diff --git a/week03/LJ001-0001.wav b/week03/LJ001-0001.wav new file mode 100644 index 0000000..a274be8 Binary files /dev/null and b/week03/LJ001-0001.wav differ diff --git a/week03/h001_Bedroom_65.wav b/week03/h001_Bedroom_65.wav new file mode 100644 index 0000000..04c6348 Binary files /dev/null and b/week03/h001_Bedroom_65.wav differ diff --git a/week03/lj_batch.pickle b/week03/lj_batch.pickle new file mode 100644 index 0000000..3f09fc9 Binary files /dev/null and b/week03/lj_batch.pickle differ diff --git a/week03/mystery_records.pickle b/week03/mystery_records.pickle new file mode 100644 index 0000000..b537f02 Binary files /dev/null and b/week03/mystery_records.pickle differ diff --git a/week03/requirements.txt b/week03/requirements.txt new file mode 100644 index 0000000..9b58c09 --- /dev/null +++ b/week03/requirements.txt @@ -0,0 +1,5 @@ +pytorch +torchaudio +matplotlib +librosa +editdistance \ No newline at end of file diff --git a/week03/seminar03_1.ipynb b/week03/seminar03_1.ipynb new file mode 100644 index 0000000..f4ee433 --- /dev/null +++ b/week03/seminar03_1.ipynb @@ -0,0 +1,757 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Speech Augmentations\n", + "\n", + "In this seminar, we will learn basic augmentations for speech.\n", + "\n", + " 1) Gaussian Noise\n", + " 2) Time Stretching\n", + " 3) Pitch Shifting\n", + " 4) Volume\n", + " 5) Impulse Response\n", + " 6) Add Noise on Background\n", + " 7) SpecAug (Time/Freq masking, Cutout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Also pay attention on `SpeechBrain` library which contain a lot of useful stuff including [speech augumentation](https://speechbrain.readthedocs.io/en/latest/API/speechbrain.processing.speech_augmentation.html#speechbrain.processing.speech_augmentation.AddBabble)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython import display\n", + "from matplotlib import pyplot as plt\n", + "\n", + "import torch\n", + "import torch.nn.functional as F\n", + "from torch import nn\n", + "from torch import distributions\n", + "import torchaudio\n", + "\n", + "import librosa" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def visualize_audio(wav: torch.Tensor, sr: int = 22050):\n", + " # Average all channels\n", + " if wav.dim() == 2:\n", + " # Any to mono audio convertion\n", + " wav = wav.mean(dim=0)\n", + " \n", + " plt.figure(figsize=(20, 5))\n", + " plt.plot(wav, alpha=.7, c='green')\n", + " plt.grid()\n", + " plt.xlabel('Time', size=20)\n", + " plt.ylabel('Amplitude', size=20)\n", + " plt.show()\n", + " \n", + " display.display(display.Audio(wav, rate=sr, normalize=False))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "wav, sr = torchaudio.load('LJ001-0001.wav')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ground Truth " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize_audio(wav)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Gaussian Noise\n", + "\n", + "A very simple augmentation that appears in various areas of machine learning." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from torch import distributions" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "noiser = distributions.Normal(0, 0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "augumented_wav_1 = wav + noiser.sample(wav.size())" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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ognL5y1kcnX52XNqBKgWqoEBMAeey9Kz0gM5rUpJT8Mc/f6BU3lJ6hhiy1Oz7c0/PRUpyCn6a+xM6lO6AbRe34X9H/ud8vu1XbdG3Ul80LtbY2GBNsjU5sHPJGcdnIOUcr1tCQage88k/TQkoIcQTAMYAyIfs5JAE8GTO02UArER2gmecTvEdA1DJ5XFFAO63w5sBmJSTfCoJoKsQIkNKOdO9MSnlWABjAaBZs2YyPj5epzCtk5SUBCt/j02rNuHwwcMAYGkc4SLuZJwu7ZQqUMq2f4+YIzGYe3UugOD2Gav3fTKHPCix8PpCr8+3b98eMVGa76WENO77xlu7fC2OH1EeKhaJ773Sd1Og70OpM6W89nQ6En0Ezdo0Q6HYQh7Phep+PzttNq6fu46SBUoi5mr2sWpF+gqsSF+BxHsSLY5OH5fTLmP09NGom78uPor/yLn87cVvI65kYOc189Pn4/u7v9crxJCmZt8/vOkwtmZtxd7ovXgr/i38MusXj/d+WfoyvBD/gnGBmujy7stYeWMlAG3HopVLVyIuKk7z68h8oXrMJ/9UD8ETQnRCdvJmD7KHvOWaUkFKuQ3AdgA9dIxvLYCaQoiqQohYAP0AzHbbblUpZRUpZRUAUwEMUko+kTEWHFxgdQhEIeFy2uVc3eGJiCi39Mx0vJX0ltVhGCL5arLp20zPTMfF69m9ro5fMq721o2sGwCAU6mnci1fe2JtwG1ylmVtpu6cCgC4nH4Ze1P24uzVsx7rcIZkIrIDLbeNhwM4CaC9lPKSEKKJwjpbALTWJTIAUsoMIcS/kT27XTSA8VLK7UKIZ3KeZ90nDaSU2JOyB7VL1rY6FDIYEx32svnUZry26DUAQGL/0L3jnSWzcOH6BZTIX8LqUIgoREnpO7Fw4MIBkyIJf72m9Mr1eFjrYWhfpb1F0ZBZ9KonGo6OXWItNiKraSlC3gzAn1LKSz7WOQagbHAh5SalnCOlrCWlrC6lfDdn2XdKyScp5aNSyql6bj+czD8wH8PmDcPyI8tN2+b1jOssfKhgzt452HF2h2HtO+5G2t2u5F1Wh2CKYO4C28nvW37HgJkDcO7aOdO26e8uOAvukxGWHllqdQhEutt/fr/VIdjGkYtH8PHyj5GZlWl1KKZy9IiLRJfTLuPIpSNWh0EU8bQkoGIBXPGzTjEAkXUkDyFHL2VPKPj12q8NaX/9ifUey/r80QdfrfnKkO2Fsm/XfYvh84dbHYblXpr3Eq6k+zushD5/d/xDxboT6wDYq4cdh2mQEXztV5E2i9KKoytM3V56Zjo2ndpk6jat4q0YOwEnU08a1nZmViZe+PsFLDmyBIcvHjZsO3b00ryXrA7BMtcy9Joji4iCoSUBdQjAbX7WaQlgd8DRkCFeX/g6/t73Ny6nXQaQPT7cCOevn1dcPu/APEO2F24i9a5UJJyAh1uS5Pw15c86USQYt0H9PCunU0+j+6TuOHrxqIERGevPPX/q2p6/GYsB4PVFrwMAvl7zNWbtmqXr9u1kwMwBVoegKzV/W6sdvXgUPSb3CJme4nozMrFHRKSGlgTULAB3CCH6KD0phHgMQEMA0/QIjIKTfDUZ566dw4IDC7Dp9CZ8vfZrzD8437J4/rvov5Zt285uZN48ATpx2X2CRyJ7enPxm7YZtjBm9RirQ6AIk5qeqnrdZUeWIUtmYdCcQfhh/Q8GRhWe/t7/N37c+KPVYRjmUtol583BcJNyNcXqEBTpnVANReGwz/28+WerQ4g4aRlpppZgoPClJQH1EYAjACYKISYjp9i4EOLfOY/HAtgL4EvdoyTNHpv1GAbMHIDPV3+u+PylNF+lvALja5jRhlMbdN9eKJJSot/Ufs7Hrr3Dwq2XjFqhcMeUsp2+ctr588ZTG3M9dz3jOn7d/KvpPdoWHVpk6vaIAjV7z2z/K1HECafvftfzwEdnPWpdIBr8uCH0E5xah/n/a/q/sOhg6H53nrlyBumZ6VaHEXFeXfhq2PXaJGuoTkBJKc8DaA9gGYA+ADoDEADG5DxeAeBOKWX4F3QJAw9OfxCfr/rc0G3YqU6MXUhIXLlx8yPy7bpvncXIN5yMzCSday+wSBBqd48yszKx5fQWAMi177qf8E7aNglTdkzB3P1zTY2PyM7CKblAxvh186+mbWvfuX2GtDv/QHYP+1Dc37ee2Wp1CJb4dNWnGPTXIKvDCIiZnxm6aXcKq+yQPrT0gIKU8oiUMh5AYwDPAngNwGAAzaWU7aWUx3WPkAyz4OACQ9t/5s9nDG3fDi5ev4itp9WfvCjdpXIUI5+8fbJucdmZe9fvR2c9GtL1UdRw/bt/vcaYSQCMMHXHVPSY3AOvLnwV285sy/Wc693HjKwMTNs5zfkzUTjT0mtzwuYJBkZC4eDv/X9j/7mbs9NtO7PNsIkrjEq2/LolOyEQqhNuXE67HJE9ahyTExERmUlTAspBSrlFSvm9lPI9KeXXUkrP6c8o4riflLv2lghHf+35Cw/NeAgjF44Muq1QPWkLxDfrvvFYNmjOICRMTMDVG1ctiMh4f+69WXMiS2ZZGIk2rhfP7oXHP1j+gXO//WXzL6bGRUThL2FigtUh6GLvub1+13GURVh1bBVGLBiBv/b+ZXRY5OJf0/+Fof8MtToMS4TSOYkdSCkj6pydyAgBJaAofDh6o2RmZQZ9QI20A/J3679z/hzsrGChVhRz3Yl1GLlgpO5/89Opp/2vFGKWHl5qdQi6UBpasf3sdgDAycvGzaoTaccVsj/uk2SUM1fOANBnUhJv+2mkzrjrsCdlj+LyQxcPmRuITYRiAsqKoZ7JV5PxxKwn0G1SN/T+o7fp27eT45c44ImCE+PtCSHEGwG2KaWUowJ8LZns4IWDKBRbCP/5+z8AgMT+iQG35a/3SvLVZJQsUDLg9u3skZmPYEKPCSiRv4TP9bx9af69728jwjLM+8veR3pmOm5k3UBsdKzV4diat4kAQs0Xq7/wWDZiwQhM7zs91zIBFpUnItLCowd5evA9yL31okq+moyi+YoG3b6Si2kXMXb9WDQt19SQ9rWYtWsWftz4I6b1nZbrPGXfeWPqYIWqUExA7U42vxbRtB3TcOZqdoLY7sM1f9n8C2rH1UbLii0Naf+leS/hf73+Z0jbFBl89YB6U+Hff13+KS13PKYQ4kg+Bct1quTkq8kezz826zFdtmNXwRRdP3LpiH6BhIH0zHQMmzsMm05tsjoUyuHthOtU6qlcF0+sKUHhTm0NKKUenQkTE5xF/YlcnU497Uw8LTy0MOj2rOqlkLgnEW8tfsuSbTtcTrvsPCcduUB9mYRIrGHYa0ovAMAHyz7AiPkjLI7Gv7SMNJy6ciqg10ZK79U/dvyBd5a+Y1j7l9Mv49CFQ4a1T+HPVwKqg8K/RACZAH4B8BiAe3L+/zVn+SwAHQ2Ml3Rm1PAgb8mmcDn4K/0e7PkRvB82/AAAOHD+AHan7Mbri163OKLI5RgK4s/56+ex8thK5+P/2/d/usaRmp6qa3tEZnHU9XHnbaZIKSVm7JwR8UOklBy7dAwjt440dLiv1Z5MfBL/22Z8rwItRfRD1dmrZ50/u87c5e0z6fB/e/X9/goVV29cxfKjy7Ht7Db/K1skIysDs3fPjvjhb3Yx+P8Gh801HZnPawJKSrnY9R+AWwB0AtBKSvmYlHKClPKfnP8fBdAGwN0AKpsSOeni7/3mDv16Z8k7SJiYgCnbp5i6Xb1tOLnBY5ljFhhfwu1gfSX9ChImJmDJ4SW6tOeYocf1fbqecV2XtkkbtSfiry581dA4XHtWhrqkQ0n4dOWnVodBNvXnnj8xftN4fLbqM6tDsZ1FBxcBAJYeCY+aeu6MuIFlRZ0cuxs2d5jP59My00yKxF4OnD9gdQh+Tdw60XmT0myHLhzKNZkMAI+ZgSPR8cusBUWB0VKE/EUAk6WUnlfeAKSU6wBMyVmPSNGaE2sAqEvW2JnScLu1J9aaH4gPO8/uNHwbjrpA03dO97OmegkTE/Dy/Jedj19b+JpubUeiqzeuYuaumWGX/PRm6+mtti2QOXrlaCw6tCjg10fi8JBw5G3SirEbxgIA1p9cj3n755kZUkDMvGidsiO0b1qRuc5eOau4/GSqsT3o9p3bh2s3rhm6DSOMWGDvoXcHzx/U5RjgXu9KbW9TpePxruRd2HRqU8ScWyn9npHyu5P+tCSgagPwd+Q+kbMehah1J9apXteuF3l2ZuYdyY9XfGz4NtafXA8AuJF5w7BtuHafJ+3Grh+LcRvHKfbaC0cjF47EM389Y3UYukrPTEfi7kT0nNzTlMQy6cPb8X7LGc8aUO7fp2PWjLH9yb2eNx4inZnJvEgoF6BU/8bo4Zvpmel48Z8X8d7S9wzdjpJw7+2mV23JXzb/kuvxpG2TVL1O6f2dsHkCXl/0OrpN6qZLbEbQ4zpt06lNWHhwIQ5eOKhDRDdtOb0FSYeSdG2TQoeWBNQlALf7WactABbssFgwJ62HLxxWve78A/M9li06uMiS2SlChVJR2nDAIureWT1biqOordVxmG3chnFWh6ALKSV6Tenl7B3jGKZKoc29xppS0jRxT+Cz0lJoGb9pvGnbioQaUEombptoaPuOHqq8aWZf606qv8nuyt+x2E43CxYcWOD8eeaumUG39/qi1/HZqs9w7to5j+cGzRmEvSl7A2r31YWvYvTK0cGGRyFKSwLqLwB3CCE+EUIUdn1CCFFYCDEa2QkqnjFZzKw7IVN3TvVYtvfcXgyb53uMfSQbNGeQadsKp7ucl9MuWx1CQOwQd6DHA6XPdyiZuXum1SHkEugJqnui/9ctv+JcuueJINmPr2Pw6BX+T7xXHl3pdx0rBfodE8zFmhE9r1PTU/HH9j9sdRFJ+lMz/PnvfebWRSV19JqMxP0zrtf1UjBD6/U2bec058961vn9dbNy6ZTNpzfrtg2KHFoSUCMAHEJ2jaejQogkIcRkIUQSgKM5yw8CUD/fKdnOzmTzhne4j8Wm0GH2iXrKtRRTt6cXpVphdielxJB/hlgdRtj5YNkHAb1uzJoxHss+2f0JL5YtpDbxEuzFDWt+eVp4aKHubX679lv8suWXiBmmTN6dvhKevdRD3bfrvvX5vNrvQ/dj8rIjy/y+Rk3Se9+5faq2H2r2pOyxOgQKU6oTUFLKMwCaAxgHIAZAOwB9cv6PAfADgJY565GFgrkwWX18dVDb1nJHtPuk7kFti8julC5AA+0CHihvn8mjF48iYWKCx4nT8qPLsfdcYF2q9bbltGetnFC14tgKXdvbcXaHru3RTVpqIQZKTXJqV8ouw+NQI9yTndcysotGZ2Rl4H9b/xf2M1WGU+9oomBcTPNfhHzN8TUmRGJP7kPFlfB4QoHQ0gMKUspzUsqBAIoBaAjgjpz/i0kpn5ZShmY3BdKN1toCoXqHN1wLPp67dg7frv3WsL9LpE1ba4cLN8e++t6y3IVRHclm1zuAxy4dU12U0wwsUOlduB6D7MDbLHV6upR2yflzpN1ltnMNoonbJtpqOI0R7Pz+qyWlxIIDC1Sfq6w4qv4GwNGLR3Hs0rFAQwt5mVmZVodgmEBGXmw/u92ASELPgQvKEyVwNAsFQlMCykFKmSGl3CalXJ7zf2hmEUh3eo3TJmt8u/ZbzNk3B+tPrDekfaNnoXFYf2K95bUcpJR+u43bgWu9gMH/NxiHL6qfiMCbU6mngm4DAOYdsP9U9Fb5YtUXtqgxFokcPWb88XVxfPzycefsoa5FY4n04u0GSDj0WPhp00/4fPXnmLhVXWFxb/VrlAyaMwjP/vWs5pisvOGk57ZXHrN37blgBHJzVc3IkM2n7FMH6eqNq6Zu75ctv/hfyQez4yV7CCgBReTNgoORcSJth54tejl04RAuXs/uhpwpA7/zteb4GszePVuvsAJ29spZvLn4TXy99mtL45i9e7Yt7pxtPLUx1+M/tv/hdbZLvXq+RVpPNyucunIKn6z4xOowItKB88p3gt19tvIzn89/ueZLAMCcfXOCjimUOBJvgZq3X9/EdDgkZCLNjF0zAABTdkxBwsSEXP+UejCa2WPUih5mwZy7udPrBlI4UHuub6eZoEOhZqrr+3r04lELIyGrxKhdUQihtvKjlFLeGWA8pAMzvmjDKQETrvydBGVkZaDn5J7Ox7P6zXImK95Z+g4S+2ub0HLUklEAgPwx+dGpeieN0ern+OXAZ0masXMGCuQpgLtr3B1UDFN3TMWEzROCakMv6Znpzp+zZBZ+2fILftnyC8oXKm9hVKSGv+KnStMik32cuuL7Qm7DyQ1+hwatPb4WzSs01zMs3QR6oR3sOcqYNWNUf8fsPLsTxy4dU7X+lRtXnD8funAIVYpVCTREWzArEZJy1dwL3kMXDvl8fsjcyJtE4/ctv+vW1oTNE9C7Xm/d2gtldriJaCW1yfmMrAzERKlOKeh+nXo69TTKFCqja5tkLC09oOL9/Gvv8jOFOauHN1ktFGoo+JvNxX245OgVo3XpAaM0a1ewzLpDPX7TeHy19qug2pBS2ib55MuJ1BPOn3ec3YEr6Vd8rK2N2T0Kgu1RYTZ/F1AOrnWCFJ9Pv4SEiQma6pu4O3ftnOkXkKFOz5Pn95e97/P5t5e87fW56xnXMeivQdidvFu3eELFggMLVE1S8PL8l1V/J3226maPtYUH9Z9tz2zebhSev65vjTOze2KO3zje5/PJV5M9lgVzY0or15s+ZjHz97OjYI7JvmrwXbuhbrh1pJuxc4Zl2157fC2eTHwyqPMgMp+WWfCilP4BKA6gM4BNACYDiNUzQCFEFyHEbiHEPiHEKwrPPyiE2JLzb4UQopGe2ydla0+s1aUdtRdidnPi8gnF5aFcA2vJkSVWh+CVmplK9JQwMSHg15oxg5YvCRMTMGFTdgJMbU/F4fOHo9+0fkaGpVlaRprqdY9e8t+FO/lqsm16bg7+v8HYdGqTx/IJmyZg7Pqxqttx9IAKZujrgJkD8OisRwN+fThSO8QuWMEe1/ad24ejl47i500/6xNQCPl89ed4deGrqtf/ePnHGLNaORGldEPJMcQrHGl539S4kRVaNwCMsv5kdu3MUJ1cJ1K9PO9lq0MwlL9zqT0pe7D9THA9vfzdLHPnepNSQgZV+P7ghYMAgP3n9gfcBpkv6BpQUsqLUsr5ADohuxfU0KCjyiGEiAbwNYB7ANQD0F8IUc9ttYMA2kspGwIYBUD92TtZ7sV/XsT1jOtWh6HJoQuH8MeOPxSfW3nUfsUbpZSYu3+ux5eQXS7G1dD7hFmJXkUk7bA/T905VXF5KP3NA7mj6d6Tx/H77knZg8dmPYa5++fqEpsejlz0rBkxdedUJO7RNvSV9Pfn3j99Pm+XoY+h9Hm22pIjSzipARnKUUvTCuF8LPBWs1IvetbPsppS8nN3ivcestczrmPo3KF4ZYFH/w4A+vcEPXD+AHpP6Z1rlsm5++eix+QeOHvlbFBtT9kxJdjwyES6FSGXUp4DMAfAk3q1CaAFgH1SygNSynQAkwB0d9vuCimloz/xKgAVddx+RDL7i6zPH3381jqxk6k7lC/uAXtOjT5z10x8ueZLvDJf+QvGm9+2/BbUdtefWI8R80eYvj8FMvwrIysDry16TZftW7kPuA6jU+rF8caiN8wMx3TuPXkcJ0+OIpcbTm7AM38+g13Ju8wOLSBq7yrqMeRx/oH5QbdBZLbTqb6HmkeyUCgVEAjXi1c7GbvBuvvfdjz31MuF6xf8rqPmPFNpaGY4kVLmquuqhr8Z6NacWBNMSB5m756NtMw0DJozyLls8eHFADiMNNLoPQveJQCVdWyvAgDXsRXHcpZ58wSA/9Nx+yEp2At+RzdiM9n1hCJQWTLL8Ls2ao3flF0vYd/5fZpeN3n75IC3mZ6ZjjcXv4ltZ7fh9JXTWHxoccBtBSNhYgKGzxvud71Q7TLvPuTzkZmPOH8+dumYxxf6ljP+a6aEE0fX7DNXzgAA9p/fj+OXj9uyy/3ltMsey95Z+o6q1+pxobn2uD7Dqsk84XzRqdaiQ4usDsG2wrVXzNmrwfWUIHMsObwEc/Zmz/B5PeM6/jXtX4pDz82iNDtiOPHWM9fXDSo9a38GKlyPU+Sb+pL1fggh8gO4F8AZvdoEFD81inuqEKIDshNQbb02JsRAAAMBoEyZMkhKStIhRGulpqZ6/B4ZWRlISQ68qOyc5XOQWsp3LaODhw4i5bJ+hWvXb1iPa/uyi/2lZ6UjClGaZlQw04GjB5ByQfl337x5M2KPxuLvU39jydkleKHmCyidr7Tz+WD+LoHoPrY7UtJubtN1X7l847LfeLx9Rk6d8T27U/w38c6fB00chFPXT2FEnRHYdXlXwO+BeyxK+z4A7E/dn2sbS5OXIimP53qu0rPSPeIK9PiwMmVlwO+rFiO3jgQADK4xGOXylwMAnDx90vn8xo0b8UXyF5ZMybtp8yZEH4kOqg2lv4k3q1atwpH8RzzW343dmJ0yG1/uyp7u3vV5vY7/+1Oz6w5UL1Td53rusW3duhVFThbJjuVsEuaeujk80BGbt98/IzP3MT4pOQkLohYgWmh7z69lXnO2c+DGASRlJml6fbhSs9+p2X/0Ot5725bjWHfk2hFDz2eOHDmClCuev8u+jH1ISsve7pi9YxCXNw4PVn4QAHD6+mlISJTNVxZSSmQhy7l/Bvq+uO/3ALBjxw4kJSd5fY2a4/rBwweRcskzJr3eU72+87Tac2IPUlKUt63n/nL06FHDJjJQitOs8yit75ER3y8O3s53HPQ+J9fzHKXA8QL4Zv83OHb1GN776z0Mqj7Izytz25e6z/851eIkv99/q1JWeW3H2++765L6c1arrykv3rioGOu6deuQUlD5d/ho90e4kH4BQHCftV3YhaRLnq93t+/YPqScz91mTFQMMrIysG7dOlwodCHXc/72ewDYfma7M06r/waknuorfCHEI16eigFQCcC/ANQAoOd0GMdy2naoCMCj+rMQoiGAHwHcI6X0+mmRUo5FTo2oZs2ayfj4eB1DtUZSUhLcf4/0zHTEnY4LuM21GWvxRrzvoTqLkxYj+aR+3VmbNm2KasWr4YnZTwAAKhWphG/u/Ua39vW0fsV6HD2sXPR4SdoSrDy9EjfkDcSVjEPtxrXRqOzNuvhxJwP/uwQiC1mIK3xzm677yvlr5xGX7Due/DXyo2XFlh7LtfweeWPzIi49Dq1vb428J/NiSVpgxc7d93OlfR8ASpwugZmXZ/p8rbvrGdc9PjOBHh9GTxyNuJK+3x89jj2Ov0HRGkVRrng5pKan5vq7NGnSBPNXzEdcQXP3OQBo0rgJ4qvGB9WG0t/Em1atWqFa8Woe+2XJSiXxw9EfFP8eeh3/R08cDQBIvM937Sb32KrUqoL4hvHONlxjjI+Px5krZ7x+zlKSUzx+pyatmqBE/hKaYv9i1RfOdqpXqo74tvGaXh+u1Bzf1Ow/eh3v27dvr9jLzXGsu6X0Lbrtz0r+yfgHl856DgetUaUG4ltnb3f0ydE4hVPOOBwTOcx4YAZ+WP8D5uybg8T+2Z+RQN8Xpf2+fr36iG8Q7/U17ttSep+WLVmGM8c9753q9Z4G+vsGu/2da3din1Du+azn/pKYloir53wP5QmUUpxmnUeNPjnauc+q4RqX3p9Hb+c7DksWL0HyCf3OyfU8R4mPj8fok6MRVyAOFUtU1Nx28VPFMevyLJ/rtG/f3u9Na1/nZt6OsQWPF8RfV/5SFafa3+vi9Yv4fv33GNxiMPLnya/qNWokX01WPKdv3rw5GpRuoPia0SdHIw455wBNqqNS0Uq5nlf7WatTuw7im8b7XW/Tqk04fFB5dEizZs3QuGzjXMv87fcAcGb7GWzI3ABA/8+dKykl9qTsQa24WmE7vNlMWobg/QzgJ4V/PwL4L4DqAH4DoE8hlWxrAdQUQlQVQsQC6Acg13Q/QojKAKYDeFhK6X0uTbI9R/IJUDerlVX8HXhcZ4TxNlueVVy7ui49stTv+mqHAPmSJbOc2w6mVo0dugrb0bfrvsWwecPw5uI3cy3/eMXH1gSkEy3dsr3tV8uOLvP6Gr1nrPQ1jFjpd5m0fZLXmhTXblzTPCuMlDLXdtIy0rDq2Cqfr0nLVD/TIFnH3zAzPWqA+eJvqJ+jxhqQXTDYdTjn1B1TMWdf9jCc4fOG6z5T0fRd03Vtz1V6ZnrAr714/aJz6K9VzLpI4lBQ3zKyMpAwMQF/7vE9uUG4ch12F0idHzP2Y8dQQTNM3j4ZS48sxVOJT5ky/Ezt98Os3b6TfEazwwQ+SkavGI3Vx1Zj6ZGlGDZvmLNmFQVHSwLqMQCPK/wbAKAbgIpSygFSSt3mY5VSZgD4N4B/AOwEMEVKuV0I8YwQ4pmc1d4AEAfgGyHEJiGEtXOgU0DeXfqux7IvV3+JhIkJ2Hl2pwUR6eObdd9gT4p98qLdJnXDqdTs4XM/bPjBlG06ihzuO7cvqBNV1wSlL3pdjJk1FTsFL5AT1P7T+usag6+Z0f7Z/4/icm/HtonbJmre/qOzHsWs3bOw9PBSJExMQO8/euPdpe9ib8per69xPfk1OolBgfM2u5bj73fs8jEkTExQnFnRDEsO3+zVuvXMVry95G3n49+3/u78eUfyDrzwzwu6bttfEd1g3MgM/HT2oRkPqf7OCnVqikSHMymlz/3QcfMskON6OHh90evOn+1a72fLafPqYzpufl1Mu4h1J4y/ZFV7frTh5AaDI/HN17mKWu8vfV+HSG46c+UMkg4n4Z2l7zhv6o5eOVrXbUQq1QkoKeUEL/9+lVL+KaX0XRQmQFLKOVLKWlLK6lLKd3OWfSel/C7n5yellMWllI1z/jUzIo5QYtQB/uqNq84LJjPueM09kF0T5eX5L6Pf1H4Y9NcgW2TItZ6Ubj612aBIAvPjhh8tOQl4f1lwXwxXbqjrAaXXTBprjus7+4eetp/ZbnUI5MbR00+J1mRmoEXxx20ch1+3/Jpr2ZC5QxRnGb1642quHmK+eouRvTmSn5+v+tyS7V/LuOb8+fv131sSg7vJ2ybj6zVfW7LtKdtvTgfuGIpoBbO+5yO9KPjEbRPxwNQH/K53Ke1SUL3qyHxGzJjr2qP18EX9JivydhNJ7c0l989xWob6HtJ69FLbemar8+fftvyGefvnaW5jxbEVQcfhavD/Dda1PbpJdQJKCPFITq0lX+vc6qNWFIW4D5d9iJfnv6z70BU1rty4gqOXjmLWLmu7iALaL9R+2fKLQZEEZvXx1XhoxkOWbNvoXha7k3fj67XaLzq0fNHqYdmR4C72X1nwik6RGCMSe9O8tfgtzNo1y/IemydTT3ose+avZ5zDpH7Z/AsSJiaoumAie3O/EbT3XPB3kJV4+zwvOrQICRMTLB+6oeS3rb/h7/1/W7Jt9yQwBc6uPWZcafk+N6pYeyi8T4E6eP6g4dvwdlN9yo4pissDdejCoVyPJ2yeoGv7etJSCkWP/c+1jcnbJ2PMmjGqXmfkLOpG9rCNdFprQPXws043ZNeFIgsZ1TvpwIXsu/hW3sHx1cvA7uwU+6U0z4Ky3uhZe0mPfdPXF92wecMCanPYXM/XuQ4d0dvs3bP9r0SG07MnWUZWBn7c+CNenv+yx3PeLuBPXD6heFww4mLiVOopHLt0DH/s+MPrOn9s/wMJExN4l55yCbUaPx8vt67+XaC9F40QDoVyN5+2Vw/yQGw/yx7LDplSW21DAPhx448GRGINpWFuu5N3G7rNKKF8qW+3pOWulMB6m/mrkUj2pCUBpUY0EGJnKqSKlDLix/kHQ0qZq05GKFl7Ym2ux97qkZhhx9kd6DapW64it3o4dUWfEcRz989VtZ7dvvjtyIyLXqMKjyZMTFD1N/5t628YvcKznoARJ1RvL3kb/130X5/rOHqynL0S2UNqQoGU0rRJLkLteLXkiHXftT0n97Rs21pcvH4R1zOum1r7JhBm907Wy+W0y86fgy0/EE7SM9N1qfXjLtSOUa70KhvhzQfLP0BGVgaWHVmWqwfW/+37P491XesIOurFqqE22R1MXT21pu6YGtDrtp/ZrvoGgtX1ssKB3gmoWgDO69wm2YDrjFpWHujtdHdRi0nbJtmiflUg3O+eBHIHyyHYoVnD5w8HYN/6TH/tUTddL+nPbiegaj8nShfLauudaXXmqu9ZuS6nZ180PfPXMxjyzxCcTj1tSBx2JKXEltNbQib5Nm3nNHy77lurwwhrodbzy52vY+Jbi9/CF6u+wKsLXw14tr6MrAzLCt/biWsNNIdn/npGYU3j6L2vGjmUfGey+cPUtc4qGwjX2f68UToH1uvcxds+kHw1GYsOLsKHyz/E4P8bjPTMdEgpseDAAo91n5vzHE6lnkLCxAR8uPxDXeJypebmQLDn9xM2T9Bc3P3QhUN4ZcErGL9xvHOZr5vtZhSPD3c+E1BCiPGOfzmLerguc/k3QQixCEA/APpWACNbWHpkqfPn3SnGdhf1Re/x2GbZdmab1SHYgl4nHlpre9gtORGMUPhdzB76ISDw86afTd2mP9dueF6U2J3rcMC95/biycQnNQ3XDWXfrP0Gry58FYl7ElWtb9XnMD0zHa8ueBUzd81UfF7PIdORQq+/pRX1MQO199xeZz3LQG+OfbP2Gzw35zk9w7IdNbMYJ19N9ljm7bgZKsfTYOvJJe5Wdxw1i1H18VxN3znd8G0EyrWeUq8pvdBtUjev52lPJT6luX09e+Pqkdx5a/FbmnraOUb4zD8w37nM1+/kSCSmZaR51HXLyMoIifN0q/nrAfWoyz8JoLHbMse/hwG0A7AGwIs6x0gaGb3jp6an8sOlkRAiZN8z9zs2oxaPCriteQe0z2rhzZ7L/k8MHXwNabKix0MwPfmWH12uYyThQ82Fgrtgh+r4Kig7akngnxM7eXD6g5pn8QtFjqS22l5fZtZ1ce1Nt/3Mdmw5swUX05TvznpbTsazW+00tTcC9p/bH1D7O87uCOh1WrheEALaZxQN1tC5Q30+r/XmYqB1KkPN2A1jvT5nxLlwsD3AlM4DXYdR6uXnzT97LPtpkzWlk/WsS7v6+Grd2nJ17GrgBcaHzB2iel3HjRul3oxKZu+ZjV82/4Lef/TGo7MexZB/huDDZR9i8JzB6Dm5p+1uiNqRvwRU1Zx/1QAIAJ+7LHP9VxlAESllGyll+J+pRjj3EwKzGV2wzwihctdLyUcrPsr1eN/5fQG1o3cX8Z8P/ax6XV8nrRtPbdQhmmxqh10F+h4CodHDwX2ml0CEQsLW1ywxrr39Qr0Y8OEL+k0VbXdq/1ZmDOlwmLB5Aq5nXMfp1NOWDEO3+/4rpYSUMuALRm/fTVYPmzdrH/t01acBvc6MGmSrjq/K9fileS8Zvk0tImmYshX0+gz6O59QOid7a/Fbmrax8dRGn+dnUkrFpI9eNw20njOZ0SssEK43vU+nmfP5UvoOWH9yvc/XuE7o4uhReujiIQDA9F327Q1nFz4TUFLKwzn/DgF4C8BMl2Wu/45JKe1/VRQhjK5bsDN5p6W1EdRmqO3k4IWDIV9Pwo7sVkD18MXgLtSPXjyKxYcW6xSNdabtnBZ0G1pqiwghbP354lS+ocOuic8NJzfgycQn8faSt32uF2ydPSV2fU8cJm+fjKk7puJf0/+lOBzKl+k7p3sd8vHZys/0CC9ggRbTddBys8LbkE5frDjm2mk2YTVC8YapnexKDmxmtGBJKQMqN/LR8o+8Pmd0+RI7nwMBwR/PAhFMAnPy9sk6RkLuVBchl1K+JaUMzWm8SHehWN/EanY/iQ9Fry58Neg2fP1dtMz4p8fwi0FzBuGTlZ/4XMfuJxl6eW3Ra6rXTb6aHPCFyflr2fNmjNswzrDCqwfPHzSkXbM4koFLDi9BwsQEy3uGRCIrk5h2P+Yk7kl0DgHRmoD6adNPXn+/Pee0D+vVk9bfxV3S4STV647bOA59/ugT1PYizd6Uvfh89ec+1zGr97udzi+3n/E9PDkUCjgHOhPtydSTXp+z09/IbFJKTNg8IaDXBePNpDeDen0wjl703kOefCSghBCVc/5Fuz32+8+88EmJHgc5f8XbfB1kKfyEcw0YXxdXY9d7r2Pg0Y5JJxdm1N2wAy0Jpf8m/TfgAveOwsEzd8/Ey/NfDqgNbxyFLUO9Ls/Undl3LidunQjAmrppZllxzJ7zqKj9PNh9uJwRjLohZkRvMjtzJJavpF9BWkaaxdHYX6DD982Yij5Ywez7ryx4xefzm05vUtXOA1MfwOuLXg84DldqyiNIKZGWkYaEiQn4bJX+vR/tnsg3kpaZNl1HuQT7nm0/u93vUObPVn5myIx/f+75U/c2w4mvHlCHABwEUN3tsb9/4XulGkFCuWaRkYKpyRDKXz7jNozDtjPbMPQf3wU5reRruMGs3bMCmmrajt39A70zZ2e7k3fj3LVzlmx7/oH5AX+u/SUd316cPVwqHJICoXDRZCaz/6ZfrvnS1O250tIT1Aqu36161sgL5e/sYPSb1g8D/xxodRhha8SCERi/cTxm7poZdC+3cLXgwAJde33+tNF/oe95B+bhg2UfBLUdXzfnja7fZ+ceVlqOpVrOcdX0MnKt1aRk4aGFqrenxZx9cwxpN1zE+HjuF2TPfHfR7THZ0Opjq9G4bGPkjcmrS3v+DhZW1mGyMjk2e/dsy7ZtpcvplzFiwQirw1B08fpFFM1XFOM2jvO53v5z+1G6YGnD4rAqgRIOhs0bhiJ5i+D3+393LjPrZGr6rul4uNHDhrSdci17lrxw6ElxOV3/GYFIf0bsaydSjS82HYyMrAznEOg3F7+p+nX+CkhbfUFnZQKM32fG2Z2y21kPaNzGcWhXuR1eut1exdWtlJmV6Xdoozt/n1U1w2l3nN2BdSeNGx7oazjYhesXUCxfsaDa33cu8Mlt7MrfMfD5v5/320Y499gOZV57QEkpH5VSPialPO322O8/88InIHt41DtL38G3677VrU3XroNKH14rpxv+eMXHlm07mOSX1SezwTh4wb41bBxD0uYdmOdzPaNP5nnHODhWJpYD7emmdp9yJKK02H7Wdx0NIiWROjw+kO+oNcfX+Hze6h5QoXzOQOotObIk4BkcHfTeV7318DydelqXwuq+riEmbZsUdPuBWHBwgaHt38jy3ot41OJRQbf/wfLgem8ZSe2xTGt9STW9ytz35R6TeuDL1dk9isMxaRcqVBchJ/tydFM9lXoKQPCFK4Hc00+mZbIWgB7OXz9vdQikwI4n+f5qsJFxtBQi97fvBNOL4IvVXwT8WopcetVMCVfLjyy3OgQKgJU3KLwd5/XsbfjiPy/q1pYelh1Zprj8ycQnMWzesIBKGrjyVbfNUXMwkij10LqecR3jNowLmXpsepxLf73max0iye2f/f/kepwpMzH3wFy8segN233uIgkTUGHEccechc+ME8xdJn/jkCkwRg4VMLPOi2tx8SFzh5i2XcrdA8quQ03t4NjlY1aHYFup6amYvnM6Tl6OzB5IocK1d8WVG77rRWm9oFpxVN8C9lb0wEqYmGD6Nv3Zm7IXD05/EEmHkiy5YeRtEhbHTV9v3lv6nuobuKevnLZVzUl/PXCD7aXka98OpFaS1b0VvXl78dvOWpBazdw1EzN3zwyZ0h9/7f0r6DaOXz6uQySeDl04BADYdGqTc1mgkwiQPrzWgBJCjA+wTSmlfCLA15IN2bGHCJHDd+u/w7217vW7nrf9WI8Tl7XH1wbdxvD5w3M9Tr6ajJIFSgbdbqgy84TSdfrxTJmJtcfXonmF5n5fZ9eTXiMcv3TzxNAxc2Akcy923X9afwDAlO1TMKm3NUNIyL9DFw85f/596+/eVwzA1B2R13PDDI4bMqNXjraknp63hMjcA3N9vm7lsZXIF5NP9XYWHFiATtU7aYrNKsFeF/y+5Xc81+I5j+V6J+FuZN7wW57BSGtPBH5u6Njv1MzgZwd63Ax2L1ew45I+sz479is1PYQzsjIQE+WrRLZ6+87tQ40SNXRpK9z46gH1aBD/yEKRdFFEpJaeM6q4cxQU1dNjsx7TPB6e9PH2EnV3LCMpOT9y4Ujnzy/Pfzmifncl7y17T3G5v141FDq0nkvpfe7F4rmeQu38VkvCLJQS+97+DuevqSs18ff+vxWX/7jhx4BjUjJ5+2Rd6+OSd7729S2nt6hqwz2JtefyHl2G30YJ9QO+9p/bH/T2HDjLpXe+/iJVA/xXzcB4SQW9Lwzs+IWvR48TraSUmLZzmunbJX0sPKg81arWz8vu5N0eBTSNuhj3FjNZ4/y185iyfYrz763m2GjHIS16sOP3gtn2puzF2PVjbfc3ZuLaGplZ+vZU4Ex09qDl4tXd0Uv+p4nXgxk3BFx7J3krIu46xMkfpZ5l3mpPBeri9Yv+V7IJ1/f05OWTYZWAVpuAUvL9uu8Vl2v5nosW0ao/I8PmDVPdrj8Xrl/Qra1w42sWvMOB/jPzFyBPel8YWDnjnTdWjN1ddWyV6dsk/XgbW+7r8+J+R+fE5RMYNm8Yxqweo2ts3mbA0fuCJpTYsYfN6JWj8euWX50zp9gxRrMcPG/fmTHNMmTuECTuSfRYbvUkApG8X+pJ6QJ5/oH5GLlgpMLa+g8fstvQm40nNwY9W1so+nLNlwG/du+58JhQJC0jDd0ndXc+XnpkqeJ6vmZ6c9dzck+PYuSBTtbjrU5XKN0ocRTgTs9Mx8A/B2LhoewbkOHwXeuvXpovS44sUVz+yYpPVLcRJaLw25bfVK+vV+Ly67X6F1UPFyxCTn5N2DTB6hA8KJ30G83bkAuyXuJu//uDtxMbLRdrHy77EIDnXbpgT3L+Nf1fisvHbhjLi0kbcZws26lYrFVe+OcFTmHsxZC5QzB522TLth/sTHjXblzD3/v+5rEHwBuL3sDa42sxYdMEJExMwBerv8DWM1sxY+cMvJX0Vq73SO/jQiAFefXu/fbErCfwwt8v4NqNa3gj6Y2ACyqHsoMXzEkAmDnpiVZrjq9RtZ7WG9ZJh5ICfq0rRw3Nqzeu5hoGaMV3tVLCaE+K5yx3Hq/L2c/eW5r7WmPFMf+TG9ihp5ev5KPSLH/B0pLcvZR2CTN3z1S9/sU069/PcKc5ASWEaCuEGCeE2CCE2J/z/49CiLZGBEja6X3SGOx0q0RGG7thrCnbccwCZuad6dXHV5u2LT1tP7M9ZKYPVuPk5ZPOk6hh84bh0IVDEZ+I4hTG3v22Vf3dVr0FW5PukxWf4Ou1X/udCStUSSlV91LbeGoj3l7ytsfU8OM3jce6k+vQbVI35zIjjgfjN47HltNbVM2wt//cfvT5ow+WH1muy7ZPpZ7CmatnsP/8fmdvsF0pu3RpmzyN2zjO6hC8+nnTz6rW23xqs6Z2v1n3jfPnYHt8f7T8Izwy4xE8MvMR53VQMD1vAvX83897LBs6d6jf1x28cBBSSqw/uV7zNvWokxSsdSfWGdZ27ym9gzqffHn+y5oSnLz5YjxNCSghxJcAFgN4DEBjZNd8agzgcQCLhRD6jkshzXYl79Kty6njYHIi9YQu7RHZka/Pi7euv+7+2PGH5u1O3DoRaRlp2J3s+2JRbVFPu3llwSvo/UdvvDL/FVy9cdVj1rBQM/DPgbkef7fuO4siIfIvYWICflj/g6bXXLh+AetPrMeaE9m9HUYsGIHDF8KvqsKGkxvw1uK3dG1z+5ntuJZxzf+KGs3YNQOvLnwV7y97H5O2ec6uuOb4GgyfNxwHzh/Af5P+C0C/Ojozds7QpZ1w4D5ULBL0+aMPTl4+ie1ntuPMVXU3olcdD7xURbDDFZceWYq0zOwkxcKDC3E947ppNbj04m3GRX/sUC/O23vtOoNuoNIy0zx6kQVTm80fpWMt6Uv1X08IMRjAcwAOIjsBVRVA/pz/H89Z/pwQwnNeTTLNG4ve0K2ttxa/hdcXBteV30hm3NlIz0zH6BWjOZNBmDh60fMLUs3wPQc966H9b9v/0PuP3n4LHjpOqELV9rPb8cDUB9BvWj/0n9bf53uYkZWBb9d+i4vXL9q+dsP2s9tDatYiijyz98zWtP7Qf4bizcVv5lr27//7t44R2UNaZpquQ9WWHF6CVxa8olt73vy+9Xfn8fPajWvYlbwLo5aMwo7kHfjP3/9xDhtZdnQZNp4Mvk6mt4RAJPYO6Du1r+phaMHYenqrx7Jn/nwGI7eOdJ6rSCmx7cy2XH8HI74vr2dcx8A/Bxq+bzt6Pr268FXd2vx89efo80efkCsCPWrJKK/PfbryU68TXthp4okVR1fket+f+esZXdoduXCkaYmhZUf1LYZPnrSkD58BcAJAMynlhJyC42k5//8MoAWAUwAG6RmgEKKLEGK3EGKfEMLjKCiyjcl5fosQoqme2w811zKu6TqF5KbTm3RrS29PJT6FSdsm4cTlmz20Tl4+qeuwn+VHliPpcBIem/WYbm2SdQbN8Tw8nbriO5E5Y+cMXE67jF3J1gw9GLdxXNgMZUtNT8WOszu8Pt9zck/M2TcHD814yMSolB26cMjvOmPWsNOvVZ8LUidhYoLqRKnaXg6h7v1l7+ua2P94xce6teVPrym98Pisx9F3al+8NO8lr+u9kRT8zUjXBJTrBeX/7fu/oNsORaOWjHL25DUqCTdy4Ujn9/3elL1ImJjgrAU2dkP2jJvdJnXDiAUj0G1SN2fPLCuOw8PnDc/V8ybQ3jt2+L7X2197/grodd4mWLqSfgWLDi0CAMUb4u8sfSeg7ektYWIC3l/2Ph6e8bAh7f++9XckX03GxesXPSYJsquMrAwMmzsM28+E55D2QAm1B1EhxDUAY6WU//GxzhgAT0kp8+sSnBDRAPYA6ATgGIC1APpLKXe4rNMVwGAAXQG0BPCFlLKlv7abNWsm160zbryqWZKSklCyXkmMWDDC6lAs1bZSW6w8ttJZmyexvz5FyufunxvUDChknJTkFMSVjAvotcXzFccrbV9Bvph8+M/fXg9pfr1/5/uoV6pertlhjPJJp09Qu2Rt2035Hoiqxari4IWD+KbrN6hUtJItf6dKRSrh665fOwvD2inGYPZ9I+h1vLWSnf6+Rnih5Qu4s9qdPtex+3tgt/0+ks3uNztX/SvS1289f8uVmLHzvj+l9xTkic6DnpN7BtxGs3LNsO5k6F+TGaVBqQbYdnYbAKBztc4Y3HIwgOybev2n9bcyNK+Gth6KYvmKBTUphp33+0DcWfVO/LvFvxETFWN1KKYRQqyXUjbzWK4hAXUMwEQppddbLkKITwA8IKWsFHCkudtrDeBNKeXdOY9HAICU8n2Xdb4HkCSlnJjzeDeAeCnlSV9th0sCauGihShdv3TEJ6CUvHL7K1h/cj3yROVBjRI1ULFIReTPkx8nLp9A3ui8WH9yPfJG50WbSm1QKLYQCuQpgLTMNOSPyY8bWTeQJyqP19nJyHrh9sVEpFao7PttK7V1dmXPG50XdUvWRY0SNVCvVD3cyLqBuPxx2HhqI+btn4e7qt2F+qXrAwDyROVB8tVklCtcDilXU3D1xlXULVUX1zOuIy0jDVkyC8XzF0fy1WQUzVsUmTITJfKXQMrVFFQpVgWp6akokKcArmVcQ2x0LIDsE/W9KXvRoHQDXL1xFYXzFkZmVibyxuRFZlYmev/R27L3yQ6qFK2CQxcPWR2GT6Gy3xPpjfs+uetQpYOzV1S4Cvf9vlqxajhw4UCuZeUKlcM3934TNkkqPRJQXyG7J1IDKaXHXItCiFgA2wD8I6UcHGS8jjZ7A+gipXwy5/HDAFpKKf/tss6fAD6QUi7LebwAwHAppc/sUjgkoJYdWYZXZr+C4nHFrQ6FyHTh/sVE5A33fYpE3O8pUnHfp0gUyft9OPQsB7wnoLSk10Yiu87T/JyeSCullFJkj09oA+B9AOdz1tOL0gBP94yZmnWyVxRiIICBAFCmTBkkJSUFFZzVDqQeQFZmFlKSU6wOhch0GZkZ3PcpInHfp0jE/Z4iFfd9ikSRut+XzVc25HMU/mhJQG0CEAugHIClADKEEMkASrq0cxLAZkfNjBxSSlk9wPiOAXAdzlcR2YXQta7jCGQsgLFAdg+o+Pj4AMOyh3jEo1pSNTRq2QiPzHzE6nBsZXrf6cgTnSfodpYdWYYPl3+oQ0SkNzvcGWlRvgXaVGqDz1d/bmkcoaplhZY4fuk4jl0+ZnUoigrFFsKTTZ5Epsy0VS04O+z7rh5u+DDKFiqLcoXKoUT+EiiStwhiomLgdi6gKEtmISMrwzlUzip2r3+kl7fi38LW01sRGx2L9Mx0DGg8wPmc3d8Du+33REa5s+qdWHBwgfMx931y9WijR9GrXi/8uedPfL/+e6vDMUy47vef3f0ZKhSugPx58kNKiWOXjqFSUV2qF4UMLQmoKAA3ABxxW+6e7HE/4wymTP1aADWFEFUBHAfQD4B7UZ7ZAP4thJiE7CLkF/3Vf6Lw8m7Hd3Fr6Vvx86afcf76eTzU8CFdkk8A0KRsE13aIXuZ+cBMRIkoCCHQ94++uJZxzef6rSq0wraz2zxmk3q9fXZxxQUHF2DrGc/pk/Xy9G1P475a9wGw/0WiP0NbD0WdknVQtlBZ5zI7/k4f3fUR6paq63xspwSU3fSt3zfg10aJKMuTT+HsxVYvomPVjriSfgUFYwsCAJqWi+jJgkkHif0TbXncNsvQ1kMxeuVoQ9quVaIWXmj1Ao5ePIo95/b4Xf/n7j/j0VmPGhKLP7P7zXbeaBizegzmHZinuY1qxarh8y6fY9Bfg2x7MyoQeaPz6jbb5tddv8Zzc54DAPzU/SeULFASAHBfrfvQ/pb2+GHDD7arB/VHnz+QLyaf7seJRmUaYUCjARi5cCSuZ1zXtW0jvdPhHdQvXd+jtpMQIuKST0B2UkkVKWUVKWXVQP4FGpyUMgPAvwH8A2AngClSyu1CiGeEEM/krDYHwAEA+wD8AMBznvUwJ11GHP6Y8KOFkZiva42uaFimIYQQeKzJYxjSeghKFyytW/sFYwvis7s/w/t3vu9/ZbK9xmUaI7F/IqKjop0nTVHC92FwQo8JGHnHSEzsNTHXctfx2Y800t4DUcsUso7kU6jrWKUj4qvE50o+KZnQY4JJEXnnmnzypnZcbRMisbeRbfUcdU96qlqsKjpW7QgAzuSTL7P7zTY6pLDVp14fU7ZTO642EvsnIrF/IsZ3G2/KNgFgVIdRzp8/v/tz07ZrJ592/hQf3vUhZvebjTaV2hiyjXHdxmH03dmJrQ87fYiBTQfizfZvKq774K0PIrF/IuIKWNND5LU7XsvVy/X5ls8H1M6HnT6EEMJ5rAoH0/pOw9S+UzW/rkGpBorLKxet7PzZkXxyKJy3MIa0HqJ5W0YomKcg8kTlwSedPkG+mHwAgE7VOunW/u2Vbsc7Hd9BzbiaqFG8hm7tGslxvG5UtlHYFBbXg+oElFWklHOklLWklNWllO/mLPtOSvldzs9SSvlczvO3+is+Hu7KFCqjW1ujOozCp50/RYcqHXRrU08DGg3AY00eM3w7NUrUQIPSyl8KFFoG3jZQ82tK5C/hPMkqFFtIcR21kzm4mtVvFmKjY9G4TGOf6xWOLay5bTt5vPHjzp9fbP2iz3VHdRiFN9q9gRL5SxgdlmZPNX0q1+Pyhcojf0x+i6Kxj9aVWlsdAnmhJckNZN+JbVe5nfNxi/ItwqYQqquBTQeiYuGKurb5SKNHULNETV3bdPdss2fxSedPnI9LFSyFB299EEB2T/DqxQOtdqGsWL5iij9XL6HvdkLB+G7jUTOuJuqVqgchhGG9Nl0/szFRMUionYCm5ZqiasGqeLnNy7iv5n2Y3Hsy3mz/pmlJT29qxdXyWKb1mAPAmajoXU+/mUhHtB2BjlU6okX5Frq1qUUg+0fe6Lx4u8PbXp//pNMneLLJk8GEZbjf7v8N0x+Yjtolb96ce/q2p4Nu9/0738e0vtPw8u0vO5epualC9mX7BBRpd3ul23Vpp1rxaqgZV9O2d/l71+vt/OIiUkOpm2uWzFL9+mblPCZyAABkykzNsQghMK3vNIzqOApj7xvrdb3/9fqf5rbtpGfdnn6TbA6NyzZG8wrNjQ0oQK4XYADwfUL41l1QK5CLjUjhrdeCmQJJuP+n1X+cP7/W7jU9w7GN/Hny48uu6obUvnaH//egbMHsHp3Nyit/P+ila82uHsv61u+Ldzu+i4ZlGuLxJtnJ/galGuiSOHyq6VN4uOHD6FmnJ24pekvQ7YWyUgVLmbIdpbp5Qgg8Ve0p3HHLHXi62dMokKcAbit/G6Kjog2Pp2qxqvju3u8w/PbhHs8p9R6/tfStmtrvW+/m8G0hBAY0GuBjbd8evPVBFI4tjCgRhTaV2uDF1i969Bays6l9p/osH1K7ZG10r9PdxIi0U+rhkzcmb1BtDms9DA1KN0BsdGyufS7QHndq2PW6N5xo7gsmhGgIoBGyi30rfVKklHKUwnIyyZ1V78Tyo8uDbsfOPS/sHBuZ7/4692P6rukBvbZv/b6YsFl5yFeeqNyHOG93XKoVrxbQth3KFS4X1Ovt6rt7vwMAvN3h7VxDhUOR65CL5uXtmSQz24wHZlgdgm3dVv42y7b9Y8KPKJy3MArkKaD5ta537tUUkQ9F7W5pp3ooRIPSDTC682jsSt6FHzb8AAB4vsXzGLNmjHOdFhWM62XxW8/fsOHkBtSMU+5dFSWi0LBMQwBwJonurXWvLtuOElFB1Xcj7fyVBPCmXeV2WHJkia6xuCYxT1857fG8UqxVi1fFljNbVG+j3S3tcj3uVbeX1/Mxf/o16Ife9Xrn6pH+aONHUbZQWSw+vBj7z+8PqF2thrUepri8bMGyOHXllCkxWKFh6YZenytZoCSSryZrbrNygcpoX6W94nNF8hbR1FbRvEVxMe2iqnWfbfYsXvjnBU3tkzaqj3RCiBJCiL8AbATwM4B3Abzp5R+ZKJDhP2rY+eRzaOuhpm/TDne0SVkwQzHjq8R7fc79M/Bo40fRo3YPTO2Te2x/IBd6ajzb7FlD2jVDYv9EVChSAUD2+xjoibVdxETFYFCz7BKDjp4OZgwBtjMz7sCTdnEF4oI6Jj1464NoVKaRjhHZi/uNBV+iRBRqxdVCt9rdnEPsOlXvhHc6vONcp3De7BtiRpyLFc1XFB2qdkDFIv6HDBbNVxSJ/RPRtnJbXbbt/j793P1n/NrzV13aDiVm9vT0NszfH6O/X5X2P6VYn2jyhKZ2bymWu2ddsNcdMVExuXoR5c+THz3r9jS1jEaVYlU8lsVGx6r+3coXKp/rcaj0xvG1777X8b2A2tRrv3644cMYc88Y/yvmiMRhxmbT0gPqcwD3AJgP4Ddkz0qXYUBMpJF7zwK9expoGaJkFiuSY5w5KLQFUp/D/cQzX0w+PNFU2wlWMLR2Zw9l9UrWy/W4RfkWWHNijUXRKOtSowsKxRZyXuApnWhS5OhZpydm7PLsBfbVPV9ZEM1NwRY67degn06R2JOW8wfXYf4f3vUhbmTdAAA0KtsIs/rNwl97/sI9Ne/RPUY7cO/ZZVWxa6s93PBhU7Yzve/0gGdwNvqcuHTB0mhWrhnWncwus1s4trDX4YLBGth0IMZu8F6WIBBWDxf/pus3eH3R66rWfbvD23gy8Watp1C5eRdo8tQXPf9uVtQW7Vyts+nbDBVa9ur7AKyQUnaWUv4ipVwgpVys9M+oYEkdve/CBVLfxmhWHEiEEKrqQZA9BVIw2upegJEyNeukXpPwTsd3ci2z+r1XIoTAHbfc4YxNzclRwTzhWSjTvSZWJHq8yeOoW9JztkT3u/oUulyPQ3mi8+TqWRYlopBQO8GZ8Av1YcZAdi8nBzseg0ONr/qOrrpU7xJw8skISr2v9a65+lvP3xSXB9J784M7P/D5vJn7stK2tLx3ZQqVwd3V79YzJFM82dR7gXS1x8ZyhXKXo/CXfLOyd5iaczv2EvdOSwIqGsAKowIh+9LSXd0MhWMLs+cBaWb0bF1tKuo7LXP32vYuNqmngrEFbXXyPaX3FFXrqTmpfb2durue7mqV8JxhyAqDWwxWXB4qd2WN9t/2/8XozqPxQ8IPVodCFJT/3f+/iO3l5Iu3i+fSBUr7fa3ScbJ0gdIY1SF3qdxBzQcFFlwOvWfl61Kji8cy19piHat2DKr9mQ/MRNF8RRWf61BV+8zb/gpdG1WqRC1vv6uDeyLl3y3+jdGdRwNQn7z6tPOngQWnk/x5vN/kVfv+u6/n7yaf2vMQRzvf36ff5DETe03EvTV919vjRFneaTmD3AAguEq7ZAhHQe7769yvW5sJtRKcPxs13Wyg7qp2l2XbDoc7nOFG7ayPZQqW0dy2lovsYW2UC08GytfdpEhg5QmjrxMprQK982rlcQ7IHgI5ufdkdK7eGd1qdcOjjR7N9TwTUNkKxhZErbhaKFuorMdz7rU8yBhGJeuHtBpiSLtqtb9FufiuURy1rOxmUq9Jzp/VzqhqBjVDjpRKWESJKDQu2xi/9fwN99W8Dy+1eSnoHjpF8/pOcGildOHvuBkdLaKdMy4GylfPkCgRhU86fRJU++7MPHfXa9hYzRI18UjDRzCktbrjkLeJCuwg0J5Aep1n3FfrPgDqhqd/dNdHAHwnmBuWbgghhN/z9H/d+i8NUUYWLX/ZUQDuE0LoU92QdJM3Ji8S+yfqWhA3kOFKZrGyPoXdeoNFmipFq3gsK56vuKrXVi1eVfP2tJxI2KkHTziwKtkb7B0rvYbcKd2BNsunnT/F6+1fdw6FeOq2p9CrXq9c61hdU8Nq7j0YAOCxxo/h3Y7vWhBNZNMyHFRLfSytsyzpnTQ3cwp5tUPFrOCYfVbvJItajtkF3Tkuan1R+h5zJJuK5iuKp5s97TETnB0oJcQcn7OEWgmG34AwamIXK2k9Pggh0Kd+n7AY7q50g0aNvFG+e7apUa5QOedNxWL5ikFA+JzIynHcH333aK/rOL5HYqJi8O2933pdjz2gvFN9BJFSLgTQD8AMIcRPQojBQohHlP4ZFy6ZxfXOTp2SdSyMxJOVX0wsRG4tpbsoau8cejuZt7prtsNP3X9StV6gs4mQd653uioVCa7u1qTek3Lta4Emaqysv+LtTmqfen2cP0d6Aqpx2cYey+6vez8alrk5FbUVSdSX2rxk+jbtoHVFdUOsXW9Y2H0fNvO7qVzhcv5XskC1YtkDLz7u9DG+vOdLS46LLSu2VFzeqmIrv69V+hsGO9zOKmUKlcG3936LRxs/avi2tNa/9PdZDqQHvJni8ps/9LVrja6mb9Mf94SN3p/32OhYzO4/O9fs1+51pxyzN/u61nTt+aRmhlLypDoBJYSIBdAdQHEAAwB8AeAnt38/5/xPIS6h9s0heGYWQh7RdoQlBcbVCuZgaMUXjJKZD8xU7Elkd33q9cFt5W4L6LWOYapalS7ov8aDXkoWKOks/NmglPcpg+16oRDKxnUf5/xZ6zTSSlzvmNcuGRpTKANA77q98XyL570+/0ijR5z1sVzrgZB9GNFLxI4XKu7U9ox+odULzp+n9p2qawy3lvGctVSpSL1abSrpW1cwFDUq2whA9o3Q4vnV9XY2i5ohi0o1tZSS16GiYpGKtiys7O/cXE1vNb0Ecp3wfEvv37tGaFe5nbNnoZ2MvGOkpvX1uIkwNuFm70/X47WvGwCRMkGQkbT0oXwf2YmnXQD+C+ApAI+7/Xss53+ykB53XaOF+V8wY7qMQZtKbXLNwhIuOlbpiC+6fGF1GACyexF9ere1xQoDkS8mHx5s+KBHTyE13ZNbVlC+g+nPG+3fCOh1gapQOPvOi6/u7Xmjg++SHApc71AZyb12Xv3S9QNuy/EZv6dG9rTsI9qOCKlaSQMaD0Cn6p18rpM/T34k9k/E/XX1qzkYruzewyZclCxQEtWKqytR6pqgi42ORYcq3gsea72QdE8sfNr5U3x414ea2nAV6LAVrTpV8/2ZtxO79Fh2aFG+hdfnpvSewiE4QVBTY0stU2fBcznuVy5S2fmzt550AExLBn1010eY3W82Xrr9Jdt9lgDPG6x6fIe+2OpFv+v0rtvbY3tarqVd69SROlrOjPsB2AqgqZRylJRynJRygtI/g2IlE5ndzfm+mvc5a/SE29S/d1S+Ay+2ftFWF6J5ovM4kx2homednogSUR5D6XrVza5N83b8215f276K92KuvvY3rTVA4m+J17S+O8cXnq+Y7FooVm9m1cXQq85Kg1INnBfBLSu2RGL/RPZgINOF2/enGo5i3R93+ljza30V+A3m4qdQbCHUjKsZ1N/DrL9lg9Lee9ySb74uUu10zmcnd1a9U9V6Vs/qFijXXm+fdP4E47pl97A2Y+iiknaV2+Hhhg9j+O3DUbdUXedxRc/JVvTUrrL6cz81tY/rllLuhTq09VDnqIN+DfqharGqeKLpzR7wWj6/BWML4u7qd+daNrDpQNWvj0Rajo7FAMyVUqYbFAuFCC1FPAPlrehjKHr59petDsFJ7Re/HXkr8u3oDt6kXBOvr/XV5d3XXSCtReeDHbLnKGBdvrDv2bPKFjTnzni4erfju5jUaxKeb/G8bl3z7TqsomWF7GRYYv9En4U37V4jg9QxoveyXrWsjLqgdFxQlSpQSvW6avib2t0XO8zW9mQT3zM0VSlaBT91/8lnLzBfgq2XFwgzh1IB/mfZVZrlziGY/Secqa2ZU7ZQWfSrr9+kQ7XjjB0OP/z24fjqnq9y9XrLnye/87zQipElQPb73bd+X7StnHsOMT17Mev53jYr30z1usHUKI6vEo+uNbOHl+eNyYsx94xBrbhazue9zQA/44EZisv/3eLfuR67lrIhT1oSUDsBsPhICLBjt0qtPr37U7zT4R3P5Ta4I6JlamRHt07AHnem/9PyPwG97vV2r+O55s/hy3u+1DmiwBg17bY7s/9mNeNq4o12b/id2tUO+1Ioa1imIQrGFkSn6p10ey99tWNlcufW0jfr0rBHVvgzuz5L77q9Mbqz99mCHN7t+C5qxtXEg7c+aFgsanqHaunVFEz9JjsUmvaXABlzzxiULFDS49j1c/efMb7beL/t+7tRYgRfw5iM4K8moNb6ks81fy6YcCKKEAIPNtTveOHo7eJNzzo9g2q/beW2uKWY95vn3s4RrBoCq2dnAq2jBdQKdgje9/d9H9TrXT+vRfIWwci2I1W9b6/d8VpQ240EWhJQowH0EELU8rsmWcro7tQVC1dE8/LNdW3T/Q5rbHRsrtmEHNTWeTBSiwrex/y7s1NB9djo2FxfgFrG17eo0AJdanRBlWJVbHECVb9U4HV6jKRHMqN5heZe77yEilAoWmwmIy+6HcoWLOucMWpIqyF4t+O7aFCqAe6qdpdzndjoWLze7nXFhEGk1ysKdvisEiMSxb6mfAbMv8v+UMOH/PZo+O7e75zf52qLhQciNjoWif0TnUNeghXM38/uQ6Ufb/y4198vrkAcShX035vMDHdUvsPqEHzqUFVb7zE1NStJOzXfX75qqvWq2wuPN3kcL7R8Qceo1DH6u1ftcaxPvT4olq8YJvaaiFn9Zukexwd3fqB7m7582vnToJPkXWp0wdddv8aQVkPw+/2/o3Ul37Otfn/f93i93eumJ8pDkZb053EAfwNYLYT4AsB6ABeVVpRSLtEhNgqQ0Sc+73R8BwsOLsDaE2sN3Y77QbNkgZK2mH1D7ZdFyQIlTe8u7m5a32noNSW7RtJX93yV67mRd4zEgJkDNLfZpUYXfL32a82vyxeTD9czrmt+nRLH9Md6JKKsmCo93Jld++LJJk/ix40/+lynSN4i+KbrN8iUmYbE4GvYsBlDMQbeNhC3lb8NUkrncVIpid+iQgucuXLGY3mk96ozY2i5Hvwle8z+PaKjoiEzPI+hFQpXwPHLxzGs9TDntNZm8TUU2k43hYzmqze8r7qIdmJFLytXkX5cNIIdR2kMaKT9XNhVvZL1At924+C2rZf7696PRxo94nzsOIbrRe0EL7eVvznbdZ3CgQ+xq1GiRsCvdVW5aGVULlrZ/4rIPl5ZfcwKFVrOVJIASAACwBs5P3tjfZaADFG/VH0Uzaf/NM/eTgofqP8Azlw5g6s3rjqLTVvNV8Ii/pZ4VCpaCadST2Fwi8GWn7w4etLkicrjMbuE2SfieaPzom+9vvhlyy9BtyWEwHu3vof4+Pig2zJi2nIyV+2S/usP3FvzXkOOXS+1eQlrjq+xxR2vKBEFNflxvQqvh6Pnmj8XUILdLozYx/0pkKeAx7LX271ueuJJDaXZpqJElM9aPuHmPy3/E1GJOCOpSaa8f+f7GLFgBIDg60SGAyNuUAVzrj2qwyjn6++45Q5sP7sd1zOuY+mRpXqF55NRw9fUaFK2CTae2gjAe80js7m+Hw2Led5EU6NtpbaWX3+Rb1oSUG/Dd9KJwpiAgIR0FmTU8w5G77q9vSaXHmr4kG7bMYMQAn3r97U6DADA53d/DiB7KmBvBbzN1rxC84ASUP6KqQYjb0xeFMlbBJfSLhm2Db293u51DJpjfY0Rb8z+4q9Tsg4+vOtDDJ8/3NTtAtmz9fmbsS/QLvYdqnTAokOLVK2r5a5blIhCqQKlcPbq2YDiCkeOfdaOM1e1qdgGDUo3UNVrxYrEgvvnfWKvibpOoW60J5o8gR82/KBLW8NvH67bDLNGDc2J9OG2elJzvHAti2GHMhJW0zqS4bU7XsM7Sz1rwmqllHwGgEZlGjl/jo2OxfMtn8fY9WM1ta32nCexfyISJppbnNpXzdTO1Tt7TUA1KdtE1x5QZqpeorrVIZAfqs+0pJRvSinf8vUPwCgAmwyLlkyhNFNa1WJVAQD1SgXezdSbAY0H2GJonVq+Tt7sknwCbl6Q5s+TP6hhGXdVvcv/SgZTusNuRz3q9DBlO5WKmj/7kN3569VjZbf/QBNyjzd5XNV6hWMLa+5t8vRtT+d6HOkXpY6EiZ53gfUqPp8/T34k1E5QvFOeN9oeM23VicseKlGxcMWQSj7prW3ltqhavKoubdkxGaokf4w9p3M3Q6OyjfyvhOweuP9t/1+Do7En95psWuvUBjPTmRpK389Gb9NM+fN4/3y6z4zn6ommvgvwG2lwi8EB1878ossXthkxQ97p8u0mhLhFCDEKwBEA0/Rok6zjOgbYwVHDxHGgZt0cZWqnlw0lRhaN1VuL8uoLxLsa1WGULttXe+Fl9HTAkSjYi6AieYugbSXvJ2PBCDS54y9pJiDwfIvn8UWXLzS33bJiSzzW+DHn487VO2tuI5w81PAhPN74cb+92bQY0nqILu081fSpXI9dj1d1StbJNdOhVRxTTrOHh3689dhQy6zzNCMTZVbfnPRX1D9KRGFct3HoUMV3MfJnmj2jaXr5UOY6g3WlIpU8hh3qVZvHld51d/T8HvDFqhnw1LCyLmLn6p0DvvaoVrwah9+FgIC/NYQQ0UKI+4UQfwPYD+BVAOUALNArOLKGUm+Tl29/Gf3q93P2hNJLrRKhN6millnwQlmh2EJI7J+IMoWsm0Jeq0ALq5p90fRau/CeotWK3jTBTr7w+/2/Y3hbY4bwaT0Z0tKrpVP1TgHPWOU6m+n9de8PqI1wERsdi551e+p6Ma1Xz033RIT7BZxjsosmZZvosj21mpWz7wX10NZDrQ6BdJAvJp+l2y+ev7jfdUoXLI1nmj2Ta1mP2j0Misj+1PYKU0tNItXq+kVaboB9dNdHBkYSmHtq3GN1CAF7ool1PbUocJrPtIQQ1YQQ7wE4CuAPAJ0ApAB4B0A1KeXd+oZIZlP6wi9ZoCQebPig7lnlgbcN1LU9M+SNyRsRBTz1TiL4Gofuj9o7ZnretepX37ieX3mi7FGTyyi8+5Sb1s+S2p6mwfawcR3Kyb9Z6HDdnwQE2lRqg1EdRuGN9m+YGkeXGl2cPzcq0wj5Y/KbNgzZ4afuPykuj68Sj8pF1M1cpNTT0M7JNbsIlSGCgdIyQYl7stnK4Ut2UL6QPWcCM+rc/YVWL6het26pus6f+9TrY0A02iT2T8Sg5vatKeqPa2mYz+7+zMJISAtV3x5CiBghRB8hxDwAewC8AqAEgOnInnNnlpTyDSnlYeNCJbKPkW1HWh2CX8FeUJYqEFivCiWTe09Gn/qBf9FqqakRyHAkJc0rNPe/EoWMUBo27Bj24W34R8u4lmhYuiHiq8SbGBVpZUZSz3Gcaly2selDJlx/v6L5imJKnymoGVfTsO09XtWzJhpndNSuabmmurTzbLNncV/N+8J2aBmT8oFz9PJ2T+6WLVhWc1t61m+8rdxtml/TsUpHv+tonX20UpHsmz/us1MHq03FNrq2p9a9Ne+1ZLsUunwmoIQQNYUQHwE4DmASgDuRXWT8eQDlpZSGpW6FECWEEPOEEHtz/vfoByuEqCSEWCSE2CmE2C6E+I9R8RAFy46FtF2H4Lh7q8NbJkaiH72G00V6UeZwUDBPcDVU9OLrQqZL9S4eyxzJX28ntd3Ld8e7d76rS2zPNnsWXWt01aUtMl9CLXNnVHJlZmH/4vmKo0ah3D1hh7Ty3QMwmARCONZzdFAzrExtO083e9pvnaRQxXMA/QUyO5meN4+0/E3/d///0LNOT5+FugP1VdevMOOBGbq3+0rbV3RvU43bymtP7OmFn9PQ5K8H1G4AQwFkAfgMwK1SymZSyq+klOcMju0VAAuklDWRXVdK6VOVAWColLIugFYAnhNC6D9NG3mwckYpOwjkCzFKRCnOYmSl/7TMztnWKlELTzZ5Ej93/xmf3f0ZJveejGL5inl9XbiecIYqu/XI07tWXKDsUtfA2+yhL7V5Cc+1eE5TWw1KaZtByJ+uNbvi2ebP6tpmqGtcprHVIfjkSKzki8kXcb00etft7fxZbc2/dzv6TtYqfZ8PaDxAW2AUdlhbJnjuny33Wllmcz9e+jrPLZy3MB5v8rjXnqWO4V6B9MKMElGG9FjVvUxKU/PKpGgZ8upNuJe3CCdqhuBJAHMATJVSbjc4HlfdAUzI+XkCgB7uK0gpT0opN+T8fBnATgDa5qKmXMoV0rc7qD+hevIcLgm4ovmKIrF/IkbfPRrd63RHXIE41ChRw29vLa2JtGDuUAT7JV2tmLoeUY4u0cEyq9eNa5Hd1pVaY1Az+4zh71jVf5d1M7geX6ycKUzp83R7pdsDqlnm64SZ9OEvKai24K1RiXq73PE18/vbsS3He9+vfj+/NYiG3z4cnap1QvXi2ntdWDEDlN7DCcPlPMUqgU5qQt6PDYEkGbRMyqFVxcL+ezp6u+Fco0QNfNr5U4zrNk7vsILSudrNGW0fb+w5bFmLDlV9z+4IAFWKVlHdnq+JMuqUrKO6HW9uKXZL0G2QOfwloF4HcBjAYwCWCyF2CCFeFkKYkaUoI6U8CWQnmgCU9rWyEKIKgCYAVhsfGrkWHw2GXYbIkDb+7ijr6fv7vg/q9WrvuOlVF+Orrl/5XUePC7fGZRsjX0w+fNr5UwD2qnFkVWK5TMHcMza6XqjrPTNPsALtJda7Xm//K1FQ/CWO1M7Mpcfn4LnmnskwZ5F6ixMMVmw/oXYCbq90O7rV7uZ33UpFK+H5ls8jOir772nVjGqlC/g8fXWyMklOZIZAjonus4AGtX235L2aeHx9H9SMqxn2xfj96VS9k+p13+7wNhL7Jyo+562nuFo1SxhXf5D05/MWj5TyXQDvCiHuBvAUgAQAH+Qsm4ubPZQCIoSYD0CpIt2rGtspBGAagBeklJd8rDcQwEAAKFOmDJKSkrRsxpZSU1MVf4+U5JSA2queVV31+xLoNgCgfP7y6FK2C/Zu2Iu92BtwO1Y5fOWw4u/v7707ffo0rmZcNSiq3JYsWYLYKOOmpvX3929Tsg1WJK9wxpI3Oi+uZV7TtN/UL1ofO9buwA7s8HjO277vGtt95e7DqW2ncFqc9rut3Sd354pt9erVOF7guOpYHa5mXPX5O3Yt1xVrlq/R3K6S50o9h+Nbj+M4jmNLypagPpN60uvYqvb3cWyva76u+OTwJ87lR/YecbZh9fHe/XfZsWMHkpKTFJ/Lk5rHGa/rc7UL18bRLUd97vsUvAvpF3zue9djrpvyPQkA+Y7lQ9Kx3NtKz0pHSnIK8kTlMWU/2HN8D1LOef4e6zesx7V91zS3dy7lnObkVdvybZGamop1K9ahFVph/cr1ql/r7/3amrzV4++k5/t68tRJXEi/4HOd+NLxaHS9EaYmT9UtBm/fCXrvM/uO7UPKeWO+e5RirS/qY8nZJYZsz9+2fXF9r/V+j/0d869e9n3eoUVC+YSg4z+bdhYpySkQlwWSkpKC/h7297upbfeWjFtytdW0RFO/r5VSemz/tuK32fY7+NTpU854t23fhuKnA6/55u98tlVcKxQ+URhJJ5M0tavU5rn955B0Onc7as51jl09hpTkFOS7ks+2fxPypKqPsZTyHwD/CCFKA3gcwJMA7gHQBdlD9BoLIW6TUqo/I8hu9y5vzwkhTgshykkpT+b0uDrjZb08yE4+/S6lnO5ne2MBjAWAZs2ayfj4eC3h2lJSUhKUfo+4k3EBtfd8l+dVF3EOdBsAUL1kdTzZ6cmAX2+1HWd3YOqlqR7L/e1TP5z7AZfSvOZIddWuXTtD7/j6+/vf3vh27N602xlL/jz5AQDfnPnG62t61O6BeQfmoVXFVn6ntfW277vG9mL3F53b9efwpsPYtXOX83HLli0DmtHpctplxJ31/t681vs1zW2q0eJGCyyfuhwAcH+d+/Fo40fRbZL/XgJG0OvYqvYY47q9n1JuTsve+rbWWLVqFW4tfatuMQXK/XepX78+4uvHKz73bItnEV89+7keeXpg6ZGlue4a+tr3KXhnr5xFXIr3fa9o3qKq3/9gvierFK2iuJ0smYVvz36Lp297GvE11MURjNijsdi/bL/H8ma3NUOLCi00txd3Mk5zj81B9w3C+pXrA9rvr2dcR9zpOOSNzqv4+tJnS2PN/Nw3BfT8fP168VdEX/Xei6JlhZbOWcMyKmXgq7Vf6RJD6p5UrEhf4bFc72PHxpUbceTQEV3bdFCKtczZMtg+X7kiSLSIRqbMNGzbvrh+1vV+j/0d8+MRjz8n/qnLtrrd0Q31S9cPqo3jl47jl3O/oHzh8oiPj3e+N4G+L/6Oo1ra/f7szV71ve9W16M47lTu7d/V5C7E11G/TTO1zWqLLZO3AAAa1G+A+LrxAbfl73z27uZ3o0MN/8P03Cn9PZs3a+7RU13Nuc7Ri0cx+eJkNK3YFPF3+F6X7ENTv0Ep5Rkp5QdSyhoAOgGYCuAGgGYA1gghNgohtFVU9W42AEcVyAEAZrmvILL7To4DsFNK+alO241oZhVw02sWFqsEOvTA6iETZgikPsmItiMAZA8vmtR7kt/kk+pYNHT3fqDBA7kexxUI7MKxUGyhgF4XLNc6Q481eQxCCAxoFNmFdB37ol1q5qiR2D8xV5f2oa2HYnLvyRZGRMEIpgbHe3e+p7g8SkRhxgMzdBsK70+bSvpO7X1XNa/3Hr0qnLewrjG4qleqHib1moSWFVoa0r5rsk2pHtWwNsOcP99d425DYggndUvV9frcy7e/rDhsldSLlDqDfeqpn8jddRhtlaJVVA0BtkpMVAxalNd+Y0CJ6zm0Uq0nq4Y1u6pUtBKG3z4c/2n1H6tDIQ0CHrgqpVwgpXwAQEUALwPYA6ARgDE6xfYBgE5CiL3ITnZ9AABCiPJCiDk569wO4GEAHYUQm3L+cT7pIFQqqk8hZn8GtxhsynaMYkWB0lDmb4x8m0ptkNg/0eu081o5Co9rKQKcLyYfHm74MO6qehf+d///UCJ/iYC2LYTQfaYytQY0GpDr5DES6wW5/t0cxfLtVB9Lq+ioaL+TApC+9NxfKhbxXeT2iy5feE1SGZl0sVL9UsH1rgiUr79rwdiCziLgb8W/ZVgMn3f5HF2q30wc/pDwgy0u4kLdS21eQqdqndC8fHOrQwl5FYroN5dTuNx0/fa+b50/14yrafsJlCoXrQwAzvp3gfI14UaHKh0CmkjFCG0rt+V5UogJ+ipaSpkM4BMAnwgh4pE9PC9oUsoUAHcqLD8BoGvOz8uAELq1bZFnmz2Lb9d9639FE/yY8CPyROfRtaigFWrF1fJY5npSaQdW9PoY3Xk0tp/ZjvGbxjuTTrcUvQV5Y4ybxUTJx50/xtkrZ5EnWluPvr71++qy/VfavoKHZjykS1ta9K7XO6ySTvfWvBd/7f1L02u61eqGnzf/DACa//5EamTJLF3aGdl2JKoVr4arN8ypC2gXZidc8kbnxf117vc7q9njTR5HvVL1dJuQwsE98dWxakf8vf9vAEDZQp5lUL+79zvVMy1Stna3tHNeDPNC1H761uuLKTumWB1GLlrOkWOjY/F8i+cxZs2YkEiqPdDgAWTKzKB7ybofh2KiYpCRlQEA6Fa7my6JuIalG2LLmS1Bt0OhRdfS/VLKJCml+Vdd5FX14tXRtaa6TmGB9vjQonDewqZsx2hCCEzrO835uE+9Pn6n7o4EteJqoWfdnrl6M8VXiTc9jtjoWF3v4mmlV0+uSNe9dnfNr7m/7v0GRKK/UBoWSLlpOen21uumZYWWaF2pNYDsHkG96/bGJ50+UVzXrqoUqxLQ6/Qe0uePEAKPNXnMb33L2OhYW9zRr1CkAkoVLBV0O0oXyo7ewaHu4YYPe33ujsp3eCy7rdxtRoZDbhw3fxznQg83etjr7GdW0Xocal+lPTpV64RHGz9qTEA6yheTD483eTykEtl271VG+orsuSMjgCPZM/z24X7X1Xry269+P83xhMKdA7Vio2PR/pb2GNBoAB5p9EhQbb3Y6kWdorrJ6oN5+1vaY1jrYehZp6elcVhFzWfOTuqW9F5XI5Qo7fd2P+7cVVV7TRyyjh7Jw5dvf/lme0JgQOMBqF2yNlpVaBV022YpXbC0/5UUWP3dZDWzewS7CrS2od20rdzW63NK+5e/MgCkr9IFS+P5Fs9j5B0jrQ7FQ2L/RCT2T0T1Ep712HyJjY7F8y2fj9gbjHoet2uW0D7BD4UXHpHDnOND3rZyW7StpPyFPbDpQCT2T9R8xy2QQqJ6DV2wi2Fthuky5KloXv2/0IzuYeGvYL0QAu2rtA96DHqoalu5Ld7t+G6uZe0qm393Xe3QUDve1VManqKFnXsZud59ZfHM8NWgdANULlIZn3b+FBN6THAu93Zn2jUxReFJ7UzDwXL0sCNtpvWdhim97TVczCx63gzpVL1TxBQ0p8A5JqXKG21dYp7MxwRUmHOd2eup257yeH5CjwlIqJ2g6zYfvPVBr89Zeecv0hhd/6Z2XO2AXuc+rOr1dq/rEY4tNSzTEJ/f/bmlMajtpRBMD6iKhW8WWna9yA5WsHfcHL97k3JN9AhHN9P6TvMYItq3Xt+w/iyEkuL59JultUCeAvj63q9RM64mSuQvgfc6voeBTQd6XZ91yzzVK1nP6hCCotQD8634t/DaHa8Zul1HUfVw992933ksC+ZmT2x0LPLnyR9MSCHLrjdDjJwYgKw1qPkgvNDyBdQuGdg1BYUmJqDCnGu3Y/faS52rdQ6qHpNjhil3/Rp4Ds2b1ncapvedHlLjkY3gbfafYHt6hBL3oogtKugzXaxdVS9RHcNaD/O/ogneaPeG8+dnmz3r/Ln9Le0hhPD6mfanY9WOAIDedXvbqsZbmUJl8EuPXzRNt2yVhxs9HPafhVDhLwkUzCx5t5a5VdVNn07VOgW8jXAzpPUQq0MIiqNeUZ24Os5lTcs1RcuKLa0KKWyUK1ROsd7j0DZDcz2Oyx8eQw8jVakCwddEI30F02OpTsmbx8ICeQrgzmoec45RmGMCKkJ90eULDG45OKg2lO4QKRUZrFSkEmKjY3lnF9lD9ty9dsdrlhbMDpTW8fORrG6p7N5Fnapbd1HZtGxTNK9wc4rqQrGFnD+/0OoFv6/vVbeX1+furHYnyhcqj3tq3hNUjEYonr94xNecodAyre80DG4R3Pcz2YcjKW/27H9005NNdZmgO6wZ3SOPQpt7SYNKRSsF3NbjTR4PNhwKcTFWB0DWcL341Evh2MLOnz/u9DHOXzuPBqUbRHyvJ1dKQxAdd0G71uiKOfvmmB1SwB5t/Chm7Z5ldRghoXTB0pbPAONed6RGiRqaXu9rWFKJ/CXwfcL3AcUVLPc6W0RGM7p3Er8zw0swPeZCQcUiFf2vZDG15R+evu1pgyOxLzv3yAv3z1Ao6FO/DwrFFsLri4IvFRATxfRDpGMPKNJNywo3v7zqlKyD1pVao3Dewqz7pNKzzZ/1v5KNuH+BfN31a4sioUCUL1we0SJ3gfgCMQUAAL/f/7vH+vfWujfX4w5VOgAAxnUbZ1CE6uSPicxaHWQdX70BSV+FYgvZalhvMMK1J2aveqHxeShdwH89xHtr3ut3HW8+uusj1C1ZN+RuigxpNQSNyjSyOgyyKce1XdvKbdG4bGNrg6GwwQRUhBl++3Dkjc6ra5FVh3A9uTJS4zKNrQ5BN5WLVla1nlJBVjLP8y2exxddvgCQPfbe1Tsd38ETTZ5AkbxF0KZim1zPxUTFOJNOQHZdlsT+iQFPxR7J7Dw7H/nH7zpztKrQChN7TQz54fuO3uEVCps/1H747cMN34ZrrVG7UDrGvtL2FZ+vGdJqSFCf7bql6uKjTh+hYZmGAbdhtgJ5CqBD1Q54p+M7VodCNjXyjpGY1nea8/FzzZ/DmC5jLIyIwgH7wIWpMV3G4MqNKx7L21Zui7aV2xqyTSYW1Lmj8h1YemQpAM+hkGULlsWpK6esCIvClGMaZMdUt651qD7u9DE2nNzg7M1WplAZ9KjTAwDQvEJzrDi2wtRYiYjCTc24mngr/i3cWvpW07dtRLkFO3D0iutZp6cu7UWLaHSo2sH/imGmWblmVoegSigM8wxXUSIq17Bw94mEiALBBFSYqlq8qtUhkBcv3/6yMwFVK65WruciYZw7ew+Y665qdyFfTD7cXvl2j+cqFKmgqgB+wTwFjQgtYtmxxwCpx5stpFXTck2tDiGs5IvJp7quoqM3b1wB7zPhlStUTpe4QkHTsk3xevvX8cvmX9C7Xm+rw1HF/Ttzcu/JeGDqAxZFQ0TBYgKKdMPEgnaO3iYOkXBhEwm/o50IIXDHLXcE1cb392UXGHdMZV2pSOCzn0Sqcd3G4VTqKZQtVBbRUdH+X0AU4XrW1ad3C0W2PvX7AEDY1BLzZkirIfh01ad+13u13auIiYoJuZnIEmolIHFPIkoWKOlRPoCIQgtvwxJZYEyXMfiiyxceSbtby5jfRZ9ISbtb2jl/LpqvKADgX7f+C0NbD2XB+QCULlgaDcs0ZM2sEFG+UHmvz/FmiznqlapndQghz7024wP1I7vXiKP+oTu1NSztTO2NjVCdZfOOytk30tpVbudnTSKyOyagKCi3V7o5rIc9W9SrWrwqqhWv5rH8uebP4aU2LwXd/sCmA4NuQ42x9401ZTtkvtjoWEztMxXju413LssTnQfxVeJNvQC/s+qdpm2LyCGhdoLVIUSkOnF1rA4hrLj3+qldsrZFkdiD0nkXALzY+kWTIyGt6paqi7fj38bDjR7OtTzce7aFq487fYxvun5jdRhkESagKCiculVfeaLz5Op5EogBjQaYdvFUrnBwdRPa39Jep0jICHlj8qJUwVKWxnB39bst3T5FJs5UmFvriq1N2c4b7d8wZTuRiEOnvcsXk8/qEIJWqoC139VmaFKuiXPSlBrFawAAShdgr+JQVKdkHVQqymNSpGICinTDYQnGa1G+hd91QqWoJAAMbT3U6hDI5uqU9N0jIhyGTpD9+JoQIhJ7+z7U8CFTtlM4b2FTthOJPrzrQ8PaDqVeKHrNnGc3dUvVxaedlWtAvR3/NoDwSLQ5PNH0CQCc1IMoFPFTSxRC8kTn8fl8qJ1cMGlJ/vjbR/LG5DUpEiKi0DOx10RM7DXR0ORegZibRaHHdRtn2HbUEkI4612VLFAy13Puj8NJzbiaHssGNBqAJuWa4IeEH2zxt9ELe6kShS7OgkcUBmrH1cbulN2IvyXe6lCIiMJaJCbOzRi+5Toku36p+oZvL1IUii1k6vbsMtHCg7c+iD71+njcpKgdl7sO1iMNHzEzLNM5esWXLVTW4kj0VaZQGQBAq4qtLI6EiLRiDyiiEFOvpOfMQHmi8mBSr0l4tvmzFkRERBReInGYnS9CCMMv1B3DuGb1m4X373zf0G2Rvoa0HmJ1CB6EEIo9ZGuXrI0/+vzhfFy+sPcZL0PRtL7TrA7BFCULlMSkXpPQo04Pq0MhIo3YA4ooDBTOWxgFYwtaHYYqoVQrgoiIzMWaLqHHfehX99rdMWv3LIui8S9fTD78kPAD/tn3D1pXMqfAvllio2OR2D8RqempYZ9ID5XzXiLKjQkoohDSskJLbDy1ETuSd+Ra/nzL5y2KSLuCsQWR2D/R6jCIiLyKxGF2RHoJhXqUZQuVxYDGA6wOwzBmD70kIlKLCSgKiq+Zgkh/Hap2QOtKrVGxSEX8uuVX53KeaBDddF/N+7AzeafVYVAIC/eeA0RERERWYAKKdBNu4+jtKl9MPvSt39eZgAqFO41EZnq62dNWh0AUdoyecbJAngL+V6KQULloZatDICIim7LtQHshRAkhxDwhxN6c/4v7WDdaCLFRCPGnmTFS7mlQ7697v4WRRJ5pfaeha42uGN9tvNWhEBnqvY7vWR0CUcTrWrOroe33qtvL0PbJPHdUvsPqEIiIyKZsm4AC8AqABVLKmgAW5Dz25j8AON7CYiwcaq7Y6Fg82/xZFM5b2OpQiAwVE8XOumQufp95cv0cNi/fXPf280Tn0b1NsoYQArXjalsdBhER2ZCdz7C6A5iQ8/MEAD2UVhJCVARwL4AfzQmLXLEGlDFGth1pdQhEtuTa469ZuWYWRkLhrFP1TlaHYEuOpELf+n0tjoTsrnvt7laHQERENmTnBFQZKeVJAMj5v7SX9T4H8DKALJPiIjJcsXzFrA6ByDZc64mUKlgK3Wt3R5WiVfBG+zcsjIrCWWx0rNfnWKBcf0b0qCLzVSlaxflzsDW9nmzyZJDREBGRHVk6rkEIMR9AWYWnXlX5+vsAnJFSrhdCxKtYfyCAgQBQpkwZJCUlqY7VrlJTUy39PbakbEFKcgoAhMX7aReHrxx2vq+u7Pgex6XF4dKNS6bHZvW+T+ZyPc7UQA3UKFADixcvtjgqa3DfN4fSMRgAli5digIxkVkwu9yVcliRvAL7Nu3DqZhTAbfj/t62K9fO7z7N/d7e+hbti7jYOOffSErp9TOkRsbhDCSdStInuBDHfZ8iEff78GVpAkpKeZe354QQp4UQ5aSUJ4UQ5QCcUVjtdgDdhBBdAeQDUEQI8ZuU8iEv2xsLYCwANGvWTMbHxwf9O1gtKSkJVv4eeY/mxfJlywHA0jjCza7kXZh6aarHcju+x/GIt2S7Vu/7ZK64k3EA7PkZMBv3fXM49jl37dq1Q6HYQiZHYw/xiMdQDA26Hff3Vs3+zP0+9MSdUv4M+fNxp49Rp2QdnaMJXdz3KRJxvw9fdh6CNxvAgJyfBwCY5b6ClHKElLKilLIKgH4AFnpLPpExWlVsZXUIRERERBQmShUoZXUIRERkEDsnoD4A0EkIsRdAp5zHEEKUF0LMsTQychJCWB0CERERhajJvSdbHQLZTFyBwHpOERGR/dl2bmspZQqAOxWWnwDQVWF5EoAkwwMjD5/f/TnSM9OtDiOsCDCxR0RE4a1i4YpBF6smIiKi0GHnHlAUIqqXqI66pepaHUZYqRVXC20qtrE6DCLbqFasmtUhEBERERFREGzbA4ookgkhMOKOEUiYmGB1KES28HHnj9nTkijMNCjdwOoQiIiIyERMQBERke3FRsciNjrW6jCISEdPN3va6hCIiIjIRByCR0REROSmStEqVocQ9mKieB+UiIgokjABRUREROSmcN7CVodAFNJYYJ6IiNwxAUVERESkkpTS6hCIiIiIQhITUERERERuBITi8kKxhUyOhCg0xeWPU1xesXBFr68Z0GiAUeEQEZENMAFFRERE5EZCuaeTEMqJKSLK7Z2O7ygu/7Lrl86f32j3hvPn0gVKo3e93obHRURE1mH1RyIiIiIi0lWJ/CUUl8dExeCbrt9gZ/JONK/Q3Ln863u/Nis0IiKyCBNQRERERGSatpXaIkqwE34kq1S0EioVrZRrWb6YfBZFQ0REZmECiihENC7T2OoQiIiIgja87XCrQyAiIiILMAFFFCJaVWxldQhEREREmpUqUApnr55VfO7Le77E1RtXTY6IiIiswP7PRERERG7qlqxrdQhEYWN89/Fen6tSrArqlapnYjRERGQV9oAiChHxVeKtDoGIKGI82PBBTNkxxeowiELajwk/st4XERE5MQFFFCIKxha0OgQioojBi2ai4JUpVCbX44J5eC5DRBTJmIAiIiIiIiJDDW4xGA1KN7A6DCIishATUEREREREZKjO1TtbHQIREVmM/cuJbOybrt9YHQIRERERERFR0JiAIrKxSkUrWR0CERERERERUdCYgCIiIiIiIiIiIkMxAUVERERERERERIZiEXIimyuRvwQalWlkdRhEREREREREAWMCisjmJvSYYHUIREREREREREGx7RA8IUQJIcQ8IcTenP+Le1mvmBBiqhBilxBipxCitdmxEhERERERERGRd7ZNQAF4BcACKWVNAAtyHiv5AsDfUso6ABoB2GlSfEREREREREREpIKdE1DdATjGHk0A0MN9BSFEEQDtAIwDACllupTygknxERERERERERGRCnZOQJWRUp4EgJz/SyusUw3AWQA/CSE2CiF+FEIUNDNIIiIiIiIiIiLyTUgprdu4EPMBlFV46lUAE6SUxVzWPS+lzFUHSgjRDMAqALdLKVcLIb4AcElK+bqX7Q0EMBAAypQpc9ukSZP0+UUslJqaikKFClkdBpHpuO9TpOK+b56RW0d6LHvv1vcsiIS431Ok4r5PkYj7fejr0KHDeillM/flls6CJ6W8y9tzQojTQohyUsqTQohyAM4orHYMwDEp5eqcx1PhvVYUpJRjAYwFgGbNmsn4+PiAY7eLpKQkhMPvQaQV932KVNz3zRN3Ms5jGd97a3C/p0jFfZ8iEff78GXnIXizAQzI+XkAgFnuK0gpTwE4KoSonbPoTgA7zAmPiIiIiIiIiIjUsHMC6gMAnYQQewF0ynkMIUR5IcQcl/UGA/hdCLEFQGMA7BtPREREumtTsY3VIRARERGFLEuH4PkipUxBdo8m9+UnAHR1ebwJgMfYQiIiIiI9lSlUxuoQiIiIiEKWnXtAERERERERERFRGGACioiIiEjB440ftzoEIiIiorDBBBQRERGRgvKFy+d6LCAsioSIiIgo9DEBRURERORHl+pd0Ld+X6vDICIiIgpZti1CTkRERGQXz7V4zuoQiIiIiEIae0AREREREREREZGhmIAiIiIiIiIiIiJDMQFFREREpMC9CDkRERERBY41oIiIiIgUVCpaCb/f/zsKxxa2OhQiIiKikMcEFBEREZEXRfIWsToEIiIiorDAIXhERERERERERGQoJqCIiIiIiIiIiMhQTEAREREREREREZGhmIAiIiIiIiIiIiJDMQFFRERERERERESGYgKKiIiIiIiIiIgMxQQUEREREREREREZigkoIiIiIiIiIiIyFBNQRERERERERERkKCagiIiIiIiIiIjIUEJKaXUMlhBCnAVw2Oo4dFASQLLVQRBZgPs+RSru+xSJuN9TpOK+T5GI+33ou0VKWcp9YcQmoMKFEGKdlLKZ1XEQmY37PkUq7vsUibjfU6Tivk+RiPt9+OIQPCIiIiIiIiIiMhQTUEREREREREREZCgmoELfWKsDILII932KVNz3KRJxv6dIxX2fIhH3+zDFGlBERERERERERGQo9oAiIiIiIiIiIiJDMQEVwoQQXYQQu4UQ+4QQr1gdD5FWQohKQohFQoidQojtQoj/5CwvIYSYJ4TYm/N/cZfXjMjZ53cLIe52WX6bEGJrznNjhBAiZ3leIcTknOWrhRBVTP9FiRQIIaKFEBuFEH/mPOZ+T2FPCFFMCDFVCLEr59jfmvs+hTshxIs55znbhBAThRD5uN9TOBJCjBdCnBFCbHNZZsq+LoQYkLONvUKIASb9yqQRE1AhSggRDeBrAPcAqAegvxCinrVREWmWAWColLIugFYAnsvZj18BsEBKWRPAgpzHyHmuH4D6ALoA+CbnswAA3wIYCKBmzr8uOcufAHBeSlkDwGcAPjTjFyNS4T8Adro85n5PkeALAH9LKesAaITszwD3fQpbQogKAJ4H0ExK2QBANLL3a+73FI5+xs390sHwfV0IUQLAfwG0BNACwH9dE11kH0xAha4WAPZJKQ9IKdMBTALQ3eKYiDSRUp6UUm7I+fkysi9EKiB7X56Qs9oEAD1yfu4OYJKUMk1KeRDAPgAthBDlABSRUq6U2YXtfnF7jaOtqQDudNxFIbKKEKIigHsB/OiymPs9hTUhRBEA7QCMAwApZbqU8gK471P4iwGQXwgRA6AAgBPgfk9hSEq5BMA5t8Vm7Ot3A5gnpTwnpTwPYB48E2FkA0xAha4KAI66PD6Ws4woJOV0oW0CYDWAMlLKk0B2kgpA6ZzVvO33FXJ+dl+e6zVSygwAFwHEGfJLEKn3OYCXAWS5LON+T+GuGoCzAH4S2cNPfxRCFAT3fQpjUsrjAD4BcATASQAXpZRzwf2eIocZ+zqvjUMEE1ChS+muBqc0pJAkhCgEYBqAF6SUl3ytqrBM+lju6zVElhBC3AfgjJRyvdqXKCzjfk+hKAZAUwDfSimbALiCnKEYXnDfp5CXMwyoO4CqAMoDKCiEeMjXSxSWcb+ncKTnvs7PQIhgAip0HQNQyeVxRWR35yUKKUKIPMhOPv0upZyes/h0Tvdb5Px/Jme5t/3+WM7P7stzvSan63tReHYNJjLT7QC6CSEOIXv4dEchxG/gfk/h7xiAY1LK1TmPpyI7IcV9n8LZXQAOSinPSilvAJgOoA2431PkMGNf57VxiGACKnStBVBTCFFVCBGL7AJusy2OiUiTnDHb4wDslFJ+6vLUbACO2SsGAJjlsrxfzgwYVZFdlHBNTnfey0KIVjltPuL2GkdbvQEszBlPTmQJKeUIKWVFKWUVZB+7F0opHwL3ewpzUspTAI4KIWrnLLoTwA5w36fwdgRAKyFEgZz99U5k17zkfk+Rwox9/R8AnYUQxXN6HXbOWUY2E2N1ABQYKWWGEOLfyP5gRQMYL6XcbnFYRFrdDuBhAFuFEJtylo0E8AGAKUKIJ5B94tYHAKSU24UQU5B9wZIB4DkpZWbO655F9swb+QH8X84/IDvB9asQYh+y75D0M/h3IgoU93uKBIMB/J5z8+wAgMeQfUOU+z6FJSnlaiHEVAAbkL0fbwQwFkAhcL+nMCOEmAggHkBJIcQxZM9MZ/j5jZTynBBiFLI7aQDA21JK9gK0IcHkOBERERERERERGYlD8IiIiIiIiIiIyFBMQBERERERERERkaGYgCIiIiIiIiIiIkMxAUVERERERERERIZiAoqIiIiIiIiIiAzFBBQRERGRyYQQjwohpBDiUatjISIiIjJDjNUBEBEREYUyIYTU+JLHDAmEiIiIyMaYgCIiIiIKzlsKy14AUBTAFwAuuD23CcBBAKsAnDQwLiIiIiLbEFJqvWlHRERERL4IIQ4BuAVAVSnlIWujISIiIrIea0ARERERmcxbDSghxKGcf4WEEJ8JIY4KIa4JITYJIXrkrBMjhBgphNgrhLguhNgvhPi3j23dLYSYI4RIFkKk5az/sRCimKG/JBEREZELDsEjIiIispc8AOYBKAFgFoBYAP0BTBNCdAYwCEBLAP8HIA1AHwBfCiHOSiknuzYkhHgD2UMEzwH4E8AZAA0BDAPQVQjRWkp5yZTfioiIiCIaE1BERERE9lIewAYA8VLKNAAQQvwKYAmAPwDsB9BASnkh57lPAewC8AoAZwJKCNEB2cmnlQC6OtbPee5RAD/lPP+i0b8QEREREYfgEREREdnPC47kEwBIKZciu3B5cQDDXZNJUsoDAJYDuFUIEe3SxvM5/z/lun7Oa35GdjH0Bw2InYiIiMgDe0ARERER2csFKeV+heUnAFQFsF7hueMAogGUzfkZAFoDuAGgjxCij8JrYgGUEkLESSlTgg+biIiIyDsmoIiIiIjs5aKX5RkAIKVUej4j5/88LsvikH2u918/2ysEgAkoIiIiMhQTUERERETh6SKAKCllCasDISIiImINKCIiIqLwtApAcSFEfasDISIiImICioiIiCg8fZbz/w9CiPLuTwohCgohWpkcExEREUUoDsEjIiIiCkNSygVCiFcAvA9grxBiDrJn0isE4BYA7QEsA9DFuiiJiIgoUjABRURERBSmpJQfCiGWA3geQFsA3ZFdG+o4gLEA/mdheERERBRBhJTS6hiIiIiIiIiIiCiMsQYUEREREREREREZigkoIiIiIiIiIiIyFBNQRERERERERERkKCagiIiIiIiIiIjIUExAERERERERERGRoZiAIiIiIiIiIiIiQzEBRUREREREREREhmICioiIiIiIiIiIDMUEFBERERERERERGYoJKCIiIiIiIiIiMtT/A3mEof7CX/3zAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "simple_stretch = wav[:, ::2]\n", + "visualize_audio(simple_stretch)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Advanced approach:\n", + "\n", + "This augmentation speeds up or slows down the speed of speech. For more information, visit https://www.dafx.de/paper-archive/2000/pdf/Bernardini.pdf.\n", + "There are two ways to do `Time Stretching`:\n", + "\n", + "1) Use `librosa.effects.time_stretch` from `librosa` which works with `wav`s\n", + "\n", + "2) Use `torchaudio.transforms.TimeStretch` from `torchaudio` which works with `spectrogram`s.