Fr33xTWbzGafHE0pTMv8L/y0yaqbjDD0d44NFK4FWkihFSkAdz0FKZpM5VZFx/XxB3y1omxpwBNEx2+t5/XMPcWFLWZbkeQrwUyYn2j7ZG+WIp087bJsqb9/3dO0104MOkwVW2zWr7YKurYnAetVxcb4mUydIbfDe01tLlA0+eqIPhD7n5lxBl6cCxKcEZBuv2B93g/Ymw+iECo8BsJFc5XR9YNe2wzWeCpGyypFKYHSWhKSk2HofPN47rAvJIdi64Zen7RxdGwhdGs3GkDqaBInwErwnOofyMSVkDPqS4AYb8aAJi7dke24Taf1d7lEQIklPokivO5/eviUAJ2zi0NQckiqSxTxdHUone2kceFRRBJQxCKVQWiA1KThuIFELIQZOdFr5aI9yXhH6NZbUAcHk6GyM0pogCvrdBXmek2cFahDZB2/odnXqiGERIWJ3S/Ar9LhDFKcoCcFvkcUMnWukGqP0CKFKiArfO04PC9pxQdv0PH3rOQ8/OyYGTUmDqz34FhEb6uULlhcXvHh3y6RUZJXGdVvWVwuiypg+vEc2OwCu6W7ep133TF+ZAyV93RLdltjegNDpvmo9vuuwjaA1Ed3UdN6xXETq8AK9vWE6bQm+IMsy+tWGzmcUJwdUMzgKO7Ar+nCEEYr2+gm+XtOt16x3hvz1L5BN3yTLC7rtOb7RdD6i1EMUAh92WK+QxYzQb7C1oG8njGZzTF4gxAlmcpSE4MFCNkb5Hd73bC6eoMczqtkrjCbH/IWjCz77zpr/56/23GwjJ0Vg2XWErqB3Hus63HT0+0eDonNDUU4ROscog84zVCapZkf0mzNyU9IFQb53j9WzGxweJmO6dpfizp2nD5E8wMorYnAYJ1AmaS68gC4qbBTk5RQXFV27YdkL7ksLowkqRnq3oo2SQoIN6SS2cYp1hImwiBAIGDpv+N4LwTzTbGNA9gLZeWQJ6z7QXkVO7hm2q55iLGn7DmUDwbWIck7sN8TeMtmbkY8yzuOExw81mfDs71U4Ce8uXnA40aw2HZ7IanPJrl5hdEamc8q8osorRuWYsiiROuUpiEH9D6mjFEMYbpoBO2C/Q0zjntsVGJgndxTZ4ZT1294PaQOUQqaTeByiyz/VSbkb7wytYnHrJCCSOcfoP/3l9WO9xCca5d/yPsEnBozf+gHpQYpP3hZ8wjNRUqCUxOSKn/7aH2bv5B7r9RWTQnN5/Yxf+FN/lp/50heYT6fM5zP6doWMHY/undLtOkxWoIVA+IBWCeUeBuKqkGkLNEYjRUo99a5HSkeWS2zYcfIoJ68ELmiyzJCZghAjvW3T6ACN60dcPO8Yj49SJ9D3KF3z0stzpIZdvQbfE3wPwtDsYHFZMy176m2P9bDb1pR7af7uLOzWFTcXMK8UjoD1Hc6uGc8bjEmAOKUMWZ4PziVBkOl1c3NzTd9vKDKNVpJgoW56fGAAK3p8THAyHyK9DfS9p+k8dW9pWk/TBZo24HpPtMNrMjisDzibtvh4Gztxh7JP+hwZwxDCmQ4LcfCCa6FAphDABP5M1NsQwQefDgsqXQjDsDYVH8NBQyhBlOnziSiSwF5EoiQ5gwbeiTJJ0yOUQKvUZUGmz6Ok+C2AaFU+QJVjpHxKtMs0SokghSd6Rbd7gdaCssoxKY0x0W2zKTF6urZBOIGUMQWcZg/Sv8stCa7DR4OggPaSmJ0j5H76wv1zYmjIjES7nk1t+f6vPsdbyb3X1kQ3ITLHmEiwLZvLG97/jQsWq4A8zuk7S/BwcekYTzLGdQnzeSIDVzn1TY1tFFVVEUSOpSBohY4t0cxSAvb2Oa6rWbxY4IJks/XUnaGMF0i/QxYGoQR9H9n1Rzj1iNCNiHKMyK8QRUe968mqESEqOqdo+pw+5IykJvoOETOgw4ee7XJBFy/JcoHdPEOFGiE8goBWEpHnaJWgf1Y0FNpQjPegOsDvwDVnxLZHdC1CVeRVORgsNrz58o4/sVzwL76b89Flk66bIHExJtectf+BG9Dvvn6sCxRlCorRnCgUSmkCKS3R9w3KlBTVCP3gPmdvXTI9OeHJD7/LxZWF3rPoFVUMmBhYCoVUJY1yZKFnKTNyEbAyw4SO3HuCUIyFpy9HmKJE1h39aEpXN0wH+ql1afRRR09HxrbvmRqY6MhGGXZeQPBMSsV1HcFAMcm48dBuLBPt2VpPvIFZbLHbiDIBVWh00dOtt1R7E7J4xWoNJ8ePeOnRPTZXS+r1NVfXNzw+PaKrJWfPr7A20vYd1jc419HLHZvdCiE0eVZR5iVVnh5zZUANIsjBERF8GMBvFhcCnogLyT0RxScjnLvOyqcebzUod5fi0FmBYdQzbJZJo3dboKSW8t2oZyhwrHf/KS6n/2zWrd74roX+yR/To/jk7d8yzrkVotw+R4BGoTJNZgwhBoo8Yzoy/Ln/zZ9FZXB1/oz7907Zn88pioI8y5lMprS1wHYLojDISgzXgkMpSQw9IToQJlnOST9ro0GJfNB+CEyucL7DuRWvvHmCyQwqyqHQ1cPcXOK8x7pIszLIkDRpyECkoSgb9o/2EMrju5DCAcsRiJzlC0Gwmlb0bNZbEBprdxyMJHmmycKE51eSLBZpLBIjHovlkoO9gDKChNfXiCEQLYRI19cpBThaiJ6+BxtAkdN37s7S70KPCAnX31mP7T1tbak7R9N46trT2oDte7xPoxrrOrxPwEgZBdG75H6LgohGCjUcOCxSOiRJJ0KM4EPKvxHcuegSWTa1Vm6N/C4GogQZFTKIwckTUJAEzIhUVMr0c5OQ3DgyIhRocwtkGzomt/C51G4aCh2JkqQNcRDXyuiIoiIEietrrM0QyhPsln67ppqXiVCqh+NKdAi3ArcAVxDCCGFS0ZUVJcQudYK9pbeeZrUmH/UU2ftElsjiPiJI2ov3WDy/IMoCIzzTvZK3vv2Ucl4y2puQFxaVzQkKJvce89hVqO99RGy29Naw2kV6Bz6bEEJARZ9stniElFir0MUBwm6IBLbtDFEdI/QMdu+jcomuMi4uDes6MqscUx05v1kwzSXbTY4uMkJ8DadPUNMDnFjTNTmYh0Rd0G8+4PqjdYpf2SmUynnwoEC7d/DPn3ITJ1DuEZqP8d2WzleYcoL2G4yKKOkQcpqYXcWYGB2ur1H9DX6bEaovk5djlHiEiDXBLzC5wRR7lNURUk6I0ZNvrrk3tXzhpOBbz0ZkArTOQSvapucuAvv3uH6sC5QYBSrTaJWjdE5vd0QERVlRXy9xWc78wedp11dcvvcOMs+IrsM7h9KBs63kWHq20TCLkRrDVIKTBi0jnddUvkbnI2wUSNuTHz8iXj9D7u/TLNZ0zY5CSBqlKUVk41pqkWGlpHceigyyjIu1Y15Fpsqx6zSdDAgcIQjK3jEtDIs2cHMO+zOXENBrMLNIrhVu0SDznHI8ZrHZoidQlWDrG6JTFLN7VLsbfuO9c3bLnuO9A6TUdH3Ler2h7joa52idxQawvqXtc+o6w5icTBm0Mhhjkp3QB1wcWs/R40Kgj+kEB0P3BIbonE+NewZdSuqiDO/n9s/hE7AXA3L7jrNxOxoawgM/9fl696PRB3+yuCs27gB5/5Gn/U6LcRrHaSXJ8pLZ3oz7908Y7R3S7DacPn4JEzd8+XN/gPrxI7bbS0ZlyXS2R/AOYkApiSwqgk/aFYUjRoeUGd5apI7IqPChI8aAlAYh3FAcOxi0E3W9YO+4ZX6QAxElFUmk6YkxAa+00eBzrq4103JOUWRE5Wl7y95BzmQ2oXMNSkj64LDOQay4ueggjJObRSq6vqex16jS4aPAdyWukYwmI4SQNJ3jZnVFNtuSlQ6tFEblCBHprUUNnQMdEgMmdI672AYfcdESnccoRR9S8S9sErt2faBtenadp24DdetpOodzyeXhnUjBqF4QgsD7NIaJ3iOQhKCJUSOEQUmBkA3R1UmwPtT+Mgz0Zj3oSIJPotVh1JQ4KBE1OH8QQ/CfEITBbYOMg54k4fSFVrjYp26Kihgt0UohVEQamaixKmUdhfTDTe4dqZCEVNQIENEi7Ya+W6b/mz7GGA3CIWVLOZ4kdLqzBOURIeKjJfRbfN9huww1mRDMHKEagi7BrRIrZreh7QVP31kxm0eOXpa43RbkJc12y4t3Lri6CYwfHmPYMBtvefh4yr1XH1KOZ5jiAPQUKU7JxjWquqCa5ly9/T2aJjAyGWHlcGSUp8dgN6Az6sU1uy4jqy2+XWCKCaK5RLk1vskhu5X0GGwMFCPJvUcFeZFx/mHN49P79NuO9QfXiN0Uc3KAKnPqq/e5uniLplly8mBONZpgrWB52aLljkzC0XHJeG8KRLzoCNsVu+vndMGjcwH9xxT5y2iTxmWEETpcUoynRFnhfUQITWFa2uYF20uBPPkSxAzUCKE7hIJAjlYl2ih8dY++/JjpxPCZE3hrWbK1OVprEALjU5f0R1k/1gXK1dUVeweHHBxNMCrDmEDTNAhToqsJV8/eJzQtqpiy3rSsdj2tyIlCIaUmm2hWu57JZILc1Yx04hsQwRKJtqY3mjzLwBuiBX9zjdd7NFdX7OdjLrIxF82WxkWOC411BuV6NlFSaoVTmg/XHdiAtiAyzaKJaCPYWc049tw7LnDG0Pee802kDoFgBbkMzAfmQ/Swfzpls1sjOsHJqwe0izP6JqJHpzTWEP2cw3GgyuDF9ZLJZMLxg/s0qzXb9Zq6rdm1Hbu+p7UB5x3W9fS+oREaLRKJV8nBzy4EIQpc9INrIIllYeCkDE4HfrcCJaaTGgzNE5HGNkBqEw+N6Nt5dLzroAwhgfykQPlR12/vlohbTYm8a0r9jrHPb/+4TzNNlIrs7c/4wk/9LPuznJ/7Yz+PKkeMC42REbe75nD/kL1plpwbQqAzgw8eZQwSsF2LcAFndyijUDJLo9aYRgEiJJFljAkmqGQGKCKBttvR+0ve+PwxUgm890itQKTk41KPmIxmNNaxu5QsLz3zUZkcENbRNDfcmyk8PtmVZaIWd12H6xw31w6jppSVRmeC7a4GmUT2TTuivnFIZqAMrnc0bc22fsFLj3wqopVEZpqyqiA6rGsJkcERBG0XkUoigkAbTd9HkOn17GxiNgUR6HpP0zrq1rJrPXUHTePo+0BwKW4jcU4C2E8YKQSGYD9DZfY5nj/mYHLEqDB8/51vsV48QcT+ztEj4C6V/BNRUkSo9HVu+UVCpPHQrXg91SoSoeJgKYaoQA6CeKnEYCvmjnUi8mQ11joB24RQw3gxDBj8JMr0w2vdNjd06gaLQY0fYswIYwqEyPD9JTTn9HWD67t0iHEt3tdEv6PfdrRdgdZHOLmPVgu864he0ccptV1y/uQJb/1wxenI0l6vCdGgcsXqqub5uaXRY379333If/XHXmYyuuHw0YRyXGCUQGfjOw1R1Pv4AOV+Q7X/gtXTHVIbYrSIrsauN8hSk1cZSh1j6oZu0/Li40vy/Bzht+C2CK2Rdoe3ln7X0+8qQhtgXtDUiiI+wj8xVF2Prj6H1ocI6wnNU+r1U5rrJflUUVYB4V7QbRzbXUcmPJMDmZxAXmGqKTJu8brFihZvJV2jiKpGuHfRk3vEaBnnO0ZjUCYjCElne4ILCF2iTSAs32MtS0az/dRFUxleQN8uaevnVNUEKSp09RLF7Ir91Zb9asR6KbG2J4aItRaXm995A/qPrB/rAuXsxTOkkcxme5TTEVJW9J1F64wuy9l/6U0u3v4u24tztp3ENj0bJ5g+fBOuFiwby3Q0pgwdQQf2hKMPns52yCiYaUfjFNlunYqarMK1a9rckfUdfTUnmILZwSn1x+/QDFbA0khcG1E657IOLFaWn3lcMSkk665h2VgOTOKVvHGs6aWhyjOuY8O5F5zmcL0O7FWgtxGCY++eQAuH3/Qc3buP6G4Iux3jg/ts1pfsVgWj6Zg35/f58LlnteoTmM71jLKK2XTOZDSl6xs6a/ER2r5nW9es24baNrS2wbkMpc1gAdYEJM473ODiiTHgY8SGBIC6tS/HQdyQhLK3N7/h1Ec6JYUYPqVFuRXPhuGCjZ+6bm81LAmhb39SoPxo61Mjnt+qKRkeP1U43lmIpUgnHZLgUUhFVeYUVcnR4YQ/89/+H/Crj/mpn/6DONew2d6giwxizXhyPGTldBhdEqNN3U1piCaQxYh3DQI1fE2Rihglh2I1XQtC6sRlGK6V3m2Z7EfuP54TYtrKnHcEBEYrJuM98mLMsl5xcxnoWwNTiY891m4JccnR6X06Z1nVC6xtkhVZZewaQ1s7xtOcqqoQItJ0C8pRR1lovDWsbxJ2PDgLAjrbIrOao+MxZB1KB4xKnaYQNEIorG1Q0rCrW0KIg3tHE71MHYuo8FEkOmyfbKtNa9k1jqb3bFtH00T6Lo2tEsREpLGOj2nMOiTERuchQGam/Mxn/yRf/dx/wWQ8p6gkLgR+7VsvwPfI23OBgqhEcu6JgSAr/J0WJCUxJ1uxuGXYD0WKRBJlAJW6p0p90qILUiG0QJpUkCjS26gkrUYMtmaZbMtoMUjO5F0n1XUrGrEimglKrNB5ic4n6GyMayJ9vyTGNbuLa0yZRkzCW2KwCKmZ7htcfUGrpkhzTIxLol2y2sIHb295+3sN1zeGm6s1u9pjVEamIw0558vA/j2FEQY9e0gma8bHM7S0YHvoXiCzAmmOwUzI/Bpfjpgcznj+YcvZ85pRpTg6HafXDgXBekxRkI1z1M0Wt3PYGnzrkd6RjzxVkaznqp+Q7UYol9M/L/Fdj73eIYQjixYhCpQ5JfoepTX3H73M/dffoN5e0bQLXnzwhOnpMeU4EJdbBDmmrFIXXmXgFMYUjCagS5ArS91punVHvXyb65s1n/vyCfLgCKEmIHJiXOFdh4yKYLcQdtSbM/I8kuUVKq/IZY9vl2wXz3H9HJkf4kVEjqZEs8I6mzJ/lKB3Njm4lPqRbmU/1gVK21kuXlzy7MlTPvOFPXwU5PmIvrPIILk6f8Hxa1/Etp7Vd95i1zvwgdVHH1O5HWXIaNqeQgmiCbjoyCqD7wIaiQgBn1dsmh45zoldR4sia3fkMXIjI02zxHvDXm6QwnGkCi5soA0Njc1o+443DzSVCdzUNc+6ktcqaH3gXhX4aBWZjD2q0nx3Z5ipQL9Lp6SRFSy2gZGEQE99tSTYSE9Lv2koxiPi+gXN+TV71T7Lfocav8HLn3mIouDq/BmL7YqzdkGWZ0zGU8pqjPFp1OKCYzwesdf17JqaTd3SWIu1bQJfKY1Q5s72K26dNqSZdPC3VNmUhBoHK/PtU5Lk9pPnpwZK4mjcjnNu01Vv9RK3nRNgcPGA+xHnlr8fl/ikJvykKPkdAtlPRCafDvST8pMKpqoK9g8OePULXyPLCv7kn/wGfXPJQS45+PxP0TQXnJ4+xmTg6hscClX2yervHM5boneE0IMpEgPDFOnnKwUxSpTS3IaGCSEGUKBHqiwVpaEHPM5vOTzOyHKJC4mFo6RCItib7JOVqRUtQ8nivEbJikBA6Yjd7cjHPbv+Btc01P0K27epKoslN1ce3yXLtNHpVGfdltODZMGsNxnblULYQK5BaIGNG8yoIytLXIQ8KxiXYyLQtjuyrMBZS9t1ACiVE31ARIkPoIWiDQHvPTZalLN456kbS9PZYbwTcTaFfQaXulLpdZayrnz0qYDwSQ6LMByOX+LrX/xTHO09BhEJsaMq9pBBEkTikYiBgChjEswKPbh1okAmFn4S0Q7dLSH0oBcRqCEXicGpg+DunkCSlSS9iVZIrYeRGcOFKJMIftCskHJB0wgQeZeW3CwvMPKS8jRD2ICrr5GxA39AcA7r06Gm20WCzMmnc8xIIlSJMgEZa1x3xvkHK67khMb1nD8758nbz8BKjh4/5PVXOz58R/FrT665Pw+MxjnbneDNLzzkjS8+4mecoyhqtp3GFCZZwXGI7RNEMUGO56Ad+B5tMvLpIXuHCzpvuP+owsccZ1uUyEGpJFr2mphNyQqLkp6QWbqtoN5Y5vdfZnJ4n35Ts/zBc9Yf1TincYs1cbsmxpowKihHE+T2KWF6ipBjZHFMdDtMVXJ5mfHexx+jdz0Pyh1TEah3jpkDYQoiNoFLpQRT4PsdRlhK5Wm95uB0RLU3JrKls31KvpYKITMCJc7XSDoIFkKHq8+J+jNE3+CcQ0oDccvm+gJvtsjskNZmvNjmvFgGWtcRokApTVHkaPV7757Aj3mBYluPGBnaNmXOlFWJiBElNDZ07F58xNk73yGKEX0xwa5fsA4Zru+Y0nNoJAsfaIkIkZPFSC0FxhSgNCJoinIEjaOtZmh/DdLQ1gGKEW0fuVyuyNjwYJKzdQpTapZBJXZ1CCgpMVryziJSakPWt7hS0nfw0VpREMgqwbO148t7BtluebaDV2aSIOC6kfTaU64ddtlT7UvcdpnyGVRGt7xkb1pw2bTMxgWjo45vf/AUXVTcO33MdFuzqRdcb645v7ygKseMRxPyPMeYHERKgM6UosgyWmtp+562szR9T2ebIbJHYbRKBFmXbpYCcBFkSEWKG9DcIt4Com6P6kmxcge9vxWv3G6Wn/rtVrUixCfaFvuTAuV3Xb/jpX4ripW/83licFyk53wiTBRKMZ/NaOoaqSR5kTOblfyhP/AlvvDFn0LGwOtv/HFib8lEIBqBcB170zmtKfB+SXANQkSUHuF8hwg93jYEpVOR6zvU0OZHCmSQQ3ma+Bwh3mYzSTweoTTe9/iw49FL9xEyooVBDloGKTRZVrDerNAU2N2IbtWzv5cPJ39PZ5ccnUqcW9F2Ne2QwRVDpLeaF886fJcP40nBbtuy2rzgoQn0TWBzbYm9IDeaICJd09B2V9w/jYTQYzJD8B7rerRKXZ++bwfRqEAIQ28TPE4JhdEaHyKCBFPz3tE1jh7LtrW0naftIrYNeOchCNQwyolx4BGFhLePPgydS4lmzBde/lkyc4zzGUJ6mnrDbtcQGNKLSfRmJRXEgEYgw9BBkQMtVqQRj5Q6IejFoAsz6cQrb507tzlZWqaEYymQOqKFQAqVNmbJ0I4ZhLEipVlHEZBaoobuaWKzpHvAagXkOdoppJaE9hrbnOHk23gxJgaPCC3Tl14mG8/JqhOkziB6ol3h+2uEvaTS5+xsYHN2xYuPNrzyuc/z+I37uOaaXAbe+NLr2PYFzbJht9XMjyY8/txrKGlQ5TGxvWJZNAjnibEeLNs9PlqEPgffJgS8yIjZnL73iKZmunfCJpS4YJGxQ4UMETXdesX2coE0nqKqKKox5VQTFmvWdcne5DWqPUNZjGH3La4+fIENkaLqEHGHc562hTKTRNsiD1+iL2fsVpb19TkHb3yNP/bqV3HtFtFcEPobtpcfULdrKrtGodPILp8idItxNXrrEYWi2zgubyrGBzl171HrmpIrdJ5cbFJ6RLDJoRUF7aZFlA+YRIOUNUqVIDyCDiUFm6t36LLA8nLFt95tuNkMsQdSQtSEYPD+9+7ggR/zAuVmsWA0HaO0wFsPPtBs19h2h1Qas3fM4v0PWd68j2/6tFEqw43SHOKovKWKko3U9G7I2SgmdHVP7yLaWZrYMJKR3XqDspFgAsYY+tEhZTnhXj5hsnrKynocBR0S2XVkMpApTZzM6Moc0V5RFBVV1vNs17A/ymlqy9EoQZZOqhaL5deXAhUFfYxcNRGcYK+QtNcOPQnEkGOLx9i+RG/eZ//BQ7Ztz2EVGU8KfunbP+Cbb+24d/wSx/v3KOdjRrMxs9mcZ2dP2ew23NgGkxVU5YTcZAhpUCZiYhxU8hpjHKY31G1Hbz2984SQwsTU7RxaSzKRXBS9j3S3eTwhaVRc8J/SpXzKIsJtPZIcALdWRsRwuhOffhK4H8GW9vtlfbpBcpssfPcXDN2SYex2S4CNDOM1wBiB1KljMZ3v8ejlx3jvmM9nvPn5z/PGa29SuB0vffbzjEcjdOEIscfkU7yrESpQlAUiHqeTIRaNI0pN9C1KxBT0p5Jt2DnuOmspil18yp4OUuX4ENA6S6OSvmFUBe4/OERpnUYcRHwIQ6EicG3PZHrCx1eRQo7ITMKnt11H011QjiNtu00QKylpbZ90VmHCdrkkVzOqvEIpw2r1Ap23FKMc14DfrJmYGVIGNr1n124w2ZaDg1TUeOeAQNc3pAOzwHuRipUoEDqNRpztE/ZeSnxwqbPowLYBJyK1T66drvG0HcmxFuPAIUkbgwsBH90wYk0IABkjHs2oPOXNl7+OZETbJWHxcrVlu9skxoyVMHBPZBAooWEgkNymiRMCQsihWEvuQqUECglG3ulQQvTD/0sSZOIYRSmRGowQRBRhSDEWUXGXBahuQ+PS+9NXGcIHUxOG7ORNJtMt1tVkriaGjuBriD02bIkxDCOTOVoXKJm4J+BxsUX4BkJkNM8Yj484eHzCmz9d0/fQtDdU8Tnz+YhsbFDmmHDfYeseoxTl5BX0+DEidHgJpbD0cg5+i9RlQvz3bSqChCb4lthLsFu6Tc/sdIQpFOZmwXJrCZVJh7le4dfXrJY9s2OBrbcIOaKaTdBdy/ZqgSgOMGWB8DsOf2bJju+xfrbkpS9XTO7dp73sOP/Va3ZmjywzlHnH+fnH1E6yqy3qZsnpo5dR8yO++813WN+8TeaX1Ost0i8YjzWm3EeW44EgK1E5ycbvHK7XbFhzfbXm4GTKbPuEyb5A6BmxExgliZRYa1leb5BTSxVA6jG5aJHkyCBwXiHq5zz58C1+8HzH9Y2j2+ywDqTSRKFoyxHTyRji+Pd8n/uxLlD2D495483P8fIrryDwrJYX1OsrFjcLFjfP+fDJBasGWgeyb+iCBFvTtpIbKShLiMqxURO8d9S+RdwsaTqXeB8ZNEoxrfbJ85JwfUVVaGpdUBA5Xzc8GGXorOJpL8kKQ9iuIEiUj8iRIZORrus4yj3GbeizDGlyovUcVBnPWoukZSolHy49SiiyQrPtPI0X7GuP1oFVS2ITrBzi7AKhcqrX93FijtGXqKrgh09bzpcNjx+WvDj7gLZdcP/+qxT5IePpHo8QbOsVi/WSy5sF9a4lz0tGVYXRGm0gBkcm1N0pW6LolCOPAestfe/w3g62xHTj0VKhFegQ0KROih0qZTfg8W9zgIDB3sgwBvo0Xp+7E9WnuwM/aaD8x9ddsXLr1hlcVAyFye2Sw1hHKonJNEdHh1jrePDgET/1tS/x+c99hcubZ/zMz/wse7M92tUVsV8zOblHv1kgo0fHOlWnwRFo0CpHCIOMKQQNNSKGFLJHCIgQk/VV6GGXC8khElNpSvBIZfABhFB3NOOu23B6/4jpbISXg7U9esq8QCiFtZaiGLPaas6fbSmLEcYoohfsNmvKkSPIHrxHG02RFWzbSHSGzSqC1UzHY8oqjYm6dst8X5GZnO3CsVxco7v3yceH2Dhl11wzO7LITBOiRMZkqXU+JRvDoLESCW6WRKyCTKeuZPDDRRwHhL+L9E1H7R1t4+htpPODEDYMrJAAPgyFiY8IH5ARfIyEKMEVvPn6TzEdn9J7SbNrCXbH+fVTLl68iwqJqHbHsxmKEjloQlA+jd2GKB6hh9elSvcaFTUYkfLNkPiQmCYoNWxcDJDFiFCpcJEi/RxFHEY74pOLUkg1dMxShxV/qzWD2diyf3JCu9nSrj7C4MlHJ+BvcNsa31mklNAvieqI2F7ghCd6R7RLROjIJ/ewbYPTx+nwpFdoLsj9DcW4IKsyZDFCqhLhdsgyILwH12KUJERN365BOJAVUu0j7DkxghSOGCyu2xKCoG+27BYXfP/dHT/904lofvTq65hry+rqQ2xowXWs1x2dmiEmBhO2NItz3IaUL9VfsTt/F3V4zMV7b7FbPIdxxtGbxzjj6J2g2JsxOtmyXqwRfYk7e5fVjWOb7zOf71NoQ9htGe8fsPMF//a7K46rLfuFQuN4eD+Q6yvy8Q4zy+nrHc02oeyjS5245UITgubibMv2OjJdOorRjLJ0iFKClIxPHvPKgULrDdTfp3UBmc2YzadQ39C3awyeZ0/OePuZ5JXTGZlUnK0cWiqe3fQ0zpEJD9z/Pd/bfqwLlD/6x/84D46PkdKz2S547+132CxvuLo6R9qW1fWCxkXaLtL4Am13GG+ZqJKF00x6i4wCnKPvOkS0WAlBK7Aexke8/Orr2Lbl/L0POC40RTZG9Z4Xl1eUD16m27xgKw1qMkPXlyxCJNcwKTUPPvcK3/3V76BUJBtlWJ2xkxlht2GaWy47eFgEjorIxgJKUfSB+4XjfBsYZRl7uWPVSmonECEgTWRanzM+Pma78viwQuYlPowZTQrefNVwuXD0rcC5wLMnH6L1Cw72jpnkY/b0EVU+ZZRPWKyXrOodbd+SFQVaK7RMHAEtBFEpQpZm0yJ4pEoMCilFcvTEdIFLIVPbWAqUUbgg6aXHKIENihDikGTpcDbN0W+dPrctdoT4RHvCrXYlFSwh/KSD8ntdEe6sodxajG+t3UIghSArCorxmOl0xP2HDxmNp4S+5vR4j69//atIHFJY7r3+Jm1zjcFjJhXtdsP65gmTyX2kSlAyHxy3pFRiIPgWZ7colYFUWOvQWhGHI/QtRAxIDA9SonUUASEyovBDQrLljTcfoo0k+oAXaVxaViO8C2il0XrEk3c7mgb2p2NQmnpXc718zsPPCKSRKJmRZzmZzlHK0PcF331/gxZjTFEglKHeNbi4Y39mCDHn6lLi3ClGNdzcvIeVFX1oGM0Gx4owd8nNiE9b6wPOJ3Gp95bet0mDQob1qXDvvcNai7WB2npa5+itw7qkUxFB3Eo1BppzHII+IQbwLoWxxWAY6WO++OrPIuWIbe2o6xpvNzx59j3a9Tk4C7g0VhsKlCjC3fiFyJ3mIOpIFBJtdELXy6HbIgIMidWS5NaJUiZtzODcAjF83lv2CdxWOikEcYAuCjkwk4ZU5SFyFCAv9ijyCi0k7Cq251e0Ww8xsLqscVZw/3VJ5luE3WHjGonF25rQt5jpa7je0vucQIXSJUIpfPsCbTqMliD2ELJAqhlR5Ph+QegvcPXHuHKetC71JVEZ7PoGMxsjq1OibxFSE4UhBEvXNjTbjm/+uxd85701X3g9JziPyAwHrzzE5IqzX/u3CG2YVSXtzRUXv+mY7Rl8F4nOkRUVJ5/9Er455+Nf/02iXyPLCaL1aN3T9jnLd2uKvGX8yoywWZBVL6HzMQ8eWBp1gJoc0SzXhN6RZRkn8yl/5OuvMcsXnH3wnPfOHDFITmY9zWqDuPBEL/Ee1ChHl4YsZHQrRzmtGCtH2zt6q8n0HuvdlsXVGfdffpSKRWcRvh6gjWt2m4+5CY+ZGIVvFsTYAzlPX+w4uzhHq5wgNC1JgyIlKSPrR1g/1gXK0xfPef+9H/Lay/dwTvLr3/4u1+stLvScFIrM1fSNo45ghKUOER0k4xhpY8/GZmgcWaWQIUf3DTdKpR+40Ji65fKHbxMOj3g4P6CWkbb15MenHLz2Gfx2S4gHWKXIVtesuw5pHfujnGvb8eI3fkDdRh7PoPWeq5BhtOL1saA1I0prMdFx2QjOXcah6ZiPM/ZncNkHStOxayTnVjEXllxEtFT0Fj5+f8NkJMiPCmbjY2JXs7q8wQjJpJiznU+5PFuzuFgi8WzWGw4OjtmbHpCXBUfmHtNqymJ9w/l6wXK9JiIoi4oiU4mtEBMtUqvh5ggEmdDVQsUh4TjRZeVAdlSZBqk+lS2SXD/CKJy3SdvSdOlzDbqV4If59W9Z4lO9lB9NWPWf+0qakt/jc28Lk6G9a5RgOpvx1Z/9o/jNGW+88RkePnpINRrjw4b9aUlR5exW57jmir3pjOhqpDGYfILJ1uyaGyaqRxVzeitABLQ2OBEGtHoqNgJpI7RD1Hr0iXYqlCJ4R3AepSXeDaNAzZCuqsgrxdHpXnLdaIW1DORYiw8BFwJjUXH5rMbIMUJnWOfY7jZ09oqjkwnoiJKaGBUugJQlti+5uVoyykeoLMO6yG7X4FkzmkjWS4/bjRjnkyHgsODF1VuMRh3japIKMzwhSJQ0GJXItjFEXOiJoR+KtuRocTGCcxAUddOxqxPGXWhJ0waaLoHagveAuAPCKSEHp1zSYqWNXUCUeCcQwfDo3ufYm7wEQmNMpMgll+trLl78kNg3n7KZp2pEkqBp6RqSqetx2zHRCi01RiukUgglCCEkW7cSQ/cDMEOHBJHAmAiCEKlDJtIoKwlnNUOaWAovFAlXgCSB48IQKjq4/GQ2Q4qejCWjkUXsT2jWO+o+x8kZnV2xW7eofEvuexRgMkGIBq8q3HZNbBfE4gGxe4YyD4jWQrNM9GCpEaVBm1OEGSHx+M3HBNewu/6IGCXWNfRNTb/z7DYNI1NQHD5E4FMYpXT03ZbVzTX/9lee84//u2e8PJG011vcZkFfVOhYMt6rePy5fdTkBJlVzCYfcv18QzQZahQZTyv23/g5pkdvsn7xPdp6x+RwjnMamZX0jUcWFXq0pVntKPeOkPsGebCHQuNswbgqMVnG0UuvoPICtOTxK484vXdDsJHd5VM+uGr57keC/n7J4ViR5xKdRaRxRNfT9II27Hh4OMGMChQto5iTTQ8oD1/DO09z3oEokr3bNUR6lCrRUlCqBVdnNTszYqIsu0Zw1SVI4vWmRihBlmm8kOn6UZIg8h/pXvdjXaB8+P7HfPz++zx5f5/7L93nyeU5Wo35uT/4X/D9X/t3LOII2z9P4rTREXviis2ipvOWmXRsXeA4kyytRkTHDk3tJbMIMtMQOy62keP+GV4Y9l59jChblgLc5SVhuWL+6ivYq+fEzY5RVpIfnXKzuUGODnijklg8oXFs0dSLJZ+bB1Zd4Lx1PMolncjxMvDoQDCXOeNRxvl1zaTS9LVnNJIcucgsSLQONDbQXgTyUWTTCMLO4s/O2K06TK7JC8NNn1GYitMHh3i9wm4aurrj6vqCCFTliFFWYqqSfXNKOZ5wvbzicrGkrndsW0VhMqQSuAAxCAKSwDCuIYE1lJaoGFObVCZ7agrRkEip8SFgvU+OIC3xQZMrg0Em4JtMnZVdb+n6MLiAUmnyyVTnk7yOn6y0hq3qbv0OWuwgTEyn4LQpGZUxnY44PDxAj0e8/soj7h1+lu3NGY/uzfnSV/4w15dPwNfkusTM92i2C0S0aSMLYHRkPNlnvbrENhuMqTCqIPpbPYEi4lIxGwWEtAH6EAjOJdJq36VTuGvTOdrlBNfdjQGyfI/gLUfHM2Qeabt6iIeJZCbD2fR5dFGxXWVcnS3Zqw7otj1e9jT1hukEZrOKLoDrkjXTWUfdBi7PJdEa9Dgnz3NCCHjfUlQWk2nWLxQyVpiswAdHF/bQ+T5avI9rJIQZLjoEGilCYv0IgwstWZbhvEtaFK3AK2KIQ4K4RziHEgKdKVwdqZ2l9z4VajF1FZJOQxCsIyTEbrL2h4i4batESSYnfOaVnyFSEqJA64gVlsXmY1brp0gVhxNFTHZTKYlK3glmhYjJfWM0IhNopZMN1MhhLCjRKr2OhUxdkyACUQViAIm6E19LqYdXaUi6FARRpC6L9w5ECgeMfii2AuBS0TXUJ0k8HDzRNqjYUo0kygr07IBiX/LsHai3kOeXYCW5lvhunMJPQ4NvO4KYkRcR2Z0TZaC7/pjMvyCrCkQxRuajpK0g4rsFHoW3gubqXfyuRo2neOfZna8xoxHT+QyjJhA3xN0NddfywffO+b//0lN+6TdvqHLJ/aMRUeUpSHB7gXMOPZoiQ6S/OUvhgssVp6/eY/ry5zDFhGJ6CnGEzMZprOl9EhZ7S4gOZTSh7+hbSx8VuqzI9zU9EiME41xh2wZhHMFHhHWorETmM7y7z9XFM9Y+HSQ14Is9djJjs1mQyRalHCqvWG56jl8aU+5lqGyE8Jpcesz0ANcuif2KcRYQ9Tl9fUYMGm8miCgxIhlLtPBE31NHw9my5zffv2K98QiVoUxJVImrleRwER9+H9mM33/nHS4vVqyXO15+9TP8wp/536L6js987rOsdlt2F095dnXGVHtEdFw7TUQzKgPbriBXlloqjO3AWjqhCXpEmSksmsy13JtVZM2Wxsc0G672aNuecrejnFesnr5Pc3GBLHNyY1jUW2I5olteU1Px2isnbLYt59//mMMRbH1GZ2GcRVRmaAvDnvH4puOmdTy5tvSNxWnL42lGHwN70uGJbFykcFBo6HeW7ZVj26aNQwuD3p+yDgEhO47nh2xFiXOw0RParMV7z+Lmhut4xXw2YzKeUegxo2pCrgyjouJ8dcPNpmG9qwlCoIxGS4mPQ/sagDRHDgwchLvWvbgj2ovhxKZIOhMZU0aG0BpV5CgRyTJBANadY7FraG1Ip8nguYV0fJpF+5P1yYrxU7qT31agCCJaSKQS5FXB/tFLCFczn5Qc7M34zE/9Ab7+1a+BW2EPcnx7xfLsLV554wsp2Tc6tAiYUUUILukVQg9ApjXT6QG2XSYYVuyICJx3aXP1DS4EpHdJdBhT6nG3WdC1G/p6mW5ctkNoQQjQ1UuC7TCjA/Ye5FjbcHQ4YzTKaW1LCEmYnhgKqTyTouKDd5bYXSBkkSAsNrZstxc8fEMSZSTXOUbpgfLuiV5z9tGGTI8ZTwqqcU7wnhAb8gqCz9isFEaVSGVo24AViqtmx2cezWg21yjt2b93hMlMur6FTAnIvse1QBR3MMPoBcGlMY0NAa0UeZ7jsHQhDKyT5Hq75YGkVHCR3CNhcOz4gBi0KURJRJJnB8zmjwGNd54QLdtmybOz79O11yjvENHfOWmSsyYk7YcWCJMKJakUOs/QOoHY0hhXJw2MkQgMUQqiEEhpQUa8S12UT3EXYUDW3zn3SF2xW+H7XaFGBH8Ln2PooAC+J7od0a7BtoQ+IrMUkOdDweErn6N98ZT1xXMmM0msDIIlrrfUO8/6JsNkNad7HeX8ANeuaW6uyQ88ugAzPkBkBljg+4jdneO7Jd7nzE6OyY++jMkk/e4FYefJR55cS1ATdHWCKB5gn/0Kwu2oCPxffuGARy/vMx5NsJcbQhuIumH34m1kOUXLAMWczdNrtLPkmUX112SlRqFBQ3Q7/G6B8C0+WGzXk+eeajrGW9i8aOhqjykFk8NH2E5Ds6MQJXJ1hfcSyjExKHyX+EBdW/D8iaXfwZe/8BJFLgmypF7XXG1hdbVlb+LZmwvmB/tM5hPGB4dEt8M2lq52YG5QsSHPFOQaKRU6rxDG0O3WNNsWVWR4B0Fl7Oqcusv45keW1W4zkJxLokwfmxUZ42pESU/0/Y90n/uxLlBs26CMYr3d8s57z3loc977wXc43275+IP3CNExmh1RL54jmiWVtDxxaXzRhZhSi73H2R0TKSiyHBF6mhASDpqIqpcsZYHINHax5uA4R/eWZr7H1XIBTcO91z9L6xquVzdILzEA5RwVAr/+rXfIZWCsUxt0Wzsm9DSh4uNN5Oaq42sjx0ml8eMJT69qKgMjYNk4sjYSpWRaOJyVqG3EZLBpLKYIxDbRXm0R2LaBMC4pD+/jokmtQnLGpUitQefou5662XFx/oL1esVsdsCoGJOrjMl4hjaGabnjxc2K66al7toBgaDJtEbGiCPdbJxzIBQhpo2GEHAhBQsqKTGDhTGGQIrTSbA3LQSlloyLDCEVmfHEINjJHh+GWf3Qyo8xfpIt85MF/M4Rzx3OXiR3i5ASoRR5MaIscv7LP/kNxqOCdrvEtiteeekxp0f7PH756zTbK7r6AuU9/faSyfyIOLgnlEobVQreCxAdUuVkxQhBIr+6vsYGOXQcLMLVEAMuWmy7YX1zTlvvePb+22QZ1F3LaLQHOqNvlwQvmO4dc/LoFaL1nL/zLZbnT8irfZTRlLrCOYdSahBaexCKZq14+s4GxRjre8YTw/pmS+Sa04djnO/x1pMZjfc2XUd+ys35mlFxzGicU40V9a7FxQ17Y43rK5q1YDIdIaIk2I6m32DGHbPTCZOq4urFc9aX1zx6PCczOV5C27c4l2iZIoKzdtBp3NpfPMH3WBdoeocNFuct3nsYQIfJtp+4QG5IERYuEgdH3G1FKgDhNUez18BXKK1BQNf2rLaX3Cw+hNANF0py4CBJuHklUblEmARSE5lCa43JshTgqBPeXEqDVDGNg6QhSoePknQwkQhzq3ZPo54Yb8c8n8AEQowJN+DT0YUw/F+CH4JII9EHnHXEGOmbS1qzRrsUpuhsA9UjTHGAXW8o3AXVw0ecv9Px7g8+Ah04HkfKwpA9+Gn2v/J5/NX3MMUBWo2QyhOixnmDp0QhUNGiaABLpjZ03qKzCaOTh+hyjjQVkgb1UNFdv0dcvYOaKuT4S4hgwMzZP5zy3/xCxvj4IePjB2gjac6fc/adtxH5PgKJ20ac1Fy9e4ltGx69NsFUOcLX4De43YfJqdZs8d2Cvt6yOXP0tWN2cojOJsh4jS4Eo3mBFOlrPH32FnvjMUf7r6CLDFNWQ9c6wfei84R2TaFa5lVkVAkK1WOjYOla9GyPB1PJ3njLeFyQjwtmp6cUxZS+04joyYxCyBXK5KhiD0KbyOxGE2WOj5Ht5gWtcATXYdsJIrzO3uGr/Ik/UfHFr62BQBSSy7VlVweqIkOIyNvvvMV2cfYjDex/rAsUZ1v6uma5afH0XF4+5cNnz3h68YI3H72C09BR4JcL2r4hBMmp7ljVgfFsSowFebfGlSOE7wi25bjQPO0E2B0yQKkFu3JCUJGu7xE//E3y/XvM9g7oQ0tor8kmGUSNWC8ZjysaU2HsJX29Y54poppx1u7Yj4Ig4IWTaBuhGvNquWGqO+rRIW/d9HRW0knFadWz3UqWUsA4kvWRYGE6ibQxInPF/ixjuY3UzpNLT+8h0xPU6hKd7TPPD1HZhm0vCLkhCiikpKxKtpttKlQuzynHW8bViMqMkDJnOlYIpTGrBVebFcvG03UeUWQYY1J0uiAVIzFB5VK7NtJ7l0SwLqJJI4bU4ru1GYc0E4/JPZAZQxEllTHIKPED+K1T8q5IMVL+z10Kv6/Wf2jEo2RyTiilKEclX/svvkEuA6uzH/KN/9P/OYGxbMO9h/c5PDxglGn2772ED0fE4Om3Z2B3ON8lLZEaDQwEiclKvEsheEgJqgIcSmn6tqdtdgnm5BuiC9S2ZXV1xne++cvUTcdm0zCbjqnGY9ZrQVZOOLz/GQ6PTzEycPHe93ny3g9oNpesXMHx64eDODp15Zz3gzhP0bWC8492rJeB2aRM40AFm+0lk0PL/LBAZYr1dpkolr5DqIIXLzr6VrI3UeSFpig0bRfQumU+n/LkKYQ2p9WBKBN7pLML9o4EphTELOP05ZdRIbK8XqRU5VLT+Z4gLaDuIHQ+Jp2KFgplJLb3hOio2x1BOLwPaRO/FYoAiHjnarsrdoYNXSKIPhKDospOee3+V5lPp1QjRdtadvWWq+sPqTdXaUQkHCrhYpO2J5MIJdFGoXKByTQmT2wjY3KEAJ1phNRInQTvUUKIqXvCXbEhk3A2pHweKeTgspNpMDvQnwkkZouA4FJn1LmQdGu3miM/pDRHaLqSjjFe7SBfEGSP1AcYM2VvmuGyMf225t6DIz7+6Jpf/rVzvvJ6zs/94Rnje3MkK8pHD5mdvJ7AgNFC37FeX1C7OaHVSF+gYj504zTSBsqTzyLyPUIUSNcgyFEGhM5wviO0LbFeYLsGH3pMNWF8dMzo5Z9ndPAyzeaKzClc/pQf/NoZB/MR01kOpsDpPo2y8wqyApQkdCv8zYeoakYIksw4/GabUq6dwOgl+eQAQYZQkhA9zWYH4QVZBrrcJ+gciUGoQCZqrINm3SImB6kLuX+PIFeM8pailATf4p2mePgZ+uUT6rO3sEVAhkQUR1fIWKEDSBqELFBqCH4sjlHFIUhF3/WgJL5/ysYFopPY9oDc7GPKQ06m+yhzwWZ5xrc/POPspma53CEA27Y8u7ikyjU//SPc636sC5T9gxm9jVyuOharmoPDU/7on/gFRkVO3zS4ZsHF2TlXfSAjx9odvZU8zCKdjPRRkWjRDTZEugix7VmqCYXU3FOelfPEesU4M+S6IE73WAfH5uw5eVXienj37fc5nk8QncMJi7drRN+goiDmFRQjSr+hcbCuLaM8aTj27AX7WWTTBPpuwauVolMWLdM8XGhQwbFpIkpJykKyJV0Y072ca+dYbBx7I4VCMfI9U/ecvNqjmeQ0bsT44BRTrdnWG9wq4KVAKs0sO6Dsxux2W+rhV1WMqEZjlNAIbdifTZFDKuxy07LbNRRFQOYpa0RLmU7X4pZdMrgcQmrFiyhw3uMJKJEATVIw4Oth1/VYBNYnPkemAQQuRjRgSAyIXP1YX6b/i6/fXpzcUmGVUoxGFfuHhwgBe2PFn/+zf45f+df/D779y/89f+q/+gZCTDBxx6y6j9YBJTzaGEK/IxqB6xsCEVd3VFV2h68JQoHIEdLjI0idYYMnDvqCtt4RfU9wLW3dcPb8nLd+89d5++13qSZHjMoKFzKk2aNt1jx69fPMJiPe+eZ/z9mT94i2YTKKfPaVYz7eTQhSkmUFdVtjnSNER1WUA+xsytWZpyqnlGWBDZblakXvr3nz1THz2RQP7OoNhERRbRrF2z+8xKgxmcnITI5znuB6pOiJYcL6qkG4nLZJHaAgLaboePhwjDYSqRQOwWQ+JVOG7WrBbrNm12zIS4POMlqRGBM+RrTIKHSJiBqpPH1oQKXuw63oNAZQQ1hSghsmnP3trDQOYYPRB0RIVtjHpz/Nw3tfYDweYbRk3XfU7YrLyw/o2y06MQBSVpAcEPRZspYXuUAZgTYGk2coJcm0QSiJyjVaaaQaXOAxYqMHdEpdFgCaKDwygCcQRRLHxzSvQQSfCpQIxCS0Dd4Pj6TCLASi93jncS51Sd/59bfZHgSm+xXSFBgEe1NLlkf0+GXEdESYr8lvPuDrX6t5toP/6f0r3vyMZvLQoCczRvOcbHyPLM+J1hIPTtktlskNZK9RcgH6OVpG+vUVoZYUjx8S1ASBwbMlioLgFnS9J7iCvBD0N9/D28ju+opus2B0coqQim57Rb+9IjRLqpEgqyKqEkxeeYTZe0B2dc6zb30bW7c0m5ZYakJQKJXhHHSrK1yQqHLC6tmaqANKOPLxExCazbJldbZkkje01tHVLcwMIWhCEOh2i3c5ojTYq+8TzRcJ3jObz5mdPED7c4QISBnJjKVev0PvFXWfw8qhTU1z+S50K2Q2A3eNLqYEPYFYJ3REvofM76F0jm3fxm+fslnW+GKfpp8zOfrDbKzgne/9gA+urvnuD3/Icrli23hCUAgp0Dob4hME3vxo7fAf6zv/7HDOplOU6x5kxs///H9N53qa7Zqut1yfPeHq7IzSaIrGsSS5TLoAlavpVcZOCXQQXImcseiposaEyKGJNH2LJEORbH5FnhNkRpcV+HZHt7xCTSdID9vlDa61xBjIJVjbkM3uoWLP04uzxBiJjtcOKozvWTnY15H32pxXc8FL+4LjseHMW2rruHQ5k7znxVawLwWOyE0nmGvBTRNpo2OcR04OFQ9PC6oqkFeSMJmz0SfUYUSVKbTuWRcHxGKfPl6y2y2JwaGUodQFOjNECYtFEoEVdkdmcjI9JpOSzBgOpwolNJvtGhF7XH8bJy6QIqIliSjpU4x7kAm9ltJTBr1KDAQS/EkDDoG3kT5aQhz4DzHZVY2UpJ6lxkQwP2J+w3/OKxFhSe3zIcI+CWEFJsuY7+/zpa98jcPje3z+C19BCsn/7v/4V/nmN3+Z9WrH5774CpIGV19R7p+CjETf4boNWT7BxxVd16S2e7sg6gzlA8FZoiwI9AhdEn2b2vQxYvsW5yyubWh3K25u1nznN37Ir/xP3yNGz3x3RVcaDipNRYuSjvN3v833L17gdi94cFRycjQhKzN0McZvBHjPdLxHFIK+bwHobY9WIy6fReql5vDoCITC957dbkdeNtx7cA+tc3a77WD37UEobq57rp7vOD04JS8rnNXc7GqaZkOIlsWNI/YZJksZWc5brNiSTWrGU4MxAqMNSkukzvBCsH/vFN/PuDx/yuX5M4zJmU7HZFLQesjzgkznBJdoJCrTKK0J3uLcoNkRELjNtQpIIoq0seMDKsiBHWIRQlOoPV46/grjap8yL+idp3ctm+05lzcfAA6pB8GtCshMYXJFURqKTKOymPQzSqGzLPGPlMLkBpklWq9IJdLwr0o62+gV0Q/vjSLBAWPSpokBvBaCJ9zZ/VLAofMhZQjZkAStzmGjx1uH711yCobI4sbz3W++zf7RiL2xYD7W/JE/9lUQYxAFWV4gigkidoT6bb7+qubJeYaaPMbM7qFkD9Fgin3yakqzeoGlwMwLhNFoPUOJHiV63O6C0O0I5gH99gKfA7EguhVK1ARZwmhODIamXRPaDdcXS9759nMOsobRwRwzekLvHG63RBKYP3wImSHm+6jDLzE6fRNvPiRmH7J4/oxMbojTA9z8AJ1VUK/oNwt8foKe7rNfdzRtz+J8R7P9gOA17bbh6P6YmGd8/IMNXeuYTlZUuUOO92FUYvMpSIdrFzx/8j9iyhknBy3KFBTlnNg16MyT5yXZpmYUJVnco9k6pOugbZHFgixXkGUopRD9miB6HBLaG3RU2GjZXr/L4vyC9brj2ZNLvn8+x5t/y7PnL3jy7CnOgyqmg8tLIkUkCpXGw0PBG+KPlqv2Y12gTGZHfH7vVeomst1sycuKTFQcHx0gkFwd7HH28fvEYsplbdnvruiNp+kF2yYSlWNOQIvIhy0c5JFWaca9QwRPHTKmWPpM0nqDEgYVkpDMdDVZnrGuG7TJ8FrR4zgUgp2CkFcYLeibDikj8zzDqhFaOjatR2mDRfNY1ZzOJMbA2kfsoL6XQXDZwC4IXi/AEpjIQPSC0QiOZ5HJQcn0ZEzXtFzUDrfzjKMlO3TcNxfoeEErj1m4HFPNOMoq8mXF4uYc72y6GZmMcjzGBU9T17jOYltPr3uyTKClIMtGjEsBrkVJQesCjQupBTzM0JFDJocU+CgHC2FMLeYBzuRJc+hbqik+DGm23KXtiiGEUAqBkmnkI38iQvnUinczHQEokb5XZTXl0etv8vDhfSYjw8nJnFfeeIlHp4dEt+WP/fE/hRSK0WhClk1wu2uit0QiUqRgyziIWZTUWNfTtmuUKbDOIwuF0BNC1w4tYwcx0PZrNqsVvrMsbz7CNh3vfbTk++8u2LaB/UoyMp5CeWx9Rb3MuVnVdLtrpmbJo4OM+XyMygq6YDi/qLm6CTw+rpjv7XGxuURoSXSetuvI1JjrF5FcT8nLgq5P45Jmt+DkUcZonCcrcHB459C5IZJzdb4Cl1EUY6piSrMJXC/WtN0lB8cFyytPoWfkOqfrOmy0tO6a41kPQqJkTgBylaOVQmtJjIkGW87nHChYXi148fSKk8mUw/1TzGiWcq1kTBt273Cdp/ce5zxSJE1GGFgnguSYE1F84sCJydWj0USfc//oCxzvvUamM5TWtI2l71puFh+xXj8HerxIglxdSLJSUZaGTGdkRqNzhdIKYzQm02hj0thHp3gOoVLAoY+RGCwyDtk5t2L1gV8USeJf7wetSVCE4PE+uXy8D0NRYgk2IfqdcwQfklg2JD2Lc6kYev31Pb78+meYTiU5PbZxWN+DNGRZTj6aEqOgqwsklr1sx2fvFUwKgTA5bnuJyw2huaKPka5vsPUS53eI/AikJK/myLhDhUMkCttesTlrEeYUrQy6sGT7LyO1Jtf3CIDrPW1o+P73r/mVb17wR96UHJ4/BS9Q5ZzR4QntqmO33KCyMb6tWX/4A2SUSBXJ96c8/da7ZKHh4LN7mBhxPoIoENJgpOT4aILLI5vlisvO0W0bpOh4cK+kmChuPlqjxscIv6btLXI0IZsf4fsO3/bISrNce3p/w6RsaS6umRZT1OQgZS2JGkwCiSqtOSjn1NdrbNQE0SHzCVbM6eQhpZZoE/H1c2xdEzcfEdUZfW9ZvLhit7UcnkyIOvJ/+/+8w8dX30UgyPMCZQq0McQoid4P9naJDwERBUezDPW/dgfl3/ybf8Pf/tt/m1/91V/l7OyMf/bP/hl//s//+U9unzHyN//m3+Qf/aN/xHK55Od+7uf4h//wH/LGG2/cPefm5oa/9tf+Gv/iX/wLpJT84i/+In/v7/09xuPfOwIXwGQFxycPeXy+QKuMo+MjpFbszSZcXC6Ytg0vvfElPnjrLWzf8rEc8yjW9D5wQOQyRLSGZZ8omzd9ZC5aKiGpnWfnJZPMs7ENo+jxW8HBq2+yfvExtm+JZU45GuHWW9qiZDLJ6HzKL6iMopdgTclJZtn0PZNS03rHvopMK0O2q3kWBS/6nL3owa7xQfBxo7jsO16pPI9GsOnSRr8/jggDs0xSR8N4Pufjsx3douXkIONoLtDaEdoa53PqmNNYkCpiVSAzJYf5I5TSvDh7H+86hMrIiwKBQKGwXUtTt9TdCmslVTkB6Yki5e9oBJlWdNHR+zC0cT3Bp+6HEEOk+6A7CSI9xw/IbiEEd1GBMSAHOFUSAKZ59y35RNzCpH7Ui/Q/5xXT9y5B1yJKKrRWjKdTfvprf4Qvf/lNlufv8fjhPeaTIfujmEDfkecZRVWhpaRurujbJUYptFIQAiE2KDUiGIFEY+s1AoXzPSpGpMjx0hKdZ7vZ4vo1u23L4vqKbrel2V7jesl21XHv3gP2CkfhlswmByAD27pntXqfvr5mVvTMH82ZHj5ibQXvvX+N84HeF1xsFfdedyzXKzabFVJ4gnd3G9T1uWNWFIQoyIqM9rrG2SWvvHGEjY7OtilVVxkSXqTg4sk5uZmS5yUyKNptS7Oz1H3LXpgTbUZVVvgA6IC3NV5cMts3aK3Thu0cTtnEq5CGiKNtG2JIBd50b0ZoW957721e13Nev/cyl88/IvhAt90Qug4pBL11dH2Pdyk6ggCaFAoYCIPWJAxm+4gIEuUlVTbj1dOvMh+dUBUl1ke2u5rV5oIPn/46MexQBlQuMZmhKBR5KcgzQ2ayVIxoiclSx0Qbg8nS+5SGOMxgYwQZA9pHRAjD+CkQo0vOmzjManGowMAySpwb7xOjJjqPt0lcHYaMLh98KlKcwA3P8zaFiFZlz9FohDYRXLJ/b148pSwPyfWSTsxAP8C3VwTfkxUl+ycVu+0S7DW+PsPlln4V8P1L+H5JX6cRRyZqsixg9AwpZ8juY0IpiO4Zbrdg9fEVe69MMPMHSNWksGUjQRRIaYnTA774Mw9454dXXNxsGX3nnIPDNY/+8B/F6Iyms/jeIqQkH2lwC5Y//B9wYcS4rPHliLc+2PKyvuFw1WBKyfjggL1Xv4wpD5FG0+0uKc/eI58WbF9cI7IMXUqaVUPUI07uH9IsRmT6JUw+IjYdUgpC6HF1R7b3kMcvFZi44vrK0baBom/R2iDNBCEkyngigizP2HjPYlnz+IuvE6cvgdpDoUB1iLgmyDHbxQXN5gK8IIqKbFwyOjhEuDWFqvlDnx3z/FdSGKFWcDo1nLc9UeihnBVDdpZCCFi2kYn40UqOH7lA2e12fOUrX+Gv/JW/wl/4C3/hd/z93/pbf4u///f/Pv/4H/9jXnnlFf7G3/gb/MIv/ALf//73KYqEkftLf+kvcXZ2xr/6V/8Kay1/+S//Zf7qX/2r/NN/+k9/pH/Lw0ePaftAnudcXV4nQVzf0/ee0bhguxCcv/dWskBax2GW8bTOyUPNRFmkHLFCUYoWBxzlgsYJ+uDxREoVaLxES0kfHLrecP7D32RUVfRBMe4FUUTMeMSq9UxmBWfPLpmLjkVWcWAErJfUeBoy1M6yNy1o6w4pa24cNEJRNJamsRAEXdQ82Xke7QcOcsVi5dg4eH0m0dGSCYFVGWKcsz1f45qWTHp8H1muNSEEKrdjNI1URYYvKtatSdY+JTDGMD84JkTP1cUZ1nUYo1BKUpRlon4C/aZju7W0bYMp00gnSMHOWWx0CXstIgoSc4PkUooMOpPBkSBJRYtGJNEewCAQDAOI6pMQu/R5iGn2LoXAyES1/clK6/b7KwRopTh58Ig8Uxzce8T6+j3qZcVXv/5zyBApjCLPBPPJIdG32G6JVkCwVNUeu/oSxAiPR5sJoW1BDSnVIRIx9M0GrydEFzHe01tousCLJx9xffYeu9piuy2TYkZwkmdPnvD8+RllOWKWBVrneHp5wXq3YpJJCnaUcQVKslqVnN28zXJncBS8/tkv4sQ+xn9E1/dcXl1ghEzYfCRSllxdKkKfEZTAdj1CS/pmzXweObk3ZedXOOvo++EG7qFpBLu1IjdjotO0TaKudnWNC4rNWlCYCp0bfJdC+bp+w2jWkOUFQYDWkt72RBzaGFrb0dYbhEwwKuk1eMn09ID9gz1ePHmXjz76NrkseeWl18nqDWMkVgnWwaEiiaA7REEkl5THi2Sxl2LQnURBDJG9ouQrr36Zk/2XAIHSkt2u4+bmhqfPv8tu9wEmD2RakueaLNeUlSHLJFplGKMwhSEzKhUomUZneSLHqpS9g5AEMURP+CHpWGhUSNTotCGmTo/zDmJCpieNCYPbK2lLwlCcWOfS/TeAtR5vI8EGbAi46FOGWoxkRYHSdRrtCoeIDa7ruXnyXbLsJYQa4Zr3aNodzkuqo0M+fzAnbs/pVx9SFCXCa+rrF9j6bWIxp2k6lHZE3yOYJIKqLjDVjNApwlaTTy1TnVHOxygJym1RxQjUHlHvg/cE17B3WPGVr97j3/wPb4P23PviA/JJhZm9yfG9n8P9xr9ke/0hRakwRYZd99TrdOD83M/cZ+kfsLy84vLDS06mHcevGkyeo6ePEBIKXaDKGXp1Rbfe4tQE31vUuKJbWiajChGOmI/fRJgSmpqgFNXRI1wM3B+N8e432Tz5mNVmQ/bxBm0Vo/kYMZoQY491G/rGEULGerVDj+cUhz9FPjkmhkC/3eEj5KYky28wlcIzo5x/hvGkJCpPt3pOvwnETPDFlzL+5a9JGgs+wOWmw5JowkLou0OmVmlf6juHy/9X7qB84xvf4Bvf+MbvfvOMkb/7d/8uf/2v/3X+3J/7cwD8k3/yTzg5OeGf//N/zl/8i3+RH/zgB/zLf/kv+da3vsXXv/51AP7BP/gH/Ok//af5O3/n73D//u/k9HddRzdEmAOs12sgOUfOz15greXq5prdbsdkNifPDKvrBc5FVs0WvbliPwscHo3Y95J//1ZPXnTscHRR8tMjwYPomUuJINAIjceTOdgZybr35FKT9YGAY7WLzKqMNY79k/s8+/hdJvmEyzYw1h4rxyjX0y7OkTJjZyUxMyB6pLNgSj7sO5QLfGHi6TpHkCn3ZhUjI+kp+4zzbaDVmunEUIlEYXUh8uDEE2lZbARe5WTakEXLSMB4nKMyybUfsVzN8G2Fl47MOFA9Mf7/2PuzUEu3ND0Xe0b3d7NdfRN9xO4zd1Y2VZnV9yULHR+E7sqcC4FBAkEZC2EEulQh0L3AoEtdWIZjLBvEOUa2JR21VZVdZebO3e/YO/oVq5/t347OF//cu1BjoTTy0UmVBgTBnGutWGvNmP/4v/F97/u8HiEik+k+RMP5xWOcbSCCyRKCFCQxItsWV7fU5RplNVolvagt9uc6iUSJPuFUK0kUCiFNrwqnT2QNYYO/ln3+h4p9YfI5xMuLvrX9ed3yeWYPsSdSatlzFfR/dfF8sXrkhCRLDcYY0nzAN3/xl9kZZdw63ub64hFnjw2/8Jt/nq2tHYosQxIw+RBjDFpKbFggtGFY7NHasqeYKgsyx8qEmGR4e0Fwtj8dB0FXO2J1wXy25P13vk29mFN3juAs0jecls85P7/m/PKSum0ZpBnFaEBVW0Lob/DSr1CxZdnCs2vwL+eM91/n7V/4VfZvvcr923t4M+QP/vF/jzEJ0fdKJxf7/l7TpFycRIbZhDRN0FqxWq1xruLmUY7JNH7pcM71bWUpyMyIxw87XKVITILvAq3x2OhpmgrrLe1akI37GAAElNWaxp+zv9PrxpxrSYxEK4UyKeuqRMSAVgYXHE3TYZ3ruzXK4IgcvXIfupZytuT5yRNi3dFYQWs923nGtkmp6hXdhqbaM0U2453YF+kyqn7cS0+HPtp9Fa0HJEYRgqOqVixWJ5xdvIeSJVliyHJJkkjSNCFJDVorEq0wqUZnmiRJSBJJYjRCb/6ojdia/jUIISBlT6D1PhDZZCT1pLVNUdV3RYLrOz7BfS56tXhPD9TzfcfEub4Q6e3DoR//+IB1Hm83euCNDVkGi1AQu5romj4X6XrNWF3jylO6RYldVWTHt8iH9wnNhCxbkG/dQWV3CPUVtvqE5acPqbsloxsZQYNvUhAjvFxv0tYjIh1gUJhBQTIYI72F7oKoesQ+QSD1NibbQ2c1t+9fsCyGzLsWnRmiq7GrhwjRIHXApP14VMWI2r6FMOcsL2cYYXjw9V8iAuePfsR2eEo6HKHzIUmxg8omdPPHRJlgmhnZ1ojLJ0v0cIutowmTI0XlDUFPCKsVXps+HNEMkIAREiFymsuS6qrEI5gtWupFxc7OkumNFGUSbOPo1pZVqXn4uOH1bx5hkoTUGEJ3RcEl0q7BrZHJFGGuMZlhtL9PnqbE0CK7M2LlCUYyHGgGWUptPUIonBd9cKTq7xFaaxpr8aLPUZKbQMqfZP0n1aA8evSI09NTfvu3f/uL5yaTCd/61rf4wz/8Q373d3+XP/zDP2Q6nX5RnAD89m//NlJKvv3tb/MX/sJf+Hf+3b/9t/82f/Nv/s1/5/nZ5RmLxRVpWrBarbi+vibLBzx5+pzBuEAq6MqK7OCQq8tr3n3+EhkUe0PD2mYoPMX+LufrNeO44LRTtNpgW4cgsJMEXnpDphUqzYjW0yYG5UqqVUTu7/Ho+ROMtbRJIAuCTKX4bESo18xtx07iIWi2ixGhvORlG1HjKer6JffTgLWCQSbJhWRpJSsrGCSKi9bT2djPBKuGsoBBohkVoT8Vac3uzoAk12Qm0AnDdDoitBWqGJCqKVvFlDYqzi6vqeuij7UXqi8WgqQYjdnlJvPLExbzyx7EpjRpkaNWK5I0QSmPdZHaNcTgexaKUATBF1jrnhQpNnkqEiEMWpl+3upsn+K6Gf0EQs9m+Dw5lb6w/ZNRTvwi4O5z+V38rx2UL04jQvSEz+l4m8nWgJ2dhPX5R9zc/Qqjccbx8VfBe7puiRYj0mSAUAohIkYbQmjRuqBtFj1MTyui72FqQqck+W2CSrBO0S1fYDuYX55yfn7Fpx9+xLqs8CGgUFy8uGC2XNF2lkhgua6RQpDlKdGkdEFTtl0fxlc3LGTEUyCTA7KtfQ5vv8FXvv5lbh8MkXbF2eMLoMFVcxJzm9FwyvWsIk0yvINmnUEcMBgOegdZ9NRNxWJ5QTSRulsDnqat8fRwN9flPPzgOSrkJKa3yQshsZ2lqkuEjAirSWRKYhLWVU1VX2MGC4bjHsKGl2gUQvcheH0qsesx/d7TVCVa9w6YGPxGXGqwAUyxz3JtuLq+ZHZ+RbUuOTjY4c3jWwgcT2fnNBveT0QgQh8V8HlxJqJExBQtpyxWkYM9Q2IabFuzXp0zW35E1TwmzWGQpyRJj4BPkhRjUpKktxQnea8/SI3GpBqlBEIrolR/IgADPg8WdD5+ka9EFGwSdfoOS4gE7/pDiO81QM45nO0hbta2hOBxncP50MPqfMC6gOtizzqyHu/7ZOcYwXcRNcopBoBrseuEpqxp1iWXzy9QsSYsT6hOV6AluJRMFRTDGVm2Qzq+h8p3EXlOqlb49pKLH59iRiBVgckl+AbsBoTnRW+X9lXPkgkN0nu87wg4hF6DrhAy71kwGLSCm3e2Gc5eYNsWa1vck3+GtYrzc8Fgu8DrDK0kru4P0b5pKMuG8fVn5MevMR7vM+YKSYqrF0T5Cal8QLd+iZcKpCbGFjNQ7N4as/Pq14giY3l5xsurGXE4JbgZshiTbB2DzokiEtF4MaIsHZfnC44OhrQMeX5SsyorhmOLIIBI+ey5448e1Tz4lsSHFaHzaGEp1ALrLdKvaZzr/2+DIpCCHOPdGcgNZiJIusbRuc3rSY8AcLHnYykJVdX2USna4K2FKAnuPyNJ9vT0FICDg4N/4/mDg4MvPnZ6esr+/v6/+UNozfb29hef82+vv/E3/gZ/7a/9tS8eL5dLbt26hes8Whiurq5JtGJ2dcVivkClhrd3v8yyqqn0kOuLj8joxwlKG2ZNR9cFbmWK2mS4UIKN6ETwvAlkQnFP9vAkIwKVFQwpkdpgQsTZCmRKMbsi2dqmdQ3r2TXTrT0aLfBdSS00RknqLpAoGKiWmAR821EszpimDukkPuvHJ6cNzKTCGEHXwY6OBAVD33F3pPBY0sRwcCwZ5gU6N/2JRvZCu8Q7wrolKVKWFhblglwGTAp5AloruuhoGosIILzvZ+O2QUhJVdWUVUU+GBJFQArRJzhLi6DFdw4bNmyHVGxU+h4pe7Hg5+ZXIXqdidog77WSWNdv3D64noy5IU5JCd67vtMSPyde9iOhGHt2AkL0zoD/unobcZHhfWD7YJfjwynTUcL29g5prkgSw8HRawyKDIHt+RLlkmw4Isq8Z5qI3i6bZGN8u0bEPivDxxoZA75bEWVC2yzoasdiPuM73/k+P/zh+8xWNXcfvIara15+8pCmqnDBMxoXlCXMVi3D7X1eeeVLLK9m/Pj9D6m6PqdnazLFkxNEymBwgNWK1ewCOXuPNK8gJrStIMSS3YmmtS1t16cEDwZj5rOWapmQ6MHGGeNpmprOVqikZrg9YL68QquIjRHrHEU+ZTYPXJ/WTAb7jCZj0iyjdRbvO7SKDIsRaZL1wmAbaJoWz4y9fYEyvW0+MQlSSgJgvcV7h4gbcW7bEGIgUf11kCU5KhhsJ3j49DM+/eQR5WqNazpC21Etlnz26FN2tsbcefUm3WDI88UCG31fnATR23V9z5uJQpOpQ3Ymb7Eua6Zb5zx59g5Nc4lVhsX6RyTpiiLLeqZJIkjSvluUpAlppkhSg0oMWhsS3YPaeoCb6mFrm0TiHqvf4+dl7Gmv/QobTHkgRDbsox7f70LAeYuzFm/7DomzDuss3oUN0LGPO3Au4N1Gp+J6Z6T39IcTIWnLhiQfQbeiqSzzy4rLy4bJskNVGaGuCHWLz0ZsWUvSXaP3HmCKBJOPULIlGkEYPGB4tEJ8csHJZ0vuvGlwo0O0rIjdHBE9oVsR3QrpVwShEWZEUAVhQ+tVGMAS7SnegbclloStccY05igRiHaNr1ZcnESWy0ia9dKAYAY9GbZbUpYNJt9mrE7RiznWeYxuiVZgbYsa7G/YQp767B1caImuJZEtoZtz9WKBSAP10lPsHSJTSZJsI7Md0sEWCIGraoL01LXnetGP4paLimJgsFFz9dIjzz1J7Fh3jqcXLTvjnKZusdUl3mwjcEgahG9xtsY2V7TrDium1PUKEWuiWxHIIMmx1YrPLgKWlCTrIYrIDTtc9qJrGWU/WpSBVeWJ0eLtT9YN/6lw8aRpn5vxb6+jo9tEecLs+pI8FTx+9AkmTRhPd3n06WNOz15wdvaM87bHyssWdjPLWHRsjRTSBx4/ec6xbFBGc9F6bhvBaSuxWaQMhqHug/AKbah1xqBI0UdTRNWwnF0TlwtC47Ah0F0/Z+41ZjBlWS3ZH49RrmYUa9arjpxAIiV5arjqevz1AxUINlLXoFNH6iNXVuKEJTGGIlE8ryNFItjLJHYWOLEZaTIk83NC1SO2XfQIIVkIWNklDAyjUoJp0SYlS1rWdcV8VdE21aZAiQRvKZKE0WBI27TUZUWMkfF4TOs71vMlKkQKZejahs56hHVIpenJkv2mJXqWdm8lw/ank9iHRBmlicogpUdIh/ceGxwCv4FJqZ5JETdhc2KD+o6fd1j+532//S9t9dqc3i2RZzm7h/vcunOLn/3mL+PXp0y3hrzypa8xHeWMBwMMgbaZs56/YDjZIXNDvJREGkRoifRdBGFSfOeIsenBe9bSVM9wHrrqksurS9750Xv883/xXa6u19y5f5f5+QUvn5xw/fIlQidkyZDJQBPakugdxgxxcZf0xqssfvAQIzRvf+u/4WCacHX2GfP5msXVc3LjePOtQ+5tt0yGA9arFTs7u+TDI9afrShtyaq8xllLVVfUVcrVS8dAKXSiqLynrT3NesnWbmDvYEiSCWywtHWFtw4r4dOPLgidYXI0YTQaIqLENS0huF5IWoyRSYqNEVdXtN2KtKjY2jEI2W2yZkw/mrSuF5Nv3uqIiNaKvpaQX2Dbm8bx3e++z6efPqapO+p1f81F16FCwHeWq8tLumrJnTfuU6Ydl9Wqf6OHHp8vRI+0l0w5nPws09HP0LYnXJx/SLV+xvXVp2QDjVQlo6J3FZl0oz9JDElqSBJNkqYkiUaZ3uKsjOzD/1R/fQk2gib6IiVubMSfPxdC3EDl+tFrcK4nljqHd30qs/WOYB3eRTrbj3q87Ue51gas9b3mzIn+Zu8+56FEJAoE2Kqlqla49YxgK64uWk7nkdPriI0a31iMb8kKyWLVkc2vGE0KFAeImBBDj8sVIkFqkMmY4cEB/8N//4xvhMjXBzPkeIKIDSAJ9YIYHd4JCIFU1aA1rm1RMQej0ULj2gW2c4RuxsXLGe9/MuPtoccGcLYkSRX7b9zGvveYblmTZgVd6+jqisXZFbYO3P3GAwaHN/DzJ0yHa8K6IrY1ZrQLvsGun+LaC4Jb0KwanEjpRMLsvEUsvk8UI2JQRCcY7acku7+K9YamqZA6IRJp6xXL2YKQpPzy//rXyLIpq9kF87Mn/OF3XvK99+ZkOI72ct568yY6T1hdtazn533CuaoQ3hLsEld3NHXN2WlLpxS6OIHxBKEUWEtdCZ69DHx06qnrBm1ShEpAJMgNEsLHvgjug60VxvSFidLmJ9r7/pMWKIeHhwCcnZ1xdHT0xfNnZ2d89atf/eJzzs/P/42vc85xfX39xdf/x67BIGNv55iz4Sn5IGO1XmJnjuura7y3hLZiO9YkSYuXOddJSuYbxqngUR3QMXCUSKKFC+tREkovODCexkLUmloKssyzFgotoFqVFEIhQiAXcNU6QjJA2RUDAqdtg1ufcffoLsMi5fT5c65QXMsBwyzh8vKcm8kQJRV7aoG1kUUTWTvBXgaJCkwUKKnAR4qNonw6DGACfnvEeFuTp4EkHWBshytbotHoKNjPUkQ2YjAds4yaat3QBM+zswsuFw1VawnOkmpNnuZ419HGXqlfZDlV3RBay2T/CD3Keeoe0bULEiVQIkWIDh83DgMhv8B0f94B8SEQRb/5SSmRoT8phajQ2mBMig8e0TX9Jv9FdklPov28OIHPWVXxi0LlT++KKCnQSjIYDjnc32WUOAaJ461f/zM061MGqSBVgclkgvcLtB8R8fiuwuPBtcS4RBOIoUHIfjNROifYGu87hI+ErqbrGppVyTs//IDvfO8dLq9L9o4P8T7y/NFTlhdzYtSMB3sU+6+x9pEyfEyRW4pU8pWvf52r5ZpUwHCYIJsnbOW3uPG1L/Hujz6kXb7g1SP4ta8XTCYaJTX5MEXmKXmaABs8fXAIJFXVUi0HlNeRYiIQQ72JvG+4vPqIX/zahHu377CoV5xcvCR6QWpytBzw8skpicpIM02Rp9Qri21qmnrVv9+iJvieEt2FmnVzwXTfkRdyo6dS/enf9+MMpSQ+iJ5zlPabbmLSLwqZrnJ8/O4jnj18ROwCs9mccrUi1QmDvCC0Tf/7WU+5tpw9esn0YEpDQxf7Li9+42gLBVvDL3Pv6Fcosj2GxQ5pGtnfuY8WIxarHyBkTVEYtOlBbGlqSBJDmqUkaYLRCTIRSNWPhXunzp+MUaWQ/ag19uNU/zk2gF4Kg9iEPfrQj6+8+5OOies1KMH10RTO9uA1Z/uxjrV9x8TZvugJPuJdrz/5XHOjTH8gsW2DyDuEcsSgKFvP2keObkwwOsf7mmK0i1dwvagpTlYc3I59Iad2IEZEWAMJcf0x2CvySUE2nfL3/4crojnnq19VFFm/b9k24lvH6qRB7yTsjguCrbCuReAokoj1AhdznPNUa8u//u4ZHz+tOLijcHVJ82JOxJIcVezsD7h4MUMtBX4WWF/WeC84fuUu0+0M2gvaxTXEjqQYQpLiEbj1Q5pFicgHeKFxYognImREytCnW9MgjaRznqrLGJuOtlngbIpJcqSC62ef8d47P+bGXcVw6zbp9C7J6Dmp7njzbkkhBYmypNMtbt08QCeCk/MFH/z4OXdf8wwLiQwN0dU0q5rPnlT8X//FAlOs+HO/bHjlFUUx2sV2hpMzwT/4l0u+894CH3qgqNEJqAQlNVp5jncMj162OJngfUDKQJYatsY/mVP3P2mBcu/ePQ4PD/kn/+SffFGQLJdLvv3tb/NX/spfAeAXfuEXmM/nfP/73+cb3/gGAP/0n/5TQgh861vf+om+38cfv4dzihg1QqScnV2wLtfEGLi+PoemprUO6S1JVzHBMlMJ17VjW7Sc15FhEqmiIlegROBp4/nmzUMyL3l48ZIiRIrUUCc5WSwpTYJdX9KKgjQqLm2kkJYjFWnDgHHaEJ2jCA0yQiYip6VjUFQMvWM8Mgxjw0BYBoXhvLRcN3A00DTCUUhNoQOpdDSuT6Q80D2Ui0yxtZcwnGrGeUaMFb6BqDM61xK8Io0V0Vsen0genlpGgyHJeExS5FQXc8qqw0gN3vc3KtEL3GJnUUoyHBTYriWGQGIylNKkuncyeSmQUtK0lsZalDZopYg+4L3DbwBTYSO001ojpd8AmyJaJ6RJjtaaXOSkiSFEi+0sTddho91snJ+f7v6rxRghSdKUNDFMhkNGo5y98Zhbd24znQxRNNw8ukU2nBBtSdcumEwPsN2KPB8jk4KmPidPc5SQPVBP9OGZ1nYQE4QqCF2Dt2u6bs16UfHi+VO+9/33+OzRCw6Pj8nyEY8/eUR1ucBbx9b4Br/zzW9Sju/z7scPKdwWubFkqublB9/m2ckFN/cGYAwvn3zAzXFJXnyVb/zSn+PieMDX712ztzMky1KiMhg9AqXxIifIFhkF+9uHeBTzhefqRBLaBCl7Aqy1lnV5jc7mfPWbv4BKc/x6ibMtqZYU2Yj5POHytGSnuIUUBgjUzYq6rPC2Itc5Uoge8995qm5F3b3k1tQThNt0SDTOB3zoiN4itURJSWISiAEJZGnSQ+Eaz8uHT3n8wSfQBVbLFW1ZMxiN+c1f+x32d3Z4+sknXJ085/TkKXU5Y70oCUqRCk20LSpPsDLgg2SY3OC1o19mf+sug0GOSbap7ZqmPMfGimcvP+Ho/g6DfIBO+lC2JFV95yRJ0YnuW+1GbrRhsgesfaE7ERukjidGyefJyf1hIWxcOZ9rTsLmde/6YsQFnPXYzmGtw9u40Zg4gu1HbM6JfuzT9YGhIQT6ePSNG031YaRCgK0rQlwSfKQuobaSezdH3Lo7QKaSrBj19l8it0rH8srjbEVoLvukZWvwskQkN/oODxmEJUdbGee7E/7BP3xEfbXkGz93TDEdEuUuIVqyvQkyL2jCAYKS4E8QSJQXCDHFim1aW3Py4pzz68DOVson5y2/Ugu2C03oOtzVS5JshIme0/fP0MMMneXc+sob3PjyL5IZi6ufk2xtY1enWB8ITYJsFvjYEFyJ6ATdukUlR4TuGqEMyXAEImzwC4roWq5fXLB19ClaH9HFbZwTzD57nx99519xNXvB269PWD/5A3x1RlASISXJIOXWDctwPGWyu8XWVoIUgoHWPHrR8MPvfMZoPOxH+V7y6EXJ//SjOS8uLSF4npw0vPXqGXePp5SN5wcfXvDw8RJQaGNIjGGYwtoBRKyD5xdtf/DsGiYZrKykcRH/EyXx/P9QoKzXax4+fPjF40ePHvHDH/6Q7e1tbt++zV/9q3+Vv/W3/havvvrqFzbj4+PjL1gpb775Jn/2z/5Z/tJf+kv83b/7d7HW8nu/93v87u/+7r/XwfMfWs+en3Dz5g2Ob9yiaS0XFy95+vQpeZYzO80ZDAo6ndI0HVuiZU85mgQ+bDRl4/jKOFK5QOtg4RVJkCTR87J27ChFbgRDHMJGDpOGT7xj2EVCqrj74JgnZ2vS6yW/8K23OfnhB3QhMAoti6i5uL5mfWkwWcZO6jlIFLZZMkoDi8bwIkp2lCSXgZtpb8FbWclO5jlr4LJJGOUg24gSjm/djBwqRzy/gk7hckmaSqTo8z90kcFoj9iUXC8Dp2vNWQkrmyJbTWtL2roX3SkhsNbRth0RMFJghKDQhmRDlmzbBje7QgRPZpL+BBn7jerzADnvHImUGNWTA13srYkRvuAeyE2XxQePD5YYPFpnKJ2QmhwpMlrVEWK5gb5FJODpLdzAT/iW/i9nfU6JLQZjjm/fZW8y5Nd/61coLx9xfLjDrTsPSBIJoSNNFePd+0BESMdwso+SGqkiRmYIAkKo/kYbIr3+MeBDrxdADFHFFr76jPnlp/z4h+/w6NEJOsnJhxNenl6yXDRIIoeHWwySlJ/9X/1ZHp7WrF3L/AreuBNp5mtmFx8zGQ+wO1NaV5NvT7mxnzKZGLJRzVs/e0gmNynXQuGiQg93kcbgxBhhOhIdyIdjWgtGJFydXGBUjvUBV5Y0dk3VnXL73gSdGU4vzvCuIjMJWmqyfJtnP7ymayTFwTbEFIJn/3DI2cuzHtdvsl7orSJd29LaJcNJTVJsunky9gX4BhzopUJLhVSiL1yChbhBt9vIow8+5vzTRzSLGUEUVKsl0Tnu3rnP/+5//39gvVjwr//f/4TzrT0Odnb49KN3KcslWuS8/cobPH/0CSu7RhYJXWc42voSx7uvMBpl5CNDCAHbeC6vPuLq7LsURcd4d0AxyFCJJssy0lSjjMBojdQSsQmTk/TXoVC9zmtDXPsCQR5CP8aJm2s8RI/1HdY7rLc412Jt1xcjLtB1Dms9XevwrsO5Pp25F8qGjZMn9iLYnoK/gbr1h48oQCmJ0RohBKPJgIFpOH+2ZNkV3H7liIObnuHOCJVsEwkIXyGB0faayW5JDAFbXSFCIMaSoARyvIVVu3SkhOY5e6OMg2FLdBl5gNg0pOkB6f5NkmIPXEO7umA1X9FKg0vfJFWCEK7R2pGoJXqgeOXVLf63v3ufpycVn7x7yd7xPtOj6Sa9O1J3inRXMhElh6/tkg4HZIMB0l0SpEFlB8jlS2KweBu5Pr8gG3jMeEwyPiIGC6bAtxbfdnghMS6QjEa9/Tto8I8Iru21M1rQreZ4uU/b1UxHigf3XmE6rrDXp30XW2rWjediPWArl9y4O2Q0SknSnGSwi9GCXNU8ftHRilv8wcMrPn58xsn5irLqCASk1JzPPC//8BTBCUJuDBERlO5dbVEa1m3v6HQhIoQieIkQnhAsnZcIJDEI1nX7H9zz/u31Exco3/ve9/iN3/iNLx5/Ll79i3/xL/L3/t7f46//9b9OWZb85b/8l5nP5/zyL/8y/+gf/aMvGCgAf//v/31+7/d+j9/6rd/6AtT2d/7O3/lJfxTWa4/WYw4ODrn/yn1+8P0fcHZ6xnBQUDc11y9mjEcpF6rg8VogmoZJoWldzzf5Qel5MMpJ6WfLP/f6K5xfXvDhxRWNEExNZCEVmYhcrhpEoiiVR8ocM9qBNYwWFzz66CGqq0iR2LRAyEiuIlUd2A2WIOFpAwpNtaoZHe7z1jjj5PEp763h9tCwbxzDIPjeKrJq4c0JdNFxmAvGGi5KRTYWDOQAu4b52iESgZGOPIXarfnhlWTRJZR2QKdTJtt7bI1GIBTSKJx1vDh5ynq5JMRI5/rfW0tBKiXic0iV92QqRQXJel0RWwtSfJGpoaQgSZI+R8N7pNZoIXuVNm6To95TZm1wfH5Si0TarsFah0kyoNhg9SXkG1ta2xK87V0aShE2/IU/jUvQMzYMHfvD3kbcLM74+V/4FT774A9oqnvcu/t1tBJUi1NCUWBMgdIJ5fqMPN8m8RBp0EYiQm+f9CEQZUeIEDzYtgE1Yji+SVl1NM0f8/DhE+q65ebBTeq6xjuHkFB1lpBqXn/7BjO7ZJCVvHXf8SRYJuMhh7spl995l8P9IaNki3U5YJAPMIlkmF6jbE2WgdJFTyJWOdJsE/UAmQxI9RghLujalpOzlyg15MnDhGoB06HpIxHwCNFi0jVf+7nXicJDtP2cW/YduKoSPPn0guloB4nGd4Km8pi0fw8q2TvNpJQ452hsSePOuXNs0KbrAwpdpOk6sjRFSIkSCqUUWvf4/RAdeV6gpeH8/JSTTx6i65pUQVlWhM6SK4OrO0KAvBgjlaJIM27fuEczv+LJk4oHtx9w9+ZdmrOXLJ+fEWXOSO9ya+s1EqNIMjBJshmtlJTLD2jtc7ZvbjPdHpEYjUkNqUnQZhP2p2QvVBd90m0vNYmb7smGNbQBwXkvNl1Oj/e9+NV7249vfMBZS9d1/RisczgbsNbSdq7XZzjfa02a0AtjY8RbCLYPEo0hEh2bHwIQG+yA0GTKIIVgeuM1JnqGFZfs7N4hKxYMtjOSYg9lFISIa5YQ1qCGJGpA18o+46Z9hk+2aFWONtd0XUPsPIevfo0bbxb8Sr3k6sVntNWaZCxR+ZgiV6TT2wg5RKhnVFffwc2fY6VhdDQlzcegBwidolSOzvdJ8pyd3RO+8uoeO7e/TJZlxNji1qdUn73gox+ck00L7g0SVKywV6dU9QkqLdCjm3ROYluP6xquTztMjIyOW4ppQ3ACmU3QpiKIQIw1bRmxXpEONH49g3aFABZPH5EomD0rmXdjpBYcHm8xPT4ilp/C5Bg93SG4iuXFJTrd5fa9BflAEXVO3UW8iRQ7+9jqmmkSWMiOiYGyauicoxgM+/GeDwipEVbhbAv0IntBP8JPswJpcjyqL3al/JO292aM6ESC0p/rCn8yw8NPXKD8+q//+n9QEyCE4Pd///f5/d///f+vn7O9vf0TQ9n+fevk+QuODnapm5Y0zRFR8LWvvk2aJZydvKBcrmhdL9YEj5GQhsBtFdEDx8IbHjeK/dBStYLH10uCc6RaMyTQRMiDpoyBgCLGHuR2ENd85w+/y97WhCPlWV7NkXlKV3c4qRj4mqs2kniB0xIdAzemOcYbri8818uGy6piUVqCTtgZS1ztyXPJOCocHqkib45h7SJbA8kgB+MDKgSCCARhqNoBP7qwXNWSSVaQjfZRk4z1zPbcEjS18yRaELrAelXSVI669X0cffB96BQRkWhyCbXt6LqWEAyDrQNA03QrBkVBZnI61xF8RGtBI3pHgwy9M0cIgVSqdwBsbMQhblrJ9AVQJGBD2398ozExxpCmWb+5ImlbQPYUwhgDRv9UaLn/k69IxLve+RTw7O7s0i6vcULzcz//2zz77F2qe/fZ2dpjvH3I/OoxBze+jFQwGO3Qrk4R6QijBXjbW2aF6rNgutBbZl1NaD3rZoEtV6yvT/HeMJ8vMYnaJP52KBnJBxp8wXxR8ujpY9p/8n/m5o1dppMRd24VSK24dTyGr7/Cugxs39rl7OULUlOxt7uFFo5EdkidIMwAZQpCPkaSIpTpb5dNhfC9YDfYDt9IPnn3Esluf9L3Hp0EoGb/SHHzwQF1V1LkOUmqWdU1OMF6YVnNHYNiH0XSuwui5Omzl3SupsgK8iwDIamrhnV7RcxO2d6bIFTodVJCbZgd/ovOodYpQqgNTl/1HRgfmZ+d4tcrMi0QrgO7uS68JQmRf/h/+Qcslwu+9y//EQV93s3s4oTWWj58/11On31GObvAdhZR5Zi84/z8fW4ev8bZxSOm4Qiiol6/YDX/hHyiOb57g2KQ9V3PpG+1C60QSm4KEtnbqIUgyr6zKQQb237PIvpcBPu5SN07j3UWay3WOmxnsa2l6zxd62k7i+0cruvHOb77PFcngotE6zdjoR4w15MY5Sb0UPQof9W7o1IlyPufhGRyTJbtsp8MWZQXaCPRRqPzHbQZQWiBHNcmiLAmhDXN/AXnTxzTvTH5xGGKSLz4DK0Ng8ktdLaHKKZkkyOG4yH14pTlxTO0EEQKhJsTg0cJjRKeJJNkuaKYDJE6RWiJEgYZHCKd4Id3SG2LlWsEDUoIvNCIbMr4RsXRVwSriwXBB5QWyCTH2zW+rXFyQChXuLahKS1nF4HMaKKfU187lmvFznHL9r09pCpZXM4waUR1ntAJZKxxOLpFTUONV4Fm5WjbioNbI4aTLbJhjlUDpjfeYDg9wjbXKPUhB2cLtncyRgf3WF885/rZOVZXDHfGFOMJ4wPJKI0c3pzyM/cC3/9wzvNyxPGN25ycXvD09ILFcoF3Bp2kSKUJzhJiD+/M8gFCKJq2wfneAQqiF5BLjXctUitAYZJ/1+zyH1o/3Tt/cFydn6KTAVpn+GhpbceqXHPrzgNOnj3n7PIlnXOkIbKbKyR9S9Y3lpu54sKVvHSC+/sTMldztljQxsB5kGRKUEuPi5KhdhgHY6MRIfYWP+uoaodJFNfLkuNME1dLnJKU1pMKaFpHIeHpTJBHR1CSy+WKcdKntb6yLTnOAy43PJpBKhX3xoKd1FNFuLUlSROJU4FaebRtCMGA0TgsR0NNNbzFw+vIcK4Qpe8v0DQBF+jKGkvAC2hb259aZIqPEKSlcxEZAzJ6ovd0oR+y1G1F3TRsb28zcw3Rhz7MzWictdggCELStr1QUAqB976Htqm+mg4oQq/4Q9DbGPu8EbC2t8H64ElDRpplSKkwxnxhPdZC9zZPnfznfZ/9Z1oyglEwnAyQ2pAOd5BJx/vf/n9Q/OKvcXz/PudPfkQm32Lv6FXG0z1i6FCAdZY8HWPdEuckwpjeWRU6em+6w3Z1z0DpGvxyxrL7mLZtwEfSLGVre9xri5wjNYrGaEyueO3BHl9+/S5pljIcTUAGipEmS8eUdcPNO7dpfUbsSvb2bvYdMzOkrhuuFnOcy5huTQEBTiPDuh87djVaZ8RQbezrinJhKGeSUZr13I7Y30ib6opbDxJ0JlCVQCnN5WxGWZYkIufsZIEIBVIkKKGQsneuJEnfachMjspSbNtgXUvdXXHjDkTR9WDAz9k7EVxnv9Bz+OhovSfiUFIQgqVerCkvLvBthVMSpVoyHTHCEyLsFgnly095+P47VC8fUlqLB6SMdFph7QrWFeAJKuPLr/4M46zgk49/zPMnD7j/1rf46NPvszPZZ7n4jKa75P7rtxlvbZEkCUZLpFHITXEi+sjw/s4vN9EIUmyEsAEffZ/zE8C7DdE5eLzv9SSd3RQhrcN2/YGl61q61mKdw7a9INZaj7WO2IWNxXiTsePpnUB9PDMgevia37ymAjSRTEZM/xBdjJGyJB8N6cSM4Eu8HSJci9DjTSFV4b0gBkO0gna+5OSTK66udtnaa0gHKUUORw9eQ5gRMZmgsylKSYgO42ryZkn78n2ycI7r7uPCFrZrqc+fEsYFwxxktAi1hZApQo82rJwGrQxJMkUEQdtaRnsPiPU1BIsIkf2hZ/Xc00WJjxnp6Bi/eIqvZihzTUQQTUFdLpBti4odxILVCi5nNXu3BDqZsvfKiNW85PryEiEThjloFfDWI22L0gOsh6RIuPfKEVs7htIZ7OwR+cAwmuyST7ZopEb59xnoGYOdr6OTlNXLS5qqJSSa8+eO8Rj2buRkeQE65cZh5K3XMt79bIBmh+T1V/l//fB93vnoY8rGbvAQGplmuKgQQhO86wv2KJBKIz7HTsS46bSofrSvQi9I+gnWT3WBMpuv2NluUZcX5FVDtsnniC7w7W//Ma/cf8BYzXhlrBGFJnYNg5AwxqETzYvQkTvN3iDBbk2plYLZNUr18eFFklA5wUhFVi4wygwL58lkgm1bTLPAKU1dN6TRoxS9wt9p9o1iouHURoYSWtvhRGBeC9JE0HrJcd6SkvCsga285yzMu44QBco4trYKqhCRTqCtZdZGYiEZJrBYB05ICRjevJ0wTRperHwPkCLQLNcEJWhxOFcTbNicYAKGiJEgZEJuFFr2oXMqSVBK9ze4pma1vGZcDBiNJ8wXC5brktFgSJYaVPBE1Vshre2TWZXq+SVGCqLWeOeRahMz5sMX8+6+cdLbNq0PuBjw9CCxz1kLGypZz0X5U0qSFVqR5hnbO7f55s/9BpORYJLfJ7pznnz4XV55++cxSnLy6B2UEewdvo7JhmilcIsZVbumSAs614FzGNGPR4J3+KhxHqKrCa5FixYbPXlmsN0VMVqKPEOEfqwXveVwJ+PBz73Owf6A6XhCXmRIvYvRkiLzRBmZXUdePjvj7oMvUWzf5PL0M95/731ef+0NtDI8P59TbxVM98fMq8hINRSZpm0sOhF4GqxdIcQYKYY8e1QhfMJwNCTKDaG0tXR2zo27t7leXVHXJXEFq9USQiAaw/nZGqOGqNB3PCBgbUfwloAlG+dY62iqlqYrUcmCw+MhQvxJN7A3d/teNCl7WJmIogfBRUsiJTImrGczbL3utRhtZGuSoISlXAWshfPHH3L19D2CL5lklqihcRFSRbIzRgyzXiHSRPylZ3Z5zcq/xNUlbXvBcKQ5Of0BmlssZp+QDQxHt26T5H36rNISoQSYfnTS3xti3zXZcInYOO9iFBus/udMkj7gz9q+G9p1lrbrsJ2l61qatqNrup6D1PUaE9cEfBdwG3txsALvItFLoutftb6DoxGyL+qE8F9Ys42AkZKkoU/m7s8uDqnB2Rpf19jYYAqBXp0Q6Aiuoy3niJCiRY4xht3jhNd+seayHHJ29pL24VO++s27BDllXbW48lN0ucdk5xCt+oJMJIb1IhDiOYPtATKNVJ2ljhlFPsIMUkSssdUlymTITCKTESGs0DQ44Taj0QKyewjXIeJLgu9QvqO2kouXJfs3A9XiDF92mGJvIxjucKuS1Upx8zhj9+4xiQhYIvKzGcpo2vkpxc4RD771FV5+8hl1FYjdEmzFeMuwEpqXp5bhWDLaGTK9cYh0c8aqRCWKqDWr0xMQQ9quws4vGGwdENQY1zYsris6crTKEc4xX3huvXaDLAFEQcgyonvBnb2Kd779HV577cv8mW+8zXaR8Efvf0xZ1wQUKsn6zChP77jbjH6U1iipiELg2maDB1d41xIi6OT/z1k8/0taaZbgg2d2dc1yueL+gweslhVt09G0FX/07T/gK3ePKaMHmVG2Haddnz2zrKF2miRGbvsG+fwps2yMGk3ZylIurlecNy2agFWGOigWq4btBNLQ8rqIOCUYm8AjC5mErhEkRlBaz9J2nNcJjoBOJdtKYJ1kZ+TJZIbbcAVeWM2iFchZR5JKbJpynAoaJVl3gToKLsrAg70E1wXePQ082BfsDgIny4arteNi+YgOyfbODhdnvcV6OCxAgkoSEp0iU41H0AaPDxG8wKheQCdED12rraVqWlSIhLZGlg2FycizIURYLpZUTct4MsEE36v7lcO5XuyopcbZDkLASIlINEb0GSa9FmWzG/WCFGKMfU5H13/EadfPmvtEMsD1iaf+J4vo/i9hCWA0HHP/3ivoNKXxMByMMbokH22zs/szEGqmN7+M8JaqtDT1mpFOQCsGk5uo9TlNfYUxKcE5Gl+h0RAtIXY41+Gast88pQYabFX1MMXdPaL0zBYLIo43vvY6v/JLv8l6/pSynDHdvs147ybOSaItydQalY7Z2sq5ml3R1deYrCAphrz+5bfJ05yz0xnDrQfIQcE67LKoO5LRgEQFkD3oKQSJcxo0CD9lcX7FdDphtJWzWtc0dUdo1wRZEXXHarHE+14PEbwDJOt14OxlhRFbGJWhlUZET2drymqBVH03sJlXtK6hC9fs3gCTbgTg8XMkSdg0UkKv4+qTpUiU7mFmEpQ0lKs1KjrSRNPUS462DiA27DYd1dqjRSTYtkdFRkFmFEkhKFON2R1B0utaTOyTki/P5oSuoXMN1Wf/klqVrK8+5OHsA4RoUJnm6ZM5r7xyi6qyJAlkedaPU7QA7TZiVPo2XPxcBLvRg/i+MHGud9997opyof/bdn2YYdu0tI3ruR6dw7a95sR3gdB5hPP9TcoBvoc39sNcBRiEHrI13cOGhtn8FBtalHDkWpDIPqjVRUsg4NsFJB5hDEYLFic1iJfE6QGqe0kMERNz8uGdfpTtrwjpJXe2FEfpNpX4da4++S55NmM+v6B1HVJG7PlD5s+HHN1/A2s9ddNwvXCU3Yj8xhFydJNCam7tHINdEFOFq05x7YpQXaN8i2t0T9D1khBavFvjW2gWj1ChwXtozl9SLyJlJ/juty/5+ewm02mC7V90oOfEnL3oEGbCZEew9eYvI/NdutlnHKmPwZ71dNlwTJ4K7r79Sk+sXZ4Smhk+KJq2oyAh172OSsaK4XgLicQMctYvP+H840ecffQBmATR1MRsG7dcU548RuqUXCscEZEk2LLGhYJkOEWIrIcRNhXF9TNOVwvkj/8VX/2lKV8+3qKcT3l0pbhY96nU0TkQhhAieaExieLG/pCL60jZdihhaOqaLE+RMiXXkTTLf6J98Ke6QElUwvVsxtHhPmW55rvf/h5f/drXeP7iOVVd01nLu4+eM8oLuq5hieEgl9zJPWWacFI63sgkay+4jhlvHk7pLq+4Wi7ZGhQcefjBfMW+CezJhCg9meiLDScEpzFw3gRslDz1kUQroso5WZV0DpSwJKmhDZqpd+w/eMDq9ASNpXKRTmpK2+G8JzcKKyLbgwShBdtS8rRy7GrBo5nlkxK28khmDP/39yremDT83IOcalWxEHukWc71RcV4OO15EnmKSQ0mzbBW4GPE2Q7RtWh8ryYPgc57mtZSrktW6zWt9SipGGhFqvqNLM8ylAAlFNfLOctqxTAbkJoEFxyds70jQ0lCUPSZIr22RKUpZaOoQoPzfYbHn1iIexeBc67vqHiPEpvxUOhn/0IKOmv/c7/V/mdfQkBbrxFpzs72FufP3+PXfvm/IxNL1ucfMr9+yr3XfgblVsQoyIYjgvO01QplFSbNSNIhkkBTzxHYPk22W0PoCEhi0P3NyEaqaknqOkK3YjV7yXgQ2N/foeMuVbnmtfv72NUTBI4Hr3+NweSY1kLTWWzUVK2gMBl1fc1oNGR0tIvrGmTnOdy/RRAppbpLJieIUHK2bhhmGuycet1h0m2CGlJVHVXjUbng5bMSWysOdndIjAbh8MGyWl8x2G1p3Ay9EVD3Y5mUKDQXp5ZmBduDFC3kFxwQXzk6WzIoPrcXOxq3RhcLDm9kxNiPv8SmexeJG9JU6JO3hcJFj1YChUAbhdQCYSTISJ4bok8RUiBlYG9vRD2yuAqC7bksMoJMJFe+JN0dw6AHW6XGQDMgSw4xU09TvaSaP+Py6gnXizNu7e/x4MYtGtvio+Xlp3NOnyy4Wi3Y39khHw6p2gahA3fu73H33i5R9wL1HrgmcO7z62pjE3Ybi/AmM8da2x8mOkvbtHRtS9f2XBPbOkJnia0jdBBtIDiBcH1shvD9twpoIMGkO7z+yrf4jV/8NXxY8z/+0/8bnzz6Y3KlKJTCiEDUgVJF+i9dgYbYXqFVi2gt7cWC9rpCjXcYjCbk00P04AYmH/cwNaWx7YzgVyQ4BsOEtomU5TU6y9AapHC01SmXzx1SBVzXoLMRx29+CZ0dgdrtRfghQWlNcDNIJmBX4K5w1YqoE6Lawjtw9TWuc9h6Rbt8geiuqWdn1IuOzmmKyYDLxZJPP5xx75V9lBcsz5bYLvD8quGzFw2/8Rs3EGmJLa/RgHcONRgT6iVIR9fOoT5HaoNfrfqxt/A4DxfnHat5zWSguHP3DBh3mgABAABJREFUgPEoJc1GmOENfHPO+uKK4DQxzFEhwcWc00eX+E/PmQwixXSMMIZmsSY6hVEC2xkwe/2YplkQZYIuUrb3B/zxJyvijz9AT3coUsW9O/fZsX3B9fzkmvmqQSnJg/2co1sPuHU04ccfPuf9Ry8QQlAMsh7apjRJ1o/6fpL1U12g2BhJpeHmzTtEIViVNT/60Q+5d+8+aZaiE8P8esl0b0C2qHh1IkmF4vm85cW6414aKDvJVefpdMsPHr5g4BzRe0ap5tPaUgdB1UqucbRBcJAqkuioo2DhBSsreGEDNgKdQzcVuZYMs4zxWPPG8TazecvLZU1Z11SdpcXSBoV1HklkMtQY3WdjCCkxCrLxLvPrSy6sJVWas9Lycu7YHwoKUi7ahO+cD3hwlEA3pNMjxvvbpJkmGEPYgK4W65JqvYLQkx+dDwQEQQis91RVzbqx1HWLdxYhBVE48AYS6GyFyBMQkizNGGYZ8/UK7yKDfIgyOTmSYjSirlvm8w6tk02KTkABw7zAyIS6aWi6pkf0f7HEFwVJH1K2EfABLvSCuz+tHRQlI/Xqgt/87/43rE/f49P3v8PrX/oSd9/6BU6e/pCXj/6Yo3tfIkkS2uocETtsPkIpS6Jz0nSwsQoqfFPhulVPDg1gXUMMirapKMuWcn6OlSWJ9mxNE27cvcN09w7eC4zRbE8Mk0EkHe2gsh18VDRVi6laoga9NSQ4gRE5+DVSplQtnM87KjsnKaYMc4PKCmR2hMCTUWPiCW3VcH5Z04aSSTFAiUDwOc8+XZPpHYqsoLUdwVpkDMwXD3nl6ylIj/cCISRZkqF1RtNJXj6/JNoEk2QUaU6SG4gdXdnRdWv2dm7RtbbHkYcF+XDN1s4WnbP0WVByE54ngYBSBqUMiN6+mycGISIeSwSG0zHnClQSkQqeP3vRf14xZDQpsKbGVRCdpnaORlqSoz3EIAEBRmoyMaRa7RPjAyY7EyrzPk09w1cz2nKJa8fcuv2Ak5MXzK4vmCRDHj1/ws7eIXeOXiUKwez6mtlyztVLWCye8tbbh6ikz79yrndvhdAXJZ8XJM56rAu9GNZutCZdL5LtOotretZJsIHQQrSAg2gjOgqc7/H8ctN18lGizZSf/5n/hm9+43c4OJqiEsuXL57w7NmPyZXAyF4oW4nAyvX4At9d011fE5sFft2SZgmDO/dpujHtyvbfL8lROAQWbXJC1/YclVbj6jlNucA1LVVVkcUIWQ7OoRPwcYm3kRhqtm8doMyUEEcoNUColOAUIhEoPDGOUBJcFXrOilvhw7zPp2o6qllExJRm8Zju2WfUiyWdT1jVKYMi5Zd+88sU012ay3NCkJgsAek4vQz84PGauw9PGL4yQL14j0w76rMrLipFMinYPspxnQNRIF1HMtlCKIFKDasXFZ21rKKGZMpwkvSW4WJEMhiyPPtj1vOOkKQoY5Bagw2kSiCTvsuN1EQHSmtkY9ECuq6kaQNatoT6cgN37DuxD1ewenbJW1nB7dducvbyOZN0yJtfeoOy0zx+eU1oG8ajnDdev01Xt3yWKrIkwXvPdCC5WrcMh4rbh7uYzfj0P3b9VBcowVvqJvDj997lwSuv8/obbyBE5PmLFxBlD0wbpBSJZmtnysnZJdnWNmfxlFEmSUzgWd3wpTGUPlAR+PEscKQC57VjT0RiKtk3Ah0Dz2rJKDqEiFxZQaNg7iN9Y1mjkkiuJKMs5e7uNmkoqc9X3NQdr90ec5WNCbtbrFzHp58+oWs6cgVbowGtjQjRuyTTxPD0as1y3aGFJSXiOonEULVwsJ2TFZqQZHw4k+zv5Ex3D1h3UDvP7PwpwrWo0FKv172dUCqCUChT4JG0nWNdVtR1w6pucaGPaldigwsPkUwblqslqQQvJCL0PAglBWW5xodIng8ZjEbs7e+yWKyZzeZIqUiN7hkb1qG0YFQUGGOQlaRpa4IPvZPHR8LGlxZDBCU2XZTwhSvxTyUIJfaBbdXqmh/+0T/jd/7MrzEa5NSrK94/+5i9/X0ODm4SFQzH+0gRaFYn1MuXpMMJWTrEditMovBtBc4SHVi3QqkUZ1s0EuGWVPMLop2jUoGQKbfv3GKwfY+6rBHGc7A/wbAmSzOErfDtmoBAOE8hI156ZrMZEUOa7rKuampT0AlFF3Our2v2pULryOkFDPcG3L59jBGedlbi7JSYLVnPrsiTEqkUy4VnceE43B3jBV+kaDtXMt6yPHjtHkHWSNkX9ZHPHWQZV6cViT4gUWnPA5HgQgQFeZ5jVMZy3VHVK2w848GNDJNIfFS9riKG3gYrFUr3FuMkMYgoMInBaIX3zQbg5immY9LpBI8lcQ4b+n9jtZz3YXxSELymCwK9NWC8P8QaBcJhtCQVGbTbuGYLKYYoM2H/6KvACnX6DjZpKfKMumuo1wu6ek2W5RihefPNt9k/3OPk5BnjyYid3V3OLi754++9y/HumN39UQ9TE33ujguRznUbwFrfSem6Ft9ZbNfSWttbiT8nwna95gfXa+GCk9BZ1CbUUErVW4np9y8tNXeOXuMXf/a3GG/v46KnaRus6zvMiXAbcTCUIVBvyLXtes26PiMZD6jmjqbVjP2crRuv42yCX34G/rzPKZIDhMkJeohvn+PbQKzWrM/OiMpTVRCVx2Q1gjUqSzGjKagj3PJTXLmiXi0ZD0BJ0Ys+k4yI7fOS5qd0do3R4FwCbo1tPZ6M5azh9GHJzvEu1eKKqBJaK1kuPZUu2Lq1zf6de7SLGsILpjd3EQRWVxVff+uQNNX8q+++pLsa8fqNBTfe2iLZ3ya+CCyuI9M9Cc0L6qs1KhPEyQSJppgaDm6lTA9vcH1esVxKtHCoZIDCQnOJSnqdUeM0eZHQtRWQM9ia0CeTdPhgwHc9cFAL6sWadrWiOf0+qtiB2NLalGr2gnlpWZYtt2+kOF3wwZNzJirwK29vc2kXTIf3+J2fPUC1z/BdSdm85LNngiQ4Uh3JRwWti2S5xgWPj4a6WnC0/R+Pu/+pLlCU1GgjmUzGtG3L6ekZX3rrS1xdzciSlNOLC8pFibp1k1Xj6LxjfXLCbhK4OU5oSsv9LPKiUoxj4F4hMQPJOgqWXcsiRjINXRAkNnJgIrMAJ17xrPNUAWSUaB3YzjRZkbE/zSF6Xt3V3Dve5cMPLwhVR1ovePtnvsTk8B7vfvCCh49eEoXlcH9AXqTUszWutcgWnp0HTpaegQGpIm2MZGmf4WOMpMYzMCOG4ymDyTZeGZbrmtV8xnK1oCmXDDOFSBST7QlBKjoPVeOoPcyXS9ZlRdt1uI2CXyEwojdkFkahpKFpHZezEtsF8jzDJIYYI9pkpNHS1A0+gDZj6trifSDP8h5/LyLGJEQsnesQAoqs6BNjS9O3kl0/HnLe99TKTRihEP3ZVSJA9TH3f9qWEPRzfTUgSYc8fvyQX/3N38C3BXZpOHvxMavLp9x+9S3iaBuRDRlMjmjWZ0Tv6JoFroFgJDJGnF3jXKBt1yjZ9d2U2JApjfLXyNiiYopUiqPbr6KzMWGy6rUC9KF9dC1BrolCQ1SkCII0ICWDwQ6YEW2nWLUzJiNBPtjm9t2MtpwxzB3rdUW7XLF7+ArbO9uo4LhcpQzHCU5L5GJO8D0AbHZREV2KSfN+Lt71Y4iuW3Lv/haTnRGXs3Xf9ROSFkvlHPUM1nPH/miIlgbbOYTSuOAIrkNGw+npHOscq+6SbLRm72AP55ve2h4lSkkCEZ0kJDIFIfsgPpWgtUIpaPGo4JFS4JOcW2+8xeP336Mqa8IgQwuB3AhLZZZT7O4ikhFmktLFClH1tNxcGop0ysVshK1zRgON1h0ysUz2J5TlEO8yBIJ3vv99losrbt+/R7Va4ruG9WzG1fkJu5MpuMjs8oRUKfyy5PzRkoN8j6effsajkwvm5ZokT9neHbN/sEVE4EKDtTW+89i2B7H1nZVIsB5pPboLpCIjyVNiLiEEus72TKTYo/DRCo8iy7Z5/d4DvFtgG40hZ7FaUpdrEi3RQuGlp5LQCdBKIQR05+e0cUW7aFjNPT46THKDRFS4rsRVl/ihxHdLfDuj9Z5gG2z5mNBKYizQSUocjBC+JsRAZwNC5uhkCzM4Qie7eN1RxhfUzZyRdkjtCWGFNALfdTi3pq0rfvwvf8z23ZThMCH6Xhy8mi/4+N0VoY0odUm3VIjW0gXDzBn0IKfY2iMmu1QXf8gwD5hUIaSiGGcks4aDo12QDbWaErcDo+MjknzK1n1J08LVw2fUy4jJDLIowGvSQc+YUklGajRHD7bYqVuc7XOdSIY4t0APjxkdzLl6eEn0lnyQkU730MqAa0BGojaEqkRIi6sW1E1HVc4okxTZdch0j6bx1GvJyyvL6zcGfOVIMZLn5KkjHxYE01I2fRbQdJyQp5rKRU5OL9g3u1yEjqODKfNlSdO2jIY5AsXl5QXex58oW+2nukAZjkfMrq+wtmP/YJfOBqzzvP32V3jnnR+ys73Dcr7A2UA7m5NNRkzbFTe0Z7Gq0dHTOUUQULuIdJapNqzX8HO7Oe8tHffHKU4oykVFaxtOreDKgYuCQgkSJTmcZHzt536em3du8+TjjxnbGa++fofF5QVbWzXLtUWLjCePznlr5xZfeWPCk0f7rK5n3Nga8PjkmqvFEuEVMgkEDTf3c7bSlHVbo7UiaE3tBJacoijYvnFMOhxwfbFgfjlDBNenECeaYjggzVOSLAVpaNuW2XzJ+WzOqrZYFxDeIYVAa0meGFKl+1Oj1mgV8UKyrFqU9SSxj5uXUSJlSpQCpRWxK1muV/gocF6TZinjrR3qpqRrO6RUJLkhdh3eNkStKbIRRhmqtqJuG5TVG/dAtwFFBRC95kRKiVD9SfZPwxKbdpESvW17sruLkCnvvv8eBwff5PrshK3pmBuvfoWjV9/C1gva5QnV4jP8Zc1gfExSbGObOUJIbDejXZVEWiRgUGQmo+tKhGtpyktWXccwU4Q4AJ0z3HuVgEGEitQERPB07QpCL6xNTIZUKVpGRAwIkePNHkpIuq6BIIguItpLLCOMVkzGW7j6OcJe4auSs2cf8+rrr+AjqOEBuRgSzQKxv+TqxQfU5RLXDtga7CJE37lwnSUGi/MLtg4HXC8uWJdzlJQM80lfKHj45IMTok0p0gFGa6x3lGWDjQ0hepCCpm1pbEUVrrl9qwDtaV1HDKEXfgdPkiZoKUnTFCk0OtGbm6nYEGQVWTIg4mlty2hrny/97ITF1QVXl2esV3OM1BiVIpOCrtYs1zVSR0zXsbpeMD+foWJgbztStSOUU8jYkpgSoy4Y78Hzp2uikJBEfGep24ZsvMXZ5SVCSh6+92PGw4yDwYSuarl6/pTzq3OmWcKH77zL9ekLLucNtRe03jMe7HPy2ZynH1+gi8DRzSEm8bR1QwgOZ/s/wkVEF3Flh6tdT5ZNPaOtbba3piAFHghth0kNURqCz0nUkGfPPubHH/4Ineb86q/+eaoQOX35GVo5ghR0WiOl5DBLGWU5mTHUs5ZEa9qYs17N8a6iXlyhxjfw1tLUHUUbkd1DhDAYM0FED/oYERtCU5IUhlgUFG2LkqHvfhkQIukdXGIFocVZT7uaMz9/yPZxipSC4DzBtzgnaOqSs6XgH/2fPiHdKhDBUleO+dxSeLh3d4w5c+SyITOaJljOl55XjiIiXGOrLaI/6+MkVgtMPkUnCZOdhlV+h2x3wI07exxvWYrpLYyE8vIDNJLpzTEX73ke//gl25OSn/mFG6RbBZEcle6g3YrQXSFGBn81Z3Xl0Fne/w4yY3R4SPzkjNCsSQ92STODrSqkjsh0iK8lbeOItmS5bIlCkSZDRvs3CULhbYOrS8ou49XDnNePBwwGiraD/REE2XF1MSfNhrx6a4TRCXY95sJmOFMwGjmKsmBYBfa2x+Spom0aPnp6znxZkvx7Qn//Q+unukBRsg/AGg0HXF6ccXh0m08/e8Sbb76Bd54iL7hz5w4ff/yQbRN5c0eyXXg+m7VEDwMtOGvh0gleyRSPm442RpZEGBWM24bYdEx2prTDLbqnT0hMQAbHTmqYDHKOD6ccxI4//5u/zP1v/BKfvv8uaXvFR598wtPr5xQmI0x3aOoS5yPzFm4OI19+sMcfLOZ8/OiCzjoORkNM3rdLpYgUqcdFUDKlagPBprSdR8aGNZ6PPn2MDx2ijQitelBTmlM1ji54kqZDsaRrLVFI6saSBM22keSDFKUUiTYQI2lqiAKqtuuFWaFPTJhsGYZpzu72FtMiZzIoCDGwXK3w3jMajKmakrazNFXZj3aKgigUgXqDC1dkucFKQdd1SFGT5TlCFiAUienzHlrd9nk8zhI2IlqxuVHLn2Bm+dO9BFlqmIxGEAJ5arj72us0q2u+80ffZqAst29t49tLdvaOwVVkRQ4qI88mLOfPKfw2aTLsE0ZdSelnRBKibVhUzxG+H8sZwMiELlbMlguyYkiSFTSzE4RWmKzAC4Hr1nhXkpgElQz7BOoQUDFuFPwKG9doPaJeX/PwswuM2UVhEaJFmxEmNdjKcHW9RviG9fn7fPDDCTcefJ3Dg7uM8pRltcX1xTnrRmKyHKVSlEp7SqkIONv2lGK1YHv3Jp1dEgX4GBBSkmcF1hbMLmYMkh1EVKRJgq8DTdViY0nVVHTBobTG1WtkvmB7bwsf2o2FuC+KE60xprfcR0TPECESBBA9IkYSkxCi6237yuCJWAOTg2OGu7tU9ZqubXCto60cTeuJQpAbRV1HAgKZpqxPZ3SzzxgMFGlhsNWKWq7Idhw4x4P7O5DkvHh+zcvnZ5gk492PfkDV1fi2pWtrYi15d10iBZSLGeMsISrB1WzGx8sVJhmytX/E0XRC6wNd1dFYSywtTVlxdDxAKIdte96RAEQLfmUJth/