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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tacotron 2 inference code \n",
"Edit the variables **checkpoint_path** and **text** to match yours and run the entire code to generate plots of mel outputs, alignments and audio synthesis from the generated mel-spectrogram using Griffin-Lim."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries and setup matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/dcg-adlr-rafaelvalle-source.cosmos597/repos/nvidia/tacotron2/plotting_utils.py:2: UserWarning: matplotlib.pyplot as already been imported, this call will have no effect.\n",
" matplotlib.use(\"Agg\")\n"
]
}
],
"source": [
"import matplotlib\n",
"matplotlib.use(\"Agg\")\n",
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"import IPython.display as ipd\n",
"\n",
"import sys\n",
"sys.path.append('waveglow/')\n",
"import numpy as np\n",
"import torch\n",
"\n",
"from hparams import create_hparams\n",
"from model import Tacotron2\n",
"from layers import TacotronSTFT\n",
"from audio_processing import griffin_lim\n",
"from train import load_model\n",
"from text import text_to_sequence\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def plot_data(data, figsize=(16, 4)):\n",
" fig, axes = plt.subplots(1, len(data), figsize=figsize)\n",
" for i in range(len(data)):\n",
" axes[i].imshow(data[i], aspect='auto', origin='bottom', \n",
" interpolation='none')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Setup hparams"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Parsing command line hparams: distributed_run=False,mask_padding=False\n"
]
}
],
"source": [
"hparams = create_hparams(\"distributed_run=False,mask_padding=False\")\n",
"hparams.sampling_rate = 22050\n",
"hparams.filter_length = 1024\n",
"hparams.hop_length = 256\n",
"hparams.win_length = 1024"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Load model from checkpoint"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"checkpoint_path = \"tacotron2_statedict\"\n",
"\n",
"model = load_model(hparams)\n",
"try:\n",
" model = model.module\n",
"except:\n",
" pass\n",
"model.load_state_dict({k.replace('module.',''):v for k,v in torch.load(checkpoint_path)['state_dict'].items()})\n",
"_ = model.eval()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Load WaveGlow for mel2audio synthesis"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.6/site-packages/torch/serialization.py:425: SourceChangeWarning: source code of class 'glow_old.WaveGlow' has changed. you can retrieve the original source code by accessing the object's source attribute or set `torch.nn.Module.dump_patches = True` and use the patch tool to revert the changes.\n",
" warnings.warn(msg, SourceChangeWarning)\n",
"/opt/conda/lib/python3.6/site-packages/torch/serialization.py:425: SourceChangeWarning: source code of class 'glow_old.WN' has changed. you can retrieve the original source code by accessing the object's source attribute or set `torch.nn.Module.dump_patches = True` and use the patch tool to revert the changes.\n",
" warnings.warn(msg, SourceChangeWarning)\n"
]
}
],
"source": [
"waveglow_path = 'waveglow_old.pt'\n",
"waveglow = torch.load(waveglow_path)['model']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Prepare text input"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"text = \"Waveglow is really awesome!\"\n",
"sequence = np.array(text_to_sequence(text, ['english_cleaners']))[None, :]\n",
"sequence = torch.autograd.Variable(\n",
" torch.from_numpy(sequence)).cuda().long()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Decode text input and plot results"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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pfxyb0mNl5qJcN1wdQAejN+2SxlSE6xBpxXWr8XWMFSee5jpkzQU63GSMLd1KmVQmngMM12m+0CVH5CaDPiyDcl3WpRX27ypP8okc0ABW9SKPQbq0o0STUuqI63S8vj/XyX0SyxIT0Hoc99RW01XGcNPk4cdcZ5YeyJILa3qHE7wI1PagvrTlbkoDoiL5c5GLcB3ImPElQm5y6DlH7HM95pAHDK0CDiWKMdvTtMFtqvx2NW9xI1wX7uE6yH0kfUuGmDgNO+W6eGAMhyLbYp7FulShGii28RgNvxGD0VPYaL2AdFlIlV6/iETnWOG9pNj3pTYB7vIf59OH3Wf091GmRmGGkMGzphoRPrynHPft/7hhysWmjp7pqVZpWU5UfEuZQ4E0TUqMoKFx3TgAffvdp+B09xIfGDatT4ygxrE0NS7cbIAndaljeXSO5dWWmuXbRuxfad/xzzW1WdlATBPDonwFrt+XAeDsVyM279brbN8Zkdv3hts54yu7zwAAfvv686BdTfHCN7fgXSNW/A/P9FgeEXU4HA6Hw+F4SUBEXyCif0BEv0ZEv0pE/1Hb/58T0e8S0S+3//7MJ11Wh8PxYuOTi4g6HA6Hw+FwOB4aCcBfYuYvEdEjAP8XEf18++y/Yub/8hMsm8PheInwsD9EiUAthC3ugvOC6e0a0j37xojQJGrLJWGZmwxmDCpniupaSsYNEmokCiqQXG3DrZVK6DYZiY5Iy3aMYd9klEklNhwIaduKPahsK280oJwnzb9XBmBs4e5xMyB0CdNhWUnRpDSHRd1vAWA4srcNYSVFE8nAHTmHOabV7/jujHNxwRyQzrsEECcRiCXPHh0n0euPe8J1kCNJG+WJEJqTZ0QRSWdYiuZRndm0EaTuqAAlqiyq6+us3JcDqXNtVywPmgvTSirCAsR9b98qyQWA8TpVN09gJTVFwVr+bN0jezuySoz7v+8cL5ewGmXTF2MQ6aI4gPbnMW6pXSY95wFXtJF93U13n0aRtF0vE+alJ8k7kk+KG7Wpl0PbniES3PGGMTRH1LhXR9SwaDuucg7a57KSUaK1q2Q/Nhd5XiZ+dunPpw5UZTS2zQ8zprcr6Zx/Y5A2mWdCbuMyTwHcxpHkOUaXi6qsXR1cgbi/y3VUaOXC2rkuSttyde5Gk1b2XJxjQDpTGSk1GWu8UE6qfNi5jjBdtzF9OyL2MTKnlduqLDOYjyS2x1x3JLvVmx45kNprtO3x6YKzbR9LEblxdt6clssF635tLXeBu1xncn5yBHJbQhImrLkuG65rMqo4stT7sFMXVh6U61ZVYHeRdXBtzzNVjj0+NiTluvEWmK6aK/iNOuWulkxkXvGVlV4LitZFlWQbPjyGbSMrQw1kuG79bHIbJnUwzgPKCb3+bZpwSJXfns4bzHPnOiNVzpBxIksP5rZEA0A4GK67ZQz7e7hu6dylknQEMstvWOqJAMlTywjm+Ch9mI/fpZ8wmPmrAL7atq+I6MsAvuOTLZXD4XgZ4dJch8PhcDgcjpcQRPRFAD8A4Bfbrv+AiP5vIvpviejVe875cSL6JSL6pQWHByqpw+F4EeE/RB0Oh8PhcDheMhDRJYCfA/ATzPwUwF8H8D0Avh81YvpXTp3HzD/NzD/IzD84YvNg5XU4HC8eHniNKFf3qRBUusMM2lVLu/NvJBC3IrGRuhaoe2RklfmQutYiY+2w2iS+wewvGSelQetE1irH7WXM24DlUuVUKjuKq3PzluR66ay7wG4w7Lt0bBApVDxEdRjcq2tlvVZz4OpSqSGou2EMa2lkuGcugbvMKIsT8NnbhH2z/T28YuSroWCK9ZgxZpGsDbEghHrfHBmlOduKjDZBHYzJVCiqgyoADHsS6XOcVWoXZ8b2naLHzL2uSaR01kGXjSOkRd/H0Upz1593x8Q4M0KTXHVZbn2eIDIuwGSWL0Wew0q/5d/9ObtKMJq2sG1kXBQ7OARwT/IeVa5XBgYN9YLTkDCZxO7dMXIwFTGXiMzqAspmDFiIYrYXyRbPymNJZYeUrSMugU55zQUCd8fVYJO8QxwmV5LdqC6yL0XCd8t1pSDeVI3g2e9N4FC5jknbH6yqUx5IHO36Z0BtO5XmkixnsFzHx8zeL2/kpdr/Arj13XQeMD8y0tE2pvJk7cKB5VyPSefNqXbcYrhV6XvnrHjIoKXJgA+LXicG4Tp77Xu57j50rpsTxqvuzgocHjeue1WfP8Y113U8E9dJnRK0MUjqbtiRcJx1Wh92jJCV6/qShGOuY1MV1nX32Im3DBDXQyprmbY6YRuuW9S1mAflY6b1GJXFIsdjUo4BuHSJ75HTO9BkvHeXG3AwEvUQlOtGRuhcF7MsBSkcsG9uukPIZnlCxNzeX7kEkfIS38Mhtt6sI7B5Z0n7jurmy0RaLzASXGbl0aAvBC7r41f1Z5fRPGdcR0Qj6o/Qn2XmvwMAzPx18/l/A+B//YSK53A4XhJ4RNThcDgcDofjJQHVX85/E8CXmfmvmv2fN4f92wD+n4cum8PheLnwsBFRBrg044pcZ6N5GMTIYrxNOCw90SJJbskyMcpGzWn6fgRG6VEohhoJlDaDDaxyd9UowJETBCC5S/MmiAERJZ2eLiNJhKHEahYBALggyTcGmKiTya8JqBkSlWczZyFj8iF/xVSCTTSZ7p9lNVG4Hm2Nu4Jxas9nZpGJ1sYdfQY6hqKXJ5Y66FEajrR6nNI+zxtIZXCARGzKqGXhSAjNNMJ2wjQDy4WJPptrd3OdYa+GOv1vmk3uvaOI6DrHXK9TW1friGGfsbf5ArnQ2syjR63GiLA0J4xcNMrdzaeM+QoH0v3j0BIcQowuegHIlCW2KM1AGcUkduztNQWNYJ+PCw5Ty8U3FenXRFTz70LHRQJJmj8OhNAiX2VokTUAeRMx7Ewkp+dmPUDSalmjG4lkdVjjpuM+fXzMCwfWSir67BolLBptjpXjgDXXcWTtGwRw0giQRL4jUFqblqgGVWU4zXXd5OYO10lEXrkuj9BxQhpJA8vlVpE7AGL4sspFGQlI2hdPKQTsOFtx3fvBXq9AooBxR4jdTO6I64Y2pmr8vkWTiUG9ruMJrgvmHQCjOGCN9jNp5DjOrLlZS23vdiFpo2UGQjeGGk2O6gDEfd0cdmp0pDl9tZ1BWLeF5bp7qk/y+LLJf5nzaYO1SCvzom56hJSV67ohT6CqTAJqXr0ePR0HTcPHmssb5r0zGFWOjYICesz5MEvbMRP2m9og87Q5yXVCl0TybuKBQO39nTck/XXYRYztGtXIq907aqQU93Ad2fezxfH+54vr/gSAPwfgV4jol9u+/wzAjxLR96N2gt8C8Bc/meJ9SvGebfwBc3N+kvg0lPHjxkop9oxqBqvwCVHzDq8MKemD1S8Rev7QsN2ANk0OMwygRxcAgPxazR26/+wZrr+zkt3NdxAOr7ffWZsM6qZ6VwHT01qu7e8Bm3dqWTZPM8ar+mVifGeP8M51Pff6BpirkolTAi/9x1UBt99x+UP2F0/f4nA4HA6Hw/GSgJn/EXDCmhj43x66LA6H4+WGS3MdDofD4XA4HA6Hw/GgePiIKDf5YjHyqxb2jdczpquqETw8IWzerBN2h9egOfQiiwyHx6JmHmzkpsQiP+KgyiyOrPInqJ9CMVI0MVKYosjFljPS8+wcYgCoqTIpVxkVUCW4PYfb2df3iO/u2g3KOm+eSMpU0rkK24v0idc59cr6c8Gp8HgqiDe1fsMuibwufHEjSpFyZGyTW+7AOUWUrPI2rUf9y6ZYfb+V4NY2affMWr/2+DwRijFr6V48VkpLI2G4bXLUq4LxVk1BAGBDzUADzYSiya/Cou0y3hSRyIVk6jwVLa+RWtvtexFJ2oZsLti+HUjba0lyDA9RDFyYVP5FiVBaX08lSFukEJHadqC7El0A2MSEs6m29fU2oRya7C5C84f2HIajSrxrvsj2+URieJInII/1GnnDGG/6mNI+OuwBdJMPJiP5NvV4LC2/T6b7IsEuQ7BospbhdsHUjHWWC3Xlml/ByphNcoqODDXuYq3eqGPqXq4js1ThHq7r107bI64zqwDUCEfzkVIBNi0379nX9hieNk0j80qOdGe5QduW+ulcR7TmulNmL8dyxy6XzBnxuhJy3AcZU1df2OCUzxYAGVNLDobrcJfrBnPbqO8MsMmtaUyMiOloSUDdzpPJ72r4LTDJrDCHms8XaFx30/il85HlOmNydIfrds0gasmag5mw5jrzjuF75GerJQmd10oRSa5IcDOkLRhWshv0tUkqAaYMZFauE36rGVnRLxT6+4MKhlap5+OMfVuGcL3JKJu7XEfd7HBkySPKJg94NbLrY6Dm8AWAYcMq0z1obth4IJHkflCuo1zE1MrhcDgcCmdGh8PhcDgcDofD4XA8KPyHqMPhcDgcDofD4XA4HhQPK80lgGKszlLGzbbLFWnJmN6t0sJHpE6DN58bRc6UzkidH88ClsvuMImVbDYYySy61Iyx+ul9J/0YGbnaqNKbMqnU015bro/qaNgdXJmA4aZ+EK5nyZ1XJY2tAMfysy7bsS6Qp1xzj+VT5hiRShGtnRG7SjQVDE26hrJZ1Vd3Z93EhEPrFjGw5HaDdfC0smejNLZ5PLurJBVWWXWwsjDI/fNEkhfP5g6tErRedpZ8oMOOJTeqldxZ+VnPDxcSY7xueQOvE8J+afdndcdl42x7nAPOOi+G9rBDkL6Tz0cM/ZxUgEFzkGrF4M55PAQpu80jap0ulxxwyEO7BOGQ7g7XMa4dJqXox2n+xCFXZYR9mwKpoV8EkHS79/tEpPK2uZ4PACUGhPasx/n3XmoQgWKsfGe5rklzwz5h+1aTkc6D8MjuM1H6btoS8rbn9wTShXEDNdXcc/CSSYFbb2LLY+WjlYss13VeKZOOY46agzdklffGAxt3XGDzTj1oeHcnyywQgriXrvMeH3Hd+2E1jpoE1EgeOa47OuWugc0Ybptc03AdEUv+UJtHdMV14Rm4Tm6oS0KosCxzCJnVUZj1vZI3JK7rbGTV9qIhsTjkjrdFuI5OvAM4qNQ3zsp1w/WCcJDkyLIOhRj3S+IN14mseggoPd/sEDSHN7NZ23IkP0drl153K07Ful+2ustMwnVLiVhyy6VNrM66xxbN/ZKBhW2YoO97I5MW3rX5oM04KgPq+o6G2LtxIpWnJ9J3GZEOQbO9QiB5Pg70bP3d4XA4XjK8b0SUiP4QEf2y+e8pEf0EEb1GRD9PRL/R/r76EAV2OByOjwPOdQ6Hw+FwOBwPh/eNiDLzPwXw/QBARBHA7wL4XwD8JIBfYOafIqKfbP/+yx9jWR0Oh+Njg3Odw+FwfMw4ZTr2UV3T4nkzw3veygOszTE/7vs0k0UyCiHO+fmsl2OczBPczCYLgKbE4XmW58TV1fp4snG/cmc/BQJNTS4TI8Lrdb47fe4VvPV9NV/od/3538CPvvF/AgC+lp7gG8tjAMCvPv08AOAbb7+Od/9ZPe/xbxI+94+bkeA/+yb469+sZdztwFalVIzJpindaf3Jx4MPKs39IQD/HzN/hYh+GMCfbPt/BsA/xLN+OcsZGOqtaTOpbGjJiLdVrrZJBfHmAACIuzORdC6PRpFIpW3A7bd1V09SaahVgi3GQXUkSfK+UjOKMyStpW0dbK5J6/3BtGGX1OWRQE9a1YZLUKqdqDrqtd2HjLBP8twSmy6467QJKNFaF1a73xYrkNQpjxF5UyuMhyBltI6YIbAkCt/GRbb3adAk78apU+WlDDYVaeVPYmCcAWpVkUgdC8cdg6GSNtsgXfaXNyTl5Qjkbd2fzgghNelWUjlyd/vkoAnfqej1wpxBh66lVmJkMs1qpVtDUFnZEJAuagdbLgfkbd2/nAXEpWvtapltXfSq6/XSy0jF9B2GkSkzQk/IzoR9k+MecsRh0eHaZYQxDMhdDkjV6RgAyhJAS3cTNfWRtExd0hkWYLxpj79oMncqKgesrtDNcfhQRHYXsrpnErPKJ4+JW/qvqV9xVX0uJWsfCddxzqCxtVuMUg90WDC823Zfz+KgPL6rMtJ0OYqT53IRsH9N5Z0nuS4p17HlOkAlgqaqT3JdMSpeNtumv5KVmkZgfjxEp67YAAAgAElEQVS0az8y7rhQR9hFxx0Zh3Dr2rrCfV8qJTk4jIOs4Z9pqA7AqByQLgZ9TurOq4zYnVeHGXMjp+s4Kde18ts6KiOLBJeVOlZ1SBnStxNIFMjdYbg+vw52Jn2OPJGRlBLStl3nLIgzeOexyiN2uYNemyzXdVfuGFWab7huJS+NKh3lMSJd1o60XA5IZyRlpLKRZxH3+s711m3YSJkrB0OeoXN6mYDQ3jW5BNwutVMzE5bcHcKV66xDOBFjN9fjyxxX8vReCOmvuTreAkA8AEMzsQ8L6xKeUuXUtYzKdfFQ5H0bkuG6bPrxfVxnnZ5DcGmuw+FwnMAH/SH67wD4H9v2G8z81bb9NQBvnDqBiH4cwI8DwBbn30oZHQ6H46HhXOdwOBwOh8PxMeKZf4gS0QTg3wLwnx5/xsxMRCemtgFm/mkAPw0Aj+k15sLG0KQd06aOeRqwPKlTwXkbkL69bttZ3zzRKsIk+UJNbjeyEcxstqHXQQSODTyINf8oiNAtEGq+Mb1G3+ag9+QNmZljgFroi3JUw52FZWZ42DHGlhdzfJqkXHGXJCos0T5ADU+I9IGOjXWI7mznTcTh9Tq7PV8GMXoqI9SQAxBzCIzA0MKWx/O3YkB0qqVNVI8HDXqVUXNk1qK1+w+QKHdIdaZa9rfD88aY5Ww14sykzzHsW0R8IsyP1Hylm33EA2lItj5eu+BR1NnWXSs946geX6tn37wRcHhFZ/U1JACUyRjKtH3WHEN6HBsjmIVkZj6fFzGOyiVgN2vIZUlq4GGbPmc9Ji0tInQbMRw0SkCpRQlMBKBHBsYbxvS0GYLsC+K+51pdR4jC3Ay4UpFIcUhFzUpsND/zOnekza3XQdTOfb6kOR8Z1+UMwqjPnFU+wWNEelKjS2kbkc57JM/0/1HDV3lUcyHLdYByGtuqZGg+RRMRtFwn55tIVjBcx8nwXqi5R4Eake1cV0Zgl7oRzqDROWMuNu7Y5LfMCHOLNt0aQ50THAHmtakbH/Wdo+2yGXB4TblO+HiDlRtCboOzMCG0AhM08gZWkxmhWntrXo/v3qphMVyXNWoZouG6Rf1+KOt1sjHEKwNMbljLdU0VdKZcx1G5Lh+ijEtiRrwxihOLXndR1GWgEDTKvR2wf71zXcT8pJVr1HrkwNoHT0TW2ShuqADU+kLcBzECSmcFY3sHLSliaSHhzCScRiYiykyrLjAfahlpFxF7RDRDVDei+EjAcFv3jdea43vYMcKiOVpFNZJZ3r1keIxs7ukPynX9M4fD4XCs8EHSt/wbAL7EzF9v//46EX0eANrfb3zUhXM4HI5PAM51