\n", + "In this case, we additionally need to use STFT and iSTFT (inverse STFT)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "augumented_wav_2 = librosa.effects.time_stretch(wav.numpy().squeeze(), 2.0)\n", + "augumented_wav_2 = torch.from_numpy(augumented_wav_2)\n", + "visualize_audio(augumented_wav_2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pitch Shifting\n", + "\n", + "This augmentation changes the pitch of voice. For example, it makes the voice more \"heavy\". Similarly, for more information, visit https://www.dafx.de/paper-archive/2000/pdf/Bernardini.pdf." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "augumented_wav_3 = librosa.effects.pitch_shift(wav.numpy().squeeze(), sr, -5)\n", + "augumented_wav_3 = torch.from_numpy(augumented_wav_3)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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It seems like simple augmentation but in some cases it could help :)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+5lkLoIkRgZG1/jvjv/hq5VehZ9Ro7nbWDArHO4vfwZa0LcjMid4aAOSp96TeGPzLYEO7Pahw8sJJ1ncgijGfL/889ExkOy//8TI2p23G/cn349+D/0Zda61Izds+D0fTj6oOwxDuLaWeW/Ac/tj9h9/5xq4aa1VItsRyEkT2oCc51QbAz1LKYHvvfgCVIwuJVEg7n4aZW2Zatr2snCyOUOOHRG6Lqf2n95u2jY1HN5q2biNdzIqtOltOLvibkZ2BO6ffiU/+/UR1KESmipYLVopt245vUx2CbaVnpOOTZZ/gxd9fVB2KpWZtje1ubWuPrFUdAhFBX3KqIID0EPOUBsB2oRTSs/OfxS1TblEdhm0NmTsE29LMOXl0Squ2W3+8ld0bHcI12s+CXQts03pq0zEWNyXjjfx7ZMDXNh/bbGEksenbNd+qDsESkdRkcoIVB1eoDiGgtPNpANiShohIBT3Jqd0AWoeYpx0AZ/dNiSHzd8zHCwte8EgApJ6xpvXG1uNbLdmOkx09xzv0dkl0WEFAqA7BEG//9bbqEIhMkyNzAr6mt/XjiwtexLjV4yKMKLb8uPFHAMDK1JV4/rfng/4/nOyh2Q/5LVwdLX7fbc+6pEkTk/DQ7IdUh6HMO3+9g6EpQ1WHQUQxTE9yaiaATkKIfv5eFEL8D0ALANOMCIzMkZWThZ0nduJc5jl8/O/HWHdkHT5a+lH+6+NWjzN9OFX3ZFjSxCRcyLpg6vacJJZbCsViN8+l+5fmP3Z16XS6pQeWejzvM6kPJq6bqCgaIvtae2Qtpm2ahvtm3cfjoE6vLXwN64+ux5pDa1SHYppoTfQ75TwnPTMd6RmhOoxEl7/2/YUVqfZt1abF1I1TVYcQk1LPpDpm3yZ705OcehfAXgAThRCTAVwFAEKIh/OejwGwDQCrKtrYmBVjMGTuEI87Iwt2Lch/vGT/Ejzz2zOmxvD3/r89nh8+e9jU7TnF2FVjkS0v9YqNlpY0Wn2/9nufaUJE999g+J/DVYcQkZ82/YRtaduQvDXZY7r7CUq2zMYP638wrZsqkdMdTj+MXSd2qQ7DUVwtpqK5m5/ViRGrEqQpu1Ms2Y4RDqc7//x0ysYpupdxcpJh/JrxqkOIOZuPbcagnweh96TeqkOhKKA5OSWlPAGgC4C/APQDcB0AAeDjvOdLAFwrpYyt2wwO4xoRLFQ9FjMPTN4FZR+e87Bp23KS6Zunezz/bu13kFLibMZZRRFZ6+SFk6pDUGrJviWqQ9Dtm9Xf4Ilfn/AZmvpitm8x+yd+fcKqsIhME+0Jc7JOqFZfe0/v9Tj+bz622dTBUs5cPGP4Ov0l2Fw1nci+ek/q7egEFVnrwOkD+Y/5uaFI6Wk5BSnlXillIoBWAB4E8BKARwC0lVJ2kVIeCLI4OUhmTqbqEBxv6f6lEXVV23d6H+ZsnxPTw/vG0nv3blFoZ6lnUpE0MUl1GESOZXb3eZVirdVvuLTUG3txwaUR456e/zQe/OVBEyMy3u6Tu32mOakL65C5Q3DqwinVYSjh7yZTrDifeV51CI41af0k1SGQw+lKTrlIKddKKb+QUr4ppfxUSunsDsrkw+ov5mgqfH3s3DEkTUzC8D+H4+uVX0e0rm1p2xx7EbNk3xIkTUzyuKOiV/LWZCRNTMLsbbMNjMwezLhLbZW/9v4V9HXXSFPZORy8lcif33b+pjoE29HaKu2Z+eaWHrCTnSd3WrYtq+o+Tt4w2ZLtGOWO6XeoDkEJJ3aZ9U58htuKxzXwgh5SSke0Gko9k2rqvr4ljeOiUWTCSk5R9Ltn1j0AgHOZ5zB3+1xDv3C/WvWVz7RpG6Onjv6cbXPyH29J2xJx4m3/GfOa8RstIzsDT8x7AluObcHivYsBADtO7Ih4vU48SQrlSPoR1SGY5slfnwQQ3gkeUSxy4oAIgc4Lwn0vWs8z3MsSOLmbZbixm3UBHK0F2L19u+ZbjFkxxme665yFcnnXknSCAVMHGLIevaOAfr7sc/Se1Bu9J/W2dUu7rJwsDPp5EN5d/K7qUIgCSgj0ghDilTDXKaWUw8JclmwiIzsDmdmZuG3qbQCAGiVroGnFpqZtLz0zOkuV7TixA58t+wyPtns0rOV/2+Wsu+u7TuzCtuPb8OXKL1GpWCVTtpGVk4WEuIBfXWQTK1NX4uCZg6rDILKlfaf3qQ6BFAs3ySQhTek6ufvUbsPX6Z6oTJqYhNE3jjZkvftO7UONUjXCWtZ106RO6TroXq97/vS3F8dGci4afbbsM9QtU9djUKFI6N03Z2+/1Lr/SPoRlCpcypA4jLb60GoAwKpDqwxZ36rUVShRqARGr7i0Xzuh9RjZW7ArvKF+prl/4oSf6SLvMZNTUcB9xAu9BSz3nNrjd3o0dd/Tasm+JWEnp8jToj2L8N6S99C8YnO8cc0bMXnX3A60NAkf+fdIXFHlCguiIXIe70FJnv3tWbSr1g4vdX5JUUTO5OQLIa0tzM5nnnfsgCHeo/AO/mWwIevddzr85JTLx/9+7JGcCmbXiV2oU6ZORNtzoozsDExaPwk/bvwR4/uMR9kiZVWH5Nec7XP8Ttd6nhVJN7dZW2aFvazVXlv4mqHreyXFtx3LykMrDd0GxZ5g3fq6+vlJBpAN4FsA/wNwfd7v7/KmzwRwjYnxUoT01C+YuWVm/uNR/47StZ1zmef8Tv9qpW+XPsDZJ5jedp3kkODujPjfpmem4/ddv+O9Je8BANYdWYcpG/QPj0zGmLQhdMHLUxfNbdoeTd8Z5BxmFvteemBpwNfmbp+LVanG3O2ONk/9+hQmrJ0QekaHevH3FzHo50GqwwjLhqMbVIdgiEfnxuYNxvVH1ue3NNt8bLMp21iVuiq/RY/RtJ4neCen9Nw8/HXHrx7PjWq95WTRXLaCzBcwOSWlXOj+A6AWgO4A2ksp/yelHC+lnJf3+78AOgDoAaCmJZGTpSIdXcXVvWdr2la/r8/YMgN9J/fFTZNucnzrqmUHl3k8j9Yui6Es2rvI0PV98M8HHs+/X/d9gDmdwQ4jWiVNTAqYMDbCH7v/MG3d0VRQ+szFM3hi3hM4fPawruUuZF3wGGqezHfiwgnLt7l472J8uuxTv3ep7Sjc77ZwWpMKIbAlbYumhLlTbTu+TXUIUW/9kfWqQ7CllN0ppm/jlZRX8PIfL4e9vN7jphZ6bn559xR5ev7T+GOXeec+drHrROAb8S/9zhbAFD49BdEfBzBZSum3vZ6UcjmAKXnzEXnQUiAwKycLOTIHj819zPyAYpiZCQOXcEbrsCIuO/E3xLYK7i0knURvC8Xj54/juzXfIWliElLPpJoUVXj+3Psnth3fhmmb9A0M8cDPD2DgtIHIzslmSzKLHDgT/uijWpw475v82nniUotnowr+mumnzT+FtVw4n2EmbkiPQCPImt1t8vj54xGNXKyKE87L7ku+L+J1eH/3/Ln3z4jWN/KfkTh+/nhE67C7YKNoB+o9o8XFrIuYsHaC4xsqUPj0JKcaAQh1Rn8wbz4iD3paXgWqV0X258QRp1QZ+c9I1SHElGfnP4spG3O7ghpVDNRogepmBOI6+e0zuQ9e+cMZrWoouDf+fMPjeVZOFv7a+1f+8/TMdGRmZ1odFpnADq1nY82k9f5b2L2z+B1Tt3v3jLsNq7dF5jt67qim+bYf3x7wtbtn3O3YWnGRyswJ7xiVmZ2JW3+8FZM2TPIY+Zxii57k1GkAV4eYpyMA9jGIcf6y3a+kvIIT50/wLmcA0dzqYcTfI0x7f9H8d7OrtHP6BkdwdzHromFx6P3fH0o/lP84Gi/uVx9erToEMoB3q9NJ6yfh4FnPUS9vnnKzlSERRQ1/LZbXnVpnfSBkCbNvmI5ZMSbo62sPrzV1+3q4X5tFUgDeJdjf9lzmOQxNGap7ne4jPEdT6QbSR09y6hcAnYQQI4QQJdxfEEKUEEK8j9zkVbKRAQohegohtgghtgshnvPzuhBCfJz3+lohxBVur+0WQqwTQqwWQiw3Mi4KbOrGqX6nx2pBSS0W71usOgRH+m7td6pDiDmPzwu/57aRXQgjaTZut+b24STL/NWaioU6F7HmaLq2O/hkjvk75mP/6f2mrJstja3n72/+22FtF8FbjukvVxBN7HhTx8wblFrKkXiPuurNNYiPHaRnGFv/NtR51IrUFRGtX88AXhRd9CSnngewG7k1pfYJIVKEEJOFECkA9uVN3wXgBaOCE0LEA/gUuaMCNgEwUAjRxGu26wE0yPsZBOBzr9e7SilbSSnbGBUXBTdhnf9Rc2K1easWLGocnrnb56oOIaY8Me+JiApC58gcw2L5fffvhq1Lpd0nd+OrVfqL0v++y/f9j/xnJPae2mtEWGQTsZTACKcgutk+/vdjPDz7YdVhkIm07mPrjsR2C6sRf49QHYKPUAXbF+xcEPa6w+2aFiu8B38yQiwd7ygwzckpKeURAG0BfA0gAUBnAP3yficA+BJAu7z5jHIlgO1Syp1SygwAkwDc5DXPTQC+lbn+AVBaCFHFwBhIAbu1bDAba0/ElkDd21QVgDx27pjH80HJg/Dx0o995ou0Wy4/5762pRnb1TmSlm1kP4G+EzYe3WhxJOazazftbJmNedvnIWliEm+yOcT8HfMxevlon+k8BkWXUAOjsGsYkfPoaTkFKeVxKeUgAKUBtADQKe93aSnlA1LK8IuR+FcNua2yXPbnTdM6jwTwqxBihRBikMGxkYneX/K+6hAsZcc7xt4mrZ+ErWlbg85j14sLuxm/Zrzf6clbDO0VrZl3giT1bCrm75yfP5DBxayLYdUP8GaXz3kkXQKNli39jx4VSqB9zYhaEqSW+2iSgUaN2nxss1XhOIaZn/1Pln0CAFi6f6lp29BqZarfQbMJuTc2X1/4Oj7+92P8su0Xn9e9W2Zk5WTh2MVjPvMFWvf3a7/neQ4BAM5nnlcdAlFUSghnISllFoD1Bsfij78rGe+jQrB5rpZSHhRCVAQwXwixWUq5yGcjuYmrQQBQqVIlpKSkRBCyfZw9e9bnvaQdCz9/qPXvEsk2XHac2+HY/4O/9x/qvUzaMwlpp43O7Qam5W+bnpWOk5knUa1Ibq7343W5LWnebP5mwGX2pO/x+/7n/T4PP6f+jBur3Igi8UX8LhvO5+Zcwjldn5OzWWfx5qY3cW+de1GveD3d2zPKbzt+81tYfPna5biq2FWWffZdf/MVK1fgzLYzyMjJQPGE4vnTX5jyAnpX7Y2Npzfi1z2/Rry9D3//EBWPVox4PRtObdD0eXH/O7rPP+HYBDQ91zTiOIzw/qb3kZ51qRaE1v/9umPrAv4Nxv0yDrWL1TYgOvIW6G+elZ2FtGNphhwnbxl3C95s/ibOZZ0LON/69etR9nBZTdsyS47MCRhfON9hRy4ciej84c2f3kRihcSwl/fHO57X5ryGQs0LGbLuAwcPIO2C/vf7ya+f4L+1/xvRto38v4WznUitXLkSGTt8k5Gjd4zG3nOXujZ7v59de3Z5nGvN/X1u/r4byrhj43If7AeqF62uK17X+lWc1xr5PzAj/kj+NlsObQn6/gqmF9S03t8O/+aznp//+DnocXTmwZlISwv9t/3jjz9scWPuVOYpj/cYaVxaPldT501F+ULlNa8z9Xyqx3qD/e/8XeNSdAgrOWWh/QBquD2vDuCg1nmklK7fR4QQ05HbTdAnOSWlHANgDAC0adNGJiYmGhS+WikpKfB+L+VSy4W9Pq1/l0i24VKzfE3N27Mbf+8/1Hv5IfkHlCsY+d9NKy1/2/tm3YfD6Ycx+urRqFayWv77CrbspqObMPW0b0H8T498CsQDR8sfxV0t7/K7bDifmxIFS+j6nCRNTEK58uUw48wMJPdS00oJAN5PfR/livq+3yaNm6D48eKWfPa3pW3L/5tfccUV+Hrl1zhy7ggm3zo5f3rVWlWR2CERhfcXxpx0Y4b1NeK9HdlwBOXOhf68uG/L+/Plei07JxtCCMQJXQ2JDfN+6vsojML5z09UOoEapWqgTdXgZRJ3rtqJcpn+/wbTTk9D8o3qPt/RLND3VNqxNJQrX07T5/tI+pGQ33eJiYkYvmg4ypX3P1+zZs2Q2Dj0tsyUI3NQ7pD/+MLZz/ed2ofvToQ/yMWKrBUYmjg07OX9Ced4rtWU9CnIOa2/Dl/tKrUjjsHf+xIQhh97jDgf9OeKK65AhxodfKZ7H1vfT73UCv+J9k/gSOoRj32qY8eOSNiUEHA/8+fKdleiYbmGuuLVcv5kFiP/B2bEH8nfZueqndgoA3dxrla6mqb1TvllCsrleP6dZp2dhZ9u/CngMhOTJ6KcCP23LVS/kN/PqtUenv2wx+c8MTExouSUls9VjaY10K56O83r3HliJ344+UP+82D/O3/XuBQdNJ+NCyF+1/gTfvU5X8sANBBC1BFCFAQwAMAsr3lmAbgrb9S+9gBOSSlThRDFXKMKCiGKAbgO1rT2ilqxVgcqmoUqTD180XAcTj8MABj8y2CPbl+ztnjvgsZt1652n9yN9xa/h+yc8LpguRw/fxxJE5MMiioyT/z6hMfzI+dyywXeNvW2/Gl2rc/hXSMrkH2n9oWcp8/kPrYqeDx29Vi8tvC1kPNN3zw96OuxPrKUnWk5lh4+exhLDwTuQjZ5w+So615kROuCC1kXsPNE6FGeMrIzMHbV2PyuyxT9Rv4z0meaFftQoBqTZG+hCqIfPOvdVsI/u/z/95zaY/tt/rnHfzf2cJ26cIrf8Q6k51ZxYoifLm6PDZHXffBhAPMAbAIwRUq5QQgxWAgxOG+22QB2AtiO3KLs/5c3vRKAv4QQawD8C+AXKSWH9orAmkNrVIdge9M3+b9gNLrocaR+2hT4bhAAn4si90TGlyu/DHu70zZNw5mLZ7AtbZuy4t/heHfxu1i0dxEOnDkQ0XomrptoUETWSNmTgsV7F+NIupHjXERuznZtrbieX/C8pvn2nQ6dxFLJO5mh5fvkqflP4f9++b+Q8wWSI3M0XeSTOe5Lvi/o6+cyzwUdqnvsqrEYu2qs0WHZ3pPznsSQuUNC1p/6ZesvmL55OqZtnGZRZL7sllw0eqQsJ9S/O3ruqO5l9N60+WHdD6FnorDY9QaaOzuMQBfpjdVwfbdWX0vYeTvmGbr9O6bfgQd/edDQdZL59IzWF+fvB0AZ5LZKWg1gMoCCRgYopZwtpWwopawnpXwjb9poKeXovMdSSvlQ3uvNpZTL86bvlFK2zPtp6lqWwmflqBebjm2ybFtGGrva/8WAdysV1dwL7lrtqV+fwhO/PoFxq8dFvK4zGWciD0iHh2Y/FFFB3Lk71OXH3/7r7bBabb29+O2IEpIqOSkBGsgfu/7A3TPuRtLEJKRn5NamWnVolaZlI0m6/bDuBwyZOwS7TgQfDSmWaPk8aWnVZ1RSItgFx/TN00O2rrMbI/4ue0/n1hsK1UrX9b9cdnAZBkwdwLvrMerJX580fRv8bJnn7/1/B31d63eK3RLFRvM3mNG/B/4NusyFrAuYt32epX8b73P6HJkT8fa1trQn+4i4yIaU8pSU8jcA3ZHbesr8b3qKCQdOH3BsNzCn2HR0E7Yf327pNl1NoZO3GlMTx+wExPnM8x4X+f5GALIzKSWklFi8bzEAIDPbt6m6nUavM1KwbkLu3RftSkrp0RVl49HAtTWM5vpesFurOZVCtTgFgJMXTpofCIWktUXFjhM7kJ6ZrqkLMOkTrRf8eruf2qHlTLRKPWvMjdb9Z/Ybsh5/7NC669DZQz7Thv85POgy/X7sh0+WfYLZ22b7vHbi/AnDYnMZMmeIz7SbJt2E0ctHR7xuJqicxbAKsFLK48jtYhe8LTo5ltb+1UYZ/MtgvL/k/dAzkm6/7vwVWTlZeOa3Z/D4vMd1n0QakTR0SuLxvzP/a9m2zOhW0XtSb/Se1Dt/2usLX/eZ76OlHxm6Xbvxl9TxTsiNXTUWX66wVwux33f97ne6FclE13dCqBPYWGLU390OIzfZkZF/lxFLRgR93Q7HHyYtwuevNZJVyTC9yQat3dCJzOKv3ppW/m64zNwyM4Jo/Nt50n8ZgdnbfZNjehmR4CLrGD080WkANQ1eJ9mEiszzor0+gys63srUlbYoLv/cb8/lPw7VNNqbUTUUUnan4NSFU4asS6+kiUl+WxF5c1qror2n9uLXHbnJx+/W+Pb3X314tePeU6QCtXhxdZMDcrtBzdo6y7ALnH2n9uGNRW9o+owFkp6Z7nf6rzt+DXudWu06ye583oy6Ax4tLUrs/D7+OfBP0NenbJxiUSRkBn/11JYdXKYgEtIr9Uwqhi8a7oiaZERkPcOSU0KIIgBuBMA+ADFmwtoJWHt4ranbOJd5DmcunvG4mHSirJwsvJryKp6d/6zqULAl7dJoXmcu6qvdFKhQcrbUV3Tx/b/fx9CUobqWMZKVtSC0FKQ04mLvodkPYdS/o/Dmn28GrMk1Ye2EiLfjJIFGPfvPT//xmbbmsDEDP4z6dxT+OfCP31oPWjw8+2GknUvz+5qeWmurD60Oa/snLhjfbJ9iz/wd85E0MSn/QjQjOwP/7L+UOFJVqNfJF8Z2TgpaxV/iftiiYZZs2+pal9Fm0M+DsPTAUvyz/x8cTddfkN5owa4rFu5eGPH69bSQTM9Ij6iuqVGWHbiU6D198bTP63boqkjRS3NySghxV4Cfe4QQryK3IHp9AM4ajooikpGdgUkbJuHF318EYN5J021Tb8PtP92OAdMGOLbIcdLEJPSd3BcAcCjdt/+3Sp8s+0TX/IHuUGqpyeJt+wlra16pMn7N+JDzGNmtJdhdZKPqfdldqBMof8lUoxOWoYajDmTPqT34abP+/ckbm7NHr0D1wFYcDDyKn9V+WJ/bynbPydwhxb9e+TXe+PMNzNk2B0fSj6DP5D6Yv2M+AOckXfTezKHo8vIfL+Pvffpam5N/j897XHUIQQcO0Tr4iFEGTBuA4X8Ox/jVoc8XzfT6okvlH/x1q/NXwypcmdmZHj05nOZc5jkkTUzCt2u+VR1K1NDTcmocgG/8/HwF4FUA9QB8D+AlY0MkO/vwnw9N38bmY5s9ntuhVoQRzmaczX98Mfuiwkg8ucel14HTBwyMRJtIuptaWftFywWj0RdnC3Yt8L8d1joJ6Jetxha8f/uvtw1bVzgtVA+cOZDfjXjT0U1Yc2gN1hxao6w7bbSz8o7ymJVjfKZl5WRh6MKhlsUQiuv7+eU/Xsa+U/vyu9t9tvwzDFuY29Ll438/xvRN08NuZWi1kX+HX79FSoltadsi2r5TapZF83EmUD1Avd756x0MSh5kyLqc5lzmOZy6aO/jUKBzKD3COSZM3TQ14u2a6a99fxm2rr2n9mLD0Q2Grc8qi/Yswif/foKPl34MAPhx44/KWgJHmwQd8/4vwPQcACcALJdS2qs5CJlu/ZH1Hs/NOBl5ev7THs+XH1yOt/56C51qdsKQdkNQKKGQ4du0wsBpA5E8MLcFix1qUM3aMgu9G/WO6I6gipPR+5Pvx7T+01AwvqDuZcM5abD6ThpZa/Xh1biQdQGFEwobsr5AdaPCMWPLDNx7xb26l7t7xt2Y1n8anvntmfxp1UpUw+he/ltVTd1o7xNjCsw7wZ00MQnX1rkWj7V/TE1AedIz0/F/s//PY9ruU7vzH49d7VtDKFJSSlMSOZFcUM/YPANjV4/F64mvG/rdQPZ0PvN80NeNvMh3mskbJqsOAYD5NxS0nhfb+ca7Wd+lVll6YKmh53VH04/ivSXv+UxffWg1Wldtbcg2YpnmllNSyvEBfr6TUv7MxFRscv+ysqp+z1t/vQUA+HPvn7j1x1uRNDEJi/aoL5zulC4JgXy58ku8/dfbmLR+UtjrOHpOTf2ASIpOW+XY+dAtvCI9+Du5joqdjFs9LuJ12O374Jn5z3g8P3DmADYd3eTzmZFS+nRB9b4JQfa0NW2r3zv9Rtz91+vA6QPKv5f9nRfsObkHt0+7XUE0ufVkXEm4V1Je8TsKVjQx8zvQCTVvLmZdRP+p/TXNm7I7xdxgbEjFIEtGMeNcy861QAPVmbXa7G2zkTQxSVN5F++b/oG6wYfDu0ePSzS3FrWS3ppTLULM01wIcVfkYZFdBTvZ+Oifj5RdkPnLYFtNS00hb0Z+WRph8b7FOHIuvJiW7l+qrB5YqKTOyQsnkTQxSfdyRtIyQl6kdxKN6moQ637ZFnnXPve7oCm7UzB90/SI1xmJHSd2+Ex75rdn8MaiNwAA0zZOQ9LEJPSe1NtnPvcC1mRfT/76JD5d9qnf18y4mAp2Ij74l8G4ecrNhm9TD383zL5b+53mgtaBzmfCPc8ZsWREWMsZtf1oEm4tPyvpuWEbzvmjCqFagllp+3Fj6pWGc1N1zrY5mufVmkj1HkHUDj0qXOzSqmvCutwEnpbBsZ789UnT4gh07HNC0twJ9Nac6hNint7IrUNFUcp7h3TfEXed3BXTWeNw7k5vOOK8ftYuf+31bI6usl5InIiDlDLgSXu4tdGWH1zud7pdi/Lb5QSCPP8X7//9PsauHmvLi8qVh1YCAMatGRdwnvOZ55E0MQmztsyyKCp7cnK3BtUFdlXw/n+tPbw24MidWm4euIRznnM+8zyWp/o/nkSrWD4fDMQ9YWWngQu0GvXvKNPWrff4aFRR+ncWv6Nr/gFTB+CrVV9pnj/c/cAOo3q7fLnyS9UhANCX/DGzZV6gz+rh9MOmbTOW6ElOaREP8GgUS9xP/nhhrJ+ThyT2PqCrPBH9c8+f6D2pd8A7JStS/Z8EukaQCmTfKf+juOi9e6i6ewtZz9/3Ye9JvfNHJrMTf60K3Z24cAIA8PWqr60Ix7b8DantFE7uQmOUYMnVKRumBHzNWzhJ5u/Wfqd7GRVcXXjXH1mvqXVCMHZMxqu25tCa/Mebjm1SGEl4dp3YZdq6X1/4euiZdDLjvFRvrbg/dv0R1nasGNV7W9o2HDh9wKPVvb+br+6fVaNarOnhOn65RlgO5//60u8vhfWddujsIRw+65l0ClTq4PPln+teP/kyOjnVELnF0SlGuN9tTD2bGtMnI+E057TL3Qin+/jf3NEyth3XNwqSVQdZI7rUHD9/PKb3r3CoTJgHOnmav9N+yalQXPtJjsxB0sQkjFnhO0pcNNt7ai9OXjiJeTvmqQ7FrxyZE/K7wcmtvqxg9nfF3lN7TV2/UZ5f8DzSM9Lx/ILn8eafb4a9nh83/IiDZw4aGJnz+Nvnhv85PP+xE2/o7j+z37R1621Z6JTvtNWHV6sOIaAnfn0CD895GB/88wGycrKQlZMV8FgyfvV4JE1MwuPzHrc4ytyyA8Cl0cTDORc+ceEEHp3zqO7l7k++H/cl3+cxbe6OubrXQ9oFHa1PCOE9fEofIURtP7PGA6gJoBMAY8fhJlvZfXI36papm/9cT1N4s6keTSLWm7BHkjgxskXC8fPHUbZIWU3zjlk5BkmNArcascudzUNnD+H+5PtxR/M7cFuz2wLOx7s2nlSOhrX/tP+T+EDT7czVcsoleWsy6petj7ZV26JEoRKKorJGVk4WHpr9kOb5D545iHpl65kYkaesnCz0ndwXbaq0CTrf4n2LLYrImfwdvwMd08M51q85vCb0TDYxYNoAAMDaI2vDWv70xdP4du23+HHjj0aGZSv/HAhdh2/1odVBX3c/Z4qVlo07jvvWPiS1XC2l+k7uCwAY3nW43/mmbjJnFF8t36fe9bfCrTl35NwRfLXyK9x7+b2mXi9KKTFn+xx0qtkJWTlZKFOkTP5NpPi4eNO2Gy2CJqcA/NftsQTQKu/HHwlgKQDrU6pkmT/3/OmRnPKmMkEzc8tM9Lmsj7LtxyKjEoILdy80IJpcj8x5BBNuNmbUk7/3G1PTIFKuE9dVh1YFTU6RcTKyM1AwvmDYywc6eXJyV153H/zzASoVq4SvemuvveFEerthvrvkXXSq1cmkaHyN/HskAP2tDmKBd2vmYK2b9bRuZQvW4Fx/n/NZ5hbPTj2TiiolqgCwZyukUAP1eLcsO33xNEoWKmlmSMo9Nu8xw9alpVyCkfvqzhM7MWTuEMPW527G5hl+p2dmZ6JAfAFTthnIVyuNPaZvOroJjSs0jmgdS/Yv8Xg+NGUo+hfTNhKmt5lbZqJLrS5oUK5BRDEFsmTfkvxR5V03jGuXqo3dp3YDAJIHJpuy3WgSqltfnbyfugAEgA/dprn/1ARQUkrZQUppj/EmKeY4tR6KXYtra7Hq0Kr8xxezLyqM5JLTF0/rGiXHSXhRZB0zC/xvObbFtHVbKRaKfx44c0B1CEH9ufdP1SHYlqtld3pGOtIz0oO2dtHTLd91kaGKaxADKwQaFMQOxq661LljW5q+Lv124H3BbaeR8Jzgp80/WbId18BFkYxaO2n9pKCvB7p+UdGizujvNzNuyO077b8erFaRjPYZqm6VKzHlzv1vyvP40IImp6SUe/J+dgN4DcAMt2nuP/ullOr6T5BlQrWMOpJ+xKJIosfEdRNVhxA29ztXs7fNVhiJp34/9lMdggf3JF4kdp5k7t+qA/vLf7xs2rp/2mTNSTVFbuaWmapDoDB9teorZOdkY8C0Afld1QLxvqGx6eimqB2dUs936GsLX3NE0iTWyyqQeVzJlUjOPSasM6Y1fzQ6cd76UtWvLXwt7GW/X/t9RNv+bedvES0fCzQXRJdSvialXGRmMGR/ob5Ehi/y31eZAnN664OzGWeRNDEpfxSNcJhxYmlmizS9Bxe9QxV7cw2ZfCHrApK3xHaT4EjvmGnl+vwsO7AMk9dPtmSbTpWVk4WkiUm2HImQYpvW49Le054Fy5/57RnHtsYORW9ru/5T+/vUfLEDOyekek/sHfC17Bz/n0n3EdOiUaD3bSY7f0Yo1+uLtI3SaGSPiGD1ktcfWY+kiUkBW61Fcq0DXBrAiQILmJwSQtTM+4n3eh7yx7rwKZQdx3dg5wnjWlv8vjv4wdPuXSDMFItNNSesm2DbAs+/7vjVtHWPXe09VoS53JtFB2rJEemw39Eq0s/n64tex/frIrtT5s27O4ceZy7ar2aVawSd8WvGK46EyFMsHpdDOXBa/3na/tP7kZmdGfMj8GkVLCkSqFD8D+t/AJCb7I/G47lRCc4f1v2ApImBB7Ixmmt/Sd7qzBuDqkuHhDOSuT+u+opGCfQ9+MvW3HHdft76s6WfM7okWMup3QB2Aajn9TzUD/ud2Mhj8x4zrYAfeTp18ZTqECy36+QuQ06idp/cHXkwXi5maauBNWbFGMO3bbQ/dv+R/zjQgX708tFWhWOZ4+ePR1yf6cFfHjQkFrsU3L39p9tVh+Dhzz2seRSrtH7HqsSWE77C+S7blrYNo/4dhQd+fsA2iRP3Y6FRF8BWmLdjXsDX/tzzJ/pO7huyG6oTzd8ZumXtpqPBR0jOyM7AxPXaS2GEammtZSCEcWvGAYh89N+j6Ud1L2NEzbdoadGsZ4AiLTclBv8yOOjr0zZNC3vdofCmSXDBklPf5v2c8noe6uc7s4IlikZOOqnyZ+Q/kd/N0HLSopfrwHLqQvCkodl3wyI9CO05ucfjeaDREaNlFDh3j8x5BE/Nf8pjmqr9hV2W/ZuwboLjv8MoPE5oKadlRK9YE05y6lzmOaw+tBqAfQY/cU88OikJGazI9btL3s1/PGTOEBw6e8iKkCyhJan0zG/PBH19wFRjk3Zavx+GzIn8Jv93a/1fHgcbfGXMyshvnkbrAEHBrDm8Juxlrfgu+ffAv6Zvw8kSAr0gpfxvsOdEREDu6Hh25GrJtu7IOqVxBLtLqsX249s1zReNd2Ls9NladnCZ4evUM3y9EzjpApEil3YuTXUIIdmxVpJq4SSn4oTmErVkkJ0nd+Kjfz7CW918R/+yGyklluxbgg41OgS8gWaESEZZi4TRg9FsTduK1xe+jnF9xmk+xwtXpDWS7KJysco4lK4tWRvOTYlv13yLHzf+iMrFKuteVi8el4Lj0YZIsc3HNqsOIaqpKMLpLtIaHbwoUMfM5NGpC6cccXFPFIgTkpFOiNFq4VysxsfF2/JveebimaDFjc2071T4g3NovZm0/uj6sLdhFn+xv7DgBby9+G0MnDbQtO2mnkk1bd1WcP+7Pfnrkzh18RTGrR4X1jnqN6u+0dylXnVJAqMGfTLjXNi9FaOrFlygBNjc7XMN3z75x6seIsW03gmg8Ki+QxFOnQF357M8h/FOPevsEzQn+Xnrz6ate8yKMViyL/zC6HYhpcy/2LVTSze7yM7Jxt/7/sZfe/9SHQoporogsbdwLlYnrJuAkxdOalreyiTW7T/djtum3qaka/HT858Oe9nekwKP5udt7eG1YW/HDP7+/64kWqR1mYJ5fN7jhq9TdcJ13o55WH8keALSX8uqnzb/5NEFNBjV3z9frPjCkPUcPGv8YAwvLHgBQPDR+1yMTE7FYldLPQJ26xNChDsclZRS3hvmskQROX7+OMoWKas6DLIRq0fW8/bXvsguSr9a+ZWm+VSfZEUj78TiM/OfwbvdtZ0QhpIjc/ILrTrZwbMHMW71uPznUkpTu3U4zdhVYzFr6ywAQMeaHQFEz74ajV2JAeNbaKhuvest0pYUv2z9BXe3utugaMK39MDS/Mfbjm+zfPtmJmLcvfj7i0geGF5tTDP20WyZjXjEG77eUIz+ey87sAwlC5U0dJ3B+DsuXsi6ELKu2Pbj21G/bP2wt2u37x+jnMw4GfA1rcdYV8J9/OrQ9RONbEk/dvVY9G3c17D1RZuAySkA/w1znRIAk1OkxKilo/Bq4quqwyAyjL8aCy8ueBFvXPuGgmhiy8/bPFtObToWfCShWOXeOnHapmm4tcmtCqOxh0///RRFChTx+Az9uOFH9GvaT1lMpy6cQqnCpZRtXwU9F+fHzh1D+aLl8di8x4yNwWbJyEhb4qjqRhdMJF3sSB8V3cTOXDR+wJfXF71u+DrDcTbjbNDXF+5eiJ71ewLIHSF1ReoKXetX3a3PLGN2jUEf9PH7mtbvfVdXQS2DPIQa+ZGME6xbX50wf+qaGC/ZgJ2Hj16eGvmwq+EYvXy0ku2SfXy18iuMWDIi4vVoOUiuPWKvZv4EJG9J1lVfLNIWdXbifkxwwghuZkuamIS5O+Zi+ubpHhcG3679FoC6EScj/X7yvnNst6SLP9+u+VbzvB/+8yGAyJMvu0/uxlcrv8q/QLJby4U9p/aEnikCKs4R7dRaM9I6k7HOX7LG1cLFyQIlTLJk8G537vvrrT/eirf+0lcgP1o/j8FaTgUbAdGdKzl1+Ky2ulh262IbrQImp6SUe8L9sfINkPW0DAcba37Z9ovqECgCRvTJn7llJhbuWRjxetwv+FTXCiBtMrIzMGblGDwzP/gw2NFqc5rnoA7nM88HmJMAdUmd1YdXh73sobOHcMuUWzBv+zz8sesPx4w0qeeGVSRdoM5cPIN7Zt6DHcd34JE5j2Dmlpn59QGdkMSLxM4TO7Hi4KXWHKP+HWV5DKqGZk/P8O1q5vTC3aF47ydJE5MMXf/AaQOxdP9Sj2nzd84Pe312734camS5Mxm5rcbCfR9L9tu3tmWk/5sj6Ud8ph0/fxxTNk7RtLwQAuczz2seeODF31+M+u9zO2BB9BjhPiJBpOzYpFulTUfZ1ceuQjWXdom02bORd4rdD3zDFw0POJ/qQu/h8ncy7yT+EobP/fYcAH43uvSf2t/2FwSqGH0hZ5UDpw8AAD5Z9glG/jMS41aPi7r/sZ7jQNLEJIxfPR5TN05F0sQk3P7T7Th67qhHl0BXSzUzutXsP71f1/yZ2ZmG3uyYt30ekiYm4czFMxgydwiGLhya/9qaw2sM245WR89FNvBIuPwNAvHGn9Hd5d6KbmLD//Q895m+eXrY6/p91+8A1LcgStmT4ne6lv1SSolFexYZHJF6kbaIm7Vlls80PTfHTl88HRWt8qKN7uSUEKKjEOJrIcRKIcSOvN9fCSE6mhEgGSPSEcPcnbpwyrB1RYNoPxFxsud/e17TfJGebBl50n8i40T+42C1BQYlD/J47pTWKl+v+jr/QteJ/F0UuorxZuZk4vWF9qhjodryg2q6WDvB7G2zlW1798ndfu82h+I9jPeJ8yeirpbJ+qPrdV0ATt00NWg3Vtf3ghl/pwd/eRC7T+7GhLUTNHUbvHnKzXjol4cM2fbs7bPzP8PunyUjb4I6RXycb2Fwf3UiI7XzxE7D1xmuUK0m/d0UVDk62YdLP8RXK7/CAz8/oPS7FwC2HNviM817RGZ/5myf49gbksG4RvoN18wtM7HswDKPaXq7+A76eVDomUwQjf9Po+hKTgkhRgFYCOB/AFoht8ZUKwD3AFgohPjY4PjIIFM2aGviqMWS/UtCji6hkndzYLOdushknV3tPrVb03wzNs+IaDuBDoYT1+nvAvvJ9k+QnpGOBTsXBJ3PuzbVgTPOSPjM3zkfg38ZjKSJSThx/oTuk27VTaq97756J9qWHVwWdS1KwsHkVGBGdP8N1yNzHsG9s/SPWfNKyisez//a95fyfdEM7y15z9D1ZWRn4Ivlxgyl7u2ROY9g0oZJ6DO5j08LnuPnjyNpYhJe/ePV/O7GB88exN5Tew3Z9s6Tud/b7tvdcXyHIet2kjnb5liSpP1rb3g1Cs3YR++acRc+X/Y5Vh9ajeQtvqMIDpw20Gfa3/v+Dnt7RtzMmrllJgDg8+Wf40LWBWXHaFccev228zdM2zTNZ3rqmVRIKTXXTFJlW5rvaJpSSnz0z0cRr/v1Ra9j3eF1+c/Nrulo1PrZ6yYwzckpIcQjAB4CsAu5yak6AIrk/b4nb/pDQghjbs2QoYwuFH5/8v22bf2w9MBSS+phJG9JRsruFNO3Q+absG6CT4vAPSfDK5/nfqIa7onIgGkD8OHSD8Na1knumnEXhswdgqSJSUFPvo+fP47fdv6Gv/f9rTzxs+aQZ5cVf135ftr0k1Xh2Nbs7WrvUJNxNhzZ4He6iu5bTjN722xLBj94b/GlpNqCnQtw94y7AQArD630GGX0odnGnqJPWDch/3Es1t6cumkqbpp0k+nHpR83/ugz7Y9dfyBpYhL6/dgPKbtTsPvkbgxbOAzTN4XfBU6r2dtn4+U/XsaYlWM0zT/yn5G6t+FKaLhaIBql34/90HtSb0PXqZXe7rgu245v83sjfM3hNfht52+4L/k+W98QSs9Mx95Te7H+yKXaTvN3zo+oDqK7F35/If+x2YMjzN0x15D1RFvLYyPpaTk1GMBBAG2klOPzip9fzPs9DsCVAA4B+D8jAxRC9BRCbBFCbBdCPOfndSGE+Djv9bVCiCu0LhtrjG7OOviXwYauzyjzd87HLVNu8bhTczbjbFhdGYIZs3IM3v/7fUPXSep4d0kI1aLnmfnP4N8D/yL1TKrHyCAT1k4IspSxPv3306g5wL2z+J2Ar9094258tPQjvPnXm5i8YbKFUfnSknQZt2ac+YEQRSBpYpLmVsZsHRy+UMWOjbL68GokTUxC0sQkS29sbEm71E1p1aFVlm3Xbl754xXTBzBx31+TJiblJ3wuZF3A+3+/j0fmPIJ/D/6LsavH5p+/qLqZE25LL3dP/PoEAPsXNNdj18ldhq7v02Wf4uN/czstvbbwNZ/Xv175taHbC9fLf7yMh2Y/hOcXPJ+/nxjdcmj+jvmOGowgR+ZgyoYp+GrlV6pDsZ0EHfPWBTBGSnnS34tSyuNCiGkA7jciMAAQQsQD+BRAdwD7ASwTQsySUm50m+16AA3yftoB+BxAO43LxpTPl3+uOgRLvfnXm0hqmIQl+5Yg7XwaAGD6bdOREKfnY0+xwlXIdnDrwWhasSk2Hg3+VbHp2CYMWzTMZ/qUjVNw6OwhPH3100jPNLf499wdczF3x1wkD0yOii42Q+YMwc6TO9G5Zmc8ffXTfuf5c++fFkfl68N/PsSj7R5FnIjjiIpBnMs8h6IFiqoOgwJwFR3+uvfXqFisYsD5oiUBrsL249tVh2CpMxfPqA5BidWHV6Pv5L6mbmP4n8Px9rVvo0KxCiHnHTJ3CACga+2upsYUyDuL38Gq1FUY3GYw1h1ZF3qBAJw6gEQwZr6n9Ix0FCtYzPTtRKLv5L747IbP8Nuu3wxdrytJ17h8Y0PXa5YRf4/If5x2Lg23NLkF9cvWVxiRfQitGWkhxH4AE6WU/q8YcucZAeA2KWUNQ4IT4ioAQ6WUPfKePw8AUsq33Ob5AkCKlHJi3vMtABIB1A61rD9t2rSRy5fbt2mkVjkyB4sWLsL7qWzZ4+32ZrcjPi4e+0/vR7ki5XBVjauw++RuVChaARnZGcjMycT6I+vRvW53FIwviDgRl/9bQiIhLgELdy/EV6uY7SbjpR1LQ7ny5VSHQWSq5hWb51+0NKvQDGWKlEGHGh1w+uJpVC9ZHScvnMyv//NgmwdRt0xdHDt3DCULlURmdiYysjNwIesCapWuhcIJhXHqwimczTiLwgmFUbpwaZzJOIN4EY9ShUvhaPpR1C1TF4USCuFi1kVk5WQhIS4BhRIKISEuAb/v+h21S9dGmcJlkCNzULRAUQghECficMuUWzS9H+63RM7EfZeiTaVilXA43d51qCIVzftt4/KNPbpju3xy/SeoVbqWgoiMJ4RYIaVs4+81PU1IZgDoLYR4QUrp005ZCFEQQO+8+YxSDcA+t+f7kds6KtQ81TQuG5UysjNwy5RbonrHjcQP63/weD5101S/88Vi/QQiIiu4301ffzS3DkWgVnGx1uqXiIgoXNGemIp2/hJTAPDwnIcxa8As0+tqqaYnOfUCcutK/ZbXCulvKaUUuX+hDgDeAnAibz6j+Pvrezf1CjSPlmVzVyDEIACDAKBSpUpISUnREaL9nM06i6LniqJM4TLYfiy2mpQTOV1WdhbSjqWpDoOIdOB+S+RM3HeJnCdW99sFfyyI+vI0et7dagAFAVQB8CeALCHEMQDl3daTCmCNV0ZPSinrhRnffgDuXQSrI7cou5Z5CmpY1hXgGABjgNxufYmJiWGGax+90AspKSns1uflifZPoGud4H3wc2QOTl44ibJFygadz679uckeXur0Un5NFz3Y4tFZapasib2njRmePRp1q9MN1ze4HnEiDnXL1EVWThYKxhcEkFvoNltmBzzROnz2MCoVr2RluD60fs9Hw35bpnAZdKzZEatSV+Gd7u+gZKGSAIBv13zrd7QwomjgtH23bum62Hky+IAtFLum9Z+GgvEFo/4axWn7rRbvdX8PpQuXRuXilQEAR9OPonjB4ihSoIjiyKylJzkVByATgPdZuHfCx7vFUiRtz5YBaCCEqAPgAIABAG73mmcWgIeFEJOQ223vlJQyVQhxVMOyFMX6N+mPO1rcgaUHluKf/f/gsvKXhUxMAUCciAuZmKLo9Fria2hcvjGKFCiCE+dP4K4Zd4Vc5to61yLtXJrHkLgf9vgQ9crWw8jrRuaPOGOWMb3GoEqJKvhi+Rf4edvPpm7LbCOvG4n6ZevnN1m268nV5Fsn5xf63n96Px785UHFEdlT8sBkn2muxBSQO+Rzggh8GqI6MRXtGpRtgFub3Iq2VduiQHyBgPNdX/96JqfCNKTdEHy09CPVYVgmeWCybb+3rTCi+wg8Nf8p09b/Xd/vUCCuAAZMGxBy3sfbP46TF07im9XfmBZPIJ/d8BlqlMptH3Ah6wL6/dgvrPUM6zoMxQoUM/08ykrlipTLH6TJaO7H3OFdh+NC1oWwbpKaaUT3EWhUvhEW712Mtxe/bei677v8PrSs3BKPzHnE0PWaqVWlVnilyytIiEvw6a6nZfCDaKQ5OSWlrG1iHIG2mSWEeBjAPADxAMZKKTcIIQbnvT4awGwANwDYDuAcgP8FW9bq92Ano64fZegO27lmZyzau8iw9RntzpZ3AgDaV2+P9tXbG77+8X3G42LWRQz6eZDh6ybreV9Ix8fFB53/gx4foFqJavl3NFwn5K5kEQA0KNfAhEg9ubbl9ITqF72+QNUSVVWHEVLd0nU9RqBz3eEichI9dSsCnSA3KtcIW9K2GBlW1KlVyrritd/c9A3KFy2PsxlnMXDaQMu2G+uurHolWldtjZaVWqJayWqmbeebm75B6cKlAQBDuwzFiQsnAiY+Z9w2A/Fx8Zi1ZZZp8QTjSkwBQOGEwmGto0XFFmhVuZVBEdnDsK7D0KpyK8MSuB2qd0CVElUwbdM0dKnVxeO1lpVbGrINo1xf/3ocPnsYjco3AgBcXfNqYLFx63edw2sd6E210TeONvX7wsls32lRSjkbuQko92mj3R5LAA9pXTZWjb5xtKEZ2LZV2+KpDk/ZMjnVr0k/tKnqdwAAQzk9GUDBiRCNPqsUr+K3qa0rWRSuh+o/hMK1CmPcmnEhm++Pun5U/mOnFUh8t9u7eOa3ZwAAA5sNDJqYGtZ1GLambUW/Jv2QI3PQZ3Ifi6L0NbLHSI/n/rqkTbplkqY729HsgdYPqA6BgtD7fTG131Tc+uOtHtMuK38Zk1MhNCjXAB/1/AhD5g4xbRsda3TEfVfch3JFc7u4FC9YHB/3/BiPzn0UAPDUVU95DFtupJKFSuL0xdMAgI96xk4LMZeqxavi5S4vm76dikUronzR8vnPW1dtDQA4n3ke249vR5MKTVCpeCWULVIWheIL5d9cKxRfyPTYtHju6ud0t5J5vtPz+Y9vqH8DZm8P/3KuWolqOHDmAO5qcReWH1yOx9o/puTGcrOKzcJabmiXoZi8YbJPoewONTrgympXYueJnbirZeiW/qq4Wkt561C9A5bsXxLRuqffNh05Mieidajg+r4mX3GqAyBrFIgvYFgBtYLxBfFKl1dsezHcpmobNKnQxLLtVS9R3bJtkTkGNvO9yyz9j5+Qr1jBYqbEUrZgWdzS5BYkD0zGe9e9F3C+xuUbo3bp2vnPQyXT7KZxhcYY3jW3uXnTCk2DztuiUgv0b9ofQgjl3zuhWtQ91u4xj5ZVsapXw16qQ6AA6pSuo3uZQgmeF7l3tbDvhVAkXN9JRqpbpq7h63T3bMdnfS506pSpg1HXj8I3N32DLrUvtaj4otcXGNZ1WMTbHHX9KAgIfN376/xp8SL4d2M0ur25NdVCAh33khol4fGrHkeP+j3QqnIr1CxV06M7tJnnwu2qtcM3N2nrMnh1zat1r794weL5jx9sG1nX+SurXQkAaFW5Fd7p/k7ENxHDFc4+0rFGR7Su2hovd/ZNgnao0QFFChTB611fR8ViFY0I0RT+ElMAcHPjmyNa7/d9v0dCXIJPuYB7Wt0T0XqDue/y+wxZTyx+X2qlO1shhGgBoCVyC4z7K1IgpZSRH/nIUAlxCYgTxuQi3+32riHrMUujcv6/BM3yQqcX8H+z/8/SbZI2rau0xorUFSHn85ecMirBULFoRRw5d0Tz/EXiL7XGcj/gevNuwh0qmWYnSQ1zm7S3rNwSU26dErLYo/t3l92TcNfWvVZ1CMoF+9xSbmuLg2f9js9iuu/6fpffNUiv/zT/Dyasm4BbG9+KW5vciq9XfR16IYfR2xWmd8PemLXV+q5TY3uPRXpmOvaeCjwYg/vNiwZlc7uYVy1RFftP7494+7VL18asgbnvu2e9npi7Y65pN2zsLFitNiOFe9xz715nlO51u+OB1g/4JKzNVjC+IDKyM3Qv17ZqW9zV8i60rdrWo9TC0x2eRo2SNfJbGFrBX5KxZaWWWHN4Tchl/J2ThrpZZnf1yoY7XhowrNkwlCpcyu9r1ze4HmNXj9W0Hr2DFxn1uXf6/85MmpNTQoiyAL4D0NM1KcCsEgCTUzZj5LCTkXyZWMHqHV7VHRgK7eXOL4fdBUzvPvNQ24dQpbjvZ2FI+yF48fcXw4ohmB71e3g8d0o/e+/aXtEwCsltTW/D5A2TVYdhG+90e0d1CLY16vpRmLB2gpLkVLtq7cJOTAFAYu1E/LTpJ1xX7zrlLRjNcHnly3XN/1Knl9Cueju0q94u/zu+T6M+mLFlhgnReapQrAIqoIJHAioY9+7IRiePH2jzAHo17OXR7SxW+PvMFIovhIvZFw3dTs/6PUPPZJH6ZesHvUD/MunLiLfRrlo7n2l9GvXBlI1TdK9LSomEuAQ0r9TcY3rnWp3Dji8cgW543trk1qDJKRd/DQyManSgSiTXpka1PGpX3fezFoxR59p2v9Gqkp5P9YcArgewALlFx7sD6Orn5xpjQyQjsPmgeRLiEtCiYgvVYZAfViYqe9bvaWkBSu+DupNaTmnVtmpb1SFockeLO/Be9/cMOSmPBvXL1lcdgm3VLl1b2QVFpF0oKhevjCn9puTfkNlzco8RYZmqXxPto4Tp6X43ovuI/IuaFpVa5Lcod285adcaTEbXZ0mIS0Ct0tYVfrcTfzdXjE4kvdTppYj3XSN1q9st6OtGDBLStbbvyNr/afGfsNZllxtggb73Q33vuOqGhXtDoECcNa377MSsxE/FohUNO9eOxhs8RtFzhtQLwBIp5XVSym+llAuklAv9/ZgVLIUvVpoPNqsQXrHBSL1x7RtKtkvGcNpBYmq/qT7TnNJySo8XOr2AH27+wWOaXf9Xl5W/jCP3UVBlCpcBANzQ4AYl2zf6hN29to1ddazZUfO8d7a4U/O83jVUGldojOSByR4tmcyuNRWucI4VD7X1O+6QX09d9ZTu9UcTo+tQXVHlClsd97xb3r1xjbHnv6NvHO23RlW4Sf3/a2uPshvhfv/ed8WlGkdPd3ha9/KvJb4W1naN0rGG9u9go+jdX9pU0TaI1uVV9LWupfDo2dPjAURWUp+UMbJbn529mviq6hCIPFQoatwomS7+mtRHY8uphLgElChUQnUY5Mfb114aeUlP65RY8HDbh/HZDZ/hgdYPYOItE/On972sLwB1LcuMrgnkhBbZei4IXTfxIh3kJKlhEp67+rmI1mEmvceKVpVaoWf9nvld2B5sE7w4dfWS1g8So/oC3F0k9Sp/7Pejx/Mnr3rSsrpW4WpRydieA9VKVgv42pVVr9S9PvfC6ioFSpiESha7f293qtnJb43UYGqWqqlrfqM1rtBY6fa10HoT457L7wnZ8nTSLZPw/nXvGxFWzNKTsVgJwJ63gSikWElOFU4orDoEUqB80fI4du6Y6jD8sqomWTS2nLIbvTVpotWYXmNQpUQVvHnNm5iwboLfWmuxrHLxyqhRqoZPMeI+l/VRE1Aeoy9SnNAiO5xzn8rFK2P/mfCLhg9qbf0Q9XroPVY8ftXjAC79LUPVlrKqLumApgMwacMkALmjsEWDwgmFMeO2GVi4ZyHWH1nvM/BJrHup80voPam36jDC4i9R7uqyp3kdQuD25rfjsvKXae6eG6hoeDTTelPi2aufBZBXd2pp6PmLFiiKkoVKBp2nWMFiaFiuYfB5CsTe4BF66Gk5NQxALyGE9e3zKGzj+4zHmF5jVIdBFJS/4pd63H/F/QFfu7HBjUGXrVlS7V2lUG5repum+WLxBMRqr3d93dD1ObEgZvLA5PyEa/NKzfF2t7cdkaSwSpnCZXxaElQsmjvEt5265hjBCSfY4bTiicZWqO70vr+yRcp6PLfL91bRAkXzu5ipiMmsloPxcfG4ps41eLTdo7b7zgjVtS7SLlzd63YP+rrd/h6REkKE9X1zRZUr0Kaqtq5osUjr58TVYkpL67q6pXPb53Sq2UnTuifdMinga80qqilB4xSak1NSyt8BDAAwXQjxjRDiESHEXf5+zAuX9CpbpGzMjCbXqlIrpdsvkmCPootOVK5IuYiWdw2T7U/LSsGLlN/d6u6Itm22/zT3LAIaaKQlO43mEy3uaXWPYeuaNWAWJtw8If95vIi3TXcDrUbfONrvdLtcrNpB38v6+pwYj+wxMr9gdjRpX7296hBCCudi9po60T2uj56WU4Ou8G0FZpfkXVKjJHx+4+cY1lXNAOFjkmLvxm+o8+xnOz4b0fq1JPx6NegV0Tbsxm6t3o0873GSWQNmYXyf8Whfzf9xzXVzUusxpVjBYqhXxn8r0qolqoYXZIzQnJwSQhQEcBOAMgDuBvARgG+8fsbl/SYy1HV1r8O9l98bdB7Vd+9DJUHsLnlgMt685k0l246kRgMAlClSJuxl7XZi4M37QBjozqXThxS2o0i6YXmPNCiE8GgOPrLHSLzaRX+NvEj3lXC1qdJG0wlVtHWtrlUq8lHIShUu5Yi6G3pZ1X3LalYPMW81PcklPQXlrZYQl4CKxSoq69JXqpCxrZVdNenszOyWS3e1DN2+IVSXKbsK5293VfWrTIgkONXdzwPp06iP5nnDuWEmhEDZImUDnktr6Z3g3XIw0IjTd7S4Q3d8sUTP1cxbyE1KbQbwKoD7Adzj9fO/vN8Uo8wo/jyg6QA80u6RkF+YTq2r9UWvL1SHkK95peZKthvpCU9CXALG9xkf1kgmVris3GWGrctOhV+jXSSfS/f6PoNbD/Z5vW6Zuj4jfmmhogh1i4ot8GriqwH/Hq7vjXe7vetT0NfpArVUjES0dU0hfaoUr4Jp/acp276eGzKR3Pixkop9Ktg2n+/4fNBl/Y0OpmqgBD3MvgmmZQCU0oVLmxqDWdwTJq73UK9MvaDHGKsScd3rdsdXSV8heWCybY9PepLqWt7DdXWviyQcv7xv2Nze/HY0r+h7XVUgzt6DHKim51tmAIB1AK6QUg6TUn4tpRzv78ekWMkBzMgG/6fFpW5NwbrBOHEY93E3jbNd884vk74Ma7lAzVe1iOTOp6sJbtkiZT0u3F11XkKxoovC0MShES3/w80/5D9uUqFJwPnsmpyLRe4XgDc2vFT3LHlgMpIHJqsIKWzd6wWvA1K+aHkkD0yOytZB5FyRdPVvVsG8miBf9PrClKSnVpWKV9I0n9O6HdtJhxodAr7Wpkobx44sHSg5VblY6PNvo2rUXV7F2IFJ3un2jqHrC8S9VdhdLXIfP9D6gaCjqJrdsv8/zf+D6+tfj/9r+3+avxf0Muq7Tk/LQi0tpwa38b1pCOQOaNG1dlf81P8n/K/V/zRvEwCaVmjqGYcQeLHTi77x2TQBaBd6klOlAfwqpcwwKRZyANWjMgU7iPy31X+tC8QAY3qNQbmikdVaMoPe0UNcqpUIPPxvKJHcjRvQbED+Y/fWc7VKa+uOE87B37sOVCiRDuGu5W4iADQuz+RAJJpXbI47mucm2HvU6xHRuuxSlyWYz274DMkDkz2Sn/4k1k60JiAb0vvdpHUEJbrkjWveMGW9rlHlXun8iu5l3+r2FkZ0H2F0SADUX5jULRN64O1Jt0zCNzd5VulwLVemsDNaU5kt3Nb6z3V8DgBw3+X3eUx3wg3WQBf9o24Yhe/7fh90WSOPia8nGjc4SbAbfkYoVagU2lVrh251u+VP61a3G364+QfUKVMn6LLBkpxGGNBsAP6v7f+Z2vPE/X2Hq1B8IV3XS0KIoLVoXfP4U65oOTxx1RMoEF8ANze+2e88nWv67/rt7wZdsYLFPGoSf3L9J0HjIn3JqU0AYqOyNgX0QOsHgr5udpa/Zqma+KjnR35fU92tr2udrrrmt1Ohen/NTrX6sMeHePTKR22RaGtb7VL/btdFpRmfi0haiYXr0xs+xWc3fGb5dmOBKyHb57I+6N+0P55o/4TPXbVoLBJao1QNANqTn7HohgY36JpfywWY3evcGSVU0hPI7TLaolILjO9jfKN71zHA/bhghNqlaoe9rMoWU1q1q9YOxQoW86kfd3vz2/H+de+jQbngF32xoGLRimHfVCuUkHu88U5GOaGWUqD3XDihcMiaPEZ+7xndeiqYRuX0d79317lWZ7zU+SWPaUIITcfdaiXDv+kbCSNHsQ51Dq6lwL0RCS53g1sPjujawF9ttLG9xwac/5ErH8l/rPXGeSzT8836PoA+Qgj7f3uSaa6ockXQ1zvV0jbEZiT83fUz686rHmbf4TCTaxQKvbrX7Y56Zeuhe73uEZ14GHXS4n7i5PqchBpu1wktXIDcxKwrmUDGur7+9QByR40UQqBrna4+Jy6tq7bWtU47JiCurnE13rr2LXSo3sGnJsroG0fj7WvfVhSZfYXbkjTWje09NuTF1/1X3I83rs09dpctUtZvbbZIuB8PhnYZath6H2z7YNjLXl7ZuovqcD3e/nG/0+NEnCMSKGSeSJKrRp9rWVV7KtJaYE6sL+T9vypZqCRaVmppysiYWkbMNnJE4CIJRTxKLYQyptcYn1a0FYtVRM96uSNkD249GMkDk1GhWOCayx1rdsSDbR5UWmvQSfQkpw4AmAtgqRBiqBAiSQjR2d+PSbGSDYRqjm7VXcGutT1bKbWo1MKS7Rol3LpORnG/o12xaEWPC/EiBYr4W8Qvow66Rp60uPp8u7r7qe5CQfZ3z+X3YNT1o4KOPqb3u82spGc4n+fv+36PjjU6Yki7IWhWsRme7/S8TzK9WslqaFqxaYA1xC69f2+j6qo4XbATdZfejXp7PDd6n7m1ya35j1tXbY3hXYfrWt6MffjqGlcbvk4jPdjmwYi7oVP0iuQGmdE3bF7q9FLomQzgfb2h18DmA8Nazsy6d6G41w+uU7oOJtw8AcOvGY5WlVvh3W7vGrotq0f47dekn675q5So4jN4jRACD135EJIHJmtKdAkhcEODGxzRctYO9CSnUgD0BVAKwCsAZgD4I8APkalcLR1ubXwr+jfprzgabd6/7n00KtcI424ap7y2QIlCJfLv4H5yg2f/53APFJGcyEdSr8r77vzb3d5G8sBkzU3u7djCJVxMxHmqXaq2T4FKf4QQqF26dtB5yhYpq2vb/Zr0Q4OyDXzqtkSqZaWWuruTlCpcCs92fFZT4nlA0wEh54lV0di102zeXeCKJBTBqOtH4b3u75m+bS0JsmCMbDXnupGjt/u/1fR2Y6XwheqJYEd6ilJ7c0ordXfJA5PRqHwjTLplEu69/N6QozD6o+WcemAz3wRWz/o9dW/LKO43r9pVa+fxmlmF07W4pvY1AIBHr3w07HX0a6ovOUXW09Ph8nXAgd8sZJlZA2YZvs5AzcsbV2jsuBGvGpZriBHXmVNgNRyvdHkFmdmZulpKeTOqpUUk9aoqFtM2Kl8gwU6YGpdvjE3HNkW0fiuVLFRSdQi28sa1b6BgfEH0+zH8k5GC8QWRka1/HJBShUthZI+RYW83kMfaP4autbvi9UXauuJWL1Fd1/q71+uOSRsmhRNa1NNSONdVhDsYIy/S3u32Lp757ZmQ84UqVmyWq2tejd3rdgPI7VrXqnIrxMfF+53XyK4betfnr3huoGLF4cQ56vpR2Hxss+7lKHoViL/U8tzVRcju3GPWy+gbgVbW7ilWsBj6XNbHtPXf3vx2/HvgX+w4scO0bYTr9ua3ezy3uqUT4FvOJZJBlMj+NCenpJRDQ80jhIgDkBRJQORMhRMKm9Jqo0ZJ1tgxmutvmhCXEHGx8M61nN+LN9jd8QfbPIhH5/reobFrC6WC8QVRpXgVpJ5NVR2KLRSKL5RffDZaFIwvqOvE7O1u+upIscZSZLQU344X/pMz4WhcoTHG9xmPi1kX8cafb2DPqT1+5wtVrNgsnWt1xoR1EwAA9crWC5iYAtS2rDC7xVC1ktWUFTcm42k5B2hUrhG2pG0JOk+FohVw9NxRPHTlQ0aFZlsVi1XEgTMHDFufkUmStlXbYtnBZYatLxytq7T2SE41q6iuW58778960QJFLY/BiAGkWldpHXD0PbIXQ1KPQohaQohhAPYCYLWvGNK2au6JuFkXNNFS+0BvrQsn8B4G2amCFUw3chSzPo36GLYu0saIJKKrub3q0UD1GnndSLzS+RXdSYlShUuxMLofelugBRNJa1V3l5W7DEBul9MqJargrWvfMmS9Rqpaomr+YzMLGPtr+aRn/9fbbVelD3t8qDqEmKel3qZ73Z5APuz5IT7u+bERIdnem9e+6fHcO7l0VwvfEdAi1bth79AzAShVyPc42b1ud6PDCcp7BEKzR8B+uO3Dpq7fDK4b4peVvyzkvN4tXNtWbeu4+sSxKuzklBAiXghxsxBiLoAdAF4EUAXAAqOCI3vxdzB+ufPLuKP5HXin2zuGb++Na97wOLF1smhrgvput3dx02U3eUxzYu2mJuWbBL2ACdRFx6xERZXikd8dMrprTKy7tcmtumqY2UWDcg00teLxx727bsOysT06V5GE3ESSHU9qW1Zu6fHcO5k+6IpBVoYTsUi+u66sdmVE21bRYtDfBbEWKlou2E2nmr4jQ1uZYHylyyuGrKdkoZIBu49GG+//jxX7nNZRtP212rR6BG6rW0rVLFUz6OtJDe3TEcp1fdG6amskD0zW1Ar1qQ5PeTy34zGc/NN9ti2EqCuEeBPAPgA/AugOIA3AcAB1pZQ9jA2R7OKhtr7NjoUQuK3ZbYY3Vy8YX5BfJDbWuEJj1SEYIqlReAfflpVahp4pDCUKGtdSi6JX80rNTd+Gq/Dt1TXtPbqY2VpVboUh7YbgnsvtVww9VDInqVESRt84GmN6jbEoosjkyJywl/XuKnltnWt1La+nlZWWu/ZaRPJ+Y52/xIaR3WVDCbebkfeQ9LHmqasuJQxe7vyyx2ta6vXppbWrsL+bT0bc6At3xD0jW+oC4d0gH9R6UMDavq5eM1YJp8u3+z5aOKFwRCNNkrU0fVqFEAlCiH5CiPkAtgJ4DkBZAD8BEABmSilfkVL6L3ZAUcGMA0e0ubXxrX6n27VGkR14jwSih9YRn55o/4TfO63hKBRfyLT/pxNHsyHrBRuOOE7E4eveX1sYTXQTQqBb3W6Oq13mat1ZrWQ1Q+p1ROK7vt/hh5t/CDnfVTWuCmv9vRv29uky6G/0Kxd/LWz0XIga9f0fzd/3d7a4EyOvM35ACCfxlyyL9XPBLrW75D9uVL6Rx2uJtRMtjuaS/7b6r+Z5n2j/hOZ5W1dtrSuOfk1yB2955urQg1zo8WXSl4auz+ji8MULFjd0feRsQZNTQogGQoh3ARwAMAnAtQBWA3gUQFUpJcdjjCHeXQjIl5YaA/50qG5t8+FQvIf/dtetTjdDt+XqNhMOf3VG/Olap6vhB3silW5vdrvPtEFXDMLMATMjHsESAHo36o36ZerrboFC9jD51smqQ8hXunBpTfX7wr0Bdn/r+32SUyqHO9eqfBF73fAzssZO/6b90aCctuNzOJyQ2GtWsRn+0/w/qsOwtXtaXWqRqjJx52+k40CjH3et0xWDrhhkSvL1rpZ34af+Pxne1bNisYpKui4Hu0ngLtR5BgdqiS2hWk5tAfAkgBwAHwBoLqVsI6X8REp53PToiBwm2EhEwfRt3NfgSCLzbvd385NGL3V6CS93fhlf9/4aD7d9GI+28x29DgD6NbU+Vx3pCaqWmmZWthg0opvH3a3uzn+spWhrLNCaxLSTrrW7Bn3d34Vfr4a9DNt++aLl8UHPD5SN8mZHTmo9HKx1XTRyH9ji7pZ3B5nTfysprX8vI/+u9crWM2xdRri6Rmx34TWaEAIDmg3wnMaakB7M/k6N5O8dLLma1Cgp4OtD2g3JfxzOzZ0C8eactw2/xvqBmULVtdKqYbnIal+WK2JucXkylpZufRLAbABTpZQbTI6HKCbZ7YSlSIEimNJvCpIHJqNd9Xa4stqVqFisInrU7xHw7lbpwqXDqqcQSb2ySP9udcvUDTmP1q6DoWipU2JEUXn3Ip5fJn2JJ696MuJ1GiXc+gvhcn0+Xkt8zdLtqhLrXUbMZvboSRQ+98/+rU38d6931RzpVte39a+WYwEAjL5xdBjREeVyQosvK0X7zY8yRcqoDiGf9zmoFecLWhPe7au3D/p6pLF6jxRJ9hYqOfUygD0A/gdgsRBioxDiGSGE2gIGFPXqltZ2okjO179p/7CWq1i0Ytgt1QDtd1K87+yFe5DUUljaqH73Hap3QFLDJJQrWk5pHQdvWrr2GMl1IWD1do1w7+X3Bn3diaNj0iWtq+irReIPR23zdEfzO/BCxxcCvl62SFkkD0z22ypR6/d6hWIVwo7PW+3StQ1blxGcntw2suVoMJGMglm/bH0DIyE7alGpBcb3GY/v+36vOpSg6pUJv+Wm1u8urd8pzSo2C1h83QhWjuRJkQuanJJSviGlrAfgegDTAdQD8DaAvUKIX4QQ4V1VEoXwauKrqkOwlJUnhXa6qK1Xpp7uUUQal88dKfDj6z+OaNsjrrPfqDlG1cV6vtPzGNTaWcPI0yW3NL5F9x3lVzobM7Q5WePyypdHtHyjco3CHm00Wt3W7Lawi6qrcFOjmzTNFypRbRQ7nRuE4+bGN1uynUi6XYUzalo0i/Qzp6c4uRkqF6vsM61isYooW6Ss7VuFRfI5DlSPy53dk3NkX5q+JaWU86SUtwKoAeAF5Lamuh7AROR2+2slhIj8NiARgOSByTE3coPduvWZyZVc0stVrPWdbu8geWAyihUsFlEcdqsf06tBL0tOZtpWbYv+TdTcV7D6c+6+vbta3GXptiPh74S9WYVmqFbiUhdY73ppdvs8k7lGXDcif0Q+dzc2uJEtjx1Cy02p5IHJ6HNZH3zU8yMLIiItYul8zSotKrZQHYIHreUQ2lUPf7TpaGf35BzZl64UvpTyiJTybSllfQDdAUwFkAmgDYB/hRCrhBAPmRAnEcUg94TCo+0eRfLAZCVdD9xPRhNrJYa9nsfaPRZ5MBEoU7gMXunyCppXaq40DhVuaHCD6hAi8la3tzC616V6N9VKVsMPN/+AHvV6AEDEyVqyVqj/V82S4RWSHdxmMD66PnYSGW9c84bp27DDgAp1y9T120rDSE7v1gcEb43mPjIcRQezanhpLYdQq1Qtj+ff9f3OhGiMM+HmCapDsFS1EtV4486Bwm5fKqVcIKW8DUB1AM8A2AqgJYDI+tqQLT179bOqQ3C0UHfaouGkMByhRsu7vMrlaF2lNZ7v+Lyh2+3dsLeu+ftc1gcAMKDpAAxuMzjs7bauGriBqZmfgfF9xgO4tB+3rNTStG3ZifuJa6DuFHYc1axW6dwT3qSGwbttlShUAg+0fgAf9fwIFYtVtCI0MkioUZze7/E+nulgTDffaOYaVTYcVYqHLp8647YZlnQB99cKrkn5Jh7PXaP7FU4obHo8dlemsL5C0/EiHj3r9zRk27F6vsau47661e2GikUvHXtLFy6tLhgNtHTHM8LnN34e8TqMaKE4utdofHPTNxGvh6wVcednKeUxKeUIKWVjANcgt6tfxIQQZYUQ84UQ2/J++z0SCSF6CiG2CCG2CyGec5s+VAhxQAixOu/H2bfNTXBjgxs1z2v2EMM1StbARz0/wozbZpi6HSv4u3PXuELwrmzR0ky8cvHQd3ZdiR4gtzWUy50t7vSZV0BgaOJQjxHoItGtTu4oTf+7/H+6lru9+e24s8WdGNBsQERF2K06MfDmKgTctGJTAOpOro3abjgjKAaqr/BV0leRhmM4V8FmLUU8C8QX0DzSGNlHsH2hS60uKJxQGJ1qdbIwotjh/rd/pfMrQQtcx8fFI07EoWe9nhjWdZhpMf3U/yfMGjAr/3nfy/rilS6eyYDH2j+Gd7u9a6sRwFTxl8zzp2Shkvi699eYMWAGihQIP5FJ5gzA4BpBs0f9HoavGzD/XEcIga9v+trUbRjt4bYP491u70a8ngfbPJj/+K1r38p/XLRAUVQvWT2sdboPFOIq7xIt10eknaGV+aSUKVLKOwxa3XMAFkgpGwBYkPfcgxAiHsCnyK1/1QTAQCGE+62mD6SUrfJ+ZhsUV9QY3GZwyLu3Lnq+4MMZLj5OxKFumboRXfjbRfOKnl2mvu/7fcgimNFyJy5UH/Myhct4JJpC3QE2usn2kPZDkDwwWfOJrUvhhMLo37R/xJ/POBGHGiVrRLQOJzOqdY/3kMiBuJ/UBPqf2/FCz/V9UCAu/IKl5FxPdXgq//ELHV/ACx1f8DhWR9JaiDy1rdZWU2H5h658CK0qtzItDiGEx3lAs4rNfLp+Fk4oHPJGVyTCrQdpZ1/0+iLocef96963MBry5rpx1rlW57CWD1VQXU/B9WtqXxNWDE7To34PQ75H3M9P4oUx127uowC6rpvM6rpJ9mXnYSNuAjA+7/F4AH38zHMlgO1Syp1SygwAk/KWI420jAJTvYS+DHisjbTnzf0Es1iBYjFXFLDvZX1DzjOi+wiMvnF0yPmi0cudX/Y7vVNNa1tJNK3Q1NLtAcAdLYy6d6GN009qzLwYJntqVK6Rx/OralyFq2pchWvqXLpwGtBsgNVh6aKlu5xKrqR1ofhCiiOxl2hoWeTdysL7xqCr9bRLuSLlIt4G6TOi+wgM7zpcdRg+Hmz7ILrX7Y6Jt+jvAPTGNW/gwx4fGh9UjGlTtU3+4y61uiiMhFSyc3KqkpQyFQDyfvu79VENwD635/vzprk8LIRYK4QYG6hbYKwrUahE0NdHdB+hu7hqrNdDcB9pUGutLitPdvS2GtIrWKsWV/HmRuUboVrJagHni2ZVSlTBc1f7NAQ19Y64P0MTh1q6PcD8z140cE/uumpPUXRzH4lNSy0dLTcAVLJ769DKxSvjzhZ34uUu/m8UqORK7BnVEiFaBbrx4N113js5Val4JY/n4bRaj9UR2ioUq2DIehqVb4SWlY2pexnqGkaPwgmF8Wi7R8MaLbxFpRb5NeFihRk9PuqXrZ//uFzR3MRxhaLGfO7IOZReKQghfgPgr0jNi1pX4Wea64j1OYBhec+HAXgfgN+hOoQQgwAMAoBKlSohJSVF4+bt7ezZsz7vJe1YGgCgW6Vu+a+5pnl7s/mbSF2filSk6t52oHUG0iahTdT83QHguqLX4bISl+HUllNI2ZIScv5DFw75/Zu1L9ce/6T9Y2hs/yv3P1P/1utPrff7XoY1G4a4tLiA2y6cWdhnuQ0rNmB/gf1mhKncgxUexPBNl+4euv4u/vZbs2jZT6+vcj2yZTZ+PfRrxNtLSUkJ2cVVq6xTWTiVeSroPIsWLvJIiPl7v6q/d9xjKlWgFOqequsRk+t11XFSrkD7TFZ2FtKOpen6PzUVTREv4rF3zV40QiMsObYEadL/Oo5nHM/f9sKFC8MJ3RQ9ivbAD3t/8Ji2K2MXUmRKWOvTe+6wZdUWHEg4oHs7FVERG49uxEZs1L2skbz37z5F+mDxucU4veU0UrammL5dd2Z8x+j9f2q1adMmpBxP8ZleVpbN3+bdte/GP395nj/lnM/xiOmvv/7K33dDaVW6FfrX6I+Vf6/UFav7ulV8jxv1P9i4TP3+4k1KGfT9LVu2DEeLHbUwotix5sSa/L/9v//+m//4bHz457AZORn561m/fj16FO2BGkVr+F2flefKZC2lySkpZbdArwkhDgshqkgpU4UQVQAc8TPbfgDut+iqAziYt+7Dbuv6EsDPQeIYA2AMALRp00YmJibqeRu2lZKSAu/3Ui41NxN99RVXI7F+7mvtLrTD9hPbPeab2m8qCiWE3+TdtR13L3d+GasPrUby1mSP6R/1/Ah1SteJmrpLAJCIRF3zHzt3DBNO+A7xOmLACNw0ydieqjdfd7Oh6/NWcF9BzDs3z2f6tV1D1zf78tiX+Y+/SvrK5y5ntMmonoGvV+UW03Ttq/72W7O49tNr61yLBbsWAABaVWqF1YdX589zf8/7kZGdgRWzV0S8va6JXQ3bz09WPpn/twukS5cuHoXQXe+3VKFS+DIp97OmuiuL+3dlo3KNAn5nR8txyenuKn4Xftn2i8/0tGNpKFe+nK7/k/txoovsgj/3/on21dsHHEHym7TcUYfs9Fkoc6iMz/d9nap1kNglMaz1+Tt3CKZXt15hbccu/O3fN8D88Xv8/Z3N+Fzp/X9q1bhxYyS2SPT72oeHPgQAPJD0gN/XJ0681G2rY8eOSNicgHLlQ8dZv3Z9JF7lf5vBuP8NVOy7Rv0P7PS9467cocDv78orr0STCk0Cvk7hy9qZhZQLKQBy/85TT08FkFsQPdzPSmZ2JkYdHgUAaNasGW5uHPh6xcpzZbKWnbv1zQJwd97juwHM9DPPMgANhBB1hBAFAQzIWw55CS2XvgDWmxirow2/xrPvd5daXSJKTAHAzZd5fqE82OZBXFntSp9CrtP6T0PdMnWjKjEVjvJFy/udHifigo4kFM2iPTEF5I5cWLNkTY8RSlS4/4r78x8Pu8ZzRKpKxYz5PyQPTDZ0P9dS6DRQK62mFZqiSIEiyhNTRC5CCHSu1TlgYgoAJtw8AWN6jbEwqvA4vdYb2Z+RpRC0HpfY1ZIotO51u4e9rPvNRNZ2i112Tk69DaC7EGIbgO55zyGEqCqEmA0AUsosAA8DmAdgE4ApUsoNecu/K4RYJ4RYC6ArgMetfgN21LFGRwBeRbsLFvMoYOo+UlC4vC8Kr6t3HQCgf9P+uKP5HZjabyq+7/t90BPxWOcqjNu6qtrEhV7+DijeRX7pkk9v/FRJ/Sd33qNCuTQs21DTiXugk/bv+34fUVyRiobRP4lcShYqiSol7F1s3ErhFLOmXB2qdwg9k40ZmQBtWLyhpvnuvSL0AEJ21K5aZDWyWlVqhUm3TDIoGopG7vUxtQy0RRSMbZNTUso0KeW1UsoGeb+P500/KKW8wW2+2VLKhlLKelLKN9ym3ymlbC6lbCGl7O0qrh7rXC0FvBMIrpYTRiWLvE8cXHVfCiUUwm3NbkOhhEIxN4qdXr0a5nZXqFqiquJIInd789tVh0ARcCWbG5ZtiGIFPBNZo64fFbBAc6nCpfDkVU/i3W7vGh5TqKRZrA/MQObw/vyTOoNax2arYiPc2PBG1SE4ygsdXwirUDaQ220eUHdMinTUs3uvuDfgDSyKXfXK5BaAf/bqZ1G0QNH86bHeE4YiZ9vkFJmjVKHchJB3d5aWlVuiUHwhPN6eDczsIrF2ouoQDGNUEWwyz8c9P8bDbR8GANzS+BaP16qVqIa7W96N5zs9j8srX+7xWu3StXF3q7vzn7997dseryfWTrR8JEInCXXB0rlmZ4siIS34XWYPyQOT0aGGs1v/qFSrFEcCdalZtGbIeSJpwV4oPrdMxt0t7w4xp71cVf0qJA9MRu3StVWHQjZUp0wd/NjvR3Ss2dGU9cfa6Id0Cc+yYsztzW/HI1c+gqtrXO0xvWB8QUztP9W0Lxkisrc6ZeqgR/0eAC4lp266LLcYvxACtza5FeWLlsfjVwVPYLvuoFUrUc3EaLXVnArETnf2BjYbGPT1pzo8hem3TbcoGiKy0uc3fo7RN462fLtOb7kerP5Ty0otddVKTKyQGPT1Vzq/ElGvAjsdb/SItMWVVdzLkpC13G+uhduy0FuFohUAAJWLVzZkfeQ8SkfrI+sViC+QX/+JiGLbiO4jULJQSZ/pJQqVQPLAZD9LaOv6+/a1b6N6yeoRx2cWO3X5K1O4TP7j5hWb+7wuhECC4KGanKNO6TqqQ3AMO39P2lnfxv67kgO+g/wEU7RA0ZDJo7bV2mpenz9NKjTBL9t+UdYCSe92n+7wNIokFIn4fVulW91u+G7tdwCA/k36Y8rGKfmvsai2dT674TMcPXc04vVwQA3iGS+RTdzZ4s78A+wLHV9QHA3FgkbljS9UX61kNdsPdGCnC8LE2okoEF8AdUrXYbFrigpm1xjsWrurqesn+zPqBoNrPQOaDsCkDeYU/e5cqzOaVmiKckXVFPCvUaqG5nlnDZjluJZevRr2yj93vqPFHR7JKbJOmSJlUKZImdAzasTEYuxitz4yBYfc1a9/0/75j/21ZnEKp9xto/BdVze39eXNl93s85qdE1M96/VUHYIPIQQ61uyIaiWrsZ4RRQWzR8kc0m6Iqeun2OCqBQUAA5sH714dKVWJKT1uaXyL4xJTAIIW4y5RqITV4RBRhHgmTKa4tcmtqkOIKo9e+ajqEDRLiEvAtP7TVIdBJnqk3SMYfeNo/LfVf/On3Xv5vRjRfYRlMVxT5xrdy7hOYnlHjsi5nHgBbUfNKjTLfzxrwCyFkagXJ+I8khwuoWoCRhOn1Jjy5/MbP8eYXmN8ptuplTQRacPkFJnCezRA0se7z3XLyi0NWe+kW8xptu7Nu/VMi0otLNkuWadayWoeF4l9LutjSjfBQJxe0Jecqc9lfVSHYCs1S4Ue6cwoTCqbx6yEn/fornbWqlIrn2k1SmrvEud0Th6Vr3rJ6vnd4huWbag4GorEw20fRu1StQ3tIkjOwuQUkQNEMjKZyyudX0GxgsUMiEYfAaG7u9IVla8wKRqKFbc3M7fuDcUmFd+hdsYLCOdy3TS6qdFNpm3j0Xb2a/Vdroj/LnZPdnjS4kis83Xvr/1Ob1etncWRmO+tbm+pDoEi0Lpqa4y6YRQS4lgWO1bxP0/kABWKVUCnmp2w68Qu7D+zP6x1OKkWVIH4AqpDIAdoUr4JNh7b6Pc1f6M5cRQYMlPZImVVhxC1CicUxsWsi6rDiCoDmg3AtXWvRcViFU3bhvuNqUm3TMKAaQNM25ZWH1//Mf7z0398ptu5XmKkAv2Ph7QbghMXTuBsxtmo6S4bzf9HoljAllNENvJ8x+cB+HaViBNxeObqZ9CgXIOAy15V/SpTYyOym1aVW4W1XLSchJO9FI43ZgQxpylduLTp2/i2z7eoULSC6duJJUIIUxNT3uxy06lEwRJoXaU1XugUelTkaiWrWRCRNYZ1Hebx/ME2D6JEoRKoWaommlRooigqcxSML8gBRogcii2niGykQ40OSB6YHNayz3V8DjdN8m2e/1P/n5AtsyMNTbdqJarhwJkDaFnJmHpZRER2Fqst8zrW6Iift/1s6jaKFCiCd7q/g83HNvOi00FKFbpUG9AuLVqEEBiaONTva9P6T8Nzvz2Hbce3AQDqlqlrYWTm8r6ZE20JKXcTb5moOgQiChOP8ERRIlCx2ALxBVA4wfo7+q7imj3q97B820REZI1apWtZsp3yRcujY82OlmyLjBEfF+/xfOR1IxVFok3B+IJ4p9s7qsMwzbNXP4sGZRtgTK8xji6AHkrB+IK2SYYSkT5MThFFsfbV2qsOgYiIoliPerwBQdoEK01gF67uh7VKWZN0tVLHmh0xssfI/JHtiIjshskpoijwcueXAQDVS1T3mO4ajYeIgGvqXAMAaF+dSVsio7CGG0WbT2/4NKpbUBER2RWTU0RRIE7EQQiBz3t97jG9Z/2eiiKKTOdanVWHQFGodunaSB6YjKolqqoOhYiIbKpmqZooVrCY6jCIiGIOk1Nkunsvv1d1CDEpqWGSbUbH0YvJKSIiAoDWVVqrDoGIiIgswOQUma580fKqQ4gaWgpYvtvtXZQqVAr/af4f8wMy2CNXPoJ7Wt2jOgwiIt2kjM3R+gCgdOHSpq27ftn6pq2brFeyUEnVIRARkU0xOUXkIH0v6+t3uvtIfY0rNMb3N3/vyCbp19W7Dn0b+3+PRN6KFCiiOgQiApBYK1F1COQQE26eoDoEIiKyKSaniByEhWeJLunVsFf+45svu1lhJBRLqhTnSFfe7mx5JwAgIS7B8HUnNUwyfJ1knYLxBVWHQEREDsHkFBGZwjW8+GXlL1McCUUr9wthIQQ612StMlInlm8euPbF/k36G7reT2/4FKUKlzJ0nWStL5O+xMc9P1YdBhEROYDxt7iIiABcXuVyJA9MVh0GxZB7r7gXi/YuQs96zhylkpwtlmtOxYk4U77vWZ/I+coWKYuyRcoatr5vbvrGsHUREZG9MDlFFAUkYveiiMilbJGy+PSGT1G1RFXVoVAUc6/x547fw8YrFF9IdQhkMxxkh4goerFbH5mmXpl6AIAiCSxaTETWqFmqpil1b4hcmISyxte9v+agB0RERDGEySkyzTvd3sEjVz6CK6pcoTqUqBfoTj5RtOtWp5vqEIjIBBWLVVQdAtnM0x2eVh0CERGZiMkpMk2hhEK4rt51MV0k1gytq7RWHQKRbSTWTgTAwvtERE7RqWansJYrEFfA4EiIiMhOmJwicpiONTuqDoHINlpWbonxfcajffX2qkMhIiINbml8i+oQiIjIhpicIiIiRzNyJCiiUNh61XzPXf2c6hDIRGxRT0RE/jA5ReQwLPZMRKTOPZffozqEqHVZudzuuUw4ExERxR4mp4gcxl+tBo4eRURkjfi4eNUhRC22qCEiIopdTE4ROQwvjIiI7IejphJF7on2TwR8rXml5hZGQkREVmNyiigK8KKIiEit5zqyThKRFsFG3SucUDjga8ULFjcjHCIisgnbJqeEEGWFEPOFENvyfpcJMN9YIcQRIcT6cJYnIiIiilTl4pVVh0DkCDVK1fA7vUn5Jvl1NUsVKmVlSEREZAO2TU4BeA7AAillAwAL8p77Mw5AzwiWJyIiIiIii9QpXcdn2lvd3kKbqm1wR/M7MLrXaAVRERGRSnZOTt0EYHze4/EA+vibSUq5CMDxcJcnIiIiihSLeRNp568cQZyIgxACtzW7DcULFse1da7Nf61Poz4WRkdERCrYeUz6SlLKVACQUqYKISpavDwRERERESlQunBpAMDzHZ9Hhxod1AZDRESmU5qcEkL8BsBfkYYXLY5jEIBBAFCpUiWkpKRYuXnTnD17NmreC3lKO5bm8Xzj6o04s/WMomjISNxviewtR+b4fAdnZWdh0aJFKBwfuJgzhdYqqxUOnD+A/ev243DcYdXhkIn2H9iPtPOe+5H3sa96TnV0KdQFF7dfRMoOz9eMwmMukfNwv41eSpNTUspugV4TQhwWQlTJa/VUBcARnavXvLyUcgyAMQDQpk0bmZiYqHNT9pSSkoJoeS/kqVxqOY/nd95wp6JIyGjcb4nsLUfmoNwhz+/gtGNp6Ny5M4oWKKooquhxO25XHQJZYPr56cg4mYGhXYZi6MKhAOD32NcNAS8VDMFjLpHzcL+NXnauOTULwN15j+8GMNPi5YmIiIiIyGAF4gsAAMoU4WDaRESUy87JqbcBdBdCbAPQPe85hBBVhRCzXTMJISYC+BtAIyHEfiHEvcGWJyIiIiIidZ7r+BwGNB3gd9Q+IiKKTbYtiC6lTANwrZ/pBwHc4PZ8oJ7liaJNvIhXHQIRUczwN8oYEelTvmh5/KfFfwAAH/T4AIfOHlIcERERqWbb5BQRBVasQDGkZ6YDAL7o9YXiaIiIYocQ/pNTTFoRhad+2fqoX7a+6jCIiEgxO3frI6IAvkz6Mv9x2SJlFUZCREQAICFVh0BERETkWExOETlQiUIlkBDHho9ERERERETkfExOERERERERERGRMkxOERERERERERGRMkxOETnUXS3uAgDEx3G0PiIiIiIiInIuFq0hcqi+jfuib+O+qsMgIiIiIiIiighbThERERFFSECoDoGIiIjIsZicIiIiIiIiIiIiZZicIiIiIiIiIiIiZZicIiIiIiIiIiIiZZicIiIiIiIiIiIiZZicIiIiItLhsXaPqQ6BiIiIKKowOUVEREQUoTjBUyoiIiKicPFMioiIiChChRIKqQ6BiIiIyLGYnCIiIiIiIiIiImWYnCIiIiIiIiIiImWYnCIiIiLSoVjBYqpDICIiIooqTE4RERER6dCuWjvVIRARERFFlQTVARARERE5iRAi/3Gnmp1QqngphdEQEREROR+TU0RERERhurHBjTi68ajqMIiIiIgcjd36iIiIiIiIiIhIGSaniIiIiIiIiIhIGSaniIiIiMJUs1RN1SEQEREROR5rThERERHp9GO/HxEn4lAwvqDqUIiIiIgcj8kpIiIiIp0KJxRWHQIRERFR1GC3PiIiIiIiIiIiUobJKSIiIiIiIiIiUobJKSIiIiIiIiIiUobJKSIiIiIiIiIiUobJKSIiIiIiIiIiUsa2ySkhRFkhxHwhxLa832UCzDdWCHFECLHea/pQIcQBIcTqvJ8brImciIiIiIiIiIi0sm1yCsBzABZIKRsAWJD33J9xAHoGeO0DKWWrvJ/ZJsRIREREREREREQRsHNy6iYA4/MejwfQx99MUspFAI5bFBMRERERERERERnIzsmpSlLKVADI+10xjHU8LIRYm9f1z2+3QCIiIiIiIiIiUkdIKdVtXIjfAFT289KLAMZLKUu7zXtCShmo7lRtAD9LKZu5TasE4BgACWAYgCpSynsCLD8IwCAAqFSpUutJkyaF9X7s5uzZsyhevLjqMIhIB+63RM7D/ZbImbjvEjkP91tn69q16wopZRt/rylNTgUjhNgCIFFKmSqEqAIgRUrZKMC8teGVnNLzute8RwHsCTtweymP3AQdETkH91si5+F+S+RM3HeJnIf7rbPVklJW8PdCgtWR6DALwN0A3s77PVPPwkKIKq5ugQD6AlgfbH6XQH8oJxJCLA+UlSQie+J+S+Q83G+JnIn7LpHzcL+NXnauOfU2gO5CiG0Auuc9hxCiqhAif+Q9IcREAH8DaCSE2C+EuDfvpXeFEOuEEGsBdAXwuLXhExERERERERFRKLZtOSWlTANwrZ/pBwHc4PZ8YIDl7zQvOiIiIiIiIiIiMoKdW05R5MaoDoCIdON+S+Q83G+JnIn7LpHzcL+NUrYtiE5ERERERERERNGPLaeIiIiIiIiIiEgZJqeikBCipxBiixBiuxDiOdXxEMUiIcTuvEEZVgshludNKyuEmC+E2Jb3u4zb/M/n7bNbhBA93Ka3zlvPdiHEx0IIkTe9kBBict70pUKI2pa/SSKHE0KMFUIcEUKsd5tmyX4qhLg7bxvbhBB3W/SWiaJCgH13qBDiQN5xd7UQ4ga317jvEikkhKghhPhDCLFJCLFBCDEkbzqPuZSPyakoI4SIB/ApgOsBNAEwUAjRRG1URDGrq5Syldtwt88BWCClbABgQd5z5O2jAwA0BdATwGd5+zIAfA5gEIAGeT8986bfC+CElLI+gA8AvGPB+yGKNuNwaZ9yMX0/FUKUBfAqgHYArgTwqvsJORGFNA6++y4AfJB33G0lpZwNcN8lsoksAE9KKRsDaA/gobx9k8dcysfkVPS5EsB2KeVOKWUGgEkAblIcExHlugnA+LzH4wH0cZs+SUp5UUq5C8B2AFcKIaoAKCml/FvmFgj81msZ17qmArjWdeeIiLSRUi4CcNxrshX7aQ8A86WUx6WUJwDMh/8LbSLyI8C+Gwj3XSLFpJSpUsqVeY/PANgEoBp4zCU3TE5Fn2oA9rk93583jYisJQH8KoRYIYQYlDetkpQyFcg9SAOomDc90H5bLe+x93SPZaSUWQBOAShnwvsgijVW7Kc8VhOZ42EhxNq8bn+ulhHcd4lsJK+73eUAloLHXHLD5FT08ddygkMyElnvainlFcjtYvuQEKJzkHkD7bfB9mfu60TWMnI/5f5LZLzPAdQD0ApAKoD386Zz3yWyCSFEcQDTADwmpTwdbFY/07jfRjkmp6LPfgA13J5XB3BQUSxEMUtKeTDv9xEA05Hb5fZwXnNk5P0+kjd7oP12f95j7+keywghEgCUgvYuDkQUmBX7KY/VRAaTUh6WUmZLKXMAfInc4y7AfZfIFoQQBZCbmJogpfwpbzKPuZSPyanoswxAAyFEHSFEQeQWkpulOCaimCKEKCaEKOF6DOA6AOuRuy+6Rgi5G8DMvMezAAzIG2WkDnKLO/6b17z5jBCifV6f+bu8lnGt61YAv+f1vSeiyFixn84DcJ0Qokxe16Pr8qYRUZhcF7h5+iL3uAtw3yVSLm8f+xrAJinlSLeXeMylfAmqAyBjSSmzhBAPI3eHiwcwVkq5QXFYRLGmEoDpefXJEwD8IKWcK4RYBmCKEOJeAHsB9AMAKeUGIcQUABuRO5rJQ1LK7Lx1PYjcUYmKAJiT9wPkHuC/E0JsR+5doQFWvDGiaCKEmAggEUB5IcR+5I7m8zZM3k+llMeFEMOQe0MJAF6XUrLlI5FGAfbdRCFEK+R219kN4AGA+y6RTVwN4E4A64QQq/OmvQAec8mN4I12IiIiIiIiIiJShd36iIiIiIiIiIhIGSaniIiIiIiIiIhIGSaniIiIiIiIiIhIGSaniIiIiIiIiIhIGSaniIiIiIiIiIhIGSaniIiIiGxCCPFfIYQUQvxXdSxEREREVklQHQARERFRNBJCSJ2L/M+UQIiIiIhsjskpIiIiInO85mfaYwBKAfgIwEmv11YD2AXgHwCpJsZFREREZCtCSr039YiIiIgoHEKI3QBqAagjpdytNhoiIiIie2DNKSIiIiKbCFRzSgixO++nuBDiAyHEPiHEeSHEaiFEn7x5EoQQLwghtgkhLgghdgghHg6yrR5CiNlCiGNCiIt5878nhCht6pskIiIi8sJufURERETOUADAfABlAcwEUBDAQADThBDXAfg/AO0AzAFwEUA/AKOEEEellJPdVySEeAW53Q6PA/gZwBEALQA8BeAGIcRVUsrTlrwrIiIiinlMThERERE5Q1UAKwEkSikvAoAQ4jsAiwD8CGAHgGZSypN5r40EsBnAcwDyk1NCiK7ITUz9DeAG1/x5r/0XwDd5rz9u9hsiIiIiAtitj4iIiMhJHnMlpgBASvkncouolwHwrHuiSUq5E8BiAM2FEPFu63g07/f97vPnLTMOuYXZ/2NC7ERERER+seUUERERkTOclFLu8DP9IIA6AFb4ee0AgHgAlfMeA8BVADIB9BNC9POzTEEAFYQQ5aSUaZGHTURERBQck1NEREREznAqwPQsAJBS+ns9K+93Abdp5ZB7DvhqiO0VB8DkFBEREZmOySkiIiKi2HIKQJyUsqzqQIiIiIgA1pwiIiIiijX/ACgjhGiqOhAiIiIigMkpIiIioljzQd7vL4UQVb1fFEIUE0K0tzgmIiIiimHs1kdEREQUQ6SUC4QQzwF4C8A2IcRs5I74VxxALQBdAPwFoKe6KImIiCiWMDlFREREFGOklO8IIRYDeBRARwA3IbcW1QEAYwD8oDA8IiIiijFCSqk6BiIiIiIiIiIiilGsOUVERERERERERMowOUVERERERERERMowOUVERERERERERMowOUVERERERERERMowOUVERERERERERMowOUVERERERERERMowOUVERERERERERMowOUVERERERERERMowOUVERERERERERMowOUVERERERERERMr8PyKeOUkx/8ZRAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "voler = torchaudio.transforms.Vol(gain=.2, gain_type='amplitude')\n", + "augumented_wav_4 = voler(wav)\n", + "visualize_audio(augumented_wav_4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Room Impulse Response\n", + "\n", + "This augmentation convolves an audio signal with an impulse response. As result, we simulate new enviroment acoustic on given audio.