bhBhpnaW5vOJqNifQh4T2pAtFEAVHu1/lzVe/yf6BZLY45eTsCR99/JBWlJydPERriUw1RZ4wLkbc3TtiMhoRRU55LciHmsNXtsind7FdDSJSnj9meb3C1Y46lQS5ACFheKsvGFVG8IHq4mO808jBmNCVpEONtC3aaHAl3VqhzJxuOcNVNS42LK5njPY7tFZgS2x7Tr06w0bBooM/etqx+rjCSIEUcGei+bXffpX7X/4KIQyRMaBEh0kdx6sTQremvbJ4P6SrGpwRBCmJGFSqyYcdoVKkO0ekqkZm+8jR6wh/hUgK6Cqk8Ey2cmxMSbdGpDmgB+hsD5MfIoHy4ttIoZG6pFkuKK9P0JkiWAdYRtsFfr2GTSxD9DVBTfGVo7q+ZF3VuKYCIVBaMt3fIUkUvpthjGE0zdir1gzSaR84mY2IyxrfWZQE71sW8ycoqynSLV74CWW1Jh0K8olmtyswq5K667ixOyVNC7JUcL0oidHyk4DBf6oLlP29/Y3fXvDK/Qc8fXHKcDTixYsXJEnCYr5ASsWtWzdRZ5/SOM2PGbFoA/fTQKYig2FgHAXGCT51gnvGcqAl1eUFI6s4bx1N0/KBk1jh2M4E6ITtSUqWJdzaTtlPA3L+Dmn8Kq986Q3OfviP+fif/zNWIaCnWzw+nbM3Mrw4uWQpP+RFcs3923fRyYgQFkx2CxAJl01H01oK6bFRc3Sww/nJJetFhQwdkUiqFTE6bNcyzgc0eIiCrrUs1zXWBWSEkGi0lAgiuztDujQggkDjSBLdUwCFonGRIAUOiFITvKBIh9jQWwpj7NHVqUnYGo5JjGaU5ayqEu8ju3FKVa9YlivaZk2UijRJGQ0TWtfhvUNIgYk5PkSsqzEOtMrJkozO9j55JXs0d9VInLNfCGcj9CFjfwqWFD0vJjGG6WTMcDignT3j5r3Xsc2a7/zhd+iaV9CypVm8JDWStlqwWlwy2b/Hzv4d1otrFvaUfDhEEnHWUq5fYtuArZcEW+OaR+zs3yLLRxB7XDUegrUEYRHeU85rIpYsM6QmRYqAb1c4maB1JOiEIDJW1RprS8ryivPrGZfXLbu7NYlJQXQoHXDeEvQO6Y7meLpivaz58ff/NZfzhuGv/gbjPCHJM2S6jZMJy1VLluTIoPA20DQW11l8qFF5w3CaMCt7t1miDVIoyqphfi0oV4JROiJ4qMsK6zxNXeNCjQ/97L1rLXV3zY37iq3tnM55CKF3okmJTjKMSTAm2WTYBKx3yOD6Qs1oEKJP7w29w0epnlYbo2fV1bTe0toWESRKJkjdkeSaXMHl9QyhAj//K9/i8QdXnHz0DO8WNPWnhDqlLCPZ+JC1XXF875jxdIurizn7hxOs7Ljx6jZ122HEELFyPHvnQ2LnMXmB0obgAr5rOd4/pFE5tQv82m/8Fnkx5L0PPmB+Oadct732IwieP56zv5+jN+j50DnqdYUICqVBEFBS46Ps04k7RxcdTgS6AD6kGDNkd/9r7B9/gyRP2bErBjtPOL18zLOn30XSkucF4/GYra1tinzE0c4RMURqJxgfD7n7SkZ++BVUcUy3uqa8fEJorrg6qSirlnQ6IQiJrB2EJzCcEkkpT59RLRrEdLvfr+TG2hsj0inwHX79sqfgljVROJbzCpFL5OgTlEqYjDJ8s6BZXlGXntY5fvaNHb73cIHrOgap4mtfPeK1L99j63CLbHKHdLBFcDV+/YTq2lLOHEYbbHlKZ8esywYzVuiiQPqaICx2fYaLQyxL7MBTKzCDXUjHgMOvTlGqYHd7yNbYE4UkhIAIgWCvQW+h8326Zk4IHa2NdFcVWW6R9Qzva5TsOTvlxSmxXoNMCDIQ6iu8XXG9dkgPWSLY3x4wHA8wSYFRGV11iuhmFLmnrQeAJkZDNhnQ2UBbr+m6CHrA82cvOdq5xKSvc2sflvUaZwbMm4b9gwGnlx1Ceuo2src75NZhxqKEavUfn8fzU12gRMCY/ld4/OQpr7z2JovVkuFwzKNPP6XtWoIPDIcjzkLOs0Xg/jjy2kQjnGMWJQMj0OsOjWc7lXgvGCEw0bOWklrCjvLUVSAfSEapJh0bdidDZAj4asXJdcv/9C9+xI8f/R9ZrTxpvKKsllyVgZPzmqZqydIh543n7b2cW1t3GE8SHtzb593yivm6xWhLLuHGfk6RKl6cr7g8X+BaT0BijCHQIXTPZggxsqoq0Aa6+AXULDcGRWRrMiJRiug9se1IhUIZTQiS1kVa7/F4olL4TXyOQOG9p20dLvoe2ORqlI6kRjIsMkZkaCnIEkPd9EVTlqR4awlNi6vXKO8wRUGR5XSuB0BFI0hEgbcNXdehjezFaUISYkBJhdGGxACITTqyx8eI/wnzG37aVg8F60MSpYDZ9TXeOYbDjHFuqK4+48atu5j9B8xnC/74BxfcOt4iUZ401RgZuHjxAdXiFKkkJslYXkL0HVXdMBxvEbsltl6i6Ii25eXzD8kHY/IEivEeUo82vAZNU69YzK6ZTAtIit79FSNKJIg0hXQb62uiKNBJTlWf84N3PmRWBm7eukVuIt56hBbQzkCmGDOmGEzxccze9hZx+JLZ7JR3vv+vOd/dZff4HuPJlK2dQ87PzkmzlJQM76BclbRdzao75ehBitRsKJU9IEykEu/h7GUJIUclKc5HmqbDBt93TtqSNiyY7m6xXK6Ies2NWyOk8oggEVFs0PB/Mk40uuechuiQQpKaFJBY14foheDQSuJiJEaFSTTWtsQIMkSMloDGNoCALDPYckG7WnD3tVfYOzikWt2nmj/A26ovxmVKVIoPX56zfyPyrbceMDudkaeGuGV44xuv8/pXXyfGlJeP17z7z75PkRcEC+Xmumq7Dq01460DmsWSxGS8/tqX+PCjT2jKlv2tHVSAq9mMuqrw644UyZdee0BuNKfPnyOjJgS3EZGqHl3v+uiKEHrBso8QvAAx4LV7v8jtG1+hagO1bynLmqtlxcvrx6xWLxkPC/a2dtnd2SXLhlSN5XrRgAuYImd6Y8hwfwetamSWI+UxMhnRri8wz5d88scnjHbHjGRNdTZjuDdmsB0JncD5nHT/Ae3yMUGneK+IRmHbnlYthQe7xtUttnNgPFfzhg/ffcGT//EJCsV/++de5/69CdHWXLy45uHTJV9/bcyXXtnh5eWKYpCwPTLEboEtL0m1J9gElRRIBbGtkKEmzTXuxVOen4Md3eGNQrM3GqFiTh12Obl+ySFLFmFNPk4gnpA058T2Guc1TRVpW0gLQzbQhKiRsiAKg7MraJZ03RpnA81qRblSXF5p8rhkMnKkE0Wzbqiiorua49Yzsq0RdDVd3RsbfFAMphNMaLnxyjEmP0CpiLMXeFcihcM3LX7VIqc7CNESMCTDKXVTEWnRvqJzGu89Sf0eFDuIYcqyrkiNwAjHwVjT+cCqbtgdJyRKcuNwwsP12X/03vhTXaAkWnLn9i0GRcr19YKLizN87FXZy9WKy8tLJpMxZ+cvIU3YjhVHY4WOCeezSE4kdJaDzPNBFxknGt96VkEwRHFZe0YJnHrDeCi5NZaUzjIyhtS2lFGRlh4dLWcvzwix5Pyk5vnSMkgCy06xdpE0lVx1kmXjeH4x51e++RVUfcXhRPKOddwe52xNc4IrGWUJi3nJthKI6BBSopVEp5HGxl6UGwUmK1BaUqSj/uRjEharJU10FHnKME9JBeBVHz2uDC5CYwNt5/Eqgowo+s00StHn5siICx1VW/dx8lFiG8tsuaQwCXI8RqtNmqUQtM7ibC9s1KInvnZNiQ+OpBhgtOlvJNL38DYEtq1xrkNqMFrjnMW5/oajlEKFPoJdBEn4PB7+v6AlNybsKARpmrJ7cMR6Oce1LcI5RqMRgkjXdqT7Oxgd8aHiwb3XGI8Krp5+yCcfP2Rvd4Lwnr2DMbauub66Ji8MUiaMJofs7W2jVIKvK4wSDLfG+LZGZDlVWdK1c6IZIeUYkw777oFJQEYOjlJcdc3Vy4/Z2b+N1BlRaVADOnJc19L5a7J8l3R8SOU/QYrArRs7jEcGfERqSYgaIccYKck1dGpKMjzm9uSQ6dUp15cnXNlr3nv/IWo0ZaINWTbAe4nRhrpsaKqKLlY4P+fmnW2sa9FaEZ0iNRlJmtK0kpdPzzB+h2hBZhrnIlXXUNUVbT0nGQak9EhVM9zuGIwknW3pSRyRKHr9ibMteZb1p9fokUJs8qIKyrqi8x0QMUqRJobO201CdE+b7QMFDVIKHBFkQCiBQVGtSsqmZX//mNVyxMmJQiX3SQYCqSKz5YJ1NaMRM7709i1MqlDBM91KuXfrkBtv3GLZNFTLkv/nP/zHHOoRe0d7PH7yBCciLkrMOGcwLHh29pzVqubg6A4nT59zdX3FfDEndC2SgBI9zbmxjquLFc/T52gt8HULIaLQCN9n90Qh6R8EvIzEsEm1xZAXx+ztfZkocwKCalkym804v3rG6flHbA0Mhzs77O8dgDas1isWywWRS4J13L77KirNQefIRJFmKdlon3r2HNyMnb2cuz/zBs1qSaDDL1c4MWB0+z7DrTvEUFGd/pCLtadZXpNpQWIU62XEWkWSaWyt0EmK9xnLVcUPPprzzz+2dNEwKnL+xT/7CD8fsjUVtGv4b3/9Bvv7KSZP8U1OWUM594j1HC/n1FUC05uYwQ62rnB1BZ1HECgOD6kfX/Cv/viMa/sat23Brbe+yej2ETf9D5k9+h4nV/ucuEgu5hzvSwa6w84uWF801GnKwqdMLmbkpmNgBiAUtp0RuxKSEV0naNce20ZOXl6Sq4SyHuBerLleQAwlW4cFVkVE3RKFp206VrUjy6fkaYOez0nFHfA9fM7WFwTb4K0nhl5AXei6PwzIlDRrSYygbfuuZqJy0t09msszbN0QtadddQyNpECyO0pQacqLheTpWc2rN7eJHn4SlexPd4GSGbquQcmAkDCfzRmOpzx98pTlYskgz9BaU1U14zxnKGG1dsjRFJOv6aqaRAXerTVNgFdGkUoLVmXESsFxLjHS8VBFXp8qJoXD+ozpQJAqeDJ33JoADq4qyaIM6By2ariuBfPO42MgG2guW4+Igh++8ynf/PpbHOQDVlefcLSTM87AVg0iBpbLNbYNFIMhi7JERM/OdEjnA4lOyfIheVFgTEqmNdGFnmMQHMMiY6Iio8EAYxRpqgkIbAAXwXcW72qEjqgN0TWGgNISpRUhQNeB97Jv0UtBCI66s4iyJNMKQ2CcF73TJkZkpO92RN87bqTGRtm7c1Zr0qxApWlPCcWjTK/6d7YG1yJk8kX8e4wBJSA1CuvZ6BwEWfJfVhZPEBtLeRS9JmQ44Y2f+SZtVfHpu99lMhkwGU4ohgmT7R3u37/L1dlzquWcLE145e2fYzAdsFqc4uqWjz5+xmQ8wFmHWizQMvDBB5/y4K1vMC08Xb1kOBgzGWYMiilSaQbbxUac3LBeXZE2awbjMfPZOWkywuFZXpxRDAbUZYNULUo7MpUhg0BT4p2napc8eb5iPCloy5rTly/Q6W2yNMN1fbqpdx06GZGMtsjSKVv7d0BpssGQ4fYxtrpmUX/I8xdXdONRX/xK1YtWcf17pm2xfsZouk3dVvjoEUowGBSoJMM5qBYC7RIQuh9JeE9TNURbY/2aaTHsceNxyfHtgiQH6NN7nfP9vikCWvXFUfSBxtbgPca02M6CiKhNxIzWIGVfeLSuo/Ox56t41zNHvOtv4hpQAt9YFssl+zduMBrf4ZNPh+BzlDJIBUF0CGnomPGltyfcvLON6xynz58i88DRKzf7WAjvKWdL/HrGVSzZ2toiZo7RdIDJEnYO9xmMJjz66AlNs6Zp1jz67CNOzs64PjvBdj0jKTiLiBCjoItQd47UBqTfEJ+VIoRIDOCj64MTRd85iSJA0Agz5d7tn2Nr6wZSaxIjkXnOxVXDvHzBMI3cPDhkPJ7QeSibFa4rEaKj6RpE7PU95cpx+uQZ+WjChAsmeyNid4Zb/IhkoDneXqPTEcurwNJp7t19k2zrNcxglxg7sr0Vydkp5bJkcHObYucQORnTXr5A2BrSEWQSFRtWlw0fPLe0NqCNpFouef5M8C+WM24fF7z5xhGjnYJgNGIwJPUViYDDnTFCJHTO0TQLpG3oZjPwMD18gFKWan7aj6xe+xXE2UPm8v9D3p/82pameZrQ83Wr2f3Zp7+93Wu9mZuHu0e4R3hmZJ9VRSGyBiWBhAAhxIyCGRP+AErMGTFhxqAQpRSQQJJtZUZVReMR3pm7uXW3b06/29V9LYO13bOG4QKpwoglma4P3HSP7bP2Wu/3vr/3eUbc/OIJSzknL84ItuH5UpNlBZnXXJxd8PLJiri64GAkiElhx45yIlktGgamQw9H5CpHyIyUKaJr8c2aKAwiL5gedNy/MyUbzrm+WLKyl3z0nbdob85Zr9c0bd9FrOtIOZ9ycFAyziOTg32CXeG6awKJKAukiUR/RbXoWNTAukYrUNkS6HBdS9U6VluHWq/p0l3s8AgRItdbwcpFRrlCiogwOa0oiUKRF4mXNx3jgeAvX558wwsUZz3jyZiizDi/eEJeJKQyeN/RNmuMFGR61PM3jKIj59J5JsEylgmjHK83gSubeK8IrBtFZzTTvcj+IGJXiZWVvHUo+fYtzeeLwNGeJAuCu8eaMrMMBhnVteV0JrlcOVqdc/d2SXPj6eoVRa7YJsP08IBRiDx78ZqvvjznZuz58Rc3dG2HOi4JPlFvPfvzEi89g/kxW/sa77eopkIJw2w6J89LYtwJzLRGami6DqRGaEUIFlOaPuSXmT6HEgI6RrRRfRi2tfgQyfIMv5P2ZZnp27cpgEjksqDdepwDh0Mh2OqWGyHQCAZ5Tkw9zEoIgZISHwNSS4RWfSemc4RqTeZLTFFilEIiiDoQY8D6Dhl7FX2MHilAGt0LqZyH1K96Doriv+1b7f+nl0QgUv+ZGZ04+/oXdNWaH/7d/w7vvfWA7WrBD3/4fZY353T1Fq0l9x/d5vWTL/Dtms214K13PkAIqMUNmTG8ev2KmCA3gtwkDg4POD464NbtO1y/+gXOCpZ1R2cdRmcMyr5IlQmkNAQBdVUj1D7bukbnY0ZH79HcvMK3lwwHBRQQXU1KBUpJhqOMYCZMigY3KRnfOWQ4KNDSEa3Gp4KQCrQpkVmBykckZWjrmsneIWW5x3B0wGqRczs6bHzJy1ev8XXNzEAKrh/BaEGzXDE6EGSlpLIt3tteilmMaZzk+rImdJpc9H4aofrCg9hydDzgcm1QRrPerjFFze37c5CBFCEmt1NP0L+wAVB9jCEEpEiEYHvJnckxWtG5jpgEPob+hCkSKQSUlCBk/2JPotc/KJCy/ztkqXj/o99jW9/C2zGzcUnsEi602AARx3C64eNPTkkicv70FV9/9hnv/uBDbPSE0NuHXVdzeDBlOBmxbWpuvX/E/OQApQtCjDS2ohhp8kyhkufrX32K9btCz3Z9gH13L0ohCBG8V5SKHqQo6PM1MfX/pESI4ASkJAlIgh5y/853+e4nf5vZ/DYBgbUtwXl8WiL8NXcPD5jOJngfqN2GxtVE7xEpoXZbekiotjWqW9E0N72FfnuJ0R0h20OHjqG+pJyPmd875OAGhnunaDMgLwqEylF+xOhgynLliB5kcIzEimwg6FYJKSuUSIhxZP/QoKTCdR1KJAaFopEZLzaJt/IMY0DJSFGCbK8gdqR8htAl2f7blMKTXn5KtWwZz6YMDm8zHM8gtb1P7fELVmeXmNzw2U9+yuHxPtn5JU31islAsb64RBnYH99GFTk3byznLyoW+yMOH7zD+7/3A3T7Fc///IqB2qCGF4hcoocnxPYS7wLBR0KIqAiffP899o+OkeNjjqolt+5/TjnIyG9JVpc5tb5Nta7Jyozh/hFGbAjbC0w+JqmOUF+QtOkLIAwpm9HYl7y5anl1taXUK4bDngdUNYGzCgI574wN9XpNKqak2JGMZDKVRActhu26QuqO5cYQk+HscsM47xj8Fmq1b3SB0naWR8enxOj6l7bzbDYb3py9IVMSrWEyLtlsNCJGZJkxzzVDHYhtxzZJUg4fiQ5UZJ0iTZQ8HEHmIp1KxELw1hQOZoY/feF457Tkqk54pfne9+a8frPGRsnPv3RIFBvhODzdZ1nXSCXokmG9DUz3MvYOhrx+/Ya/+Iuf4ki8Ob9mYASOiBQGiUa2nqrp6D7/iswEcq0RQnGwPyP5AL4DFFIq2q5DZhnFaIhWBrEzDWd5jlJ9sbGtKqyPOBfxIWB9zzDwvjeTJiDFSPAeKSUh7PwaERSKpLI+UJt6uFvVWKrc9sUEQJIYIXGib2/jfa8hlwIKTQqRLrT4NpJnBUppjM5+g7L3viP4vnWsTY40WT/j9hFEYlSWDAeD36rq/qt8Sak4uf2AwXBIu7rg5PQ277z/IV9+/gvePPuM/+g//h8wHY6ZTQq+873vsFzekKnEdnVJoYcsLh6zurnm1ZOnzE/vgoBJplA64/Mvv6TtIoM8Z7l6w6vX/4RyPORgNuX0cIo2mtXNlnFZUm0uCJHe2Coyqq3DZIrJZEhZTilMJAlBLSWKHldt9AjrJSJahGzQ3rFZXFJIOJyrncvFkusMwbbf9KAkiZwgxwhpyPMRh4dzRkPNsBggtWI2e4ubvUOu24K9WlElT3CeKDqMEXjb0tTnvHt/AjKihMLGSK4LUlLUdcfZqyWZGjAcDCiKDGV63oLSCWVgMMjxPrDe3HDvbU1e0t/rabdRI2VfoBB2GPwecy9QFLkG2RcGnWuIQhPomT1S7HxSsQ8Dh+gRord0EwMimX51OSSquuK9jz5hOvuY509nZGKGl4Ko+o4LWGp7w9vv50z3clzV8OrLrxAyMpyN6Wz3m1V8nWvK6YCDkzm3pndpO0vdObquw1qLtQ6dGYbjIcmBazuSzOl8wHmH7exuU0kig6DI895B9N/wZCURd3/2uZOQephdAgIZw+Ed/uB7/z7vvvcB1ktuFmtCtGyqG5K74O7+kMk8x6WOzrckArmRPYsjyL441hIpBTZmWPrtE6HWvPnip8xuH6OyIcku8W2gfv6Y+QePmBzc6XN4viHYBikiyXqEKRjeuk+7usJtV+SjQ6QekOIGIR1K9E+RTFgOxopX9pDZ/AC7uiYZxeHBCKjY3FyTmQOyTKIHRf+cTAlhFCIuUVpgMo23LeVkQjY+JeUjjIyk1Zpq0+E2l5we32FvmqOMYrPZImTB7OQ29959nz/91/+Szz77mrC5ol6tePRgn+/84F3mD35IWUiq11AFxdVKM0kZzfUC1WnqTYdrK5RShDSgmB8wPrlPefAeMVa4ds30ZE53eYGZF0z2J4zKMelAIdKazr+hvb7EdpE4VOgRuK4hU5rkGrrFBZurijpIPvjkCCE1L5+seHO2pHWJ623iPE74+7+/z+F8TMIRUkXTWXIh6aLugWwu0raG8TjnalXT2USZD9g0LeXgrwlJdjweUA6GWFczHE9oW8vzp0/pOofvLGU5ZFtt2J8NKIVnqhwuwGrdv8SLvQP8yzeMZeRJJxiqhAyCLIJQmgqLUZKpicyncDAWGAOnJxNedyX3T+9wZ7DCxef87d9xXC08i5Sxykquqgs2HrrGooxg2yz4+DvvcXZ+xeLqkqzIkUZyU1taF9gb5X3+pOoDeeVAMioUmcwIEerNCommHIwp8oI8zyFGVGnQxQBrHa1rGRQGpwRtsCiVcAS2jaPtPHXbn6CVlH17V7QI2Xc1nFIoJUkpoXYdkWHRfzmdl0QJAY3ziXXToEiUUoKUSAFiB60LLoLriDKRcoPYFSnWWkIbyHTeEzqF7AsV73vbKezInZrgY//C2JUl4jf/65t/SSkYz/f57h/8XVR9Tl1v+M7f/Jv8j/6n/2OefPElz77+Obd+/w84OT2lNIZ7dz8ipUAS36LaNHz+s3/Ds8c/YXX5mslsyluPPqG6fsXp7QHWBb7++ktClLQ20axr3NmWJ/KcssyYTsdkWlHkhjIDrfpw58H+IdfXS2JMvPPe+0z2hiyXb2jrFfO9GbZxZCrvdQQ2EQRgDCrU4Ftcp7FJEVNLJmFdJ7QxOFcjTEYSIK1Am1tI4REE8gzKPAMUWgRukExme2z31lTLp+hMoaXBWkvnK4Rec3r3AYj+5K+VRpuMy+U16xVcn1cMigNmswFFWdJau4MICuq2xuic1WaDcwtOTo4geVLsOwVKCITQsBMFhhjpXIcxGZnOetmg7L0utuuBd1IIslzjfaCxDSJEuhBwtsO7FqUiSI0MGtJO2WADo9EDri7mqHjaf+/aGuccXbB0fkNZLnjvg0N8CCzPrtjeXHP70T1kmdN0dgcN80Tg+NYxTz//ksN7RyTTYwg62/WFjA0EL6FUdE3/75jJGIoBbVvjQyCmjoigNIZB3neeYgIR+2B6En1xQoKQBEH04diEwugDPn7nb/L97/+AyfyYV6+WQMC5iqZ9xXBYk+9NsanD1wEhFZmUmCwjkXCuw0eJUH1IXJWK0ekpodkgbEtXb1meZUwOA2F5iUVz/byl2D9HDCNuvUChUCGiVKLdLKmrgJ4c4JdLLp9fMjnqTc7OOrT5tZVb0a0tTe1ADulkQXF8j/XlK6abmspskfsZoWlxeYHMJJg9lIhAR7AVRhoIntDF/oCmNTobgpDobMBkpIjLZ1yuVpw8fJdA4sXzp+TlmPsPbu3ox4oXL88J1QrjW966d8jBnkSGG8RmgRSJaEoutpbxZaQYzsjqQHOzpK5qYgBcYE8aQtxZq+nXgF2CZAq2VxUi1fjmBWo0wVc17XKNT5Jq4RnlAR8kQkKwHRKDLieYrKWcTTl6+yHC10ynOWdftzx56fjl0nDn/Xd58PGHiLTG+CVSOYphohUDvFDgHdd1TqFh0yg2m5YiE6y3PWOHwV9eGPiNLlAWV2dsNvcQEoqy5OZmxXK5YrutyVVEmYxVveTtuydgK14uWmRmmE/HDKd71KsFSkkqXbKoIqdlpLSObSvJk+B1JTmeSIoyI6E4KBTOS965NeXLs4Yf//g177x9zPH9h7x6+pziQCCaEXWbs6g8NkVGRca9wwltSNxcXnPr5JDzN2cIZTmazbhhiVAKlWdkwxxCRISAVBmVDTREpIz4GNBSEWzHIFMMy4L1YsVsYChLDZnErRumexO0Mmy3nk21pmkt27qhtZHVumbbNEilkQjKPEMICaI/QZYmQyu5y4Twm9FNUopIT+5V2uBcZJkqatFv82QmAyURIvaKehdIrjdeiiIRpMDLgPWOtukwwpCZ3fgpKxC7HEBKEKMgpb7CTon+4d1ZTPHbAX7+yl27Q0OMgaef/Zh6ec3v/M4nfPztD8gySRMsf+fv/0NW3/mQX/3izzlXgY++9QNiSphM9mHQTPHBd7/PrfsP+ern/4Y3bx5zcusexeQAWW+5c/ct3pydQYqcnN5nf/+QopygdEJnAb0DtoUYWa3WLG9usE1HW5/RBihHcz7+W/8zRpMpv/w3/ydevnqM7Wqme3OS6oVkSWquFg3WBWT+a4NtIEWNNjnaZIToIZUEBDFIRPJI06KUZ7NeU3UezCMmA4WSApNLxuOSo8NjqgZePP05WRLEBNZZUI7jewMGs55kHFNCa0PT1sQouXrtcLXmYD5ifjTAFCVxIVguNwgjSDZQ5hlvLleM9zwHJ0OScr/JnPzG8isghtQXJEL0DJ88IxEIMdAGT5KJlALGFKSUsL4jRIeC3mXjWlxXk2LAKNMzgVIgBRBuiqvfYn09Q1EgUmA0LHs8QFfRuOfcf5gYTiVt2/H88Uu8kuzfu4PtHD5CcBFvLd55pE4cz8ZULy8w4wlBGzrXYp3F+4jrEjEqYj6kbiR2tWV2fIvVcgXJkqQk14aD/T1OTw95c/YClwIx9SyU9OuNnSRIoi9aopIgZrxz/w/5+MO/SzEYY72l2na0bU29fU2Kb9CZxfoO27aIIFDaMBgapO47uUiB8AA9c0kHT1xv0bRgA66RtNUFmWqorzq2m4I2OyLlD/E2cPX5z0jvVuBfo4sJ3eoZrtuQ5TnT+ZRXn1/itq8wWY6LGYWuyYcKnzSvX65pFlvy0NG4Ctc2FMlzMh9zcjxgOD9CyoTvGuJ1jcwVPkBXVQwHI8SBoVtv6NYeiUelFrrXWBtJ1Iz3NXuDljc/ucR2jve/8wlv3ZpjipyxCTz70b8iXn6NbpYMhGUyFBweDcBtCNsvaLcXuM6zN1O8WMH5WnJYJMJmQ9VE1GAGjaVxHS+fLRncvmaQC1h9RcoGhOVT1ucRyBjuDZAqUF2/pr7Y0m4anMxYt2PMVCJChyklemLQZYYZTpiRkU8aquWSqt7QrNacrQz/5RMHs2NqL3l5Zbk7n1JGj2k2+GQY7g9onEPlOUMEKSmEi5zMBKOR4bOvF1xv4P78Lz+y/0YXKG3Tw2bapma1WrBar7GtJaVI1bS4mDg5PeVmsSbZjoO9KXuzIUEX0HXIZsHJMPK4FoyGsGgFHw0NT11kJgPHk4LhWDPfl7hsxMg4UifZ3xuybASVy6kbj1IDVnrKk9crfvFqwfM312RKoVLiaJrz8TtHWJ/z+OVTrhYVRa4YDAu0EuzPZsgEVb1lmSCEPo+hCJRFTus72qbrZ8V4ysxR1I5t0xHaCpE01bahnAyZD4fkWU6mM4yCTCs0G1RKbKWl6wRVG2m6BilkH1IDEH3nZFiW6F3RkZscKRVKGISQ/WdqLbnRjPOSTAa6tqJtW/KyH92E2J+6ogQZ+m0Aay3BSIKRxASEhI+OEDWZzlCyH/m41KPvY2wR9C+nX7faQ/D85e0Nf/WufyfH6uf9isT2+ow//9MN2aBkOpvh9/c5v3jJ6ekR/95/+B9zc3HG8vI5k+mQ69cXKCE5vPMeZVYSpjPe/uj3MVqzvD5nNJ0TQkJKzcHhPs+fn1EOIq9ePKeqajIDTduCUKQgECkQgU3dsLheI0VgOCr45JMD9g7uYsohxWSf2TjrC5oQkSZDiBbfdBAylpuGhd8QXW9JzkeJQT7E+YhRmpS2eJeRjEZnJdZBW12iEBALbs6mrMsBRufkhdoxfjTHR/vcnN6mvtD4xkIMoDxHt4ZY1zAcTbBW4kJLCAEjp1xf1Bg5Jy9yyrFGGYVYQdNWBOFxwVF3jsX2DR++UyJNP674NTFKJEGkz0Wl1J+6hZDEEOh8v+UTg6fzHTY0DPt0LetqS2cbFP2WiyQgdivxPb+nz/ikKLAV4E959bwgNBqJpcw0MjekKtGlBaPZFQ/eLmltRbXpqNqG/bu38Eh84/A+YG0gug4XAqHz5MMhkxCxTUc5GNImj3cNXRfwbcJ7QVkc8/DRO7w8f8nLJ89JQSGkIUSP0pLoPKcHc1La8ubNa2xKkPqRFymShOpHP0hIY473v8VH7/0dhqNjri4SVbPiZrFivbqkrV+g2PRUVtchUkIoic6z3q6uJT46pJbgIta2JEDJEXQdyQW69YK2VpAcm3NH1Q0xowk/+Bsfk+89otmesbp4w9e/+Jpbm0tmp3ex1uPaDiUvKPbucng8RxnJ4O6HnP/0p3RtwHrP6uaGX316ybfuDZgdDvmL5x3vvnOf9x8cMhkJ2utzlOrHf76qQWn8RlJtO0JnCdkCM7hLVfmeB+KusddL1GCf6Dx+8Qq3uGI6yXj/TontzvnqX/w/mc0HJCN4/vIXdJ0lXF4wSwEjI8NMQbXAZxOSbSF4qjTGyCXDoWa8V2IyhV83yBBRLpBngiKXbNeO66e/YhBmZOGGJAR2uyLYKaIo0fkQ71asX1es1x4hB0xOHzAwM86/+CVFDg8/nmLyDIL7TYZRFAP8zRVvLpZ88arjVTNAH8x47/4eF9vIr55eIuKU6XjM4Tgn223CLSpNmcEoS4yKKVWzRhjN5cpRO7B/nVD34/GQGC3Lm0smw4JnzZbxQFL4jLqLmEyzWi5ojeTu/hitDVufM1SOYVozmWg2rUL5QOkq1gFaPG1UTIeCQ+16VLzPGaHRASq74WrreFMVSO/49nfe5t/+7A1qcsy9Yp//x5/9V/hg0UpAEDjr2Wxr9udD3nvnPjc//ppB9EyNQeRDLl6foVJAOkcMlkGZo3OFjxHhKkqlyQuFi4LGe2rfsV5Zzlc100LjZU1yW4aLG04O99EiEIocqQRaRQbDEqk1QncgDFk2oGpamrbFOkeKIKTAh4h1HS4lbHAYa9FSkekMIXS/6isEPiQEkmFeUBrDuqnYtB2d3SCFIDdmZ4MVBHqsuGsDnoTMDMb0qPwYdmwN2SP3bYhUbYsLFZnOyEyGyXQfBJa/Rarqr9gl+PWDPVKUOR9+9C1GkynNcknTrvFecn254uLlP+PR/Vto8Xtkt+8yne8xsGOcbRiMT1hdfcWnP/qnzE/extuOZluBzEEmhNB0EbQZcPvOI7Z1Yr1ZcXN9w831DXXtQGiKon+xStGHE4tcY3JNZgTTYU6qn/FP/8//W8piQnvxZ0zKxLZV5HtjnNqjcxKhBXunt6lfvqRqaiajfW4WVxgxATXAZAW2rRGqRVLjOoH1kXKksE1A45GpZWGhUVMiJXmRk5Inkw6tpoS4Y/1ER+cbQtwwnedICVprjDFYVxNDQqgRlxdX7GVDxqMCXWQEl2iajhgjra1xoaNqa5LYcnRyFx8sLvW+Fy36AWKIAW87lNTEfs6BkPTQwBjIswwhcogeozK8DaTge/Kqop9x0hFFhw8WUp8tUzEQnKdaCWhOaMWIXBY9X4TIenVD4xf4+IT3HiV0GdiuA7/46S/Z3xsxPtqjaxu8D/241bmeT+Q8zjqECxQpUpiC9979LtZo/uQv/gXVaoXrBDGMGE/vMx7f573xPU6OH/Hy5c+pNk9JcUv0Dm9bvvz8Fxze3u9zJrEvtCKRuMukgEKICYd7n/DtD/9D5rP7xGh4c7Fis12zXp+z3nyBkWeEtCWFBoJFmwEmFygt0FqQ5RmFyAm+ZduFfkUb6LYNDUuUsFgH9WZLMdDQdZAdcefjj8n33yef3ULP7nLLTMk++yMO7kwpx3vUVUu13hCSZJAZ9k7H6Ml9tNH4ewOuHlu2DWRZzvFBzjvffY+9ew+Z/eqMy8sFj779IaZ6xSptuL5oEWlLUfRbjraNVIuGrgo8+nvv4jYNy6pA+S3by3Pk4QFeOtzyOW29JQ4PMJPI/VuSyTTj2ZNrMu1QRgFXhKoi1hZpJMsWjmY5rz+7ZDJdIedjsnyE8wuatmA6kmQy4ZoaEztmewYRLKpUqCxHiUjXbrh6FRGLN0QfKA/32Hv4FsXIIOOWtitR432wjuMPfsDpOx/Rbq6QyVEtX/ZLFcMTtDaQeqJwbBYI3+FCTisMncqpvOw3uoRgWXX85Msr7h9FtJr3jJ8VtDagRGRZFyyWa569qVlXlvObLbNJwWrb/lby1290gTIa51TLBfX2EoLApA5ZSHTo56TWOhIBXQzY+Eh0gnkRyZsl86yjyXKO53PGaLZffs5r69hKsFIRc8OqtuzlNRJDtem43my4WhnMzy746SLj5GQC2ZjPX3zKctXx0Yfv8cGHb/Pzn39OZwMuBkJ0ZDJSlprVOqBFROpE17bEylKagCDhpUBo2dtUnUPIiIiJDIfWQAenkwEqVyzXa7oosdZyuapIUnJVeZ6vWyYXSyaZYjYakCmDUQalFDKCCBFDYqB7BXhNJAZBkpIiy8iMIQZPIO1CfxEXHFJqMl1Q5DmIhIseH6AwioPZjLypuV6vqZoaKQTjwXA3twYZPPiAjAmCx7lEUr2BVsnYE2RFv5bcdH0IsA83ShKa9P8P6ZMUESRCgtHBLf77/8P/CccFfPrTP+brL77i6x//CbPDPXh0l5dff0p1dca7H36C1BJjFN5GdH6CzATPvvqUwfiUGBwqm2JjxrJO7J9+QFvdoMsZd9rE4y+/xKiGwWDCzeKaslQsb7aYrMfCV+uKpu3R5mWuWQ8t66bjcvP/5nBWcGtPMBmMme3dYbJ/H22mhLzENpHcOu6e3mVR5lTVhtFoSGYk5XAPpTWbaot0AmMk0XY01hM3gvFkgBcgQk3XfoXTp6y7hDY5o3JCkxo2TUW13aDCjCgCyEDwa8aTKVIH6rqhbTtilJT5mGgH4Atm+1PGkwkxaura0rYd1lnqak05Vlze3HBwmHPr1iHW1f22TgwE+g026VXP4ZF9tzDSCyyVFAiR+oJfCrLYZ2q8d//u1ytEn8WSClIvwAuhl+2lrqNZgl1PyTgieU0yoj/p+o4uNDTujP3DNdN5QdN4nj95BbZlNNrfFfiW4APW9eH2zlm8czjr8SGxcYGBFLS/+hl/6+/8d/nO29/jj1Z/QlMlyuwOk/FdpMlwLiDzPfaP7qLUJUUGtgm0tWXTbCk3CinlzjWUkEii2I1804j59BO+88k/4uT4Q0w+7AvjpqKpajbr5/jwgiSX+GhRMuIEmEwyHOVIIzC56cfEKMg1GEntfH+YiS0xNdi2o2sdQSoG44zhSPUbIrHDS0Mh+9CplIrb7z5gOCqQxREh36LOXhLiBiE1xewhKh+TwjWTvRL1nmZ08YbqOvDuuzMefPsD8tFbnL71Xb760S9oLlsO7t7FlHvsvfeQ5fOf01x9ibOO0XzEYD9RXWxQMkfmiffel0TGhKBoxQDaBtsF2jbRNEs2Nw2rjWf/YMB3f/8B4JDZAHe1YDmK7B8O+NHzwOON5chqzt5YVkuPvmqQeonVY7JZwbyIICV0Lfn+HpNDhfIdUrbYNMR0A6LfUHvF9bmgyDX335piSo1IoMbvk+k3zE4cs3c+ZHr8CFXMML6iHOeEdcRvbkjTPeTobYQskCW47k/JMhhmOUbUzETH6DDDCM80E2xty1v7ko9PJLFdEq3E2sT+bEiQE8qi4JWtePZmSd30RNnVtsL8lofNb3SBYjLJzfUF1abf1Z7slbRtpEjhNwyC4AXrbY31gdg5pqrCzDQXraIYlIhswKC+Jp8bZKaIjScvJDKPFB14BcIoNp0nlxBVZFu1dFdXPNlc84//5YgXzzdkgwEvzrcIofq/NyYiEi8Uo9kEUw6orxZ0dkt0ESE80ie0FhityQuN1qaf5yfHsJwwHEja7TVaKPRIgPA4Z5moAAqcFOgsUNkGJwXOB+qlYxUjz1G9AVMLBrlhOh71VkthUBKGoyGjckzdtT2zIQaIHiUSZscsEUL0ro0UiaHBOY9Vu/a4UkiZyIUkH47ItOHNdZ8lyZVECtGfzmQfhkVIXIq0weO9JYrecaKU6mVwziNE/0JWu42K3TrBNzohm+gPDEIKMpNz//59/t4f/pBRobhz74hnj7/kyVe/oto2vPzqKzbjIf5uQH35GXv7x2RFxmq9wdtA0wZ8zHn14jHFcMZwesR0WtA2HY1NDCZ36JoVg1nHaL5kuV4zkYnxqiIJqFqHtInFuqFp+xZ1DJDw5LlgchV4fd7x1p0R1VaSDwz3D0sIS0JyCIY0y0tipshnE2bTgnJQsLp+jckiKW5RYkKW57x8ccHtk0Ni7BDBgSzo6holKmQSWL+mSzWJAmcH1O4a6wRe3SUzijZ4lBKYQpGVAZUlYoh0WDrXQkzoouT1RUuuhgyGA/I8o+s8beNo25aurfG+BjSJlrv3ZphM4YJEhITq13TwO9S9QPTCxpRomgqpZF+gSEGy/KZQCd5BCj0qRKrdCE8Qdmv3iJ0NWRqC1yzeeAr5Npk+whhDSIHgEym21HZL6x7z1mnCecv5+TVnz55z//4J1kZcG3Gu/85Y2+F2IzXvLNYFbOjHwnVosXbFL/78j7i+WoIvkJQcH31EXu4hlSKFGuta6mZF5xukcgjTy1KtixQ6Q2t2np1+Sy8hIQ3Yn7zHJx/8+9y7+zHD4QSkwsZ+JLCtzmnap+TFBhfbvtu0++6aQvYjAylQxlCaDCH6lWWdNGWZIZygWtcIaoRItI0j04L927cpSsX1s5ZFtSYtn7C+vEDKklB/xcFh1r9sswGJRDmesnp9QVG+wMzvklyFMBakxG+XKAnT4z1OPzhmdHBCNr5NOT5k//gBT3/yI8RoTiZeoocF+7f/Ad3qLezmK3xMLJ+/QI4jSjnmH34LI8HaimrxmvOnX1G3IDXYqqJa17y+jJTHD7jc1kjhEESkrDEpMj46ZnMTOD1x3H84okxbuo3D1RV25biqa04ejjkcd71vCNELF7pEZ4cUBmTsCG2g60qSHlM3lkubcToW5AdzhPCowR2y4hBbLxBSE+0V9uYKMbpL6CA0G1SREVKiWZ+TxBCpTb967y06GzAoVnxwGFlfXyBTRLiMMNijOXnA7eMCYRTNxjMfC4Ym79larmVrM5arlumgYL3tiA5E6siiRPx1GfGcvbmiqVoUIMqCyWTEfKaxAZrOs662tF1EGoXdtuATx3uGTdOH1uaDISI1KL+mHGtEoRDLmvON4mjkqIWiRlBZS1NVbH2i8g7XLnhvX/JqteFf//M/ZtF68tGUs4sL1pUlid2pTEJrJa8Xnifnj3lxXrHegpSJ8WSAQpNlkukop+lqhsMB927fQtAxyMcMB5qr88cUOjIajJAyUW0rfFOzWS5BZtRVx944R2U5q6sKlzyg8MHSRUHnE82mo2ktPiWMyQguMiiLnn0SEnlRICUQPcSAkn2Y03nXz6ATRCIhOLousBaeoRE9KyUGEH3YcViWLFYrNs2aTBt8cEgR+1VGpVGh95YIn7Ah4GPAi9RjtCNIpdHG9P9/IZBCYpRGf9NJsiIhhCAvcnxw3Ny8YYXk2ZsFw/3b/O7xLSbzOd52XDz7isXNJVc3HdfXn+NtDRGkFmzWFd4nhtM9utbTtpcMZwd9UNE2VJsK7z1CGcp8wGy6x2YjkcrQ2Y7RsFcmnJ1vCB7YhZFjTNgWbjrLYtlR1Z6rm4zz65b/YHjKXtWRFXOW9YbpeEgXDFsdGU8OyIRlZ5tAiYAUluGwZDId09jeEBxshxSaqo2otEZnEiE1obsiK46I6ZrgLZvNgJBFYmyJMWOQG9pVw2xfE5Ijlxlup04QQtA0kV/+9DlZPKYscpSW0EVs7fHdzr5cCGzokKbm4PgW22aL1gqFIoj+nrad3a2591mYEB3BeYzIULI/rYcQf5Mv0XpXhKSEQfe2cRHQShO1obUWbwNSFpyfW6ajjzHjRyg1ocgL2tbStjVt17Jefc3seEE5yugay+vHzziYTVBS0m47uuh6tP6uSPHB4mwgxkTnPc4niJBCorEd9abBt5IuTjk5+JjTg0cgM2ywKKV786+7QoSOtnJAwKeeIh2CpzQGkSwpyX68w4Bh+Yj33/33uHX6IeVgTF7kWBeo647NZkO1fYGU16TQoYTGZDlSJbTMyMoBUmu06kc8RWkQShC8J8nIMJX4tWJ93dHYjizX5N5xdFIw3RsQY04uPaN4gV6v8UGzubKItCWMHyIGU1ANhAaVa1YLD+EM5RuyYYGko63XuE2iWVXM7xwyOTjBSIdRAqMUiDWH9w6prp5gl88wc4/Rc3S6xmMRUeFdRBYZ5cig8hIzfovuzc9BSKSQXDx5Rt146lZwsQyMjufEbkmmJS9Xgdy37M8HTCYFz153bK6X/N67x+S5QfgJ640nxD1+/myJygVSCrQ2JNnTfoXMCE1DfRUJmUNL3d+jRY1tAtWqpigUwi5ZnV+Qj04RXkC1QLgNob1me/4cOdfY5XN81GxXvfqi6xTi+rrvnmQ5fruE6KnbSBRQ1y13jjPKoHEbz7a5YSUlq+IhqRhyZw+U2+Bth5RjlBrTbTxGC24dGFYbzWbbMlMJmeu/PiOeYXnEzeVTpPSEIDiZHVA3Ha/PlyzWDXVjsS6CBaMFsjTMZmMMHfsjgyozCmXwYUYpG4QLqKh5e6iZTwWDzHFVSQqjWFRbtl6jtGQ0UmRGUGvDQZBcv1nhXcO2TizWFWWeMRwUeAGua3l1WTMa58z25lzebNFK413i1sM71FVFOcm4M79PMTAc7B8wm00odYbJBbfu3mKzesGdO4+w1YJ6u0IEz2bxCqlgs64Q5ATfYPcz2tbSVI6u03QtoAq6KNnUHV0UtLbBh8R625AQxKBQWe8ckVJglGSQS7KdEE0qUEr2mYDgUfSt6VW1QZMwuektsyH183wpWDWWyUChdQYiIOk3hQBS0khAuAgIXIj9Bg+iZ0fQ5wyS6N+fYYcg/6Zegn6NtcgzfL3hX/7j/5wvf/Zj8ixnMCqYz6bMp0N+7/t/g9/94fc5+f4f8uLJU16fPcfVjlcvnqNURt11GFngo6A8eMDBrbu02zUpWtquYbVq6LY3vHn+C5QKXLx+hbUty5ua2fyU1XJJCivyXFGWXc/JQVA1jgwwSpJlguBS70nKMm4qzZ//7JwP37bMpoqbdcdsNCaXke3yAm9bRsMBIjV0raYoMqLwaJ0znw+pqhqpczbrDTFdU9cNw7InEJMCRgToHCQDKdAsznDqZscXmZBipF6vOHqokbofESTbC/1ShPXKs7j03Nov+vswgXMBa13f3dAwGA24Xr1mNA3MDkZEOrTK+mBm9HjXL85G0m5dvhcsSqP6TRzZm78jAuv6EG0U6TfQQSH7rSgbbM8LwiBFhtGSYBV1nfPBvY+Jfg+jC4yRLJYrbIT1zQWerzk6ESQf0E5xenRIkJ5t1+Kt75kl3uFdR0g98da7Xl7oU8S7/nwtYkQmQdvWqDhhnN/l7QffZ7p3gveWuqsJqSPFFc7eIETsQ+0pghCElOhsxPR0I0KSCHKGxX3ee/j3uXfndxgMp2RS44Nn01SsVwuub57gwyuK3CN1n1NLBJTpUQJiV5wbo8gyiVC9QVepDJ8Cg1hSbSUn9/YZpoLhpKA0jtEoIHRGe37DnZPE4OguMRV4XyOXP2Z5UWPXE9Jggu1qfHcB7ZteZTAYoaYjZGZInSWbzhAayAxZkaFjA5sF6BFO53hbYZTHxAu6uMT7Ob4BqRQ+KNou0Ngc4zfEZoFdn9HevCIiGB+9y/D0d9h76yu+/MkT/sk/e8zzlxt+b5jz1t0xvrPI4DgeQjbqNQjRXjM1HWeP33D04BZHJ0NUGelaxe+Xkbw84snZJc4GmtqjhUSUJUlKcB0uZXgSzgas9TROsO4SXdci68jgyRvGRSLtP8DrAV215cWXa9r1Oe6tW7juhidPlry6TvzeexoVC7J771OvN+jC0S0demhYXa9pW8/s7h57ky2DwTHxqqU4uyaO5ji/QbuWXM1YbjKqqmNx6clGkUwnkgtoI5kOFIO8RATBJpT8NhXKN7pAMabgnfc+4tXr11yeX7F1L1mst1xc1oTQW36JkBnBvMx4+2TGaGDIhUSaDFWOITrm+0OSjejQr2NmJmNSbpgfHWO2HaPcY4PuKZjR4oWhyDR7M8Nwm3BB9CCkpJFItFHcunXA+eWC3Ey4vlkzP3jAeFryVuofTLmRnJ+d87vf+R2++vwzMuWZTt9iMp0zmgyZDEaYwlCePODyMmN2fBvp96nWL8gzTb0q2KxX7N85RVFSL18iVEeKke1iDUg8Bh8HVFvFs+fXXF21pJgQSULs0/WehHcWT4/D94C1OeBQUpAZjdKJMjdkqg9RKSX7B3YIZLLYPawjWW5oB57r1YYQFONigBcegUBneke47KBrd6r2PmESQ8QH35MrAW0MUilcCAjv8bF3Bn0Tr36bAzrn+tBdanjx9edMDu9zUs7RZkQmCv7oX/0rfvmTH3Hr9A7WesoSVusl63XD9cUrfArEEInS8OKyosx+zMnd+wyGE7rtli7C4uYNX/7qa5SGIsvYrloWi5rN9qzfKkNyfbPFh4jJNcEnyqKHdSkRuH0yZH+WMZ2UeC+wMXG9avn86YqHD8dYb/jiqy95eO8AowW2CWx9RZZlVNs1lxdb9vbG5MWITAxpBTi3wpgO39bkmaDeNiSdegaLSoRmi8xGvRm4bgisQe9BgrZuqKobpAkkNMPRAL/y5GZI8JHzawc+R5mSJDNi0rRthbUt/fpqoKoqVptLvv29gx68FhXQe2TEjqaqpcD6RIjpNz4pYi9vRIBQiug9UvaunhgDKIULDqM01vUbaLbzOGuRSKQu6Zo97py8RzE4RIvenSV0pIyaVeVp3TNObnukiYhOsVmtSCnSNDVd8gTn8F3ABouzrhf0xYi3vgdThp7rEVLqO470a8M0mr3JXQbjQ8rBkESGqBNVd05nzyA1CNlbz0myB695TV1HMgnGKLqYkef3uH/rD3hw+xOmoxnlICOKRFO1VJsN1zcvWK4+pyyukDqhsl690c81BSqXZLmkHxpphNIkIZBCIdTOw7UjRw+LxP4kJx+NkMHhuhu6F68woqU8uI0a3kZmR8TqhsGdhBpcA4auviFFaJs13WbD9HDEwb199PguStTIYkgKHbqQZIPh7r8ZAhLRXeHXBhcMvlshTIEczrHNkla1GJ0gaRbnDS++PuPBqaPrZhgfKKanZOWc5G6Qg7tkWY4uRlxcWSbW0rxecJVr7r61x94sR0VH12VgBNqUVK1GyMTZy2uGI9VvXeYa6yIy1kzHmrrzVJ2gMA6pBNZIUpKo6Aku4UOk85qbytNFgSozKlewqDrypxeUqw1e7fPs8SVf/fKcMgv87OtXvNkWnDx8jwfvFFzf/ARbOZBfMpofYkYFZlKyPN9gHcSgSC5xvTHkh1MIFl9PySZzYusJ3uPlXZ5eveHi6gYnaqaN5/BgD2FbLpYBVI7Ukq4R9PzqvyYuns+++JK2rREhUBQDLs9XVJ3FuYSQ/bZJpiTHBwUf3D/m1v4+hdEoHZBlSVYYyuTJGNKlSFEEZF7SNjU6UzTWI0KiqhzXVvK6cmy8wKsCdmMHowMuJspigDKaTd1irWM2nVBtLXpQ4rqaPDNMxuMe0hMj48mQr79+zGZzxTvvvs2zr35Cngu0CgR/hLc1x6f3QEuOTu5jcslocILOPKMyZ50ZiuEMqSIqG1MNQKkGLxT5cI3Ek+U5VQvbOkOUQ2ouWJyvua5rstQDerRUvQwNgVT9DD4lv+uuQBdCLwCru75wEILSgC08AYfQnlHRFxRaCw7imLYJ1DYyzRRKiX6mrTQoAQFQHrwHBGLn29ltNOJ8oOs6lFQEpYjqt7uh/0peAmTSFGaAd5YYW3y7pNtcIE8O8LKkmAo6b3n95gUkqJuGql7jXQBKttuOutmgdcF6+xznGt68/JrD2Zzz8ze0IeBcS9d6Ou+ZTga0taUcDCnKATdXl0ipiCmj6RxZTIjU6yKSUiQtePpyw6s3GXvzFqMiISVMZji7MLw+r5gMCx7eKVktryhMYjqdE0iIWDAaGFqvsI1FsUKpFpMcPlQkt0Um32/JCFgs14wnBfhEdBFXL1DaEIODlOGCJBFItiVpi8kTpMhmXSNUn9eyrWF5uSEXI8psiHfQEelqT9s0+GhBJ7q2QaqW23cfkmtDng3pYq9RSLBDuIedwEyA2CkbAiQEPnqIavfO3Y0E6H8eFyxdXeO97bsYCbSUxJCIcUgu7jPeewdtBiidoWQiElE64uMCqZ4ymnaIoPEh4KJn01ZYZ7FhN9rx/aZLdJ4Q+zXN4HYG5ih+83MhFEJocjUCWZDJjOigqz3CQOdbVsvHtJsXGOGRQBQCT29BVwrqtkMPFAM9AG5z+/SHvHX/O+ztHVAOyt7W7D3L1ZbL6zOq9RMG2YIsS7tFtYRRGmV0H2CRoLOM3GikkoBCJEUKckeuVuR5jhSO9voaK3rWB0AqZnSv3zA2K/LTD8liQVo9QxEpBncYTfYJzXPc9ox6E1lXnrYN7N3fp5zuo0zEFPfQw7uE+gWuuUZwQWwc1jlot9jNT5GjC6LcI6wf48iwTtFcXDCdPGQwGFIWrv+c2z38dkHoAkVhKHONLgao/feIagBLx2B4yXe+t8/RfsYXf/KU7YsbvthGDh8eMsyhEBGZLFIVeNshYsIlz5Ov1tx9a4/MSILUXK+WRJOhZJ9r2nYSVWbI6AlEVIBoIzYl6ii4bgPr6yWh6WiWay6HJZT3kMuKx2eP+dlTzx/87sdkJpDpQ/S24d1H7yOqMx6/6pgPHKpQyNwQtcUMp2zrFjPI0K5Dl3sEu2W9XqLUHt1BgdJjlFtg28Sbi4o///Qr9gaWq0Ywvh95/MqyVw65vnzCsi6QxZS8MGDb3ypT+I0uUFbLFatNTTnM+PZHt/nzTyuq1qJE/6XVOnE8HfDBg0PuHk/JZIY2Gj3U6GHBuByQo7G+QwAD1bLYtGwbgTwY0GF4etVRlhmvVw3bYBCjjHJQ4JRktfVELTGZ5s6dI5Cay8sFwSdikhyfHNN6x/Fbt7g4u+T+W4/45a8+Z3+vD3YdHh6zXF1ycnzM4fEem9UbctVRrV6xtz9Dy8B4ts/J4SladWSZphgMGZZDUpIUowWu3kBWECYTknfkxQRiz69I0TPMoBjtsazO2Duec1VHmkVLExNIj5EJJWTPPxEaLcSOmsh/o2vRQ3e8tTgB1ksa61g3lqt1zaQsGWcZe8OCgckYlCXb7Yat6xjmPbreeY+SetepkX3XKQpcP0In0RdMKSZa55DaoYzhm64J7Kmnkoff+oj/5D/5X/Hy8y/5v/9f/y+Y4Yi7997mzv13uH3vFsPBABEbbLfl+vKC7tkzooftdsNy8YqmbQk+sPNPE13Nshzw1RdfQYpY70EkBuNZP4pYrhmOhrvgs+Tg6C7LxQ2N3SKk6j0yne2lj1oQgqAsyh1fwbA/M4CmtT2F+PWbS+LxHl8+21BVEiNhMrpkUAoO9yaMpxOyYk4IHb7J8GLRv0StR6Wai5sLylKTaU3XbYjLLZPREBEhNBUiK5ApkJJHiIALgc7WiKxhNJuASMTg0doQEXRtxuXrlkztk5sCoqJataxu1nhvcaGldS2trZjODKbow+jGZGxWWzrb9iRZes8M9J28gOhFhFLjgke42L8UpCbLDERPih7YrUKHgET0ckPRv/TrNuK2+6jumGI+Q5miJ32qSGgsbbPl4vpThtMVMVloMxbbDWu7pXEt3nVY77HBY0Ofh4kuEOJO1BcjRIEIEhD96rXUaFEixCFCqx1QMVC3a5LybJon3Fx9jkodUoJE4pHECApBIFI5T5FKClVw6/h7nJx+j+n0GJ2XSNVvRS5WS64Wl1wvXpCbisFY7A5rvnfraNX7cQz4aPEuMh73QlC1+zmJoJIAD1pnCOkJViBjDkZRX6/Z+IZxqJHDjICi3byhzAL5YIQSOTI53PYaMRoQVc7i6qw3K4+PEeoAaTQqPyQbv0XHGJGeQ8qJ9g1t2yJDxK1XqKBRY4N3CRtrmpvE4PAO+fgEVc4wcks+2mc82PL1j1aYIkMmjyhuoYpDpBnh2yWhvSDFiM6GzG9Fvv0P3+H18y1bp0EXDMeRgz0BMWNSR4bDgtZFXOOYHc/YXq1plje0laN1CZcXeDngzt0pPgmWy5qyVMgUEFJibaQNiuW2YnOzYTyQdNWSwz1H4z0xOrLSMBwafvC79zi9d0q1WjPPCkb7c8zqGb7tSGKPi/U15aoG11LO5sTcst60zIcjiqkGZcgnB3TOIshIZoSQBlJH3TS8uXnJg3t7zCeS5umKx282XFxd8De+/T5JjxDS0zUrCBlHk+zX0/6/1PWNLlCElpSFYpDnHB0fs39WMxqPefzsBYO84Giv5J17+9w62CPPFUoqdJGjBwXFMMdI0MURyTbEVKHFNYOZpqpb1p3ARsHs5IBPH/fbOQ/vD/n6siOpnLULeFEgs8T+3pSTg2NUlvOzn3+OVIqiLJnOhjx7dYaUGetNizEjQLKt1lC1PHxwny9++WdUmwVCSApdUK9vCI0EfwNhy5233yO6FafHb+GKDUJ6bNiQDQzKF9TrS3Kzx3DvGN9GdD5ktWzItICoMCoD31NYjw4nCK1ZVA2Xl2tIApkEPkZCr2ZFKYHwsZekSYFM/QtWi7CDpYnd4UjgvWPrPZumVwKMq5LZZIhIEi8lK9uBkuSqP90h1G7LQZGkYkdH6TskUuxyKHFnkXVo78lCL8X6pl5SCpTRfPid3+Mf/aP/iMuzS8bTESbXjIclmcw5OclRGqTZx4ZD5ge3yIo5b54/4+bTv6CpO6qq6gFPoT/xSyHJPdwsronOkkSvHRg0Pb/G5zlCGHKjGI1K2s6RhMEH0Nr0P5fsIV0KhTSa3BgQjqoO/RjPWZarhpAC+7OMy4slv1xWvH1vSNd06Ezw1smI06M1h/sD9qYL8mKI0xlSahL0nhrv8F3L9bZhfz4jU4HgAk0DSkhSsDjryZWiahrIHNEFXFcxnAjKQUZS/VqvFhKVDXl+3bLdOO7sT1FK47rEZrUlBItUYhdCXVPVlzx8b4KQHh8twgm8a3pYXYrE1BcfEH8jrMyUwWQ5SgpiCGS7ok1KhY++FwSK2GP7RQLRs3oS4F0iun389i6FPkZQEr0E0bt8qm3LanWG908YTRu6pjfTbl3Nxte9mdy5/u/xAR89wfah/phE76jamb/17vsko0BGg1anDIYf04QrQjRYm1iu17Tda7ruZ7j6HCEcQktSFD1gDoBIQuF8hlBHFCpjPj1iPj8kMwUpgvWOTbXlenHJ5fVLtKgZz0pskBgtyHYuH1S/tZNnhpgylJFoZdB5zzRSUkKM+CDQuSZhETSMDmdMDwpSjCzebPjlTx7zO9/KMfMDEhopJLIYo2RAmQlCDJBCkw8PEIVkcryl6RJSGJLvEHJLCnNsdYGzDWH7Jb5Z0Kw3VCvL3q0DxMjDYIoLni4WLG5qko/MTu9RTB5hsqwX69VPKIzg6M4cPSoRaYO9/jOE/kOwLa676d1ibYXUhtUicnOxQQg4uTVjaCDLHTKLOKdQIzgYjnAuobSmbVu+/vNz8jwSddEXg5uONm3J3p4Ra8diW7PZaDIFxSBjW1teXzS4qubhwylFWXDVFkQbSV4x3huiYs3d23vsHb+NKRQLPaStLO3qjMrWmDpy697bPD8f89XTJ+zvZUxDQnGDGkxIeoowEWwHSSE6SLElBo+3jtRVrJrE45c3jA/G2GvHo1sH/OrxJcsazlYbxkMFVEwmwx6Y2Px23fBvdIEyLAyTTKCzAUYNuHenn99fXF5w53DC+/cPOJpPkKI3/ZpSoYuMrMwoshznWmaTY+rNDUHkkAR7uuXmpuLl1nAyTzTWsNrC/tGQ6XyCfXVFNt3n1ZuGrATRdBztz5jvHRBkYjweM5kMGY3H7B/u8+ZiSVkMKQcDrhc31LWlyIZcXl3z3rtvk0JkfX1J067IVEDgyTKDQDAdFGQ01JsvWRQakZ0io0SOFEhBZofk5QCVCbJizOPnX3L73i269px1u+DWrVN8KlhuPc5FrAWpJJlRfRUrdsRW2YcAUZqkelCT9QF8gBCRog9RasAIwbAoGGa6ZyUIsDHhY6Cqa1yIJCFJCWr6B+wsLxiZMUopMq1obN9Wlkr1I56UQPYI80B/Kk3Woo0m38kDv6mXot/e+frzz/kn//zfIJoNMpcMxjNmk5IQPcPxBGTJalnx4sUTLi7e8PLZS1aLJRcXVyxubmi7rofkiYSzliwvaFYrNttt3y1L9J6TEHcjuYYQPCcnxz0pGMjygtneATEGqu2a6DxFpjmYn6CyGY3rwDds6hvWmy3RJWJ07M0Mo1HJ+fmG7dbz+qLl1lFG27U03nGxhpt6xdHGMR8vMUajjKEoc6yzxCAZFJKqaqmrLUpqUoq0TU2mTT8uaTuUKVG4XeA00HUrjvZMv/mVFNuq7lk8GF6/eE2ZjxiOS0xhCCniU0Lnmrqq2G4WhGTJCs/h8bAHqYm+YBIy9e3zIHFdL9/rqcWQZL/Wi1EImaGEQpveGWSd61fGhcQFR0oBKfstqRT7XIhzGuHvkItTRsM5Psm+M+MsF1fnrKsLLi5/jMrOaOyCcTFg72DO9esV7Q7AFlzfLfI+EAj979QJYtqJ/IRAxh0CUAmUUIg0YT7+Fvvzj1iKX1F3lomLvWHXvyS612hld+A1QUwRrWU/xkoSyYC9wUPu3fkBmbYQHVkWMFLSdhXrdk3TbLm8OWOzvuBoP8d6QRSKLDeYTOwAdwpjNFmRIZTBaLWzdmtUlqGF2mEL+o6LRiPlmr1bB+wfGkKUKBraVUvXtHR1wK8WjI7mCDVAaEjxHClz9OR+nwFJkrxUWJHoNs/RYoIUltj2+ITkI7G9wL75gmplWC81upxRjvZxdUXd1nz25y9oHXz3h+9TlkPK4QytQYi8X/L1ntFsQdNt8Z1Bs8Cuv0IKiML0FmDfA86a5YZpFji4c4IZj3HW8stPN7x8+pr1osbbyN/4Bx9w684JSSo6e0XVJeo2EbWH5Mj68wbTkUQXsK3h5mbFZFxw5/4IXUn++L96zvFYcflVy+mjY9TgLr988YJbtyZ9t0VOMClH6prcOfYmJ1x7y6evLNW24e5gwJGGD773bbbNPS5fvmTTVdy9dcjkYAY0OCcwxQihFbHTRNsRmrrPLUbB+aJhbzaiS5LXlWTtW2I5phgLNpsls7sHeJdzvD/h+maLku1vs8TzzS5QHtw9wAXISejUcfvWHn/0xz/jeF7w8M6U44MJmcwRUpM0mDzDDHLyoheASTUliUg+HOOLHL8NHEzHyGKLzDx6lrO47JjfPuQPfu8R/8W//RRZTJHzW+jNFXsDgZUCK1Y76RXcv3+XEDqUzjCmZD47IMtzRpOSxfKKzWZFphVt0/Dm7JLTOw9ZLJ9QFv3+v1QCJR2Zgbrbsi/m3Hv0iLrakMKMTCuq5ZYoAqLrQGQoI7DNisVNy2DccHO5wXY1s6kHLVFGkcg4u7jm2asrbhYVeZHvRgO7xL3UGGXQWuNSh3P9hk3qffR0sd+6MUKgTGKSJAMtScljiL2vR8h+FTlGYgCXPL5NhKzFhcBgUBBJhNi3rzvvd5ZUem7MzokSSYjUvyhaZ3t3xzf0Eplm/+AuqWv5kz/6Ez764CGT4ZiLF0/4xavXBCHJzIim2uC6hnJQMj045PD2PdbrBmPG5HlL213jfT+W8M7SWEvnAyH1YUcpJSommqrBmAyIpBSoqpq2bdHaEEKkLAc09QYpEvP9A6aTGaUZ0jjL3uwOZZbx5vVnbLdLnHQUSqNN2G39JIYj3a+kC7h1OGW1rXh9XjPbG1DXNYuhRqaGw/0pg7JBKdEbcVGUhcF2HVnWB7MTot/0IBK86zsEIfagMCCELbN5CQKyLGM0GhNCwIXIdu0YD2YYnSFRfYfBeZAS5zu8b7GhpdwTTOZDsiLDmJzgI8qY3kqcYp+1EgEQCCHwPpIkWNv2o0+TEZPChZ7xE5Pfbb6wQ7RLYupdPcFJopsj3CmT8SHFYECMguADN4s1q8Wa89VjqvpX5MMbXNew3WxY5xvWTUvXOVIIRJ9wPhDCbostpJ2fqs9rCSSaviOM6IuLyfARd299wnh4RGffICsJyaPNEiFeQtpitCTGRAogkyAFRdQSzZjZ+CPunPyAyfgthkPJzfUvubz6lNPTj+i8YbXZsFhesFifMR4qkkhsmorhOJEPcrJSEW1EYsiyvOdpSEgkhOzJxb3Cot/CKlTWF3uxz/4UowOKk/cJsf/9ndxd8uVXkosvzxnfzymmxyQnQBbQPSeaCUmN+85r5/B2hXOShEdlDUIbxPIzEF9DhFDd9G6ikLj9/kOmp2+ToqfdXrNdXvLl5wsefnCMiSuE20J0SDMjBkeMgugDXZNRLdaY6aQ/XMVEMDOi6EdHQee0tu9LmVyRUISYMJnn6slr1s/eIHTGnUf3mJ/u412HVJLBeI9b73zMi6cvsbZhMs65+/YJ44lhNJKkEHn7W6dcvrxmVHimY8XjL5f87g8e8sHv3AXb0K5rjooRVed4/+0x65cvUfheLTA8Y62nRL3hdTPlyzfX3D0ccudRyeHJIXZ9RZY6bn3vEaFZc/XlL3n96S9xLiGLgtsfvcfh3RMcEW0EmRnQLQKXi4aLVcedfWidRucztl1FbRMhabwAT+SdDx9xNJ9ykD9n2425rP+abPF8/K3foWlrPnn3Af/ZP/4XfPDR22Sx4e79PY7mox6iJCU60+hMYYoSU2ZoZQgpMdk7YTLbw24dgS1mqBBySzE+YmwC5XTEbHxJXiRODvewAeb7M0Iq8EFQzk8ohUNtLeO9EV8/fsLJ8RGXV1eUgxFaKwbDnJQERpUUeUFRGqrtEikdZxdnvP3WPRYXvWsn+YTOJZghs/ldBpMx6+2S4fg72OYV0BDFgLpaMp7PkUoR2grXNXz52dcMJ3ukGKg2/Spz0zhmRwWVs2y2NWdnN6xWDTFGRAKjFUkljFZkJkdpjdIZKSWk8iQfdiyEiBCpHwUl6GKk1Bl35/vEmGhcS+cdtbN9foSIEzsBYAjUIRKjA4Ykpagax7Zu+lY5u82EGPvgYgiInSPFB09nO5yz/63dY//fXFIIprM9fu8Pfp9Cwp3bx5jygOXlc54+e8rqZklZjjk+mfDdH/6AW7fvcnl+xZMvH/P4F59x/uaM1XrDeltTVw0h2r4lLwTe+z6P0KP9gL7Ic64PH/bwMEXXebRWdJ1DCQDHYGAYDfa5vlhSbS1GB/amGd6uaPWUGCMP7j/k6yePiSlSbyNXsuP62pFEotSKN28aCgMISddGqo1Di4RPkXFRsKk9nW2Rsu/AJUCqHCH60Y/Sut9CsJ7MaCK7zbIdliqEXQB7NkPryKAo+3FgTGRiSPCK4XCELnN0ZmiaiAuBKDzb7QahJG1dsT8UCN0PMX7dOXDe44MnxNB3QQRIdmj3JEhRkEtDqXOMNgTXW49TCoQUIPUGXYkiBt97cULC2wF0x+Rij8l0hDKaroZq3XB9fsOmuWa1/gqRXdD5qgcW+v77mhIE70gx4nY24RgkRPnv3CUpIWX/e5Wo3pElcvLsFneOv8XB/hHDwYxXrwST0RiVdWBfIcINRiYkgqDAy/7eDGiM3uNg9i3u3/lbFOVtJCVFnvHo4R6vnv8Z529+ghne4vpmw2p7STkQjCYFSThiaChKKAclOhNEmVAyQ2YKpUVvvybiUiQXhkxJfBQkElmme7o1qQfhyYxIIHRnxK4mH2mG+yMuL1rc+YLh0WsGw4e0IsN4iXAtMW6ICpxL2HWNdQKxf4iNJconxLojugsoTwmuJBV7lDIyPv2YbHoXkXr7r5SeP/x797m6qIiLM8S9d0ndGbZ9SRIKt/6S+vIXLJ7fsA0D0usLyuO75H4FOiGKGd12w+rlK64vWurWokTE2RqKvnv0e394n1enIyYnc5TWLF68hKQoR0MG8xnf+Rv3efdbE7rWgR6zeP6Yx3/2K4ToPUYHx1MefPdjJJHkKx59OCSTS9o3v6LddghjGJQF3/3dByx++WOysMKYBEoR6y1tumByH7r1gg9ulfzw+yewfMnlj35EsBs8hnT3EWZygKvWuLZisU50vmJT/5LBaAD5BEzCdy0bp3h+5emUwU+PeOtwzpcvKtrW07WWYWH44J0ZJ0clV4s1xm/YXC1wagD8NZEF/vFf/Jjvf++7XFaR+w8ecH3xmtPDktPTOaUu0GQoo9GFRhUZpjBopUgItNIMyhERxeRwSrIS5zTOwd6e4HBfsF47zGCI8RV122HFgHffeZu9o1MePzmnEwXlQDMcT8myjDLLGM3mXF5fU46GVNuKrmvJMs22qpFKoZQCAkoaXHXDi6cVKvVcgOGk4PBozp37D7j/4ENi6lhdP+PVsxeUhcC3DVmeo1TsV1erLQFHvW7orGA6H1OOcvYO9kgx4aLi7GKBVEOctUxnGV5nXH/9AhBEKftTWExkUvZrxCiiMEhlkNKDd/0JWPQbD1JIjFAUOmNcDjDK4EMv4tq2Ddu2xvqO1lt0DEQhkRJUijhr8UJS1y3euv40KNKO4dC/YKF/eGohiTFiXc+B+KZd/WaF4Hf/1j/kf/m//t9wfbXmn/3f/jPOX71kdX1JYTTf/oO/y62jY45OjhgMhly9fMKP/vX/i89+8QXbJnB5dU4XegJnkILOBpQQhF/rCJLYYWpFP+LwniRS/1DTBusCzvdjIe86ikz1670hMj844PpyyfXyBqELpvuPePvtexTDff78j/8pTx9/hZQlMVom4ymbeouL/Yu+aSOTsebxC8vRTDEc5SzXNSkF5iKw8R3eK6ZjjZYJo/tVUxktxiikFGR5ifcR23lCEkhpEEIhjEalDNe1TPYKJtMhKvMkIVHKIKTi5qJFxp67MhwXZHnOZr3Fh0Dbbgm2JhKouxWTyQjvW0zSvbE49Ah3QiLuOiFiJ8ZLvyn1+kubvtPaf8YBHyDFPjMVIwjRF9UxJoKXpHYfHU6ZlDPyPCMJSdu1LFdrnGuoqjMQrwksca3FW9sXPc4joujHETH237dED4ZL/ZgwAqgeCpZST7cVIsPoYx7c+QNu3f4EXUzRedFD3FxN8hucewmx6WGWUiNSQGhFQKKyfQ73v8/d23/IcHKK1gVKGkQQhJQxP/yYl8//LVX1M2wryUxGlhe46ImpZjiKTKYZWZaTGYUTobehq4jWPVE7Mzkik2ip0UqijPwNoTfFBMkjAN9e0twscZs3rF89o91KhI/s3b/N6mzB+bNrsnLCcOyIZoKOlpgagnM4G/BRUC86pFmB3SJShvQGvxWktiK0lrbp2Lv9iHx0QDm9g29v8O0eSi84Oiq5Plv2Af76mpBJQqgQMsfW51hKYpazeN0RTYvvntJNSoKtSGpIs6lpNo7NqkOVA1SpcY1HpYYwzSiGAx78zpj1+YKf/etfUFUdIQmyMufDH7xN+d49ZOzHdUoHVtcblteOMtsjqYauPufkg7fZu3WbrhkzLzquP/uKZnEOMZA6ydXVmsOPvsX0+Ij6xQaPJSSD7RxRS6QxfP9338IUGSosefGLF4TumtBFms5jw0tOP5yhJkd0VzWdc9RdYvV8yfAnj3nwrXcIZcnr1xVnNw3PbzyNHPL0xZavzhL78zFKGRrvmJYC0a54+bwmDPapbxqczZmqNZjJX/o5+o0uUL738btIKVivax49esCLr2+YFlPKIkcLgxEGlWlMkaGzDJ0ZhOiDZuPZId7X6KJkNChxssB2FimHlEXDZDLn9flrytGc0gzYdoZyMGa+PyPLckye43xiOhvjUk+aLPOSZtNjyY3JOL84J3hByhXVdkueGUgJvTOITsYFJIvREpMZxtMR0/mIID2dq5ntDZlOvsXi8msyZehkYKYTW9efZNerS0IMXF00NE3FenVNZyvapqYoR3RdZLld8frNMxaLFcfHE5rYIJLsBWcpkWeKGHpjrTB9G1bvZsZO6X5jIAEi9acNJGpHeSX1wVYlNaUxGJUxygc0tqO1LdusL1ZC6jslzkUa3z+YVerBcL/uCPQnqT4ImHYjHiElIfhvZIHy6+vxl5/zr/+L/5K92ZzJqORXX3/G7Yfv8zf/zj9ApMjN+SteffkrmnXD+YuvWZ9fUxQZy826F8J5T+02NG2PiBe7MKZMoHZ+nx12gpDib34nadeJ8M5RVxvAQcrR0lMUBe9/9F2++OoFnffIFLha1vzwwUeE+gKpc6KwjGa3CbbBp5pNte4jSSHS2khhoesClyKRomU80rw+6xACTg813sF62zDIBc5JTC7RUiJTRKuMLCswGUjhcM6iTI4xBaSMbS0IoebW0Zyi7LdpnPdUbctsPOfxVy9RSTKZDCnLghAE0VukDLjYEZKjqreEtObo5BZqx4CRQhDxxOSJ3hOCp781ZX+fi17fIKUkzwxK9bkJIfvRgIgCIRUhBATs/hT4KBBxik53Kc0hxaAkkrCtY7veUrc1m3ZB1T0liBd4tyV4S3B9gdIHr/rODSGRYkCiQSaC6EcgKfVrzDH247wkDYgpR/vf5Z33/g5ZtodGEmJEFwWvX/+Mo1yS/AKtBHEXplVCYyNItcd08m0e3PvbGHNEkQ8piwIpFPW2paobbpYtlR/impcM8kA0hzhniCkh9Jb5XsawFAgiWvcbkkoLdCZQ9JwWIUXvKBL9lp7UvwY/ShCuH5kRaVcXVFrj10vsckHgiEcfHDI6fgsXCj79V/+My6ePCYczimJEXgpkYSAKurYh2Mj01lsY7fHNgjZ0+HpLdIKkLLGuGZ68zejwpO/iBUsKm772xJHngXw6wAaPsx3bN78k+DVyeIJdvsDFAU5nXKy33Gwtbz+aocYjbBdpmjW2TXhZcnmzIoaO8aMxg0mG7yKb6w5kohhP+OxHT7la1X32L0ZEcnz1F0/ZPzkhm91G1xeoTLJ/fMD58xWHB9/nbPsV6+6CZmMZbz2hq0BJQjSY8h2KUrG9+oKuqrl69pxbH3xANt5j/eJr6mXFcH+P4w8eMtib4aNAugahFcPZBNyKRd3Qth7DmhgDt7/7u8zu3uHLP/4x3ZsVaMPR7RnRgw8dL8+3XG9hdjRnJDTCZDQu5+qmZbW1CJHRJk0qDJdnNdtFPy6dD4dcVR3D6V/++fmNLlBu3Xubzabj8OCI9eqG27fus16+Qqs+mW9MhjIKk+dkWU5SYndqUkymc66uzzk8nYJosS4hZIH3AaUV1krQQ8Z5hhKam3Vi/2iPLDecnV0SEYQkODg4YFNfUNdVv/7YNRjdExSbusJkQ2L0tG3DoLhNcI6s6KmYMcbe1xE9m61ltb3kxZstLrzm5PaCTz5+xCef/A6T/UMuXn1B6zybRUYh1C5galnctDx9ec1ktMfzZxd8+3vfIssu6DpHlIrVsuLs9QXLZUuQivM3i53iJlJkGQfzKdYmmsbjQ8AoidIKHTXaZDtOhOjX21S/1SMRaKV2luGdPjv1GxlSZxipKbOc0pe0vsV5S+c8VdfibW96VWJHFBU9abXX6e3GSKTfrKLFFInxm7fFk3YfytNf/IT/4//hf89/+r/7T/kH//P/BZ/+9Cfo4YzZdMqv/ut/wde/+iW50uAamnrNpql5efaKN+fXuBDwQEj9KqyUCp/6z0fSY2Vk2r3fkiCK3lQcdoyTKAVVXdM1G6SKBNcxKjOcW/LH//W/ZbNekYLAR0vTrvnzv/iUUJ1ju4RQQ4azU0xWENoNophz9eYxvm2wLnBx45iMBZfXlqaJ3DqU5IVmVVnKPDEcuT4PohQqUzjrEfSCyKj6+yQzOcVAst0use2vC1mLkL08Lh8KOtvs8PMeaztSqVhdtwwGhwxGI6Q0bJcdIQa0ESgjcMlRdUvmR4bp/nDneMqxri9KYvCEneNJKdm7eHZcFCklSmoEfefEhd5mLFLc5aR6weXuLkWgyeSQFE7RnDId7ZGXGSEprLVU9RaEZVu9wPlnWLHExT6Emjz9vR0TKYjdftzu3k+9gqDviPVW7JT6LSYpDEoM2Z+9z/uP/h7aHPQd3EJTbTbk+YCmfQlBo4XrWUISvJekpNFiQJa/z9HhD5EckZsRuS7Is5xt3bGqt2yaNevNJTfrFTHAQebQ8QrSPjZIZrPIeJghVR/ajUSklAi5ey6I/hkTku8DvaHPUkgp0ELggicJT9XVhBi5eXJFeLqm2TTUrmD/wYjBKGcwvY2a3OXOx9dULz9j6dZkg4rJrX1UsPhtRew8e7dvUeyfIM0Au15QnT9juV2zvGzp/JqTBwcUA4GQEWKL3Twj+S2+/ppUfQ02cnrrgEIFTDEhYQjbhIjgxIj1csWLJ2v+7c8WrDaWP1zVvP9gQZYX2KjYrD1P3lzz7NmSGFuss/zdf3ifMFC8/nrL3tEeTd1xsWyoIgwKTaYiA5U4eXDA/N4dqotXSCkxKnH7w3vE2PDi8z8l14qHHzzk5OF9pB7hYyA21xSTGZuLFdsqsllHrEuk5RJbLdl/cI+D+8e4OCAzDtwa37TIgUCbfglj7/b38MsZ2/pPkRogEL3DaNi7fZc/+O/lXL14w2oTGe9NaFzg5ZMFy43n6O5DVu2W1TbRVgEpLdWmQomMQRbZtpY/+tRSZprN5pJiMODiRpBnAz6a/jXJoGxqx607D7i8eMHtu7e5edFQDEfgW6TQ6LyHBmmj0Ebh6R/cWqkeCa0LxuMRq5vnIIe41CCVZrV1KGMRpiDLJLmZ0kTB/Xs5WVbw4sVrtMmo6wZlBixXK8bjCcPxmHKQ43xkWObM51OcT9RNhXPtb1Y7pYAQPF3nCCrDOaiblqaxhLBBJMEXjy/4xaePWV0v+MMffsKjdz9htXxFYsWgmOJsRTkbUrQDnn39OTfrl3SdxyXNXhbZNo7rm3OWiy25UiiVOL+8oWlalEqkJJH0DzyMwHYRsdvKkVJilcIY0+dIUvjNw1NLQaZ7nkXf6o67vAM7MmwPbdJSMZBF7+Txnkbafp1TKjZtg4v9LP/fFSmQdoWLFztDrIAk5G+V+v6rdKXU52jWl8/5+RdfMz9+xGB+yuvnT/jn//g/x1dbbs5eYHR/4ry4uuH5qyuubla0rttlEfrPVIqed9Fa+xuRm9r9GYTApl7wFkh9sUL/ghO7F6pIkbZpiL5DG4ExNeWgoKo7UkpU2xVPvvoVg0zhmg4fLIuXnzM+uMNkfsz+7Q+5/fDbvPj8T7l69RjrLJXsi1MpJG8uW05PDEomtrWjs4I8C6RpiZCJstCQJDJJkuvokAhpmM6maCOpNzW2C6SUUEqjc8FoNuhpwvRjjyLPcU5SbwKH0zFgsI3k5nyD8y1C+55TIiI+rPjgo1vkpSHFiG072s4SYm/M/o25GFCKXr4ZOvrMptoZdvvOX9zdqykKhJAIEXZ5GYkSGYU6oA0nDPID8jwnzzUhSBbWYruOurmktl/ThZfYVPfFkRcI138Pe62oJIXQfxHoR05Cil5omPqOQ5ISKRSKglzf5d23/iHHR++QFQWjaYGLHb5qycqEUh0yBIQWJKmIQZOiJKYx09FHzA/+JkbcwugRmSn6Z6J33KwWLKslm805m+0TlF7jQkYSIxQXJHGOVvnOF9R/Z6UCbfqfMaSATAIZEsR+C0nEftzZ1rvsSaFx3lF1NdfVEucd2WyfaqV4sRrhleYkswjpEApSaJiNBOMPvsW2SlRX5zTPrsnLiK89s3FkNHqA1Hvk4xmTyZzR4SHju89RP/05tY3M7txmMCqJy58QaImyIHqLXXxB9B4hZ9x7+CFZbghuResMDAu2q2uWZ0teP1/zL/50yWUV0XnGv/qLa558AScHBaNpyZPXNVebxAcffh+3ecbde3v4SoESjCYDorekKBiOB7Q+cOvwA0J8xcHxiPe/9w7UZ6wubyiOblP8f7j70yDbsvQsE3zWsMcz+ux+5xtxI24MGZmRkzIilVKCEKkCUV3VCCuzbmsQbRRmLUvJjOEHBo1ZMxio4Udh1maCX5ioKmsVZmoEogQkmlNSKidFjpGRkTHe+frsZ9zTmvrHOn4jskQXCpqmyN4RHnHv8ePH3c/ZZ+1vfd/7Pm+iyYqEmy98lJvf5wihwRuBW5ziVEPwCpWkrF2+QDnscXr7Lr31bXpaYaqGNEtp5xWJqSl2MlxbxxM8BGaHE4YbCcWwINsKrD3d5/Hx+/DGILKMwWYfUy0wxtEvE7afeJpx3dA1DqcFp8uaSxd3uD9ruHvUkuhIo17f6LNzyXJ4pnjl7jLqgYKiv17w8LCmsh1Fv2ScvbeS43u6QDk62ufmk4/x4O1D8uJJyrURTXWPIBKUiiMdlWjU6mKKiwuNEJ6To/us71zD1Avu3XnA1vY1JmfHJFrTGmi6KNxMs5wkKzBnZ2SpWiVxNmxs7rFYNjSdZbmY0S9K1jZG2M6wXC4BgXMdJydHKJUzHPRwrlvN40PkCwiDF5K6s7QmROW59Cidsb2+xqd+9JNcvrDL/QcV7//QDTa2RhTlktFoAxE009kpk8nLjIaBqoqL3UtffJ3NcUHrHPNFHUcvuaRfamTrKFJNCAFjFF1nWSxq8rKPjqsNzluCi0WB1pqQJEhikRII5FJRJAlp9ODFsGG/sgqvdn6R0BlfIxFiWzlTsRtiQyAIQdW1GNtFoaxf5aDE1Hr0SvgphERqFTN+vkcP7+Hs6IT/x//t/8r/dOW/Z5DmzE7ukQkYrm1jmwbXNiyqOWVvSGMsUmqStAAPvquAsHJsrMZfPHqqEQhSESWehpi4a12H8gprHVmSUA4yvG2Yz06pGwM1COZYZ4iYPIHrDNXskGS0iyMhSRIWy1M6M2F9FG2fmzs36D37UQ6HJSeHd7BmQWdaRv2MZeOoFg3BSqQOjHoCX0tm2mC9oTOBcb+H1hkbu8/jQoWkRkjI8oIkLWjrjvm8QbmUXj8l72ucNwzKXiwcSDk6qGiWoNYzghdU84Zq1hDoCElNCI6uaZCi5uKFDQQBqTTWG7IsYVl3OE882QKPtDsC4uhCrNg1amXL854YVyNJEiLcTcjI+iGgVEboNghmE6VLrBdkMnYLQjAEVzObvY3zd+nMaeSahMj60d4hPNEGfn7yhwBBxXUqCIKMnTE8q7FqgpLrXLv8A1y/9lH6wxFFqUB5pmdLquqErrvL7kaCUqvOo4q2KxXG9NKnWVv/OEpfYVCOKXs5UgqM9cxnU9qmZr444Wz6Bnk5p1lY0qwP2RDbLdH6iNF4yHCgUakgyBC1KWmKjIRMbHBxVOIMi67m9PiI0/mSZWtJdMJ4OCBNFNZ3LM72GXWbqEFgOPToJ7eYVoJgbmOXmmZ+gDm6h0w1xegi+U6PwZVnmO4/4OT2t5DtGZce20D3Rqj+CJnmMZiTDF+usXV1l7PTapWa3kUa6+IWWEc7O8JqjWkKBhefo7f5JEIITH1EmNzl8MExb79xnzdfO+Gl70yZVJqd9QFSLthYT9jqSy5cWKO3NuD+2QE7UnF2+4s0dcNbsuHC7uMkKkP1c+YHpww3+3zij7/A9PCIjZ1LyPQSSVmSSo83NUkeXV8yG6KLhPb0CHxHMhjhnKOZPUCkHQ5NubVLrxfob26xtrdNVzd4r2kXU9AaYzpCEGQB2sUEnZcYE6NEnE+wxpOmCf2tNfobW1gTizbbdcyXdsWkCkhjkEoicwFLT3+4Rq/skzYTxmt9losOoVKubynODioubeQcHRnmxYA1OWc+EaRZEq/B1pAEDxR/4PXze7pA+eQn/wiTk9topdA6qvmlikFzOk3QqV7NOwPOeyBeDDtXgUjQCh7ceZNU5+R5Sr/scXR4gLGe2WKBFSkgaY1EKhGtjKJDSkuWKrQaoASk2jOfnXDh4iVkXtA1DQ8ePCQEj5KBra1NHtw/4M0336QzHdJ4ZFHSdURAkpEreBY0nSNNEj724Rt8+EMf5dd/9Xf41te/ytraf8n7P3iJ0TBhPBqCdAx6m4yK59kYj/na730TIVOWTcqXPvcNppVBIOilcWcmQiBBUegM74nkURQqSSBAmiRkacZyWWOdBa0jw4CEkAisM1hrSKUmT1ISrfEx5hghIpNBrNrSwMpaukKJh6jmD0AiFZlKcDpCssxqhCNWyDax4jSIEHf/8txO+T16hBBFrcvZKe13vkxRjujaBdLDaL5k2BuwNl5H6ISzyRlKKZK0oJR57Ia4DuM6IJ7DPsQC5R3jdUB7TyJigeiJhWXZH8Kqm+JkQufiwqZ1gmkbZtMJSbpK5fVRR+LaFO8so7UL2GZGcC31cs6tN++gxAOoT8h6Ywbjjai9aE8YDkv+j3/m/0IXUv67v/d3ODl+G6Fg1A+kiWa+sLGwchLpWnb2rvDYcz/Ocv6Ao1v/Aq0SVFKA1KSFIKglxw8so2GBVo5UJ/QHA3wQVFXg9lv3waVIleCBzhiSVNNZEBpM21JVUwZjSdbXSKVIkxzrDGmS0nY1rfGRIZIkdKYmEAWwUojINRHggiW4Vcy98yQ65mzZENtWMkkj7M316SYjtB/jjKQTnkQbOmfovGFpj2jcLZruPp1dxpHO6n3jPXG0pAUr9nyEIIrYPfFCxZgEIdFCI0RCCAM21j7IY9d+gDRbI8kSVJowm06YT86Ynr2FaW7RK89npCp2IdWQLL3J+vrHGY2eJEtKdBIzUmxnqaqKqlkwWR5wfPZtyvwEneY4W7C+toGQEivWkZxRzY7RyS5BRt2YVNFRJIgJvMJajhZnvP7wHm/fv8+tt+8xPZnSdTZ2rBKF1JIsV1zdKnnh8R+gqyuYHWNcw2SSUT9Ykj7fx5eHCGvIR9uI0JJkl1BlhpcJXraoxVuofA2ZDhAC7PQ+Kk8RuhdFxGWGfnifszeOYG/EcHMLleZ0YUbje7QLQTZ+gsGlD9Mb7WK7CusEgWPOTs/4H/7l23TO0dclP/zJTzDY2uZzn/1FLu4E1oc5exd6LBcWOT8jFy25lhSX19i9McRriU2H6P4audMU40CiAuPRLl2zYL5/wMlsDhIGW5ukvQFBdth2wdGdA5ASgcEeTcj3LiF6I2SWoXQC0rOc1ghfoRMAEzOHUoXVJa6e46XEOkNI1lC9EYozilTgRYL3KbPjU7K+Qq6Iyt5YrE9BJChtML4B69B5hsJjuyW9oGOnTwSapmV9oyTTgd5ozO++PCGba/brFI9BCE8+MFze7jGrJWVZ8OSNIe2s+QOvn9/TBYpAMJ+d0huvE7xhWc3RqY52XR2LiuhedI8WAx9cTCnNeywmxxzs3+XG0x9jWS0xxsUALimomoreeIgLimq2pJlPyHtDjK2xbSRRtk3F5OQEXI0Nlq41tKZCacnZ/gN2draZzyvm1RKVaI5PTnCmjU4i0UY3UQqDcZ+1UY/T4wlKCz7wgafZ2hjybz/zG7z8ylucHp/xm7/2Ozz77H8DQuF9nDPrpEeSCT5Q9EmSwMnEUC0r5pOLvPyt++Bha3tMUzVUrUemnt4w4JdwuqgZ5H2E9DRtTZYUZLnGdJrGWPAerRQiSZAqxTrLYj5HCUmiYws8rMLWzjUo8X+x7R9WHZU4oIjlSTh3I7z7NVyNI5yP9xc+xOIEgRas2N7fu6A2hEdLGXULzrOs5qQ6pe2WHJ/u421HmhdInSGloK0rOht1Eo1tEMKvBJkeF94RCwfeKVIEgSTIeFGTIrrF8hFaKNIspxxu0s5P6a81CC+YHb+O7RZYd65zAOcNwizBW8rekPHl6xzee43JyR3aumF39yLPffyPsjw75tvfeAmlBLLocfPpZ/nYH/6jGC95/Bf+BZ978BYP9h1dA1cvJ/QKQV05RBEFvvcf3mPjtd/ENRMWp4c4kzJY3yQptkizgiR3pJlFl1l8n3jPbD4jTVOE7LP/cIpiHekVWEWqJWXfoTqLS+Fk0dJ0C64+1keqQJYWJDrDOkvX2aghEQInov5DRDAr3vuYFxMCrTGgQAWzSuSNmSiaHIGkM120GcsMtxixPCtYHxQIEpwJNLVlWdfMZmfU7QMsB3Q25ipFvblHBRAoELE4j6PS2DkBTxCx0wga5SRSKgIZ/fIxbj7+Q/R7FxEkCJEwX1bMlwtm84fMZ68S3Blaivj4UuDpoeSTDMcvMBg+xnCwgU5ivpBxLU1Xs6wXLNsJx5NvU/QP6JeawyNHmozI0wLnHbXTpElJszjg+OA+o51tdJrG5qkUSKVxXiJlQl13fOXbb/D2629BZRAuxAwZAcJ4vARvJWFcEjy00xo7rZg3hvlizFRdhq/tc/Vx6G+tE7IxiRTkviVRjlRUsTFkPbbrsCYC+Dwlcj5HpC1eZGidkxQJ996cUozX6MkhKttGqRlF6OFmNeXWY6RFH5WmBNsg3Bzhply4sMaf+1PPUmxuopwmhCH7dQHjy1R2n9yWdEEjZcMoDyRCsX1lk7XHrnDw+gO+/uYhO09eZu/xC/R6BTLRdFbQzicsHtzl9K03WdbQNJYgboPS9NfXuf59H6CazChyg0xTvO4jcLT1GWev3sOaQNobsHntMkLnMVdLDkB2oAW2g6ALuukxSZEx2t5ldnjEq5/9XVrjyAZrXHruKUZrQ7oqmh+8FwQF3lqy/hjXzpk/uMO0qcn6fZLhFp3IMYuOrWJIazuEbiizQFAZv/GlfSbTmqQr2Mg7mk7QqB6FNzRNy9lcsOwgLbdp5+0fePn8ni5Q3nrty2SJom1qJqf7yFUnwBJtbkJEJLT3Pm5a7Co/IxjaZspsdkyalMxnpyiZUE2nyBCwNkbY98ce4zwyUUit8C7QVi3eOYyJ97GnB7HosSHCnZRgUVe4tkVrTVc3dCa6ejpjVrPrGG2eZwkbayO293ZZG/R53byMkBlVbbh/Cq+/8irSe9b6jrduH3P/zhnjcYkQ65Gb4iTeVaRpy/uevcncaKq64rEnn+b9b9zh3p0Tgurx0he+TF50DNMerVWUmeXodLYSCEarp3eSJIk26FIJWmOi4yLNSLNYoDR1Fd0jUqxErOcDhzhsgFXnJLyTbxJWr0EInsC5hdKvypboUrCER52U8w6BCpIkQLIKEPxePWIWj2J9OKYs+xydnNC2DUoIgvBsbicM+imNSRmuX6JezpGLM+q2ZmvjIrPlGadnD+Lz6c8fMXzX45/fokWKzvuoYoTvDMPdq5SbF3jyfe/Hz6d884u/zmK6T16OMFLRtBWSFfIdCFjaZsr62pA/8+mf4KUvv8xv/Zt/xvToLXSao9KU09NjTo8eMhoNyPt9bt2+zf/8C/+Mpq1ZHL/MeKCYLzyHZ9B0hmsXFUUumMwN62ONZJ8v/vZ/z8agT9lL0LpPmtekWUClKWnax3QnlImk1yvRWjGdTfEuEPyAs8OG9bxYdRMUIVhk6rCdw1pDU1cE1TBeL1cI+8iMMZ1drQM2Tnd8iOMWY2J0gIyuMu9j50R7jQ6xDHQhgmidMyAiP6jrLDrkzE8GYMckqkAg8d5QN466rqnbU9ruDsadRuS/DyuHWsDLSFwWPiC9R8lVX2xFixV4pIi6DokCkZIn21y//Al2tp4h0cXq/RtYLCvq+pR6+Rqhu0+CQa+0NF72SNR1+qPvp9d/ijIfIGUCMpAoT9NZ5tWcs+URZ/NXCfIOm1sJdZXRdSnDsodMFEooGhsYbo2ZHiTceettPrC1i3fQVC1lLyNJJdbHydjWeJ29wRoPdE4XXPydzp/7ldRGBcmisjgfqBuLnQnuHVnWr2ygRjsInWL6OcukpJnPECdTkuQ26xe2yNWMnqqog8G2LWZ5gvQS6y3t2ZuYegYIlLJ42efSBy+yeWGdtH8RmY6RfgvUFCHfQLgTmuUZ3naY5SHN2bfp9RKGwx32Lu9St5plY2jblsOvvcylzZTdXslk3vLwULG7s8blGxdRSjDc7fH2197k9HCONZaTwyllX7F75XLcaJi49k0ePODk1NC0AeMFdeux3rKTBdIix23uUc9OUaJHb2MTOz/hW7/5bRbzOUIEpJJMDk544uMfxPkMvESVG9h6weLkAJ1mUcQtJKGd8daXv8mDh4YkzRGLA6rphGd/6GOkgz3s5JBsOMQZSdZfQ7Lk27/5ORbzCUmeIoSgWDtBbVylXwzJyoLJ3DBtDIvKMqvmpFqxvZ4xHuScnAacje+D+TK+ebJMs1ws+dI3T7i5+QfviH9PFyinx3fZ3tzFO09bn8aZMg6dKMQqVzteHFcXzXMQkwhYU0UBaJIzOTtm2B+zXEwxXUvVLmm7jo2dK2RJzrSekmY5tmtYzo9j29d3CNXx4P5d8rQAEZhPjxiO12jriiA8B/fv45zl6OgEnRZRBCoVQiqscZTjMdeuXSEpSpwxbO5t8v4PvsCr37nLxu5Vjg/3eXB/n731AfNZw537X+WJJx8j+E3wCV4JpElIwhwnJImwrI1HpJlha3sD/2LOrfsnHDx8wOT+XVKlMV6iE4/OMmwAWk9Y4bi71pImKYlOUVrjQ2zHpmmKsBHIlLQmCmlFLFI8rP4THolZHxUnnD/vkZ9x/lr47ypgorDThvjhQuyxSA9VaEmkZPg9CmqD2OVDKc6Wc/Kix7XLVzk9OWEyPUboHEHG2dkZpGMQGlUO2Bivszg9wgWHWokOrYidEs4LuEePz6PIgpSYI7N58TnWL+wwr5esX7jMRz78AdaLhDe//lvcf+s2WZ6SFDkJAW8NznhYhTV623Ly8AHf/MrX+ciLP8id+ycc3x5yfPcbfPYX/5+cHu1TLebg1+hMn/lRxb/8uZ8B31BXS8Z9Ra4FdWMxJnD7nmdrQ5LnipOTjq71PD3cYTS8wbK+R9tZ2rYlaxckqodxHiE1SivyIosjqBDwXrB/d4KpAknvPOvHI7VHGEFVL2ndGaZdonXLzu4lrHO0XRvfb8HgvcWajs508bx0dtXdi2MUIaOTRsiAVjoi5CUYY0iUwOOA+F5Jk5xQbdGcDRmlQ3wn8NKhMrCuo+lqzqZ3UOkE4xcE4x45rs5t4OBjEpUXK/v+in+yGpfIoKKwWGUENtnbeZEbj32CcjBGyQwktE1NWy+Ynr3KYvIy0s0J0hOERsoBWl6nN3iBweApZNInkGCcR2mLNw2LxZyz2T7Hk9dx8nXWNh0hFMynGQmxe5KoBE9Db+gYrKeIsMHLX/kypu0YjfvkmY7xBjJqpKQUbKyt8ZFnn+Huw/vcr+JaC4CMxZdS8fc/Ol3QGcv9s5J6vkuxs4XO+myMzhhtllRdzqLOyRIYiDMWJ0csTu4zGGqE9tjWY6oFnbpDqPZZzqY4F59dqQOmcdSnFevX1ug6wfzgBGcfkvYUSZqj0wzsPs3Z63RJCc3b5D1N0rsOoUFMXifoDC+WWBQ7W4Hv/PKbuC3BOJc8uLVgeXjE1Sd2Wd8a8voXX+XgwRThPSIBkii2VolH5X3a5RQpPIsm43Qm0BnIdJ3Lu+/nrQcvMd4eRq1Tr0QUY1CQ6prjgxMOTy2j/CZWntGFEw4enLJx5xbbjz/F/GxG8+AhTdVSzZesXdijv3ORNPdUswmnJ3Nk8hh729e5c/Rr0NTsv3WXnac2cCIhISB1QMmObnbG0cEhSI9UnqKXYRdH9DY3MMUYc3JIphUSSGTg6nbB6dQya+BkWVMtW3SSUDcWqTSDUqMTiSTFGfOu1evff3xPFyhpmgAGCFTNlF4+wItAonjUPXnnguhBxzd8VJy5uPg4g22WKAlVPaVronDPmoqurlmqOdPTY9I8Zzk9o60WSDzL+YTecIDEopSkaSpOTqaI1c5UacFsOiEgOD05ozf0KwGeXLWZJXlZoBNJKS1GVJT5gC9+7guYEFHSQidonTLuWZ66NOLaVkFd10T6fAe4KKx1gawvKLyhao6wfkjrAov6jCxUPPnYHr/6+tu00yVOZiznyzimCQElolYnjlFiqBkhkKdR09MYg3OR15AlKYVU5ElMpDx/bleX4dXG/h2om1t93nsfEfYhrALawqpgWX3Nit3hVtZtgC4EZAgYb6mt/d/g7PqPczg8TdugheTOg7usr28xKgfsZDlN11LNoe0WWFWT6R7bu4/RX9vk0pVnmZ3e4q3X51GT4IkXT871OjwqCH2Inaw2GDJnKHoZf/q//fO89PmX6K9t8f0ffRpTzegPS6xpEd5h2zrmH0mxer083imCc0xO7vF7v/6vuXxlhz/1X3+Kf/XzZ5zef4MHD25R1auLzekhg27OoJfiOpBiZUNfKWTSDPJcEJxmsQwECRvjnCRJefyJH+bq9ed57dv/iuXiDr2+oGsdSQmbW7scnMhHtNymrfHeECi5d/eY8Tgi5IMLiODoD3IWiwrrOrquojFL1jYS9vY2aMwSYzuM9wTfRnqqd7RdF8cqIbqGJIJE6SiklAqdSPI0QwjofIfWKVmexwLFCxAKJccsl1sov4b3kdqclZERZG3DYnnMfPE269sSc9/EaAr8o+aX8JG3Ill1FmFlbfargjPadhUJ+AHra+/nicd+hEH/IkWR473AuIZquWRyeovJyTcI7SlSuej0kX2QVyjKj1CWN1Gqh5bZCipncbR0ds7JbJ9J9RaBt+mVFTKkTCaa+Syll/dJixJkoDEzNrYFWU8iwwYqz+hchU43kWksUISQKOWjXs/D9vqY9z3xOHXVcHp4iu/CO8WfCljn6bq4Nqxffh/F9YR+MUCxpLd1jKkdKuRIneFkRwgdUli6DqZHNXnZI+9vE8x96qqlqSwejc77hKDxwSFUi0syJnODnz+kqVtaI8gKRZlLRv2c3kDTzN/AdprRWKLzPXS5gyQgZYlfHpJ6EItTgvMcTDpef9jywvWCK+sZZ7OOi06iFDRO4QSoTOBRXLm+xZUn9sgSgW0X+GZBOhxw8weeI1u7y/G9I6YLwXI54cpj21x9bIz0hsGooETTNPFcHa6P2NzdYiSfYeJuM50vsG3F/q1T1h+XeFVwvH8PaxqUzkEYRAgE60h7I7Yu7vHg977Nd+o3EaGlEYHZ4ZSLT3eoIsMs5pSjEq0MrQsMe9dBHNDrVwzGAp1F0vS0HrAlx+wMch7M5iwqy05fsjdu6NYvc+sgjo4TpWGQge9IddR2rY0kg/y9ISO+pwsUKWNXREoQ3uB9h9ZxrvvOqCFePoVaicWCIISIwEdF8ExoDSpYrO1wviOVGRLPbHIM3lEvT/G+T7OYo6XEiMDi9BTTGpoqYuXnkxnTacN4bY2uXiJQNPUC0zlMvWC/qla2xigE3dxe57lnr7MzSvDWcXtSE5IhLnQEK1lMJpycPGS9Bx/+wOOM1wQyLRlvvg+laqQeoHyNqd+MrW63xNT3SUSG8n2auk8vHSNKKFPLcDSmsoKTaYOxUOg8CvUQaK1wNuaRKBV30jrRlGWJNobpbEpnDQrIk4QsSRFiFTC46pK822Hy6HjUuYpLsA/nRuR4u18JO88PESLo3K2+NkbBa3bGe/8Jz6r/uIcIsYAwIlpbT06OwHZsjMdcv/o0eJgtFjRtQ2+8x96VpygGa+xducKrX64iWVIKTPAr+mZ8TCXkKkuGR+LYFnDe0cym5Knkp/78f8nnvvaATCl+7+UHHB9NCEDbNTGhWgm0D1gho5vFB6x11PUZUi1439OXGW5fIMv/D8yXC+qXZljj8bQEa6lrQ5H42K5HkEtPmiXsjguqziKC4OnLl8gyzSu33yI0nryU3L3zTep2TtVMyZOMtvbkhVk9ZkdV1aRJzXwxX8UcBKyB5cIyHG2TFz2QmjzTSB3QqUBrcE1H1U65eqVAKI81BhUUXdcQvEFLtaITd0gRx75KahKpABEtslJRFD2kTmK68YqLolNNa87R+AnLac70ICFRvTgCUqATRV0vqZuWg6M3GI9bOlfRtu0jagqAXBVFIsTCTRI3Tt6vsO/E/BqQCFFS5I9z9eIfZlBeJk1KtJAY4WhNx6w64PTk63SLeyTBIoNEiILAJbLsQwzHz9Lrb4HIVnAwCzjqqmZWzTg8vUXdvsnGdot3gboSLGY5WTJm0B+QJAmdq7BuRtEDqRz90ZBnn/8wWb8gyIALFrOKDUgSFUMIrWNzPOKF9z2HD44vfe0bTI+mERanFEEQuTY+WqoHPcEoDQhtsKbFe4lM01j89BWmWaJ0hvMtIrQQGqS1lOs3MZOGqqvxWYlvGlQyitThUNPWFiuL1fkNi7YgKXvYMqNVgdn8IUpLbKtAJIjkCkFkREhNhdB57Jgv7xBaw4PbD9B5zjDr88rBnNzPWcslCaDSPtefvkzXGaqq4eK1DZ5+/nGk0LRVxfLokEWTM0pz+r2M9714g9Y+SXW6QGYFg8EOvlngTEdzPCPpFegsJxhJ2i+5+fwOv/ern6Gpm9jdEIGui/DDJA3sXtvCd458WKJkNK06Ddp0PP7BJ+gWMx7ePaTzirxXcuXmJbIErEhxbg2VRLK4ytdZ30iYz2tEUsfogkzgnSHvJ9xZOh5MFlSVYW2QkRYZmdIMzBH7Iuek9agsMB7ktG1AykCis8hrktl7Wj+/pwuUVEsSpXGuJUsSnGlj0bKaecKqXSrjjkxItbLEepwSCO/BGZyBNni8jYTJqrXRFuVqulrizWyVLbPE2QYhAs1ywWK5wLQtJjUslwuqRcPkdILtlnSdpZrNYtaIFCyqBqUT1OqifmF3g1Gp2dsa8cbdU3qjAYsZ9IoRpmtQQrG3XnBjK2E4LMkyS11Hqp9DEEKCNKd4maDVkGAXzOcPaeZTTrstztrr9HKLSBJ298Z84qM3eOPOHONn+M4gnaVZQPAWYwzOOfKsRCmJTgTOG5yzjIYj6qphPl+QJdH2q1Yt6HdrV89HNtG0Cu8e5TzSnYQIE1/RUt4Z/axerKhrEbE4kZJMaz525f186sM/xNfOXv5Pdl79xzzCu/4gBYTgWNZLxqMBCkdZZgzLLSrjqbuOB7e+QpbBRr7O/GxOf7zOeltzeHYYeTEyZtZopfHe0XoXCxZi2GJrGqZn9/ndL36VH/jYf8MffuExXr+35Phgn8VyRiCmVUsRCFLHdGshaLqIfW9dS9KA6SqCcNRNRbm+zs3nX+Te299kMT8jrDDl3nRUyzjnHveHPP3UBzg6vkM1O0Inmn6Ws72xQZpp9uoFi3qJcS1v3X6Vh/u3KPuKi3s70FNU8wVaH6N6alWcWupujneOVOfMpzVt7VjvD5AiQSsdyaWpRCcxMde6Bs+M4WjIoprR2SbahZ0h0Xol3vYrrQkoqZBaw0qPopWOH0IjAggRLe5KSLo2Rj6oJEOLEWezIb4uUJkmyxRZIdFasTxtOJoeUzUP2NyVPDharRkhrJojAmQcNQshCMS8KyXAE8dAIkTeiSAnSS5w9dIfZm14g0z3kCisgc62LBdTZtPXqRbfATNDa4GUBSLsIbIP0B+9nyQZE0S6okVHg0DTLpm3Ew5P3mZRfYf1rRqZWBwa0w1QbNAfrFP2+ghhMGZOr2dJpMB5T1FkXHn88TjS0gohxcppJlFBPuqqKqm4vHeBH9CSyXTKt5av4RuH8R5rDd54zilHMh8gM4VUKcYbYEmx3seEgLML+pnDnTU0lQEsWkpE6PBCo9evYLsFBEkwR0gkvq0JKkA6gu6U+bzFqpL+xoB+CkIGrAs4UpZzh7QVQkmsschugm/PSDKJyi8D0E0O8KbPuMz585/Ksc5xVF1hfnyKmO2jFLi6Y/viGqPND1AvKkbbQ4SDblZh6yWdlZAm2HZJmhWIIMi1It+KGXG2qumCJjjDct7SHk4YX75IngWSMmfn+iYf+aFnePtrbzI9mYKAvesbMcizM5zeX1AOJetlhvMFror2eRJNL894/o98hCv7h9SLjnK9z2hzDSdSgszQ6QDvzjBdQGvD6NqE6rUF1ma0bY4XfbwaE3DcOjniyqUeH3puh51xwuWdIZ2xfOa3j7BtS6YlYBHdguAUFoEOHScLT9t1XBmN/8Dr5/d0gaKUIgQDocPYCAwT77oiiBWSUUTfHkKt4F8h7k6CixbC4ALWtngbRayccz2coalOSWhxlcXUM1zboPIyBk0RQUqJ1hDAOsP07Ih6sSBNEuq6xrSGVCvSNCHNEsZlTqrh+vaQtTTj3p1jDvcn7F25TNdW+OC5cX2Hl16+y4W+p9COanFGkiq8hcXpbfLsOnnicb6PVDmhO6K1LVZd4njqWfgL3H54CpNvMRxdxHctw+4+f+ITz/HHx+/nV3/jC/zKZ79EbarodgoRV68TyXDQw4fAfL5kZhcMRmN6oz5nizNCcCii6BMAEVaiVvGOpsSz2tmfj3TCCh72bvvxqigR77h9hIjUTFbOkjRR/Bcf+QT/9Uf/K3rrY7720vdmgQKxYFMiEjQFMRTu+OSIzeGIjdEliqxH4QzF4AqXb16n6JV8+XOfx4SWvDdYtfoDeIlOMrquwYXzzCLxCEGjVgt/NT/ii7/9m3zhBz/Gj37/43z5q7f55rdeiw63lZPKek8wJmanCIEU8TX0PuCBt19/i//ub/9dhhdv8OGPf4pP/dEXuP/2N1mcHDJfHNG2LcF4Gi1h6bjx+FU++cf+z3z5C5/h5a/8G4o0QScJt48P6ZUDsnKESGMWTPCGNIVBr0fXtSwWCb0sp1UtZdrS74/oJOR5FMJqkTD3CYnskesB3kGaJQQh8UFinacxLctmidQte3sbFEVBM12shIKRxBZHRecaj1gWdyaGKEoV4xvSNAYEQuyuAjGJ13sSHQmx1TJFu22GvXW8E2jlSfOUtuuom5qDw7fpDRqcbajqiuBMHO+K1XhZCBCB8+FowGOCW7GIYkCgF5pU73Bh95Nsb32Yfm8DpTKscVgXmC1nVPN9FtNX8N0RiQoImeLZINHPMV57nrLcBBKWyxYlY3jfsl4yWR5wVt+hrb/DxnoEuzkvEG6A7dbpZ9uMyvGq27bEhzPW1wRaCRQK78Gr2D+1xpGmGu8sAh31PWikAIUiYBkNerzviSc4PjjhYP8EV1uC9eRCYVYd/yAlPqQkicQHzfKsIss8iRCE5YKuWWJmc5yLOUSs6NJK1XRW4fwSW1uSXOKcj8yP1uE8yKJEJRlS91BpgU8lwndgZ3RNSwgtZWaiBb86w9dHUB2QlTmyd0pnG3w+RmcFNz4wojfcJMv6zE8PuH9vjTtvbODdDCEdpu6QQTDaHCCkxrYNQkuSjTU0BR4N7SnVZElaKHQGznqkalieTCLl2AfapUBlAwYbA6SrMfNT0kxy4cYe65c2WZ5McB4G2wNcUzOdGF5764TRMGM6axitbzDe2kD3clQi8BiyLGfryh4+RJ1VQOKswSwDSi5RWhBkH+E969eu0N/q49uG4ANNFZg1mjt3F9TGMUxrbuzGzcTxzPP264fcvKooteWLb3o2sxacpyyH5Jmiai1VkJhwLuv/gx3f0wWKkAIbDMgYLa+1JojzOW+crQvEI6vDI3dJINpXXbwgCh9tht75yPEIHrzAmQolPFpajKvxdolbLhDGxCC8JEEGS9csaaoF1hhOz2a0i4pUSjofW/BloViTOgZ0yUCW52z1Csq84HNffYO0LJmczlaR9h1NM2f/3l2eeCbHe818UtEf7kKyjtLrSGLehMg3EVrTdGcEO4NkjdG1q9z+yjGvf+3bzA/3uTp+wKWtAdvbJTmnlMWcP/HHXmDeWl566WVmkxmJUghknA3rFI1GCsN8vuRsMiHJE/I8g7aJO0ytHnU93i2Ijf9Gncn5c31epDy6/Xy8E78IjcByDnfzoARX9nb5wJWn+VPf97/j5rVnuV89/N/g7PqPd5x3ilwIKAQJEuE8i8WULH+Mp55+FpmXqMGYK888zTNP3SB0CQe/+PPUbU2WJuRa0ziHTjQhZLRdDIBT7/ouKg4zMU3NyRtf5xf+2a/w7BMXefbJDX6+myKcX/GAiQLpECA40kSjpMS4OIgIIWC6lpdf+hJrh3MGO8/xwsc+yIc+/kf51hd/neXiYdSASBA4vBc8uPsWv/Zv/kcmx7cZlBm9oiTLNOWgZDhcJ0sKOrNYidMbpHDgJaaxdMohvCHPAyf3HnK0KBlfuYbWelWc5dE6aSXOBrRUkUiaBpw31PWStmtYLKb01zRFX2FsixSSLC1wLmBMHXEDq3Fk7Nad9/tiJzZVijzNVvbe6KLxweGciXk+WiFDSbCbDIsLdLakq6M92YXAdD5jMj+lqu+yc8HTtBXLxYLgVnZmEUMxRVTlRp2ZjGneUkhE0DEnSyhgyNroA1y78gkyvU6Sl7TW4zAI7TBuyWL5BsvpG0jfIlUGYpPAU5TDDzAc7SJlSdO6aBiQgfliwcnpPvP2AfPuNcajM7LSr96vJV27RSb26GVDEl1Sd3NaM6E/bukNI7YhzTN8WG3kBBjT4bwlzVKUEoTgY8aRjA4kax0Ow97amCsXL3L/4BRrLSDowrmVGmxIcTag2hP04pT96RShO5JQYxYNzrho1TeGrm5QfUjXB0i5pJl2VLNjvG3xpUalQ8qtDaTv6DpF0zn6uQPRIVON9wrXVShb01aWYi1n/dJFdBYL024yQ/qGenaGW7SI4R5q/Qq57BGCw9sOsjUGwyXrY0+4OmJ+NGN5skAkBcW4RxCWo2+/xuJkgjMGL1OGFy/z2IeeoNFbCFvTzE9RTqO1w+seTXWCdwbnNIPNDYa728j6kOWsRciMcmsP7IJE1KxfWeVkGUuIu0ZaD05IZmcVgoTxxW1U2Qfv8CbC85TOwXUEKXBeYJ3CC0GeSpQyaBYYCWa+QMiMtJfRLOZ0zrGoLAdnHZWD3/t2y5e+1dDLJZ0/4eCk5cLIcdaktEFz2ngub+VM5x0PzlrK4RCdyGhMeaev/O893lOB8tM//dP8wi/8Aq+++ipFUfDxj3+cv/f3/h43b958dJ+mafjLf/kv80//6T+lbVt+5Ed+hH/4D/8hOzs7j+5z584dfuInfoLf+I3foN/v8+M//uP89E//NFq/t3rJE9NdpQogLEHE3fuqb7L6JyDDOewgKvB9Z3CdxRlLsKsuSjhvx0eaqm0FxjZkiSYkEiksShisqWiaGusVsuyRyEA9P0PjEd4yq1pMa9BlisLjgsLZQD/NSIuUfqkRPjCdnPK7X32LybJh7/oAWRRoKTk8mXJiO9ZyRxI8LtQYk1Iva9TB2yxOb7C9s40qeoS0QLgaaxzC9OnCmMnU8xuf+V1+4Adv4o8Ee098BNVNyUJN2xXc+uYb3PzwR/k//difwBrL5377qyQ6j64BoTHWE1yHlBpjLaenp/SGPZSCPMvItI6L+0pYGZ+xd9gnjwBtrMY8vKtQWdmMz4sTHzyWlbV4dfFOs5Qf/sQP8r//2J9g3G6gdEqi5Hs6L/5zOs73CkoI8iQhT1OyNMOaltnsjO+8/gq7lx8j1QW+FszeOKAOOaJf8PSHnqd1Ca9/84vMp8eYusG2hiTLqE0TaaOssPeAFCFSd62lnR7w8m//S/75hz7Af/tjH+eZx6/w9d+YkUroiJdmy0oT7cOjmbUgYKylbjpwgvn+W7zx1c9x9Kkf4PqNHXqjXUw9jVhzO0MryHOJoOKt73yOMi8Y9vuUeUpeaNIkIELFoN+