DofD4XA4HB8zPsgP0R+FStUA4O8B+LG2/WMA/u5HVSiHw+H4BOFc53A4HA6Hw/Ex45mkuUR0AeBPA/iLZvdPAfhbRPQXAHwFwI880x253JVYTVViM3/mHFdfqPqk/WuEZghVTzNypi5vBZucdwOv8rx1KeJKX2qNOqBmCmJIETW3Ige9qTVb4AD5+Z43Kg0uG2B+0s6NRmxozSySyobiIYg0cnoaZP/m6YDxqj6U5I9LBXHX9XJGBmQfKBfw0N0hCGjb6XLE7rW6PT8hlX9NkEKWQjg0aW7iiKk9bCA+kqu1exXzt0vxjGmTlVJbOXJctN2ZoHJjNtK1TCtDlW7uUybTXpHEKCPt1dioeUIhb6pMrtYhxPAljyPKWLeHm6TS50BHeV3vzs/wGJCaQdH8mHB4rbX1wEamx2I4wj2HopWJr4xNCEjGQOO2S/G0jnIJkpcQUNktmZyHpRC4BNkucz0m3kS5JgCTA7L93QPTdZdLFkxXtQHjbRIJ7p2cg9ZkRgq1ljivJGoWxew3+RApr8//pPGRc13Oa0nupnPdhXLd6/dzHRmDIM3veZrrOp/UnSonLVCO079G6ht0zFUZd7tG1LKkMzWnyRtgedT6n8nfvDbO0esMuyAGWNNVEHn45mqUvJdxp1wX5iTb0oOPZLrc8/WaHMzL5YDbzzSue0zovjplsx5TPR/vPAyyDGEFNs9hOc9yneEoMeJZWHLtxoORehqJJrGVvNNqOYm8hzZHXDeQXBMA8la5rgwt1yWAuANy47cyjJiaSd2K6wg6Fs0yGTbLUsomYjmv15mfAPOrra0nVn4KhuNOefCsnIsgxmllDODOS4HBjd+S4TpmQkoqze1ghlyzMCHvh/Z8AfFWl40I17W2GG4Z01Ut63RVMHau22u9rOTLViZu+SqvOY1OcGMrnO677xiHw+FwAHjGH6LMfAPg9aN9b6I6SzocDscLAec6h8PhcDgcjofBB3XNdTgcDofD4XA4PjiMIuaU+sjmmbxzqkTzs4TLaZokCl3zUn4Alc2dkPunFOY5KDbjO6PEoRjXdd3qiAurouFEPsmPDMxY5d20OJXu6P3a4iHb7VTaJVOXFCOoqXJouwFtW+6t7Qb77/ksAOAr/17Bv/m9vwIA+FOPfw2fa7nbHtGCi2ZOaTPbZQb+6VLnw790+0X83Ff+MADgzf/iu/E3/vcqfSq3t6ZAbwIAPos38VlbzlY3H2PLfiR4+B+iFKpTZk+yNg6YP1t1Ru9+ccLNF5r88UlBuTDV12RAtI8iaaxutsbJdaVY7RJbUqdcc4w9fiXDInONrkJKLPfp0lagyqKsdHR51KWeWEmY5NEzaZ65hZCaq99yoU7A86OI6aqeNN426dG+YHxat8OcEQ+t2UpRadGyTgzcpWt5Q5if9Do1rq5G2pdzkByVhzRIrwhH7qzH9RUSqSzN5NAD1hLQ7vYYZxYHyDzRShot7sNBHSPzdCRHNFJekRUbuWBvm7zVY6kAbHKRliZZnjYkskDKDOr5VTOrTIuP3EW7rHrWHHWcCTy2OiVt3zsyZqD2BXFm1GMpqZyMkjpGznMU2S0AlNyeKZp2ziTyNk4BONTj40HbAAUYmjQy7rsclzFd1wKM1wlh3xxxl7x2a7ZSWzJ1dEqCy7x2iuztVXh9nePtT/H7/z1BAcwsXwyw3WD5zCUA4N3vNlz3SkE571af5ovBIYjslhIJB8EcUv99D9f1Yph/W/dXm/NRjs0sUs8SIDcqg47FvGUsj9sXmcEUxl68UO3jANIFiavp8oikr89XEeP1Ca676lxXxFWXcpG8mMf9U7juLGB+pcvna+5PQMsNACkF7Fq+yrNhUWfb+7iuN0tWrqMMBCNB7uNs2EHcgeOsrrJ5XOdDtlwnOTVHu1SEweMJrpuU63KTHfPA4EULrs7KQbhxGgnDTc/jyiKtp8LyxZ6YNWcyNKdmPNDKhVbq0mY87/1n9f60y0ZUPh6SkTLPhNwkuIfDALsmo3TeMxLfuqrHcF1zTA8H5TfY9th3OS5jetry9F4l7VNLOe12a2FyKd/53P6gsvvENbfIu6SOzReV6BwOh+NbxwcxK3I4HA6Hw+FwOBwOh+ND42EjolRlFzRNEr7OTy5w/Z01lHXzBcL+jTZdus0IQ5t1Z5LtTP1/NRoks6KzzrTbHHqrKOhRnr0+Y7/yqzgxaRkXk1svro+1UT0e2snxKGQRdFYU3XwmAD39YzE5TctISOfNfGTfDXcIUzOPGPYD4q7l4ZsL4m0zFtonnbktBTw1Q45HAUsztkjnLBFRi5yiRER3aRQjnDFmhKDhYrL1iLWZSlhMVC/rbPR4y2LOUUbC/FijwDKrHwA2UQuN1JjIn8nFh0AyhWLNl6QtSNsiT4Qs+fnU5KiMJFHTYaeR5RAY6LnlGGJQQYUxtPyam7dNhCPUqHM9Wcvc70PJ9BmC9AtKWo9xRzKLv1wS0tIdZTQCALQoAAAqRaKgfSwAAFJA2HczJhKDGMo1AgpUYyIAGK8LxtZ34m0S0yEqR2Zi1sOpa2qOowd2pv/UuUdRULrv+BcJK66rHT2/+ghX31W3r/8FwqFxHZ0lhK74IMj4SyFWjsNRBGgm1doc8Zsdm1L/VCN6AFYcucqN2fviMdfZprJc16PyA2s+YhsRKybARYbrRhYOLJvKA8BprosHxrAb2rbhujmpYVYpagB1abjuglE6HxslQkoR+8Z1N8OES6oDb811RyZFrd6sIqLXY0gs42y8ZYRFeWfFdU2tVSLA/a3LWOXlXOcefg+uG3FSTQLW7TIq1+WRsG3Hx73myAxJt2HejVQY461ynZgYjRqVZcN1vSxU1lzXqzCY98RwY7juMWFZohzfwcW8J0kNjVDMRVNA3DWuuyXEZtS14rr2DNNVwXBdO3XcLfrMR9xD+QQX3RcpBQzvHfFZN3WzJlXPmSmbw+FwPC/wiKjD4XA4HA6Hw+FwOB4U/kPU4XA4HA6Hw+FwOBwPik/GNTdGYKy3zpcT9q81c5bHBdg0iaAx7SBihK6V2mRVyjBQQr1OmQhh7homiDmGldKykUaeyn1m81dyIJG6VvmVSi41R6bxayCAmqSSQ1lLfEVapKYNlNV8hArApkBdupW2vVwkphrDjjE0Kei4IzWeYNacjkySLzNtSK5XJgZbaW7PyZZUInUzj4hNojaEghiNAROtz1vlOcwQWVpI1ayjlksNNA5PCLdvGIOWM5PbbmzbWWVZlEikpyGpMRX2OG2UYSSKvd3ThUqKa06+th0IlLvUlRFCu1BiURois8q2MyM2ae72HaAnDC0DREptjZa6qQdlI52DGsPY3LTDDqCk5iBdmlvYaASZxKSLS1BJrum01tCm1hdLGXoOwi7NHXYZNHfnrFIluUCVlZm6pVOytOM8wHY6q5w45j5YA6QXDgRQqHkaN1VTmR8r1y2PCjAp10k1EIP6+NsojZQUUELrcxMJ11BWritRq5ON0dBxsfrnIoGPhH4nyixjt8vPgSpH7UMhkHJtiRk2X6Sg0MpoSbbLukt3uakohoPhuj2L7H28XZu9BJGUrrlODJU2XGXDpjwAUJaAOTZjtnHAGJtJF7HhOiOpNKZFJ7luMfmRWQ2K9q8Sdt92guuCKVci5VLLdUuTXwMryazAyKoZa1Omvj8sa64LjetGYjUxC4zYja6g0lRaCoYmaz0DQM2RL2+AdKbLEHo79fcLFTXvq/fV/V3uPdxqHtW4JyxL584gheeidQEy24xVffXcpGFZv3uGI66L+2z6y1FdHr9HToFMWe4zLnoWvLBc53A4HN86PCLqcDgcDofD4XA4HI4HhecRdTgcDofD4XA8HExuydXuZ/V16tH8w+F9Dnz/a3xofKvR7o/q/jZ1X0p3Pz6x77nBB6kDW889l6etei7Pdr0T16EYQU2pSdMIbKqxII0jMFWpTTnvJqtb5OYAtzyKODxuuVutIWWpRmkA8Pv/61v8+ttfAAD8+tVrQGsP3h+0bXLW3K9Hz/AZ/Lpsl1O5Vt9r36cAD/xDtMrVEINUEkdSCU8moEt1iBCbXHMYM8Yx9SussJw1uVoh5NS2M2G5qR2HERFntHupdKg6QjaHwyb/yhsgNRlQGUgkRBxpJekt99Ral1rmDbBy5+3SNZN3k462TzrRdimYkZpyNHJjNk5/RWWOHAjc8rSWSaVbHBk8GDmslJEkX2XKEbltT+HoJWEcHvt9dJ/KUrmwyLbIOAgvl4T51eaE/OqCcdPaNKgsLucgeTTLHME9p+FBNV880Nq9WO7Pst3dgcvEIueKo0rEAEJo/SKkIPK6sDBi6JKvcuR82I45MMbbLl809UjaNl3WSIXFvXIlDYeWJR5Y27/ASLmNdNU6SVr3SMtX1rWUIHkBg82FKibI5sQArHTpkrgQK/TrUQhKeM+aWPq+z15U11yg6vXHAWiy7zKElcMojCwxDnUsDGPGONRx1yXyAMBMmC+aRDIHlDZGcg5YrrvldJQ+XQasnFV7m9pclMJ1I4m0kSNpV7DyXfveZuWoalHdtwHqffQ+rstYuZWT4bj+t0s9ORp5Z1b5+sqBNIQV11nn8vu5rt4/ZRUEBTKLI0jvu/p7H9cN+jzCdY8I82uN616bMTWuC4HFnTfngNTfWZbr9lEqnAeAe90Znimd6wYrzVWuCwsjTEoGNgdtaXlX46z5lsNcEA9Z7tPrunJdc9nNmlO0SnPbJTvXW66z0vByxHWWu/pzmm1kWruBr9bM6KbouQI0xzSd4LqsOVIpEridWDnQjLF+jM2pSrpEh4m0j9yXU/S9XHYdDofDcQcuzXU4HA6Hw+FwOBwOx4PCf4g6HA6Hw+FwOBwOh+NB8cmsEaVgpDRmt1FcxU3G+XnV/p9vZmyauyEZ6U0gxpKbtIkJuUl45hRxNZwBAFLegm+bm23ktbw0dJla+7tVmXCcgZBUctRlbnkyci0jHSsjixwUQ1EZZVLpmpVdWnkbZaykuV1K3JOmx9lIizL0ehnrtQFdLhYDcpMs5y1VB0mgOuZ26ZqRenIhFCNXW5o095xYXCVpKCvJXv8rLokjjCOn1cLRql11NyM0Oe4wFJGrxVhEmpuIxREzByA3CR5Zt8lWh2XiKokGwCOjbJsj6TarFG8TQLM+RMjaB3tbx0N16wSAwbgS11PUMdI+T2yyMyZd8iIyQobIe9mcx4HEnTQkrPuIWKWawVFIJI1MR9Iv0y6ltW+eCGHqnxNCq5sunStLQEzdYjPoNVnHCJVyUmXGhVaS3LVc3pzwYRwmXyB0rmPttlXC2rbjlHFhuG5qY24Ia2205brSuS5HvBPPAVSuC7vOAaa/kUq807ZJMc9U3h4Wdd4FVFZ+L9dNjNI4BaNxCE/awYmhfdooIMnIO1dc15cjiHQeK2k4FSN5DKRK20DIm8YXZ4Tcxj1PBYgnuI4hdZdKkGUIm5gwDYbrjqW5sSrl6z9wkuuoHI2E3taBMXS5dSyIbayVqK7kSygoxXBd6DLkKDcjWfrByGe69IC70/xGx2teAsqsRN3LxlFl2PEAjDvDde3kzl0dp95NHHSJlrjd0prr2HCEcJ1d7WFvY+sum4FyjF7vUd+3eUNSNyBCalw3dq4bA6KUi6qTNQBmlTJTZn0Oy2jMa0f7/v62buFWKv6Sc53D4XB8UHhE1OFwOBwOh8PhcDgcD4oHjYgSAIoBNI3g5k6VtlFyyeWLgnhZpzYfXezxaFujBGeDTpMXkEQG9nntWNNnt0sxOckii4lNNaHoZhYQd7ZucFGjRWp60GfDQ6LVDHkvbxnViCdPAJ/V6d7xcpbZ7TJHsOQXpWr0AgALZBY4gMHdZMJG1bqBljF0KpNGPkMKCKkalYQ56mx0JOQpSLl6dBCTSeI3B8nDxggy27/EAfuhXvPxdEBs9RUio3SToj6jbAJjHEwExhoqmVnyuCeJvCyHCN42syJiqa/+bwCIQ0HojUQseRRzIlC7GS1aL/miVdjIiOepXUMjonkKYnq0MEnEhYMaF8WNMeEIQXLokU2XGGht3tLz7+kujfjDTO5Hrf4ysN5fg2N3DI1sDlqJKhGtjmGJSDDQx9KZMS7JWp5h3/NPsuTW4wUge8E+RmwDWxxFZCVikFmiDSgmSmCjWUQ6Bvtx9wQ/Ps0gourCN03g7ri3CZrn8qIgXtbOe3mxx5OzPYAamev9n5mQWj9fjrmuR/VyqDmX0bnOmMWIeReDezTdch2ZY6lH4LAy5RGuGzRSnieAz+tYmy5mVRwsETx3rgsgMwZCz1kMlv0BWJs3YW0ERxOQWhmXi6hR07mYyBuJe2EZsY7UdixB8pgyouRDneOA3Vgb5GxYxBzKcp30/1XeVY2OBtZnYAJCNly3b/UyR5QWtY2xSNsRqnkRUFUhzMojiRrXFUKv+B4tLhsgn7fn2xTEsyTX7sOsbAJy47pUBsmZXJUYrS0mU3bDdeFgQ9FmkzUHKGzQ0vCiBDwj0OPWHCDRz3tzeTNWZmwSwbVcc3QuN5OmdK4h6ryBtNlw6Aoa1ndQLuDS6/mIo41Zkd5zHR1Fry+E0zmWTa5Rq4DxSKnD4XCchkdEHQ6Hw+FwOBwOh8PxoPA8og6Hw+FwOBwOx7cCj3h/NHi/erSfi3SQTn/+LKCA0BRLdHEOvPYKAKBcnmH/7dV7Yff6gPlxU7fUXVU118WT2YjECjA9bSrCBboe/80rlH/+tXrIvADlbv7cZ4ZNnfetpMx7DvGwP0SJgHEEhgie6q2XyyCNy9uMaVP1R+ebGZuWW6+AcEjteCPhzCVILrhcgppQpIh0aIlpF0LoRhwEkcYxQ6SpXbYVZpUehVlNaELSvJghQfLcrZ+NRQo3TRloIqU0ZM0VtwSR6eYUULp0KKt8lRKJWUhoZaUCIwEmNXwggFp9DDtCnJvUkozkjaFxb2PyE3ZBcsuVxOBm2JQiY9cMNA5nRw96SkJpTHbElMgYldTcgu2YrHJURMY41gcJxEhiJkIiUy6FdMwBIhnlgUU+e+TnosXqph3ZauqgZlHFmIswjIEKr8yVurmP5boykEgIrQSXmI1Bi5ExG/myynFJ8v/Zeq15T9s/MoFm7SOSC9Ccc5+nB9jIKs1x866bcwSEfu0UgaUZtYDMMxWjvbZyWjXqWOXoQ9F3QzBiC+Kj8005g004+AKBABoGYBiE6+bLuOK6jeG6bgpWQDgsdeBn07iFCanJc1MOKs1NEcsJruMAcE8vSiQcJ1y3mNyOM6tpUGHhyJDpdHL5wKCWo7M/AwAsw4A0dPm84bopoMy936kBWEgE3vdy9fvrbcqG1uZFTes43uoLvp50oowpSD8LOyPNHVmXIQTGTayD5GKa5f1x8prqZVO54xS/GQ60X05WZkXESH3ZBiu/Va7rXMM1/zIq14l89h6u64O7mLyoYDJcR1qW9+K6oUtjgxzPUd9HfKSfkmNOlcl+NwykRn7QpR0rrkth9T6W/spmOQ2TqVT7/EDu15/0w7jrfT0gLF12HUCtY7DJ07y63H3f34yh0rNz3ZHE+zkBEX0BwH8P4A3UVvhpZv5rRPQagP8ZwBcB/BaAH2Hmtz+pcjocjhcfzyTNJaJXiOhvE9H/S0RfJqJ/lYheI6KfJ6LfaH9f/bgL63A4HB8nnOscDsdLgATgLzHz9wH4VwD8+0T0fQB+EsAvMPMfAPAL7d8Oh8PxseFZ14j+NQB/n5m/F8AfBvBlOGE5HI4XD851DofjhQYzf5WZv9S2r1B57jsA/DCAn2mH/QyAP/vJlNDhcLwseF9pLhE9AfCvAfh3AYCZZwAzEf0wgD/ZDvsZAP8QwF9+3zuWUuUq4thoJCuZcNhVXdhbfIHrseq1piGLo+GSA+Yu013WTpJpqftLIvC+fhb3AfHQ76VOojV3ZN2Mh/6XV3K14aBOkiLNnY0jLIybLgG5SR3nOWJo0rVxzJIrLsUoeTFLJpSpXogz1dxpAFAgkt0gcjaVU0UicC/3oA66xEVzV0LlTHEP0KHreoNokOJM4jgbEiG3++cYMTdN8D5ZC0u+s0lF88LZMlIxdWskdHlLKD3nnXG1XFJEam1ZSlA3Y6aVgyinu/MmIg8rMHk2gbLr2lmoCyxBpK7xQIh7SB2NtyrJ7rn1QlLZadmqdK1EYLnQfrTKDSkFg5QlnbdyDVBp7qAStV5nQG03kaVldd6kpFKzlTQQR/Lcvs0qQ89bdYBeLrvEPGBoY4QKEEUjyKtyyWXZrEcww44jdCwjaHutXHPpyInSFp6fG2XuR8p1DHDOq+fmYB49Efa7Kgt9q4R7ua675S7Lmqr7eMlLEK4bdkH6C0eW3MAgI8M1XNfluPGgXAdU+T9QzxE5JpNxWFWuW5ZBZKfDoFyXc5Dr5BRRunN4obpEAEBJQXI4C9cVw3V7I00ejmTwkqeXZVzGAxD2XdavXBcOupyBM4mDbKYBhyaBvT0boRe3/RN3ykVZpcQha92GpH25bCD5m2koIrudU9SlGjlIG3EhcT+ufec9BgUbrltCc9Zt5ba5PVsbhT0Jd8Sdcp3NmWzLnrdB2roMhKXzF2HFL1Ic2y/OlCM7Kg/ZJQx6fOc6FC1jSNr2VeJs7m+dbiXfca1voOVY3dbtznVxCYjNQThkRujvdS3iSl684jpAZbWmXzCMxHcl5T3KPW3zMz9n8twOIvoigB8A8IsA3mDmr7aPvoYq3XU4HI6PDc8SEf1uAL8H4L8jon9CRH+DiC7wjIRFRD9ORL9ERL808/6jKbXD4XB89HCuczgcLw2I6BLAzwH4CWZ+aj/jmk/o9BJgw3ULDg9QUofD8aLiWX6IDgD+CIC/zsw/AOAGR9K09yIsZv5pZv5BZv7BibYftrwOh8PxccG5zuFwvBQgohH1R+jPMvPfabu/TkSfb59/HsA3Tp1ruW7E5mEK7HA4Xkg8i2vu7wD4HWb+xfbvv4365ezrRPR5Zv7qexHWHTADpYAOVc803hYMN00ueRXRjf+WqN/1inFSBYDQpGvTlETmlJYoMhgKkCTrIVnJKIHNdcVBsjs2ZispVWfG6obYJEyZxHmZzM/4kCDy2rQfUZr0dBiTlJ2t615khFYwLqRSrExiKtodccEk5QoZIikddlVCDNQk5PGQ++EiWwoLq5OmVSanIxfWnnx8H1Bat7jabbCdrG3l6tCV22xIpr6ySgDDwkjbJuO7BPJFa7tNqo62qG2Xu+zWOuVSk9ihOk926doqyblUKFZtC+MSKvuDSvfiXh05w1IluUCVqnX3YUoqO8tTEIlaOifMj1oVGNNXyrpt5bLpguVYK0uzMrd+fwSIe2RYjFxtAcYrLWOv92OIpC4CS7McLyNkyknkuhuILJJSQOgDL5k6ZBKZLgOgbOS2XSZZWLaJWCS5ZOe4iMVhEuaxn0N78Y+c63hZhOum64Lh1nBdq4glrLmuyzWJDNeNCYvlug6C8A4l5S9mUrdR6FgXHrGuuUuV5wK1/4iTqpWjGlkmZQBNajvvB+RBx6h5dL13YNDGcF1sMt0A9I7ZzUXDTOKEXSWadXvYAcOhfhD3ynUAEKKOEeE0I5kP1nF6gcrjQ0ChynU3Z5Nw3Urp3rnIvBsqd/a6Y6m7uDCW88Z1F0A5a87C05rrSpfVFtf4wSsAACAASURBVFoRRd+/4jrcBQfDdQxAeJxWU8th3/rafOSQ3Lh52DNiq9OQWKTPeQvzHIR00W4V7TIEI9vunBfqMoB+rN1vzxMnZDKS7EQYGjeHAzA1rov3cR3dw3VRl6V0x3PLdSFFkXUDRaXX1nC4fXT3nub9jdp/AKyluMwr7n8+xbgAERGAvwngy8z8V81Hfw/AjwH4qfb3734CxXM4HC8R3jciysxfA/DbRPSH2q4fAvBrUMICnLAcDsenHM51DofjJcGfAPDnAPwpIvrl9t+fQf0B+qeJ6DcA/Ovt3w6Hw/Gx4VnziP6HAH6WiCYAvwngz6P+iP1bRPQXAHwFwI+830WYGZwzeF5AuzotO72zYHq3Tm3OrxD4uplwZEI5b1PQZ5DZ6syE/b6GdUoJapQxZsyHup9zEDOHGsppBbAzlSb/m0w7m1l/DmqOUWeg7xo2cNRZYRvh4kwo7dyEQWa6bbRvNW1aUPPeoZpQ0KwRMaBGy4bbuj1eAeNNvcjmacFw0/LT7TOo54IMBO4RLvucmUxU4yhHX5vtDRHyUPvdhGBzuJl8eUCLNHTDk5llOyRg2BfZ7jk30zlLrlUuJDlgmQmh7S+ARFs4E9BNjQJLXsIawTN1B9Tn6lGCyGr+RKRmF4U1t142RkvFzGiTmgiFYhK4Akjbun14AsyvtOcY+Z4ogRokcc8XGvT+9eS2+xCkjOBqHtXLuMpL2MubNBK+gil7JEi+2xJJtk/lDay5AoM8s60Pa7az8nDpeW9Zt1dYJZ4+ul7/N7OGwp4ffHRctyTQvIBua1hvemfB9E7juscEjo3ryprrpmZcxAAOjdNKDog9F+VQsMy1QTmFdc7FI46TC53iur6LsMoVaa8h/BaxjoAJ1wUZashG9cGQC1mfFs4kagVk0uh/47w4A8NN47prw3VXBcNtj4gq1yEQqDvjGIUGWa5LJNzEBET5AADVc/e3k0mZa7jOGBSd4ro7pnaW65phXclBVTGA5AgFgNIMhWC5jqBcl2llCFcrBsBgOMWoaQSMVe5Y5TpziGlHFIBM5+j5budXgPlx4+ZpzQViUtSvEVi57hinuK6YMhp+CwkStVwpbSylHE2h9/dziWogKO8ItlwHMQyMxXDREQ/RPfk/V8ZwMqbWXEenuO85U38w8z/C/QHbH3rIsnwgnMpr/TzgPiOq562cnyRCM0eMEZy7e5wlJPs9zL7IrFxBj6f2/qSzM4SLRljDgPLNN+v+7QZ0dqbnbqo5YLk8x9vf/woA4Js/APzxP/5rAIB/8fK38c2lpsx9mrb40je+AAB485uPEN6s7+HprVqWzbvAeKXvprOv198z4XZBmOv7m3YH8NUNACA/fQqceuYPixCPdtxTn885numHKDP/MoAfPPHR80tYDofD8QHhXOdwOBwOh8PxMHjWPKIOh8PhcDgcDofD4XB8JHhWae5HA2bwPAMpAUsNX8d90rxm+4DlUQstbzLioGHmuRl1bMaEJ5dV6lYYklM0pYihSdpKCFhabj1YyWxg+enNfCSrRZPt9BphWjlFyH7jL8GkphEcIXIpGgtCK3sIBVw0R6aVpYlRQiaTM9SY