\n", + "\n", + "It may be a little bit trickly, so feel free to learn more about it:\n", + "\n", + " 1) https://www.acousticalsurfaces.com/acoustic_IOI/reverberation.htm\n", + " 2) https://www.sonic-shield.com/echo-vs-reverberation\n", + " 3) https://en.wikipedia.org/wiki/Convolution_reverb\n", + " 4) https://danielpovey.com/files/2017_icassp_reverberation.pdf" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rir, rir_sr = torchaudio.load('h001_Bedroom_65.wav')\n", + "visualize_audio(rir, rir_sr)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def simulate(audio: torch.Tensor, rir: torch.Tensor):\n", + " left_pad = right_pad = rir.shape[-1] - 1\n", + " \n", + " # Since torch.conv do cross-correlation (not convolution) we need to flip kernel\n", + " flipped_rir = rir.squeeze().flip(0)\n", + "\n", + " audio = F.pad(audio, [left_pad, right_pad]).view(1, 1, -1)\n", + " convolved_audio = torch.conv1d(audio, flipped_rir.view(1, 1, -1)) \\\n", + " .squeeze()\n", + " \n", + " # peak normalization\n", + " if convolved_audio.abs().max() > 1:\n", + " convolved_audio /= convolved_audio.abs().max()\n", + "\n", + " return convolved_audio" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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opUVgROTfpuObjA6BiChs+EpAsWYfmc2aI2vw0p8vYdCMQbru50T+CVXLbz2xFSfPn9QpmuhlS0rN2jzLPu2XXb+41aMKFxzIhIjUUpOc6gjgBynlGR/LHAJQK7iQKBLkXcjjib5GzhWd8zrvqcVPhTASotDJL8zH4bzAupkQBWL2ltlGh2AorS8kt2Zv1XR7RnI9nykpLUFaehpmbJqh634Pnjmo6/ZtXlnyiqrl//Pbf/DAwgec/i5FJUVahxW1Fu9ZbH88Y/MMvLXsLQOjISIKHTXJqXgA/orbVAUQnul90syZC2dw0/c3YeCMgUaHEhHGLBhjdAhEITdx+US3aafOnzIgEookvkbki/Zi17kFuUaHYHoXii8AAIpKLYmY77Z8p+v+Pl//ua7btzlVoP6zNa8wzyk59+3Gb7UMKaqVSOdLqeWHlhsUCRFRaKlJTu0DcLmfZboA2B5wNBQReIJLRMHKOus++lM4194gimZ/7f/L6BCCYitIPW39NAC+WzRHstWHV+O3Pb/Zn3+76WJCKvcCz/2CtfygJQnF+ndEFK3UJKfmA7hSCDHc00whxB0A2gGYo0VgRKTel/9+aXQIFGG2ZW9jdw2KGLzoM8ZbyyOnW9Jby97C5JWTAQAXSi4YHE3o5Bbk4uUlL+O9le8ZHUrEmrt1LgBETD2vA7kH7I83H99sYCREFC7UJKfeAnAAQLoQYiaAKwBACPGA9fkUADsBvK95lBRWePJvHDb9Ji0dOnMITyx6wmnEncKSwrAtzkpEwLGzx4wOIaz9deAvHD171P788JnQ1MbLPpcdkv14s+LQCkP3H+32n95vdAiqOdZM23Vyl4GREFG4UJycklKeAnAVgKUAhgPoC0AAmGx9vhxAbymlv7pUFOH0HvKYIsOUtVOQlp6G0wWnjQ6FvMi7kAcAWLhroX00p6GzhuLFzBcNjIoocL5qTkWL/CLPp2m2rmvkzrUguuNgDeuy1oUkhgcWPqDbtpV0U/z70N8+52/L3qZVOOTBAz/p9/8nIjILNS2nIKU8IKVMBdAewL0AngUwHkAnKeVVUkoOrUT4dM2nRodAYSBjRwYAS+scMr+X/3zZ/nj9sfW678/TaJ9MLBDphyPsmpu3pKJZhGpkwUi2L3ef0SHoZsH2BUaHQERhIC6QlaSUGwBs0DgWihCbTmwyOoSIwYsFMgvXO+vP/f4cTpw7gU+u/yRkMbDLMAVr7+m9RodAYYityoAdOTuMDiHqrTq8Cp1TOhsdhiKu56/Hzx03KBIiCieqWk4RaeFE/glsPbHV6DDCwsbjG40OQXd7T/Fi0ax8JYPWH1uPw3mH2Y2Xwsqby940OgTD8aYHBSKvMM/oEKKCr+Nz7ZG1IYwkONP+mWZ0CEQUhry2nBJCPB/gNqWU8pUA16UoMGbBGEhIZIzKMDoU04uG4aqnrJuCtOZpRodBAZqydgrGdRyn+XZPFkTGaEVE4YKtg4iM99ay8B/ZsrCkEPO2zwt4/YO5B/HaX6/hlna3oHu97toFRkSm56tb34sepjmm84WH6cL6mMkp8opdc4ijvUWOxXsX65KcKigu0HybRESBYGuz0DldcBrpG9PRTDYzOhRDLD241Ou8xXsX495O94YwmsDM3To3qPXvW3gfAOCNZW8gox5vZKuxLmsdDp05hIHNBxodClFAfCWnenmY9giAAQC+AZAJ4CiAWtZlbwLwI4BJmkZIFMUi9YR4ytopRodAChhVgNzb+54F0YmCp2ULqdyCXM22RZGjsKQQ8bHxAa07cflE/HvsX2wr3Ybe6K1xZOHtQskFo0NQpKi0yOgQotYLmS8AAJNTFLa81pySUv7p+AOgPoA+ALpKKe+QUn4hpfzF+vt2AN0AXAugXkgip7Cw8tBKo0MIW1l5WXht6WtGh6GLZQeXGR0CKWBUK0eO6kMUHuZvn290CIY7X3weAJC5LxMXisMjeaC33/b8FvC623O2AwBWn1ytVTgUxkbPG210CGGhuLQYxaXF9ueFJYUGRkMUODUF0R8BMFNKuc7TTCnlGgCzrMsRAXAv6L3p+MWR/I7nc+QOX8b+MNboEIgMMfWfqR6ns0swmcG8bfOQlp7mdCEQTrRskXvq/CnNthWuvtrwFdLS0/D2ircx/qfxuu7ry3+/1HX7WgnmPcYu3b6Fw+eOlp8xJ8+z/qQSd2fcjSEzh9iff7jqQwOjIQqcmuRUcwBZfpY5Yl2OyCPHE9lfd/9qYCTmFszJB7tZEBHpZ9bmWQCA80XnDY4kvGw+vhn5hfkh2dfqw6tx+Mxhzba3I2eHouWyzmbhuy3fYf3R9Zrt29HsLbM136aWfyebtVmBjSrHepT+nS44bXQIfh3IPWB0CFEn+1y20/M9p/YYFAlRcNQkp84A8DdkQg8AZwMPx50Qop8QYrsQYpcQ4kkP828WQmyw/iwXQlzqMG+fEGKjEGK9EGKNlnFFuskrJ+uePJq5eaau2w9nwdwdffb3ZzWMhMLV2cKzeHPpmzhbqM1Hsq3ripEiveaUlNLtBJMoUjy5+El7PRQ9bT6+GS8veRnjftRuoAY1XWS++PcLPPfHc5rtW28/7/pZ822uPhJYl7y524IrpB0NJv09yegQ/GLNKSIKlJrk1I8ArhRCTBRCVHKcIYSoJIR4G5bklWbDKgghYgF8CKA/gFYARgkhWrksthfAVVLKdrCMEuhaabmXlLK9lLKjVnGFs1JZihmbZvi947tozyK8v+p9Tfd99OxRnLlwRtNtRqqdOTsDXvfgmYMaRqIP14K8kVr43Uij5ozC0oNLkbFdm4/kvMI8j9NDmTCK9MTNzM0zccf8O5CV56+RMlHg/jrwl2bbUtvVVmkLpGCwxUD4CodWQUYLh26PRSVMThFRYNQkp54CsA+WmlIHhRCZQoiZQohMAAet0/cCeFrD+DoD2CWl3COlLAQwA8AgxwWklMullLa+Yn8DqKPh/iPO0gNL8c3GbzB9/fSQ7M+WBPvq369wd8bd+GTtJyHZb7iLtto6S/YvMToEClAo36v//eu/nmOIkOTmv0f/BQDknM8xOBKKZHO2zjFs39H23RYOzPQ/ybvg+SZIpAnmO8tWMN7MNhzfYHQIUW9f7j6jQyAKiOLklJTyOIBOAD4DEAegJ4Dh1t9xAP4PQBfrclpJgSXxZXPIOs2bMQB+cgwbwK9CiLVCCFaXxsW7GaG682KrnTRry6yQ7C9SlMrSgNctkeFXs8FbwcuccznYf3p/iKMJf/O3BT6CVkFxgaoLBKPv4q4+vBoDZwzE3lN7DY2Dok9RaRGklBGTHI1E54rOGR0CqfD7vt+NDiEk5m2bZ3QIRESmFKdmYSnlSQBjhRD3AWgBoAqAXADbpJR6DB/hqb+Ix7NAIUQvWJJTPRwmd5dSHhFCJAFYJITYJqV0a6JhTVyNBYDk5GRkZmYGHbgZnD171u21rD+1HjnZOdhVsguZFzLd1jly/ggS4xORk225c//r778iPiZe1X5t6wLA7OzZmL3GewHPBYsWoHKZyqq2b2ZSSqQfTEeX6l3QuGLjgLezdNvSoOLo+0lfPN7scdX/u1DIL87H7kO7naZt2rwJ1Y5Vc1v26Y2WhpivtX0tJLGFgqfjUmtvbXrLfsG8ZesWZOYo219RaRFe2GypCfNa29ewL3+f0/GcmZnp9NxxupY87cPbvuYenouckzmY/cdsdK7eWdM4Qu3AgQPIyc/B6tWrkZ0Q2V0YjeLtvVVcUoyc7BxF7+WDWQdRIkvw2MzHsD1vOzpX74zBKYO1DVRH3v4Gy5YtQ7V4989hX3Yd2oWcU+pa+un9+bcxe6P9NS7KXIQqZaoEvc0jR44g54K61/nRgo/QqrJrJQp1QvF5uz1ru8/P3EAFEqdjHMUlxRFzPu5qyZElyMkJ/G+esSgDlcpU8r+gQby9n5T+P13Xj9T3gZZC8VkBhOYclqKbquSUjTURtUnjWDw5BKCuw/M6sIwI6EQI0Q7AVAD9pZT2o1NKecT6+7gQYi4s3QTdklNSyimw1qrq2LGjTE1N1fAlGCczMxOur6VkTwkyCzJxAAfQqlMrFJUUIaVyCj5a/RHOFZ3Dn1l/AgASayQCAFpe3hJ1q9R13bRPiVmJipftckUXJFdMVrV9MyssKcQ7s97BvLx5yLheWa2fzcc346U/X8K0QdNQMb4iAHV/Q2/qtq2LljVbBr0drT3+6+P295dNm9ZtkNoy1W1Z298hUo5JwPNxqbXErER7V43KKZWR2l3Z/mZsmoHEYxf/5puPb8acMxe7AKWmpnp8b2r9eny9/133tXnVZuzZvQft2rVDahNt4wi1t7PeRmL5RHTq1AltktoYHU5E8vbeysnOQWKNREXv5apZVQEAJ8VJJJZNxG7sDqvPKG9/g8NVD2NI5yEe53nz79//Yv9eda1b9f5bndp6CiuKVgAA9lXah4e6PhT0NmecnYHSPHUtmvMT8xV/9nrj6X911VVXudVtDMaudbuwDds0255NIP9nx9ebk52j+Ws1i62rt2KX2BXw+i0ua4GmiU01jEhb3j5jlLwnSmWp2/rh9PlqlFCcmwGhOYel6Kam5pQRVgNoKoRoKISIBzASwALHBYQQ9QB8D+BWKeUOh+kJtsLtQogEAH0RmoRa2BizYAzG/TgOe07twU+7fsKf+/90W+a+hffpGsPCnQt13X6oPfXbU/bHSkf3mbFpBs4Xn9d8lL3//PYfTbenlaNnj7pNW5e1zm3arpOBn7jRRUsO+K7ntT17O55e/DSKS4txofiCffrm45v1Di0gMzbNMDoEIgDO3a8joQDwL7t/Ub1OIPWK8gvzdS1aPm39NPtjf59/SkX6SKFGOXzmsL38gyc8D/Asvyjf6BB0s2D7Av8LEVHEUpycEkL8rvBnsVbBWVtoPQDgFwBbAcySUm4WQowTQtjGCH4eQCKAj4QQ64UQa6zTkwEsFUL8C2AVgB+llNqPlxsBHvo5+LuKgTpx7oRh+9ba8fzj2HFS/UhE64+tBwDsPmXp6pZfGLknHd7Y/gaO9p3eZ3+8LVv7u7rR5s99f3ocBW7S35Ow8fhGZOVl4but39mnP5/5vNsQ46FIWPmrYfXNxm90j8EIx/O1LNdIofbqX68aHULYePK3J/HQzw+FpB6U0ptE/gSShNMqMeZq9hbvpRLCyZkLZzDux3EYMnOI4rptR88exeI9i7E92/xFwX0JtjXYc388p1Ek5pNzzr17WrQUyicidS2nUv38XOXwWDNSyoVSymZSysZSylet0z6RUn5ifXyXlLKalLK99aejdfoeKeWl1p/WtnXJXP468FdQxb/NZMyCMU7PA31dL//5shbhRJTJKyeHbF8lpSVOLYgixcQVE/HATw94ne+aHCmVpcjcn+k07UieW69qzQ2fPVz3fZjRfxZdbOn4v+X/MzASCsTarLVGhxA2bKNIfbvxW2MDCVN/7f/L6BA04XgjbsH2BR7PmRyTgov3LMbdGXdj0spJeHzR4yGJUS9aDKIQTTc0OIKtb1tPbDU6BCLNqBmtL8bTD4BqsHSZWw9gJgDzVWCmoKhJsgTSteG+H/XtOhgKO3LcW0y9/tfrqrez9MBSbMneokVIANSdvBQUF2Bg+kD8fehvzfYfjl776zUMmz1Mk21tz96OtPS0kCR1bLLPZXu9y+/aiqC4tBiH8g4BAF7880W3eeEk3EdMO1Vwyv7Y2+iVZG5p6Wk4X3Te6DBCKpjubuHUFfJ0wWmjQ7A7U3jG6BA0N/Wfqfhmg/dWsfmF+Zi0clLoAgoDrjdEI0Uk1hjT2+YT5izDQBSIoGtOSSlzpZS/AegDS+upx4KOikzFsXuVP4H0FT+cd9jnhWU4DNV97Owxt2nrjrrXUfLnzWVvahGOnZqTl5mbZkJC+jxBNEoo632sOrJKs23Z7u6uPrxas236cyD3gOJlzZYE+ffov0aHYBhPNwF+3f0r5m+bb0A0FCjHJGM0CKS7WzgyosaPt26PZvvc1sqsLbO8zrvnh3t02WdRSRGWHlga8nNMJmC88/S/2HJii+mvA4ySdyHP63lf5r7M0AZDpAHNCqJLKU8CWAjgLq22SeagpiaVv3ox3ry38j2UylJsOLbBbd7AGQMxcs7IgLZrdssPLjc6BDtbvaGiUmPuZu/M2WnIfh15Ktauhan/TNVlu4E4kW+p87b68GosO7DM4Ggu2nJiC579I/hBAfIu5OHhnx/G3lN7NYjKWO+vet9U7x0Kzg87fsDhM4eNDiOiLdq9yOgQNBOqxHQ4tJLNvZDrNm3tkbUezxnVeOSXR/Dmsjex/uj6oLYTSX7b85tuRckDvUb4eM3HmLttrsbRhLfCkkLM2TIH438ajz/2/eFxmSlrp4Q4KqLgaT1a3xkA9TTeJoWRQO8GLd67GINmDMIzvz/jdJJw6Iyly1EoCqcGI9C7x6GqpZSVl6X4BPRwnjEXT4/++ih25OzApL8nuY3kdOCM8tZAwdCz5c7B3IOmuPO3LmsdpJR4ecnLTqNaKXG28KxOUUGzi/a3lr2F3ad248GfH9Rke6EQiTXOotXCnQuRlZdlH8RhXdY65BbkYumBpfh07adhXyvH7CavCl19wkjx484fQ7IfKSXS0tPw3O/PYf/p/YrWeezXx7yO2Pfiny/imd+fCer8cH+uJY5Q3yg08+iP7618D/+37v8CXt9X8XIldea8XUcofc9Ekkl/T8K0fzyfp83ePBvT/53usx5XJI/qSJFLs+SUEKI8gOsARE+FPtKFYxcox5pJeg49rRd/J02hSLrlFuRi7A9j8emaT3Xbx9IDSzF63mhFCTBfibytJ7Zi8d7FeP2v1/Heyve0DFERPRNz9y28D4v2GH9X/1zROQycMTCgddUms4zgOAKoViN16a1ElvicP2PTjBBFQsGav30+xv4wFk8segKFJYV4IfMF3DL3FnuX7XAZjdWMxZa3Z2/H/5ZFz2ABoegyacSANOuPrfc5OIerX3b94nN+Sanvz08ltOzOr0Qkd4f1VIPVJpgbMb5ufpeUlpji5p/WFu9djLnb5np8beeL/dc3jJQBpyi6KE5OCSFu8/JzpxDiBVgKojcBkK5XsBQdFuzw3Jz4hx0/hDiS4B3MPeh1XnFpcUhOUGx3HX/e/bPXZYL9Uv9o9Uc4ef5k2Fx4ebL2yFpNm43P2zbPbZpexeaLS4vxT9Y/KCwpxKbjm3wuGw4JJjVsdwbXH13vVnj+6w1fa7qv7HPZihJe+YX5mLV5lqLjqlSWekxSO57Ef7PxG11brUWLUA/2MHTW0JDuTwv7T+/H2iNrMWbBGKSlp5nqfff4osex5MASLNm/xOhQIsbm46ErpBxo90F/50kvZL4Q0HYdRWodLyO4Dq6iltryCgXFBRg8czDSN6Vje/b2kNb41JNja/JVh0ObPA3W3lN7kZaeho3HNhodCoWhOBXLTgc8fkPYUtmlAL4GEHzRENLN7lO7A1rvYO5B1K1SV+No1Fm0ZxEe7BI+XXX8CdWoTkoKZK84tCKofdhOHrUq8mnEXcWfdv2k6fY+++czt2la3sX6+9DfWH90PcZ1HIcv//0yausxrD5iORFdfmg5lh9y7poxd9tcdK3TFa1qttJkX3fMvwMAkDEqw+dyn/3zGRbtWYR6Veqha52uPpf9dM2nWLhrodv04bOHOz3XonVAtFu8Z7HRIZjerM2z0LBaQ/vz4/nHUTG+ooERuZu7dS561u9pdBi6C0XXr1DWmHQtzqxV4nPnyZ2Yu3Uuypcpj35N+mmyTb2ZuVtfMLRovaT2fNT2Pvpuy3dI32RpHzH60tEY1mqY0zJm+xzz58nFT9of//ev/2Jq2lQkVkjElhNb0C65HeZvN+9gKbZacCsPr0Tb5LYGR0PhRk23vjsA3OnhZzSAgQDqSClHSynDZ2zgKJSxw/dFlTdZZ7MULRepX7j++Goh5c1N39+kQyTuHFvKzNrseTScMxcCG5q6oLgAJ/JP2E8Ocgvci5aq2Zet+POxfPfRD/W28vBKp+enzms/6pZry55AFZcW49W/XsWPO3/ENxu+8ZuYUjPiZiDM3Jx+wm8TsPXE1pDtb9fJXfbum66fCyfPn0RaehrmbJljn/b7vt89bsc1QbvmyBrVsSzesxhLDyxVvV6kUtLq7VzROUWfY5Eq62yWU6u9UN1EUSNaRkQMxU0aTy189eLacurRXx/VbNvT1k/Dh6s/1PR7OxxGik5LT/PbWjqUbMkhIzgmWr/49wukpafhv0v+iyX7l2DUnFH2OoDhYOOxjThdcNpp2l0Zd2HIzCF45vdn8Ptez+cNRJFAcXJKSvmFl5+vpJQ/SCn1GeaKTEHpHS69+zeb7UThXNE5zNw0EzM2h0dNmK82fKVoOaXJtmd/fxZ3LrjT/txXYcZwM/6n8QGvm5ae5nG6VnVc/tz3p/2xkvdeMK9FiZ0njRtpUclnzrqsdSGIxOKRXx6xP/5yw5dO82wDPEz/d7rqUaYmrZykOpZJKyfZax0RsO6o//fB2IyxuGXuLbrFICExaMYgRcuuPbIWn61zb4Gpp50ndzp9pjjevTeLULesNWOrxbT0NHy35bugt6Nn3Usjul9qeQ46cMZAPL34ac2250jLFmtmqkmo582QxXsXq74GWHl4Jf633FKnbvfJwHqOGCH7XLbP+e/+/a5u+160e1HQ3Vz1/IzOysvCh6s+DJuaoqSe2ppT7fws01YIcVvwYZHZvL/qfUXLaV2fwrXO1K+7f9V0+8H6/J/P8fVG73VtPlz9ocfp27O36xWSXx+t/shtmusdzfsW3qfoJGB7Tmhfxw87fkBaeprfE+qT509i0t+TFJ/IeKqF4WnoaiV8JaC0OnE2W5FLI5LGuQW5OHzmsKITlH+PBT8KY865i4lXNcmuD1d9iPt/vN9t+s4cS0Iv0KG11TiYexBp6Wkej31yFuhxr0apLFX0Ofbiny9i3vZ5usdjdrkFuU7nAmovnAJp2Wzz3O/PYfDMwQGvHwx/LdG1aKWi52f3/5b/z6lVT6AXrL/s9l0Q3ZHWtaM2ndCnVZKa1+SPFt9vWtH7XMBT3UClSYpwKkJ/ocSYEXxzC3IxedVkvPBH8HXcAO3LZQDA2B/G4ufdP+OTNZ9ovm0yBzXd+qYDGOxnmYEAPg80GDKvQAtZBsrWlcBWT8bmg9UfhDQOf/yNlrH39F6P0x1HFAu1n3b9hLT0NNw+73b7tE/Xuo/kt/mE+kKpOedydBvlqaikyH6B4u8EdPS80Vi8dzFmbp6paNvBjCDj6q/9f3mdp0VNrqNnj2p6YqsFrWqNqXHPD/dg3I/jFHUl3podfLe+j9d8bH/8QuYLSEtP8zlkts3Pu3/GgTMHUFRS5HTifvBMYBfM+YX5ToVSvXHc130L7wOgz4kiBc42WIXZpaWnIS09zWOXqWAuRj3VWvPklrm3ePyOcuXt7xlIy8kdOTvw574/sf7YetXraiWcLqa9cezGr/T7OBiP/voo1h5Zq/t+yLNDeYd03b6nrnkTl09UtK6Zel58vPpjn4M8ebuxHQg1NzNtIwfvy92nyb4LSwqRfS4baelpmhd1X7Rnkds52Pxt8/H28rc13Q+FnprklBKx8Fw0naKEVhepC7Z7HrEPCE1LAy0dO+teP8kMtbn8dcHbcmKL6m1OWjkJYxaMwc3f32w/Edhzag/+2PtHQDE6umHWDTicZ7koX390vaJ1vtn4TdD7VWv6v9O9zgv2/553IQ93Z9wd8hZroaDms+PU+VP2UfqUXsDpUW9CzQnkDbNuwOtLX7c/33Jii6Ikk6PHf30cI+eMxLgfx+HX3b96POn8ZsM3SEtPw8AZA1Vtm8ifQG5Y+KNlS5fJKydrtq3Hfn0ME1cou+j1Rc8L4sKSQmw4tsHeXdjsQjUinhbdzMNtREjX+kSBUvud5EiLbqb+fL/te7dpWpYV2JmzE2npaRj3wzjNtmnz0E8PIS09DaWyFAt3LcSnaz91apGtl282KD8PVjKAkhKOrdlsrcQX7V6kybYdubaemvrPVGTuz9R8PxRaWienmgGIjkqV5GTxnsVBfam5yivM85pl33Jii26tc9RSkmzYeNy8Q6n6uqP81YavMHTWUPsXiyvHukeuzlw4Y08aPPTzQ3jn73eCC9SFkrvoNmnpaX6bfWvVd/2nnfq2TDFrTa/Hfn0s5K0r1Zq6bmpQ63u6yFSbKLcl1ABL4elxP6o7AXZMSr6/6n38vOtnFJYUorCkEGuOrIGUUlX9u7VH1iItPQ3jF+pbk4yUOVt41uMw6ma54//msjeRdyEPGdsz7Md7sDekAr2gzS/Md5vm7e9kaw2gVFFJ+Izr88zvz+DeH+9VvV5JaQm+2/JdRNZt0eKmVLDfF6H20M8PabIdtd9Jjowohq71Z+OcrZbBSg7nHcbZwrM+W8Krtef0HgDA8oMXRxVWeqM1GGpuzD33x3P2x4UlhRg6a2hAfwPHzxUtu8q7Dlbi2P3RLN+TFLw4XzOFENNcJg0WQjTwsGgsgHoArgTwozahUbhYtHsRJq+ajLiYOM0uUOdvn+91mNQXMi19of0N5x4KSlptrDq8Ctc0uiYE0aiXW5Dr88uxsKQQC7YvwGPdHnOb5++i4uT5k6hRoUawIXpVKksRI5Tl13MLclEzoabX+bfNC75UnpQSH63xXdNH7UWSK7PVmnJ07OwxpFROCcm+vHWXVeq9v99Du+R26NWwl0YRGePjNR87dTdUy3YxsS93H4pLixEX4/OUIKoUlhQiPjZe131kn8vGpL8n4f5O96NMbBmM/2k8ss9lI2NUhtMNmP25+9GgagNdY1HKNspsQXEBBrUYFPToaP7OGby1tknflI67LrtL0T7UJpuC/Zx2JCFD3lK6VJZCQPhMHP6+93d88e8Xusey6fgmdKvbTff9aGHf6X2oW7kuYmNiw25EyFC1SvPFiESnLZmkBSkllh1cZn8+cflErM1ai4LiAvRp3Eez/YR6kJINx9UNvmJz9OxRFJYUYvr66biy/pU4nn8cKw6uQBVU8buuYxdeWwtzW88HpS4UX0BhSSEqla1kn/b5eufKQY6jbDsmwY6dPYbkismq9kfm4e/K7naHHwmgvcs028+tAHoCWAXgEVBE+mnnT3jytyedWgvYElNA6OtShYsVh1a4TTOiRo8n7/z9jtOdEk+8NfP11yd9wqIJut7JeOgnz3cKPSVwQvH3DsX737F+h9mEsj6KLUEdqN/2/qa6NZ+n99DarPCrbTJ361z7Y8eWWGa4uDGTobOG4oaZN+i6j3f/fheL9y7GmiNrAFwcoSkrLwtjFoyxL2fG0eJWH1mNobOGKhoB0Rd/n5ve6gF6u3mlhXBvTTRoxiC/n5GhKo9g5jp3rucn438ar3hEYzNaeWil/4V82Hd6n9PzKWunBLU9vSzcuRA3zbEkybVMsLq2MLJ9v9uucfRw9OxRt+9e1/+DUWxJddu53ZgFYzD1n6k4WxzYwFcHzxx0a/nkyyO/PGK/GWKzeO9ij8u+8McLmLBogv35XRl3ee31QebnLznV0PrTCIAAMMlhmuNPPQCVpZTdpJR7dIuWDPXRmo+w+cRmrDh4Mdli5Be5GWpPqbkjeiTvCNLS0/DLLnMVs/bH1hQZsJzMTfp7EtLS0/yud/zccae6NyfytS0C7y059tW/7u/Jk+dPek2UOb6fgxFMzYfi0mJ8s+Ebv+9pf4lEIwU7UqferQuCrdMVKU3Gp62fZi9w7eh/y/5nUETmVVRahPzC/JAknh1HlBv7w1ineY4jnpmFFoMMAJbv8UW7F0FKiZ05O7HnlPMppNLah2MzxmpWxPfTNcq7jfsTzOdGMO+7f47+E/C6kWD25tk+5y/YvsBjXT5PLXFyC3Lx3ZbvTP8d4NqqRK3xPzl3787YkaFo0A81tmVv81iHVY2P13yMvMI81f+PKevMl2ybsXkGRs8bjUd/eRQlpSUoLi12+z9oIZD3rq31U35RvtP5bTAt+NXULVQ6aIyUEuuOrsORs0ecpistlE/m4zM5JaXcb/3ZB+AlAPMcpjn+HJJSuhcAoIhnZDej4bOHG7ZvtdLS03DPD/cAsIw4qOXocKFwvug8CksKsen4Jq93Lvy5c8GdGkflmadhlR/79THM2zbP4/KvLX3N67bU1DZzbOngS26R+52jP/b+gRmbZ+DrDV8r3p/ZvLNC27piZqOkZZiWdfdCTcuismYUaGuYkXNG4tUlr2ocjbPDeYeRdTbL63xbi6pI9NeBvzB51WRMXTcVj/76KB76+SFsz7Ykkg+fOYxJKyf53YaU0uffTy0ttxVMi1I1yamXMl8yZfKkuLQYaelpQd+8UOvLDV/6nP9/6/7P67ytJ5wTr2+veBtf/PsFpqydYspWjDaB3rDdeGyj1xuOgY4q682e03twV8ZdyD6XHXTSP5TnS3ofWztP7sSE3yZgyMwhumzfX5e6pQeWInNfptO0P/db6sqeKzrnlLAP5jPt9aWv49CZQ6r+nv7e194GfzlTaN6eBuSb4oLoUsqXpJThNXwF4ULxBaw+vFrTbTr269Wy0F042nQisDvaenZJ0MOI70Zg5Hcjca7onNGh+CSl9No9KZDC9BuPKV9H6Rf2m9vc6w3Y6lto3boslIK9oAvXYdNtF9IA7N2zyDw2Hd+EtPQ0DJ01NOBtrMla43PY72B98e8XeGXJK17na1kDyawW7Lg4Qu/jix63jJilsDizv4Ei1I68ZsYkjz9rstYYMjqtUvtP7zc6BMVcRwCztUL7YecPePWvV5GWnmbKGxE553Ow7MAy/wu6ePr3p73O06tF8x3z78C7K94NahuztswKOo6C4gJF3b9CkVzVcxRmXzc43l3xLt5c9ibeXvG212W0HKn13h/vdfo+LS4txuI9i5F3IQ+3fH8Llh9c7tRFz/Y+UZvMtP3PikqKVHUnJON5TU4JIepZf2Jdnvv9CV345M8naz7By0te1rQP82f/fAbAHDWmjO5THOgd7XAaDcimqLQI//3rv0FtY9o/rmMsBOe+H+9zen7ngju9Xqjo2W1MbUs4xySflNLePXb5oeXeVkFWnnZ38402cflELNi+wGnaeyvfC8m+Hf9Xai5CvdX7emfFO/bthKLAsF7CNTnoz5f/+m5BoZSaEUK1Fo7fF6EUazlN9erAGXXDo58sMEf9NbVJsqUHlipe1nHk0FCYvcV3N7tQ2Xtqr9+yBI6lDFytPmK52etYONtM3lj2hlPtJE+jWqqhpF5nbkFuQL0BlhxwTxorKRmhpYnLJ+LRXx9FfmG+aWrB6sFXSYjf9/3ud33HAQIKSgoweeXkoG5WO3ax/H7r95i0chKe/f1Z5F7IxetLX8eW7IvduffnWhLbgYygufbIWtww6wbcMvcWUw8oRM58tZzaB2AvgMYuz/39sOaUidiacgb7BeWJGepgnCs6h5LSEqSlp7ld7JqZ0lHmIs3cbXP9L6SCY5Pzs4VnfSYLAznxULrOL7vV1RFzTHS41m1z7VJg41qHxoyUXkT/uf9Pn90q9HIi/4RTq0U1/zdvdzWPnD2CVYdXAbAkcMNZ9rlspKWnOQ11He52n9qt2baCHZkuUHmF2tZ9iTRKPqf/PvS34u1pOTjA04ufxlf/fhVQa6x52+epWt71BoyvfYZ6AASztLr2NTqxGmY+h1t+cDkKiguQlp6GkXNGYvNxz61ecgty/SaD/HWpOp5/HLfMvQXDZg8LOF4j2bqzFxQXuNW7c/T7Xv8JHF9C3a1VKW/lLnx5b+d7WLRnkdd11X7W2b5XfSWFgcCuOV/880X7Yz1bP5O2fH26fmn9yXV57u8nfIe6iGBadws4dvaYKe7mCiHsH/qhLs7uOrKHGnoPUR6N/H35B3IyqfRLVu3FvON2Xe8o/+e3/4RltxIAuGHWDfj3qHvNL7M4ln8M32781v78w9UfavI59t+//mvqWiRKlMpS7D21F0BgJ6xmpeXIa0Z1xzZrKw2zuHXurX6XefWvV52KzofK1uytmLVlluLC7sE4ln8MGdsz7M99jSYa6u8YrQrom4WZW8nO3TbXqV7mjpwdHpf7cPWHfrflq8XNvtP7FNfa9MWWSPNXxF4Lrq0LbeeFEhIfr/nY63pT/5lqT3DvzNmJm7+/WVWxeDMU5/Z089bWEyYQ3j5D1Bbm/2Gn76TR4bzDOHPhTNAtnxbvCaxeLoWe16s1KeXtUso7pJTHXJ77/Qld+OSP7YTgmd+f0XS7by57Ey8veVnTbQbiSN4R3DL3FgCWL7hQDgH9xKInAl53x0nPJwsUuBf+8D10diDd+pS8n0pKS1T3x/c3vLaZa4f48+wfz4bkQiwQE5dPdEvUv5j5osdl/8n6x6melD+DZw4OIjJz2Zq9NWwTpHryNJJXqEgpvXYtjVZqL1Zs3UOM8PaKt5GWnqbrTb2i0iKn7jKu3ccd/16R2o3X0cD0gW6f4UfPHtVs+0/+9qRm29KaklYiwQ7Mo8WocgXFBcg5ZynF4K+IvRbeXPYmZmyaYb+ZZEvYKPkssb13vtrwFc5cOIPXl76ueL9mqCfqeGNOC54+QzYc26C4h8RjvzymuDVUIF36XPlrmUXmYd52qWRqZhnZyfXOTzBFbyk87czZiQ3HNrgNI+sqkAsT1ztpby590+0LPpA7T3O3zcX6o+uxaPcij/NtQ/iGqwm/TcCMTTOMDsONp3pkG45v8Ljs85nP4/FFj+sdkqmsy1pnfzxwxkBNL+Qixdoj3luj6GngjIG4+fubWdjVweSVk1Utb0uab8/ejjlb5uCv/X/hlu9vwZj5Y/BP1j96hGh34pzl4vTQmUO67sfRheIL9gTEwz8/jEEzBtnnqe2KHo4kJB5f9Dg+Wv2RvXva34eVd+/0R8si0VpzvAE2bb3nWp9Kuwt7atVk68oerKKSopB3h/9m4zdu738lLcA+++czFBQX2AvkbzzufZRDM1q0Z5HXshGBmLl5pttNLDWtrnec3IGnFj+laNk/9v1hit46FBpMTlHECcUHGFsVmMejvz6qqGXg4bzD+Pwfdc2NJSSmr58OADhdcBpLDy5F+qZ0p2UCvah57o/nMHmV94ur80XnA9quWXyz8RtDutFowXGE07T0tLD/Xyjl2rz+7oy7+VnnYuHOhYbuX22Xy8KSQuw6uQtfb/gaaelpEfX/XLx3MaasneJ/QauMHRlIS0/D44sex/R/p+Ot5W8h90Iujp87jhcyLS1vg21N4s/e05aus8fOHvPYMvfPfX/i510/a7Kvyasm22sBRXOrgZ92/YS5Wy2tOUJVayv7XLbpvzfU3GR2rH8mpfQ5uqgaN31/kyYtsNRacXCFvcWWGp+tc78ZebrgNADf52xqB2XQy39++4+m23v292ednus58NDR/OBvlvmqK0bmEedthhAi0GG1pJQy+E7IF+PoB+A9ALEApkop33CZL6zzBwA4B+B2KeU6JetGm2i543rDrBuQMSrD/4JB+H7r97pun/Tx/bbv8f2271W9P+ZsnYPCkkIs3nuxv3pRSRHKxJYBABzK0+dO+IjvRmByv8loWK2hLtsPhfsW3ofPBn6GpIQkr8tk5WXhQom+F4T+SCmdiiq7dlm2JSij0W97fkOfxn2MDsM0Vh3RpsVAoL7b+h061O6Adsnt/C5bUFyA0fNGO3XvGjhjoJ7hhVzGDm2+6yUk8gvzMeG3Cf4XDsK7f7+L3Sd3Y8GOBaharioe7PwgOqV0AmAp1j1xhaU2zTWNrtFsn46F/DP3ZSK1Qapm2w4X3276FkNaDtF8u2npaZgxdAYS4hMAAPO3zUfrpNZ45JdHkFg+ETnnc9C9bnf0btgbJbIEXet01TwGpVy/59Q4c+EM9p/ej/pV60dE/bD1x9bj9vm3q17v593uieOC4gJsz96Oxxc9jjY12+D1a5R39zOSFq3fNhzfgMNnDiOlcgqAwAYeCqXP//kcr1ytTWKV9CO83UUTQgRaeUxKKX2P66uQECIWwA4AfQAcArAawCgp5RaHZQYAGA9LcqoLgPeklF2UrOtJx44d5Zo1a7QI33CZmZl4O+tto8MwRNeUrrj78rt9XhQHImN7Bqasm4IKZSqYZvQZClz60HSMmjMqoHU/ue4TpFROUd2sOyc7B4k1EhUvn1g+EdMHTw+r5uOuWiS2wGu9X0OJLEFRSRFu+v4mo0Ny88JVL6BtUlvExcRFVP0oLSwYucD0J53eKD1u1B6XZjCxz0Q0r9Hc6/w3l76JpQeXep1Pzjpf0tnw5GMo9Gvcz+NFttmE0zGZ1iwNbZLaKKpDdHWDq/H7vuBGfwvUK71ewdGzR1EurhzeXhGd1wd6+37E9/ablwCwYPsCQ0Yn9qVauWo4VRDY6LPejssp108Ji1GlL699OY6ePYqPrvvI1KNuRjohxFopZUeP83wkp+oHukMppSZVJ4UQVwB4UUp5rfX5U9btv+6wzKcAMqWU6dbn2wGkAmjgb11PmJyKPAllEtA8sTlaJ7VGq5qtUKFMBdSsUBPly5QHAMSKWJTIEpTKUpTKUpSNLeu2DduFWTgnCMgcwumEm8ibjrU74vpm12P1kdVYemAp0pqlIbFCImpVrIVmic3sn6U/7PgBjao1QtPEpigTUwYSEgICpbIUsTGxKC4tRklpiX0EUyGEW9czb4kxW0sA2/Kelovk5JQnnS7phNMFp9GoWqOoqCtEkStSjkmiSBKpx+WDnR/EmiNrUK9KPdSpXAd5hXloVbMV6lepjxgRE7Y36MzKV3LKa7c+rRJMQUoB4Fi05BAsraP8LZOicN2IdLbwLO754R6cOH4CZau4J1qiTX5RPtYdXYd1R9f5X5iIiPxak7UGa7Iu3sj5euPXBkZDNquPWOqlmWXQEiIiIrOz1YBdfmi532UTyiQgLsZrCkU3cTFxmD54esj3G2qh/8uq4ylN6drUy9sySta1bECIsQDGAkBycjIyMzNVhGg+F0ouIKkgCZXjK+Pf7H+NDoeIHBSXFCMnW30hTiJSzlMLLF94XBKZC49JIvOJ9uOyetnqqFGhBsrElPG/sMZiEBP2OQolVCenhBA9ANwBoAOAKgByAawDMF1KqXVxg0MA6jo8rwPAdbx4b8vEK1gXACClnAJgCmDp1peamhpU0GZwLa5FZmYmDmWFbthiM4oRMXjsisfQvW53xMYEXwrtrWVv4a8Df2kQGUWrSG0STZGtTc02uLndzahevjrKxZVD9fLV7fNKSktM2+w9Wrr13X3Z3ahTuQ7aJrW11zv5c9+f9gLbROEm3I9Jil6fDfwMJ/JP4MU/X0RBcYHR4Wgqko7LoS2HYs7WObi3470Y0HSA0eGQlarklBDifQD3wb1VUnsAdwghPpRSPqhRbICliHlTIURDAIcBjATgWkl3AYAHhBAzYOm2lyulzBJCnFCwLkWoZ698Fp1TOmt+sfREtydwb8d7kb4pXbNRgij02iW1w+WXXI4BTQdg+OzhqtefNnAaaibUBABM+nuS00h+Wnuw84Po07hP2NY7cxzJyMaMr+WJbk+gW91uiIuJM2V8RvI3uqUWiX9S57WrX0ObpDY+v+OuanAVDucdRvqm9BBGFr4+G/gZ7l94f8RdTLpaMHJBxI3aqESPuj10GSDglV6voE1SG5zIP4GxP4zFiFYjMGvLLI/Lvnb1a2ib3Dbk3zFjLxuLs4VncWObG+1FoAOJYXzn8SgbW5ZJbweta7bGsfxjyD6XDeDi92VSQhJmD5+NktIS0w2y8tWQr3Dr3Fs13ebcG+fixx0/Yuo/UzXdrtbiYuJwZb0r8WCXBxEXE4fb299udEjkQnFySggxHsD9APYAeAVAJoCjAGoB6AXgWQD3CyG2Syk/1CI4KWWxEOIBAL8AiAUwTUq5WQgxzjr/EwALYRmpbxeAc7C06vK6rhZxhav3+7+P8T+NNzqMkOhSR5/yYkIIVCpbCW2S2jA5FaYCGXls3o3zMHvLbHyz8RsAsCemAGBMhzG6JafmjJhjLxQdrlwTU45mD5+NVYdXoU1SG4yeNzqEUTmbP3K+z1FbPhrwEe5beF8IIzKPb2/41ugQyMX0QdORWEHZneub2t6EZQeW4cCZAwAsF6lT1k3RM7ywlZSQhJnDZmLQjEG67uebG77B73t/x4HcA+ic0hld63QFABSXFmNsxlicOHcCH1/3Me798V5N9jdnxBwMnTUUAPD5oM9N2cJRb/+X9n9ISkjC0hnaJqfe6/ceGlVrBACoXam2PTExa8ss1KxQE9MGTYOUEsfzj+N88Xk0qNpA0/0rldY8+GSY4/dkmdgyikYmVOrO9nciIT4B7696X7Nt+jKw2UAMaDoA434cF/S2xnUch1oVa2H47OF45spn3Oab7ebN10O+RpVyVTRLUE25fgqqlKuCuJg4DGw+0NTJqZnDZiIuJi7sz6sjnZoxFMfB0i2uo5TyCynlfinlBevv6QA6w5Ks0vQMXkq5UErZTErZWEr5qnXaJ9bEFKTF/db5baWUa3ytG82M+lIMtW9u+Eb3fXSr2033fZD2vhrylaoT87qV6yJjVAZiY2IxsLnlTnPzROeh2yuVrYTXe6s/SWuf3N5tW44yRmWE/Rfog529N6RNqpCEcnHl0LN+T6cuYkZwTUzd1eEu++OMURmoW6Wu6ypRo1LZSkaHYCrtktoZuv/PB32uODFl82zPZ1G5bGWM6TBGk4tUM/ly8JeKlx3VZhQm9vHc4qN73e4AAOGxXKl2Xr36VVQuWxmDWwzGg10etCemAMsd/WmDpiFjVAbqVK6j2T4dv0dqVKih2XbDQadLOmHejfNQq2ItzYeNr16+uj0x5erVq1/F230to2ULIZBcMdl05+Azhs5QvGzXlK5Ofz+tz4GHtByCWhVrabpNX+6+/G6kVE5Rvd57/d5zm9agagOUiyuHjFEZTsezWVUpVwUAULVc1aC28+GAD5ExKgO1K9VGhTIVAFje61ofZzYJZbzf6FSqQpkKYX9eHQ3UdOtrBGCKlPK0p5lSypNCiDkA7tYiMNJGQpkE5BflGx1GSFUuW9noECjEMkZlKGqirvbLODkh2f64QpkKXrs3BXLS+crVrwAwZxc3LbRIbIGrG17tcV760HRDikm2qdkGm05scppWLq6c23KDWgxC/6b9db9QNbsP+n9gdAim82rvVw05Zke0GoFhrYahfJnyqtetXal2SG7ahJqtBYASKZVScFNbS2WHOSPm4HTBaSQlJKFUlmL14dXonNIZAHRrVTTp2kloXL2xLtt29NgVj+HtFZakyF0d7kLZOMuIzZ8N/Aw55y4WMY4RMSiVpbrHY7Rnez6r28XyTW28Vwppl2xsElsJX62aHY1qMwrDWg1zm+6r+6JSt7W7Dc0SmwEAWtVsFdS2lLq6gefzkjqV6uBQnvc6vX0a9UGjao0wqs0oe1fpR7o+omifT/V4StOWZoF6tOujmmynctnKqFelnsd5V9W/Cn/s+0OT/TgqX6Z81F3PRis1n9g5AAr9LFMIIDvwcEhrg5rr2zzdbLrVCV2Lpk+u+yRk+yLvqpWrBkDdXUCtVYyvqGr5HnV72B8/3OVht/m3tbst2JAM07haY2SMysD/+v7Pa3P2ivEV7RdNofRa79fcpt3aznOz9vjYeHth6WjQsGpD9Gvcz/789ktvR/2q9Q2MyHy0OrEPxK2X3hpQYiqSKU1MAcAb17xhfxwfG4+khCQAliRNlzpddO/qForEFOB8Q2VQi0Ho18RyTCclJKFlzZb2eUkVkkISj9FcE1P3d7pfs22btQX9sJbD7C1ZgOBbnNzU9iaPrU1ubHNjUNsFgOGth+PSWpcCsLQcDIXxXdzLm0zoPsHnOrUr1sb4zpb1bmp7ExaMXID5I+d7vQHnqk1SG/WBauzLwV+iV8NemmzLV+ujB7soKz09ofsEPNHtCUXLptZPReV4NjyIFmqSU/MADBRCeDxbF0LEAxhoXY5MYmSbkbix9Y14v7+2/bhfTn0ZQ1oM0XSbgWhV4+KdlknXTsJj3R4L2b4DaRIMWO5CvZz6ssbRRK//dP8PAOV3AdXQq0uTLWYA6N2ot9O8jFEZGN7avUj7zGEzDU3AKfVyL/O+tz1dgHa8pKMm206pFNjngVk83u1xtK/V3v58aKuhxgWjIS0veAL9zCd93dn+Tr/LBNuFJRx8ev2nTgkoX0Jdd+q+jqGv2Tf3xrlu065pdE1Q27yj/R32x2bt8lytfDWn5NSzPZ8NeFt1K3vv0h4fG4+0Ztq2Ir2q/lWabs8TT98J/roUdklxTmCr7b6mtEfHUz2eUrxNtaqVrxbwurFCed0sJd+5ZWPLoke9HuhZv6eibcaIGLRNbqs4Bk+0fq+SftQkp54GkAvgNyFEN2E9SoVFdwC/AThlXY5MQgiBW9rdomlf9xaJLdChdgdTdHl5ovvFrHtK5RRT9iX+ashXTs9HtRllutoD4UzPiw61LaKUqF2+dkAXBhXKVNAlAael9sntw6pb7eu9X8cllS5RtKyn19WsejO8dc1bAIC7L7sbbWoaf3c0UPWq1EP3et2NDkNz/5f2f5pty9b9JNQGNOEQ175c1+w6o0Mw3NS0qYo/y4DQX6hpdRNADU8X1HExcX5HH/Xk1atfRfrQdNzQ8gYA5r0ZERcTh+ubXY+KZS6eu/hqtfNKr1d8bs/WWsgbx2SdFrRs2aaGvzIDd3TQ9nV60q9xP3Sr2w2fDfxM933ZOLa09EXrZLZjizMlr/fySy7HbZeq61HQsGpDp+fR1pMonKlJTq0HcAmAHgD+AlAghDgMoADAEgDdAaQA+FcIscfhZ7fGMZPBbHePjb4TmVQhCTUq1MArvV7BxD4TPdaO0dvNbW/2u4zr3ykaR8qx+XrI15pty9Y1zrGY9vM9n/e6fOdLOqveh5risUpP9mM8fOyGczc+R7Y6WoG4vPblGkaijJqm9o5dMW1e7vUyWtZsiYxRGbj8kstVXRyage14HNFqhH1apBVMrlGhRkAXo2bi2ArCaEZ8z/pjxptSoTTvxnlIrqjsItMmlMWnAecRbsNRu+R29ptVH1/3sb3YudnMvXEuYkSMPRk4uPlgn8s7tpb1pHkN74O2ANC867tR58f1q9bH/Z29J8b0qltmU7tibfv+bV2OQ+Gl1JcCWq9xtcC7KX804COMvXys/bnr660U79wicfbw2ehZv6ffz/mxl13cZr3K9dy6DBo98A4pp+ZoiwFQBOCA9ecILDWmjjhMKwIgXH70PaIp5Ia3snQ5so1eZpSHuj4EwPLl6u8LVC9KLxqGthyKm9rchGkDp+kckTq9G/ZG2VjltX8e6vIQuqYEPhqJmhoh3nx83cf4oP8HmNBjAjJGZTj9DzqldPJaS2NE6xEep/t6PYNbDFYcl9KTF09/7+Gth+PLwV9iwcgFivcXabzVfjILx1Z0d192N74e8rVbS7YSWRLqsJy8cNULqpavUq4KMkZl4NZLL/7tPxrwkaoR0MLFuMsDHzL8xtY3RmRBcbWmD5qO2cNnY0yHMQAsXY0jUfvk9kaHAMA5aexLNN/w8iXQv4triyvXc4o6leuYvhWz7bUr6XrYumZrr/OUnNc41ipUI5gER6D+2+u/Ts/v6nCX/f8bqoLsnng7P9VKlbKez71TKqfg1atf9XujvUViC/vjuxvdjce7PR5wLHWr1HXr+jfvxnn4YvAXqFmhJv57tfP/yPGGyOhLR3vcZrc63ZDWPA0vp76MF696ER9e96HTKMtv9307qmqIhjvFiSMpZQMpZcNAfvR8AaSOFkUwbUWOY2NiMX/k/KC3p4ZjDYFwGA2lS0oXAMDt7W/HqLaj7HcPzXIyWa1cNcWxPNj5QfRu2BsTevguHOmNtxFS1KpTuY7PQs0fXveh27T3+7/vNYH5QOcHvG5Lzd0ypbUSRtTxfBJSrbzy/4UZBftZoPdrD7bunuPIVv2b9PeYaC0uLQ5qH4GytQ7qeElHPN3Dd896WwK0UVXPQ6CXL1M+qNoUZhVo16/PB32OW9rdont3VV+tJ0NVKNiXjFEZSKyQCMCStHe9MRBJRrUdZX9cNras365NvvRt1Dfglnt1KtdRtJwZSiz4oqQmmJk8doVz7dJ3rn3HoEgCZzsf6V7Xf1ftN655I6jWpb5aHHlzb8d7nQYpCBVb8XWbQS0G4bNBlm5lRh1H7/d/H70b9va/YBC+HOL9hlO75HYY2Wakzy6ati51D3Z+EA0TGgbcgtbTAECA5XqyevnqmDZoGhpV83xuAgDXN7ve43RbHdcOtTvg8ksutsJfMHIBvh/xvWFd8ikwbNVEqjl+gOvd1NXRpGsnmeIk3ZG/Oy1G1Fnwp2e9nlgwcgEe7foobm7nv1siYLkr0adxHwghEBcTh3suv8fvOk2qNXF67m3YWa15+tL0VTtKi9ZcANA0sami5SqXCZ+aTGoE+1kgpdQoEncjW4+013nLGJWBR7s+im9v+FbVNnrUu9itz1siTe/Pp7f7vm3vPjpz2Ey8evWrmHvjXHw+6HP7MlfUvQKfDfwMl9W6zOM2hBDIGJWB9/q/p2uskUKvbo6Ow9DHx8Z7HATBpkudLrrEYAbXNPReoPr6pp4vRABlF92Bsn2vt0tqh+9GfIe+jfsGvC1fNz+08HLqy26fRx1qdcB/uv3HyxqhFRcThyEtjR88Rw3X8zqtzhH05phcqF+1PjJGZZh2EIc6leuEvIuwml4CQOi6gdWpXMftGH6vn7bfz0oSb66DBXw04CMAli6HLWu2xNS0qQENKDC0pWVwlSplq7gNAOSNt14m3t4z3kaGFkKwxVQYYnKKVHO90O/VQJuhST1pWePiyDNmS0wBQJPqTXBXh7u8zjdbcurbG77FE92fgBACvRr2QlxMHPo28n/i/dSVziOIXNf0Oq93zbvX7Q4Bgf/1/R861r74+oNtBl+3cl2vd12iybNXBj7yTrTp26gvqpev7paE7dWwl+qRlpQMBa91cVhXzRKb4e7L7sa8G+ehQpkKaJfczuPnYlJCEl5IVdfFj5xljMrQtVbVqLajMLnfZNx+6e32ou22ls3zR87HpckX7/CH8iZQqLm20nNsQXBPx3u8djF1rfFXu2Jtr10+7u14r+q45o+c79a9JBB6tgjtUbeHx5pBL/d6GVfWv1K3/aqh500HXwJpKTugyQC81+89ewvBcBPsCNqvXv2qRpH49nCXh9E2KbiR1wD11wRqr1VsPR/0bvnn6XUklAl9t1HXWk+ukismB/R5dn2z69GmZhunUar9qZlQE59c94nHmliONy1e6fWK5qPRk/FUX+0LIdoBuBRAHQCe0pFSShl4VVzSlUTgJwrP93we1ctXd0syPNz1Yfyx7w8Alm5ipwpOBRUjAHzQ/wPUqVwHc7fNxdbsrU7znurxFBLLm+fkYWDzgZj6z1SP87zddQ91d4hpA6ch+1y2xwvyuy67Cwt2qKt1JITAtY2vxdxtzkM1X5p8KZ7s8aT9ec/6PbEmaw0SyycGdfcZAN685k3TDt1s81SPp/D60td13Uckt6JQql/jfvh5988+l2me2BzjuwTeHccXb3chfd1hj4+NR2FJodv0cnHlUFBcoHzfQiga1jmSExqRomG1hmhY7WLlg/cHvI9zRecQI2LwSq9XMHCGpa6jURf4SvSs1xNLDiwJeH0pJdont8f6Y+vt09rUbGNvveKtO6XrucyUtCkAgC/+/cJt2UBGxw2H4yfQLvbRwN//vEKZCjhXdM5p2r2dLiYxO9buiDVZa/QITRcCIuhEaDClMrx9v3niq/WMkuNu5rCZiBExyLuQhzsXKE8c+fv7OM7/fNDnWHpgKQDo2vrM2+iERtQ00zKRPqLVCMzaMguApcXa69eoPy9OqZzi8W8/qMUg/LDzBwD+C/pTeFKcnBJCVAfwFQBb5Ttv72IJgMkpkwqmT3WnlE4ep9u+TPwNxapGjQo1EBsTi+ubXY8F2xegVsVa9m5h3ep202w/WgjkAz0+Nh7l48rjfPF5HSJyVzOhptfRcgL9Qrqj/R1uySnXoVp7NeyFNkltNBmpJ5jEVKiSgWpGfwtGl5QuWHl4ZUj2ZUaj249Gq5qt8M7fxtQCUXvM9KzXE+M6jsNN39/kNq9h1YZuCXhPAikYP7zVcMzeMtv+vFZCaEfoInUqlKlg/6xyfI8ZPUKep5EqbTpe0jGo5FSpLMXLvV62J+IAOF3IeDvWHGvAkXkFc0NUT5OunYQdOTswccVEj/P7NemHNVlr3MoTmNWn139q6P4TyiQoTk754m9EtkHNB+l6Pjd90HRULlsZZWLLYFDzQWhUrZFm9W2vqn8V/tz/p/35sJbDcG3jaz0uWzG+ottNuFCf99ladAXSvbFtclt7ckrrm8q1KtbCjKEzIrbmIanr1jcJQH8AiwHcAaAPgF4efrSpekxhZXzn8bo0rSwXVw5fDvkSb/V5K6yLRXsSLq/n7svu9jjdU/yeujEaPYT0tzd86/dLzFP9Em93tHzRu2iyzTNXPhOS/ZhVxfiKhhw/dSpZChSrSfK/0fsNPNH9CVQqWwnvXvsuLq99sVhnqxqtFI8QFMhIQrddehtqV6xtfx7tRUGHtRxmdAgALC2D1TCybkyvBr18dscINvkgISGEwIcDLANZ2OqT2Hg71tQkp8zc8swXPRM7tqLDjp9H0aR2pdq4qoH3QUxa1LCMTnZHB327amuldqXa/hdS4MHODwa03pvXvKloOcdSHcEqG1sW7ZLaoUGVBoqWd6wb6U1ihUR7jSIhhKYDLz3c9WGn56Pbj/Z5HpNcMdnp+bM9n8WcEXMwrOUwzBkxR/F+v73hW8XnS092v9jzISkhCY92fRRP9XjKxxq+OXZP11JCfELYXEORemq69V0PYLmUMri+OWQovU52bF22alSooUm3vnBoUh+sUI0M8nzP54Nav34V7yPjOZrQfYJpvixSKqXgcN5htE9ur+iujae+9l3rdA1o32MvG4sp66YEtK5SQghUL18dJ8+fxBPdnsCKgytQM6GmW0u2UPFWF0ZPRoys8/H1H6tep3XSxWG6m1RvghdTX3SaX1JagjlbfZ9oVitXzedw3758MOAD3D7vduQV5gX8niZt+Rpt1Aza1GyDTSc2AQBiRayun+vNEy2jqNarUs9jjS9v+w7XhJNW/LUw8SexQiIyRmXg192/Ym3WWo2icte0urKBQsymSrkqutacMytfI6X5UrtSbfRt1Be/7vnV53LjOo4LaPueCCHwau9XUVJagpFzRvrtHm+mEb6V3MxvXO1inUtb66X42HiMbu+5tp43alouXVH3Cvvj2JhY9GoYWE1hW/H5quWqBrQ+RTc1GYBYAMv1CoQiw8g2IzXZTvky5TXZTqg4tk4wm0D/lkkVkjA1barb0Lue9KjbQ9FdqVB5r997eKrHU3jl6sB7GAfaTTWteZr/hTTwSq9XMKTFEFxZ70pM6DEBd3YwbrhubyOlkH+xMbE+L4Ke6/kcvhj8RcAJgvjYeHw79FvMvXGuaYokG6VzSmejQ1ClUdXALhSD9fxVym9oBJskUtIVevqg6W7TalVU3kXV6Na7gfKVgDdq2Hu1JnS/WBfLW0KtXuV6mDF0hsd5yQnJHqfTRVomAB1vYKfWTw14XW8CTX7ZNKnu3s0yNiYWs4bNwuu9X/d6M9a1RaaRYkWsojp4HWp3sB8znkbffOyKx7QOTbOGAS1qtMCDnR/EfZ3u02R7FF3UvAvXATDmTIkMd1V9782fHSkp1BuJXuv9mup1QtXKSMnFg7fC7a7Nir1RMpJZKJWNK6uqNln/pv2dno/pMMaQgpRq1KtSD3d2uNPpfWTUSH5mbMWgV3PyUOuc0lmTzwozjnYaai1ratelJBQm9ZuEeTfO03y7/i74Hd9vQ1vpd1E3+tLRPgcRsLG18rFJqpCkqhtTUkJSQPFRcL4Y/IVTYtDbaGmtarby+n3br0k/j9NJH3Uq17E/du2G5o9WdWdbJLbwOP3S5EuR2iDV4zwhBNoktfFaG/f29rdrEpsW1HwX92nUB4Dnuk/Btp70JdgSFUII9Gnch3WhKCBqklOvALheCGGe5hGkWqDd+q6oc4X/haKYt+SOL492fVSHSNwF+j+/p+M9fpdJKJOA1jVba35XKtQ1lVzv5g1uMTio7XkrIDmqzaigtutPOI/kp/Z96q+11s3tbg4mHCJdqLmBI4TQpVVi/yb9vc5LLJ/o1CrH8WLVk2BKBQRa1NxWD8jsgh0O3ler5YHNB3qdZxau34P3drzXbZleDXphzGVjAFgGjogWvRt6H7FOLS1b0TkOvqD2s6dpojYtuLy1KvKWmPLHluAxWlxMHG5uezMm9vVchN+Tuy67C+9e+67HZHzXOl11Kdj/6tWv2msAEhlBcXJKSvk7gJEA5gohPhdCjBdC3ObpR79wyShKa5WYdWQWM+qU0gmdLvF8lyfURrQa4TZNSReYGcNm4I1r3tC8FZi/CyI9pFTSrujw1LSpHqcHe7GiRCCF3INlRKucK+pcgWEth6FfY8931s1Qt05t4WtXL1z1gkaRkJHu6nCX/XGgtcO05Ks1yvjO41E2rqyldt71/mvnafm56Y+ti5iWdWv0NKDpgKDW9zVK1m2XanOqHcrugZ6SHY9e8ag9IeLp/2rGVrla0HJwCrPU+uzdsLfX72M17r7c8yA8gTJTq6mRbUYq6tJnExcT57ErI2A5x3m337uan1e2S27HWlFkKMVn70KIeACDAFQDMBrAewA+d/mZbv1NFLCBzcx/R1ArrideV9S5QnEXykD34Un/pv3x2cDP8FLqS3i+5/NeR+jTQpua/muMGFFP44HODwCwjKAWrDKxZTzWPmib3DbobftjRO0vI7pAxsbEYnT70ahWvhoAS1efO9sbV3fL1ddDvlZV+PqSipfYH/dr3A9fD/na4+iXZLx6leupWt6x2/MjVzyidTi6SGuepqjrXPMazQPeh9qWED3q9UDGqAyfBX7TmoWm5p8SVzfUZ/BqW7HhSOPp/xpI4iVUrdLJmRACo9oG3zo82O5qjt1HU+unhmwUZTNid34KR2reta/DkpTaAmAmgCMAivUIisKXFne5zHIXSK2OtTtiTdYa+3MlNW9cW5oNaTEE9avWx5/7/9QsLqWt2ZISkkJSm8Nbi5bHrngMb694G4ClxkgkalStEQ7ggK77CJdCuYFy7HYAXPzM6d2oN4a0HIJp66cZEZZdpfhKyCvMU1RLx5t6VeoFtT4F55qG1/icr3aQCcfRQAPpAq41Lb9jA/m80XMUNNfPB600T2yO7TnbVa2jVwvgV3oFPtBHOPqg/weoGF8RiRUS8c2GbzBjs+fi6QDQrU63gEcYC1dm+s6vXr46yseVx/ni85pvu14VZTcFHr3iUTzc9WGkb0wPi+6vehrWcpjRIRCppiY5NRLARgCdpJSFOsVDJqW0i0y4Jpa04HrX79Z2t/pdp3vd7vZhnG9ue3PYFezVkq3raNnYsm4XGKHo/qj1CZ5RF6GeWjHNvXEuhswcYkA0oWOWE/RJ/SZh98ndRodBAdIjcVK/an083OVh0yTdI7WrFODeUmB4q+GabPfS5EtVJ6f0UjG+otEhaELJsdY5pbNTUqLjJR19JqcCpWdxab1pfd79VI+nUFgS+GVexfiKmienbr/0dlVdIWNEDOtOEoUpNUU5qgL4lYmpyOVthAxA+Zdfh1odgo5DydDSZnTP5f4LiLu6ptHFO/R9G/e1P25QpYEWIQEI3wuRF6960f74qR5PGRdIgBpWa2jYvpsnOne1iYuJwy1tbzEoGn3ZWgY6fkYZ2TolKSEJV9RVP4AE6/WFj0CS5b0b9Ub7Wu21D4acuN7Y0Kw2k8oEgJ6tm6LpJqBra5lgupF6Mrj5YACWG4WhpOX+tO621q1ut4CLjwPAnR2C717fqKrzIDXXN7s+6G0SUXhQk5zaCkD52L1kSlXKuncVsfXPfv2a19GjbnD1aoIZWej2S2/Htzd8q7j4utkkxCfg4+s+VrWOEALjLh+HJ7o94VT8VMsEXbhc9JaNLYsuKV3wXM/nADi3ACoTq80Qxb7YuupomdgYe9lYzbYVao5FnG261emm2/4CLWDumnydcv0UvN//fS1CIvJoRGv3ASTCSTQlN7Si9iaPlgWvSTm17+2aCTUBhL41mpbdth/q8pBm29KCFnUvH+rq/JrKxkVmnTUt+DpnDUWdUyKtqbkaeBvAYCEEv3HD2JgOY9ymPXrFo8gYlYG4mDhM6DEBc2+c6zR/+qDpIYmtXFw5n4VOw0GdynXsI2co7cJxXbPr0LO+8xDKWl48mK3l1P2d3UeTqxRfCUIIPNvzWZ/DZ+upUbVGeKLbE/bC6FpIa26e4rw2SgtkDmoxCN/e8K3TND0vahtWDa6lma1bX+1KtcOy28sT3Z4wOgRSyPE4mD9yvoGRaM+oz99I0SWlCzJGZaBCmQq67cNs3+lqlInR90ZTpBaL9yUcv+/8aVStkf+FCADwcq+XvZ4/MElO4UhNcuowgJ8BrBRCvCiESBNC9PT0o1OspAG1xUKf6PZESOpklIsrh2ubXKv7fkIhfWg6vh7ytSkK35rRJZUucRuxr3NKZ4Oicdazfk/VxY79aVytsf+FNHZH+zvcptkuqG9ocQM+G/hZQNvVeshiR0IIPNHtCb/dY2sl1HJ6bhtRrFbFWp4WDxtNE5saHQIFIEbE4MHOD2Jin4lIrZ/qNC8uJg5zRswxJrAAhfvoTn0a9TF0//d1us/Q/aul1w2HZtU9XxR/f+P3uL/T/ZqMqFe7ontnjrGXq2utfHntywFA81GSQ6Ff435YMHIBW0JGuerlq7vd4CYKZ2rOQjIBSAACwPPWx94E3rfLSghRHZZRARsA2AdghJTylMsydQF8CaAWgFIAU6SU71nnvQjgbgAnrIs/LaVcGGxc0SBWXPz3pVRKCck+37zmzbA/KbYRQgTdZLtDrQ7I2KFNYV41w9lTZGid1Nptmu3uasX4igGPyqj33UzbCdanaz/1uszj3R53et67YW/UqlgLrWu6v+Zw89GAjzDhtwnoVle/7pOkvT6NLQmRJfuXOE13bYVM+jO69bVj9/xwoFerG1+1ofo16ed13uu9X8dTi5XVmJzUbxLKxpbF4JmD7dM8DQjiS0rlFF1Hj9RTYoVEJqaIKOKoyQa8DN8JKa09CWCxlPINIcST1ucTXJYpBvCYlHKdEKISgLVCiEVSyi3W+e9KKSeGMOaw8/WQr92mOX7ZNa4emlYfZhlpyyw6pXTCnBFz8OBPD+Jw3uGgtmXGFlxa1lswu/Jx2rbECpTtgsCx8L6r65pehx93/ogBTQZ4nK/XMO1quF58CCHCdhAFV3Wr1MW3Q7/1vyCZUrhcKBr5fXtt48hoIR0puqR0MToEJ61qtvK7zLSB05B7IdfedfLG1jdi5uaZeodmOoNbDDY6BDKxka1HmuKcjUgtxd36pJQvSilf8vUD4BUA6zWKbRCAL6yPvwAw2ENMWVLKddbHebAUbQ9NU58IEeokgbeix2rvdkWD+Nh43NT2JqPD0MX4zuP9LlO/SmS0+Hqiu6UWgNF31GNEDAY0HeCzhaJtZCRvRfR7NeylS2xEkcCxm9GNrW80MBJz+mrIV2HX7c0mXAYWUUsIgc6XmKNbPaAscVozoSaaVG9ifx6p50n+mDnxEMjo1aStm9vdbHQIRAHRpB+VEKI+gLsA3AFLFzsttpsspcwCLEkoIYTPfihCiAYAOgBY6TD5ASHEbQDWwNLC6pSXdccCGAsAycnJyMzMDD56Ezh79qzbazl07hBysnPsz729VtsygfwtHLfvqkqZKsgtynWbvmX1FmzBFg9rRLdzxed8/j2VMOv72fF17SrZhcyCTLdlbq9+O45fOG7a16DUfUn3IVbEIjMz0+NxqQfb37d62eoe99dENkGd8nUw59DFmjind51GTnYORIJAZmam2/tvyZ9LPL4ftX49vt7zy5YtQ5Uy0dPyjrTl7b1VXFKMnOwcxe9lT9+RFWQFdIjtgMYJjVHnZB3Tfm5dKLng8e9QMa6i5t/5jtb/vV71tgNhi+eJ5k9o9j/YenSrotcZis/CFStWYHe53ZrtY+/+vcg5E9x5hqvtcjsy8zJVryeltL/m4pJixX/PAQkD7N+x4SJSz+0AYHPO5qDPFTrEdsBvx35TvV60GlZ5GH7I+gGHz1t6W+j1NwvVOSxFr4CTSEKIWFhaN40FcA0srbAkgN9UbOM3WJJZrp5RGUtFAHMAPCylPGOd/DEsLbmk9ffbAO70tL6UcgqAKQDQsWNHmZqaqmb3ppWZmQnX17IzZydm5l5s/uzttS7ovABxMXGoWq6q6v0mZnkvoP7CVS/gpT9fcpseKX9zrZ0tPIvEE8EVpDfr39bxfdKkYROkdk01LpgQ8nRc6sH2932+5/PolNLJbX4qLDEc+OkA9pzeg/pV6uOm/jdhROkIe+uqvAt59vdfgyoNkJqa6vH41vr1+PoMuerKqwL6XCICvL+3crJzkFgjUfF72bYd1+V7wfytC88XnUficfe/wyu9XkH7Wu1Vb8/X8WpTu2LtkH0X2eIZ0neIZtvcv34/NslNfpcLxWfhld2vtA8EoYWlS5bixOET/hdUoXmz5ki9PFX1elJKJB61vOac7BzFf0/b91k4UXLcuHr16lfx3ZbvML7zeNRMqKlDVNo4v/M8lhYudZuu5vholtcM//zwj+r1otlojMb4heOxL3efbn+zUJ3DUvRSnZwSQjSCpZXU7QCSrZOzAXwK4DMp5X6l25JSXuNjP8eEELWtraZqAzjuZbkysCSmvpFSfu+w7WMOy/wfgB+UxkX61ClqU7MNOl7S0f68ctnKOHPhjI81KJyHjCZjVS9fHSfPn/Q7+qCta69thD9v3f7e7feutgEGiIkpouDEx8Z7nK5nLapQF/lvVcN/7aJwVLNCTU0TUxRe2iW3Q7vkdkaHQSb2xjVvIOe8ti0hiUJJUXJKCBEHYAgsraR6wdJKqhDA9wCGApgvpXxe49gWABgN4A3r7/ke4hIAPgOwVUr5jsu82rZugdbY/d/yijLeih7rYcHIBW7TRrYeiexz2ehSx1wFOSPJZwM/MzoERXwV6abA3NbuNkxaOQmXVLpE0fLhUMx57GXqhgknctWqRitsyY7uLuSxMZ4HVI6UukqezjciRa8G5m+ZR+RJh1odjA4hKiTEJ7COL4U1n8kpIURTAHfDkhyqAUAAWAdgOoBvpZQnhRClOsX2BoBZQogxAA4AGG6N6RIAU6WUAwB0B3ArgI1CiPXW9Z6WUi4E8JYQoj0s3fr2AWB1PhfjOo4L2b48Xfh2vKQj7wD6EWzCICnBZ6k201AyQg+p07tRb/Ru1Nvvcs0Tm+Ofo/94LNhutoTV1Q2vNjoEIgpAKEcINOpz65krVVWkCIger21Yq2FYeXil3+WaVGuCXad2ab5/ijyeWmcG2iODo3kTRRd/Lae2w5LcOQ7gXQCfSyk36x4VACllDgC3Kysp5REAA6yPlwKeP7WklLfqGmCYa1q9qW4ncO2S2mHD8Q1e52eMytBlv+SsWfVmRofgU6dLOmH1kdVGhxH1RrUdhR71eqB+VffREb2NrumoWrlqmsc0qPkgzN/u1liWdwOJyBD+Rkb7bOBnutwMGt95PN5f9b79uR5d/VvUaKFouVCM7iyEQPm48jhffF73fRnt9d6v46nFT7lNb5/cHuuPrQ99QBrydO7QqFojVduwHXNX1LlCk5iIKDz4v/KwJKcWAvguVIkpihx3tr8T0wdNNzqMsBXIUMEfDfgIANC/aX+tw9EUaweZQ4yI8ZiYAoAKZSr4XX9y/8lah4Tb29+u+TaJAKBfk36abStWeO4eR+7Cvcugv+9ivVop16xg3qLXeqlSNjpGY/WWaAyXFu9qXdf0OlXLVy9fHW/0fgOPXPGIThERkRn5S049B2A/gDsALBNCbBFC/MdaoJzCUP2q9dGoaiPcfdnduu3Dseh5vSr1kFghuNHmopm34tS+1K1SFxmjMnBNI6/jDZhC65qtAQCvXf2awZGQL/4uwPVIMgbyvidSoldDbWr2jO88Hh8M+ECTbVF4mdB9glM9xxGtRhgYTegMazUsJPsxW3fyUEqplOK1Jly4C+T/2jqpdUA3aYkofPlMTkkpX5VSNgbQH8BcAI1hqQV1QAjxoxAiOr6RI0h8bDze6/8eWtZsqds+BrcYjCbVmgAAmtdortt+KLz1btQbnw/6HG2T2xodCqlQuyLvTRD1bdwXdSrXMToMMkDT6k2dWrfo2UrZTIma2hVr+yzL4FhnqGxs2VCEFNZc/7e3tbsNH1/3sdckYLc6oR3xkojICEq69UFK+YuUchiAugCehqU1VX8A6bB0+2svhLhctygprAgh8G6/d5ExKgMV4ysaHQ6ZWKAFMsl40dL1gojIkWtrcD2/xyrFV9Jt22p56pp5beNr7Y9HtRllfzyyzciQxBRJUiqnQAjhtVuf2VvDExFpQVFyykZKeVxK+YaUsgmAPgC+A1AEoCOAVUKIf4QQ9+sQJxERGeD13q+jb6O+bt373rjmDcwf6V60nIgokoWy23Hj6o1Dtq9A3NDyBo/Ty8ax5ZQad3W4C93qsmUUEZGq5JQjKeViKeWNAOoA+A+AHQAuBaB9dVyiKDZ7+GyjQ6Ao1rJmS4zvMt6tC0KMiFE0ml+g2C2EiMzC02ddtLX89TQy6yWVLtFtf6PqjfK/UBhz/Ns1qd7EwEiIiMwj6CsLKWW2lHKilLIlgKth6epHRBphMUiKRu1rtTc6BCIiAMC1Ta51m/ZB/w+cCqNHulAX6q5dLrLrG1YvXx23trsVAFAzwf+ojC1qtNA7JCIiw2naNllKmQkgU8ttEhFR9BEwTyFgIopujsW+bRLiE5AQn2BANObSo24PRckVpaJptNbhrYbj2sbXoko5/zUcK5U1T/0xf8xUyJ+Iwot+fTKIiIgC5Hpy+0jXRwyKhCg6NEtsptu2y8eV123b0SS5YrLRIWBQ80EAgHf6vgMAmNBjAu7scKdm23+u53MY0WoEEuMT/S8c5oQQHhNT1zRk8XMiik5MThGFsbf7vm10CBRl7u14L1IqpaBmBe3ulHuSUinF6Tm7txLpq0KZCrpt21vh7HDSumZrDGgywNAY+jTqY8h+O1/S2f54TIcxmHfjPDRNbKrLvmpXqo1bL701qlvfmL0Qvj91K9c1OgQiClNMThGFMT3vdBN50qF2B3xy/ScoE1tG1/3c3O5mp6Lo9avU13V/RKQfvT8vQuGNa97AvZ3uNTQGoxI2z131nFMMnupPdajVIZQhRbR+Tfo5Pa9TqY5BkQQm3JNrRGQcJqeIiMh04mLi7EXRn+j2BFIqp/hegShIrq31iEg5JiS041p364XUFwyKhIgotJicIgpzD3R6wP74i8FfGBgJkbZsRdHLxIR/qwsyv7RmaUaHEDJDWgwxOgQiUqhGhRpGh6Da54M+NzoEIgpDTE4RRZDq5asbHQIRUVhqULWB0SGETMX4ikaHQAp9NeQro0Mgg4XjCIY1KtTAnBFzjA6DiMIMk1NEYY7dnShS2YZvjxH8qiKi6KRnoXoyv3CrN+XI9h1ORKRU+KXiiQgAcHntywEAbZLaoHLZyigoLjA4IiJt3dPxHiQlJKFTSiejQ6EoEM2jgxGRubRLaocNxzegZc2WRodCRBQyTE4RhSlbPR4A+OaGbwyMhEgflctWxuj2o40Og4iIKKT+e/V/8fOun9GrYS+jQyEiChn2lSAKA80TmxsdAhERERmEXaSiixAC/Zv2R7m4ckaHQkQUMmw5RURERFFPSml0CERhrW1SW3vJASIiIrXYcoooDHi6aGpRo4UBkRARUbgb2Hyg0SFQBHqt92sY2mqo0WEQEVGYYnKKKEyNaD3C6BCIiCgMlYsrh+SEZKPDIAVso5U2rd5Ut3080OkBr/NuanOTbvulyHdru1uRUCbB6DCIKEywWx9RmOLIUkRERJEtLiYOb/d9GymVUnTbR+Pqjb3OG9V2lG77pcg3ovUI3kwlIsWYnCIiIqKoF20Jf8cRX8ncmiU203X7lctWBgAklElAflG+rvsiIiLyxrTd+oQQ1YUQi4QQO62/q3lZbp8QYqMQYr0QYo3a9YnCQbRdNBEREVFoJCUk4aMBH+GtPm8ZHQoREUUx0yanADwJYLGUsimAxdbn3vSSUraXUnYMcH0iU+MoUkRE+uLnrD4aVGlgdAikQN0qdVGvSj1UKVvF6FCIiChKmblb3yAAqdbHXwDIBDAhhOsTERERRSS9W+RWKFMBHw34CAnxLIZMRERE/pm55VSylDILAKy/k7wsJwH8KoRYK4QYG8D6RERERKShCmUqILFCIsrFlTM6FCIiIgoDhracEkL8BqCWh1nPqNhMdynlESFEEoBFQohtUsolKuMYC2AsACQnJyMzM1PN6qZ19uzZiHkt0e7goYPIOZfjNI3/2/DE45LIWDnZOW7TikuKsWr1KpxIOGFARMboLDpjWvY0+/NAP5c8/T0BoLhMMT/rwtCxY8eQX3yxKLpR/0N+VxKZD49L0puhySkp5TXe5gkhjgkhaksps4QQtQEc97KNI9bfx4UQcwF0BrAEgKL1retOATAFADp27ChTU1MDfk1mkpmZiUh5LdFuiViC80fOO03j/zY88bgkMtZTtZ/ClHVTnKblZOegc6fOaJ3U2qCoQu8qeRXmz5gPAKhdsXbAn0uJWYkep9eoUIOfdWFo6smpyL2Qa39u1P+Q35VE5sPjkvRm5m59CwCMtj4eDWC+6wJCiAQhRCXbYwB9AWxSuj5RuHik6yNGh0BEFBESK3hOpkQbIQQe7vIwAKBljZbGBkNERERRz8zJqTcA9BFC7ATQx/ocQohLhBALrcskA1gqhPgXwCoAP0opf/a1PlE4qlS2ktPztGZpBkVCREREREREpC3TjtYnpcwB0NvD9CMABlgf7wFwqZr1iYiIiEhfV9W/yugQKABDWw7FtPXT/C9IRESkMTO3nCIiL6SURodARBSWBITRIUS8LildMPrS0f4XJNMZ0nIIPh/0udFhEBFRFGJyioiIiIg0Uy6uHIRgEpCIiIiUY3KKiIiIKAo1qd4EANA5pbPBkRAREVG0Y3KKKAzxjjQRUWC8fX7Wq1IvxJEYr37V+ph741x0r9c94G3c0f4ODSMiIiKiaMXkFBEREUWNjpd09DjddVTUaBEXE9zYODe0vEGjSIiIiCiaMTlFFIZYEJ2IKDDBJmOIIp3tHKN6+eoGR0JERNGEySmiMNG3UV+jQyAiIqIoESN4mUBERKHDbx0iIiIi0kTzxOYY1WaU0WFQEFjXkoiIjMC27UREREQUNAGBiX0nGh0GERERhSG2nCIiIqKo0qZmG6NDiEgtarQwOgQiIiIKU0xOEYWh8mXKGx0CEVHYYrclIiIiInNhcoooDI1sM9LoEIiIiIiIiIg0weQUURiKj403OgQiIiIiIiIiTTA5RUREREREREREhmFyioiIiKJK1zpdjQ4hIj3U5SGjQyAiIqIwxeQUERERRZW0ZmlGhxCRUiqnGB0CaaBcXDkAQNuktgZHQkRE0STO6ACIiIiIQomj9RF5VzG+Ij6+7mMkJyQbHQoREUURJqeIwkSlspUAAAObDTQ4EiIiIopkdSrXMToEIiKKMkxOEYWJm9rehMTyibi+2fVGh0JERERERESkGSaniMJEfGw80pqzTgoRERERERFFFhZEJyIiIiIiIiIiwzA5RUREREREREREhmFyioiIiIiIiIiIDMPkFBEREREFLLF8otEhEBERUZgzbXJKCFFdCLFICLHT+ruah2WaCyHWO/ycEUI8bJ33ohDisMO8ASF/EUREREQR7p1r38FLqS8ZHQYRERGFMdMmpwA8CWCxlLIpgMXW506klNullO2llO0BXA7gHIC5Dou8a5svpVwYiqCJiIiIokn18tVxWe3LjA6DiIiIwpiZk1ODAHxhffwFgMF+lu8NYLeUcr+eQRERERERERERkXbMnJxKllJmAYD1d5Kf5UcCSHeZ9oAQYoMQYpqnboFERERERERERGQsIaU0budC/AaglodZzwD4QkpZ1WHZU1JKjwkmIUQ8gCMAWkspj1mnJQPIBiABvAKgtpTyTi/rjwUwFgCSk5MvnzFjRsCvyUzOnj2LihUrGh0GETngcUlkDj8f/RlLTiwBABSXFOOt9m8ZHBER2fC7ksh8eFySFnr16rVWStnR07y4UAfjSEp5jbd5QohjQojaUsosIURtAMd9bKo/gHW2xJR12/bHQoj/A/CDjzimAJgCAB07dpSpqanKX4SJZWZmIlJeC1Gk4HFJZA7HNh3D5o2bAQDl8svxuCQyEX5XEpkPj0vSm5m79S0AMNr6eDSA+T6WHQWXLn3WhJbNEACbNI2OiIiIIkKMMPPpEBEREVHkM/PZ2BsA+gghdgLoY30OIcQlQgj7yHtCiArW+d+7rP+WEGKjEGIDgF4AHglN2EREREREREREpJSh3fp8kVLmwDICn+v0IwAGODw/ByDRw3K36hogERERhS0J42puEhEREZEzM7ecIiIiItIdE1VERERExmJyioiIiIiIiIiIDMPkFBEREUU1AWF0CERERERRjckpIiIiimrs1kdERERkLCaniIiIiIiIiIjIMExOERERUVRjtz4iIiIiYzE5RUREREREREREhmFyioiIiKLOpcmXGh0CEREREVkxOUVERERRp2XNlkaHQERERERWTE4REREREREREZFhmJwiIiKiqHZt8rVGh0BEREQU1ZicIiIioqgUK2IBAPUT6hscCREREVF0Y3KKiIiIiIiIiIgMw+QUERERRaXUBqkAAAFhbCBEREREUY7JKSIiIopK4zuPx4yhMxAjeDpEREREZCSejREREVFUio2JRUJ8gtFhEBEREUU9JqeIiIiIiIiIiMgwTE4REREREREREZFhmJwiIiIiIiIiIiLDMDlFRERERERERESGYXKKiIiIiIiIiIgMw+QUEREREREREREZhskpIiIiIiIiIiIyDJNTRERERERERERkGCaniIiIiIiIiIjIMExOERERERERERGRYYSU0ugYTEUIcQLAfqPj0EgNANlGB0FETnhcEpkPj0sic+ExSWQ+PC5JC/WllDU9zWByKoIJIdZIKTsaHQcRXcTjksh8eFwSmQuPSSLz4XFJemO3PiIiIiIiIiIiMgyTU0REREREREREZBgmpyLbFKMDICI3PC6JzIfHJZG58JgkMh8el6Qr1pwiIiIiIiIiIiLDsOUUEREREREREREZhsmpCCSE6CeE2C6E2CWEeNLoeIgijRBinxBioxBivRBijXVadSHEIiHETuvvag7LP2U9HrcLIa51mH65dTu7hBCThRDCOr2sEGKmdfpKIUSDkL9IojAghJgmhDguhNjkMC0kx6IQYrR1HzuFEKND9JKJTM3LMfmiEOKw9TtzvRBigMM8HpNEOhNC1BVC/CGE2CqE2CyEeMg6nd+XZCpMTkUYIUQsgA8B9AfQCsAoIUQrY6Miiki9pJTtHYbUfRLAYillUwCLrc9hPf5GAmgNoB+Aj6zHKQB8DGAsgKbWn37W6WMAnJJSNgHwLoA3Q/B6iMLRdFw8bmx0PxaFENUBvACgC4DOAF5wPKknimLT4X5MAsC71u/M9lLKhQCPSaIQKgbwmJSyJYCuAO63Hn/8viRTYXIq8nQGsEtKuUdKWQhgBoBBBsdEFA0GAfjC+vgLAIMdps+QUl6QUu4FsAtAZyFEbQCVpZQrpKX435cu69i29R2A3rY7U0R0kZRyCYCTLpNDcSxeC2CRlPKklPIUgEXwfEFOFFW8HJPe8JgkCgEpZZaUcp31cR6ArQBSwO9LMhkmpyJPCoCDDs8PWacRkXYkgF+FEGuFEGOt05KllFmA5SQAQJJ1urdjMsX62HW60zpSymIAuQASdXgdRJEoFMciv2uJ1HlACLHB2u3P1mqCxyRRiFm723UAsBL8viSTYXIq8nhqXcEhGYm01V1KeRks3WfvF0L09LGst2PS17HK45hIe1oeizxGiZT7GEBjAO0BZAF42zqdxyRRCAkhKgKYA+BhKeUZX4t6mMZjk3TH5FTkOQSgrsPzOgCOGBQLUUSSUh6x/j4OYC4s3WmPWZs7w/r7uHVxb8fkIetj1+lO6wgh4gBUgfJuEkTRLhTHIr9riRSSUh6TUpZIKUsB/B8s35kAj0mikBFClIElMfWNlPJ762R+X5KpMDkVeVYDaCqEaCiEiIelmN0Cg2MiihhCiAQhRCXbYwB9AWyC5TizjUAyGsB86+MFAEZaRzFpCEvxyFXW5tN5Qoiu1j75t7msY9vWMAC/W/v2E5F/oTgWfwHQVwhRzdpFqa91GhG5sF38Wg2B5TsT4DFJFBLW4+gzAFullO84zOL3JZlKnNEBkLaklMVCiAdgOehjAUyTUm42OCyiSJIMYK61PnkcgG+llD8LIVYDmCWEGAPgAIDhACCl3CyEmAVgCyyjpdwvpSyxbuteWEY2Kg/gJ+sPYDmB+EoIsQuWu04jQ/HCiMKNECIdQCqAGkKIQ7CMCPQGdD4WpZQnhRCvwHJDCABellKydSNFPS/HZKoQoj0sXXn2AbgH4DFJFELdAdwKYKMQYr112tPg9yWZjODNeCIiIiIiIiIiMgq79RERERERERERkWGYnCIiIiIiIiIiIsMwOUVERERERERERIZhcoqIiIiIiIiIiAzD5BQRERERERERERmGySkiIiIikxBC3C6EkEKI242OhYiIiChU4owOgIiIiCgSCSGkylXu0CUQIiIiIpNjcoqIiIhIHy95mPYwgCoA3gNw2mXeegB7AfwNIEvHuIiIiIhMRUip9qYeEREREQVCCLEPQH0ADaWU+4yNhoiIiMgcWHOKiIiIyCS81ZwSQuyz/lQUQrwrhDgohDgvhFgvhBhsXSZOCPG0EGKnEKJACLFbCPGAj31dK4RYKITIFkJcsC7/PyFEVV1fJBEREZELdusjIiIiCg9lACwCUB3AfADxAEYBmCOE6AvgPgBdAPwE4AKA4QDeF0KckFLOdNyQEOJ5WLodngTwA4DjANoBeBzAACHEFVLKMyF5VURERBT1mJwiIiIiCg+XAFgHIFVKeQEAhBBfAVgCYDaA3QDaSClPW+e9A2AbgCcB2JNTQohesCSmVgAYYFveOu92AJ9b5z+i9wsiIiIiAtitj4iIiCicPGxLTAGAlPIvWIqoVwMwwTHRJKXcA2AZgLZCiFiHbTxo/X234/LWdabDUpj9Zh1iJyIiIvKILaeIiIiIwsNpKeVuD9OPAGgIYK2HeYcBxAKoZX0MAFcAKAIwXAgx3MM68QBqCiESpZQ5wYdNRERE5BuTU0REREThIdfL9GIAkFJ6ml9s/V3GYVoiLOeAL/jZX0UATE4RERGR7picIiIiIoouuQBipJTVjQ6EiIiICGDNKSIiIqJo8zeAakKI1kYHQkRERAQwOUVEREQUbd61/v4/IcQlrjOFEAlCiK4hjomIiIiiGLv1EREREUURKeViIcSTAF4HsFMIsRCWEf8qAqgP4CoASwH0My5KIiIiiiZMThERERFFGSnlm0KIZQAeBNADwCBYalEdBjAFwLcGhkdERERRRkgpjY6BiIiIiIiIiIiiFGtOERERERERERGRYZicIiIiIiIiIiIiwzA5RUREREREREREhmFyioiIiIiIiIiIDMPkFBERERERERERGYbJKSIiIiIiIiIiMgyTU0REREREREREZBgmp4iIiIiIiIiIyDBMThERERERERERkWGYnCIiIiIiIiIiIsP8PzCKlv1CQRPOAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "augumented_wav_5 = simulate(wav, rir)\n", + "visualize_audio(augumented_wav_5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Add noise audio on background\n", + "\n", + "Let's imagine that we have a lot of samples of noises. For example, sound of street, car, talk an so on. Then we would like to add such noise to the background so that the model (for example, ASR) would be more robust to them.\n", + "\n", + "There is a rule of thumb on how to properly add noise to the background:\n", + "\n", + " 1) https://medium.com/analytics-vidhya/adding-noise-to-audio-clips-5d8cee24ccb8\n", + " 2) https://arxiv.org/pdf/1808.00563.pdf (3.1 chapter)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "noize_level = torch.Tensor([20]) # [0, 40]\n", + "\n", + "noize_energy = torch.norm(torch.from_numpy(noise))\n", + "audio_energy = torch.norm(wav)\n", + "\n", + "alpha = (audio_energy / noize_energy) * torch.pow(10, -noize_level / 20)\n", + "\n", + "clipped_wav = wav[..., :noise.shape[0]]\n", + "\n", + "augumented_wav_6 = clipped_wav + alpha * torch.from_numpy(noise)\n", + "\n", + "# In some cases the resulting sound may go beyond [-1, 1]\n", + "# So, clamp it :)\n", + "augumented_wav_6 = torch.clamp(augumented_wav_6, -1, 1)\n", + "\n", + "visualize_audio(augumented_wav_6)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# SpecAug (Time/Freq masking, Cutout)\n", + "\n", + "As we already know, main type of “features\" in speech processing is (Mel)Spectrogram. From a practical point of view Spectrogram is image, so we сould apply some ideas from Computer Vision. `SpecAug` motivation come from it. \n", + "\n", + "For more details, please, visit: https://arxiv.org/pdf/1904.08779.pdf" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Ozl3ONPlmMZxRg+9WayAZrJBZNfnZKSADblFuPFRpr1tZu8VY5bWtKHvVDM/XfTDJ8XVRHAiTnSIWNp9ebEs+6EL62Tq7ZNI69clhkYM3OT0zhXGQk4EBhdLyjRxgLE6tzU7McmDLfSmiTgY/Bwzp4BYnQaGcTEAJBucls689GAUoXeyC6zS+jlQqlnkoAYmBkMDooOT9836W5aIIxLImlwzMcn3Kg5qfH3xiryJR6XJdvoV5J58nAKQimuygyF4ynUE5ATPnTtaQLrZTlUMt1HJIg4DFysRyEPs2/auTrbQSPMxeoSeTnLR8nZTDNRhZy0twCDhFqCnng/zRsi6ilrWSh/JRnPr0PEOl0EQQHL3s6WzfxHmVfWNSIJntZmZshJpnzIIM8vg2MlRaHFifnF9UAfZzMBZsTA6yBM0FzDCRUCv0pNBGYQaPb42cA3MgVhq3MQVQJKyef/ra9CGdfVoCDJ8ZGOlix0DUBt8YcdxbI45UYcekN3SB+apZ5jX9b+bFEGfwN2cMfZXW6/pM1oujs86yi1MJqIgKORhSyzOs0nrM76PATMs5FI3Y3QIy1xAn0E4RA2lPUnwTX6ckU3ovCXIEgHEZuEhnUnZa83ONKUuV13txbENMdlYAgnU2MWqTbG46X+bskKpir0MK7FQE758DJoWxqZe1Ln6LQpnshC52SAIHCSCyw18Yuvl8ZHmfdaJBz4ujrAQXRmV/S6XA1S9npFygPGej47MArgAOKQOcg95QARXMG9Dzci3RAg4EFE/vFdP7zmBqhYsGCygXmDcL6KMS8LEG6X2zPGOS/WSVnl3WXz6rIg7x1Xwj1+uDQkWNriKu1UtWVwmQqiMElf0MvWKrqgUcyQlFr/BNZEJLcJMBy5CSUjr/jazhfN4QVVkfEtitNmHaI17JHnStAIAqKObkt0aTErJevs82s7B+VmshB7via6fzsvhmcj/F5ueAKvlBSq3Oy3JxYsNDvQBOto8FDIPkL60AuAJwpWARnYL3oFJCQta0zzbEpv2fbPKP7sWv/BgtN5XBygxAZN8jXzNpufi4BJvKi12JOoGaXkAO1yUQA+Ci0p7SRCsgXAb9ZYKW8zIHlMv8LjFGGSu/WcAV+V5PCdxssv2QvR6sKkB63msqPYMCgPoMTuQ4Kvkr2TdPz9GnOCMDEFGBnk0CJhXzzpT9Je+hSvIjGvGx9Cx73zeLPxn9EqtEo0rS+PlZsSQOS8I3LrYykwRygk75JWYgJRiiWQD14hOn9ZITwMX/rZef53t+VvWQ1mSOr6JdAU+V/D7Hl75Z9pjy4guUZIJbnx3Z7ogfoOJiA0qCW2vMGNF7K2BxShznPaomud+SGM92Li7XLb7oYgsLiJbOarLvGyLB6gWIXdnGUAFWMaczIs9LiZm9GAAf08GlZC2V90HOEZA4OShFNKacsRkkj1r8sPwcoxJ7lvfAmp2v8vnVU9aCqwQIjjqu4jNVfBfBBJbzVWKvvK7Mc8C+SrF1s1qDeS2kOCgnnMpaSet0oVkt8YPMVfJJ4grERM4AM1JILCDgZQaoin35R8Y/Bfj574F/pZT6NfAt8L8B/nd/6g9CY3G7+hn6l8u55t1SAiLB13J4+VrhtrLx1k7WepSAOf3edWCSkdJ2mZCYshJryjWkSdaqIHBRg0loqkvBR0YGDYsBoCwGlsA4B64paBDGxoIK52sFuY7QyILPD4518JhHMm4SEMcliC+TS1mcMr+qOJLaLxsqG/f1QVwQ0gxArQ7VnK1ZB7rrxamyoVxll2D5G1/La02/oJZRU8CY/H0Gd/KGKZTZdNAV8C3PYzKaLgWUeaMqp1LmbplfYVUADkK7uoccXDQC9PlGPkey0DnIkjlxO5gTK6Q6K4KLzJ1ODpc4fPPeJsRZEdJcz3dqYYfltaIWp7k4HHFxiMozUiqVypGQZTnA8xwXRyCvvQyMsbBe1JwYNzEu85uetesSWp6YGKERFpzbQjSR9pMqmQ/fLs5DvsbCWnJyYC1gJOUgynvTtZJtW4/nGcl0VmZAVlEYKpmhxKrsbb2HQg2hiiX4m/fyPhk8yEY0M8zmnaI5BOaNgAgCLqe9ECGOq/df2QedAvHlBkj7e2F9lJ+TDv0UgOZ5QslcqNWzUD4Sc6CaDpVoIDpxmp3O60CYMiiFSY72tFtYPutSxlgvjqkO8qxCyjSq8v3ykMLKZulZXuub5NAnVobbpP10kcxPaGDeCYurUnKA5r+RDLGiSpluWb+y5gTIWPZBya5pWWO+VUQnwce8A9/F8jxUkIAtZ7mqcywOinYCeGUAaN4q3A7UvDADM0si27J18iCD+uWMMTlzI+twuBZwINv5eZfWWcqYZqA4Z/HGG532i1w/dslUqhgFMKtl303X8nMzSqBTH5e1n/dEBhPkfAxEI5H/kmBQ5PJH7SK+NbicwZ0j80aX7JGOUUCuCAo5T6pDIFqFy06JhsgCQuZzYt5phttWGH99wPQGKnHwVQQ9eeb9gryrAKaXbB1KHKVpv9hb5UB7he8WH6gwAdJa8S0F+AWoTilIriXjVh9jyaqtnUJ5IKD6nD1XZT+vAaZoZe0oDzYFayqKg1USR+nftNOoTQpcErsgZ0SjkfWWGbOLwybPJSpZg9pJ4DVeG0kKjZJFRMG8M7hGlYC+fUjg6XZxKp8laUza92pZz9meZQat9mC9fG2n5ezTE6WUx21kXkuZQQ7Mvcyh6xIwbRdbYU6rxAsZsFxGsOJwRyvsqHUJU85iZ3ZfTmDlDOliNyLRQq+VsFLmxY/SPifI0vkZZC3lQDSY9J6DZ95QEnr1WexWDtILI7icoyzsvZVfkllC0SagzEQC4oeYUf4wA3qZtWpWWdn8Ob4Wv7IABCb5Mu1yzuckgesSA2iI5WzJaykDYG4bZS22cuH5PfMZtWYyAolJLJ8XDQJedfK89CTMmTz/rstA62Irc+bfjBHfie3XM4WZKHtM1lRm3EC61xz8W4irZEAOwOeG8kECOrAEcgps2pcq3/8qyCrAQPqszCCZmyW5nBkj2afPbJiFfRSXfGAqj5XyVohVBpbTmrbLWgyrr9fleL5W+Bs4NYb6uLJLyPkldkzO9syYLewMIMfGJTmVvvdaLjL7Er6VxEke2i+sdYA4yDmTfUbtVfIXBDB0G1XmzCBAaAbBdT6jE6ijcilX2h86vV6YSjIPvlWEQRGsYboShqftY1qLEpd4Vn5jFOaHnjNDWhGU7C/fylkVbPI7S5J82UNmde955HmbrtOzTXvanvIalTUYh5VdNbKflEuJu0r8W5PYfcVvXJX1ZQBcIdflV/5gqASEzvbZNz++1uLHJ5BPvlEoFct5nm1HSQQYSUQVe5oAIjPBcGeYduJv+Sb5eQFMqaBJ150Sw5m15htFTGx2PBifqjYSK6skLpOf7xrxTVFif8fMQk7rRVh6sTDKctxpVsn4EvMl/yLbmnJWlP0lSc4c8/lWFZugvPi5ZozMzZKQ066YLDlbt/JFJmvM+2QDjGK8SXvPpbNtiIx3qlxTYQ5a8EWyQpV78E1ijZb9tdrred5W8c2zGCaBjjmuzQC5nsRXK8mWPDc6SQOs4jk9h+LTrtnvPzX+k4GfGKNTSv03wP8VwUL+TzHG/+ef/CMFl3cV05UAPTlDErU8kILAZscvKAnEE4DgG8oCyeU3rlPMW9mosgHVQrlzicGgFbZfNnY2NGaigEtRLxnanN0ZXkE0sQSM5pKp6TmIiiUgJ0Jo5DC0yaEf7uT6s3PhUsZKuXS417IZVZDfOS/Akx2iBEhOAjydQIa8wG0M8tCzbpGWzGPO0q8zDtqJE5KdnHzg5cwXCsbb9L2JKbBTZbcs9PXslEl2rZTJSAorsZkgxoUGKswQmaN5m437ekOrBFDkEoklsJfyj+RoX4vxjUo2Qv2UDFCTyiWaWIyHzc+ohqjlfeeMIlu5FjOoBfxJjI2oQLUwXUWiSdfjFX6TT19ZF/aiyrqBtFGjGOv+zlCfhf7nWkXYU9hQeQ25LqInWY/2HIURZZc5ycGjyojvZW1Y5JmbUVgWwriI6ToU7X1yYFwyJCplNRtZA/U5SEBey8E676WkwrdyXZlKGK042uNbX56vvmjqR70YrjSX3ilUJwfSeBeLc2B6Jc8lPU/tZN0U0DYdDDkTHdOcrteIgAcxGbVYaNhEmLfCPpmuFdNNIFhZJ6hItCsntwTxUe4lXc/pX2Xrm15no7xGRfqSniB5WKo40CqkPesTAOBVolMn6m4GSleBYgF9WIx9dnwzOy0DAnqO1AcpTfNbxXSTKcEyD24n7+0bJYeCjwJ0sRx+MQXKPs2/AGDy/r5OZXPpuS7BsjzzWZNowfn+FtvlG5l/10mGym0ifhsIk16YEB7sIM9tsJppK+zDDBZPVxQmW2gicVJUZ5lb18HwZtkL47Ve9nayZ8OriJ7l3kOlMaMvJULTThfn3tcCJLguQgvey76PaX37Ntn3Kqb1ni5Qp82XvYW07wtrMKhlDcxLea5yCxNPnAS9AEvIvMRUjiBlpVLqlvffvJdnZUbwZ/nw7XvZr66l7FsBRRRQk8teXCfr0yXqfNRgd3pxqH1EW1VKUIXuHEqQFKxKwXOdgIm8VhanvD4GlAuE1sg8d/I3rjGgGjJrQtZ2xbzVC4PDR9oQ8SVbmgLcdDYI0KDKGqmfJLDIZRbTdQIddVrP/jlrN7NAiGKHphtWDpGca3mOcrZU1pOsIzNlhy0BjJmhkingCfCOUUDb089TaVZ61vUTxfmedonmHsQOV5dYnl1m/KCEhDerpdSaKIkfPYG7yokx2efnrxbgqfgrNhbwyrSytvUkoH0GKqKOTNcUMGPeiV3OLDgQx3e6UWXP2X7JSi8syvTZ1Yq9qLLDvpSeRJvAoUHsUrZtmdEamtX6H2J5XxUgOFWcfTtG7IqdECuxW8UZnsVPMkMK6LIeUCrlljIXASOqdH6aSUpopisBvIc3ugQ7Skyh+KA6or2iOiZQo1aEjcy57Sl2QCf9snm/KvVMft9cCzPLjAmYnqC/NQtjpTCqkQRRI3bYdQK++CZiMtgQl4x+DgijWs5KyPYjJMay2Bvb5zJsKbFrHhzRptKadtE68o3sw7xXs82b9qrsHwDq5XexkftUnTyL6pjspc/slbRn0x6fVVqfyTfWDtw+ln1oelXW2qzT/sxm2CUwO52XoZKyz8XusiRydfJBkq+ltorxRqFnhe9i8iUo+n4qQPtJoVaJ1mf6Ouk1631bkkHpOmNFSTRGExlfZ9vzpa8j/kUfFPZosGdFdVoY7toJQOjbxIIxavHlKrHxbpOuKSUMY4qNMtjqWtA5GTcv4LbKMVVh0MZnTPoy1wGqoyzxnAhVUZ6bAIALmL9eG/nzpJRT9t54JWfEeK3LayVpkwCn5HvPV4lhb+WzfKME4CSzlRZWmzBCUtyhInpUaa/HxNJPZXy5XE/nvaGWsyZdb2YHZhsk8VEsa8m3kWiDPMMgtnVOiUu3EXtke7FDas5xJgWQjzqmOCsSdcRekr2J4hfnygA9i42wl6UMMgNabguZzazCwmAVYEJhL1LyVYDptF5dKkWcrmC+ign4kaSSgGor4DIuAHx+fzPyTFZl1Krsgwz69Hc6JW+SREuOJ5N9X++h6Wrxjeat7GHvVZICUdjENPaVouoDrtFkuYdMiMil2r6RpJHbJDaOiiVenVMCrTBq9BJXQjoPbwPDLwKqCigTUCYKaVQHtI4EHVEq4qMiBIV3BneuUIPGXGRN20xiSHs223PfKabrSKhjYfHpzJ6vovjMHvQoMWTUML5iAWZNfAYKS0Jcic+Z9kv+pz0Mt1qA1LT/fZP0hrKm0p8Y/xTGDzHG/w747/4/fn2iL+f63MxIyV52PrSzQSu1qmmxhQYKs0WnDEBcgi3Z2BGdgpY18wModcMlg1gvgakL8n2oIFZBAsEqoHRE6UgMislp8RAiYgx6XQ6BXP6lEz2r6K/ka8y0vhpCyhSbKS2gQuVOG19LsGeIxMzWyWi7Wh5wpqkujp5sgMKSyLV/LEaTtLlzVi+ayHwViY0AHgB+vzjJ+Wc52CWK00ktm0dXQeZm1hIgh7yK0+fkYFtHOYCSxxlDem2ez7JIQDmNGpVQ7wvIEBMIKIFXrp/8UjBMnKdYnOP8y2gg1pG4cbhyPfJc5SWKGMHUAQL42cCgxWisnIySgUtgoumXiw8WxispB8vaIm4rhjfUKbhswmIUvUI1HpXnOCLAmdMwaszJFIOaqaA6XUOwK8ALwCb9kpTB0lG82YXRkDLhme2VMt++hek64K892IC2AW0iVeWpK0cEpsky6hY/LGVdz+ml8m++ioSNh0qQDWVDKY+Kq3URg4JJo3spGcEE1JxAtUGebaan+lmCsOYxB0jLAZPnxW8DejdjrMfagDEBpWKJ3Y2W7yV5J9fjvJbSp6iIgF29JleuxKjKa0IyFDEdCPkfUTF7TZgMzAo1a9QkJTfZOVQBKcFJ5Q4SrKZ5S4BJNCmTPSYwKAWWwYJNmci1s1VsZKNwm1jsqT3nwC1lwasF2FGkz2sD0SZmmtPkUrdQRwgUYEXYABRKanGmOjnEQidrudTlJ+ebFAgWIDNpkoQUwCkrmbRQkw5JVexjti+lfLRa9gYpa1UyQE3KbKiUUY/5kE3rol32nTMRbETVcuDnNW5MwOj8b22IfnodxNX33uv0e9J60ASny/7VgxZQYuWYibMtpR7TdbrG9Lz0vDhIUSthliSHRzsBL0Iq53Cdkj2dKPk565bXiE+ZuKx/Mm9WlG+XwR5Qq4yRlBHEhVWVgkuT2QJFW255VihwjS61+KiIr3ViRsRyJtmLR82B0JjkKK5sl5Z50LMCRynrELHf5KjaVD6Yg/UEtMh5COP1Qsdelw7nTCSr8qFoKFpNwrBhKWupYrLHCuNX+zTNk3Y5IFmuQ2j8KaAhOaSopHW1SpKo9Jx4zlStj8vPfasKvT5rjWUQqJSrJkAg31OwoJKPZAZKOQiowoaJ+d4rJImTgZ5zclYrSpD55f0VBpBevlcsQXEGyZRPSa4GARkSG0WylhQgdM2I9in4MWMszBaHWrLS6dzVegHaIb3PliVDahe7k+fElr0kPlMGVWIlm1tPatE2qdLvDEQvv3PdAoJlRmSek1JytgLBcgmf8ghQku1m0sbI5Ru62KlVSV2lSjJRkoiR2SzswswQKMHXaq27bSBWsSQjSpMEvfgrKJsAwMyeFBaZ30Rct4AlZlpKC8seT58Lq8+1yfVK+yis9DnNQPHT81sEE6FSzFpAbt8FYh1QTSDoKH6HDhgTyxmdz9rLV0uYor6w0TGVpICc7SqDLqQ9AsIOSvfjR4PPwZRTjFFLIDYKUGcviemSQF8zJeZWhFx26zvNdB2ZXnlU59A2onVAGwkelYpJ7my5j5h8u+Fc41NSAKWKBITpKQmQvM/F182+XgKaDGgNKiVyQg0hAbuZHakUwhyxyX9PZ1CpqmDZv4UZTwLctqrED8VuZObGGgjMzyOkZ6JAH1kYm6s1WPbMSj8pWsCK7Z2u5Jw2g+x708qzcBsKiEJUqFHsSIwpJkqs/Lz3gwW9ioeAUialJ/XMpumZUtojNj0u8REScPvkexRG3ibvhZiez3PdlhxPqphsSY6pTCReki8Qkm+SfCid4pxQLbGLbyJhs2RA1ahpP+mS/AXgqKATP14ncoDOicfiGybbsHdMrZRoz1tFNBEzpvKkNmLPqiQ98tmS43AVoTpQ9pjOZ1KbfM9ueZ6ZOBBXILLbpIRs3pYxrclBnolPcU1eK1Et7KaoKKBlKR9Li7ck8hWMNzl5J77tOsFLARllv7N3dLuRtp6xiXakVUy+f8Ss6k59VJyGhjPglcUHiU9yPBgtRJf2ZtLu89tA3HiUDQxXBtWbEtOUeUq+b45vUXH1O4qfUhhQWmwYi6lLaxvCLAsuGEXYqbKen2nh/sT4JwE//ymjHKBqcRayB6kCZD0KgFJ2s6J4r0ug1uJcBZlPGV2UZJ3L4Zvr4FOw6DYRv/eS5c/DBkzjqWtHUzmsCVjjRYsHCFHhg8YHxThX9OdaAicFYRLgQ025bluVwFzPoHp5aiHRcp9lOTN9y8qt+ZA0SFw+ZBdKdEACpyxElumlZo7krgCKFZqf7t9MKXuVKbPkOYRw5TAbh1kdXDEqtA7U1hOiYnamBDpaR9p6pqkcrXW4oHFBSwAcdDr40pwF+Ru7CrDyXMY0n5MzJTiPUdGPNd5pvNfEVEKUDVKYNJNNQZJbbYP05VylzE7K5JMMr7IBWzuudwNdNVMZj00RjIsaHzRzkP8vU8U4VkyqkiDOS302Xoy7SwBUcUp9wrDS88g1plHJsw5bj9k4mnZi08zU1lGv1pVWUbRDgNFbLnPFeai5tC1+MGTGij4bggPsYiSKYw5FAFGbSHSq0GJLJkItWjeFHtpE/C7Q3fZ0zURtPZUOdHbG6MDoLcex4dNQERpDAfZ0RM1LJtobCFtPfTWy7UZq6+V5J4OawRNZ35rT0HA5ig6IrTxuMsymImqNvShcl4MRJaU6ozzk3Ckqg0++AtU5rq8ubOqZxjoqLXOb/4kpWfZ54DmYk59B+f0XQE/+m3/s9yEq5qAZZ8s4W4a+xp2Sd24ieEUY0gEwxaRpIwcfrJyplE2UoD5vUIoAXVCpnE0v+ztnVWMlNiUanRySCAbJWq3uE0C1Hm0FsPVzLQdwE8URD4rgBHjOdNioYd0lRkCVQGwC+KQrswqEivPkwSeGgs8BpQVCzt6nYLyTgIPE/hPHIhJbLwD8rCWbrUhrLoFZITkgVsBgFSkCilJeG8URaAKmdey3A9tmojKeWsv61CpiVUCrbJd0ed4u2a71OomrrwOqrKv8+skbhtnSjzVjX+F6K3vGBtRoiJNaMlfXobCvCoPMqQJgzVvJ0mXdnxK468QIyckOBSqmvZECgBzI5TJPXy9sn/KcXExMsOdOQg4ichZ4SdBQ6PhhZim5MUh5k4KYDqDMUAuJiq5HSbPHBNSIrVo+NyZWlI4sAvHZiU+Z63Xp23p/RAtuRf/3K5YYKjljKqIyc0uDmlKZeYTQRsxZMtO+WTJ4OdNa6OSBZwBl/r6wEVLyJes4rUxKAeTtIGs3Z11zEJIzh0U8Nz1Lmcz0/it2Z9TLWQ9pLqMqyS2SQykgSHaelATgerk+M8j7hkbOjCxCX86WfA+Kcs7kNVZ+F5e1lrUvwtrkqPR5+ezSKThIYtN6ljVVBImtuIFZ806iUgpzCeQZuiZi+udMu7XIana2hblm5NryWkrrllxingI3tOzlDCAXYCaBLLAExSU4XiXtzCjPLoSlFCsLOGfdGRBHvWhBkF8XF2FZJKDOYFdmVeV7j2XtS9BczsT10WEVXiWAp1JU/SLivZRQRuLG442WPRATW6RZnu16lPdXyblc2Zvsf5ssJJv9++wjpODS3ThU66kbx7Yb2TUTjXUYFZ6dw5B87ij+ZTmLo/rR69ZDrc59q0LK4GtGZ3m4dMyzwc0WPxpmBfqiC9AMqtgaM6bkSAI3E/6Aa8Wvq65Hrve9+BzGY3VAE8u5kocLmjkYLnPFOFQS+CWwX7WS8BImI88SQWVu09rLa0NAt3TurMpu9KQgs431siZkUjIgDRnIVX7Fws6/qnNpkbzOuPSo9bLW14HpOmiHfL7EktTO/qZ2SYQeOa+FYalKHKY2Dtcb/DYBcYNo3eR9Jjosz9kcGViOWoBaVvtNkkHLmlQru5Dvd2GcsyIOUBIC6yE6b3HBFE1iTrMwiSQRJv4eTZDEZ44/seUMB9l3BGFogSQcfGJQm/3Mtptk3XrNcGrwp1r2a0q2mUmXtZoB+ahW/hoCtsY2sLkamDuD3xvGUXx4c5C4IrTycHOCP+v65YRzVAJOlb2V5iYnB3KlzVIpEJmz8c8M6v0sdm/Wkhidl0QgcTnz8nrNib1njDktPuTza0h+5NajGo+pAm0zo3UsoLFzmhg0wSvCaKi7mauNxIC19rioiz3JcUr+30RV9rLXiJ+28ovyfigaTUBsAvVuYtNOhKjo+5r5VKN6LUE9QPLz1uV+meCwJhrkQzpm/y6ds/lZB6NSglclfzEz7qUhzp8a/7zAT6RoBShP6ga0GK/80Eu3BQckoa1gZXMLlY+SgSA7MBdFVClo2MvTUbNatAlsZNqIsQ0JFNi8OXO1GdhUM52dUxAgBrzWXgLIlWOfhyYSUPiomILl4moOY8v9pWPoa+a+IvzMy0EVFHHS6IuhOkiA4tsgDkat0BuFG4XuSqQ4XcXAxsWpyNSvXK+djSBRaJZRZV2kJQjLTo4dgmz+LtWvJkc9WKj3E1/fHrhrz1zXA1szodMhXBVr+XysD7beV7hohB6XrE4OpEwCNfRPHOrrYQjPATZkQ/a+5uxqHqeOp7Hl/rjF2iWwn5xhHKvCKFFKrs1YAfDuNj27emRjJ7Z2ojMzNt3TAkhoAorRWz6PW96rXcnSeGcIkyFOGqUUfhfwEdSkSRSmvCiKMVQesoCaejNyd3Xm9ebCm+5EZ2a0CoSoBXCKqsxRYySqmINhDIbH1xt6V3GZK45Dw9HvmZUGnQJ9HVGTRg+qrJ9Qgw+yKeZtMiKr9fRl1iMk4OR2d+FNd6Y2rgTDAKe5YfYGYwNuG4rzr7xCh5y5F5DTbmeudz23bU9nZ+wKgMnBdb7XOWqGt5UEy8Hy4bzjvtoyNxW+MUvGwyv0qIlGYyYp5atOss9dKxRe2zjebM9sq5Ha+GK88z3k+c4BvPsibbVedy7osh5+tObJQF149rfrQ2Pylk/9lsOuKaDn0NdChvMGMyr8NuABPSiqo35W6ii07iWAWeuHeL+IbNdHORDcRhGuXTkg1duetvLU1ksWUgnjqTaexjqa9Hx7VwmgZ3e4Qy1erY1gA67V+MGgRgk6lUdsaQr03T4QO4+uPWGwVCc5uIVhGYsmhEmsIanHhnkrWTUzIA5qG1CTLtkvAL+R9zadp+0mmmrmeOqYL7n2RFgC0YI+KMbr588pA52+kYC/uhnpuonrbuDnu0e2dirPOtvwKtkmF8VBz7+bvCn2LD/3Z2DiCrC12pdsUT4XPg9b+rmS753h8XFLGCxOGfSo8DepAH0WGnEuQY3JSc+04thLx0kzJofXLmW7OSunJymP0U5YjCpE7JCo96lTSXZylZef2UG6g+k5CMOi00UUtHnypZwyJiBH9r2UiSmvS3vfYAXQzFvGXnJJqawLm7RJYq1xW8k6ui4swF5EMmOjGCfJ9MYFCEtHUDARrCrd44ojnZzAHITMtx69m7G1nAHbZqI2AvRZvexdkKBscJZhqhimijBaopd14bxinPUzO2svAnLmErDcebGIb6907TLzpgh+TxHbB8ZrIyAUGUBIgt2TiGVWvXQGWmuShJTQCBVJ/0XmWycgMVSyL/WklmBdJX8nBSRBjJgEJgA64nYKugUIHn2dMpS5PDqDSgJCFmH69BmmXxg73ecgwt8rlnP0+T2E0RAS4OKTKHxmC6og4Feol+uftwmYyEwntQq+gmSzQyXAs73IM6lOsQQOZs5SABLY+06CReWF6eQ2kWhX0gCV3KcOssaiymVpCaxcMckyO0BAdrnfUv7nhAnsW1VkDQp4lTvEmFSqvQI/hW0uNlLPS8AV6sj0OlB/MkVs3m3WncwElQytRCO+l3vyGYisoHmI2DH7kGnNVmKD7XYWYHioCwsql64888mzHwGltHkdAJVn1ObPkTUjbImI23n01czt1YVX2wvXdc91NdAZobRmH2yOutjkL211AebTz0rQtvLTxd8Un7NSAZvoJy4YjtuGh3HDh+OOi2qIjcdXFhUtehbZg2gksWgGiTyzjY1+0XcJG8/dvucXVw+0yW/LPsM6kZA/d/ASsESnyzONTZBAOEpiw/mVNplaQIK8nmMGEWIGOEpsiEoJ5mDionkYl/LmHGTneKk0fFgldTLzA7WAP9VhaQwi4FJMTCj5m/X1BpNFwSP0YEZdwFszxnRuREKt6V8Zpr3YbXM1cXt1obGuzJmPijEnUC4VfKpT0l7iNz2lJGZiyOlJFcah65aypiLmDqVzsa/Bb2LRUCGBRjmw1pNivg5lPYcuFBZ7tpu69oVFpqAkdRvraKzjMlfEdO4fT90zgCwn2wkIOPEqomzEtjP7buLt7kRnZ6ZguMw1n3SkT+wUIRkY3KQwCtQl2eScwEnXrBNgpxrPV9dH9pWgDFMwHMaWyRv6qeJybvCJKRKdRg0GlC4xcjSRESNlrsC8izT3Gt+mbs1tQN1MmMpTVZ62nukq9ywBe5lrPh63DJcatYvED60knBthHvVhBfwgJWAlGZI6Xq9B0CLWfuuwneMqJfRu2h6rAoO3jN7SzxWXqSrsbGcD224soE9AMTqbfH4BeSZnMrEZgH6UeF5dDOasF43VmFiqWb81gYi6c1zvet5uT+yqUfwLX5XrOQ4N50uDP1bEWhPrnLVXEKA6GCnljLKHy0iMzgwWZfa2dO1NZ0H28ZKN/1PjnxX4Mb3DDlGc9YTiuS5Ru5PDmcX7opKDMddFm0FqGn0L45aFKr7aULJuEtuj9ZJpnzW61zT3SqiZVxNtJ2yVX99+5rbuaYxj9D+eimdAxBcBeqcnGu0KOHRwLR/3Ox6nDcep4fN5I4yVZCyGpmbcJMZEFWDW4sS34K4T0poy56EC/SjlAD6LgBbxV0q967rsY9rqQtfPorslEzAGxivDdKOYtxF3k6y+iaja88tXj/xy98BddWZnRxol2Zc8KuUlaE8ATogaj2KOhjFI8P5ToI5BHO01qJPncz3HlfJUymNUePZZeczRMEfDECrmr0x5LSCZnGDxaAyBaqUu6aPGqIBfOQtzNOV/l6hPOnkv2VkYZ8s0SXpF6RRQ6Ei8mdE2EAYDTpX628zy8W2UlybHOFq4vT7zZ9f3/Kx7ojMzY7BMweKC4uxqJm/RaglIOjOztSN32vHL7oExWB7nDe+HPT9UjvunrZQVRTCNlyClsoARLYRWwJH6kGr4W5bSgRHUxPOsQC3AyaYSQGryFpcybLXx9K7iPFVS5zqrJZWrItVJFUHEUCNUZyWgaO8qoCrZt9bM1MZTa4fVga+bA62eGULF/bTlcegwJhBaT9AIQ8JEpFwtMiHO5rwVsKM6kUS5oW3koHHRcBlrTlMj624V5BW2XlTM3jyjd+bVmFlrzptClsuvUypidKKD6lB+p5XYg2010hrHvjnzrjswBcvT1PIwbng0HYfQESJMlSZ2ska91SVbay5izKaUxg+ASQZ8vFal1j0aCbZyuZ/bwN2bA2+2Z26anr0d6cwk18lCZc3fayW26tO4QxM5dzWnYwUmYlvHbjtws+mJUTF6wzBVjLPFOY1zhnCxEghXAWMDsfb0P9PieCRgOthUypI6h0lXu0wPDsKIawLV9YifDe124nrT86q7cFNf6MxMlfb3d/0Vf++FbRh0FAB2lMU73kL9uGT8IWnl2MTc2Dh+/fYz7zYHbqqeSnn6UNP7it5XnOam2C6rA5MXRysz0/ppifSUilSJtZiffQYSjBJgbZOA5UZ7dnbiq/aAITCGioNrOFx19E6cABc0lfHM3nAYGo7VFhcUOIUeNPWTRqVAZHiliq7JklVPdeIKSFmemAI9yQjGRffNrs6ORrSP9BwJfQYNDNNel9IaESFfyokx8r5ZoNNXOfmQHEYF05Ve/OLEXMntpwGGd428x1bjNqDuRl7fnXi9OWN14ONly+HSMiQQP5wtVBHTeLQRNGwaLOpsqe/zfQlApGd5Xu7W072+8NX+zNvNkY2daLQvgPN6/BSIG6Jmjpqza2RtJDt432/49PGKgGU2EDovQfysGV8vjmoO0NxWzgzfwFOtE3ibRDDRhTWQdfXO32j6SScwKSYgSxWwwTcwvQrUby50zfzsPqrErKx0oDKebTWxsRO1dmktume24MsxR0Pva46u4XHsOL1rOI81l6FmOtYFmASxyWjQlS/08zCaRKdXPE4Ke4qYKekYspRWZZC6lF8HWSP2Ih36ssEtpWMuJfE2sTBxYi+JF72dabqZXTNx7hvG+47qZJM2hSrAkB8pXbJyibO/ErbJ5Z3CND4RryPaBGpgPDZ4A+ctC5sxJ3IKEyRR9wPEdO7nvRWN3Ethrc0UvZ15p5j3C4tJuvcg9tQp3LWUSSsjIH+wAVt7um7ibnuh+bfCFG6NBC5TMEzeMnjL49DxeOqY+oq+sagoiVAVFHpUuJ2in/Qz8frxjcdeTXz96gkfFZ+7LZfbhr5P/kWvRe8tLkR85QWMJrG7xpvI8BqUj880RHyTGAw7T3M7cLsd2Dcj+2qktTNbk22lrOdsl5+mlouraY2jNg6rwo8YuiEB6/lMXzNs8musDljlk+/haLTDas/r5gxQ7P65r/HGCHCct4gCkLmb9omhmco3RYtGXrNrRjYpQB98xXmW7MXaB10zhn3QbK97+qrBjwYmXVjrpfxxXEqQ7LAAyW4TcbcONWtCAjmKGGwqd/O17L2ymeQ2CHUsbJ8CYgHT1xOm82Ufq1AtpSzJjoU6N7yB6phBIEpJag6CVYiMVwIYZGaer0QrKiTNuOZRJ4BU9rlvBFTZdRM3Xc/WTj9KPLooLNrjz1uOY8NpaBiHiuAVcTYLSNwG3JVOCSoFKjEvEzsoamkQJPqfUUqg6ojqHO124u3uQlfNZW34oOmsVAa0Zn62htZgYrar2X/P319Czf204UO/px9rhteO+ZXsdUzkq68euW4GdtVIrb0kpFPyyEfF09zhkt0NQWFrj9YRYwK+0QyA32jcIAwpnQArKVdczo2qdbxqz7xtTmztSJv2m0+J0BxbTcEyB4OLmjHZlMFX9K6in6viF9ugqf9SKmIa42mMY18P1NqXufkSdA1R8bjveJw23PcbfogSl8fELg/WFP9GeYWqU9yaGjz5Wj1jqepZQPz9qzN/efeJXTWWeZtCunZnOQ0N/aXGmCAMIC9i2f1c8eRaTpeG+VLDIOCB6oRyHCf5MFUF4sVgT6YwJUMNISfPsv5SqtjxDZjKs60nrqqBrZ2eJbsBzl7s3MXVBSeYZyv23htmG8EJQSRWkhjNbPDZLGLUssYp0gG+IWmoyef0d6uynp8Y/6zAT6yNiM2mhxhSXbNvxLCJvZIHnzUncsePPOEhZaAyNXZNiSp0MxPByYQJ8yISGkVsPdvdyFdXR26bC1+1BwDOruHby3XJ9uYA0aQsfkafc7lSY3xhx+ztwJUdBDDRjjf1iT7U/NDseZo6zlPNaWgEQEjonjJB9COcXkAFKx1Vgk/ioUpjz5LJUi6WMgkJ2lNmKUKmXVZ9als5SVZiXXIRrFpEGqsopR45G9pOvGrPWBU4uI77eUutXXGU52BotKPR8zNmwxgsLhp6X/Fx2D0Dc3xiOqh06GYjmdk1UzDFuFvtaY0rhiKDagUQWrGuAFo9/yQQlYdWIYE7mjkaLr7msgr2DlPH2dXFuAMFIMjPfZxtYRCF1TPSVSB4BU4nh1AVPZFy4CXkOmdoGutKRuhx7vi+v+Y4NfRzRT9VTLMtJXVaB67akX09clUN3NVndmbkrj7TGXHojQ48njYMp3qpb7dC1febgB51MghJFDbXBCeBNnuOGL9ko/PUjs5yHK+ZnGH2hnG0dK0cEsNYoXphJSyUclWyAFkLZB4tj6rjNDRMkyGu1oFNeiqV8WzqmX9z84HXzYkxWFlDTzumx0Yy604RbULD4wKIZodiDXjGVPN/nmvOU815rBn6OunvpNcFRfQ61aJL2iDOuvxe5jCIA+VFpycmrSdBo1P2J7/nujxUR6rW0XYT22biuhl42x3Z2QnbBDZ2Lkyug+oIvip/J2WIKtGGU9lNcqZEIJwfqf1nny4DK9FGtvXM2+7Im/pUwMXMmgPwEUwMuPT949zxedjy6bKh72vRvrGiUbBtJn6xe6AzM0ZFel9xnBuOU8vT2PJZ78qzBPBOEzaemPSNole4nWS7hdW5ZNJyZl1aF0furi601nHXnnnVXHhTH9mYqTAqL77mB7XHh6SbM2mpl68jQYOa00GYbGBhKaTyTl0FttXIzoo9+Tjt+P5yzdPQ0k8V3ks5qdai0TCOq5R+YvyFIR2gGtFKyJTfrF8lPibaeLp2pqtnWuto7cwvto9c2Z7OTDR65q6+4IJ5xhZ9mlphYHUN3mmikjkMNhKL40rplJJIT0m3acms5455Gd+IWj8Lpn2tlr9PelKopbuP65ZzJVTCCMifqZ0Ibcv7LiKTawaE8jJHIZUxZWctO/rRyPVkfRJjA9ftwNfdgZvqws83NYe55TC3HKeGj8cdlfE0leO6GehdxWPfcrYtk29KB6FYiV6Icgq9nbnbXfjl/oGraijMwj7tOZcc2y/ZgBlotNqz1SM3Vc/YCEA/enGIH9uZedYQtCRukL3nlEYnNmLWsPGd2K1Q5juXmavUHpbSDVLANQqzmaielc3I/EVi43l1debr7aGcl8Cza2+0Y28GmnRGVsr/o4BPHh7NGCouoea4aXmcO973V3zqtzzYTrLWY0UMYGvJ6upcrh20CAUHRfAaP2u8r0tnp1IOYWNiY+vCEMlNOwrjJi6ioDEAWko9/LVDt1722i3sNyP7duS6GbA68L26Yjw2Aix1y/oHmFCSHEh7yNcRu5+5uZIg76oZSiJCq8jgKh5vOi5zhQ+KYaqYxgo3GeIogLOPYt9yCVawizj8dKueayIlf9ZHik5jTszJpkn7ekpaD42n6uZkjyJXm4GbtueuufC2PbIzI5XytHrGZ/8m1Bxdyx/NDeexZp4ssQ2SOAFJDFkjAtIJnC82ovPUzcxN21Nrx66aOOwbjn0r5cq9QQ0Gc9KLBogSFpUdUnlK0mkz46IvGK0Adn7vqa9Hvr49cNtcih90SsCqVYHaOC6u5jzXpUx2mKrcLKckZ3yQdbbWy4lRbK/3+hk/Nwu1Zp2dyno2zcSmmrmue45zy1Pfcr40zMcafRYmripdvaSywF4owVXek+vyRh80F1fx4bIXv2Oq5DwMWkDBoJJGKKJflPQHRWldUT2YxLLJNnux9fl75UAlnanqasSYiJuNAB9RNPoYkp6cUiWRlMvJhCLCMj9K4qdQRza3Pdt2YnaG86Uh3lfF98gC0MFGtAWTyuDWXV3RMkdRg++WEmbtY2KGJmZG0QxLzFAonVBRAmz0szDbKy0xgPjNM1YFdtXIrhq5bSpOXcNpagpzIqYkTXBa1oVRxEoMqxmXORXbHEVDZxdQnWOzG7nZ9rzbHHnVXCTxGSxnV3OaG67qgb0d0xk+P6t+mFfisTkJPYSq/Dy/1kdZt6oWLU+V7FtrHa/bc/LtF8BpDBWPc8fvDreMs2X2RhgrzuDSeq/qROcxUsoejQAoRotNKiWkStbgxdXcqw1z1FxZRZMeYqU9OzVSaSfJ/ORYS0LfMgZbEgOZDT0FU6phMrMtRM0YJOYKKnKUtnxoFenMXJJhrZmXSC6jpwpKbWtcabeSzk614AV5+EZseWM917XY8LNr+DRsGVzF57P4tX6QjRVUegOfJFpGxTRZ/DFlJHL5s1dU7QyrjtnzYIpvGWxM8UbufhfLOs5JHIDJGx6njo/DDqMCGzuxsZLQ74yA3ro5MnaWj82Op6njMLSc+iYBmpqYmx2UWEMljdkIdY7rNPZCaYQkJf2r6f0T458V+PGVYt6ook3g25QN7qJkTRJLgig3Fk1ED5roMrsnTX4S28saEWWhVKGAHWpKB10KVH0bMa3ndtPzq909P2sfqZTnYd5wdA3vj/sF9PEa7zI0nkU7FcoI4morz+Asx6ZlXw28ai68aw5c275s+LvqzPvxiveDvO88G0KixmsTSCW0Av5oER0tIBYwa0PUIi5gxiVrJTe3oJ85oBL0PbMXVKmzVyHPWwLNKqEpbpID9aq7sLcjYzBcXM3DKApma4ZOLg+BBQ3PWRgfNIdBNnpMpTLznJg0OtJUrjiKWdNndsvva+sW/R8VaaxkebIGT21cMTTrLGZm9zTKUSVDFqLGh4oxWoZQMQbL09xxnBsuruYy1xyGhstQ452wOmJQRdcIJCCZZ6GfKRUl4MwAi4pEZ1CjoOzKLaCPZGsS0JidJKAyAlKNwfJx2PHbh1txqmZhf8XBgA30VSA6zXE7se0m9u3Ipav45faBa9tzZwUE0kR+pyLv0zUCKBuIrRwuwRickvkVxoWwZqKKBSXOI4NUWkfmoDn2DdMozkucpDZWm4CbF0Q+l40pRRG7DhmQvFjGWTPKAkatMrmzDUlrKXJqHFfNkLIB4jxNZ3HAdOqUFJzU6KpAyWgIsLYKjNK1hKAKwj/0Nb43C6ga5W/0rJ6JhOteL52YVCoVyR3qRnHWSd19RM8pZSTc8zmMGuatYe4r+rZh2FZYLSDmNjkNWzsWwPQwGREXttJBIHoFVSBWipDZfrmUVS1BgoZSppNLgTKNubGOKzuys7I+Prodva+Ygi0gyno8jh2fLhuO5xY/GgExkqjmrh551xy5tRc2ZsQQOfqWz/OW74drlIpsqlmc3qRZoIwjaHFQoo24LJ46i3BhoZinG4kRVBV4uz3xy80DN9WFvRnYpDY7md3nEZqsc+kg9KqUo0UR48DvJFOrnFCfy60qMEaYOABTsHwadnz3eMVwqYWpEGW/FjBnMHKGlPeIqIspxtYkMf+sIydlOvJrZyOHrubceqra0TUTrXGERrG1IzszFlALJAP85Dp8VBznFlt5OXOyfdf5DKS8nlVZiUqvU14Cyuk6iXKmNSKs0PRZyfnWbnnvXDMfKqkNzwKZstgEVMwdUgDcTicdOXmPENXSNjkK7Tl/jtssTj2p1CwzOXIwo43oiN1UF75p5CzOgeynecfvm1sAWuO4qXs+jVvZQ0Fzng2hNwXgU7UnToamddy0PV+3TwAcXMvDtOEwSbp7DobRyYbKYu42BRobO7G3I6a6cGVlLc7RcFAtjXHUtcfVHhKwrrSwO6ONBAIqaJQRhzTWyfA4RXQCYBQm3Ka4FXKepGeRur4XZkpmQGfRdFUHXnUX/mL3ib0ZniU/MtDTqok6/RykOYRHJYbukhxZD0PAm8SEjJanakNnZimNriamYDiNDc5rKuupjSdC0eZTVSzn/jhWTJ1NgZeAcutuigLWJtaPjsRKg9LFh8nd2oigEjDUXI1cbQda69hUUwnGtnbk7Boehw7deNw2FkZOJnFl0DwnCGIT2e96/uz6nq/aYwKax8IuPvq2BDwn3/AwbXgaO05zzaFvOR/b0uyDqHBT8g2QM9itpljNShiy60RdAUdjAUVzSZe0Nvdc7wZqK9qJmYV9W124Nj0bPZYgc4qWMVS0QZ79o+0EwNIRao+xXrQtdNLWq0gNNSgJDFULENGamdfNmbftidFbnnYt35+v5DwdKybbkkuBlY64SRMuRubUys89ptgG34C/Er2/N9cnvtkK2zlExdnX3Pebsg+NDlymqmS9YxAAMfrV+W3jYv9zmeLKzqvS1a8sahaNm0hvI+euoWlmzl0tJS6XBnex6JOAL7nTVH5OJreqb1cJpPUWilKOdJ4bnjJQllk8g0kljFICH0zEV5G58dSbWXRBnWgZ2n7paJzP/AyExkrYvTGB93d7KSGZvQTgg7M4bzicW+bB4mYtLAUvZ6NuvVxTErPOTB7qQNXN/PzmiX09cJxaPgBP2xblUlnkJixzq+X8k9KoZT7QwjJAUzoi60bOJGHGUcTRi2ZdEsou4ESEeTacx5p+rKTZggk0VpgTu1pAn72VBM5tfaFvKz5Uez6bgA8SU/RDJcxBkyQagFyLFVP35dBEws7RXo/supGv9wfeJTuwMyMn33BwHb2vCFFhVaBJMcfeDIAAOZdQc3AtX46za0qZYmfmFHNU4usnP1slEDOzfHZGCAOXUNMHSX58HHZ8ftriU5xkrC8MGVTE5jgwVSPEKtkVvwggF82foDmMLaO3nFzDuWrYWmHI1Npxay9USGL/y4qOnFD3KOZgCanKI48MPh9dy9FJjAVw32/wKTZprePrzUFK6YNmclYAumyLkvZuSd7lktLsp5jl+7Lvaoi1xI51iv0Gb3kaW459y+XYEAcja7lJNa9p/U+TXH/WjlWNxzYOpUVP6Xo3YJPPOEwVj5eKYDUqN2r6ouQ1d9AtnbyCZpgtipbj0BCBtnJs64nb5sJ1PXBd9QUreFWd+TjteV/t+aB3nK0XUMoZeeZGfIjo5QAtguHFVulS2RNzEyiWM/AfG/+8jB8L8xVFeFMytEnQzoq4aMiIRu4w1YoeBjqK0G1Gw+u4ZOIjBUAhgnIaM6TsEpC769jKcdde+HX3iT9rPvHoNzzMG6FdnVuqyqNUTG3c0kbLK04tkw3wdO54OG4wJtA1E//2VcU33SOvqyN35sy76om/bN9z3HW8v77i785v+OF8xXmqUSoyzJa5lcNObmihshoTmHXEKUSstVbPsqt+w9KS3MhmcRsl9Ya1tLrLNb3apxr1OpVB1HITlfFsqpmrSgza/bjl02XL/dNWMlxeYxrP9ZVQY899w9RXxLNFj1oEtVImrm4c1npB7s8NPFUS4JlI38gDyxmcOGmhsiWK63nj5dmtnjlJVyHrP2Aipg7Uzcy2neiquZRZvGoFMc/13y5qDlNL7yoGZzlcWikTSc/STYZ4tuXz9ZwOigpi55mhiEGbXGOZ2T+zRl3EUbD9QrfNrKt8YKtExXXbmAye4RgMHy57jj/sUVnUN3fAAuJkME+GedY89hXHuuN7dY37xvDnu09cNz1/0X7gdXXim+6R3+3u+IfHV/RTJfe2RTKzW4faOcLbKCVhR5uU+MXwDXeqOBdmhNBJFrcxnk0zE6PCWMXmZirC3pex5txV6NkUg6x82su5E56NmJOkcqNmMVCBxGADvBiw2VX88ekagNbMTMEK7b4yYp9zIO4WPQ0R6EvPoUptW1Xa20EyfpXx0E3EluI8ZNHwy1jLmkmso36qOJ1b3GxQOtK2Uv7ZVG7V+cswOcM0W+bJ4icNo8E+GXI7+4LITxo3Vzz2IvA83lredUe+bp/4y80HvmoO/Gq354e7Pe8ve2HTzBXHS9pXlcZdedw16EFTHVQRLBRNFvFj1jTeDAxkavkQhNX2Hx6+4uHSMY5WEn655FRF6tqhdRSAbJR71zYSvMLNlo2d2JmRvRnYm55WzfyseoAW5p3hcNfx4LZ8O97w2/MrEX2PikHVzF5YlTECo4GLZryLxfaL4HpA7T3XNxd+uXng326/o02p1mNoeXBbLr6m90KVfn/a42Yr66denWY6ipOXxas1EhxkJ31F/T+5WoCfy5b+2CYqL/KeOQhT0vHPNhI05az7tBPmWowKN5gfAZrqkj0AAJMouwIa/93n17zvdty2vayF5omNmSQ5kJymwScq9WTFLnkJGLPjRlz2qu8on6XmdGZUkdhK61czKuxZWFY+Cb2Xbmq5Q1KyU8opws0q4AB0kOfkWsrfzVGVLLDKQGyi/mdwArXov+SyvtKSOXVs882qZOAsZ9u63OrOnmjVLKW5rWbeGaZouISGe7fj5GrJBFcz08YQ24VNGIJG1xN3+zPvEjPiwW34vr/mH+7vGMeU+QuJTZXBfEAZ0USqNhP77cDX+yO/2t7TGRFnPLuGEJUA+FXA2whzKvMNSX8sCaTGHFjpKA6tW7p7zru0DxJwtzAn0xmSyonmXXYihYGge7GHtvK8aU68qw7JSV/2wkaP1InhswZ6Lrk8OtofOfKyWoVVuzc5YeW4syc2euQv2o/i1Pu2MGbvp23Jqvqgmb2hq2d8csOqyhOvR+ZzhRqNnOla/iklezLWsey5aDzOJC3GQeNT6WIuk4om8tXNkX9z854/a++5thcBqpDg6+8ub6mM5+7mzLAdcc4wjZbQS0BvsjhzYsSyn/lqf+Rf7z7wF+0H9qYvcxiixleyJzOoMm9k/sZoufiaORrOrillcbmU3OrAYWz5w7evUCZgG7Gx06VmHowkGTLbMQXFBQDNOpQT2G7i39x94C+2H7m152IXPToxuCTIuYSGS2gYElOr9xUBxaaZhEk4WebREn0CzGctvpQYxiV5ESmgnSZyZXt2jZSDDNdy3yfXcD9v+e3xjtkbKX08bDC3sTBvjAnSreoWsOKn/fnNE2+6E6+bkwBT84anueXzsOXDw178sJUuo3whZ5G2kah9KZOSTl7ij+tJJBLIZ69OGlDI/lFeCdBRL2sPr/C9pZ81/akhXqzsLy9NBQSUTSWJkJgr0mq8dBFOvgYkUClKyfgo6rzCMrJKduWoBQgOiAZKZqwFxXSqBbxSkfEuiP5Tuv/QUHSTlFdJOyuBJ5vAz3YH/sc3f+DaXkqCObPb855eMzd+SqcQFumGSnme3IY/DrfCjPqVxwe5L+cMbjbMl4p4keg7mgipjHXdjAAlNitYUM1y7a5bRG/VTGlXXpjxWv7eDRVHb/Bni5oFtDop+NR6mquR2/2Fd5sTb9oTV7bnq+bArzefOV03pYz6759e85EdOUkzmyppvcoZUXczX98cZE3WZ/6s+8S16amVw0fNk9/wed5ycA0Pw4bTXBe9yDlqeiOL7OQbPo9bfjhfFXAjywWcR7nZ17sz+2rgftjyeO6ID7UkxFJTjTAZObei4hJqHt2GT+OWz8OWx77ldGlxoyVOAqaGWqNMxNYeW3ms9cw2EGYrpUC5yYqN+NQ0IDfb8KPh42GX9llMyfiZthKG36tWrnVnxmespiy70eiZRnlm5UsVRZHdSBUfj1PH+8uew9AwTBWXQwujKY04Dr9o2NZiyy5j2mSJgaMHvTRjAOK4akqTY8YMABmxESpI8kAh+rJDKp2KUXF+6ErMGK2UbpXqHy/MqTd3R15vztzU/TPmUi7JGoPl6Bq+O11zaDriO8/sNXEw1J+NCJI3kiDOHemiFlDUOy26QF60Z6djzTEqPtrAd5uZdzdHfrZ7wrSBr5onXtsjv2o/Me8Np7uWe7cVRv645VO/Y3CWy1TRXxrqZiYkYoW/WPxVEsvfpKSfz////xnwkx3YzN4xE/RvI+HKSZvdiBjl5DRkpyrWQnXGpax7UDAApKxDUvbOtXF4tZSJOWkDaCbJauVs2KPf8NvhNX9/esO3T9erQyhiradppL4z6zoAYhC9oJbzrHGzYbpU9J87/h/nllfXr3jVXXjXHvmLzUfu7Im96bmzJ76uH/mwu+KH8Yo/nG+5zDXHsWacq6Le7mYj9GknYrrxasa3mmgqYZOs5rF+YlGpZ4WQ5kxSasW8fk2mIYfJcDy3OC+dBkJUuCT25VNJTHQCdJwuAoi5WQyRHjVh1ZLcWM9+M0irytmKQds5YYSk7FgsIBpFjC1WCebVCPiRW7vn8onBpBaM6fnqyKBqBrby91tPux/5Q7yRwDllOXJL+VLmt3dUXXKgvMY2ju66Lx3JQDI3Pgl8ZYr3ONS4Y0XOqhMh9qJv4rYp4D4o6kcJsHJmw44Uyv+8kzVzSsHDYWho7noRQatcAbAWYWChOk/OMo6W+VzzD/d3HKeGT9sd/273PXf2xK/aT7yuTmztxH+4f1cEzGIQRwwtmgVgyB2QFJHpZlk/WUsKK5/fpnrmb/ZP7CopL6uU5+O04w+nW85PLXPq4oRXmLNmuoqFhqknhd+LqOp2NxQ6ftb2AaFAir5R7nIhLKyyhjvRLJKHIsF8iMm5SGs6i9YFkxyOCubJ0ljHL/cP3NUXXtUndikrnrO562AHpAb7EmqGpFGVxcRDKg35smNTLgN1UVgoeYSoigB3LjMb+4rf9K/5Ybfn/maDvom8qw683pz415sfeLje8nHa89vTney5KuCRtah0JPo6dQqIzwJoWVeLyHJuE3kYW/6o5eG+v+z4+LAX6rNXUh6VmS1AX1VL1hRgSs5qVPgm8DR1/O35bfn1TdXzi/aejZ6KHkMWObZKNGpAGBymc0SvxGHJIHlyxPSkUL0iGo3zimFTJdbLhm9Tpu3DuONvP78Ryny6xrmvBBhOnfV0n4H4bOdytwxVMupEAc3U68jT2PHAhstccRlrbl8dqa2nTULXtfFFCyJ3ZflSVDQD8pO3TGkdlDW7es1lrjhcWubZiEYYcH7seK9v+PvuNVfbpaMgwGFoOQ81w6nBfKgFA05ZL9OLYHs+yEMl2l3yoSzdi5QqgpXrA786iR0NVpiJeqKUEehZfp+zriKWnNbVJG11SzCSHK5Qp0DVyd+3DwGXac5WSQec5HyIxsoSXNoBsg5E1JKgCEFxP2wIvOV3lzu+ao+F+XVtLrR6ZoqWY2j53XDH7493klmfKqwNeC9ASwgaf7Z4BceuofcVn+ctvz/f8cNpzzhUzMPi5qgMQuRk0UmjPbiT4b5quW+u+MPdDdZ4nDcMYyVB9MmiJ40O8hwy6KUAlbryoOX55c4lkh1XNA88y1rmwDKkJEz7Mc11bs3slrbcrqMEnHPUfJp3/HG4KRonWkXu6ovs7VTOfFmVMh+mBh80zi+dkTKwDfCzqwNvuyOVCpx9zXXVC+PJTGz0JM/Dyvv/or1n3tlSCnAJddGw6n3F2dd87Hccrxo5xyZLyP5EhNnXmDaVfTsFpyoxSUWHprCYczfTNnDVDLyqzuzNwBiqAnacfMMfzrf88LTHe01dS1dSYz2xEfDV9KbsFzVLV5e8d4dY8X645sl3pTR2Z8YS2ISoUuAjOo639iKgZAKHcuvcOQhL7bfqFd81N1KmltnCs8acNNVRkiFuF5I4LaUDk29i0UK7bSa2duQ6AXHv52sOruXgOjoz4aLhMLd8GrYcp6Y8/5z7vIw1zhnmyQq42RvM2VAfpEtmDg6ils91tdipPxxueX/ZF9/1XXPgzp7Zq4Gvq0d8p/l3u++4+EZKy960zxJtWRYhMySurGS0tQrMwfK3l7f8/dNrTmPNONsF4DGO3WbkzfbMddKny+zYXGYpgZ3ojczBlE6LpanC6ozODPT8GqBo/YUE1BwHYT0Ep4mjQR1FsFXPijBngJulNDknugB8tsUCzp/6htp4Xu/O2KtQxGzzPss+REDOhqdLx+UP+2IDsjB7+T6Vs+cuxUYIsCKCftFJQyXLJsg69KgC4H7ZiOWnmBuZ1ZF/fwk1Y6Ju1sbjtSLJxAnj2gZilcDtdMZm8N/0qth2Paml87JnafsdeNbtLYP/5fe1xvkK3wbMSUv8hoBrcbbMJ8t7veGHzS1Xr898tT/y8+0jv+zueVsfC0tvmC3WLtFuqEOxc9oE3l0f+S9vv+Ob5oE39shGjwyh4slveT9f8Zvza76/XDE4i0/6e/f9hkcl2ZbzVDHOVSk3FHJAKrnzShJdJqJbSRz+4PdSbnSxEuaMSdMmdfA8Tg3fck2MN3x/3HO835JbjxOB1LyFqFAXK+zmq5m2m7A6lOSF+PcSK9uLwiQfwXcp8ZoS28YE5skyD5bztKG6HnmqPd8f95xPrSS6TCilvG2Kjzo7s61GBi9gv4sC+A8udbAdq2UeUmK8Oumyd9w2cv/hioeUII2TRp9M4Z/aPgPRcq9RSROAkmDOCXWdfJEkW6JmiZc+9Hs+X7aMTsDKokFqIrryIvNQSfMKguLr10/8+uqe182JjZ44+aY0JsoaR2dXc5haBieJU3REaWnqE40pMXUuLRYR+ARWjYaBGm2i6Hgl6Qh1NsxHy/dec3/e8Pf1a35x9cCvt595VZ25thde2yPvqieGpuK4afl2c8vfHN6iVIcCnNdoHbAW6BT+IgnRWEVcTcJMcoLtp0HfYhf/5G//M4+cxcxOT7QQrhzdzcCuG/FBcaw7cfYnTfSyeKNOAWYTkoMrjsK63lbQfSlpySi/iO9GNIqYalNdopPPs+H74ZrBWzbNRGU9+2aUkqIk1Lk1E41x2IR2Zj2Si6t4mjoeLh39WDONlqZxTM7wMIiAZ++FAfS2PvDOPvHKSEbz2ki96Idhz73dcJqaRHUV0Cdv0rpxqX26lTaxULKEaqZ0DpESL4qoYHbY7YCo6yO/y4tBucRwmQ1nb+j7mrvrM7V1ScBW9Gac11gTuGoHtIp80Dt6U+EaS1VJK86untnWE61dBffX5pkWUIiKwVXFSVkL7oIAI5M3CXgRR/50bnHniqCT1kpmVXiFOQpt0jcK75Ug48NStqGSIGMGkTzQtTObRnQ+9vXIXXNJHb6mwsiZoy71vR/7Hfdmw9GJ0Y8pW0PueFBFvNHoeX1QyeHmOorI57rQUqvI3aZncy1aPftqpNauiNiCOC8nV3OYOp6mlg/Vjr6v+ZAOm87MmE1gl4Kjt82RPzY3+EQvNFbKsqJXuGCJo0ZPAojlzH7RHVQpK6+htr7o0twlJ3tnhuQUVHR2pt7MUh4XkTbglS4BCV5JHa0NdJuJn10d+GbzxNftU9GcgCTSHSxjtDy5jk/jjsep42HosJWT2uX8lk5KLsNkiH2iK2tZ+1kjJmqhJDe1CNj9avOZt/WBN/ZYsqXAM4HvPIZYlczFECsuvimZ3d5XaOI/KuSXhcRz+cQUbHlujxuxC8dHqTP+WO34vr1ioyfu7JkbcyklTY91x/tqh0s1AhGZ26z5AxBTtyI9ACG1OF1Z7ahEn+lpaiXQu7RyIKzsRXEkbKBq3bO6eHyFToKOQSse+7Z0Opi95qod+a65KnpmWUPoftpwnhuc08JW8aKjxKwKaKtnktikKo60b4U+772s9Q96z6dxx/0own9PTxvRX1KgK7+AVtmpDAkQmWRNS8eztH9SCbCIqwuIOyWnttKBN/sT7zbHZ3b9p0bu6jbnWqb8c7scplnAcC0a3PuKz5ttEUS8TBUHOoLTBK85nFvGxmAy7TkFxqgojm+/aFWU7oAg6z6D+CkDrQKYIZYz1VRLG+J1iVde9qXbwyzlW9rJ4ZE7RuYuGlKukbK6uazLir0Vpz8WQc/qIgC4zy2FE7gjyZnlc20vQadrFfMm0fxD0jlK9v///nRXqP13zZk39Um0j3zNH8630jFzqPBzKinMdTWR1GER5lmE6Xtfiyj9UAv7pAolsRODWtjBRljGmVlFBNUbDg+bpMWgYBT9DJPKTUmOnrQ9Tvfo5GwICfyJdRD2QCWZf32fE1YCfJXWyHb5X8+pa6lZ7dnEIMrHugtGdPjGLR/OO85DzV+8/kytHYOv+Dxs+eFJAktJICUw2yWNLK+WszS9/1MqSWztzGlu+N3hlk01s60mXjXnZw0fWj2zSayb9T7IYMkYKj51Ow6u5SnpiD32XQGdtI50zVxYKeNoCGbpHJfXpzILkFYnceo5Gr4db/h+uObiaqZgeH/a0Z8bOe+cEVJpvlcEoMst2VWEcbMANZ/mPb/tX/EPh1cMznLXXbiqh9Kh9eNxy+225y4Jzt9Ui85HpZYS81nZcg4EpxZtwKAlG79iIeahIkUwWqXsd6iWcvM5Stn9357fcnGVANE1PM0tP5yv+OH+qgB4Ve1KZ1qjItYEQlCMfSud45T4LlLOJM88VEmAPOnj+aCkrGu23PcbPm82/HL7wK29cG3lvHpjj3hzLgmSNYtsDSgICCHPbAwVIxVnV5cmCSAlL207cNWO/Hz/yJ9vPnFbndnrgVbPaAJDrMuaygkaacjxvGxxEXzWae506eCZgRerPS4IWPmp3vJYd/RTJeVBg2xGXdjEok+jE9Mx1BBMLIkFxZJc9V5z1QzcNakhgfY/6jw2BsvFSaKotxWXNOeRVPKYAzQDISY9oHlJ1Cgf0T5dS1ScfFPAyvtpU3QxbQYpV2fa8qxMSWpl0Cf755/GHd9frrg/b+Q1QRXb4WZD7C26Tx0n3VJOnDt2ZtuugjBF12eNj4BSKJttXEoeJFDAjCJG7UKExuOrIH5eCpbRiQ3oFDFYDnorifdgaIzjXX2QNRFFV0ma6SDlgr1BZX8duK4HXlenAqpeQsP7+ZoP057vh2u+O1/z1LelkUXTJO0vLcLA/SgJvehVAQMIEksRVCphDWizNAPRKiatvgiehR2uYJgtVQIknTOyDlLStrqaqBsnHb9mU+Jhhay5ynhMHSQ5lqsjEHtiZoqmWXYm9hvpZDU4y6lq6I9NslGKEKRrcUjrbVKgqsDczQyV46RrnmwrzHdnmUYr68KlRHsiWhTHRSe9XpCzZueoGlfkUrJfkbsC5kYAmfYn0g6kKh2KQL52sTCPxxt5H+eF3VZbh9EBbz1uL4eJSoxtN5vUe0BDjNy2fdFODVHxYdxzcTWjk6SeT10+Zye2RqX1E3NZmlsA2mhIz02u10fZz3ob2G5G9E66Tg99TbgImy14JcnhoWJ0hvPc8KY78a458FXzVNbntekZq4o/2htOuilyMflsCU6hLmYpc13Ji2ifANk/Mf6Z27mnTg3dIshY7yfeXR/51f4eHxXfdjfcnzccTx3eWHLdsDIBvfeykYPCn6pn4s269UQvXnAMijjKaR9soo4BVovDffINLhhOsyD23+yeuK4GtnZkoyc2ZuLa9DR6plYOnazwECUQHqLlw3TFPzSveBg3nKea1jppCztbqSGeJfN26FrYwC+qe27Mhb3p2ZmBjX5NYxyfzZbJ7xOSjDiWNlBbx6wM82yWAydNowqipSAOZFwMctZBic+DglCLoK/LJVYKwizBtA8Ke3tMmitynzf1BaNiEqKSLFhnX3OcREzN6MBtc2FfCT3w5Gru6gu39sLr6viMoizZuRZNpNKOjZ5K0DyGiqNvObi2HFJn1/D3h9d87jaMo6Vt56LYPs+WwXegQXeiu+Bnk7IRpEnKbWjFqa9ax9u90ERv6j7V8w60yhVAIjsyczTcuy11CvSnrLZuDTGAMiIC650hKIPvkrFK7IRohGqZA6M8NMKoedWcS7nHuqZ2PeZoOPmWh3nDb6rX/PV37xjHigfT8Xtzy9aOfF3DtZG6/+u655KEom3lF6PsFbqXAByW7HKhQwdKO0prPO8aoRzudV+U/9/PN+I8qci2G7kMws7ROoJIQSU9LIP3EmBtmom33ZFfbz7x8/qevR7Y6rHsoYBmioZj6Phd9Zq/vbzlMLZ0zcy2mQobYvaGS2qxPNYVYTA4bZIuTywZ99hJqeXb5lRAn73uy+cA+GieMX+yY6YROmsGgS6+5uwbHiYB/HIXskZ7OjOBEsq9Va50ltNE0V1o4NLWHFzH75tb/kMSHjwPNd+eb4qAX6NntnpkZ0T1v7aei5KsVAa6pJ0q8n8SnVapnC00MVHCl2xh7j4VIuVwUEmwOdPoq9rR1jM3m166mUw1x77hMmniZMuavQyNUFUnS/CKYyUAZFvPXLUj20pKYEZvOU+ilRXONtVqK/SQgZlU5z/k4Eb+RZU6FgTNYepwwRSn69zXxAxamYhqI8Y4fLBLJgeK8Ga0IlauE9DqOgUNpdPcnFgPuY39L7cPvKulm1yuZc9BxZjqnaS+X5fMj1XPOxLmzh7Zyc5dC7MI/TftY0oQ1HzXX/EHfctlrISiO9lUwhvL/Coj2W+fBbIzQJGAn5iSWCqw0rlKPmJi36hAaXiQg0kpv1w5gAk40i6W+RH9HgmOzZQYOymZoJN4oYppbjPDCEoW3I4RpuU6Uap8Rl6b2oPtA3oKxDsrGn91shspM++j5tOHKz7bQNU4Nu0122Yq7X3vzxsul0ZA4DmVCk8pmtdI6ayWoH/yltGIgHaM4kx3u7F02IzJmbaVL0wUY+IS6Ayi0xFDCnQmSTLlczXTfAq7VsnGK40lqojZyESGWePHGhUUdoipK5toZeTnjGJJZs0REtUdWISQFcKo9ZazFyHcx2PH/NgSXt0zBcthamWePm0kQZFLXrS8d2YRfakBMCawbPIi6v/h0xXKSEnoh80uAR89+2rgpup5XR3Z64GNlpKgWnk0oYDrQ1Nx9B33fsvv6tf8nRK/YZgt22ZiW0/M3nA2FW62+N4QjSZWOZkni7U4sWnvXULN98M1f/f4mmG20nVwqCQpEBQ+lzMlPZNcZidrVkCP8a20732aO6Zg+e3xjj9+vMVPmumV4dIKC/tw3BC/7fj2ruPTfsvVduC6HdhXAxsrYqVZ8HVpdKGX0ozU5cwMakm0kABCnYMb9dypS2zdKUhS5NFt+IeDlFddtwMbO3GaGx4uHe5zKz6PiYStwmx7ttUElZQ7O68ZXSeldUnnyJ5lL8YE5IZccgcYHZmcpu9rnhIz+eLq0jDgbX3k1p7Z6pFKOeo1uLBilXiel8odfcuT67g4KbOuTGDSEQi82Z35ZvvIf7H7nr9s3pf3Xr9vPsOzb5a/HmL1jPGybu6RdUe+LHPKP+/MzK4aeRg3POiOxyuL87WslZlSUp2fW8i6ai4WtlTet1pHXrcnft4+JtBHc3DtAvygEptMl3mOSb4gA8tFAiECVv7/EmDK/6ZgeXQbDnPL/bjh/WmHVpQW4plxlIdWkdHbkoDNHdDy76TVdsX9cctwqnmmoBsApzFnAX3MRRXZCD2lJEEU4MeO0lhmvBaUOp8hwUqCRnmIiS2aUezMAMpJyWY7sd+MjC6VyFxE4DsMRqQTgkKdDRclekSdnbH7lJBP9+jmVD4YFKo3UlWgIwFSh0fZr0ff8n6+5vf9HR/HXekomcvbwmQI3mArKdkUgXsrJeIpMadURJnkX0XZ83bjRDu1mZiTvzboyBREpyXvtxilamQwoYBEuYzd1IGfvXqitTODqziONScdmY1FJ/a3NVJOObjUpMRkvUEBJtQK9EHBq82Z1+1Zqg62Lb8ztyXWC1Ex2JAkOKQkKnqFs3JtDpMqXAxuMoRzhb5oISNppBony3RUITUJEYaMtYGrzYDRgWPS35y9LkweM6kF/A5LomkxmMt5pd3SsWq6UimxJ/sqC/3nluxzPuujoo8U7URlIlfVUHzxS6h5f9nTz1UBtgDRlIyL9mvwWpKkTq+6jwHJ/8qsaKKs07p2fHP9xOv2xGlueH/Z83ju6E8N2sh68rPmdOj4o9c8DB2fui2nXcNXzaHEp0C5L5l/8YNjAvyqsyo+Qi6L1U6AM3viT45/XuBHif6Mu3borSP0lqvtwK/29/wvrv+Wvel5f3XD99M1f318x6d+x3efr/GDZXs18M21lKFoJRT+3366o21mbjc9N01PbRwP44ZPpy2Pn3egpO2w1hE/GSoVucyiHQHwq91nvmke+EV1z0aPBJ4fIFlITxOYo6VlJmg54O7MmW+aBy6+4eQbfnN5zedhSz9L6cg4W/79d1/x1+Ytv331iv/h7bf8srnnzp640j1v64MICI4bYlQ0jcOZmDoVRNEJGWr8sWLzKTECVhn84tynWmflFXpFDy00VZuCrRhTzbBCuvVGYtCoSbGtJv6L6+/5pnngzpy4MgOaUA7eIVT8l5s/LpmtqAqo8+Q2bM3IX7Qf+Fn1wCsjNd05EySAjk7ZoPCMqupRKei2TNGUzwu3P2ZnZGZGdihOvuHsGs6u5o+nG05jLaj8uWb7zYW7TV+6Bd1UAkq9q56olCOgk8OyfI5WgUYF6RqmpU1h10wMU4WuRb9onqyspfQ3oY5JhyWuAts0/4jD7aPitrnwy+6er6tFxDTfS7FsSO31Rgvo+HX1yFf1gW82j3zfX/PxIl2Y/lq941O7411zWNp0K1k347BqPz1r7GnRCskodSkfCbIuxknmYGMmbsyFSjnmaLl3O/5+eMPfH17z8byV9tPVUncPYiC91/jUYttcLWK62QHMDlvq6IkmsNWOrR4xKWCoteO3x1clI+ijdN7JApC5/Etl4FLHAlxFHelqccTnaPjo9ryP17yfr7iftsLeUaG0dQ4poO+MdNvyUZV62jFp+oxzVbqSRcBaz7YbaSspDWqMK+1mWyPdmt5WR97WB76un7ipLrRm5sNlz+fzht9/uOP+vOH17syvdvf85eYDRy+CeMNUFf0gdbFUB818nWqTI9JVpZd64mgj/kpsUnVIpZA6cjk1TJUwvvbbgW++/pDaSQowe237kqE2RH4/3vH78y3fqyvmyeJsFAfLiYOTmVfBafjc4KrIxQbujWS5MoPINKKJpqbUVcRLRq8+qOQgRppDxCeNMun4AWpWuNHww1nYCQ/HjZTTZMdj42h3E1/dHIhR8cPjnvHQwFkSAaGW+C4bxfoQpQNLlA2ootg9PwqFd2sn3rQn/rL7kIA+CUwe5g0fpx3345bDKN21Hi6diKFGxeXQYtu5OH8xwm4zls5dTXr+WYD4TX18pr/wqj5xW/e8H/Z8f9xzCksnmrqZha2wYgQol7s4ymFehBqTecmOtp5FkNnX8vxVEKHmLMQcFaXrRBZWLhnWJFrqugVg0E7YO66VFuzRSMmR0fKeZpQsuB1CAio0wYBrUhLBLq3bbR/ZvJ/RPuAbQ9QK5UK5DxVlDYVR9tpaxyMOhulimVTD+IeKeR+lxbUNrJVzdS8MnKhTrb8XxkQIsrdbO3PbXPjVL+5595cH3lWHIoy7dFtR5RwYYlUSFJ+nHb893/EPn+8YLjV+MglUSOXNilSGGhcntQjOSpOG7XYgAv2lgVkx75EkQWam1cJ8W5fPiU5GEsFOHdeIkJsAea94mgSwuD9vCN5A0kQcXMXgKimj0ZDLpkXvJB9GEbSiflKLeLQWkeYcOJ3nWhJCZ00faoa45eP8mrDxmK2j20hH1K83T7ypT89Eh7d6ZG96XukT2wQKPbkNo5fSCa0WdoZJpQTnyokQf5Q5zIBxqJMmj5X7y2Krh7nleGklCMuNEVbZdyaFGnUBR0Mtc1gA0lHzeOn4vb2l0p6Px53oRjrF8dQlv6vCjYb2pDBTRfy+4okdjxbcPhAbj248devYtBLktXaWkmUnmhUiaaBKCQAIYzOXUEYtflop4wtQnYR183HYMXrL95crfvh4Lfd3C1s7cZoapskKuD5o3DbiTeQyVWjV0VnpvFpZj+6XTly+izT36jkgnBJBMSi6aqa2jo/TDn+sOb9v+Y/Nnr/ZeJrtxM3uwl9cf+ZdcyhlCWvW17oz3JPreD/ueZxEwDmXhpynislZnDN0zcQ320f+avuev2ze88qcmKLhnLSLcsImsym//CxJ0iwM3cwmz2MNtmgVcNFgE1PrTX0E4JgYskpHKQtyWlg+iZGgkr5OTKzJrL0Tk6ZmrCJf3Rx41xyptGcIFZ/GHb85vkqfK4ya09gUHUZpVpG6lE5i6zNzNbPSMtgTrWjSmmoJ6B4GSUg9Dh2fj1vG77aYfmEfZv8+N4Bw+0j1pIuOai4ZLvIJbRDAYdKYk6F+FEZxaERbFQPVQbpjFWbpEBd7ZZO2aO4AmVlKc6S+BOadKXpddpDzyHWLXml1krXJ9czXtwf+8upT6oDpZL+7jvfDnsehk8TQuSXMmsuh5T9e3jH/zLCvBkLUWOMlaZaAX+kMG8vZAvBhuuIP4Y4P456/+fymVGuEQUpyyPITEcKsmeZaypdGSaSq24l2M7HrRlrrUuMWKTe8bS9cV30Ra/447fk8bnh/2fP9cEOMGl37lHQXkNV7Le3Zvebm7szb3Yl3mwNv6hOP84bfn29xXvSAut3Itp24bgeu655P1Y7v/RVTn8t9Aii5b9etYkXgrrnw73bfc20vhKj5dLuTznq+4Wnu+I/qLeNspbHLWZyCnCiMCTQMRuFNYhdppDFJE6iuR/7q6w+8aU4CjKeOzHmEqHh0G357uuO92XFUkdkrpk5YUnrUhUWmUzJz3lLQQz0JQ3jyCjOJX0lKek2zXOvr9lS60M7e8OmyKWDVdGjQRyNFQJuAi5rHuSNEzcdhx3kSNuKmnnm1vZQW7FOwHMaWbz/cyLpK68AMlOu1fcQOMO0E1zARYue53V34xfaBP2vvMSowXIttvJ+2fBx2PE0tp7Hh6SSi8Jenjo/uhr/dvOX66sLtpudVe6Y1M5+HLYehYbrUxMFIyWdKRumJ4nPrebEfZoi0DyvmwU+Mf17gB8lYq1ZKhUavqK2opt+YC9/YB76xDwxtxX+1/R1H3zH/wuDRbPUoWaYiBNrx3bsbxlDho2ZjRh7mLX8T33KsGrY3ItxXW0dtPeexLvW3h6nDas9/tf8jP68/c6MvPIYN925Xsv9PblNqv2Fp35fbjOca+FbPbMwovyPyPu45nLapTAvcbPnN+9ec5pp/2L7iVSM0sz7UfBh2PI4dh3PLdGgo7aNJQe6sqAZVsjW5g5IKSe3fiLO4pkmbKcriTGVeyitUOuTLwQIScCRD3ViXOmVFAppzaMo9H33Hk+/Y6KmIwmVWytG3fBp3WO25dzvJIKSDOzvVQGJGSFlEBhaAIo4mgM+iWZC7k7R6flayI3McmDEMoeYYWr6bbrmrL6Vlb++rIlZ2ZYdSamQIDLHi99MrPk57Tq5m8FVZEyAdZEJU/O54y8Npw9hXaJP1cmS4xHDQFwnIcwlGzqiiFzYKSN29j6pozvxxuuO78ZqPw47jLNzY/PmNcSXL9qo6szEjP2ueANHH+c3ja56OG/7Y3nC3vaUynk+nbelQoS5Gnne61mgRplJYrtEOiQ2W0Cvda85jzcdpjyZy8g2P84b3w57zXBfwpb80+EnKyJZaZHFi7CD1xeOt5qlv+dv4hm/PN8V45XKpSgURi9OOt/WhlD1d2YFPlw3Om0J9jRGmoRJ1/t4IqNmLM21GJSJ2JjJXQvH/PG/5frzm87jl28MV45zKJ70upRJrHSSlYxHK0zpyOTcYm9sVR2mbGuSQHs8V40P7LCNWutM0gdvXR351c8/PugNv6iN39sy/3f/A3o405oY/+BuO55Z+rHjsO463DS5ovj1d8/SwhacKMy/BQqh0YfHpWQw8CpyBIkScHEV7VkyTxm4mXu/P/JubD/y6+8Qmtf6tlC+sxby3XTAc55bLWFPVTrpOgDg8gyFYWRzKREInIu6SxYmLNoINBSBydSBEYFIYnwCFRpzmvkrtRa1kRkrJ0mh4OndSK+81tvJsry9sm4mbtmdXjWzNxOdxy0PdMVWVOK5NFC14lwKpFvwkLLAC+FgJ+tShov65500rVNo5Gv6uf8uHYSdlKJcudSOywhz0etGYQuZ8fmpWaG7k4djwkGm/s5Siqs7T7ka+vjnwrjsW+/OqOvPrzSdeN8I4/OuHtxz7lmlKZb05cFUxZbcExLBDYtlsVh+dsmGZaZKF5WNITsggwA0KVJAzILYp0J7A9JGU6BKNipxpS8/dp3PETHKGBKOe2bFgYbgx6fnJH+bSET3L6/P7+UbjlcZtNL5SgBF2EBJM2YsAmlkfamsndjcXzseWcBHbOu+TYOJFAzppwuXPU8tWTN1BzKiYe8PT0PKqlf33tjrwxh6enSHlXEp/v5xNktwZ2oqvmnfSSSxpqWRtPxc0zhn6Y1P065SRznwxpH+TLmUtxnqmLhDOZmHuaBbdrnRZmdUFy3xHs6LsA2EyHIaW0VrGpB9lW1fYqU99S/9xIxp8dRA2cGrrnUeMivFK1lu+/n070phF605XnjBqzEVTnbQAapMlnAxn0/B3uw2/aV5jrMfawK4buW17btsLX7UH3lZHcXZDxcdpVxosjENFGA2P26kIzrtDjT2YUobefkplSG3SoQnCgBlTh7/Zm1LKjAK7m6WTzWBFZF3HpekFYgP0SGEZqAD9peY9Ajif7zvU2YKRkimthIlGVPguUh3kYWQQtnIanTrtTNeBsdrwcDWz2Y2StLCR0AQJZsbcvj2WjnnVURXWg0/gX2bu2YuiHyo+9xvOc82Hw47QW1TjhcUTpQTBO1lL83Ugdh5de/qxpra+MORAgnoBGYRdNO8TwyLbXxOpWsd2M7KrR3pXsduMHLxBf7KooImjZnyq+KHp+Hi1p65daY1e6YUJKeCjsN3HsWLuK2EiJKZZ7LwAkbWn3U40lZS450TNd/Mt30/X0t0m+R25s2utJcmSO4AO3vI0dfRzxegsl7F6lp1XKib/QZXv58lyve8L8+Ewt0VXxXyuqKekl5d00KSMVsDw5j6dKdXStjkD5p2dmaPhj/0t3/dXfPt0zfnSSKl1Yn2pjSvlQcoEoo6YSUuDkAuk5pSyzqx8bkxMB99G5rCU6B1T99ynS8d4qUprdXsRe5513ta6elI2nkrYQmKF+LxHdLFFAmSL/xHt0q1t3mmClfmpzlCfYtEaDNvluucunR9jlNbvSktCIOnIRQPtZ8p+ikY6UfpWWCIAYzB0RhKgOzvyi/aef70VkO/jtOc3p1f8cNxzujT42fDptOXJtsKs7hvxf51cR6wTiyYB9J+HrWgtuZoP5x0P31+V84SoMFcTm81IYz21lTjgPNZMk8XNFm08v35zzy93D/ysfWSXunxlMe3MIs6x0V0tTXEGX3G/mRmODUpLUj80vjQFuukG3nVHfrF54M6eabSsqffjFZ/PG44HESu2jcNsAtd1z23dCzDRNdL5S0W8r5iuY9ECzMBecyNMxUo7WjWztz1v7IFD6Dj5lk/zjvBK8TR2HKaGQyvMp20rjFuf5mGeLCGxKsOVwzSezXbgz2/v+Z+/+rsirzDEike/KcBs7xt8VFzVA2Er+lGfJ0tMHPygg5x9SXfUXMT2kpJXWSgcKM0jQiKnzZPlVXvm6/ZQBOS/fbqW0iqnFt3XtObQkYur2dqJvR34d1ff8z+6+eOP2tifnbD+D7TUrRAyfKWJWOadojopTBDm0byXa8p2QzeeSgtw9GHeJ21Mx509c2fP/Kx95OO054d+Tz+9ZQyamLrURq94fNhyOG74rr5epEwyoFkCO5kbMy+AsZli0UDVfmHM/mPjn73UKwK6ClSVY7Z2KeNJLIhKObZqYmvv8VY9E2jN/wNMPPGNfeAca86hYY6Wi2+KmFsWzc1CnjmLq5WIrW3sxLW5sE1Mnz9Or/j9eMdxbougXNZ6yMJwLuoiAnzVDHzdHbirz6XV9ttWsgmzN3w+bUqg6WfL+8/XnIaGb5trtIqchqaADvNoUYNeMr9eFUpZoQQDWfiTlDlVc8o+mEyZE7Ra+yj6RmXeKc5Q7oSAFoQ71sK4GIPlk9vxfr4qIIpH44Lh7OsieqpVkMAxte87zzVvOuGVfTfecE4aKYOrcHlDeVPas1st5REuzaPVga2dCghUqVBqMLPWTKYBt2qmVlAh6nEeRatnXtUn5mCKFkAuvcgOKGQQq+XfH77iYdwUcTIgZSQjbT1T6cDjuWMaK4LTGOtKV6SQhKNJ3W3MmAKoVYlEYUEbISBYI629Q5TOAb/tX/H70y0fT1vm2WJTkJ0dlaex5b7bFpFFraIIJtYDVe3ojy19UNwDWgfOp1YcxFEnscDluZuk3bK+RlkDKVBOWax5tnx3uZZ2x0EEmGvtaNs5gWOd0N9Hne49OcQqJhaOrLE4GnormYyLrRmcLVm7fJBaE9jWE/+D2+/5RXtffjc5S9/XwjKJCwNATUtHFBK5SmeDpxVuElbV2TUM3jJ5I8J0lWP2Bp9q1teCvGIfItZIN7PKeI6NiOY11pV9OThbGEAZoIghZUBm0awwVmrA31/2TEkD7NebT2z0xLvmQEBxmMRxmSfLISp+qK8wOjBMUjNushhbyigqp1KpjZJsm1vYH2ni5UDLWbiN42534ee7R37ePhQx1hA1Y9TMSoKVMVQ8eRFRPo4N4yQZ2DgIYCjZc6GwKyPdrZwNRegxzFoc+pzZU3FhbKxLY3JZUKCInofUybF0LRml9AlEIH7TTnxz/cS79khnllKsXGqojNTK504RWRcDlcpe11pbejnoOzvTpU5aT67jt6c7HoaOYapKtybbBWnbu9qHKq2T2ZtnLLcYBfz1zuAnjbYBY6UF7WMvgoCtdVzXPXYfpBzT9Jgm0F9VvLd7TqOUviRdzPJMo7UyVzl+i/I8Ynoucn/C8tEu4mol3fqIBQhSfkkA+DZtmnRuFNB/lQ3MQ4WEKabMrfExMYqS855atQOlExEuih1RqpSRoCA0Ynfy975KbIPU0SrXn1fGc9uKVpnVnu/bK6FEnwXILuL/yLPM5UuhWRiWALGitM7WKvK6PvO2OvDKnKiV5xi6ohGSy0ZA2ACtkla9rZqplGNven5Zf0LvIh+aPffThk/DTlrUTjoFmJSOn2qlWacSsOOj/C5GJVT4XF6VbLH2qZvp+hmk+1E6aSBmkDcPrxid4aodeH11FtKdDrzrDvS+YttsOexm2El3LZvWZGV82ad5bRu9aFBkTaVKBTZ2YnKGJ73Fq0ruIXe2TMwZP4lOQdCGWcFwqXmwW+pm5rfdHa83EvC4xCR6OncClJ0t2inm7MB6RX1vUudG0j/RQMq2jyAaUGNqJeyiaC6YKtC0wlI5njpCSgpEuwIzf2IoJ4KYl8we80o0BOuQSlmHNFcwDhqCWYTjI6y1xvSkiB58ZRhsJed4Cp5RJNu07LlcthBzyWZ+3vk1WsC909AwWcM0VoVl9aq7sLETn/VGSjxeKWwjpe5L45HkT6nUjKQORYcj6sUWFNFi5IxtKsddcyHUqgCAj/tanlEqC9dnjaem1xW9jpyaFl3KVlIyxeulDDOk5FOau5jpmVHO0MmJ//h+uuLgWj5OOx6nDb0TMCdrPvqgilByXsch6FJyDgIgKqESLmVTQRURd2MkwRMiDK7ifb/nse84n1rU2QhoEinMu1Jehdgt61KTmMSYY07AT9o/va94mDousySW69ox5WtQwuzM50eMME6ptNEosmBtBmZCRdGEKmWkiiKOPI4VRkVhIyc/KZcOKi8+HVBa2S8luEvSVyUQiVSmo2pP1NL1NgOU5XzQUroaU4mivLeSOC6Xw632WwZ0ckdJ3yxVCcWGJDajW+XRYpDywt/HOx6bgZv6wpv6xMaI0PkbK8m0zog+5rfVNfeHrYgLT4tvln0ipSQpmEGdGBSnWbopn6aG05CSOTaga4+tPa+vT+zrsZRA9a4SDZ7kF+zqkb+6fl/EoYGSrM56V1mT6ilpg7qsNVXWo5RAKaPZtBNvtme+2TxJNUD9SK0cU7R8mvcc5lZan3u1akigcEmA2AWN0bEkK/ugCAqc0phBEjToSFUJYPpp3pdyzK0eU9WGotKer9oDeztybBoOTctlrtlUU2l88WA3nKwXhi5SfnTVjty1Z/5q/54/qz9xpQc8isPc8Wne8zhveJw7Pg1bbpq+xHqyadUCyFSJSWukyYhKWoXZ3ha9QMWzBkbRgDGefZJnkVbzWnQAM/AaZJ0XH8pEeldJG/vqwtvqUAgBmbGYuzY+TZ20Y48szRBSYjHUX9h1vexXpSNz0Hwehd1Ta8dtLbpCt4kNvrcDY2252174HDcMoU4yL7JWfYiEeWH4KEXpHKqKzpAkNTII5puEYirZo+r/DbLzzy7uDBSHRGdB4GD57HdM0XBlBjZqFDaA8lRphRSAKFmgGzVxoyfmqDlHyw/uuoiYgQSTEQpQU6XWfDlL8a45cmMuGCLn0PCb/g2/Pd9xGFv6uSrtwiMCXMxOMpTzLFmnT+3M6arh7abFdZqvmie+rp8K1e2pb5l1AC80wvBYc+gNRyviparXxI0X4cnRYKYli1n0MZJCd6hZ0OnE4IhKob3QLoONz+ojY+r0EvWyWfRMWbhKR7ABVUsr9lp7zr4RKtooTi7IBm+MK63Rs77PnDqbZVZTrT2nuaF3FR+POxEAy4cTSGchIxkEZQO2dgQvSvDaRLrNWDaXUZG7regHbezETd1zYy9FFyfrC4BoLh2LflAuIRMDfJpFrV0T2dqxiOH99vHuWbvKCMm4Sscja0MCfVJAq6M4u7kFcAE9Fmch0+x8sxzcBGkPuq0nbKIC34ct352v+XDccTk1AiK0KpWSgHeyvoap4jQ1nLc1r+szWgWuq4GrzUB/bAmTYdDimIezLSKSJXhPayTF/2JA/bIWBERQGCeHo/fSYUcrWfOtmfmmPbGzIw/zht9zx3fcLOUDJOciUYajRrroTRqvLVMKMDK4KV3jNJeHDhQ8di5pSgkj5eQbKRk7VaWMIppYWntmw11aOkLJAuhRiYCat7hg2NipCFWDBGG5Q0hjHLUWhqEw3EIqlQvMwRSRUhdEI8CngzYLRuYDN3fUyXXzUzAchoZPYcvsDVs78k3zyG11ptGO49zwdO4Yhwo3G576FmsCkzPPSkZEKDc+08QRzZT0zMqzXcr1QgW3Vxd+dXXPL7t77uw5gYxd6XgBlPt4mjt+OF9xGhrJ4pwtOnW/iVVE1+JIZKakD5pL6lYWZv1MTDB3uCCqBXAYKZkHkvmTNRdxm5h0f5Jd8wptA5t24u3uxJ/vPnFbXfBRhPQfZwkGfGJohdajElgbNYXx4tPhVzRR0oiNBLMZEP48b7nvN/STMP3uthe21URrZqwOpfZ7aTOe/w9lDscgIoCDr5gSYyVGCUofLh0Pp40wyLqKXTVCC9em53V1otp57uoL99OGz8OWU1vjEjg5OculqvGtICZrPYRgpEFBDgiyPkL+Otilo5meYmHt6FkR4uKZ50z1M0CJFKt6+VyVnHozxRTYKuZWlSxvYShNIqki+kr5/BGnzbVaysPyWWXkffKzMaM0bNg1E9+0j/yr7j1/3n3k2+0t3w/XfBq2/P7+Fq2j+Ak6MM4VQ1/jByNdJbOoZADqgBqNlOAYzy/ae16ZE1oFHv2G342vOflGRJ9T5ysQhuXWTLyqTwmgu3CT/tWN586eeG+vmYLl00WERbOGFrOsEp9A6sLUtUHEOkngkA2iQZgAchWRjpm1gCq5Y2TWEAqk9bxmx0UgAdiv2jNvm1Mpibi2Fz5MV0x7ebi7eqQ2vojaZkZQQJX1ar9ga3zdShcnEPbVPzSv+LzZcNkmEdBZdI9ESynZqyggHIPBR+hVw6XpuN9uhc0WQJuIGyzqaEtHOpXmRjlF/ahKw4HMtojJz8kdqAYn4sAZlKhqsUtvd5JsOvcNhJQV9ovfA7JvlFbPAJd4MaJnoYDOY/5fvP3Jq23LluaJ/ayaxSr22sUpb/Eqd3/ukZ4RZEopCMiOhDrqqSX1RAoE2RaooUR/QbYE6gaoIYEaEkggdUVCCgQiJCLk9fPiFffd4tR771XP0szUGGa29nGPcPcE4Qsu995zdrHWnDbNxvjGV9QzdTOyaXteL/bc1JbHesEPwOAaGagM6jKAq2I6i2LxdQiTJiTWnhTe4vWncy0QL0149BdwQYZ28t/BQBw1Q+/SdBme3Rx4tTzwo6UMSD66FXGhuF3JvuWMZw5aEmITG8TogNMBVQW5nugyNIhKzHRzLZi//ll9ZGM7HusFCzvy510t0ttRE0eNPRiR0OX+ZzDMKYlVJea4SsMwFYSVGV2U4RcRVQu9UGlJr+1HMSIfvazZ9+dV8Z9p7EyjxINunK00coPBpJSmCPjOYhoZTLiU5vb0pZUMdYyOJZkoICDStmvZHYVZWOrrdLbm+qiYOuc6acpr/skZoykyxPMsoML1orsMQpSkRGa7iOyJ9zBZQmMIc8SnGtO3Egkdqihm8POTD5Nq9mgkkGW04j+T/xwvcl7NxY+tNKH+ycAogQ9ygRIwuZqo2kkGGVEkvMKavXxdNE+GyAmwyXWmegKUKS8DABlMyNcK8CPgfWbpmTF5j2pVWOhxMByOLYdjy6d6yapZsV+2tGbiq+qBRk9cV9kfdWDtBv7Mv+bY1cLqnhP4l+6LbBShPHsExTlFrXejyPhxAbccWS97Xq8PfLnYYpR4Iu2mhm52XNXirbVxPV80W167bfE22/olR99IUFCyw5iDSGS3Y0ttZpH0jLUwqlVmpMnb27Q9Xy+3/LT9xBfVY0kZG4IrdUrxa0z3bfKaw1RjtZef6zXWelaN9E+djnh/AW2J8iwcZkm7PLiGnW25cSdh5AQZgty4M1e251k0dI3jNMteUpuZte3ZNi2HqWFOFgxLM3Ltzty5E19V97wwB7HtCAL6/Poktif7sWZ7XOBvkwdWENA3ZgPvqIh1KPdIJGvyWXM0eWY/59q/nIk60jQTSzuk+t1JXT6KUbZKAHQZXKRza5gtrZl4Zo/cmSP70DJ4V3zVcm227VrOfVWG/mXgrWSAqY0Sxm4GSaGcB/1keWDBPu3JV83Ai8WBL9q9eIUCa9fzo/WjGElPhjCYS/J1Yp7bnSlBEvMyfjYQtn1ieWuFr2DO6aojqc74eyYg/BMDP1HLjbXWUyWq8BQ0j8OCv+lespsEKW3NxI+be57ZA02S6XgkNrKP8gC/sHuutXS2fXR8N93x18cX/Orxjt1+SZg0ygTOJrJLEy+lIs9vDhK33nxgqQfGaLj3K/azNKkLN7JwI18udiXSWhIKLA/jkpOvOM8V277lMFQchjveHDf8R3c/8KreceNObGzHlev59eGOt/sr9uNSkM1ZE0dkwTeJju0FUMiNSy4gJQqWoi8uMokZ6p1MWnOMuPJitBmVFFJzmx8URTCyQC5IqbidWye+JV9c7bmuOjrveHPa8Nv7G4aTXGNTBdqFgCzH+8UFwFGAlSaxXYxlephd8F01Y2zAz/oSpWsjphHzs8bNUkR7cTzPTCytIqeu4nSuBTgapTE2jS8Tlqqe2Sw6Vk6oiKdJisIMMAze8nhuOXU1U/KGenUlOuzBW16tDzxrjqzsiCZy8hW7seE8V8krQQCtkFKKpt7KJCtNCFDIxpIAiVBRJpYguuVMVx83sp6Miuznhh/6a1o78c9fvGX9ZU+dEkuyhn2Khu3Ush0l4ehP3n7B1zdbnrdHrlzPl6udAAidFEP0RsCXJhAj6MHKoZsUJOGJqWMw4BdPEPQg+uxQBWrnuW6EQvpV+8gze+TWHpmiQfOMD1ao8VQChKIjtvZY5wXk600BBKrVyMvrQ4pWPxXNc5MorPmQfBiXfH++Zg5G3PR9oob79CwMWkzjKojWi+FqigkXanxMwIficGo4LuvyzN7YsySuhEv08BRNiefd2DOv7I616TBExmj4brrjcV7yOC04hRqXpGnGRGokXSYDRUC5by6BV2dfcT8Jyv+nj18wXxteVns29sw/v3qDVpHvDtfc75aJRWSF8eIVfhHwT3TNdi83MCBgtztEQfQjybQ0s7vkOb9uO57VR1Zm4OAb/vL0kr/ZPudhvyzeOZkqapayUGNQhN7gHsX5Pjjx1Viven7/2Qde1EeWVp79D8Oaj/2KT+cl99uVTF6jYhosxokHS6gTrf/MRboSRTqUmSKYiK8jwWpi67m9OfL11Y6rquPKijSzD678vreH9RO/JZVSmGQCqec0LkcK4KAoBXNmhNnVRKU9Y7B89I633YY/vH1XtOgZLIZkJhovCSjZ/yvv/3/7VVIKn4CHu7nlQ78uSXX/5s3XvNocCpV7bXqeVwdaPWJV4DA8AyhpirH1IlvzYnzoF1HAGg3eROxJlYnOtPr8XPX1xZPCV3JwmCGBhnnq+4T2PK5VAayJ4BuVQCOJZh+XOgG6spdlY8XM5NE5cjuZOgebgR31GesqJ4tpH/E5JzgCLrBwI3fuxB/Ub3luTuhlZIiG+7DgL199wadpzdHXTNHwl7uXHBYiu7ppOgYvyXM+CvA7e8Om7flqteXGnhij4f10yy/PL/izh9d02Si+c4Q+pT1o8eRZXXXU1nO3OPEHm/f8B4s3mOTrJ6k8lQQ27Bv0o5MBRr72c2KN5CGHDbAgTXdjWZ90aR9Oe3Lw4JOngT2LCW94ko4WjNz7HM9L7Xl5deBfXv+Gn9UfWGvZu/ro+Ev1WhIr7UBrRjpfFeZmZowOwTJiZBjypCi8qc78tP7I19U9SzXyu/V73qxFevPN+Y5vDzfFZL8/VyXR0+jAOFmGsyumxmiYDlUZRPjkmRFdYF4rdJdACBUTs0ldPBOyfCQzBAKoSZgAjRVA4vVizz/bvC8MvrfDhm8fbkBH/CJ5PVUpxljBnKb+ute4oyIHgcSFp73q+fpmy11zYmllL/iqlmfUo3h8vuQ35zven6/4dF6wPyykJsiMwOR35tLE3Rqpd4KKRKeEQbhPYQQJMFCzrIWpSYB+jvOOqbbrDJOzaBP4F1/9wB+s3/O6knPq/bThU7vi6Gqs8sVLbw4aqwM+Kknf1DOTNWgrsqKgIn4tpvsq7S3ZU8mnYebKDPyouudH1T2/137g99Yf+av9S96d1lJvrERyHRNgbJcTSgmIEyYtdW32WfIKqoCpPVU9sWxGbtszp6kSn5ZdSzdpPprA1BqetUf+4OYDzyo5vxo9JWPnVAcTi3G4DGP0kwHNxacx78NP9+rsmdjoCY/i6Bt+c77jj+YvJQVKRwZtxYux5hJHHqS5UineffYqRZFHxivxwUGJX6hpIz9b32PTOXGa63I25NTH41yxHYVlDhCrwLyEYMSg1deR0AawkTlc7AOeekLlDScEjbEeFpHgRMo05cS+xPBSiRGs/MXnhiC1g9941GKmbidebg4oFfl0XHJMXjEXo1o+Y7jFBPrkIY+wjMTjJEaYq0s9Upg8hmI4bEbxpdOTnAXVXn6wOyqiM0y+RveaflL0OvL++prt1y2/c7XhR+0DP64/CRmg/YHX1ZYX9YF/+/B18VTdnVr6yRR2mVtMaBOKN9+5rwrzsao8znX8sxfv+Wqx5XW1wynPD8M1H/oVv93dsjs2vLg+YtuAqyVlCcRi5NvxGX+y/5Jvdrccu5Rs2jlZ89VcPIAOfc3x1BAfKmIVxW7NROIoyVy1njEqcPAtb8YbPkxr3nQbvtndcjg3zGMiDYyW8WzZpXPuPDke9ktUYpiZlDwWkg9NHpKC+OD8dn9DY2e+DTcF/G+deFxWxnNXn2jNVFJOZSAysLEdz+wBagqrSZ41seyQgJPIu3nDKdS8na75o91X/OLDy2LXYG3gMNRMXjNMjvOxLv1jDFxSYFNar29CYbWY7gKckxjJORluXmlq6+m8413YsJ9r3p43wtBZSnESZoU+WmGDKsVsI89a6Uk8io/zFX92+oK/3r3g4bSgHxzLdqB2M5Wd2aw6Pt2vpT8Pqgw89azEQLm/1FP5mg+TTiw0SW0de8fhYckP3PKXVzK8z2D+l60AYm+aDW+bNcfvruSzT8nmYZS9xrdBALJJQ68K2aA6ROnhUmqeihDSdXoahvLvev2TAj/BKnybKMha/n0eKj6qJVdJt/jr7R2HcwP8Ht4rQfXqkeeLE5WeWdgRpwK7qaHSvmh/t2PLb+5vBSXN06xe9NshaUiVFiPcl/WeV24HyIO88y0/X37ArXzxxbi1x8+8AfroODTNZwbDH8eVeFAMC74933DyFbfuxJ078bw64FeKxsy8cTPb/ULADC8NsrYSMRtnTY4I12edkj8EdVfDk0nuQCkgfCUNbzHuBHx/oXrOyyfpAxFmlBgAJxlJmPVnB2TnZap+05xpX040dioTw1p7DnPN9+01p+RXY5RQhCsjunKrA7dp8/jZ+pO8h2DovOM4CxOotRMrO/CslpQI0T7K9RUzaJVMhZccfc1+bjhMTfn+wyCx9+No2Z1btrEVBpIJxcslhATY5IMwwvlUE9ZHnjXHkjyWPZmmYDn6mrXtS7H8MCxF20tqDpRIaXQ6NOajK/G+GZibW8TEzlBkOaGO5dD1qRD42eITG9sVg9GDbz4rcJzyvKr2TAvD+arih6tr3ndrHgZhYK3dwJc3O7aNTK2mSaMq6RTirGWdZKZAYvZMK/kMOSUoQGkCgwOMMPDu6lNhjOTpw9vpWujYYyMbqpGCR7vAYjEI+2syFy3/Sg6+nMyVjYWzXO9pste2WvDL80u+P1/z0C2YJ4NazgIiagizwrgL0DLh4GQINjJcS2EdFUybyzoegmU/N3S+EiZgkn+d5ws1vNLi+RKWmpfookv+89OXfHu64cNpxaf7NaurrsjUfFQ8X51o7URjprLvtEYSXp65I6+rHS+qPT9rHd/1t3x/vuY4V/x0cc8zeyyeP9+4Wz4dl+IFMCRTQSsm9MoIsDhHsDuh6/oq0r1UJQ0o1oHZRaJO4I8Xn5LOOz4g0pQ/fv8l02wkPnk5sE6FSGMnFnZkN7ZS7MWGYJwwKFJxaY0vny+nu72oD2xcx+t2z/vlmsNYcxqlGfZeSyLtE2xkbuHSGfNZEakaT1QRvZh5uTryO6uPRfr5frjil/tnfDyshN0xSEOpa4+xQYDGoNB7W5KWxO8oTU5T0Zkeb5QO9N6ynxpqPfP76/e8qPayBqNmN7efMUH2adI3eWkqtIrFwDHLKGorrLEq3f/MIlvokWfuyI09cw4V26nlm+qOx77l4bTgr/Rzni9PrJzQybMZ7+QF9AxBlWjfaEnSjCR5QfaTeUnxgXAnAQZ8pYjVBfwJTgBdkaIKAyiDP2YC7wTkKVNuTfGN07VinkWKJADr55R+MyUgQ8kZBEnCZcVQMjcEvpamPg8rsoxnahXzIknGTKSfHR+mNR/8mpfmyJ2JLFTkdznxe+4XPHjHfVjwN8MrvjneQZWkXM2R+glod5orHoZFMV4fguMxLPmuv+W70w2V8TSLGb08w83FU21KUfLTbDica059xf15yfeba7SK4s/QLfi4W5VIXUlTIoELgoLpgxVJhJPnSGtJfwxBhjq+iqgF0OfUs7Qfp+szXalyXbNMKMs/8jlua8+Xyy3P7L745E3AKdTitzc37CYxjN8OIj05pQK0diJ17yfLcd+KTCftbf/yJ99IUR81I4alHvhx9ZEv3CO/03zg/XrDh2nNu/6Kb3a37M8NWgeRyToxOM5+at6nyOE5AQJBoZtZmq9Ziy98qsWiU4w3Utya7hI/G5JcMUtclYrc1md+tvzEj+p7lnrAR8UhtLwdNhgTUHWQwIUEOBgtgR4gHoveWaY0DdG3I7fXR75Y7XnZ7qm1+BsuzMiP608sE5v42py5sSeOS0mmehiXvO/XhRGeSi1aN9M62SennAqU65CTkXtYyb5ejKe9wnYJ1MssDQXxauL22YGfXj/w39p8x1fVfRqYWKk3+xW7XjxNfFBFrmxU5DxU3DQdlfEs41i82PCKqAQYAy1sMhcxVxN1I2zIh2nJxp55bg+8dFteui0/rT/y9vqaN/01f7N7zqfjsniTVfVEZf2F8TpmLY9g8UpFbtZnXi6OfLHY0eqRvzm+4PHUwtEK6L/o+OnVPT9p75NZdMSjGIIjoNKQZmKhR+7MkUaPZUjzZrph5xd/J5FRq8hCj0/iy1NtpSS2ZWV6vmq2HG9r3lQbHs2CaTAwyF5G2r+iAa8iyoAHbPJy5Kl9wqzZ9zV2E7i2ZzxSb7ztrsqX5NplPzScJ9nvtfH4aJM0K7H100An47FRJZbPUgYlRIVfeb54tuPn1x9ZGmGRl7eS2LxZah6iSlYKEqrytNZvzFySKZ0KPCRAqmsrpufpl2f2WkzsHi0R3e6kCkgZTTJ2XlDqyyzt/owBkc7nYBA/vjadG56SuqcmhVlPNC+EDZGNsN88XPHxsORPm9f87vUn/uPNt7y0O17YPVeLjlt74mFe8mFY88fzF4yDlTNCy4A4qzyyb2Q/Oppq4vn6yM/W9/x8+Z4be6JSM2/GG77rbvjN9pbHhxXKRO4PS86jYzu0bJMvbO8dH7sVn45L2fNmI6lRs0a3E00KfjgOlcjEAYrUTQlKFhTd5HjXr9lOLQ/Dgu93G8ZRVBXLdmC96OmsozcV80GGDaiID+LJOXWupIodgfO+QW0dbqfLcFeNmv5Qc3X7yE1zZvSG3djyw8OGg8mR7po/718XL1NrPU018eXVntftjr5yn4GxeUA2BEsXJCjpzXFTrDwGb7lbnVlVothYu4EpGD52Kz4cV6Ku6FLPEBIAPqmiGoh1kIF2YnSPV5R+RaXBiZ7k/B1nw3enG7pZ2NfjbGlWo0S4Txq8lrXVS/2svCKgeJiW7OeG01zzw3lDbSSFq9Kexspe3s9y30m+fcwK0+lEwoiEhdRRmemeH8cYoXYzL1ZHVrcDvXfsh4ZDX3M4tmyTVcQcNa/bPZWeed4eMTrwXVScTzV+79D7xPaKAojJnhALwOQr6O50qd0o15IS7PT3vf6JU70ALXKeLKUaZ8N5qDhOtZi3TZahkwkDJHrjKF4bWol0pjYzu6HhNFTFjyEiZk+ZPULl8TnuPWmPaX2ZzuYUgVOoBehxJ0l0SnGVOVoyF0WGlPgUPY2axDA4IfpjsBxGMWw9TDVdU9FqAahu6rPEOk6WTjkx48r78FOtYzJUi1kfXXj4qY9P02wBGlShm2bJg/KpYE9fI14/PPH2yfRMQYZnoBsq7rsFlZ7ZVD231ZllO3Bjz4Wi6qPmwySMj3NbfUYXBymi56AxKrIyAys7oIkXoyxfM3ibmuSRF9Wer90Dt+bItTmzTNe5j4Y+WrZBGBd9cJxDzc4veJiXPIxL7ocFu7EVyV2iDYagiVaSyqTATLtsMqOtavHbuK3OfFk/stDjZwkU+7lhDLbIespS1QJ0aBMxJhQ51qwyb/rJuk4qsGjk+3K0ckbdjYoszMhrt2Vtek6h5nFe8n684phACaNiAQ039swtwjYrErpuxU1zTikGIp3aDWmCJOLez95XVEl+pXMzmaiCacnplPRD5DMPk3Oo2PmWx2nBd92NRMj2rRiYzgq0ABWVvRQexET5VmKOeRhqhvkWgK5yn5lsN2pKBt5C07SJAiqaeCk4YhSQVqepeZ40lufBCgMmS4iMknX6MCz42K3YDdI1h1Qg5+YapCh4V6+Zo+ZTveLGiTRqn4y2GzuzWA2smwQOegOzYZhF3tXNTuRPk8MZz8qN/GR9T72Y2JiO25Rqd/KVHHjjmhduzwu3p1ZzYqc954fZMPjkG6VAmVAO32mhCIMGLRu+T89iqKMYFnpFqJRcdw1TAlnleTTcLs9UWkDZK9cXNlA+wH91foYPmmk2dCuHasWfwiTfBpFJaj4poZVk5uOV7Zhred4nb5hNosEmqq7yF6ZHKf4SdT661HC4IE2L9TRJcjdFw8O05Df7O77/dI3v7JP1LFPLoMFo/1kRkA/Fz3wGTALO02M6BssCAeheVHsaNbPzLZ+mFb8+PuM0VWU/mf3l+c+vMRmOS7qFLH+Q5iYDnI2duWtOfN0+cmWFTWRc4NA07Mea41QzdI7juWHRjKURP3VVSY7Le75KKQ25QSTr283luS7PrVKJjs9nk+EM1vg6fY0Sn4pgKZ5LRSZmEiMl0/YzeyoXjzMivczNaf78+VxJVOPgFCZEnvrJ6cReyWljmSHpW/kgh6Hi+/M1f+1eJ/buDm08G93w0hgWasT5Iz9o2SdI0pAxyHniVEheUJf9SxM5+IbHecEUNbf1mbqV5y4n++TXEBwnX/E4LHjoF+Vs+3Bec+jrCyiXhjW4SDTZIKWsOGJK18syuJj21JhAzxKnPmdp3OfPR+61PjtTUoMVkra/cp6VHQloPs5XfJzXfBiv2NiOD+OaT8NSJJxDlfxRNPOsmSfLQUldESYt0qz8/nXkPMsQ68GvSnrp2nQ0auKV23Jnj7x0K15Xazau44fzdfFdGbxlSiDaxVRX/jukhFJXzeLBoY2AJcWvIs1m9GVjz4y04kuX6pnaiDmmJIbOnFP4xOBtaZaJIhs1qXnROhKCYp7lC0S+E6nriU3Tc1efMCqynVqMijyrRDrWJyPpg29xynNjT5KyWe14Wa9KnPYYBBxujKyt01zx3sp+GaOwf+bEPlKNR5lA0FamtiPFA0U8XKQpqZcjr9cHfr76wFfVPUs90kfH+2nDD/21BAOca7mek6FqZio3U7uLNij7KGobJLEs+1zUHk8CGFzketXRVBMLN7EdW97pDQDPLTy3e66qnuf2wI+qe26rE79d3nLfL+Vsnyw2RVEDGJ282nTAmsC6HvjZ+r7IY86h5jenO6wJxMZjGi/eUqnWWeixGM1+31/zMCy5clKPPq8OLJuBJZe493Oo+W1/x8Moz+xpqkUmZiZuqk68Prxj9JbGTlgVuHYdSyuBB5uq58EupaZTIlFKyI4wLav4mVfURR6fauo0TVeJ1TNFQ+cr3vVrvt1eM89GzHurCaODNOqTlfU4WtQkDWnZivI+EdL7MBQPMDWkYr4K3LVnfm/xQYbS6SwHCuspM6EE+Ep/Fy/pxHCRLeeh536uqY2nricmHeQ8SmyJeLYJmIxJGqzKPhVVAmkNZc/P16zIvwoQJEPT8OTs0vnr0l7kqpnb5bkYlA+zZddJ8lo3On65fUZtZqaF5cf1J56bPU0z8WG+whD4M/0a67ww33PNmNakjoqgFbWbuVue+Wq55Q9Xb3hm92U9fZjWPA6SBpX35mkyhFAXP9IQVWGYKhVp6wnqCZ/qg5tFJ1Jb7emmiyljNFGUEuWMgPPo+KSFPX1/WnDcLkBFbCWAutOBqchiNTEHacya4JMM0yqmtM/GQZfk3vyPHhTeamo7s3EdOOnbHhsZmvuY/C+PjpCsG0YTmRrLOy1+OG/tBquENT15w5DO4Ox/mT0Q123Ppu55sTjwrD5xbc+l5tz5Fqc9YzAcTo305VFiydWgE9ia5KEuEmNgRl+kvzo+8YK7MIqH0bIbmsKws8bj3Cypj5NGzbqw57SSOnE/NLxhQ5WCfLSKLOxYAFEQIsQcpcaPKSUun0V5vQIlNVFFdckdjAprAldVz6tG1te2bnmol3yXgPJhsnw4rehmx11zKu/h2erEg4qcdGTSFeaU2Vux/M4yTzUXG4W8hxRJ3JP96t/3+ic2d6YAHXKjAt3gGKLiNNXly5SKckAuZ2mkg+J4bghe07eWys70o+P8cSk/00R0O2MrjyKmojzQe1Wi2PRZ5AUgh/ub6YYhOGotiWK35lji3J+CQkNw9NF+tpECOD1TK9FAXldn7rsFx6FGqciH85rb5sxV1VFrodLtFw0R6HuYR1tQxIuxTyQ0yV8hmQZn3bEOMjENVgzYfA16TAs6pHpY86TQFGplnvaKs74qyV9+FCO+ftZ8mgy18dzVcsg+s0c25lQ8lQR8aXlRHxicLV4nnXccp5rjKBK5wVu8k2uTDbHzRpmnE/JnMoVY6oG1mrgzEQ300XMIQh98bg7p6yXy/RRqDqFl6xfs/IK344aTF93qt8cbuS/JjPfTdlWAGq0DX1zv+aKVtJG17umj49O0+ixBIjcOVgdp8NMBrKxI13KBo9ImlAE3oNynciCaWECK/DWVntmYjq+re3zUbNNn+MX2JcehLtO7l6sDv7v+yAvg1h556fZ8bFd8c5A0A4B11bN2AywR+v2xgsGIuelTEzQTCUqhQ7wgxk7+WymKRBAv05Dd2PDeXDEl4+53pys+HSW2wXtN9Bo1GPm5OhZTyQz66Ekxe8U4OLaTYR4sw2xZ1YOwvdzA0o4szciV7djYTsBUM2OzceOcu0sKrbKgulyaASkopPqIacI4ecNhEC+d/r4V4C9RoYnI9DP9vKNZMM6Gt6srbusz15XQeF82B36yfODqRVeKuadSwCmYUpActy1KgW3EP+DK9iyakTszcl2/A+Cb/o53/RXntuJr98Bzu+eL6pGlGZi84aNa0oU6mVGCNoGqEtbTkKfmUO4rViLU/ZAnIpIY08+WY9o/l3bkf/DqL3jpdk/AVZmk9dHy0V9xDlX6PGKwvFr2EgGcJkrZc8GnAven1w/cVJ1IE4lMwRQz9vJshCQrqij+PiLpkYbLpzRHYz3BqwIynUPFbmr59njDdx9u4EMtjK8qQB3AQ5xV2XdJBuvFxDz5SuRCk2S+F9KkdPAWpz3X7sxa9zzMK94M1/z6cMevP9zhJ2ECKC0S5LqaC5tR9nt5oDKAKCkfRmjVSt6brj0f10vGG1sm3Nm0flWNHDrxlJgeK7Z1LZ40CjkDTNpnEjtQTynW+qnPgwJ1vhjJizSP4kNR9qInzUqejkUle787SupXcEmelfentF+oPOHN3gBTTDG+IiGelhDtkwTJ7oncOMu8otx7M8YLwAEoH4vsWKTI0vUfTg2/VbdpYm34efOO33Ef+JnrWSRDchki2BJbPgVNNzvmRhdmWu8d275lU/dQw84LoL8yA7+7+FASR/IrN0o50n3rF+zmBY/zgg/9ml9un7F7XEpCVzvTLsfCyopRpqRPTejD06IwF9OBNOQR3b3pEzU8PAHf0nAgn+XZB0Z58e8LSpr0UAcqJ8/e1i/4MF7xJ7sv+e3jDT+9fcAqz6duxfvtmvG+gZSUo1QknKXRxCt0SGdAMsIOTeA8i0QVKD5Yr6o9L92O53bPrTlya478pPrI7zdvuV+veD9teDde8cvDc45jjUleTFaHFJgghufW+iIJUgp88kLSOogJpo6EYBM6jIRVTLL/++qyniVYQkw4D6Hh4FveT1ccZ/H4iMl/KFQGnxohrSPBa/wg/jRmEBmYMaFIw7djy/fHa/GOvDL8pFmUVJ43wzW37lQYsHIe71IQieUcag6JlhdQvBmuhSFqhYEzGcPU+uJpCAjDOyIeDkYxbkJhkOlecbvs+XKx5SeNyFq2fsHb6YZfnl/wm/0d+1Mj0vNRQg9Gddl/rblIUrPJcGcSilsFXDNLuTkrlI28vtoL+1AJK/L9cCXDusrhlOcn7iOvzB5dRf6w/oEfljf8dnzGr7vn/MnDF4X5rZX46JjkB3lV9fx89YF/sfg2AXWeb8ZnYiTeDOjnUpdduR6rxcD/6Bt+GK757fmWv7l/zmHX0ixHNsuOL1c7Aoovq0eudIdH8+1wy589vObxLKmQfVdhTCg2AIB42KUGPUbxRXq13PNFuxM/v6Dxsy6+HeUMS+yfAsamszfvmWa4ANutmwlR8zAueRxb3hw3HD4tUZ0hVoHhasTYIF56ORjkaNGdlvp8UpdULQRgUUoJczA1e6rXAh66wHV15qXbcW3OBQAdo2GZ0nZz+E2W5MjQWqU1qp/I5CxoGKZl8SdqqgmTpFHTZBi9MNvzOaFiHrRwAahzqRYugwJfXQYzUQNNvnby2YTdlM4x0vDByXPZ2olN3bG0IoU+rYTJ+dAt2O4X/KV+IdJ3PfPKbnmldzg1c/SN9HzOS+2OBDAolYM8pB/44mrPT5YP/O7iPT+pPuGj5t6v+H685ZvjHbtefk6zGIV942UYHLwuSXHGBFbNUNi7lZbn7rYSxYMhcPQ1D/2CYZbAGV97lJEgEBDGSDdUhXl6PjXEWWEWnuVCUhKnYNjGBj8adK8Iq1g+V4mtj+CVpByqJDWONqI7ATDl+mo0MpRvzcSVlcHxGKQ+34817+5T/rsHgmI2hu1B0qbL9czpUjlEYZDzL7SBq1cHbpqOr5eP/LPlW752D58x9LZ+IZJ5oiSptun89Zr+WJcI+Wgi2nlwnlBr5knOBUyEUaN7jT0AqeaZBsuhr7lue1or8tN+dITRoAYjnnRpzca0bu9PC05jResmruqeq6oXG4e0d3besR1bdkPD/tRIjHsCf/LQLZ9R4n9FsdfI+4hWUQaviUm6MgO31ZmVG3hz3LDrGraHlofdkvON46oaqJMX2Yv1ka4ZOK8c2+1SwFdIU6CLVPfp8Oiyf1BS9ELN3/v6JwV+9CwLxsdURM9GPCii4q1dE4LmtGsS1UuKQ987gq8KatpFxWit+Esc5OtCHaGlbPL5QQ1ZShFEl+cjHIaKv9q/5Be84vdWH3hRHeiV48/Gr/l+uOFhXPDYL/h4WiYXdV0mWSEoYpAC8MvnW75Y7di4jtZM3DQdv3284XysCb3lOxtY35y5W555vdjz1WpLYyc+miWPwwq9szKpTQ2uyoucxBhpJZbPduIBEJwqhb6aodqLiacKURgCLi3yKM19tZeDwztkYHCIyftCgc6TIIOvLfftgut6hVaBs69wSqY/mb76zen2CW1WkOBt13DqaoZTRbWY6CbHt1Y0pP0kPjlzur85+UipyHrV8fO7j/zu8iM/qu/50j3g8AXY+TSveel2YqKmJpZ6oFKeOyNmXGM0/G79jkNo+TivGZKUQ6vIq+XIV+stY5BkiMHbYuz3YVrzbrzir/cv2PZtkVmMgzRyJLAn9ubSWAZS8SanXgwK8+AKlS5UsRSoelS4I6BkAp4NwLrZFekgwMf5ir86v+Kvdi85jRW1nYWt5g0/7Dbcdwvu2jNfLrY8r47UWjYEowO/+XDH3fWRq2pg6UZW7UC/qyneBS5CjgE/S3FR3mvy2jDJ2DE4ObDNoOgfG/50+pI/BZQOOOdZNiPrtuc8VELlHrQcQA1paisgQczFUQTVCcXSJ7DlYbvkPqxEhtZrTKfxy0B92/Gz5/c8a47MUbOqRt5HhTpfmB6xCgSVwZqIGsSnwZ5z0ZCAhyjMlcdzizWezbLj1fWeSvtSFE9BJhNPDU0zi2OOmqUZ+MPlD6x1R6OnC8ibfMWeJgHlPweeeDNZvh1ueTteM0XDH9Rv+d36HbWecMrzl8fXNOuZL9wjX9hHmqX4Hf2lfcl3XFO7mbaaCsZ1VDWspXGMgD84mfwFBQuVkmBioZ/c75fCuHMD//LqV/xHzbdc65FayXnkgSHCIUTuCQzJ+6OxM3Uzcbs801phYm37ltPoJPQvGVB/u7/hB72R31ENnCcnvipBTBWr9chce4alRR8N1U5LMxtgaiNzGyVeODWBcdJMxvKpW3Gaah66hUyyBwNrj1nMhVE2PjaJGRnxXqEPRmi1SqKbCzM9gSLFIyQiunsVWJqRhR7Z+QV/tP+Kj53ETP+HX7xlU/USHaylMAmoJ+bOqVCLeaKqi1F4lhBK8yIA0199eMEvzTPxOTOeL6/2tFao5THC+eMSczAob0UKuvByiE8a34sHStRi9slwiVe3Z1i8DylNRoyS+7uUYjSLr5jpI/MyeaSo9Nw7xP9Iw2gv5sIm3ZuoBfDJ8uIyjZ2EwTM6OS+iyRRiAXRy+o0kSUjsceyTcWcmxPgEuBolsi+b/l3BvJR9KnjDeXD8arrjbz4943rZ8Xq55+erD/yk+USlZvrg+JPT1/zFu1eMvYMIxgW+54Y5+5zVcp+625OwIoPlZ+0nntkDz+3+EtUeHH10heVbqRlNkNQYc+R1VfG6WjJHmcpNsyl+DafR0Q0V/bkSBnGKQ48FgEz7UaeZapukXjIpNGcplqclRQ5cBgVa7ofpRFo3rXJqXWqeGqCW5mU7tfy6e863p1ve7K84HRp+6Z/hrGcYLePZCbC/twKIRqhP8h6CixIf7iipeGrQPHQLfmPv2FYLrPb8+cNrMcB0E79//YF/sfqel27LnTnyhX3ka/vAqa548Cu+rLf8tr+j866cw28PayGFGi+soMmijDBBIpIgKYMZYed0QRG0NChuksbQL8TMMjQBreDjsOJP+YqPw4p3x3UyaJVoc7+XBlWPCq/FN8krREow6GQcncyZ19I4bfuWwVvebK843y/ARNbVwK+75xLPfb7mj7/9iqYduUuAwc9XH3hdbZP5955GTWVd7UPDFA2LeiRERW28gOpTZkAJ6GMrj9eRYAxzisvGBUwV8INh0/S0ZiJExZvphj85fc2vD3cSE35oxDNKURCxcLZ0g6E3keWmK0OswUta6OK6K2lu16tzSajsu6ok0mb/pxAV22nBn/RX/NvwNf+9u7/m9+s3fG13/L4b+H33jkPzhoel44ebDVu/LEl5TQrduDYn7vSZjZ5waQ51CIZ3euKrxZaNEz3fYa45zjW/2L/iV/pZSdE8zxWbtudm0XEaK4bJ8uvHO96drorRrtWB7dCycCOr64HGTNzV5+Kn87f37iFYHscF57liN0qwwaGv6XonzawRo3mNTqbrAsT6GnwTxdi7vwz4LsCGYpgt3x5veEz15Ow17XWPvr2k5tVuZqoM575i3NY0nxLjPzektQwpshyQToNDZPUIUBtVLNLFXRp+7nzL3xxfcJ4rVm7gyvUszcAi+V9lkCf7G+Z03i6FEmQZ68NumQZ7YrKMC2U/iwsvgMIsz487ykAgXeDi8xaVsDhlUCDXKQ+fo1HotOflYUYeQLuz7HcA50PNd+Ga46rirj3zvBZrhuuq4+vllvlO8/3pmu+ONzwMS3gGP6s+0se0Bq3YaYAM0IwJyRvQEYGqmnneHPmi3nJrjpxCzW+HZ/zN+QV/s33OoRez5BA03gsbxbg0sE7syZ8+f+An63t+1n7ipdsV9mgGQSU5uOX78QajA4tKQiOmxhSGsFYwL6WuzCz0q/WZxd2ESzL7EBXHUQI1YvLs4ejwVUBVye901GmgKTWDOepypodUFygnQNBuFFuS2+rMxnb84dVbzr5iOy1436/ZPWulB5KCGj+ZNDiXfnrqrayNBJLmQTIuolcTv3P7id9b537ukWt9ZoyGQ2h5N28wBFam53Wz4/XVFT/sNhgdqKzIgPs84NSRMBm087Jnpn1chu3JOiOZh+sZ/MnBui9J3dNsOZyaywDepL0/hY2Eg+b4sIDbM0YH7rsF74/rMtQbBiv9ffJ3jbNCjTI00KP8LNtfJIrBpgFdAoZDBQQ4DRXfH6/54bTheXtk43paI0EWSyOpdG+44vjtFe96y4fKF+D65dWB2/bMbSuJ0J/ClaQpzzIk9I2ATaZXl4CPpPp5yhhWTweH/47XPwj8KKW+Bv73wCv5WPyrGOP/Ril1C/wfgZ8A3wD/4xjj49//w+TNjaPlZBxdL5HZeMVxl1DHzqDHRHFKE/sYKakC3iu8M6gUWZc/axgME6C0LN4wa5n4V/I7ZwCvOfc1H92SykiakJ4iH8Y1f3V4yafzUuI0B4t1XijDKuLcjEKMsubU5P7w4Zr744KrRc/r5f4zqtYhtMTRcHhY0p1r/J3mq9WW2/pMY2acCbz319BrAXzStdHDZSFlB/OopAgvaUajFPkF9YuyGH2IT1gosfgzKJOKqZQMZs/y8/JEGKDrKv7m0zN+pe8K4u9ng7GezarDB8V2uyTkmLw03c3vO7YT3eg4djX9oUadnkimZqHBZWDisbf88VDx5/YVVgcW9chN02FVYI6abd/iU/G0cCMrN/CiPn6WvCJSPTnQajPThCmhrDNWCc33ONbs+5qHk0wMrBYj8Zw0pXWgTely576SKf5gitEYJLrcLAUBkKYwERUltto8yWPODY9PaLQKCj1F9n3N+2HNyjzjzXjD47yg1jP/4uYH8ZNKbKgpmBIneJor3ndXvO02LKxEFbbVxOHYShQlcAVUdsYtJ2Yn3lHeRNSs8bNC15EwCHvAjGA7ihE1pOZYpwNiFHrvctmzbobiWbDtWlnzg5UpcXnYVEkjirOWCfUEYRJZjqoCrp24vTpRJzbP5IUtI3tK5ONpJRKy1BzE3pRI88xmIQogqjuNPavPpm2lGZ2RCcgCltXEwgltM6fY+Ciyh6c69+zZolTEqsDCjMXMtfcidQtRF+AmN/5OzUkO6sXYWfliPOlRvB2v+cXpNQs98spueW730MIfzT/im/6Oc6h47WSLXJmB67rjoVkUENKktB1rPJ2viploZgXGJCPJB785J5Dvy8htc+arRqQZANuUNrEPDduw4GFeScE4t7zrr/jYrdieW87Hmn01MTl5Zh9Oi1K0gmGc7GfSlW3VpoJKSuy6nmSSnRLv9CSHpO3zWpN1E1L8ua+DmEwGxf1xgTGBvhde6vKmo3YTzoSUJuaYpjzWkAbWHXNigzx70SHIlrxdoQN3UnDOayORpNoXNsPG9WycGKtf2e7iIZWK5M47uuCY0og3A0Jl7RBFNqQ9KzfgMnU+apz27IaG81Bx6mo+2iVXlTDeXlwdeTCBw64ldqkxry6+TjGI7E9PppgbkvXb8SLvFepzuraeQrmnUYU5kv289HhhlRDkbMysUD0/AXsQ8CjL8vK+XkCkALZ7UlU8mTjl6a4ZI2aQc0cnec24Mngnv6A6BqaVERZSanLCpBmUw5jAPBrenSveP1zxZ/Y116uuyLqPY83YOeLZoofsFAYmTSg5a0ITGUYB4xZ6LOfEx/mKX/Uv+DiuuR8WPA6LwmxTKtLaiS8XO55XBxZGDP9fNXuOm5rd0DB5QzeJTG/q7eXe5RQSG6Q2yYC1i/ijxdtYngfzNLGK1Pj4y30Q359Yoo5VdkZHik0/arpBpt8hKj52S3zQLFYDrzdCJ/9wWDHspOgNS4+qPa6ZSgHvEhhpUjEf0jN903Q8b45cO2FKLN3I/WHJw3bJ++2av7p+wVerLV8vxPPnS/dQzD1fuh1aBZFOJ3N7qwKHSTzAdicJ68hAT0gMQ6+FEeQzCyKxCdDiaZZrHeXFl2jbt3Sz4/1hJfXUaIiDGJm6s/jmRIWYR3tBglVQidmUwBItP2/sLY+6Zacbzo+tmKFWoQBgY7A89i1hNJyHlu5U89Zu+PP6FV9d7/hiueN1veNH9b0YQUfxG7ofVyn+VzEk0CsGdWmqRyPG31E+s0ps7xgTq3AU+exhavje3PIwLfmLx1fse2GRL1YDfe+EHeoCuOwOKCCB95p933BQNf1kS9MJ0E2WVTUyGbFLGIeL6fdCj8UA+cr2fBzX/PLwjH+9+ynvF1f8vHnLv6h/4KWZWCjF2npemk9MfGKKwi6R9QAOcErG4rsQeecXfDfd8d10y/jEh2fjekZvOUw19/OCl4uDMILcIEmIgDMt3SQgRfYLaczMtev48eJB3reRKOe1Fj8+U3YGPguD+TStJXhhXPHD6RoaASbHemZaCKPDz5p5NCKPm6XZzMmiplPFNkEPKjVfkVMyDDapjtWpzinbZHrgfVTMk0F3JjGKLi8ZWCixYjCXIXAMSkAYlbxJRkmq/aa/42Fc8qlf8nZ/xZSYKJIYJXH3fhZpUl1PDL1YCeS/NzYU5qJzEtABCZA9GPRk8VUkrDx6OcvZPmo8FjXLIDqYFNiQ96942dtsR/EciUbAn8yWyixzFWWfy4NId1TMvqZvHG/cgrftzOb6zO8/+8CrZs8X9ZaV6fmy2fJDf839sOT/8ennfLi6kmHVJNHb3muJPo+KaRTvHaXErsFZzxQMH1JgwHZe8M3xlo+nlTA7SMz2VMtErxITW4zcv7jd8ztXn/iqfuSl29GoiTGxp/oo1hHn5E36tt9wHOoUOqAZBkddy/MYkDUSgrCHKjuzrkcaOzEFw3GqeDwuGHon/cgsoHZmmsa0v+mUiKai1AW2u0hlbZ9l3XJGvX284uG0YNP2vFruuanOn/lBvdwcCskhS9lilKTRcTDFKkWFJGnO3opGWNIAp7nmg75iNwv4lq/xu27NT5f3tGYqdgTjdOkDxsGW4BEAVXvBBAYjXqqdImpTsAM1K+FKKESOGBWnscIH6SP8yRV/VxB2jooy/AoWdC39yDib0hdYE7BmorKzmDLPhnFwzLMtPYbOA/VRwE89QpUA4rlNnokR8MJA/OA13mu+9ze0i4HrVmRw+bWoJo7XE5wtYdQEHZk6x0cd6BtLk0CxmNi6aOTcmBRmkJ5fj+m5sogNwfxkqHTZCv+dr38M42cG/hcxxn+rlFoD/0Yp9X8H/qfAfxVj/C+VUv8F8F8A/8t/6Ifp6WK0NfepsjR/18tDzxSpQZbSqEmhrCKiS7GvvEKNEK2YB6qspQxKzK+MeADNiQ0xDpa9bbhqe05zXR6Abd9KvDJgbKCtR9wTHbNWkd54ZicP8ziIoeGhE7bJy8WBdSW7+uw13bEmdpZ5dnywK64bSfpauYEXS8Vu3dKHWh6otPAVudCXCfdTT4CoL8W87bho+0geCvHy8ARDKb5VgOBVKfL1FC9JE+nbYlqsINdUNj5hc2SdaZiEXqzHlJxh03W2sRQwWgd05SUKPT2oMY9+8nSr9iV+06fNZfCWkAAQrSKnoeIcKx6QwvFNsym0vKWRZiA3Y7tRTKA1kbMR+uRDtxAQ6lQJFT8qXAIgBGkWA0ihZCezMhUZZ33xFkgfz7vLmpTrmQp8HYt87qkEAy7TXBVg9ob92PLeXlFpkbJtbMeNPRX5geeSVHH0DR/GNe/iFR/O66IvdjqgTShxqCaBF5lNFXREyL4BlGiaxTNECofyEdIkOMfnZlmOdfMTjfLMea4YUrx8nLQkRaTvj14xzKawN8ykJK44OV6qJFlaVSNr1xfZzOhN0QrvhoZhsulwSZH0mcaY+54nG50e1WUzU5//O3olXx4VU5BDaz/WkuIzCaMrJzwAhRYcEXnfu+EqMd18YbkJK0ao6EMwOBVYpuSpp35FGQjKYNAcDN8Odyz1wFIPPLd7rt2ZT+OK/dyyqyROMx+6eb+IT7bimOUik7nsDzz5rLNO6Uuy/ppq4qoS+ZyPmu/mW7Z+UWQh74crdtNFrnYYao59LY3EYNifGjrnhCrbVbhqxlpfUvqmJG+Ko2bK6yDRcufZiGl9L9TaYnSXij/T5wJETusQdaLPaylKlezPrhKa/sJNTCm5wnt9AZlD2v/zmZCftRRrn4vJQkcH8UJKtOajF9nule2KoWtAcfaVeJHNNY9jii1NPgfzE/+dzOyprSRx2OQpkeVGRokJbd7DQlT0KTa+eULjBegbxzyJD0RIDWKOKv47U5s0QZ0bLnG9ya8tp5flf8wQy5pS8QKSEi8sn8+u3RMgojrEAvRA2hvi5VpnoCgzrLS//LeKsfj4RKNKotsFHIpPANtYGpx876310iTPIs3xR8f7U4WpAib9XRxFzqqmS+pNbh5iUOAjPnlxZTD94Fs+zSv+bP9FYYoIC0MVJoYx0vRfN9dc1x0vainOVm5g8JYu7SHj2UEvoJykD5I8eAzuKABPVML09CmBjiCNYrmfEZifMK7SZDwbMpZzY0JiyJUA4GEU9kg3O541R14uDjxvT1jt+aLdcZjFPPbgFuAC9WKkrSUUY+nG4qeYGW2Z8RiiojKea9fxutrilOdhtWQ3NDz4BePZ8UGtmIJ4oD2MS94212X/m6JhSg29yCmlAf80LAlRsaOVvT35tYWo8CcBxbwTcCQ3FHnNmUkRVJQ6A2HodFOS+J1r5t4WibzK1Pck8dSe5FV1uebydRRWahgMvapk7QdJZFO1+I71XvzbQlQoG4iD7Gszhvng+M1k+HRe8G17wzftHddVl6SImvfdFX0nA6SyaYTki5eGF9HKKay8nGdRS30UZ5HfnSfHYa6x44qP/YoQFYtqorbiR/GRFdNkUgBCTA28KkzKPjVUw2BZN0P5vuxdlT3vQpAzbQhWQFJ75s4cOZkaowK/Pt4JK9JbHqYl51Dzz5vvuNU91zrQKI1DADXZUhQ+RjzQh8guOD74Fd9Nd3w73vFuuOJxFNDS6oBVgTGxcCcvSXPi+yKSvjExkHSq13JaV61nlnbgpduXwAin5sK+eip1yt6cBFiYgSGKGW1rJ3zQOBMIIYBLyymKxErSI5+sH5NYBvFv7c2Tpj9X1G7GVOGSKjvJew/pOseY5DmdxSSZTElXfLpP6vy7pLFWCBik0kAFL3YYn4ZVkT+dzzV+TmBAlqxNqkg7z64qQ3SMNOpTYkdKvLgwYUKS/6tZlRTB/GeomCQu8eKfl9730zTbErcdKGxPlAwjSHH0ObUwLRmCkQWkJ4VqUs82KJgdW7/iTTOwtgMv3IHnVqwajJJ97NeHO35zuism/ENa+0R1ieDONUFaP+fZ8S5eMQfNh/OaT4dlkXQZJwdarq+YtBjROwGpV9VAq0eMCpxCzXu/4dO0Yj837KaWMYG23eTEDuDYFHVI6Cx9Wg+ZiUQU4MelXug8VXST49RXdLtGmn0v+6MZFCH1JWGKMvhJJAEVFMHEwmpRIREDqpTaOanifStyacsPZvOZSqh1U/GBilExWlP2jMkaYaVpRC6lINq0jp2k3j70S8ZgedevmYNhTs3pHDT97Fi5gVp7sQiZnSRBBtnDGTTmpKWnbNIDNomsy5zlsz995XovKoVqBFjvopzrU5eY8al30BOXeHOT10IC0J70gjadj/n6ZN8i0lC7nDFczmszSpJ29hotdWpiWILUFn42dOeaYXACvi06XPp9i9XAySux6hg0DHA0LeNoaetJ8Iin+ED2ORo/f/Zy/VtAKn+pt/59r38Q+IkxvgXepv8+KKV+AXwJ/A+B/276sv8d8F/zDwA/apYFOo2GEYidgcbj2onVYsAHzVE3BJzIuJ4U+dEK7bI0f088BdSsiJUAQtFLYamMTLY0EaVFM6vOhoCl05G2mkpaUjeLUevdUh6Aynis8sxP0gG0iuj2svOL3KmlGx0ftysWbmJTdTxvJ5Zu5Lf6huO4RPWa4b7l3XKNXkVu6jPX1ZnnV0feTDIF14NQx/P01ozyYJsx0+4vn9WMEdeJX4PcdCm69Rwv0+FGYaYotMzEoBg2RhJg0sGTjXF9I4h4mAUtt5XEvOcHorYzp7GiWQ+MlcX3Bt1IelPWBM+TobJe2CLXO4BysHeTLckijZ25qntWdihpOFl7ml8hKr453/HmtOH+tOB8rDmfaz4a8e7xXqO1aJIX9ShN4lAVXf88G4ZTJQySThOawNyIlGZZSSGc7+kURP6jm0GmwLPBG0vU8oDZXhEWSuLEMz0+NTyxkjVphktcpQoIXTh5LuXXYap51625q8/84eoH1rpP5nziofRUSrQyPa4WfejHblU8lJQSY8p5Fomkj7VgaxGUDkJV9pGIuoA0KhJSzGZIyT5ayeZgUrLMPAuafLXsuW1OJWFp8JZxtElPnArWbOA7K/reEbxsWDptrvJcxsQsSHJOY6XpUDH9W5Kxajvz7rjm1Bmmk8P0yUAtFRlqFANEPTwBPvST4iJSjMyIMq05DZUkv82W86EmniymkwNkbp4UXBqGzcxwZekWwg4DKRAqLaDgeao4T45+suIhYAOLRpD7TdWxsGIYvLRiht5oMSq+dmd+eXrOxp75wm1Z646fNJ/41fEZu7Hll/EZP1k/0HnH47CgnyzTZBgGVyZN2gX8qEXXfNbls2dZEJNGD5e9YdOKEaZTnnfzhm+HO74733DfL3noFuwObZlmlWYkGewBjNuaMTfkXqGNxzmhqTfVxKNfEDuHOlmZzi0iYeGhkuvOQe6fTiBd8UVwsmfpmeSDIg0daQLjByn4m6uBq4WYA07BSMrI6Bh7J+wQkOp8kMZazaCVwnSghss9zXTXXKBixHvsYVwwGFuAOxAJwP205H5YcpxqDmPN/X7JlAzTlU4TpZxYk6THqpEpqU1yyMqKH9DSjWKk3Zy4qnrW1cAPuw3bU0tlPc9WJ9aup72Zigx1e245HNvi5XRhf0rFavvL55kXch4Elz5blAJPKNGXhiLLnQsokwBpd7qcXVGR5HAKFYVp0jx6fC0pESF5+eg5FYNGJeYp6c/BdNL4xYQemT4yrbScMRpsH4vkLjNZivF38kkzLlA3E5tFh1lFjokpNe5r1NEKdqjkewtYpAUg06MMM0KVJK5R1thpEgD3EBo+TWt+c7rjV5/uOG9bUGCaWXxfkpxqDIpu2/ChuqJdDnx1veDlYl/OiH50DL1D75ywb+pYomcJYAeoHuXegCR9DLfIPpyktEUeEuTaucNFug0kplT6eHNKpUv3yLfps44yofxR+8jv3rwvPh9TtPxF9yW7seFhueT51ZGrui+NqFaxxPQCzKmpzgBhiIpbe+Jn1Ycip76tTvxi+Yq/fPsCPxv2Z2Gx/bDb8Bf1S27SEGtp5UM77an0zI09s657Wj1Sac+ua+i30sR4ECD4rJM/lUjbs4F5TNuRHqT2CbOkG86TYa7kuQhBwajlfGhngjGEwaZ0JC5R5Wk/INWMOgHSKoAajOxFGnQ74+o5JVEGFunzKBU5rms6UxMmGW6ozjDPLQ/bhgcb+Ka+wzhPVfkCTkwnh95bbCdr07cBHZJMZq8Ki/spKCoNseyJ50GMxkNU7MaWL1Y7nlUnrt2Zh2mJ1YFucuXeggzPhsmyP0rDABD8pW7NJv7nydGNjnMvaYnbcZHM0SM/rj/xE/eJU6wwKnBVfcH785rf7m759eMd32+ueX+94af1B750j9zpc2E6ggAtfTScQ802LPhmfMaH8YqP45qP/aoYpxstab5KxWKa74xnmK2EJqTPdB4ykyaWs7gxKRRCT8VQ+eBl6GoInxkY+6iLBOjs6wT6WzSRK9cXaVYeCpVY+gSYqOSfQkxT/gEJTsnP8CjMl9k6wpU0ev1sRAp6rAWISWesSgCEnoQ1NLcRe5b/Lqb8VSgG4JLEltZxJPmLyMDnOFXCUJ9EBheegELy8MTCdlAe3MFcPOBSwx7yXmougIgx4gmWvXxyFLwfE9tgkgZY0jpVCR/Qk9hNCOCtLvUYMnDMwwkVKEbmn51BGavRMF9JzHwcZMBs7h3vl2sWTjwhv6geeW73NHpiZXoex5YfjpsCaGS2T/TJR9QGSU3UacINYt7sDYe+5nRsCCfxOtLNjLWBOSoC4glrDga/TntIAmf2c1uMs7893/DD/orDsWU6VlL39lLPRBcuTMbE+oy9pl8adOVTAm8U4/vEWDl2EgARO2GGhSoUgNidkHPVXthT9nzxgVU2MUCGy1migtT+ppd7bq1nmgynQ0M8WqhlSO/qmatlzyLFu+cBOYCqJKEqM4AutifJp01R0teyYf88CtDftCPrdmBdD2zHRekptucWdg4zJRl08jMcryK+CQn8k5rdHVWRRmfGXdSXemKeRT1EVPjeoI5Wkm4LC1lhT9Izz2lI72fFPGuJa0/eQCAesWMQUkffO/zZFpWRCqr4zWWARcgW4l1IZvMqeXa08Vwteta12CJ82q0YdzVha3n3umK1Fjnrs9UJgNO2RZ+EURf7mnHhGBaio1SjTsN5UZjYThWAR4XU82cmUu5DfeTJdvjvfP038vhRSv0E+I+Bfw28TKAQMca3SqkX/9D3Z3lJTn7ABWztuV53/CcvvqPVI2/7DW9OG77/eANnWx7aqDTz2pfNI1aBeZMaxACxySPF9MCZQBgMcwI0clSuqj1Xq45ni1OZQNwkCdYcJbFmjoLebru2+NVY66mtL4V+ayfuFifOruJRtfz2wy3Pb2QS97I5cP2y4+36io/HJYdPSz6+3dDdOe6WraRAjKmKtpHQBkyKctezFNk2NTS+lptcH2JpAro7QdKrU8R2AV/LRfV18vpB0FajI6YPuP2MO86MV47zc4MZwDcJvW89bTuyaXuWbmSZ6LbZ3HkMFqsWbOq+TAuzkfIwWU5dhXUSAdha0almPxWtJP3Jh4sZ8JwesCzNunFnXrttSVSbouVH9T3njSR7GRXogysR7x/7FW+OG0CK1mMn9GprvcQ3BoWuPFQecyOmbnfrE1d1T2MmznNVGEFD52QTSxTs0oClafK0jCXRQDuZPk+vIuokBn3ijRFF31lfEnmk8Uz3K71PrSLPq4NEDc9LdnPL9+frkiAzzoa71Znf2XxibUWK8rP1PX+1fcEUNLWRCNT700Imi4OBwZTnQ0AphT2ldZS0rcU4Bi4ywswem9I0S0em2fDhvGZIbv0+aKpqxs+GOdGdbaeIPfjeynM1KtxJNm+VujTVa8JU0b+t+e1qKUa2yWhUJWpoW0+8vtpz2wpD4sFr3PcVvo5loqQ7faH/J9NzlQxKVZQDLk92de2prBfJ1GjxY7ourcdXAb9KgJIVloo2UZ7lasYa8c/4cimeSpnR89TfJbOxcqTlFAz7ueXkK950G34xvGJdiYRo7Xo2ruMvjl/wWC/5efuOO3PkD9bv+ZPdl/z60x2fjkt0YnhMSUpHFIairWcxHPYX02y/CMXZX/VGmpnpYtYOsJtafh2es51afrW7K1LJH28esDchpe8ZxmB46BZ8elzjdw7T6dKgRy37wXrZc7voEsA10q8d+7FhNzR8fFwTjk7W0Zx4d/4ytQ8WqClSvBglCnZeCKPE9PJ10UWatcSWbhqZ5A3e8tv3d/hD8u2Ywa9lX8+JJ3rUnyWLFMxYCd01P3+xkjPhMNTCAKlg7Xq+729436/5eF6yO7VcLXpaN7GuBp6/FBbFU3ZEP0vCw+Tl2vmgBbiZLPtTg59TIxlhtem4S35JVgduFh0f9yv2h4r9oeX2+iTTNS1StjlofGfEDLSYO8s1yiyFC2CQgf0n1bMS9qeegkjBDE9YiGLKHC0lEKB5vMiw5loVI8D8O8wQiFozN+n+jaqwjHwj5szCqhDgIoNAtovoKcjZpS/HsBkFPDJDYG70kwQKBR78pBm1IbSKL1c7mqsJoyKnueLd6YrT6BItXguQixWftU6o1X4VJADCBMLBYZ3nxeLA2Ve8GzZ8GFZ8OK/5nWf3LF6NxcQxJziOQRiIOW65nyzffLrlB7ehdhOzN2LM2lmUiySWffoMBaNmXgFHkVFX28i0FJ8e5ZMcOIHtepJrZXuYEl89T89LmEPyChCAL5a4Vu0CX622/Lx5y4/cAws9YIgcQsPCDJ8Z++Zztpvl+s0pSaQfHUPnUnqgxznPzVKM7Bs18dx0PDff8xP3if90teaXd6/4f+9+kpp0CXX4dnvNsa+prGdZjSXZThNZuoFNJcDqHDWbtue4riXMwqdzdpM+a2KLxkw7DlHYgDvZq0Pa74IX8M2YIGDrF2dqJ+bMH7cr5uTvIwMB2TPNII22r+KFQT6BO2rCEJmuYP31nq+vtyzsWK7Zf7h+w409sdQD/SvHp3nNh3HNh2HN+/NaJvKDeG/MncVWnnmW88F7AbLCIjC2kBN8olfJJys9n1aYF3oQ+XKeIEcF3bni3sow8j+5+5Z/1r7h2sgZ+Rfdl7xzwgD2QRfpek7WaVu5FyLREEZ9P7qSAGqNpRsqxt6hOsN322sOi5qTr7i1J67NiWt95g+qt9y+OPJn3df8xfE1b89XDLPl/3X/U/5r/3tM3mATeOODZgqa81CxqMdi9mx0KF6P42xZNUMBWnKjtlj2LCqRV+zHmsfDguFQY7ZiSB1NLMbXzIrvn/ds1md+3d4BlOHA8VzjE4tPDqAEgJTpOygjUrnrRcfSjXSjY/txhf3k5B64S6S67fksac8d0l6qs3xG/tw30oNMs6HrnbANjpKCRZWGz7WYexMhjIZ4tNS9vjDtzWU7z6bfzIrYilRT65jSmkTWuO8anBb2ybP2yOrlUBJJt33LQ6oN8yvh9hcz4ARytMuR2+WZH60fCVHx/fGat4N44Qw3QXyFTJT6MoAeNKZXTFcR34jPYrVPMe1O2AVmiJcU4bRHDrcUOwk9gT2lYysB4HqKzK1I59RiZnXVlbWVB4c/7Dbcn5fsn7f8t9ffcG3OfO0emK4t/9X4+zycRCpf1xMhaLpzRewM3mjcYiobdjckmdEsQzalI8++3HHVSN9zmirePG6kFgNCG9C9Jg6a4Wz4a/+Cv+ZFYmOn0KBAAd2UC9QvzjTVhNaBw6lhSunUuk+oQGcIvQz6w9LTUdN3FeHoMEctibtW9gjdJ1Z3avTtmRLUIGd12h+tgMzVQe5DbvjzNVYz1M3I8/WpgKzv3JUwyr1iONZ8+riQ++0CphVbE2PlfFg1A62bxccosYDGUepsYaXrzwgcL5/v+PHVI6+aPRvbsTI9u3nBXx5e8vG0YrdboJ8NwvCdNHMnLNrYBHQ7SwhAE/BJlZKHXCoxw2wnj0mo5DkNnZUBaaexXRrGJGCVdJ2CU+XnxMFAmyPbLQ+nhdhZpAj4PFhVkyr7cqglRMV0MkAmSv2hE6agh1R3WpLptSoYQWslOfGwrnlYLwknx1FJEtnd8syz1YnKzhyaFv9Qo3uF7hRxdHJOzBT7hDw0jVauQcwhUKkWVFE8Zz+rEf89r3808KOUWgH/Z+B/HmPcK/UP//D0ff858J8D1O11ok1dJk4mFRDPqwM39sSNO/OslqnV97uNSMIm0Ws2ixGb0Nd+cKK5bxSYSLsYpemb5eaFZIaksoxsVjAKAtxWQtHPAESImvfdmu/vr4VRoqIYv2V9HYCJHJLHC1FRLUdWix6XdJp9rPi4XYlH0Mbwsj3wvD3itOcNcPi05HyqGQZ5YHxnUWeDyZRfHQWRjxHzBLWUCUO8UO1Tk2aHWNJSgIvBqU/pX0YAB2opMPQUUHMshQZR9NjRWrplXQq4MZjPfBCe+uIUs9xkhDX3Dk6WqQoMneNTYln5Y5LuJIpaVHyWVEBQ6NXEatXz/uaKrxYbaj2VAqzWIqdwyrPQE7WeWJueZ+7InTvxvDlymlNMcvJH0WlCVLs5aTY9rZvz4ISHTg6Iw7GVSX6alqjOEJ5KiOITKYFF/G9AvqZBNoUxsbHmdPAlppWeZFrrAxLx5+TzVFpM2+6nJX+dDPmmYHBamvOnYNmvds+o7czSjlRmxurAODn2kxWEuprEOHswAgwMaRpqU3F7UOX+mjQBkKY+r5PL5N8MSJLKqNntFpxcXbytVjnOfLLMxqYYU7lIeopwknVlU8OjokwYRqMIVcBfJ1PsZEoYvSZ0Go9jcFIo5jQQrUMpGHIDJBHUlwjHfG0vcjB5H2Xz1ZIiU+RcOsjkMxn1AWkvAG0CbT2VONulG3FpinhME8KFGamTp0+tJ2omTKKiAzxzR86hog+Oj5VQ83dTwxAsV65nSEkpHs3vNB/Y2I7b+sT7Zs2prwgqMqX0szimSVF6lmOabJfDTGlZS6mBzNOezKDY9zVvzVVKKPD83vVHVnYs0kIQD5sxiAHrY98SErAUqrQeErCiqsDkDfenBduu5W5x4rruuK47Vk6Mbu8XCXwcjUzojIA6midphOm95Ymj8gozC4su6ohfwKIZeLY4lVTAx3OL76SgyollmfUZVWZJyMTU9LLu9BRLIa1H2QeDEcADBZMX6YYmcpga3nZX+KDZ1D1X1cC66ov8IEv78msOkkCokcm0M74A36MzhXGY5RNz0LzbXgEyYVvWI9Z6YS2cHJ/Om1IUF017L/uk8gp7VFR7eabc6cKYyYe7nuNnhn4qXAyVbZ9YI1HWiXfJi+KJl4ykaimCkUJIZ2+eEezJEypZZ3pSMF3SuYgwT5ffqedYzhs9RWwfiFpJ8T99bvCsJwF+1GzQo0lNf7qnnWUaDfdRzDGftSdu6jMvajFEHIKYkN73S74bDdOsCRExmA+AkzMpBpE3hDS0uZ+WIv9VkS+WO1pzOVvmqAkJwM3Dh+u6Y+FGutmxNzX7w0IaiFRLqDHJE3WW46Wp9ySMnrJktLA3ytQ8neFP2VbCgIu4s0r3LIcuyNQ8J58FGxMzRq61c+IrtfNL/tQv6aNlCBIc8MNwzeOwYJoM33+8waZ47+BlhF9SREcBJ7yJeG0koEXBb87PWOiRj/6KL+0jjZq4M0eqRnzovh9veBiXvO8lgCN7JEDFqk7nhDe8TcmTeQ92RppXbaJEuSuIAZGwjjnS+lJHqil5Jai8h0RCb5nSwGCTfJ+Kl0q8gONxSt+Wz4tZfl6+5maAeSGMi7iaJWFKRfZjI2k9WoItVqbHR81CD7x2npXpuXOnEmWfm9J5MCU9tAwyWwg2NQ8psU+6KPl8sqfF8vmCkev/dDrbVhNfLbf8TvOBa3PGR80hNNxPS3ovQF5mxuzPTUoviizbAa1gmMVTZEiNrkLOu17LeRNzXZyu4cduxb/2P6EP7sLoMUf+g/YHGj3xTXXHt6dbDlNdIpxNGhRpHTDpfD90zWeGxnno1zpheT+mNRKDIgyGs6oZR8vB1Ax9VewB/NqXs6gw/ZSciaeuRiu4bjvu2jPVckbfik/f337NUTN6K8zzYIo1wHGqOJ5rYTGnoRIakVelOs6e0/1SAvo8lXihZC1lifyYrrO2gbCSxlVbMRfWRlgRfk5sWxvRw+XnFz/dSRG1FuZi8j+L2UOsDqJSdJHKzvzO1SdeNzueOTGkNyrSB1fSd3dzK2cUugwcc5ouQK2FqbzQI07PfNff8jAsqOqJ7rl4Z6G5+FFNitAEsWxI79W3imktQI7tpRnNoBhQmKY5vTBft89kreHCBlIzxKPlpBuadpRUTesL22T2mn/z/ivmqPlJe89Lt2Nten60eixyQe9FDktMa2YSzyZtxc9zngznmGRgQXG9OfF6vS8sv23floRcVCzyHT0p9MkwTy2x8ajW0y4Hms0kQE0U6ZDWgSbFsAOMc+qPfN7jhHygosKeFZMVGWDUpETCSKzS/Y+gB5vYirJPFP+9NPwPTqV6IGJ6McrOa1aGROmMnyRp91RXLKtRJOc3h8+GAf3QFpDLp37CB8WgI0ezLNdTTQrTJymVQlhOFtTdQN1KPe10oNIzczCcfSXD0qhY2JGrpmdrF6VHz0wyFCLLH40ApT55RQ6KqGIBfbKyIJ+XelaEbHJt5Do1O2H56CkWhYyEVqb1O2qGU8U8CanEn1zZa5SR+jcCMWpUCsjRoypefLaXnioHK81KfTZcMINiOjk+2hUf9yvaWtaz1YH1quOQsIXjVmxMrloBwO0msDOBcVsL8zux7kjMYqkR06OUB77qSU02xuL5kwd5f9/rHwX8KKUcAvr8H2KM/5f0x++VUq8T2+c18OHf9b0xxn8F/CuA9earmDXyMSGlWou8QhMxRDamo24mVkYM3R77BaepYvSGm6YrAMW2bznUItEwOtBWE/uuoe+qZDqbbki8oP9ID4UCen/RPcao+HRcMm5riApvL1S9PLkpU4RErZx6y0nVYpCmA0oHuaGz4a2KLOzIwo7c1mf8WnM+NYRZMY1VKXpMpy+xh7lYTP++XMC/dROjTLlNanLik8+o8j9ZylUm+aocYraXKaLRGZxQ9AfHngXnVDD6VExkHfCcCoaYrwnIQ5tiUn2A4B0hUU3N0aTDMTdtwogJLpaF6pXlrGveuCtOcyUmqumQWlihitdmZm17rqxIo3IsodOeo6lxesm2aelnK9TgJ1NPowOV9nSz4zQ6hkko+74zl00rp6c8QZcLgJbpgn06LHyiyc7iZ1PuUVpb+etJSHvUoHRqCKNOKUBXHKa6GItmcAeSHtY7MYedHN3kqO0s6SBpgtdWwhYwRuJwc9GbHrTPNKCQpjDpv6O9AFTyUFPAHOURdlwEMvVXReZkQlfoz2l9apKJs89FdTabSz/bBdxiKg1AhCJjyr//PFRFEx/DE6ZVWjD5/epJmvysaS0+Qmnz03P62al5DCaIuWHQQlXO4K2Sx8Qr8LUw+HTyeQqJxprXnVYxNYsBpwIBVRIzFnosYEqd1uS169hNLf3sOAYjAAKKzjs+DGteuj1aBa5dx2175tRXQi/3qRDPmpZk8EsUMC5PLdScrnkG0RKgkveFbqg4upnGzNxUZ55Xx2I6nU2LQ1SJwSdrKU4aHeQ6C2PnAg72vRMddEheTmvN0ooB4U19xgfNvddMvf3MnF4mLJc9SwWK9j8zIDL9mQhGi/yvmx27vuFwbOUGWTHPREXZK+Nl7eVCMZvcP2WxRYUUa8QSwanVhQVx8lXyd/CSEKMu3gxz1JynpiTjZOA7Gx76oIsvWGYzuiRdgMQ+HCoB9hNTpFCm09eIeWbaOxQJNE7PRJSJkh7BTBE7XNgeT4GfqGTSmrXlFzAmFTs+P+C6SLTydQMK6JObHbkfEe0DAV2MmlWQ95H3jHzWFA+HVGCKZ5wMLQToATUHgtMC+kwBPcwYoy6spQSM4wGtmLTjo14lDzDDl4sd1+4s+0Nw9D53D2md1T41bilVyyfpRJDn+DTXBBSVnoup5HGs6b2jm8UwNgPtVofig1ObmWWlOZrAPDhp3n3yFZrTQZb8A7W/ANIliKEUYfIsFT+A4TKEuwwJYmEuyqROixxKyV6dQZ9YSyFqUxTwzrfiAdeLB9yz9igs1tMC31vUUSK5S92SonCzP1I0XJ4vYJ41H4cVvzQveDtueKhXvHRbrnRPoyZ+XH0spvZDMKya1YX67zXd5Mo+fjo0JeUsy8bFLJXi6RCzdCS9n8xwzoal5CFYlgU+Ae6NFlA6khqryYi33ITsZSZeTDjnS4Op0rOhvCK6iEny0cNYs+vE06txM9/Wt2znBa0eubI9G3vGEFmbnle1NM+VnqmNJ0ZY1HIeF28Xr+W9K1nfMVET5fOl+jNLQLIJZ9rPQYag62rgy2bLtTmlKOQl3/TP+O35luNYM8ySHiXDN2GNa+PlrI4SzBFG8WPLTbBpPSOJ+THJGs6eYsVQur8BJKHyJ9VHrvWZn9UfqPXEECxjuKGfbfHHmoNGR0WMgTHJjrSW2mH2mkU1saqGEnm9H5qyHzJpYqXwSH0RfDLR1V78Q4q3Z0TbWIBMa0N5Tu9qAeNu7JmFGT4bymTvqTzI2c9NGRQep4p5tAmsuESMZwapnL0JbDJKvETiBazLDOrclMWQegojNaf8fyzMEKJK/nimsNGErcxnEpL8ealDqbvz/YvJH3NZTbxuxFj8hd2z1h1LJQVe8TVCJWayLrHufzvmHUQOt/UL3qlNkXu5dmL01aUJVoGgZA/MtUE0YqvhG1m4+TP4WmTY+frkujRHXoP4TMYnrCCVDbO9QveaoB3drJnqGVfNXC87GjcXO4dvjzcFwLu1J17UBx6bBd3k2B2bcl9zrxZ7g3dRvIQApaTudpXn+fLEVUqZO8+OQ1+L14pPtWfqF/Nt0aPCV7JOF7WoPZ4memZT7znVDCHVu+X8Vor4ZOiqB9lPMhCcvcaUDYQUIf7UxwWQ3sJf+rqcnKZnsfsQVpoqHny5Pp97y9HVAr7X4ukzJ9agUpFh6QhKpEZ5CJV7olw/ZBXB07MsVIpxE3C1WAJYI1LUD92aB72k0jMLO3FbnXAqsHYDVT1xPrcSt54DY1LtiDfESqWwBNJgS/Z3MybANXkJZguLYjhtYmLc5IEwye6E8rMAOQM7sVhBI+b+SdURY0C53F/IOZLTs3JvkwGl3FerWGZtYmUzCJmgNxVECROoGrk+zoo02E/iHXfcttIH1qMMNNaRhyDYAoNBdbl4u6xF7Sk9XgFan4CoTwOe/r7XPybVSwH/W+AXMcb/9ZO/+r8B/xnwX6Z//1//oZ+VDzxmJVOfXIyi2M8yLc/N1Zf1Iy+qvRR+wTEUg05LiJofLR8LZXsIEq87ziLLilHhByupJykSWY35IYt0ky2a4zw9OmwXhSaqXGCxHqjdJEbAaXce03Q3H7pjL//Yai5xi+Fs2R6v+KGa+HK1Y+0GXi92nO8c7+83+P5S+OdmyJ4vspyssw0W0ah6WYQ+6fnMAO4c5EE3EpNLTAV1elLNFPFOpt4qPVjRafQcqfYePeuklZTmIHw0hL1h1un7h0tz6VceItSfTNFjzm26n2likjfL/BD7lSc0aRo35INBJG1qMVO1E01K+jgPFYdzc1kikc9MeOtq5nZ55qY+s6lERpMb76UZ+dH6gT4Z5ebJxhjEQ+M0VeyTia2fDdErqvVYgI0QNIOKF9qmAjrZwFVQ0gDNKSJ5VPgM+AT57IH4d8y/MhU4o9JD79i6Rgq2oHm2OBV/hGxCmid4ALd1zafkzfKQUo/G0TKPhq1uqVMRpMwTA68n4BVpGTxN9ckMMDNE7EBhimXtdz4stY1Ft3saKlnjZ4fq9WU6E2XKEY1I4dSc2Be9NH+xiujai345mRvGqHCNx60v+uF+lEhwYb0YTJpOMKdpt75c61wg5DjpDK5pH5N+WuQMRonh5dQJnd0edTJCk40zM0KmpeH8QtO1np0NyVxXKLGLeuKq6SVVKsk/xtGyXgxctyJ/WruhyEayIeXGdYSo2I8NY7/iuuoETBgWvK02ha32O1efeHtYC8U3T7vzxHFS6ElfjD8V+DZeADWr8G0gtBGV5V4efO/wS0VjJ76odxgV2M0t22nBbmo4TnXxtDpPTgCWfLjmxhb5fXNlmBLLQY2K466iv61YLXs2bU+dgMoQ0sRmyNdWYXtFtYtlTQJM6xQlvQhy0HpT1u3sNfuh4eHccjo2xIcK2oBZzMXUd5pryFOXUcwns/eZGQWkEFmMAP3+CTWYSdE68ZQC6GdXWJg+Ks5zxXGq6WdXdPb9vpbvT2y13KjmWFHVeLQLOOcTC0OiqivjuWoGrAli0HiqOR0aTGrYVSWmDlKYUOSWRCl8VQYxE/NjDOC6pNf3CdBJ1zRYGDYK3+RGIl+HlA4T48VnRwvYo2LETKQmRn5fTAyVWQlTIaeAmPHiEyDMBIUZg/ycAKYPRKMwvb8MGSqdQKAAWhFqmbKI0WBAzSFJYbOHhnpi0KyZDws+Lmq2Vy3Tc8OPlorazGKwPDumcyVrNqjUHJKGM7JOVbo8+RxY26EYxf5694xP+yXjuSKepbjXvSaaSFgE6tuOZSuUdmc8t1cn7sOKKbiSquIOCfxRqqSm5YIr5kmskj3JHVTZV80YiyTuwmakgH1w2dsy+yVUEBqJMzdXo5xbdhYDzWHDN6db/ub9c6b3Le9eCctmPFfonaXaapFV1pFQheL5UaSis5LmK0l8tY7sh4Zvwi1TMPy5fs1PVg98VT/ys1pYJ19X99zaIzf2RK39ZxHWu1MrptxeS+onSJCDiYzHNGTJRqW5ESpnZgJBgMhlmFL8unQ+zOTP9+dGgI2QGN0HJ4XwrArYlvcePVE8L57KH/LrPFQ8jI7+sUFNmuNqok9+hADrtuenVw+8aA48c/LZb1Ynzq0wQt9fXXHyVWlE33drfrNvBXBJIBQuXf+QADevSgOVjVmjjoXJfbXs+Xq55atKktO+m2756/Mr/uLxFZ+Oy1SzyAR/7izKBnSSiJ5OjcgusiHswZQBig+KUIkkQ/wwA1qBUZJqd9ecOM0Vvzi+4htzx2Hd8Af1W671mXXd0ahJWHJPAPAQBXzrkyeXWU6YJx4hz9oTL9s9d+7Efm75LTdiGJyacqXBpj3ULZPvWoqaD6kO10ZAn6tlz7KSoYwzPkWXX4YwEqzwpNFRXuqzoC5G/inEY+WcDFtAGDZw8RBMxbL2icFi0uxYXWqlqJ40V7NKDGJPDJKmGs+WJ/gKRSqVfKbcMV7Y5Ik1FG2EKhQ7AaUSiJ2YwCD13rP2yK09YRD7Ax81XmuaFDSxVFPyPIr4bMuASv8tvkdjNEwYApo+VuJbk4xjYlBFEoYFW3mCiSKBmW2p7/NeErN/UMwsxcvHjrk+Tdcs5Cim9Hn0nBrzWZU6xG4NKEPQFV0dMD8K3C3P3DQdYaF4f1zx63jHyVf8s9U7NqbjR8sH5qi5/7SWZ89G8UpSoM+m3OfYenQzs1r0PFuceb3Y46NiOy74cFqxe1ymZj4fsvKeooFpE4oPU1XPtG4qoI8PAsIeB/FdmiaDn4zsT5nREtN9TiDeHIXJrbySfbr16MUsvoLJ7DcndGbGbfGBC6BtAkEmOdMFjIj4ShVW79NHQZ0N/dQwtI5uMbJqhaWZ2Xkvn+84DxX94BiPFaRU5pgATtPzOeMk9RfRQliLJAygnyynY8PjblmMoJernj949oFlIkJcLXq6NyvMSSxaQiVrIKNJwakkgU1egaf0Txdx54g7B/obg2+QGiZ5U8YE1EL+/FLnXK4RF7Csk/43VknSmO93n4JsErNJ7C3kHBG5pypAnPgL5hogg0UpPfmkmZWV53prGeqKYTnTrnt0GoiMs6Z6U3GICr/RmGXHpu6xN4HTUHE8NcxBzNkFsIvFvsP0wvye1nm4FEvtGK3ct883ob/7+scwfv5T4H8C/KlS6o/Sn/2vEMDn/6SU+p8B3wL/o3/wJ6nUPM6KOMpDMY6WbdfyQ3NNP8tEzujAl4sdy2R0MwdD5x33w5JdouZ+tdryrD6CmaiDZT9dc+orcTAPoGZNXMyiK1cQlIVJ4TvLQTcYE6mSFMh7jWsnYjOVBZgpvT45gGdpmki7PI2bOdmK/lwxPTaC1AdBEKsHwzvuOLxoeLY6cducWLmRw7LnOLeohyqhsRdUt3mIzAvFtJAFpQcwXfIESCleOkm1VEyU8iC+DCDFeHByIs21QgVZ8LaTTTBUOk0Yg1DUlkaMog8wrRTzKhBWHrucMAnIilGuzbCvGW8vpnfZTJMgzZjyiD50MRe5jfdSnM2pEMr+KnU7sVl2RWaxdkOJSM4GkU1KDDn7im/Od3x/vOab7a2ABYOjqgU9zZRiHy70xHG2wljIU6+gcJuB5aqncbNMKYeKcbRlQqrKWFyoermIV0E2Zj0qSBRV0XYmJDrL5kjodPZz8LGYnvYPNbuoCKuOr6+3NGai95bt2LIfGk5DhY/SeG/antvmLJIaM/PRLPm4XZWm53xydIuZrFV1WWaQDl+TaLfKgz0JSCKbt2xMzVYaNu8krexvM4DCrPCnmjGo4s2Tne0z8ENMzEbBUEtUfPZa0YPC7x3dtrocFhHGVUAvJ2zlJdrSes6nBn+UGNF8mGTzRHW6TBaihTlpV0WWEpnahMQHcPeWg16hm1muv47om4GwkRSTp6kXSkeUFYq61pJK0NYjd8tzYbW0ZsKqUJ554JLaESz3w5LDWCcgWKZIzxcnGjNxXXfc90vOc0VlZioz8+e71/xsdc+V7bi2Z/7g2Qe+3d/wsF8wnZsEvEGOHNaTgKvFJyQnGXB59pRKRf1C4ig3tRg8D8HybXfLL7fPeDwsigeNNvJ5lY5ihJeKkuItM6ZGxEjCgk6pYfajZn5YcHALdinmVVWBOGfjOYU9XQAI28n9toPQkHcLk+LXFdEE5mXE7eVg3e0XHE8N065GjenwTwdx8BqfWIXZwN8MCnfkMs3xKWkksViClVhyPUd8D3Zv2HYCKufp83l2PPTXPJ5buq6SQq6aaN3Edduhb+OTOHsx/ZujLrLXMckdptnI+u1SCIGJNFcDTSXDgtBODB8WzE/6kagFyAvJty0zBwtTMwGqvr4AWe19EBmW00xL8WPylWJaq5Lw5Wt5gE0f0wRQmhWlpSBwY8AMkWmhL0lS2acnTQn7W5u+L/1Mnejjkc/i7KOBeSlDhFBrTBeodiNTqASQ0SqFOMh+OjcGqOU8GkXm4I8ybctypjzVNjtLfLD86kPLr2+eYStfgG9GLSy4URH7J8mSJoJRBCJaySQ7py09jAvenDa8u9+I+b8LqGsvCX9BzigGw7BtGB5aScRaDyyaUWKP21kan2BRs04G5pdmhyhndZbSZXDnKUPLneQsyEaMKsr5nMGfHHks8q+AxI9QkniqSoDWynr62bHXNaep4vnmiL4+UNuZXd/wOBvm2jD8dMK1aWCVwhe8T+kyQYkh/xNm7M3qzO9tPvKy3mNU4BeHV/x/P33J/8f/iOu24w+v3/K62nFjTzy3B/47V7/hdxcf+DSt+K674bvDNYdeUkvmJSWhTmmwi5mxc8SY6Pg2CIia2Dz2mIYqNhZT2IzgqZCA8MQKOfYiD3Nbg9YQVqGwa6ShSvJ2F9MQR1F3wnBWIQVeDGBOmtk4tr1BHyz1Xp6BcSF+j1FFusHx7rtb3sVb7Hri+urMjzcP/HR5z8Z2PHNHflTf45Snjy5FGH/Bh/WqSPlj2nNDSt0JlXx2X0FoEziTjelNJDQijZqj5mFe8X7a8Me7L/n+cM12vxA5ifFYG1gsBqor0QuFKKyd484SzwY9plpoESgJiLNKjDyVpuyXBLAirzczj8OCj92Kv94+518+/4aftR95ZXe8clv+5dWv+Kq55fv+hl/un9GNSeKkI2Y5sVmfuW57buozXy22PHOSYDhFw8O4KGs4RkWnxIfGpkCQEGXQNI5GZPi9sAFCUIzUfLpxnJYCqmcj35w6mU2gn34WHzQ+qJLQFoJiUU/Fk2qx6Tg/tuizyGmqfWadpVLIS/hFZhdEi2QbR6nxfJ2k5yfNXFl8cOhOUx00JnsEOfCVhKdkrxZ7TrX9JOEs0xo5CyZpRENUWOfJxBBbeUkcm1M6WDT8unvOyVd87Ff89vFGasZWAmNuqzM39vyZvHsINv3jOPmK3dgwBhlCVkaYWJ+OS067BnPvcGlIFoxlvJX6WQ0ad9TY0+W8ymB2ZmPXD8liIp3DMXk1ZjDIpK/JEplgpFa1J/m+4VnEX6fmxsvvPHxaChC7PvK8PdJsJnZjy/eHa45TzZeLbfksMZ3BBIizKUPnYjjtVQF91lXPbmz4cF7zeGrpDg268uh6lr2yswUMjDYSXUAlluA4WN7cb/h+vJUedtSYs754C2rpHeuzKj2E6WFay0XL53z1mO5/Ah/DSdaQHVQKOkkDnS4mIkAKCfBR/HyC1Fh6jKUmiEaVFOiyjsd0VrlInDTdpwXTds185aEVX562keK9qmZYwWQc4WzQw8WPKqsDgpNhf2akMimOH5cUVU0EuxlZrgdWzcDKjRynmv3YyOBxEEZZ7llUZnzqyz7ow8XGQVjPsQx6x7VOz2HEnRShMuUa6jSkzz2zO4ckS9eM6e9CHct7VYPCJiuPaONnf5fZVaaPpdfRk9S0smcL2y9YqZ3zEHK4UQQbicuZajERrxEgsLf0v10TVl4YaYl8Uf3g6LeWH65bVjfn0s9a54nXIyH5/tguGXhn4CkFPuXhXdSZ/PFkwPT3vP4xqV7/z7/nx/z3/6Hv/zs/LzeqRqim0Sv6ybIdWgZvebe9Yuwtf21eiJGj9ZikSfYpYhzg42HJq80hTW817w8rum1zaVQ7mYgW6vGosQfN3GoxVmwnZq2FRaXkABv7lGI0auapKQdnVMgUK0jjpZcTdTKIMjYQGg+dAAjKy4TbbQ2nuKQ7V+yvatFF58jBBDDkQjI3sHoEl66RPUWqYxTjzDkyt5pMyy8oY7oWkg4gVHth60hzH7VsCMLsgaAUVEiSyxjRVoqeeZHYOJUUxcZcJBA+TeYyyl9eiXVhBkkeYRbfomCFqpD9kQri3SmiMnSdGAPPKylwcxyyDgarPI2e2CRDQ281CzNyW53ZzzX7seVTtywR5z4IFbcbXSluAUI6KLER00wsFwMuFR3Hc820Fx1lNkvN3jUZNCmeS/rykTMgUTTKyWk+/91T9k1m2JRUG5P8PpRnN7ScpophtljjWdRjXhIAPPQL6hT/vHIju8ozdWIGqTz4YMmU8UITjvJ+MjPkKfL7tKApNNBZmjoVEtsgTXpiyBMTj3G5abhEz2ZgK2hKMw5pQj1S2DWhVrCeUCkeNQYBtsJkGAfDeKjQtZdnLcmwCquF1ERNlNSbwpDT4CtpauUHXgxmzWJmveqo3Vyo98W0DS2pFVGVKFyVUgl0YmyAyD97b/kYVsLqMTNWCbXcKo/TAlC2ZuK6OpcpaDYBzhKhm/pM7x2jt1RGwMk33RWnqmJte9Z2YFmN7G3DFGUimCcPcoj9redNkei3UQASDaEWBg0u4Kq5+OR8DGuOU826Hmid7FFZmhSiRAZ/9BrvFV4lqrbP1zrKYW4S46AW88U8oTaDJp5Ts5anfmliDTJtIijcSQ7vPCUNdSQ2Xu55VEQrXi/hIPLQwgCJoLaWYOyTdaAuayA/KDp52FyrEiNefDOs7IVRQ7VTHLcLjIo4I43CfmiYgmbVDJJC6CZcMnR+GnOdGVIlHj1Ju5SdqewsPj/VxNjasu/EqDh1FTHFwBNJEfTpI1QR72IBzE2fgB4nxZvtVPGxyumBvlKooAlGqObBZlp98qeIF5mpU9I45+cjBZgVX59cFGgfC6iaixphC8mU2ycadTS6FBe2T0CbVunngR5EInYxSXuy/+hsuAtza2RAkfH1iAxnvEJZMfbUJn6m/Y8nx9hbsEGGN1qa56h0GR7l6XOsAmrQhFmx7Vr2bZPYPobazLy62+WPWl7+6RkSZWAwzxo/G46nBpQApbqOTL1JCXVS6GYmZTQJWC/MxCR/jZdnN6dv5oQgOwgYUeSJmZ5fPNSe3H+virRm8iIXfq49f3j9Dqsl+XEOmt+c7phmw/bksCmlKjfBMa3L4LVIYEdD9l3zSLPZmpGXbs/GnFjokbUd+DisOE0Vf/zwJd9Ud9zVJ75qH0WKrye+rB+5sWde1Ac+DGvu+yWfjssnyS/gnJffqyPRyx4cNEmGr5iXqamKCQgZn6yhLKEZFMoLG00lNkJwsQDWIpmUJju/lJbnY17KtTdpeu6Osp8pDMFdkopCEzC154urPZUWZtWH5YrDucF7xe7Q8mfn1/yw3vB8IeEdP27vWZm+yIn6lIKZjawJSlgOqRl6mvJDYmcXYAYFPjJMlsdhwffmhu3YcppqFm6iud0zBc2c5CRPgTsVFSEIW9en5okINCIRJCA1sZagCoVYDAyDTT48ieFkezQRqz0/TBv+6PEr3vYbvmzFb6jRE6+rLWvTc+3ObKeFAOKJZS0snIscug9OwjjGFb/Z33LoGmIUsMesxQB3niVhaZosQ+fk+pgIjZe9J9eOXtGdarQNNM3Eqh3kutiJykiiXF7vIakA5icMpcHb8nfHsRIwQVGsB4aUrpWZYtE8qfOe1lhP6inlxWsvWlPSqbLUKTey6MszXWqwlKYYamGShNaLV5mV2PCcXJv7HKUj0crA5jRVbKeW7djy6bzkuG057Rs+VGusE6ZVrmXyc58H2CWePb8dFdm0vQyvvFxrkbVI/xJaue64IAPgRuF26XxKZ0KuecXL5wKK53NEP9nTcg03N5DfiErR8RnkBdC1LyxZbQIhKB5O4jl615zYVB1nXbHtpV/MNU1e5+Xzzenc1ZClX5M37IaG/Vhz6BoJDEiS4RxrP08G1V+M16ORPtKnJMCYnuFcr0UbBURxaVAKIqOf03tKzJNi4p6H5YktanqFHm1JdUTJXmY7Vf4/6DzcEXDD14nha1VhoqgIhMv5nIcKIXkdKhMk6dqG8lkYDNNgmMdW/IWyh+2sS78REigfai4ge/amCmBOMrT1i0BsPNV6ZLPqPksJq/TMea4kEGi0wqpKn1/WTrykc9pAGGX/LMoEK0b9KqqSOArSb9hOMab6SaR0+SyV752dwrvkHZclXVnbaRRzFUsdQbJ4UYOs3TwEC2l/kPuVe/CkdvCX5yAnmqqgxGNqMrhqRiXm3KyiyK6D1FW+ySwehf7oOHVr4mLGVAFt5A3kgac9cbHt0LmQ4pLaR2IDjZHMwPv7Xv+NUr3+//L67CJropdD6DDWEp18qNE7K14qXh6COR/0ivKBp1nx274qNMv5eImAl4eAizY1CPprOlk080J/tgkCeK8E6X0aIx2evmf5/2AjHkcfFMaliUMVCEdbNhvRGoI9GPys2M4aWyeJjo6EOiTKeW6W00YakkYwRtxJmnPTBfQULgsQysQxG/VG1OeFvI+o5O9Q5GCl0Ew041nMoVVU5UGOXgzR/JxNC5SY7iUT4Xw9YmpEM83axyjayaCFZUNqeLJeNE9BlWKOirlyHNPGmQ22BeiQEdjZVdRqxumZhR75unmQZK+65qZe8TgsOEw150nkQnmaGROVWClpXrUJknaRJ01jSl9IxtNyQKfmyVPea5bZRAPqicZWPXnIc7N18b24fF0+/IoeXCEmzcEWjwkfFMvK06QEIJCDKYNCAEaJcXhnE3U1SRSKVKD8Qso1LpKCBGKpJ+/HV0qkF0EYE5mC+vTZNLVPYGtg6F1h7eQmLhc9men1dKqT9bQoaFcD60QpLSkjp4roBewJCqHCxotXCTwptLi8t8xcyodY8bfJZ2NQVPXE7fLM2g0EFD/sr+gHV8ydRUqgpCAykRiNsF+clqnl3/JryZImzEzwTgwi0wPgVGBlx1Ioh6h4F6+KvnvtBkZvCSjGVHQ+9GI4u6k6mgQGFQ+YRHUut9PIlAefARdF9kUJg5hAxiZKsWFEnjcFw2Guy8+4a060ZkoGzxfPobfnKx7MEm/loFXpZ8t1AUw6GA0Czi8i8WSg05gQMUmqFKoEwjnRVgvjQuHbC5CdD+noxDTPVp5xMkQlwM9TwCtP+txBF7q1StOXQr9Oa1TYEAmsUgn8yXuTBZ8mb/YMsTP0S8dQW6wKDN7gdCiJC1oF5mgkhWZ2DN5cImLD5Z5kFYlPjAajZUJfWV/WjDBOq2Ier9L7lWdRoYwAZUWSmadz6gIkFBlj8tcJRkCuLDGKlpJSESqIsrJRaZ2EWRV9d1QJAE4eb2a8GGFfonfTM2yU3Pv0O2KkUKchhwkgf2EuABI+FbYxylQ8P5Ppz+WsSusgn0GGz15Kw2rZl6Sg87lmPrny5lQu3rUSf5q0/xT/lycG8sNsOM+OKgF966rnpjkn/yDL4K3srzpQqUht5yIpOww122MryUdaQiG0uqzPqFXZ74ss2z/5zE/ua/77UngHChBvk/wrA3KX9S57cvZ3iLM0IkAy9dW0ZuTLesvK9BgC51Czn1veuA2Y5FeVPPoyaBS8FKGxT+y0J36FszfM6YYs9cjv1u+p9cR37pZfHZ/z5nglHhpjQ+cdL5qDxLabnmfuwNr0rMzA0owClnpDNznxBksRy0oDCNCu9KVxiK0cUDE3iOHiK4FNz8qcmwBZN3MrQB8uiAdT+vpsgq18msQ6AXkgSQa6WHwiYmqMgoXQBmIrcoXnzZFbJ94dP1o2fH++5uN5yf7cMAyOx8OCcZYzuvMOpz1TMPTe8qlbidn9pC9nczYuzXvAU49ELc+2CpTabZgsD72wY8ZgcMaXlNX92PLQL+iTx0/xp4QEZMh5EJU8aLry6ZkQ8FDZQHSamIcHJOAo/a4QNUs7YLXnkBIcv/fXbMeWzld83TywMj0bc2bRDPS1K4bBmWGSJUUHL2bUn4YV77s126MYj+cIaGN9WZN+FkCy1I06JWGpWHyhckx31GKyf9N0bOqOpR1pzUSrL4jhFGU9Z0BqjprDJP4+OQZ9Sl4wMfUVobncn5AACDOo4sNU/DOeHkPFa0Phc4KbjcScHpzl6ckTMsct5z0iGAgLj1lN5bpoHZnnNDiNSoZTqVkFSSE6TrUkHUZJyYsJrMhBCzw5s+TmhLLmVJJBiYRO7plJrKnCFODS4KMQ02ogJjVB9jch7WsFAE9LsNS98sjLsx8p3jSZZSp1agJ9o4CzodfQQN1MLOtR0oMnyzQbHs8tSzemFL6Bw1jzcG4JKdkOr8pQLNeo5Z6lOmIcxQpkng3jsZL41gcS/AABAABJREFUdZMGDzomLyaN6bVIspN8Ri6AFkZIxpZsQLlQPKjaWu5jCJpzX+F3tgwniv1Dktma4TKANb18jZrTALWKF0YpucmngIsBCstZWdn88gBaQB/Z18q5pKQXC16jrcdUnnmNgGSjMKrdXhXZXrCx9EF5sBctBBUpvnH+Yp5vRhKTGVQVWC1ElhmjKoDrwo7CzoMyJLsstHQW5V7sSS+QN0ZfAVz61Dw8MiPM/vK9UV0YVVI7Sn1f0sRVqm3V5bN9ZmQUL2fNZ7LjtKbjk7M+r+n83yomAC6RAtSoCcoyRTDOCzC7jGJdkCwaohOw3gwKPYB+1MyTk1SzWsOscb0MCE0v9VaW42e/3ae1nJ5zzRYv1/Df8/onBX6KQ34uANL0Zx4sj8eFoK1nU5gwoRJJTZwu6TO58LJHhX6f3n6EeqBQDION0hQk40e8oGZAAZ2eTsV80EzHCrOzoCN+GVAvpuTdIytAzFgFqGIwqPuKuQ2iza28MIF6MWQNLjJtklzipFHHivnKojYjVTNDM9OrFhVNYW6IDwNJgyjXyFcK0Njeo8dIWGihiSOLVuhw8ZJsk4p2lRdl8v7JDvB6jhDyJi+0NXcSsMluDWgD0SWKoCoFFQrqhzShVkgUvEvX2uTmVRXgS4zvSFI0OfR8IwhnrOQwGwfLw2C5n9dEr7DtTNOO/EK9FEd/K2kQXy8fubJ90XK/rndsXMfDuOBTv+LdYS2+N47CuBitKdMO73WRAE5nJ8yW5VwAnzhp8Y5IvgNPAQjRU+aqnkK/zBtBAVhSUgtlw1EFqNCTaLX3vQBVjZ25bc9lM7QqYLXHpVP3MNc8Dgt2fSNmsjri6plhZfDGSIx8BqAC0qCnh1/PMtXM+l/XCTLtnWK40kxLAQ/0BNWR8rli8i6x1YxzojGfZ03ojRxSqej2NUWaaLu0X6YN0kxCr5yuINpAU01samnmBm9FHllNZSI8Dk4M1qIUTNM66VTzunMUU7UCVOVmyV3kESCbJkrSPSojU/DDqWHaNsn/4wmwl0Aye5IpQqjhuKroryvWq46bRcfz9iiNDHJ4bceW41jTJaCxdrMwahJYuXEdG9ezmxr2YyNa5qrjONXsxharAg/nlmFwxHDL3fWx+BtJUyA08JxwEJJflk5ygPox4utkqIhiXqRmPop0Z6wtD+eWyRsWbuRnq/uSkpcTPsZg8amg9Ck2Vo0iX7EHJUBOE+XPUZLCZ8WvKbrAvFbMo0afTNkbohUWhu4Nxqf7UNaUPBvZrNWYZBpuwuXwhDK5F1217DHBiQRNwApp1GJqnv62lUOe0uo5MiVWTPGuSmeD94rRGyKV6KiTt1vvZeBw6CVWdTpLCgeAJFbkKkJ+TizmqEAVMI1IW50T74mmEkPzITpiZ0uKj5oV5qioP+XN5fLsSFORJoJDNjGMCTxLvjyJISDJjpdzQqeiqzSXUKZ8ylMi3oMRwDdLuTJz6Ol7EQp++uiTFOm5IX0qX1JeKNT27FFTELyudagpYFJ+cKgNevD4hZXfPYUSIx+sNO9waSJ8Z2AFV83Awo3Ym8C2b4spv/caf7Kp6s3vSaFGhA2S/JF8KwD7ea5YWPFSs8rzMC55nBbshoZjXzP0jhgV1s2sFwO37RmnfVkb76ZNkfB5hZzrSeYc6liYJ3l9yYeRdYsRdtRlCkgBiEoxXa5rAs1KkSm/Q/pYOfvnVmqS0Gic9lwlGtfRN0UOfZorpvRM+62Ykwt4GyHLsieNOekSTatSozTOhjfnDVUaOf+4+shPqk/cmmP6XV/zqVuy6xoeTgt+6Z7xbHHiWXPkp4t7FnosZvibSuKYd0PLQ7fgft9erk9U/z/m/mVJliTJEsQOy0NVzczd7yMiMysq6zEYamBmgY+YPYYIO3zCbEGEBTA/ACIs8QtY4iNAhCUWwGYGwGAa6J6u6s7KzMiIe68/zEwfIsJYHGZR9aiu6l6AkmBEN2/GdXdzU1URFubD5xxGu1pDKStkZNdAO3OLXeX8anF5UNRTM58N/szR+6tsEeFr2qebeCPAtiuETGa/2e/YB2Be0ybzeDDZb5KG7/IV3+dXPIU76hMNcH/aHvHfvf0F/u7lE97mEf/u54/4+x8/o7wYJTVRCqJz7DHTPR99idRr3ouOwJ+p50pPlSLA0LDMA34GvST/xcef8NvTN0xhw2wG59c14+020VTfWFRubi5DRZw4sACiaMYOQlRgrBinDSVVlJxRW8aH84JP53uXeDUV/MXpFd/lKz5+vuPvbp/xdy+f8D/89B3+7beP+OuP3+GvL1/xF+MLPqUrIhTx0O2aNeG5nPFlu+DfvNGI+m0ZcF8GLPdswzHYVNQS3k/a9PtnzVcvACUoxIqmGBtyqvh4vuO76YpLWjEGTro7MlozLdIRnG7TdklbEKUP6Gvei03sf6uDy2Ix9HCGdKNwO4M8JnphyKabYHg2+4YKiMlpu0VD2wESQBBOBeczD83WAtY1YnsdyXLMDTkp13UDFAG3ZcDVmBR/8/QV//nnP2JtCT/PF3y5nfDt2wXtNVOdkBuZG0Mli8r2oCqBlV89vuG3l+c+5Ga5Z9QhMzYbOBtOhcBTAf1S3cdHGNf6BD67R36OhPUQHq0pyqEy0gGMUBTDW8Ns7N/0Joj3iHvM2MaCeGqW/zYsW8LbbcSP6aF7ZP7m/Ip/+dOv6d85J2MshZ2pb8bBPGMZU9Z77hNTpQTgUhC7nDhiexsgt9gHRjBGsxYCgPpYkZ9WPD7c8TiunXGWpNJDqSa8rQTmtkzAm8xZnu2yAbGQvdGHdgjjXj2715flC+v+s+ogsWMWZjmhURADkJ4byimgTGQD6eF4CgswfA1YkVAfBOFhxemyoJSIMkQ0SahrQr5Kl/tLBdYntTz7kHuBuUc02ZGPMJ+/V+jUkFJDqRHfbidc72TWnU4rLt9xUBMm4GUaUcoJmhUl0d8nvwTUVVFPgjY29KExM6+5nFk/ShUzeEYfLFHHPdcMTryw0Mc1p/TPdB+vqLsSBaCH33wEuvZ97ud2tDzTZV7Hl1uw0IuxIb8FtEGAENBmAV4itktDfdgI/pwLtCXEJbJBOVWUkQ394WvA8M0Y1SkirjwPHfTBfpwhqPY8Qa1ujTPrBKTdi+ifev15gZ9q3U7r/m6FyYoKzQEBLnzecF5w/9kX2RFRgelmYT+zB6SwEmwoDUQ2rWuwB2+iesti9M9G+rPMkaMkDwm9f51/ExUMgQdpexDInbKwNgZgaKgPgN4D8ptQ755giT8QbgF1pIGyiBrVzToBXsQ6cCD7/QqbYrskyrOKIgqQ5oY4t/4zbQiUtTmFsirysmc5UrRT7VsOVlgJmhVJ6SbYHpUGzOcKJMUmgE8X0DWgPAZuIDPdci8ONz3VE70/IKTsO+BW1kOxkyiTuzzSb2ewEcmXvOLzeMXn4YYP6Y5bHfBlveBPywP+L//wn2CzDmaKDZ8vN1zy3uF5GNc+scg9megFlMjgmgPwYUMeC04fZsrMbLytLJH6XDvMVRzYkN1LKaH7N8S7/ZvnVKvu0gylbw6BNxbQ+Qos1Xyl4gkfn27IsWKxA+Lb7WSdMI6rfTrNeByYCAyx4sdvD4ASGPUJM2qBK5ipLuoOSOVXNQbZ7vLPLrXR6L0D4EvjOPHO1vr9jePFZQkmRyFTLr/Z/qroksI67pTVsPH3hVWQnhO+nS990sgyZx6qloSIJ8XWjYh3mqe6kV3vlIO/z3XM9Gykn0OZgODyFQWuX874h6B4Ow2IopStGQipWTlBqdPirCgeGjA2jA9LN5A8JU7qOkWOcQ+D4renb+8AlKWmbij/sk74d68f8flEeWIKDT/eH/FxZHAKovjpduZBu0W0e8Ifrp+AQ/dXowVs4UHlZrIuUSjTrlVXcV196EX/JgOeW8B6ToiPDf/u9hHXMuBtHfB6n1joHuJw+3k05o4xC4xcERcgzoEA7RagcwDeEjvzmeBgAxC2RD22y82AnmQBMFYhzfjqSZBeIkpSbM5wsg/TRt5/VANKM3D/i9ZltdFATuqXD+aYlkDXiUyTZuAGYyD6VKpytoStRFznAZdp5dS8ZSDlWAXTuBG0ebpBHzmpyGOJTwoMgWaobuzvslJVwbYkmgY36Wy5lCvqI1hgCJlV5YMCYk2NlclEvh4SaPWOjT3vQNZniwCSdI1/M/Pq/AYUk9N593B40d5Z5t6hl0TLQBOxzhlf44t2I0gNwPDWegeL42NtiomSKTH9vBpziHsuLJUdxhzQhoB4K5T5ivRumRRFrIpQ2ntmoe9/NWZtTfhWnnD7NODz0xU/XF7wVw/fMNeE5/WEf/j6gaxdG6veTg1l8DYnz/QWWUSWFhBEcUn0jvu2nfDf/PgDXn++sJs3VLJu14h6j1jeRvwkj8hT6X5P02nFdTnR1H4xr4gAqPv5HNdxFuRnIL+Yn4ySodWnq6l0fwBvxrgBtygwvlSMP62ACLbHhFAjaiDAVCfdz9FCycoflyf8y+3X+PuXT/jTl0eczitUgfvrxKlxq3D/jgaWTGxehaAI3/OcicY2VBWk2PBlPuNeMv51+h7/2eNn/Hb8iscw42/Hn/D43Yzfrx/wx+URv799wB9fH/D7lyf88e0B/6/wG0RrjAXbK5+nG8ZU8DAueJ1GFlsbu5f08QrQ1hhzStgbRoVFiiftnH7H/6gXeg+erEjetkSWSLBuuslu2oDunSUGmKYbmdP5qtZIs8Zg5hk9fA3QEHEX4L/9+Qf86fKAvzw/41+cfsRv8jM9btIz/nb8Cf+fy2/wr6/f4/e3J3y7nRAeb3tMbQH4wKk+ZBXsdDpVoexZ91yod7sdCLIvxdjw+XTDD9MzIhq+bmf8w/0D/vuffs2JtVvoni+IZHD4JBqAzS8oJ2UdJ0YugabGugQIyCC7bbl7lzU9o2jES57wm/EFv52+YQgFvx8+4O9+/Ix/+ftf4/+NXyPERo8+Z4rYtS82BKHOqTfSHKjXQXs+EQp2s/+RAIeIoiwR4SVh+tM+6db9RMpZsWXFPTdcLxN+nB46KHNk4aju0sj9v/ccXpugzRFhNr+u5cDEOQCzZKPCJu7xvcrEhkv1hlRDHzLAs8kKNI/hVpgzf6RJbH5jLFXLoyjBCt1LU1vo8UmCstHc1wtwmweEhzf8anrDr8dXfJ9fkaViaRm3NuD5L0+9wQOQmRykdYNrn4w7BeY2TQP+1fwr/DxfIAEoH+su9zF/sdO4oZwCliljqSesT8xB26kBU2Ue435/64Hhf5yk1ARltRzS7nE5CZ7/09TZ3qHwWebniLWd8YeF53MeC8Zxw8N5oWdhCyjngI/jHb96fMMf2yPu5slTR+2sFJ/CKxWIN4FUqi8cVMzf3/FwZoG51YjXr2c2dWDNbsUuFwOwfWpIjxtOpxVTLlhq7NOEgyhBufuAMmfoPSLdWVc4Ezdd2TjtObivW+F+6F5IiyC/CMav2vM9FvHGlNqA4bX180cMYPQmvxR6Qqa5dQlxPRFcaYugvkVsp7YDn0FRv9tQP9BXKV4D8tUAOqsvHv5BdhmzNbldcr58ND+il4h2jbiWiTX6uSKeKqV68wVT2vrkXY91Uv389+sQSCRJIxrjKmxAFP86qIrZ/L7BABnaVcQbm48a3Oc2IG4HJk6VrvZwcC2/Mj+qdt6KSfHSnabS43ODT/aLi5pHqnSCQFxZa3nMSjOwNp4x9ZH7Q5YAuY5Yz5bbBq6x8UvA8hnQoaFNDesnYPgSMH4lthG3ffomgD6e3j0apQHrww4CejOemPc/BqmOrz+71EsNyQ+RmkjdElB44CEC29BQTwLjB3cwROJhswA7Nd5xHZei2CtsLBx8RHdwBLgAco/YlD4jLh9z3SGWgLpl1DYYamy79JcdPusUeYDQBCBxEkfdOL2lnpj0awbCHZBrQp0joMDwEvpBIXUfc96pyxEoUyD1zhJHn8TUMp+uWyv45CbSz3wR7oszNJA61u+NbYZmu982URuNwZQOXXkFVIIxANAnbsGCDHWaQrMqvz1b6Fp2pzuiAbIKWsu4ClCmDWPmmLsPw4wsrbN6HuJCOQME304nfLtPmGdOfNhK3CeouUEnDMOwMYrtxjHTUoTJkS0cVeEovbuZ227vTYulybtF1nW4ix/yBpSY8aqaa7woaYahwKZSoRc36U1Qx4g6VcxbwlJoWOefmwk4UErE17czXtP4LqkqZlItTXYk2p55N4AzFNxR6pZsMkVAD1JeHPp1kWa+swd0I+UaFhh9AktfX1b0HHXvfb1GYDPD17gK6gqUe8Iy7tp6VCEL4rCHfBx92Ew2aAmVBgb7OCt8ZHudDPiIbmrL7RrsHsgt4vY2YtsiRIC68hmH1RBxl614PKmCKjTEKyXi9TZh3hLe0oi3YcS39dT9p6ZYencxCn1+wmGd1BZwL/tkOTcb92vfajQKN9eFRO2TgACFZrH/3n2bNAGtsSN01M1zBPh+UGpgUt0mu45lxJfrGfOaSaVfY98fXG94t7fDamxKlc56A8iS8iSt3vk9LqdwrbounJTo4yW9Q+NTDsooO9jfrBjxda+w8dLCkfDF9p4zgAoP8X5gFwIlnV4eGDePMf+XpnZSANkC2hawpYg5pp5ox0hvp9Ow9efkwI57vShY0IpNP3L2pwgZTK0FerxF7WOrtzkBh+IDVTqdvY074Bmuhw/qn73/B97Rvfs/VyA2QEUREhDqLvFl8WuGj0U7eHOcasRx8AbcbJ5AsZGS7trpyoAYm8eeVVOUU+LELgAIgjolNg+ixcILW+RHNosmgs5SgnkR7HuvX2fiugpzwPplwh/nhPp96EDqVikH6R07Txo3NnCOOUFrTCzPaUXTgJea8bKeMKaK9XGBKkdO57xPHATQJ0Wt6+6hEqdCDxxE+pYN2nMMgdhEHn6mMoHFtjERNcCAXDtDDhM79xtkMp0oCE+5M3P3i2HcayvlkGVLeJkn/C5+6FN4ptOKEBrmmchtvTTUj41TFRONgMdcOnApQq+rKLuELdo4e/dJ+e9ff4M/Lo/4mO/47fgNY9jw6+EF50hZjctM/Gd9jLECqCpdqrS1sMeaqBaApMcCrbbfxfKySrlBOYAYfYhEAFoV3G8j6hoJXqwBsewMTk5Ysu9vniTvZ17rJujMBeONoHK6ms/hS8Kf0iO+vJzxr8bv8P+8/AX+p59+j7+evuD79IopbJy2JQ2XtOLvw6d3eYXLGpYasZaIkhg/ti1xgi1AFoY1Hl1qxw+kbCCaR8gQKq6VZ9CX5YyfbxeuXfdvyY0xphl4YPIgiY1pswEF8HO8CnRhPhvsXPezMueK07ChqeC+ZfxJLng5T/jN9Iooisc84+Ey43rnzePQD8Fs5s7uA1jWZAAfi7DOnBRKy/wcD8YgkEq2V13YPHUvtHLWPoXTZbFxpgSrTeC0WEGfuJuNvXl8eSOwqVjzyeNDwHqKWE4DtjkCC71MXGEQNu7rNANiwGwdDMAZeCY783lnRwq9RUTRRqHa1XL4DurZmUU/Ez4bDYDOEXPKx+OYz7UKtJGNpjaUAgps94wf3x5sf3HgzVOaEe3DfEj3d0b8/u8BihxKH3kfoWgacGsDXrcJ942SeCRP+ASowLYmpLQfTN3XxicE2jNCIEO3NXqeONu/1wDHusz3YzowhiynaGJy5RRQhwRExaYJrQaczwtibJi3hD9dLxhiJeP6tKDWgLWNcMBKBKgpct0tgT7CwexCxoo4NFxOC31XCyc0owkwNspvKh9cNaKAGphUC2XI9/vAc96HhrjcWA1QuIce83fJ1r4O1O+HgV5ShNN2La9zw+wu906CamCHFO2sX/qYAnWIPV+I284uc+sHf2Zq6zXeo7GHwWETZ5PcZrIgi63Pvp8yECC7YudQZwDc02TuGzFjaoinimHkHn1dOF15qxH32whn7oqiT5DWaPH+F0xjbyjGhU2tDp7ZhomzNUjNbzZuRrQo+/3sNiobQL8l6V/bzwuBFp7V6ebPQDvo41PovOb2Bpwz2cq41yaUgTIuU2GkVFjP4ZAD8ZnEOwH6ZtLmeuaZ2BLIGHLwcj3k/aq9YefX6d5u7nnZPaP+idefFfjpekXPf21ylD/JGJm0tCYoSffiowkT3W33A6mDHg7OHZ+BnalO8es6XaPOxVWg14BqZ7Ck1ldamHcfm51ud5A8HV5eCCEA3VjMRsvVSTE8C5q9tQ4NukQb2x56wd5HzFnS5xvLr4PUP3kXOAHzfPB76v/XzJ1db0h/DfNeMOYHEyxF2Fo3N+z0sd7aCH2cJn+ZdCR8pz8KkwgbLwcoGqx4a2QNeIDolDnfxNbRvG8B65BxzxljrAjCA3zTiIiGTSMCFE/jjNkndS0RsyeNvjZcR++HjJKlAgNx6kgde6sM5N3HyWVpnjhacalp9yTy5+PSKQc9nGWwg2eAYEfEW92DYn4j86BcApY5s+CwAnWcNsS4T0/bTH/uBttdiubGkM5YAwsmotPWnXKGjxmOup7aqZ9xZZDq6+bgsyGKbqQoRXoSdvQkoLs+P3dPbPxQExb5ceEhEQei3GVLCJFU7BqUSeEW3gUlv2dH+rRUApg7m8qmo4zGXkjYKdMmeYl3QXnNWGajim+ckBA2QJaDtMVjQxGgkd1Ro3IC3Rax5Yqm1NPH0Aj0mNn2EDi+myPcOZYTAMZU8G0+YWthnzBn3Y0gBAi86+gjeJvvvWayprLvXwC7yfOhc9Z9WQIoc2lceWEVVDOTe71NWJe00+kVVnhxfyh8zUtnsvWC09ZYPDwHsijJEHTzynjfKdstcb+lGX2CznHywBGkcuN8xnQgLIHgnRkJAqCnVrPO11V63AgrO6ZHb5oOZPp5UhQ9lCmBjriQdVhzxLLABgY05Fy6P89WgwE+ZGXVSrDIpT70WVCE1LofgzMmAGOAuDnxL3wWxJND27PN1x7QTQPFko/9XqEnb76/nBEkbZ/ygfvBpBk2SW1t/Pm43/+02PQjG+EtniBYLOP9bfbMAiQ6eNfgI7LLKXTKsQoIVhqww19u7+86/Co9OZEk+8hTu74DZ5keUHdBfIvQOeAnecT9MfcJF9uceJb72ezd5bY/ewXQziz2UmhYWsStDLiXjIdxwZAKn3ENGHPZ96YKbmvG23Uy8IemxD6ithojWSPoL9SAVgSh8VmgsigswmeiN/67e1k4K7STPQ5Jr9oZT9AcHcz3mKhBmKEFRdsCbkvGbRiQY8XjSIP425ZRSgTGAh1qN7gHWJRH81bweyS+Xu0VDCi7mLPyH65P9M/IFywt4S/HZ5zjgg/xjjAq/jQ9YK67kb0/I/c3e1vJLuyGsu6/pNoLQVSAxnfsaJoblu2H/fuOo5XbPaEpEG6Umrr/hp/docBQcvS45ud3Z48M0osNlwW4UXe6Bmwpo0nGFhTXE03gf3q84K9PX/E34xeMYcOndEWYFEuL3US42GTHYzyosVHOC1jxzvHk2o177V4c4oRWMkDWFvGH+yO+zBdKxOcBw1CQEqAG/tCINtFTxnyFtLHQ6BKlZkyMQoCrD2PIivo8YBkTtqkgPTXUQDCnmB9f+yBdjv40Ld0M/Qh2ua9iLWH3jwKfWwegBCalOAQq/2wlQKsivVLyrGJ2APH9HhFX5heCpSE0TLngnDc85hlDrB3w8D29Nnp6re7ZBsaGpSTchw3zlCn/nxP0liCLTX27CzDv+7RlH2awx+GjJ2EoQBNjwZisF/V4nXscd69Nb1jIPRIfM/NmCK+RNA9W9uoHdhPoPeIlnrjPtgF/zI84pQ1T3DCEilPccEkLstR+HzaN1pAKWLrsjR9obQl///YJz9cTn5+i5wnSAsFWv4yNcldvDjUDHju4Y0NAmCvvdZffR4DP0QtTFquHwnbRztyMmfJsRIUW5mjbwIbvupJZ9jKuOOcV57xhmyK2JXWmlACoolAkaDV/qAhg3KdYjblgLZGeTzPvixj7TGtAWwXiNZmATetrQrHnJAaeePO7jjzf2XxHb9ByP8C89tC97vgF/nHrBPG8yIzF02KKj3PYa48KM9L2us4avWUHBkLhIAbeW+m5lf9OB0tarwHibpYPdK9B3hROmA0RiIHFO/MP7BJHkxxV86+VqSJEmo1XFdzvI8qWUBdauYTVWJ7e1DUwpwM+vm8O4E3YeD98mjWYkiHfsMf8zRnP2plJzk4Kbvcifsbuqo5QYa4ZbDbG2YAmP2Pc10rR7ysDExBWMknrKL1GCsWM32NAnRrvreEXYd3jYG8UFeIbPrCjWe6m4dAQd1aUGXi7yindjQHf/Y+4Zt8983/P68/L+Al22C0Ra8js/tp9mG8D8ki6dcsV28KAjAigKVqQ9+ZaM6dC+GaIs3eRsIMNxRIdk90AQNtAs6ss0JWmclIE6UqJFkBQZ3tU1IcD+OEma42FULoKSqMmUZMi3AN0IHNIc0NLNsZ4BY2zRkV8DhieuajK2UCwxEPcEUlH9vx1TBT9wOgLbOXCrpN0ZhOALvkKG79OCU4zY19zfo9cPHHzTnqAvvLmhhW9u+EyC6dOv2ML2IacP3vxvk+r2T8LUWVnLGhkd1euTFaKjPj724A/PV5wmVaTa5GCHkNDbfTogdGl+8tAH5n3ACzNEOyB7vXOHmiFNEesAfEedtlMACQDiNzQQfdx0WIIrzvPd1AF/HpeeG80smD3IjQuapMh2C1KdzrP12uitNE6DinTUM4TxmCTBVQF25qwvg37yWHX60ZwXfPrB0oC1ItgQ7Ed9OnO/0JvDjWT2DrI/iwtQUNQqBl+pzciK07P3g3I+f6auOZIdbSpP0UhlRnf9hDQPgKSgBAbylihgcbEtbF4i/e94G8J0IsFeadfHxImDcB2oY9Hy8p7UdC7B/lVEJdkE188mTBZzYLuG+Sdl3RncK6jYF0z6vcr0qni4bTgYVxwyStKC9haxPM84S0MLHBqwH0ZkPOOXj1NCxQ0sV6N/jtvic3u0Exq0dAQIAYyOejjwCUPXjvUnOEjCh35Ofu4aNiBnbBL5gBOIqwZpQ2QU+V40rAjB7UEdp7XgHQNiDfZ9fi+hiIYr2TfHy1ZoXT3e8wTsE6Czdh8+Y1yinTXLvMiC9NizCzQV2qe4126Xwpp77EDRRqA+PNevOU37Yy8uCnS3FCHYBMLpTPt3OSebIvDwZpY8LQhogVg3QLyVKAKrGvC7Tp18283vRVDjsSnljH/ZgOgCmqNLN5saiHseSG3PT5ZktDZKQ7sFAfLBe6b5SzUoEC6KbtNq3aAp4wEUKLJN/cu2PGQYDOATD4xbwEe/tFM/CHG+jRALN0q6kAmTlwb4nVDOyV2b4s1DQog0B5z+J6K0BRSFHUMjH8GHPkgAQ3m65Ms1oog3SrSHEjjvktnMLLrCLRzo5fOLAh/N2KJYwc5kxfrh4LCtf1kBNhtTxH3xwF/uj8gSevmuKPSkHfeEq73Efdl6OOgfQpOiA2tRNQtoqyJRXpDb4DQU82KnoExRhdBXtAbT+6xB2eieBdy3QE6JrLak1J/Jp7A51eaa26VIF051c4urjXgLy6U4XiT5O+vn/Cr8xVrjVhqwhgpob6XjG/3E56vJ2QDugAcmBpshkAU5buA316e8ZvxBf/Zxx/xu9sHvCwTvs4/4F/n7/HD+Rkf8918sTLuJZvZtBX6xnIslR3xutELMQyUPtYSOd7cOsMoLJTrpfHemWE3J5jYCOGgQAiHe2b1cEHv2HagzFgabUX3v+v7S4AGoRwCfB7pSjCOBvWCajGqngKnLA0NWgL+4d98j9+fPuK/ufwl/ubzV/ynjz/jEhcEUXwebnjeTnhbLnhZps6CqsbwXLaE+5w7EyafGeSqAKoBEhoBBzOvdhbPPGf8228fUUpErYIYFePAsyZGTqYshSB1nSPZ1RvlzPQLQpcHOKM53gXDNztnItA2QbpFlIeA7THgLSrO56VPf/v28wOutxEPlxkfTjNHoI8rBzSsuRs1+7NvJSDcjIIr4GcJ6EwJlzYCh+bBIsDsscNAauEeSzfpzF+1TrgXzgBooLsM3Uj8lClhctlNMwbWViOKWzVYXllqxFYitjWhbgFYImPO6hIT9OIvLfy9tblki7GXjG68j/WWTKW7/ze/x9eiv5zFDFVMY0C50H+GBrTm1en3T8G9b5YY8RaA24jrtwFv8YHNm5lNGA58qBgfF4KEoaG0gPk+oCwJOkekl2jnItkvas3scA8Y3oxF0sFnMm9aTpAGDKsZ0LqUshIcYrNVcWzchU2RFuXZZaweZ7DkO7+3TLt9gDNVQmmYPwbcIVj/oiFfVtQS0baA+/OEOFUOTqgB/6BP+PAwozZOcNUt+BKzRbLnAbwuRT5tuJxWjLlgXvMuzZojkBrfw3429uYn33P8mQlRPSnW7yr0aaO/qVJyLYEgFbYAHawxbucVNnTQsIP6EXtuGuz/b0qQe7D64dDgd3kTgN5QgDcbjO1DYoMivzBetJEekNPPARCTKk6K7UPDBs9HgOnHfWx7N96PMEkssD0Z22YR5MgC24cEhULGK73jeD/0LWGThKPNTLgHDHdBshq7g4IGdKXb3njPL5QtOfjSQZ0CDG/aJZgqQL5Ll/A6M4asJ2vUV0WagWIGyWS28z2dfNEygS01ZYfXHT5l0htMxwZpMP+uNnitfXhGr/TNzS+C7SGiPCrKiVNyg+77xyf8RQP95AyUBzOcr4zdaeZ5Nb62ruLRpkBhTho3IK4NYVHUKZhVzq72+adef3apV1yBcAto9qulOBg0YH0IiCf660znFXraIKL2B+8lOzXQx+WW6LUzGEhRsWu8nW7qmymwGHcgwrshLgMrF+0gS1jEuvCOSvJw9fHF68dmqCGhSpo7s4Kup4btu9LlRvE1op4alu8qyoUGTulqi8U7qEH6Q8u3ZjQ/Xm8dQ3+QGiy5aWTupFvF+NOGNia0IdBzIboECUDjYiOzh11aqYp0r5xgcDFAAWIGzMD6Qd8BPKIKjOiByxkDDjbEVVDMR8W1n8eg6Z3tDp4MjQl1pBHixw83PE0LprRhaxEv84Rl4/QK98DxbpouDNKwYKe50QshwD4YbGSeAE5BdOAuK3RF7xYD1gkzsOQIcCAB2Pwg4/d60u5BK2zc/GXiWFhH24E90NOXhMnP+lGgLaLdEtY6oKxcOw6S1XPrk05gelQNBMrIFpOdwtj23+G04nRDn9oVikKv6IwxNwGvA693eG3IbwXr44j1g11fUmhhErE9NqTbfvDUAZ0eCuzyMX+5BDEUxfACbBfB/XHAOjHrCS9pd8E3dF8K1166o0816HI2B7fa/r0t0xi2nho0hD4dQaMdoOaxVM9ODQi9SPBE3xlDvXNnXWYsETMGrEvC13C2DiuLwxjoX5FTQciKp2nBGAuKhp58rgdpUKnBWD675KdValWZmIJJgo8xN+CBo6mBcPPnzHVbT0rTa7sn1LHv7REpgniNNqGECUydIwE2Y/2EJSAXu+crYy6ZjLtRN6yw4u9woNaM9Qr/Lb/xXg6vDZPQyyTN7FLQ80mRb613plbdwT3SeQFtXsChPz8HkmGPw5PnuJG9SGAj7HJLsb3Y3MsKoNTITRKP9weQJUCLYLtHuOltnApS94rhmdJm15Fp/3nfz2JxzGOXjJXPsQoTvmVvZAA8544MmNB16ns87Otd9msmEMtiKW4Get1aZ5EIgDg3pJmfvcUAucSemDhzNG5t7xIJkGoDzCtOxWJF0V4UMwlrBCZWB7FM8jBGjm6vO5CUrg1SG8+i+8aGQwrQHFGnBGwNUhRh3gAR5MeI8kawdfdQE2iMKI/UubcTb0aYw4EFJR2EFANtj4yocmLi2TJQ3wb8Ln7A909XjFpw1QE/X89ojb4rHNIALDcCIBKtI+xegABNkg+d7J1daKyA2derATwm76LEi0mkn5XaQTntsayNFvM3JultDKhD6AVQEen+JqQySV8btzLgj8sTAE5j+rqcCQYYe/FtGZFiRakRtyVjfhtQxoiYaNpfS9jZGoV74g/xCWuNCB8aPg83/IvHP+FeBzxvE368PeJfP38PBSWtPqGxNcHlRLBg2RK2jaCZNxG8EKqwWKf0UYjLLgdML5EsCQNF3dNMKhCUezmu+/ncPHczSdfwzLPD/Vj6+WFAUZn4i+KqGK7aZXicDia7fNj2YRsb8tPaAY8UGu5bxn1L+Dc/fca/+sOvMIwbzuOGh5EsmPuWcV9zH8G9T1KLlDFtBPc3yZDY2OzcuN7cSoBriOzHWjKua0QaCx4uM6V6oni5T7hdR7Ql8txwQMCBAmdf1J0N5YzsdJPe8GB88DxHAASUNuHtO8F42nA+L2inFdfXCd++XvD8fMbpsuI0bEix4TwtWGLucthm+6ZNfuYqpATEt2Axn0BmutkadvAma2fpE5hCPycoOz3EXWU+sT0K5pixDgXRfl9VwfM87THXftCByMVGxbdrZh51tXpjAGTksJF6bmgj41LKbArXSToLwxkErB9kZ/AF/7z7Z9XD2dkyzzT3XvQGhsveRIHlk2C78FyEirEp7QzLjebsVsfUSwOG1s8/xIb2iA44hJeE8i2RABbQaxsnc0gz6ZqBPnIqZByvApee+jATssT3poqDet4866xttbNtY53A4QpqQ27QPbhoA2Cec9FlKtonTdaBBXwodj+XgJISJHJqsjbQ4D/RDLysCT//9MiPUAXyZmymDZ1RC6DHDs2Ua68l4r5kLN8muDwLCqQveWcYqsuHHOSwezcaOyWZT6Xnd65CMB+zOL8HrI/SK7E6o7N6XV4tvMcuT/VGqlt3pEWtjvqFvYTagJ+6szzauLOq87XZfQh9D22P6FYp5UFRHhiX47zXpYDVpGbo7WbLwzPvUZQd7APYzBueDSwcGOvJlGPzON1ICEj3PQ45gKKBXkHtgg7WhxUYXhXDtfXpsKJAvh6KjsC8sEzojcA2C+KzIqza8yMVwZAF6zXaOoU1C9is9GEXtMjQzjCKC+9rJ1CYTD4ubW98WWOdHl4VdQqYP0ae3yfG9vxCosj2oF1yJ1bClkuDnAzkebOmqOWsw6ti+mos7mo12IZ3jJ7u5SNAfi1AMD/I6Z9Hfv7swE/X+bpPSlCyeoQBrr5mVMkIp4IQlSMNBRy5HNu7w1UcRXV6nO/bQPZGZ6h4kl3YRGq+GRV9XDWLdOmJuXcb+uIW7Z1hGmZhp29bd8mR17AEtAdOw4GEPtackz9o5Jp2X0AGAzsQxEwhxbqqbvDcjBbJL2I3aM7UKLuJrwp6F7ff85VoYcth7/IurQMCv5SSdQZI39iHg05Aec22BzVKcmxsvHU//ev93nt9lQTbg3kmZGof78tA3XhOHOe75HceDEfQj2aX0T6bFbAAvOsiRRDuoT/7Oiq19a7B3aSzROBFJw6B2IGGth8aR8ZV3PbnzkJZu/kawQR5V0TvQI11PA9yRb6P9t+BKsBy2LDV9MKuPz/EPDQgWgcq1EPSUa3jMnMkYAMP4Tg3BhSXppmsyOnN4S2inZzKuzMT3iHZfe0dwL1KIDHfXIbDCB1XMQ+XQMpuVOqtrWOrZuDrNPzgB+KhOD6uvToxcJanCowNBUBcYqerdiAMOBzgdhvN9NO/rz8X//pEmmo3nlbBfB32vQAg5doleEOih4Ybm6ZoBbiDFaFZZ92SYqNFawssKOe4+4c5k9A/zJHIYUmVHu6FU4i9c6pJ+2dUkyRhky6TPU7bYzcWlBvZ4c5C1ibBGbDnUjr6H1myE2hsuT0QoGJ3lJM5AFgyJx3Ehnpiv1NTfdytszR9Xzk1Xu3zkanCv7tHVQNBiKYIlcEpLgTIy8kM6w+gi7OW9v+w+5uUiVvkKNymuweSCHbWjsecw3sCTLLdy8JH9/ZX4PNyE3zgfdKn4OPBL9Z2B31sDzdLCphc8/65cbWzh0JRyNagMRBM6/IIS8gqEJZmLDxFy79AagNZEF0KnKN9j71PbQhb6/etM1be/Y49QGu2+xjtc5bG7/NNYecYpU8H+XID8htBvXIx09CxorkfSvV4bjK1xGKPwxy0A0Ka1ahB/H1LSQRDGs1sT8MGDPw4pUbMS+7PvIVAlsrG5B3d4076flQBEH1Kz+H5CVmzdeQzqAlsLjg7IO/7WA6JbksCGXjdvWtrrzIZc3Wy67HudQiK6zbgy/2M+5Zwm8cO5KjFGAj6qGZtgjg0SNiDSkytM9hoN0MQ6HUe8a/wPdbHb3hMC4I0DIF0/dua2Ygxf71tTWTN2e8pJUJbQIiU5PZCqO5/o7MEbInZ/Ujr+03rE5GgQIzS43ZvHPXvtfcy+WNnFfSzQ3emrhXi0Wj5bQCaMcbcbLclIMyUFS5Dgk6CxzzjMc9YW8K3XPAyjxyAsGY0BSdEmdF7a2K+X2SkNB/rrozFugQoTF7fGUt8vi3wbJQtQK06zEOBiJocJeP2MkHt3JAq9OWw4hMKNhkt7vg56pIO987rhaazJM2ESQXYpoxFADlxiEZMDWVO0FvA9TVj/rAhWzNEhEW0xgbFIa4oIDVAloO8RPe81c92FUCEZ5/03MrPf31nPN8GA1GsmNShIeeKFGuXYkc7f1166Czqzdg+68IEw2NYKJZ/JiWwkjhRTFNAER+aINAoXW7+jn1t+Z03Rnqe7GvS88uAPdf0cJLsbHRZ4maMWDesHRQ1msTIGgq+VvRccfl479OuBmtMlRaw1WCA7C8AyMYDxh93HgpyLr2h9fw2YSuBgwKyYvNQYTHCWRzdY83qJGdRdxVEIWPKG0ui+1CKUECPGkWXxFAutftuuR9dz7cNmGaiy8m2xfKkIIqYGqoB+WrIvJgfUq83js9IyHDsU03trFebhug5O4CdieKS5F/UmfoWOd6+muTXbSMsHkVrODujOs5UBnT2k/mF9uPYzkifVNsbDcK8CkDfJyqHf7fzJF0r4uZsfulnsHvudUmdks0figAbGT2AcHz4ZPssosuq/Q89b7TL+VtGB0FaQs9nHEzy/LG/DqAz4/RBou6hI+6soTZE2++CVULP2aVLt6TnlPB8MwAK5qZl4iIgOUL73+5tu99DMqqdTSiNAG1c1YaKAA1sZvdGWjl4ITqRwe4FCRqyf956yO+8+Zyk34cO1BnQ65YI3Q/NWHLBZPkYZL8Wm9BNsoc9Xye6KHZA6J94/XmBH9VeSOom9LFIoMY10wcnvlEiVbeA4swQAY3r3OzMtcRr4LSARZDue0EtPXjsC1AMTeXCk3/sD1Glm2p1wMJ1vQEEqsxEysf9sSBSvzT6rphTuZulqTToRl2jFzCaGAiczumMBH+gx+I8FIWUipAYrPqGy5FgzhDQhoh6it1oMxgi6a+wFLQxcfMFdojjysRceoDDXjD44WwBXa3A9MIj+BQOk0SFjdidBvSD2hdv/wwrEKrawhdDz+mvsi4JzSmbKlht4loIiph+IVb0Q6jtWk85mJwSuQYPu6RGm7Ti+vDsfE20RD168PdrDkLs8q3OUDl8FLXgm5ZG13kHC32jAzaCT7qu15P/FkFZYLbiXQH3JApH4Edha3KnPjvTSQL2g9I+I8fH23q6E/hxdNTNVv3lGuuwKfKboJ4Em4R+nT34uFcCrNtj+8KBnzj7340+MAPQvYdWJm6w68UNXQfu2nmEvSsU7zhQNPEO7CgXoD40yKUg5YqtCMo5ILjJ2t2rYsDNdCnPwC7BwH6YhU2BlfddHkH2WTTPCjOidjaiNME2tD4mdfXpTYkJ2Hlcccob/YJaeGd6Wi3ZVwGTjCVwklyxeJWBFhsE0oFMf5686RYC676uVMAOa1KOwbUCw79fSiDd35k0C+NC89afXVN/zhsptOnWsF0C2Y0GymtgouaSwu0BdnhqT9SZWEhPsloSM360783W4c0KXbTvXQfrwiFJaxmI9uyDdTl8DTjTrsfHQtajDAHI+y047gf/YTfZC1Mx/wnbmwegLcSGMGp/Izd1BtAN2JsDN17Y+sj3w5RDn/LSBjdalM5i88/mlPqjZ1GLQvCxCQFb8TjDLh47gEBwk2VFB/8przoWYNYx3BrQFJKEiVEAEDyZZPxQke7ZA4A/AwAG3qiYXNR+TkUg9QAKpQAVQ2ADwd6w+AFLUEiW+u6M8WcY1KTBlrRvIUDHinTiz9cSoFvek1gB9OSHNvazKTDOSyI4SwYe/T1Ow4bLsGIwStnbNnCfq7CP0QJm5G4irYPdRICgq4fZAHum8i4OdxAoAc0YDuoARxL6TMgee/isAUkCydi9P3x7uo9Z3J+nv16XEW/3EfNtgF6NNd2EYKNJz9chckR2VI6QlX0NB5cz+sVlFoXLkumjp4JP0x0PeXnn4bOtCWWNnDa0sfGyRLKm3L8sDwXbyrMcPlzBkl438hdnz1oxlW7S9wOAzvrx5+v3qh3i97HQ9peGXVbXQW4retRytbQ0VItTLVvusu4ddykCrAHLkvGSR5zzis/jDb9Kb/jh9ILf35/w8/3cZUbzfSAb3WIEG5Nhl48KGLyrmG+eNRarsTsT1y4iz6IeD3PDNGwoNWJZOTUQr6lLBHoxGpn8y2KdbI+r5jFxlEs4yOAM83eg2EjQq8WEGeY9mCqKEGjKzwFbFcxTQpisISvmXefgxCa9yeBFT5dAWuHXC+dDMQ7sObY/X7I6pcfGNrCrX84KmWqXvK0lIgg6ENJUkGNFkgZ3tsqJfiNtCPQjWiN8mAqlaNwP3GsNmgWtUH7lPiABeJeLvAPpHdj1ZpKzvh2cBjqbH35P4qFWsdzf/Vo0CJnXsJrEWNdtANqT4vuHKx6GBVPkZLVLXG2fNjQ7SNx/KgWOGV9b7NMOz2lFtvvzvE5Yy/eoG8+1cC4936YXJS0I1IBc9yYsc0Sdg12L1yqC+GZ2GcLNe5xiRcWFdFsKAiAKHbxopVxcDkCh134hUO54GjeURvDmYVqw1YBly1jmjHpLUDHJHMiS97H07l9Ta0BwWfhlQwgcxNPWwHzKY5XViD2HtFhEKZHFKwdHquXnlmsei/58JRMkrortROa0RiGw4PIvYJ88ZQC2e/H1Kc1Nra8tBlKbF5KBGelaENYCjawFNQVr9AMaAmo2Rku2HE08zppc3qbP6djQBreu2GWi2TyI0uIM69D3dbP8zK0t6qS7abfdNx9KEjb73IudjX3/yz5cKCrl/JOgbIJyEqSbIjfd2Wf+u+MhN/Vc18Acu7NIt/pesdEs55b99zqw53KyaFLMOgXGS2tkhq0hLBV1SvyMQzg08IGWwjvMoasKPLYVQWzMETh5y+RtkblxOdNOwesqZ/ccgZy9fmFAql1ej90/yK7nn3v9eYGfxoMorrYofaxcFSDDxviSFpbfIjRaF1EYpHvnzKlY6754/EDxpCmuFmctKI/PyjGrrq2MpIhrUogI8gxjFqB38cJqsSDxPbxQK+OO0LZE76GwEsjimGMgPUfUC7XbbWoYf4w9mPhndOCEQa+x8742hLV1ZJCShdCncnlCn1+rFcmK7SGhnkIPHhyLuif3zvbpRX0jMOTfc/pSEZeAchKUs0Bf9kLFDUL7iPPKDVjdaDczKDgLpJ6w07fNMNk1rdUO8zpQvlIvDePnOx7PC2oTrCXhfstot0QUXgX1cesdzJga6qkS/Nuke/a0pL1BWy8N5ck2SxWOkC1h746JH9JMQtuh0AMYTPNVO/hVJqcBAnohipzfGAQBBmk3XfVuhida2zlgfSKlvGXtU31kMx17N6bm764TEwQH1gB02ioZaMpumgN0vwApPbhDFGGt0JD4b1GgIXYfEB8TWE7RtK4sNtXYDs0TNkOzo9gzTIcEx7veyt9bLmEPxEEwflOsH33cc7FAB1vTngwqFNYJ31jId5ZeYJIaCqAb8PJo1w8rNNqRWbVnkNLsHrU9+SUwtPvOuEeWNLBDGwFsAdUkHvEWYHWI7XkFBoLTYizE1ujHoE0wLxmfn67IoSHGiqaCD6e5A0HzxmlSW47YUgJuA+VoFqBFuRbiwkSPo+ctv5f9WdRJUR4tEzmaQQaYOaRCERA++og3QZ1Jx/eCw9daSwqIYBUgnLiX0zmiDtjX7MAs10eQH8GLOgnmgYfO9M2SRWOelNE6zVUxf7Lx0l7E2jNzEDl6IyAA7cLu0vDM7hLjm/Tv304B6V7gvjrrUwQQ904YuA/dSJQxiqODw9OGYSz0OrIF7ka4XjT4s6K/RrDpXa3LjcehQM+2Lqxz2JqYcXxAWyL0XGjSuoZeTHJUNT9TuShwYSzKr9KTGDdrB5iMiQjmT3ty6fde1aRD52hdRGECIkC8197xc5C9DTziW9yBHZ4RbWdoGQAc77UnGG2IaGM0cM15xdJZhZCAcF0hawGaQnOCjhEaYo+LbUxwD7Q0F7RRjG7O84TadsbNOhlDYRZsy4DygTEDVZCvoUsN/c/RJFodQIsC2NSfUgNCUKTAIvG+ZVx1QG2C17dTBzGiGasKQA+J1IB7gqxexPLMDitBIu94H9lT5YQ+rSfd5b0UTbEbTlpR2KL0pL3L/Rr3mkpAvloB2CJ9ZyZ6ziz33JnPp8uCbSiUFM2RpukbEB42+lMB0Cr7lDlj3bxHRy0WnAvvgyj+8Hff4Q+5IZ4KPn+4YkqlT7676oj288jiB0C5xj4VUKeGaEV2ReTZe/C5oLHloXC2V77ugAfXpsdEFk3bRWgcHhkbxPxWmskuuDcE8UaJabozLpZTQD1Z8alcG9mKaDfMDMUHLwDzX1Scf3hDCA2lRHz78oC324i/+PSKv3r4hh+mZ3z+cMX1MuLLesb/8PIZ99sICYpkxbLHC9VK8DsomkZoVcrMATJzVpDZdgCdCeQ3pHPB4wO1Q2+vE60M1mAeLvYz1lQMqfWiXErqMiMJJsldd99IwHKGykW8WpeYZzclwrIG6G3EHAfgaeP7f9iw5oThp4i4REjNeyxyQKfY+/rZkvmedSJrTRbpUr44c78Ah5zFmAfJnv/rX8X+uZOZpa+PlpMqcLtOqK8Z4RasllDz9lNgbL0ZayFr93ADAKEPYX4D8luiv9BoxZig+wJ6AzRfFd27yOJO3KwhcZEO4McViGa02ga7rsGk6SMHFUxflKO4hWekS17TYveDW5WSRQNymScC5Qw084TczM/rvmV8nO54yjMuacUlLRgP3VY3d77XjHvNWA2J2jSgtIjn9YR5yWg2AbXNEXI21pRtUx9coEGMORhRM9edS5470z3b4W7Plh+C962ceV/LGd2PNPzMW+tyotqlyjwPP3//ipN5KV6XAY/TQvY0gCkVfBjumGvG1/mEP9zTLoGM5p0m2ON04fWFc8GHxxt+dbnibR3x9XrCbYsIj5XSzCKUhCcBGg2tacHBz1VHoHwsCGf6cRL8Jxgu9whZjClf0X02oe57yLNQD2vJZW7lTKmbe/+Mzw7aMgcuJ89x0es4Z6LVU0I9p86EiUuz/a4Q8+mpEz1+tic1GRbJEsM3wfgzY2CdtNe/Xlu0DCwf7flZLuNKGFcblJNLCPdz3WuScrZYYbV5OpgxQw04chA2+P+3enKi76Hfo5YCyRvecIrA/J1gezSAcDVwvbGpQ8A/GeNZelO+ZdhwHidc2Jlg7PY68H3ITlbEe0NcGydDPg0GXvLZe5P0GF/XR8HySbB+0D0uCu9v8GayMu4NL2LAtoNB6D5007dqmETowJa/VMQ8FtFZ4G2Qd2DhP/f6M0u9SLV1o6OO8o8Nv/n1M3Jo+PLxjPk+oK4s7noSswXIHHoyke6UfhwnenXvFqURbBt3Sll52CVdfAhW2LhWUZmc794DFtw9AiqNlhiYBdvFC3/YAlbKN4SFYgPfT9eINjVsD2bceaepmZt40tHdEOmRRqTQyA2/Nsi2U9t4swSqBgyl/d/ivdkC2CmEUujXoCkYu0coDxDS0hB2BLmcKcHaHgjMYI/hTMh9g2w0Q/QiD0BngLTBgsZBPscPsgMVEHS6NRQcyd7EDI4bxmlDSZUTKqwjv92zSbyYQMC67Dq03fzSgjAEpJWvoUu+6IMqnY3VO6+yF2SdquifL+3PNs08+LYzA8j6BGzWvcpXS3pMa7s+BmO9MMkvF8H2pCgP5t+zBkgWHnhWvNvW4HUp0Gz6FaJiMwYACouiloicB6dkHu6zRqA2xfwhYL2ceN+bf3ax4E2pxShAurnhtwECCqih7tqAdgqoZxqu5qvLCP0gV9tHgnIRlEs0OijlHOuDHYqWDIZTwfYdUOZIc1fdDy/3xiBrgch7O4JojckZEoHiukSEW0C+2shv9XWK/XDybmG05M3XBtClcdsTn2X5fsP4tPRivg70DRM34R0ArJT4aFDoGPro3GCJ/1oiYlac8m5pt9WIBcBlXFFqZAF1AV7GCRHsQLU10mQ+CDN2oE8H8Q6H3/OWtSc2PanpFZMiJMVwmem7cctkLTnYPHgCRyN6qYJWFckS4uUjC3IpZFcVk5q4cT312dL3iXeMWxKELeBoKBcqDfagwPaEvvZpbC090d8e9/htl4B0FSxBUMxLxWnKaNyHdQgWmwkiAPvB3SJMBobeyV6/q4iPG4Zxo3fcoN043s3j72vuptzV6OD+XN0PpTWOFW/GEpHQehGejVVRpohlzlAJ0NAs6WVC3Cbs8WeT3c/IY5HFTDWPtLBhN/EHiwquDUCHgO0MxHVnB/apHk1ZaAZBnWKP0e6NRPnVXoA7mOGUYZeGlVPsz1JNxhfnAulJJRk/OiTokFBH11wKoFY4GAgFAWSr/ZwpJ3BKpzFo20jPPM2t5wTOgERu2L5vkGvqZ7MUQTXWDxsb6I0GfU24YcJwXtEaaPJ6G5BPbCCkVHE6rcCJIaHWgGUeuH8CGV81KFpMNLk+TOLoAOzJTO83yr/rWSm3AxDceNxBn4q9OeDdYWcPVNL028DGTh0Zp9cnxldvJB1f53HFECuqmrdOjVhiQh0imTg1cBR0E541c+zMXfcpObJ3oUDVhDI2mjE/rR0o+tMfPiAMFWmoCIH3p54rWoj7VE9jsrQqWNsEMU83jSbJ7DmA7kxMi/2eA73rlDfPq3bGQCczDsf7QmB/S57bCW419jxF6r5/fN0sT9Z4Ghnrtgs7rfXckD/N+JtPX/F5vGEMpTMibmXAn+YHvJURvxrfMMaCj8Md//mnH/HH6Y57yVgrTf0BoCnQUsUSG+bbsDebJvqBadOedUsRM/LVfp9atelaW+T5cinAGXyuJgcLi0DNR4RsUOmSWYHlsQqTiVj3vvCeVc/ZLLdxqVE9g96Lo5LB85rRzgV5KginDetpwPaWEK9hZ4g7gG9NFv+35ZOiPtYOCsTX1JuczB2A5TcVOvEDy2tCGxXrJlbYeW7AOLk+KbZPBfFpw8fHG2JQvOYR20NCKQEhN7JyRDGMnNiUIs3ds0mhXBo5y9Sn8aoxeEn7Y46VnyNw8RgErItPru3LuBe2DuysTx6XdnldS8D2wEEjPo24JWCzoS4u1XFmlANFouz602eIDVI3w9cqeL5PtEVYM+avE34HAMZ0DElxOfhCbTXgNo/Ytsg8w2OqqSZktENoozwvXjPwJaOaB5Ca/5n7RoWbYDh4bh0BQDWWf7phZ/cbwO3NwTpKz8Gc7ZrvzJshwPJkzecTEN8CYlB8Pt3wkBasl4i3baQhvzRcy4BiE8uiKEF7l1cLJacSKemGAG0FHj9f8ZvHN/zV5RsCFH+vn7CMCfjAZmKIVncA0CpYz5Fsuhsbx/WhQsaGaA1SLSDwarHWTf3bqJA7m2nFc2avTRvPx143RsrnizWUvNZcnwws3RRxZj3b4+bs3khk8S/n1Ie1kEQgewPH2D6s69BNzH1YT8uAjoy94UUwfkVvOmsCtjM6QAuQjR1n7ePqy3mX82mjZ9D2oKwjhoaQax8qIgvNzONN9tQ1ALLxd9Eagnumrcwf6mCeRhWAxTMSDZj/rR8MS/D4mQWwZq8GQTFPUnrXcm058z1UTm2tJ+714xAo+hiyqRlX+hjWKRoD5yCh88cmBB23gUCOszm30x4bxKcS6t4IoewPHeD1VzkL5o8R+d76tREv4NldLrE35v2zLOfDuPj//wJ+nJUAmovZg5bY8KvzFR+HGx6GBV9PJ3x7O3ddqipQS0SJyUZeAvXCIqyPnHbgxydqNPTRkI7yvUPfzu0wwm6ftOMJ29G8baf87Wh2ZyYcGBeA/fsqlLao6f2sY9P9AXxh+sFpn7/Tk4254w+QwA3gRpueiB8lS7y5aqAVu55BAoBm9D95BwoBgBRF2honMB09ilw6Jfv98z9u/HrUbbopdPPpBG1PxD0g9O/JPMjrY0V42PBwXjCkittqVPMaD4beTne0iVAi1PMq9mxQBag78CMGDnUAzyYk+HNsg+7JoJnSdcpz5uEkqh2QkMrABN1pqKQ37lRev9Zk0iunMjuVsA4MhJIJuqkfAH4Q2/uKeRFptYQw8nRVA35qDHCDUYCmgN3bStGZVQSVvBi2A8gLLktC4iL9OR+BMMkNITcbCU8A0yd1+dpvyUCBHvfswK2ALtIlhB2Uioo0VA7hCuB1KBNUen6BRZby3mg1yZgKau8its5s0abvEvr+KRSU8wVBTew4Qkx6Y0lnT1YT70c5Uy4VguLdoKRt7/bDfFC6qa+BPvA1qoJo7IIorevuEdG/rsox09nGXN6Wgfc4hL1rltyYGF3a5eaYnjj6hJ99/YAGiLlhGDdMw0bviSGgANDBvLJ81KkKdA094HDPiocPxDsO9G3bF5Yot2yFwnEkpVrXQ9DNhWsf467dlyEMBFGcrdMGHtj1tDOfwkrmSjAmpTN3nPlUhz1x9uLaqb42oGg3BDfQDzaCPcaGMdXux6TK6TtBFDFofy4ubXFWsU+v8Ql8ALrHBX+29feTVCEn7Yyhek9cN8pnpoZy9XjP3ka/176WXRqwS9sOYaLZ+xnFl+tegULwxg/Nd8QO2f+oCAQ7mNOfY7KkVQQB9Pc5sjM6zdrlXgjwqUvvfpedUQiCsPJeh22f+MXzn4l+PREwaHatmk2KZ+svmIxGm2DbAlme1tVVa04owC6t7Uf3y+IwAHufgf5c/vyGVDGkwuNbBUsufOb2HGtqWAMBZhWa7joLUW3/aQzwqXUuM1MBASBbi55MAqA0wDqo9EbiG4bNpZLoAHgfHx36JQAChMh1Wq3wuy/ZgMlgEnhwQo0/b4BgWpNenGl2ifEhcGbtZsxx2vowhSJA2+gf0qebRYVm+kkEJcuoS7nmsCtVDRjy+yDG0BSgTztLd5dCAm5+3XOawnvk97SczRPQTYQbyFQwaYfa43cWBcB46p4J3mSoNohhe7TY07xYBLbGQvIUN5ziiiEUfF3PeFknvK40IxkC/VGGUHBOa2cKlhr6ZC8FUAonxsLALz2wLf3zuxROE9c0iqDNCXMTpLEg5bIzC28B4mbOLms4gIjv3tf27S7lPKZLe0PBgcmwslGmsUKyQmPlEI0SUNaI8dwwnFdssaHkhHCP78BQwIop4d5uD5VNrMr3Tfc9HxPPj4aGOPEf6xqMIcUzHzjkD5vJMRLjb22UnZUt0UepCcep+1lhZ62DHz7NLhpIj6EBLoX2fe33zYFK3x5WC7xjXVoMbpnnHJlnh/MyA3o3punJPUvUuvrSmf7+/QHMmUX4u10u7XtfBb2IdInmeVxxGVdcB8rLfZBErQFbiVi31AdL1BINcJRul+GemeO0oZSAtRHgbgF78VmlA5LH86qvm/L+nrh0z32kgH39wfamJt4z91Spo4O9BobInotrAOYt4V4yzmnFhzx36WmAYogFc82oSlP7ECiz7DMvjMkJyx0k8fwfY8EQCpoGBChSrBiz4DYPfaKntsB6EIzr7WSTmy8FMTbe7/JuU/FMyg1NpNc9fX9Y7tQ9gMq+htqhCe736ZcyKTtm9/hZ9z+9VsUeR5mjh/7zLbmUSntuGSCcigvLlXwf+7NtsCY+IM6A28jAcQ+2vfnHZ9oyp1fp2DjlNBwvCkAgGBhMytgJG+0AeljNCZWdSWhrUKyR5qycOorZpgDOLHsnpw8wuw2e89V9wvx7giJW6XVBA/319kbJrpYBGKdlPZybdu+cZdN/73EPA2wWD2B8qwR/WlPzOUNf9+5r6e9TB9biO+Pb6vEgXbZ3PMbdigPYG6D/1OvPD/wMsBHojSMghTfk43DD35y+4ikt+DE/oFTqTlvjgdpyxWrmzg4GaQvmAcCVWwfpB2qcA4tTK54bIvRwU3WqLLStu+Vj2RyAadkPx51u751nNbYFxLTCKgdqI0esFR9vZ13eauh/rUCGWIHOQ7glIFkX5Uh55sSVBpghsxvydq8Wf7b6y8VoSX3g4qqTycCqeT4c/n9YCvCrYU+4Kg6Jk6D2ZPr9xvJJXVADdU57J66/TwEwC2Xug3LjXRrwWDCeVzyeF3x3vmKpCW/zyLGTW+iSmhCUvhsR0NZoTi0geuw+P945V957B0J6QBq1J62kHpqJdtmnM/hnbkL0l0DBnhy5wVoHiBz8ivYs2g7AkKZqRXqyQDMqZKgIqUFS2yeqzBHHqkli61OG3LfFdfQahB25JqgpQhrR3ePUE3ZRLHEy4KCOMGNk9KkqniCvCDYhzn5WeL97wimg6akd6H5ga+IehgJaApOgKlYIaQed4sJ7KdFG1TcBpoJmEs4ag3Uu5b2pujFKOhAaeQAfD/K+1o8x1zAE925CNyo+dO32epDd48ko8yqcUrJGTshwA9odI2HymVv3OCDww/fKsdJfIDRMccMqCQBlX/eSEQMBoTEWYABuC+lxImo0V9N1H6ZR7QmVgWxJ38k40IT+aLFhOq14mBaMseIqQAqNhbX5b7jRY9kiajROuZJNKGlf6wTjLRwUAsg6amcByipot3Cg9ps8VBgHoEbltwSoJQB2z1oDUK1YBmOsnGu/nmYsnXC3pGXemRNcd+yM+VqJy36fJICJjMWpd2C8gXJjYtG21Ii18IvsDhMIAMjS2krsHk3xAEIjsYBwwMeXnrMvhki/J5+odJvteHVm3y/+tLjHy9BRDP+ayYEK9lhk+zAo0OzZsU7ioq6T7OeVaeJppirvGFk8Cwyo0z1ZVAgLkSaIt/IOiOp/2+GrY7RiyUAim/TFz7n7/MhaIEtBO497UWPgtHcxNaKb7sfU8Phwx5R3YOZtHrFl42d7jEh7XJcSCcaYcXfMLs8DYlTkvHavJn48Rba9GENDOjcsJWGpCbctozbuy1UyiqY9sTO2ndhkDurrw+E+HZJKi99aCD54DGXX1jJeEYQadqmTOnVc351LaLaGc4UAfTLNes+Wk1CegELpM2xv6diAiexNKAtBGRriUMlu6v5VxnRceB65+WsbBa8vJ55TXgi6ibaAzCIDAEQZG2CNmWCePntlCMZSO298mIVPofRXTXvjhSOLjfnwSOZeEmXOd+cUQ2cxdLDcz+iRbxpnshVDJZBfJjIxyiPZJuEmkIUTql6XEdmoeB8HMgmmuKGkgNs24Of72bchHoYFKTRsLWJroYNwvJ/Adhsgft9w2NoWtwW8Rw2gRCYaULIxH80PC1JsjEVLInNLeQ42k3xJNdNzvD8TfU8fcznAz0ftay1UhdpI5zgLShZgANJYiVctAXpL2JJinFbE84otV2xhhFrzxm+IF3sh0/OwrgHYON0r3XHIM+wwNQaZBEUdDWiyZmb3v/GzusuYgdUnyN0SgWCAOaM1aWpWzEVQRk7czLEewHtravlzqDAwHjbaWt6z8ho/t08ddduEPsp51HcNZG0A3P8kmVG9qA1VAcIEtCbIV90HWKjVMoIuE3PPss5iiGb+GhvGXPDD5QV/Mb3iu+ENW4v4Vs74tp7w83zBT7cz7svABmpotEnIZOydxhVDqjjlDZdMYPPH2yN+ArBUxgeU0IFal+BoUkhkk6ilwHP3LiwLjG2rFX1ycjfQxV5Hqcg+UdmMbMsk7xuslj8DvAfLkvE2DjilDR/yHZ+GW/cxGkPBH+ZHvLYRpUYzrZd9CEza8x5tjPmlBiw14VpGBGn9HFhFUbaEYJLvtgXg7skDoLkhXArywByBwzoCQTT/JRFsTocAucluhm2hTx34EfQx4e5d5c2qHiodgDuUdf51t2pwZq436oNNOHUmlee9nkvXwSRe5l0VbABBWORdLtKig3rm8bPsPp5hU2RXpwxHDy5lLu01r7HKeO8tBnpzoKIn7c5gigtrlB5cxbxn3w07QpdsbafdZoT3SyHYrR96jQazEihAaejEBDcsbyIMOb7mIvpkSGeJ+bS5vdYOvWnmfpb750MnR3gt3IFuY9GFORBgFYKDFXtOBFBV1AdKJEpCQ+W177YH3giWvi7gt1X6x/xnX39e4Cdw8+tAk7Z2CG7f1jP+avqG74Y3XNKCS1rxdTnjWmik52j/dc2Y14x1ybuJnrN+AJMzAOpjf5UHZLrzezwoowSEE08jTncBagqdQSTFKPkF/UAAwBvvpshO3xOgmMcQlGyKlgMBLttQ7s0CQ7r9gTn9M2zaE32pjRNr1toBmmZO/7I1yJ0FYp0i2sjEMy4VsjaErSLmiHqimbOoIr9sUJvo1UZOf/BxvfWcLcn0biy7Yezy6170mkEpgD6Rycf0qS30Nmr3iUFj8NMoe2fLmA2w7kuKFUEUQ6h4PM0IoWFdU+/mFEtmuXZ0L3zPNODRKsA1Mvmxot9RbjWGRrwGlEcFpor0UFGWCHzJHdWukx2qINMgLmJdVz77WBTzZ/M8MenRUd/erADVRrSY98LMtgpQzg06VeShWocl8oAdgPCgvUBxtkFzZkiqfaS9e4loo+9ISQ1bSMjPBDNdj96sm8LERdHC7tdSJ+2ToKTuqLkXz2kG0mtEOVWEE0eXL0LXeB2oJS0XS/jtPfw5c/ykB2ZgjVwrbg5XrpyUwkhv+6jZXs0sHtyUWhNQhv0e+6GCCEqiTALqwF5082kvau1/XEoqK6Arun/SsRtfTwo9VYzjxo7vmnoS6cCGvx+zToLMZaxMcBOlI+dxQ7ROlI+TPacVAcqpAKLIoWKpCa/ryA6xreuYWYC0zUbPO4PQaiY4QJns/HS6tLOPEkGV07DhaViQY8XH8Y5rGfC6jPj2dkIpXkGC+8b2rz/DlrUzJetZsX3kmg1DhQSgXVOPsTo1lEF7fKxNsX7Y33t4kT51yzubACChISfF8iFCvppxtkpnKgAAxgrMsbMktkfz9bBnHFZOHzt2s9PN97yBTAHm/WKAQm4YhoJp2DCmgqUkjLHinDcEUdy3zKLf7pFPRfE92axd7mbAy8Y9mELDxUy9c6gYzhUNgus2YDGgaF0yinsP+LIfDtIkn9SnTF68elMB2WJ399/aJ6QcfbV6otw85phxZCEjw88OaUA9OcDA38F/9z3srDJbD1HQHjPyrfTmgyZWYuxgCuoYd0+g0hDXwsR35KABFXoKyRARYsTRmLGzjyKn92wfTPKxBWzPI9Zpw9NEc+GlsNALU+USTNK79qgEF3fpI4DUMI77wqs14P42QivlmTE3rCnhBVOX6j1MC3JoPItixcs29pjLCtjuUxGCi9bM8XXqrBVPyLxeFTWfsXl/CzGqvJ/9ZRTKHQqvoZxYJLTTLo/EHPehdKHhh8dXhKcXlBbwx7cHvL6d0AZ2vduTMc28I20s6D5J6h7RUkJ1EGuoyFPBNG0I5wXX1wn324gQK07ThvPDgjkOqNeE+Eqfwjppz23qufXcQIMi3QIZsgJsj60zu30Ah8twy1kAVaTZcx8WFmWSfZKfMaSaSXJaFWiJvDbr1HKUtnSZua8rAoNADa2bX2qgvLQ8kPkhc0SX/CiwVd7Pf1c/YJ4zfv3xDQ/DgiFWnPOKP74+4u06cU9vgTIhoDNbAHCc8yKYXBYbfL0bIOemztbtdcCMTByBjg3D04LzuOG+0rgWrxk+/QtJu2ysws8Nk+EC3UtneLFc0tZNKMrJnkrPCDZHmCeUC59NWCPaa0T5fqN0RhS6RMjvJty+i4gnTvUanhbgydaz7OBhq2xS1VtCfE7IV/p9+FktZfd0w0ZJ7Ths9Ei7JXvexsQ6MPjCqeDpYcbDtCCK4sv1jDW0vVEjivBUkTONn13G65Le35zfMCUaA/9u/IA/yRN9sTx2KPdcHQQqkb4bNmknmERDrJAGKO93ewPNDeFsgEAJwBLsDJc9d7a8v5zMDzPu5BlgZ0zAcqYGfi7KX1jYN5A1/bdPX/Hb6Ru+y1d8SDdENPwwPKOe6efz3DVDQJTWcxAAqBrwVkdEsAnlf1cVfD08wz412d7HfaTQBCUr9BreARvuU1oH7DYHmxfUPLfKyeR9gblDeg3vWBHuryKVHrBhFZynlec0FK/bhN+evpFhh4BzWHG60NhaVTCkwmYaCMzc59yZO7qyYfBtfsTr2wk/PVzwP/7uT/g83qAq+Ho7Qf84YjtbXIgNGBvkbh2KKGhvGetZMJ42/OrTK6ZUsNWIqkIT9hJxu42ojWC8WyF4zE9385ZMIJPdbERc4lou6BKkuDCeBZOtxk33Jo2x+KMqfOJzuvP8pCkym/zR/OO2JNieDJTzBvfUaJ0AWL4kiFerCw1wqhPHvPc8w2rhOId3DEoHK7kO+NzqpSFMG/JYkFLDMmeUbwM9LO+UaffnvsIsToykUaUPQipnQJrlv4vJq4uVpa7kOTXoubKROAXUa+LZYoyq5TNBrjqxFms+GKJxb7W8s3Ih6MbjzSTbyxpYDybp7Nwjw8rPqVAU+WayvQc7+x4LJPF87LY1D4q6RMgc0bIg2rW2QbF+rwh33qN0Y03kABdAQoksiqANLUs3sVb77NEm53HyLf7Z15+d8YMA0u9z42jjNaDOEX/39ROaCh7ygiEUZGn4brziIS8oaqwfFTynE75ZkSaRBYC6b8Hqp6z9qsWSnyOrAuhdmGZO9TE26GASCOvyt6kBkym5rDvgmnYfW9i7crIHMI2UMqkno4GysvQW2XlyimwkWNCL9mTIntjiSoKaElyexfHrdshGAaKY8RfBIY0CHWnIqcGSbkOBYR1fN4aOc4VUjgKuY8D8kbIhn7LkXjz7IieKq7Bq1ECfPvHLwfEikGIjRx3BBpBmo74a1TwmHsrZOmY/vj7gfh9QtoiQ+INhqMAAQDllQT0Jf81AMpZEP5nQacRdtmRPuxrjR6Kxh5J0P6ZfTnbrYIJTGRNQPh/8fmR/5n5o8ZmyQKNx9c4Qq6O9d+B41sGMMlUJNM5rRimxm0Kepg1TKjt4kDdc1wHzlrCuCRIbyhptzCVRfGddOKXUEX/AAkq2IH5hZ6ptsUva4rIHYPEkcYmY4wA9bZ366vfYzTlbAuqFSZlmRTtMQHBG0PFwgALjWDDlwq7LlrDMGW3euypt5OP1LoCvqzoQxFEzVwZAWdgoqCvXACcRmFGbf4ah0VBzBNaQ+khGZ0Ro4KHhMi+A+9GLuq6V9eQtqbFrlMwtWG5nz9IZP0MoGELFKbL4bBAMoaC0iLVRp/77lyd2hx30c4D1sA59nzkQzWtSxFMle2eOPEwCzaadhfJxuKOpYG0RUyr49Ye3PtaW8qaA10Bz22pMSTQ7+FdBuSjkw4ppomwsxYbbacDtbQTMUNPlk5qVyUrQzmpZcoJKQEq7XxMA5FxJvw/K9WUGuijSmRs+EateOF40LATDou3paCaYHD26gybHTpkmQTvvBeN0WfHhNONh2KcUbTViLgnzlijROzB+5i0Z21RMwkepWBBgOowNti2B25YRJSHHik/jDWmouMqIpZwJMjfhNLGhsjDYzKumuJ+F9ET5nYzDYlMzBkTX0Vtx6xMqj2umS/MyC8nYbIx7oNF83Ei11kiadLo3Y7UJ5VhCWXFLgrg2+vaMOwhJwFd3/7nSgEb2TxNnN4l9fjYhZKuQ1ijHFQPlfUS5x9UApKeV5sCBPku/+/kDYqTPUkoN6yx9H0rYk0R4ghN4TuvCaUvTaTXwDpguK1Ky/ZlqB3kcwBsjk/i1Ufr38TTjVUaCwQJjwti9tiZDcHZHVJsQtVOyAQD26MtJcZRlh5XGu/RpgJl+MoZVGy1bB++y2+JOO23+43jHb04viKJYauryolIjFKA/YlD4RD9ZjZlxYCPJJtx7ADQHrCWgnQrO5wXnhwXLklC3iJe3AfFcyJh42FBzA37OBL0MNOkdZptSWU6KCIuxI4F1rYI2CjQF5NdA5rUa+CGKGDpU1u8zu7aMR2209fKagalCpooQlUm+Eih2llQzGRHGtvt7lIBtjJAaWWBbw1E+rH064zRs+NsPXzHEitICfro/4Pdfn/Atn3Ay0FiErCtVgQ4VbTHwwJg6XshB2FRgIS+W3+3rVIXnVBmNvTPYuSYNYSoYBp6TpdCgvH1YCfC8JchCtlOoJrn1XMeaJpppJqxR2Ag0FiTj5g43HOVE8b7L8DUq4reE+ihdVtwGxfD7DEhGTUB9IGO/gzPKjRLvAekmGJ6lF5ruVxbNrDmuztTkvRxSgU6C20NAC8kKUL8u++AnFvPzlhCEMrqyJubrG5HW2gStBGPiAjFVxEhW0TlvbMBAMSUPrLKz2Py/mxwmNEn/0lFuWwfYEBSgPFaMn2ak1FBr4HTaU7P8HHyuwvylVSD6dNYocPV8n0rkj0YADWoG5ooQBDKTybHNCX+8PeLbcoKq4GUd8TCs+DTe8CHPOMUVWep+zpkHzqac8rVpwM/LBcXoEEMs+Ie3D/j6esbyMvZ94Vuxs4uLkL1147MJi5tZ450cmAzvQw6usEmHIOPBVBZaBaVltBdObWoZwJO8GzgTCqe25cBz9RJXbBoxhoIRBUtLGEPBhzxjHjP+dKMxU2mB0zebMRgByMCEUqtgGDf89sMz/vb8Bc0aOveSsf1VZIPM43qonOCpwmbCZcWnxxvO1uh5Xia83Kaev6u9F86FoPpzQvf0Ac8BwPNh6RNL20glhEv6GU+5p2IEaFVwiB8CwJqsmgTbiRYYcW2d2dvSnts7M6eNijZwz4Zb4PMYCVqmoaJ+DihLhNwS0nPoTDQkRRNFAOWC7vvkDco6WuwRoI0Ncq7I04aUWpfHp1xRLwWbBZ5jSd5rNUVv4EO4Xtw6wAFR95ck2CRYPypgQzu0CTZJaDlie/Dah/5mCZYPTlyD/p6aA2qNaN1Xbq8/pPDZLZ92NY9G6fG0Kx+s/pfG7/NBPqQrC2TUDoDVSsY9hmoSQju3fPBCVtQzGa3bElCn2AdF+Jk45NA/QznbWhX/DCafVnTG0z/1+vMCP4cg0aEYZZBft4Q/vj3iR3ngiOS8YYzU3heLikka3tYB9zVju+WeiHlB50a9APoELS8MjvQp9085divg1EZnJfjfTTqV7Ag07G097MCAX1jQnsA72q/Bfwj7wvFErO6B8nhzKO8IkK11naGosX42Fp80Dw1djuQ0f1KqWTz2YFqVU1qWAtiYXo1mRmWUwDaoTUlAL+aOBeienHkmiw6Y9JHGDexeCYNYtQ2rkd8TY2MCHis7EgbqwYzS9KBPFAPQxHwHkJTPSGGURdm12Ydn40AIbxLfL8YGzcA2NOgq0BUduMPxoDqAGN3E2t6ze2zb4da1zsdrtOfqh3ccWfSeTHfeVOg6r4IUWYSE0DhBJW39ICkaduoqGIhZPIadLeCXZ787+KWcbWsN5hsz7MGtjw61xJv7hYZtsnI9lcTIoWsk0FlJB/d1T88Gew7Hw96XReGzDzbitdaweyIZ0KXJppWY2W/fpw2UaY3mJTQ0yMDut9rko1/SYB14kgpqolUgwTyVcjt4QxG0cAmSjzvetsRx65bHtgQ2aZVFHdck+2du5EZmiPY10TXofk+NBZQEyNKQAqVg34YTagtmJMzvq4neRe1dlQ3AgeDIYlcciRIudjUmmCcxYzgAh+ZBMdeM2jjWVSRhOq1YQkaJkX5SS+yFgGZ63gDoTMsQKIerUYHmIyt1H0V8MFFUO/Q8JgRjTIjQWwUgC4M4R6LBpMdZM8/m5Um/9paB5v5V4uCBUdMdcBfsFGeXWgpje1XBZiehd+m6H4fSo0MNCPDxwGiHIknZcV0PzCmXfImQ7t1UUFpEEHaZh1QQTNbJ+HVcr7s3h7PQgANw4KyePmpU3iVK7qFVbTIPt+Fumu17tOUj60D6fasZkGhTOpqfRX4Y7XvY5WHqbFPzbyDtmKPeYbLiNhirxz9fbQR9fPS8FfL+bIKazj+BjaDYcJ7WgzFp7OasW2NRVc3vJ0RFExYQcBnuwQRZBD3p9PjpXh+lxi7JGWLFECrOaUUJAbmlLvGro/SfXxTcJ5YjoHkyqMYy0/2+FbFz2ZjHjc0Hf66h31z0v123T5bW4f6r7QMvEhsB3efthNICbmXAl/sZt3lEtWbANqedpSTKAh37e/bu4wEwQBHULWBeMoah7LKhElBfBrRTQUiKkBvaqEjXXTrr/mPs+h/2TADUZKiKYKg+3r26p17jOaH1cNaJdP8UzZTYamo06bYJZLc5UobaY44SoM8NcfDOk6BpMxmGH5ig75yZfcfImxFEkYRNqXNe+7SutUTUJrv80wDKLQBtM9N/G+EtFvv8PKJM95Cbbd6QE3/Ae4Fta8gN5kVg3lTCiUTG3uryGVvrPZZYzrM3qiwQHHOifoPxrmj3PLWPJ9/Cu+fhzU4AqEugn5i/jzcwV4LZR8k2AJMq+B9OiXQpSAyKIRUsOaPkZrnoYT+BTYNkcq21sEDvOaJJS6TLr5krMgbQ262pYLVnd9+oFPAY2/eDe1LV/T65r4nYHmWhDpo6XxQ4VZxG5mubmPl/UMDOa0l2JvpULCveuqeL55tpv1ZOJ8MOwmDPKXWO+Pl6xmjr8rZkXJcB3+4njKlgTKXnAZ57rC1ac4q/4M1YMSKKKRe83Ces92zsFoulY4OcC1KuBFAap/TFG/ewe0N2Rq89K7Lv7DN7zDL5kLNC9oWK3VLCc9fmLFXmd7UGk1KyIeyAVZaKTSOWkrGYL9eyJZQWTDEQd1A2MTfRxr2UUzWPHzKHcqh4Gmfczxm3JVNG6Od8ACRQGvt0mfE0LP0ePwxrb6QFQR9Qs9WINSRsS4CstOhQBeD7qlojp5L5Ul0epft+8UYQJ4rZGQn0JiQ9O0OX+/CLoa8Xns/8nfwetxMA89bRGidR+yCLGAtKaNgA1C3DCRBeZ3GoEmuA3mSzmrFLrz0P9OdrjRWNZLv0uNjQAZZ4JwgWvBnRcw8YG8fXCBv2NVPWVibzwEltH8KhVscqOngKeP7MOiC4lUZlLt9G1o9HuXWvL7xOwF5juNWLs8t77SvoRtp1YB4cRp4vObPWlayYQzYPSOYyeShoBgjpRvkgMptwZGmbLM+k+WQfWaw4AFL0DuTnOzI9/6nXn53xwxvISSnHEYuqwMt1IqPBaNl5LDbZiUlMzhXbmrDNCfFL7vWRQ/PxLv2Ai8sh0fBDWOk6Xk+tm0gKmNirjwL0l6G1zvYRky4d6btigW9P3u3fq3CspDEIBHuAf6fdFCY4oTS6tB+cuKXaAWIH99GnZ1gq4nVld3bK2M7RrpE0/zgXmnvBDi0bPSeNo3l7Mg50raLLtcrZvAEOwBe1+35wS2ckaOAB2pIaw4KIsqbA+2nBw2l5MA+GnCvGVLqePtkBrTbpQG2sojQhSp3bzoy4FAb0LQAFHZToiYYdph7wjs8yBMU0bShzRtsC2mIJfDPSQhXUQbvRaWdauBeHBV1SUdHZWlwDMHkDODnD1qGeK6Zpw2mgrhoA1haBGvHh9N6wzo1ie5Kzjv1AcY8Wn2wW5wA30QbwDlzsBqoAzQazciKWU2oMZOHEL3QAK9jYVa3SvbPkxilcPm1DPUmpzlQQ83PYg6Ngn4TG9w1Yl9yZNZygwAO1NEFbd48f/1NMl9ymBjnV3mltyv3qciwy8NClddJAOUbDPsXikEQhoHcyxICfKIr7FqG25vyQcA8pJiIOUtFYTYaGkHeZXj2AL+yyBWQQ7Imi2FrEKWx4SCvmS8Y/qOC+ZkvyjREC2ydes9g1uDzCozm9BBj8tNL3qnosBXBJCz7mGwDgpUz4up5xK0OXnU3m4QQAm+kcCeRwrbcqWJcMVWCJmcUHQCnW1dhDJjXrclA/NW2q2u5nYutGYYAIsOYKbYKigtMDp6mta0JdAjoIa6O0NZgxJuw5AD2WuXm6g+iuUffrgALrkvCW6AMA8D7FwL025YK1JGzFpoOEfXR7irUbhRabMLhtEa0GSGAMGxKnx0RjAl3LgDESuHgcFnw9bbibJKm5bNWlxO3Q7Y2KqgoNoR/yasANBxigJyah6s4GOtt6N+zMpxEGk1RUG6XOWKY9SSG71EacChMHTOh+K2ITWSCeVDCzT7fWQZ+wFI5rt4KGMfMgLysG/FTlSPn+uykHbghwXx4xr5YYFJ+mO344veDzcEWWiqUl/G7+iNsyYNkSajW5q0TKX/2QO+zxZB417u2xmadTa5l5B7hnh6EgnFnsPw4Llpbwto1YW8RDXpFtPdQaUPwQMzBFfTxsMsN0cD0G6DuQg4AU98RxshbvqXsyHM5nl5Vb7uAehQDQasCX+xnPy4T7mnGbB6xzhnrR5gX7YAdaAmSqnS2kTSh7EMXugsq9q1vASk4546PX1c8RtQqqd+ttLLmPaQfsDFQ2kHygRh3AwsKZFXZWOEjg678NQNvYRHDgw/dymdillakinzY8XWac8oamgtuacWvCa7U1IAZOhVh3g+o17h4wQO/CO1CwrQmrNQl+Pl1wShv9jVTwq8cr5pKwbAn3ZSC4JooY6ZcyDRsWY+PWOlA6kAgYuixBHPhVHM44k30cG1bBclGLvSkXA7gEy5YhNzNUFq45mpqy+yubdPmDr7ljcXaUJDB2WyEBhSTZ8ybhuadJIffIQtwbYsEn+lC20iUOGyDuN2Zd8O2JZ7fbIXT2r51rcVHIGtAMKBxzwTXa8IuT3RPz0pLU8HCeMaTKCYyLybsMhI1j6ftZxDwKk0u9Kqbsvm4Ja414vY9kTDu604RTK+9k8h/vmU9tJXPCaofJ8vEHgpCjGcPXxt/txSEiuk9lMU+sDvQc1kNnktvaLyf0esYBkGZnhGyBo+wnevWk2DAvGfN94FkFdJ8uB8PUDMEhgCSC5RI4AfSaC82f7wnpFvqkpi0KhmnD43nBfc246wC9R6Q7C09vslBNgA5sprv2orilQzPZPQILm1QogcNF1kP+an+TNeR5ouC2ZbxsEy5pQdOATQPuyGga8Lxx6t7bOuI28x5sS4LeKaXR3MwUnLcgjwVDqphrxp/WB/jrIS/4lk7Gsos7yA+wDh0KLsOK6B5AKvjh/Iy/uTQ0CO6Vk/2u24i3bcA3PWGbErd22fesNxEBAkIcfKFd/qZDA1Kjb+a8M2N63cgwi3Iy3xk/Giyf8PPbx8B708lBCm4+BR63Hmt0jliFKgyIIo0V5Un4uQ0QdZ+0OAvS3eLygG7o3pu3UaE1oNgCT4kNb8rlYSxnz2n4/F022W02wiEWJQU2zy+4pop5sFJmaXW/5aetceJ0NODDgTInICBp94JqwmawDsoBBXZGOZ4gvcOPbjIdrPHlQIvHzToaUQIWVycCp6fL2mWnMSguw4ocG25rxrJkVI20PLHG13I7EdC23L7LTbfdu7YO70EdMrwO6hIRhPW9zcK/7/VnBX6Y2AAyBzSxUyoqZGj49HjDlAq+XM94e5ugXwYsA1k9UilFWKwIj82087c96XCalQq6LGD9oL0gTDcb5ebmhEDv6LQaUCVC5sAFMjaEU+0m0lBQIrOGjn6mq/Qu7lHX70h+uLNQ9P/Pz8TFnm67d4Ojc9OXlQ/ROphxrlAf465AutUu3Yo3HwvA7w1Ls4OqQWpDy0bDLkzSofT2aSoIKSBkjqVrQyBl7gOwPrUdCfZE2gKFCoEW73L6Bg6LmDGXAyxio9Sl0xZd2tasMxcG+vm4OeLX+YTnb+euw31XpDcgXCMgsYMcbVQaTIpCB9CPRJh8wzpqnmzEWbA9WHBS9KIh5IY6EO3lumQB1KJiezJT1EogpPn0mMgNjaDYlNcaloB03WVWCt3BSEu84lhxGjZ8mu54yAsCFEUD1prwbTlhPpjIfpzueEiUNt7M22qrsXch2j3tZpFRgQhU04b7WnIQC0EgG1BBYz74RJDA64QewJxADxxRglp6j91c2vWm6caHsl1M+pZbT1w7NRI7cKNia9tAgKbAh/Mdj/bcX5YJP71eKIdRQTlr10GT5olu4Hpk5mllIR1n867wxPR4QFrMUHvWDehAZJdO2SShsrGArFvoozvpqeNFpb2/yRSR26G7yL/nLeG2DNjOAUMomGzixAyYhxWnSORQkaThL8/PWFvE78sTrq8TggPOjt0E0EfMFq4DrLCJANoM+Gw8JHRNeM0nBGGR+1eXb/SbKQN+9/YBQ9w7pkOseLlPuF1HtFvqh7s/y3ALaClCBspLysKx1t7Va5MivpI21nLt0zPUisd836VLYQPm7wmwxdgQRTHYuPurFdQipO63jaOn03VnfrHjRTmZmK/T3t22xN8ARk+g6wCOWbV/W98y7gK0aWfXrSWAghQWHWMufY0VAwm2ErsPk4N7NACnb8BaB1xVgNSQxorTecFvHt+6ZOi+EdSTVybVgEkzwXVdIw/0em4E2u2VRCB3oaFi1e419UtWXc3Sk2xR3us6Am7ALMVikTFyCPqjFwEQwfIoPTHKd+V0nAC0yMQ0LSZDMpCjjBFpCcgvgqSAxsC1Ws1nQN1gUiHLBs0RbQrQFDjhy9iGzor10bbTw0JPsxLxx7cH/HB6wff5DVkqbm3A7+cPCOZ7llLFtqW9cDt2+RN9t8ah4HGiLnBr7Mhezvdu5jyEihR2ScStDPiy0BsjiOJtHbG10Av+9XXoAwWkybvGtRR01pmfJWHjPiLYw+uNC6zQ0f6zEHo3xePUyEBpOE4VcdiBSJcefns7YRhYzD5dZtTTgtd8wnbPwBz6iGwo6DfykgxsceklpRqePG6PivX7gjCR+bK+DbsnVW4onwgCpJ9zn4ApFV0Sne52XQYw+mhiDUo5qp+V5vfW45zwZ+MMa3rZuh7pS7d+sCZUZoPgclqQYsV1zVgLpcL9c1qg1tLrR7SmqHPqfkBQmJkypWXllrC+ZuRvAXETbBfFv7kN7ybRPH644zRsOI8rQmh4fj2jvgwoW8B8HpFP296YtKYLvcjomZNf7eMZmOA+fHU0H0WTeaXRGAhX0gI08npLjZjvzIXDEnaWuC9AX3OA5VvcC2Ejq6BFLrToQK4V6+nOcdDb2fwrBtjYcUBeIspTZUxaWKAP38QkTvxzZKjzudE7yeW10tDzhvxm8gPLTxyQiotgmxPmU8JlXClv2yJ0k76fFJb6tYC1MDbXw1h7KFBtrH3fg1GxDubBFxvWoeC+siorLWDbvEkqkEV648gB1zbadVne0i0cjIHgjUI0oCwJr3eapWxbxHbPCLdINqZZSOShoIwJLUY2wY6+dw1s4pgUsJyAdm4mhQWvUQwUSIrwecH/5Icf8ZAZ274uZ+AROKUNU6RnXTk0oFLYPX6aNTCKRqyVLJq5JDzfTihLRJ0C6tm83hInU95XAuUSFC1R+uuM3BqB9aPsFgG2EruBfzKAwCZJhc0YvVF7A317dCARyG/0OJUKtMo1twkwpYIpbriW0fLmiKYBKVT8dH/Az9fznssoTHZJIE8388GyaWatCV5vI25LRvsk+PWJG3StkWujxg6EyWZN0BRxXyP+7ZJxucz4fLnhrx84hGjT0EGfr8sZb8uIpcTO1lPfl8WB/mP+wnvSBMCnDWksZG5XGr6XC4sKjQK8STfOhvKe5au+azqTBcLGQ50YC6HA8Ma4pJmxRgTQa+o1MJpA/jABtjfbyPpXzszttAlKTqgnIz6UPT9z8LL7uYaAcF5xPi+YcsFg9gciivucseWGYl6DYeXvq+49ZGdpukqPcy2hTzTzegrCeFVPVAOcpw05VmyVTMAA9GZtuvnZYEBl2hn+rQWUEFGUTFtt1vQ1UKqV/Wf9PN1JGwfkxc6y7gma9u8vJeB8oU9VjhVLSXst0wR1ibiXkfWENVLDm52ZgTEpzryO/KrvZLuAMRAHdGa4bPRF0ov8ozPil6//aOBHRCKA/yuA36nqfykinwH8HwH8JwD+DYD/hap+/Q+9TzB/A7XuCQwN9CTswUwd34LSRM+LnYA+qQFWENRJ0LyTYME4GPDilMqWOE0m2IGiAZCBbKJhKIiyyyva5Fw7o+IdPDCcgeJFZh2wy3wq7JAF+shX2KZQPgSfviR+WNo1qTUftkvqDyssrYM+Pn433gurZ8CkW/51R/pg076sI2+FEZRJQNhocliNohuWihYFdSRzJKycquN0afGiOyhaTeyKmMcGAzl/b8s8rORciKYCqHMiclk5rtcLbeTWxyADMNPbhjwVVNP+qkk+Ou006s5mCdgZBlUQ1sDPndToyQQznMHUDdRW0rxrFQxZEWJFtclSLpnye8iRg9bFtWJfc+sTK/ylTdCGgNUpzwA73qt0UEajdp14koZLpBndvWY0FXx/euuHMwA0COZK34LSeMhVN3e2ccZuyNpshCiODv1mNi6K91OsRC1JO8jDbN31Q1v3P6JgZ6hIp2m7v0+d9vd1phvfx38Heido178CbY54m0cW26azfzrPCEFxTw06TyinHThrPnbYad8AO/iZrI3yIEgauoeCAw3OBBH3hVIW7uoT/OwC4wOnNKRUOwtA3WzaYo5fZzW5WY89h+934+R1TlClL9M5vRLgawT4ZmSkUHErGWtLmOJGXXmN0JWTCTso5eDn4b+9q9M/UtDuC4Gg0IXr5DoPxlr5gKdhxhAq/kdPX7qx9FwTfro/YNt2nyjkRtbJFuipU0CQ0Paq5oZ6z5A19KImbMZijIGJq7MKopq++RcHTxOUEvG2DBjMtNw/w/V5sqLaJGQJNLizhHB7tISp7PGmMy4bKPWxgzYU/ox3nuvIs6YVMVN1Fs8xum8PJ30c5ZQEWm1yzLwDrbZBIUvoozLpWwDUqJjnjJ/DGR9OvO9hULzECdvecLUY4ftM9i84I+PQiH7HVm3Ha+cedgN6b3TIQZbhr+N70RxS+3u59wYUCAbU+pSKluhHUS2hcLPdCHb26ymyo5gErnOMd/OaExaYiLFnbWFrkLnYnoE1EwDEBhkrcqr4/uGKx7zgIS84xQ3/j7cfMNeMl3XCj28PeLvtZkNq43R7Vza33skra8ISFOsQySQVRTR6/nUbUO2mnG2yzUNa8DTcMdSMt23EyzLhviXc5pEML2cX2A11/7rDboR7MnRfuwRo5WPtbMptB0f6eaOwqUH07ytT6PTtTshxto+NB1cFhoFg5cPAIF8qZSZ6jTaWez8zNZkk9XAmytnXIAt+KYFNhamQedgSz5olQCcCk1UEaAFp3hl9YbNObOTZR3BnT7ylGDAo+/V2OW7haGA/d+sAyIw9d8tstIRzwThuiEFxXQYz3SbrDkm7qbLnXLoFVNuf4kzdJnue6c9PORWM3dKG+tAwPS69GbhtEW+vE25xRDZz+PN5wRIb5XTXhHKdDrmJH6xmguqyl8MaOE5p61LZcNi3BxCzNY7mhij0TDZofgkEr5ZgMlq7n82LS3QAhCa7AnVWhv27S0XrEPZ/60xuso7yS0S5NCBqB3rSG+NsS+isrg78KPq6DYVN0XTjz3VpZ7F1ItInfEF5jmSTxm5DxHLiggm5ImaypR+nBVsLKDWirJHxI7R398zzHBEgDdU8FSumgb6J1fKpZcmHfBScsNN4gEhll93vh9iZ0sEfy3kEbJToPWGxMfNq9Ax/HlA+xxg5ydXlXnXcn0PwIQQWe9UlOZ4/hta9oyCMAVuLmCsHEvzh5RE5VjyMKx6GgHNaez7Jeor3qLSIBkHRiKUkXLcB9y3heh+xLYlNJMurZRNIFNQ54V7ZaNOVTRkNuu9jZ0MbE6WlfRS2e221rLu/TwJlp2Jn86Q7EGxx0HPPUBT5VXB9HnF9GPDDueHzcMW9DrhLxtqYHz8MC4pJst/uqZ+lGiuq7Cw/tf1fFYhTweOJ58xcM25lwLf51H0nj35uHWQ1xm5tAfct49++fcJaI88Wm9Y6hIqPpzuWkvA6j7jPZ+ZTVl+kq53f2QbnKOgxeSoYTkQDg+XFdahY24i2hE5oKCd0UEIUaO7xB9/v1ghqvtf439uJkjJkRRw4sTc9saGwrgnbPUPnwLPecw2Pn5ai7AUmnxMHG1gdfFLUSwUmyqhC4Lj7IIpT3nBKBCRfcsU2MM7Gq/lEQronpw+mQQfMDLy5ow/0cODLJ2+5PL+ZbUIrAWkRI1bwezhh1mLRtjMMY1CUIeBVTwTFVVjvKthcLoISWF92CZ7ba3gTzuObsfHFGLo6NozGUM3GBm8qGFPB9XbCfB9oVVMFWmOfuomhcU2YX9rwzUDpA1hMT0DpYFk/W/0sKKDq7/9XwA+A/yWA/w7dzx//NYD/k6r+70Tkv7b//t/8c2+gVgzqUSIAK6JVOuX6nNll+XY9mR4uoObUCyKtgm2gGanToEIRFuwH/bo7havaYRXAkWq5YRwKziPp3ACsE+xoLQu6IvxdzjJw+YAIugwDwHu5jT2MvXjb6Y+hyR7kHUQyL4BuvOf3JB0AhdLo1RgDEARtTMbksSJbQc21WsBf64HW65/RaOU+atFMPo8jdnsCEwCJDRKYeDYvLpwKdyhcNAAYKcWJqaFWQYuNlE6QddEP5gCI0+9Nu/vqmmO7f4CxjlT3xesF0vG92n7veofTEpMu+zqsMaigbhElm4jbkiHZv8z/b5/TJXZqjLQwUKsJgNfYgsmODveigTvKk0Fb27XRr2fTwOLJLswlXv5y3wanJc9WgDafYOOTWrBfWyg76BNsdOHRWM/1qzQf9f1irAwLFn5gBvten/jkJov+vRzBKz0xgj0Sf/noae/eOsgpFfSLaAHVulF+IGw5YM2R1HBPYht6gShmEncc1enmrp3Obl3o41p5J6l00NA9FTI7cdlGRm81dkp037/HOvodt9I2gz9fBc0E7wlLAL7cTvg03ux5kv1RW0COgV2lFvGyTPh2n3C/DZDFzNA7SOwsxR30kQJqke3DuUzLGUe+1lqj5vy2DQiiOKcVQ6i4W4Lzuo54Nk2/3vl71ab3OcgUipj0IqIYFb8Dhp7Y9kOGMUQ3jrBFPcTjzdZCAXSl9t7XeHGfhu2wrh0g/uW6OezNY/f1yI7iZ0SPh9JAOm+EAT9MDPx5iQhiQDdtBggm1hZ20GeJZEwY5dmXQTgYqmqhZFmLYKuCW6A/kgObDih6vPKkivsR/+glVfY9aL9PKqd6UBqzS7fqYOtD9jOA90D3JWuJtHYmwH6fjgVIP7/s3gf3h5N9ue8TJ9XOC1sTVa17abS+INAYKN8SEBiqCmmtn/8wEDbkijRUnMcVp7Th03jD53zFGAq+bSe8rBO+zSfc5oHFPvZQv8dBIERPAClTbY2eD5udNc3iTms2HVEF11zwmkdchhGPw0KfiJo44W3LO/A3k13gz4Im8vLuHqsxK3ZQncxmAqVktDg47/fcJXuhcDKLNEUwfw+x66DfnO35LQAbu/k3mZgTtYAcK9Yt0djWb8sx6ZP9M/X44l+yz66ille9z0GkCrAQvHHW63F/9oT0HeNJLelm06qZcenxLPf13ydkCpPVdwCF8n3TQLmAm6/X0ExaE7Ca7xmA9zL9ans2OvqmPZa82xe/iPHOrhKAhuJ3sXWTUbaIcdroJzEItnmX1zmrqb+v7NfSmXrVwNqDZ4c/MGcRwpqhbSPbrBm7TJKxPiLoc2U5tOKQf+r7v8Vioe9l0f3MB/amTAfjPKbZPZJNunyjjuzE90anms+Q7rHMp4MCVnQdZGVy+B39/hcAq4FboNdPzhWbNQBDVKTUup9NqTyP+hr1D1sDZexisTBSNuEeX16sA/QH0iZ4d3b0mHjYNH7OuWTcG1j+rNX2hoBM1dh2SWM/mjkhi9Ih25u+f/w+2Bo4nnXe1ATsd3g9UwTtlvDtfsI28J4FUSTzMLptA77Opx4TojXSN9srWzVGi/lHNWvGtC3CpyO6pIUNWHueh9xnbxIK3hW/dg0to9tfAPt9417QvYkn2L0ArfZoCYh+7jVaBYRrxOttwrfzCd+PbxgtgAZplPpqwJgsNvj0JN9XR3apSYIlATkXPI5knX9bTrhtA25rpo/XFmwaIjqYyvXCLH0dEq6i2CpByCFR7u2DNRzD3Wqk6sFzZfV4ZmAvmJcgmjQ1UBLosqC1JKyW45LpQ0Y8c37zrBHZWaSqnUDrIKaKSYBOwuEAxobNmfLH2gQ10mvxH70sCITABKOaOsf6x1ZTEyjWCCMKGNt25ACby7DiktY+TW9IFcvQUDf6eIk9n2oMM7IFAQdQ+vmigPsGQjl+HWL1zhI4MSw1sgWXyHvSJbXaLV/qIH2SoPuKxRBwzwVVOBjBbRo0KpqYXYltaJ5R1kSxGKIuXfd1DqtHzWPMfYe2xtw/hdZZi2Ts+/4Xq2fFziv+d1x2Rmy0xhFZP4qmsEljrDtd2dT36rvm1D9+/UcBPyLyVwD+ZwD+twD+V/bP/3MA/4X9//8DgP8z/gPAD4IlAmNDOBV208y3odqo6o/jHae4IUnD6+OIuWTMNWEuGc/3qfsthNCInF1pTCbGAupoe2NwcRlQOVk3/1wxjBsepgXfnW4Y7G6NqeCntwuROTOYvK+56z5LjmY87P41gc/tUAQfE5w2NLJGLNkvF0UCH7JPPAgrH1odDl0QgNNUlMmhI59xocFzHQPaKIj3hnQtiEuljGriItWkiHPZA0Tak7lQuYuYnEiXQ7RRSTH1yUlCfXCQnYKmyUyYHf20ZEIDkeRoJpLVCzozIA6rJbDG1nLw5LZlLFvCy+uZC9dunAinJvVRqYoucZJq3czUOLEpyV4AqQc8A/9s3HRQcBqJvc9qQQvi7A7wvS0R1LBnbzsQZubLA8Pkfcmo3nGOCvJJLQl0wK9wPKJONHy7bkNfawDeUW6PQNBcEse4bgnbmrrnlftN9Q2t0icDHXX0XnTHTbvnBxMO+gGkK9kUcVH+WXu1Yp+bCV6NhwTFCsA0K8rMcZuySr9WfhxOFghlTxSCUXyDgU6q7O495hkpNPw8X/q1tFOD05tda+/T2GKqTKBs1LbTnxl8OcUkmGzNtbnSDU7BSUH9Q/GQGmyPlxZQtkTWiU/d8CAqBhQcGB7Ohot20AHU1csaUDXhWc54uVxprAyCCddtQKqtdwZ/fH7A8m2C3Gmc7YZsPHClU+EdvIobsAaapLcqfbQqIJ167YaWXuS+LBPeVlb39y33yXDbnICXjHQlg0czNcrswlPapwjQmV1AB8vb2CCZe/Bo6ihVABuNG1ZBfhYML0qpUqPcUu4RVYClCtaYCPSvxk5wMDdo941yQK+OJo8S3pe27uu7g+xpTzzDsQumBnRsPPDd88zHvwLAlMn4rCqUj2wB25o46ncJCL4mLHnrUjMLEbII5I3eJuUSsAAoW7JJQZXd1EMyGwrll3HhHixnvIsdDhR0yeYGJNunoZpnlu1XPZo5WmF1LGT7PXFwoQLQfcznIuHwuXbjxbDpu+LQO7DDS+33gL5wYiwfxtb4fIeOGW1KHETQKJlVEWgW4q7GoIwjf0EIHL3+3en2jgX6Id3xw/SMuSY8L1NnaYl19FECmp1RYrGZMlDp7I55zeaLJpRBOXPLCoFZFG9J8WWoOJ1WTCb3Kz6dpwRgDZzGeZc+qUMauoTHQVn30PP3VzH2y6rGQlMWMsWe4eYxF31CmhfhamClFgJoGsynwxh5uAP6GnGbMm6nCXGsqLcElF2m7o2ZPh3JC/RDrtLvhRu0J2Ve40xAy3nzS+jyW8ZaftET87hYAefAjaADhC1L9z7oxZhdp+c73RvRmxUGKPqgjpwplX4cFpzPr2gacC0Dfr6ecRX6//SHoTxjYAxKtRxaBYccjUwEl13GBSyqh4D5NiCmRkPXyPHZtQS0JUJvA+rHYF9XpMeNsbjxnsktmryYv6OcgDRbIWxnqE/xaQbuSRXoGtA2QbDR0d4UXCIngUpoUI3IN5twNrUOnNaNxU+cgVQOgLHlAXEF4toMZGMccWZgbwBiL+B9f9fEBo+qMbpMnhZnYLiqsQukP8doUq7u75Ip9/MGTFjRZTwOWsdZEG685+t5RgyNgEXcTXwBAvJvy4B5zdhWsmrZLAjsctuET4303pKE3ihaS8L1zkLL40vZ4g5oNBtjbwwGNjLFwFpeb6jK4tnj6XbYPwagAGFnuCewmadAXc1I3qZTclw5z/Mj8O+AfDE5jcco/rvlBwDiHPH18YL1EvE4Lfjrj98whILrNuLrfMJPPz1SxhPANSLov9sZxCrgdC3zTaxWaIdZ+jRfKIConJakwGYyKWnJ2PA4MH/Qc+eW8W5N/SNZop/zYrVSYI1CfxJvKvH946rILwHz1wm/yx/w/fSGj/mOMdAbNIAS3Wr1YJ4KZel+BjTL1/z3bwH5ccHjtOCDTT59XibMBvqsS2ac9SaPSQAhQK1AqwGbkHFYp4AxF6S4T4isSoDxugy4XwfEOfR9FTbWn23iGmW9IZ3EUErAx8c7cqwECipB5R5vJ0W9tH7v6gegniLyS0B+gzVjPS/Y93YbdqZQHsiczLGiGAi4rQm6BJMp2Y2yBoGY+X0IiuvdfSBBM/3zXmfve4Gx9sNpxq/PrzinrXu4lhQwDRvuOaPmgDYx9rViR1XW/RwQB22wN4ADsA8r2u1SNAqW04jN/ThdlSIGQlbB8LrHu2Vh48etdGNoOI0b1th2Q33z2GGesdtJdOP4Kj0/Kme3RvG4a/+n0g/ypU04T2vPT2oLBl5bLbfJ+5+fzR7Gtm7YLHfwOs1qePoCM8+QupMfjj6nrs75p17/sYyf/z2A/zWAx8O//UZVfw8Aqvp7Efn1f8wbtQzSzkw/qFsAlogvzxd8eznjdOL43b98eMZjWnCJK5aW8GU542Ueia4avbFOC14m+lXo88CbaHKEjhQ6YjdQrpFPGx5OC4ZYMcUNH/KM0Xw5LmnF2mLv/H04zf1zzyXh7T5iXTIqIuS8soCxBNGpsv1QUYEOPOnUGBtbEtTJfFPusm9SO1x9sfvYS0/K0939fiwR3xgwyyVxfLtwXG+LNO2M90R6fdM+EYzjeoGAgDoExKZEXEfp5szpQjrzeVwxmjaztoDf1w8on4DawCRxC2j32I1IQ2AhPaSKMmx4CxOqTbuog33oqAi54jyServViGIBaV1M0mfgALZD8plbN5FV5eEqbv5cPTDYTm6CtBhzIxqlEkDvynlsixVhaqipkUnmQJEDFFGBkTpxZ4LULeKKgWP5vHPkjAVPsAU7NRcs9Mo94j4MeI7V9Mn7SehTAZrRVcWAiGpgoxsse1BuY0OYA6JpP4Oh256Ae0HOMaoMCulKFkYd+b2U0CjyGwMKO/iyG23mnUHiBXhLwPqBhQjNxtDRf3/Vid4MpGYyULUUmOwaALsuGdch45wH/Pr0it+cXjFGZkBfv0w0TR0KypMBjk2s+zlwSoeZfKvwsKg2OlUjIKN0CYHYoS9DxXSiCed9HHjQARgN+BWYvrtE1GhmfJ1BJDv92s3rEse/j6cNg5nWLUsC7gQ+EEiR/nI/Y3qgNj1JRQMP8yCKHAt++PSC3wNYwohW6cFRM9dvqEC8ybtOsRz0xmLySz0cvM4+bI2A+FY5yj3H2rt+uXHMZ80B8FHOCR3sOzJ5NJKGrGMjyDrHftDXhwY3N3OWkpTdUyuueKf7P/1JoSlgW4U+YwejS5oS84F6h79ZEqAJyK+c7KOWKFLzTABSlOMsi/k6OVXc17J3VzsjwIGBvMu8bstAPx/30HKfACvKvCAIC6+rS0fLXhhwEiL32FYz6rmhxoQVQLhFgqRWUIVl//893vvEuLbfew1AvimGt9ZZU2L0QjcXD4WgUE8uq2K97PKNPJtJvTGg8msl+zRR3nv8XX0CJfqt6sm3d87YZQScVRXW9m5QQHuY0HJAGyLqaJ4+VSEBaCmiPoxWLCplSzYBZ1ZB+yB4yjOe1wk/Lxf8Pn/AJS2YYsGHccZzPGFbEyS0Dm4eX7Xy/ZyBWzaThOgu9/RJV1IF4W7mjKeKdF7x3eWGMRYUDXgFXRJ1JXhQJ+tQlj2xKw/obLzOeoUVdQv9FwB/vvwe9+6D0tfHX9IEyRK3OgaLuRZ/1Qq/ygfSJu7H/LBiyjR3VQBbrh30W+8ZeM0I5oHWBp7zmlh49ELIQf5V0II5gZw4ZlauiesyK7YHmvmGm1i+oKi2fjUKhhcCvT5Gdn2QzuAJK5AiC/026A5GeoF3SPB9PS9AlxNJESxzxpw3POQVa0v4Op/oUfY29mlYaGYd4AM6ggID8xT1VrhfdtzlJ1IE2xMNqzHQILSWAC0J5RrZCDtVpFOBThX1JdODRgB9KEhjpbw1kKXT/S8COIHGWAPRgL5QhY1OBcIdbB5OHLPs8jxYPhOCMs8AEFLD+pebsc8EstCDxJm+Lm/1vQvfu+bt00aPA9y3ogAeY2duOeDYDbtHAlRhFeS7fT0ptgfGnnTbmQZSGY/ryD1Vp90AOK6U86WFYJEExg7/3m6O2gKNT81M/dvzhewEM4f14l7B8w9j29mEHuNTIzPqKJ2DFWwqZBbUAJ0jz7S+IPaz6shSBuwcBM8TGBjpYLg6iPH+15kk1/bvLaKG2BtKUs0Ty71ZDrG3M6Ma953GhiaC9GaGuAKUh4YPT1f88PiKz+MVp7jhFDdENFQEXL8fsbSItXHClUu8ADIH74USMR+ssrWI3397whwUJfHskyrQkVPxyhb3y8sNddS+FtrAfeeymz2e7ecbwQrs8bcI0QE7X/37vZDuz6AyRx2/AHVMeEkX/N/DD/gXn3/CECpy4GSuKW24vT3h9e30nl0rrPfeg9yKVgNe7hON289X/PbhGa/rhD9dL7i/Tv06IUArgmBTXiHcl/FMewAAeHk94VVO/e3JjjEZ8kavmWBNWalADAAQOBikChtpp4rzw4JPZ+pC1xqxbFaSH5lBATZt1/49NbQpoGwG2uUdPPT7yRxITNpbumTywzjjIS9420b8dLvgCy6oA8GozpQMHHwwDRuHV3zXsFojuvogATsfNSvCqWA8bTiNlB4/ryfcytBr7FsZuu9Rj8V29njcebcPseekPinOLU/6GvGmojFju+IjA/kNB4/D/WtQTr28yohly2w8WZxRFSwlYp4zqgFicRXUUzM23G5G7ib7OKlJMvm5moG1qKxbYmy4L7lPGARAI/YSjEzR+vX454vPyZg+0v17WqFKwnM/bzy63DcsZA2XifUWgtUT/8zrPwj8iMh/CeBHVf2/ich/8R/6/n/Pz/9XAP4rAJiGD72L3Y1aja1R7wmYKt7eJry9TfiHnz9gGAoRuhp658W1eM9jxTDSEK6tEeka+iHmzIt6tsDTr5bO+zlW/Or0hk/DrQfOMWT8VC9QFZzSZqhwoDbW6ZOhYRk2LFPqtPGaAlqIRgsDXPazV8aWjBig0AYLrqsfLPzbJTdcqEyQafYMABFxaeyilgYgcGqK5z0jQR91ZFRZJPgrbDaFZYgoY8T6FLlQToL1UVA/FIwfZpzGDdOwdcoblGMwfVQspVq6S/WE1xdiw3lc8TCsCFBMw0az2xKtw6IYhoqHacFfPX7DOa24lQHPK530tzV1fTk7dr54dGfSeIfMf39UsqmOdGtR6ln9peDG9A1WBRIaRpsEsSw03YPaYWsHNqLuI20Pr1oiWo2oa+hmyVKlm1kDsEOb90btmZIKqohGI68q3UTWO1FVxeRxOEh5sNNjm3UJgnXisyLdXFO+f8ZQDAgIe/HhlPqjKSOAzmDY/bAOyYgh/3sXz3TECR3MQUQ3Y+zJkAWlOgiquf93wzP/jMJ7ARtvnmPbC3Ts4Ab/MGg2K+LUZBD9/jjSfUhi0T8Lv++UCy7DhqqEgU95wxgLrtuApSTUEiBTpWRpIy27jbAuIouCMFZj+TTkzPVDcC7C9e4QgW5CQOEcMUQCymsz6Y8K5pKx+EhpK8hksdhlhaIDa/5vcSaI+K4492kd1p1IuWIaN2RjRlQVbJt1s0oyMDGgrXGfPm33K7/Ju3VBnyyBJoFkQIcGXQPCPSC/iUlTlSAQgPjGsZPOAuiJs62vsFkyYgtELMkIZgx43DPds8oKJBXYzZAOQoYEY8r4gumPugMofXm4hIxvgRgVgxUU+32y8cCeIPgff7/DfXFpRE+07P+rAHJmgqDKM60DdvYzLJKMvjsr5u+kgwfH63C2UzMPBC+iAdCDxwEb6+wFEBTPd+3SR3aw1aRbxhjya1Igzbx5/vvDcZKXm2X39SYEeqoZN5uBswYBUoBsFW4IIMfvUUCt4NRoYGHFe9BSBX+6PvRR2gGKL8sZ/+r5uy7vKIXnvwSh/4lLXh0gqQKdYzcp775sdq2yhnfPtg075X69Z7xMI767VE5kmwgI1tGn7AU7j3j2hCL/SJZ6ZFvG2ZJU8zzz4Q2hEAzXAJRT2CVOCgDhHzENfaoRDsAV11bAdhtQc+2sXI8tbQvAKz1MCPIQcO+boZ8l4PNyALIykVcAGMj8JfOBnl8q4DjiwiEZwPHaua48CU13Ao4+FtzPDuY42mOlX29fZ32f8EF5t75VwX0Z8EXI/lhL2hlZ97hf22G/dmYBQDaOs2F6cc340oajjxyZxiE0yEjpvcv8y5w4pjg3qLDJF54zako9bskS2IzxwRLL3pDxuBHvdi8Tu8XNhmmIs52r9OdVt4A02HQyocwnzLsPWht2xjXgjQLpfUeXW6vdGxZBgpZp3B4qTX/Fmb3F7BDMJ4jAsKIGMZCbn7GO6MwVXwPbo7yTAEYDN0LRLgVKs+55ih/fit6Bj6FhFEpdgtgZbQDF/5e4v+mVZUu2RKFh88M9Itbae2fmzVvFrRISEqIFHdo06dGgBbSQkOAvIPEev6AkWnSfaNKBHj06SPwNeu+V9Hiv7s3Mc87ea0WEu885jcYws+lxMvNWlZCyQtrn7I+1Ynm4z2nTbNgYw356srAfwUZTyNojF0gr/YDqCQxtlnsezwJsOZpzqQnGFXA5u08k9XjeT2ews5c12Shpywl8YAmZCNasdOsGzzsGvYAwgLSlkMlB8eJXR5DT4r4/Lzs/PP/yOJKfgl9+3HD0jH9XvnAyYe54Xzbcyo5bOZBkoAjrniSKvZeoYbZW8P25IsuCYrqqGCMdTCOEp029dIxOw2E2tzFZ52rnIeY6c8atWuOFjAbMuC+ALAaQHAma0pT/DjO3rnweywcbmeUp6J8ZPy5X/NfLN7zXHWtpSFA8OyfujS4Y7senVhM4sFApi5EhOH5ZMVRwXQ68F/OStWardrJcxIyguxpO5XmBAv2zYDQJDykf/jOGmDGzeXF681kwfb2U4Gu2CbbjYnmusfxdVj+UEjzs6eRHhhdj5XQU5Ptssjlo4LJwADjeE453cFhNVtTcsVgj8Nkrts5ppurMeF/Pdta0lvHcK0SUE6i2DGwZ+TNxIEWxRN/Y77V0XGvD7673uLf+eQCCuwBQrg09c3iMGlqtncqMMEcGXppSKgjQaE5ttXW1CViIIPalNxXCVN+nCnZgHAlHKuiNWIA3kSh9ZBM+7okgZF0wJQnBJgQrv1kd5HEpHWTLj5RxqND3SJQeed58NDUKc1qd7C+rgVKzBucnz47kIJae1tOYefbIEt6MomBufKoV/tLrP4Tx8z8B8D8Xkf8ZgAuAryLyfwXw70TkH4zt8w8A/vEvfbOq/hcA/gsA+Hb7VyomrRnWyXKzWi/ctRvLYU94yBIBWpogn3TDWjKeq7E19mRTUGby3lcNCjMA28UavqOXfKAKC8qmFY9e0W0hFhlYcrc7SF8KR5q3UvCsBZ8bUczWMg4AA6fiwZNML1CT8kGPk076hHJ7Eu+JOsDvdzM8HrR2rwzUIcVSEQbQ1tl9kYz4AdsGvRgSGUf7u7FALixw06Xhdtnxbl4LAxLTpw6T4Pnhpj3H5/PkNeeBWyVYVqxrk0Xpl1BognZbd3xbn/jt8kBNHW1k1ES0lVQ4SzyNps0Lt4jmFLw2taF/9fVCHRdoMvDPimgABuKZBrxlaB9hAIcukQieC0Zfo3HIe4Kpr4nWOPkOqHd5/dIcUAMwlMEwGb0TYPBxbaiDHAEkqn+mWaz9GsgBZjBw9kMkWacONYAAajgOUAzUMTNQNwf19WVB+EzpD6TbfZbUOpC2tvtFQmo2DEjKpaPmMQ2trWgNc10PgEMm6JOZ0LWWcbRidFz7DF2iM5C2+RnV14jt97W08BQqwgNw72RwDYs7uYyIlwrrFCfApw6WhfKdkjkmtnUbJ+3GzL4/7ADZeqHZYmZ3ih24gmMkFpYGenuRopa0v3hW2XNK3QtAiXvjYCjA5+AacQDIQh+PPtKfsSN0SOzbc4czAPnEoihlGMswRRElap2IyiIh/t6L01NCL8OA3Hxav0Akl2EoetpbkeDu3lGe3xNLPPGgSzDvNDsIvc7j1CS/L/P73WjTjZ2dzehmsS/+Jpb8snsmse+iwDfGAhRIKoGxS0MYSgYobPvBR3lzbKlOKu75vgDRtQN4yA+j8yYx0Kf6nqL5shd0TCo1zhIZStmjvf8Z1AFgXyuRtEvnXnRmyosPhd9DB3W6xQcLrCJe+Ckw1FhKg4HTBxB4rPS4NnjfOjJ++WC39X3dcC0H/VvMbw8Akq33eb7OexxTlSJPANR+rq9NTwjZpZ/3XQege8b9uWCtDbd6GCuvY8uK4YnwiTGiM6S+7B1fs3nXWOMx/vX0M/n1XKPBSjv/+ylpEzn5uKid/w1QoTwINvEOgEmOJCbhxWM7+8JZ0Bc/O3z/GbjA+Cvhl6PdQFqPR5YIx5o+JlDlk9/IEnOAx94XmM/HmYUDEyzQ1/t0BnFHI/C3mReMezRBCUwFy9qe1fRbwKlphFjnzCVYvHuRjWxs48pcQYQd794T2g4WKH5R2TySfKKkx2ux7vuv8ju1hU+PLGP8FRvlbPLB89qA+6a1BCxkXXObSYD/0yNTZtMBmMX1KYacXz6m3HOKKKxcTpE8F7Xnb2fo6MIloSCDz72o+mRdu6SLoL2+eA0Cfk2/qkYcZLBJVJIUb3XHag2TkrpNs7sFmw/C5yOen2RBrh3LwglCKQ1sR52svy3TkN+aDBHU/JEqwqw8zqAT+9Wfj1qTJtby+Uzy1ymGM//WmacZ+MjzzSXUEuzW2KIdsecdNHYmMx6C/bPiKYqxckKhqkSRDSAGg7h1RtcUI8j9q4bSd9KHHUTea2sYDQSDrhqMKbJ6Tw0inQ3FswdS3NOBkOyzgQa4bYJL3n+9RjVz6p6v59RYN8kh6HvGz59XHBeymd0W4blVysYfKWIbDNhNh8ULscZaosTcPTeh9Br1HIl+PjJzMptAlg6xlJNWA02AxYAzkbkW3Ocp5OFj7jNfFyowZh2B+n0v4blENqtg38qLRxAApCxwS4AwTz/lCalNH752ERxvnBzYrxwl7nm3e9n92FY890qPp2F743SOUn0hNm6cIOvoQsm8yYMlD6SiWC9k0L/V3QzGO0kTKtjNy7X1abrve0W9sfGyCE7nqi9Yr9/s33zSNvCrP3sM9a/D63r0hiMBZAbvw57bsIlqRI1PNeiY3xt58um8EZd+Wg0UX9PFptgNDMtFdADaOMjEVUmaZV4bLMc0mW4xf58wPh8a+RuAkP87w/1cG/77Xv9e4EdV/3MA/zkAGOPnf6+q/2sR+T8B+N8A+Df2///Hv/enjUGU8jD2jqGYmhVSBy6Xg5rSveDoC0cjWjJN6ZMxPgSQkZCOHAdMXzAfPKyTtdKUFyroP6jz752GfR/HGpfVRsY/Pd9jDOI+Mp4bC7cld3ypG4oMbCPj3hb8tN2wt2mwBgDPLeNlhMtp40OBfE+mu55TmCI5yKfDs7E7MrNLJvx9TZFQpUMhOqNmOgbqwxeOHdrFRsMnQf3egSwYa8b+nnC8c7ENR1Oz4roc+N3ljr+/fAQN9NEr/rTd8NN6w/YskAd9Blz6ootiACh54K3ulM3lRspiJ930YiyaJXdOu5GBj7bgo614tMrxuivlXm1k4JmQ73YqJ+uKnSi1yUZwOggxlilNggrE2AIqMI8nRIKR9oR+8Lld64GvlyduyxGsiH0raFt5OZzcsE8VYSKq1vmDJXF6WNB25gKYqGvhdQ/Tdvrh6+i30//85YG/dwn5Aqnhs9BJh2nQbbrKy7jn/vJ20Wk9+y/w2hB0474ImtGz+8okxCeSeXDm9ws9KrIXUf7viK5tvSvKcxBZLynGxI5FgWXgdtnxZd3C/4b7h7Ib0oT88KF8MZeGWsnOCCTezHZlF3Y9TJu+/OB9GBU43vlcJBMMqamH0XGSgaEJH2ON53C5HDadq0yw3HW+Bgo56OOGfk8AqhXaJKY8eWE7Ortrey24YcclN9wbTcyHCh7PSl8OkzRyss5MzNvb6fkqXorxOOTs2vygakfGUXKMLAcAMZaig7CPveJ4KHSlYXs6BOhTVuHeMu4vg3sCHuzw+LMeCw+mdBjDwDqkDrh1G4frnYpRzoe9zuLRkqBxHcFmSI0jgPMTwaKBx3u8FhKjCNob0K8nSrfYfuic5NhX24N1IFfGmdXGyT/3isdWsT/rlIm45NO8ydjBn3vMfVvCBFNgHiz8TM6GGjrjeXnIlL75tWcBfCqf4CXWSzeG186vE1Eky176OsFUTdy7buCqB0KGcDbG10TwqF9TFF6iBGeOG0Ff+p6Y94znMYfGn/nchWeuDnBUdIqiQEuyxgV/djqs0bCat5KBf9ToYwJrO5lixyXjDz9WfP+64bdf7vj97RP/g9/9AcPO6f/6l2/YnzaNx5k+igCQWLxPH6oouLxY8W6/J4fKzzsWyqf2Z8VPuOFzaeH1wwcFTo58zvUFYE7o7F7g+Hk+PX1S471rFwPWVz6LfCjq5zAAT+C0dSZ1iBjfW8LIXklxncGTu2MuGpcsiV3fWEhNTxvXcLmf2BhWnHsinTon8ey/AWCjxV0uJcsAzD+ofM/0qklsqOUHR9DXD4tbVryiAD51jmvI9s7Bi0vNi2ydYLkDBJjAJvcB914/EnRNyKJ4W3fsPeOeCEYAhWeVdWNlF6418wtj0cX7NhZedyTxG+LewBiMRxm2rkEfuLXhctsxRsL2qMCR+d7LgLwfNBC2kXjHZ4V+UgotghgL7gVaefAZj0Kj1nHxqs3jocRzlJHQzVMR48QE9udoeXN+ml/fE8HMFZn3WAygGAbo8j5rXMeoXJfthjmpCwgZqufTnEQEPvcnImb4vzvTrTzpZeUxTrxBOSg98CEB5zwELdFnZSXgs6SG3yxkrrSR8f24cBy7KFI05CT8vjTRBBpgg7YfBdvDClrb+2KFrag1Cpx1AgCSXtg3XkSfG2sBYg0yE9IhlusBcPm52po7JOT+Z48bB4fLg/53w0cxrwjfnHRQ1jUKP6PLp13uXTfguSXgi+Lb7YF/ePs+fQqV077+6fMd962itYxlYSwraaBYc/ZffvkIIOhxVGxLQ3uyDGQx6nE8Y7xLSOek+7PHBDsN+HTwui+Y7CmFMfS5vo73DvHJvUdGumey46yREsND2rzfPpkJAHSnH1TvCc+loaSBj88LjnuFfGYsP3FKn+8Rl1WTXcQ9M1Z6Fe2t4P/78Q0K4Gkm6hCQ9TjYgBal71F+ckrd8Q7QRoeyw30IxPy+JlJtz3rwe+LaTYo0LGzLYOw5UsXWEtrbgZwHlS1Hgj4KitWLyZsZhYBY3gT1A7HP/N6Xp3sBAo+/Szi+Kdob5fqlklkPEOi6HxU//7jS+25LoUjx3MebI0tt+Iev33HJDZ9twce+4Pv9YlO0WPMsS8O/+PKBb8sDizWx/939K5oBP0kUPz/opdQPDkERY9UjMZc853W0rpAwNubZZ+thZ66V7VztVl/oMgCzOjiDH1EbKaLZeH4pTMXhfq1dyBA91RlpeMNPIja6BcSo3J9qkrWYcnza99pTTFbEEHpHPmTK1JLGXin3GSv4rNnM85gp9pligImcbA0S98tLg/6fef3HTPX69evfAPi/i8j/DsC/BfC//Pd+RyJ1OD0EQ3NM5YIKRltwF+DL1wd++9sfWP++4dkKnegNkbs/Fxs/RxQ/PyQe7liY1JSHUzdJ/+6WAKR7AoQI389Z0XrG+7qR3i2Ko2dsnSdfFo6i24cFRCiQG9bUUesTl0wGwce+4nOnpCnVgWETeiKZV/DA6YhkyDeqT7UAoplvFHsLtGd2h71Cj51An559IG0d0hO780YxH0sKZJDJtgKq6GvC9i1h+x2iOzRWxZe3J76tTxbkKvjD9obv+wXPVvn59mKeOtYtfAokVjbw3Cq+bxfcyo4v9Yn//vsf8Hld8dEWfN+vGKCHw9f6xJdCT6V90Efpe1tJl1QipPnBFSsK4BDUp8TGj4MmeYEkwF3YPZPTPUq277qAOnoGPdf7H53GyklIlY2RuY78NsFoBCYBUFImlJb5aGsZiIlIWgmAiRUKkTAZ+ATw8+22vryTvZZOxol1vMjYSMhZAR0YyC+sOO8avci1BNPAUjEnh5hJISVL/LvcqLmvd3btUycF0TXZXgihsPNJeeJcyyEnBD+nCqLAiHHF1gHcvwqef6doXwf0rWF92ye9eCT0xKLup+2Gj+c6P+fgwam74LjJZGTo/Jx8znNfaQaevqYrsH8bwNcD19uO9wtHd/5+/YwJao9ecckHxsIRi1srNEDOg/KtRebNBSCJ8qCUBvoQ/NPP7zg+FtJx94S0yYvXVNsz7nvFtVbcSsE1H7jkRoO3RCO/P9q0tvAjs4JWC9Ct65WUnaaxIkCB4QfJOS7sCXoTlDTwtjCB/thX3PcadF1V3kvKR7zrZN/v3Vr3HhhgJwJMjpc/5ZcY5vGN4zRlJrfDCoBNUe4Deefz7kuyaVUJ7arROWRXJ70w1+JaDtvnB1l+52KSYDii2zgLRy+w+D7tNg9CSQNrPfD1QqrN0UllVvdo251RaYUhjDUqAj1oyMl1P7swKgSX+onOng5EbCyfgmIjqvtqcanb95/HaXjx5/HGR9GfOvde2AXzaNBXJe77Mf14CDS5xw//zlmhETfMRNeZiv5c06HIG/3hnCUkDagfDdIGUhtAG6ifTxANT9BLxbhWjJIIAmWBHD3+DKvRU2Pi2rc897kDTddGQ+ye8If7G9olmT+VNVjKYKfOuvb6sNTFmkYwPzaXLXhuERJqT4YUU07ZBWnL6IegZbI8su3xlOkZokVfC1YrNiMRzCAPeuN+5chdDelcuzoTxp+72jO0aV5dacA7FO1aMJZsRtKnbA8GjG4yfets3USns03Zin/WUdj19cZAMoDSn/UQrrUz4yhdm3kw2Ye9dDRh/lR/pBhH3Gw4xKWpAV/8XH2RuKZ+OQ2D6DTFXr5rTH70/Uv2miD5fu4sjEYB+s0mEI2EP33c8Pxcgp0XBpyWiOO8lgHolcUmhmA8MiASLBWAOeO8f4AURVkbJQA9YftckIzp+fblieOSORFxyxiakW8Ef4b9XGeOiFrOMPh52k2CfRt72nIR3/dkLkmwfuRI3CeLIBea8aafM8qHBMtqmjhzrWWLdfTxGwTYZAK7Z78pzSzU6fFo68WKl3TARk7ze/J9Tmcbu2D5bmulAdL49f4592+8v+VTUdyDsClg7JZhsVwTTa6RlY0ub8LkhjW1kINfxoGldPQloZn0Khl7E6C/VymcYkX2/qmIC9CU+Vt4yzho5I0TnM4JA1nyrtbIokw1mFU6z6CWOJXJi38d/HxDszUOUjQMnO25fOcP7BchI8OAVGmMhaN6s3PQePcQMnAy31sTfWSeR8G9LXivzG+u+cB73vA//Gb3SBQZA9so2EbFNgpZLrDiv1XsnXKxfGlUTj/ytFkAcPxYmQt2+v48fz99pfJmErU097F44wEE+tx2IXyMhnDoy05Z5FkqnTcNDxUZaj52imLgy3hn3txbxg5gU0HbM9KPguWnhOVn3tPwuPswwMUYzrBcVf5U8Hn/Avxr4Ov1iUtlXnZcCtpRIUcOWaMDCFFcFzZ901tDsSE1kVu1HCb83hiKvMT+k8TiuedfXaGdvpDDQaTTWUy2Kgv6bjmg2hp1xrBPZc4bGwrc864Hsud4ZDyOWep/PFeCyZ3m8GfZkF9wfxY8F0rC3uuGLJym+LxT6bJeaQtyW3d8qRuBx73i0SqW1FFkoCGZt6XtMRXI85WZ5UNMksXlaPjZuslPnSQJexbRUBCE7QdVCKfmia1jP5c021j7hf5Vfr769Dpx+xDh1yIbcWJwXdEfbea6mngODuePeKzJVvMVylGdLBBj5y/G7moSPrs6eO37V+IX2RjlfZHwanP2cDCREqApRcPVmZ7ci+ZL9s+8/qOAH1X9f4PTu6CqfwTwP/2P+v4ARBwV4UvATdl/VDxXH7PeUap1xgyhLnngO4BdGbR7ZpE+ZTd0CmcBDqRnCj+QZIEVNrllr41US0uuSH9MTPoEMZIXAM1ZR0YXwdCEpglLanhfEPIKVcFzz1BMxNBd+WPsnYDTSHRO9iKAodMbQ+2QHjqLaQXKnYHGJ6p4Zy287JQLQ7pCmkK9eDWPhTDhrOwwJBgrJsNAr4JnLyiJmkSXJTXTrYrRjD3xJPOGAWzfM2mXrRIs8+ArA5dyIEHxtT7xljdU6fjUFQmmOy0deyv0cakj2AVuPjnONP7+q4BadSZuJ8T4/BpGSQbsWcAAHusarbkjmefK0U/or3elu0AHte+ydAaHbPptZ71U28CdazAZtTcNYFxYH53SdXbxg/ECINkEODVpGvg9kpk5hrO8ngoYP2ztjcnisSKhc39wzVkivszvIzPCpH+LoecXEMhaBlLtXKtHMm8OY2E0BZJ30PjWLs1xbTGD0CnwdB727SzdEDUqKA+GbS9keeF8wGqYNVLdSGAkurkWOKZcQiFlAgKunwaAfRR8tCXop00T9lFszGm2kacETqQqck7zZ9prbxm9V/SW0fdsB7zdW6/POjiN52AX86MuWHMz6WijUSTYaZMzIm/XHwe7wKbhsJsfMa0J/aUMvHFpHDoPj/N0uKvJVnJSbC0beGYL0WKSP0tNgFYEeDn3kYTZtydUeT9JxRLX2agsjn02aNC/h6J8dshvjQlpn+EMYI9C8Ch1QA5Mz4Molvn71OY0BelkweSn7TcfH995384m5yg0lV+Wjrfl4Hj7VnG3KTEw2rXLBsM3Bnhh0zkoFbKWjChgfcRm3kxrPWw9nhIqv89jAZoYCyjimlhywoS3gZ+rPDnGc07msWIF8z3PDJ9RhZ3K9OfAUjZz/zg77HxJjaCQT/Y6+1r497opNFJCzwIpCXJUyBjQlKBLgU+YEB0YSFYsKWTrTFhgpvKfgn5xZJ7PX5PGOX2pNHT+zWKGlyPjcal4PCvjigpwNt30j3iiqoe0J89iOiQAjcwFgIVBv3Di3zCWJZs+Dc/ScQh9I9JxBn7UzvSZoA4AUvmbURBTj0bhpB4H7FQSls+BtJ3usQAtZcjgZM5hYBNsYhn4eCNOyKAxaBz8yqDhoE9M0fKOucur7PqdeXRmoFHiy4meqhIFiA4BNmtWrIo2hjXbJPYvPx9lTOnkR9AT2SRjPfv6nDqisOPTcpzJIJEpccnsQA87P5baIO9b+LdoygTdVehLdFGIsa41KfKlI5duY7UFo2QWFoWgrmZbC2ogUNKQXUAU9UpgBwD2vaCUjvV2oK+Nnh4qyAJ6BqpAS4X4KPMy975/ZgfG6y/m8eQmwAYkekw4e22MI6HvCXIv8RzPMcUBBSkabKmYHteUpjVIvB6P/wIcV4KS/WJggzFYKEGaSeUQcHCCMbv6RfFcEAVoOl+3XVv99L3NfeKxiMCjYlOL5wcnVQLAdhR8JA5vaTWhyDBvmvySY+sQpMRmnQBAHng+K0bPwYbVLZNVcJyaUiaz6xclq8LYdKPyjK3WLe/L/CwQ4HiT6KY7gD8WZ0fzfE155mzaZ2Dws9x/7z6J7rfmcqBkrCT3N3FQ/NzkI9MLyJ8ZrVT8om/YjoqlkNVT88BvLo+XqchDBT/aintb8GgV35+XF+b5cTLslUeOputYuB6QlLKXQ5CeiWzc7bTmzs2g02uE7MQNavlekoxlda5ZXDZtzYtIudQegJ+vNgRhJIEY8KstOS7OuP6d6ztZ84h5hMRgHMDMO0TxfCxRf+SzYsBlrM3+7OeMIKa6Aogpk4wXoF3FYsdPk5chKB7rNLGOiP0e68wldfZn9zHFqUFmMUksVsWZEgwTiTPbG+M+SRcqAcD4yPhSCaaOZSB/5pd1plZ/9Z7w/blS8mVNxfz77/z8ViNygMjA0DwnkgFYEj3zrsUY1kfBLsWkbggWrnSLx0WDVYdkR3yyfWvSchmUP6XD2M8XBdYR4L4aw2wsxBdCbgf+DK0aU0B9z44+jeN9SnMAT7aGI191YCnZmXlxba3CGT09pfCNE7O3SG4r0slU1Zwo94XMWG/3vt0mG1NU0Y1IkoQj5kPRY9iB+AI9AYa/IqD9xdf/P4yf//iXd4dfaCx2gwHIztGr38uF/icGPqjSAG5vBb3lkIRoUn4CAwnO2lwBaC7mP2/ApgpQq9hHQhsJORHx7Co4WkZX4Yjf4UViRhqKIQLgdfT2JbO4ck+CfaHRGELLboXhqVBCAUZnoih5dtrdABDCwOn0ftLAdCbkgfwTkRT30AAskCp+be6sSejDkE4LROdvW0t4toI119CB+ufn104pxigaizU8FXrC0ZN5AmUU4bhFZ1PV1PGWN6yGygwISqLj+60eaH0i1M03aqO/iMqITo0cNl3kHPDmMgKG7cMhpyX2F04mexWTASVwnW1pvGjJAfBZCqAiYVA6i4r59sF+OG1iHoz8/iyUHQm41tTAzGRAoNqJKENYiLiRaSLI5J356LAY6AGnJZ+K05DRiK0dY/VEVy/FYw0jTur2B6QMJPMxEPe5AWI0seZ5aMUBc5ItBp1c5wHaTc+8tUwJVCmR2CkYfN2/YChCnpOqSazKoB9Iy+juYTXmZ/DA692PKN51srvubUEbOSiornXezGS7DRZ9JQ2CyirTwL2nMJh3WdD03MJcB8pgHT4/R8Gj1ogTS2oh34nXmGBD3D9jQgyqDvm8xukwt7XuE3+kg14YdogBQE0duVL2JVI5phqFyZewIA7ttEwwGJ6s6AzTo87PGBIn95kAE0VKUC15roJcp5FoUMPtus9sNcoLaDRKBY/GF3t3kYCErzMNORdMPpJsVHDsC0/UEq+zlIHFfJ4GyLx77pUgmr7uWbXYITBZro3epX/VqXC15+09DGeRODNIi0Q35vwa5ueQLJGRhmCJErSknNLvM3QyeFLTybo7Jcj8OUY3hv0+nfZiB6dcCDAsFgSQBSDpeIkhwOt1hylsNzAiK8atQo4BGgQneONBB/9PBsSIpoNmAlnlDpTblEpEUmWeEwLgvW4B/Gy94Jd6jf0czyv2/Wkvqe0JnYl+SEM8NppsHGAREHLrZuA0gEtpKGby+RJbAYSJ9enM9bXsbNS+sBgYZoRPoMGAmeerJ4ezsjAwJ3/J6fOdP7N/m3sXilIu6myGxs487D76tUdsThPwiPvVPN7S3DjOP1XztrHnI4px4X7Eqfnik4+4pvSl8RLgmO9Foayfe8wTc42phL5mwwRX/MbyxSJt0PB4CI6iMaEQAFlfHpcFyIVsnS6KlvNMiq0I99yMz4FSIrH3pxH8sE6toFuOUmvDYuDa0TLW2rCa2f8zzzPRf46cnueULLBh1n2CZsJkU3tH1xpPLjdPzwkQv4Ce/j0ODNvP0MIcyqcB8gL8uUhM3+oVYZbKosZYbt5cyVwzxf1KBGZK7T/bfVDYvY+x6JlH2zkngcUweoD55+EvNx++p4XSJFu07VcBNHxp7DaMIRzjvVtdkAj+OeMvbZNVABgocZL1Ap5/c6+rN7bA/diDbUtjXpevu/m4Wu4WAM8pr4adsy9hys/RZox1KP0JFWSO2jkKIKaBxdv53rAG0BMLjmKMyKTYW8azVXpYyogR4z4t6vFY5nQ0u5d9T8BOpn2wLbwqdFaa8lmdmUtnkPe8Jtn3lZBwRqyxQvhclPrncWA+QM/4AvufNWVY2Au6f9GpiSSDEjr3ueH1sLGZdgSo5iy/vtPeQaw59pKT2c/0axgn30sHsPIJ7HOgOOcBVJ6HWmCN4Pk5fDAL8skLDnPtxCt701ZnjmEvl9MPm2Z6ji281/bF3gCx9TlGQh+0OVBrevvzeDnfYnEQZH3uFUmAt2XHpRz4tjwxINgaGWQEGFlLH4Pn59EzayvhwIac3M7BboMzcb2mOd0fJIRJ8cCMS34UZmu2RePb19U5DTgB7X/2sh/mk7aYU7AGIxCjp/xC4vrEmpTAPC/FJGY4fTb1NWzrSUTNU5IPpSVrdBV+jeNGPIuFxv0WN/piPo7nWgcSAD4HaAhw3jcdSKovTeu/9PrbAj/hgol5owRAUR5A64B8FDx++YKHePIogdb7VI3cuDH7qgFClLtg/QlIpolrV3uIJ6ND38ACopmPgz40IornXnF/LmHst/WMoTY+3gACHkgDxX4/VFCk41Z33GvFpy0a2Rgoh5n3BXJvG2ws/Hsf9ee5XSyAwSIDQHRM+prswDTvEWN7eAdXkyGj4OE1/RkE/a2Sgl9gBYq8SCZ6yzh6xqNVgj52YPi9SUuHtMopUrY4X+iBSQM130bGmhLH8aYD9VfCyueoKNKxpo5cN8pT6o7PY8HnuuAnuVF7au8Lo9LGFIBHDhReM6ZW3jqFgCPKvJfqmmRbPwAPyZqJSL/XLSRYj1zng7CfrbAD+FRUz8AAJhn2vM9mtyogul8Gsk0RulWynwYMeGgcIe5no+UE2FshKJQ56nWIXwOvTc+Gm0AEgpjGY+vJRzpGcLf1MMyLAb+ODc6wAXjIDonE9cXQc+e+RNUIpB6cyTgzR/qvNt2lCnTL+PjlSimVCv7lbUwQNQ+0zG5oHgCSYHxRrJcdt/XA27LjGAl/aBn9mUkV3s+dfInnG4h8SzTJE8WzTkBzKNl7WyuREO2m83Yfn5wGMogtHHtBuxd2vnizZyE2MNkABjKoFWVjEPj5sa0oMnAtBxZbb5/Lgj8O0Kdos+LPwZ0xE3h//ZqGG4ar1knPT0oZtrXieEsvheWlHDSrbQWPpDiOjL1yDUUH2UCTUQlesgtDX4e+zBgLBY5CqZYaTV8KmSQ9ARgJ+SJoNwCS0M3w9bjNMbi+b2PBC4EOzRw3LTbNS4agXWdymDrXx/JhhrFCwCcOeE88nVnp44LrwHqhxKvmju/bBfe9Yt9qGFoiiSUcZsDqWvofZKmE8WfCS9Hcp03cfFadoI7aMvHRxvHvOr/fPYAAngnta2eC/Uw0xiwTmCVbQDHezODZ7mcY7NrPpoRD0FZB8YlCxubJG6ngsqSQe/BSnEHqUiSFpjRjbGaXOm0ak73Gl4Wjob2wFAQ43mtC2QekDzJNSV9EeQyUz4T8TllyyJqPBKwjzuRnr7im3c5bngWj52mk7tIu10gnnTH3JMOaAJnS/wVzbcS/g7FV94RWM+4bx9BelwPPWnG4yac3JOTs6cNfnNRpe1NnsuqMTNW5hpmksyAn02XGEhlWPG8cdY8sM2WyQnWsI4w1JRGUcGBV1IpJ5dnT3llxpqecAFu8Ni0KwSKXNOU8yALoiWfBOiCPHN4/7X0AnwmlW/d/R+QdfbF9acBaeSBMn8m2IOjh6yyYK8q/GxDmN9k7t8wJ64WjhbsVImMYK+nSgxFMWbavWQXWHqxNP7cjFVFEccickPdvWTmSuObBQnmrqJWsgJIHHo8FowwsteH375/4Uqm3eHb6p42i6FeQ/j9YAFMmPuPRyAgWhC58lrDr7O1UXB+CIWk+q1Mzy72ZZABS+d7Zn4OdTaMIsAIpc8/wvOcbjMrYyqmbr8X4LEA0mgtaB5oIymdC/WSs8O8T+/pyp59ReSgOi1Fpp+9f3tXYP3yu9UOxfxM0T92ULKs+BIcBQF6ZeI6Q02DMsv3UGocrtKPQ+mFPk9ltDZJg1JxipCZB/uTGFPOU416c+U3e/T6dGDrJhxrYsxRA9oT+UdCrvZ8gfPuYMxlLfeNeqZ+Uj+VtoGxcr+06vROdDQE7g9MuLw0uTeCI9GtHWTlZ6rIcJ6uChD98vHE6keWrkgZyJiixXg4spSEJ0Ifg87Gib5xKSuDZ8w9h47UKWYBJ0bOS6WwohQyQaSweV2Sevwb4ph3ADSHHkVOzSJqv2VNh67fOYqEaaOZNFnSBIhFQAe+/31v/Pn9+ZESI+QYJujPBO5Cegr4k7Hsm+0M6Su046oBWfvbhtZSxA8dlxDMupZ9ICQb8nOIMEk33qRZAxFo2B3htrYDMOgfCXRLrwEBWOyMRrDwYuK6JfoLJWELefPLXX2JinYGtNlJMw3ZwMZpmHg/dN6tl9No45KeXFzAxieJt2fHjWDkd1xrZbp3i7J9nI7selquXDztLM+NPKCTMY1ILgZzkZ24WqDW4ehWM25TCaxM2KI6E9EyzURf72Wq+neB5LxkNwNCOnOnHqb7BwOsLrx+X4Abwp/y3otEg781unACp9pm3D9ZP7SgAGkoZBgKRTTfGmDWdr2891a3eqC/cq7wRjD2UzA/GeAeAHES1hOHXfka/fv1NgR/pRkEfAu9UsnjjIdFEWAWbmzqAKO6YTIgd2tzs60+zeBlOrRUAg14m+SFBXe1Xjd2gXWzDv26I22UPBDgMUmVOYlpSC/BnN/H60BSUt1I6xiVFpyNYANZ5EHu4LgHzhxwaQu+WxCa0Qj3bv1uHjEGTBdfIgnQMJO9qKpC2Dmq7bWHYlJUUPhCn+jWxM7YYEHLJzSRf3PhSSVfrRo3NGzA8gbVc6/q24duFHkEA8NkXfPYl7utb3vFWNtzSji/5iUs68KNf8PNxxT893/HT80pz5ZbZ+XvO8Zswyq7nJlowk2EF0nPCwWdqbCT9BrixIAdy4bP196M8zcyoe4qEGgKys4ZMyl9ngRrdKlixf2JBuQ5UjQ4oF47Z/rJu+FKflBuBHS6nQbaR0DXFJDWAm/0onaMPB1kaagbVsK1w7qQCalp+REe/PIDUOJq3L0C/WpFZKe/y4sUle+l7gZY8D+AO5HtC+aTWNB8Kmjz7we8HHf9XPwbykxHn9gcBUsZ+F7RbxvElob8lPKyz7+utpoFlaQYoJLiBaDLTxD4En/tCVs6egY2U4/p9Zqu+lh2QGHtC2yuONeNYKh6PBV/fH1hriwPbDb2PI6PZSNB2ZDb0B8yUTaZho4MtdMucz7/oy32gqfQ0WG494fOYe+FSDvz99QOfv1vwB/2Cvq0syvw+GnsxH6fDy+RO4wRAWMsOqSXrwtET4uO5hl9XSQPPVvHjWEPOlvOAvDUMLTTH37hvnPXVbxYj3cA9KY1fAaAJyk8lpnWMix2axnL0ZzH12GbAt85i26m9YYT31uc+bclkJwItCfUETqUdWH4olo8RwA8UqJ+dP+eSsH1JxkpzEIIggQgNMI9O0BGwuO/Ti8A94qPYnU3aV5PQGGsmXl7In0ytmTRbbPBD24w7/VpFgbbM+J43erDopUPWgbxwekbfMx5rRmqZB//DCoE+JXfuncGJDybzsDMnHfxzd1+NklFEMJYU1wFB6N/J5KKs2sELl35RNq0ojw5n9RDw7JCjW7Gp0JIw1mIgnj2f2KACGSOeyaikNPe3TqNcA/dvlx2/v93xtT7xX91/h5+2G35+XPDL9zeMJtGh1D0jXZqNdmczIIrjIZTvnIDU/JwFRBQVUWQw99AqGFvG54OjjvugZE7fO9ruUtfJyoiRz4eGga90+lt5QRzMykxvj+VzIFlR6QyIvAF561ARM9BG5A1O0w+2n8UIceP97gmvWA6kUWyiz+QvppplS6gfiQbtDXj+nl4El+uOtwvP776QhXu0jOfHCr12dtf3FAy8dmOx2ndLqm3f9cvcswQWENeveTKfMhTtInMte6GVjYG6mMdW4YJMaeD3tzvknb5PP7YVf2oZffQZey5cox63217QNhAw3FKczWNRHO/8eT6e3uVNYyQgD3y5bPj9+2fIFz62Bf/itz+gAPpI+Mcf73hemT4/j4Ifv1xhPs/RlIui9pSTjAVo18kYiUKjz305XLJsUnY2OmwtWTEQv1/8nnv+SLB3FAIJNIOnrKuYufVxE2y/o5fMqJRVYzl1F4zpESShJ+Py8a2jfRXIJlh+SZNlmYHjXXG8T6Clflp8OjQ882IaItgcaF8H8pcDt9uGS20xctqlXc48P3rC47Gg7ZlrPqioEn5IZ1lXNJYHcyD3fcMwj53Enz8K1/H684yn4znrCLWY7nuYMsm5f2UAOLIxYpmELB9z5DOUQyfcp4TSYA1/r+tgHqZifnTfaEDsjbpRTO78nLlt+UzoR0VfCtpa8UiXGENelh7SRFiOqyOhKwvUoYKHriGJG8+C9CMTbDa2bjoE3fLf5X0PILiNaobiCC+ekeWFLeYpv0say1OxicwR3abU8CZNu4DTQzehUfwAynPE+eUg/Vh1TmeGx0dE/jtc9mJnm0+4bBeT1WTEuQaz2CDgwqme3Vh++dLRwSZW2lOcYekQ2oJcyIhvLaMUegYuBgIJgLuRB7Yto70ppUhelzV6Ho3rYEyzZke+NKzrwWEuzh5LbLh1B3c7XtYYQOA0P8le9QYTZYOn+LEo5NpiTeSkWEqLa1YVtD2hncCCdDCWj3d6i71dN+SkuG8LfiinWOdTfvvxXGOanqvD35Y99vDWCn48Vjw+VuiDjPPjnbL4vAH1h50dtt8AY+gZiLf8UK6r07+PRYJxCIGZq/MeL981gF63n+Bns0mO98TBH02A65+jI7olyGY2DgLo+0C6tPDqAYBcRrCFhnlE+b9tz4JgWknCwEATZ4t2SswcsFvHxOtUOKkzAbILyqfJS+08gBDEdJAveqee13SN3OJMrPlrr78t4weAT5PQJoHyOaMHHwndJx68Nyv+yEBoXejUb0ac5W7mzm5Kql5cTMAopkEpMClcLCovC6c6VfO0+S6Kx1FsApNgKTD9onJ0sAo+T5PAQt9pRfxjp/8HFBBL4Pl5iVIP9e6YTENXAE5t0wxoh7mIqyXfdnieaIFM7Afy1k3uwEDHAGddlZI4WUWtg+9jNIdLdhjo+2IJWqMcxsfZe9HYBsdSp6TUXGbr3JxWjWbMKUalYDFjDPdTASht2kbBj3RBguLRKx694t4WfB7LnHIlppdOLhkQmq46Hd+uIUYmg8+VibZvCnrreKIllgiyGBtIp8SiDQMaxpT/eMI9R4zzGU1/FATTIsYf+hoz5NeR83GjuZevId5TYO+VU9OOyrd05ov9zKPbSM6WabJpgYRSAjUw0LrF7uVxAhs9ydEMHKtN77jwcKAfiR+0NGDUBPRfrJNXJcaWpkNQf5D54FIvTzrF7kUKo1T73NbNLo+B9Zc0u4aZWuteMvZS8MfPG2ruOHrG/b7GQeCdmt7ZBTx6xnYIjsM8gk6d9HQggn+sjwPBGhl7xlgJeHyIYlvai2dDOzInU70wBDQSyqCF/gXapCf4wfxxyVtxgEhDanbf+WX7yPhsCxKUKL4ak+Uu8ZmkMWny90tNbWoLC8Nk4yM9OQwG3w6MLePxrPhDfcOSLwSjDai+mGfZ3oqxfQwEXHVKE+zBuh5arRuNPUWn7nVygcZn5b/LS9dUBgu9eG9ld5Oh0UBUB1+8cy+AS0jpx2L36Km4/Nxx+6++AyJmIpyQtoZ+W9BvBdCC403QzINHOkLCQ1bfgudBNgMAAgkhN0AkkuIJZQHaFUjlJCnzItyBGPeQkVloT6aMBijKw1kgB09tB4e0DsjKhFJNpz7ldzDGj5IRdpKSesHl4MDIEnJgwBIBp9F37nVPCIYBZ6/j2SVi3Uhk5PhY9tQ0WB3cf4w7cnQyevqAfrkAMllDceaIwEd6H28J+zfB/lUxboN0aZu4phb3vu8r3oxJ4fFQB4LOLQbED2fgecvZD1SdscnjU3RAbb+lfSaRvWAW4I0x10eHO9t1XDO74Pbc3RSdAMU8n7jeyUrzor/YZBKfBscCzu6n5ywewyLJOwcZzDPF9l/Kg+tH7NwvCIq5g/KKuU5e2NXne4S5h3NmjHCz+70PFBt8sG0Vfctkgfp0KGFxMsrcH1x3tpSU+cWoZAi+fD4gpn2pmDxjV5pk+xq0YQOyDCxLx7Xy2vZOtubnc0H/LAip7HmsveVeKZuMDJZjdtDLLCNGtzdj++Gt4f264VJOY7IxmcEAsPcceYGI4pc7JYjDuruj2prtzEFCwmJnMosbYyM0AZ5WXBrYH9KHBLKBPGctZtTemc+Fj53O5e+gGotlRW8nKTIIMATT6fQsHPRJa48CKl4KFqMr4jxUKLAC7c3zaQMc7TMQ1JAAhdp1nnOUNiQyFk1aXmrDbTmwZI5jL0b/8MmwH9uKH58Xgj4us7b9GX5n9nkoO4QVjVN25j4ycabugKzgFDqLsQHo6HxuOIBk54B446IJ0qazEZiA9j7m9ErFZMJZLu/m5z6W2XO1tCsKyGKQRpmwGwvHPjWvH3b5rWBcFHrrqDdW/b0l2i2YR8/5LI2Xn9NDwp+QJs3zWUXuCEALp7BSpkJfpLEWqIHqA8AwYDe+V0//hwEQlaz1ej2Qs2LrBGG96ay0UYNmQbvJi1zQmVVhaOtNFA/39szPBvU8ty23Meag50pnljw6LT8Oa/YNswBBs19yip2KaAAOSUhlWD7KMyvbB95bthpwDhbwc4CSX8+T+L6Sh8lJCQo48NOETbVxyBwAErIstSYB14SaNH9kBLsyJqOZxQKqA6mYtiRHQT+tgymZw0s9o6eztXf6427eQExksCTzKPUH/2wM8v6ztucCfRSkR4pYcJYKqzfRdmO+OTPLBiFwr2OyaS3Xyk+BfNAPgdPOqIrJu0ajWhrP6ORSWjO01k6G4ZzKB9Z1xvRx6wndE3QRSO3IWVkzDGFdLYqUENOZe08WJxE5hR6CXvkebheBw9iJKsGGQ7aGpgoJB5VyXDyVKgiPoS6nPt0XTSA7OL1KqP+519/Y44fJsjREYu+LztHmYcnrctvxdrVOgN3Y788VH/cVx6PiKBn9Mql++SnBQAmd8ynpiQS8KEql0eeXuuFirIs+Eg0/zSSulhy+LO7jQ2YGuxCeHLArIfi4r2gbhc1SXNMHIss6oMpJGQ7onOl1p5rLkmy7V4ciPwfSMayLagnNoZBjhIcCVKE1Y2gCqkfAqYUEAM3JqOCzmPKgOgZNnI+e0XLC5Veu7M0PWgvUgbba2jr2gmcr2Ec23xqCGQ6KNU14dqPsK6c5bb2E/4p7k9BwGWZe65/1tJFE5/06FWrTcwNBQZ2Mq1MinBXZR7KD0w2OQUris5Hxo0Om0Zqt2fNhHWZfw6VG8nIvIGCQTjApFIGvfWTsnffo0SoeR8XnNpkgwCx0hvJA6nuGbHke4jITgUhQTps8ulCYh027TdCnrxojqs/fW57A8gugRdAu9oyFMpT6g6i7j9qUBVGFxD4+Tui6+NodqJ8dmjIThYWBjDKVgnu6cEpWTxiPgmqjaYdTOM1s1c02+5EjyachrMRnAE77KPnn4uHYO6CSceSK3pIV0IqxZ+hO0IfAlB/KEoAe96S8fK7wcnIgZNjIxx3RJe0OJNm1b1bt7KlE4fDYFuhGxk15IqbfpIaYBEXQF6gPRbtK+MH4+vcE15+DHOxyf/+8oJSBmjsuy4FLaeiD97K1BPj0QbWk1u+ZUeTVzKMFEjp69394AV3l9H+Zf/a1SUbJiYkn/OI8EB4vU6qR2LlVdnzy0+L6Nkdkl88O+bf/DSAJslTIYvtH36ElIW8Dxy3PvdIB7KQ1b6VEjBsmYZWsUDNmBiz5P8klh3Wahk2kKpAA4QkOzcTS41DIObyAd8DBzW9PniTHFw25nCRFf5Twr3OGmXc0kxV5ySZzOcg/ssa9PTM5/f57B3TGy+l/82s6cJxJ5jUjQ5EPTo50OTF/kH3DANDZYIhfHUjDJF4DTGaMfdMuNhb3vbNQt88taQAj4TgyfuCCS2lYEuWJnLKYTpNzLN4esyPrAUBOHeXwjuiT7eOgj3s+/FpOqQMBFHpjJyVFKwNqbuzRD3Dg7dR55D01DyFL0BwATebTRM+mEzDm91MwmWz+Ohdvp4KHU60sQJknyxjgFMCspMifzq1hUjU2QfDKigXCKDenESAHJe4J1QqTJ8ACsxJMASZYrVnpWzgQjCBRAjfsxk/ZAk7ntXT+XJ4tyiLGC5vKcbkpmxmnKAGfY8EvjwseHyvSR+YzWAbp+EbRh4L7SrifcSrq9XwvXZqbFXWlFNvzwa3TwyKDP3stDR/bEnKOMRK2Z50NIvN68GcYPoOeg5zOKYBxW/vrujkzTTyPAABVTpCJr7H1Rz+H+WeXk0k+y/Hdmw+TLX0q8FQAMTl6sEWAKIZVgVE44EM7K35Ngv6GWXyYvDIJZhPFgKhhZsm6m1wqE0wfFUChBMkNZ6PxZTnZ577gx33FcV8sLiL8jlQASRLyarGJSVpBhq7nJ56WGBDsTKxkcrZX/wxbw30Ct1zLEvefRbVE02UsQHubzwpm3J/2WeukZmzpuF8mLxs831WA1M2P6DHzDS9wXV6fN5jJNgHpdW0x9XQcAtiE5Nls0xkHgMirYyKyfRa13FpOeQ+yopqnVusZqcy8y42FKX3TuH7ZMF8GwGhVoCqulwM5DexbsfexWKBz7b6ckxYLPMeBn1Wn++ySKLc0GFmBOhtN51HXwFwLAYSrGOuHkllOhEx/NhhBwLg2hPXBWDiAwRni56lNownXqDO1Os+d8Ts9nZteM0ypWDFp1VkuFnmMzuuASgydcCZl6hrAMpI1aTeup7EkjNUmI9oQG2e665FCPZNOgIVPP1YVdBVUY1ymxLxJWwaHhynkL2iKtoOyr955lvZ9MvK4LyWuN5Q6hgcMWM7on+nk8UOWmee9TCHqD+Yl2Vgyfubmnc2EdAwAORh4oqDs+yDQNy4yCSLuI+veUXZO+oIiCJpCslVzj78HgHtf4WBt1ApKc4+hmU0aAxYjjy78OhRlI9lBx8xhD2mXALg9j3MPRR/05L6t3uxMCa9r+C+8/ubmztIQkxQc3R0V2H8zMNaBtCWkR8L2nW7iet0gCz/F3graXli4DMF46xhXoO8Jy08cEahjbnA1GqtWJgaSFWXpWBYafdKNnIDDPjLuzyVkH8demPhlGswm09PPg58I3lCisvhRpxeRy39OmtaXwsgQTkcx02766Od4oae5p8JY00tXXotgrBlYyTAqnwfGmg0xhEm9AOfeDfd0EODyc0dqTJpdi02GMPXVn8eCj33F9+eKx7Zgu1fIH5dZsJwTBzuUnh8Vj7eK40LdZxV20/ZR+Otk3gwAH/uKz43ynShGDV0WMd+QzhvmFNRIFoF5WJ8KUrVr0wEegBYEvRusVuiJaABT96Oaln8h0PJgB1EHtfWpDMgyoHebrJVgqL3JDhKikzgLWwveCvSNB8E9XTBGwve6otkUq2MvnErgIKFo+OqoIcfpI6P+SLMgKxqacVKY5zS4KLQtIR+noiTQfJ1fS2MwpYm0AsunMTQu06shPxX10+i3pivVnNAXIuwqnpQo6ieDrArXm492z5uiWteM5qUJTYCeMrpkTox4ZOQHv9a17gAweoIIu84QMGh2Pod2Y6JCCQaY8NkayBvBE5+qo5k/b2wJLwyMU0dUDmHRLyfDtPO+9QPRA/pBwIifEVh+4XuNRfCQil4HkrXBm03VSokdnm2r2P90Qf05o37Y8zgBCCNPhkDZNAqj5DpoIGjtzmhoN3DttmQxbKBldlz+ZFNwxsbpHcsv1hm0n+d+AqkBumNKRC25nQwEUviPNxZ1DnDNhJYA4/5VYrS6m0E6g4VeM4xNbRdI5zixZNfg3VJS3DWKGWeMQRLG/Q58KKQWyNsbxu13eP5+wfO3KaRx1SQF+TPhSAt6T7hc9xmE7PBWMzKfn1E5PjcJdFXzRROosd187Oi5YAjAp57Mc2WaikqzNflgol82jgn+p/8x1yPlhYL0o8DlScGGPRUuZylr3o3haIVidLn2YdRwk3oJ+APSHO/uEq+xkI4sQ1E/OvKjW8KeLJlXskp9PHlN/P1QyNGBkqBlgWZBejY7awqNrY9TQtgVSGnG8fOaUYKV2gWp8Ez9b9rXiI96JKSPHMmQT8MLL58+98RLh9wNJP3+WSGYbKx6d4bTGSQyxlU7iGiMYSO1PZHLRo+/ze/xn91dQlBgNHz3pBov4Jt0kzJ6EaqAT2NxoFcOYVE70ktjQRRY/pTR1xSFM9wT4qoYNya1+Z6iqOtW/DkoE4C/Ff3p4AhsAMGKK9bl31vBWhq+3R5Y64Ef6YJjrOhns/eH+UTYedvXU9Hsfh8OOjjglI0JgtO97wR2885n7VO2+pZxlxWtZUpOtsz8b0tYvicDiHJMPwEQIH7bMs/wrNDrgOYcOYscDnAz1vcl4XNf0Eai5Mim//3YVvQh4fvzvC/0xsgc/Q7RGI1c7hzlfM6RnBGbDsXYDDwVnQWpFRbuK+YNrtEFusDkjYM1SBGMjV47XC+IYi3+fGKGvMSLpCh3gkDNCoqcASBBr5xMVjO9jJbcbfCJFTQb5Y8AWQ0/frmSNWoTEZO6pBQYXwbaG4H7tE1GfrVkVxfg8feC9qWRTTcSfjxXrAYyiCi2o2A7TIa9FciHG6AgGoIOYlJGagXbKeSMwmfrLOLups0G3LtPYX7Sc8jNndOh4fHjhvncl/xav59+7j7tLHRZHtef/RpANsmJF62QOfGJ8kYNNk+9Y44kF56JxfKivNEv6fKnBEjG0QQfW35hJpP5NqxoPwMN8768xjvQguLUwHRQBy3h87kg54F9L+hbRukSrKpgbtwlzqEpsz49hwzI0lGsSM7Zp/cKyjNHDYQBsuQMKGG+g1jg/ZJwLAoksmOl2p7oAt1tgmAxS4LN6x7LZ288K/Nu0rSiyG8NdWkohfnl549LqEnCV9aCpAyg7sBYsk08y+gX1qAhBLhZzdUF+SMHU748TXZ2TSa9Zv4qjZYWRxfotTE/s1pSnxnpI6N8SkhRk8slD8H6p5n7J8sRffozgBNAIoDQ0+YxBKmOAClGSwF0ZGu6+v453thEOde7b8uBt+XAcdnwuS04zBczJY3z4kwyGS6j8yl3g+d0fp5YWJjrUBOZb9FMSNMmQBqtW+qd8ntvdoklbqMi8vC8K+p9sLliTGZnwSSL+Z7TEuicNYE4qOvqhQLg64GytADmrtcdv7098L5sYf2SRHFvC/7L/ltstw7dEuNUUWga8MnGaoof2U2W2nn9fUkY1wGtA+lpIFmbuZL1JVmXKWtXsYmQbZUAOPPGkt9riH/u9TcFfnyTR5NkUZAKzmJWs8SIS/ksGH+s+F5u+LmAY3nvCfXJDSwd2L+mCDjl89XErV094SCaltYeI56PI9NXZuQwovpvf/qC9scrOxpV+f0mCTiShuwMsI1+JE4SGPxgbqoItQPPHpzTcJ1m6oyL9RcN+UzofiNxn8aPmgQwjx8BAOvCxvjcPiB7Q/+2YKyJ6GeRSc9XpQmnMJiOIihlRua+Cu7PjOfK7lUvySh6lMLonjm+FYgC2M0bnbKXPxI+6g3/di/4+e2Krxfy24dydPVjry9yJgXwfFZOY7iXSHaQAFkt+mSFXgb29w4pA9HptGkYf0mSAwD9MtC/+kOSudgyv6cdGb8c12BjjD3bSOc0vRAWS6aNqSGKF8AA2YwoT7ricwKGwTM4/cyDrR8J9ybYV1JBx26SxW5divP3qwWHQ1B/JAIDISGRSCK9OC7PEaCTB07X+HrHbWSY/EaQDTAaRZAtydFEHT6NNyW0ovXBAjVGCFqxlKyQ1USApTzpOZW6Tx2S8Ppw9l25gx4AIZGTAEUD8FjsAF8UeRm43bbw5fnjz++kvT7ZrQr6rAEXZ3DCwdTonPrtU+EUtHMiFP9oBUMdxtJDsC/iuXs3rQmyGcmlnSCcjzfNG9AvCc+vGSMPlDJiOgxAOqiIApeOdqOJrxcLZwaT76+8W9G90JCz3QgAaVaaiCpQP3j4abWpbMmYFAL4CFw1iin6SXrlwEGxTotMejKBDEXu1kmx0d/pAPYvNt3P7hVBWya/TjceBeHhoWWCPtHFycYIMENlHExy1z8pyoNjzGUont+MadGNKfF2Q+q8SfJ3v8X+r3+L9mb71GnVKwvLvsIkFBK05JgIMxKLSEtKMHggw4qYvs4shp1Hiel1qUl0k0dlkaHmkRRSyDFjfX6ayek2C4u8EdSStWNZD4wh2PNiCfipI1ZhLAKFM308Vjg4mDrfz18qQNoHgBRFRF/SS+csWXHoZs1iwI4WeoKkpiScpAytiQxTnxg5FONSzeOHf4/B/6fmRerpuR0d2Dfk/SslGA8Ds8+TlpaBIRkjKcaN/gIjKbryvcIEkR8r1q6/onNoxYub0zqrONbhwnvY18mQcBaKA7tDJcK908BDYqsn2V1DMCjOMYTyFrHz3DqPfp8HwbSIkQIgC+DAkMcmPcmJ3dMH/vzEQHtFTPgC740ioeeBcUj4+Ph1DUscz2OGoYDeCz7zJaZMutmuquDn/YZS++vUGwEZNXXQdHSbcTmYVB5bEs8EVMaXZjd11NmVzJugZgNrz/dzCORBUOdRixWkEvIEDMsbvTFQbJ96975Qag0orQLqZM043Z8gE2/627JjzQ0Dgj89bvhxX8O4tR15ykIBaBMc+wJn55UfaUr5+jQ7plySzyE6s0VwXAb3vwIYGqOIpbMxOoqg5wRcG8q1Uy6wJ44xfh/hE5I2evDVHxLsW8kI41xnA4gVXqnTAyjtLBgkC8aj4FMuSIVNzi+3jV6X9hhr6QF+fblwilnzkdrqrHcy9tqeMT4rWS0L703qljuITRK78AGPPWMbgk0qnss0QD2OjNHJFMCWWbAbQ8T3uueLzmrpFRj9VLQni8sFETtSo6dTgBOez1ojNnVFWy1P7QC6ol0S+o25FEe4874O8D73q4E+lo+6FNuZGjIQ78mYjWD7+VnpAFO7yhyoYPsCD0RcUAEuf3D2XMJx61h/+4xzbd8Kc0tnLmyeu0ywzGV5zv4Kdms65VIeGqwZ66zcs3TJGd/D7klfzUfV9q3Hnf6F00WdadKOTKnLMNaWIBo/3sQLeVz3ZhebcZoz+rtAL1YneFwrjG3Jmla+JtpN0G6KdtV41sOJAEBMbHX2bzTm9XTbvBEIi1fKA0GG+RvaOnPmOIEUi7une9ovZmGyjDAOdn+v5oNSBvg+tqfdk+u8Z7gHZJ7j5vvH/H7wDEhk8pSHrS0hqNTL4BAOBeRgvK5WNwf4dgBpAdJD0JeCrXRcKiW23SxNxhDU2kLi5r64qoLHXmkubnFTT96PcXy4LFgt3j1PzDslgAdj9ogxeJCA412stpG43vycAMkZ8GDNNnPdZB4/wKkhZPdiFGBSJ+1XBvptYL0euF02XM2DbO85JKnvdUOVEcqWfCYtNCAGS51qE9YYmAQFGGC1JURXayCYb4gc0GO6Tqam+vO35vYKk3t5k/2vv/625s7qBSliEob/qp8C0YT2PmiiVQfaV5zYEDRlEstew8jNH54VgX6Yuh+Mu8k7RbwLD6rnUYJh0odgdOtcdQYE9VtjLuwDftAhAAc3O5RGl/XQH9riCT8M36RGIeO0ADukLWmn8bUl120Yc0jsYFJ6+vhrgIWd0UW15tgIoo6GKsJAuw8in8eglKMMK87IzECjHGLPxT6jJX7242KU8pif8ZWxJOhbwlEKPjPlF2F2dZqa5PpxHTYae88vkgYooE+XajChzTa9IEA3e2ZxIJ1+VrCxTkZpUEO3nQ0BICQDAxGE/RfMS4JfppMVYgdHFCCYfxfUWtHXpNc+BhoT0Z4yr8X1/KdOS4CGjT8jkrjTYSvKQ9G7InknMAO1gzwJ1OQ1ySQsmiwJqoaDDRqblWT+JPZh/CA5f1YHLl8LG6MWOlhTvdBOyA+CP6IDo6Ywmh4WlOj5gOhUw6Q1yJwgpQ9EAl8KJ+tcK6uDZT3QFjIDaC4ulL/4s3ph8jApcySci8IzMSsQnNVj9z3YeTLfM97PvQXsORHsMWr2zo6hs/hIgRbsvyloRY0xaGAMCHzuwJxw4c/e77d1xt3bpVdb08WTFsVIth9P1H9uVCCVgRy0Yfp39W4y0z4PecMXwpza/MFRHjDjS0soogJGJLNagLEq0qVPg11l7dqvgnG34svkBs70cNq/s/jOJtkBAJye5ygS41dHM/+pywIcF0hK6L//is9/fSHIs/Dr66fTw0mVjTPA4kMUJ3uGPMmY9P3rUxZjH5zXgPJrzvdax8uXRKLIv5DwayrPX/soAT5dKWWudVXBdhnAZqwlmw4zJ0Tx5sxY7HHhtViOaX0eUyOZ1Ul3Hvy+l3v/IgEjyBYJlQhQEqR3RFtPNdpLOgYkpQB7Ka9JwDjdoKVS5rkomVQGoErjGT88YVcQqBwuu0WMl5ZhtOy44XGr4TJFB4GH5VHDE13LPcTyDjcz9wlL4zKAOpAqJ1uFsTLwIvfUDDvzMen1vndNjuYxG/DiToBovsxbEl3a07ISPYE1ltAFC2z4ZzS5vCSC1EPpVVBHFD3D8pTufgId5sEyp6cgWUFhBTc9CxGgDydNmS8BAGc+QcEO5ubgnkQirWK4nKcrWRDT8E4GxfSJ8rOMD/L4ktEvCIBYFCaHsjc1zyy1s0OzzC63SVRVlJT5YswAA7LQjHFm35CfAEx6BFDK5N4UZIEjpE/DPh8J1acHVhTodl74EhmMseUBuI+TP1exscHxFmnuMTazkjV0KDcYljeMrMjFnq29WSmdsX3P2NeMkfPJJ0/CGNaNluO8xmktV3BK3EqAzJfhUMci+TfdZCLNmNvFmEFJNNbNY6/oKfF9vu4YjfcUR8LYBWnLBjhwfcoh4IQmAerA6GQmJJd0nuOvnzvWNEDRAPviom1dqBXQfr47IEC2j2CEjMge4cNiocUTz7utbo3R0tGsLlwHMICzX5TFvIDX7fHAYtqoU/7HdaqoZnrtnopezLKJgAC4nEGryWMjm3XLD8aV9jVjvJN14fIT1G5pTYrJnQyqFsusUR3x08gJsa/C/42qB1npzTOuHf1WUO5TiuXPxhsec1qnxZKqkAsVFmtl4HuWSvNo3xNn9qzHagM0+HtF3gX4UCw/Cw5NaMoYhS42fCSZGS5BTWe/ep2lq+3DB+Of3jN6VnpXLcC60mD8cwgGKqRlNldNXnhm88feAWz4BaLBqMklh6ecx56t2j2OkfBNuI79eYxTUgbbm0YWGNXOTGGMaDf3ELKpjsZKiwEPmNesAS4DITGzJeHr4Mws8bxA7P6OTs+7LCmmmEVcVLEaR9A6wY99n5Sv80jxaJyUWU9ma4qVh9cIwqmIJx9Rz3NRPAe2ezhmA6Ovto5tCt+ozrQeZM4CsQdH1UA9PCeImNRhfoqUgerCCY7X2nCtB2pintZGwrMXfD0tiSSKb9cnnnvFrsBw++VhP8gaTNxzMmOa+Nlua+20J/L+Wu/Fc7Xl2CsbBJ4jjsKG7Blk+2uvv63US9WSeU4USE+JG56NetlXgb4PvH174P2yBSPn47HimVa0mtldup8SrwwWWTuYeNnNC+MkM/FUWCIpisOAH14WqdfezU8D9OSpJgNwE1AHC6yrRH8hsn3qB8J0jx1WzErGH4Q9tFGJ7ucd0F0NrDkBNiJMMCwOpGNA9vnENae4nxiKsfIxegKVOqluzkMMY04o0fh9QIvE1CBpTPBaSxCh/Kr7VKMIxPz9KL5xJCxRUgPkIC2/HRmPVF8Mr3pLkUiqgs/CRvNGIu8xogsL4oJgL5TSw40+Cyf0dJtStNhEMteHP1vBfa8Yw4rRQUMy7x6FR4QFvjBV9OLg1PmN6RYmH/izjqwaQu5GYL/udmaXBAHamMDBQChxpoG9fM168emUw/g3C95RlEaQtvVlJt5+ILhJshec/WKymcJrr5/GGoEfVBYYLbhqkqDFk3Y7fRo8QdFCiw/pgn1PWL4LZLfOtgxgzUxCFxr39RsnHagVKVzClEVSIiPB0qu102zUPCfW2vBcOgEA9YLD9q7M+zT3CIL9FEEWp6LBkp7opnnHZwDoUfHyHto+91feput+3hTLD765m69BEp4fZHi1JYffznla4JaNUeGyC08UxD8XA3syA3YyehAT5DT54Wl71K/NpKkuoXTjx/A+8fVvSQjlgJacYiYaDto5S8JNfaVpjCJezCy7SUZPNG1u14SyzAIximyf0gMgp1PBZv8Pj5xih7cyhh7vXswrji8Z62/fkTL10vtvVzz+PuF4Z+Lg/kgOwLWbrfcykPKgzn3PGI8CeSbkZ3rZTz5G+ewN4WEz1pWDobC92MCxzdmAlOTvJUHh9yQ5QJx0ouemERMU862hjwI9cgACw4G3wgRLNyCrvsgaAEQn2ieaiYGH/gpvPfXCiPFDzchZ/WuHknKvCoUEuE+KOos1fnb1LUKZYiFKqNZlYzfXF4FgXArBuQXQtVtcNQnt+YwUhAebWDKNOqAmrWRxNebX230NkNzzZ5PwBRvTnx+saVF4lo3VZNk20jwXm8452LEZp4Wg4GcNQ//TmvBxu2RkIvyVXG6nObHBY2ihs3/kGNCaYv8FiCVWGDiLxUDeOCfEWWE+WlshK+VH7mOXEtkTvbMIHC1R7um+eRnQOpCvHGfs0h78CrNzL7QAyL2zfZ/jxlkk202x6wVsHdl56ECEs1bPprcjC/YvguNN5hQgL+yFD1LcAHO4xEsnG9eKfWdtpnV61qiZtkaBMxBSZSzm87UnbEcxKTjl4GS6sFkkmcyAYcUgRzAP7od+Bk0tjpwHcpxixstLXnPUbnklzMuFEtMEbYp0PTh5yDxxnHWzt4LnUtFkwXgkjI3FgMdfgkjc+1Gg+prNgC6KsnLajIjaxB7E1B+yv8huaCbNB4BsCKYa2wfgvs2l47oe9ClsGftW0e8F3eSHnhKnQ2JmRQA9/n9RNjbz9HCJ4rsotIw/v6Gi5pdmz9xyda2MS2kXjKFsgG4IEDw/Z+yJM9gY9gBCehL7YtEAoEcFxoVrDeCeYbPX8hg9ATeWF4YJeuMzR81REDM+6oy52f7OwIN0cBhHuStqpddR2wqgPbzSslijLw8MFMR0XM8dYXEfcsqPziC/xq0dnTl7KQTDP98z9Kclmo4sNDGZkyeAxEG4tHSsteFSyNz+zCvlp7Br6n9+1gZw7seH1UaLDSBRSfSYaYJ8Z+21fFeUbTIs/XlShjfY3PL8ugFHpklvz5Qqfb3QoOhTgbHRMylvM9+OSXpuo2DxB5n3zE34zgCHg2z9ohPwKfR7lYEXwPh1HQvzYcDYcgj5qiqnfeknpvm1ILyazucdwRSd9cyvX9YYPuc0nit7TTSaYNtqgIsA97kPyLBvIaPI/KbEvublZfHGSRjZGF7lzub1cSXwuX9FANxkZsq87xVzOqwxqgBK+Tz/66vlzYe+NOrIMDeQyJIEUa6PmO7q3p0D/Ls6sBSazvsQqJwG2Y3DPHVl4DDl0G/WB36qV7JD8wkzcAkmAAyBdk9S2Hh30CdsO1zueEw539ms2XMcgly+Jq1JKrNm/+def1vgx1/nQs0LgA6sPys0JWxS0d53ZDuEh2kIJQ9oYrKhRXB87XFDZctIPuXrcEBJoE1mUSN2IKiPbuYP7z1h7BnFi221IssrbuGCDQlIS9BuBRH8MxhLowNyTDNdLXxK+YkorP0waWaqJZqMqs82nIjJa46B3ARk7viBkuDmm8gJpM9m9CUZQmoFdZpSMCaTVlgXTlVgAsnkS8w9nl4kMmUQW4bsQqrk1dlDEpvOEe2+MoF0OZUqXox5ee8tcIhCKoKVM8zkigcXF4VP9xIBUmLBth0Veyu42HSPkjgJZm8Fw3SW1SZ2XUrD1nNoxVPunFQDhPkgLFg7K8G7NW5GB5dgHWZy/Ivg+o+KdjvRDA/q5rdvgv03wPZ3Cl0HvMCWQ+bULQXlXS2x+2qJ/IvnhdFfUYAhLCSHfc1MPmysnwLtkoKpEwlVUxxvCfd/wa4fhONjj991oA70e7YihAdo3q1AqYLji9j0AS9m7NkMQXkMpKNjf1/IsPDDTI2O+kTIFwAEW60vfN/ttxz5qreO/MYOC8DpWvt9geaM7XcEgLAMfLs9cCkHuibcj4rnXqfxt/CauJeYFNTvMgvswlGh/cLnO2xCVfhuZZ0yAIuilG4myJaRP9PsmNhScTNEFg1A+dQwtXb/I4lnNbD8kjGWjLYWjKWhmndCEiYaj61iq5XX5869HhvFg7/Fp8W7glYEd4muAQs0yjqksfv3tu4YKmgl4SHA9qj8PqHdCif/YYIVYklEUey/tZGjtuDGmqaJ/tOvhffQAa1aOo6WcSRFE8XxWKBmbDiqYv8d9ctQyqn6GyKp8+5vUsFYKSNzmWxfge33Ft+b4PEvMj7+1Rdc/viGeuc6ON4of6NvAg/C8qBh+f5NMC4DZWXXEQCNgrdEPw6bouJ7y5kQ4Y1xukZnIfwaBBrhXcJiYQyJ5xeGrpYspgNTLuQS58zkIqeB9vbEM1ccS8WOisuW4meRSTbPGs8avTs0VMK7h88zoRuAy8/GxDjtQIoGjO3vzr0ujUnnqBJJFT3FOmQo+souVjoGMBQYOhmDbUDLYMGahCxT8XiQ4Z3kSF8ETIgSbA3qpP8n4NuXO3JStJ7w8XnBAbBZAPs+gM0RKxhHEkjQw+deUuH6YByzf2sWbiuCXQyhNDJnK67zgDhF3pJ5BwidKeRxu18wJyG6QauNkPZOnPdeNPGsd4AnN953rdyTPgLdYxbEktzhz1XjuTjQhwb0Tlr99f3AuxUxR89oJt1WsAky2Ty8npwJIngD5bBJLMOKeb0KNlTowUaN++dpUfTb4BkHMLFf5/NwJpqDQaL8fHkDbv84cP0nBmstgufvCh6/T9i/8PO3m9IA3M/SMpAK84e+Z3ZjMdASJoglLDaxduSF06LGKfHnz7L/WxfWu/X+97Ww2VCMnbk30vpr7iiFxrTJmBdtK8AvFdl8bvJTopPtRWsAV+pNQYmGRORRvqVPJuR/xjgE86VaD6z1wJd1j4mYz8Ygc98z05jMcz1y6yRoF8H6C5+HAxv1A8bAS+hHQrbi3r18choh5bjYNLV82bDYlLOtc6DHdhS0kfC27qhXglL7adLReBf8cXnDs1+RHianF7vv1Z7XauOgTY7LqTk2VCXRO0RN1pgXsvFcoh/DGQzAcFsAJJOZqBW+mM27MBiHXUeSMC7eviaIKspdUB8K3BU//ruJZ0wFxsWAJ1tvculY1gZV4FBgLJVy7GKyfJuCO6yB0i8ClYLlY6A8TRptdUF7Uxzf+swdxfbNqWHsxX3qHNTRPwuOnpAWgreS2OTQIpDrMZutvvf73P+9JeTvOeJleK3cBvTWcHvbcVtJ0ztafsn5sfC8Djl9dHIYG4bn0LaPPswrKzw8Tz4tzv4onzr9fayJ9sLESkqj4hUmZ0L406zfBwfhmCcdfK+Z1Yc3Y6QBaQjKR0JvgrESmLrVHc+lYF8LtreMhkJQINbI6TwvCl0UwVoHrBJH1Hj9AvrTdKDtgva1obwfqEtjI/rGs9QbG8H+ToCWzvMgJ+CRrLFuOV9HgEt9FWDlj05We+bHCEDPm20xodV/uTdRJrMFxwQBXdUhQPgQ7ca89Wes5heUM9faWUIvYE7jFlNifqi+voKJPAhs1AfPwlGBfgX233fLFS0mHmmyeZVWHskYkd1tXW78YXrMATJ9TdyfXdHXhOMm9BG+dshhNZgCPhwhnqUxnfyZPo+CkntMfvYas6YejMhnL7i3ZZ6zXabPj93z5DGjJWP5eO42G+wyZpMVDoxZrqBZMAwkUjVwscI+L2ajVk5nzz/z+pszfmRooIlxMIIbZPnOYmr5kXD80xf8Yf1CxNZo8XkXFJMcAYDmhFESXKIxLnOB5e2UZaqw42NJCQD6ifQUcgh55D9DyTwRRcMcz/7yBadf4EaPLn63rtLhwW16EKWdIFd5Kso2aOJ8mEzGplq4bwXAgykdI6RdTAbVDrXZbfJAOXJih7jTqyDt3ZLwhG6FHJNGmYVmJrum1o5uWeqog0wVL0D8XirQTOaWdxgajVdfETtcxtlnx2+bcLIaAKSLFXYCc8YXtJZpGlY61tLnxLGW8dkTNpu4ltKgaWEyRoXQPf3ZeBj2QTCL5qFpFv3JThJB6PbVZTUJkKXTCE0UhwJtAD6GdP0JYZ7YboL7vzR0vrCbME6TJkjPJXMMSYHF6Npm4vwiGwMPlHRwrfpqmyZmDA5u0OjTOo4bCzxHwvPO69q/KfqNlFIv8BXJJJLmc2Da+16A4wtNS4dTEu1n9xVkgimQnzSoC48NL5AHolgfNQWt9fG7jO03gv0bzdv1vSFfGy6XA7fliOejijBLdMPWj+ca9+CxVxx7IUjYxAz4EFMTvJMMILSu7W2yi2CAiR9WpbIb7Gy0ZhO+ZCfAcaaCQ525gTmJ0OmXJseDBWJO6TAg6oNeH/2a8SycBuO66Ptzwf59Rf4g+CBuym4/pzw0jOqyTUMBZtcQ8MLB1m5mUpPvCdu94rhsWApBpjYaP6PmSZ93QAOgv4UdRLEW126eZkDXCr2DhVKRONBh5n/rpWEx48ZjJPzp+xt6qUGtPb4o8PVArTwo+71MtpdJASDWlDzA6Sbuh2EApFaF3gbaN2D7XcLjX/Kz5h3Yv6nRf3lhj3/BPanW7cLawzfi8MEAnXBFMiZfjD/1xO58Lo3zWkA8A0+2vJOeOjAsgQrmGFjYBmvkBPI6W9AHBCyiuC0HShp4loEHgH1bXliZ7o/kPjV4cn/7mGCnUadDCdQ2Ifhj15efI9ifo6bZHDB2ihtPcnQ0kJ8deRvIz0YfubeFHXTwTBklGdNHOCK+a/gvaUk22ctuhHtLOd3ddfZ6apBkBcpAXRq+rPRbacoGwQ+VeQYroD3NqXzHRMale6d2ntfBjLP4oELwK3WBPkr8/F4UvWZsS0Vdafx5ve74PBKGlDBlBKaXhwZ4jFhLIcPrgAoBORq08vzOBqTBz/tseyCTvdMvg4WFJYsDGUkJWEkXspQ8wcvKvMcAludGP72L0dNTVWwm09mbxRogzmcySNjJ9KR2zdyrOQ18N8Zta5lxxL1uTP6qGYjpWACNpQ8+o/ZFaXqqMP+VTInKRXB8ZbPq418lHF/YnAjK+sK9nGpnw02nxKBcjihix55p+A9eQ750pPw6ncolg1Cgvw0yo5pAPlJ4cGkWPP+eJsZqnxsAFvO26cYeBkBfwoMZtmRAG5CGsz8R5uE+OS6uwxpk7UJfmL7ymamteW88eWxxLxppZB/0L8AGYN8zvv+4cRKed9mflK2mGNFN37dkZ8nlp4Hy0Ci6RqFZbrsSsGrW9AN4j3MKQVh0uZMoQcGecS0HroWxajWwMIta1z9jyR1flg1tJHzsK4cAeM6fzTphHZQnGgvWAdeap59UN2b3lox5r5zEo0eir9TuZtrCAk4SkMzvDR5jBeWDZ3o2tszxbjmM8l60q6I8TTpTge13xqJLJtVaepwHDkAFwFkMiOoJ48ioj5NRrsWBGLLhMQ9eoww2sLIdKn4Oh1dRfLSQoEF8yqV7+2XaXBYW4JflmAa+PoW4J7QGjJGZB+uMvaMqsHIdym51QaGnKZtvjbm3DRwZq+I4gWghPzSwVwEm80MhF2fr85m2MRljGMybIS7ntXrlU0PCTGaaxyuyzusPfp37RS7flX6p2wgmBLKx3hPYczCWzVjoWchc0QrmnmKdiZBp3q6276tMCY4BD+E1ZfWD10PBGiuKsQ7K322N5Tr/vRij9GPnVC0AyJe55hUIdqYOY6lBoNeOfCUj9fhWoHmlr62xk/cvBgQsfL7DmKbSZdYfbnuSrC7JE0A4g0Vn5UrUdaeYCjuLu6YAP/xMEWv856xIJo06pKAVsmDEBl64p5VLmkaRyWyK4APoMl5BDGWTS5NCTHUwLoONeDOSdm/JLNzv55oGWaHFchQDZiSPyIl1z7Y/BbpzcuN1OfC+7Mgy4jMCwB+fb6h2Vh4j45fnhUqizrwk7YlxDmk2IQ4Or0qb1XNPBAPWpwT61L8whV8Ex405ftkGZX3KP3fPM8VURkAoqP65198W+JHTExQe8KMjukYORBDhQiRzRHq9qzsT7mQGhprZ2XVz0XDEDmBGLdn0bJ7skjN97agDfZ0eAb9GSc8LnwASE15flGe6nFoCjvkR4jO/XJf/tSPUiimnya/3ikmB3x9hQNPTz0j8ewJP6t8W992vbZr98WAjvXQg14FloaSq54SWOWq7p0zzsdh9duiZPnUMHpKo7Mp510ZVjS7Pw4qBgB0ld/i3mB7J1QRqMhoy9lRxmL9PdC6UwJDmgQIgJyYezTqUzTqWjr4CDFwoAyigBl1Iiw3jzpE42i9lOLsrOd24KPQ60BZFfxf0q5kLdzJK2rvO5wNM9NiTuEjueJhqNplbx2tAs1s74NtEgEUxx8bjZALMZ+BjoynHofmve6mwc6x8j4ToUp1fboTWL6RYtrdJ+fVCkAWnHRT2udzUeCwaBu3Hu6DdElkH4Fo83gTHF+D4MqDXDqlMBLzAGKcgGvRvY8g5fTyJkhFROpM+6zrFAeyd8MXihnXO+tuAriNAPB64c3RsG5Q29k6vCrEpBzMxk1nMHYiulNi0iTP98td7nJI7u0+boG8Ze1IbJ0+DcTR2LfLBzyCWGOaNE9LK0wrFxucnI2GyJOQltnmhnnagPTO2oyIJvRhq7jgK93JMJYtE1OJunYUbEtdpLp3Az5ooRensPA7Yvc8c9/q27HirO4p0NM24bwt+XBXdx3FW+thIooRoLAPJmJM+zpjJtCXhFxIZ1feUzvuKwsLtQOba38kyCH+wZNMhTxRsyRrMw7FTJuzm+2cjS1+DQqLKlKe8JOs6zwc7nFWEe/kA/ZASQdh2Ado795az+2hEqEh5Th9pxmJZizGS1DwbjKHmcqsEJXv1xEbyPaCet/iI29P9eP3l5x9CDiKnxCFG8Dog5FszC3Qt/P4BGKIf0g3Nacq6fKy7ZDvPM+VlmM9aXGrp4F4dwDJsrDR19Zdy4GLAT0pOabQkFMAAYym6zELs5Uy13wyCPuV+uicmdw1/BhCfch86VYEaOFwz40c/rHjw+2ex2IG+8BfypZQnEPeyzpSgmzRFoqU6XEbpZvgvhcX5DDFzf3/2EQfPObkZlm5CRvOSKY/OpfFst7hKQ14xOQ+L7KPnAD2SMW9rHlAliDyKfX2ydaagX13cdLsftn/HtSNdGz2bjoR+S9j+jl4O228KUrNz56bRtKM8Z0AuHev1ePHzm7kFgahjCHxce8qUGQH2/IYgl4EhZAwzPyMrmQABwqvEGw+tJfQiRqSe4EPr07hYzTwXyrw1HRJAFw1WjVVncl0HsPsi00/K/CMit8zKWGgyIRi7gAax3KdTrc97IUjTtL+l8Kd0v7JyB7INZ8hmJxDxbSAmDeanoO0JI/N+DpNw+KSeeLSiaGbw+sv9SgPXPgu/xSYk1Uzm2NYKtl7wsS3oR+a0Xp+8dlrb3oTLeWAp9IJxtlBXeguNIdh3TttV99s7S3csV3nJb+yz5odg+Q7z5DImyWnfaMQ8K7KqrUebshMGrSb5d3B63heEJC7O8RMQ8HJNJ+ZOsKn7/DrxWijiLu/VsM6IM4Ne/OJsHeoj49kS9lrCI5bve36GBFN96qwDDxgIQNglSbl01DRQZKALc3NYw8S9S5PnY/ZMxZq8ap8n1YF1abgsB2riVDzm22an4TESALqxni6sfXoTFGuw8rokmi35yXNXxpx6lvYxCwpg5qEGLHpNqWk27FInU7L1hAFBTVyDR83ohbWAejPSrjeY43XWhFT3M2/VQcad3vHCKkNms3s1EOy5NnQbgFBqC9bMGIKuGanaxGkA0hNz59omc7msfN8+895eJfLhdsWcdJvA6y0jWO7D4ncfBDdpP3HaE9cBXQZk7eEZCV/WcmrWY9bRqswdcp6elgqqP1AG1KaFChBnr9f04ro3m6QMgA2GPc09CHAN1gFkO6t9yEif8jr189E9B31tK+YetnwylUGputrP84YqeM8A8zgbCTnP+5BsoxcZGDLrFU9/fO3Fz/Q96D57h5iHzwR9UgcVIurMt1N+5oQCr//tOQVekhBs4JTkRar9l15/c+BH7aAmxY0bz5OZvvCA7Bd2isdiyW8dSG+NhcgzYzwzpygcrINY7NoyS47UI4KYO7arzq9JuUcHvhZBt3F64n4tMQLeAI0828GOpGuflH2fGMHP6UwcjeJUPCkCXsyd9eDCpBmlFWKWpEfC7Ie1tdtjHOyQYAGdk3rpc4oIuxpWNPqEr+bMIlLFYH4daz1wrQ1dBXvLOHrGDqBpjUOLWbfMjnYm7TGZCbPf065E8ofRO4u5w/vkDABomrA1jns/emZX/llo8Gybpa85qMA+lW24Gx2ANAZaZ4Rz4y1/OVjEQoqnsk+OOI8hdDaRT6xPloyIsAhG9e/t6L/NeD4LE17v/riWE5hBJQ5vS+4Ki2kdiUG3seP+kiA4wyyB3h6mOXXfkezJvpky95gKwQDqLJ8wSa2WpERyKdCcT4ERgbwfXxXty+xsSbNOlFXA0w8Epj2lEVtfAbkwaO+/pBgtGRM8ropx4wFC0A3RkTqFBd73HchZcAyEhngtdNO/L5UT0VxyafRpHyUL8BAYC9BuA3rrKBeO7KzWdfJxsaqCY5sT1sSTUtvfL3tuTLDZNbfSKfF6KTYtDp0ZUDE9ZU8YksmOEGqcpRG0duT/DBjVT0W5d074G57kVL6/xU6PLQJn/FgSvLFL4Z+1mudPO3jvHGQJQNFMUX06kDgryvZJqxxhKm4mmEEDuTpwW3d8Wx74tjxRZGAbGf+4vOP7MtCv871HF/i8+hQdQvvl9ForcH2crfi9ldPXAgScl4GOZN0eJW138Gf1rx2yGFOgT5rxGAk4hJK9fQI/AW54TWJ+AvF3DrJY0jkT0ajE5vXZ9R5vgvFN0d5mseWd57GwI6wPPi81yWtNHS3N2OUdZbX94XvcfYXCr8EKjQChfEOJezDY/RzOnBW8SDJP4EeAGM7MVYtFa8bIlEDEmNQBSO9MwNxzLs39w85rsrXGbMiBKXiiaCAT6kC+NNTKM3mtzWSRA1D6Bgz3jBEQtHe/AFvT0hLNX+38jyK3OztwFgMESo0uf3HQ2EBocWYdC4Zisq+eFRj8eX3FjPcCgon9lNAmFnbOyvT7zGdP6rlkNbCQ92UUMxqOeGJnrMXvGBzRCSY7yKIJZE+ZhJ1rneDPQytaTrgtB+VKFnfb4Jo7bEoLi+sULB9/ZWvGeJd+KQ2bVEjicxjSoZsBIb5P8sxF5NqxXIxxKMB469jfFfvvBbInrH/M6Ks19dYRbE8URb0e+Pb2CA+ZfpKMq+UW7cgsZoTmxyKK1hJZPgCWPFk9gb8AAOaQSURBVFAKC5yRyjwH1QvXeasx5iQz9/nZWw7Qpx858hKyMrh/w1oA86zwsyE1AIugVQLAlMTPQlCWwb2QuNHUPJ3YHIKxDSyvjFjA3EXSwIA1txRTrgMQ7Nwoo+DgEERzwH0BJ7sUOB6JyycxN+k9BfBPNktGSux2jy4Yn5WT+WzggWbF470j3RrW64GcFJ8AnkfB87Fg3AuqSaU1I6ZEwY4FEaBml9ycTFQ1YRPFI1Ub220gV/htzmEYXhT5KxnDvtyB5RcNNkhIIk7AT8RBqxvGyqKXzczBGG1rRYw57NYFw4t9VyGkU1Jw3qMWqylhFrSVAEc6yAjwxldyBr1oAMEis7YYxTx8CiJXlC6QRwY+AUiZTciskQNKod9OjolWbHq9TEv0+2Eei55DhImvsV7CINo/YzrlPv5Bk6LUhvfLhve6Q0Q54Rc2ZcR+lhY1GxRjnhTPSwD5CeGVFrFRuceKqLFFNL5GrYGOoWF5ES9h7hJHlVlyoEvIeK6F3lStZ+zZWctkyruMy4GGtPQXMoCDAr0ndC3gxMqTz0wduCwH3tcNqoL7OqWozrIjeJDQ/f0WYIhiNEFZOmplDG950CDbiQe2rh1xY06PmA6nSTm0oLCGynmgpRS+jEg6SREuLzZ5UrFhBwDM+1Vezvlk+eUZrK25Bwa3N7NUccDspTsDyzcQOZQURTXp5Oh5/rzTc2Qtr3G9UgfB/HzK3ZJgZA3mk+cDUaslJfpxzt97iomRmgC9qXlDkumYDOgBCIxf8oEiA89e0FKaZ2ewLOZ7h8em2cm48keciKGn873xDInm25lVlfyG4aUxGg0twat1xF95/c2lXuG5cRqtGUVWB5YfdGYfldKTfmGy6vk1IUTeNEfAkejDMo4UHRjNCl170H/HSJClw42ca+14W/cAKba9YPs0iNSCn5QJNpQT6tm7sV0aaXSjSSTfTu/0ZM2p7SPNSWTlE1g+2IlhB1BsRJ3Gg4TAfDts1HsfGDnFAeXSEul4QboxgPLoHKGbPMk/7ZyE17HbCcjXjvfrFqDMszEZ5FSPDLnn2VkRhLTAn1n/olgvB77enjGFqTvNdCTTRA6sueFaDrtMgfSMJwo+Hiv2vaBvGfJZjJ44Jqou3IAegDjuk7TzsQiT8yh0p/P6cbC4X4y276NqRdQAPx5uJQ9sBiipAu82RhwAvt8v2DeOul+XhnzZcS8LRk9T270Xri/RMMQDgFwGek3RjVzXg2bTB81wtbPwi+1hQThG/SY72VWRmxkAXrnxy9O+JxG42f5Ocfxd44QJgFT8Qn8TBz+eW8X+yDGyObpdxfbVOgJkU+VEmO1SMZZkI1W5bvoV2H+jaL9tDKAtIe2cyJIakE2fvXz38d4ZTRR9GQAK7gCLDeXkCDUZy/JdcQxSJI8jY2slZHyX2nDUgn4kAJxg4vuJRrYwmiqBSJ/oEgaVSklnHwlHy9ielRT5jd1IccxLmeD4ONxpPK8h9cr7PPDjQIEFbQvY9a44boK8C/ou0JRoIgoG//RMIbnz90mNY7+X720W3v7PCVG4QAaTTQVwsGOTPPFvgvYo+ARwLBkXkw+V2sl62ciWY1deKbWy81iyTZmqpCMDDjTZvw8JcEQB1MSRll0Fv+w3/OHxjj/8/A5xLwfl6G49KjvfmQmhUTZ4CPvyF+B8YCr49WMlGwQGGkoZwMJr8708XH4CoLwdlEEA1hWSoE9z3K6BAD7C9BTH8sZ9ReD8dHbKqUBwv7izIbaeE47XrqyalK4D9ErafcS74PhqCaQotl5CZpLTgGSd2m9PCjw59wR4R3hMuVmwT0OZEyb5PvU+YpIMhAVhGLovHD2emtHs20B+ujxYgt3ED6jRkKAZIpsK0cmzZJmS5HOSJ5HkheR6IesyLx1f3h+4LQfW0jBU8N9+fMHzKNi2iv2TDudiTLG2Z96fPChTaIlNmMTCoa/A8rN11AysSwefbXkqupkCkxotSFebhmH3zBsEt3XH14WJ+i8K9Gq+DG1Kf6ACvB3M60w6hpSj2zjMd8jNvtNVyMJQYCBxCl71ovG05bNC1o7lclBmpYBuZcofkxeZti4OgSrj7HpzNqvg87HiudeXruwYp189z6lVeYIKAOOlOtMBiFG1+ihkGRhY7FMe0iPZ1B/ez+Z7srJIOoZYXAZGFzwdBHbvsj0BSSDLwGU98K/ff8E+Cj6PBZ/7grdlRx8Jn/tCxsmWaaxrQyDGSGzapB5gwjCQKDq9AJDYVDze7RF6bFLB0TP65vIY5hnDpdnrgB4EAUQt7rrs2M8Iy2XDx6JRUnh80fCJCTNRZec4JcqJ+mEy6YEY603gQIGnFZRrx3o5Qn63A+hbemG4OTuYrELbr9EktP19KIb58tUPwYFk+SpzmFEdDea96/575fWP2xk1sx99L3h8VjzbW4zMxhDkj4z1J5s4JsZGvlAG8WsTWB9+MCDYWsHntuD+Y4Xey/ST0smuI2g9z6h0SNQTfr2awPimrCWc/QEA7Q1RMOedYL0Gg31guTQCvz2xSW2Fs++n+30N83Tfw6MS0IL+ueTCCzT6c8zcj3GX8coHVtAHZ7IDQvot7Oov34HjK6DmsekysRcKsiKYOkPMfN+YYvKZzRdPYxpasAwtd19zC58rylfmlDQHG/x80kzfLxSCTb//+on/ztt33MqOoQk/9pUNGKubdABqlXe/6slTkmd0/QDcrHZUhERoFIJmefC590XQf1dM2mcT09zGQjHlZQayB9Bl92d4jigS0sZg8CQwNqmBZJaDLKubm8PGm/doSm9gsyQGteyCvLLe/LY8UVJHGwk/36/YtzliargsFQTm3NPu9q8+8A/fviPLQNeEP+gbHm/MK+R68gYzSXM6QCa07WcAli8yvyiFvoxbUmw2bAY23dUZNvnasKwHSiYr1e07RCSa+W4G7ywmerbml/U+VLA/K+SzIH8mpD4VDNwPcxJV3gH8KDjsrAcAWUbsLYBnFCqsSYPIXXWA/pEr97IWhdTZRExNUT4pN46GVlXokid4rtbEOWyd2bNtI+F5FLKb6oGkCMIC7N40TawvewK2hPJhDXabGOZ73Nk+vqbTYXvntJeGcN3nHZCDe375sM+wDbgn4/Kp0Iey0VhNhm5go/vH/bXXfwLGDyJIh9N6m8mMHDQtW38CADN0GgnjWGIMM2meltj1eZhI4cKXxj+TXtew2jjBPmgS3FrC22UP3V7XhB/lgs2CJJICu8kbijE+gDikch7s3FiAHgOov1Azfi4AkgV9/7u0swNx/dMI93l2Yueh7EBQ3gbSPmYi7+7rWQgEHBpsn5ETsGC+bNSumq+Py8B4MQYmDUXqLHjHwYXtiOVmI/y2raA9C4PJia7uUqfockdQUFzLgSV1NDVfHtsQWeb0mmcv+LGv+HiueDwrPXj2BBwJslsx6DRSo+W7GTRgjBxLkT2OO9XOO3RhZtfozaOsgizhNSDihE4nY/SUTIf/W91DfrZYEbxWFiXrwv87HT4bKuzBz5MEOMhUOi7rgetyBN0VANrwwGHrY5ldtqDH66STO5XbpRrTWM8TTQG2HHTkVAfWC3/uUhqOluFmYoAnvLyVeQP6I6MPKwQN9PQJT+0C1M5Eaf+maL9rRNqfNENevlvxaCwK+lKZ78EGyMbn1+05RAfRKMRpl9kdU2qhr/XAmhsG5oG158In7wCrrenwHVKyaXT3sZ98Fscxg/QwXwTskyIfh5F3m5x6aYkjsqAn0INjJWsj7wzE5T7QFybOfaWM47hKyM/CVPbcAcB8bu6/4FI+ALZ3QRmNX4Ng0ovLAEYi62n3gtXedxAEP0AwodjBnPOgp8+W2GkuClmPmRgpwex8G7Ev2tLwuBZKDZSFnU9XGirIBlp8Hit+eVzQtxyGpwALpJ5tkSsPcoia14DYKFyFLoJeFFoT0imOinnDuPyMCZYnXDa5r5JJJ2lgXSkNFQA5DTz3iud9gd4L0pas2LeYa+sn2fOWTt8BDgXgQTvyXJdihZxPXfDCO/LKDurLlTGyFEBLhsuvotEhiALegR4AJr8x+YQlJ+6HEwmTd4sOngGkrGskDQQuCc4VmUyRZHpxWIzKz2H6/tlESE3h49rHmgN8TAeBQjGfOQDh9SMKpL3T3DkLUOi7J33Y9eiL18+oSlnxyilFSRRrbfjd9R5eUY9WI9H0VypjSnCrRkdQFeGzoY0gVHrSiwJJMJoX4mwk+TNwiawXgCzYWTQ60JFFsZaGr5cntpbxfNrP9O0rAPJANr86TQldO8ftbplMvsFnN0SjaeO+DNMLkNOqZDVvEZPFpqxsKhxMzjnhyDzlTkm97xPpAh0Vz0eJM0ASvYtc3uz7FtYA82EXAOhRJQBgfmBuph0eLSy+vesvPVnXUgJsqJ9ktrAodIkWcyfJs6ASUQ5CAMK8udvPSkuPM7fIbNj8/LhwXO5W0Z4F2MhQEQEOO0vOQySOnidD5tKhuxVW9nmOdw2WDYpCbBxxMuadv5cku1d7is4tuqDcOe3R70feEBLddDCmH7cEXAj0jsoNM/ysNrYI2eMCHHyGnICjAUh57NCdI9Ifn+Zj05gvVRtT7d5I3pxzSX9qtEmA70cDRsJI17wah+cDSLOj7qmWncvSaIx7Bpp8qmlMg6wKPVhg0e/uNFI9cY0cn+b90QRy6XhYPtbsmfnEsu1Zoc9snXKJ94y9eoq/Hl94v1hkDfPNSF1oon7Ol4AA1ihbElsLBH2yAYruf3X2MxlK+Vl/lmgQo2g8YzIHZu7v11nvxuh9GKsyIZ4HgJhC+vISYwVmen0cb7MpPhbbR2tnHBznmDn3PT0zGScd1OxHAp4GqDh7KylwCLZnxfdlpSR+JA7XcFDRi2S32TBJyyhg89DYm7+73nErbK5/31f8cr8ylvn5ZkvLJcfST+vMYvQZWBqrNcmdNWeTZ8XXsZ3NfK6+Vgy4bnNARd4RI8Bl8LN+Lgtu9YhmktcLUsh8kSsg5oF6Ww+U3LEdJdQCfoargUcj84Gfhzx0Fewj49Eq/vRxw/NzIWPSLSWcFZLZWNMnDyf3LwVo2N9P98/voZzukwpsOrVaTKEPVBu8kFobsa+egD2h/DR9sWCgdRN+3tt64G3ZcZgU+HkU9J7i7H7JX+x6tqNGY6G3DDVfRdj6yk2QH7PRljfF4djAMpBjMh9jrhQ/O2xv2WdWY4rzh8tsfvbpkfmSFxn4zWYxA0G7MM567l+e9EYbC9C+nJryKrjvlUwf8zc7DPjxWvex15BReiP35HYSoDQAuCXHvszc2yWIedOZ4+2et/FzJfMJTHZWMHfj2dtuEuve2c1/7fWfZqrXKUEFuIl91LRPeWInkiZ4w01aFxaLmhP6xgJkwA4xH+Xu5ore9LWpFV/WLR6USDHtu5vWWfdcYLvHrtGSQLVFXCyQApZMCNCSYmiBfrJAO3eKZ4KEKK7LU1GeY47WtfsRE1kwu5Qvt8zG6Z7voRtEwkFWOX2t4rQpWDCqSABAqTNQ5l2hW8K+F2QLeHvLOI6C3lgcB+gAJruujRcL9nJwStreMo6RUcy/BcDpsCS1dAPwOCo+niu2nT9DLbEFEAipe+W4H8QYiZ9DNEaPApieDED4/3hBAAdQ/soeCCd6AyKS0fWcFp9EcSlzFGXNROovhXI4L9SkJ7InAHYeMwEbAach1NJxW/cwzYz7mIwRo/xzzk4h5ufyjt6BAtK3LThuUzITB6EX/mL3zVlG9YgpaL5GfL81WOC0g0J20ycPof64GzPFAFaXJJFlNyVLzryhEa0lmtk+5K+TGAUcKPR7DwP4+oJI2vw1IHHPzoWgsweCJumAshdDvm87AEkxGSMOjO4ABoJhAi49Gy8/dbIRTxQEnocl5onvkTJZU8O6TFKYmLUrQsowp97ZtXWfSjYDv38usv/sEE8COU7Z4/llLCA3Ug4AzN6H9ww2ZtPudxnsjhhlPZ28rjxwFTNNd1BTsumzfZqRAtrZCXn0ir1nbL3QAHLIBDhgSWWyZyd27zEPwDBaV0DL4DSLDvo4eMEhvj80kq5khd3RckhXkifoBp40o7MDvE9utAeT4abdnuVp2UTstz+L6ov30wTm8BJjNdlxYWBs3gF9yItRolPkJ3hDxkXrGUcaTK4aJa+jJeSOV2rwwffNmwabxT3buDa9qNMAqQZYSLo3j3QmhHkfGAbeaMdsMgCxnsKAWLk+pJmBpk2HlKFAGxPYyebrY9NHYgECk3qfgbo0vF12G5PKROpW2CXZR8HjqHgehV5uvm4TXqY99jaTsngJA6nAYhQUyehWQ/we8T6OOgvdftE5AcVMZ90gOEGj691K5lLwZNJi+LJ022f8nrYmjJroo6SYxqV+5nty7nt2AAKd8cyYd+IdRD8bLb6f5YdQMoXPnmeUhQhvmgDdillkDyq2dj3+FZ4XZ+kCxcT+dbYOzZfMWSXpIMAZwKkS5O8r73+qnKbn439bQsh8VRKwTlYhp7dy3TnoX2xCFJeRBOjTd+YlZyCc3XKuLweWzr+mpFRj3451wO0A8BID5xkcL7UC0u5v2vl7L7Q8uY/919UKS7Ix88bzAD61xe+3xxEgzm9Ke8+sOTtrByzPsBh7kFFaHnOdRaOhn+SaxgwX+z2EfiCj8qzxx4w0waaYMnQ6wMViezoQwIl/M/NBXusQmQCBScrCE0/FChhBrkBPlLj1lnHIPOO7Mbr7Qf89j4N+o+lXx/z/nP+6TNM9x/riZq82OCPYcjNkaLK4Xe0jGzsi/CTV/aW8WcW/b4etQ2fF+mWc/Tk877BY4/lNPl5z/pCFlZNkTXhzw79ICPocX4HjzawwzNcDXTCQENOXYv2KGZyz0HfZrPYzkCY4S3sdkHTQ5+h2jnossPNmrle79nUgGVt4qQ2XfGA9TT+KGsuk+up5QrwXIkZ7w00L/9ktQF6mzlpTmKxsa6TbeTVMMgb7rNEoFL5Hu6kB6GryroRmyoh0iiuSNPwhfYKpA0Q9T0LAUrr3TJDLwGF7KFi1R8J2FNzzwvt6ZPP6FFtvGnFZLTa739N20C/LAfAxbD8cEvWmEx5cQkRZpeUfZX6WFKqJgrZnpEdG/ZC4787k6reEthY8lopiKgq1mubsjdtGQgyMsPylNaIdZ6ZVhAoDQlI3j7GNDawDEhLYlKwZKAm6EIT1PDVnUyO06evqss8gXRQxmRsHKwQm4CChMbHE7nPcnyG/sl441Sin//trQFxsG7VgfIXnj03Mu42gdOwx4fofdZ4BU+rJvyhP8y1StRhqFi5NIdS1M4ezdRO+wie7gr/2+k8C/IgHG6POjcoAnU0Xr8nMMd841jPdGtYLTcLaoIdFaxcokiXDRiP9S7mgIEZQFhlES8HipmtCV9K2endOmASrAkAkSM5oKYmLMAmw1gN7K3gkRXvk10liQCBx4QuyT3lX+PIkO6T7/MaX0etgQu7JhX8ocadVYAZN/32WiQJ7h1ZBKrsV+44e5icgW8L+JFp5mJnecZj/iY0qPRfj5elAGyALkJ4J7VlwrytqnkjocIaH/d5lN8+jTGDJE1ABKZU+Ntd8RMQABj80JMHM6+x92T6LwDS6eT2cE1wVJxyc1oWalh9m/jYTHD+oigyspWHNPMQ8ER2aJhX5INWqdXYbL3Vy7G71iK5jSQNZaCrs3hFiiDmACOr++yycovG9dDzXBftKXX35pE9JsYkk7rMTptJ1ROGwLJRIuXyCJpfm07Lw15kSKE2Q1BhiiUVi/UEqeH6yS7V7QW6G3z4Fi0CuIdW7Moly8+kKJmeegHsXVhSjdE6aWwvSSmCLoxpz6GqDCeFaen1N3LxL8WsJBDeNrZ/Ts39dCDiNHJ7rRS7zIA5DzFOiUmz8siYCvr1KFGOinJJ2fFX0LxyNmlcbl+sU/X7BeObZvbKfNbKYJEiDDpvaLO7P3TLAknTMz+1Je8oaoza9+6JKJpdLI7IVl/4sfJ26x4X/OfZFAXBVJiSdAPG9LWbkeZ7YgThYpRkrEkz20E7Xb2sh5CQqUC98fPtmzwRZNL6vG74sG4p03NuCH/uKvRUMBaolNZsDKGYIKkmR3g4CgaWYyaADF3M9ibpxt8JNAt14UKOoQCTp0dHJCIbWsBHq0sju9H8DMMEwa1SMRfB8ZNwvNWLIdhS0g9PH8mNKGQP0eWrQ/s/rwiVdrhk/r+/z+ZAOTvZKe2d3cqixdsbpW4wRdYxIys/0bH6REOzpCgy+py7GMhWvWWxtioDj3fk8vRGz5hZa+aFC0KdVfG4LpZhWgMSPTHpaz2R7SdJTF3nG/FkYWC1z6iRHwZ4J9rR3jSlD6WLSWGMf+XyjmgdGbehF4hoASsavy2FeBkyK25KDTeSEmtTBCZ9miM1YYfCK/Z7JmzWzTqCFNzHsZtIjytYaHyolZcP9GQ6Zo4sPYwjVZGCY3UuLmxBQtmMMUbGfTemDMfPsQ7jPSDr723hhf8x1p0L2yXJp+Hp98szfK45E7zCCap1+PJZX8fnymdbacasEApsS2O1DCPocCXpQdqGXHtccU1M8AAPByO2+cIetW8WUqVnSjWZrzQZU5DzIHNYzMwphzpn3GQf0tDeiAWPsLlHYVDdrNMBidKGZOb8JsTecgZZ2hJxsZMYwPbNB/P+nxqIXts5IPHuYue8jQN/EfgGOG4vpWKsOJJjROgF+a//H/UV0qx1k4hlkeaUXkAfCZ4f5r8tn7dmYv51mYVFvQK4/x5DYhX2DRL7LqYYAhPImB0TjvqjliIbeyZAY+kKJ68wRxOXW9swEYL7fEte/0i7AmdvBGO6UTYvLAMFCLjUDQ91DzkFaK/z66vucBVxMrUqIXMCHMPBNT0xokHF9vCv6+yDr165Xtsy4FqOpMYFbzxsATkQdEozDc3zHOUf2LWNAwzh9z9kDb4R1x4DcmrGkFCV3FBlIwlqpJLLpcxmUgCrludp5/TDAMTxxhPtnCM+i/QvrQTdIhwDlgzdJOiiF2cfJ1DlHoR8y7y7mf6M4vhLkl8u0Njgfb9k8QT0WLKWh2NQ5AAFIc1gNWS+qYhZD3Aj+3NiszXhsi8nBkg2+8b35q/z0sGdk7Mrn54LP64Ild4JgfU5UToeEuoSekpxkJcq6wAesoA6UhXYTAO0p9F5QP2gE7882HYp2E5R7wlEK7mI/z4AXAPEZvDndco6/27dCQM+az0lou4CkbCY46Do4qvxs4O3Tt9yHCBhYVn2Z0si6XdDbElI4b0z4PurGDOsX2BQ4jfgYDZgTGOTyT2A22GZOzn/wyZdexzZjQFVrQqaXAwDRgE0NGGJx3BiuY0vIibGpX0757cF6SgvZffkJFLG8bx9mAk3bF3Q9eV4zcOXDptudavW/9vqbAz9eQKFrbMw59UQjMVu+K5AS2veEdit4/qZhu1ZSv54Z9SejdYfpGaAVEDuQ+6rIK5Oyt7ozuUwJ+8jYW8GzlckagR04RSfFNSnRx4UGhZflsEKd9O9rPUIm9nFZ8O9awrGvyBmh1/PEva+OItrilAw3fswHtcfjRPni2FdLTivH7nl3QE+snxfH8rjB/BrNCamPoOerOci7VxAA01Uq8j2h1YL9SBOp7mIHPt/TwR5RID/sYJFZlIx7xhMr2pFRao9u2ZnZMRFbmnoreEBnK8rUDlGcurm59Jdkv28EpGDvFx/Ei4QBSsa8OzcEx5FwlApZRmhDU1LzPUkxzrQ/C7787nNOqsgNj1bxaBVbL1gzR1s+mrEcjoKuEgwJR/z3RvZDt27JtTYsqZthqaLb5DGOP50StnzqIDjgsW+VhQ0AXRS9MbORwcDQVx5kY9HwgMmFUorbuuPLsmHJHY9W0Y5C8OjJ73WgYlTg+DrQ3+znuweNJTH54eaomIncNrsOMhjQo4slXJuc9GVeBZbMiMAmdbXZNWg56Jaep/Qj4fv9gq22l06bdh7gkbTMuAk3GmfiqpPRkrx4mjIHVIViBGsHYoVTsl8m1fM96ZMdXD87Vo777Ktg/5rD+8f3SLuxq4S3hroyISrFmGRJcdwa+i4YHxn7V5ljgJvvXzC4W0HuI72HT9jzUdaNCUC/mL7+6xG+BPnEjPM12nrC54NZe+84sRgJom5G4wVajGGNEbDA9FlI7HItqQEFuIyMZ214mqGkG6tLMt+ES4dcWVT3lmOv624eYgefTzro1+Zj0ts3rhkHqD73BYcBgnvP+H6/RLGwLNNYXlXQjIZfajOau2AHMEBAaByCfDLf7RexriEL8uRsJQsxyRN1xxi8oB9M1qdHgXkFNS9Q7Ja5Sbh7gfSEdqm4C4DfIOQtowvyj4zLH2FF6izyGW9fQR9fo27ezO6R4uMfMs37AVz+JLj81CE2nj09DmhONtYdkWz4z/AOsNi8UFF7bzPOlKNbQqWAMFlBVyQZ9JIo03g27Q0Yg59hNX+BVnA/apgHr8aq7AYEpDxY+IKTtPq90KjRTDVTprxPVVDWTsPvPUE1T4BDgGHxHjjlZM1lxMqplpcBrB154Sj5pbbwNni0isdRcdgEI4GfYfOM8ma5sxTwzAGGeyGPk5zUu55+fPl+12yJqAHVlEcpnEWXTD7iryQI1mIWQB/G4HCQqzNuyxCMg8amUUAnAt7tZnlO0ZfzR5SShd4VqB16SZSGKCDPhPxIqJ0gFbuSLCCW706zZ7yuJgVYc4+GmU9JqVWjkFLlNJjHx4rnY8E/lTc8W8Xd2F/7zoeqR5pGpI6q2cGhKjYsQ5Hq3Bop8UzsTWZBLYAcySZEWbPhOjPm3m1q1RADv/AykQUDWH5IyIKX74rlxzBqvklzyulXdUBEKHs21kqyQl0NXEmHoDz4nmPYZ1ycIQErnvTlczjjxn1NGEM5xCNk/0mAZvGlCLZvgvbGPLlfOMUqct7KQQwKO1NTokxOGP/GkVF/zNyQTJQ5jEWaIEM4s075ecZCJqfLccqDG5T7gblQqyOafQE6GZir51Q3gcy8YlPxTh4gAf4mgvLSpzRoDLywZzR57PaNbGBIVuRLw7oewfxy1izXUocYmw4X0gkp1UtzIpC/f55NUoAMjXxoeKoNH9DhwEfn13msyk9B+ZTwnhNnNnQAIhMosVdIm4AAdSb4Y2wHy43TATKVjelFUEegIBvNh7EcmcNXnnbvAa5PmL+qZhBEBU7NJtZaWRQJiiX1WWdFbTGfRZyV9rBHMf8lIajd3gjQ+4RDGb63aJb9/E3CKDUaIgH0G+gjMQHagMMrCQV1oRWIiOKxV2Rrgl2vO7adrNNjK3hiCSADp3zJH1RKPDtEQLnoZ0Z+kpHnwPL+LOjd6piPwvijvJbwb7QYp1uCQGIfNGMud2vKOwNTGoA8wTggyiFE07IDOBJ6o7IjJfOlNdZXMKwsb89PB9U40fnZ0nzTQyDPbB62jF2yWuxQULp2+vl9CNLGScj5aXXOya8qHa/eTvLIOHJBryPu9ZmR/lBjyzvbbu2QhY25NoAlZ+S7rWWbjuX70V99BbByf3pjDUD4hCYDwuUQqw+5jkvu2HvGs5VoWHw5NUbVb/5loCWL9V2mnLgOxgg7M9SVE9aAGAJgCPpgDB0LIA+y3fb3AhmK9fswhcWss6ZcXcMSxpmcf+31HwT8iMhvAPxfAPyP7PP9bwH8fwD83wD89wD8lwD+V6r60z/3Pt41ja6Ib/oxZVAObnByhgdPK+yfmWOQN26oZAasABNjlyBBeVNzHhgKfB4LHo0dxMdRsLeCb9dnTJfyKRHnAOmME5fUzHHhyjGoQHgSZFEslwP7rUI0TUDLMo/UqOs9J/7JfBgABLo4F6AEZTFMNf/sXgrSGDwAMlA/2mSteLGAxBywE/ihbEH5fSd2lHd58rWZHwip9L0kFklLQjdgip1qRFalxRb2QmPg9XKEyVnILH71cpQ8kuWWmSh598NGj0uaYBFH1Nk6UARQhGdmh3OXkEJ50psOMdkOJyq53wWyomVFM0Oz9LBntii2t4p+TXFYfVmeuLcFx8j42FdbQxVbyxFEu6QoTp97jQTluVcce8HzsqNdE67jwLMVYzxlY7AYCCf6Z/KF3hLGZ51B/pAYwcr/M0AIWMR4kdBbwoaKpXQ8DbR6toL+zCjRCcYsYJMlDNYxVgOxZKQXf5PsBaf7SWRgXJQU/k2wfREACeUxAtWHX9vVxqpX6r+X0oNC3LeMxRlkltOmOvB22fG27PRqacU6JpaMesCzgqr+ANKR0J+KfhX020A/Enqe3hKuEYaYhNAkkeq0ACvGuScd6Zj3BLBYsbMIGwvQwJ9fHpjeHUOjk6iguWk1c/E2Ep4Pes6Ux/RKED+klQeWT1ZyJqBP7WpbhncCpfNQ9U6y7xlnFkVhCTNbH5QeHveFxfPSkWyCSpj1JTIyLqUFG00MCGPX2t60Jdz3intbQhZJkMj2MJcCr/0AwQAAzWUrlvylz0ygx0CWvBFoFCXrE8Ln5xRlT4CSKLajvHSDxkiAXXMpHfVK/yJfb8nYmltS9KToWiLpTE3oY/RF0PcpT3iln8sL0yzitzEuprcEn+WZITTZYxqeBNtvgfabjvULzeRdsiZi5rNfJuPH8y7KaCyhxCxamEh5cWCG77+1jn5CyLpWMWlQTugmSdIi0BPjJ4oA9cKYI0sBkKHiYI8AMgZka9BaoGvCWDJ9mrbO++P36O3CNXFwktRTihVT7CYWO0sFiEla7CoacOsxsSfU3OI+OUACixlDOXkIp4Q2zivl342qIasY60B6O1AWypKW0lBdcgt6Kqjte78GN/TUkYINMD0NUlD0RcEktM1z373BphTSYlky4E0B7InNmXPyZjFIzow/oTFm6l7Ice/ERNOBSf9ujJfezVSBJf0zzk1Ku51Hds7Ggi/sRul1oBWFaEb5mIyEbtPR1M6DMQTvy4Zb2V+mbZ79ItpIBNPSwFI6NgOim3VTb2Ce1YxVta1lTtnaMpsixhr0AkEEwcKAP7sT0iaWQ/rHiqLH1kiwTkZik2mnl065m0/IxvjgzYd0er7JvBcBa7bp3KcREws9hwDYtDoyMXsZGMUkgoWgTAA73tEueM3aPb7A1zhsjU+AIG3DvMr463hLBH2uNlre/aJsuiNlfwa8OjtGwT1lhUtIC+1n8+wTqI9GPRWiL/JtW275SQlc310Om2b6ncxXxWL+WAW42ve7ZM8bSWUAy8wV3etLd1LDCaxwL9Nwf+bIwWBRCSbLKICsPc4MAGEQ3lp6aS70nnDsBa3nmDZGhqrM2B/T0wgGloeyFnBmiiBk9GI6Umn2WI1l4xNMoxkcW1Ish9P5Z7v3LgV0GZpL4HxEvMAadvZ3Yxkh/YICo5F96tPt9j0HS3JkHrMOsIsdCdqNcW/x85IbljT9MNfSsdVOa40hZIti5gtBArA8KkBzXzo+GSorFIpxEYwdGAf/364zxtFDab4n1OT4RWPstbaEJizi329PvNn0QwAz9xHg0MJBPsr7xUl0GiyYs/SJgHG2HBlR5MOmVd0uRO4/0gjFQymzOakjkRFl7D8ZAHbGy5IZI9f1wPNyMf+6U3yxNefnd+oIVpB0wWj030uJuXhfBvolmTEwjFXsIKBEo1PNCzNtgmKWJlTpgIDxtZNJroLu3jIz+BLfOzJSwrQx8V/xbLnOdRlYr8fLPfW91xtHqqtY0zBJNLo7AF2SMdAsNJm81L06aaiusRfmBtTAGaRTUeHr79fwSba46K+hVMnsPbOJ7+SD82fsdhbtGeWekO/TU01Ginzk3MT2fQxwn7Ur93feBUUTpHe4nJ9AtzHlVYEB1O1M+/7z138o4+f/DOD/qar/CxFZANwA/B8B/L9U9d+IyH8G4D8D8H/4973ReTOS8m50UJ+io4AqOyDToM5u5rCD55jF669pTeWJuOFqLJFmpn+t5zB33hf60ThFK3SVLiXxTgPwIpVwShsA9JJm0pmUHhXZPU8kNp+zJJIxIvIxzf/8nsAKPl6MfRhl4kwjvhGL3Ts7ThX3zqvYFBZRPQUEsUPPNd+uR56Jj3ujxIQJT1Z0HgRnkIAGlaf7ZtfsCTEg0TGLzr8gCi+XOgFAE0VrpHvMiQ4GhgCnzW+6bWf6KOBO+2LMh5hoYUlw2i1BNx2vxIScmQTmp3WkMrD/jtMbhgpK6hyxrIlGXiOHdK27bOYUnPx+NSsEfCJa3zKOVLAZe6IZ2DHs55y/Fy9/BsYxQS03Cyx3Xm+5axSmw7Sxjrp70VJOjI94pnYwzKk/MLYdeOAsg8w3gIedm9vagU//AbtIP6xO68nfH0ogt23cC92vyz7iYeaN+05ZSzpIwRxcAFEMciJcR08M+lIGpVlpXpNPVeFBJ+iboG00eB2LSVBsSh9EQj4I17l3FoFypBgP6yaRgUTFOrf9vb0W5XMqB59BeQD9U3AsBXsdxuwCR1TahAMH8Mpdg6pbzBjUwQH6d8zOMqxr7Z09p/SnAxin8eBuTuhMKSpzOEXNp2oIMCUttj5KpoZ9zeyCPdtfOSIUsVcAnKiur18jaoWWACOleU+7QHaaRdMwGiGtqp/8zO0CIAEpc7xszT28h/xVc0eTyZoTvxZR9Eo5icePJAjG2SiDhX8F40rSU0ZtB7C8fo7T9uRzP9H0w5R8m34afZGX+BiSLYv/Y2UBuCxkmLRxmhaV7dr8bDAZh4/z9fHs7iul9neOg41CYJJUYnZF20VQVsF4mBF9FrjnxfxgMkkUJkWOdrsBRn4vBLAiTCgvLsb0cVaqyciCEeQ11+lG+nl63xbzbiK45+eGA/1haj4kYqfLb4YXCIrYr17Qwy6fP9viI6xZUa3QTXhhxx0GLuZEqeOSOz3PGgFUB6U6RgD3LgnoWaf8z1k8w2KVCqRoFOXewffn500wmosnDEeOzy/1nAiUGLnp95iA4zi4b3w/hc9Whk1MRXhR9VWARtPg4fvqFKfD6PSvvNJh2F5lDHXmsnRE46cIGz1rbminxXY0GpUmA5yHmyfZdWQZ5nVE8G0pp3NspIktxN8JzplzHxyNfBwZfU/zn4blm2OeZZo1igsH+fozQ54Z6elFzwR98q4hkw6w35p5ySSSsnCiJ6UFHiuMseBnyq+fLxC51hn0kf3kb2I+VvTP4TVF49DW0Hm9OODECZ6CdhV6nFx0+s5Z1/ns83R+D+6pKXU+33rPIWB5HhTBypWT5EmM5e/7U30t97me3U9Nk0z/N8tPHZRydhQ64474lC2fRmffr+IMEbvGJEhlXp/angG4LzhNzWTSUfhrNDbcQ65mAswtufdNmSwWYAIWkRshirTy9DMd6Euy56UhmewXMdkxQv3g5w/PRs+/U/i3+Nj3l1wl1rrXA1w3yRluNt0yJrrauiOLToEhOGxCU+sEuGMtnNcp5vrySYIA2auro85g7MvGdk6ZhvM4XtdX+PkpphRHZ83RL2IkP409cg5N/ntvqicb0NHdHwrc82kHdEvQJug1QQ1UzGmgyMAAmYold8aQNDDEWMpgLiV5QDTT0zNunp1PR0IxmW00WS2HWWubucr/j7i/6bVlWbIFoWHuHhFzrrX21zn33sybyYNXD6SSoFESoo2Q6gfQog0IqXol/gZdutVBNOggOvwDutVAokWpBDyqXr4i38t7zzl7r7XmR0S4u9EYZuYx97l5MxvoMqWtc/ZeHzNmhLu52bBhY1jOoc5icUDMb68iRr7U46SomQtR6F+mx7PuuN+ZNxBgpa3oaMZ3ZztGA8JqUwMkQoNwB1Knq6+LY2sGEnx/sdFylMr4FVpyXDI+hnoEhi2vaYsimTD40YFZYGepkhWqyVhTO89znwRwYXx+L9DhjTq13EkHyOKsSYxpBHZ68DhVo9/lKyDRw2+3i223I8uuy2jWN34GmOFJeWe8TpurXwj6LCE34XVruVsu2dnYSd+fNc7KrkDyiZ4x+/XwGf7U658EfkTkI4D/MYD/BW+EbgA2EfmfAvif2Lf97wH8X/BPAD++oVMFdCf1q1wZgPI6Lloai8bd3YwqkLYUiUwg5J4nNIR43HThf687KXFbdaSUrl7OMHm/LQQgbGZQe4KL9/mhorsVNjMOBT5vaO8TtlqoleHJkXdfvShs3qnn/2dT6S63zi7MlAbTwGhaokBeGxP6w99lb9Cc4No/3r2BIPQZFAddkNaN9mUF3WWLxB1TZtJojAIvIklrUxanW2Kna00BYkUxdAjMcEFRs1f1x6huceldBAHaxEjuQnmuydFNH0cMSNE+zi53yeI9H8m+068BJm39BPTF7rkJnfnjOh6+eRsJSbkDy8/svmwfBdtnouIAR2PmVHGpMzsW4IjfbZ8iGZhLDRDQX+7o1XsyNxb+m69DH234VTKthyIR9uEPnZu8cq8sXxXlCpR7Rz0nzjwvBGtESB1Pme4DH093nMseqHSaG/qS2ZU2AMFn0ad3wf6S0OeOPHdg7vwcVwmL5L2lkdT44WKCn+VqoIUzVJrZuRchY+zJLOztOe47KbT9VpDuKUQgj0Vus84wwP23TDv2KWMrxTqDiIBNEFlRLoAXyNtHS3CfBO3cmTAmSxz2BNlSJOVaNGZs850dUy+eIBoWjCM+YQCNjR3M6WY22VmwfOW+SnvGWhcGdgVkF0yrxb4LRwTOP/UQJkxNA+wN22wDWvMqaOsAT9zlTSrI5GqC9Zyxz7xnPiJX96G5xQ45kAot3k/zjixqOhoUN3+ZV+vUJfzsWip2cCbrQvKZDMDnAcS0UOjjaQkUGXa7bbJsOC5SLgQyjzoQ04XdpPULs8BprnhathBVnw4uWHweGoyCYuCQf71Wsko2A7C2zTozjSw9Wu+SqaRibLYCWoEKwjHLk/jQQjB5smMinHdndg4K/wMFu1EnK+09Rhxgic1oQFgimHTQtS1Z+p5B5I5j3uXzBFmULj7fJ8Us/gV9SkhqrlsNSHq4Zv/9zjRNvKYAcBLQcrafJZAKETJ9coqEHMBoqh3t4AUhkuljr9d1wvW6xJhA89ENHa5/7qwJNSak29ACoZWiLTHB2gwsPxao6XBdDVyL2d5jT9ilMC5JIfNSFKfTjk+nO74sV3xLZ1zSjNteAhBy18cpU7/CE9P3d46ltW7ry8ZDGTckbFxTNcZO9YqZiR8aCM66UMdhbJnf4/nOAAjExsbVC385AGLCog+JeVa3kUAfk+g3Mnv3lliMJB06CwKgY7h/NY4qpRs7l9ObAUmLgUj+lgr0jaLvW842atpDCy+Lcg10QU4c+brvJaq50OdR6rvd92L7mOLnzRzcxK+x2ZhX8soX2NYyYt6a4/752FxeEeyCPgm2e0LXwpFfG7fMd8bqfKNmV7mZ04oC82s3FgF1anzfSFVI6zbakKGJcWH9ceQirk/h4IbrnHmxzxAmkTNP7+C4lBXGI78kk3x/MRdJj0lW9ElX9JldfUm8zv1J0F4adOGICWoaekO+9TxP6RY8khpzRgYo4e/FK7XYpMa+RgA6edWRC1egTbzfbTF9Qoth4u/XxeIVq1hph3/HeN7SR86kUwfsDIimjjoDh/+WDJmSZnGvE0iBAm4B3peRz/tZM5eGfBBD9FjdstCl1UcxHXidFGKukb0jYmfYj09k9zG3541MVTG9c/zOzToEiKKPxaBieevYn5IZRwitnGcCVm12ZzeNz+1ulQ4O5PsoLPNd0ReBzAi2j8R9hp2dxuJpwlq5Hwp3BVyonM5UgyVzKrxftWfsmlD1sdFJsxl7vnZtPXP/JEjo2Tlgk09MOOuzEhybNRrs7h5bVp6v5dbh7k1eSDvAmDbeg7Yxj2pnsn/93N06db3IUiIYxDHRxBrRR9Qzz4iWcsQgH4vXWx6sfDfCya7zqdh6wn6bKGmh4Gavo57BzMDuoFEvNK5wALK1FOwnNyApplUYhkkOHkaOaM2EDejIkEvGdEmYXiWYPqEdmDhuz1xfLI9F5EB9tty2ArpR68rzyvg8B9LAg0FFBV1+u+dT3JPOxjk9bZiLgWPdGzA9jEYARDOzT2LsPjYR09XqRBP/TsZCTRWPLp7lAPZYDHPChwtmR9PoAMT5mXQ0LvK14ute7Yz0Zr2PT9IQwCebWKuknf/fJ44takIwgvM6cslUNPZwuXY6fj8YvogBsLwOnXm+/7nXP4fx868A/AHA/05E/iMA/1cA/2sAf6Wqf88HoX8vIr/7Z/wum29lYht2hwL0GcjfBhNmPx82giUfIuMB9Yk/40FserNA100Mz5LHkjue5w0flzveMu0Jt7VgvU245B7AT70VCp/5jK4lXqpKLOggbqVd0Jz6p2DRUBPkSkHO6R2HTgeR57IqpmsPOzYe3h04dEep26CQvSPpKLL7xJEtdBPlVKCLJQ4GGPWJo1xSFfleDVQSiAjSWq17m379vZvS5nhP6KUDyNQRMTcFR60JNqgBJhTl6kVw/V1iolQFcs3Qaw6gR4w+x4AkwD2hvnHO9f1MYTUkhV4KgQvTb+i3EslurwJkFuuiQqveYsX2Jpi/HWccbePcERoYb/+SgQpAWHfnFcg3YH5TnL41my/OdOJJirUWfF3PSFAUofiodwKysOuztYzrOkfhDABNBc/LFrak973gelkAANvKEbDW2FV0FgbX0wgwYTdbE9KdyTVZEQQJpgsZY9Jt7MPmnXVPyM8bXp44NrLkhi/L9SFQfX0+43KZoKbv4+4c3ZxG5m8JGwq1HJYWHRi/t6kyOaLTniUsG5lUqVkhmqyA3xVpbcibYrokpLWgPmXoBDQbs4Ae8nSBgR9MaK7XCbe5RtC/7hPu20QQw9iA5aA9BIwCM9+B86Xh/JOgLoL9QyKoZcG/F30QLPdRt3KnftX8fqBN6ohbjrRHsWWJtwMBcZBUxdLptrL8QnpsnxBdPT/08qqY3i3meahr/j7j33oZh0ZaydbxhNgBWQfC63tGyxPalA3QYDF8rMbl3JDNfaO2jKvpTSVRfHna8HHiGKw7SaSpMzbUzEPfLm29T3jfFpwLRcxrJ1js9r7+fuhMslMV7CaGnTZSal2Q0J2qyr0zeXa7dTvkW+cBO5vDxG7F4L4XnOYdzwYM7S1jKRVTatCT4L/evuD+PrPwcyeMXZDbWP9cBMb+u2O4TazjWfPZ4NEmUzyh9I7tEJekcYEJSB9/pI37N70L9rcJl6IxwqadZ0m+Ja5vK05T04di72jzGddm60gzkLIM3Q+wwJku1IxyVkJLiS4RzcEoO1NcG+RobWRuQD5A49o/KgCmzLOmcXOkACzo+JX2Bp0yz3ujrTuQBxCs+/fvC+rbBLFkWG3sxEc79FooXD9TvD7nhl4p9Ku3wjEki5kuSB/iw3cdSanFGgIfBM7XL5lOLz4GUQX1S2WDAsr4f+o4lx1f0zmYK60n7D1hOtg95zTjspyHLlsG46MVIX0C0lmCoTO9s1EEsPBZfgH2lwTKanUcdTAA6wRezAZ306EX1Ac4+MjC8OfYkXe1BHOMeGyfkoHaCelbHvEt8WzRyQqsyjhfrl6UAcu3/sCe9fWgCajPgvvvMv6bXz7h2/mED8uKDxPHvuZE0O91P8UI/t6ovdirAIVr5HU9Ya0Fb9cF6+tCbQl/hgDts33sB7zmsNZWnrViIJYCw4reC+krzHqd92p6y+gTBff7xK9Pb4rpNkBHP3vJnkHovNXF5Qe4Z/qSsX0uqAvBFh9/KxlozUbPZ411rrugvGWUi2C6sjgCxr53ZoqPLhS7Jhd0//YfTLG2AeD+JQGfWYy1mYCCnz31iUCJmBGEu9i57bePz9aa0Hrm2JQ1oKSBoxC2TiTOQYubd4/lI84d16GPfa0/CtYvivqxkwFlgG3ekwk/F54HV1tPZ8TIU+RzDUh7HqObthTLcY0cz+pNMH914JT3dbqy2XL/lHD/DBP35qj0yUaet5ahomES8zKt6Cq47Au+4hwGAX1R7AVwraDUgGRNM2dQtFlQrpbDNXCk0xLBclWUy0GuwPb09KaY3xTLt2bs345yYwy7fyH407owDz+OQ3XG27SBOYBQK0dfgE2N8XNkeNneVQN/fdytq2ArBffngrqT3VE87/IfN81MH5etPeHbfsKuCV0TtlYObD0QHLnkaPK5QLE32By4KJYX4E2xfAPqSdBm5lPZgJ7p2jG994Pj0YEl3Tx3HfG2XBXzRfH2LxLuiXqS7mB2nnYkKHJKweSIpv+eRlPBm4jpMKZjOU65CuZXhC03OqD3jNtKob5m4EB+zRz7WQ0kNPCjfrSv3/m1+qy436cYjb5/PWH6hWO25W7vux7Am1XjnrZZML8xOLaboJ7pzpovbLpNF+D8x45yZx6qCdifUsTF8z8Mgej6ZK6u4sAFgf98L2YgcBgrBM9SdScrjLPJCRChZ5nMYfCkeD5tHO3tCXujzpQA4S63m4lIzh06N+w1QW4JaU0GkgHZ2WKV438ERFnzEbCWB5Z2rA8DrMuNMgP7JzIQUuqYCjVaffTbQZ/Zzv0qCdX1EI3xw0kmiTUY8dGekwpMWLs/5IicXFBMbzXY1eWAEzA/Yn0yxvVha2jEjz/3+ucAPwXA/xDAf6qq/7mI/G/Bsa5/1ktE/hMA/wkAnKaP2F8E2w8d/amhPvOgc7r//pR4YDQGRgCDzndIfkjV5H9ZOOjodimgRjt2m1AAKNIwJxsXyB11y7i8nXgTa0J6K0jroE33bcz5tUWxm21jXJTPQNqBWDZBeeOhPb3pQdXfQR4rht3BS4FkdrnREVUwaIUeD2K0iwiohI1usHwEgCX3KsLZ8KeCsO/tCp1yJOoAAvRJ6Eg2btGe2PVrSSFrYjCyxVvsMGcirTGO4qKFfekhUDVGzCzZDqFcjPG+lVGpGzrsqvbaSgQ8L2ofHMWOz3/npjn93MP+2vUtnOqpArzaeIkHAmrBeGGnKFfel7wmlEvCdh+29FWTOROYaKlmOsFZp1dEMbnSO4gI+37Lxgha84S6ZdSVf9BlCNv5XD2AsCR029yN1HI/qKaLCTY6/VWsczQp+typ2l/YnXqZN3yab/gwrdh7xr0VXrM512kyiqYFPZ8okA7Mrwn9JuiFaFq+H5w5DLDoBbxu9b3IveBr2535oLzPS+/srAkT5PoEbB8S1h9MlNoBsDQCJGrCvmdcZUYtLTq9WtNYY8L92eWQGKsly5XPdgZQ35kAuxigJsF0baSYTuyAOsuwrIp868asg9Gjx571dRjucxiFfwBCHSiXFonIp/8XY0B9Lrh/Kbj9Jj0WMLZ289aR742B3AoqNWvcSKw3o7DCE0PbU1aMwUDso434SM6A9kSasJYxHuUjNkMIuiFBQ7cnbKfF2IHR4SCoeKsTLtuE+30KwH18LmESKr4eeN+OQuF5V2TrOjlzM9n8v0wd81zxPO/h9HPdKfBcUsdyXlHMFhwgm+Rs9uBdqe+zmVBpaHlZYg54ImCX6+M5B3bIo106HsRbH8Zz/EC2Myg6MoeYJQdwn+vm8N7H7pGdKz7qJQITX/b3H/R9Bye9ABQFYGfN6SeJ0Zv5lYy0tGuweQZIRaAnrQ0DjbZRMBEDivg1OmBINCFgNu1SEvqp0D3KNH7i9yRmgmlXyEYG55wbPkwr15qc8YeidIC3Ai0Ezv3M9T0HJmJQsbFQS8L3HGcxcFj73RoWXgC4w8fhKF9+NuZkAXpJaCfg8sxx3KoJW6cWzdYz9p6Q7fM4c+Vp2vBxvqNIx+t0wtuHBTdZ0EohTT8Zm8DA3x5rUEJfwUexYr1Y5z1MCqwBE455xtbN2yHRtnWWDnHFWShkDCr0icCE2L0OhomNEp//wbqzjYn9OFu59ua3hnwnwNkLHQh78XXB92uTcC3Wg16OCjoEc2o4Z46SPpcVL3nFrhmXuuBfpx+NMcvGiDuC5kyQQl0/yfeVPV9AbGTJQEL7I0kpAGyMFQfDglG68GdVDHS++niINVYmsTPN1p/w7IAyVqdN0ebEc3hmkZVOCdLyYKI3QJ2mH8/uu7zcRtW9ACH7deQyaSf4dKTvp6qjMQo/e8fX+3R4/jKuX6zgz68Z7UlCdNSdiNyNB4oQUM1v2TTPRhPQ99hRA9AZCmS+disOO7QkjukYgyCBv4MW3QJMGOyN1YpmyzmLG774khaym/wlTeNMl87n2BY8AJJemJNVY8/d1kKxtZyfkjGBJMY3venk67f1hHlmHVE1PY5B2lnnYBgSWa6Y1TTu+H31iR/CXSH9GmNk15d3H6yc6cJzX7NE8yk1gari/EfF6WeCj7ffCraNbCB3EMrGgoAxNYJFpVagWjPBGeB+k7W5bAEobl0Jevj3x/Mwfc+yDNBnLqyzSuqYpKOLmqsXdfYcbGzPlh90Z4QYmJKBdkLEPm8+1LOYLgpBIF8bokA706HZz9i00gUp3Ad3CcZeuXN9lougnAX1OWFdJ1wTx62LsZ6XPAJra4k6Rz2Fe1uwMDff6xKyA9kck5OJVssmqHvBZszQWL+HHJw5LPeEsxIdvFLTu4v7nvhMA+Q/jAt4LeQAf74DU6IpStr4nMvVgO13xXTpjDeVee/th4x6sjWaDSTdBEUFevf6CggNOcujYw0H+9jYb4rB7DbwY7p1lCsF6DUDySY41v0RknAWuutPAg3TzCmGtdCSXucE7cbazmSxuaPwscHNjYZHrUo8xi7XGU6F94rLj7lZM0dm2Lb1bRBAEMCRMz3ExoNOVTAbrVmYbW3Ecjjm6gD67Axqy7ebIjf9k88akNCY45v9eeTnnwP8/FsA/1ZV/3P7+/8JBH7+vYj83tg+vwfwD3/qh1X1PwPwnwHAp6e/UXfRSOeKnhQVJrDZhKi+CIuAVceNUgy62G7F6OrFEDdyuQ16vd9kigKTYlysKzeXhlw69nsBzCHCC+1YAG0kLr5w2p7Hg9FhCeeH4XQlWyDocjsC9AEwqJGHbj7FL8Fhv+9fHVbecQF0TfG00mqOKgKIF4GHB92zjU5Z59Z1fo6/GwDcNWh+JY24mXAsx+vG/S7X0WF8EDD0osMDNECQx9g5TslFBDDe47z5IZOM+XGgot6S0YQPBa11vxzFdtbRdFGcvjYTw0bcE39OPgp3ZK080o4JoGk6JHhNYsTo3iacMhGFkjqDhmTSP1WiAMB4Cz4fIUvM11pdi6m5j6KOQoMADgFJmphVLhMhB33KjYEy30cRxIRcrR43HQwhnfRcdnya7iipoVkxWTWFeDRdghQiA432gOPv7QEpbRjz1n0UTLxmA+gqDoWogRXwtcGCY37tyLeKdirYPtEOor7IOLza6CClnfejH9wMvg9jcbAUT1yOeQsPoWTjUOXaUW6N+8iKlHJtVowJpGdIYxxJG6mU7ELwe8UBrcNFaLaDzov/dtjXyj2a7xXpskK+vkH3HeWHz0D/jO3DzA6XdR4d6JA2inJRhUJiffjh6+B0HPhG5U27RicefxwL0rvvbWbC286wLngfgs4Ocog+2Fi7HoeIVZN2mIk9J9e8qjZK1WoeBYbtQSaJZLdxPdnBehjjdW0kB+w8KffDOQutNF1Mf22utdCCNeKMpSnRaaxIRwUP6pRJ5+aDGYm6a0xwzQBwzaiJ8a9nRf5uf0hXW2vKDrQXvAFUgNoRAPJmAKIViwH6WEHmY4a9SWgRufVsGBtYCPP/+p5ysClAqcOZIk2Bqjh9VTQTspyuxvbxbCU9nhmxycwFyEEe/rtGIsEi+LvkIuEff4mQsemx0n6EtPX++L1KoCNo1w0RH6JzqEyCuzGjwtHHvuageLy9az1Y08X1s6C2n7ui3I0JayM79y9i4sQJ91pwrTMAJqHfa1qpKD7Od/xmvhiI1fHh/EI3GBWoHe46WYPDClwAMZKXfEzI4qBYETnOBonzkD847q30HotDBa5t/lBAHgHHY07iXXF3psur4PzHTneqe+MYyuF8SntDfr0DewVKRv3hGbT0I0PJ42UvVqRWPBQ5R4HnBMU5b/hxuqBD8C1V/GF+wbf5RGZnTbhvUzhffr9OYiGpMGYm/r/GWrAxIBPwjzXixZrdxyM4niqBgHJTlGvD9qlYQeMJujHVbQT/8UBAAEN9Skh7jw46b4FE8c4xDds+34EaYd1tzBgff03O7vJc8XAW+znN34+hlxmAtQIi0cVXAeZfEpqNHfbpO3DF2RZ2tk9vZAYkA+ahYOybJPSi8mps/mrXXAn65LWjd6BP2Rj7XPP5rib1wD2X/Azv43MfR8XInuDv3D6VABkf9zqbY/Xs49Cjs+9gpnTgbkL3YmCQVPvddTD+Bb8+d5IoXSxtLe82FhQ/4OeWjuUZa0zt2Xa7d94XcIF1gTXP7Hna/cirAeZtxN/cbEwqAfnOxmd9yqjnZOwyhW/c1CzfcxcmAfeLs4X7I7M59ontO3fUbc30NPWw7D3WJjqdnSYTx0/U8yqHRVX7d0WO575+H7xYTjx/joWzN9lGM2asCVEdTbLEX3yUdpDun3HsCX/uw2zH5RiMlTTxGYsoFmsqtU7Hxt6EZjkOQHcEmzltDtRabWr7oVv92ivBNN+0elgb0TgEcyNnJnrdFDmCkw4Oa34IM3vt6awnux83q6ed5WLsKtca9HouRu6mMYLJfE9GXPLnnmzJu5D0Pq7jCPyIfc4ji3q6spbJa2Mcq2NKJNmec+mUnPpDjtd6wtO0QVWwTgW320zHzQ7KjViMFhdDT6PZeARePI55zR9xpyJyel+n3hB1ILirIKkABgTF6Je7vNmegHiS/mtADOAa7JbjH9lH3mR2tzN/zjjcf4l8TKNXl7Y+9vJDwf/r1z8J/KjqvxORvxOR/1BV/0sA/zGA/7v9+Z8D+N/Yf//P/+TvSo5cDS0VXbip8iqG5BM04Kwsfy6b7oazNdi9YjJb7lxE5VaxfZjQFoEsPKwX6xR/mFZ8KCstRBMdQ6AOSDDR7kWRVOj8Y5vNxyfyKsjX0ZHxeVsHd6DA8trHQWQJ3D9+Izzp6paw02ElUNTtsfOKmV8fh4tnMPKwGPyVuun7lATUjlT7w3uLaTN4gfrh3zakPYX1byQY1nWYX/WhcIiF2wxBv8jh2eJQMIzgewQ5QoenwxJFZz0B06uJFTrIo4ffY58x353iqXa/NNgVrmPBN8LDM4n75MVpB1HuOcNt8JBIcb5sE3Lq6JPglHfasZsd99YKtp7xLgvth4EAFhM0xgDIOKhYhc5c+ZqiOBGjFh7psh58vGNAGqAOkAgsJtEVMiWknTaJPZM95QJwc2I3FQAudUFVWhCS8QNzOgOwaIBQ5WYF7IGWeBRmjPzGOhrN7NyZmIxnpMLERlY7zO059CKYrzvXNoDr72bS2ZVBeXoHllfqT8Q6PLAgkpB63FtGM8cDnSx5FkD3w/tndofqKUeSML3z8OComkCTFWRWGMRzsII33ypSS2g+MumFdtNgz/U5oy2JLnD1sAZ9/TUF9gq9XKHbhjRNmL+e8fTHHGAl9xQBJ2nK7kUSyGa8HiFY5WB4XgX4Dgj1Dky5K5ZfGs5/94Z0vQPbDrSG2//gb3H73YTr7xLuv6e7xDwTOJkzrbVro7vSuey2bma8bie0nlCmRhHESqA23bmR+5ZxWWfOxm8lvh4sP1vT7iDnHV//N2cS+vgEASEdo5sN0CpG8+Uo2VPZ8Mmo/nOmBfi1ztiMAfRUthjLvNYZrTOIyNzRrFPsdO1UhbZscS+pHzA6LyxI1AFuxaO4slk2ezLhOh+pUmegmMgrTAdEvSBI/LsXP/stoyqQij5o1ziz9XjmhQ3qpuM8OAAwaoVwqorla4247LpxHk/1AIDRtc3jpcVyj6MKSBbolOFizWEbOmXoMr7ma14OrKY4x4o57Exsxuwt4w0ndBW83k+hh8Zr86SG53M3sXmoQLfMBNi+X9RYCwBQWVhBDk2c6omegR8NBvbb5yuJDBZjKHFPz8irYLtnvN0XnMxqvqsgi7Kose7wioLfzBf8OL8DAN72E57nDdeF1PzWBZJ7jPBBUjxeAJAJUB9570Bu3nCxbmPWx0LLmHy9CGAmDsdcw13C/IzL9wE2kl00xlX7zDivZSTn558qzv+PP0C/vrIAu68w1wY+3m1HOp+QPn+CfDpHQUqL8IT64s/QigA7lwACZ9c6o4PsnyQd104NvbUXjlZbR7ztGReli2bfMnRNgwVlYLKPgNMj3vbWAdQJi2Fj03o8igbiitBaSO2QTHdFed/Q54RtymiLBEsEkMgJSwagiukGpCYhxunNyryNbJ0sUK5h6YdCygXip472ZN/feQbNbzbGXXUw4IAAB/2V9o75naOaPQ8mBNc8R1DbKYWFOK+nELQpgOYUrNWDHm+suVQ7zn+smN52pL3j/rsT1k8ZdeEaUjHdil0NaBC0xVirSaKQCQDjxLGM6cLDuy08y3umy9j2UZDOBMraBVi+ITrb+VoxO0iQBVoEae0Rl6QqpjcE4N5ngnD5VgEF1h+Xh8KoT4Lka2KzvN/ck5w9+jxtw/wgdVzrjEud8bYuY9Twu6Ldbl00SQIM8ufmuWnyPEuRVTC9IgSX/fk52OJM/3yvEMvp03XH9lfP4brr40aefIUph48jNTen4Nim11ihNaoYuklN0MSE9Cvd974fkeHnYp72PG9YcqUbX9kwpYZdE+5twq1O2GoexXGjm246si88L4dfq12HmNCtDmaU71My35h7keFiX1OPkwijjr4IqgNB7fBMAPSaUCtzoK6Ce2X+P+WKU6Yz2bYXrMYm7FZr+OgQlAxJeL4ToBPMbdNMCYzNyAY5n4t0H7uDsYUR9WfoRt0KGXgKpLtrU/LnTl+7Nf4U+W55ZKEOkDTm6PO3ivJtRXq/QZ9PaOcJ/ZRRT2zW9UmAiWzeAHQnMq/UjCZ8zHIwF8VqRBsDvgPTLxr3Xjowv426WJTxttwa813TH3OQSifFh9OKp2nD3jPWWvBxueP351c64mrC277gy3wDALzVBW/rjPek2NNkbGkN9mTUenZfvZndy1i/LgAeYLavhwnoCx3DUiIY5bkxG54pgCA6YEpMVMTmP8RoX8dqrmN9J+CamoE/OOx3l5SwJmvkd8c+2QEIithoOQxr/z+P/PxzXb3+UwD/B3P0+tcA/pf2tv9HEflfAfg3AP5n/9Qvka5YflHUp4x2SnQV8MNZjoWmjuBsCbm7X/CTeXHKBFgqgQ4WUS6SlLCtE7ZzxtYzvu0ns+VO4RLiYITmzgO4MnD0rHZTDyLNbSSSeWNRfv65Yvq2o7zeUT+dqWFSuHkCXWwg8yYBPookquiJgpipdSbLsUgFfclwjRGn1Xtbnpun2wr1BJl02nBk6QochKB7lgNLSNHPhbPF8EVmyHS1YLmM4N66FS0x5uZzq3xGp18oClyfOBLXZwu0RfEAStlzhCC0lI7Obt93TI4dHS2gevmmWL4qlq8tNnIIpVrwcvaO/z0EeA/fM7QwBPffLQxAmbOdMFR+3Sd8U8HWMuY8x5jgEeF9mVesNkZVDehxho1TA7eNjDadOscu/EBIjIR9QYzUiRV6Tu+EAK0IxJLENgvKXUK/aH5XbG8mjPZCG+4kirfthP9nnXGrPNXdOrev2ZIBjnqFY4S9X+qjW5gaQhvDOxOB7q/+/Mbh5l11MqpG8Icy8Vz+3Tvwd38PmScsP3zGh/MPWL6aCHFTTO+MavWcML0ryreCCqAtGcmEXXtl4efFYJ8AmPBcOwO4OaBwGKu0pKrP1gHbjeVlySmF1RBdb+2wUavCw9P2E8F7gj75wpEjqQXAdPi8Ap1Jx26njPZUIF9OmF/OkP/679F/+Qr59ooPP/0W+19/Rn0uaOeMfmag9s5jL6Tlyt6RLjugE6ZLgybTnyjykNg45dbXjKwbcLsDpWD9D/8G26eC/Sym5cRZfGc/+preM7sXL2XFOe/RoVv3gm0tIUaKZPpOpgNQXEDaGDWuowNlMl+TjiQBeOhUSx0dZDKuuiUdJpaaAJk6Pp3v+G99+ErwXpO5MXZ8LCvOecMftxd8207omvBlviKLcsTRkrckip4Ucq4swAvBv+6jI4cDNW2AqAGyCdifLVG0vZG9E68SsTPOt8NB3+Y0fq/FMgDoczIKNKnP0yvHKpsKWunAbvPqBgC7Jak07yDa2M7WkbYe4ukuAC61B3ss346cfEVCinPFx7oGM+SILhAQK2sbmRBYIKqdNwAMIDIAwpil3M82lpJZTcjeIDdLAAs1RNbGsanWae/uAqmu6zS6tYyVHHMSjg3O3rZlwe+Ojj4uEuYKyv3RZmNDiPBsy+lwJgn6lJFsT/UsNF/YM7Azfr/eTzhPezCHf7mfkY1dKaJ4rQs6BHvP+PvbR/zD2wtut5kMWh8d8WT/yCBTZ3hKdIn5NXNPEQnrYe8o57sBgc6u6A4wIBhL0YT5bqSwF7FuJmNMPaVwaYEBPyrA/vvPwO8/Y/s8oy3J3ktjfNEZkHwPsiyYbOLRdjoDbSu4WRMlzUze73VC7Uzi/yF9sDG6gj9cn/F2PWHfCrRRO1DNscUdGI/MYewE/XoBdOkPBT06eO8lHVjdZBtHQeVio5bTAbbHvCgpj+wB3x4ObGm2PWeAxmCTESxpYiP78DEkGwlTmPAz0GaLp3OHGgNaJ0GvvJeMR8D6KUVxn3fF/E69SGexLN8aJhtbT0fZAwHPeoux/gzPPzW0k+lfZGB5bQYKmmbkIgHWLD+vyN9u0LmgvSzRLIl456CH3cf1I3NRuljJYCqD17I/C9YvYjnjKMxdM6WdRg6yvwjqk+nirAnr54zlW4v393Pen40Xk77+89qYf4tAJ4kiSrOR0U8JRTvqmTom/UR9H9/r3fK51jn2ubaCr7cz1pqxbQXbdXoQ5nV2EcXWJWoAZ/N4IQ8cimFvriXFbGLpwVKqj2wsfraCfKsoP70DP3/FdJ6wfSwRR/izfEZ9tvrKxK599ClvBCLrEx/gQ3PUqkLtJjGh3IPZx/GcJbPYfneNKGdIGeO2qeB1O+NSZ3y9nfF+PWG/F+iWB2sleaxgrpkgMUPjI3sEHMa9SzvZ2YDl/CLofeROmgX1KWH9QbB9UdSPxizpBcX0XoAy9ojvcStDfLRoyZX6bt7UTWa7nkfsY56jqDPznbRKMIHrk5MFLC5sCS3lIQa+mY7PRhD0gaFijTwAuP8WPD82/ly+0h1qesewrbc/EEHeG7B3NuskW7NAsP32jP1fvqDNwngnBAUd+HC2CCc7BO0E7B87LduP9MJdYrRSOrBnA/nzqOmkDZbR8kvlczIwQjNzFm+epd1ML27UzCup4+N8Ny24jt8s75ikYdeMH6YLds34up/xdT3jts5ko+UOfa7U/PPJCuVachKDn631ecQjPxO8uZ435mXSEGPFDu6srURT0WPC2pkTNWezukbhd6whTTiMB9r6nh+BSscAAqwK4NOuox8CAex3uQSFeD5mv2//7nu/e/2zgB9V/b8B+B/9iS/9x/+cn3942WZjl19MQNjmDS/G5LgppveGXgrqE+0n92cmcEScWdzvT47cIDphmsVmh4GnpxUflhUv04oipGy6HZ5kgiXaeTpS7ND+Px4aDwwx/ZCkYPOrSGz+tDWkn9+Aj6cYD/HO6tHJJJgeLqrsJ4Vt1gedml0fngxBLku61A716Nj6e9gicg0GZ4rY33tJEOtQaToALapIJpLmbB7vSLHYsREYmynnYdvtZzv0Jsi3hHpCjBD1U0fYhCogmzFdugFIeuiKZBth8U6nH5pxWKrNlxNUOP9xH8lJFuS9m0DeYb3aJlChyKcXnuHKsZLSPV17JDFlVZx+Vqx/yNj6gusHMjlaT2T62NpxKiIV+llU7jpGXty2MocdKDhqMjOJkCp2CJtdcwNSaDvwUI4uxFHz4fj50ugYRrDIiq1mXLYZe6GGRjijmENHmht6p/6Td1b8ObjTjAcop2UG2myg3HT1N0zGMjGxvPdDAiYg8t7FQMVO5osqsG6Qn7/i+b9oeJqKVdKC9mFBOxebfbfoJ9x0dHzrADJadA8PXRtxUA+kxJ6AVPg9qRi4gERQNnlH5TB2AxsN8zEjZ8i5IGWRmNFPAJNfQbjrHdcdTJOrnlPM5Kdtxvz5IzBPQGvQpxOZPSUF8HZ8rixYE4XZwWu9f8m4/i5h/dHcVXzM1LpFbebnrU8J9bcfkD49oS8F17+ecf/CufE2gcWQnTY+Grhktnnn3PCb5R1nG2+8VlpsxzN1sV0g/tvs4KOlptHBbb0cOx6eZPm4WJ+AdnYQUwzYTA/0VvhBbUwBAPhhvuLTdENGR0PCH7cXvO1ktc2pYusFTQX3NuHresa2F3PxskUSAcKK8IbBBlArqk38/aFjc0zWxT6eay4cP+shrurBdYs3aZx9aVcKCH5QtA8N6Ymzil0FuivSnix+A83YiKMjf4jhXoS5QLMV5YP1YcWHrfVUewBWR0bl8eUJWfy9dWuueEHVY29w3SaCdACQqPEz7ofdsOIJoQSFXkSx2zoEmEB3AaAUn3QMyve7N2o6Upy/Kh5n7Jl6YW7JE6wLfNTb81jGz8ZDvVwb0k73zPr8EiMMKdHN8WVeccp7AOsiFHt9Khv+ankDAFywYDfAVABqWeTGtQdbZ8JOoq8HbAJ4R3oa52Kbrct6YjMr3YEiHIcHhl5Qq4I8ywBnGt/G86Rm2jP+Cu2szjPw9Auwb2aYoMDttwX3H5h8MM8ZxacKGZTOss73RmaHifpTqJ73ty2C9UeNZyt2Fs2JbCkfA1lyRbN8LomaYxvZcSkZGJINGDg0cbjuvlu7nnMY4kHxYq5brYfxCQPJp6uOwjrOERYl2+cF9SkFMHJcMxGzdTAQhgXycFzRklBPCfsTxWjric+vPn/XIBMAOwXd6SKGKD6AkQeEpW8fz9JzsZ4SmoHKBR3l0gKMrTmPgkIsn7w3SE+mu9Fx+rtvQE7ozwsu/+IJ908UDAWA9VPG+aeZDZQpkVVvjdds+Yoo19n2QbB9EhtXYj4zvZuxSfXfl7B9AurZBGFlPFO/v6EPX0yPcGYgcAmBYHeo728fl+7Itx77GiJoS0afkllGp3BAG4wMa57NQHrZ8bTsJkZ+j0ZfTwR+KEYOura2FPqVcd2+lPwc8GbaoUEmtk/92cb03nGcBqxptsmYwbtgEj7ztrBxjvQBBYDsDac/rMj3CdILnb4WGJuH1xdgxeGc8jOqz8qYJNwb/k1p6pDUoW2M4oxRPLveuSPPdAd9njbMqUbuOUlHSQ1ZqHeZkiIVResdaJn7usMClgRgFnpsBw3AyFmjbuAaiPPL9i73hsa5eIwN+4dugIWxzA4pAWy5lEyNzA/THS8Tm2BuS3/ZZhsJS3RDMzAau7AhkQi0VUjEg2wGA31WYO5IcyNjaLW4lk18/XyIL7a3nbGlh9xLYWetPQcH/49gYs8JqfUAndTIBq0kE8e2nOBBv1BjvapwL7SzEvSZ+8jnOqAz4+tDerSbaVAzwWnbm9uHBEgZoLifTQLu5X7YNKAb3F+d3vB5uuKcqeXzlDcybIQA3K4ZVTN+tukdNvaE9YVo5EUUSzAZjOTvq4/3S4VjYp4a5sM+tH87unnl3AmggjVBsTovi+I+VaxTB27JhP6BGFv3WODNHQd3/P6bJq1mAIYfxD3zJXpgfXIva1wjAE4F2faVh4D669c/l/Hz/5OXHi5SALq6mItKMX0cZw6US8Vpou2zNFPnXuxnu3fyOAKRLFGgoJMEMLMUqvDPqWFKDfdW4kFFIeNJeRujPo68aiL7J5l1nR+cD8yj1qHrBh+76tlAnM7RMQTQYQ/WV1gHgk4vAMQXKuAW6eEsdCgmqAkkCJ0vBcQPQQN5JBE88jln4PAz360HFTKlyi3FSMZ0cZcEvn8+UIT9M/i2l+qjGl4EPN6fEN9Uv+0SlEgBrFMtpq3EQE9LRoIxwDjU06rItxqMqD/5sqTA5zTLBdGxz7fRlfL5VqewS0sohQ5M9UnQ5ow2V+iEEPFMxz+HG5ns6xCOJPhseDOQsSWzfe0CVaPMEscAdooso4xEz4NCfKR++K+MtdlmJva9gAKNnZo4OSWkUnEue2hR3PYJKWtY1Vp0MBCRSagfviowZFofrA0BhOikAx7U2Pp1kOKBPDrDyAmyzNDbHfp+gV5J15R5gpzPkPNvAij18T9MtNIskwmy2yHmbDUPKEdQgQm2dcgzkE3TQBoeOrjZD70Y11H0KkO7w4Rto3hO1k2SBAQ9eiD2aEw2fGSwnlIkXmmfIPoFaf0ANEX7OKOeciSswYzzxNwLdwBqegTbB7qgbD80Htq7d+9sHGYStJmJ8fZlhgoB8/tnJuI9s+AMS2izFp1Si67Wc9nwkldMqWGSBUn60R15HKp/5uUjKyGerDjEBsYVSYAI7a7LUfwuwcQbD7/LDlwHVZ/zik+Fa+eP+wsulaMiRRpO2fUXMrZWON5Y09DNASLWi7EAwkLZDue8mdPYPhgs0kdX1rvo3ikUFQzw/fCZY3TqeHMsR7Ukqi2CduqQc8O00MJ0rwm4p5g793jacUiY/kQzJwDWDrigcoxDJGFBappvIfTvl63KBMzA8offa8meVAPzOwj8xDfYzSjJ3hf8fyCS7yMbFWB8dC0pH0/1N1NjsP3q3unh74fiJf5+/LdjkXs8j46fuZpQvo3mpL0h3Stk50icWqKdzGp8Tg1PZRQBAMc+Pk03fCo33PuES6NrqKoYWM0/XRPHjTzmJi9gbazRRGH1EGjbouhPTLp1Y2LSlB3lZvG3Vxi7VVgAHpJ/z1McvAEQBZUL86fqosEs5ttMN6jjKDe/b9x/NiYSoJ1gXBnjjp7DHfMWSeyge6yZMzW4JrvYkhpqz6hCwnvvvFciQM4KTY3nZjqsIUuZIh4Jn1WM3DCJgmQTkkWHylDRjI70pg97vzuDUhIZ6bPvcTwwFaEwpo1GvA9WtKd3eew/6quxGekW5n1WKxa94DYWgOdCLnTvBXcDUoyiwRhwGuuZYLox1ouPVzGfTFXR/Rx2iYHKfZxaR/m2Aj/9AjmfgWWiE6bbwycCVqIlhO3DvdPiHAWWCZ7sL2y8QJhaiQEseR9aMu1E96K+jGYrDqM3UczruOd62NMqEiwG3hCOqqEq0pYge8NRl8zHt/vEUTgKcfO6nEHrYyzLaY+RJXfs4W1rKKCrT04D0HyY2/SXX2dGMPweNEXsjPTv9c8XZikTAkx1DcNuov55sxzmDPRZMC2fOTXQgXJrKGu2NSyDfZTsjURH48LOdc3gvXQAEpY7H3K+Bym4AK8QOXZKHSX3MEIB8DAa5zbmrinoLntR/OqQHAgxe1tbeTfWdqwHriHXzaPGjj7UR65DJy3Dhau1gC5628gBj+eHs5uSwMwhdiypYUkV57zjuWzGBLKfSf5zFnKOsbdQ9Fv7uM9IgGQCFR1j3NcbFA6mDhALj2fgMcbBm0AacchlCLz5qmbKkFeOVaW1QnZOH9RTirMvJmzg99f+tyDAwgH6WB6V/GHY9SVrxANoJ4IeYrm4kzOmSzdX6LEvf6U9a+vlnHe8lBVPacNuh5czar1JGY32LgbCSgCID0DD96+D2VA0ivwWO/Doz8HwLl/LPsXh13OUofBrl9yjfvr+FXtOPNcVJFWOmsa/H/JU0cFQdHwBbAbH9R1qELW8S1X/rOwi8BcGfo4B3Tdoubl4sKKeBJiJyE7HrmH8AkSwIPqlaDMAFZS7d1ht1GsTrDVjbzZOAhbstSfse6GmQCST/J9AURsOX+N/XWA4aJyrzVPWDpmnGBvxRN2vzwNwqqDWw8FtwGmJUKDcR9WsU0K6N+ugWsdilrGxFQReEqCJglZj3k9Hoj5lE7sC8mHDyd4h2bRh5oS0dUyXbl0axem/+gU6T+hPE/aPszEbeBghAXUaNsWjAEIoo2t3JsOBsu+FkwkGxmc1OrMzfaZ3xdM/NCw/bShvK+rHE7bPUyRR6w9LsAIo/inW9SJroy0pQCqodSFNsM8p0H0CWhdkAU5/uLIY/3TC/UcbpZkVMjfMc8OPz1f89vyOD4UONF1TjJtc64TLvuBlXjEn2ny6A4yPymwt49XE8R6KTxWO+B3m9UMLxQ5uZzx1u5d5H84eKsD2UbB9VtRPDfPTjqfTirk0PE07fjxd8GW+omvCW2VB8ppPNuJo69KAz5aBZAeFVks+ZtBaVw7JcTxLNTG6cVgRqDiyaAB07smWM+SHZ5TWIb+8or++QnIm6PPhBe3LB+yfFvQi2F4y7l8E/alhOlUsp52CgZlaYLfScQPQthS0fw+cHlSp4WM32lkJJniHLrZ+TNA18z5KJ+tvMIjG4RGOTe6wlwTTe7Ui1wuf8f3dOp9t4V7fXgT6H0xwfcP5VXH62jlSsnWO6kRxNii/moVJgnVZ+6T0qs12XyeBZuqjtYX3AgDuXzL2J2P5nJjk9pldZs0EI08TWQwv04r5kOAk4ZjU2gvubcJ959iFs2/Qla50dr3ObKuZNGh26o6uF7amp9FFomabAmZj6uNLqSngWk0Z7KxMHc/zhs/zDT/MV/xmeseSdnRNyGCy+Tyz05iNUbBlYyzYwRwFX1aox/1giw19MReSl4oBHh80uMqqowBJ47/H0Qd3gAsas2kTHBO5Y9INAdkQSZFSp4BkfixIj80GX+d5bZHsiSBESoOJljDitghkO8TcnHAc4XLDgZ5TgJdpb6Nr7ho/xoRzIOdYEfBsyOglQefEBM8AzL5MSFuzIkMxlfYr4Bw+zmMdsiP47eM8cJr9pCOBszWvCdwXxh5zTQtVgon1ZEW1amidpJVgT3ueoCJoTxP6fKJ7TAGksFDZW8atTgRCpx6aD+xmK+59wtoLbm3C1jK21fTUrKA4JpiaFGlNI8l2zZrDZ67PnaNLMwsNNWHWiP3Hz+f7KwNY+PVgiqp/zc4/A2PUKGte9Do4sX8QG72BgVMwV0cb71iBrBogw/6SH9jD7C7zXAmAOTec5x0v84rfnN6xWBMugU4/l7pgVzqmbY3iqdyrpsUIoHdzOqwCTBhs5N1ion9egSX/fi+TMUUPewdjLz2ASLYf65QCYE0Wm/zZhZ6XMp8rd+af7aA70gvPlmAtVEXeeV/ptqRxpgYb0ADPduqQTtaPj3y7mUa5abhMio6RLdrKpyiExfLYPhMMkdpR3ncAUxQJHK+g62TaKtK3C/SHz2ifnrB9IrPy2BUHuH+AwTpqpqNJFoiBFOZCWO5j73ruF/fbBcU3uxZrokRz0NaSgyUchyEQ5uK1vqa9OeKNVm/uSCuxV5IZJnjuKopgVftzrIuNSBaOy3txebWmQu1kUJ8y86qtZ7Qu2PNhZImP3RgzzGubO8lZoek1hI/MT7ch/q2FgGB95nTDsKzn/Wo2Pj1dEIzZ248F7V8VuEvt6ati/SSjwXWsYY6bwF2CLHc/lllDAFrQ7gW99Cj4vQHi7+d7Ta3h+LYv3Nu20erE8fEiPUTa1RfCw5tKjHFFc1NGTVFWgo1HR0Zn1AQgZJIaR9fMcptQb5x26LNpWK0SttpkT7JJ2DfqqLbOnOHeCu6t4JJmPJcN37YTLuuM7V6g9wxZkxXmiOfk6zbfRyM7ZBQ2ijOrs4sd6DVDF5cbiHOikPkbYH3lmS17MlF0a7jW8fmTucLCaru0d+TrhvRf/T36t1ekrjjPE+TlGfjdj+hPVttZTBGTyJC/fQmTl14OrDbPAQ9OmxBw9PoQW501hEwwvXaYZX3H/HWj/EhYkOuDc+TeMn7enrBrwpIqJmlo4Cjw2gq+5oq9Z/z7+wf84fKM2/sCvZUHINUbeny4OuqExlwtWGXK2JWccLIxN2fcMqfxnVMfWy3oueFey2AoGxDkqZQ3fXRStBMFwNPu+bzFqoXPtjdg6q7vo0gg+/2oJ+kunjyjTALCx3iBALOj8a1jPfbpz0M/f1HgBxhoscwsLp26rAkxE1nPCfW0oJ7tgDnMvA6qoQbVLe/UM8ircFygkDbbe0IHN/HW6dLUrBsXSaNa93dlgiPOIPJOBIBeFOtnLgYX3xUVlLVAyzPSF0YQldHxHw9bR1Ay4cu0dwNqTG/IVbztEOcvA0ElS/IhFIRtJZmujQE8UOwfC24/FAI8u+L0U0UOTSB9AFoAMJFP40TYPhW8/z5Hl6f89//KwBgLoFejd+9KO0frkmoWtEJmAbs4QD+PGVgCUCOZF+tGp20k55oV5WrJ5QboBdheEurphFQX5FWxP/Ge5F2x/FJ5gLh4XxFoyoGWegEkJvK1fcqoz75+nGFGoJB6Ih+w/LKhnjNHCl8Ueu6YlorzvONcKOxczIY2Yyi736YZ/3BgAd3bhHubouDce8bezA3gViD3FMK4nvRTx0NiLWsC+plxnge9IHvCbp8PYPDYPgD7p4b8ccPzecXn8x3P04Yflwt+v3zDS17xbjS5X9IT5pn3jvUco4WqjZ8poLsMjQZ3H+lkd3mS4LTU7ZMVDyu/L1UWA2IFCSrvt1pCtL8UpPWMJIL8fEb78QPe/uUL9icWp+WmKGunXkMB8ocdP3y64NNyx7MBamsrKJkd4NsyoakdHnbfXC+j3BDrk/EEWD/mUfQkIN80WHxO9z92PpLtPQCRMPOZ6SjulffPxxs00974/a8z7r8RtEVjdEvNUlxgLltLwvwumK6JtpbHURRgMKUUZGvYXH5bE0LzzDsTyln9+sxYOr2PzmF9VhNPB52RTi3Amr1nvG4n/O5Mau3HcsckDb/UJ7zVBe/bYhpVCjGtEd0fD5S90dmk7pxdP3a8oqD6Drjwjkcknj7KsCvK1XRrSo7COfQVesHf3X8wAFZwqYsxOmsAV7WnsIH+dLrjl2/P5p5zoCbbmhydPzXhZYGcQKbYavbOf0KTIZpdzlCzzxbdSR+r0oMGUBoJeZxfdri3PaMW0w+wQsKf33FEIMUaUetejxgeDnQHl7iWmZz