j7F9AaonpGkQA03YY05DmCZuXX2S4/hivfvWXWcwP6BnDdDLHeUeWDTk+AkGKkNAfFKSJp18kzJYGoTwIy3J5yLWbPRwG01myNAfO4Wvx4uNDh5DEcYA4J/cQ9WlCRuS8Bxts1KCImLxLANMFfJsi2w3SUCLzFILBEzg5nXFycsrJ2S2K/pwkF3SVwFqDDKsnXJ6XQ+Idto8junUEq86KBEp6xQ2euvFfMOhdIZEZKsQxSpI5Ag3L6hanR1+Jo4g0ITBCZzfp955nONyj7PVYzLpIvtWCZV0zmZ0wWR5Q27fIygPyPtFCTA9bbSDdRYaDHQb9EV3woAypWrC+KUmy2GXzwXFe2yohHsEDdRrQIm4UQ4gdZS88rW1ouxYlE1TeiynQRDpuZMLE97ZyDi2nVGcVTVdz761jWlMy6APWRr2cEXSNJc8FazceY+3SNsHW+NDSLAym6+iqho3HtsnSAi0MKqlYTGoWZw1JlpAP6zjWbhZ0HrwL9Lcvk249h/IzQncIg01akeDNArV2GVFeik4660Gm+Ppt6tkrCD/CLhvc5G2CLJhNa4qhYFgOOXntDid37oOIDK5lUzGdWHZuXI6U8/Em6caYbnbI7OwYVddkFy+S5Bukcomf3cdN7nJ0ssCRsXltHeiwVmA7idQC2wnQfZx1ODdlY7PAdoayLDE20C6XNKkmL7OoERQavF0ZFySmrelshnWKpu4oikCQCpFk+KrFVg1d7ajmS6pQcOvAEJTmo09vcucI3r4zofWKugtcuryNFoJUNgy0xfkedWdoSWh0iQqSumnZGJaPtFh/kOM9VQSf/exn+fSnP81HP/pRrLX8tb/21/jUpz7FK6+8Qq/XA+Av/sW/yL/6V/+Kn//5n2c0GvGTP/mT/Mk/+Sf53Oc+F9+PzvGjP/qj7O7u8ru/+7s8fPiQP/Nn/gxJkvB3/+7ffS8/Dj44pJJ4Z/EenF1xBmSkkYZHrVwf3xRO4KzFdvFk9uacvRGV5MHb+Hlr8Q6qdk6aRnLfqKfRWuPLBLOoCdYQWkWa5iih8UWGaQxt42gQIBWFDhgT7XU6MQyyHFtVjEdD3r5/ivCWi3sj1kYD9h8ecXgWhbdbZWCrJ9CZonOBTEfM9ub2JsO1AcEtwCV4p3DTV7DNKUJdIEvH+HqfF7/vBqV2yEEJ1HjrGV15H8f3v81o9yJ1tWS2WHLpwgUuP3bG4f19lBQoDUWhqasWqTxCBtq2wc+i3TXLMvIkASFwq6LifJ31j8q7/4W+ZEWR9cHhgo9UWf9uFspq0V7tpJRV9KqCfhhBmhC8wy7/4GCf//yOVVJzIIalec+oLFhbu8jaeEQxGCCLPr/6b/8lp5Vi4/INrl7eoy9b5ifHLFpPb7jNeGMPc7xPayzB25g2bbqV8RUUEi0EiQwxK8ZUdPtv8pn/6X/g6ZuX+MgPfIx//S92mU7uxAvLeVFJvC4qrd4Z8XiPdxYjBPVsytHrL/G1L36ej77w/bz/Iy/y25+5Tdkf4TpHplrKVJKiSVVKlmlGox67u3v0+gVStITQkWWC3UvXkEmKtS3BGBbzQ4KxyCTn6jM/BP1dNo4PWNivRT5P1+GDw7QdBw9btLhAIgVZBr2+QKcBUUWxvLE1gRmXrtwAEXU5WRILFB/AmEDwHrXKAJJKYYOl6RpsiCOYLC1AxNTjRCg6a3HB4IRDqQTlclzVJ2PMeG1A2wlUqpjPa85OpyyXE1r/kIsXNCQWKwSd6fD4FW1exlEPq/VGCUSQhBAR+0EoEBlpcolnn/zj7O28HxH6KKlwtiNLY9jdZH6fg/0vUc3fJJWewIgke4Ky/BD93mWKoodAI+jQEhZNzfHJIWezB0zrt8h6D1jbAJ0HEpUSzAjMHoPyEr18hFIC0c1p3ITxZsdoPcf6jjzPVk4oj7ERjBZjAWKREbwjCLDWEJQEb+lMw/FkxsPThq+//h3apo7GhhB1QOcpFlonpMmYoqcYVGcc6Dn3Xj5mvLsOeQ7BkwfHzgXN5aeuM1pLCHYB+SX0IMXdPyMUAzpf4aSNXR5V4tol7XJO4xKCcdiTKaiYsO3ahgvXhowv3CTr7yLtEJdkCHWGcZKg9WrsIZEyR5c9rANrenjX0pzeY3lylzduLZm1FcNxyV7hoGtYHE/ojMHbQOc8xiuuv/95snSNzs2RzDh6+TXuv3GHarnEdIEkLdh75jGe+NA1RFawPK1wyRrlWs7Z3be5czIHLcjKnI3Ll/CixBqoOs2s6jisA8vjBddFIN9aQ2Y5EGimU4SyqDQnScB0jrazWAvGBqzpcCpFSYtYzhBJibcN3tW0i5plHThadByeBp7/4JNcHAtU6BiWF+naFk8c8zUMCfKEtlEUheJo7mi6gBQerGHc0+Qa3s1x+vcd76lA+cxnPvNdf/8n/+SfsL29zUsvvcQP/uAPMp1O+cf/+B/zcz/3c/zQD/0QAD/7sz/L008/zRe+8AVeeOEFfvmXf5lXXnmFX/3VX2VnZ4fnn3+ev/23/zZ/5a/8Ff7G3/gbpGn6+75v27a07TsXqdlsBkT6pffy3COCddHRg48ak3Ns6XkDxVmHtRZrLN64VQdgdSldzca9bbFNh7GBxaLFCcu8slzaHbEx1KS9MorlVMBJjROBrEjRSiJDF1u4S0XTGkbjgkQ1jDeHMQPM1FjvmU0c6wPFM89c52tvxyBB7+IFSSNJ0pR+GQjCYCwomTCZnHHp6g7OGZIsJYQOYS0+aMrxM5hqiZVzusWb7F64Sjj4ItIr+nZCNauZPzyiN9jCa8Xd11+m9QLXet7/vqf5lXv3cEGiVGDQ09He2XVkWULV1CB8TDhGoAPI6Et9p2uyehbfpS5515/Do0Lkkb1YnAOrVjv4lR4FL7g23OPJjScoZARE+WVLcH/wE/o/tyNRikQpvI+tTWMs1XKJUoqd7Q36ecrrX3+JXjZgdnbA7OCQYx249uGnWBsPefutNzk7OSPN+/R7Y9rTfUzrVl0s8eh5jDoeGdOoRYxxD82M2Suf5Z/833M++V/9STYvP8Xbr34OLQT2vJNF7KAkUpAVKVXVRTcPjlQrQvAsJg/57c/8z0zmcHB0hDELqsURifYkmaIoNHmWkqWKQS+PjAtRs737OGWvB6Gma+a09ZT18ROxaLUdKtU0yxnBCo7ufgmZbdIefwvTVZRqexWnIHFtwnKyYKPMYiTFqCDtpbgAddXirKdqFvSGkrWNATYs0DIhSbI4YrAdUkZba6ozAhKhNaGrSZSNIxYVxfRBEnNibCSWWGcQQpAqie9ymllJvye4/kSfW29HRH7dTmIoYHOKyk7QmcE4i7EtSq5Qhiu4oSOscnVWYnIBTqlYJIqERGzy5PU/wpOPf4I0HRB8Qtt0BDxt2xDMjIODr3N6/E2krxF6TAhXydIPkuhLDEcD0lzjrUVrwaKqqaoZ8+qI0+VrpMVD+sMWlSRomSFCH+8uMCyuoNUAoRVd6Kj9HOOOWFuX5Hl8HcIK6JeohOBjYSgISKHihjCIR5uP8y6rc4637z/g3/7Ol5genCHtuZtJrIqylUBeZQRd4NMUlRQ89Xwg//bL7B8fsewEpoP3vXiTnUs5eSowiwOMEMhBAcHEkZl1LGdL5JvfwWyskRUly7MzTg5bmtCnP8iROlBNWkRn2d1RrG2tkQ8eJx3EDr+fpFAdgavRCUglCSwRKkfoAi3AqQKhC6xdcn8iuN/16HwHjWU3GFQiSXs96vtH8fcTmos3rnD1mT4uNAglOfrO63zr869SO7OCiUrMvOL0c68y2uyxc2UP3e+TKDCzQ775uW/ROh+F0N6z8fZ9rn/kOTpTUNWOo5OKl15bcnUcdTzBOVwXsKoiiBRbOaT1lIOcxsLsbIHSkrZpCMGj1AJNHgnEriIEj+08dSeoXUqSCT784R1I+pSDgucKw2klOZ7OOZ5bqjYw7KdkesRJaBmMC9bWHMdHUyoXSIXGekc/f2/r5/9XGpTpdArA+vo6AC+99BLGGH74h3/40X2eeuoprly5wuc//3leeOEFPv/5z/Pcc89918jnR37kR/iJn/gJvvWtb/HBD37w932fn/7pn+Zv/s2/+ftuN7bDWrVicgA4vIutbnE+WvAhOg6cxzmHs24V5LX68AG8iymotiW0Da7taFtDU5lozZ13BO/plZus5TnCWcDTeAHeIURg2M/RPifxoEXH/Ymn7hw7ayM218dMJzVealTuwXagB7x9bNjcWOf1N28hVaAzgUHpGRYdIukQUq/850v6gyHD9R3K4RjUMKrQm/uk5QWQPeAU2Vm2hmOWy4r165dYzjoskvULOxydTii9oA4di/17fPtY8ttfv4sNGtd5nICmMZjOUzcddd1Gl0EIcQafxAwdLdTquWPVQfnukU54VLj4lbX4nS7VudX4kRaFyOGIwaeBYdLnDz3xEZ578v3kRUnoDCYofPK9J5USq1yXAPgg4wVQRHqokwofBPP5grIo0Erz1PMfJXntdTo1Yjk95Ftf/RJPPfdB9i7scP+tV1guTmnqBVoIWmsxq52nCO8UhyKKq8iUIniL8BW28tz78i/xi/dfp7XR3aYIqHBemkcNhDMGnSXoRGJahxfQug4pFaZtuP2dr9AbbrGYniBFQkCghaJIEzZGQ4ajId7W5JmmyDRaKmSQjLeu0N/cJvjA7Oj12C1LEgSOJCvJynVG20+xnJ6w//oXMc007v4lceMRBIu5pa0C6ShDItFKorSirQ1d1yBwtGbC7l6fJFdgE7KkAASd7TCuIQhQSiNFjG4IgBQtSIGUGq1Ssjylc11sgwvwq06TQCBkjq/H2GodI1L277c0TWAxr1gu5hizoLX3GO8alIwiTdM12HN6tAAhPPo8BVkmnEPilBAINEqM2Nn4CM8++Sl6vU2USjHGU9eWpqlp2wnL6jWOH75EsGco2SeoqwxGL9Arb1BkPbJV17Hrojuv7SqW1THz+g36oyPWNwJBSIIDRI6UF0nkNcp8i4BGSM+ibai6B2zvWMoyWrDzvESuOqCJ0hS5pvUd1rqYL+TA+jg2k0oSQuTYOAvOCWzdIp1/1LFjVVTLVaWmshJRlHg6vBniRz1Gj+8i1u+yPLqLrS3NrKYzQ+qqopU5yARxPMEYR0DTTid0VWB/2jA5PUPKBaax3Lo74+HpIarIWLYO3XX88Iu7bF+9Rq+f49sTjIrdM2sajKlxpkH6BaKxCJmBMrhqHydKvMzBLUEp9qcZoX+J5vSQ/YMDrm4X6HzE1mMXqCcnpCkMr11n+/HHkVIwn7aEUHNy/4CmjenZngDekgoIzlLPG5IsZbShMHXD/r0pi0VACU2nW0Lw3Lt1jHXf4PHve56EQJEJ1kvNJ7//MoO8RGvH2lpBtaiwpiEgcG1DPa3xQsd04uBoG8vs+JS1zRK/GsXluaCtGpzXhKSgl0n2di6i8wGnpzPuP5hx/cpFctdxedewtRm4d+CxCi5uFSRaIoGiSNkcbXJwPKeaz0EK9O8LO/lfP/6DV37vPX/hL/wFvv/7v5/3ve99AOzv75OmKePx+Lvuu7Ozw/7+/qP7vLs4Of/8+ef+Xcdf/at/lb/0l/7So7/PZjMuX76MswZr/btGBPHDyXjxJLgY8OcD3jmc84+SdyNV1uO9i8Ik0+G7Bt82+M5iGotpLa0RaCVJs5QkTUmLgDVLQm3BWITQeNdBquj1e6vugme6MCzbDin6HB4uOD6eUBQFy84w6pe8uT+jun0MScrB0Zxe7iNBsQ+JsugiwzjIlKIcZjzxvg+zd/UZyuEuUvXx7owk34626PkbpIOrVIcvkZeKdLCHrFKGW3tUczDHt5jt36UeryG3rvHK0R3+X7/2Teb1nEFRkumMIKMF7Oyspq4tbWuQErwICG9JhSSRCinko7FOePfHu3gn54LYdwqTOOLxuEdwrHgpXeX5hDiXf2brMb7vmRfoDUbYrkXVFp8ocL+/q/af+6GUIktztJCkSUJZDEl0QlOfUddLuqZmcnbM22+9iZIpO4czHAm1O6aqznj95du8+vI3uHHzGTa215nNz1guzhgOB5xNJ/FclpFAes6b8d7jnACtyLSKzgrXEropiztfg3RApjOWTWTaxB7BSitrPV4Y0kSvYF4Oh8AKh5QOVc+49c3fYrhxAe9iC0CpQJalDIYjrl25jjMVbTuhSBVpUqCylOBjjlCSlvS3b2DqOeAoBjuIakox2ObSzY9TVUtM0yKkZOZiqF4Mkcw4OapJk4JyUK4ubpFEKgikmUYmgcXygKtP5CCi9VUnGogwts7Ex/Uuws8yJSizgtbUWA+J1EipKLOSqq0iyzEErDEYa8izAmtzzGJMJkfkaY/T/Za6tczOZti2oTUTVH5COfAE63Cdw5iY/YOImlK9sppHPUBcxGP7S4Io6BWP8+TVP0qZ7aCEREkwBExXUy2nNN0BZ6ffxNQHKFGS5tcp+x+lzG9Q6D5lUbBcWoSKLq35ckbTzpk3D5HZA7a2HUoHgpcomQJD8uQK/d7FmKmDI2CobI3OTtneURhbYxYxULDfL+mVJVKImJTcCoLvYrioAOsdUoto3RYBaxzTRcPByRTTWaSInLuVpIcg/IqlFLurtjHINAqjk2HO+mCDQfckbrJP4k55eHzAg3tzLj6xiQwtrm4QXQQZ5mWC7FJKKZhMA+a0YdEabLbOsqmYNS2v3Z3QIfn4tYKy0CiZ47oFzdk30c0MoUpcd4Ijx4mUrp6hQ02iC0TwhGYJxZOxABMK53sY3XB6suSjTz+BCRcx9Xfo2obeWo8bH7+JTApUkiLMjJYhukwJzYLBep8sCQjpSSQoEUi1wGtJUUh818b3mVDkwzHjzffxsQ/+GF975eeZLm/ju4azgzOWx/dZv/AEo61ddndP6fU6+qMS0QiqoynzqiMbZHgn6NqAFxJvDTZIuuUSYQK74zGzhye8NT8hJIqnro9inlfSZ7hzkXIwQHhD8BV96ainU37v60vOGs+N62OWjeJw2jFeE+w/nFOKlkWTUq5tcHQ8p1pUZAmgUzYG2f/vNCjvPj796U/z8ssv8zu/8zv/oQ/xBz6yLCPLfj/gxTuHsxF6FETkMYBEBM95pkW0rfp3Oik+xoh651Zfb/Cmw5kO27UY02KNo+ticKBSCeN+yd7uBpubY9KwpJoErLE0jSEpSnKVQOhI8gLpS4J1XOg6atWj7Ofce3BGfzhEIhGdozOavUvr3Lpzh5PpgiSFssjwpqGfpUgRSCSkWYbUsHFhi4vXbpD1RkgF1tYoJXF+gbeBNMnBdwjfofpbmK5HZTVyWvHyV15j3JM8fDBhXW/wm5/7t3z+9WNOZjPGZUZZFni7olZKRWcMwgdsZ1aUMUeiJamUkT1wbg0GVt3qRxfIR+Odd1mJIzl2RY91sXo+d7SsShcCga18gz/y7Pdz+er1qBOsPSJJ0GlAmu+9LB5rLdYuEUKglKAyFqU0ztTYLqLWBYG8achkwuKVlyi2bpCMrjCtDHq4zd17b3Dn7m16/T7b6+sMhoMVZj3B+zbuvrUC6yI7JHg6J2iMJc0kUoZH+iyNwTWGQjja1QUzQeAJ567XGJgXHL1UsXQ+gp4wGBnItIauolqeRkInOVIGtFIUeUJZaMZ7V3BcoG5mJEoQtCLZughInIu6kHywg+0q0qKH0CUBxWJ+Sl3NyMoe4wtXeLi8SxtChNKJhMnhglH/Almu6Q0zikGK1KBThU4UTVfhwpK1rb3VzybiWETG/Byl1ap4sygZOT8yBROa2DVVCYRA1xkEEmPi6Dd4QS5zdMix1ZBuMWAge4SQslh0NHXHclHR2YZF94Dhdo1ULnYkO0foOrw17+APggIVOzJyJTAXQUNIkckul/c+yfraTaTKyPIc20WgWts2VO0p0/krzBbfQSlBr/cYo40XyfX7KPQ6SZbhkXgbf8/Zcs6imlCbfSr7BsNRg0hiwSaCJlWbKHWDXO9RliUijV24pjNYccR4zZCVBcYrgvO4lVUaAk5E15FOUgqp8TZuPgJuhUcXOBOYzhveuPOAW7fv4NsOQkxrPu+8xhT0FQcF0CoGSiY6A+IYUhYDurSH7bYZ9Xa598arvPnKKVsbAR1a6FoEhtE4YffmFmm5ja+m1PNTll3OovFcvqC4fFrxhM/Z2BjzxI5ge03g5sdUlSXfrLBtRzAnOLPAyk0WU4uwlqJrCDxEFQaI84kQAsaltF3kOiOjPGBvS3P3Wx2z0ymjniX46Cp1ZkGXDGjqCt0r0apgvLvF1s5DVFiSELPcUILhpS0298YxmbmLotSta2O0P8T5r7N9MWczvY5KE+zJHVIJwtVsXnqKcrzN8f2vMT88YGNzjbIHqVbsHy0gLbFdRz2f07UddWNZWxvx5DM3ke2ck0HJIChOl4rNy2MyrUnK7cirUwNkJsBNGNiOuTS0bYUNmm+/vVjNKwN4hWwrXAKdU1RNx/7pnK61lGXG5kCRCE/3Hpbz/6AC5Sd/8if5pV/6JX7rt36LS5cuPbp9d3eXruuYTCbf1UU5ODhgd3f30X2+9KUvfdfjHRwcPPrcezrOQwDDaid5zv9eJRcLVliTc64J8fawKlCCNQTbEUxL6FZFirWxKyMFRVlQ6oxiULI+LimyBFPFToy1FmNtFCbmKX41X056A67s7nLZNhweTjg4rXDO0lrHpYu71PsPmS4WlG1BkHEmqn0HvmOUeTIlCFqDVCSpQmtom4BOAoQZzbxiPNpAUTKbfxsdFEIHMjekt/1+TGM5PHhIml9idvubeDujSi9jk5QvfOVrvPR2x3RWsbExInQWrTXGOdIkQUpF2xmaul2J+xxCOQqdU2hNImNvdqUgiU8n5x2pd4qTd5w7q2XLr8SxYsXfWL0OctX6LnTGR66+n+ef/BB50SdxCu8Dpp/R+uq9aKr+Mzvi82AtWDtlpToAVguyEBjrcDjqVsCaAyVxraEY9Njae4zZ4dtMTo6YTSeUWUq/LCnyaJ3tnIkuk1ThujaO43ygsY5EBFIZViNIjxMa6xcoH4h75XcEzT7EcYZmFeKmAkkicW0EmKkQ82UW9YQkdAgUidBU9QQpclIpkCKQFSWbF64js5Lju98ksZbpg7e58PgHqM7OQHgGwyGj4R51O4HQEjqHa04ZDDbQ155ldjwiezihWS6QQuNthu0UO9ublP2Uwaig6Cdxh24NnemouyVZ4Rit5fFCGjRaKXyIK6GSEikkTlisNUxnp9gzQ2NWdOfVGtG2DUqryIawFuc6Upngu5x22sdWfUIvpe4CbeuoqxbTOebVKUEdRiS4TvCJg6rBW4twq4uyFCsrMeDtIzaTJ8GLMRc3X+TGlR9EJ2MQGdUC6towndR0pmZR32Y2eRljZ2xsXmNt9H0kyVOU6QaZzkFKOmPxzjCv58yqCYvqAY19lf74jCzr4gZJJQT6pMkVivQxetmIsp9hgmFZtUzmD5DpERtbSRyN4cgyjZAqdpG1xniHczE1O0iiAyx4XIjho9Yalo3lm2/e4rOf+zz1ZBZ1gHEruTrfwmqNjiWKbRpCkqF1Qi8vsN7RLKuolclybBCEkDO8nPH6t7/BV1/5JrvDQJFJLmwUXLwkKfWSbDSGXg+dduRBM5Al9XxA/aVvMS4lTz87ZrAxQicWVxvM4Vs0lUb6GY4MH3qcfvstDheKLGnY3Q2RkSIXqN4GQWisFTSN4+TBMfsPlwzWBxydzeiVO6SjJzg72ac3HCO1jtESeoixOY3x6EVDpjvSXs6Njz+PPTugO1tSz1t0r2D3fY+T5RJT1VRzRz7uk6SKtcs9vLvLzlZKUvRIygy6EucEy0nH/OAWg60t1reu0Q5PmR0skP2cjozXX3vAorrNoD9krUgZDFM213bYfeImSS6ZdgWnRlMM+zxzdYtEabQq0aqHTFosEq8LpFpH9Qxb2QaHtx/y9qu3GYwLbFWj84Jb9+ckIqFuOyxLDo7PiBVOSy5SpMiZVi3Fe2iIv6cCJYTAT/3UT/HP//k/5zd/8ze5fv36d33+wx/+MEmS8Gu/9mv82I/9GADf+c53uHPnDi+++CIAL774In/n7/wdDg8P2d7eBuBXfuVXGA6HPPPMM+/lx4ldERfn1GJF2AzCvwvWJh7pIWIWjMf7+Ca2psN3JrbSOoNzZpV2LNGJpkg0ucqQSUFepkhgMV/SLCta6wlKk2YRwKZyhTCGtq7xWpL5HplOGOYp99wS6wWZd8wnUxaLJfXccPfuERsba0xnM5R3ZMKx1o+Ao8hXFOR5wvXHr7K2u0veGyHpyLMxVd0w6qf0B9cifbC9T2fv4PSAxnVY0XHy1je4//rLpGqT3/wXv8aD04bvnNW4dI0PPf80t+/e5+jhCU3dEoJEB4GzcczTNi0uxN1QoiR5klBohV5VyuG76j33iDFznipyrjFxxBHauRWRVRfL+lXfRAgKUp7cuMoL1z7AYHMbtMLhERkIaRHW07nvvQ7Kv/t4p9LygFkxOdTqc1J6NtaGLI8sXbtkc3ME3Tpd02G8QciCtBxy8cmb3P3OV5icHmKtI0iBShJcZxAEOhdYBEehBIkUWONRIWLbzwv38+PcwO1CAKHQSpKkCUKY+D7xAh/ko66XtJ5Ljz/P0cPXmRxPOJtNmc00Ulwmz3KCTpBJzu7lZ0EFTg7v89rv/TJ7jz0XuxM20BuPGYzXqScnuG5BOdrFe4XUHUk2ItUlyCVKp8znDiElO7sjer2cskgiLyiA6SymMyzmU/JcUOZ57IqE6OQTXqFkEsX0zq46f/H3cMYgQ9QCKSWjq8fZVenmsLbBBUNwEuoe3WwdaUvqxmO9wXVRlO98R+tO6Y8bssLFzRACUBHwxrv0QQJEULFIWEEOERm9/DrXLn4CEUa0jSf4Dq0Mi2ZJVS9o2wPq6js4c0jRW2d9+3lScRPlNhDomKmEx5iWul0yr0+Z1oe09jaD/pSy50DHjqy1KVrtstZ/mizdZlD0kCksFzWnsyPm7W129yyJDkh5Lo6NhVcIDikjL6bp4uZMEvOmPGE1Lg/M6povf/tVvvD536M+nQESv+pwixDvR3Bx1706GTsXYpSAMrETriQ6zxEqwTvIMoV1AidSFrrH1/ctrx141no5P7qdkQ3HJMN1knIPkW3i84vY49dJhUCupVx6bJO8VIy2hmRFArZGlJKwNmYxqTFnLe18icuGnEw833p7QikbpOqzUabkoUNTEZo7dHXF5O5DXn99wtfenrFj+qRXLrIImrlYo51OGc0DRU/EDpnMMFZH55wXSB/QoSJJFNmlxxg+loO3QNQvuc6CTtFZoFtOMNJhlpa2bmlmE4L0DDcH9IY5ItGILGV6eoTWBq37uKAoByVv3Wo4Oqvo7V1heXTGTBZcurTL7oaiagyTOuXhG/vce3Cf09mS0XDI00+lrA3XY5p4P5CqnOAttvPofo/gFATHaNhjtDYg2AnaGWZzsWLhODYHloNZCkqTJBnSCWbLGiUkxgWK9A+ulH1PBcqnP/1pfu7nfo5f/MVfZDAYPNKMjEYjiqJgNBrx5/7cn+Mv/aW/xPr6OsPhkJ/6qZ/ixRdf5IUXXgDgU5/6FM888wx/+k//af7+3//77O/v89f/+l/n05/+9L9zjPO/dkQ7JAhklJtFPnXMdFkpsR6RTYOLlD5rsF2Ha1q8MXhjCM7jA7AKDJNCkcoUoVJ0mqGTBGcCc2ewrcSJPk61BOURMkGgkcHhmpZZe8zJ0SlZrhgUJcZDUWSYzjCZTmg6i9SKtuu4f+8BWnn6mWStFGRJQCU53kOaS4oyJR/0uXj9afrDbRJhCNLGFrRO0VIjRAb6IsKe4V1DKgdU7YQ7dw547LlP8ua33uDe0YT9uWB/2rG9Znnla9/GtA2bGxuURcn+4emKrhmD7TyxTZsmmjJLKHRCJnVEhIff3854pD9ZdU0eiWPDO4GBwTuCj63zWJxAJjVPbV3nxcvPc333egyBExIrLOTxa5wxdGL5ns6L76XDBdBJwtp4i36mKYRjc22I0mOsq+k6hwhR+KqTjI1LTzHavMzpgzdZLCaoAHXXolWKzDLMqpMiVgY1IwJaCrQDnMf58Ig8e85QgVgw+ZW4vJenNMKidcqi8hjjaLqO4CMjJQjFaG0TmoeMeglrw3HssghJUg6QIiVJMzrb4Lzk8P59zk6O2Lp6k0vlmLOTh4w2rjDcuIoQLXmWcvvNV1A6R+gcRwQHIhKqRceg32MwTinLNP7c0q02IYGmNswnU8oiwUtJQKKFRutYsEmhV1Aq8DSPzkshJTi/EtN72q6BJIuuIWfoTINzDtvkMB+gqkFkInlBV1msMdRtTd1NqNpbrA0NCIeUEqE0WRbdQjY4hIpjDRFcvB4LhZMSEVIUu9y4/IcY9a8RnESqgDOWrjG07ZKqOuRs/nXm8zcp+33WNp4ikU/g23WCVWSJxjqHlB7jGup2RhemVOYWo9EZaxvRPeGFJFCQJTsMkqfpZTtkaQ+BYLFYcjo9Y//0DZ64qVjfKGiaOeCRjhV2X9CaOC5LMk2go2kCPkQXVCw6Yrjnmw/u8oXfe4np6RwlUqTqkWZ9+mmJcxXT+gRvqmi1XnXxsl4PlAIlmS8qZKLJkowgAkolEAy2jSJOZ+HZm89w+dIezXzGxk6LUAGZbADReZP0ttGNwTUP0b4hSxN6wxydluh8nWAy/PI+IhuymD/g+NTSzCuOTg74yq2KWm0wICD8gicbxXCgSIaOpNejXnhuvXLAV16vSQfb9PtjNje2mFUtE+t54+WHnJxpbj6xQ5knqNTEUFqryBLwItpyk0Qh2ygxSFIdXWRdtPxKFQjOYm3sSrVNzuR4iSoGCGBy0hKkIh8VeCGwpqWtPMvJLLpVmw4tEq7upaztbjHZ3mLZNJSDkrMm8NbdCbV8i7sPzxBSkg83ML7md770TW7efIy1YsyVy1dJtMNZG4vgusYHS7cylmyPBywbza3JAzo6vJSM+gOOJ5KTWcVgkOC6Du8l1gfmhwvSLGPQ+4Ovj++pQPlH/+gfAfCH/tAf+q7bf/Znf5Y/+2f/LAD/4B/8A6SU/NiP/dh3gdrOD6UUv/RLv8RP/MRP8OKLL9Lr9fjxH/9x/tbf+lvv5UcBooXNuXPRVZw9I8WKxhg1KLGq9wRncavOie1avLGE1eweKREyFiZSxMpPCo1UCVLpGDSIwDtNEAXIFCcSKltjFo7OVHhroqJ/aUAotreGseJvK/a2h5ydNkwWDSpEtZxtPUJYciHoZ4F+KlEqiS++cPRGGwxGOWWvz2i4RapUtNMJQa8cxTeur2nbKSq7is628c0Rs8l97PQVstEar9/reOnrt6Accnq2RHnL8vQYgqdXlgwyEXeDwWK9QclVcCCSLNPkiaKXasokI9EasUpZPT8ekXn5XxQp3r3j1ll1ViwBI8IjRLvyihsbl3nx2gd45uIzDNc3EX7lwsoTRKYwdYfVCtX/np3x/PsPAeWgz7UbT1CdnWDnD9kYjrFqnWVVkRQ9siJH65TBaDM6yNwSlWY470i0JpES710EkwmBaZtVcbgSwLJSZ/rYXTkXx8Z9/jtCZx9i2KAzHUpI+oOMYU+zfzCjtYbQWUgsaQZPPvYs0+GSvZHnxvVrhGydzkYm8Oz4PuPdK+TlgMFok299/evMF3MePHhIPZvz9Mf+GEIq6rqhmp4w3ttm++Lj3L/zeoQOSoWUiuBTqkXN5voWealJcxWhYFkknQccVV0xmx1w9ckiOpdEtLhmeRZHsau0c9N1uODobMyd0sRkYy0FwXmMj0F7XkmsbwGBDBnSbiLaXUo1jFTaEBBOYIyhMTWz9pDeeEG/BwSB8HKlO4qofO/j948dBEVgNRMJCbDGlYuf4OqljyNCQabVqlPhMaZDBEtd3WMxfxWVBNbXH6efPQ3dNsFE4B9h9XDS0XYVVTOD7JS8PKE3NrS+JZEa0CRsMUhvMsofQ6mStvM0bc18fsaDs7fpDytuPnGVRXNMUCnWGVKZEqzEBE9nLYkL2Lal6xqMMSua7EoDhWNRV7x96y71aY2UPbQaszN6nMd3n+DxS5eZd4f8+jc+w/HRLYTwnLMg2jZaw22nSPMSmWikllhrAIl1DpEodEi5dvESZ4OUZjEHAg8fTLhyaZ2unuPCIaqZYVG4boprjjFO0VU1dugwFtJkG5Hu4Os5zhxxfNrx1VeX3Ds445W7Mw4qz+5eSRZAeUcIFXvrCUXZkfUbWp9x+7Bj5/pzPHv5OqM8pRQOkyTkKmXw/CcI1nD/cMn2eh9BoFpMkKomHyiKzMYcrHKMoEMoSxAxxFHojGAzvOqhE818Mo96SJ/R0qOpBGWWYEJK87BlbDuMtTTTjsF6wWgjJxiHlo7lwxmz0ym+N2CgAkp7Jo3ljftT7p801Nag04yrV3YZlgIZWno1dN4z9y2HZ6f0ewVN06DSlHECWgq86KEzaNozHhzOmdYe41rmjefsrGZeNeSl5ugoWqp98BRpoEw0Tf3euuHvecTz7zvyPOdnfuZn+Jmf+Zn/j/e5evUq//pf/+v38q3/nUfXdTEPR8f2OLxT7Z8zOrxf8U68wxuDO++YCEBJpE4iWlrqqOZXKUFoBPKRTfScJhQQuCCwJmCMR0tPqTqwgnkVaKzguIrW3KJn2F1LKDKJx7G3t0l6ckS5kBxOZ6QCCg2DzDPMoCgLamMRpqXoKTbWNxhvjikHQ7QONN2MTIJSY+K+t0fbNTR1RRLOqBqDxdMZwfb2DWR/yM//89/l4WxJJQdYX5MSSFct71nTcV06DpctycqnnegEmaZ0wZImil6eMlCaUierWX34rnPgHQePf8Q4iR8rB49379wiokeAEFHfj21e4xPXPsoTl59kONohLcs4ZpACL0F6aJsG0WsQleL/L4/VaGw2nfHSS59HBc9zHxqxt/sYb9+5T916kmLMaCPQyxNG65tY36IluLYiTxLKfkmWJZjO0HYdWZZHEFtTryyMK42JC8jwKN3hkdnvHGUYC5aVCy54CIFcatY2RkgCdw+mGDway8Hbr3Flc429S49zabhEZwJXaLrOo1RG0DnL6YTNi9e5/Own2D9e8vlf/0Wcc5ydHnPw4D5VEy3608Nb3L/3OhevPMHe3nUWszll7w5ns32CA7M0rF0ZRz1WEtOvslTSrUJc6npJ052xvbuL0kmkQ8sVgsBbXHCY1abEmpbgHME57GoDY30cZYRARLQ7jxM2dhR9gmx20C6KUHWSY+sGbx1d17Fs5yzNbXbWKxCSYAX4KG7sVho15SXey5UGRUXrvlAoUbI2eB8fePaPk6VbyKDJUo1x0NYtrVmybI+p29vkhUBnl5H6CaS4gakz0kSTpAKVODyWqloym0/YP36Lcm2fK1dTZKlwTmE6R8oaSbhK6i4hXIlpA03bsVguOJsf0DZ3eerpkl6RMm9Bqgj/CwSkDoTO4LxjvugQQaJ1IEk0rWnjmNcLFk3Fg8mEW/dOCIwYlLtc33o/H7j+fVy5eIWNtRIn5rx29AYnJ7ejWHbVwzs+OuTIOPJywNbGJsMkxeLj+WrN6nyVyATIcu5PKl75xjeYLRd8YEtw43qOQqAXc3RSQDqmq2tcvWBZOybHC1SWkAxuodIBMl2jCymzyZIHB44Ze7xx1jIlkI8SWq95/MY1dkc5B0cPWDYdvaQBtyApCrZ3h2ytrzMajxnIQD/TJGlBKIeEJKdrW5rFPCaGK8/i7JDTo33ODm/j1xWuM+A8aTFC9zbxfo4MHpmP0FmKNwpjpgTbkveGTOvAa3ePOWotH31+h+qgoTUar3PwFft3Fqxf6GLgYlshdEY5HJGOtwlFj8Vswe2jI7Se89SlEeXoIvvTBhdaEllxeGzIEkGiC1TSp2o6Xp/eYTmvmM4XNFXN8++/yTNPXidNS0Jryfoj7P4Zea9PM63IvUElmjSVkU6dZbTG4r1CdDZ2ENV7W8u/9wAT7zpMG+2S0tqYqsn5aGeVOBIihCpykj3BR32KkBK9sssqmSClRkgdxzVCgVCPCpxHW03vsTbQdB3G1Gz2DHs9y/q4j82GHE4si6VAH855+/Yxy8qwrE4oXcfDewvcuifRkrZu6EmJUp4i9ZHCmUjyvGRp5rgQGK4PGa2N6Q02WNtYQ2lPpktSbVC6QaYbWF9QLy3t0uBly+zsmMpYtM5xZR8/XXDj8S1+9/Mv8+DwPrsbOzz+oec4uXuX48OazXGf9TxwtBQkMuYxKCmRiUb7QKo1RZpRSEUiV6TI827Ju/8szgMB/Tv8k5VD55wc67wHF5AuQPBcGO3wAzc/xjOX38egNybNyhjtIQIyiSyAduFwaaCRFdNp/Z/+5PpPcDyinVsXhdkicHB8yuZWhW3nCK/wTtIvRwx6kkQr0mKN5dk+/UKQ7O5gnWVrc8xyVjOdL1kuK7I8RyKwTY0kal2cCyghVjoI8UjmrFZaIB9iaBlp7J45Z2i7BZKMpx6/AATuHy4IQdA2ZzSzA559ah1ha45PGzauZAw3LyPSEfko4e63XyIbbHLxyQ/z4h/7ce7c2efo7ne49MT3I4shb339s1R1TVIM2OwPubv8Gr2Pfj/jnQsYCyBo65ZMK3r9lCwT5FlknwhSlAwEYanbGT4s6A2LeM45h5SBpqtW/jAAhxTx/e9s7LQ651YhiR7nHR4Zd55CIGTUgWH7YNbJkrib9d4SnKVpa6xvMXaCSA/QRUPrBbQKWrMSzk6pl1OCtehVZm8U7QcICVru8OS1T7K1cY1lDXmSobRkdjrn6PAQL5bMmzeR2ZQi28GZHXrZk2D75HlOlqXoVCCVZF61TKcTJvUBhgfs7SWUpSLtaQKeyaxDdJdR5jLB9zBB0LmWZTtnUZ2yaO+xs21YGyoeHtxnaZYxOiSA8R2pTpAK2saipALn6UwgWcEHrbN0reXu0YTf/dornBwJdofv59nL38dTj32QtbVNlILGWUxwqDSPukFWlGXg4ckZp5MZbWN4+tIlnn3u/ayPClrnsELSNRWmMxxOJpyenbJcVpwta9qu45UHht/6rVf55CceY7i+SRI0rjqhmx/TNjVnc89C7aEnc0TvlKZ6Cd3boplPuP3qhNH6E3zyqZt85KM/wDdv3eKzX/o9nDUEt0QJyTPPfSAaJKb7IAyDrT5F5uLYiRl5sgZB4EiwxnFyeJ/aWDSRyUU1oZmekhc5oUixbYtI1+mWjm7eoLY26G1cJ08KsjLHN1N8gFqklOsbWDtj//U3+Nqrt+l8oFe2NAuBayS7F6/QdhlqmDA9bZhh6ZxkNBYUvQyVDmhszrcfPuDbt/d54cUneOrmFYpDx50vvcnJvGJeZ0znLZkObA09k7Oa77z6JvNlRdd1WO/oDUfMuo6T+YybN54CmbM+XufGY4G379ylSoBgubKV0TpD1TqmraRzMRvMCY/1KcNB8p7WyO/pAqVp29iu1QqldYxPF7FIEauUV8I5sXSlGpcy4q6FfNQ5OS9QWNmUg4ewcggFERcz2xlaY0louTCGqzsZG9sb9DYvE1TK5v4hy6llZz0n6+Z4lTAalDCf0y0cy9kZVWdIg6enQcvolsiT+LN2Nl7Y8yJne2+X4do24/U1inKMVn1UmiCkw+kYdOWpOZvcw7aKtfEVmuU3mBweMdr7KM2i5gu/+Wv8y88+YG20xrCIsd+NDeTlAJE2PHNlHe1tjH2P2vrobFLw/27v3GPsqu57/1lrP8/7nHl7xjP22DwMxiQEB2LIvakUK4QipW2q6hbRij7UKC2o0FZp01Zp/6goSP2rjaK0qdTkSqFFiZS0KTdJhSBJw71gg4MB8zDYxvZge95z3vu91v1jnzmeAfPIvQ2ewfsjnfF47zV7r7V/e6/z22ut3/cnUKmyqEy1TwRrshH3fq52/umnF7WDOu+gaNasSUnSRZZSU3Or3Ljzeq6a3kOlOoIhDYQwiAwwCzbKkiR+SBwpRFkRdCXt8P27BiWNhE8lw/NOAVdFNJfO4HUa5IpDVKcvJ2nMEQeLVCuj1Aa2cPbkQa6/YS/1Vkir3SL0ukxM5EhUwuGDz9DuehimxLAtdByxmj8z6UmqxyIVapOINJoCeo59Go4vVMJgwcIwYgzRYHJ0nOmpazn8wnFeOjpH2FrizLFnMDouoZaEWrJvYIrR6SqhtqgvLzK1ey+tdpezZ8/SbnfT6VPbod5p04okx48fw7U0jXoLsXsvN3ziU1SGJuh2PSwznQ7pdiIq5RLlikupaOPmTSwzwXUFXV9hmuD5DSo1m1q1SKjbxCpCxxKpFIa0SRJF0ktdESe6L6+ukwQMgRIKiYGUAss0eo6EQRSaaG8Im0Fsx8JMMzwQiVTTJ44j/Gie4lBAoj2SQEIo0aEkjhRe0E6zk4tUBkEIQWIohDAxdZWR2ofYOn4tlm3jKIhjTeBFdDyPSAcEahbN6xTyFshBtgzuxTXGiQMLaVqYdvqS4wU+XqdNozlPxz9BbbiD6eQQRhEzsbAsi8Qq0GqOI60yll3AC0La7RZNf4VudJZCuc7kdJ7Q8Og0O6lwWk+SPIpiVJJGNXpdDzfnYvSm5xLShcVLzTozc0scOnKChTnF9OAH+djuT7Jj4mqMXA5EjJAx6AChk3SkQEpIzke1vT63QLvjs9xssrC0SCwM9ly9G8/zMPJlMGy8JOT07BwvHH2RVqfJli1jtNpNOq0GPzwe09Uz7Bivk7MSTKGQZoFWmCPUeZxcCa/j0j0TY5s+McfprAS0PJvhqWEsQ+NYCbUBQalgs1IPMW3JicUOpt3g2isvRzpFLNuGfC7NJyVdDKnpBpqu77PUmuXoiZO8dnaeth+g4hjbEOwcH+GKbeOMFnMURy9jeamBnStTGygRN9vpOklsDNdBixAhJApw80Ua5xZ57dgxhOpiSkV1yzAvvLgEtsnunZO0vYC5RY+RoQqNxGC50eT48dN0/Zhup021WsIpVgmkjWeVWUqKiNEraZ57lbkVj1ALIq1ItMCPJedWQiLfwxycIOe2cCENiVcBHS/giSd/wgvPH2d4+5VIU6LDJpVinkjkyJUq2JZH0p7HEgpDODiORbVSQGqJdBxqA2UQzXfdP25qB8XzfSIjwrQsTDMNLTQMA8OQiN5bSxq1YCAFadIwJMKQSJGGziENQPby9qTDvnrt6vIoIggjukGESGKu2OqyczrPwGiNYnUUqXyS5TPYukldx7i2oLgzR1AYJV+uIToNwm6A7UVYcURipVmWtVCpgYUiwWSl3sB0DAoFB8c2CcImyBLSdJBmDq1NwjhGaoFEEwQNTPsypGGwcPIgS7OvokWVZuN1VFQkMWx2XHsFJQkEmiNHTjL33AxSSrZUbHZPVzkx0yZWXSD9BlNJGjVjmRLHkFgIjF70gVo3tbPqjPTWLqikt95E9RbFnh896eugoHFMlz3ju9k9vodqdQTbTedLkyhC2xIlDHSs0EiEE9BoztHwNGHov+f31s+antg3vRUiSCQDlQrbp6cxLTN9i5aS6d0foXH2JO3ZI5imQdSZZevEEJPbp6h0NQsLK4SdLklnmeHhUc6OzuF2AubnTqFR6RtvL/cLYnV6R+OKVC8oAkAjSUdYDEMSxAmREpSKNuVKgYmJaQoFzeTUFDsmXuLszClsy+T4zApLbY9KoUinrVDYWKbB+ParKQ6OkkQKotQB2HHVB2jV53n2iR+SL1Y58uxzVMt5tm+fRAiDUy+fwK/7jG7bipQmIAm8mC0DFUplm1otR3mwRKdtEkYRfiyI44BWZ4HqUA5hapIgxrLM3pu5gdAQ+n5vfU1vfkvrNNeWChFITJGOoErTwhBpNl5TWghZIYxGIXaIibFNE8vUaQhoImhHHZQxR64cgIhJYoHQNpFOFxV2vTZxFKcvTArAQEgDoV3Kzg527fjvVMrDSMMg75g0g1S9udOto3QD4rOU84IozlMuXkUxP4EghyEtVKLRIklDrL02oW7TTc5QKNWpDCi0GRGqkIJZoFiawGvXsNQg+XwRYQrCTkwYB3SDFSI5y9hWSYxH5Kl09EinU9hS6jRDce9OtV0zTSWCwnFSQbV6o81PXj7Jsy+dRoZVdo9+iP/2wVvYue1qDNNJw74NjSYiihKErUCmw/3pkdI+pNlpEwQJK0uLrCD54RP/ByyToaERHCxMyybWgtmFBU6+fgo0WJZJFAVoIVlJJN86OMvkmEdrpcHUeJXhEZtWo023G7Bjcgo3n0ec9dK2FG2qeRcPj5efO8zMmTphoshVS7TbXbrdgDNzETu3TVIaGkm1h4wcfpLQboTMnJun3Vyh1WoTKEXTCzm3uMR8o4NdKOHkCvh+AzsJeeXcIi+fmqGat9kyPoprOdRqVVBgunaa8yns9hR3Wxho4tjB8xUrjRbPHl/BFzEdDKLlJl6YYEjB6dcXEJFkaGwcX5mcmmkx12gzu6yRhSrlsQmmdk9xxRXjNNoRx47P8fKxOTreAZYbIVa+jNnrryMVYrtOmhHddBDSxJUJxYJDs6sJfY+R0RHCWCMMk2YsMTSMlTRLTQ9FniGnzfKKTysuoQyBkwsxwzAVTTTyaCGolSzETzEgvqkdFD8KkHGImSRYtolt2ZhaY2qJIVLtA7GaWl0a6WJYYfQE3Yx0Jb84/wCidH9aJ07SB8oLIrpehNeNMGSIm8sxtuMyKiUboz5L2JiFOMERJnliDDdP+bJRQiuHXRtBeudwRES97rNsQYxJHGtiHaIti0gL4liSKI1rCBzXQGuJlBYaB8ctEkQhgT9PY/lFisUphOViuQW67S71xVM0V07jODtw81XcnEu70WBspExoOjz/3DkmRmt0ux1MBLWi5OqJPMXhAfzXg/QNiVTdNdZgaUnOyJEzTCzR+wrV5wNkL5SxuJdpZ52UfZravuewAEIabB/azlUTuxkemcRwHLTSeI0WCoWbs1B+KgYVomg0X6QRK9qygL6Q8Tcx5zWP0+FtKSXDgyNI26Le7XLllbvRWJw4PcvCuTmi2AS7Rthp0m7PMjBaZmFxEcepMFCushREDE1so1xwuWznNMdn5lheOpNKja9q/qSBrhiAi8CU6VSnRBCqpP+cSCHStBAqHVCsFGsk0QpD1UEGJq7kip0jHHn2BD/48XMsNXy6YYhSLZ46dIBybYTE7zI4OU2nG/Lq0Ve58qqr6USS1xeaRGaFnVdcwfjULpqeYuHUK7x6bIbGcsjQwaMMTl7Gnk/eTBAFqCR1OMqlfDpy4oCTM4iVRHU1QiZATKI6DAwVCKMgHTFNFEiJZVrESYRGkyTJeac5jtK1UUKkLy2kU5tCCIQU6FiitIHQVQw1iGXmsSwn7TekRtgaoRRhexm33MR2SaXjzZ5atQI/9Om0fVSSYAiFYaZTpEKZwCA7pz7K2OhlSMNGqQQhLDw/oOt1EPjE8SyJmqflJVQKu6gUprHMIlLY+GE6hYWETrdLpLosd06j5FkmJnMomSAlxCpEyBxRMIYOq+TzeQqlHK2WTxB0SZSHEnUGh2MGRgoESSoHYPSc5iRR/T5UKTAsg0I+TxwlIASmZREnCc1uwMzrXWryMq69/Cau2fkRRkcmMUy3l3iyt1g46bDUPsPLs4c4euwwSsX9RIEC6HY9VuodDCuH53vMNhp877EfsOvyK9i2fSeum+fM7FleevkIge9hWjYiSeX0tRBYtkOEwbEzdaIo4kx9DvnyfBroIGChG1OqVmmurBCFAfR0ghptD19JnFyBMAhJTp3DyRXJF/JsHRvi+quuZKKUJ1BdXl+oc/jws5yanaXeDYjiiK4fkiAwDINKKUehVMbJuYxWC8TVEqZIMIRk5twsZ70Y3Y7YNb2FRBgEkUJ12sQJGDmHbjfATGJEziZSEi8IsfOS2lCVg6+8hu+HECkswyAIE8yxCuUtWzELeY6fnqMrHUKzxND0MKAZGy5xxTVXMjJYpdSNqFSG+fGTL/HanI8QglyuiB+HGFoRJzHVgsFgzqDekbQiibZqWMUyV24fSO3iBXS7bTpeRK1apVwtI4MVBsomXd8nl+sgoxK6ExB7LYpGyGjJQ1vQiCStxGZhrk659O77yk3toIRhghAxWqejEqI3xy61mYb2yTQfiuhF6QhhoGU6vaN7Xw9a9XpigN4cdZwkhGGE56fOSacb0fESpEiQVo5i4mO9fpQ4aGKKGtIsYQ7mEAWfum8R6BwrS6fIe0sULQm1KobhMTQ1QKgUi2cW8AIDTxtEvqLV8jBtSbFUojZYoTo4RKU2TqEwQBQGCBnQaZ7FbwW4TkLoLWN0PZYWjxP7Pm5pEq1tvDBEYaEFDI4NsbA4Q17XefnQKQZVQGkYJoZLDA8XiLyYTsfvrx+BND26ZVjkLQvHMHpp5vU6B2Fd1E7/c14t9vw6FNUXatMahvIDXLP1KiaGt+LmXKQWJF46929XC2jTQKh0GihRLZYWjmOP7SVqLach4O8jVvUEASyRTj+uNJexfDeNAKuNoMIEv7FMc/517MooXpCQz5kkieTc64tYTplqTWDZLrWhAcqVGt2lBSa3b0eWtrA8f4Zmq0GsknTxZ2+qoWgIjN5aIMspYOcKNJorGIYg6aUhkEJiCqgV8wxULKJohURVKJVcOkaByR3bGX31NIvLLUTDoOpWOXXsBI/zv9j74Q/TnTtFbnQ7//uRx/j+dwTtTpczr/yEYqnK0NQ2rGbA3Owit376fxD6MY//z68xNnwlQTXm2//wJYyBPEMTE7i2Ta5gYzkGSIXWaQZdITQChed3aLcXKFVGSJIQFafzN6vSArGKUKQ5RxKdKqwmPWcMkWqfCJGOupqGnS6Kl6DiHJE3gKXKuJaDlFaquUSvT7EUnj5HoRJg2wZxYqLNCBlLwjS3RrrmStGLDOwpXIsiwwPXMz5+PdIqEIUhxUIZz49ptxsEQYs4WSThDLHwMY1xioWrQJWwTJvQS18ELBdafpd2u85K93U63lG2TII2fSzTxjQMUAW81gAJFWxRwS4ZWI4kqYeEQRs/XsHMLzOxPZ8mSBQuKuwSRkHqNCEIdYIh09w6SSJ6UXxpv2BKCwFEUYEt+d1cf9XPceX2D4JZwAviVJFaxGgV0OwsMts8xgunHufoyScIvSUEqdMo5KrUPXhhRC5fpGBZtFt1zi0tMLe0QO3lFxkeHaXd7tLqtkCA73VJekKFSoPX6QJpskLTTL/WpGHiujm0TljpBsyuzJComCRKkwsqpRDCwM05hHEChoFlOygUpmEwOTFOzTJo15c4MbvIkVeP8fzJGcJE4BTKSKtAsWgirDT/URJ0MPEp25Ky2WZ2OaIrTJQQ1IZqOIbJ6OgIjmWlec/yeYRZIIk6tFZ8misRdsHF6Bi0uwGNlVaaPVkJfC/AD2JiU+DmLTqNDqeOnyb207VCE+NVuu0Aw80hdITCoN0NWZhdoujmCROTwdoIufxZgtgjUmnEnSmAsIWLR6TKdGIDaYQUdIydLyHtKtWJaWTik28tkyuOUiadZsyXSxBXUM0mjjaZa0OkFCoOMAyDMDGJpEm1kseNBcFySBAI0mH9d8emdlBMy0UgMcxU98CQNoa0MAyJaZipyqZhIA0L0R9R6X00qWYKq9E+q2GyPc2EWKISk0RFJMIkQTJUKrFlpIa/coao2UaUx0i0Q+ybGHaFuDKBskPq5+Yx7UECfxmv3qXrC5RhM3nlB7Esk/bifxIEApUIhCWwcwbFssv45ASDo5NUahMoJJ1OjO2kTli7o7DM7XiqgBBlvEadOKlhlcu0VhZZWpxhfHwHXiiAYWKhGJ8qcOyFkwwVBLXhAVxbUqlUGJ0YJDGrhGIWp+SgsTEMiWOalByXkuvimhZ2b/3J+REUjewpwco1CQCFNpFKIUmvo6EspEowVJKqxSKZGtzG2MAW7EIOnxjCOJUer+ZIyhZRHBGSkCQJneWTRNrG6zQIA59YRxiGQa1aRm9GZ6U31S6g99aeDm0bpIniEq2JgVJ1gMHKICtzcwS+R7FgEjZPkSvncQtlPG8OqRNMS+A1GwgElpNjfGIaqSIcM8EuuCzV62wZ3cJArcpys0EShYSxj0RQs4A4TSFfKNUwnDJurkCi2pi2jWOYOHYXx1LkC2WGt4zRbjU5sxCyzXDAKBFGC0yOVei2E1qLXSaGdvPsa88wc+4cA6dOYOmISmeFm/Zs59sPf4/TJ8+ihaK+GPD9b3ydkclpKpU8H7zxZmIkZx57HNfOk3MldhiQK40RBRGOmxBGHXyvTctUxCpNP+F1fdrNgFZ7DtsJybkWKklAp/l24iTE832EFCRRTBTGhGGI0OnEr0oUwjAROl17JqWbCp4pMISJToqo0CWXA9sM0gRySYSBhR+mUUNxcq4nzKYgkRCLniYTmNJMdYPcIr20PiBMLGucreN7QILvL1IuOUhLEHd8MJYJ9TKROk3CMgKHcmEb4JDoLkEYEUYJ0pREOiYMW/jhPI3OiwyP+lQHcgRKYRtpHiSTMbRfI0k0ttPBdEyCqIMfLqHECsqYY2A4REpFp60wzTQcVCeaJErS0SStSQwD206/eNIsxWkWZLSJig3ycph9u65jamQnwkwIogZhGBJFIUoHRHGL+dZpnn/tP5k59wyW9HALeeiJZ+re1HuxkKPkBemUkpbYlcp5h1LC/MIsKkkoFHKYpoHf7ZIkSW9BUSo5IaQE8qmjqVLFbyklSaJwLJNSIY18VFql94AQWI6N61j4QSpHIQ0DN1dgaHCIIIiZmZ8j6Kwwv9xkZOsol+UqLM4tEkZpNN3IoMNSRyENB2UKXMchVAnL7QhpCNxSidCLMAyTweEKtVqe6bEyg46BcBy0H2PYVZI44excg6UTp/HDiG4nAClx8y4zs3NoaeIWbBACaZhUSiWqtkBGHQLpcvUHryB3YpnFdocwUjhugSiMee3UAlEkGRkdxTZdLpsa4uzsIvVmB8sUdH1NhItjgiHTHD3SzpG3YqQIcfKaTmMFFbSJE0U+Z+A4bipCGHYQhgQV4uoWpq3QSUTBMfG8GEf7EGtavqBmh7g6wcfmvPrSu+g69buJHd5gNBoNqtUqd3/mdhz7zbq5P00yorejvyx09Qr1hoXXZuPsFxTnz5le0l6hNSMQQsg0tDQVcXjT1MXq4t7V4wrEG85xgQqK1Wgj3VvomP6l7p1AqV7OjzU/RO/fVaesf/41P9946re4OO9Av+X9tl3QNm9q1/nA1/ObdL8t71tW7dP77/n7prdl7aMqzv8i+n+XXrN1+jSrR7mAvVb/bvVeWWvz1f1izX0tpOzd0r2l0b3fhZBpKD9r7uHeAZRSb5InWI22k72QQ5WsCpiJfo4W3Zt4Pf88vPG69HJr6dVMwb2L8oYRvwtzoYdptW6g+0+C4I1PwfmpTrXmkV9zxrXP9bp29yKokOue03430f9DveZ4co1N1nY6vTbqNUkn3tCc8/Ex6/vDded5g71X53PfdHXeop8730Sxpo79s6wrlOonXdgyaQLSt7LbhbaKt9j+Fry1ud+Ctc9UegDN6jXVa8yqzwdjXKBma27J/u+if+w3t+O8Td9Q57e4NuevtkDK1XroN+xd+xyLdSPgPXWJt78Sa26ut7+Ma+q9vkWsXs/Vc4VRyBf/4UHq9TqVSuXtz78ZHZQTJ06wc+fOi12NjIyMjIyMjP8HZmZm1uXyuxCbcopnYGAAgNOnT7+jB5axcWg2m0xOTjIzM0O5XL7Y1cl4F2Q225xkdtt8XCo201rTarUYHx9/x7Kb0kGRPeGwSqXyvjbk+5VyuZzZbZOR2Wxzktlt83Ep2OzdDiy8+9UqGRkZGRkZGRnvEZmDkpGRkZGRkbHh2JQOiuM4/OVf/iWO41zsqmT8FGR223xkNtucZHbbfGQ2ezObMoonIyMjIyMj4/3NphxBycjIyMjIyHh/kzkoGRkZGRkZGRuOzEHJyMjIyMjI2HBkDkpGRkZGRkbGhiNzUDIyMjIyMjI2HJvSQfnSl77E9u3bcV2XG2+8kYMHD17sKl2y3H///Xz4wx+mVCoxMjLCL/7iL3L06NF1ZXzf56677mJwcJBiscgv//IvMzc3t67M6dOnue2228jn84yMjPC5z32OOI7fy6ZcsjzwwAMIIbj33nv72zKbbUzOnDnDr/3arzE4OEgul2PPnj08/fTT/f1aa/7iL/6CLVu2kMvl2L9/P6+++uq6YywvL3PHHXdQLpepVqv89m//Nu12+71uyiVBkiR84QtfYHp6mlwux86dO/mrv/qrdQk0M5u9DXqT8dBDD2nbtvU//dM/6RdeeEH/zu/8jq5Wq3pubu5iV+2S5JZbbtFf/epX9ZEjR/Thw4f1z//8z+upqSndbrf7ZT772c/qyclJ/eijj+qnn35af+QjH9E33XRTf38cx/qaa67R+/fv188884z+7ne/q4eGhvSf/umfXowmXVIcPHhQb9++XV977bX6nnvu6W/PbLbxWF5e1tu2bdO/8Ru/oQ8cOKBPnDih/+M//kMfO3asX+aBBx7QlUpF/+u//qt+9tln9ac+9Sk9PT2tPc/rl/nkJz+pP/CBD+gnn3xS//jHP9aXXXaZvv322y9Gk9733HfffXpwcFA//PDD+rXXXtPf/OY3dbFY1H/7t3/bL5PZ7K3ZdA7KDTfcoO+6667+/5Mk0ePj4/r++++/iLXKWGV+fl4D+kc/+pHWWut6va4ty9Lf/OY3+2VeeuklDegnnnhCa631d7/7XS2l1LOzs/0yX/7yl3W5XNZBELy3DbiEaLVa+vLLL9ePPPKI/tjHPtZ3UDKbbUz+5E/+RH/0ox99y/1KKT02Nqb/5m/+pr+tXq9rx3H0v/zLv2ittX7xxRc1oJ966ql+me9973taCKHPnDnzs6v8Jcptt92mf+u3fmvdtk9/+tP6jjvu0FpnNnsnNtUUTxiGHDp0iP379/e3SSnZv38/TzzxxEWsWcYqjUYDOJ9x+tChQ0RRtM5mu3btYmpqqm+zJ554gj179jA6Otovc8stt9BsNnnhhRfew9pfWtx1113cdttt62wDmc02Kt/5znfYu3cvv/Irv8LIyAjXXXcd//iP/9jf/9prrzE7O7vObpVKhRtvvHGd3arVKnv37u2X2b9/P1JKDhw48N415hLhpptu4tFHH+WVV14B4Nlnn+Xxxx/n1ltvBTKbvRObKpvx4uIiSZKs6xQBRkdHefnlly9SrTJWUUpx7733cvPNN3PNNdcAMDs7i23bVKvVdWVHR0eZnZ3tl7mQTVf3ZfzX89BDD/GTn/yEp5566k37MpttTE6cOMGXv/xl/vAP/5A/+7M/46mnnuL3f//3sW2bO++8s3/dL2SXtXYbGRlZt980TQYGBjK7/Qz4/Oc/T7PZZNeuXRiGQZIk3Hfffdxxxx0Amc3egU3loGRsbO666y6OHDnC448/frGrkvE2zMzMcM899/DII4/guu7Frk7Gu0Qpxd69e/nrv/5rAK677jqOHDnC3//933PnnXde5NplXIhvfOMbPPjgg/zzP/8zu3fv5vDhw9x7772Mj49nNnsXbKopnqGhIQzDeFM0wdzcHGNjYxepVhkAd999Nw8//DA/+MEP2Lp1a3/72NgYYRhSr9fXlV9rs7GxsQvadHVfxn8thw4dYn5+ng996EOYpolpmvzoRz/i7/7u7zBNk9HR0cxmG5AtW7Zw9dVXr9t21VVXcfr0aeD8dX+7/nFsbIz5+fl1++M4Znl5ObPbz4DPfe5zfP7zn+dXf/VX2bNnD7/+67/OH/zBH3D//fcDmc3eiU3loNi2zfXXX8+jjz7a36aU4tFHH2Xfvn0XsWaXLlpr7r77br797W/z2GOPMT09vW7/9ddfj2VZ62x29OhRThe7GhMAAAK+SURBVJ8+3bfZvn37eP7559c9hI888gjlcvlNHXLG/z8f//jHef755zl8+HD/s3fvXu64447+75nNNh4333zzm0L4X3nlFbZt2wbA9PQ0Y2Nj6+zWbDY5cODAOrvV63UOHTrUL/PYY4+hlOLGG298D1pxadHtdpFy/desYRgopYDMZu/IxV6l+9Py0EMPacdx9Ne+9jX94osv6s985jO6Wq2uiybIeO/43d/9XV2pVPQPf/hDfe7cuf6n2+32y3z2s5/VU1NT+rHHHtNPP/203rdvn963b19//2rI6ic+8Ql9+PBh/f3vf18PDw9nIavvIWujeLTObLYROXjwoDZNU99333361Vdf1Q8++KDO5/P661//er/MAw88oKvVqv63f/s3/dxzz+lf+IVfuGDI6nXXXacPHDigH3/8cX355ZdfEiGrF4M777xTT0xM9MOMv/Wtb+mhoSH9x3/8x/0ymc3emk3noGit9Re/+EU9NTWlbdvWN9xwg37yyScvdpUuWYALfr761a/2y3iep3/v935P12o1nc/n9S/90i/pc+fOrTvOyZMn9a233qpzuZweGhrSf/RHf6SjKHqPW3Pp8kYHJbPZxuTf//3f9TXXXKMdx9G7du3SX/nKV9btV0rpL3zhC3p0dFQ7jqM//vGP66NHj64rs7S0pG+//XZdLBZ1uVzWv/mbv6lbrdZ72YxLhmazqe+55x49NTWlXdfVO3bs0H/+53++LhQ/s9lbI7ReI2mXkZGRkZGRkbEB2FRrUDIyMjIyMjIuDTIHJSMjIyMjI2PDkTkoGRkZGRkZGRuOzEHJyMjIyMjI2HBkDkpGRkZGRkbGhiNzUDIyMjIyMjI2HJmDkpGRkZGRkbHhyByUjIyMjIyMjA1H5qBkZGRkZGRkbDgyByUjIyMjIyNjw5E5KBkZGRkZGRkbjv8L3pKsp2kHI94AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Data augmentation and normalization for training\n",