6BysXK3uG3as9bUrYjZBmdUIByrR5IFE08SBV8/cJVJUUE08AMRAotdZdgPmscoJSibJk9llz2FWiegqJ93CNS8dqmSq53XLZwya6vVyDmrQtJI7kUjXwlmS3VxIZH+0qNSuS7t4YLlO2Ki7RdkN2o6sxkUcSHLd0UgozXAi2Xx35UiW1Y2LtoyybTnkNmUlyZacpTZ3aZfiEat08WAT7RnZXVkbe2gfUZks8Vp2qW1KxqCFNdfhQqIGEROp2ch+C4sUjYrKZSmVtaw2a5taiZ/UUjDGHcwqb7xPjtv3f4okJM8MZnBawKnKcwEg7haMt9VhsnJde+5NxjBqn+2S9c2YsL3ctcsR9stdrgOx5PRcLRswY73m0u3721/DdbUvGWlu57qw5kgdOxAZPA1FcocCQG4nlBRXklERfSaV41Iik9+0cd0BGG7rvuH2mOva0oMlr7ju5FKJqJJ5DpBBFbLpbqzy3WU3YJm6oZJyXOeXOKuhk+W6OOvYKQOJfD9vC2hq0twS1IiIlKf4Pq7Lhuvmu1xXxnu4bo4q/S+NE9Gk9yYvaBaJLaF3jIGLchCRSFnTOSOf3+U6FFpxXC0M675ev0A1U7JyXLuswuQCXXNdv8aRxFzevcrNIev7Js6GA3vO3LkeI9fu/FMYIbW+m9Zyuc61TLTetsf0XMnPynUOh8PhuAOPiDocDofD4XA4HA6H40HhP0QdDofD4XA4HA6Hw/GgeFhpbodxjaqOnUZmc6i/jfMUwU12dLaZ8XhbdTZLCbjeV3kbA7hs+8dQsFuqs9UhRaRDfbS81d/aDJVX1h1NUtXzjU0kOSprLk6Vjvb8i9atjxiarzKoPCdEVjffoWBmc53uAFbiSporUjCT867L1ihZGSVWMkqVa6okiCmscqh1CV6ZVJpcEqG0HH3RyKLiQSWp6TZiGbsTMa3y6PXyrfPTdela0Zx0G0I6746FRdwgh2nB2ORoMRaMUSVm+7nec5kHcZssmUC3tfHiLYlsORg5WWp583hLGKbmXBYZJakLL3d528Qo80poVa8XWeoOCCI1LYNxiRyg7pCD0Y4FlaudMtHjQipXLLgjdZaS9MslWudp7fVv2ssUvTk9t8sTVVl2+1zzIRo3ysSyz8rVer5QK83lEICeI3Rlq3pkZdmPOcqtJ8fZXKSs93oh0XImyz+HoFxH6hSbD8p159sDHm2qFnMpAbeHSc5/fFYHbCQWrtsvA66bzDufBZXgAqtpxnLEdfWvytTFfI+UL9j2G8t1ZKSIgUVWTMSQVwoBZTG6XiPTlT79flzHhusY69yO0u9IXFDzRnm6TCpfLYnATaZZ+bPdf24FBZB2EcukXBfNuOvl62UcDqyu4LNyatoGcZvlQV2+wzRje1YvOMaMwUiZd43rDvtRVxDkoFy3O8F1gZA7122U6+JQJF8ppwBuvFdG5bTM+l4rIyOPXZIdEJs7bR5NPQ4AdynvaLiOaZU3tlauWXrAluvMso5jhaq4E6+5TnN/Y7UMoJguZZckFOtq36tJuI7N9Vi4icz4pGKWIRDVigJAkWT/iqXJ7M/vs/SgbzscDofjDjwi6nA4HA6Hw+FwOByOB8UnExGNERh7xHJA6mY2G0Z+XGd3xycHPLqoEYDtmJDaVOjlOOP1s+pmMVDGbaoRg0Me8FrbX0ASSbuewzoMao2LqBtL6IxznzkOizFVgImGBTNjn4xfQyaENoudB539JEpiuhSHgqWFHjIguUOZWdNh2tngNqNcAJQ2G19GyCx2nAJyjzwVnVXgIaBM9V/pHChnzWxim8VkJI1BQh+8M+Yzq4gBIR/6tPPdWW07W10juW0Gei5yf5uXkLKaBeUcENrsfc4Bc+uKpZBEEzfbBamZVKXbAYOYN9HqvvWewHBbr7dsIkqr82lKoE175hQx92jvTDIbHw+kkeKJVu2uzhdAOuttwJLzj4bSIkHVUIakcnAHBGg+2qIGQjywMTPB2rSjt0XSiExILNERDuvgqERER0h0Jm/087jv0Wk1cwGRmH9QIDD1CHJR85NBo50cdP6KbMQvmpytpIYfd/CyRAeIaq6zFmlbcd2WkZ9UrpueHPC4cd00JJRWh4+mA944vwIADKHgeqkNecgDzsceNY3CdTdzAKBcZ9Ubkhu39YWUgDCqCoOSOdYYs624TvoiIXWumwqalw6GIa+4LnWuMzmAGTVa36+vuYk7MR9x3dTLTaCkTkvdZKYMAXnTjXWAcq5cR60saYzyUMOO5FlX42sB8l7rzpan3siORVauW9ZcZ/M0d64tJaC0cXIoA/YtEl6MGdr2bMay1PsfrsfTXNejswcg3jR+30Rwe87NdhH+medBuC4veg2OhNCD1pkQJqlSyV9cRojBXNkw0EyXwpglpZ/NDbsGy+fdjI4RJddwGSJI7m+VGkfvkv6sibXspn5BR1x3UbfzFtKnSuO6MkBuxIGUgzMBY3dxMo8QAMI9XNdNACNVxQhgPa+OFCIvCc89JJ7XOn2/ct2XZ/Sjup+9/vNSR8fP3L7w8JEJohwXIijQ0SkMlCyfh019gYXPvI78uVcBAO/+/kt844/W855875v4j//gPwYARDOoAxXclnruP59fxf/0m38EADB+6VV89T/5fQCAN3/rEfhpfd+W3R6v828CAF4/Lo95lmMwM7J5bhqayiYtH327VJL91s491R9tvtYPXJZ7lG3P+MgeEXU4HA6Hw+FwOBwOx4PCf4g6HA6Hw+FwOBwOh+NB8bDSXCLQMILGEdzkasvlgPmVLpE1Mr8SEJvu9Y3zK1yO1W3ietng3blqJPdpwHaoGp5NTLhdqs5oKQFT2x/Ok8oej/NCWhMfNAmTMaSxhgn6DGu5pBwTgOG6Xn8JA/Kipkuh5aeLUZNEhqFUeTDQTJRaGZPqfLr0KM4E8X4hMpLKgNika/HAIk0tIyGdNenWBYO7UcbFjKHJuOZ5QBKTnKiyz+VYTnE3hM9WHmXLKh4/p813KJFIPS8v92I0BVQDFqCaeSy5NsJbN+fYX9c2JZN3c50vUe8jph67iNzMhGizYDvVh0uxiJnGkgmpyxjD/8/eu4batqTXYeOrmnOu1977PO6rb99uRa1nZEWREhSRYDsoMg4mEbYSjLATjCAi7T+BQH5ESgjI4ARsiFECThQ6SFj6YSuKwciYECxkyTIhIVLHRgh1Yqlbtx+37+M892s95qyqLz/q8X219jr3nNt9zj73nlsD7j1rrzXXnDVr1hxz7/pGjYEiVSCnDDX2zr3I1XqIKZHh95UfcJBzrjpDQ0m7jJJIkpbjjkoOqIyG4vnnb3N57TqRErulGLcUYyQmUHb+UDI3u6NiEMOmfm0OXV9vxNCo0xcDYtTj+bBMN/CTKjc+ekhch6EHzxIvKa5zC811hC6547y+OsNx4rrzaYbzMQ66jesxewTXzfo4SDZLJ3JPrXxikYH7JMWkiSRHVGU7Gr0cQcnEtVlWsEB3me4j28Fns6SZh80yTqNkUR0jkMgYi1mONRWXAGnMaa4rhjRi9NQNBjaZBXGnuG7J4GWSOy8n9MlEadv3cOUetJKlO8n+Kyn9nv9W+Vy18RDXEct3yYtnzcnRBkezsWxnFNftUg72vYsldhdROkY70dtrriuZmxyzMQHAbyx86nNajFgkrutMKEqwyRNcCU2W/icvpkQwslSBLeAW6Z7uuUicSx4ygCpRM51PcOYwFzKESw2X11GOmzh7f+lB5joPlU0MmENcN8gyBLfiq3JvlZfKmussiXmbNXLBCKBsKLXPdfnoerworiMn/VH3wQvLdA0NDQ3fFFpFtKGhoaGhoaGhoaGhoeFa0f4QbWhoaGhoaGhoaGhoaLhWXKs0l4hAfRddc7soFQoDFbmYPwo4evUSAPDpmw+LHDcw4d31SdnPS/O4zcuzS5ikBdr4vny+8T3+6Ow2AMAYRkiSoisq0+w8mmSxYeAiXWRfy9W0q6SWq5X3KToyAlHWG0abXhvwEF9PXVAyKyXV2cuRLJK5LIXrpV3xA3nddVS2kc9jFlzcF4OSw6u1XBw2NQiAyfJlvZtQtzNLibNcibUhsZI8VdI1JVdjy+hSdujkLO6fR6vDGLeW9hkIxmpZXyjbFLfLoK5lOqbxACe5mt0SQsqPHXc9TGp3ZwL6lLnnZhacHIF5FLmzdq2tpmm0fHGkIkdkQpH7kr6+WeVlJHsvOuWmDToGcnaiGl92I32nswuNq69N0EbQym3SFndKkR36ubRhOs4SNSrjKHSmyPWiG2SSHQ+mSIBj49TYycdUcj0wA9ak85ZrCiN5fWCRAMbsXcJTdxT8ECBzHXUdWHFdyWdcBhy/egEA+JabD3HSR9dcxwZvK667NY9O4N85XMKkC73xki268T2+eBp9/YwVrsPeZUFZcpCu+Uw4hULNY2W5gZaaqm2s1+7LBiFJXXlrCg/5Ttl4a65zcq2ZuDyBcr4vd1yccqMsVV6XrEirbUpV7mnHhS+sDUWmrEdXzCZV8uXiikvSTlZcV1xS5Z6LGZbCgfqeJyVv7eexw3ZTV7KRmamoNEOgwk0AigQ2ugKn9xTXFY4Ksgyh20SXcADYzbsi+zXERZrsZh68Fa4r10Xnc1q5DYnV82AkhOQmHJT7Nlkubc/3ubEsClRGyW9GH4C0VIWcKfJvuxUZtua6ysFZVLVlv0DNdX7QXCcnNXF2MyaRg3dGXHOVNJe84joGjM43fhTX5b4wyjSSSLjOGFmS0KS5DQ0NDQfRKqINDQ0NDQ0NDQ0NDQ0N14rnkyPa0NDQ0NDQ0NDwYoMIB3MjH4UPWj3W+9Pl6Q9TFfpZt4WVguNZZop+kH3vhw3rnMoDQ4CshTk5AgD47/wUAOCPfmyF/+rH/lcAwPfOvo7zEM373pxexj9++N1xmy9/BovPx+8d/+YN/O3f/xPx8OsN+DyqjnhyYJ+kGMHjdXzhyvHdlXe+Qah+4SnJ9IgAkzOLv8Hsz6eJQ9fuG80kfQq4/j9E841CSh6Vx2cfsNtGCdPbZye4udwAAF5fnuHbT+4CAAy4yHDfvLiNizHqhaZgMLokgfWiW/SjFenrnpPkldDyR0GUjVWweZSridNelquFnmCKTDVK8vL7ZZcWlRQst4W8ao86pn6vSLWskvF6tX/ljAgSV1fvqXzZrzvYTWyk2REoy6ICRBrqVBuVBE075ZZQ8U4FhSsJk/Eskt2Oi+z21tEag5WB3ymXzfNdvKZ3HxwjXPbp/Ki4HLPbkypDtR0ATYBJ5+a6Dj7JcXvri5zMdIzwKD2A6msJvGf0l1m+THBpjLmVcvmEFTlqloNbrsdZdtt1VPq/2xC6i/S1UeTO5KIbMlC76cYA9cPnn11u7Y5gEgcah+I4mvcdBnHVJUewY5aoUVZxxnOh3N4gY4qTrBbpWaPvnyxZDCxttACnm5zUF5gBkNIEvmg4wHXFhXUI2G6ixPYtuoHNKo7z1xbn+I7jxHUUcOnivfCli5cK13kmjMltdedsGQl+tOLQXEnsFdfl2+yARD9/r7iEq2tbcR20NFdxnVVc14kElA0LxzNKGynUx9o/PoVa7p95JXQynvNn8QvSPufk5nabrvDBPtdpB3Rf5LiQX5Q05xWuE66lIPxacZ1VXLfaoE9cZ4jRKRv20138xerO/WPwOl5TE5SjsVdcl9ukn0EOMEl2O62HIsed9S66tCNJtg/IW+vnoVp6MKHwEdjAJdm0X5pqF75sop4RuV0sUmeaCDa10W4Ifdq3GaVPyaNwkNn7jbC4/F55Dl/lOnJUOO5RXFckwEG9NjXXhcxXgSuu0/1VcV26CRgBpOyNy3eCkkQ3NDQ0NBQ0amxoaGhoaGhoaGhoaGi4Vlx/RZQZ8B6Y4rRntwno1nHqkjYWs9vRnOONG6dYdpK99rX1TQDA+Tgrhgwz6/Dq8hxANDRau1hhuBhneO/BcTxcqI0tCg5VHvXr/e/oKmieOXZcV6ryjPmgqoaduN+YUapnbNVMvgKp6njO9DSjGDnYnWxjdzKLbCeVLWnj7HxsjBjkhGDEQGI0MKPafzbH8HLudktSTbahMibK/5ZzVmYeZu+8ygz1IuBoGU1ZTtcLTFMy/GGUDgvBwFjllpIy8rAzyqxI5f/l/gxQxheSfwkAPuW/+WCUKRKkOqS+mw8bj4OSZ2e3MgNvJirXhiZVJehVxQu5MsSqwkPl2rGRPjc7yQW0W5aKqFdmRROrdtUlfFJjthiBjAybr+9Ojqv/lXapNjIkt49QygDGsxxXVSMq047A8t29zz52SDzHIQAudnrFdWuL2S3humzMBgBfWd8CAFxOA0Iar5rrgJinDADracA796O5EVeGZqj5bf9SkJJW7L2tK5IoFUPFdSz5k5HH4utYJUzjZafVH4T9CmP8grpnxwNcN6Lc892WizrAjixcR+peDwRO93qwLFy3M3IvvA/XTbn/hiCVzdxerf6wVEyhqFP3NNVct1rEa/pQcR0AZVYkqZhEiKY+ALA1yqxIZ6nm96QLzUjVPVe4zhqEVAblgFK+1Iqb/Wud+73byrU2E5Vr40bhutBFhUv6djyO3aum5/4n6XO7RaledlupIFdc57jwWDTMUhyjDpmPZUeGTePNbkU58yiuy89G/SwnFn5rXNfQ0NBwfXiiP0SJ6E0A54iPM8fMP0hEtwH8LwC+FcCbAH6cmR88m2Y2NDQ0PHs0rmtoaGhoaGhouB58EGnuv8XMP8DMP5h+/mkAv87M3wng19PPDQ0NDR91NK5raGhoaGhoaHjG+GakuX8OwA+n178I4DcB/NQTfZO5ZG11FxPsJuu8gMvT6Crwh5Mt0qabiy0WXdTtvLK4KGYPZ9McX3oQM/TW2wGLWdzGMxVJG3bmsLGNV3LFImFTxjPaqEaZxhCLXKySw6pDBJVrhlEkttrcR8uYyNXHytsUidqWRbo5skhzRxaDh0nkRGwIvs8yI4JP0lz2JEYhk6lyOUVurDsJoJQhx1ZMOQ5Kmqt+RMlPYyL4lD9Hgy8mK7N+wo1kRkUAZl08cGDC2TZ+4f6dEyDLwTqGn0u7ct+UnD8lV2Or2uYMSOlus0QujFakzw4HpdfklIxsx+ByPVCZY1SyQyW9BmLGnZYjanmd3aZ9r4HhPJsFqW1YxpedWEw71LnqfevcR+MYXexehE7yK/O5dVs5fn8ZZXLx3ALsLmW3qkxRM4Yr0rS4cy6mHeTlvn7B8I1zXUhLERC5rstcF4CLh8J1x8vIdSdz4bqX5peF6x6OC3zx/ssAgM2uP8x14x7XZQmmp0p6HT+jyvhFpJjCdWD1vkOVKVubCMl3Ock4g4UyKzrMdVoOb5Q03SaVsp32uC4bd02hSObZACbJ441HxXVZqkyTEeMuf5jr7E5xnTZ3fAzXaYMwkBGumz2a6xZ9vHaBCfcvlwCAh/eOStYmWy7mOtZK34TinKQaYtTPjirfr8J1OwublxI49dzTvK+ue+aC3C/52WOmfcMdda2R5NpK0pxNjIyjiuv6CzElOsR1+rqQZ+G4fXOlLM2dGN06t+ERXJe4sOK6nYwjKMmuGfXDhGuuy8cPXMtxNe217NCGhoaGJ8aTVkQZwD8kos8T0WfTe68x89vp9TsAXnvqrWtoaGi4XjSua2hoaGhoaGi4BjxpRfRPMPNbRPQqgF8jov9Xf8jMTLrspJB+mfssAMxp9U01tqGhoeEZo3FdQ0NDw9PCfmX4aVeK9f6eYxbiQZTormuqjl9XXun7QckyyCZzvmGAeSWqF6c3buP8W6PkY/Oywen3RYXIp7/lLr79Rowuu7O9E3fwf63wyz/6J+Oh334PvItyGfYe4Gje96343erwTy0P9GmC+cM3Nj9EeKI/RJn5rfTve0T09wD8EIB3ieh1Zn6biF4H8N4jvvs5AJ8DgBv2ZYatcwPJM7pNHNyzuxbbJCnFElj0cUi9sriASw6Ab13cwP3z+Evebt0XR1gA2J0nXVSgIuOxaxPlk3sgJdHKmXjGQWWMKbnYTqSxxCyS2T05bP711M3FyVFLhbTUDU6OD1byp5ErmW45fnGSFDkROVZyJsl5DJZAOThO5YKS5YP3QpXPpt93MeMSAKbeVG6LVzcWF2DuGJwO6meEMEuSr5nDahZPNDDhPElwx1GGYdcFLIZ4svPjHbb3ox7XbE1x4owuiAfyEossFeKcuHAlO3S76zGu08XYGXG+dVRcGqNELb62O0a/EafODCYu/UvMlUNylqkV6Z5DJZ/N1zR06vpqufWkjyMuuPFzkYeXbaD2ryTR5AGb2t4bqtwpAaDbiARyuAjoNilzcAwwUx6AEMny5IsEN+5HtfOAq+QTwz4iz/I54alyXd+DrBEjbs/lmszvWGyS6ygvqcg1X5pfFq776vlNPDiP0s3d5SAZofSEXFfJR9M2ieu0Iy15LVcUiSRpya5TXEdUxnzhNsQlCS7fd9pxt3InVRzrxN1bXMEV1+2C8NvEIhOfRAfJHVUO4SUL0so9VWGf69R9ahPXuZ5q+bvaLm4sXBc6lJx2Nyf4eeK6wRUeA3CQ6/reY0hLEmqus9VzqGRMH+BfcrIMwCxcWYaguY629TIEzXVaEp25rtvKMgw7Kq6rMqGF67KsKvSolinksch2//rKNdcyaOE6ruXRj1D7Z66Dp/I7BFuqXMfz+eTPh4sAm7luYhgvO8/ja5/rsiS3Hjfvw3VaH523M0AJ3G1oaGhoKHgsMxLRioiO82sA/zaA3wPw9wH8RNrsJwD86rNqZENDQ8OzRuO6hoaGhoaGhobrw5NURF8D8PcozvJ1AP42M//vRPTbAH6FiH4SwJcB/Phj90QEsiY5MCSDicmXaqBfMGgZZ4hPVttiYPPV85u4dxaroM5ZWBtnMVcn25ILGQKV9wHg4kGsJLAB0KnZy6CqaqVUgbJtnuE3VypZqkpQcsi4rsjlqsOOlYEHoz9LO9JZdF1tmpGrnMZBGc7Ef7sdy+cjl4pAlXfmuZ7FzW1iVFO5JmXV+VkAd7a0JVc4KrMilhlzo02fDlRaYpWSq8/jvqVKMOs91mPs4N2uhxuTOYg3oC7uyE3Abhu3cRd9uV4sMXyxQnDA8KRUaTqUz9kbuJRn58YOSIYkdqMMTCapDpkx9jEQq0Y6u1CfU57V551Uh2gr1excLbBD3D5uINe/m9RxdkC/Dmqbq+dcgVGNzXJ8PRa9VNlh1PXPWYEbRrfLhmFexrcLVS5jntEnVpXPA+PssciVlEAHY30/JHi6XNd1QNcd5Dq3ZNBKuK5P2bm6CuqchTHxGi0V1wEoXEfEOL8fuTGOF2Woku/XUL0d37IyC1lFiirVRjSzucp1BIZJ+7Y7UR9gZPSqClaqWkab4kilUnNwjgz4xQAAIABJREFUvr+6bW3AlrmOPFdt4XRP6eps7I/cxprrQuY6lfVrPMRkhuR+CZrrdL6uNjQLql/Spr5H4bp577EpXNfBu8x1BJOeR27qsEGslPrzXjirYyCrNXTecaZXfe938n6YLFwfO9eNHbCJxzRbEjWJUv0YxW/dlisTn7LPnmCtqH5EfaG4Ll3/MEQ1Tty54kDNozugX+fKunAjG1Rc8yj1zSGuM47R7XIbUdpYnp8bRreNje0vvIwjF5QZlTxLqX6sP1klVE3pZ5VWxXPNuKihoaHhIB77hygzfwnA9x94/x6AP/UsGtXQ0NBw3Whc19DQ0NDQ0NBwfWiLFhoaGhoaGhoaGhoaGhquFd9MjugHBwHFrMimzDQl8+suCf7uAAC4G06wuxnDwZazETePYhCYDwZjkjltdz3G0yhtotGA51GWREOASRIlCt3BHNEKB6SmZqzlsqYYC+3rdg6cppK0hh5wQ3rd7W2fZboDKuOiLDOqpWD5tUiiwFGaBgBk5XXVFg8xOQGKmQXNPfwsSwZx2NCJUWn2WEu0UMug2IjMioJ8zS2AMEiHLZOBx+3lBg/W0TltcrYYCi1nI1ZD7Lx7yyXO3z4u55FNj0K/b+IDmB1V5iRhnqRYy7G8x+sOdp3PmWDSORuvDTxUZuvESpLN0tcs2ljyIgcMncjU9PUsWbNG8uy0yQuFaLJR2qmyZoPeJm9i1etKmsgi32RWxkXK0CbLgScu0mDjlOyRUZtt5D0TwDY7Hl35OJ8qiA98qGVphg9L1140ECLH5f9wletC4bpj7G5FTlvtcd0uc91mwJS5zhF4EQeYGXzhOuxz3fv5qWj5o9szJVJjIcsSmQh0YIfEAIknj3Bdf1hG6YkkD1TlMxc5sG5XUHJJbY5lSPpSy3KDkkUSF67zMw8/N+U4hesIj+yjwnVWuE6yU0WCSkHe93MCz7JkGsWY7aXVGqebaES0m7rCdUfzXTGpurM4wuW7q3SuiusGtWxAcZ1Rfa65jpOxEK872I1wXeFJnaOquM6opQLk1bULcv2MZ2WIp5YOqOdntubiAPQpOzSo3zIocJHs5r4s/Zv6NOiLYupxpCXk8vCRZ7JRz4AiB55UBq0LcRkLDsl+0/70s1STVODCjcSER8t0cx+oZQhEB5/PDQ0NDR93tIpoQ0NDQ0NDQ0NDQ0NDw7XieiuiDQ0NDQ0NDQ0Nzw1E9AsAfhTAe8z8L6X3/gqA/xhACnHEf8nM/9vzaeELiOvOFH0OoK4DDVEWQ7MZ6CgZ6c16+FtHAIDpZChxSsdf9Tj5SuyX4eEtvPtu+pPk/ikA4Nse/j/wY5JtfJj77VFqh5ztFVqG6Pvh+f0hqhzqslsfOUK4EXVIb3ziAU5mUduzngbcSdmhm/M5cJma7ZT0xTBonZwJnQEnF9ZuItidaHuyJJKCSLSyPKnbiBzXbqHyzlhJx8TBVsMPIpFkAkKK+WOj5L5KTsW2lt7q9/2QHSlFFlqcTImuaooABGtERqQyTckRMMWbIfQGpsuNYXCSzIaOUAyH95R9pGRXWYpV/jWoZFkah+Rqy9lU5HJfv3cD04PYSWYrLpWbjnHnZuyo2WoE0nexNujPUp6dU12guiK3K/TiZMnBFLkqjVSuOTnUTrnZTXarHR5FvkqBgXzeLFJXYi762W7SUsb071TLvHK/2AkqAxYlx9MPpJwkJY9WyzqZ9pwzi66BiqzNQPYTerk+PNXty+0qrrYMyfb0jHyHsR5fJLmklWu0QXHWPZg1C4jW+OOEIJ1RZPee4G/GAfjJ1x/geIihrutpwN3CdTPQOnIdjVTMitky6DK5wE4GyFznCHarDqsyPc0+161rruu0O7SSxuYxWp1OV4/FzKmho2ppg5bta3ft8l0TXVmB2olc8krVQY3cR9q9la1wnZmouM36wRQJLNnDXKfbBb0MgbmSx+dtpeH163xv+jnAQ9yhzhD9+r0bmB4mrtuYci02AyPciNsNy+kw13ngIMfm5QCK64K34NzPe1xXpNdTzXX52dupzFZyoXAAKwkqBeEjO4pcunK+Lc9AKuOvH/e5LkumSfUzgXmPPPe6OvZ1esmyzKTiOuUinGM7NV9GTs27U1LbIEdjouoXy5LBDJR7mQmo/L8f90syMx75y+rzwd8C8DcB/NLe+z/LzP/t9TenoaHh44omzW1oaGhoaGho+JiAmX8LwP3n3Y6GhoaG9odoQ0NDQ0NDQ0PDf0JEv0tEv0BEt553YxoaGl58XL80lwgw6T9EiYtP0q7phEEphNwQ492LqCl/+HCFcB43IiZw2oaOPMhmOQ9g0ut+cNht4/Z+0dXGd33aPhA4S7eSLNRMSgLJ4hBojUi0SH9POamCRGbmZ1SkZmwJ01E6pHbNDbXUqluLIyvtUhOyvFxJ4Qxz7bB6QKLGyg3STFGmFd+3RfZruoDQ5TYCIfUdVaHlexJQJQ3Mx8xtM46VFFBkWW4BUHIzdt7AZ1dLw0WKFoZQpkRM79Gl/Y/bvsityVMJi7c7ApK8rEiHGQi5v3rAnsQNlssdzk+jO6/dmsrNtkLejxdJth1D5dqpnTrLtbFUSZZ9GgN5H6FTzpukHHQtFTfj/pKjtDoh7yN0StYLJZlUEjWgdp7MrrVR4h3fd3O6KmVmgNIXo0w93XeGiyOoMSyyUuW8DCM/U+AiS6skbVqqpsa5vhc5XYtDRrsffVDUKiuHcBgq12S6wTCD6FTfU1yHzHVA4Toc+XjPIO0y6UuHmcNmHXfqF1ZuAohbtZbVH+Q6JVEMVjlSByr3esV1kOUDfqZk2AYV1xVJYxBJLrHiusDl/Yrr0v5s2JOkZ8fW7v24Li1DMB049S9ZFq7rgJC42QSRhsZ7SsasSEavch11iuuY1H0GmHnUwPpA8Mke1tgAJA4MfSiXSHPdtDnMdWasHXJzf2Y5tB+E6xbLHS4PcB0F6dPc7/E4yhl+5MIBerxErpN+D4rrhPuRPheuA4l01+1zXafGaC/jLo8vQ3xQhsya9yidVzquj6bENdflTRmg1OnEAFk5z7xv8lw5M1dT9Hp5l5bXHuC4ynWcWDYJ9FGY9v85AH8VcbT8VQB/A8B/dGhDIvosgM8CwBzL62pfQ0PDC4gPPzU2NDQ0NDQ0NDQ8MzDzu8zsmTkA+J8B/ND7bPs5Zv5BZv7BHrPra2RDQ8MLh+dnVpScBMJgy4xrd0Fwp3Gq993ZcdnUdgH2dnTh4GAQ0qx+2FnQg2Tm4QC3SoYvS4NhEWeJRzMgT3sy1EyvlTxDzpmOarJTz6qyoTKjrjM9wWLeUJkVdcC0kMpUmeHfyesr+XepXW4uFddcOcBOKgfQRjUEqSxbKvlooNpUwm5jX3uLYtwTPJWTjJl1ujqi2qWnKoxUB8q55W9ZNXNuuVT13EIZtdiAm4uYkeiCwbRLwy8QOF1TsoyjVbzWN5cbvNXfjNvzHPYyncecwXNpI5AqGtmsaBZg0rkxUK6zBoWrM+fxA1X5JZIJcAPJfVXVkTjznzZxksWXYXcAhdhIXd0xLlRVimwWEzqCy/26l11IB4zXohGHqtSWA8fKPAC4pRrPqvwoZlkEkwyt2KnKr1GZkmG/zHDgB9ZGM9IY0mOIIZUEgxffvIgI3GWzsH2ui6W0O/1RGWdd74GXUomJCd6n7266YlBEHpgy1x0Z9EPcfjSDXBdCVanP14K7suu6Oq3MXAK9P9eFXrgu9ASfjdkexXXq+pNXuZJzqbhmrjOTVMN0tiSgTHE6KlUqJmmjmWLGJgD4jsCpfMcdAzYb5IjMgy2LosKrdhKE6/IxFddBZ14G4bpcxQSAofM4nkVpi1dcF2AAxXUnxzErezVMePvejbg9z0resZ9xqfZVhk+5/zXXsfAoK3HCPsT0SZkyGVJ9Laqb0Iu6peprn64xhKPsqLiOZIBVXEdiBqcrrJrrQHJ+VzK71TgtbadHcJ0a4fKcEK7TfEoUohpoD8R8uCkiBEntzxdEVCQEwofa6XMPRPQ6M7+dfvz3APze82xPQ0PDxwMtvqWhoaGhoaGh4WMCIvo7AH4YwMtE9DUAPwPgh4noBxD/5n4TwF9+bg1saGj42KD9IdrQ0NDQ0NDQ8DEBM//FA2///LU35EWHroh/hKrjB6ElFmSKgoADw8xTPNWNE4SXoopt+4kVdrfinxhuYTAeJ9XCCrBRGIfZQ8bt330Yd/n1uwhnZ3GfH9Xs0L1+kdfX2bCPHp7PH6LGiMFJJ/mEbsVYfeocAPD9r30dD8dovPD2+THOL6M+yV2KqUO3oWKsAQBmiu/7rcH0ctZcoZK1FomawRUDF3IpRw/J+KJIF5Vcce/G0HLLLFHzg+w72Hhe8Vzle/v5cHYT9xOlnNJGAHAzkcJ1W4CUSKjKR1MyymxwYXcp0w9J2jbk74mBBBsWyR7LsYhR65H2OIEJImfbM5cocr0+yQ0BzDqHe5fR2ODiyzfQX1DpCzPltgw4P4nXevPpHrN5PJFp0QNJmms3ysBDSQ6n49TPS4/VMurGAlPJYjTTXjv19S+yW9RmE0X+pbPqSEmpRb4XzTrqPgqdMptSUtSYyRdf95eAzVm6HnBZ1m2gMmslR5J4zyRLG4soKbFLHhJuycXYQ64hKTMTA5sGrFUdVI+FmnQrY4/8HiuZcPUAJjE9sqoPmHBYH/0CgaicL3fSn+6IcePTMbT7e195B2dTHPNvnZ3g/CLy3nQxwCQ5br+lknsLAswY33cjYbqd9k9Kwq/4TUsqi7GPE4lkxXX8BFzHiuvU8rDQAX6ZZJfqPtA8YpxwHTFA27zvvD8ZZ91GGsyEcl9e5bo0drcomdFsDcI8nZSHmG0ZyZI2iknJVrfGQa5jzXVKahoyp/ZxGQkAdCbg7kXMgz3/ygn68/hlM8l1ZDvg4c143defusQicdb5ugOSNLfbEmjPmI0tMOVnykq4zgcD2sSOtyNqA51yIqglyLlPLYus15CYCHXCe26p5NH2MVynf2cNwjXdWudjx5zp3L+F64iKARLUqhF9DarMUqu5To11aQGmMv4V141KMqxM56pvshpr1XodljGl7xOd8+0DKIeZEj9aK93Q0NDwMUYzK2poaGhoaGhoaGhoaGi4VrQ/RBsaGhoaGhoaGhoaGhquFdcszSXA2ugk2ScZ7cxgPImSlemlCS/No8zIscG7F9E59/57J6CL2FQ7iSTI3fDAkG38RB5jeiUv7EPJaCSguDTCiHsjZVmqJSUR06564hyYJaS5LRl+UPKyhdo3A3arZJFFSrvngpj3MxNHxm4j7+ustiKzJOUc2AFwyjGxOEmyZAc60arzZMt3jQPISRuL26bq0zBw6bviomiVBG9B0Z0SSDl4yUlyCOhTbpsLBhdJYo2O4VZyfpzlTJbLcf35DMmYMUrOlCwrSxxNPh9W7WXC0MVO3TmrsgBFNaUz5Nii5JLGz/J5sMinWaSJbCXHjzsqr4N6P18vCkkml5Bl0mzV8Ul9T70GIM7OHcs6A5V/GDrsyYrz+1TcNv2CK9dIOU+RSIpjpZHzVyqzSqXJKGsfSOngiKmSNBYHXUTJJwCwZ7XP5LL7okrWDEV3z8R1bm4x3khc9/KI48R1W9/hrbMTAMD9d09gMtc5GQvTTeE6egTXxXtHfqy4Lo9RxXU5L5YNC79AnEztKNfFOMjYsqh4MrpuA2CSJQZKAlpxnSu7jN9NUk6bJLq4lHuHO0YoebUinQydluaKm6+ZuPCYmVAayRbl+UATwTg5r8INJLwXhqDuI3HPzcsX3FLnqxLcPDvMBth0nNFbXK5n5Tym40xUaqwbLpy5PZthS3F72lr1nODovoq9JRv5OjMU16HsL1j1SNSKUlP/nPsx5xvLdrLcIEuPg+K6mCOaTiNznQesWgaTXXV1pmzeTzwfkUmDFddZ4Trt3K73wyp3NPR7yxBKVrR67qp+P8h1jgpHVf0Q1EoNLTfeX6qQuY7VsgVD4LzPF3wFQkNDQ8M3ilYRbWhoaGhoaGhoaGhoaLhWtD9EGxoaGhoaGhoaGhoaGq4VTyzNJSIL4HcAvMXMP0pEnwHwywBeAvB5AH+Jmcf32wcIICKwNSJXW1n4JP0xa4t7D48AAA8vltg+TNpCR+BV1P94yyAli+Iss9pZ0DxqcqwNxb1wu+mKXKm43CHJf5TUMv8rLrh1sHp2ESTmSlqUt/E9wS+ynkskjdNxgF8kSZ0nmDFLx8Sxka3Ic+2OYC5Q9pM/F/kXAMqB3OocjEiMyddB7dlhNgzSB8bJ/slD5GoMIAWzh57AfZamsTgh5gB1Q+U98lxkd9pckAKKvG6wXlxwlx14l7VwIg3mPsCka/3SrQtsxqjduuzm4O0stYsRsltnvrQd4I9jJ/bHO4wu7vv8/gpmo+ZbtKJKOV8WKVyHIlkMvbg9MmSceBXyHtQdZMfoagzUbqKVk22SI9udXBe2AGUZm5L3UgDYy/tk5H25Fkqu1tXScr9I13Eu18Znp1xHpY3GSSMpiNTOgFHi3JWsHCzjlcjUY0DLAHWgvFPOk17J1T6EkrWnynXGIMyThf3SiGT/ssM796Mc992HxxjPEwk6g7CKnUt9ANlMMEZcTUcDmsVtjPXoEtdt1orruOY62D2uU/JOZqpl+IrrsqyfWLgu9CK9pyAS7+k4IMyzY6jc02YUnmAr8tluS+jWKPvJ7SpcZw16EnfcvGQhymiVY2mW6XvlED4AJvfBKFLKiuuA8uwJvchaYbmW0NbdCfJq/LPiOxYJ+2A9hlm8kaaF5jrpUx4C7HEkgds3LrGb4uA4twvwdpC+HrgcC6i5bjgeheseLGG2mSRqOewhBCsy2dDXrsx5nPqe4Pu8PADS16PIqYtrsOojNsB0JNtqrsvO9MEKj2qu2+t6+VnLpzXXLQCXn1mLAErLZ3x5vgmPGwf4IGP3ENex0uBSENm6dsiPTtCsfs7PfolsMD5Ex+YD2zc0NDQ0RHyQNaL/KYAvADhJP/91AD/LzL9MRP8TgJ8E8HNPuX0NDQ0N143GdQ0NDQ1PA8aiClLMM6rvF674jf7RTtT+4H8S7GWCxn/SBM1sBlrGRde0nMO9fgsAsP7kAnd+IG77x374D/GTn/wnAIDvH+7ifppR+v3d6/jti88AAD5/71vwznvxu3hvhltfiC8/8X+cgt58CwAQNluE8X3mdPf8I8jGmSgODOrVny9php29v/7rz8rnIniwngRW/i84FG33zUDfVx/xMf9Ef4gS0acA/LsA/hsA/xkREYAfAfAfpE1+EcBfwWN/OaNiVlTNJio+unEcHXpWw4h7nVzFnOG13faY1nEKli4s+pS3Rg4IXaqyLjvg1eT0E+pqX5mN7pSBi+bIYlSDykSoGCZYKjlkrGaUtalCrkQBQH9u0J/FD/yM1YyuZDt2G8Dsru4nGzCEGaG/SO3aEXw2tjFSvSOWmWm75VJoMk7McthSMd+AUdmlasYaDPjUFj8H3CK93auqCV9ta3xD+kpMKAjDEDtyCgaX57HK3b8zFBMnCsrEx1i4ozgsH9qAT74UsxZXsxHvbmJgIp3Z6tqUDkjV28V8wlEygjm3C6leOHWt92bv9cx8brsPdU5trgyEXmbH/VxVVWZc5SfGfmOEPldaIDmmKkfUbqj0RbdVbfGozF10e4sZlVOFfsVFMdMvjdM+lIdNyKY0AxDSfeGdGL74oB9Qsk9SRSLi/D9UJk57TagqzsXwwwMiOqDYIXsVkOeJp8d1KCedTVCIa07RXHc6j/eFZyoPst22x3QZB6O56NCtpaoX0kN4OulAL+XSVF3tKxVUy1UFryCPIaVmqEy0VFZjsFSeFjVHcams9ucGOEvbD2JEEwapAuqxTkHGVOY6PyP0l2J6VpnZlCqonIdVebbkxCCHLSEMefCKYZyuzhFL9dfNAZcqeE5lmRZDL79XqctNodpcLHOdCwbrs8R1byuu88qMyViMN2Knnn2bxxu3I9cthgnv7tIvcKddxUGl4cm4ajkfsZxF8rzo5lXlD6rKnMFGVRV7wA95jBoYI8ZNkiMq27s5ihLFD/IsK2Ok56KgqbJYgzx37Zaqa1EqrE6bCKn2kuJsp1QhLLtnA1Hu9AF5QHKqjIYBCKlfvBOjq+Clkhl0e3UbiAplG6fym7XJGuuvUjF+CmQke1TnjjY0NDQ0FDzpGtH/DsB/Dvk1+iUAD5k5/5r8NQBvPOW2NTQ0NFw3Gtc1NDQ0NDQ0NFwDHvuHKBH9KID3mPnz38gBiOizRPQ7RPQ7Y9g8/gsNDQ0NzwGN6xoaGhoaGhoarg9PIs394wD+LBH9OwDmiOum/nsAN4moS5WCTwF469CXmflzAD4HADdmrzGMAayJulJEw4QpGbj0b1ziX3756wCAmXX4PX4dAPDe6RF2l0mOe9nBJvMZMynZDgPdJku+DKZ50hAxiSlPkO2JCfuSQCZlVGC5qId1lpqWbpLKc3RziIwxoGQ4Tje85HhuqUjHKBiEnMvZA24phkZZXtWfp+8p2VI0mElyoiCyyCitTK8HZTzBIu80I4pZErH0RbcGzCjywbyNHUWaFuYEzkYkSqJbzHxMbXiSEWYBNoV9PjhfwtyJHdldUG1so6ZEuot4zPHLS3zVxQ+6QXIUQ2dgS15g1nyKOcVu7OBDkmfpTL4OJS/UTCiSN/JAt82mKMqIJOCgXKvKESWRCZqRxEgrm7xcUrWPYhzVoeQSVuYnXuRnUVYdv2xHwE5KNq5U0iVXlrlI7UAq37FncLoJQjIJCwPgVf5faa9nJV8mNaYrF6LSGWz0tdtbz5Gz9ar1KISQMx09AzD4EOWIPj2uG15jWAtYI3mHFphiNDLmb1zgX331q+W7X+BPAADeeXCMqXCdRbeVpQeSTUsiL4XFOIhbjGQoQniP6cqUIxMqCW4ec9EcR46T5d2Ga0lnBjHg0jibTkLFdSZxnd2qvOMeGLN5W7jKdZ0TCazmOmK1DEGZwdFAFe/mPopmYFpiG//t1nJPUVBZmBMVzbhfUpJ4onAa6b4lGfOaw8LARYp5/2wJczd2VHd5mOuIgeE0cd2bR/hyMh3qOg+U/FIGJnkOAOl+Suez2fWYfLqndxYmXyMrGctmFK4zTrjeTJIfSkH0paTayIqnkJT0sX9VlqoXnbJe5qKzr8s5K341Xr2vuC7KpxUfZ64zUbpe2tsLBx3kuiw79oD38jqbZZFHWSJkfM3Tcr1kTUJQZk3M+1wnm5elFYZKzjIx1Rza0NDQ0ADgCSqizPxfMPOnmPlbAfwFAP+Imf9DAL8B4M+nzX4CwK8+s1Y2NDQ0PGM0rmtoaGhoaGhouD58MzmiP4Vo5vGHiOuofv7pNKmhoaHhQ4XGdQ0NDQ0NDQ0NTxkfJL4FzPybAH4zvf4SgB/6YIejKFWzFm4VZUvT0sAdR8nKrPf44tnLAID76wXO3402hubSIsfpabmYWzB4CGXXyBIhqh3qtLtfVtSwZZHb5gxLJUNiZfsXVG6ksSo7UrlgsqUiuwudlmASQpLdhuOAYoLqqbSRPMFexDmB6CqYzzVtOhPHSLtDdOxLJ1ScV7UTOqM4dRrHxUlTOyaSF4dJM3Jx1o0yTXEVzHI4s6ODeXFZ8tWtJW8NJBlyADAlyVkIBJ/6YjtwyXvTcq54DZQDYpLmTt7AnMWO7zYiTcvSOT8wTMqRXc5HnJ1HG87uYVc5lR5yDY0Zb9J3lWRRSWCzQ7KfSQZnGJTc24k7p1fKcJTsRi7OnGYn8kpW44X3XXeLbFVJ55SsunK2DSKHDR2Ve8P0HiE1gpN+OUwGlK6nV3LwuN80XpyMBQpKXhhyR6U+KQ6TtXxXu+nKRspikgAYqtTPHxZ801xHKFznF8nhdmXgjhLX2YB/fvoqAODuxQoXievspUHnpd+K8/FKcR0gXLf3Wrs/l5xQy+U+CWO6F3sgZKdsNYjYCgeGDqBeNsljJFgqebhsRcrPJuY4ApHryiX3cr/CE7qL2Aa7Fefucioz4ZxuC4i7uow/7bYLdS8Yz0WOy7bui8x1duTi0G1UxjJ5Lk6x05bgO5G4Z2R+6zYs9+uea7hz+WYn+KPEdTNxDYbmaaO4bgigdG3G0cKcdqmPhONLVOWMYZexMavFDqdn8WLY0044lXGQ63R/UcV1Ih1l5cbuh5rrCte4KM8FVGayQXENv8J1WVbcaYlx3XflpWo77T3XKidezvJlxXWDR0g6c07PjjARKDkoey+8G51003jxwp0UZNgZUDUGNY1Je5WDsFq2AEimKAdWduENDQ0NDRkf6A/RhoaGhoaGhoaGhidC8PXP7A9v97Sw7znwEc9Y/MAoWWmmZG2amzcQPvkKAOCtP30Dw5+8CwD48W/9p7hh1wCAeZqh+fLuZbyZfFguXcCDNIl3ej7B/cFNAMDdv/EZ/I//LBqhhHfvlAnumOMZX8/4TXwH3rzSvPdJj30s2EmeHe+e8Th6HPS4etTrR23/NLB/X32Ecb1/iBKiSZGlUuELg8y0X54uyqYXD5awF3n2nhHmqvKZ4QnIxgOOpPJkIVOqnupZ6wwjs5hcTIOoMlXI2J+5zZWe0DN4dnXm3C+5zHSbHWG4Y9M+u1KZ4A5lVtXuSM1My0xyyfmblCkQ7ZmFlGoAFfMjY6TCYVzMFY3bUmWyU4xwdsoIRxk6mYnAqR/9gsA2G6fU5hlAPbseOmmjmagYeBjDZRuzNaXyazyBVHXQrdL1+OSImzcuAQCL3uGtdayW48JGcwmgnDMMSg6eNQybMmjdwJK/6OrKHx3iBZJqQOzCXCmS/NbQS7XFLVnGz0IqT2U8WAalbEGyUg10TGXGHjsDk4i/v6BSYYptTk2ZpCrOgev7IEOfj0HJVTWWwenhwDkfcGAx7RgkXzSaekh1LFeYSFcMKFUKgIpcq9vkERV6nQFJ6f0Xs05Ahet0JmO+npenC4SkiFifLmBSHnLoGXyU3VzU7jwV0xryVFXgdDMpAAAgAElEQVQ7pfIoXAYi4a0ulKppqbB2VKkjHnUKecx5lSkKZeLllowwixfbbgxmdzKpKq7rISY3o7SLDWM6Ft4BYnW1UxWzrMKoKnnK5EZX8owD7E5VUPN3Ie/bnTLo8XJO5EX10i+N8JQa/wW6kqgrr55gkkOQVjbYjZEqrOIgtsCUqqa4PeHlmxflO+9dvhT3uSbJvrbCLYaE67o+dtg4DOgSd5gJYkD2iN/8Yn6y3Md5u9DJcyL0wuVuwSWbNcwP5P8OAaZPXGeEGlyouc6msW7XVKqq0eRHON3o57BWUBxAsAwkcymrpEGhF9OiYqLVy5jyQZ5vrEyMjOK6APHmAzR31eqP8vleZRXqNX3c/iBqaGhoeAJ8M2tEGxoaGhoaGhoaGhoaGho+MNofog0NDQ0NDQ0NDQ0NDQ3XimtfI8qGatmYMp6wg8etZQyCd85im+VHQyjyTj9a4DIZOVyaklVnnMhqQ8+YbiWJkFOZe4yinw+BRIqT5VcOtXTT6++l9hMqiZAcE0WiY3YEn2SR/vaE8HKS/2wtaJczUFUG6Y0geXUTlfZ0ycDIOJQpA7dS7Q1QhjusMkWBHAzIRgw5jOPS11qC221Z5GraU4G4HNitUGVUAjHbMmfSXcklTH2RpVwAsDubFZnycEoqF1Eki8RiGrL2c5wnie3tVx7g6PUoXbugI3TntnwXiLI1n+RfD05X8BdpjDglc2W5pnYnBibkxawp7lMkcLlPmSBySHWupAwvzJqKjqvIXhnItxlDmRL1MnZ0jqjZiTlJla03QYyDOBqzlJ2WUxS5JQJAJktzQ1GP5Tw9GCPnY2TscIciGQW4zjfVklqf5ZBKmluZQilTIm2cwixmWx8TpRqpfsjXqps53FpFrmMmbG3UC5pOOstvOtBlMvZZGzEUcyLNdXOGu6m4Tsu6s/GaMyJNVFxX7j81/njYW4qQwSI35T2u48QLV7huTFL+SZYeuBtB8icnKuY63aVIYPNx3BLFaE1zXRxQ8j6r+1JM1xjYSPMPcp2SfbLhwpluJXLqwhej3IuV6Z02NOu55EvuTueYvRsvwHD6iOdKYAzzeMy1X+A0yVo/dfshLj95DgC4sEfoznI4aDqO4rr7pyv4i6idNaqfwZIlbUfIMgj3CK7DHteVZ4Da1uvxY69wXbxwffkaKYOiiutK1qvIlM2kuM4pGbYyYGMWKa3OxqVANdeV3M+89oVlKZBVXGejRD12LZfcVXiIKVPQedOK6/Yypklxmhgt8SNl0Q0NDQ0NEa0i2tDQ0NDQ0NDQ0NDQ0HCtaH+INjQ0NDQ0NDQ0NDQ0NFwrrj++hQjcGYQ+u0QCU5KWfcdr9/DKXDkHcrSPHdcDeKMkaluRmZGWd2bXv5EQZuJCWUUYFldTjhIzKCkaKQnRvgtsdkbs5X0ziYwy9CgOkNwxTMrH47Ev2XoYAniIDQ4E8JSka6NBd5rObxT5U26Ln4lzoc7QoyBStIPOwEg5ol4kV/n07SiyITNx7fSnkPvLbgh2Ke6f8UORmnZbFjmuB3apkTwE7Hax8d3dHsPZVSdHNlESGN+nInma3SNsTczI++Kuw/I4aWlnAX6qpYbcM7ouuSR6Qpdy+PozJVdDLfnS7pkiw1bnYQkm52VacdUMPUrWIkiyQ80oUsIqz1H3Z/7eTo3XAcVVs5KrEkqOKJOSlAW9EZSMjGP/pe+a5Bo5m03wPuWxJv3ZFAjBycAvTuAkbdfycWsZPKprp5pQZMKk3ue6XeWUtEz3RQYhcl1vq/zZ8aV4/3/3a3fx8jw6Qncm4J0QQ4h3lwNonWTla4MuyUtJ5R/q/icvXFc56AIyzWhZ3EGNSPa1XLLIW5XjtVdcY5wc0w/AdCPdF/0e182F6zCL58rEheswmiI1NZO6fzPXzrg4O5Or+TjfI1XWrjpfo1yDY/5jOv1JZOKRD5VrrnJkDWk5hd3K8ohyGJU5anfCEV7nVfcBu23iunsd+gtpe1m2oLKqSeX3zu8SNiY+77607bBYpZOdefhF6o/cV0MoXOedQfcw5StfKq5Tz0OdDV0tP1EurmxV1KhyAtYO4YDkvpoR4lyuuU6byebvbeV9nZl8hevKUoFabl16mDlKcoEo7w/5OcmwiesWswk+PWO3met4QCi8b+CVK3N2VjYTlaUabPnKMxiIS1by2GGz149q2UIF/bvHfqxIQ0NDQ0PLEW1oaGhoaGhoaPiI44NE5BA9evs8afA0I3eecCKCrC2TzWQIsGnmzYsJQ8zr1LPBanauzCqH4sfA5xegL5wBAD71/xng5+L2/5heBxYxD5Tms7jtaoGwzBlHjP4yLjD/9PoMfPZWfPviEo7zonW9WFrPDFrkTFGQeb65l0Qgq/oo+QHAUN2vepL/abT3aY+jR42hdD5XxgvtzaQBICJIPpa+XgZlxs6YuB0AZi6vYQjo8syjuqa637yP4xMApK74vmjS3IaGhoaGhoaGhoaGhoZrxbVXRMkHgAhumaSCRwQs4l/PgQlfOo1B3u++e6NI1Mza1A6r2eGRgDAXtzqrHCOzXBJQ8hrtBtgxyGZ5U5LOjaZIKzGhbBwGkW1l90kgBdQrqWfWvYYbrrj48dbCbNNsxbktDnwsu08ut/G1n6uQ8/y5I+V6SEXGqrcBU5HRBkuV26SWVvksueoI/SVf2U8le2OUmRzjWZxgK6lzbpd2JiR41cYwJimeBaajfByWvg4iaWIrcuCgz/Osx/osyt76C5FnZylemKtr3wX47NZLVCR9Wr6tnRnNJJIrLaUlwyIRsyhOmlG+GLd3S4bJIe9KBs7ZsdEwaO7L/kxurwp5Z0+gJD03W0K3Tv3oSF0Xgt0l6eAo7rjGyfVlQ5XM3CRp2qzzQHIf9n28kS6YME2m7JuSdDdYJZe0qI+fXTI9ZBCoe4pIyf08idslSK4vpI9eaIluunfYCNe5I4AWsf89G3wxc92dG0Aa292lqRxWy/W0DNfLvgvXsXCdn9cyyeJOO/jCR1lK6ndW7j9CubdDr7guyPgLvZIienWP3pxA6Ti8sTB5HJ9bcbQ2ajmBR5n+9DOGW6XvluUOgE1yZMMk8k61DUg7pKM4BRPH8VuOmc1me0K/5rJNkUhakVRqWblxXPap+bC00ctrtnHpRNkm39M9Y7wp7xdHaVb3ghEXc1bPknB/hvWDSH7d2sDuaq4bF+ISa3sPN4uvu0sSF3ntxO3E+dU4VA7p2v1XlqKIa3DoxPncLWUJB3csrtupXegCTOY6xT8hmLIMgJ0RrtuY8lwLPdVutvk8OnnmUpBnjHYxB0W3XACY9Q42HbdL/54HA5f24RHlufk4edzH504+JsHmMa1+D6i4LkAIzBMI2dlXrmMlK25oaGhoOIhWEW1oaGhoaGhoaGhoaGi4VlxvRZQI3HfwMwuXDBj8AmVa9sF6gc0u5ek97JVhAJfqWJzpVrOyufKkTG6AONuawbO8jVSqzMzDpFllt4rHcaPKFrVxNhYA3AIIZdabwaqSEKxUD8qsv2GsbsRp/Zc+ucayjyW5jetxto07Wm9nsGkWd+hcaetmN2DcxgOHy5QPtzXIhVinDEnIAz7N3JuFGGwYp7JDR1TTsocMSrqNGE/sm+vkCkM096n3AYixybQyZVu3pFLpwBDQJdOS6cQgDMmUaSPrM0wQ0ykEgFNfTzc87Ek8kdngsH0Y1zLgQqpGUkpGydYDAzyLJzKeSIXRbqVfyEtGplH5cPr82EjlZVpSqeZOR1yqRrxyyE0xMw+bTETclHJODcOmaqS1XN7veg+k3EDvDUI2WkIP3l2tZtOAYtRBQYyLgq5aqipBsFzaMutcqQ5MuRrAhNPUFt7ZogogR+UeCU6qR6ZDOaaZoMqZMu6NUQoBkk1ILWchlv1QiNfghSyMJq4Lsw4uVev9DOBUkbx3uSxch4c9zE6ZCHV89XXPsYIHxA5L+yFPoFy9MzLuwRS/A6AfZFxmEzG3lWxRNlIxcwulRCDhOiapghqdzWsYxyeR61594wKLLt5gG9fjdBvv1/VuKNWx3sq6m81uwJiMzMJ5/JfZwC8TLytFAnmpfBqnXk9UDNuKCQ7qCh85qWzaLakcUXUeSt2hua5aMpS4blxJqWtaCdfR3KNPXDfeJARlsJdN4owDKLfTUlH0TLc87HH8oDMB03m8CKTUQAFyj2Ye4UDlmk/HKFyHLcGWCvYe10kxvVILhVRtdAtUXOcXwnXFDKoPhde8SxVOw5HXABBprnPFFMhNFr6oQjqYbGLlhev8gDK+wQyUZ1BdYizVbwv0qS2Lfipclzd1S4PLtL+ArmQpsxXVRpgAmzm1R6m8WgtFZOoZr/NFFe+BUSkaAgnXNTQ0NDRcRauINjQ0NDQ0NDQ0NDQ0NFwr2h+iDQ0NDQ0NDQ0NDQ0NDdeK649vsQbcmSpTKxsvLIapGKLcXSwQkhITQwD1ohnlrFMdDahkcZKYJliU7E6zNSV/LbpZJFlOoJKbVnSvQYwkdCYaW1ZyYCrSIr2NWwWEm1FDZQeP3S527V1e4bWTeKTXluf49NGDch4XU9SgPtgt8d5Z1ELtNj34Mn6XtCxuLtKeYhrkRY5cZeLtqYB0PpvOlitmHp04dVidU8qiSjITSs4a1HtZNgau951f93NXZIGTF5lsf0YibfKSEUg+9nGExW6I312utlh+4hQAcLpaYnOapGtjkjQufbmOdNmhu1DS7CwF6+WYdc6lkqhx3V8lT2+GIsHzqyBmRAQgm/5sLFyRTObzoSJLnUjkXMEow5dBjKDsSCWrT2cXmhGSBagzApXRFTHgs+GGOi4QjcAgm6KzQWTEPmb7lv5iuTezWQzz4fxYtWn5LB+I09G4E4MUBoFKpqUyAXnRQIhSPlufXDb2WSqu2y7mYq41BJgkb2Qm4brJxAEERM7LZmiWwUk6STtTGU3l6x+CQcjvJ/m60WNIjRO2LHJgJngjYy7DrRg+c10fsE3y2vdwhE8cnwMAXplf4FtWkesCCOeJ6+5tV7hzLlyXlx+IaQxXBkVQSwaEiyR/c9/wipVZkb5HsoyzShTYW4aguS6b/lDJ1OXKMK98R73uZ64st8Bk0J3Hvq64Ti2boACEIRstWYyJ6xa3djg+inLnsyPFdbmPlh7IyxAuOnRrtSQhS/P38zrVs0FLkLX5T+47P6Oa63rVybskCb4QiWsxDwwEp45TvHzUcprQK67bEbqcSzrJM8COtXmclr1qsyBWy0aCWnKQua5TZm3bJN0NvSlcF1SfGgZYPRvyGAxBZTwrkOrTuCRC6Z0rEsyD6kUkuYaGhoZvHi1HtKGhoaGhoaGh4fpABJ1zSGVi8hFCPfXHPI8yO0DDIJmHPkiG4eNyIPfzL/XPTzM/9APuk514hnAAoH4uIII9OYmvZzO47/wkAOBL//4Cf/nP/BoA4EdWX0CfZnG+6m7i/778dgDAL/2ffxyf/PXYXzf+2R3gQZzg919/txyUVbam/yB9UfWhP/xaQ88MPos+V+3iQ/34rJHOiTr5U4vfb704h0e8z/W/Vz738vXHnOeHcbV6k+Y2NDQ0NDQ0NHyMQES/QETvEdHvqfduE9GvEdEfpH9vPc82NjQ0vPh4bEWUiOYAfgvALG3/d5n5Z4joMwB+GcBLAD4P4C8x8wERS7UzcG/hZ6Y4EIaecXRzDQD49ht3y6b/3ARMOdswGIzJmW+3HeBzvujGSIacF1fRYAF3M80QdCxOgkzluG5jxUH3Mu67v6QiP7VbKNkrgYucUN6HkQw/dgDN40zEq7fP0CdZ0N2LFb56J3L5V/h2+Wrf+yJt8pNFmLLOiIF51nGlZjsqUqwiM77St5BcNyMOj6RzJpXDKlhkomyVI6OarWHVBiDK0+L+law6TeDYkVVun3ZjZOwuo7SsP7Poz5MUSk+WGRzMC+zPCfz1eCIXmxMsXr8AAKyWO+yS1Grcxs9n8wkhjZdpMiUrrpLx6WPaOne1ZMiBi3tksFquBvgsjz5ysEkq3vWunB/DFkfMMFczW6ovsnQWDCC7j/YMJIdNb5Swi1EyBP1MXD7tTs7FjizjlKHazqUjXTBFpuaVlpayu6Q1ImsP0i8UqJIpl/MwqNw2tWsvqde6XSWPUQ0qYo4S/Q+Jau2pc92sg58Z+CFfQ8bNm5cAgO+++V655/6gc9hMySl7n+tK5qKtuC5f29AD/iTNgBqGGdXcYrpIvrciaUxc111KNnGR3ANVdql2noUBzC4vYWB0y3jM126fFSfcuxcr/NF7MRv1i/xy+Wo/OPg08N1kRW4MlFzV0uTJFKk7TbJUQmvA2aA4qWrJuHaZ1tnJHcclB0CS6LKMv7JPfQglPS+qUFUxsaM4zzrlPg4GNudRgtydWnQXB7hOSabh5D4eHhDIJ67bHWH1Whwnx0cbrBPXTWM8qdnMlWfHtDMlA9iMVEv2yzEV13Vyv2nJMugw1/GRQzeLxzc2YFwnd2PImCpZ3sQV10FzXXbBtQzeZrI1lSty5jrnxMU9LkmA9GM5Py5LOAp3IbqCZ2luUGMmO+SbLiAop/2S902K90zNe+W14inNddVn1UNTaYlZePpDhL8F4G8C+CX13k8D+HVm/mtE9NPp5596Dm1raGj4mOBJKqI7AD/CzN8P4AcA/Bki+tcB/HUAP8vM3wHgAYCffHbNbGhoaHjmaFzX0NDwsQAz/xaA+3tv/zkAv5he/yKAH7vWRjU0NHzs8Ng/RDniIv3Yp/8YwI8A+Lvp/UZYDQ0NH2k0rmtoaPiY4zVmfju9fgfAa4c2IqLPEtHvENHvTNgd2qShoaHhifBEZkVEZBElad8B4H8A8EUAD5k566q+BuCNx+2HDSHMOviFwXgcJSvjLY/vuhXdFT+zvIdTtwAAvLq6wPkYZU53zo+wuYiveWtLgHsFI5IngnIY7LjItIzDntQrS3TS95TzLGupq2VwcrUMRqRCgaK0GOl4fozapnnn8D034sJvczvg4RTP6e31Ddy7XAIAdlOHIck7j29eYNFHLZilgPUUpZ7307br81lxu+SewYvkADiJI7CfK7mbFzlq3ytJm02STUQH2awtsiSOkADVyqL8UkuScx91gFvW+weA6ZgQUsh62PbAaZRzmREIKdh8OuHKnRd6jbaSa+X3+1ODDUe3TR6CTKGkz10X0CUJW3c0wSV5X3duxIVWuRzr48R+yW0RWVY5b0Spn18mF8bliMUsXq9Xjy5wcRJParAeJg2wPunxbs42OO7ig3phx/L5GDqcTdEW+mya473LeG5n6zm2eawzMGV3zImKQ7TdyfWNbpO1eyUQXX67JDWbvJxQfm1I5GpkuJJSZ+k1E8RB1ZPI+AJgkiwudFwkw0SstLnSFuLa+TL3ATNdcS593nhqXEcEnvU11912+L5b9wAA3768g1MfeeF8NcO97QpA4rrLdP03trhCx32mF0Z4jBigzA37XJf7NhBQnL6p+jf+oOS4FuBZcky1akwZFEkjeYJPx1z1I77n5jsAAHs74P4Uz+NrlzcL142uw3yI98DJrR2WvaiaM9fdvYjfW5/PinSXZ+JWDmcQspTdK3dzj+IUbNfCXaETaWjoCf1F5jqI47BeYqCdZUkvURAJtMtjm4QXpmNCSG63YdPDZK5zIm+djlFxajmqdoGd5Jr0DyzWPvLB5Uxb9ObrEtAPcTjy8YQp9Vd/ZivH7YqvFdfla23k9GL71dIKv4rHnR+NuLGKDr435xtsXTw/a0LhuLmNbTkZNjhRXJelsRNbnLvIdQ92S9zZxGv94GKJ7Tota/D0aK7Lz2cn15qcjAE/cFkK44OJltAAJp8JS3OdOmcjXAdbS7xZLVvJzsKh47L8h7ziOg0Wx1829KHmuseBmZlo35e6fPY5AJ8DgBO6/eETHTc0NHxk8ERmRczsmfkHAHwKwA8B+Bef9ADVzNl0+Q02s6GhoeHZ46lxnWtc19DQ8JHDu0T0OgCkf997zu1paGh4wfGB4luY+SER/QaAfwPATSLqUqXgUwDeesR3ZObs6A1ma+BmBi5OioJujujStPsXL1/BH53dBgDcPT0qBhf+ogclgwNikhw2J6/jZ/Lapmw1Pw+lagmmOncuz4z3knGWq0v6T3S2AKfqJXck1VbD0QkDAALBJEeMs+0cf2heBgD8C0f38V2ryOXfe/Q27qcTvz+uYNIU6cy4UjU9Gxe4cxm32W7SbPFoS0XDzF1xN/eeiqU5W6mAsJWZW5ZJ4VINTV1RZoDtgYndeH66gqzMjZz0i5/lfVPps+lIjstbmyeo4RZASMYXPAvFwIJGUyqyYcalr83SgdMY4J0B7VI1b20lLzFXQJzBLlWKyQZwOk7MtUtjJxCgsuK0iVEpdgSGyVPmHmKiRABSu4bBYTWLVZ0bsw2Oh+j6MhiP4z6+Pk/VzoWdMEsn15PHReowF2x5vyOP1RD3txl77IqzCpVjMhtwKv+y28vhPZBruJ/v6cOTG2STKgaVSqmuJKj32aiMRiYE5Mqb7C8WZHIlTqoQFD6UBh4Ang7Xhc7AzQ2mWNyCvTFhSDfRF9ev4ItnkSPunK8wpixOd9GXKqhWNpiJyj3CJP1rAsCJEMIsSN5xoL3qf3q/U1y3yzymzkFxHXpEozQgXvulcJ1NxzndzfGli3ge33Z0F3/s6OsAgO87egt304mfJZULAHTG4zRx3b3dCmfbeD9scmVsMoVT7dxLFuqGJP+TleEPqOIjCQNV566MeKCEMOVn1H16iOtCD/h5fi2qCbdS99rWln27JRdVCHouxmQ0Ual8hiEAaRsz8whJUYPRFNWPubDleZOv4eQM3CJuS5bLPtxK35gyXoi5NmxTipNKRZEM7thAuK53OJ7FKufLc5lc6Y3HyibOSiZLq26HPu3QEGOXHjCBDYbUmHk3YZnUP+edh0lZxtosiJWjU1A5ogYk0QdMoqIhlOzjwBRlS9Dv4fHQShBdKVVjhy1U1igh5LHGSqEQUPFb5mn6sBLdVfx9AD8B4K+lf3/1+TanoaHhRceTuOa+AmBKv5gtAPxpRPOO3wDw5xHdJBthNTQ0fKTRuK6hoeHjAiL6OwB+GMDLRPQ1AD+D+AforxDRTwL4MoAff2YNYIbOl3xUhOJjd7PbyZ/5+3mgH6Qtj8OT7FvLtfczUtPP1Mdfu6nrQMs4Kce3b2D3iWMAwOyrD+rjpJxPWi4RbsXJva/8jMXPfN8/AAC8ZC/w8+/8mwCAr/7D78E/+gv/GgDgN77yBsI6JlLoXNDvwm+X/T8mafXZ43FZrx9mHJLmA3LdOZTXuv+fWl7qwaUBH5kJrwpPUhF9HcAvprVTBsCvMPM/IKLfB/DLRPRfA/inAH7+GbazoaGh4VmjcV1DQ8PHAsz8Fx/x0Z+61oY0NDR8rPHYP0SZ+XcB/CsH3v8S4hqqJwcB3Bm4ORVJJxngy6cxZ3OzG7B5Lxpc2EtbpEiWo0wt70PneLrjJOexXCRMFMTUwOzUrJSS+dBEMQsNkIwzJWeqzHMIUV4VTxycJEzwYo7RnYx4+dY5AGBmPb728CYA4M27tzFLxhK3V+sizbMmYOdj91+OA04v48yYdwZu1+VDxcMPHqaXBmUJF+1MOT/jo5lDhnH5/EVeSiTnZ8ZaiqYzH3X/lvfV21AypCLtUhuQFwOdsGCERai+B6RcxP+fvXeL1S1Lr4PGN+e6/bd9Pdc6desuV7rbHdvduLESJw+BSIEQRIAHSzwgS4lkISEkBEJEvPCaF0C8IGQUZFvCyJFIFEtICGgpJB0HYrtxaNud6kv1qcu5n337b+s2Lzx88/bvs09XubvqVHV5DqnqrL3+9a8111xzjbX3/MYaw2WwyiHmsZoKUBMvq9Y4OGIT06rQWG5ZGzf0JdSqDH0AAFAEWrt+0UX0zJHRFElXcYykph2pYYe9NMsUlG7+TxMApdSoC+7I9ViH63jeNuF7bc9SQ2Mo5JsCnKPo+yJcU0sw3qClkxBblx2pEeXLOl4v31eAMyty8nSRGJSMe3H8CHJGQu5YAKC0CNI1a54zs3cJO9mh6TpKP08cqFKzq1RK6dpCRBCwz8iIPyl85FwnCaqmmD9LFt87Zxnruq3RPnFct43jQ9poWrOTWygtxonbj0QwKaORYk7lJa4LeZmjiNdYx/EUpJsK8RoCoCpyjTdqgabAx8V8xI2jJQA26HrnjPn7+0+P0VQ8GA8mXTCzqaRG60xuLroGyw3fJ1pJqD55dwAsUZVFPP7YuepBL4KUmOWtoUsj1w/OhM2dSVg/JjL8RA4ukgzQndxbJNzrdJ1CUXwkpFJMHe8/3ViYaZIB7bdpBWTrzXcSbqwI49xVSW5qHF7j50dVaKydZLlrK2jPdUM8f7j+tJp2YnjD+RQ2XDsr03tuV3qPK74LgXCtq0JDus5ejg02zlxq1dfQbkx1A7fFGBHyTa0RMAmveLMg69oMAKYtQK3n7OAxxK/c+OeUihJcMSZjNikwDPsUuExc4a1jTMp1z3z8DCxdGhd+fZqfDCS/NyAMGBvfUMEO1xl6bgElIyMj408zPvyLYxkZGRkZGRkZGRkZGRkZHwHyH6IZGRkZGRkZGRkZGRkZLxR/ItfcHxtEsAXBVAgOebqTWBcs1VKDROHklbKlkDlpKgvt5J22ssFBFsKCyij7DAavlmBcnpvsEufJVLo6UJAI7eQwJsqe1DGWZNT0kJcZGYLdOmdAQzhsOG/tldkZDuo9AMA754dYrpwj7unsip07uZSTo5WVwvyAXzAvpZfxWnQjH2e7raPMsbLBRdAgSrTYuc9Llim4BlsZ1USkoqzYSoJNXl4PjpGX8jQvSzMtxT4Vo2XnXLDUdvSXKHG+xaaA3PByuaIgJZYDS9Y8dOUkX7rGmWvw3uEWN/ZYpltLhdN9ljVerKPMz7RuOLcC0rksW0qckkV0QNRNlHvbIg4eu6sUDFK/1HG4lDFDz1jCZnBytfUkyKZlYbQAACAASURBVKr9Qa0WwTETJtHFaYpGAQK7snI/HtWuBM1LNoWKkjGh4vWCjfJdiyiHqwsVJGvt6HTlwkC6Ma2EDRIyiA/Wj1nalTWHPrNIJJ606+AbJGoIXybrpb2fQc0aEWwhmMO8urUrcC6YC1RXolg6ruujY+kO15UW8DJVadkh1cEvGU0wKx5zshW7TtBeXthRcPKMY2tX3poopwMXwQLkhrNVArbj9lpL2K/ZHfr1+Ske1myy8f3Tazg/d67gj/diVyTtBqIkvSgVplOXO+kkvUQWWydr327reL6FhfESTYsgMUbCdabc5Tp/VjtcJyg4C5vkNYQdfkuW06xR2dvQt4FHquigK2YqSKDttoBc8UblmiAGvw/mO9czKJe8fT80OL/Ny8fHa7x8cM6bHACnB57r/OsbEtpLWrcycF0qGbYiuqKrBuGeM9ruXPf0eWeKyHX+GSeFidnHWmLZMd+eL6chNzs8jzQl1yX2OaJBOq8Lud0UxuNu7i0gdMKB/ronfEgaO9Ji4XS9RdLezst1E66jRHbM5jP44bjMdekzMfWlSX7w25BJckeT14IyMjIyMiJyRTQjIyMjIyMjIyMjIyPjheKFVkQteIbZFElBcBQoCp7m1FpALVylqRIhh40mGkXDM+ZCWChXHdSthF07M4skf84KCzjDDTvG6lhaSaIR0QTBVeN2zBAumRWlVVA/EytKA+1m982mwKM1W2vfnKzwZ/c5T+8Le4/wg80xAODd5SFWLc/yD32JouRzXUw7HE24CjotBkwLPtely6I8badoBx/yRkn2WhKlJilMO4shdUywYfbeFIB1VWYrLbCOs86+Y4S10ZSDsGNEc9ncxxaJqYdCMEXSJUJVhwihklIuBQp3zKJDNA1RAGk/lQ9Idx71KUEoV21cluhv8wFu7K9xMGnd/uOU9mZShb5V57wsWxFn6ZOKnSkQKu7W0I6ZSVrJC+csYlW8EAbTgssa87IPM/BNoUJ11OeCEtnw+ahlNDkaKgwqVpjWrvqjlYTa+o6MmbV886TmK6560cdKKY1x3JrahvvKHxMAtNuHNgKj+3wUBa70K0oqrOkyXVp/VVXBJmOHqwr+pomZhlYAnxqnoo8YKdeF/hmjYQlJE7muFpwpCYCmGuUkct3ozK10W8D6KljCdZCWVSIA7GBRtD6DFLv5h64Jsr/CwCfJlrQi4TpNYZkqDe3Gok647pXZGX5un2NV35g/xXdXNwAA91b72HR8L6hRonSGbXvTLihH5mWPRjquG7jad9pNQ+atBSBdvxhhYUm6ZRFyB8SIUFEnnXKd3cnFDJWphOuAeK/vZONe4j2AuY3ccaSxsXpYIZixCSAoZMoziXIVTZRE0l4xxhum8G05IYiBOeBkVaJ9iRt/fbHGfsPVZ6+QMZawSarG+oy/J1oKJlawse2mBHRahfQKCgMIHduSGrP5KnZTKMxLfkA2cgxcNilHdIrP1eeCXuY66aqUnSqgNF8YpQVan5k7FtCuv7SmaEhoEJ9lKqpFUt5LzfZMZVE4bk7VH8Ybs5GAch0ghAmPA260P3lKskATtYD5EFwndtenYyqtuGdkZGRkPIsXK83NyMjIyMjIyMjI+KjxceYoPm/fz8sOlTJmhlZl+Iz2eBJP3zhAe5Mn4J7+TIHt53lC5y98+RSvTk4BAFM54KvTuwCAjanxzsCu67/53/1r+LX/gI3czfkFqOGJvtfafwajknfQMj4+PG88JNm4O8sv6vghMsJevbyzrUCwEqfnz5aR8K7jNizvbG8NIP37Kjq8Mvhhg2rzPF1GRkZGRkZGRkZGRkbGC8ULNitiQwRdE7STk9FE4eWDCwBsuKOu89/Go5ZQTqI1qLjcdWWQ84iNDNlyLKl1f7VLYNzzEl8LbNzxTZwUSI0afN5c0SEY6JCxO2YLIR5R2GByVJQazRHLzDYXDVYuH+875XW0C5YffX76FH9m/hgA8MrkDL3Ti52Pk9Atggw67eRKRuBJyzNmTzZs/LHe1rDGOyBYSCfLGwcZsuXEGKVNIpEdw8YsM85xdaZEIp637QG48zYF7WSx2SBRi7MpJhh1IObBzon7GsBwYIADnt0zbRFMWYpNzIdLpUpaJPl/qXy2jOYqzRPCMHC/vLffQEx5R96EYjIZsDdlCVu92OBkwgYfm2UD43L45EbsZicm50jJefrsQEquu5FAUfGYmpQjDiu+7q9OTvHq5AwAcFRsIJwua+rcSfZEiwPJsuuliTmjKz1B5wJpHwwHuNdx7uz7mwOcbLjto5Yhi28cY/CpMSLkL6pBxOveRWmemWosGpbULcoeynW4N1nqVBmka0NRQEmXXStsuNZ0yZwjOuTEfuENfd9hJ383NbeKcufYv5bAxjCfRXUu8ZjWVTTQoYnGy8dsQiPIYnRyxdGIsKwNBRlj25XQGx4jYn0115kSUI7rbCIDTsc3TJy89ONf9jH/krSNBlIaIXMRQDDfqZsRVPMXtheTwHV/dHob7T638eXmPLyS8Mb8CVqnfV87eT0ASLIhd7fTBR70+wCAp2vmuk1bwTiuIwDk5Ki6r1iSDHB26hjbu3OuidmYl+aC7E7WqJ+lNUUci0DCcak0NzH88fsjQ9C14+BDA5pxA8ymQHHuXkNY0Y45nudMe4nr0tcmPNfVjyW6jg2g7u5NId3+i5L/XUx7HE2Zf45nW5xMmS/WF5NdrrtqNnrHYCfK5OHuRX/OXko9LQccVsxfrzRn+OLsEa+XPUr3Zc9vM9FjSsw5W1tDOwLYmApbww+KB+MB7juue29zgJMtX/dBySDJVipmkBotoQbXsDG+ZiFaEfrLTjXmCdcZd5Ke63yGLQAMY4FRxOdhfH0gPnh2Xj24bDDk+8gkXZm+wmGTZXGJ6z6LPJeRkZHxYyJXRDMyMjIyMjIyMjIyMjJeKPIfohkZGRkZGRkZGRkZGRkvFC/crMgKgq4BPWHJymK/xUszluaORuLcuSeagoIz48VyGiRHNAhILykztJP16UEakFvnvCijHNXqZHtCyJPz8iuYRJZpAROkWknOpBZBmqtGidmEJUHycIvKuZCuuxrfPHsFAPBNehl1zTKnedOjcQ6mhTDYukzHi+0E21Ud9h9yJxMpj5x5J00DNbjcwPMCxSY65cZMz6Q/CBgXTuZkbcyrvOQA6F1rd2RJSROsvRQ26PpNzXilapL+nGtAcf8XJwWK1m0v4vam2D2/6GYbJdGmssE9sdgSitb1RV/AD10vl1tNG6wPWA5bNQqlk7EVlcZYO7fNgQDXFs4uTbMtEc8/OOgCarLbDwDQqwK9C+lbqga163gNwpT4Op0plpxtRYUTPQ/rLtwOBVksJEuJz8cpBKLbpJdp9n0RJMNayTDurBIsUwNYdumzIcfEEZNYBulRhDA+14dJ3h7v1H1tFDuyRy/fFEPMPxQDIBR/QYyIbpMaz7hN+3377Z8ZX9qmkbqfHRBgJUE3gJ7zCR8cbPDqnGXc2hLOB5ZU9qrA457HyGo9gQ5cR5Ah45h2+ilczhEhm5dffUiyMz1EXG9lIml197zQgPE5r0DI67RaBD8EJSUWc74BiyODwklmL9oG//f56+FQKdfVbhsiG/JrLzYT9BuW6lpFgSfCyUkL6WT3JAxU56SmZwnXjTGDWGjsuDC72w5UImR3XkbgusQR1RKiTDdxOw1O1SWg5u61hjpx5J1qwMnky9PYRiuA0W1vSuwQSNh1+myqbJAMF1sB6XmqK+DDXN3bG3g6n+Bsn2/MuhmCY2xRK4w+27OPetGiA2QXXcnD/aoQnqV255yjPLtVJQbHdRdqgnkS+OyluafKjV1qoB3BnKkZOtdJkkzgtws1Ca8EjEaid87h41jEsaYkjBsXViXPQ0UQvXPAH9N8aIvSOfQKMnF23S0UIhKOtQjyXkrHkUoyTfuYay0HgFKu8/dd6kdCSZ+aKHfmZ4n/gD5eI52MjIyMn1DkimhGRkZGRkZGRkZGRkbGC0X+QzQjIyMjIyMjIyMjIyPjheKFu+bagmAqJ2kCcDhtg4viD5ZHeHrGboHGEMwmuuOWQ+KqmsgoxRClZjsOnyHsOso3LdkgXzUSweVVO6mOqRCCz8UYw9FBiZMkxTweMwpcLFled3SwwSt7LLvbqgoPsAcAWF1MMF6w7HZt5rF9IspOaUxs90oDuBD30slxy0oF2e+gZJCrwcTvUSJRSyWSpoz9ZUV0mJQDRUdAShwjrY0ulJemKaIsycnJBgoSMpv2S1FEmdMYZdi6sUGKRooSh+LYFlMCtnTnf9ShabgPurZCv2JJHw0CxdJJtPw+VgLKOTMOtkbXRDmWd5UlTTsuiGloeercmo6jOHaiuk4Kg8HZYL7XHmJIXEC93PWiZ1dRbQRGzTts+wraLRNZ1FW01fRytXZbQ6/duG+jBSgpQKSuyH44KoJT+O5IXodrCIHyhdBh/8a1W1zWw5pkHPl+0VHiSWZXshy2Se9Hgx0X0lQ2H6RsNkpxraBnJOKfJVjJryGkXNc6feXdiyOcXrCOVI0S1juBtwKF57RUJq6jy/Vl12I/vlPJKBD72RQ2cJ1q+N+iojCerLWJK3ZyMYQNMsaxLXHhxtDR/gYvL9j9dzPWeLBizl6fTzGe87jf6EV06xbJOBopNr20sLUbozMvNR1Rl7zcjyVGJ+Mlvct1fjyRSqS50ZyXD+udcpNtvGTanXiUVKZfTB3VvSyzJ8htfAZ53tE2ch2p+OqBnljY0l+A5Py14zsApjawjqeaww6Ve52g60sMa3ferUSx9nJU120XEto5ybZUhz7kNiRcd+l1lauw4+brfxu4pCLdONfjjTqK7vU6um5vR/580BKDk9r2YxHdj8miLGID/K63myZwHQ1ix8VeprzjnzsDBcksmdj28RqB3IVMZbiDcvdU0hHWUuA6mPTZEK9pKvdGynU7y/FVFcLlbZ7lQIvP6CsIP+lIcxbTdT7zU1DIRyQp43JVgir3isFsArPvXrO4PsWw5+6BBUHN3GtcU2DYd6/f7LvBVRnAvT4wfxv43G/xIDp99xinF47M+h7faNlZHFrDav7uDfs7OxGNdnzOewgZf/qQjuXnLYd1Hy7z1Jqrl3fwY+TX5opoRkZGRkZGRkZGRkZGxgvFC62IWnIGDRIgV/XajiW+/fQmAOD83h5KlzkpAcg0E0/EfcSKDe1Ur3ZMUMLsamJGhKTylWZlCm+gQ2HWOc3NtAJhxhUEkJuON0rAnvHM1SmA67M1AODO9AJ3pmzA9ORwjicuK+3kYoaxdSULJYCCGyz3FSZTnuqtC415zcuTYgxtWLoKW9vPwsSGmRoo1zE2yQUtKM7o6ipWfk1pQeSrLTbkElqKlT+ukiR9Q/HfmLUZu7B0Ga3FlsI+ZE+hmjzsG5ipd+GwgDObKLaJKY6Js/2mI+jGzSLOCzQLNkg5mHQYD2Ku7OlTrsLAVQ1FJ8I5F1sCVq4BSbal0On1vVRBDyccs/3YTMQv2zAGJsUYzH/WqsbjDVe6l9sGanR5kN5sQwtYbyykdx1Lev9jZeJniiDXMpxHOtPuz0OOse2piRBsck6GQi4fABj3ga+EmsvhnVdMlqUVgOdl4FlxqdqyU6lLtvMVXFCSTeuqGs/Z908yAtcVFqLkjlj1NR5e8LhtH8whXaVLYrcK7ccfWYRrTunYEdgxlglcp9LxmmyT9q/3uCriWLGULIu4vRA2xhH3AuaUFQenlnDDcd3rixO8POPq6KODRbgXzpdTjJ1rzChgJ85M5lCjmfCArcsRey7/cVbyOmMJ64GP0w0lV2UB6KkJjU+5ToyxOsq5xpHrROhH2jE08pU/Ya7mutSsKNxnCqiWbt2GVT18zMh7476BmXkSMkDn7uOVjKZfKrZFtjJUTMZZgf0Zc921+Qb6kA+86iucnc7dcV2F7xLXkYkZwJQoGwKnymRMJcZsELsV0cB7wkK6fq8SNUWny3B91239DNcZJaL5lN69qVs/SIvE9E4JSMfTsksMfzRdqe6RXZJ9ayx0TeFYXrEkyD7DbepKonfwbUln/AnxnkmW091Yu5s3vWvSFo9v0kPnimhGRkbGM8gV0YyMjIyMjIyMjIyMjIwXivyHaEZGRkZGRkZGRkZGRsYLxQdKc4noFQC/AeAmWFzyq9ba/5aIjgD8FoDXAdwF8EvW2rMP2Bl0JVg+5aQ/ZxczKCfhKtYyGNhYARgvs5oCtvL6HAuqYm7azElaiSz6kfejlMRwxlJWkUhAIa6WoHnoJq4TKkq1TGUhfEamjcYIJDW0k1/hosIP6mNevga8Pj8FAHz14D2Uh6wz6m6XwaxkqSZBMlQkuh5lRTCHuOgn7t8GFxteHrZVlMhOFYxymYM6hplpTSDp2x5lt6axsE4OrBWhvHAv5NsopbUKoRPsJVmSj0Tz8j9TJEYSKjH2kSzJBQC60cP7R5hNGaTX5ZqulMLJFkEyDNR44uVt8xHXDlcAWKZb3uSdtgMfdBgLGCdLG9YVxIXLWh2ivDWVX5kSGGfPGmKQudqsyFQWE5eReFC1uN2w9LoQBgVdBwDs1x02zrjDm2ZIYYJUzFpC6bIV27HEpudtm2rEumM5Yt8XGAUvmyY2JJWriTEakcieoFLjFi//KmyQdjdSYeszBfEshLDxXoieIbvXny6ZmYjUxCjmJVLQ3cY+TXP20vUgNm75Ycq5F4mPg+tMBVg3Lk/O5iEPuVyJyHWJcZopEc1nChO5rlKYOOMukXDdMBTQSx5Hok24DtiRQMf72BuHRfctMcb7X9dRlmktoXCyYi0s7MDHMWcVvl9d4y9cB16fMdf9/OG7EIf83d6kWbsxOzKVTo5WoHN86LnurJtguWHuHroS5Hl3omF8nmQiqSVL0F4NWkdTJj010O481CBQOnMz2SZcJxLjouiFtCPH9NLVVOKfcoQpgeHAyY6v9fCb63WB8sJLc2Nfp+O/UIB0ryqMqsEjZ9xT7ve4fsDS54NJh+qGe344ruvHAspJYIdVDek4VfQxR5gSQytTAaN/JUP/EK5zcmNTW0xqHmvHzQY3GuZdCYPGBY9eNBP03gzI3dyXuc4/Jwct0bnxWkoTOLvrSwye66ZJQ3SUoos+8reYxlcr5JA8PwqDWvLNVAkVck8r5z7UUxHaIkT83QNX/A4AXDJuQsJ1RcJ1JppOXZbcXsl1GRkZGRlX4sP8CqgA/KfW2p8G8OcA/IdE9NMA/haAr1tr3wTwdfdzRkZGxk8qMtdlZGRkZGRkZLwgfOAfotbaB9bab7rlFYBvA7gD4K8D+HW32a8D+Lc/rkZmZGRkfNzIXJeRkZGRkZGR8eLwJ3LNJaLXAXwVwP8D4Ka19oH76CFYzvZD4eV9lhCcRNUogvxKLTS76gEQE4XJlJ0U96ctjidbAAjSIIAlQT4jbAgaKnb3uz/hHM+zpwvYlZMQqURSVZvoxOukN5xz6c5VUcwAKy3ISS2NijafRalQXed2tasao3MRfP9iHw9dtt5e0+PahGVWx/UGE9f+WdHjdODsqZN+gQcrbm83Fmi3LFfyWXEYBeeLAqBURtlFN0bZU8hB81lrgHcpdvI2YUGN125ZjEF3KiD7KFG7ClZiJ+sTcLJfJ4WzkvsPAMxMh1xAzoPlL8iVBHknxwK7Tsi+33XisKqA8qlzhDwt8NBJEGmiUDiZbFXx+UzqAdOKd673CNtj3na7rTG678m1gOxizl6QpSUSqstZb9qfX20wq3k8zooBNyqWq90uz3CzZDvNa8UyfK9yOtqFbNFQHLMbl3U62gIP1b5blrjXHwIAvru6gbebI14/xttTjTJIj8de8pgAoEaKMrYuSvNQmJAjKsgE+ZxKJJIeRIlcLY1Tu5zxmUo9E3kjJQ7TQYr2jFwt7j9mivJ/lw18Pw34yLgOgO25sywQ+lDNTXjdgCYakxnftMfzLW5MeWw1UkFcoe0bTBEkkMuhwZMFu3KfJlxHiqJDbmXitXPyVj2JmaM7ct7SBBmjMdGNtJkM0C73tl/XGAc+zjtnh7h3weN40fSh7TeadZBGTuSA85Glt0/bOR6t2Xm1G0p0Wyf3Hbw2mIJdOhWx3RhFyOssOgo8kjwOYAuC8uOYuF+58Roj/HsDAugSSWVqZJ1Kcx28RFM3CdeJyHV2plBMVegvs+bjFEsZXzFIHGkBhBy2VBpLCqg8150VuL/H8mSaRa6r3b+TekAzd2R/sA5S1+V6gvHCc52MmZs6ypF3cjEv3d/ecdg2kesOqhZ3alah3ywu8IXpQwDATMSHjOe3hWghk/Hqua6zJc41j9HelHh/YK57a3kT7zS83KdcpwSM5garLnIdaeLMbQAyGQNIHM1lwmvBKRw2jGOi5PmZnP+OQ7VBknWc9FH6SkK6vbWwiVOu57o0e9l/P+NjBqU39AfYFBNBLlxufd8DLqOTJhOIuct4fuU6vvcf8dj81V/8DbzinvFbU+DE8O9vD9UBvt2+BAD4w4uX8O7FAQBguZpCr+LvPvUpt+3oD3lczu8rVI+ZL3H/McyKl7VO7eaz1fKnFnTFDW3t89d/HMf/jIyPD/12FhHNAfwvAP5ja+0y/cxae/lX1vR7v0JEv0dEv6e6zY/V2IyMjIyPG5nrMjIyMjIyMjI+fnyoP0SJqAT/YvY/WWv/nlv9iIhuu89vA3h81Xettb9qrf2atfZrRTP7KNqckZGR8bEgc11GRkZGRkZGxovBh3HNJQB/B8C3rbX/dfLRbwP4ZQB/2/37Dz7waAQYSTCVZdkVAFFYHO5z9WBe9/j84gQA8LnpU9ROd1om+pYzNcPDnmWsD9p9LHuWMG3HMkgRrSXMnbRoO+/RO4mrIQqSQtQmyBG9XM0atw2cnMdtaqVF4dprjQgB3iiBvWnHbZ/0WNRRrrTsuF0PzvZw/4SlayQsu/YBKAqNvncuv0MBu73iUrhjUmUwWfBxCmnQdiz3GNPvUNQ47shLU7dTacO5gggonQSvTqWTtCuvTBwAvaTSS/pgo6uknhtYJ/stZyNLiAGoiwaiddIqA1j3XVXbIBlOHQpTB9vU7VMMhMK5UGIpoUuWoG0mvPF2qqD3OBC+KjSOZiyZXjQ9LiaN27YJrqVyE3cuVOKOmfafiU6SVBvMKh5TLHXl4462wL7kYx0Xa5RwDpfuRCUstJOIjZB4onjszkQf5G3neorayRjT8HVrEeS4WgnnFsr97uW4pCm4ryZDACQtKnfBaqFhnKukcidaCh2lu8J+4JQUpQ6QqaTxhy2H78YQ+502Itn+U4CPg+tsaYOsXlYGizmP0YNpG7ju1ckpFpLvb895APB0XODRwOPl/nYf585ZNuU6AFgErhvQ9XEgW3d/o47begdfYwHhOt8gkStKC+l4x1gK489awuGCx7mdt5iU0cH3vOX76+HZAg8c1wlpIGUcX4Pnur6A9U7jKU95OW6jMZ3zfSGFwda9pqCe50x6WblMcQP/+geEDVyna4CMl05SVDZdHt9+vMp4vCDTnWmgcW7GjQqHNssSchu5ziTH9NfCymTfSdvT9WIkFM4JFysJXTEJrR3X0VRh7rhuWo04dlw3rUacN26MTGuY5bNcRzrKhMnEY4K4nQBAtY7XFxYyuVB7go97JNdBhuv5rSKNwe18hMTWSXMFGTTEY3QkicaNcZPc/NYStPZcJ2F1dEj2XAcVuQ42nocoDRrHbwWZ8PrL4OS9UpjoYi7jc3+He2x8FSftF0o4bUfJ/bxXDy5/dpX0OyMjIyMj4MO8I/oXAPz7AL5FRH/g1v0X4F/K/i4R/U0A7wD4pY+niRkZGRkvBJnrMjIyMjIyMjJeED7wD1Fr7Tfw/LrFX/6THtAUgK0spgue9Z43PX7u2j0AwJdmD/B69RQA8PnyKVauHPX94Qa+37M/yPc31/Huig0OTtbTYJphLMVZVAIOXJVVShMMeixkmA0VtQ4ZeYOvEugCwk29W51kvwmLouBtjaFQER2HAudrnoG+dbDCT+09AQAclxuUrhr13fUNPNhyVeNkMw1GRENfhOpEUWrI4zG0d+JMd3wFrilG7FVcMVkODe5ZZ3JTGjgPCJhSQPDm0E2smOmJDZVKajRs6y75ZZMK1xYygE2z6DzSCpfPdRvZOIR/EGFGe1SCzVIAFFsRKgNqX4drUc+G0KdVoVC66gmRhTbcv9YSBsWz2m1bYdy6zNQ2GoEIV4GwqsQqVDcIqyn3c13FikVRK4wudFAbgHSSoyrSDnF9gVjVIBkNfyRZbF354Om4CNmwv29fx+gqjivlrrOW2Iy+qiOw6nm5KdROBX905/z0Yo5h7cqwg4iVzyGZsU+qoHKg3XxDX7URFo3LEZ3IIVRw/b/nwxSVjP1PaZXgeYZVSSUzFFIoWX5OleCZceQrDOmOPgX4SLmOWDlgaovZPt+7B9MWXz5iz6Ofnb+P1yvmi1eK88B1d8fr+F7HXPfW+ibecVx3tp5COTM0rUXgDlEYHO5xRUxKA5rwwLAogqJCNipUJwfrxpaOVSeipFojLcoymu8oV1Xq2xLnbqNbB0t86eARAOBmtQyVrctc17XOiMiIYNBT1ArCmdAVhcHUG4A5rltUPeYFPxtO+yne02z8oaoCauGaXkdzNTFGQxg1AYw3KKoMkFSHPUxlA0+Rwm518opKZeC6HiiCCYWEcftQvQA5xU3RUeCL8UCHa1FPx9CnpdQhp/UyfNZm15UYN86Y7Squ0yVW7vhrAs5df9aVCqY9Ra0wumxOo5N80ZTrTMwmtiJWbYWMJoAAsNJc8X46zkM2bG9KjK4SunFc1+kCa8d1o5EhZ7QQ0QALiJXK09UM3cqVYROug0qyQxVBuueaGGjH/Cd67e1ynTcpghvqqpeoi9j/IZs25bq09Jmst3Spcu0XKPEkSSvoSX4rEJU2l7kxIyMjI4PxKYmSz8jIyMjIyMjIyMjIyPjTgvyHaEZGRkZGRkZGRkZGO5/f9AAAIABJREFURsYLxZ8oR/THhSUnASos9qdsevDa4gx7BUvXHg97eDqy/uqPxR2cjKw7/fbyVsiqa7sS2knUrEk1ZdGIAxa4WHHGk5QG5YRlO0qaHTnsbMISMG8g1FnAbHnfQSYEAMJGBQ+xdAngnM/eSXPvaxHyQn9q+hj/0uQuAOCvLv6/sJvHeoH7I0vtTtUcayfvnMohSKHWug7yp6Xifbe6xFaxDmk91GF/5WyAKlz2XC1C7qiZUJDGmtqEPL2i1JxBCQCagqQM4GsCsNzJZ7WR2DXwCN3rs+8MUPApo1gTTOWMTaQI+ZvjgQH2uf8P9rconRxXkA0yWSniclMq7DU8Nl6dn+G1CRu6jFbirTVLFt9ZHuLJmcv/Sgyb/HU0mwLDmq9/X1zSRPkfRWK6lJq1AEGmKpIsRgBQJv6wdVLKp/0cd9ec+3neNuhcpp9ScYx6Kbe1qY4VURopLKw3wBoFqHf90iYStTEup/l0st81wYjnFFGShiHe5/A8jRglcrV0k+hhFaVoqdQ22d6K+BnRpe/uZPHFfX/aDIs+Klh4uaPBgeO61/dOI9eNezhTzG9/SBoPBua37yxv7HCdGp6V0ltDQT6ulcA5eKwXpUbpzHOUjF+o6xHTmu/BjZPotrYJWaRk6coMTSEs3LCBbiU6l5H5/ihx3PCrD1+e3cNXmncAAP/WnoJ2O3iiF3g4sqz2VM/Qu4FZkg7mNltTBVm758LBFFg5eed2rMI9XU5HqNLdU7WAary8VgS+SrlOFgYq3FORD4GE6yo+dz7BeN5XGcwIBcgLXi5XBOPbImP+5rhvgIPIdU0Vjad0wh0+07IqFPZrHg+vzM7wUs0HMCB8d30DAPD2xTGennPuqvGvVVDkKNsmXJdmTBPCvWilhSkdN+/kaNodqWsYAzYaCRnQh+Y6o0WQLKfnCRufzSQsrON6DAKic1mfQ8JvIxtJAcxzMSs7thXEr1cAgALC87MkDd/rfp34Yfr/5HWO0NyUx+wlvrLxaymVXkWrqfQ3K3MzMjIyrsYL/UM0IyMjIyMjIyPj0wkiugtgBZ6eUdbar32yLfoQEDwZIpoaNOMJPrPkCGg7KpBw71lPp7CfuwMAeOtv7OO//2t/BwBwp1jiupukOzfAe87d/hvrL+DBb/wlAMB/9Z/8qzBnZ7xPYxFefE9hH+E6+P356x+i2fqDN8n4tMI+Z3rpeetf1PF/ApH/EM3IyMjIyMjIyPD4V6y1Tz/pRmRkZHz28cL/EPV5aYNz1Lu/2cfbF8cAgPP1JMh5tBZBumh6CXiZlUWUWaWuf4WNMisgOCOaKsnQU1HKq6RF72StPisPMpUtJXIbTTvSqtI7sZKMTrGbEu8uWXZ7WLVonK3pK9UJbjlN1xvlCe4U5wCAzhY40Sy5eqL28P7AkqeTcYZ7W5a0PVix/HTb1eE4QtjggFkUBsrLlUaKktoxyV6ro5S4KDXsnIVLepDRKXeMDsFWJtmZBjG3DVGmm8o/g5xKx+8ZaVmSC6C6ucViGjVV69Y5LG4rWC8TNghSQxQWcsYHHW5I7BUsazwuN/iF/bsAgNemp3hvj/v6/TX3lbEUnBHP2wYXS54V1dsiSpA1kvO0MC6Xz0uKPbwUzCjsOEx6t8fRyJBte7u5wKOOr9NYyTB+Z80Q9qe9wykBhXOqtZaw7lzOXpKXqIUME10a0R3UJNovUizVBZxTbiol9Oq9ZN1oZZB7n/Sz0F++rdbunv+Oq2287WDTN8qvyl9MJbiXsvTCakExc48+45I1AmAJrXNDvbs8wlunLLlct3W4zkaL4IhrB/F8rkvkzUEiKCyUl+mWMkqsVbxYPVVhWXtZpMCOXjpcQ01hG2tTrrPQGyfF3BaB6/6ouRP2/UrCb58vTnHH8d7GloHrTvUc7/TXAACP+j28t+H79/GaP2/7KvCxlNFtlSWdri8GARq8ay7FdwYucR3NnVt3XwAbvgY0YpfrvCs2UVDhp+Pc30+peyrpxJ26shiP+IPyWhte9wCAcy+Z3ZawQ3wlIkjbC4tHjo/7GwXmh/zdO/U5fuHgB9yn0zO8s8/PhvtrlmwbSygdj1y0DZbuNRS9SbmOYk52YaFnXsd6iev85U23NxQcb1OuOyi3mJV8nXpVBN5IJch+HZEN7sDaEPoxPjRCpqyUML4jESXWAoD1jtsqynRNHMZ8rOQ6eSnxaGVw8Q1cBwoy9B2uIxuJMlm2hCBJt6kjLu8sPajb6Oo27XCd+zkjIyMjYxfZrCgjIyMjIyMjIwPgP63/dyL6fSL6lU+6MRkZGZ9tvNiKKIFNE4TFpuPpzbPlFMbNFtsuyX1L87jSsongahYAoLCxYlXandlKSiuh28Tww8/6asLQ8yytSTL5fAXV6FhhBBDz2QqNylXe5NRCHPD6TV/h1nwFADiqNni351ns312+hsFVo27UqzC7PJEjTp0Z0/vbA7x3zpWBti8xdNwum5gJidp9b9Ghdpl0m64Kxg+kBGTrjB/iBDU0gMJt31Qj5m7Gvh8LtDVfg3FdBYOcnUw0DQh3EWxiXKQmzuyjtrDOlMhKy9l9AESlcehyXGfViI0ztTg7m8OuXbbcWu5eLySHX/E4uLu5gadr7qPDaYs39zl3sRAateRzOmo4Q3GvavFycx72d664SnB