7dYiDOIe1Lup7W+BCs1Kpy4OUBp0esHMjQafE5kEz7QRV6/rZ58wJeSd7xjuyPlrmSeNmjjhry9hqhrstuV7P8RXPycCdSEB9QyUAOgoRgKw/f1bU78hhsZt3xfrJLbfJ/qwn0uD3J8H+ERxXBsKOvGrCxUYKXUA8i6JIw3tb8LafrPAZdr2qYqLElohG48NYZSv/C4w1Vs/A/lk5FlA6BT29GMpqLoSITrOPQT+w1lxLMJJhPw8P69/ua3QfJ9N0eDYmhmv0KUK3K9+B+ZUaSmJsI3eH8WRfOoz1bHtcCA6fMlk+7rq3pIqMjjc94X1f8G1jDlWmhmYjha3RnfT7Dq4XCSr2nFzcO2IiixPtYi48EnEymo8Wk5LvxQ5jSZq2SCJjJUYlm4HChw65VEUKVp2xkjfqb6kAfSHD5Hj5DpDoZAw69aLaWYgwAGM0RPPa4VoY6Dp0DR3Q28naEiVr3Mdm82oNvpLiPGHjSyA9QXqDMwT7xzPqy4S+JJS74ukPnaDWNBhjbWazwT+/jytxXGoYrThAFgCE3T9vanEfGlgkBFwiZwSsCYMhMnwYeZcOs5oeeXYvGOP+mjDdNIogjqTx/vnnKFeN36kZ2M3BKG0s3qbcQh5iSg3/3ac/4CXzbPyH/WO4XaoKyl917HtGq5muTQ9NEkDuzE3biUClu8+lHdjW0a330aY2OyDLf89e49wNUPt+HCyzcadFsCqwfFVI5xl6/2L5kcUBz7v9PMl3AkmAQDTF2d0nANmYOe6c2CyfOThuBeingqm0AH04ytlQpBPQ7RkKIJvIPaZOO/c1A5dM5qDFmmT7bPmqwfzpZexfgKBPn9hYczfT6WK6jQfAL6+KcuO5Jq+CcoHl/zaloKw5nXWnXbC3jLWVeP5VE35an/DL+kQDiy5A6azbrPkYLwPRNAHT3Rra1WsoQVsKdnOKzgcAKt/ts1scb6avJXr83X7GHiQ8DgAMz2AhQ1ztXPfG0OkE+dvfoX08Yf04hW5bvjfM3zaUn16B6w0oBf2HD5iuivbKmJT20UgdxA2JvgIEtJ+3mMw4YTXyw5iSPbNzQdrYtMLh62kHpveEv//lI2pPbKbnhiINb/sJAMeC/+XzzzjnDU9lw2mqKHPD3iW0daAgmNxH88HB+gDhVhkjci6e3jEAIHdjTIBuGet9sjHAQU9PQpC4K3PgfS/MgW8Zshvh4bBm4/f7ed2GFunx+wC/nsH2idrkmBcJkNYWE0NiEwfx5WNj70+8/uLAT7AGjNLq3e39g5jQGOKkrM9MQBhorIja3fVJ4uG0KZO+dhCV7ZNiSv3hvfeWUVsO61wq2RNBSweK4bE7p2Z3qaaPI41z9W6hmLZsHRl7oH6/Hx7k+HfS+tJApv37LGlCpfYQ3WNyUBuj+wtjrZhluybB/XPG/UcugLQJ5rfH3z/GSSwhFYmERpPg/fcZt78Smz3XQMX9v1IVQKLz2aRBkfYDoJ6B+qRoLw1ybshTN6FcodNPlZGoK6xDZdckZJb4890+SggwSxUDFOxxVUHPU3TSAgSxeV9NeBD78wO3nvleYogv7Qp5cOxnwfbxFKCGQEOQ87h3sihqz7jpxLEv8M/vTu/RvWbnspjAc8L7vuC9zLaTeQ0a3Xwrslz3YSb92delerJkGap0DUaQrxf/XgEeHL0SFKtlDmsvIUp4uy5oN4qWMjgdWDM7QhwwOnQZ0MYiI1kBN5K6w8ZSCZvGtOtIrI3GCBPTbs8T6suMPifcfiy4/TZxfFOA+SuQfpJIxpJRhJcyZsYBYE0Dcfdn7NMmeNhjiPgAkehiu5h8vkmMlvLQtRl/S4hYlBu4Y0X70dI9NFSS/zsHNTUJgZ2zsRFdvN7PDAXk2ZJA+3tYtj64IR3ur6/3XSiMLgNIdTC6myZIsCEtgWuLRmGklswdX3Nu+P3pFX81veIl3/HeTgFcdgPJxQDAOMRUAkwBQMZK7khTg84ZfRMWKCq2B02vZOmHIoAdYwcdejkkeDKKJW1c1x/Kir85fUWC4r0tuPQFtzbh83xDkRbdoZyo/VONFpxyh2TXcsMAyxx8OrDZAJiYLt88AETLKbwrdwSCeD8ebqmBJYfExoCP3AeAKE2RVp6DR3tWBzJ45nCNub6BF+qArU3hfYwip45kTwP4R1RQzmIT6AMtWMx6lIW7jYIlNlBgBRiBUB3nUfYbqFBJB7atxJ5zoYsYLRMARfE0EVBfWwGaOb1Y0aHFEpx1tKKjMJwUKIeb37jO3AXHkz6T9IozU3bYmeIuhM6eZezLK52E9hdBfQbqSQP07n10rX08jVbke6y597bg0uYwj2jmzOZgIjqBEzG7aOqq2Ji6WeCGrpICaTVhY8+uDRBLdh4S7PFzGVEwJWN8eaLoJgZxH3w0yUAPqcxFfPxITQrmWGQ54ARrBrgjCnNMjpX7viXr0Pa0BeVuNsn3VrBrQjmgIMGS6jRIWPdiDD2+bzIQLSyzXetH7J4c9SFizMpuQNYwBYhngZF/jv2gD/vXKfgOuh5H19sJ0XhMO9BzHow8Hb8PQDB1YYCDF+AuKN0mPL6cHeDxyJjnDtQAAKqNBphzZMSS75L84wijax2OL1oOmMgW1SkBKSH/u1+QLk8ozwvaeYr9TE2c/MAiI6unH4BFDHZeYr7bJu5psZgbhVTCYGqAe7vP6mkOWbdNTFhVILOiNolnwibRWNPx/GUw3WqXqA+kAzMQ4F4UZN1rB3O2EsaF9T7hfVvC6OA5b/hNecOHfEdTwb/pP7KB3BNyUszFGpGpAyVBUyNYeyx6J0UzLZ1gQMlY575nfZ0xHkjs0bS5nhI/cC8cq+Fz97MTh8aCNdJNF9XXRFsQo7Se53Dva4z6Q21fNRl5exUaDpgLbWi1FECnjmmuOBW6X81m4+5syA6JUa+cO4F0e3A9Jd6brmwIWp7UC/PzEAU/nNfO9vLPBWO4PeTF9lGyieE7CK0ZaGegW+5f7npo/oCsW1Fj7CcgEQi8G5OT1yJATdGsdcamM8UdXMgH6RLpyvjfEGDJcT/42CEgj2CJrYvpXVCfM/O4ZvfB45jSQTTfrVExpWjq11MGPk6Qv37G+ilje5FgdeY7MF0zlm8T5h9PoWvpeQFt3vn81Yw7eD0WP4717YGl1WegmnZUgL2hXccRs1x4bgMWJyc3LSHz2eVY/Bk4Ay8JjRQA4H1fsHvuYGLOsCY2XC+2HvNku6fJ8y/Puy2WWH2VzK2NDGMAosHIdtFvXguGbIwvOwWqzsb+sjxoArBjOAdWfx+MM/awJo6vPtl0TNNRDnjOd8jhvLzUPtjlQSD5R15/ceDn+Bq0JAMPXg4gTwH6Sz3cfEByR9sz+i0jrzkOxWYbMO8atnguTOcFjDtwdAVHkRIAb906d8oLDkPVewH6ycSKPeHsgtbY2V99Ue2C+Rv/hJXmPvRRCLRYthTsgSGyGQeqOUCo8qGqKlwAy0dsAiCCXW9hwrq/8JrzatpHqwzU0H9vUDytSBUGw/uPgu1LRz83YO7oNaFtCekmmN4Tyt3o20ZN1ETEHF60LUB76pCniuVpRynNRLPIBGg1mTuA3cLZkQ1+nmZAIDVU1LSbBpMi7k9joprvpMlKYzGiMuZ2nY2htkG8c46k7FhnpTaCjTSlk2D/OK4tLIUt2UyiQU0HgM1sZ/3fn/OKyaJ1A1kJXQVVc8x/iq+trNxxHpAEBBftEG3LYSwE1qGxQz3Wp882Y9wXBcJNLAASQ8t2zdg7rbDbLQNbigIkWXfdafPHsbOeAcxeVAq0ueaArSVLsroCMh0SDBOX7ZO1e8NFQ7AvBdtLxvZBcP+NYH/WoO1LFSzfjMWVueddS4ljAR2lexfes0wMBkZHiB33zAKwzRqzytHFthucbsk0xiSo6S6YHMmY5/HHJNNenngDh+/DOMjZ1T10Mg9FHAEZ3vN+R1A4yc7rcE0C/zkfreMopYzfdbgu1yjoNq9Pu3uFlg63ao3EUniQFOk45R0/lAs+5StOacd7O1E8z0SbqVdib+fjiv5ZFcF20yJoVVHdETH5eiXwo6bnIIfuuz9D9aTBXB8e4pt1/Z/Lit9PX9GQsGvGxZhssxXfk1BEchIlNdiYQDl3VOuUOcMTsAIjYXweD8MF6KIWOw57DUBvQ6fi+/UQ98TWc7gx+tHSYWCY7QeREONFt/t8yASi4PRlEIW43yMft9S4Z+4QORbc9z9r15lAUMfOnAgnbTwY37/BcvI1ZA+erl3C++d6VD5yfOw8GQAWhWoabim0Ry9IiR3g2FDWNBj3VJn0lh7FvDaBxiKzs8gZ31aQiHXdPY4S6HBXGokivBcY8KOoH5T7xgBbwM4A06ZhR7vhnLfQ+9l6wdYyWk9kwO0pQNFgvVZjte4+PoUhXmo5A2wf0WnuAFY4E+QgfEowmV341ATYx9jfsXvMTuGhq2hnibMXe8nUtDsb2OjrpZM9Yg821k+fbR1ZAq3VPqoYY7tZx9SYLgqgNjYeas/oRhPpKgRoNYWGQjURdu0CyUy2m4OiKgT+VPncO4DqI7oYwvPJ7kGyQlMt9/K9FIXA6KjGOvVmYjGQR/HAigpXSxMt7tMoHo7GBix6NC7bi9nReZYBnse+dGb0yEWbSQc0KwizaOSArkGnGOs0XuOYewSAPdf0pl828Ccn9H//B6T7B6T9I9Ce4t7olAE9oZ3TYGXUYRsNMzSp50QQpVjzw0bDpBGwCM06QTDPNPPM0qXH8xMBtI7rcskEqYK2DRAsHHb7YPbIgXHRXftQeWaW1W7M9/fKzyrLL3tPWBvPP4IWdragY8eES11wq5M5EpKN2moybSr7nT62akAtPytzkbQedE08Htv68mZaqoAaAODujt6Qc7CAo9PD8aoXMhy6iegT+Bn5VXjJTFwLaRObkMCQN/DvO+Qq3C8jVgajFYwXMnfME/UkT2XHOe/BlGpqpieJLKqSOsdcupjeJRemTh2qyZ67jbEv/Mza+Hw0AQky6jJzRCLrRR5zh8N5xr3GnLCdMOqEHcBXiToRSSHmAKoq2HpBV0o7hM6TNc1cXzEAdSAAm2QOvdnAuiPIGWut9DAG8bE9z3nE4kzy7+8WYzYZx2/Wx7x3p75ft/1Szyk0cNtCd7H6ZKzwJ0U7d6R7wnShJMF04b0kY56xLCYyHJgFHsAFYNxntRodydhn9jmduegAEhsUydh11rivij6bKZKNWp7KjtmaLG4GAAwQrquYmzIZnZHXHQkl1UHKAQy6e6ADaq6TFGC+rXE64Eq4e0s41j2CPwBo8lBaSFGs4DMTX7cA0nH/NJg762MO6Tmws7q9tvZpC3SloROTcrvvEgDa+EWI+uXPvf7iwE89DXE3Bn5+mF4U+6cGnBtSYafn+WVlUggG5JQ67vcJu85c3BMwRMG4OSZz8ZEGrOuE6zJhyRWf5jv6LHjfFrybq5dkTxiV4y/JqHsWkNpLh5wrpqWiFL+OQwcKQG8JbU+4PU3YPySUmxhtTQz1pXWeqNN41VDOhGOnNq/1cNCNoOKimzDqXurUJmCnM4WYdMzlN4kkO2jKpvMAWDDsXMictRR25A8iowDXVqsZ92tBnwqmV4kZ5f1FUC4u+mwd0qeG8/OGj0/32LRNBVstpL/aK6WOdZ+CQp9zx+20BCihJZH9YiN3Hu38mdKKmYXzXBLmNwPQNiuGzKqbHwIBZvQEG0Fh4GZBzsDbZHyvjyOk1DHljqey4UO542O545R23PuEr/sTLm3GbSe4ck5bWH/eDq28DsF1nZnIFhY3altOuiWYR9okcBgpkl+53fmB7mLVfmh5Z9pfJTV8nq74oVzw1k5YO0XNZeqMG1mg8zhIpAr6LaFcD/9m3cls4whpA5ZXRGIXgJwlym7B7XpKSEBPnEH1rlpdKDS8flHsnxt00hiznN6ZLDq7C846gUQX5lYnCvb6PHUbz/eoHdXOiv1z5+yxAy9JzaWCf295giaesKlSjK5Z63a6JVLWo1vmCeNYV+lgl8i5YT0UFRgjT6bJwzcVG5WUwTDJBDN9/If1phch4lMLcIcIaZYoxJvz8wa4MvWH2l8W7kV1a+k9oeSO52nDB7PMvPYZ39oT3nrHH/cXvNVTdOFbzWhbCstaOVjXSuJBPeeG6zZhk4J0T3GQSgUdIAzMhwmLp30Abj6q62MDwIhRAAiSAgGuZnSc0o4P5f4AuiZRvOQ71s7EoBnYv0yV9tCWXGPq1iGS6C4fExj1eFkU+27jv94xEoLMZaXQvNvHHovK42fg/4i5wtlfrSBzZhsXgQQ4rjXFmXakHue7idF6QZlkxLrje5vA/6/c5hSjmBNz4Kgd7jTFopRJL6ZM69UDcNDnwjOzW/GdMzTTrtpHuqSoubSoHSD2vcnWjiI0DlyIW1Vwmwv0gzUJvPh36rZvuzxADRiABLX3U4lGDpPQTicSw4TaltBXu6/efT0kzvkmxuwF+jx+Ni0NsyWiT2ULe9mXsgXbZ+0Fe89h+ZtT55r1oskAH+8Qe37hiSZgcdxZlnb+oHTkhQ4westwBxlNoAbIhHAHW34RzF+BUzOb3of1LKHV6kCAmO6JdGD9KLj/qNg/dujMezMaLcc4y+e2v2jkW/kumF8lRpT3F1uCLqBqemIl90jefcQriSIrgefaqaNQfBTEmIZJFF2UucIukHNDygqdG/qSgEsh+ANAZyAvpMj4eFdLydhsOARMfjZP8ocmF/cZXaDottcLYhx92OR6YWesgRvHlJdvtpUniYS8z2O8SDPvHVkryudtDQ7eNI0isJ0E9yLAD4i8sdyoPzGZ1mKMmx3GrUa8UYLUBwDWR8RgbCGPB9EYTAKZJvTTgvY8EbC5bkjXDdO1AChRiLpORztn1HPC9iEF20QzsH7i2CCvTzB/c+FvRd4Zx3omKxYfKpanjW45drnbZp18e5btWiCbIN+T5X82JnMDlld20LMzom3dN9PtQQK2zusqdzww1QHm3g4oNAVO5w2flnuMc97ahH+7/YBJeE7+cXvmONBecFtnrLcJessD6AWQ7ils0102wt/zCPy6qU0zi/F6Qrj1uaRE2ggMl5Vn4vV3GdtHgjrt1GNd+jNuZxvJWgxMBxAjkB7rOyiC3VLsDU5W6MjrYHEoASo0DpEqEVMEZDRL6Q8utgCohQYdrB9NBINKQ8kdtSXc1gkwgFyCsQG4LMQR4AJYJ+ZVY8xrf4GB+YJ2A8o9PbK6Or+PTHpgf+kPY3LlIig3GQ5OBjoSVKCm25RoLf5UOI97XwrW24R043kW9wzUmfTR3Xw/gAsm41FfFP2pIT9ViCjqntBX1m5JH9fl/oIY58o33uf+1ENLp91cw2qMabclx7m7fUi4/o57kNqOHPfvJ4WeG8q5ou0J91tBO2W0b0NTzJuf6w+MV+25Q59IVdIuPNucNW5gC0IYHEAlO8+ZZVqoaSfWHdAEnL4mFEsiNeUAMDUDT/OOH5Zr6E12lXCZ3TUFQzTLYW1/9+LZw6U86kYDDCcjlUTNbI6YRqyQpqhnwfYRaM8NUgj0+LucSg05gevGxVlMi86xCmkm4dFHHlduYM180LKKCQIFx+HdRdlLluruhJaHVTo1Rl4GBF4QQtlWP0Yj4h95/cVdvdYvgvVvduTnHdutIL0VpNUShdnAGEs8btcZZWqYJiZUXQWt2qiK59WG3B2tuttEYOm3Hy/425dv+GS2jE7XnqaGVjPKVOPAuZUZvRS444uKQk4NxUR+51KRHfH1pEQ507vuBdeW0Dc6bQBcOPJih/ZVcP4JSKaFAqdL+n1JQH2ZDkwPc2Dx1dZGQOaoUh4BP0nMTEPssPHu34H2HwwFE9JqS0KfBftTQv2gKB83vDzf8bwwyCmArRa8LwvW/Qlp50kpCnNFMOr5rqgfG5aXFZ+eb/hyumFOjQLILeMmii3lQM1z6qgtY8oDRa0zRR1VBV1YzPRZDgW3IembFdmKSDTyRhCKzClSImNU6SCEzMITVpgQlNHDhnb6q04KOTeczhtOpRpjLGGShi/lgkkafj9/xa4ZGYprn7FrDrvBL+WKLB1NE34pT/i75XMIjPee0JYGzTbiFJoWcqAADxAjr7w6dtRGseCCk91AhTI1fDjf8WFa8d97/gN+P3/DD+UdX9sTfq7PuNQF151ogRQdmghgzqeToBWl0LfTjG1v9QVoG5+1JhYW/OOjdTZ/fqP+xP6URveiE+zZn0gx7QWoL8D+USFfNqSk6HtCF3Jx65mf30GA2hPWWnBPBVsveN9n3LYJrebD6AQ7sGIjEN7ti1ckPQl9NS2RnQBtNgE7aaZPZQfCdk+YtT98juN+7ZZQegDm3Ux2mNiaywR95OSHB2ykMUNvXkXYXpqAnDEE2SK2cX1KpSNCvjFZ2Q9jkg/z/qLA1KNrGuOEzng5FFXnsuN3p3f81fyK389fAZAd5nGyCJO5lButMi3B0akTiC4deeqcw06dXY+5os4aWlFwOk98ILJ+fKSRM+RkPZW7YrqOQsz1cvxHGxKufYmk8mRZ/t2AngTF3gt2HbHGKdu9CZ2RfJzX14QA7rDk8+wszBljko3i+EHtej8+Fupjdf5yS20WyyMpY0LnQMAQZr3/INh+u2P5fMc0NVwvCwvc1fabybu4Q0f1USDTKus2TsFOkTEf5fB+tsFFrVg0Vx5Rs2f3US4xMOAwyih7j/PjIVj4Z60dD845JhLJL/Is6qdirExA1h19AqYzx7xKaihq48pK4c9cOpbTjik3vC8L9tsErF6hAZI7UmZnFsqOnFqnVzuLfR+b86YOrIAMxpKCoHQerJR20mDSSSfjxIGmnBjLa0845R0fy4okHbc24+b3Qjq6kump1rojtd/uhyeA9RBbFdbNHd0/795LFWBLFMXPLOJIxkpRvARD1BpeUgV5T+zCO6PFqOXtoLXCdQoCBPpYKMqpQRcDrQw84UiwMWUXJvL8TFx/7Wz7og4AKEYSm5C6n8nG23o+NEa4fwmi0THtfZ9xuS7QLkjePGqJYOhOQLCF04wBtkVpKb0wr6OYN0e1c2lkDeWEvQt6znBL3LYINmVCnk2n6P5Dwv1Hwf5BqfW3dBY5ziYCP1Nrgt3GCtKNnfN6EixfFfN7R9k6UlPUJfHse7KGhhWYmnHI30DQpzS0nEKIlkLOdubvpttWBO2aUG5KK3ofoT5lFrmme5MSC17XI0rbKMp57/jvPSe0jxm3v/ot+n/0uyiG6tnP9qcYQxzj9cD2ZQ6tqVQVy9dOZsFZsL2QXdDOFuNtzTOu8CxYPyW0s8ZaYhMwWYgRdMuXjuPEMHZQVZg4M8/8ehLos8Vj18W52aiJMt/rk+D+xfZdA7ZP49zMK2KkTjOo06GCOTV8nO44pw3vbQmGWpGOU9lxLwX3TaFbotbLYb+7UYmPlkqXA2OXMdjX4PV3BMCObB+k0cRCB1IBKrjGLn+rqJ8b5NSQZl64dkTToG8JKB0ydyznfTxyZZMaopQxaIL7aYJsMuoMYY6M0pHnjnnZ0Ttrrjpl9H3iOlv4zPrcMU0NL8uG35zeqYHpY1wg4Lz3jKpk9jVrmjeLk7IlpLvlcZ5jdd6/fMcYw1HGSVGgfRDsH4D7bwyo3gTlwmmL5U2HBIT9TDgI24iZJsaM+kFxzWapvihSoZi8m6M4qx8A+iHJkkzGjCPpokC335tmoFUgPVsemAC1+OKsk5Q6Uu6oqYzplmaxU8gW3z/a70dCyQRwKLqtQEt0TrR47tp50rlu+pRw+41g/YGAj2agPzegaJyf87KjlYRNgFoF+ZaBjSFOZ+6P9bcN+FBRTjtOpz32ZjPN0taGUHUuPc7kumXoao0jD9XdQW02fttCdv/y2jF/q5BmzUIF9pbwXheU1PAxr/hxfsdLvqNrwrXPuLY5ZCzetwVfizULnIUGnkWaLX4oqDsq40+fmSt3t7XfWQv0N0St7FMIsDXrmc9qmpZdBTkpztNOEGidcXk7EfR1ML7icO7bvxlTO/LE4xh+UWOxjsZnODSCDUQVGOOS5A+Uw/6FxzGJvOgfe/3FGT/qgSV39NKDAun0sIfvNTpgyNwcmDak9wLqqubdb7RS0G7SmDt1NyaAc3k59UHLxFggLr6IauMN/tDVFn1HiA2mrIFyqzasS4OWws9nFtJg/htF2uOHG4jdCLyeFB4K84O9W/z7seDoTAKq0fXcbSy1kbSHDbxTfB1Ayk7N5cZ1QMtBrZz4nHwcCbaXNQHJEer0uPCOdo4dDPJ7S/HsmomskuZvjlWiyKWDNVfinxAf5Zvq7gWQ3xcAEGzPzjCw+2kdTekI2it/EYOnwAIyDtoQsILO5rBT6Q/zm0k6snRk8A+EDASOVhlUDTwUpLTC1nEQ2jpylxYksOvXBeMLDmRgjF7Zmo7Oq4NhAjvUBmU8GcV2sqxhNbcZFyOkWKjTGjQCt93ow9o8FLp+KNvBFTRCux7vWoUrgx6+N3437JAav3scCjLomP7eFdhvEy6nmd0RAxFfbyfcrgv6+4RyT9F59e5Z2sa6oEMDmMg0IF9TfA7v8jMpQ+gM+bU6TdZHcaR/91kGjhGsPEfdAbtvB92WoAg7icE+v7PyvFDXrNBK9D/uhRXuee2YrqTttgVjBhm8XxkC0YTm7Brr1qsYRd+ZOsKRCiZmY70CNhaoI1ELR6wjb9SelxZ5AMBbT0wGREc89vn3XSCSgN0DyGGpHe431zc7YCFmqoLLNuMf7h+wpIoP+Y4EDabPVQm8QoF30FVkSRUNKWjb3+sTeSKok4MDjx/xuAecZq5euIhCq5AV5Pc/9ub4WQAPoE9Q0ZtGJ14zgKljmSkk31rCvZEG3+4SwC+AGDvTjHAv9A7ViImPHyIYo35ZPvZhZ4GPyfJ7lWwhX7Nrf/yZveF7Jy/4uQIAvQMT3TpYQBqjCAloPVhwufQYCejKjqonlKodKQmQgZyVI3qAAbewscNOwLixw+U0bBRFbxl9TzFqpQpj2ZGaL7vE+DVHBWzc7/DMIkE80rvtBndNSNKjA+lj5JNMcV50p+hlGzHqElp84cSVQH2rAo4ytPH+7vwXz9DAUgeStdv55YWAa8hk+53ZjnmhHkw/JoYWT8LdKVvH20bpUlEm6V2gHqwerlsf9+6kaAaWp6qQdx/1iiMRpTQsuVkeNuyege9yBT048ClMY0/QGw0whoYPeE46a28iOKOKYBEz5/oO7AAG0/L7Zy0Eqvcnjh/XZzKYxX63+PgYMMSiG+N9b5QaqE9kMLaN/+3uDuaM2MJGDUEd5efxTrnYgX54ubuSN9U5sm7iyge2GAluXkRggJvff3YvgmzP13NGO1PQfP3IYsy1iJqP8zng7TmAjyv0FMDP0YUSgDWHELmmrwfXtRDlZ1EbfdMqqGuB5HGP3alOHYTtMBYdbB9I1AuaCP6082HvqOW5ife92v7QxByhnQ186wTRu91Iagsyry+JwrKeD/uFTalhzsMg4cHVSzSA3SOrjyCGhq6H34N2AvqioYEnHRAIuipyG885RHNPQtBh4shrMAyc+T0Jqpki+CsdLMi7jT+q0mFqawmK7wKOIg7DUsjY2W3aoVl90zNzmbQTTPJGy2Ki7V0lbLin1GL06zTxa7ll1JqxFcYiiX14eHxxEDFFlgRjwSBGkFwPzkemnGXj7NJyJ1O+3IzdUThOpCfu7TrZbHCK0otubS2jJ9Y/RTrmXM19iTGrmVYhHJ8Rgnh9l9CgzTZm5c1Bly8ALE41eciHj7lE5JgHZhp/UOBMzDCIcJFil7fAWOt+nxz0EYtlTnaopQ8gHfwZUa5JndnYy1kfJxK8mWhnJBSQ1GMiRlWosXUcq3dNMrsm6SaHYOdK3jQcrGrLSGDdtKQdT2nDb8sbmia89RPe64Jbm0NzKReykbqLkBsuwJFgBKPqV+NPx1om1hQbnKGnWeXhc2+VRhT+b1kUd+FEy1Yzek08dvp4Rnn1PybU7+ZIxy1nNUDPCZKpDSU7mDd5TmfXStmHbi6pBH29DjiyvEP/7x95/YWBH1vsO0cItA7mjm+kB/cVQ5uhwiRQgb7lEMpKbcxTpm1QSf1Q8IDtAANgBThwAHXsj+tX2IwmhJ2dbmM0TUd14LfXGUDJ9YOyJdJ+YHrgDnTvUPzqYSFaR3fM1APO7tHx3KEYFN+RsFPRvpp1dN7oAvGrB2+HPizhC60WAaD8jLUnbC1HF3arFMJ+KP7tvPPPxg69mIgjFfGrdFpC14LN/oyAQep2SspurN+C1JEKg6J2HYwGaByu2vErUbd2AupuI0YGoLjYr8+kHx8atZYwwDjfNApqUczdAqOGZo6vo7tOD4nrriUAxQ7BqgVZO5J07L3gUtkp6p7AxLXYAz4GosP6iDlV9XuMmA2NxFWs80VKAB0mrDt97Qt2LWT7tCWCpMC+twkjd9g0MpF28T4mao9zqT5ygm6HsHVo8n2Mobla/VF027tdaeMFNGPZ1D1Degf2FKybQMUbgHvCep8I/LSM2hLutxntlpGuier4fo1Gh/YOUdq9GEmR4E3vB3AJg6UExXBR8AIzE4gAMDoqx1EkB99Uo7AOoLdrAGG9SoBrHnPQxoy/HPekU6gPCToAwA50OlQwiWlnAyDsF+dVoAa89ZKob3IAfpB0gB3JD+eE3dauAz7XtsToio9f6MNpaevNCx8r1hSwWJEHvfUw2sKuKk+uSHDseTsrphfl6MRqhab4aBu7KT/dn9lRXDqe8kabT3VNLf7SK2Z8SjeCn9rCQjbAK993npB4IZv9ufs60MgEjyLmTMKERYp/PxBrv81ioK0GmOQFfzQNEx7uqWSfa6/Ylw29C9Yu6LPZrB4KGLeZ9xHptHnhdViD/nsP7J2HGJh4jsQZoICfuMcmA8HMFDGKscMPUVu8h/0krUGTdYRnQd8Eudk9/w6QAngmpwBUBH3Ldv8lbLyjmNKhEef3rqsDP0xic+6oQMz8q44xgnxNQ9TZCuaqGvvBWRUd+gDCiOgB3EzB/nSw1Nefg58EQK3odH0Ae2Yw9lZuXFsDrOFZeMwLAigXxOcWPz+bXZ6fJ/2wrIPppQ//Fs/Q3qNPA/iJs9ABNO+OokN7groxhO0hMd0EAAOMyrZfxEYd1rFvCJ6xkD6+GhKgndp0EGMEEOTRztHIdigqcRi38mckh8ILyu8Xf26WmznwqwfQx2PsAwBfbDRiAfq5IZ0rC6Xv1q1YThFNE1HbTwfNFRuT9JezSVz3DTb2KoUfQFuyQtBjpv28s989ZPn+9eLbbMzhrBzTePq+sHAmad56xLntI8Ve6zPHZpqxuXidOsKl8gOM3ITX0cvIab3RQSdEhEuRr1dn4juLXR2bUADVRjsT4IIpYqBmnJeeIxyaT983llQQ1vAu1twzzDlYo4DOd36fAg/afP570nfgJABr9qVgliZYMRznyiG+O9jrH6czJ3ftlG5sgiPe4qNG3giy7Rf5tYN8e7FfqsyFVVI0bEfMVLQ9Q5uJzJcRx4Dx/znzPb14f2BEKkN9Fp5NxUSZW17GmJwyZrYuxqzNWFLFU97QNOEobr0kNuD3QjbuJopbmozpZuO6kGC8+z0J8CIaajryB6sTjmPzI3fyZ23NspOx5U4AnjvyiYz+W1L0e6ZYs8XaZjVQVrK+4E5lMVNJXSMxAM1zcSjIoE0ZujO+9on7pW8SsatbjAsnP9vz0WwVDP0gz5EsJigwAAXXiTmwQ8RzFz1sj+8DmI78E3p4f38d45ayHms98b8tPTB9jnHQBZB7aQTH0yHPMgaOm9YEeOeuhO54rRh6SoeN6RqOu2bc+oxLncOhO2dF956U3c/QdIOt8aO4va8R183TcY+5rqyeMF2lap+xVm7Y5oCWKErp2CrZT61mHCc3HOguN47pFwN+wsRBMMa6LJ71DI6degNYcdBstI/TFLJ3oHaOCRxfLpiteGRq/4nXXxj4UUzvQPm5oN0y531XLjwmCiUSJs2KfBmdOzXgYal8IPM34PzHbhtAQyxKqtJt65Zx2WZc54lIdK641hmv9xOuRifOuYfSvPoDSEOIzhe2d5IARLFTjcXCbqWg3ouxDySofVIZ9KcLUNY+NH7MjtNLwj6lQPN88wboY1oOUvvQbzCWDfUKFPPreMgUlf6u29UB0R6aQD7Pnk2kOe2cG72q4H6301PNovlacPpj5oG+GsC2Gghh+irlPWGfZnzrCbd1xlQa86qeUCuDBvPC0YFPuQcTYtvK6NS649pYMqSEmutUuTjFGGGFGBsqcdPndfw9b+MgACyBPhz4oT1i9wlmW91tjrN2zpV+kzPufcIP5YLFEv9v7YxdM+7GrPl5e8LniQMAtzbj728fcVlnfn6zl1XrVDrgggbTf+DzlsQErFti7hayxfRdPEiGoHUCxJTwv8xXvNYTft6f8bqfcK20l39dT7jcZ9TX2Q4YIavNC/QKlJtgekXoNkkbgEeqdPHgDRS0yYJUdRt23rO8cv+lg7h22hvKKij3ZL+PbJH2TI2QtFJk2TVs/JlIM8C1JbTUTcHf7p0npYmJnZoLxPROPaTTLxwbajNiHG37DEtw+bnKJHZ99rG+A2Tdwck75tkPWD+IjTXhjgVSe2ixvACoTwWrJuzdXIYAjvFsh6K/mp2qH0YHsXeFFeYmmCuddvflanPhm4yu+o36AOqJYR4JEkqn9koZzLBlYve99hyjit/qGa+m7eNW25EAe3KoiCJeLOa93hd2BSvZFunGMbqjEGW+yQB57OM7nZu/DLEnXTRUuqDcOfakypGbDsG1z0ii2CXj2mb8vD2HlftT2nBt/Dy3NuGyL9TOMZr3UWhHIVGAaRfoxHWZbyk6s9SQG9fYC4ATRle3UzCRVGtbf++K+aKYXxvS3tENYY5udhrBJ/Q/HECLlh27TQ+vQ0ILWPxe+0j6akeS9PD9njA/JBjHl50LEKGF+/d2oEnjvNEpM5nonYCtAxgpGVMoQ43x0yZBSUZZNrcQWCy7vi34u7fP+GV6wtoKrvuE+zpB7xmKTBawijFrEbmAMz4UQN15XkjuSEjIU0PdM8+re0b5mm3cwvX2nAmrmG7cG/fPCfUJMRZKUwhBvmfsHxLah4ZWqEfRekIVxbXOh1tHNuulLrjWCT/fn/HtdsLr63mwAPy5We4innB6DKl2XasxCzP1P6SDOnSSWWjsCfmSqEtx5TW7Dh7Ziwj2ohOOooA7soMNuKSego1jetLbDg03K/a5DkyjyNhS7oboGhS33/LZeAFWLhZ7Tavkfp/wSzrjXgtOpeI+TRTvTBVLapHoz8akSEkJnimon+L6gHOPvcE9A6QbdZu0CrokrrdERp0oR6B9f7mhwmB+jA4sALQyCkfoaNSo/7zniH4GNTMIuAvjmxdpnXlo3jrKSkZNNAB14Aw+dhHipJWxLm8C2WFC5RJsQnd0475HnLk9C3AC0sH1SZqiLUSo+pywfkyoJ54107VjunRc/ob/5sBgCJ/aSNXRXj2AQxctdgDG11gWap65tpPaWa783NP7uN5mMTU1Nkb4u8WepV2LGTGIAGimx3IdBWo3u+i0AvOb4vRVsX7kqFmf+LX9mSBec4aVWsG8CeTmMY624WkjY6vNwLZO+OV+jrPvY1mxp0ZH1zbh1ia87Qve7gu2exmNEAzw5xhm1Qo6yVaY+pHaaCsPFaRV0BeyftImpud2KEYt7zv9DKxfMvYq6OeEPnXmBoVryQ/YvmdgF+zbjDqPg1erIC0Nwaa6FPgYJ0VO7P1sIsMZRe1YA9mZfgTMuoq59tFIpCHh1md8KHckVaypBIP4Xgvu24RtLYfNcFhqFiup72OgmuUHLR2A+k0gjftvehdM106RfGc5wvbirpjfuGfe/zuwdaWjGev73P60nnDbppAW2WxUratQm7TlcRBHnLTEpjGf96I/xPs37g1Zc+Bh3phLFZjfgOnNpxQQtUC5IVjP+zXx2i0OlCtrN82COgvK1fOmwX7vxiJHFWjNbHRlxS3NFCS/TJi/JsyvY41RlFiguaDuCdtTQzvV4dC8JTywL7ugTx21sr5rNTM/NyewlDie2SxWJqtnVLjf6nM2touxbURxbwWXZnmeMkcFgGubcWtTuBRf1hn3t4WGNU2isRNjTn3UjBACwB1kUpcL77nHKQeApmuPsdH5m6A9Fexbwu7x8MCc3ydnfh3qOTBW5ztjS7lpgLd56zyLk49o299tPZVY/0oQ57ucLdvIbp9ZO4VJBxjzy/tg7/+pZtvx9Rcf9SJwwAeRKpBWK/qUSQ/AQ6h+oMVgCLQmhdwy8ntip9MO8e4om92stlBsTrMyYdMcSVq8VFCWhvOyDTXueUbbExd9dJYEuiVUsVGeg8bP0CYQtD0DLuhmyRgFncYhze6tRtHqyF/QVr3FVzuSU/B9JMCEm6QqxA5zL6yRuYDy/ZDAH9g+7ISMtp8jhqoUkk7WwfGOX3KRsw6krGhZ6RxiYxq+UEUFuamh8AJMGgfFupUYkQNA2jYGOqxdgD0H9bCtGbhldmbvx7GfQR3PK5Pz6XLQMLBuShQ/Xa3j3u2sU5z+SLEudM7OHztHmoB27tEpYsDtaEbpm0qOca0kHItZ0k6HBy0xcnLV2QTHFPXAzZxTRUoEFvvu1CLA7QfpljCKYmdIDPcXY9SYixng1801s31W5A87Pj7f8dfPr/gbU5h8rSe84kTtFW0UHc2dznRbIqut8pBR63xHkSUMwC446J2Hdk+hd6KZtGNnmTw8B0HMpbrgs2YJYVpp/D1p4wGRb568NeS1Y3/O2F8Y1FIa7CtVO0xs7AGa4n75fkvOiBIWVJr8cJGwK/ZEVwV2MChmOyzSziQw70we2kSQKzVBm3zsywFmxAhl2jrB1s57mG+C5/9Px/ILKfXr50yAKsQSYzsi7YrTL43gro5kXhRRAEvtWD/l0KBoJx0uMdYNaiaaHxocBvBpT1D0Q1ef466zgeGLUSCSKCbpqNCwcXcnxFizNZnNroFzmaKPPlYhWaGTJbCeaK8jDuZNsb2QAi3qLCYDM3cWYs4W62JjqAvn7k95x3Pe8LfLL8jQAKuqJixAMAqYrJFtt7ZCxk90aRAjFNIAuduh2QeToVxdlNM7P95ZG4l4dJgT10bPYw+4XkRbBFkFyWOtMSmOwGheAV0z7ntByeaE2Lg/vZPuo0k85MmMGiMNVvgliZGPYzcprZ5oINYmA7GL4KdhCdoAaR1hJiDC8a6coDO1UcTAnr4Ugrb3ShCow4wCUoiqtjkhXzF0IEuiGGfpYedejcnTW0K680zzsWr1c8JYeAQm0rAD9vO3GqPShMvF9P/yXUJUcflFUe597F8r+utJsJ8F7STh7rF8A7Z3wVUS2sLrWxvTpFQoWOoaA9GdlOH2EcxOP4KN6ZGECXgvRiO3RBNgPG+J31efqDmk54504t7sl8lGG7je8rv/fl73/NbNOtit1fmc2nxgEJobS3PxYSCKhOkb37xtiY2PjgAf0zoSaheX7plbvlyAp8aOuprV9v5RYnRWdmugdDJxXNvJX2dj7gHAu7n0ReYiwLxUtJqoG3ErUSzFSH7S6O6KMP7kPAT8uzX3Uu4UuvWiVQ4FpvAc3J8F+7PF5FuC7tPjKDSA7Lotd0F559pyowl3Dw3jA+Xo2PZJsH6mm467pkpWFkzWEZCJ+1R3AcxtKe0SgEWqwPRGULncuHbLtY/60880Z0dMgtuXFGf1/sxRKEoqJK6T6QiM8GxSd4R0ly1/+ft40+qoXwU7zxI/o4OpPjaCDpQf6BzkbCGyo4B+pnkKALRTClBNdlt3G0G1+RWWeziz2ABTYzppEiyvLPD7BGwfuCD8nGVKxipKxWKqjOefvOi15z0l6sjVnsM+GgBqz7g3mh4AMObzAOcQ7Obh2kemk+cpg6XRC6UWHBjDxYtGPMQPOeQcZVWc/31GuSWa25i4u9//Pin6Ym6G1Vy7Tp0ss2Tgz2oAgIDNBQGQFWk2IXljyHZr4vaJz6eUjnXu6IU5gILP+3ze8Ol0x5f5RmYUyJA6py1GvrIoXqYVt8pEu1lTGaZD6NevBcA6ni8nL+zmdz6nNnueLhCluPr0ppiu3c5liTVbnwh6bp8E9cTnXd4yWl9Q5wmy8qzQiXXPNFmunBRzsXVppiIAGYUAwnGQ7Gm1vQHECKo+XrO40PvUCbzBjrUqaJX7sz6JnaPA+oW/YHpnPtIW7hU158ttpzNujNgqjGTQAdURk/zZFwPEDWwuUwszmCCtieWdyQW0ldc7NZP7AHqiCZJcS4AfWsh+89oYwADUAHQfASsUmC7vEho4bQLqORHMNkB7Li2E1bsK1l7w0/aCDsHeOQZW5MDK87PAGeY+MSJj//h/y03Q98FKDLc8ryV3NmG2Z2qz1WeFzor0VJEnJnb7vcDNQY5i6dGQsJFer+vHCJ9aLWWyGJU6vm1JD7EqmJvu4B3ukI9nUWgbCgyoE/R5CQa4HMxn/tTrLw/8GBJKGtzB+u5GUSnv4IcOijlcSKa2gk5m/ZYpHJu9iFITxpsoppdXGz8I5kbG1rNRsT0xSNjBucJulNIQ1kwK1QRr8mN3poGYLoD4hidNPa0pHJBIeVVDfgklezc/QCpeMkKVO7MIlcSgxgRHB3J30FeQqpFQi9oic5aSK3ybwrsYkf+B/hvB0RaY7/74snVbPMH2YtU7QlaAePdSDd11vQXVxNl8ezTfjzrpnh6eLWpC2pIBHhIAQ9hHemDbB3rKhFYHSu3Xbpoobn+XDpaO0vxAtqA0aYiwARijT3aLcup0cjm0N7py/KFZZPFZZg9IQQlNdK7xcUA11tOxk+ojgQ7+5NXFuY+dAhhCboWmtdrc5jSnjrlU0lIBrL2Es1GRDmSz2pwq3otCnY3WqAHh1FHvDjtwU595eIh3Lg6z5t4ZbMkT6OEmI1ZYSqxPexbNCi5h8lCuEmwcMQDGRcn5WW1NIerQsUZt/0kbo2nBwtHxWdSK5TEeiOi6etcxfq4N0MdFM7uJqUUCKSMPOb58fMp75i5ODOG1za/A9kmYgC8IAda0mzOeBWkv2pGMxgzEG+7PCetnwfaZByjXEKhnZt1qMgUS44QfhJCwW0ZWYBr6VU05ngjgYfSLXyPlue45mHguqO1Uc8DAOVH0ZPbLMVAd4SMAOu8O88NiHIQxUqjBfASYGGhWTIVsAGfaNQjufULtGcU0V5ZUMSXSgSnMeLDdFI9E9p52aLugoq/hAHj0kHweQB9PsoCxJpyG72wmP7B7EaQsEad+tXJMiB+VNGIvJrqxC3x9OvXax8kiLuyHRMudIIOu7BdpI2lW+KtneHaWSOuDvcQ3H79TALHRw+SsHT9/bA+R6ZMCsKznRLOAM5BqQrll/mxXSDoA30DokZXcKAzpt6ULGwFAdPL4GTseRhP8shXsRO4EzHxU211/pgtB5WiGeAjZ1V3o4WPZdNy0Dv1BHN1daxJ85Ms6byBTq6SOc9lxnwtep04CgOAAUoDP1NfedwX7cbzBncVksi4+MISoDXTJdazHYozX5AxcZ74mpc5PO+QcOj6vx0Y1hqk7+EQ314oQrYJujU0WD4j8Qd11KCOcMVU8f7OCykCxKRO8PWXu09n0QNyx8WHhwZfp4exsZEuOGE89PhdHltKRS0Mpg0lcjT2sOn6vM/fICtC4/zFq5PGqDgaKr3mOFLObO79SW/H+QyKT9Kxo23CKARBuln0mII5JTZtFHxpjMGRXy9DpIJta4npCJ8fP4CII0w/+OFRcs8nGgZ2Z833o6dwbdLmx9WVnrp+7D4HOf/7we1y0OS4f47n3+fA5OtC6NbO8CGo4HA72C32sLWkAvGF2cYh9yVj02e2gYWCAekw+jKsXXjT18DTeMvSIYozIP8D4fK7ROEm3cWKx/Z5iDLq762xHxOxg9x3rLj3+u+evir4ZuHecKPAGwSF2jMagYrqY/bU9O/9e9e+1uMWmOiCNDU8HidL9YIxTQY2hIr8COUPX1B5ka2Q6pCrR3MCh2Ac4vun5cENCU4Jlu3UqjlqAjIfy6xzB97fft0Nuz1qKYMd0tWaf1wPtMcZBgDaRcVfPZHu4gQMufHYcwwXcdtsb+u7ipHbNe8vYu4kab7Z4yhj10i7AxuZFNm2+ACeNzdknjohld4euyfabBFDqjMT2ZI00u0/tTDBWJgoZ98nE3K25SoadxNkS9VEXnunNYk0SSGoopZFJP2VoyeY0aGtWJfbxUZvWU1OxsyFtzFO0KNp5VEjdWUHGjFFkiArSmuBW99NVh+6NM5UcVJPHNZVFrabJuLcJH8rKhqVpxh1rNpd18M8RDM7DPox19fg2Y094je61jOdfApMj6VBJAfhFIti/28disdWa7OPwtZDq2nkHyRZnPnkT7/H6NFjW0aAP8S5lkeRaowKkQy7/p15/ceDnMQgiKP/Lt47tU0I7KRf69JioSbJustvTTXa42WhWm+ko4EJ65QrsNZteRUYFLfqq20QqsO78+K0l6D2b4KsEjVmrBc5O5g/ggUIPCZKQ9ruRxuYsjeny3YOzoCa1RwHkgA+BFH6POtKnDHJH9DIO0zoSdjUldxfPSgL0KSFtDQJL8LuOWUGRcIMBgNQUqabQM0qWkMT88uEZPGwi8eTRLsx+7mGc0sf0XKBR7ZSqpAuq06vrODR9fVCTgQm6j9t4wpZ3HUWIJeyRp7jIm1/DQXxaFKELxb+b3aMJr7FI8sRTseSGJdfQotg1464FWRUNEmNeABkHHcN6cO2KJdegrwOegI4/PuObjLpKRpODIHa91omOmWf72eioHV7XPgcduUMwp4pi1eBtnvBT6VDzORRLxlzg8Ng91MTOcz0ZFRI2YmiAoApCZ8AH5aerJam1B+vGnWX8AfDvo9sdYpLGxomlpQAMSIii61Acqjmj8DPgIOo8PkObDWRZDEz2k9wTjT7+XwWmZ6QhwsiDWANEZazSwTI6CK33iev5e70V6UCpivMfNrzrDJXE7r/NF/sMvwoQVai/ku99gYg7oynqB1K1fcRBGoFfqUC+8ndwREnGwSXmXlEQzifOjPllfzJbagIpu3Jef60Ft82sal1noSIKWG1MFrMoNQCU45tNEF1QBysHUDjYADH/dowX1i13NqeaDkE2hlISxdon07GasWsyQckdp7RjMjHOkhom27PDzpkXxNluCabUYGBiCKrbn7yNEBhFuicFsOdrwsWiijanQ1EhQ3zPP5+JjzljjyJ+xhqNIsqLvcPsvSXAHGvtKLdOpx4BXIXELZ59HHG86RgfHp/D9mM97KmcosmgIrYee4wxHn8fmjcGBMhgtxNAPbEIrmde+/yWkO8WqKzjpV2CKVNSx5JZrFcT6oQCMOt1WKxwXZRUOkdhA4ey6/XvrQPYT9Z8mS6K6a3Cu8G0g3amF/dggSV7DkLuclyWofOWpKNqQtLE8UYbA5gNyJiNWdmiCgVzA2f4NASbLApDTwQtnPSiARDk0sgAc3Fns8nVI0C5O7BjManKYLDa191BJD5z1gB9+sQ92c4dmNnhBRDU/t6ZpHLEwNczP1+fCCCkfXyGAHiFxU5OjA9zosCzg7TFRNh35WhIteIwzkiwYeRAKNrYnwHsT92EbhtyoavXXNoAjHRoC8bW8uaVF1vd9yW/QaAxzpQOY7mu+5BXcyC8kGl1/2I560KNMi+iAIwCykAVH6HJpcNdlpzV2RTQlOM5y/fxUfz3eL7o5gMaTBpnAzd7pgFYm75eyCE0ygOo/Z424yA0fVj4h3sXeYuDHHUIpUfME/D6D/HWX8cibOgYcY1BrGhSe/9Mpn9DIjhRBEUPoM/OUTpviKV0yPPUnpWNc/Xdn7kxq+uvLu1XL9fyciH3XROqFmrZWENkt4ZIclCyP9668cG91nE2Mi9SGmN5LwniLE5hM/tPxgo7o8qq2Hc72w0I9hvsmorOgsibAHegnWHsBCWj1RplaQfWH2BsFArLPly67SN3cqLWEoZ4u+m+rLVg7QVnq7OOExZdec9qp0HHXocjVOSvihjNPbIgAR1i/GbE4qzacusol8Y1PNl+OAjnhhbexL3eJ2dfsRCPPoARzR41X2Opoqlga2Tl1jWHy2SMvln9J2tCvtJ1Na8E3cqdLC1pCp2ANNP5tPeEGp17Y93ZBFkA8ZZj62QN2KURdGgcwyKbfUyn1PtwWc6r0lo+8f53dOaTxvoSgMzI0skgnjw/P+Tlno50YyEDIdMxxn+5r/ZbQau2AXYjUGxDMxSKkEApd8XyTSOHKfdG9lYr0UCNfWgsn7VnvO8Ltl7woazRZM9JY3qCz5ykDDkwao+Nlu83qGM2j/84QGbPFXtN6FmRcjfSRx+9RAW6JDqNR8OO67hPgu66VFFfWS2bwBxLxtfazHFl7FxXqekhJzaSRrKcT8Czyu9XpcRLW6iV2PHnX39R4EeUFPj9hUr25Qqi3iaM58ySh6DcwYdrNHGdiGD7IZtOY2xl/zhE3KSStvi2LsF+2FrGthW0S4GsCbe5wMGb/JYjMEhD0Kn7JKTpTnhYQH1xUUOMRMRHSbwmbCOC9Eno4lEydOsPQc8PbBdJ9IftTkGqo2B28VlkMWvgFon5kVamU0L3BL8rymq08ZIgzgqyA6a8C9pC1tM2cwRLq5CJcyU7I1uBnTdSao9jGdNbQT9l1FyiUyfJfIOOnQQ74MURaAAdGT7T6gKmpLvbfS3sIEkD0kptp9Q4IpItqAZaajT23Mf9TbuN1GXTdxFgAoPWschT24SyCbqND+w94VJnA3No8fjeTth7DkHcI711ThWntD+4Dn1c7nidF+xrOYhMMumJ0UA/8MQ6umq0w+3xIJONiR7A5r7sFPDbakGH4OftORy8ZqMidE3YWqFGzsrDWzrfJ8WBy8O8XEYHonk31V9GxW3mwLR9UrTZfu7M9UqKOjj2FMydTHG9JwFeyMirJ+D+G8QIYbkJpgvBSJ/PxkTqbbFRL9aZGoBrW2hvLhXADNQzY0uykYT6xMO+LQSSqS100L6xw8gdXbxL4myKcm2DraTeHRcgAW0xduFBtHe+dOocGHvH57X7DLz9iwX7ExOw+mxjWp0H9brmKM6kDn2unsmkIFjWH2KJu9hIQhQp0zs/w74K9o/jusL5y8RDe1bca8FlJ4X91qYHV52tF7yuJ3y7nXC7zZA1WcF17LYjQBMXtqeDFh5GAPi+GM5oDrhh/JsKx+h6FsgiDyDu8qpI7xnv9wVftyec845bmx/0VbaeOQ8OjTGSrRe87wt+ujyRPWKWu742BvAKlG2w7Hym3p31XKfIQ9f3L7XOC7u4YiC1fb4KJqYGDHZjZYpKiD+72GvOZADcVo7bcKRmiEU727HcXSAQo/CrCtnr6Ez1A8hSUpwhHP1qSLUHo6oXgj0EKRWaEo5Zrxbr5Cngtuy+eaRxVEwgcPFwt2z1sRePx6LUVEoVwJZwrwVTmrG2gnstbKwU5Rhh+26MJCt0achLC/C3I1PjxQH11KxuTBTW9GLIGhO3381k4a2KcuNYZTtx/K6ZfbXvkdRgYu8EUbaa8b7NuMpEsdNCxoqDV6oUJv758oT3ywn164zyluMeCiy+Vhs9u5KFNNjAoCGFsNunE5P8MlWKRx61NayQiV+sgrQgRrhcu6dN/nVglhTaL91GVz35VGNserGdphYsI80c+fTnQfF/jh/ku7HhNmOgXGNZxPlUT4L6lLF9KnjPSwCbP54uqDnhjB09bbi1CT9vz/jj/Rlv9wV9owp2awib6iOlPm0sYNsMYO7I50r3odxDiBagLslcuGbodCToy4RUB8Dg+6u7MLPlB9KB6U2w/DKEOadLx/LThvZUUM8MCuXWkGoeBJmIjb6f7FE1Pr/kxYOoudjJA6tpdK4ZR4I5lRX1mVomPqpOjUPmCM6A8aKFa4T7Om+K53/gqEZo8O0dT3+ogBT0bGflYs3WQmaBA+YioFjrlkYDwFi6Ma7eEIyUrmwQsQPJde+aGtS74J6cXgWimffywOLTTBmB6NwfWAe+7mOk1daqyxwAgNSOPie0txSgyP7M/xcF5nfeizYxTgRbrlMj6FYTLtsE4Ikisst1jA/v1Ah9vZywr8XA5nG2xSXamHC58f6XlZ+vzYLtA9nR5a6Y3zvyRr0ZWK7gbq/SeW3zpQ/ArrPuySaX0e8CzLbOnOV30IarZ8XylVp5AN+/3F2Hi89i/UF4Bp0ac/KaDv8lSJBcBmI9AjO8xu0+4W1Z8HXh2PW10nFp7xnnsuPjdKdDWmL9dVsnbLeJkgNt7EX1XrT/f+N9owaLxp5zBm2fBOuXEusu7aadGk6Xiv05WZwSpAmHHJtrO1UA1ijYDcTixIJChDqHtSWse8HtbYG8lxiP6x1wwf1gdaZR/83vQz8sNFk9TCoIGto51yd77nZv85Vo1PTGWFtPIEjaCUIUA6T7bF8T5t55T8j3htPPBI+3D2Tu7x+NWbYl7DpR3+dekN4z5q9psJoNGGV+LajI0CaopSPGMFdqOKbN6pY7oDlzVDMzDyjvznwyXbF3tbyDsfQIQAdrxf7TuuDepgAMfcwuiWJKDW91wbXO+On2hG/vJ+RLHmcYjEWto7nqYD2AYMmVC1lH5aaRV6dKMEqqoiwJdfXaWaC3jLolY5Yy2LtMSbiJVUG6Caa3RE0zO+PLfbATw+XVRxgUyGuHFkE9J9x+sFz+qli+CfLrju4GGxbiguQhBlBtpvNobB/XDfonCD9/WeDHC/Bj98LnfdPpsPg89/QF1wT9ViBLA0pHOwP7Jw/0XPTlZnPDMyNwucFMd/h9U27I1TuVTLhl4ZtpTex4wg6cw1iLFwjO9OkFQFFo6fCRE6igJ1KL3R2przzASB/XMb6lAPUTaBBI5XSNBJ9FROf3+zUcBV+T8mCwETLehF/f59Q6BGNj9TkjKDl+D3zPOTxoXSleZ7IO6mDIhAOWCwuDm3h+4zxtnQp2ATuziL0I5D6CXmfX9Yju6dwBSURBLWGFYWo9I0TNAEVfyH6A3fp8V+suEvUXBbsAMg7PvAJtt66BmGhxkhAMT7uQgaCkbEu2LmVmgk/UuSCD4wlJlLT/LnC3B+8QXdscs81/XF/w8+2JbkdWUzllnQyfw1ibd/QvnsyxqzF0O0xPyRhiIfqbCIhsLWNNpENW17ayYv5WJ7zdKYLGgoNrUSoO7AcGpL7wMOmWUKR8KBLaADPaSW2vJdMIkLBxBgApQF8StpeE9RN1NDxBokaQWdtal6ouTFB6saWxJdSasaeOKgnrVqjBZZRa15xyu08XafXCqL5osJL6ovb5dKz9yQAuHUuRBwO1F8IlzjqoXuC7W1Ncp/h+sAI4SWgb7U+c3Sb9n/EpuqEHJloE6gI058P7+hSjflbOKLfrmO0PQbs29HLKBaYPgQCm8o33qk+K7cRi9pa9glwtxKQQzbvtE/bKQx8ZZBgY6OwxunV+DrpUKPaW6dQYDmKI7nzPgIuEZxP59I4jk2IdzKtjAm1xadsIRv24XDDljV04E6G+N2PcScMJ7BJd64xbnWKOPbrIh/HKEP89dPLdGS4o+e1wTZYcpDpi7oiDILBiYC06BgB4+DwxXmNrSSqQ7gnrbSLQvJbQOitXiRG4tDNJma7skh1HEfkeDpgZ+BZF1DHbRDQU2B02fZ8DEOqgjzR2CKMQ9dGeLFBJwAQmcg4y9cPnN20tMjYNtNx4kEkFz3LrrO4t47ZN2LcCOVfobEmUa4j4HL2xyxSWmHdQiyJzBDxlLqjeua/bSbF94d4rV8HyjaMBfQb2kqHOoHumBkt9QjC88g3BikOn1sVi9s1/yoo8pU42SuocWStK9oyPMVQgwRzDnGG6j1FpAuUE+fYXQX1qKBPZKyV19CLY/fkJAXlaQYs1SQSnnxAjh9+/gjkHPt/UJNrdwYSoQLpk6hnGGCnPqek1RWHve/LI1m4zxsiMwjT2DKRaGG9rTbjLhNeyIKeOp7LF+Md7nfF1O+NtW3C9LsCda1JODdNS0WpG3S3IAzEmKx1ATeh74tGtgmV6vAlNBbUW1MqR1cnzqYi7rLX6PIT/yYwRu98smCoEPWdoNg0FY3y2Exkp5Z2d4enCvFMak/CxfwDZ2OxygGqVgn3jPpBEe+6WOZJT7bnFSMKxa82lTgDHxmODUWJA9XQF5q8a+U+5EuwYxRYC/PVnmnbblwa2aSH4owDdd9dM8Wlv7oTmI5+JnzXBXDiCYb5ubDyRLFrA2ZP8OfsBAZRtdKbjVayBw/yPupRi7moGuuuI2cN8QJHtPfPu83GMSftLZk7eEYxqB9L0UnB/njCXhgXAZvpeW+M4bjAz41nI4/4wJtQY3RhxupmGF/NfnufBNrVmQ7jhNd/vlqt1ivmXqyCfE+QJZGvMGrEmcqK4OOZyeWNe8OlfN7z8v9/YbPk44/W/fYq90KuEAYkLvbcmaDmFs7EcGbGWD6oCe8t4XU9sLkLGKJzlni7q/Ho5Yd+KOSgzLxnsJu6fbA1db3CE/ornDa7juWnUCs6+Pu65PiWyY+8Je+VaczYN8zENLT0HYupOR+Mykb1plST2pshzR5usMBUY88LOS0jkmmLyEc1Exn3N8SyRcICSNYebbUibgPuiXKhxNb9y/7azoF4zz2ufELBa0YGo+d1YNHvH/ObxI5HhutKdkULPMNv5FLnj/KoBUqad46vdGOhVeO56vkkmixMhCJj2yfauxZFg99yA5ZeOl/9mI0NpSeiLRDPb9XRFCY6UC3WlbucJKAPsIYubMhq+pu7bxHxz1shNUx34QitKokWyaZpDTkoSADeIa0xqEtSnFMx/akwJWfQ9QReFpg6tdt3GriZgP0Ain0DIq420HaQjmJPLI+taWV/UE91QPeZTCzWPSQxHDvUQ5zzHM7BYC0Eiao9+Bwp89/rLjnrJd3+cJWPBMTQ3bKPGgWf0dxcec+qsZpgOgULv8vC7ewbmqeFUbB7Qqf/OGgDGfw/JvXdvvEhNjR0P6U7HNEFBf+kB0PF/tqJAeo9iwUe5hvWeBRHXsfEH5r/CEmq+x3e30YskyGAFfY/weQc4uqKe9LPw8A50MCyE9yNlS6z9EHYWlh1iUgRttuDrYEzMhBIFTWnM2fduxYJ9DElAy15JwWwRE1TZ3mkyNql6UpAAZLICfNyrZyL3Mo0uRLAivPARL0gYkGTmNWoGi2pgAJF2ACEf7pmOsYQMn/kemj+rEAzq8BnmFKDPxZDpdS8hCjfWzHimQUkM4I/XPOjTB4BMBvNEEwPMXtmVuLfJFPEnrM7wsWvfzA49xgPtI4viUFx68mgHi1lShsW7dan2J4muRoxWrIiDmg9CDDuUh73lIGqMBHR5/PfO7nfa2f3fNxNVTR21ZiaglQdWXke8gAV+37/dqaqGzWpQo8W6Mjq+37sFkagZJfbPvOKZHR6o7+tuznuiIChlVGP//fEg/T9RmGv87sBEk0Dh2izfrZ1+SMKs2Jquivlbxelbxv1TYiH5TJaWd06lCe7bhJI5QpfbhGL6JUU6dijHlV2XC+MaxQ9/i2O9k3kjyoRGjVV0uC3x6mUAa5HQKWy85hCH2/i5PvEwbY0skTdjKfmIzdYKtsa9VyWZXgjH1FZjkgzO8uEzRKIw1r6PV3oh4Nfm+yTW6EFzQBydBgIUPILwWgSwBCEcdw5nhAuB1jVjB6B3asU5A4nPVUPUPm3ddIY8AR1vJgHA2Ht7YnCcvfX5cDzGIz+rxviifPdzh3/z2ynjvcTMCOJeZpjro8djBWxPiHI80IGUJH5mUExSmxXZIdgokcS4TbdkfZixp6WxfbaiYUedjAEDWLzcR9JZTwSj28nA/sr7Q5HM8ZyT6dN4zK+aQmTyKICeE5lbu1kUi/KMQRfH2kYMON5a+/duyajOilx4b8KG+Zib+IjEId558hzdeBf47rBO+Piai8Jr4uhliMQrqKFzTQ/FWIpRGZi2mBdXlhOVgyYEAKwSekPoLKiaZGhPeBOeqe95wZQbvpYzbnXCdZ/wfl9Q7wVpSzHmn5Ki2yKLOJ0Q91M2gSbqNmoRbFNB6wOgc1fIfc/QNcP1WL5naMQa/z5XNmaIFI5i9ZJifCNtTOTzBszfgH4z8eX7cNoLXZ4K6Cao94wtTRBBWCOzws4hiHocqYu8oLFIdqaVCwbTwdUBHX6mVBWoitncT/PGYtANF0aOSzB5fuO6d8ZTn7MJPqe4J9IoslzsGhxkdNAvWKXwdTlG8uJ8Omix+Lo/AkMPz8D/zb/H/p9j6b8eXeTXFa5RJs1Se9sDetBhc11LEWHO7aC1NZDTyoZTbdQH9ZalKhngze24j5f9XT4XDVU7MzxWpoYAxI8C0wnKJq8CxRjVbqBRrRAdRZ/fg5H3Rj5iYsjRjGBKfWCxVaR/9xOwzED+BMgJXtBrSxwtP7BwuH/YTDDzx4gFvi7c9dhHu8i8HXuw9YS9J9y3iax3A33ku3P5oRF9yBP9xeJ83N8YT3I9w26A5rG+9Pi32dibsjEk5nraMwxABNCYZ6RGsCSJRv4M8BxowFjbh3zMm/3JXKqL7RHPbXg2c693GymD74uNOYLa740x5fswxZjegf0tc/LBADNOOzBGQgZzjevf2K1XMsQohQIbFaaLdIwEKuy6B0gRjL7D/ffvBzBGwfxsytQG80kG1siD3ZJ2Y6EUQUs2Dq+eW+lY1xXY9ox7LUiiJrOhkZ/6q0i3RovS2c4Ygl1gGqh2ncIHpFmi8Thiiq2Z1e5LUkASUvIGnqJc/J7ZBITY/mhACDIDxrqXh5rCx1J59o64ZD38gSEc7vExzY+4hrEvmGN1HDV+Imfz5vOxTvgzr/+/aPzE/x43KRALXydAN3aS9QDOoIrRTe1wDIrpOCTTLgEKneYdL/OKj/M92A+qgqCW+vUogENCdTxwAUAmfx95uHi/Nu+O5W3MPY/Pw4Mm2d8fhG+tSystwQg0hlAmPmAFHgTLjvctS4xyuZ5EFCvHk8mCP99gFHKabTbWKK/uOEQamwxdgWLaAgq4Q0k7HbrRWdgte2lITxXLaQ8nJoCHx35wmaM4mQVtZ2BYp1qlUzC0IyzOYyF78nmguntAc62UKDTk8D0ywIk0g5ovme+ZVIJK7QWtGltJAew9oWvCZHoE7uq1d45W+ThXsmLZX2sv1NqpE7aaQ+uIz1ejSOnzOMCjYyUO7tgh4GwxAVAkgq4KOwPbmnHfJrxvHGlcrRi+7yWo5LVl1Jqj8JCgExtt3ARjpQOyMoA7O4+uTOwozO8dbWaGn3aBrOx2zm9GbV0H7dBfHJviWGJ0aoUjA8kA3nI3uvqtI2XBtGTkW0K9Fq6FxI4UfHbYn+ehQNbCv/t+1UlG8bbZfrVZei2HA3q1veFxOFhn9jl8xtY/k9iBHjpR/neNNRnK/A9sqpH8dduXo1Pr9GQ7CIWAD4EqeQBAj0ndkZFH2+qG87/5BgDI/+oz3nOho9lZI9bKKljvE4oJJjNBqzjlncBm5hv0lgi0HWPPQ6xlLN73wqSoJmhLkdD6IebPvJcxfpfXQ2ztBF3E9IzSPlhu7ZwgraBV0q2/bedg17luQDOwFUDEd98D3Q9jT2IUh7027lvaNFyRQhgRo8CJ564jAQcQlHKeGyyWurFsaC/N55tiJDcNFo6O98MuUGSO1a3jmUrzzlHH/K2ONWjv7dcFgLo73wn4O3hzPA88OabYM4MlCx8i7UzQUowCH3/uuA78PUwQDshDX4AjJn72ddtX4xeURIHxnDoByMN5gQLoTG2bttGe3ccXJNG1KS6jG0NBxtc1EfiBj8oUT96chcTrf2TC4OFFmjZ/51xagDyqFCfdVXjtqaMrRT6zORCG7bwoxLp03AejUIMeQIE21r5mAIVJbbL361YwONDrtu0BCNwRADi178bnSY1rJ619AD+ThM5Rt/OkF8R5M3+VACuk29j1ArObVuplmCahMw2G3huQbxYbhb8PKw0ytCjuKti2jJxHc6h3CUaOXDMFVzMeNDeOAL1vQd5DQU8pRiA2Y6mIjHXSakLfbG8ddc8sjw/20s4ijGwYe0zpsH6EAL6P888moj3dOsrK85ojOGMksqyKuko4lfb3gqrDGrtveRTaXUIctrheXhvX5qBPWR9HFAD/vlFIpKaY3rvlluOzOgDhZ87yraGsgvl1jGC307BFH2ehny/DVbUtAF7IEObYwa9jBRlvEu453gQ9Oi9JB9Rz1H749ypmJjDy6Pjs68ihownVBrjp49LBdg+QwL9+OMuNKZWbYrJx09YStpqxF4I/SRRbzxypV4H6nvQ1kvCwrvzlrCw+IxbxD3Hf11875EbgGqumUZh2cKQLFkPtmaado1fJ2AypEjAIjSlhHvegnamA1grJxv73fdXA2kp4pkOUmk+2Vl3zU10PRsZ9h+1TAacqjqzI2hNWFAJmShMcPhCJGByNehCkSI1sYurfjTwiHAvtvdvMe5IqkHFgVQjgYzTe2Mx3/izZKmQy6TOgk5r0AshE3RNayqhT4/UqtWDj+LTfJ7tQCuNwj320qVzJoJkvPUYrvcnTKnWUwhgjRpHYyHa2ZDItnHLjuNj8lePI3T7zZKNKbk7BuNtD8kMsBpS7Qr8Bos4osfqp+7Xj4byIveI1lPi+RNQLcY+9doOGk6zaL/I6rXVgfwb2lxKsmp4BTIJsdYLnen6m9c7GpDspTwdzHU5VNCyl0qwmkyVJ5pXlXTisdxjbx00J0gBrpCNYis1q42jwGUi0fLMJk2cc8ix5BC2F9yekWGAxpZsOWbBrxViIvk5HbkYWo00IWbwvdzK7fTrFv9cbjO4QHi+L1T71cmR0/qnXX1bjpytOP3doodo6KXuu7m00SAMx2mIfsLpt82Gj3wSnPwKnrz0K1jYJ5m8C11S4/bViq2UUAUoRsrqb5sM9Q6tBnuEO5OyG4crVDSltJ7IRkMQsdPEA/KQVtPi8Gi1RbLNOGS4a6xZuZNAIk1Mr6rUw0AF2D2KTCXQaBVGwgBoXszN5ss/6HYWODSCCgwr2bwkdbR5d3zjgOygephKiWZ5gFlfRN/cj79K7iwOWjuW047xsyMmTZMFubICH0a444IW6TQ6oHUEeFxvsB8q8PZtsQb7aQeH6PvydThMdgMl00VhXez4kfNah9hGQVAVSE+q94Aoedp+WO25tQsIZX+sT5kT5OhekvLQZlzpjawVzrujKUZO1FVx3jjHsPtMsOvR8bIOPmzKKEv/TpyHg6M8oHeZVIQAarTFv+4TF2G3erajt/9ve18XYlh1nfbXW2vuc7r5zcyeecWTGVmIkyxAixQmRZbAUQcyPESjmBcmRgiKEBA8GEoSEEl4QbzwgBA+AFIWAJYIjYxIR5SEkCkS8oPw5QbFxrJjEOEOGjO2Z+9PnnP2z1ioeqmqt3Tc9E4Rwz7i7Punqdp8+3eecvWutVfVV1VcRx1neQ15jv7762WlFb2vk/h7Cyq3lwcQsx8cFITOGvazdqsTK7lXG/qH8PM6l2Wwdg+qQAPtXC8YnK8ouahak4sFvsDxH74tkwUScbDgRhsdRphcUklG8KqAnGRJoNhM67p5x7yVxujkS5vsB89eEtufERbLVZWf6RUJWDZcSqJpTbOMc48kYIwsEdJ3ruopT7c7kxuE04gcAdq9mDMeA8TJgvQjIe3QhwggVB2XsHlbJyuooTgCgSCLwphkTyr39L04EOm4yTIt+jpUxP4h49IHnsTzT32sdNFO/OSRYS7fNuVmrlLFXEB5NexxOu824VaiTxqhE4MhNZ4IOCfOoTnYOwNTLh0Pu701K2Fn2ziyZrHQChoN89p7VFYFk+9xlVDK2SFvQk3mHVTOxvZwcVxBIpjkua8JyHGUaWRP+JdAKCQA3Ni+OM/dqs8obZ7kHWGy6akUcOjtrJKOqbQfm6OeKuNZGyFBlhDXKiPAUWrAglX7U2h14YLAKqg9HIVvTobbWMbtO8iIWICpxA4CjjFVvouRWCaTiixwIPARg0b9Xuv03ElKJiDrGtm3HrZZcJCAEwEa5hwCEgHQq4oSuQfaDU0ZYSlsTYHGav3R5gSnLWOQ5S4tgzdTGcYv4bQW0klLK8gMyAyVYL4kGD0woi2bhV60IXAhgrQhUR1raWrnp1NVEUuU1E9JBnfdlox2nZ1RRItGIn1VbGKbchYOJGPOaZIpU1mxqAcCyXkRsHZKZ1iTFFbK9yprYvQosXxxwzAGns4wwVCEtjhHpJO9zfIhWYYWg57FVEDB6BS/kXMxnATSGnhgBmm2IUHjUNlWp5rj/+Yrdq1KCfHw+oU2KCpC2U6vqyv19bwmt3WMbU0sYDhHz8wANFWmULF2tKhiNCAoVZY2oa+ztfRsHe10SyhRBp4g2iMAEngGsDyp4X0CJdVSx2icT5lkyRDVrJSLQtLtEz0uyurK/yjkWF2okxvhY1n3ZoU1REm0K/ewZCFUINQ7Aei9iPSOUMWq2uPSqHEvuFPlcbKLyqYp2pZF8nBDm2DX3pk5KbyvsWBM37T4ngBYLePQM0XVNWSt+EJTIEtskZqRDxvC44uJyBn3hJYAC6OIc6zuew/GFPZZ7MqHP2pVlJDw1cm98JFnxOvSpnvLi3acg9cdaYK57gZEVrMF9q+qzhIZJOByB/Ze53a+4cCOvZJ+9SoLZZ5fEnnxvk4OYgHI+IAZC5NoIeyE4o1Ta6JStZU14xITjMsCmW9UakLPoKvIUEU6xC1wTWvuT+anbVl3x4zbrNXOrEA16BtYhCDldIvJRfOt0En2psHKb3hsXxv6h+GZ1RCf+GJif7ZPlTF8vqqDu+OUTsKzAfg8A2D0pSMeEsgutjYmU4KENGc+1t1pyhCTci5DBpES1Xf6rE3C7diAAhF1pLbtCUKJVBrYk5KJ2vyEKu2YWNTKTam2xjwXZ7czTRMsy7kCsSYiHomtkLbUza7cDWetjJ5rXNeIRn8ln0IrjvEaRGDBdztoYK9jk1nSU1xgfl07m65m7+1LAUkaU8wqO3KZwUZW4cThu9nFsSOQihCunpO2OwP6Viv0r/TxGuBofciSEgRBGtBg7WAthln0e0AlbB63ObT6A+taa1A1LbHucnWV14CskbSNAytXCB4vL1nsRaaqNjLPq1FB0DWgivhEnxHLuZtEg21b8XK47PJr3eHQ4w3IcYNU+5uPZcKatTTXNRvXNhoNOFVv6a7a9o/b1JDGuEjqZgBg66WNQ/y0oSW02HdTfMPFqKbQIcs82HTpMGm9F8z3Rqs5Beo0s/lhrrx5cCppWEOT6BdTGk1wp/rgGN1vxw4yLl1YMx4S8pyb0RCyO2JKVSWdqmSnJ7hOGS/kTVkZlQnHSi8cY14rdQwk414uAsgu4/PI51jXild05Uqy4PO2QTwnhIP2VRZSIm8GkQy/FbCKag/UhQp1Nqd5h+x56I/Rw5ygHpXRBGYPH2oNJiFMVBxl6OJuQMukhtnJz7CRYKMBir68HnI5ukwXHoEjIZ9oWs1akJ4sIbwYCW1Bg1QvahiOZqaDVLhp8ZNXZYYgDq1U31lPaNmEjTmxE9yUh34uY0tiqTKqWgNYiIxClBFPK9JtuAwM8B9CszrL+3ZbFaVUNaH2j40NpfQAJY1stDQjAyk9tvLWRCmlmhFcZw0E2ffv7oQD1QC0IE4Y+YnmWUO4FHAvhC/wsXjmd42xY25Qu6TUNmIoQiwb7edEJBtMyIC/i1MpGJH3SFoCaYGY6mSNqNi4HgAQicu9s4xB7U7bf2nd08tEu9rTbEPqIaGiLRNsKjMnfoG14LKTS+oxkAC2LEXJAOtQeIFYTUtb3uwp5wQRgEOHU4/NBDisCKKuQevcQgCqHTjoxzr5UQJO08+W9VKnUfW2TZuoawWNF1Q/N+vvbNjXLIuWzLnBMVZzH8ZGeOrDMuT7fbMHEMqciATsA0+5p6x9ml1oOy+JkUK6gUlVMN2j1nZbLA1gvpCrOWiIl+0MoszrtpVdGgKSSj6AkLgAqVbUC0ErrK9tpCwxAGx283AfWe7zJXmhAZU9PqgNDjCFUPDPO2KsK4VIS5pTw2IxCiQjYwdcO7v63bDxpgTr126ynXlexV0I6iuMQFnQyTasgW8XDJutZRvlM1no5xoLzQfRBbMTqWqxsA4jbyW8A1jGiPknaS68Ee0Rrr01HJaGmHpxs22LEBq7uvWGtSn6rjRgho+RK3cXmoIpTo+24MHtloJQrAXUrSzch7dzPjaBirFTqlUNeDKtqtZmVT1GrYiG+Wvlpttp+tzBg4s9EoKIZQ/sbGzKpXwyxybDUZtvtRwGIx4yQK+IpIB0y4pMZtGbJWAURGaZVqj6OYUDOOmzhUoYtcARWbZcCxOZoCXpWA0zG2kMyjkr+WEuY7a1WYWFtW8MlS7XCSSeirZp9TCRkcCIMx4p0LEiHFU++/ryRVMfDHgRgN2QZS642Fto+H7DmhHVN0pqqpeBtzcEquKgF9HbG1YF03C8DKzQYkNdlTpJ8z4R40kowXUvjY0aa5XOUcVNJpLFIaymttgblepZdwOktAWWvmdcg7TrWJhIWYL5PWC6G9nfiwgiPCPVS7KK1IGZtOdLJI0KY9DYcIW4hgpgqapySpI4tkCo5ahsri/OfuCeFKiQzzpCRwXtuhL9llPmsSOCZuIlhW3WCkSmABG/81MQiMVq0CpQ6EpavgbSPq9Dv7qFc67hU5L0Gr1kDpdqJtLYuNzEBMZqO1HqhQdPIOoXMNjnqAtZPwTLS0BatNIndS0BgFcH2PtD2I3ltRjxt1jpk38LGLmxoAOUKWgtov0d97lksz5/j+NYRx7cGaRPeoen9kSZH06CC+Es/v6Ptm3o+xKW2quGnq2PyhVUXMfIZq8ajPs+qoWAbr4rUngvpnk7A/mFp1cLBqgY0ISttHb16VvwC8Zd7dW69UpUE4ErlGzFaS47ZUiLRXqolgZcgQzJ0TTdbKqIZIpop9q+T5WWkVnmCVYLC9V7C9NzQxNmNZBNCCEr4oMlNTF+rwzIGwCb5tnO5WLtyt22qQkikiXF64QJ427t1OqlUTl2pdgyQKlAm8BJR2nHTK9ZbUKuVRHaNGsmja8GqcYslaGqQiYccbFtspAFVsSdLxg2nTQW0xhlxrs3GJd6qyHs57KiwaKZqBard0+WZgOkBYX1GSfydtL7PDxj5vhARQfU2aSXwElADo4YgIufE/cjNoQ+pgO4TDBCkFWh9RvbzOgKgiN3D0pI1dQit6q1aLKD6gkEJiEZqFjSdJ0PZh1aFZ0UOdSAEJvUn1A8t8pnW+yMOb03I51KwsF7IWpOJ13JxwiKamtY6JvuJkSFiA+brsRU5sCQew9p9UY4sdkNKHgVSjTxZu+UMmB4EjJekbbBoWrZNI9A2TgbqKj5dinLWJpKJsVlt6XId8eS0xzxJMr1XBlrRhuo2WkWtjo3nKPuOdYxY4tgqpsyvT5NOC9SzTqZ0a0EJB7kOsV8PYgIPjBL162Dxsdgwa4s8k/iHjZyv3UeXOCVg/ypptbSRw1XPcPOVNYa35WpxfXugt3+9qSp+UBnpuMr44RowXJb24cqul5dTFae/7IUZFXVwbhuPkT+tXDFXhLmAaoC0C8iBHR4nzBA2P4SKPKeWPQszgThoUCqiYtZTaeJiImhLbXOSTBOpwJMsfkB+JqW4cnPq0HvnJRiVIM+y4CZ2aZtuLAwaY3PwezajdrbvSrk+gaoeKCGgXAyNoAICgk7w4hAg07+qZGcBIIR+OHLUbI1kV0ChqdU3AWJtqbEJEpZJatURc5VWnaOIO892kJq+RoVMCCCWQLKyZj5Dy4o2R103xNZyV2QB92ofyVzERYiQ0lrw0BzVxihr+a5NY7PKlTjTlbYDK922jG/ZEco5oe4IdY2Yp0EY6BqwpoghqugmE46rtHJFJV4kM6SkT044TiP4mFQUTzfZSWwvahZadAF6Gfe2HDtY9Ym2UpgQsYlHWiVcyVEmD6gCfqmiiXKcx1btw2vQ3uAehKRJnAKzedvkJSBCE0wOWZyqOvaNzVoVtoez2XWtDL6QDEU+RyPitk4Gq+BvmqhvfrnKGgYaY2+OvK3BrTivVdJFm4pV5RCx1gNWXa02XvepoKiXZm6C7CxOBHT5Wu9sy1Sy/tycjCzitbQWIX5SQLVpgXsl7EZomS1rebNWeDTncxNIsATHW7RKEu7Xkbb/rOpNdXRMB6M7+Js/xgReA5Yl4TQMOB+WNgFO9EtEfNBGZHcnhTRTLvdCJpOJg0yWsa3S7hpNMFmdGRvFSgVImgFt98wOQ3AvmScANSBoUMpZ9DCsQmmLrPpZMllMfl6sjx4bx073CCOSRXxQMnRp0jbDVR0TuxdPBUpWah8sWCqmhaG2sBZQSUK6m+CkZmVs3QZtBZEDfkScCWUSAj5Oshe2/WBi2XfX2vb0p0FWiaNZpVAraNU3vnEEwpRBa+nBIHM7C+zvQMklSlGredQxYwaGJP/nAspFvm9vQs+TuQCREFNAOC6gaQFyEWeFqGmTlByxLIycI8osbThxksqp5kgGVoJcqzrn0ItGaXNv2O4pKdEjRK+RjkE1EnZPSiN2wyzvqQ7SWoNASIeMMGexxxbkSDXRPCQwtJVh4EY2mkC1tSpxVmJ/1iplfX9xVmdUq5ulPYs1gaUBzT70KolN5QstvV2UNmdiOlXEU0UcQ9NSaKLUUCJGCW7Tx+CdBND5HK01a0vGc5DAs52jVq2wspK1aJNqtntSHa46pL1yDK3CpZYAjtLexRpY1zV0H6GSTEZZhAypQVq0rGKvYevPMrQlzNri+j+uEmC2ih8T0l762RVXNAd5HqTKnC37XOXMi2vF+KQgnahVFGwJYCYSfneRbKtMWpFzOy4JNiWWdZKjTecB0HR9mui8VZxvtHCsxd3OPKtGJCVgpb2ywAaAtOs/l/b7aNP6GCbEbt9TrrJGz89Q7u8wPxiwmDbcXrQt1E3ul13txvQTh2NVTS9037Uo2aWtI0+fw+1Whv6+wWjaJ611CkrKaMtDNT24qvcgM2ip0mrKUvln98hI8eZHBzSSvO17Sm4HTTpTAeoaYbKMsk12+5JK2NCrkk505UxOR9FWGU6MOFWdutODu1KDJH91H6rPDlIptpM1nM/knjXNpgKt+hKySuKiTSueXk/SfaO3kHHbL4ysWC8iytgFv0UzTuytrhLA2lqTFtqASkrGrqHFAzYlSSYn99a4y0W0uwDxQXOVLotpTZimQfaBJfaW/aUnD8Ni08aqVBFu2qgpX2PjuSJSv4fxsPZKyEj9nDOfj8UHKzvRdOOxytqzTpJVCg04BOQQEZX4qVX8axmMQq0FuCUe9PrXBGAnPmreATsIGSvDDQIoDxLbNFJum7Tc/lMfNmicp36R+YuEjd+71OarxsMKKgUIATXt5HPuhdiXNl1INbFONGMjlq2iRfF0BQygJAf18yeo7dso+JJYNLM2rbTb1ic2HbkqZIV0FBQ5b1nihTQlxInbUJccC9YQMHDAssZmU2ZL9ZRAU2xFAW1y5ooes2oFbzpVjUW2pEmf4tXOwYomV1ETIY5B1t5s8Tw1fdimWVg2689iItvDjQgHQzpXemzRrrUWZNTS2yjDLNWY8bi0PbC13AVciT1gQz2MobTq6jcX8SOL14SFOZJUs1QhEICMOAXEJaDsIlZTMF/M4NCqTqxsfWupqwabHEnbTwKWkFAqoQQGTRHpMiBdCjNvvbOkFURxAoaT9EeHVcaslVH0hGxM3NVe3F4aPFwyhoM8J58r0xc3n30TdIY5tyDPwMFaUypoWkHL2smardCmfZ+L/DxF1PO3SJmqHhh0WkDzIoaqDjvNKyyzjiGBzvcgHlHGgHSpIoYrwCmqY7NpeztpxZKxoUEPo7kiThnxtEM6krQZrIMaO9rG2A59E75cNRhTkieeunNruitRxVZTU/OXgzwd7d6EzVSbblPy3i17X7Utr1dupEM3GQ5QMoNa9dL0FnXA1RljiJNaqkwrAGQDKkyY14Qli8ZJJEZJAYNtTsuA5XLE8Ci2Qxws2jatwmcCdo8LTAcqTUXfpx5Gc0E8rbLgU+iEgx6A6TginAhlTLikPSqLKF1h0V6ZD2PLToWZMD4KMjXBSKeDjhSde9Ysn4nNNyZ8g7xX0rB2krOJ2K0V4bgAtYLGBHp27BsqySGzXTttTWyCj6iBY1iTTLCaCIX6eNFwujoNLc5iH83BYtlizF6aE6lZlLITTQJ77eZYZW4imKLNs22bVL2Zi0H/LiMerSdTnzMvoGUF6XqjsxE8RNC9QcgYJRebFoaKpFr2A2rbNK+g06JEXwRUbwelIk33kKY+Ha21U82audBALmSgbkgiyqRCl32vKaeIJYx4xFIlYzo5c05NZFVGoOv1VmFPmRrGKHux0ToG5F2Sz7OqRoWKnIalj0Fe7wUUDSaHQ237CKAB8KzZsQ1ZElRLKs4JeQlYF3lvBLRWxmkVcjWo9gtzkUxjEeehrjL6VDSm7PXQKkGsjD4dioxmnrOuLx15XrUKptRGfjTSfc2gNcv+GgKsCjMu1uulhE/U/0Poe/uaAWbsHp9juR9bKXA69QTE+ESEuuNUEKeMcDn34M1MuFSgFDkLjLAh2YcBCDlj58pphow3uQoLAnmegRhBIYjtFQ2QqrwG7XTh1AquFbTfXc02xaAZR72H0wQum8UeSIn3gFXFrKtN6TPHrcrC5CDPJ5seFNBaXC2r2Kr1dK2Lo6dJoic9+IyLjHAeHhchaAsjHhfwmICqWj6VEZYMjgH52b0G/hp8FUJWvTSruFxy0kvRp7TUIroPYVV7s4CLN9nHRSYuGQkVFjk/KVesD3ZY7vXK11aht8U24aVIJ0vyKDk/yOQUqxgeLsXXKLsAvghNH675IxoUWXDRMqIMkGYxoZokw1FFyvVvtP2c+pj4mghp7W1k8RRQYoRNmabAcr0WCabsc1GW65aOEtTmKvoapNV6RqSFtScHbcRurTqOOapWYCERc7bYLwfEY8DwBCpgKp9lOBTJlHO8ksFuxJudEWtFelK6g62+p01flQA2KiGs58hpxf4i6bAAqTqoA1BSQA3adm3kugbt6aC+6UHeN+vkSJuUFbXKCyxEUzxlhFNGmBYhcQfRbqElg+a1twKEIGs4K7mbs6xxyL1DiqgXZyj7JNfAJlbiarBnAY0JPLck6UnPf23XrjGgjqH5MmFhDAdNLuwjwqoBW5FKFo7cq8tXUn+fekudakY1MkRbKMIiBHyYVnCMrYJR1j4DuSJcnnShRHCMoLmAzgatTmWEOUvydB8lmbkQ6hJQKlBTQE6xEz+FwKfYqgzCIi3jjbCtMj1wOJneIVDHgOHxKu9HycN4XBpZX8YzCcoTwdqGLKCURDRjeJIRp4xy3sO1pven65hxNUyQfUTa3eogHQgtbjHuokhgXI4kJM+e295D6JU8qAAtMmlSRnNLvBAWSKC+RExpkEqNcFXfc1oGLHNCvdS4IHefYjj0IFm6IiqGy6pncUFY8pVEdTjMOokyAEbQA2IDjw5yvqUoZ3KKzceOY79mFsNtBXltH2MKLdexRu6dC1NEPITWEiwEe9+nt0nNLUkTp4xwXFTK4KyRPVx7TNl02TawCspIVhWjaxBiH+OhYni0SDKnSvAfHj6RM3u/A+heu8+NMJLwurFHsr40mTdxW1dGPPU3c/W9WUIgzvI+hbAU546KJvHVx2qxu7U3L7XFjOG0gqZVzvkYMcaA/YXEKiVLkh1Am6QnWxljXgeUkxRwDJc94bPVQ0vaiirxpJCJPRvanzdcZgyvTvIxrX0dAJhRB5miFpeAOMlnXXWfunothIOw4o902JC+paokAInOUOaWXGpVPGuRWGGXEPYyxStdrhheOYKOk+zXQeP4pyq+qbLYfK0tSY1BE49PayA8BWJ+/Sf8/wQRfRHAAcCXbuxFHV8teA5uF47fC7cLx3Vwu3BcB7cLx3Vwu3BcB7cLx2vBbcNxHb5a7OLrmfn5635wo8QPABDRLzHzt93oizre9HC7cFwHtwvHdXC7cFwHtwvHdXC7cFwHtwvHa8Ftw3EdboNdhN//KQ6Hw+FwOBwOh8PhcDgcjq9GOPHjcDgcDofD4XA4HA6Hw3FL8UYQPz/4Brym480PtwvHdXC7cFwHtwvHdXC7cFwHtwvHdXC7cLwW3DYc1+Gr3i5uXOPH4XA4HA6Hw+FwOBwOh8NxM/BWL4fD4XA4HA6Hw+FwOByOW4obI36I6INE9Fki+hwRff9Nva7jjQcR/TARvUxEn9o89rVE9DNE9Bv6/7Obn/2A2slniejPvjHv2vGVBhG9g4j+MxF9hog+TUTfq4+7bdxhENGeiH6BiP6b2sU/0MfdLhwgokhEv0JEP6nfu104QESfJ6JfI6JfJaJf0sfcNu44iOgBEX2CiH5dfY0/5nZxt0FE79Z9wv49JqLvc7twENHfVr/zU0T0MfVHb5Vd3AjxQ0QRwD8D8OcAfCOA7yKib7yJ13a8KfCvAXzwqce+H8DPMvO7APysfg+1iw8D+CP6O/9c7cdx+5AB/B1m/sMA3gfgI3r/3TbuNmYA38HM3wzgPQA+SETvg9uFQ/C9AD6z+d7twmH4k8z8ns24XbcNxz8F8FPM/IcAfDNk73C7uMNg5s/qPvEeAH8UwBHAj8Pt4k6DiF4A8LcAfBszfxOACLnvt8oubqri570APsfMv8nMC4AfBfChG3ptxxsMZv4vAF556uEPAfiofv1RAH9x8/iPMvPMzL8F4HMQ+3HcMjDzS8z8Sf36CcQhewFuG3caLLjUbwf9x3C7uPMgorcD+PMAfmjzsNuF47XgtnGHQUT3AXw7gH8JAMy8MPNDuF04Oj4A4H8w8/+E24UDSADOiCgBOAfwO7hldnFTxM8LAH578/2L+pjj7uLrmPklQAgAAG/Vx91W7iCI6BsAfAuAn4fbxp2HtvP8KoCXAfwMM7tdOADgnwD4uwDq5jG3Cwcg5PBPE9EvE9Ff08fcNu42/iCALwL4V9oe+kNEdAG3C0fHhwF8TL92u7jDYOb/BeAfAfgCgJcAPGLmn8Yts4ubIn7omsd8nJjjOrit3DEQ0T0A/x7A9zHz49d76jWPuW3cQjBz0TLstwN4LxF90+s83e3iDoCI/gKAl5n5l/9vf+Wax9wubi/ez8zfCpEU+AgRffvrPNdt424gAfhWAP+Cmb8FwAHapvEacLu4QyCiEcB3Avh3v99Tr3nM7eKWQbV7PgTgnQD+AIALIvru1/uVax5709vFTRE/LwJ4x+b7t0PKpxx3F79LRG8DAP3/ZX3cbeUOgYgGCOnzI8z8Y/qw24YDAKBl+T8H6Z92u7jbeD+A7ySiz0Paxb+DiP4N3C4cAJj5d/T/lyF6He+F28Zdx4sAXtSKUQD4BIQIcrtwAEISf5KZf1e/d7u42/hTAH6Lmb/IzCuAHwPwx3HL7OKmiJ9fBPAuInqnMqwfBvATN/TajjcnfgLA9+jX3wPgP2we/zAR7YjonQDeBeAX3oD35/gKg4gI0nv/GWb+x5sfuW3cYRDR80T0QL8+gxzGvw63izsNZv4BZn47M38DxIf4T8z83XC7uPMgogsiesa+BvBnAHwKbht3Gsz8vwH8NhG9Wx/6AID/DrcLh+C70Nu8ALeLu44vAHgfEZ1rfPIBiPborbKLdBMvwsyZiP4GgP8IUcn+YWb+9E28tuONBxF9DMCfAPAcEb0I4O8D+IcAPk5EfxWy2P4SADDzp4no45DDOQP4CDOXN+SNO77SeD+Avwzg11TPBQD+Htw27jreBuCjOh0hAPg4M/8kEf1XuF04fi98v3B8HYAfF18dCcC/ZeafIqJfhNvGXcffBPAjmnT+TQB/BXquuF3cXRDROYA/DeCvbx72s+QOg5l/nog+AeCTkPv8KwB+EMA93CK7IOY3fTuaw+FwOBwOh8PhcDgcDofj/wE31erlcDgcDofD4XA4HA6Hw+G4YTjx43A4HA6Hw+FwOBwOh8NxS+HEj8PhcDgcDofD4XA4HA7HLYUTPw6Hw+FwOBwOh8PhcDgctxRO/DgcDofD4XA4HA6Hw+Fw3FI48eNwOBwOh8PhcDgcDofDcUvhxI/D4XA4HA6Hw+FwOBwOxy2FEz8Oh8PhcDgcDofD4XA4HLcU/wd9DrVEHOBc3AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mel_spectrogramer = torchaudio.transforms.MelSpectrogram(\n", + " sample_rate=22050,\n", + " n_fft=1024,\n", + " win_length=1024,\n", + " hop_length=256,\n", + " n_mels=80,\n", + ")\n", + "\n", + "mel_spectrogram = mel_spectrogramer(wav)\n", + "log_mel_spectrogram = torch.log(mel_spectrogram).squeeze()\n", + "plt.figure(figsize=(20, 5))\n", + "plt.imshow(log_mel_spectrogram)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`torchaudio.transforms.FrequencyMasking` add horizontal strip and `torchaudio.transforms.TimeMasking` add vertical strip.\n", + "\n", + "Note that this is one way to implement SpecAug. In practice, you may encounter different implementations." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "specaug = nn.Sequential(\n", + " torchaudio.transforms.FrequencyMasking(20),\n", + " torchaudio.transforms.TimeMasking(100),\n", + ")\n", + "\n", + "augumented_log_mel_spectrogram = specaug(log_mel_spectrogram)\n", + "\n", + "plt.figure(figsize=(20, 5))\n", + "plt.imshow(augumented_log_mel_spectrogram)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "HW-ASR", + "language": "python", + "name": "hw-asr" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.11" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/week03/seminar03_2.ipynb b/week03/seminar03_2.ipynb new file mode 100644 index 0000000..efed8b6 --- /dev/null +++ b/week03/seminar03_2.ipynb @@ -0,0 +1,227 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9bc3c8b2-35fb-44c3-800e-ef9bc13a9231", + "metadata": {}, + "source": [ + "# Decoding CTC output" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b923207-7a92-47f3-9f8f-1448b2ba4285", + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "import torch\n", + "\n", + "\n", + "# Load precomputed CTC output\n", + "with open('mystery_records.pickle', 'rb') as f:\n", + " batch = pickle.load(f)\n", + "\n", + "# log probabilities of softmax layers [batch_size, T, vocab_size]\n", + "log_probs = batch[\"log_probs\"]\n", + "\n", + "# Dictionary with index to character mapping\n", + "ind2char = batch[\"ind2char\"]\n", + "\n", + "# Index of special EMPTY token\n", + "EMPTY_TOK = '^'\n", + "EMPTY_IND = 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "922cbf65-fbaf-48d5-8605-ea41c3f80590", + "metadata": {}, + "outputs": [], + "source": [ + "def ctc_decode(inds, ind2char):\n", + " # your code here\n", + " raise NotImplementedError\n", + "\n", + "for i, rec in enumerate(log_probs):\n", + " text = ctc_decode(rec.argmax(-1).numpy(), ind2char)\n", + " print(f\"{i}) {text}\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "3a8c4d50-e633-4e85-8842-a6b50602b70f", + "metadata": {}, + "source": [ + "# Computing WER and CER\n", + "Task: Implemet WER and CER metrics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0ca11f70-ee02-4765-b542-96186781a0b8", + "metadata": {}, + "outputs": [], + "source": [ + "# library for fast quick calculation of edit distance\n", + "import editdistance\n", + "\n", + "def calc_wer(target_text: str, pred_text: str):\n", + " # your code here\n", + " raise NotImplementedError\n", + " \n", + "\n", + "def calc_cer(target_text: str, pred_text: str):\n", + " # your code here\n", + " raise NotImplementedError\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c391511-7469-4ed8-bd26-057c4fde4717", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "for target, pred, expected_wer, expected_cer in [\n", + " (\"if you can not measure it you can not improve it\", \n", + " \"if you can nt measure t yo can not i\", \n", + " 0.454, 0.25),\n", + " (\"if you cant describe what you are doing as a process you dont know what youre doing\", \n", + " \"if you cant describe what you are doing as a process you dont know what youre doing\", \n", + " 0.0, 0.0),\n", + " (\"one measurement is worth a thousand expert opinions\", \n", + " \"one is worth thousand opinions\", \n", + " 0.375, 0.392)\n", + "]:\n", + " wer = calc_wer(target, pred)\n", + " cer = calc_cer(target, pred)\n", + " assert np.isclose(wer, expected_wer, atol=1e-3), f\"true: {target}, pred: {pred}, expected wer {expected_wer} != your wer {wer}\"\n", + " assert np.isclose(cer, expected_cer, atol=1e-3), f\"true: {target}, pred: {pred}, expected cer {expected_cer} != your cer {cer}\"\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "7cefd76b-66d4-4b1e-ae1d-be6b7336a160", + "metadata": {}, + "source": [ + "Task: come up with such a pair of target-prediction texts, so the\n", + "1) WER > 1.0\n", + "2) CER > WER" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11bceaaf-7b17-466b-ac17-855e4d54cf56", + "metadata": {}, + "outputs": [], + "source": [ + "# 1) WER > 1.0\n", + "# your code here\n", + "target, prediction = \"<...>\" , \"<...>\"\n", + "assert calc_wer(target, prediction) > 1.0\n", + "\n", + "# 2) CER > WER\n", + "# your code here\n", + "target, prediction = \"<...>\", \"<...>\"\n", + "assert calc_wer(target, prediction) < calc_cer(target, prediction) \n" + ] + }, + { + "cell_type": "markdown", + "id": "31a1fb97-4853-4190-835d-31ead094679c", + "metadata": {}, + "source": [ + "# Beam search\n", + "Task: implement beam-search on CTC outputs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f8e1c37a-93be-47a1-8211-9b47d0721d23", + "metadata": {}, + "outputs": [], + "source": [ + "# Load precomputed CTC output\n", + "with open('lj_batch.pickle', 'rb') as f:\n", + " batch = pickle.load(f)\n", + "\n", + "# log probabilities of softmax layers [batch_size, T, vocab_size]\n", + "log_probs = batch[\"log_probs\"]\n", + "\n", + "# Dictionary with index to character mapping\n", + "ind2char = batch[\"ind2char\"]\n", + "\n", + "true_texts = batch[\"text\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9ae1f264-33cb-4c4d-b959-823d07843936", + "metadata": {}, + "outputs": [], + "source": [ + "from collections import defaultdict\n", + "from tqdm import tqdm\n", + "\n", + "def ctc_beam_search(probs, beam_size, ind2char):\n", + " # your code here\n", + " raise NotImplementedError\n", + "\n", + "bs_results = []\n", + "for log_probs_line in log_probs:\n", + " bs_results.append(ctc_beam_search(log_probs_line.exp().numpy(), 100, ind2char))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e6d7249-aed1-4ff3-8ce2-20978320ac7d", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "for i in range(len(true_texts)):\n", + " beam_search_hypos = bs_results[i][:3]\n", + " true_text = true_texts[i]\n", + " argmax_text = ctc_decode(log_probs[i].numpy().argmax(-1), ind2char)\n", + " print(\"True: \", true_text)\n", + " print(f\"Argmax: {argmax_text} --- (CER: {calc_cer(true_text, argmax_text):.3f})\")\n", + " for ind, (hypo, score) in enumerate(beam_search_hypos):\n", + " print(f\"{ind+1}) '{hypo}' --- (CER: {calc_cer(true_text, hypo):.3f})\")\n", + " print('-' * 100)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "HW-ASR", + "language": "python", + "name": "hw-asr" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}