     "# Just normalization for validation\n",
@@ -2219,7 +2256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2321,7 +2358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2363,7 +2400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2391,7 +2428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2412,9 +2449,68 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/10\n",
+      "----------\n",
+      "train Loss: 0.5891 Acc: 0.6736\n",
+      "val Loss: 0.3378 Acc: 0.8366\n",
+      "\n",
+      "Epoch 2/10\n",
+      "----------\n",
+      "train Loss: 0.4262 Acc: 0.7769\n",
+      "val Loss: 0.1915 Acc: 0.9477\n",
+      "\n",
+      "Epoch 3/10\n",
+      "----------\n",
+      "train Loss: 0.5536 Acc: 0.7603\n",
+      "val Loss: 0.2095 Acc: 0.9281\n",
+      "\n",
+      "Epoch 4/10\n",
+      "----------\n",
+      "train Loss: 0.4866 Acc: 0.7645\n",
+      "val Loss: 0.1764 Acc: 0.9477\n",
+      "\n",
+      "Epoch 5/10\n",
+      "----------\n",
+      "train Loss: 0.4403 Acc: 0.8017\n",
+      "val Loss: 0.4935 Acc: 0.7974\n",
+      "\n",
+      "Epoch 6/10\n",
+      "----------\n",
+      "train Loss: 0.6589 Acc: 0.7562\n",
+      "val Loss: 0.2099 Acc: 0.9216\n",
+      "\n",
+      "Epoch 7/10\n",
+      "----------\n",
+      "train Loss: 0.4009 Acc: 0.8347\n",
+      "val Loss: 0.1896 Acc: 0.9542\n",
+      "\n",
+      "Epoch 8/10\n",
+      "----------\n",
+      "train Loss: 0.3648 Acc: 0.8140\n",
+      "val Loss: 0.1818 Acc: 0.9477\n",
+      "\n",
+      "Epoch 9/10\n",
+      "----------\n",
+      "train Loss: 0.3346 Acc: 0.8554\n",
+      "val Loss: 0.2063 Acc: 0.9412\n",
+      "\n",
+      "Epoch 10/10\n",
+      "----------\n",
+      "train Loss: 0.3273 Acc: 0.8471\n",
+      "val Loss: 0.1998 Acc: 0.9412\n",
+      "\n",
+      "Training complete in 1m 3s\n",
+      "Best val Acc: 0.954248\n"
+     ]
+    }
+   ],
    "source": [
     "train_loss_list_7 = []\n",
     "valid_loss_list_7 = []\n",
@@ -2433,15 +2529,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test loss is 0.119894 and test accuracy  is 0.958333\n"
+     ]
+    }
+   ],
    "source": [
     "test_loss_list_7 = []\n",
     "test_acc_list_7 = []\n",
     "test_loss_list_7,test_acc_list_7 = test_model(model_N1, criterion)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The accuracy of resnet18 model equal to 95%. The accuracy is very high, due to lack of finding difficult images for test set"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2451,7 +2562,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2487,9 +2598,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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7R44csfjzVtnXQHZ29mUJRrt27dDr9ZVusW5iMBi46667WL58eYVJaFpamvm2aZ2pzMzMKp3jUqaE8Ntvvy23feXKleTm5tKpU6dqH7syhg4dSmlpKYsWLSq3/c0330Sn0zFkyBAA8/Xbb79dbr9//w5V5flrKGTESQghhBA1Kjw8nJdffpkZM2YQGxvLHXfcgaurKzExMfz444889NBDPPXUU9U6docOHRg3bhxLliwhMzOTfv36sXPnTj777DPuuOMObrzxRgs/msvdfPPN2NnZMWzYMB5++GFycnL48MMP8fPzIzk5uVrH/O9//8uyZcsYOXIkDzzwAJGRkWRkZLBy5UoWL15Mhw4dGDNmDN9//z2PPPIIf//9N7169aK0tJSjR4/y/fffm9erqoitrS2vvvoqEyZMoF+/fowaNcrcjjw0NNTiC7VW9jWwbt06pkyZwsiRI2nRogUlJSV88cUX5jfxVfW///2Pv//+m6ioKCZNmkRERAQZGRns2bOHNWvWkJGRYY7Pw8ODxYsX4+rqirOzM1FRUTRt2pSsrCzeeecdQJ3LBrBo0SI8PDzw8PBgypQpAAwbNow2bdowZ84c4uLi6N69OydPnmTRokU0atSoXHOHmjBs2DBuvPFGnnvuOWJjY+nQoQN//vknP//8M0888YR5TlPHjh0ZNWoU7733HllZWfTs2ZO1a9dy8uTJaj9/DUZttvATQgghRP1SlVbVy5cvV3r37q04Ozsrzs7OSqtWrZTHHntMOXbsmHmffv36KW3atKnw/hW1I1cURSkuLlZmz56tNG3aVLG1tVWCgoKUGTNmKAUFBeX2CwkJUW655ZbL7m9qR/7vFthXemymlttpaWnmbStXrlTat2+vODg4KKGhocqrr76qLF269LLW1VeKoV+/fuVaSyuKopw7d06ZMmWKEhgYqNjZ2SlNmjRRxo0bV641dFFRkfLqq68qbdq0Uezt7RVPT08lMjJSmT17tpKVlXX5k/gv3333ndKpUyfF3t5e8fLyUu677z4lMTGxUs9DRSp6bi51rdfA6dOnlQceeEAJDw9XHBwcFC8vL+XGG29U1qxZU+44gPLYY49ddvyQkBBl3Lhx5balpKQojz32mBIUFKTY2toqAQEByoABA5QlS5aU2+/nn39WIiIiFBsbm3KttU2ttiu6/LstfUZGhjJt2jSlRYsWir29veLj46Pce++9yunTp6/53FXl9aYoFf8+XLhwQZk2bZrSuHFjxdbWVmnevLny+uuvl2tvriiKkp+fr0ydOlXx9vZWnJ2dlWHDhikJCQmXtSOv7PPXUNqR6xSlBmeVCSGEEEIIIUQ9IHOchBBCCCGEEOIaJHESQgghhBBCiGuQxEkIIYQQQgghrkESJyGEEEIIIYS4BkmchBBCCCGEEOIaJHESQgghhBBCiGtocAvgGo1Gzpw5g6urKzqdTutwhBCiQVEUhQsXLtC4cWP0evnszkT+NwkhhDaq8n+pwSVOZ86cISgoSOswhBCiQUtISKBJkyZah2E15H+TEEJoqzL/lxpc4uTq6gqoT46bm5vG0QghRMOSnZ1NUFCQ+W+xUMn/JiGE0EZV/i81uMTJVALh5uYm/5yEEEIjUo5WnvxvEkIIbVXm/5IUmAshhBBCCCHENUjiJIQQQgghhBDXIImTEEIIIYQQQlxDg5vjJISwPoqiUFJSQmlpqdahiOtkMBiwsbGROUxCCCHqHUmchBCaKioqIjk5mby8PK1DERbi5OREo0aNsLOz0zoUIYQQwmIkcRJCaMZoNBITE4PBYKBx48bY2dnJSEUdpigKRUVFpKWlERMTQ/PmzWWRWyGEEPWGJE5CCM0UFRVhNBoJCgrCyclJ63CEBTg6OmJra0tcXBxFRUU4ODhoHZIQQghhEfJRoBBCczIqUb/Iz1MIIUR9JP/dhBBCCCGEEOIaJHESogE6n1vEiZQLWochhBBCWKfSEojfAWnHwCgdX4VKEichGqCHvtjN4Lc2cfRsttahCCA0NJSFCxda5Fjr169Hp9ORmZlpkeMJIUSDU3gBvhwOS2+Gd7vB3Maw5Ab4eQrs+ABit0B+ptZRCg1I4iREA5OSXcCu2POUGhXWH0vTOpw664YbbuCJJ56wyLF27drFQw89ZJFjiWt79913CQ0NxcHBgaioKHbu3HnFfYuLi5kzZw7h4eE4ODjQoUMHVq9eXW6fF198EZ1OV+7SqlWrmn4YQoiakJMGn94KMRvBxgFsnaGkAM7shb1fwO9Pw6dD4dUQeLMdfDMK1r0Ch3+Gc6fAaNT6EYgaJF31hGhgNh6/mCztisngkX7hGkZTfymKQmlpKTY21/4z6+vrWwsRCYDvvvuO6dOns3jxYqKioli4cCGDBg3i2LFj+Pn5Xbb/888/z5dffsmHH35Iq1at+OOPPxg+fDhbt26lU6dO5v3atGnDmjVrzF9X5ucuhLAy5+Pgyzvh3Elw8oH7l0FABzgfA2cPQMpBOHtQvc5KgKx49XJs1cVj2DqDfwT4t4WAtuDfTv3a3lW7xyUsRkachGhgNlySOO2OO4/RqGgYzeUURSGvqESTi6JU7rkYP348GzZs4K233jKPMHz66afodDp+//13IiMjsbe3Z/PmzZw6dYrbb78df39/XFxc6Nq1a7k32HB5qZ5Op+Ojjz5i+PDhODk50bx5c1auXFnt53T58uW0adMGe3t7QkNDeeONN8p9/7333qN58+Y4ODjg7+/PiBEjzN9btmwZ7dq1w9HREW9vbwYOHEhubm61Y9HaggULmDRpEhMmTCAiIoLFixfj5OTE0qVLK9z/iy++4Nlnn2Xo0KGEhYXx6KOPMnTo0MueQxsbGwICAswXHx+f2ng4QghLSTkMSwepSZN7MDzwBzTuBHo9eIdDmzug//Mw+luYdhD+LxbGr4Ihr0GnMeq+Ng5QnAuJuyD6E/jtSbXcb14TeKsjfHc/rH8Vjv6mJmmV/J8jrId8JCZEA1JqVNh0It38dVZ+MSdSc2gZYD2fhOUXlxIx8w9Nzn14ziCc7K79Z/Gtt97i+PHjtG3bljlz5gBw6NAhAJ555hnmz59PWFgYnp6eJCQkMHToUF555RXs7e35/PPPGTZsGMeOHSM4OPiK55g9ezavvfYar7/+Ou+88w733XcfcXFxeHl5VekxRUdHc/fdd/Piiy9yzz33sHXrViZPnoy3tzfjx49n9+7dTJ06lS+++IKePXuSkZHBpk2bAEhOTmbUqFG89tprDB8+nAsXLrBp06ZKJ5jWpqioiOjoaGbMmGHeptfrGThwINu2bavwPoWFhZetReXo6MjmzZvLbTtx4gSNGzfGwcGBHj16MG/evKv+fAsLCyksLDR/nZ0t8w2F0Ez8Dvj6bijIBN/WMGYFuDW++n0cPSG0l3oxKS2BjFOXj05dSFZHrc7HwJFfLu5v7wb+bcqPTvm1BjtZ19BaSeIkRAOyPzGTrPxi3BxsiGjsxvbTGeyMzbCqxKkucHd3x87ODicnJwICAgA4evQoAHPmzOGmm24y7+vl5UWHDh3MX7/00kv8+OOPrFy5kilTplzxHOPHj2fUqFEAzJ07l7fffpudO3cyePDgKsW6YMECBgwYwAsvvABAixYtOHz4MK+//jrjx48nPj4eZ2dnbr31VlxdXQkJCTGXoCUnJ1NSUsKdd95JSEgIAO3atavS+a1Jeno6paWl+Pv7l9vu7+9v/vn926BBg1iwYAF9+/YlPDyctWvXsmLFCkpLL3bZioqK4tNPP6Vly5YkJycze/Zs+vTpw8GDB3F1rfh3a968ecyePdtyD04IUT3H/4Tvx0JJPgRFwahvwalqH1CZGWzAt6V6aXdx5J7cc2oCZU6mDqjd+gqzIX6bejHR6cErvCyRansxqXILBJ3u+h6ruG6SOAnRgGwoawbRp7kvzf1d2H46g10xGYzpHqJxZBc52ho4PGeQZue+Xl26dCn3dU5ODi+++CK//fabORHJz88nPj7+qsdp3769+bazszNubm6kpqZWOZ4jR45w++23l9vWq1cvFi5cSGlpKTfddBMhISGEhYUxePBgBg8ebC4R7NChAwMGDKBdu3YMGjSIm2++mREjRuDp6VnlOOqqt956i0mTJtGqVSt0Oh3h4eFMmDChXGnfkCFDzLfbt29PVFQUISEhfP/990ycOLHC486YMYPp06ebv87OziYoKKjmHkhtykyA3/8PgrtDt4fA1uHa92koYjbCro+g9W3l31gLbfzzPfz0KBhLoNlNcPfnNTPa4+wNYf3Ui0lpMaQfv5hImUanctPg3An1cujHi/s7epZPpPzbgm8r+f2qZZI4CdGAbDyhJk79WvjSxNMRgF2xGSiKgs5KPsnS6XSVKpezVs7OzuW+fuqpp/jrr7+YP38+zZo1w9HRkREjRlBUVHTV49ja2pb7WqfTYayBbk2urq7s2bOH9evX8+effzJz5kxefPFFdu3ahYeHB3/99Rdbt27lzz//5J133uG5555jx44dNG3a1OKx1DQfHx8MBgMpKSnltqekpJhHDv/N19eXn376iYKCAs6dO0fjxo155plnCAsLu+J5PDw8aNGiBSdPnrziPvb29tjb21fvgVi7LW/Bsd/Uy84PYcAL0HaEOlekoUo9An/NghNlZcjxO6DtXTKCoKXt78PqZ9Tb7e+B298Fg+3V72NJBtuyMr02wD0Xt+ekXl7ql34c8s9D7Cb1YqIzgE8L9RimUr+AtuDiL6+tGlJ3350IIarkfG4R+xMyAejbwhc3Rxts9DqSswpIPJ9PkJfUVFeFnZ1duXKtK9myZQvjx49n+PDhgDoCFRsbW8PRXdS6dWu2bNlyWUwtWrTAYFBH2GxsbBg4cCADBw5k1qxZeHh4sG7dOu688050Oh29evWiV69ezJw5k5CQEH788cdyoyV1hZ2dHZGRkaxdu5Y77rgDAKPRyNq1a69aNgng4OBAYGAgxcXFLF++nLvvvvuK++bk5HDq1CnGjBljyfDrBqMRjv6q3rZ3UzuOrZgE2xbBTS+V/8S9IchOhvVzYe+XoBhBb6M2BMg5q8538bpyAi5qiKLAupdgU1mDl+6T4eZXrCexd/GDZgPUi0lJIaQdvZhImZKq/AxIO6JeDi67uL+Tz8VRqYB26rVPC7Cxq/3HU89I4iREA7H5ZDpGBVr6uxLgrg7ttwl0Z39CJrtiMyRxqqLQ0FB27NhBbGwsLi4uVxwNat68OStWrGDYsGHodDpeeOGFGhk5upInn3ySrl278tJLL3HPPfewbds2Fi1axHvvvQfAr7/+yunTp+nbty+enp6sWrUKo9FIy5Yt2bFjB2vXruXmm2/Gz8+PHTt2kJaWRuvWrWstfkubPn0648aNo0uXLnTr1o2FCxeSm5vLhAkTABg7diyBgYHMmzcPgB07dpCUlETHjh1JSkrixRdfxGg08vTTT5uP+dRTTzFs2DBCQkI4c+YMs2bNwmAwmOeoNShJ0epEeDtXeOIA7P4YNr0Jyfvh89ug+c1w0xx1Anx9VngBtrytJozFeeq21rfBgFnw82RI2AFx2yRxqm3GUvh1Guz5TP16wEzoPd36R2ds7KFRB/Vioijq79q/S/3OnYS8dDi9Xr2Y6G3VuVeXlvoFtANn6QBaFZI4CdFAmNqQ92t5cc2gbqGeZYnTee7s3ESr0Oqkp556inHjxhEREUF+fj6ffPJJhfstWLCABx54gJ49e+Lj48P//d//1WoHtc6dO/P9998zc+ZMXnrpJRo1asScOXMYP348oJaVrVixghdffJGCggKaN2/ON998Q5s2bThy5AgbN25k4cKFZGdnExISwhtvvFFuTk9dc88995CWlsbMmTM5e/YsHTt2ZPXq1eaGEfHx8egv+eS5oKCA559/ntOnT+Pi4sLQoUP54osv8PDwMO+TmJjIqFGjOHfuHL6+vvTu3Zvt27c3zPW5jvysXrcYBI4e0OdJ6DwONrymJlEn/oSTa6DT/XDDs+DWSNNwLa60RH1Tvv5/kFs2J7FJN7j5ZQiOUr8O7qEmTvHboNN92sXa0BQXwIoH1a52Oj3c+iZEjtc6qurT6dTOf26NocXNF7cX5akjUObRqUPq7cKsi6NV/1xyHJeAyxtReDdXG12Iy+iUutpXtpqys7Nxd3cnKysLNzc3rcMRolYoikLU3LWkXijkqwej6NVM/YTpz0NneeiLaJr5ubBmeu2X0BQUFBATE0PTpk0va/ks6q6r/Vzlb3DF6sXzoijwdkc4HwsjP1PXvbnUuVOw5kU4UrYmma0T9JgCvabW/cVBFUVdBPWvWeqkflBHkwa+qI40XTqicWw1fHMPeDeD/0RrEm6DU5AN345W5wcZ7OCujyHiNq2jqj2Koi7Ya0qmTHOoMmKACtIAgz34tbo4Z8q/rTqPqrrdBq1cVf7+SjopRANw9OwFUi8U4mhroEvoxY5oXUPVP4InU3PIyC3Cy1nqn4UQ1ZRyUE2abByg+U2Xf987HO75Qm2M8OfzkLgTNr6mLhR6wzPqyFRtTs63lMTd8OcLEL9V/drJG/o9A10mVPx4gqMAnVpSlZOqzmkRNScnDb66Sy0XtXOFUV9D075aR1W7dDrwCFYvrYZe3F6YA6mHyzeiSDkERTnq85W8v/xx3AIvKfVrA/butfs4rqVR+xr/fZLESYgGwFSm1zPcG3ubiy23PZ3taO7nwonUHHbFZjCoTcWdxYT1eOSRR/jyyy8r/N7999/P4sWLazkiIcqYFvZsNhDsnK+8X3AUTPxT3X/Ni+qCob89CdsXw02zoeVQ659zAuqn9WtnX2wZbeOgNhro/QQ4XOUNpaMn+EVA6iG1XC/i9ivvK67P+Tj44g7IOK02TLh/OTTuqHVU1sPeBYK6qRcToxEyYy8ZnSqbQ5UZD9lJ6uWENovUX9O9X0OrW2r0FJI4CdEAmNZv6tvi8jkXXZt6qYlTjCROdcGcOXN46qmnKvxenS3xEvWDKXFqPeza++p0aqlUyyEQ/Smsn6eWuH07GoJ7ws0vQZMu1zyMJvIyYOPraqt1YzGgg46j4cbnwD2wcscI6VGWOG2XxKmmpByCL+5UOxh6BMOYn9RRT3F1er1aZuoVVr6csSBLfU5TDqmlfqlHoKRAuzgrYl/z/wMlcRKinsspLGF3XAagrt/0b11DPfl6Rzy7YjNqOzRRDX5+fvj5SWmPsDLpJ9WSH72N2hiisgy20G2Suo7OloWw7V215O2jAdBmuNr1zFo6zxUXwI7FsGmBOtEeIHyAOkoW0K5qxwruoS6EG7fV8nEKNSH9+m71zb5fBNy/ov41IqltDu4Q0lO9NGBW0rReCFFTtp06R3GpQoi3E6E+l5fPmOY5HTyTTV5RSW2HJ4SoD0wNH5r2VUvRqsrBTU2S/rMHOt4H6NQSuEXd4Pdn1FEerRiNsP87WNQF1sxSkyb/djDmRxizoupJE6iJE8DZf9TW5cJyjv8Bn9+hJk1B3WHCKkmahMVI4iREPbfR1Ia8gtEmgCaeTjR2d6DUqLA3PrMWIxNC1BvmMr3r7FTmHgh3vAePbFZHc4zFsON9eKsjbF6ojvrUptPrYUk/+PEhtSuZWyDc8T48vAHC+1f/uO6BavmYYoSEnRYLt8Hb/y18MwpK8qH5IDW5rU4iL8QVSOIkRD2mKArrj6triVwpcQJ1nhPAzhgp1xNCVFFmApzZA+gsNzE7oK06mjPmR3V0pzBLHe1Z1EV9c1zTi0inHIYvR8Dnt6ujQvZu6uK1/4lW5zPpDdc+xrUEl5U8xW+//mMJtczzx4dBKYX298K9X4GdLOwuLEsSJyHqsdhzeSRk5GNr0NE9zPuK+5nK9WSekxCiyo7+pl4H97B8K+Dw/urozh2L1dGerAT1zfGSfupokKVln4GfH4PFveDkX+qcrahHYOpe6DMdbB0td67g7up1/DbLHbMhUhRYMxv+eFb9uscUdVSwLra2F1ZPmkMIUY9tOKaONnUN9cLZ/sq/7t3KRpz2xmdSXGrE1iCfqQghKsk0v6ky3fSqQ2+AjqPUBXW3vw+b31RHgT6/HZrdBDfNAf+I6ztH4QXY8hZsXaSWeYHa7W7ArJrrxGaaZJ+4C0qKwEbW0auy0hL4bRrs+Vz9esAs6D2tbrSzF3WSvDsSoh7bcI35TSbNfF1wd7Qlv7iUg0lZtRFagxcaGsrChQvNX+t0On766acr7h8bG4tOp2Pfvn3XPPb69evR6XRkZmZed5xCXFVO6sXOcK1vrdlz2Tqqoz5T96mjQHobdVRocS91lCj7TNWPWVqsthV/q6PaYrwkH4KiYOJfcPfnNdu+2qeFulhuSQEk76u589RXxQXwwzg1adLpYdjb6utDkiZRgyRxEqKeKiguZfvpsjbkLa+eOOn1OrqGqhNopVxPG8nJyQwZMkTrMISommOrAAUad1KbHdQGZ28Y8io8tlMdFVKMsPdLeLszrH0JCrKvfQxFgSO/wnvdYdVTkJcOXuFwz5fwwB/lFwStKTrdxe56Uq5XNQXZ8NUIOPorGOzVJDdynNZRiQZAEich6qndsefJLy7F382elv6u19z/4jyn8zUdmqhAQEAA9vb2WochRNVUZdFbS/MOV98wT1yjtp0uyYdN8+HtTuooUmlxxfdL2AWfDIHv7oNzJ8HJB4bOh8d2qI+jNkcsTPOc4iRxqrScVPj0FojdBHaucP9ybV5/okGSxEmIempDWTe9vs190VXijYCps97u2AyMRqVGY7sqRYGiXG0uSuUe95IlS2jcuDHGf3X2uv3223nggQc4deoUt99+O/7+/ri4uNC1a1fWrFlz1WP+u1Rv586ddOrUCQcHB7p06cLevXur/FReavny5bRp0wZ7e3tCQ0N54403yn3/vffeo3nz5jg4OODv78+IESPM31u2bBnt2rXD0dERb29vBg4cSG5u7nXFI+qB/Ew4vUG9fb1tyK9HUFd4YLU6WuQVro4erXpKHU068uvF3+uM0/D9OPh4oDrCY+MIfZ5SGz90m6RNMwFzZ71tNd8psD44HwtLB6lz3Jx9YcJv0LSP1lGJBkSaQwhRT5nnN12jTM+kbWN3HGz1nM8r5lRaDs0rMUpVI4rzYG5jbc797Bmwu3yR4H8bOXIk//nPf/j7778ZMGAAABkZGaxevZpVq1aRk5PD0KFDeeWVV7C3t+fzzz9n2LBhHDt2jODga5cz5eTkcOutt3LTTTfx5ZdfEhMTw+OPP17thxUdHc3dd9/Niy++yD333MPWrVuZPHky3t7ejB8/nt27dzN16lS++OILevbsSUZGBps2bQLUEsJRo0bx2muvMXz4cC5cuMCmTZtQKplkinrs+B/qOku+rcCnubax6HTqqEOLwRD9Kaz/nzqa9N19ajmcfxuI/kyNFx10ug9ueFZdT0lLjdqDrRMUZELa0etvclGfpRyCL+6EnLPgEaK2qq/JOWhCVEASJyHqoTOZ+RxPyUGvg97NfCp1HzsbPZ2CPNl2+hw7YzO0S5zqAE9PT4YMGcLXX39tTpyWLVuGj48PN954I3q9ng4dOpj3f+mll/jxxx9ZuXIlU6ZMuebxv/76a4xGIx9//DEODg60adOGxMREHn300WrFu2DBAgYMGMALL7wAQIsWLTh8+DCvv/4648ePJz4+HmdnZ2699VZcXV0JCQmhU6dOgJo4lZSUcOeddxISEgJAu3btqhWHqGdquptedRhs1dGj9veoXfK2vauO5pjmEDUbWNaFr422cZoYbKFJV4jZoMYoiVPF4rbBN/dAQRb4tVHX+HIN0Doq0QBJ4iREPbTphDra1DHIAw+nyre47drUi22nz7ErJoP7okJqKryrs3VSR360Oncl3XfffUyaNIn33nsPe3t7vvrqK+699170ej05OTm8+OKL/Pbbb+bEIz8/n/j4+Eod+8iRI7Rv3x4HBwfzth49elT54Vx6vNtvv73ctl69erFw4UJKS0u56aabCAkJISwsjMGDBzN48GCGDx+Ok5MTHTp0YMCAAbRr145BgwZx8803M2LECDw9Pasdj6gHinLh5Fr1tjUlTiYObjDgBeg6UR19Oh8DvadD+I1aR3a54B4XE6euE7WOxvocW612zyspUOeyjf4WHOXvj9CGzHESoh4ylen1vUYb8n+72FlPwwYROp1aLqfFpQqTwocNG4aiKPz2228kJCSwadMm7rvvPgCeeuopfvzxR+bOncumTZvYt28f7dq1o6ioqKaetevi6urKnj17+Oabb2jUqBEzZ86kQ4cOZGZmYjAY+Ouvv/j999+JiIjgnXfeoWXLlsTExGgdttDSybVqMwaPEAhor3U0V+bWGG57G8b9Yp1JE0BI2Yci0iDicvu+gW9Hq0lTi8FqeZ4kTUJDkjgJUc+UlBrZdCIduPb6Tf/WOdgTg15HUmY+SZn5NRFeveHg4MCdd97JV199xTfffEPLli3p3LkzAFu2bGH8+PEMHz6cdu3aERAQQGxsbKWP3bp1a/755x8KCgrM27Zv317tWFu3bs2WLVvKbduyZQstWrTAYDAAYGNjw8CBA3nttdf4559/iI2NZd26dYDauKJXr17Mnj2bvXv3Ymdnx48//ljteEQ9cGk3PVk35/o06aquSZWdCJmVG5VuELYugp8eAaUUOoxSm3/YVb4qQIiaIImTEPXMvoRMLhSU4OFkS/smHlW6r7O9DW0auwFqdz1xdffddx+//fYbS5cuNY82ATRv3pwVK1awb98+9u/fz+jRoy/rwHc1o0ePRqfTMWnSJA4fPsyqVauYP39+teN88sknWbt2LS+99BLHjx/ns88+Y9GiRTz11FMA/Prrr7z99tvs27ePuLg4Pv/8c4xGIy1btmTHjh3MnTuX3bt3Ex8fz4oVK0hLS6N169bVjkfUcSVFcHy1elvLbnr1hZ0zNCqbExlf/Q9I6g1Fgb9mwZ/PqV/3mAK3v6dN10Mh/kXzxOndd98lNDQUBwcHoqKi2Llz51X3z8zM5LHHHqNRo0bY29vTokULVq1aVUvRCmH9TGV6fZr7YtBX/ZNg03pOO2MkcbqW/v374+XlxbFjxxg9erR5+4IFC/D09KRnz54MGzaMQYMGmUejKsPFxYVffvmFAwcO0KlTJ5577jleffXVasfZuXNnvv/+e7799lvatm3LzJkzmTNnDuPHjwfAw8ODFStW0L9/f1q3bs3ixYv55ptvaNOmDW5ubmzcuJGhQ4fSokULnn/+ed544w1ZrLchi9kAhdng4q+OlojrZ1oIN26rtnForbQEVk6BLQvVrwfOhkGvgF7zt6tCABo3h/juu++YPn06ixcvJioqioULFzJo0CCOHTuGn5/fZfsXFRVx00034efnx7JlywgMDCQuLg4PD4/aD14IK7XR1Ia8imV6Jl1Dvfh4cwy7ZMTpmvR6PWfOXN7IIjQ01FzmZvLYY4+V+/rfpXv/bu/dvXt39u3bd9V9ruSGG264bN+77rqLu+66q8L9e/fuzfr16yv8XuvWrVm9enWlzisaCFM3vVa3yhtaSwnuAdsWXez+1xApCiyfCId/Ap0ehr0NncdoHZUQ5WiaOC1YsIBJkyYxYcIEABYvXmwue3nmmWcu23/p0qVkZGSwdetWbG3VIdvQ0NDaDFkIq3Yup5B/krIA6Nu8cm3I/83UIOJ4Sg7nc4vwdK58Vz4hRD1nLIWjv6m3I6RMz2KCu6vXaUchLwOcvLSNRwtn9qpJk8EORnwCrW/VOiIhLqPZR0VFRUVER0czcODAi8Ho9QwcOJBt2yr+xGXlypX06NGDxx57DH9/f9q2bcvcuXMpLS294nkKCwvJzs4udxGivtp8Mh1FgdaN3PBzc7j2HSrg7WJPmK+6COzuOA2764kreuSRR3Bxcanw8sgjj2gdnqjP4rdB3jm1s1lIL62jqT+cfcCnhXq7oc5zOrlGvW4xSJImYbU0G3FKT0+ntLQUf3//ctv9/f05evRohfc5ffo069at47777mPVqlWcPHmSyZMnU1xczKxZsyq8z7x585g9e7bF4xfCGm04dn1leibdQr04nZbL7tgMborwv/YdRK2aM2eOubHDv7m5udVyNKJBMXXTazlUJutbWnAPSD8O8Vuh1VCto6l9J/5Ur5vfrG0cQlxFnVoA12g04ufnx5IlSzAYDERGRpKUlMTrr79+xcRpxowZTJ8+3fx1dnY2QUFBtRWyELXGaFTYeMIyiVPXUC++3ZXATpnnZJX8/PwqnAcqRI0yGsu3IReWFdIT9nzWMNdzyj0HibvV280GXn1fITSkWeLk4+ODwWAgJSWl3PaUlBQCAgIqvE+jRo2wtbU1rzsC6sTls2fPUlRUhJ3d5XMx7O3tsbe3t2zwQlihw8nZpOcU4WxnIDLk+hYI7NZUra8/kJhFflEpjnaGa9zj+lS26YGoG+TnWU+d2QvZSWDnAmFWuphsXWbqrJe8D4py1TblDcWpdYAC/u3URYuFsFKazXGys7MjMjKStWvXmrcZjUbWrl1Ljx49KrxPr169OHnyZLn1UI4fP06jRo0qTJqEaEhMbch7hPtgZ3N9v9pNPB0JcHOgxKiwN6Hm5jmZmrzk5eXV2DlE7TP9PE0/X1FPmLrpNb8ZbKs3h1JchUcwuDYGYwkkRWsdTe0yl+nJaJOwbpqW6k2fPp1x48bRpUsXunXrxsKFC8nNzTV32Rs7diyBgYHMmzcPgEcffZRFixbx+OOP85///IcTJ04wd+5cpk6dWqtxF5aUYm9Ts5/AC1FVpsSpX8vrK9MD0Ol0dG3qxS/7z7Ar5jw9w6vXoe9aDAYDHh4epKamAuDk5IROV/W1p4R1UBSFvLw8UlNT8fDwKFcdIOo4RbmYOEmZXs3Q6SCkBxxcrpbrNe2rdUS1w1gKp8o+RJf5TcLKaZo43XPPPaSlpTFz5kzOnj1Lx44dWb16tblhRHx8PPpL1ogICgrijz/+YNq0abRv357AwEAef/xx/u///q9W4jUaFV74+SAr95/hlym9CfVpQMPowqplFxSzp6wDXr/m1584gdqW/Jf9Z2p8PSdTaa4peRJ1n4eHxxVLrkUdlXoEMk6DwR6a36R1NPVXcFniFN+AFsI9s1ft1GjvDk26aR2NEFeleXOIKVOmMGXKlAq/V9GCjD169GD7dm1ader1OhLO53OhoIQVexKZfnNLTeIQ4t+2njxHiVEhzMeZYG8nixyza6g6z2lP/HlKSo3YGGqmslen09GoUSP8/PwoLi6ukXOI2vPveaiinjCNNoX3B3tXbWOpz0J6qtcJu6C0BAyav02reSf+Uq/Db2wYj1fUafIKraIRkU3YeDyN5XuSeGJgC/R6KSsS2jN10+t7nd30LtXS3xU3BxuyC0o4nJxN+yYeFjt2RQwGg7zhFsJaSTe92uHbGhzcoSALzv4DgZ21jqjmmec3yUimsH6aNYeoq26O8MfVwYakzHy2nT6ndThCoCiKxdZvupRer6NL2ajTzhhpSy5Eg3XuFKQcBJ0BWg7ROpr6Ta+HoO7q7fgG0JY8J00t1QNpQy7qBEmcqsjB1sBtHdRWmcuiEzWORgg4lZZLUmY+djZ6osK8LHpsU7leTc9zEkJYsaO/qtdN+4CTZf/GiAqElHUWjmsA85xOrQUUCGgPrjIvUlg/SZyqYWQXdQHd3w8mk10gczKEtkzd9KKaeuFkZ9nq225N1fWgdseel7V5hGiopEyvdgWXzXOK3652M6zPTPObpJueqCMkcaqGDk3caebnQkGxkVX/JGsdjmjgzG3ILVimZ9I20B07Gz3ncos4lZZr8eMLIaxc9hlI3AXooNWtWkfTMDTuqHYvzEuHcye1jqbmlGtDLvObRN0giVM16HQ6RkQ2AaRcT2iroLiUHWVz7WoicbK3MdAxyAOA3VKuJ0TDc6SsTC+om5RS1RYbe2jSRb1dn8v1kqIh/zw4eEBgF62jEaJSJHGqpjs7BaLXwe6485xOy9E6HNFA7YjJoLDESCN3B5r5udTIObqZGkRI4iREwyOL3mojuGyeU31uEGHqptdsgLQhF3WGJE7V5OfmYP6Ef/keGXUS2ri0m55OVzOt8bs2lQYRQjRIuecgbot6WxKn2hXSkBInKdMTdYckTtdhRKTaJGLFniRKjfV8AqewShuOpwI1U6Zn0jnYA70OEjLyOZtVUGPnEUJYmWOrQDGqHc88Q7WOpmFp0g10ejgfC9n1cC71hRRI3q/eljbkog6RxOk6DIzww93RluSsAracTNc6HNHAJJ7P41RaLga9jp7NfGrsPK4OtkQ0dgOkXE/UD++++y6hoaE4ODgQFRXFzp07r7hvcXExc+bMITw8HAcHBzp06MDq1auv65h1hrmb3m3axtEQObiBf1v1dnw9nOd0co163bgTuNTcB39CWJokTtfB3sbA7R1lTSehjY3H1WS9U5AH7o62NXquLiFl5XqyEK6o47777jumT5/OrFmz2LNnDx06dGDQoEGkpqZWuP/zzz/PBx98wDvvvMPhw4d55JFHGD58OHv37q32MeuEgmw4/bd6W8r0tBFS1pY8rh6W652UNuSibpLE6TqZuuv9cegsWfmyppOoPbVRpmfSTeY5iXpiwYIFTJo0iQkTJhAREcHixYtxcnJi6dKlFe7/xRdf8OyzzzJ06FDCwsJ49NFHGTp0KG+88Ua1j1knnPgTSovAuzn4ttQ6mobJ3CBiu7ZxWFppCZxap96W+U2ijpHE6Tq1C3Snpb8rhSVGfv3njNbhiAaiuNTIlpNlbchb1nzi1LWss96xlAvyAYGos4qKioiOjmbgwItzKvR6PQMHDmTbtoo/1S8sLMTBwaHcNkdHRzZv3lztY5qOm52dXe5iVUzd9CJugxpqPCOuwZQ4pRyE/ExNQ7GoxF1QkAWOXhDYWetohKgSSZyuk6zpJLSwJ+48OYUleDnb0baxe42fz9fVnqY+zigKRMfJqJOom9LT0yktLcXf37/cdn9/f86ePVvhfQYNGsSCBQs4ceIERqORv/76ixUrVpCcnFztYwLMmzcPd3d38yUoKOg6H50FFefDibJSKinT046rP3iFAQok1IM5cyaXtiHXG7SNRYgqksTJAm7v1BiDXsfe+ExOpl7QOhzRAGw4rrYh79vcB72+dj4N7hrqCcDOmPO1cj4hrMFbb71F8+bNadWqFXZ2dkyZMoUJEyag11/fv88ZM2aQlZVlviQkJFgoYgs4tQ6K88A9CBp11Dqahi24bJ5TfWoQIfObRB0miZMF+Lk6cGNZudSy6CSNoxENwcYTZYlTLcxvMjGV68k8J1FX+fj4YDAYSElJKbc9JSWFgICACu/j6+vLTz/9RG5uLnFxcRw9ehQXFxfCwsKqfUwAe3t73Nzcyl2sxuFLFr2VMj1thdSzeU7ZyXD2AKCD8AFaRyNElUniZCGmcr0f9ybKmk6iRqVdKORgkjofok/z2k+c/knMpKC4tNbOK4Sl2NnZERkZydq1a83bjEYja9eupUePHle9r4ODA4GBgZSUlLB8+XJuv/326z6mVSopguO/q7elTE97pnlOSdFQXA/W0TO1IQ+MBGdvbWMRohokcbKQ/q388XSyJSW70DwaIERN2FT2+mob6Iavq32tnTfE2wlfV3uKSxX2J2TW2nmFsKTp06fz4Ycf8tlnn3HkyBEeffRRcnNzmTBhAgBjx45lxowZ5v137NjBihUrOH36NJs2bWLw4MEYjUaefvrpSh+zTondpE7cd/aFoCitoxFeYeDsp3Y4PLNH62iun2l+U3PppifqJkmcLMTORs/tHQOBhtskwmhUSM7K1zqMes80v6k22pBfSqfT0U3K9UQdd8899zB//nxmzpxJx44d2bdvH6tXrzY3d4iPjzc3fgAoKCjg+eefJyIiguHDhxMYGMjmzZvx8PCo9DHrFNOit61ulYn71kCnu1iuF1fH5zmVFsPp9eptSZxEHWWjdQD1yYjIJny6NZa/DqWQlVeMu1PNLkpqbRb9fZIFfx3n4X5hzBjSWutw6iWjUWHTCXXh234t/Gr9/F1DPfntQDI7Y6VBhKi7pkyZwpQpUyr83vr168t93a9fPw4fPnxdx6wzjKVw9Df1tpTpWY/gnnD457o/zylhBxRmg5MPNOqkdTRCVIuMOFlQ20B3Wjdyo6jUyMr9DatJRFZeMUs2ngbggw2nWbzhlMYR1U8Hz2SRkVuEi70NnYI9av38XcsWwt0Td17m8glR3yTshNxUcHCH0D5aRyNMgrur1wk71OS2rjK3IR8I19mVUgityCvXwhrqmk6fbo0lp7AENwd1EPN/vx/l+11W1F63nthwTC3T69XMG1tD7f/6tgpww9XehpzCEo4kW9mCnUKI62Na9LbFELCx0zYWcVFAO7BzVUdrUg5pHU31nShrDCFleqIOk8TJwu7o2BgbvY79iVkcT2kYazrlFJawdEsMAHPvbMfD/dQ2vc+s+Ic/D115AUhRdRfnN9V+mR6AQa+jc4hpPSeZ5yREvaEoF+c3SZmeddEbIKibejt+m7axVFdWIqQeAp0ewvtrHY0Q1SaJk4V5u9jTv5X6prahjDp9tT2OrPxiwnydGdK2Ec8MbsXIyCYYFZjyzV52nD6ndYj1QlZeMXvi1blFfVv4aBZHt6bSIEKIeid5H2QlgK0TNJP1dayOeT2nOpo4mdqQN+kKTl7axiLEdZDEqQaYyvVW7EmipNSocTQ1q6C4lA83qaNNj/YLx6DXodPpmHdnOwa29qeoxMiDn+3m0JksjSOt+7acSseoQDM/F5p4OmkWx8WFcM+jKDLPSYh6wTTa1PwmsHXUNhZxOdN6TnHb1NHBuubEX+p1MynTE3WbJE414MZWfng725GeU//XdPp+dwLpOYUEejhyR6dA83Ybg55FozvRrakXFwpLGLd0F3HncjWMtO7bWFam17cWF72tSPsm7tgZ9KTnFBJ7Lk/TWIQQFmIu07tN2zhExQIjQW8LOWfhfIzW0VRNSZG0IRf1hiRONcDWoDcnET/srr/lekUlRhavV7vnPXJD+GXNChxsDXw0rgutG7mRnlPImI93knqhHqx8rgFFUS7Ob2qpbeLkYGugQ5A7ALtknpMQdV/qUUg/DgY7aH6z1tGIitg6QmBn9XZcHSvXi98GRTnqQr4B7bWORojrIolTDTGV6605ksL53CKNo6kZP+1N4kxWAX6u9owse7z/5uZgy2cPdCXYy4n4jDzGLd1FVn5xLUda951IzSE5qwB7Gz1RTbWvDzeV6+2UeU5C1H2m0aawG8DBTdNQxFWY2pLXtXlOJ8vK9JrfJG3IRZ0nr+Aa0rqRG20au1FcqvDzvvq3plOpUeH9srWaJvUJw8H2yivM+7k68MXEbvi42HMkOZtJn++moLgOr0WhAVMb8u5h3ld9rmvLxXlOkjgJUeeZ2pBLmZ51C+6pXte1xMk8v2mgtnEIYQGSONUg0yjMsj31r1zvtwPJxKTn4ulky+io4GvuH+LtzGcPdMXV3oadMRlM+XpvvW+cYUkX25BrW6Zn0jnEE50O4s7lkZot5ZdC1FnnY+HsP2qb6JZDtY5GXE1wFKCDcychJ1XraConMx7SjoLOAOE3ah2NENdNEqcadFvHQGwNOg4mZderxUKNRoV3150E4IFeTXG2t6nU/do0duejcV2ws9Gz5kgKM1YckK5slZBXVGJeM6mvlSRO7o62tApQS3p2xZ7XOBohRLUd+VW9DukFzt7axiKuztET/CLU23Vl1Mk02hTUTY1fiDpOEqca5OVsx4BW/kD9WtNpzZEUjqVcwNXehrE9Q6t036gwbxaN6oReBz9EJ/K/1UdrJsh6ZMfpDIpKjQR6OBLu66x1OGbdQtV/glKuJ0QdJmV6dYt5ntN2beOorBOXzG8Soh6QxKmGjeyiluv9tDeJ4npQmqYoCu/+rY42jekRgrujbZWPcXObAP53l9pZ54MNp1my8ZRFY6xvLu2mp9PpNI7moq5lTSp2Smc9IeqmC2chYYd6u9Ut2sYiKiekbJ5T3FZt46iMkkKI2aDelvWbRD0hiVMN69vCFx8Xe87lFrH+WN1f02nTiXT2J2bhYKtnYu+m1T7O3V2CeGZIKwDmrjpar0bkLM3a5jeZdCtrEHHkbDbZBdIpUYg652hZmV5gF3APvPq+wjqYFsI9+w8UXtA2lmuJ2wLFeeASAAHttI5GCIuQxKmG2Rr0DO/UGIAfdidoHM31W1Q22jS6WwjeLvbXdayH+4YxqY+afP3f8n9YczjluuOrb+LP5RGTnouNXkfPcOuaf+Dn5kCItxOKAtFxMs9JiDrH1IY8Qsr06gz3QPAIBsUICTu1jubqTqxRr5sPBCuqlhDiekjiVAtGRAYBsO5oKudyCjWOpvp2xWawMyYDO4Oeh/qGXffxdDodM4a05q7OTSg1Kjz29R4p+/qXDSfU0abOIZ64OlS9LLKmdQkpa0suPzch6pa8DIjZpN5udau2sYiqMY06Wfs8pxN/qteyqLKoRyRxqgUtA1xp38SdEqPCz/vOaB1OtS0q66R3V2QTAtwdLHJMvV7H/+5qx4BWfhSWGJn42a561YHwepnWb7K2Mj2Tbk3VBhG7pbOeEHXLsd9BKQX/tuAdrnU0oirMiZMVd9bLiIFzJ0Bvoy6sLEQ9IYlTLRlRtqbTD3V0Ls8/iZlsOJ6GQa/j0X6W/Sdra9CzaHRnuoZ6cqGghLFLdxJ/Ls+i56iLikqMbD2VDlhv4mRaCHdfYiaFJbKosRB1hqlMr/UwbeMQVWdqEJG4C0qKtI3lSk6WlekFdQcHd21jEcKCJHGqJbd1aIydQc+R5GwOncnSOpwqM3XSu71DY4K9nSx+fEc7Ax+N60qrAFfSLhQyZukO0i7U3bJGS9gdl0FeUSk+LvZENHLTOpwKNfVxxsfFjqISI/8k1r3XtRANUuEFOLVOvS2JU93j0wIcvaCkAJL3aR1NxaQNuainJHGqJR5OdtwUUTfXdDqecoE/DqWg08HkG2uupMPd0ZbPH+hGE09H4s7lMW7pzgbdrW3jcXW0qW9zH/R665xYq9PpzKNOMj9NiDrixF9QWghe4RcXVBV1h05n3eV6xQUQs1G9LYmTqGckcapFI8rWdPp53xmKSurOmk7vlY02DW4TQDM/1xo9l5+bA19OjMLHxY7DydlM+mw3BcUNswTs0vWbrJkpcZKFcIWoIy4t05NuZ3VTSFniFGeFiVPcZijJB7dAScxFvSOJUy3q08wHP1d7MnKLWHc0VetwKiU2PZeV+9WGFo/d2KxWzhnq48ynE7rhYm/DjpgMpn6zl5J6sHhwVaRkF3AkORudDno389E6nKsyJU7RsecpNSoaRyOEuKrigovdzlpLG/I6K7hsnlP8NjBa2f9HU5leM2lDLuofSZxqkY1Bz/DO6iKDy6LrxppOizecwqjAjS19aRtYexM82wa68+HYLtjZ6PnzcArP/XgQRWk4b8o3lo02tQ90v+71smpa60auONsZuFBYwrGzVr4goxAN3em/oShHHQ1o3EnraER1NWoPtk5QkAnpx7SOpjxpQy7qMUmcatnIsu56fx9Ls/rmB2cy81m+R52PNaV/7Yw2XapHuDdv39sJvQ6+253A639Y2T+HGmQu07PSbnqXsjHo6RyitiWXcj0hrJypTK/VraCXtwB1lsEWmnRRb8dt1TaWS507BRmnQW8LYf20jkYIi5O/mrWsmZ8rHYM8KDUq/LwvSetwrmrJxtMUlyp0D/Mismyh09o2uG0Ac4e3A+C99af4aNNpTeKoTaVGhc0nyxpD1IHECaCbqUGEJE5CWK/SYji2Sr0dIWV6dd6l5XrWwlSmF9ID7Gt2TrQQWpDESQPmNZ12J1pt+VnahUK+2RkPwH/6N9c0lnu7BfP04JYAvPzbEVbsqVtdCavqn8RMMvOKcXWwoWOQh9bhVErXpmUNImIyrPY1LUSDF7cF8s+Dk8/Frmyi7rLGBhEnTfObpJueqJ8kcdLAsA6NsbPRcyzlAgeTsrUOp0Ifb46hsMRIxyAPeoZ7ax0Oj/YLZ2LvpgD8d9k/rDuaonFENcdUptenuQ82hrrxK9oxyANbg47UC4XEZ8jixUJYJXOZ3lDQG7SNRVy/Jl1BZ4DsRMi0gnnTRXkQs0m9LfObRD1lFe/K3n33XUJDQ3FwcCAqKoqdO3decd9PP/0UnU5X7uLg4FCL0V4/d0dbBrUJAKyzSURWXjFfbo8DYMqNzdBZQVccnU7Hc0Nbc2enQEqNCpO/2sPueloWVpfmN5k42BpoV9Y8RNZzEsIKGY1w5Ff1tnTTqx/snKFRB/W2NZTrxW5W1wdzDwLfllpHI0SN0Dxx+u6775g+fTqzZs1iz549dOjQgUGDBpGaeuV23W5ubiQnJ5svcXFxtRixZZjK9X7ef4bCEutap+jTrbHkFJbQKsCVAa39tA7HTK/X8eqI9vRv5UdBsZEHPt3F0bPWOWJXXZl5RexPyATqzvwmE1O53u7Y8xpHIoS4TOIuyDkL9m7QtK/W0QhLCSmb52QNDSLM3fRukjbkot7SPHFasGABkyZNYsKECURERLB48WKcnJxYunTpFe+j0+kICAgwX/z9/WsxYsvo3cyHADcHMvOKWXvEetZ0yiksYemWGEDtpGcNo02XsjXoeXd0ZyJDPMkuKGHsxztJqEelYZtPpmNUoIW/C43cHbUOp0q6yUK4QlivIyvV6xaDwMa6lzgQVWCaq6b1iJOiyPwm0SBomjgVFRURHR3NwIEDzdv0ej0DBw5k27Yr/xHIyckhJCSEoKAgbr/9dg4dOnTFfQsLC8nOzi53sQYGvY47zWs6WU+zg6+2x5GVX0yYrzND2jbSOpwKOdoZWDquKy39XUm9UMiYj3eQnmPdrd0ra8OxulemZ9IlxAudDk6n51p9q30hGhRFuTi/Scr06pfg7up12lHI0/BDq3Mn4XwsGOxkRFPUa5omTunp6ZSWll42YuTv78/Zs2crvE/Lli1ZunQpP//8M19++SVGo5GePXuSmFhx8jFv3jzc3d3Nl6CgIIs/juoyleutP5ZKanaBxtFAQXEpH25SR5se7ReOQW9do02Xcney5bMHuhHo4UjsuTzGf7KTCwXFWod1XRRFuWR+k/WUSFaWu5MtLf3V9rP1df6ZEHXS2QOQGQc2jtBsgNbRCEty9gGfFurt+O3axWFuQ94T7F20i0OIGqZ5qV5V9ejRg7Fjx9KxY0f69evHihUr8PX15YMPPqhw/xkzZpCVlWW+JCRYTzOGMF8XIkM8MSrw417t13T6fncC6TmFBHo4ckenQK3DuaYAdwe+mNgNb2c7DiZl89Dn0RQUW9d8sao4evYCqRcKcbQ10CXUU+twqqWrrOckhPUxlek1G6A2FBD1i7lcT8N5Tub5TdJNT9RvmiZOPj4+GAwGUlLKt5ZOSUkhICCgUsewtbWlU6dOnDx5ssLv29vb4+bmVu5iTUyjTsuitV3TqajEyOL1pwB45IZwbOtIG+wwXxc+ndANF3sbtp0+xxPf7qPUaIXrCCkKJEWr7VqvwDTa1CPcGwfbutkq2JTwyTwnIayIlOnVb+YGERrNcyrKVdcIA5nfJOo9Td8d29nZERkZydq1a83bjEYja9eupUePyi3OV1payoEDB2jUyDrn41zLLe0b4WCr50RqDvsTszSL46e9SZzJKsDP1Z6RZclcXdGuiTtLxkRiZ9Cz+tBZnv/pgPUtwnpkJXzYH9a8eMVdNpYlTn2b+9RSUJbXrayz3uEz2eQUlmgcjRCCtOPq/Be9rdoYQtQ/phGn5H1X/XCuxsRshNIi8AgBn+a1f34hapHmwwrTp0/nww8/5LPPPuPIkSM8+uij5ObmMmHCBADGjh3LjBkzzPvPmTOHP//8k9OnT7Nnzx7uv/9+4uLiePDBB7V6CNfFzcGWwRqv6VRqVHh/gzraNKlPWJ0c7ejZzIe37u2IXgff7EzgjT+Pax1SeafXq9emrkP/kltYYh6l6dey7s1vMmnk7kgTT0eMCuyJk7bkQmjuaNloU1g/cPTQNBRRQzyCwbUxGEsgaXftn//SMj0r68QrhKVpnjjdc889zJ8/n5kzZ9KxY0f27dvH6tWrzQ0j4uPjSU5ONu9//vx5Jk2aROvWrRk6dCjZ2dls3bqViIgIrR7CdRsRqTasWLnvjCZzdH47kExMei4eTraMjgqu9fNbypB2jXj5jnYALPr7JEs3x2gc0SWS96vXGach99xl39526hzFpQrBXk6EejvVcnCWJW3JhbAi5jK9YdrGIWqOTgchZaNOtV2upyhwYo16u7mU6TUU6TmFPLP8H15dfZS1R1LIzCvSOqRaY6N1AABTpkxhypQpFX5v/fr15b5+8803efPNN2shqtrTI9ybxu4OnMkq4K/DKQzr0LjWzm00Kry7Tp0fNrFXU5ztreIlUW2jo4LJyC1k/p/HmfPrYTydbRneSePSw9ISSLmkZX5SNLQoP4H2Yjc9X6tbO6uqujb1YsXeJHbGSOIkhKYyE+DMXkAHLW/ROhpRk4J7wMHltd8gIu0YZMWDwR5C+9TuuYUm8otKmfjprsumlzT3c6FLqCeRIV50DfUk2Mupzr+fqUjdfpdcTxj0Ou6KbMI7606yLDqxVhOnNUdSOJZyAVd7G8b2DK2189akx25sxrncIj7ZEsv07/cTm57H1AHNtWuvnn4cSi5pN5+0+6qJU11n6qy3LyGTwpJS7G3qXumnEPWCabQppCe41P2/LeIqTA0iEnapH9YZauntnan8PLQ32NXtaglxbaVGhSe+28v+xCw8nGy5qbU/0fHnOZ2Wy4nUHE6k5vDNTnXaiY+LPV1CPOkS6kmXUC/aNHarM43HrqbuP4J64q7O6qjIphNpnM2qnTWdFEXh3b/V0aYxPUJwd7StlfPWNJ1Oxwu3RDCmewiKAm+tPcHYpTu0W5TVVKZnkrir3Jex6bnEZ+Rha9DRI9y7FgOrGeG+zng521FYYuRgknYNT4S4knfffZfQ0FAcHByIiopi586dV91/4cKFtGzZEkdHR4KCgpg2bRoFBRf/Tr/44ovodLpyl1atWtX0w7g2KdNrOHxbg4M7FOfC2X9q77zShrxBmbfqCH8cSsHOoOfDsV14fWQH1j15A9HPD2TJmEge7htG52APbA060nMKWX3oLC//doQ73t1Cuxf/4J4PtjH/j2P8fSyVrPy6ufamjDhZiVAfZ7qFerEzNoMVexOZfEOzGj/nphPp7E/MwsFWz8TeTWv8fLVJr9fx0h1t6RziwbMrDrLl5DmGvr2Jd0Z1ontYLScnpn9iwT3VMoqkaDAaQa9+bmEabeoS4lXnSyVBTVy7hHjy5+EUdsWeJzLES+uQhDD77rvvmD59OosXLyYqKoqFCxcyaNAgjh07hp/f5Y1Zvv76a5555hmWLl1Kz549OX78OOPHj0en07FgwQLzfm3atGHNmjXmr21sNP5dzkmF+LL5LpI41X96PQR1hxN/qD/3wM41f87CCxfnVMn8pnrvi22xfFQ2d/z1ke3N1SUA3i723NwmgJvLmp0VFJdyICmLXbEZRMeeJzr+PJl5xeyIyWBHWRm/Tgct/FzLRqQ86RLiRRNPR6sv76v779LqkRGRTdgZm8Gy6EQe7Rde4y+eRWWjTaO7heDtYl+j59LK8E5NaBfozuSv9nA8JYfRH27nyZtb8mi/cPS1VbpnGnHqOArO7IGCLMg4ZW7bai7Ta1l/Smm6NfVSE6eYDB7pF651OEKYLViwgEmTJpk7ty5evJjffvuNpUuX8swzz1y2/9atW+nVqxejR48GIDQ0lFGjRrFjx45y+9nY2FR6/cFacfQ3QIHGncG9bi0xIaoppIeaOMVthR6P1fz5Tm8AYzF4hYG3/J2vz9YdTWHWSnWu9lM3t+D2joFX3d/B1kDXUC9zcmU0KpxOz2FX7Hl2x54nOi6D2HN5HEu5wLGUC3y1Ix4Afzd7uoR4EVlW4hfRyA0bKyvvk8TJigxt34hZKw9xOi2XPfGZRIZ41ti5dsVmsDMmAzuDnof6htXYeaxBMz9XfnqsFy/8dIjlexJ5/Y9j7IzJ4M17OuLlbFezJzca4ewB9XZgJDTupH4amLgLfJpTUFzKtlNql736ML/JxPTHcnfceYxGpfaSVCGuoqioiOjo6HJLXOj1egYOHMi2bRV3I+vZsydffvklO3fupFu3bpw+fZpVq1YxZsyYcvudOHGCxo0b4+DgQI8ePZg3bx7BwVfuUlpYWEhh4cXy4ezs7Ot8dP8iZXoNT3DZPKf47Wq3u5r+5N40v0kWva3XDiZlMeXrvRgVuLtLEx67seoVUXq9jmZ+rjTzc2VUN/XvYtqFQqLjMtgde57dcec5mJRFSnYhvx1I5rcDajdtJzsDHYM8yuZKedEp2ANXB22nlUjiZEVc7G0Y0i6AFXuSWBadWKOJ06KyTnp3RTYhwN2hxs5jLZzsbHjj7g5EhXnxwk8H2XA8jVve3sSi0Z1qtpTsfAwUZqsdh3xaqMlT/DZI3A0dR7M79jz5xaX4udrTKsC15uKoZW0au+FkZyArv5jjqRdoFeCmdUhCkJ6eTmlpqXm5CxN/f3+OHj1a4X1Gjx5Neno6vXv3RlEUSkpKeOSRR3j22WfN+0RFRfHpp5/SsmVLkpOTmT17Nn369OHgwYO4ulb8ez1v3jxmz55tuQd3qfzzELNBvd36tpo5h7A+jTuq/2vy0uHcyZpdjFZR4ERZ4iTzm+qt5Kx8Jn62i7yiUno18+aV4e0sVg3l62rP4LaNGNy2EaB269ufmEl03Hm1xC/uPBcKSth66hxbyz5g1uugZYAbXUM9y0alvAj0cLRIPJUliZOVGRHZhBV7kvh1/xlmDYuokcVo/0nMZMPxNAx6HY82sDKqu7sE0b6JWrp3Oi2Xez7YztODWzKpT1jNlEaa5jf5twGDLTTpon5d1iBi4wm1TK9vPWhDfikbg57OwZ5sPpnOrpgMSZxEnbV+/Xrmzp3Le++9R1RUFCdPnuTxxx/npZde4oUXXgBgyJAh5v3bt29PVFQUISEhfP/990ycOLHC486YMYPp06ebv87OziYoKMgyQR//Q10M1bc1+NT8fFlhJWzs1f8xcVvUcr2aTJxSj0B2Etg4QGivmjuP0MyFgmImfLKLlOxCmvu58N59kTXaFc/RzkD3MG/zPHSjUeFEao45idodl0FCRj5HkrM5kpzN59viAGjk7kCXUC+6hHjSv5UfQV41291REicr072pN008HUk8n88fh85es460Okyd9G7v0JjgOr7YanW0CnBj5ZTePLviACv3n2HuqqPsjDnPGyM74O5k4SFg0/ymRu3V6yZd1euUQ1CUx4Zj9acN+b91CVUTp52x5xnTI1TrcITAx8cHg8FASkpKue0pKSlXnJ/0wgsvMGbMGB588EEA2rVrR25uLg899BDPPfccev3lbyQ8PDxo0aIFJ0+evGIs9vb22NvX0NxSKdNruIJ7qIlT/DaIHFdz5zF102vaF2xr9xN/UfNKSo1M+XovR89ewMfFnk8mdK31zst6vY6WAa60DHDl/u4hAKRkF5SV9qnJ1KEz2SRnFfDL/jP8sv8Mbo42NZ44WdeMK4FerzO3Jl8WnWjx4x9PucAfh1LQ6WDyjQ1rtOlSLvY2vHVvR14Z3hY7Gz1rjqQw9O1N7EvItOyJkstGnBp1UK/dAsElAJRS0k/u5FjKBfQ66N3Mx7LntQLdyuY57YrJQFEUjaMRAuzs7IiMjGTt2rXmbUajkbVr19KjR48K75OXl3dZcmQwqJUAV3pd5+TkcOrUKRo1amShyKugKBdOlnX3i5AyvQYnuOx1HF/xnD2LOSHzm+orRVGYufIQG46n4WCr5+NxXWjiaR0fsvu7OXBL+0bMGtaGlVN688+sm/n6wSim39SCvi186VILXXwlcbJCpsRp88l0zmTmW/TY75WNNg1uE0Azv/ozp6Y6dDod90WFsOLRnoR4O5GUmc/IxVv5ZEuMZd7oK8rFEaeADqaTmsv1Ev/ZCECHIA88a7pJhQY6BXtio9dxNruAxPOWfR0LUV3Tp0/nww8/5LPPPuPIkSM8+uij5ObmmrvsjR07tlzziGHDhvH+++/z7bffEhMTw19//cULL7zAsGHDzAnUU089xYYNG4iNjWXr1q0MHz4cg8HAqFGjav8BnlyjLrjtGQr+bWv//EJbQd1Ap4fzsZCdXDPnKMiChO3qbWlDXu8s2Xiar3fEo9PB2/d2okOQh9YhXZGzvQ09m/kwdUBzPn+gW42PNoEkTlYp2NuJqKZeKAqs2GO5UafY9FxW7j8DUK2uKPVV20B3fvlPb4a0DaC4VGH2L4eZ/NUesguuc3G2C8nqJF2dAfwjLm4vS5yMZfOc+javf2V6oNYrtw10B9QujkJYg3vuuYf58+czc+ZMOnbsyL59+1i9erW5YUR8fDzJyRffcD7//PM8+eSTPP/880RERDBx4kQGDRrEBx98YN4nMTGRUaNG0bJlS+6++268vb3Zvn07vr4a/G4fXqletx5W813VhPVxcLuYMMdvrZlznF6vzqHzbgZe9WsNyIZu1YFk5v2uNsp5/pYI87pM4iKZ42SlRnYJYkeMuqbTYzc2s0jjgMUbTmFU4MaWvuY3tELl5mDLe/d15rOtsbyy6gi/HzzL4eRs3h3dufrPlWm0ybdl+RrwQDVxapSjrolQn9Zv+rduTb3Yl5DJrtgM7uwsa8kI6zBlyhSmTJlS4ffWr19f7msbGxtmzZrFrFmzrni8b7/91pLhVV9JodoYAqSbXkMW0lNtTBS3DdreZfnjSze9emlP/HmmfbcPgHE9QnigV6im8VgrGXGyUkPaBuBkZyD2XB7Rceev+3hnMvNZXjZ6NaW/jDZVRKfTMb5XU354pCeBHo7Encvjzve38uX2uOqV7v17fpNJ404oOj2NOEczhwt0aOJx3bFbK9N6TjtjZMRJXJ+///5b6xCs3+kNUHQBXBuZP6ARDVBwd/U6frvlj60oF+fQSZlevRF/Lo9Jn+2msMTIgFZ+zBzWpl51+rUkSZyslLO9DUPbqROLf9h9/eV6SzaeprhUoXuYV82uW1QPdAzy4LepvRnY2o+iEiPP/3SQx7/dR05hSdUOZJ7f1L78dnsX0h3VRYfvbpSCoR4vDtulbC2yU2m5nMspvMbeQlzZ4MGDCQ8P5+WXXyYhIUHrcKzTkbIyvVa3QgXd/kQDYVoIN+Ug5Gda9tgpB9UydFsnCJE25PVBZl4R4z/dybncIto0duPtUZ3q9fuS6yV/Wa3YyEi1tOm3A8nkFVXxTfsl0i4U8s3OeACm3FiD6zrUIx5Odnw4tgvPDW2NQa9j5f4z3PbOZo6eza78Qc5eYcQJ2FOqdjTs6xRniXCtlqezHc39XADYFXv9I6ei4UpKSmLKlCksW7aMsLAwBg0axPfff09RUZHWoVmH0hI4tkq9LW3IGzZXf/AKAxRI2GnZY5vbkPdT140SdVphSSkPfxHN6bRcGrs7sHR8V5ztZRbP1UjiZMW6hnoR7OVETmEJqw+erfZxPt4cQ2GJkY5BHvRq5m3BCOs3nU7HpL5hfPdQdwLcHDidnsvti7bw/e5KfNqdlwFZZfsFtCv3rYzcItbmqGsShBUesXTYVqdrU3WEc7c0iBDXwcfHh2nTprFv3z527NhBixYtmDx5Mo0bN2bq1Kns379f6xC1Fb8N8s6Bo6eMBIiLo06WbhBxwlSmN9CyxxW1TlEUZiw/wI6YDFzsbVg6oSv+bg5ah2X1JHGyYpZY0ykrr5gvt6ujGlMs1GSioekS6sWqx/vQr4UvhSVGnl72D09+v//qo4CmMj2vMLXL0SU2nUhjr1GdZ2aXsh+MpTUVulUwr+ckiZOwkM6dOzNjxgymTJlCTk4OS5cuJTIykj59+nDo0CGtw9OGqUyv5S1gkE+MG7yamOeUnwkJO9Tbsn5TnbdwzQlW7E3CoNfx3n2daRXgdu07CUmcrN1dkYEAbD11jsTzeVW+/6dbY8kpLKFVgCsDWvtZOrwGw8vZjk/Gd+W/g1qi18HyPYncvmgLJ1MvVHyHK81vAjYcT+OU0phCvRMU50Jq/R51Mo04HTyTTW5V54kJcYni4mKWLVvG0KFDCQkJ4Y8//mDRokWkpKRw8uRJQkJCGDlypNZh1j6jEY78qt6WMj0Bamc9gKRoKC6wzDFP/w1KKfi0BM8QyxxTaGJ5dCJvrT0BwMt3tKVvi/rb3dfSJHGyck08negZrpbXLY9OqtJ9cwpLWLolBsBiLc0bMr1ex2M3NuOrB7vj62rPidQchr2zhR/3VjAaeIX5TUajwsbj6RjRk+/XUd1Ytp5TfRXo4UighyOlRoW98ZlahyPqqP/85z80atSIhx9+mBYtWrB37162bdvGgw8+iLOzM6GhocyfP5+jR49qHWrtOx8D+Rlg5wphN2gdjbAGXmHg7AelRXBmj2WOaW5D3nBGm6rVUdfKbTt1jmdWqO9RHukXzqhuwRpHVLdI4lQHjChrErFsTwJGY+V/ib/aHkdWfjFhPs7mDn3i+vUI92bV1D70auZNfnEp077bz4wV/1BQfEnJnWnEqVH5EafDydmk5xTiZGfANbyslCJpdy1Frp0uoWp3vZ1Srieq6fDhw7zzzjucOXOGhQsX0rZt28v28fHxaZhty73D4enTMPYnsJU5CgJ18eOQHurtOAvMczIaG1wb8l/2n6HF87/z6JfRJGRUveLHGp1MvcDDX+ymuFThlvaNeHpQS61DqnMkcaoDBrcNwMXehoSM/ErPEykoLuXDTepo06M3hEtrSQvzdbXn8weieHxAc3Q6+GZnAsPf28rptBwovADnTqk7BpQfcdpwPA2AnuHeGIK6qhsTo2szdE2Y1nPaJes5iWpau3Yto0aNwt7+yp28bGxs6NevXy1GZUXsnKGJrN0kLhFcljhZYp7T2X8gJwXsXC4etx4rNSq89sdRiksVfj94lgELNjD/j2PX1eFYa+k5hUz4dBfZBSV0DvbgjZEd0Mt7wyqTxKkOcLKz4RbTmk6VbBLx/e4E0nMKCfRw5I5OgTUZXoNl0OuYdlMLPn+gG97OdhxJzua2RVvYsmU9oIBrY3ApXze8sSxx6tfC9+KbnLSjUFCFNud1ULeyeU57E85TXGrUOBpRF82bN4+lS5detn3p0qW8+uqrGkQkhJUzJTgJO66/CZGpTK+BtCFfffAsCRn5eDjZ0jPcm6ISI4v+Pkn/+Rv4aW9SnSvhKygu5cHPdpOQkU+wlxMfju2Cg61B67DqJEmc6oiRXdRyvVUHkq85wb6oxMji9eqIxyP9wrA1yI+5JvVp7suqx/vQrakXOYUl/LlW/QdT+q/GEBcKiomOU9cy6tfCD1z8wCMYUCxXg26lmvm64OFkS0GxkYNJWVqHI+qgDz74gFatWl22vU2bNixevFiDiISwcgHt1HlvhdmQcp3dJk82nPlNiqKwZKP6Hmps9xC+ejCKxfdHEuTlyNnsAp74bh93vb+VfxIztQ20koxGhWnf7WNfQibujrZ8MqEr3i71P/mtKfKOuo6IDPEk1NuJvKJSfr/Gmk4/7U3iTFYBvq72jOwSVEsRNmz+bg58/WAUk28Ip61OLZH8PtGT+HMX66K3njpHiVGhqY8zwd5O6sbAslGnxPo9z0mv19ElRNqSi+o7e/YsjRpdPlfT19eX5ORkDSISwsrpDRDUTb19PeV6eRkXmxg1gMRpV+x59idmYWejZ2zPUHQ6HYPbBvDXtH78d1BLnOwM7InP5LZFW/jvD/tJvWChroU15H+rj/L7wbPYGfQsGRNJuK+L1iHVaZI41RE6nc7cJOKHqyzAWmpUeH+D+knJQ33CZCi2FtkY9Dw9uBWDfVIBWJfViFve2cQfh9REd8OlZXomTUzznOp34gTQrWlZg4iY8xpHIuqioKAgtmzZctn2LVu20LhxYw0iEqIOMM9zuo4GEafWgWIEvwhwb2KZuKyYabTprs5N8LlkZMbB1sBjNzZj3ZM3cGfZFIgfohPpP38DizecorDE+tZk/HJ7HEs2ngbgtRHtiQrz1jiiuk8Spzrkzs5N0OlgR0xGuZGMS/12IJmY9Fw8nGwZHSUtJmtdSSGu2ScB0DVqz4WCEh7+IpqXfj3MhmNq4tS3hc/F/U3znJJ2Qx2rma4qU4OI3XEZVeoOKQTApEmTeOKJJ/jkk0+Ii4sjLi6OpUuXMm3aNCZNmqR1eEJYJ3NnvW3V/x9jmt/UbKBlYrJiJ1NzWHMkFZ0OHuzTtMJ9AtwdWHBPR5Y/2pMOTdzJKSzhf78fZdCbG1lzOMVq5j/9fSyVmT8fBGD6TS1kvruFSOJUhzT2cKR3M/VN9/I9lzeJMBoV3l2nvml/oFdTnO1l9fhal3oYjCXg6MW7j97GpLI/vB9vjiEpMx87g57ul37iE9Ae9LaQmwaZcRoFXTvaNHbHwVZPZl4xJ9NytA5H1DH//e9/mThxIpMnTyYsLIywsDD+85//MHXqVGbMmKF1eEJYp8BI9X9Mzll1va+qKteG/GbLxmaFPt6sjs4MbO1/zZK2yBBPfpzci/kjO+Drak/suTwe/Hw3Y5fu5ETKhdoI94oOn8lmyld7MCrqkjb/6d9M03jqE0mc6hjzmk7RiZd9ar/mSArHUi7gam/DuJ6hGkQnLl2/ydbGwHO3RLBkTCRuDmoS262pF052lyS0tg7qBF6o9+V6djZ6OgWp5Xoyz0lUlU6n49VXXyUtLY3t27ezf/9+MjIymDlzptahCWG9bB0hsLN6uzrznJL3Ql662mQiuLtlY7MyaRcKWb4nCYCH+oZV6j56vTqN4u+nbuCRfuHYGfRsOpHO4Lc2MfuXQ2TlFddkyBVKzsrngU93kVtUSs9wb+YOb4dOJ23HLUUSpzpmUJsAXO1tSMrMZ3vMOfN2RVF49291tGlMjxDcHW21CrFhS1ZX46bRxfWbbm4TwG9T+zCxd1OeHdr68vuYy/UawHpOTWU9J3F9XFxc6Nq1K23btr3qmk5CiDKmhKc6C+GeKBttCr8BDPX7fcXn22IpKjHSMciDLiGeVbqvi70NzwxpxZ/T+nJThD+lRoVPtsRyw/y/+XJ7HKW1VJ6eU1jCA5/u5mx2Ac38XHj//kjsbOStviVVq5YrISEBnU5Hkybq6MfOnTv5+uuviYiI4KGHHrJogKI8B1sDt3ZozDc741m2O5Ge4Wrp3qYT6exPzMLBVs/E3hXX5YpaYBpx+lcr8iAvJ164NaLi+wR2AZZc7FpUj3UzLYQbKw0iRNXt3r2b77//nvj4eIqKisp9b8WKFRpFJYSVC+4JW96C+G1Vv++JP9Xrel6ml1dUwhfb1XL5h/uGVXuEJtTHmQ/HdmHTiTTm/HKYE6k5PP/TQb7cHsesYW3oEV5zzRlKSo1M+XoPR5Kz8XGx45PxXeVD9BpQrTR09OjR/P3334DaIvamm25i586dPPfcc8yZM8eiAYrLmcr1Vh1M5kKBOgy8qGy0aVS3YOnPr5XSkotrZTTqWPn7mUackv+BkqKr71vHdQr2wKDXkZSZT1JmvtbhiDrk22+/pWfPnhw5coQff/yR4uJiDh06xLp163B3d9c6PCGsV3AUoINzJyEntfL3yz13sRKinjeGWBadSGZeMcFeTtzcJuC6j2da3/HFYRG4Odhw9OwFRn24nclfRZOQUXFzr+uhKAov/nKI9cfScLDV89G4rgR5OVn8PKKaidPBgwfp1k1dG+D777+nbdu2bN26la+++opPP/3UkvGJCnQO9iDM15mCYiO/HzjLrtgMdsZkYGfQV7ouV9SAcyegJB/sXMCrCj8HrzBw9ILSQkg5UHPxWQFnexvaNnYDpFxPVM3cuXN58803+eWXX7Czs+Ott97i6NGj3H333QQHSwdRIa7I0VNtJQ5Vm+d0ai2ggH87cKu/Lf9LjQofbVIbZzzYpykGvWXmA9ka9Izv1ZT1/72R+7sHo9fBqgNnGbhgAwv+PEZeUYlFzgPw0aYYvtwej04HC+/pRMcgD4sdW5RXrcSpuLjYXFu+Zs0abrvtNgBatWolCxHWgnJrOkUnsKisk95dkU1o5O6oZWgNm2l+U0A70FfhV0unUzsfQb1vEAHQpaxcb6c0iBBVcOrUKW655RYA7OzsyM3NRafTMW3aNJYsWaJxdEJYOdM8p6qU65nL9Or3aNMfh84Sn5GHh5Ot+b2VJXk52/HyHe34bWofuod5UVhi5O11J+k/fwM/70u67vblvx9IZu7vRwB4bmhrBre9/hEzcWXVSpzatGnD4sWL2bRpE3/99ReDBw8G4MyZM3h7y+JateHOTk3Q69S5IhuOp2HQ63i0X7jWYTVsV5jfVCkNaCFc83pOkjiJKvD09OTCBbXFb2BgIAcPquuTZGZmkpdn+dIXIeqVkJ7qdWUbRBhL4eRa9XY9nt+kKAoflC0QO7Z7SPmutxbWupEb30zqzuL7O9PE05Gz2QU8/u0+RizexoHErGodc2/8eZ74bh+KAmO6h8gc91pQrcTp1Vdf5YMPPuCGG25g1KhRdOigdhBbuXKluYRP1KwAdwf6NPc1f31bh8YEe0s9q6bOXt5Rr9KalI04JTWExEntVnQ8JYfzufV7TpewnL59+/LXX+pCnCNHjuTxxx9n0qRJjBo1igEDBmgcnRBWLrhsIdyz/0BhJdYYStoD+Rlg7w5N6u/7ul2x59mfkImdjZ4xPUJr/Hw6nY7BbRuxZno/nrq5BY62BqLjznPbu5t5etl+Ui8UVPpYCRl5PPjZbgpLjNzY0pdZwyKk7XgtqFZqfcMNN5Cenk52djaenhdbNj700EM4Ocmb99oyIrIJG46nodPB5BtktElTinJJK/JqjDiZSvUyTqsTcp3r78itt4s94b7OnErLZXfceW6K8Nc6JFEHLFq0iIIC9U3Fc889h62tLVu3buWuu+7i+eef1zg6IayceyB4BENmvNrBNbz/1fc/qX5IQfiNYKi5URitLSkbbbqrcyC+rrXXWMvB1sCU/s0ZERnE/34/wk/7zvD97kRWHTjL1AHNGN+z6VXbiGflFTP+k52cyy0iopEbi0Z3xsYgbcdrQ7We5fz8fAoLC81JU1xcHAsXLuTYsWP4+flZNEBxZYPaBHBPlyCeGdyK5v6uWofTsJ2PhcIsMNiBb6uq39/RE7ybq7cbwHpO3UzrOUm5nqiEkpISfv31VwwGAwB6vZ5nnnmGlStX8sYbb5T7AE8IcQWmUae4SsxzMs9vuqnm4tHYqbQc1hxJAeDBPto01gpwd2DhvZ1Y/mgP2jdxJ6ewhLmrjjJo4UbWHkmpcP5TUYmRR76M5lRaLgFuDiwd3xVn+/qb3FqbaiVOt99+O59//jmg1pdHRUXxxhtvcMcdd/D+++9bNEBxZXY2el4d0Z6HZW6T9kzzm/wiqr9IoHkh3IZQrlfWIEI664lKsLGx4ZFHHjGPOAkhqsGUOF2rQUROKpzZq96ux23ITZ30Brb2J9zXRdNYIkO8+GlyL14f0R4fF3ti0nOZ+Nluxn2yi5OpF0srFUXhmRX/sO30OZztDCwd35UAdwcNI294qpU47dmzhz59+gCwbNky/P39iYuL4/PPP+ftt9+2aIBC1AnXM7/JxJQ4NYCFcE2J08GkLIu2ZBX1V7du3di3b5/WYQhRd5kaRCTuuvqagaamEAHtwbV+dmhLu1DI8j2JAFazjIter2NklyD+fqofD/cLw9agY+PxNAYv3MScXw6TlV/M22tPsmJPEga9jnfv60xE2fIeovZUa2wvLy8PV1e1NOzPP//kzjvvRK/X0717d+Li4iwaoBB1gmnEqTrzm0wCTSNO0WA0Vq2leR3TxNORADcHzmYXsC8hk57hPlqHJKzc5MmTmT59OgkJCURGRuLs7Fzu++3bX8fvnhANgU8Ldc3A/Az1f1ZQ14r3M81vqsfd9L7YFktRiZGOQR7mhkXWwtXBlhlDWnNv12Be+e0Ia46ksHRLDMuiE8guUD9onHN7G25oKVNjtFCtd2bNmjXjp59+IiEhgT/++IObb1Z/uVJTU3Fzk+xXNDCKckni1LH6x/FvAzYOUJAFGacsEpq10ul0dDXNc4o5r3E0oi649957iYmJYerUqfTq1YuOHTvSqVMn87UQ4hp0ukvK9a7Qlry05JI25PVzflN+USmfb1c/5H+ob5jVdqJr6uPMR+O68NkD3Wjm52JOmh7uG8Z9USEaR9dwVWvEaebMmYwePZpp06bRv39/evRQfxH//PNP+QcmGp4LZyE3DXT6i6uzV4fBFhp3UuvPE3eBT3PLxWiFuoV68sv+M9IgQlRKTEyM1iEIUfeF9IBjv6kNIno9fvn3k6KhIBMcPC5WQdQzP0QnkJlXTJCXI4PaWH8pYr8WvvR8vA8/7E4kr6iEB3rJWk1aqlbiNGLECHr37k1ycrJ5DSeAAQMGMHz4cIsFJ0SdYJrf5NMS7K6zHX9gZFnitBs6jr7+2KyYacRpT/x5SkqN0kpVXFVIiHzCKsR1Cy6b5xS/reKScFM3vfD+9bINealRMTeFeLB3GAa9dY42/ZutQc/oqGCtwxBUM3ECCAgIICAggMREdXJdkyZNZPFb0TBZYn6TSQPqrNfCzxU3BxuyC0o4dCabDkEeWockrJipk+uVjB07tpYiEaIOa9QebJ3UUaX0Y+DXuvz36/n8pj8PnSU+Iw8PJ1tGdmmidTiiDqpW4mQ0Gnn55Zd54403yMnJAcDV1ZUnn3yS5557Dn09ntQuxGXMidN1dNQzaVI2WffsQSjKu/4RLCum1+voEurFuqOp7IrNkMRJXNXjj5cvKyouLiYvLw87OzucnJwkcRKiMgy26gd0MRshbmv5xOnC2Yv/z+phG3JFUfigbMHbMd1DcLKrfyNqouZVK8N57rnnWLRoEf/73//Yu3cve/fuZe7cubzzzju88MILlo5RCOuWXFaqF2CBESe3QHAJAKX04j+weszUllzmOYlrOX/+fLlLTk4Ox44do3fv3nzzzTdahydE3XFpud6lTq5Rrxt3Ahff2o2pFuyOO8++hEzsbPSM7RGqdTiijqpWuv3ZZ5/x0Ucfcdttt5m3tW/fnsDAQCZPnswrr7xisQCFsGp5GZAVr94OaHf9x9Pp1E8Dj/6qluuF9Lj+Y1qxbk3VNrC7Y8+jKIrVdjcS1ql58+b873//4/777+fo0aNahyNE3WD6vxL3r8TpRP0u01tSNtp0V+dAfF3tNY5G1FXVGnHKyMigVatWl21v1aoVGRlV/+T43XffJTQ0FAcHB6Kioti5c2el7vftt9+i0+m44447qnxOISzC1BjCMxQcPSxzzAa0EG67QA/sbfScyy3iVFqu1uGIOsjGxoYzZ85oHYYQdUdgF9AZIDsRMhPUbaUlcOpv9Xaz+teG/FRaDmuOpAAwsbd1LHgr6qZqjTh16NCBRYsW8fbbb5fbvmjRoiovQvjdd98xffp0Fi9eTFRUFAsXLmTQoEEcO3YMP78rL+4VGxvLU089RZ8+farzEISwDFOZniXmN5mYWsAmRlvumFbKzkZPxyAPdsRksCs2g2Z+LlqHJKzUypUry32tKArJycksWrSIXr16aRSVEHWQvYv6P+vMHrVczyMIEndCYZa6QG5gZ60jtLiPNsWgKDCwtZ/8nxHXpVqJ02uvvcYtt9zCmjVrzGs4bdu2jYSEBFatWlWlYy1YsIBJkyYxYcIEABYvXsxvv/3G0qVLeeaZZyq8T2lpKffddx+zZ89m06ZNZGZmVudhCHH9TPOQLDG/yaRxJ3VNqOxEyE4Gt0aWO7YV6tbUix0xGWw6kca9XYOkXE9U6N+VBTqdDl9fX/r3788bb7yhTVBC1FUhPdXEKW4rtL/7YhvyZgNAb9A2NgtLzylk+R61A/RDfcM1jkbUddUq1evXrx/Hjx9n+PDhZGZmkpmZyZ133smhQ4f44osvKn2coqIioqOjGTjwYvcWvV7PwIED2bZt2xXvN2fOHPz8/Jg4ceI1z1FYWEh2dna5ixAWYyrVa9TRcse0d7m4kG4DaEveM9wHgFUHzjLqw+0cPSu/o+JyRqOx3KW0tJSzZ8/y9ddf06hR/f5wQQiLCy6b52RqEHGirDFEPZzf9Pm2OIpKjHQI8qBrqKfW4Yg6rtp9wxs3bswrr7zC8uXLWb58OS+//DLnz5/n448/rvQx0tPTKS0txd/fv9x2f39/zp49W+F9Nm/ezMcff8yHH35YqXPMmzcPd3d38yUoKKjS8QlxVYU5kH5CvW2JNZwuFRipXifW/8SpR7g3Tw9uib2Nnu2nMxj61iZm/XyQrLxirUMT9VRV59UuXLiQli1b4ujoSFBQENOmTaOgoOC6jimEpoK7q9dpRyk+cwBSDgA6CB+gaViWll9UyhfbYgF4qE+YVDSI61anFly6cOECY8aM4cMPP8THx6dS95kxYwZZWVnmS0JCQg1HKRqMlEOAAq6NwOXK8/Gqxdwgov4nTgCTb2jG2if7MaRtAEYFPtsWx41vrOebnfGUGhWtwxNW4K677uLVV1+9bPtrr73GyJEjK30c07zaWbNmsWfPHjp06MCgQYNITU2tcP+vv/6aZ555hlmzZnHkyBE+/vhjvvvuO5599tlqH1MIzTn7oHi3AGDjB0+o2wIjwdlbu5hqwLLoBM7nFRPk5cjgtgFahyPqAU0TJx8fHwwGAykpKeW2p6SkEBBw+Qv81KlTxMbGMmzYMGxsbLCxseHzzz9n5cqV2NjYcOrUqcvuY29vj5ubW7mLEBZRE/ObTEwL4Z7ZC8ZSyx/fCjXxdOL9+yP56sEomvu5kJFbxIwVB7jj3S1Ex53XOjyhsY0bNzJ06NDLtg8ZMoSNGzdW+jiXzquNiIhg8eLFODk5sXTp0gr337p1K7169WL06NGEhoZy8803M2rUqHIjSlU9phBaMxoVtpeqidMAnfoB3blGfbUMyeJKjQofbY4B4MHeYRj0Mtokrp+miZOdnR2RkZGsXbvWvM1oNLJ27Vpz04lLtWrVigMHDrBv3z7z5bbbbuPGG29k3759UoYnatfZssTJkh31THxagJ0rFOdC6hHLH9+K9Wrmw6rH+/DCrRG42ttwICmLu97fyvTv95F6oeDaBxD1Uk5ODnZ2dpdtt7W1rfTc1erMq+3ZsyfR0dHmROn06dOsWrXKnMRVd66uzL8VWlEUhRd+Psj3qeXfMz1/qDEXCupPifSfh84Sdy4Pd0dbRnZponU4op6oUle9O++886rfr053u+nTpzNu3Di6dOlCt27dWLhwIbm5ueYue2PHjiUwMJB58+bh4OBA27Zty93fw8MD4LLtQtQ404iTpec3gdrVKLATxGxU13MKaFivb1uDnom9m3J7x8a8tvoo3+9OZMWeJP48lMLUAc0Y37MpdjZ1qtJYXKd27drx3XffMXPmzHLbv/32WyIiIip1jKvNq73SArqjR48mPT2d3r17oygKJSUlPPLII+ZSveocE9T5t7Nnz65U3EJYiqIovPzbEb7aEU+QrqV5ewZurD4fgPGH/Sy+P7LOzwVSFIUPyha8HdM9BCe7ajWRFuIyVXolubu7X/P7Y8eOrVIA99xzD2lpacycOZOzZ8/SsWNHVq9ebf4nFB8fj14vb5CElSkphNSyN0U1MeIEarlezEa1s16XCTVzDivn42LPayM6MDoqhFkrD7E/IZO5q47y7a4EXhzWhr4tfLUOUdSSF154gTvvvJNTp07Rv39/ANauXcs333zDDz/8UGPnXb9+PXPnzuW9994jKiqKkydP8vjjj/PSSy/xwgsvVPu4M2bMYPr06eavs7OzpWpC1LgFfx3n47Lytf8MHwCbGsOFMxA+ENujNvxxKIXFG07z6A11u213dNx59iVkYmfQM65nqNbhiHqkSonTJ598UiNBTJkyhSlTplT4vfXr11/1vp9++qnlAxLiWlKPgLEYHDzAvYbe7DSghXCvpWOQBz8+2pNlexJ5bfVRTqflMnbpTm6K8OeFWyII9nbSOkRRw4YNG8ZPP/3E3LlzWbZsGY6OjrRv3541a9bQr1+/Sh2jqvNqQU3YxowZw4MPPgioI1+5ubk89NBDPPfcc9U6Jqjzb+3t7SsVtxCW8O7fJ3ln3UkA5tzehru7BcO522HH+3j1uJ9ZLZrx3I8Hef2Po7Rv4k6vZpVrwmWNlpSNNt3ZORBfV/k9E5YjQzlCVId5/aYOUFMlDabOemlHoUDmP+j1Ou7uEsS6p25gYu+mGPQ6/jqcwsA3N7Dgz2PkFzWMJhoN2S233MKWLVvIzc0lPT2ddevWVTppgqrPqwXIy8u7rOrBYFAXCFUUpVrHFKK2Ld0cw+t/HANgxpBWjO0Rqn7jpjnwxEFoNoDR3YIZGdkEowL/+WYvSZn52gV8HU6n5fDXEfWDjAf7NNU4GlHfSOIkRHXU5PwmExc/8AgGFHWFdwGAm4MtL9wawerH+9CrmTdFJUbeXneSAW+s57d/klEUaV9eH+3atYsdO3Zctn3Hjh3s3l35tv3Tp0/nww8/5LPPPuPIkSM8+uijl82rnTFjhnn/YcOG8f777/Ptt98SExPDX3/9xQsvvMCwYcPMCdS1jimElr7ZGc+cXw8D8PiA5jzc75IyPBs78FCrJnQ6HS/d0Za2gW5k5Bbx6JfRFBTXvQ+kPtocg6LAwNZ+NPNz1TocUc9I4iREdSSbRpw61ux5AhvWek5V0dzflS8nRrH4/s4EejhyJquAx77ew+gPd3Ds7AWtwxMW9thjj1W4Dl9SUhKPPfZYpY9zzz33MH/+fGbOnEnHjh3Zt2/fZfNqk5OTzfs///zzPPnkkzz//PNEREQwceJEBg0axAcffFDpYwqhlR/3JvLsjwcAeLhvGE8MbH7V/R1sDbx/XyQeTrb8k5jFiysP1UaYFpOeU8jy6EQAJvUJ0zgaUR/plAb28Wx2djbu7u5kZWXJmk6ieoylMK8JFOfBY7vAt0XNnWvbe/DHDGgxBEZ/W3PnqePyi0pZvOEUizecorDEiEGvY0z3EKbd1AJ3R1utwxOXqO7fYBcXF/755x/Cwsq/GYqJiaF9+/ZcuFC3k2X53yQs7fcDyTz29R6MCoztEcLs29pUulvexuNpjPtkJ4oC/7uzHfd2C67haC1jwV/HeXvtCTo0ceenx3rV+e6AonZU5e+vjDgJUVXnTqpJk60zeNdw5yHTPKek3dCwPuOoEkc7A9NuasGa6f0Y3CaAUqPCp1tjuXH+er7dGY/RKM9dXWdvb39ZAwaA5ORkbGyk1bAQl1p3NIWp3+7FqMDIyCa8OKzySRNA3xa+PHWz2q585s9qR1Nrl19UyhfbYgF4qG+4JE2iRkjiJERVmeY3BbRV11uqSQHtQW8LuWmQGV+z56oHgrycWDwmki8nRtHMz4WM3CKeWXGAO97bwp7481qHJ67DzTffzIwZM8jKyjJvy8zM5Nlnn+Wmm27SMDIhrMuWk+k88uUeiksVhnVozP/uao9eX/Uk4tF+4dwU4U9RqZFHv4zmXE5hDURrOcv2JHI+r5ggL0cGtZEyWVEzJHESoqrMjSFqaP2mS9k6QEA79Xbirpo/Xz3Ru7kPvz/eh+dvaY2rvQ3/JGZx53tbefL7/aReKNA6PFEN8+fPJyEhgZCQEG688UZuvPFGmjZtytmzZ3njjTe0Dk8Iq7A7NoMHP9tNUYmRmyL8WXB3BwzVSJpA7WT6xt0dCPNx5kxWAVO/3UtJqdHCEVtGqVHho01qC/KJvZpiY5C3t6JmyCtLiKoyjzjVYEe9S5nL9WQ9p6qwNeh5sE8Ya5/qx4jIJgAs35NI//kb+GjTaYqt9A2AqFhgYCD//PMPr732GhEREURGRvLWW29x4MABWThWCOCfxEzGf7KL/OJS+rbwZdHoTtheZwLh5mDL4jGRONoa2HLyHPP/PG6haC3rr8NniTuXh7ujLSO7yN8DUXMkcRKiKhSl/BpOtUE6610XP1cH5o/swI+Te9KhiTs5hSW8/NsRBi/cyKYTaVqHJ6rA2dmZ3r17M2zYMPr27YuHhwe///47K1eu1Do0ITR1JDmbMR/vJKewhKimXnxwfyT2NpYpJW/h78prI9QPChdvOMXqg8nXuEftMy14O6Z7CM72MudR1Bx5dQlRFZlxUJClzjvybVU75zSNOCXvh5Iidd0NUWWdgj35cXIvfohO4LXVxziVlsuYj3cyqI0/z98SQZCXk9Yhiqs4ffo0w4cP58CBA+h0OhRFKTf5u7S07q03I4QlnEzNYczHO8jKL6ZTsAcfj++Ko51l598O69CYfQmZfLw5hie/308zP1ea+blY9BzVFR2XwZ74TOwMesb2DNE6HFHPyYiTEFVhKtPzj6i9BMYrDBy9oLQQUg7UzjnrKb1exz1dg1n31A1M6BWKQa/jj0MpDFywgQV/HSe/SN58W6vHH3+cpk2bkpqaipOTEwcPHmTDhg106dKF9evXax2eEJqIP5fHfR9tJz2niDaN3fh0QjdcamjE5ZkhrejW1IvcolIe/mI3OYUlNXKeqvpggzraNLxTIH6uDhpHI+o7SZyEqArTwre1Nb8JQKeDwEj1tpTrWYS7oy2zhrVh1dQ+9AjzprDEyNtrTzBwwQZWHUimgS1vVyds27aNOXPm4OPjg16vx2Aw0Lt3b+bNm8fUqVO1Dk+IWncmM5/RH20nJbuQ5n4ufDExqkbXrbM16Hl3dGf83ew5lZbL08v2a/638nRaDn8dUZcpmNS3qaaxiIZBEichqqI2O+pdqklX9VoSJ4tqGeDK15OieO++zgR6OJKUmc/kr/Zw30c72FcH1i1pSEpLS3F1dQXAx8eHM2fOABASEsKxY8e0DE2IWpd6oYD7PtpB4vl8Qr2d+OrBKLyca74KwtfVnvfui8TWoGPVgbN8WNbJTisfb45BUWBAKz+a+blqGotoGCRxEqIqarsxhEmTshGnJEmcLE2n0zG0XSPWTO/H1AHNsbPRs/XUOe54dwtjl+4kOi5D6xAF0LZtW/bvVz+4iIqK4rXXXmPLli3MmTOHsLAwjaMTovZk5BYx5qOdxKTnEujhyFeTuuPnVnslapEhnsy8NQKA//1+lK2n0mvt3JdKzylkWXQiAJP6yt8AUTskcRKisi6chZwU0OnBv03tnttUqpdxGnLP1e65GwhHOwPTb2rB2ulq+3KDXsfG42nc9f427vtoOztOy/Oupeeffx6jUW0hP2fOHGJiYujTpw+rVq3i7bff1jg6IWpHVn4xY5fu4FjKBfzd7Pl6UhSBHo61Hsf93UO4s3MgRgX+8/VezmTm13oMX2yLo7DESIcm7kQ19ar184uGSRInISrLNL/JuznYOdfuuR091fOCrOdUw4K8nJg/sgN/P3kD93YNwkavY8vJc9yzZDv3fLCNrSfTNa/rb4gGDRrEnXfeCUCzZs04evQo6enppKam0r9/f42jE6Lm5RaWMOGTnRxMysbb2Y6vHowixLuW/xeV0el0zB3ejohGbpzLLeLRr/ZQWFJ7zXXyi0r5YnscoI42XdphU4iaJImTEJWl1fwmE/NCuFKuVxuCvZ34313tWf/fG7gvKhhbg44dMRmM/mgHIxdvY+PxNEmgNObl5SVvmESDUFBcyoOf7WZPfCbujrZ8MTFK8zk9DrYGPhgTibujLfsTMpn9y+FaO/eyPYlk5BbRxNORwW0Cau28QkjiJERlnTUlTrXYUe9S5s56u7Q5fwPVxNOJV4a3Y8N/b2RcjxDsbPTsjjvP2KU7Gf7eVv4+mioJlBCixhSWlPLwF9FsO30OF3sbPnugGxGN3bQOC1BH6N+6tyM6HXy9I57vdyfU+DlLjQoflzWlmNi7KTYGeSsrao+82oSoLM1HnMo66yVFQ9lcD1F7Gns4Mvv2tmx6+kYe6NUUB1s9+xIymfDpLm5btIW/DqdIAiUEoCgKm0+kk3qhQOtQ6rySUiNTv9nLhuNpONjqWTq+Kx2DPLQOq5wbWvoxbWALAJ7/6SAHErNq9Hx/HU4h9lwe7o623N0lqEbPJcS/SeIkRGXkn4fMePV2QDttYvBvAzYOUJAFGae0iUHg7+bAzGERbHq6Pw/3DcPR1sCBpCwmfb6boW9vZvXBZIxGSaBEw/Xljnju/3gHvV/9mxkrDhCTnqt1SHVSqVHhyR/288ehFOxs9Hw0tivdrLQJwpQbmzGglR9FJUYe+TKa87lFNXYuUwv0+7sH41xDi/0KcSWSOAlRGabGEB4haqMGLRhsoVFH9baU62nO19WeGUNbs/n/bmTyDeE42xk4kpzNI1/uYchbm/j1nzOUSgIlGqBlZeVaRSVGvtkZT/831vPol9GyNloVGI0Kz644wM/7zmCj1/H+fZ3p3dxH67CuSK/XseCejoR4O5GUmc/Ub/fWyN+/6LgMouPOY2fQM65HqMWPL8S1SOIkRGWY12/SaH6TialBhCyEazW8Xex5enArNv9ff6b2b4arvQ3HUi4w5eu9DFq4kZ/2JlFSKqWVomGIO5fL/sQsDHodH4yJZEArPxQFfj94ljve3cK9S7ax/pjMC7waRVGY/cshvtudgF4Hb93biQGt/bUO65rcHW1ZfH8kDrZ6Np1IZ8Ffll+YeslGdbRpeKfAWl27SggTSZyEqAyt5zeZSGc9q+XpbMf0m1uy+Zn+TBvYAjcHG06m5vDEd/u46c2NLItOlARK1Hu/7D8DQM9wbwa1CeDj8V3544m+3Nk5EBu9ju2nMxj/yS6GvLWJn/YmUSy/E+UoisL/Vh/ls21x6HQwf2QHbmnfSOuwKq11IzdevUv9gPHdv0/x56GzFjt2THoufx5OAeDBPk0tdlwhqkISJyEqw1SqF6Bx4hRYljidPQhFedrGIirk7mjL4wObs+WZ/vx/e/cdHmWZ9XH8OzPpIQmBkEaAhN4JJbAgqyAoICAoFhRXYBVExZXNsiu+Fiwo2BAVxUVhV0QXZW2Aa4EoKEjvHaWXhJ4KKWTm/eNJBiLp7Zkkv891zTWTmWcmZ4Yw95y5z33uv/drQW0fdw6eSWPiwq1c/9oKPl1/VB8WpdpavDUegMEdwp3XtQj1Y/od0fz0j97c1zMKHw8bexJSmPDJFnq9spx/rTrIhcxLZoXsUt6M+41/rjBmVaYMbcutnSJMjqjkhkTXZ1SPSAD+9ulWDpxOLZfHff/nAzgccH3LYJqFmNuKXWouJU4iRclMgzP7jMtmzzgFRECtUHBkX54FE5fk5+XOw72bsvKx65k0oCV1fT04cu4C//hsG71eWc5Haw9X6oaRIhVtb0IKe0+m4GGz0i+fvXXCa3vz1KDW/DLpeibe2Jy6vh4cT7zIs4t30WPaD0xfuo9zFdhUwNXN/mk/ry8zxpqnBrVmRLdGJkdUek8MbEVMZCApGZcYN38jaRllS4zPpmbw343HABh7bePyCFGkVJQ4iRTl5E7AAbVCwM/kOnOLReV6VUwtTzfGXdeEnx/rzZMDWxFUy5PjiRd54osd9HplOfNWHyI9SwmUVH25ZXrXtahHgLd7gcfV9vFg/PXGrOyUoW1pVNeHxAtZvBn3Kz2mxTH5qx0cPVezZtQ/XH2IF/+3B4CJNzbnvp5VuxTN3Wbl7bs7Uc/Pk30nU3nss21lWtf24ZrDZFyy0z4igG4u2llQagYlTiJFcZX1TbmcDSLUWa8q8fFw4/4/NmblY72ZPLg1If6exCel8/RXO7n25R+Zu/KgEiipshwOB4u3GYnTzVeU6RXGy93GPX9oxA9/68XMuzvStr4/6Vl2Plh9mF6vLucv/9nMzhMVuyeQK1i44ShPfbUTgId7N2H89c1Mjqh8BPt7MWtEJ9ysFpZsi2fOyoOlepyLmdnMW30YgDF/bIzFYinPMEVKRIlTaSQdMzsCqUy5iVOoyR31cuWuczq20dw4pFS83G2MviaKFX/vzfND2hAe4MWplAyeW7KLni/9yHs/HdB6D6lyth1L4vDZC3i72+jTKrhE97VZLQxqH87i8T356P5u/LFZENl2B4u2nmDgmyv505y1/PLbmWrZiW/x1hM89pmxhnb0NZFMvLGFyRGVry6RdXhyYCsApn6zhzUHzpb4MT7bdIxzaZlEBHozoO3VJaAilUmJU0nY7fDRHfB6m5zyLakRXG3GKbwjWKyQfAyS482ORkrJy93Gn7pHsvzvvZl6azsiAr05k5rBC//bTc+XfmTW8v2klnFdgEhlyS3T69s6BB+P0m1KarFYuKZpEB/e140lj/RkcIdwrBb4+dcz3P3+Woa8vYqvt8VXm/3Rvt+ZwF8/2YLdAXd1bcjTg1pXy9mUkT0iGRodTrbdwfiPN5GQlF7s+2bbHc6Zqvt6RuFm08dWMZf+AkvCagX3nH0D1r1nbixSOS5lwqndxmWz93DK5VkLglsbl7XOqcrzcLNyV9eG/DixFy/f1p5GdX04l5bJS9/uoedLPzDzh185lZJeLb9tl+rBbnewZJvxJU5xy/SK0rZ+AG/d1ZEVf+/Nvd0b4eVuZduxJB7+eBPXv7ac+WsOV+nS1hX7TjP+481csju4pWN9XhjatlomTWAkxFNvbU/LUD/OpGby4EcbybxUvM6iy3af5OCZNPy93LijS4MKjlSkaBZHDRuNk5OTCQgIICkpCX9//5I/wMGf4YNB4O4DsbvBu3a5xyguJH4r/PNa8AqAxw4bzRlcwaK/wKYP4JoJcMOzZkcj5ehStp1FW08w84ffOHAmzXm9l7uV8Nre1K/tTUSgN+EB3tQPNH4Or+1NWIBXlfg2tszvwdVUVX5d1h44y52z1+Dn5caGJ/vi6WYr999xNjWDD1YfZt7qQyReyAIgqJYHo3pE8qc/RBLgU3AzClez5sBZRv1rHelZdga0DeWtuzpWif+7ZXXoTBqDZ64kJf0Sf/pDI54f2rbI+wyb9QsbD5/noV5N+Ef/lpUQpdREJXn/Ld18ek0W2RPqtYLTu2Hrf+APD5odkVQk5/5N7V0naQKjQcSmD+C41jlVN242K7d2imBIdH2WbDvBrOX72ZOQQnqWnQOn0zhwOi3f+1ktEOrvRf1Ab2eClXs5IudyaUuoRAqT2xSif5vQCkmaAOrW8iT2huY8cG1jPt1wlPd/PsjxxIu8+v0+Zi3fz11dG/LnnlGE1/aukN9fEinpWZxITOdE4kVOJF00zvP8nE623cH1LYN5Y3jNSJoAIoN8mXFnNPd9sIEP1xwmukFthnUueJ+qjYfPsfHweTxsVue+UCJm0yhaUhYLdL0fvv4brH8fuj5glPBJ9eRq65tyRcQY58c3gT0brBXzYUXMY7NaGBJdnyHR9cm4lE1CUjrHz1/kWKLxQez4+YscT7z8oSwz286JpHROJKUD5/N9zEAf9zxJVf3fJVh1fT2qbbmQVIysbDv/254AwM3R5VOmVxhfTzdGXxPFPX9oxJJtJ/jnigPsSUjh/ZUH+fcvhxgSXZ8HrmtM8wraIDXzkp2TyekcT7xIfE4SdDzxIvFXJEcpxVib2LtFPd4Z0QkPt5r1+aFPqxD+0qcZb8b9yv99sZ0WoX60rR+Q77Hv/WSsbRraMZxgf6/KDFOkQEqcSqP9nbD0GTj7GxxcDk2uNzsiqSgJOTNOYdGmhnGVoObg4QeZKcYarNCiSx6k6vJ0s9Gori+N6vrme7vd7uBMasZVSZXzPPEiKemXOH8hi/MXsth5Ijnfx7myHPD3SVX92t6EBnjhXkO+HZfi+WX/Wc6lZRJUy4PujetW2u91t1m5pWMEQ6Prs3zfaf65Yj9rDpzjs03H+GzTMfq0DGZcrybERBZ/zx+Hw8HZtMycLyOuniU6kXiR06kZFGeBQ4B37pcUXoQFGP+Hwmt75Zx7Ex7gVWO/pJjQpxnbjiWyfO9pHvxoI4vH96S2j0eeYw6eSeO7XUZCPuaP2vBWXIcSp9Lw9IPou2HdP40mEUqcqid7NiRsNy67SmOIXFYb1O8IB38y9nNS4lSjWa0Wgv29CPb3olPDwHyPSU7PKjCpOn7+IqdSMopVDhji78VtnSP4WzVrmyyls2iLUaZ3U7swU0rOLBYLvVsE07tFMJuPnOefKw7w3a4E4vacIm7PKTo3CuSBaxvTt1UIF7OyiU+6yPGcJCg+8YrLSRc5kZRerKYFHm5WwgO8ctYWGslReG1vwq5IlHw99fGqIFarhRl3RjN45kqOnrvIowu2MHdUDDbr5URyzsoDOBxwfctgmlXQ7KFIaeh/dmnF3G8kTvu+hcQjULuh2RFJeTu7H7IuGI1A6jY1O5qrRcQYidPxDdBltNnRiIvz93LHP9SdlqH5L3wtrBzQKEUyygHjk9KrdDczKT/pWdl8v9OYFRhcTt30yqJjw0De/VNnDpxO5b2fD/DZxuNsPHyesR9uxMvdSnpW0UmRxQL1ank6Z1nDAq6YJcpJkFTSWna1fTx4957O3PrOL6zYd5o3lu0jNufLmLOpGSzcYOyXqdkmcTVKnEqrXnOIug4OroANc6HvM2ZHJOUtd31TSFvXXEOkjXClHJWkHDDwd2U1UjOt2HealIxLhAV40bmAmU4zNK5Xi6m3tuevfZvzr18OMX/1Yee6Iz9PN2cSFFY7tyulV87MkTch/l41bt2RWdqEBzD11nbEfrqVN3/4jQ4NatOnVQgfrjlMxiU77eoH8IfGxS+1FKkMSpzKoutYI3Ha+AFcN+nyHk9SPSS4aGOIXBE5idPpPZCeDF5Vq4WxVC1XlgOKACzK2fR2cIdwrFbXm4EJ9vfisf4tGd+7KfFJFwn298Lfq+q0La8Jbu0UwZajicxbfZgJn2xh4bjuzFt9GIAx1zbWzJ64HH2tUhbN+4N/BFw8Bzu/MDsaKW/Ojnoutr4pV63gnBJRB5zYZHY0IlKDpGVcIm73SQAGtze/TK8wvp5uNA32U9Lkop4c2JrOjQJJSb/EsHd+4VxaJvVre3NT21CzQxO5ihKnsrC5XV5bsv49c2OR8uVwXN7DyVVnnOCKcr0N5sYhIjXKst0nSc+yExXkS9v6mu2W0vNws/LOiE4E1fIkLdNYP3lfz6gas7+VVC36qyyrTiPB5mFsRKrNSKuPxCOQnghWd2PDY1cVocRJRCrf4twyvfZhKqeSMgvx9+LtuzviZrVQ19eDO2IamB2SSL6UOJVVrXrQ5hbj8rr3zY1Fyk/u/k3BrcDNhRfCOzfC3UCxNhcRESmjpAtZrNh3GnCNbnpSPXRrXJdvJ1zLokd6Ukvt3MVFKXEqDzFjjPMdn0HaWXNjkfLh6uubcoW2N2bF0k4bs2QiIhXs253xZGU7aBnqpz12pFw1Da5F/dreZochUiAlTuUhoguERUN2BmyeZ3Y0Uh6c65uiTQ2jSO5elze/Pbbe3FhEqpC3336byMhIvLy86NatG+vWrSvw2F69emGxWK46DRw40HnMqFGjrrq9f//+lfFUKt3irfGAZptEpOZR4lQeLBbomjPrtH4u2LU5ZJWXO+MU6uIzTnBFuZ7W2IkUxyeffEJsbCyTJ09m06ZNdOjQgX79+nHq1Kl8j//888+Jj493nnbs2IHNZuP222/Pc1z//v3zHPef//ynMp5OpTqVks4v+88AcLMSJxGpYZQ4lZe2w8A7EJKOwK/fmx2NlEXKSUhNACyXZ3NcmTrriZTI9OnTGTNmDKNHj6Z169a8++67+Pj4MHfu3HyPr1OnDqGhoc7T0qVL8fHxuSpx8vT0zHNcYGDBm8JmZGSQnJyc51QVfLM9AbsDohvUpkEdH7PDERGpVEqcyou7N3T8k3F53WxzY5GyyW0MEdQMPHzNjaU4cjvrxW+FS5nmxiLi4jIzM9m4cSN9+/Z1Xme1Wunbty+rV68u1mPMmTOH4cOH4+ub9/1h+fLlBAcH06JFCx588EHOni14zevUqVMJCAhwnho0qBpdxBZfsemtiEhN4xKJU0lqzT///HO6dOlC7dq18fX1JTo6mg8//LASoy1EzH2ABfb/AGd+MzsaKS1nYwgX3r/pSnUaG7Od2RlwcrvZ0Yi4tDNnzpCdnU1ISEie60NCQkhISCjy/uvWrWPHjh3cf//9ea7v378/8+bNIy4ujpdeeokVK1YwYMAAsrPzL91+/PHHSUpKcp6OHj1a+idVSY4nXmTD4fNYLDCofZjZ4YiIVDrTE6eS1prXqVOHJ554gtWrV7Nt2zZGjx7N6NGj+e677yo58nwERkKzG43LG+aYGoqUQVVa3wTGGjtnuZ7WOYlUpDlz5tCuXTu6du2a5/rhw4dz8803065dO4YOHcqSJUtYv349y5cvz/dxPD098ff3z3NydUtyZpu6RdUhxN/L5GhERCqf6YlTSWvNe/XqxS233EKrVq1o0qQJjz76KO3bt2flypWVHHkBuo41zjd/BJlp5sYipZNbqldVZpzgcoMIddYTKVRQUBA2m42TJ0/muf7kyZOEhoYWet+0tDQWLFjAfffdV+Tvady4MUFBQfz2W/WpPliUkzjd3KG+yZGIiJjD1MSprLXmDoeDuLg49u7dy7XXXpvvMZW+ALfJ9UbpVEYSbPu0Yn+XlL+LiXD+kHE5tJ2ZkZRMRGfj/LgaRIgUxsPDg86dOxMXF+e8zm63ExcXR/fu3Qu978KFC8nIyOCee+4p8vccO3aMs2fPEhZWPUra9p9OZeeJZNysFvq3LTzBFBGprkxNnEpba56UlEStWrXw8PBg4MCBvPXWW9xwww35HlvpC3CtVuiS823k+vfB4ajY3yflKyFnjVDthuBTx9xYSqJ+TuJ07gBcOGduLCIuLjY2lvfee48PPviA3bt38+CDD5KWlsbo0aMBuPfee3n88cevut+cOXMYOnQodevWzXN9amoqf//731mzZg2HDh0iLi6OIUOG0LRpU/r161cpz6miLcnZu6lnsyDq+HqYHI2IiDnczA6gNPz8/NiyZQupqanExcURGxtL48aN6dWr11XHPv7448TGxjp/Tk5OrvjkqeMI+GEKnNwBR9ZAo8K/xRQXUtXWN+XyDoS6zeDsr0Zb8uY3mh2RiMu68847OX36NE8//TQJCQlER0fz7bffOr/EO3LkCFZr3u8V9+7dy8qVK/n++6u3m7DZbGzbto0PPviAxMREwsPDufHGG3n++efx9PSslOdUkRwOB4u2Hge0d5OI1GymJk6lrTW3Wq00bdoUgOjoaHbv3s3UqVPzTZw8PT0rf+DyDoT2t8OmeUZrciVOVYdzfVO0qWGUSkQXI3E6rsRJpCjjx49n/Pjx+d6WX0OHFi1a4CiggsDb29s1GhRVkN3xKew/nYanm5UbWocUfQcRkWrK1FK9stSaX8lut5ORkVERIZZezBjjfPciSCm6xa24CGcr8io24wSXy/XUIEJEylFuU4jrWwbj5+VucjQiIuYxvateSWvNp06dytKlSzlw4AC7d+/mtdde48MPPyzWYt1KFdYeGvwB7Jdg4wdmRyPFkXkBzuwzLleljnq5cjvrHd8Idru5sYhIteBwOLTprYhIDtPXOJW01jwtLY2HHnqIY8eO4e3tTcuWLZk/fz533nmnWU+hYF3HwNE1sGEu/DEWbPqmzqWd3AkOO/gGg18V7BoV0gbcvCA9Cc7th6BmZkckIlXc5qOJHE+8iK+HjetbBpsdjoiIqUxPnKBkteZTpkxhypQplRBVOWh1s/EhPDUB9iyBNreYHZEUJiG3TK8KzjaBkZiHRRvJ+rH1SpxEpMwWbTFmm25sE4qXu83kaEREzGV6qV615uYBnUcZl9e9b2ooUgxVeX1Troguxvkx7eckImWTbXfw9XajDfngDtVjPyoRkbJQ4lTRuowGiw0OrzRKwcR1xed21KuiM05wOXHSRrgiUkZrD5zldEoGtX3c6dm0ntnhiIiYTolTRfMPh5YDjcvrNevksrKz4NQu43JV28PpSvVzEqeEHUazCxGRUlq8zSjTG9A2FA83fVwQEdE7YWXoOtY43/qJsXBfXM/pPZCdCZ4BEBhpdjSlFxABtULBkX259FBEpIQyL9n5Zoexlcbg9uqmJyICSpwqR2RPqNcKstJgy3/Mjkbyc+X6JovF3FjKwmJRuZ6IlNnK306TeCGLen6edGtc1+xwRERcghKnymCxQMx9xuX170MBu8+LiarD+qZc2ghXRMpo8VajKcTAdmHYrFX4yyQRkXKkxKmydBgOHn5w9lc4sNzsaOT3cmecqvL6ply5G+Ee22huHCJSJV3MzOb7nUaZ3s3RKtMTEcmlxKmyePpB9F3G5XXvmRuL5GW3Q8J243J1mHEK7wgWKyQfg+R4s6MRkSrmx72nSMvMpn5tbzo2qG12OCIiLkOJU2WKud843/cNJB41Nxa57Nx+Y/2Zm3f12DTWs5axpg60zklESmzxVqOb3uAO4Viq8ppPEZFypsSpMtVrAVHXgcMOG+aaHY3kcpbptQWrzdxYyos2whWRUkhJzyJuzykAbu6gMj0RkSspcapsXccY55s+gKx0c2MRQ3Va35TL2VlP65xEpPiW7jpJ5iU7Ter50irMz+xwRERcihKnytZ8APhHwIWzsOtLs6MRuKIVeTVY35QrdyPc45vAnm1uLCJSZSzKKdO7uUN9lemJiPyOEqfKZnODLqONy2oSYT6HAxJyW5FXoxmnei2MLo5ZaXBqt9nRiEgVcC4tk5W/ngFgUIcwk6MREXE9SpzM0Gkk2DyMhfvHN5kdTc2WdBQungerGwS3Njua8mO1Qf2OxmU1iBCRYvh2RwKX7A7ahPvTpF4ts8MREXE5SpzMUKsetB5qXF7/vqmh1Hi5G9/WawVunubGUt6c+zlpI1wRKdqirccBNYUQESmIEiezdB1rnG//L1w4Z24sNVl1XN+UK3edkzbCFZEinExOZ+1BYywapMRJRCRfSpzMEtHF+LCenQGb5pkdTc1VHdc35crtrHd6D6QnmxuLiLi0JdvicTigS6NA6tf2NjscERGXpMTJLBYLxOS0Jt8wR53PzFKdZ5xqBUPthoADTmgtnYgU7MpNb0VEJH9KnMzU7jbwDoTEI/DrUrOjqXlST0FKPGCBkLZmR1Mx6msjXBEp3JGzF9hyNBGrBW5qp256IiIFUeJkJndv6HiPcXndbHNjqYlyG0PUbQqe1bSDVIQSJxEp3OJtxmxTjyZB1POrZk1yRETKkRIns3W5D7DA/jg4u9/saGqWhNwyvWq4vilXbme94xuMPatERH7ncpmeZptERAqjxMlsdaKg2Y3G5fVzzI2lpqnO65tyhbYHqzuknTZKQkVErvDryRT2JKTgbrPQv40SJxGRwihxcgVdc5pEbJ4PmWnmxlKT5JbqhVbjGSd3LwjNWb+l/ZxE5HdyZ5uua16PAB93k6MREXFtSpxcQZM+EBgFGUmwfaHZ0dQM6Ulw/qBxuTrPOMEV5Xraz0lELnM4HCxSNz0RkWJzMzsAAaxWiLkfvn8C1r0PnUYa7cql4iRsN84DGoBPHXNjqWj1uwCz1SBCRPLYcTyZQ2cv4OVupW+rELPDEXF52dnZZGVlmR2GlIKHhwdWa9nni5Q4uYqOI+CHKXByOxxdCw3/YHZE1VtNWN+UK7ezXvxWuJQJbh7mxiMiLiG3m16fViH4eurjgEhBHA4HCQkJJCYmmh2KlJLVaiUqKgoPj7J9BtI7pavwDjT2ddr8odGaXIlTxaoJ65ty1Wls/H1dPG8k5vU7mx2RiJjMbndc7qbXXmV6IoXJTZqCg4Px8fHBoqqgKsVut3PixAni4+Np2LBhmf79lDi5kq5jjMRp1yJIOQl+Kp2oMDVpxsliMcr1flsKxzYqcRIRNh45T3xSOn6ebvRqUc/scERcVnZ2tjNpqlu3rtnhSCnVq1ePEydOcOnSJdzdS98IR80hXElYB2jQDexZsOkDs6OpvjIvwJm9xuXqvIfTlZwb4aqznojAoi3GbNONbULxcreZHI2I68pd0+Tj42NyJFIWuSV62dnZZXocJU6uJianNfmGuZCtBYgV4tQucNjBtx741ZB9S3ITp+NqECFS013KtvO/7fEA3BytMj2R4lB5XtVWXv9+SpxcTesh4BsMKfGw52uzo6mecsv0QtvXnO6FueV55w7AhXPmxiIiplp94Cxn0zKp4+tBjyYqPRIRKS4lTq7GzQM6jzQur3/f3Fiqq5q0vimXdyDUbWpcVltykRott0xvQNtQ3G36GCAiUlx6x3RFnUeDxQaHfoaTu8yOpvpJyOmoV1PWN+VyboSrxEmkpsq4lM23OxMAuFmb3opIMUVGRjJjxgyzwzCdEidXFFAfWg40LmvWqXxlZ8HJncblmjTjBJfL9TTjJFJjrdh7mpT0S4T6exETWc03/xap4Xr16sWECRPK5bHWr1/P2LFjy+WxqjIlTq6qa06TiK0LID3J3Fiqk9N7ITsTPP2hdqTZ0VSuKxtE2O3mxiJisrfffpvIyEi8vLzo1q0b69atK/DYXr16YbFYrjoNHDjQeYzD4eDpp58mLCwMb29v+vbty6+//loZT6VEFm8zmkIMah+G1VpD1niKSL4cDgeXLl0q1rH16tVTZ0GUOLmuyD9CvZaQlWYkT1I+rmwMYa1hf/4hbcHNy0jEz+03OxoR03zyySfExsYyefJkNm3aRIcOHejXrx+nTp3K9/jPP/+c+Ph452nHjh3YbDZuv/125zEvv/wyb775Ju+++y5r167F19eXfv36kZ6eXllPq0gXMi+xbNdJAAarTE+k1BwOBxcyL1X6yeFwFDvGUaNGsWLFCt544w3nlz3//ve/sVgsfPPNN3Tu3BlPT09WrlzJ/v37GTJkCCEhIdSqVYuYmBiWLVuW5/F+X6pnsVh4//33ueWWW/Dx8aFZs2YsWrSoWLFlZ2dz3333ERUVhbe3Ny1atOCNN9646ri5c+fSpk0bPD09CQsLY/z48c7bEhMTeeCBBwgJCcHLy4u2bduyZMmSYr8+paUNcF2VxQIx98P/Jhrlel3H1pwOcBWppq5vArC5Q1g0HF1jlOsFNTM7IhFTTJ8+nTFjxjB69GgA3n33Xb7++mvmzp3LpEmTrjq+Tp28JW0LFizAx8fHmTg5HA5mzJjBk08+yZAhQwCYN28eISEhfPnllwwfPryCn1HxLNt9iotZ2TSq60P7iACzwxGpsi5mZdP66e8q/ffueq4fPh7F++j+xhtvsG/fPtq2bctzzz0HwM6dxlKFSZMm8eqrr9K4cWMCAwM5evQoN910Ey+88AKenp7MmzePwYMHs3fvXho2bFjg73j22Wd5+eWXeeWVV3jrrbcYMWIEhw8fvuo98/fsdjsREREsXLiQunXr8ssvvzB27FjCwsK44447AJg1axaxsbFMmzaNAQMGkJSUxKpVq5z3HzBgACkpKcyfP58mTZqwa9cubLaK35NOiZMr6zAclj0LZ/bBwRXQuJfZEVV9NbGj3pUiuuQkTush+i6zoxGpdJmZmWzcuJHHH3/ceZ3VaqVv376sXr26WI8xZ84chg8fjq+vLwAHDx4kISGBvn37Oo8JCAigW7durF69Ot/EKSMjg4yMDOfPycnJpX1KxbZ4q9FNb3D7cO1JI1LNBQQE4OHhgY+PD6GhoQDs2bMHgOeee44bbrjBeWydOnXo0OHy56Lnn3+eL774gkWLFuWZ5fm9UaNGcdddxmeJF198kTfffJN169bRv3//QmNzd3fn2Wefdf4cFRXF6tWr+fTTT52J05QpU/jb3/7Go48+6jwuJsZocrVs2TLWrVvH7t27ad68OQCNGzcu+kUpB0qcXJmnn5E8rX8P1r2nxKms7HZI2G5cDq2BM06gjXClxjtz5gzZ2dmEhITkuT4kJMT5oaIw69atY8eOHcyZM8d5XUJCgvMxfv+Yubf93tSpU/N8cKhoSRezWLH3NKAyPZGy8na3seu5fqb83vLQpUuXPD+npqbyzDPP8PXXXxMfH8+lS5e4ePEiR44cKfRx2re//FnK19cXf3//Akuef+/tt99m7ty5HDlyhIsXL5KZmUl0dDQAp06d4sSJE/Tp0yff+27ZsoWIiAhn0lSZlDi5uq5jjMRp7/8g8SjUbmB2RFXXuQOQmWqs8wmq/P9sLqF+zptlwg7IvAAeWugpUhJz5syhXbt2dO3atUyP8/jjjxMbG+v8OTk5mQYNKu79/budCWRm22kR4keLUL8K+z0iNYHFYil2yZwryp0tzzVx4kSWLl3Kq6++StOmTfH29ua2224jMzOz0Mdxd3fP87PFYsFejOZTCxYsYOLEibz22mt0794dPz8/XnnlFdauXQuAt7d3ofcv6vaKVMNWx1dB9VpA1LXgsMPGf5kdTdWWkFOmF9IGbFX3Da9MAiKgVig4si+XLYrUIEFBQdhsNk6ePJnn+pMnTzrLWQqSlpbGggULuO+++/Jcn3u/kjymp6cn/v7+eU4VyVmm1yGsQn+PiLgODw8PsrOzizxu1apVjBo1iltuuYV27doRGhrKoUOHKiyuVatW0aNHDx566CE6duxI06ZN2b//ctMqPz8/IiMjiYuLy/f+7du359ixY+zbt6/CYiyIEqeqICanNfnGD+BSRuHHSsFq+vomMBqMqFxPajAPDw86d+6cZ0C22+3ExcXRvXv3Qu+7cOFCMjIyuOeee/JcHxUVRWhoaJ7HTE5OZu3atUU+ZmU4k5rBL/vPAjCovcr0RGqKyMhI1q5dy6FDhzhz5kyBs0HNmjXj888/Z8uWLWzdupW77767WDNHpdWsWTM2bNjAd999x759+3jqqadYv359nmOeeeYZXnvtNd58801+/fVXNm3axFtvvQXAddddx7XXXsuwYcNYunQpBw8e5JtvvuHbb7+tsJhzKXGqClrcBP714cIZ2Pml2dFUXfE5HfVq6vqmXM6NcNcXfpxINRUbG8t7773HBx98wO7du3nwwQdJS0tzdtm799578zSPyDVnzhyGDh1K3bp181xvsViYMGECU6ZMYdGiRWzfvp17772X8PBwhg4dWhlPqVDfbI8n2+6gQ0QAkUG+Rd9BRKqFiRMnYrPZaN26NfXq1StwzdL06dMJDAykR48eDB48mH79+tGpU6cKi+uBBx7g1ltv5c4776Rbt26cPXuWhx56KM8xI0eOZMaMGbzzzju0adOGQYMG5dkb77PPPiMmJoa77rqL1q1b849//KNYs2tlZXGUpCl8NZCcnExAQABJSUkVXhpRrn56BX6YAhExcP+yoo+XvBwOeLkxXDwHY36E+hX3huDyDv4MHwwC/wiI3Wl2NFLDuMp78MyZM3nllVdISEggOjqaN998k27dugHGhreRkZH8+9//dh6/d+9eWrZsyffff5+nG1Uuh8PB5MmTmT17NomJifTs2ZN33nmn2IuXK/J1uf3dX1h/6DxPDmzF/X+snM5TItVFeno6Bw8eJCoqCi8vL7PDkVIq7N+xJO+/SpyqitRTML012LNg7HII72h2RHllpMCB5XDmV2g12PX2CEo6Bq+3AYsN/u8EuNfgN7+MVJjWwFg3N2gGtB4CPoXvuSBSXqrse3AFq6jX5UTiRXpM+wGLBVZP6kNoQA1+7xMpBSVO1UN5JU4q1asqagVDm1uMy+veNzeWXGf3w5pZMG8IvBQFn9wDcc/C291gyV8hJf82vKbIXd8U3KpmJ00AnrUuJ95LJsCrzWD+MNg0Dy6cMzU0ESlfX2+LByAmso6SJhGpFOPGjaNWrVr5nsaNG2d2eGVSQ1uLVVFdx8D2T2HHf+HG5yt/luBSJhxZDb9+D/u+hbO/5b09MMpYi3V4JWyYC1sXQPeHocdfwMvkb5a1vimvOz+CzR8aa+ZO7YTflhmnxROMLo5thkLLQeAbZHKgNdzpfbD1Y7hwFvzCwT8s77lPHaPhh0gBFjm76akphIhUjueee46JEyfme1tVrzRwicTp7bffdtaad+jQgbfeeqvAPTLee+895s2bx44dOwDo3LkzL774Ypn31KgSImKMD/4J24wPvdc8WvR9yir1FPy6FH79Dn77ATJTLt9mdYOG3aF5P2jeH+o2NT7EHVoFS582urb99IqRRF37D+jyZ3DzqPiY86OOenn5h8F1/zBOZ36FXV/Czq/g5HY48KNxWhILkT2NUr5WN0OtemZHXTNkXYRdi2Djv+HIL4Ufa/P8XTIVBv7hl8/9w43282b9vxNTHTyTxvbjSdisFm5qW3irdRGR8hIcHExwcLDZYVQI0xOnTz75hNjYWN599126devGjBkz6NevH3v37s33RV++fDl33XUXPXr0wMvLi5deeokbb7yRnTt3Ur9+fROeQSWyWKDrWFg0HtbPge7jwVo+u0g72e3Gfkf7cmaVTmzKe7tPEDS70UiWmvQGr4CrHyPyGqOBxe7FRune2d/g28dgzTvQ52locytYK7lKNCFnxilMM05XCWoG1/7dOJ3dbyRRu74yks2DK4zT/yZCo2suJ1F+IWZHXf2c2mMkS1v/A+mJxnUWq/GlRGh7SIk3TsnxkHLCmIXKzoDzh4xTYXzrXZ1U+YUZyZZ/feOyV4Bmr6qZ3L2brmkaRN1aniZHIyJS9ZneHKJbt27ExMQwc+ZMwNhPo0GDBjzyyCNMmjSpyPtnZ2cTGBjIzJkzuffee4s8vsovTM68ANNbGR+s7v7USGDKKrexw77vjDK81LybOBLWwfjw1qyfsTamJElPdpYxO7Z82uXHDesAfZ81Eq/KkHYGXmliXH78GHj6Vc7vrerOHTBmPnZ9CSc2X3GDBRr1gNZDjUYg/tpQs9SyLhrlkhv/DUfXXL4+oAF0uhc63mMkOfm5lJE3kUo+ccXlnPOUBMgufOd3J3efq5Mqv/DLM1d+YVArpMybR1f59+AKUt6vi8Ph4IbXf+K3U6m8ensHbuscUQ5RitQ8ag5RPZRXcwhTZ5wyMzPZuHFjnv0yrFYrffv2ZfXq1cV6jAsXLpCVlUWdOvmv98nIyCAj4/KmscnJyWUL2mwePsaHqdUzYd3s0idOZ/dfXqt0aJXRrS+Xu6+R1DTvB01vKNsHY5u7UaLX/k5jxmnlG8ZMxodDoXFv6PsMhEeX/vGLI7dMr04TJU0lUacx9JxgnM4fNmahdn1llGAeXmWcvvkHNPzD5SQqoJrP+paXk7uMZGnbAkhPMq6z2KDFAOg8CppcX/RsspsnBEYap4I4HMbMVPKJnCQr9/x4TnKVc116ImRdgHP7jVNBLFbwDYbou6Hv5BI9Zalce0+m8NupVDxsVm5soxliEZHyYGridObMGbKzswkJyfumHhISwp49e4r1GI899hjh4eH07ds339unTp3Ks88+W+ZYXUrMfbD6bWMx/9n9ULdJ0fcpTmOH5v2h+Y1GSZZbOZd1ePgapWCdR8NPr8L69411NLN/hHa3w/VPFv4BsCy0vqnsAhvBNX8xTolHYfciY6bk2Drj7+rIaqMcs0E3o5yv9RAI0DfceWRegJ1fGAnTsXWXrw9oCJ3vheh7yn/2zmIxGnz4BhVeppp54epSwN/PZKUmgP2ScV7cWSwxzaItRplerxb18PdyNzkaEZHqwfQ1TmUxbdo0FixYwPLlywucPn388ceJjY11/pycnEyDBg0qK8SKUacxNLvBSII2zIV+L+R/XLEaO/Q3ZpZyGztUNN8gGDANuj0AP74A2xcap51fQsz9cO3E8u/kpvVN5at2A6NbYveHjf2xdi82/v2OroGja43Td/8H9bsY3fla3WwkXjVVwo6c2aVPISNndsnqdnl2qfH1lb/m7/c8fIwvYAr7EsZuh7TTRjLlVbvSQpOSczgcLN5mJE43R6ubnohIeTE1cQoKCsJms3HyZN41NSdPniQ0tPAOQK+++irTpk1j2bJltG9f8AdiT09PPD2r4aLYmDFG4rT5Q+j9hPHBpzwaO1SWOlEw7H3o8Qgsewb2/wBrZ8Hm+Ua3wO4PGbNU5UEzThUnIAL+8KBxSj5hJFG7voLDvxglfcc3wPdPQngnI4lqPaTiZhZdSWYa7PjcSJiOb7h8fe1G0HkkRI8AvyrW5cxqNZqCqDGIy9tyNJGj5y7i42GjT0v9e4lI6URGRjJhwgQmTJgAgMVi4YsvvmDo0KH5Hn/o0CGioqLYvHkz0dHRlRZnZTI1cfLw8KBz587ExcU5/xHsdjtxcXGMHz++wPu9/PLLvPDCC3z33Xd06dKlkqJ1MU37Gh9Azx+CZZONRebl3dihMoR1gD99Aft/NJ5H/Fb4cQqsfw96TYKO95ZtMXp6stHkACBUiVOF8g83ZhK7PWA0JXAmUauMJP7EJqNNfVi0kUC1GWrMnlYn8duMZGn7QsjIWU9pdYOWA43Zpahervd/UKqdxVuNTW9vaB2Ct0c5d14VkRorPj6ewMBAs8MwlemlerGxsYwcOZIuXbrQtWtXZsyYQVpaGqNHjwbg3nvvpX79+kydOhWAl156iaeffpqPP/6YyMhIEhISAJw7EtcYVqtR2vb9k0aTiFzl2dihMjXpDVHXwc7PIe45SDwMS/5qrOXqM9loPFCaUsKE7ca5fwT41i3fmKVgfqHGhs1dxxglo7lJ1KGfIX6LcYp7FkLbGY0l2txSvLV6rigjFXZ8ZiRMV87yBkZdnl2qVT33sxDXk213sCSnTG9we5XpiUj5KaoarCYw/avPO++8k1dffZWnn36a6OhotmzZwrfffutsGHHkyBHi4+Odx8+aNYvMzExuu+02wsLCnKdXX33VrKdgno5/gpC2xrf23cYZMzePHYThHxmtjKtK0pTLaoV2t8H4DTDgZfCpazSx+PRPMOcGo/yrpLS+yXy1go2GJiMXwcRfYdAMo6OixWYktj88D291gpebwOzesHCUMTO1fg78uszYoDcr3exncbUTW2DxBHitBSz+i5E0Wd2NJPDer+CRTdDzr0qapFKtO3iOUykZ+Hu58cfm5bxeVEQMDodRkl3ZpxLsIDR79mzCw8Ox2+15rh8yZAh//vOf2b9/P0OGDCEkJIRatWoRExPDsmXLCn1Mi8XCl19+6fx53bp1dOzYES8vL7p06cLmzZsLvvPvZGdnc9999xEVFYW3tzctWrTgjTfeuOq4uXPn0qZNGzw9PQkLC8tTkZaYmMgDDzxASEgIXl5etG3bliVLlhQ7htIwfcYJYPz48QWW5i1fvjzPz4cOHar4gKoK79rw4Cqzoyh/bh5GuVeHu+CXt4zW68fWw78GGGWHfSZDSOviPZbWN7kW3yDoMto4pZ2FvV8bjSUOroALZ4zT79fm5aoVajSZqN3QWCtUu+HlnwMaGK3vK1pGCmz/rzG7FL/l8vV1GhuleB3uhlr1Kj4OkQLkNoUY0DYMTzeV6YlUiKwL8KIJM7r/d6LY679vv/12HnnkEX788Uf69OkDwLlz5/j222/53//+R2pqKjfddBMvvPACnp6ezJs3j8GDB7N3714aNmxY5OOnpqYyaNAgbrjhBubPn8/Bgwd59NFHi/1U7HY7ERERLFy4kLp16/LLL78wduxYwsLCuOOOOwBjsiQ2NpZp06YxYMAAkpKSWLVqlfP+AwYMICUlhfnz59OkSRN27dqFzVax73sukTiJ5MvLH65/wihJXDENNn5gNL349XvjA2rvx4tueR2fM+MUqhknl+Nb15gZ7XSvkZCcO2iUaCYeMfaNSjxi/Hz+MGSlGW2wUxOMrn2/Z7Eam7UWlFj51y96X6SCOBzGBsAb/20kTVlpxvU2D6OEtPMoiPxj5XSlFClEVradb7YbFRqDO6hMT6QmCwwMZMCAAXz88cfOxOm///0vQUFB9O7dG6vVSocOl79Ufv755/niiy9YtGhRoX0Gcn388cfY7XbmzJmDl5cXbdq04dixYzz44IPFis/d3T3PdkFRUVGsXr2aTz/91Jk4TZkyhb/97W95ErKYmBgAli1bxrp169i9ezfNmzcHoHHjil83rcRJXJ9fCAx6Hf7wMPzwnLFWZst82PFfY2aq51/BO5/FilkX4XTOfmCacXJtnn5GOWV+JZUOB1w4l5NU5ZNYJR6BS+mQfMw4Hc5nFtbqZiRPzsQqMm9iVSv06qYN6clGk4eN/75c8glG6/7Oo4wZ0fJunS9SBit/O8P5C1kE1fKkexOt6RSpMO4+xuyPGb+3BEaMGMGYMWN455138PT05KOPPmL48OFYrVZSU1N55pln+Prrr4mPj+fSpUtcvHiRI0eOFOuxd+/eTfv27fNsB9S9e/cSxff2228zd+5cjhw5wsWLF8nMzHR24zt16hQnTpxwJn2/t2XLFiIiIpxJU2VR4iRVR1BTuGMeHNtgrIE5vApWvWF8sP3j36DrA+B+xX5ep3aBI9tYK+Wvb1+rLIvFmJ3yrQv1O119u8NhNKBwJlI5s1S5SVXiUbBnXb4tPzYPo9wvN5G6lAm7vjTKMXJvbz3ESJgaXaPZJXFJi7caH+QGtgvFZtXfqEiFsVjKb8uUCjR48GAcDgdff/01MTEx/Pzzz7z++usATJw4kaVLl/Lqq6/StGlTvL29ue2228jMrJwNzhcsWMDEiRN57bXX6N69O35+frzyyiusXWtUlXh7exd6/6JuryhKnKTqiegCo742NvddNtlIkJY+DWtnQ+//gw7DjbKsK9c36YNu9WWxXN5fqEHM1bfbs4326PnOVh2GpOOQnQnn9hunKwU1vzy75FOnUp6OSGmkZ2Xz/U5jOwqV6YkIgJeXF7feeisfffQRv/32Gy1atKBTJ+MLyFWrVjFq1ChuueUWwFizVJI+Aq1ateLDDz8kPT3dOeu0Zs2aYt9/1apV9OjRg4ceesh53f79l8dgPz8/IiMjiYuLo3fv3lfdv3379hw7dox9+/ZV6qyTEiepmiwWaH4jNO0D2z6BH14wyrS+eshoJtH3mcuJk9Y31WxWGwTUN06Nelx9e/YlSD6eN7HKTINWg6BhdyXdUiUs33uK1IxL1K/tTaeGNXufFRG5bMSIEQwaNIidO3dyzz33OK9v1qwZn3/+OYMHD8ZisfDUU09d1YGvMHfffTdPPPEEY8aM4fHHH+fQoUMl6nDdrFkz5s2bx3fffUdUVBQffvgh69evJyoqynnMM888w7hx4wgODnY2gli1ahWPPPII1113Hddeey3Dhg1j+vTpNG3alD179mCxWOjfv3+x4ygpJU5StVltEH03tLnV2M/q59eMGaiP7zDaXYPWN0nhbG5GiV5gI7MjESm1RTlleoPah2FVmZ6I5Lj++uupU6cOe/fu5e6773ZeP336dP785z/To0cPgoKCeOyxx0hOTi7249aqVYvFixczbtw4OnbsSOvWrXnppZcYNmxYse7/wAMPsHnzZu68804sFgt33XUXDz30EN98843zmJEjR5Kens7rr7/OxIkTCQoK4rbbbnPe/tlnnzFx4kTuuusu0tLSaNq0KdOmTSv2cygNi8NRgqbw1UBycjIBAQEkJSXh7+9vdjhS3i6eh5UzYO27RsMAMPbTqaqbq4pUM3oPzl9ZXpfUjEt0fn4pGZfsLHmkJ23rB1RQlCI1T3p6OgcPHiQqKipPIwSpWgr7dyzJ+69mnKR68Q6EG56FrmNh5evg5mnssSMiUk2lpGfRv20o+0+n0iZcyaiISEVR4iTVU0B9GFj8WlsRkaoqLMCbN4Z3xOFwYNGaPBFxAePGjWP+/Pn53nbPPffw7rvvVnJE5UOJk4iISDWgpElEXMVzzz3HxIkT872tKpdpK3ESEREREZFyExwcTHBwsNlhlDur2QGIiIiIiLiyGtZLrdopr38/JU4iIiIiIvlwd3cH4MKFCyZHImWRmZkJgM1mK9PjqFRPRERERCQfNpuN2rVrc+rUKQB8fHy0nrCKsdvtnD59Gh8fH9zcypb6KHESERERESlAaGgogDN5kqrHarXSsGHDMie9SpxERERERApgsVgICwsjODiYrKwss8ORUvDw8MBqLfsKJSVOIiIiIiJFsNlsZV4jI1WbmkOIiIiIiIgUQYmTiIiIiIhIEZQ4iYiIiIiIFKHGrXHK3QArOTnZ5EhERGqe3PdebSaZl8YmERFzlGRcqnGJU0pKCgANGjQwORIRkZorJSWFgIAAs8NwGRqbRETMVZxxyeKoYV/72e12Tpw4gZ+fX6l6uScnJ9OgQQOOHj2Kv79/BURYdem1KZxen4LptSlYdXttHA4HKSkphIeHl0tr2OpCY1PF0WtTML02hdPrU7Dq9NqUZFyqcTNOVquViIiIMj+Ov79/lf9DqSh6bQqn16dgem0KVp1eG800XU1jU8XTa1MwvTaF0+tTsOry2hR3XNLXfSIiIiIiIkVQ4iQiIiIiIlIEJU4l5OnpyeTJk/H09DQ7FJej16Zwen0KptemYHptpDj0d1IwvTYF02tTOL0+Baupr02Naw4hIiIiIiJSUppxEhERERERKYISJxERERERkSIocRIRERERESmCEicREREREZEiKHEqobfffpvIyEi8vLzo1q0b69atMzsk002dOpWYmBj8/PwIDg5m6NCh7N271+ywXNK0adOwWCxMmDDB7FBcwvHjx7nnnnuoW7cu3t7etGvXjg0bNpgdlkvIzs7mqaeeIioqCm9vb5o0acLzzz+P+vlIfjQ2XU1jU/FpbMpLY1P+NC4pcSqRTz75hNjYWCZPnsymTZvo0KED/fr149SpU2aHZqoVK1bw8MMPs2bNGpYuXUpWVhY33ngjaWlpZofmUtavX88///lP2rdvb3YoLuH8+fNcc801uLu7880337Br1y5ee+01AgMDzQ7NJbz00kvMmjWLmTNnsnv3bl566SVefvll3nrrLbNDExejsSl/GpuKR2NTXhqbCqZxSe3IS6Rbt27ExMQwc+ZMAOx2Ow0aNOCRRx5h0qRJJkfnOk6fPk1wcDArVqzg2muvNTscl5CamkqnTp145513mDJlCtHR0cyYMcPssEw1adIkVq1axc8//2x2KC5p0KBBhISEMGfOHOd1w4YNw9vbm/nz55sYmbgajU3Fo7HpahqbrqaxqWAalzTjVGyZmZls3LiRvn37Oq+zWq307duX1atXmxiZ60lKSgKgTp06JkfiOh5++GEGDhyY5++nplu0aBFdunTh9ttvJzg4mI4dO/Lee++ZHZbL6NGjB3Fxcezbtw+ArVu3snLlSgYMGGByZOJKNDYVn8amq2lsuprGpoJpXAI3swOoKs6cOUN2djYhISF5rg8JCWHPnj0mReV67HY7EyZM4JprrqFt27Zmh+MSFixYwKZNm1i/fr3ZobiUAwcOMGvWLGJjY/m///s/1q9fz1/+8hc8PDwYOXKk2eGZbtKkSSQnJ9OyZUtsNhvZ2dm88MILjBgxwuzQxIVobCoejU1X09iUP41NBdO4pMRJytnDDz/Mjh07WLlypdmhuISjR4/y6KOPsnTpUry8vMwOx6XY7Xa6dOnCiy++CEDHjh3ZsWMH7777bo0fnAA+/fRTPvroIz7++GPatGnDli1bmDBhAuHh4Xp9REpIY1NeGpsKprGpYBqXlDgVW1BQEDabjZMnT+a5/uTJk4SGhpoUlWsZP348S5Ys4aeffiIiIsLscFzCxo0bOXXqFJ06dXJel52dzU8//cTMmTPJyMjAZrOZGKF5wsLCaN26dZ7rWrVqxWeffWZSRK7l73//O5MmTWL48OEAtGvXjsOHDzN16tQaM0BJ0TQ2FU1j09U0NhVMY1PBNC5pjVOxeXh40LlzZ+Li4pzX2e124uLi6N69u4mRmc/hcDB+/Hi++OILfvjhB6KioswOyWX06dOH7du3s2XLFuepS5cujBgxgi1bttTYgQngmmuuuao18L59+2jUqJFJEbmWCxcuYLXmfYu22WzY7XaTIhJXpLGpYBqbCqaxqWAamwqmcUkzTiUSGxvLyJEj6dKlC127dmXGjBmkpaUxevRos0Mz1cMPP8zHH3/MV199hZ+fHwkJCQAEBATg7e1tcnTm8vPzu6qe3tfXl7p169b4Ovu//vWv9OjRgxdffJE77riDdevWMXv2bGbPnm12aC5h8ODBvPDCCzRs2JA2bdqwefNmpk+fzp///GezQxMXo7EpfxqbCqaxqWAamwqmcQlwSIm89dZbjoYNGzo8PDwcXbt2daxZs8bskEwH5Hv617/+ZXZoLum6665zPProo2aH4RIWL17saNu2rcPT09PRsmVLx+zZs80OyWUkJyc7Hn30UUfDhg0dXl5ejsaNGzueeOIJR0ZGhtmhiQvS2HQ1jU0lo7HpMo1N+dO45HBoHycREREREZEiaI2TiIiIiIhIEZQ4iYiIiIiIFEGJk4iIiIiISBGUOImIiIiIiBRBiZOIiIiIiEgRlDiJiIiIiIgUQYmTiIiIiIhIEZQ4iYiIiIiIFEGJk0gNYbFY+PLLL80OQ0REBNC4JFWPEieRSjBq1CgsFstVp/79+5sdmoiI1EAal0RKzs3sAERqiv79+/Ovf/0rz3Wenp4mRSMiIjWdxiWRktGMk0gl8fT0JDQ0NM8pMDAQMMoVZs2axYABA/D29qZx48b897//zXP/7du3c/311+Pt7U3dunUZO3YsqampeY6ZO3cubdq0wdPTk7CwMMaPH5/n9jNnznDLLbfg4+NDs2bNWLRoUcU+aRERcVkal0RKRomTiIt46qmnGDZsGFu3bmXEiBEMHz6c3bt3A5CWlka/fv0IDAxk/fr1LFy4kGXLluUZgGbNmsXDDz/M2LFj2b59O4sWLaJp06Z5fsezzz7LHXfcwbZt27jpppsYMWIE586dq9TnKSIiVYPGJZHfcYhIhRs5cqTDZrM5fH1985xeeOEFh8PhcACOcePG5blPt27dHA8++KDD4XA4Zs+e7QgMDHSkpqY6b//6668dVqvVkZCQ4HA4HI7w8HDHE088UWAMgOPJJ590/pyamuoAHN988025PU8REakaNC6JlJzWOIlUkt69ezNr1qw819WpU8d5uXv37nlu6969O1u2bAFg9+7ddOjQAV9fX+ft11xzDXa7nb1792KxWDhx4gR9+vQpNIb27ds7L/v6+uLv78+pU6dK+5RERKQK07gkUjJKnEQqia+v71UlCuXF29u7WMe5u7vn+dlisWC32ysiJBERcXEal0RKRmucRFzEmjVrrvq5VatWALRq1YqtW7eSlpbmvH3VqlVYrVZatGiBn58fkZGRxMXFVWrMIiJSfWlcEslLM04ilSQjI4OEhIQ817m5uREUFATAwoUL6dKlCz179uSjjz5i3bp1zJkzB4ARI0YwefJkRo4cyTPPPMPp06d55JFH+NOf/kRISAgAzzzzDOPGjSM4OJgBAwaQkpLCqlWreOSRRyr3iYqISJWgcUmkZJQ4iVSSb7/9lrCwsDzXtWjRgj179gBGZ6EFCxbw0EMPERYWxn/+8x9at24NgI+PD9999x2PPvooMTEx+Pj4MGzYMKZPn+58rJEjR5Kens7rr7/OxIkTCQoK4rbbbqu8JygiIlWKxiWRkrE4HA6H2UGI1HQWi4UvvviCoUOHmh2KiIiIxiWRfGiNk4iIiIiISBGUOImIiIiIiBRBpXoiIiIiIiJF0IyTiIiIiIhIEZQ4iYiIiIiIFEGJk4iIiIiISBGUOImIiIiIiBRBiZOIiIiIiEgRlDiJiIiIiIgUQYmTiIiIiIhIEZQ4iYiIiIiIFOH/AQcDzYD05TilAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1000x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plot_loss_and_acc(train_loss_list_7,valid_loss_list_7,train_acc_list_7,valid_acc_list_7,num_epochs,\"Performance of resnet18 model\")"
    ]
@@ -2510,7 +2632,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2545,7 +2667,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2567,9 +2689,68 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/10\n",
+      "----------\n",
+      "train Loss: 0.6518 Acc: 0.6198\n",
+      "val Loss: 0.4253 Acc: 0.8758\n",
+      "\n",
+      "Epoch 2/10\n",
+      "----------\n",
+      "train Loss: 0.4995 Acc: 0.7934\n",
+      "val Loss: 0.2734 Acc: 0.9281\n",
+      "\n",
+      "Epoch 3/10\n",
+      "----------\n",
+      "train Loss: 0.4250 Acc: 0.7975\n",
+      "val Loss: 0.2288 Acc: 0.9477\n",
+      "\n",
+      "Epoch 4/10\n",
+      "----------\n",
+      "train Loss: 0.4979 Acc: 0.7562\n",
+      "val Loss: 0.2050 Acc: 0.9542\n",
+      "\n",
+      "Epoch 5/10\n",
+      "----------\n",
+      "train Loss: 0.4336 Acc: 0.7893\n",
+      "val Loss: 0.2302 Acc: 0.9216\n",
+      "\n",
+      "Epoch 6/10\n",
+      "----------\n",
+      "train Loss: 0.4889 Acc: 0.7727\n",
+      "val Loss: 0.2023 Acc: 0.9346\n",
+      "\n",
+      "Epoch 7/10\n",
+      "----------\n",
+      "train Loss: 0.4577 Acc: 0.7893\n",
+      "val Loss: 0.2089 Acc: 0.9346\n",
+      "\n",
+      "Epoch 8/10\n",
+      "----------\n",
+      "train Loss: 0.3556 Acc: 0.8512\n",
+      "val Loss: 0.1941 Acc: 0.9542\n",
+      "\n",
+      "Epoch 9/10\n",
+      "----------\n",
+      "train Loss: 0.3818 Acc: 0.8140\n",
+      "val Loss: 0.1928 Acc: 0.9477\n",
+      "\n",
+      "Epoch 10/10\n",
+      "----------\n",
+      "train Loss: 0.3739 Acc: 0.8306\n",
+      "val Loss: 0.1971 Acc: 0.9346\n",
+      "\n",
+      "Training complete in 1m 10s\n",
+      "Best val Acc: 0.954248\n"
+     ]
+    }
+   ],
    "source": [
     "train_loss_list_8 = []\n",
     "valid_loss_list_8 = []\n",
@@ -2589,20 +2770,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test loss is 0.106034 and test accuracy  is 1.000000\n"
+     ]
+    }
+   ],
    "source": [
     "test_loss_list_8 = []\n",
     "test_accuracy_list_8 = []\n",
     "test_loss_list_8, test_accuracy_list_8 = test_model(model_N2, criterion)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "After adding a hidden layer in classification layer of resnet18 model, we improved the accuracy of the model. Now it is equal to 100%. The accuracy is very high, due to lack of finding difficult images for test set."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plot_loss_and_acc(train_loss_list_8,valid_loss_list_8,train_acc_list_8,valid_acc_list_8,num_epochs,\n",
     "                  \"Performance of resnet18 model with a classification layer composed of two layers and hidden dim = 256\")"
@@ -2617,7 +2824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2655,7 +2862,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2675,9 +2882,68 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/10\n",
+      "----------\n",
+      "train Loss: 0.6210 Acc: 0.6405\n",
+      "val Loss: 0.3297 Acc: 0.9150\n",
+      "\n",
+      "Epoch 2/10\n",
+      "----------\n",
+      "train Loss: 0.4663 Acc: 0.7603\n",
+      "val Loss: 0.2488 Acc: 0.9281\n",
+      "\n",
+      "Epoch 3/10\n",
+      "----------\n",
+      "train Loss: 0.4086 Acc: 0.8182\n",
+      "val Loss: 0.2027 Acc: 0.9216\n",
+      "\n",
+      "Epoch 4/10\n",
+      "----------\n",
+      "train Loss: 0.5048 Acc: 0.7479\n",
+      "val Loss: 0.2296 Acc: 0.9281\n",
+      "\n",
+      "Epoch 5/10\n",
+      "----------\n",
+      "train Loss: 0.3047 Acc: 0.8678\n",
+      "val Loss: 0.1897 Acc: 0.9346\n",
+      "\n",
+      "Epoch 6/10\n",
+      "----------\n",
+      "train Loss: 0.4859 Acc: 0.7769\n",
+      "val Loss: 0.2189 Acc: 0.9216\n",
+      "\n",
+      "Epoch 7/10\n",
+      "----------\n",
+      "train Loss: 0.3154 Acc: 0.8760\n",
+      "val Loss: 0.1766 Acc: 0.9477\n",
+      "\n",
+      "Epoch 8/10\n",
+      "----------\n",
+      "train Loss: 0.3536 Acc: 0.8760\n",
+      "val Loss: 0.1832 Acc: 0.9412\n",
+      "\n",
+      "Epoch 9/10\n",
+      "----------\n",
+      "train Loss: 0.3106 Acc: 0.8802\n",
+      "val Loss: 0.1718 Acc: 0.9412\n",
+      "\n",
+      "Epoch 10/10\n",
+      "----------\n",
+      "train Loss: 0.3221 Acc: 0.8678\n",
+      "val Loss: 0.1777 Acc: 0.9412\n",
+      "\n",
+      "Training complete in 1m 7s\n",
+      "Best val Acc: 0.947712\n"
+     ]
+    }
+   ],
    "source": [
     "train_loss_list_9 = []\n",
     "valid_loss_list_9 = []\n",
@@ -2690,9 +2956,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test loss is 0.128158 and test accuracy  is 0.958333\n"
+     ]
+    }
+   ],
    "source": [
     "test_loss_list_9 = []\n",
     "test_acc_list_9 = []\n",
@@ -2701,9 +2975,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plot_loss_and_acc(train_loss_list_9,valid_loss_list_9,train_acc_list_9,valid_acc_list_9,num_epochs,\n",
     "                  \"Performance of resnet18 model with a classification layer composed of two layers and hidden dim = 1024\")"
@@ -2718,9 +3003,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The size of resnet18 model before post-training quantization\n",
+      "model:  fp32  \t Size (KB): 44780.42\n",
+      "The size of resnet18 model after post-training quantization\n",
+      "model:  int8  \t Size (KB): 44778.17\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "44778170"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "print(\"The size of resnet18 model before post-training quantization\")\n",
     "print_size_of_model(model_N1, \"fp32\")\n",
@@ -2733,14 +3039,22 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The size of resnet18 model reduced only 2.25 KB, which is not a big optimization in terms of size. That is because dynamic quantization only helps in reducing the model size for models that use Linear and LSTM modules. For the case of resnet18, the model consists of conv layers which do not have dynamic. "
+    "The size of resnet18 model reduced only by 2.25 KB, which is not a big optimization in terms of size. That is because the dynamic quantization only helps in reducing the model size for models that use Linear and LSTM modules. For the case of resnet18, the model consists of convolutional layers which do not have dynamic. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test loss is 0.119170 and test accuracy  is 0.958333\n"
+     ]
+    }
+   ],
    "source": [
     "test_loss_list_10 = []\n",
     "test_acc_list_10 = []    \n",
@@ -2758,9 +3072,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The size of second resnet18 model before post-training quantization\n",
+      "model:  fp32  \t Size (KB): 45304.25\n",
+      "The size of second resnet18 model after post-training quantization\n",
+      "model:  int8  \t Size (KB): 44911.014\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "44911014"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "print(\"The size of second resnet18 model before post-training quantization\")\n",
     "print_size_of_model(model_N2, \"fp32\")\n",
@@ -2778,9 +3113,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test loss is 0.105910 and test accuracy  is 1.000000\n"
+     ]
+    }
+   ],
    "source": [
     "test_loss_list_11 = []\n",
     "test_acc_list_11 = []\n",
@@ -2798,9 +3141,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 57,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The size of the third resnet18 model before post-training quantization\n",
+      "model:  fp32  \t Size (KB): 46886.33\n",
+      "The size of the third resnet18 model after post-training quantization\n",
+      "model:  int8  \t Size (KB): 45308.838\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "45308838"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "print(\"The size of the third resnet18 model before post-training quantization\")\n",
     "print_size_of_model(model_N3, \"fp32\")\n",
@@ -2811,9 +3175,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test loss is 0.130353 and test accuracy  is 0.958333\n"
+     ]
+    }
+   ],
    "source": [
     "test_loss_list_12 = []\n",
     "test_acc_list_12 = []\n",