3fYSHrrK83jQwJlZ7fIXFahHNPwwF0yfqRcjWI0TDkd5INK6Tb5fnkIeuIkIanSsXT12o60J2KF1ZWUOE61+RwqORKxwXaoK7W1YFvLM6xNMLrjqoUUJ5g5Kkak2KwrXWBlcaaxBZFO6CGStCRcBXdbUVYUxLYSG8gYu0oeJNhqC94YemcLnIJBU5G24p/r6vyGrAW3ylRh6W/P/w2S6HEqCdQcx6yzmM56OMhjOpGVp6z1liQxmAua4IH0Sukza+HiL4fgN4PAcOtcQKDwBmFOjsbjlJlBqmcuZmJjGtSUypiiJmGhdzDXvAH2yHEi/N+f2rRdHh7Zbfhvqn52+EcXatXmMi+bslaTwZeEzf2x7g/pLfv9q0Ncb2EtcJC+kMh6bNgMKpP1Y6VoqpF5Ct4+zkJauU6yb1AOl4Sk0FNk3Cda3vI3fC4PslVdQED6Opq+o1NqprBIDSZ7RqHO4x1zWlwrbn41yczYAVX2u5EdiphaX3y5Lb8vbmJh6vuI9u7a3w+vyUD0Um3MdXcZ0gG54jb6+O8chx3WZbB64DEEyErKZdrnOqFBoojDUCQq6xsiJw3cvVKY5LPldzSBgtf9dz3VTEvGIAaMipbyCCMdeFmuD9jp91d5fHeOy4buhKVj7BqZn8sB8JxhkakU7UF8nvByzceJZMBhfiqY0IGdBCGJAbUza5v4yJ951IuHZHGXUpXzYUczVdTWV0uQJ71UafSvxFa+09IroB4P8gon9hrf1H6QbuD9RfAYDGmaVlZGRk/CjIFdGMjIyMjIyMjAxYa++5fx8D+PsAfuGKbX7VWvs1a+3XStSXP87IyMj40Mh/iGZkZGRkZGRk/CkHEc2IaOGXAfwVAH/4ybYqIyPjs4wXmyMqXHZbo0M+HADUM5b2qEqiKFlrpTVBOmnZpB6CROywabFXcvbajWaFOzXbaS9Eh86yzKs3Jd7pWOp4d30UZK/GUJB6VYWGcU3wRgql1NAL1s90SYbfZDrg0GUBakuonFHEftXh5oQlapIsfn5+FwDwxfo+VoYzQH/77Kv4f5+ydO276hqUk0YKsiGXkhLt4mzS49hJveYl98us7HFY8fFnRY+HHUvbvm+OMU6c8YOw0E4rZPsobRLzMezPZ9YBLFeiPd7odG+KswuWTqllBeulUCNFGTQQ9umNL+xUo5zydZlN+2BaMa8GSKeherDcw3rF0kS7KYKJkiltNHZItZ2p9BrA+pz7cX06xYMTlrKWlQp5pFLwcW4tZJCr3a4u8MXJfQDAz85qvH/IMul73UEwsDhpp1i23C5jaMckayAnF0yk3LCE3pnOnA9TXNTcrn3Z4tWKs04P5BaXUZIKfaETJ4s90eGlgsfuqZ7jRsXjaFYM+JYbF+uuRuu2N1KG/rckoJ11PGnayXr1mkIhDEqnW5wVfTDzOKq5jSfdDIXru0k5YuvMlbZ1EZw6NADhDDaMtd4hH+KSrDScVrJaqJh1yqF7bhMTvWWC0dhPjmTtQ8MKQDcAar1zf8sZ3yMEQLoxbMwu103dfXQ02eKg4ut1u1nidsXju6ExcN1oJd5p2fzn7fVxyCBNDW2IbJBpatfZpdQYF3xB+74MZknTyRByT7UlTEtuy3GzwbWaeUTA4hcW3wcAfLF+gCea5aC/ffpV/OHpbQDAW6fXwzEp5TpEZeps0qP2XFcN8TgVryuExvvOuO1tcxzyKrWw0O7RZRPzIbEYcS3sr49yTLIAdwuebmchl1NfRK5jOaaTppo4pv1rCHauULrn1Hzah9cjpuUYjvNoNcfGc10nE5MdC+vfOklzPOlqrvve2RR3G35+lZVC4caJv19f2hMJ153jS4Hr3sODY+6v99tDPOn5PJ/HdUqJkLlpISPXGQoZoWf9FFv3CgcK4LWajVRnIpoy+VcP5CWBqnBa1kaMGCvugBM9x+2KTawmcoS2PF7O5QS95OOYUbCxIDzXueuSSHPJJPJdYcKrGhM5QrnO3qv4eXfWTSMXViO2Lmu36yUMudeCKHKdLSyPK/dBKs0VV5j3saESnsFOtmj6qtGnGzcB/H1ifX4B4Dettf/bJ9ukjIyMzzJyfEtGRkZGRkZGxp9yWGvfBvBzn3Q7wovqNnE2BkDSzehQnNSlpoY4csWGgzm2d3gC5t1/g7f5d/787+JvHH8DADBagX+4/QIA4O2/91fx33z1z/Fhuh5W+5nRZFbBWtzG7wDImZ8ZGR8XsjQ3IyMjIyMjIyMjIyMj44XiE3DNBYpaoXaSr3nT40tHjwAA+2WLNxp2RtWg4Lr3+eox7hTOpVFoNMkMmU5yuqRbP1iL92csc/rHkz+DfyJ+CgCwUVWQ8EyLAZ1m+dGyd7KlRCNomh5bJ0+aViP2nKx11NHZt9MFHrUsk311doqFZEnbLbnFTzv58MHxP8GXpp8HADwY9oOba6+L0JaX6zN8vn7M28stjuSaz8dpj0YrcWJYUvpW9xLORz63vaZH5WRb3VBiU7NpgOoLWCcLu360xu0Z910hDJ60PFu4Hcsgu5uWI7YNL6tNGeViBmE/qVNq0Fb2AqOTCK6MwMZJqy6KSZD6qUFGueh8DPIkKeMOpbQQTnZWSBPOicgG2dv5egLlpLHdpkLr8xDd55u2Rqu4LbVUOKj5WlyrNiFDs9dFcFcshQlSN00xO5EbHaXJkDF/rnUuy6ftFD8QLJ17a3UTVaLX8g7Jvi2jlkGWqJPszv26w6QY3XdkPM9ugjOXCzhsKtDWSbnHmJlLiqJbaCr5IkQJoCWMJo7Vtdp1TS2lDmNZChOyaSFtuP4kaDcXLyj3kkxTA9giyd/z21yK6PO3FhnsuIZSItv9TMFxXdkoTGq+zgfzFp/fZxn3jWaF15uYF++dR9+oHuElye7bC2EC18mkk0bYMINoALw347H2f02+iG/INwAAnS5RuUFSSRW4bjPyOEhzkc2kQ+dyI6fliHnlnLV1EWTl67EO4/ilyRIz195bssebbhwfX/sGfn/+OgDg3f445DmOVgQH3dvVBT7nuO5YrnEg+D4tg8Mz4cTw+P/n7Ws4HXj5cNoGOex6UqOduPPo4iPs+uEaL80vws+e6wYtA9dNyhGVy0ZtizK4YhuLmL2cSsn9fdZKjIbPZ6ll4KszaaC9ZHhMXM7nIzB3+xA2vEJAhCQHWgf5dClNeP5crCdhn92mipmwTjrb9lW4jpPiZRy41zYOqjbc860ur+Q6BREyqWEpcp2KdsnWInJdN8V3BGfffmd9I/CUsRS4zmeO9roIYyS9rWflEDKeVeJgu+wbnLi8535dBzdjGilIYIWimGV9iSsCNyVcZyyh1UnQNZjrfLukMEHqDBmdqEkkr6EQhdd2yEaHajIxrxSIY0MAO466V3EdfRY5LiMjI+MjQK6IZmRkZGRkZGRkZGRkZLxQ5D9EMzIyMjIyMjIyMjIyMl4oXrhZkZFAXSu8ts+OoV9cPMJf2/8DAMCbZYsbcha2XRuWt06ogqRJWHdqWKvznprinjoEAHSmDHIxALjupLxTMaByElgvlwSARo6YFby9lzDdX+9B6WedHgctg4yxlBqNk5ldDBO8t2Q7xvN+gtJpdSQsXilZgleSxs807/H51Q8xOO2kgcDCydIWosOxcyEsEwnPQ81SsHvqEG917C74TncUZHb7VYdJwfs7Q3TE7BKXzMOmxY1mHc5zObAM+XQzxXLbhGONozcBsEGuBqTv7ceQby+/pF4AvZNirQsoFw4+Sgs4mVO5GHB8wMd/8+AJrle8fKc+D8eoxRhk2AdyGxwZN6bGiWZ92x9vX8Lba3YHfbKdhbZ7J82qUuEaLbsa757yuCgKvRPsXjmJWF2q4KBMJkpzrUWQWZGhKMuyCNLgXhU46WbhWNvOSaJHCe1ldE6+bA0BqctswTt/LPdCsDyQeDMYwDi5IXUCsk3C3L00V0cnR9KJ66wAtHf+FDZI/TaqDmNmPXJbC2GCm2sauk7SwHqJXmGjjNZGWRoJ7LjgBnmbQTxXGaVzZBEdf0Ui8dZR7vtZhJVA3Yx444gluF/ee4C/svgWAOALZYtrjuu0NTBeRkkScAHxu1w3wRPNrwF0pkQj+H5paMSBYGfdqeiDo/c2kWLPigGLwruc8v30eDPHqL1c0Qbe66gIctFaKkwdR571Uzxa83eftnNM5ODaq3Cn4HtZkMGX63sAgDeqx4HrJBksBHP5HvU4cvxZIhqAPNKVO88jfLe/CQB4p70G5SSX+1UbnE+BOGYHiuN8v+lwo2Z+MSBc9PzMON1Mcb6ZhO/61wYgLY9x/gLsGMfu5SlaGgg0OIfVtYTyMk4J2JLv6XIx4Pohy6o/t3eK2w3LhG9Uy/CaRUkaU8dvl7nuiWL34ZTrTtrI056jqnKX694ZmOuI4v1EhPD6S5NwHcDOuaEP/eqEo8iK+BqEKnDW83hc9TXWLfPHMBQwl7lOU2KJHZ8BJBKnYABCet4BTBu5TvSOX5JXD0glryTYXa4z/jmVcF2rK2zc2PfPukrqIAfe4Tphw/5Ylut+0DZwoD8u4F5P8eekEbY32PHOCbjMdRkZGRkZzyJXRDMyMjIyMjIyMjIyMjJeKF5sjijxLGEpNT4344rhl6f3MKMxbHOmeXa/swZPnBnCqS5wd+QZ4veHIzzsuQp5v93DxcAz3cZSMGQQsPjK0fsA2BzBVwc2YwWheIpyWgzYd4ZCftZfaYH1lmd8rRFh5rgr4ozq0WSLW80qfM/PTG/HEm+teCa/NyVGVw6SZDFxldrjchMqGYJMqKD2psRKO8MkEC4Un5PPC33SzrHquV37TYfjhrPyjutNyMW0lkJ10BrBs9MOi4LPcyG7UNXqdYGHFzwD37VVMCUCAXAz/JYIxsaKnIepnw1NI0WhMgYCijmf51deeR+/eMiZg19p3sWRy9psSKOz0WBC+5xLMeDIWbRLEDTYyOrp9Dv4/j7P/N8dr+Pdns2CngxcpVGJMc+Ddg8PzJ5bL0K11xoKJiN7Uodc1U6VuEhyROGqJLa0OyYUxvUpkQ1jbVaN2LgqQTrbDpFUA0RcL3zfGoRrRMJGoxMlAJehF6oLz3R2nMnnmyouhkxFYcO1Xqp6x2QEYHWATAxipM9cLA20r3AgGhEBztDEf+BX62gsQoogBp/dmFRbzG7OXiiCykv7+gzhKq77UnMfC8cFErTDdeeuav9Iz/HuyLm37w/HeL/nMX9/ux8UHalhSi0Vfnafq5BbU4Uq0Hqo0Uvmz0oqHLo8Uq/m6McCm7YKjfWqASE1jMtSvjFb41azDN/zXLcZKnx7eQsAV6DGxNFqLrnCd1huUTuuK0nvcF1nYgbqmTNvS7nOGyfNywGHDbd7v+qCOY42IlQHjRE7aQszV/ldyC5kQve6wOMl80TflQnXWaBy9yMEjHb3rIrGNbZ2/8qoDqAxqkOstCgXfE1/9uV7+ItH3wPAXHddbtz5mx2uC88SoXAg+JwEBHr7kPtg9h3cPeA4ipTrTkdfQY/X/73NIR6umMf7scA4xEd64LqmD1y3HStcuEzRcZSB61DYWLWzuwkWvr2V1LGamnKTV2HIRB0hbKgeWrNbKdXDs1xHmkK58xk68MPrOVVFIgvlxuBGV6G9Hr0qgvrDWArLorDQ/voLiueUGlelDdKRA8VISW5qwnU2qYLSJa7LyMjIyHgGH/iHKBH9jwD+TQCPrbV/1q07AvBbAF4HcBfAL1lrzz6+ZmZkZGR8vMhcl5GRkfER43mWwWkWqCDATUATxWUAoNL9mloUQXtuN1vQnCdmzGu3cO8XuTix/CkD6ybKF9/lfXzrN38G/9kf82SNaTvA5YW+bv4ZzKXM0IyMjBePDyPN/TUA//qldX8LwNettW8C+Lr7OSMjI+MnGb+GzHUZGRkZGRkZGS8EH1gRtdb+IyJ6/dLqvw7gL7nlXwfwDwH85x/mgFayXPJ8ZEnWH2xexT9dcs7nUtXBTGU1NtiOLOEaVIGtyzUbRwnrcxlVIkE1tKPpeeDkSoumRzvETMcUZupkNk5Lkxo6qF4CTi5ppMSmZv3hQdPileYUAHCtWKHb532/2x8HcyNBFm+dvQwAuHe2H+RSRDbIN0mYIEUyNpElkQ3SIemMbYQw2JuytOrNvSd4ueaCzGglVi6rTwoTZFPGRJlRKTWulSwlfrN+hK9NfwAA+P7sBr45fw0A8Eent4IhxjgUoY16EFFuqqPsSixcJt90COY/RBaNy/mbliPe3OM82L+w913ccmYmg5X4496ZLg3X8GDgWcyLcRIMJvbLDjdrlgN+rn6C1yvez4wG3HD5qreKFX6+uQsA2NhoyjI6+dvKTPBw5H0/VQs8HVmWt1E1aqcjncghyFSfDHO8i6NwLVTjJIAWIWcPlvNOAZaovTzjc3p9coL7h3ysMtGfelliIUyUY8NGiaItsA45ixL3W97Hu8tDnJxye01XQAs3pgYKcrFUJk3CBtmrpSiBJbI7+aaF+8Dnq573E2gvHxcmjP2qUlBu/OlCwCZ5rSHPUCU3miTYK+TbpBHy/4TGjukRXVZ2f0omoj9yrhPMOU+dfPx3zE/h6+c/DYBzHj3XbVQVshg3Q4nO8ZVSMtzHapS7BlheJiot3nMyzmk9hO+OSdalNmInIxkAyiJeLNUXsE4uqaXEtnKfzYDXG5YVv7Q4w/k+c/a7/XG414wlvHV+BwDw/ulBNAJK8AzXOaQSShGyNQ2OZizHfXPvCV5ypmZbU2Hl+kuQjVyXSChrqXC74u3frB9GrpvfwDeXV3Nd2I8FrBvXViBIVmmPZbfTWeQ6ACHreFH3+MIe56L++b3v4U7B3DxYiW/1LwF4lut6zdf6oGpxs2Kue61+GgzuFqLDrYI5+1axwleadwAAnctsljDQbg75/HCKh4qv/9NxgccjP/dSrpsVfej3R/0C7xHLvXUiydYW4XkHCzjaQVMofH7BZlu36iVOjue4jKu4riQdTAC3pgrZnr0p8bjnfdy9OIpcJwuQl+z2xFUxuOehH+sC8TmZmspR5DdtKfCe57rl0ITcXClMMOOq6hHK3yNa7Ehzre+LVIIs4nMacSiANOLrCYkx2+XM5M/iKwgZGRkZPy5+VLOim9baB275IYCbz9uQiH6FiH6PiH5Pbzc/4uEyMjIyPhFkrsvIyMjIyMjI+BjwY7vmWmuTOcArP/9Va+3XrLVfk9PZ8zbLyMjI+FQjc11GRkZGRkZGxkeHH9U19xER3bbWPiCi2wAe/0m+PI4FvnXCEs2L9QTD1uV79jI68CkB6zU5wjkVwrnW+dUGUe5yycVvNbBEaSXnoK2Ti4mYkblpJnjY8DaFk8CqUUZpWS+jSyix2yIArCY17vUshbpWrEJuns8KBYCVaXDDSa6+Nb2Dxy0fZztWGPSz7omV1Nhzrobzsg+Zf9crlmcdlhtcd1KtI7nG1rBE7Xv9TVQucG1R9egmLueyMMEpdloMGL3bpBUQTsL0SnkCsFElaqnw9oqdGR8s97B1zsHcUNcFI4FcZ9tplP3uT7jdx80muA/vFX3IGfzm+jU86n8GAPDu6hCnG5b3bdc1bOf6+rJDoZPAytmIpmGp12LS4c0DlunerFe4VrJM10td9+U2ZMceiC1uuQy/knSQEWoQRst9cU8d4nsdF7fOxymkd1ymxPYwlUAaCk6SvSqCc6Ukg9ecVNvL0i6jvmK9hIEueR5oa6ogoxtMgYs1uyYPXRHluGPMDk13RyY6NhIQppb6rgxu0dNiwPkQcxT9eYpES1s72aEqBQonOxzHKF0EYv6iMUW8ZjZKcMkAwrtgKsANgR3J7o6rpD+HT4k09zn40biOAAjOW/znj1miud40GNdOSp6O+ZTHEJ05U+dOMkmeYbLeFBZLJ/1dAqD2Wa5bN1M8rPlmL0q+GCnX2U4GfrXSBq5b9k2QlL5cneArzbsAgJ9u7kG6QbcxdcgE/tbsDh45rlsPNUbjs3mjU2lTKOxX0a3cZzl7rrtRLQPXHcgNNp7ruluBX/brDoNzCO9kfCVhWgzB5VtbgZnLLn2jeoxyn897VvR464Lv+werReS6ROophniv+6zMUmocTlnqeVhv0bhs6r2yC/f3764/h/+1+1kAjuvWzHXduobtr5B6JlxXzEY0E8efkw5v7LMc9nazxL7k405lzB+9VTC/Hcs1XnVy4HJigoPxABGeEw/VPt7ubwAATodZeO4QEKWmdpfrvOS5U0Xo05oUXptwu2QyH+OfKRI2WTY7Tt1eStybEnsFn0+nSyw3LJPu28gppHaduEN3pXJcCwjXl0NfYHCu6YXYRyQDAAAgAElEQVTQOO13J4EKYXZk4BP3Com1BOW4Tim5k6+qhOO6XsZ2maRdJt6HQkdOTl87uPwKgv2xp/0zMjIyPnv4UanxtwH8slv+ZQD/4KNpTkZGRsanCpnrMjIyMjIyMjI+BnyY+Jb/GWzWcY2I3gfwXwL42wD+LhH9TQDvAPilD3U0AZjaoi4V+pEPPXYF4GbxRSfin8Y2ts4KC+uzHQu7K45L/5Q2cR1N3KynEmEWE5ZgfOYiJEY32zomJgV+xlr0Yuc4vnrQjQW+s+TZ5af9HD+YXQcAvFqf4E7JlTEJi1fc8mK/w3YRTWmCQQyZnZy9g5CvOaJ0JSaZzDR7PFT7uD+w2cR73SE6Z3wxGrmTY+mdyAdd4MTlz30bL4WMUl8lBNg4xX93VBKqcx3fCcitM8tRsfKmJFdMLuwsXMfNUIWqYi11MJpabhqMPW9jtgXIVRioJwh/vSiZLbYI19R0AhvpMmBphocNV6JFYVA68yhfzV5MOtyZc5VgWgy47fIPb1fnmLrsxj3Rhpn5J2qBJ65q/qDdC5XazbaGXnPbxUbGWW0L6NqZIW1r3C25gnxvc4BaRucKbwrS+czHpPKdGrXUhULpqtljkoF60TVQg7OxbwVk5yqvHYXKIinEHEOKlbLE8wpWCXTOIGS/7IKR1mrgsVhJHdptLF3pqSGlCaYhxhBnol4C6cREadytjj6zQ4ewF3GpWvoJ4yPlOgJ0bVGVOvS96guQq4z5CqTfNvCbTLiuvMR1/iupQFgA1HAn2uFDcJ039zKIlZ4xfs8KCpm2m6EMeaGnwwyfm7oqXXmOWyVXQUtovFbx+v39beC6zu4+Who3MEpSges4X3SX68okLPKJ3sP7A5uI3e8PwnhWVoQKK//rKmO6CMZkW/NqzGa2FO69japDDqtSErp391onIVvHzT1nKAOAIsd1NAtV2FVTB66TZNF6DmxrDC1vb9siXGMxJIGStFsZ88t6EFif87VZiznuV3zeotKhil26f/enLW7PmN8OqxYvNXwtbpRLLARXG2diCBx/oud4OHBF/EG7h7MtPwO22xp67XJMt3LnXtQVf3e5afDdkp9x764Pg9FP2qeev4ylaMZHNpoAkgn9lW5z1k3Cs4F6Adk6ruspVhj1bn+l6gk/xKyhkCNdknmG65pCRa7DLtf5/GQrDYTw40KkySKRVDWu5Lpn7lF/3+UKaEZGRsYH4sO45v57z/noL3/EbcnIyMj4xJC5LiMjI+OjB/lcUBIhF5SK5NdPKUENTxzYRZRW26rEeMATSps7DU7+XZ7E+h/+5d/AuebJ4994+Ivov86vELzyfxrM/gVPjOEJu1Cb9QZaJTbHGRkZnyrkObuMjIyMjIyMjIyMjIyMF4of1azoR4J1crWDSRfMXoaxgHYySzUUUf5ngdLl2R0utjhoWHJ0VG+xKNmE4qBssZBd2P9Ws7RptBKPepZdvn1xDU/mLNeyhiDd/otChwy1wUtHBwkMzrCgtDtmScJnaFKU/DxY7uGb9zgvdDbp8coeS0Nfml6E86uFwkSyzig1symhg9T1wkzxeNx75jx81upGVSFz0h+b22JDPtqyq7Fp+TOjBeeggvMiHxQ8W/iDzTHur3l51dZBIiWEDeZGw6YCOifH7QWEN4nSUW7pJWxmLNFdsBStk7MoFxV2V0YYDKUQ+tROkm3I7kqyk+0DLAGdl4BJ9E4+27uPN+UEj6r9Z/ZR1gpV5fL06gH7zhRqVvYYnInTg+UeLs65r21bQK6dRK9NM+QA4yTkvazwUPP1Un2xm2Xr2+zXXc6OC7rXSzJXGcc9XJ5e0QoIb/ijoow1zapLFNbuZydZLEyQzhlQyNTz0vD1UIVcXQvO6gVYUhfkakCQ5nrZGgCYOub3WhLB2IQMhfZYA7hhvNPe8DMAIzl/z17uo88ArAD0xOJg2oZTH2cFlOO0NP8SACqfUzxvcTThWf+jeouDkq/bXtFi6t2f8P+3d26xkqXXXf+vb+9du6rOpe9zbXsuYRxnHkJijUJASYSIRDxWkgHlAQckwkXKC5ESIYQc+cVvISCQQIqIDFgEFLBCIMo8BDkkoAShXDwx48w4g+3xeOyZ7p6+nT63uuzL9y0evuuuU6e7z+k+VdXd6ye1zj77VO299nf5V9f+/nutqBGVyXHdJSt6d/ccrm26uoxaBa3LMhOt966msZ5moeG5MDC5708OWgdY+yQAvLd9Gn/QPgsAGJQ1njllE+Q8NdgNry1VE7SuIB3stgqMxn3UNJzhSnM6vMfr2q57ZGDU9kKSrYmzt3t8/c29qhe0rm2zMBZ36j6uVKfC9vt79jz7k0QzU60bF0FTqE4S0WiK09R9vOitApNde/6JQmKNT3UsxkqawlzUa0mGLoWul96TzhEmwFm4zVShdvZg99GEUTHAleJ0eJ//zJzVujPuM/N0bxLa+cruJnZ2nNaNc2R7WbjOEJYCTOG0Li9xyVmSdaNiLWFDnYRlByB0rznsT7SeOLR/No32cJVonX/ZgeaieFyVMdrEB7vpkmGlWufr9DJiPfG0ZneO+OgEFbHeN5eAybweZjDGJ1NMtI4BfYh9OI33QP1kQRAEQVZEBUEQBEEQBEEQhMUiX0QFQRAEQRAEQRCEhbJQay4IMD3GY8O9UBPuxTNX8XgZM5ymWf98RsVNNcVpt78kHayDfWJob/MDUDsrjgHhUmutk78/+Cje2TgPwNrAlPMRrRdVsPPcmlqr0vXRGiaVtYXpVnWy0JaunuXZwTjUXKzbHCNXB22nybHn6j9+vXce07E9jqkT76RikHds5gbs65Y1CvD10hQOWp1MTI1KpUFvaNvu9PokZHKcVL1YA5URbFOtUciVr5VWBitvVRUhNk5qtaGNmYu5F9uXDII3yvR9wb1otbVWrCRml822WK9x4bSt+fn4cA/rhauFV0w6lmXfLwYUsjBerTZxy9W/HDVlsAlWTY7aZ11uYvuG9jQU7HrNpAh1avcxwFbfJkJYG1ZYK2071m0G9plqNdnanO76wrFVzJjIScZITjItY16m2FnbaZp51vdpHq173Kho+8s5qePJsaZekm3W5NHyxRkHO2zZb8Icu1UN0c9tW5/rj+zfsxajxlnZdRayWvbyeBFpxt+MONTAbQYVWrc9rQq0Q7vd7vbAytm661hTtAOn8bp/D+PtMGKY0uCp9Z1QFzg/q3GhZ+fCk71trCm7f0NN0Xce7A01xWlX/7JPGoWbF0Xq+maggc+Cq4LW/cHwBXx13dbI3G9L5G6QDPMmjNetKmrdtHZZaNsMRsean2XfxnJ2OAnZRus2x8jV3KyrAm863XsrewKVzxTbJB2pOFhGSTHYH79NLJ2p1qW2VGeFVP0Wfad1G4Mq1g6tC7RumzWFeW8Pad/bcoZW+0cvCujap6elxPpPYT5ymXyW5Aiv0U7rOOfDb9sWbu6s17hwyvbvE2u7OBUeIRlj3Y2BgnSIseEM+9q26XYzxE3XNzv1AHuV3Z9qXZtqndfilmDc/qpVqPbdIxw0xM2B1brTGxP03WdW1eShn6iNtYmRJPZFYiM94DJNtS598yyzFlz/uZclWtcmWpdxsIcDDJXN2JbhNDgJSPfsL70yat1eWyJ3wc/TOm0UjNO6IuPOEyRZcvDaZUjXRoVxNKmKkOW3LXrgPGpdp+ZvOqaTJhJrriAIwkEexv8CCoIgCIIgCIIgCCuMfBEVBEEQBEEQBEEQFspirbkAQDbb60fXrgIATuVjnMusnelCvovC2ckyGDSuYnXNGS5pmw2x4Ry7rlD52JTYM3a7MkWwPBWqxVOu4PrF3lbIVrvTDkKR7zP5OOyfrltr2dXNTVyb2qyT18Yb2Hc23WldQDk7T5m3+K7ND+yxh9u4dsoVUG97GDv7T6WzkHmyqvKQnZdNtJGZRnUtanm0uCpXuFz5DKjKhGLmG4MKg8LG3VMaN1wtLQDB9suJfSlXBpvOFnaht48X1q8BAHYvDHDdXeuNyRpGybV6O6jRCu3UDZHEetTbtMfbXJsidwXOM+JgWS6zFqd71kr9/NoNXOxtAQCeKHZiAXswVOJlbZCF/bXro+3BEFN2FmcmjI21nTWchWL1E1fkXkOFLLjp/okuMHXZNydtEYvZGxWyJ2aZAblspgzANCElJlLY9VHWb3HhzB4A4PHhfjhmT7XI3Tjx9jBFBkXYZqjEn+WtYD3VBuvkB9NNfHP7HADg1s4ampHLZjuNGYxZIWYzNrGwOiuEW0tFrtFzluxx28P1PWvT6yd9tFZYO1ubqZBh0rd1iDcx5w3ymPU5tPOgQOPG93Z/iGrN9lc7yZDt2/ZVLYJFjUxicc4YlGGus+9hoac0PuK07kw+Clp3LtsPYyGDgXYdNzUFLrtxPuWio3V+/E9NETLSlqrBE7nN1v1kbxvFhu3zHT0I/XgmH2OY2Tk7dlbQyxuncaO2Y+L6ZB23xtb2Pql6yDJ77I1iio9u2Nh31wa4djpqnc9oO24K7GU2xrrODtG6LMkizVHrFEM5K3iqdaXLILw5mGLotE6BsWWs1hFxsIxrRKutIg4Z1c+X+/hOH3vbx9WJtS9vTYdB1xudBYtv22RR69poD+47rdsYTtFzWpcrE6zss1r34dLWLnws30WffOwm9BeA8LkG2D4GgF3dD1pXmQJT95rG5BibmCEZsPPTf461nHW07tCMwy5rbJ5rkLMSsyaYNmpdanv1Wpf3Wzx+1j4689hwD8bpRK506AOvM4XSHd1Lra7eJl6QDrFfqzbwjtO6rZ01tGOvdXG8kEE3c3uSTddLVlm04bz7bYlt9wiH16syb7HRs/3YGhUeTwEQtDvtH0Xc0UC/XQ3z8HjC9nCAychlbh7nyEbO7tzEjMswSbyE+dmFHyLU97yI8UWrEe+9TPj0X/lNAMAPDr+BYTIWdtyjNzdN/P/YyJT4oLWZoC/VZzA1dvyO2hLv7Nsxcu3y43ji12zf/sLf/Uvg2mcR38Yz9BoAgLWGZu8rP+EGp3v84Lpf8anMpqm/38c9CuGZMwVS/hEpDtspbLgbb/jDHeImAuWFPwjga9NqDdapMJzA9d+uryl9hst0f0/3h+37Ex+VJeCum41/fsEsp//vEVkRFQRBEARBEARBEBbKYldEGVA14fL+KZzp2Vp5tXks3NH1dxsBe6fX/17peCeybnOMpvaub10V4Y4utyoknlC5wdOP2RXR84N9tO6uW62zUItukDc437erEz5pTmsytCa+1icuqkY9KHcX+Xq5hufX7TEulrfwTP9miNnfxatMHpJQTHQvrHwYViFBUqVz1O5cveTusiIT4ildYTXDKhyjMjn2GrsCsV0PwgqEMRRuurCOq62juoftxt5F/PBggvOFveYXh5ext26Pc6U+jffGZ+z1TdexPXFJgdoM4yQphr/Vu7lmVx2eObWFDZd8aJA14a73IGvCyvZGNsVWa++Svl+fDXf1J7qHxrVFa7KwnRGHu9ulasN1F6TDamNKmvCoVLGGoadJCm2OdYmbjV0Fen98OtRUNUbZJBqwyZc4JBTqJszgUEuWsd6zd2OfGu5gI5+G8xbJnX97PSZZ+equiIYVk+Su+7lihNYnlGozjNyKvzFFJxeSvwGW1TFG4njT3TCFtjE9wk5lj7M7tT/LvMW6WyVIk3IZprhioEwYr8wUVoHSJEYqudPdK1ro0r6+MQR29WhZx9UWMkldQMbDWUQUAJigKoUr402sOUdCbZ4I+tOyCn3emixowaQtgtZNmzxq0LQINRw5SbiT9VtcPG+17mx/FLSuNSok/VrLa5wrY+IWwOrPNFnVHHtNHffQFDbGG4N1NOs3AAAf6m/h+cF1AHYVsnHzeF+XQesq0/048Vo60UUYRzmZMGYKpcMYzZM56/9emxy7Tuu2qiG0X2E1Kq68ahVWXveqMmjjqcEtnM+t1m0MJ9hbs5p2tdnEtydW665NNsLq2ajqYeK1TimQXxUe2rn97KmtkHyoVG1IAFeqFkOXaKogjRuNrV/97ercoVpnEl3xWmdXE6N2pPPKb/s6siW1YYU7S5bZGs7sCjG6Wnd5cgqX6kTrfIImxYdPv7DAYYJOPDXYxcDHoNq5Wld0+jHqntfmdPX/Wm8zal2TY+SC0YZAje/fuJhAOs2oFGPUTFjLY43dbdg+9ZrX1y2Gzv1hUq1L+oGZwu+VVh19S10h/h1l0aIt/f9JFIyr+5ppAL7ec6p1mF9fVBAE4VFHVkQFQRAEQRAEQRCEhSJfRAVBEARBEARBEISFslBrLhkgGxMuffscLl+1D6bzJAf5ZASJ/dN6WdwmoVt/Mdj8ouVPmaQeIQHv7V8AALzHF2JdSIr2ShCA0npovC0zyw3I2Q91m8FMXW3JKoP21lzawP9unwdg6+z55BinetNgM0utPGt5dcDCBFjLT5PY6PScewIhSYLJUTmb27XJBvZqa4UbVz2MJi45TJ2DK//wNoWEMDv7fbzFjwEA3i3OhkRHZ8ox+t66yQr7ras/V5XYc/UC2yaHHiXJitxl3cqs5avVCmVhrX79vAW5zsiVwaRxCTSaPNQrrKa9aKXWyfUaxFsis9arpBalGthzUcYhoUqvZ/cNek1IbFJkOlgQe6oNSUYAhGQeW5MhdkbWwlVPc5iJS5RRKyhnd02trgSEOp7NuMClW9bqdmN/DacGdgxkKtoOUwtYsHmBg/1LgVG4uFL7V8sKNyc2Kct41IcZ2bZTUxXnSVKLM03ekVJNC9ysbD+dK0d4et0mtNlvnGW8jUmcDBN0Em8os5jUSwUQkhJNmygbrc4wmcTau742LU2ybkIl7ytOz2PI1aedfw0PMl7r3nn3MXyzsHWMeZyHMUSaQlMQzziUU43y/ezbyv3Za53Zz/CtHTu/v8UA+fq2s3Ucey6JjEsOlOXRN3iY1n2gNvF77Z8DYOsnb/bsON/Iq6h1idV8PavC4wSF6g5MbxNuOOvY5T2p1vlHNW5M17HvtG6/6mE0cbpUZ7E+c0uh8XZHfbyBJwEA3yjOh9q5Z8txiLdhhe3a1eus+tgdu2R30wJmHJMVMdnjbyVaN+i5JHFZtM7mZEJioFFddLXO20uTOqe2/qbbThPYpFpHAJUxYV3uNNZr3bDXhKRjRaZDUp6eakPiIAMKWrc9HQStqyZFV+tc/rGObZQTrRv18N4t+1l9bX8dm31nCZ6jdR07cWpnJQ4arMDB1lybHNfHtn1H4xJ638VVqSRBURz3nTqcSZNWVRFqsJ4rx7i4bq3q3tZd6TxY4rVRwQ6skqRXRNxJYlS7a2p0Fh5dqNsM08olx2sz6CrVuhhjJ16Omi0IgiAcRFZEBUEQBEEQBEEQhIUiX0QFQRAEQRAEQRCEhbJYa64Gym0CVA7dd7aWNBPeYfYVhehdSxOZJttkEGq/gayVEXAWo8TW6xLbWmucy3TnrTSpg4oVQ/kdDMDVmzO1wq0taxG7RWeCdY6zxAqnOJyTcoZyNSrzXIf6okQM7eypus2gfUbMNqkv6n8mliRiivbijEPQ1FDMoGooWDZbDLC1V8a4dOoB9AdFbCNNsYZbS8iquO3ddnpk22KnV8b3KWcHnAfN/AQ61uuDr+dwHSlmL9bG88Y/f8n7lLyPqWt5mz0uYNvOD6DGZjgFbFZn5y4ETDJ0mJD7DMWVwnTsMpsC2M43D15rOqbT2z3z4kpjS15LlUI2cdkY664Nl3QyHzq2OvtLc7OPN9naFIfDCsOet2E7y1mbBYta22bQ/nhMIasmEXfKZ6X1Zb1dzbQE9rbORkE5S5+axna0drU5Y/khrq1HLVDeIgAFTOnas53p9I7v2+2iaK/1vx84Nidv5mjDJx0tu0RkNQkAGRW0zs+pdmZe+HOSQdC6tu7jxk1rb7xBZ+MpVaJ1GYexSz1jLb8Ail606gMIWW7bZkbrfCBzxkfaLsi4o0tpbUlPxQNc91pHiFqXao3iuJ1qXRO1TrUU4jAjl6G8V2LbuYGZ+OD8TWM+CvO0jgE4i68mhoaz+7o230vfd5jWAVG8co7tWiuo2mldlcxRjRnbvP2pmwITp3UTAm4ln7GdeMMb73Cd6WtU1GCqFbKJa/8mfn6BAaVn2iZsO627McAb+mkATuvK2v05Wmp9zWitVfjcZUbyeYyZ8Wrfq9usq3VV1Do/n7NpjJd01LqOlfgBgog+DuBfAsgA/Ftm/ie3e/1HvnuML3zhdfz73cv4PzsvAACu/M/vxq//jb8MAPj1rz0LU1lL99FrHFYALgMAvsP9BLoysTRWpV6jOeT5nEXi24J1t2Tm/ewoZnATs2OjbQ9/7f3mdn3N+va/nxDs59RDgKyICoIgCIIgPOIQUQbglwC8DOBFAD9JRC8uNypBEB5m5IuoIAiCIAiC8H0A3mbmd5i5BvB5AK8sOSZBEB5i7smae1QLB2mgt81gIpjC2XA0OnYbby1jhWhXS7a71pzk2AbwPkKbZdf9wQCpX4iDNTdx+/qVdIp2Gk6206yWnCWHM/PtN514KXE8zbiQvdVVAQimU8bBDHsz7eOTTnIWz69qa98EANXE/fVGBj1Q4ZpUYlcLbZ1Fqxm1iV2rnTmmi9fYZIxo+xSPkXfjpPRC/bZCtwHmWHaZur8f1g6h3dP3Jsk4fayd4/HMa12Q2ZRC1sNsCqjGWxqT8zCH69Z9Quus5Zwl5z3k+uckCQWrbj9zKDIfbbdZZf/5uEj71xCUPphFGkCYV81+hnrXZsqcqAHGYcxwjC+xkM3LTGlm+iKMtaRQO+nYdqQRxo6qZ9sxbkeLpx03aoEOm+NyHK0rtxkggsnmaB0l8y/ZPnBrMBlHnTGlDj6qMDunTB5jwRytQzKHgrUw1br00+EwrUv0MJ1rqWMUHI9fACjmzZPZ63XH9jGw4jAvVIMw5lQT39OuKbSDaHH39l3/fiC2CeDGa+PtuHGupfqpe86iWSa6O6N1MYt7su8ubOesMD9b+LzPAMzYtOfMy0O1Lk+y2VaEzGvdJM5RpQGYqA3aOZw7Wpcn4/SQPuR0/IbPb+4En2auD31aA/nUxVWhMzZVe1DriGPfNKOodWM1wMhpXKrLMct4zLQPk1g8Zx+f8MNId7WO2mS/jvH6drRWYm+3TvpGzcyn1eVpAO8lv78P4C8sKRZBEB4Bjr0iKhYOQRAeBUTrBEEQIkT000T0GhG9dv3mCjyjKAjCA8u93KMLFg4AICJv4fizw96gNNDbZ3DeXckLUEwmpAsKK1DpCmOnbmJ6pzOpz5beOc7qeDeVCTC9g0ku/B1Xprg6wyquBqboXrzTqlqEO6SdO8Gqu7LLPuPLzNd+apPVqeSawt/T1ZCQFAkw4c48hWPkUyCfuhW+isM1Tc5lqDcpxJK2t78OPYgrm92VVUY+sdtZHY/Zli7hyZA6sXRWb9zdddUecsd+ZqU4xKRmVns6q6AHVyrTvu6sPKYrT1lMhOKPwVkMoBhzaLveng5tqlqOrydCs+lqIQ4VmiGFc5rcj6kYbLqa7tuoe50zCTjc7yZZ5c4qRjHmEKM/vsmps0oQV22BdmCPM9Eqrja0aVsnCVz8Lj0zj5IV7OAaSJMMmeTcmuMqaBPnUl4xsspnfImrBKS5s7KrB6ozR1eUI2sdGaAYMUyWOB/qOKdNstqnSwq6l+pIpy84Hid1MwDxmKrhuJqp4jHTkp6UjBuVuAbmal0Zz5M6Ima1LmiAoqBxnURyPKN1yapWYM7Kr8nj3OIsjvlsascXYOeIf/30tEK9EbU2aB07fQLQDmL8WR1foxpGMUY8phvj2mldM6SgLyanrjbrqHXzk6TNX8207pbkD3PmWFozuOOsOSQBmj9eqkVW6+x2MYpaV+wbqMbVl22783Ke1pk8Ob7huSvBqQbHz710eTxqH6tE62pG7tq/mJjONft+76w4s12tBYCxUTFBUIugcSFxVzKPDtb5PBj37LwjTrXLxZtoXVYxssr3F3c/P5I2bYdzrDGrxyUAH0p+v+j2dWDmzwL4LAC89Of7Ky/ggiCsLvfyjOg8C8fTsy9K75w11egeTicIgrAUjqx17VS0ThCEB44vAniBiJ4joh6ATwJ4dckxCYLwEHPiyYqY+bPM/BIzv1SUayd9OkEQhKWQal3eF60TBOHBgplbAD8D4AsA3gLwa8z8leVGJQjCwwzxMWshEdFfBPAZZv4R9/vPAwAz/8Jt3nMdwAjAjWOd9GQ5j9WLaxVjAiSuoyJx3Z5nmPnCsoM4DNG6hSFx3T2rGBMgcd0NK613R0W07lhIXEdD4rp7Vimmu9K6e/kimgP4GoAfhn2G4IsA/uad7p4R0WvM/NKxTnqCrGJcqxgTIHEdFYnrwUa0bjFIXHfPKsYESFyPKqvavhLX0ZC4jsYqxrWKMd2JYycrYuaWiLyFIwPwObFwCILwsCFaJwiCIAiCcP+5p8pWzPxbAH7rPsUiCIKwkojWCYIgCIIg3F9OPFnRHD67hHPeDasY1yrGBEhcR0XiejRZ1faVuI7GKsa1ijEBEtejyqq2r8R1NCSuo7GKca1iTLfl2M+ICoIgCIIgCIIgCMJxWMaKqCAIgiAIgiAIgvAIs7AvokT0cSL6KhG9TUSfWtR558TxISL6X0T0Z0T0FSL6Wbf/M0R0iYhed/8+sYTY3iWiN9z5X3P7zhLR/yCir7ufZxYc03cmbfI6Ee0S0c8to72I6HNEdI2I3kz2zW0fsvwrN97+lIg+tuC4/hkR/T937t8gotNu/7NENEna7ZcXHNeh/UZEP+/a66tE9CMnFdfDjmjdXcUmWnf7WETr7j0u0boTRrTurmITrbt9LKJ19x7Xg611zHzi/2AzTX4DwPMAegC+DODFRZx7TixPAviY296ALcvwIoDPAPhHy4gpie1dAOdn9v1TAJ9y258C8ItLjC8D8AGAZ5bRXgB+CMDHALx5p/YB8AkA/x0AAfh+AH+04Lj+KhqblfEAAARFSURBVIDcbf9iEtez6euW0F5z+83NgS8DKAE85+Zrtqyx9qD+E62769hE625/ftG6e49LtO5k21y07u5iE627/flF6+49rgda6xa1Ivp9AN5m5neYuQbweQCvLOjcHZj5CjN/yW3vAXgLwNPLiOUueQXAr7jtXwHw15YYyw8D+AYzf2sZJ2fm3wewNbP7sPZ5BcB/YMsfAjhNRE8uKi5m/m1mbt2vfwjg4kmc+6hx3YZXAHyemStm/iaAt2HnrXA0ROuOj2idQ7Tu3uO6DaJ19wfRuuMjWucQrbv3uG7DA6F1i/oi+jSA95Lf38cKiAQRPQvgewH8kdv1M27J/XOLtko4GMBvE9GfENFPu32PM/MVt/0BgMeXEJfnkwD+c/L7stsLOLx9VmnM/T3Yu3ie54jo/xLR7xHRDy4hnnn9tkrt9SCzku0oWndkROuOh2jdo8NKtqNo3ZERrTseonX3iUc2WRERrQP4rwB+jpl3AfxrAN8B4HsAXAHwz5cQ1g8w88cAvAzgHxDRD6V/ZLvWvpQ0x0TUA/DjAP6L27UK7dVhme1zGET0aQAtgF91u64A+DAzfy+AfwjgPxHR5gJDWrl+E04W0bqjIVp3PETrhGUjWnc0ROuOh2jd/WVRX0QvAfhQ8vtFt28pEFEBK1a/ysz/DQCY+Soza2Y2AP4NlrB8zcyX3M9rAH7DxXDVWw/cz2uLjsvxMoAvMfNVF+PS28txWPssfcwR0d8B8KMA/pYTUziLxE23/Sewnv2PLCqm2/Tb0tvrIWGl2lG07liI1h0R0bpHkpVqR9G6YyFad0RE6+4/i/oi+kUALxDRc+4OzCcBvLqgc3cgIgLw7wC8xcz/Itmf+sz/OoA3Z997wnGtEdGG34Z9KPpN2Hb6KfeynwLwm4uMK+Enkdg3lt1eCYe1z6sA/jZZvh/ATmL1OHGI6OMA/jGAH2fmcbL/AhFlbvt5AC8AeGeBcR3Wb68C+CQRlUT0nIvrjxcV10OEaN2d4xKtOx6idUeLS7TuZBGtu3NconXHQ7TuaHE92FrHC8qKBJvt6muwdwo+vajzzonjB2CX+f8UwOvu3ycA/EcAb7j9rwJ4csFxPQ+b3erLAL7i2wjAOQC/C+DrAH4HwNkltNkagJsATiX7Ft5esIJ5BUAD63X/+4e1D2xWtV9y4+0NAC8tOK63Yb35foz9snvtT7j+fR3AlwD82ILjOrTfAHzatddXAby86HH2sPwTrbtjXKJ1d45DtO7e4xKtO/lxKlp3+7hE6+4ch2jdvcf1QGsduUAFQRAEQRAEQRAEYSE8ssmKBEEQBEEQBEEQhOUgX0QFQRAEQRAEQRCEhSJfRAVBEARBEARBEISFIl9EBUEQBEEQBEEQhIUiX0QFQRAEQRAEQRCEhSJfRAVBEARBEARBEISFIl9EBUEQBEEQBEEQhIUiX0QFQRAEQRAEQRCEhfL/Ad/qEBas/Lq6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mel_outputs, mel_outputs_postnet, _, alignments = model.inference(sequence)\n",
"plot_data((mel_outputs.data.cpu().numpy()[0],\n",
" mel_outputs_postnet.data.cpu().numpy()[0],\n",
" alignments.data.cpu().numpy()[0].T))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Synthesize audio from spectrogram using WaveGlow"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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Wl1m7GmMV/JNWUGWOYo1rCZcEhb8TOzG5MHmqucu4qXKdbiAqamfKp75mricmKrguzrEDsNQvhXFodMf6Xv3SP2+B/wS0yHGLhc1OzlROeQ2MzWeK4IkgRvfFxsY7RZ7DqcA/u+c4hLhet0k2n7VVs/3yorJUcUHxNLIgs3d0+HWh9Yv1y/bZ+ZV7Tb0Off6+Br6+/xuAUoCdwaqClYFuPzOD1MjTUGEXZ9KSzVDMSM0Qka4VipYCl5lbIJudF3RSb86mzadPS897yfvEbH7JehE51jnruG72JfFcLaDrfqleaJ4n36oJ7kSwKLC5b53u7bNm+Il8Ez98gFjCewWQSH3JAwrhTAdNAk4UTMyKU8g+xlKGYwZIBNRB8r51u3B5OTfTdxv1j7VqdW802zPEsn/xFPFMs0A1IDXgdbO2qzeYOgC7XvuJ/Ep8o75nPsRAGz+m/48AUoGqgj8Mi9D50HRTyUmMCRER6RBQ1UHYTxQimpcaeRSOkYuNRk3SkJsPngw6xVRA/D6pO4Y727n59PwzDXBBLa/svKlLaN8sCW6ksbWwQC4JsAAz1rlAPdL/DL8WwPwC4YV3hswJFsmvy2ONDAsUyRzHb4VuhkPHXUTHgon/rPwmOvl56DgPN1Z2a7UIdC1zuvJ/MxM013UD9VC0gXRytbl3o/nE/Al9AL33/Wp82f0svVb918Awf2pCVU4gTdVRopHuhCmJL45ajyXX05bsVB2ZGtallCLRP43Yjx0QthACzHSGwwRYwIT/Db8Buzo3zzS4sYrxhLEt7chsniuubEtt/W4jLixvxvSOd7l6Cbv+u42+QEFXQ/RHPckaCzyKxksyybAIOUjUyINIK8c0RIKCfAGlP5c+FjxW+cT483dEdky1mLTGs32zOPN8M6U0U3RFtH/1YzcmeNl5QrkEeZ46/X1HfsE/U36u/RK6SMNWi33NKlSmSscDbEwlzO8RiZitFB7YVprAVlsSk88vzfLRDhR00ZxMHkabwylAkkAJ/3N6VDfXtgNyjPKibzHrbCzT7ZvtyW9LrcEs2/EA8+42Qznsuut9MX8sgWOD+sVYR1PI44nIS7/LnwmESJiH5EaOB0TGSYQgwmXAK72S+6X5+XhgN+j36/akdSMzObECMczzUXSLdGKzf7KPM/k19HfHOP75Anm3OkK8Bv0EfpM+ujwng5MN7RBKFmbOT8RZilqPzZS22qLZX9hSm1UX79HOTyIPORHY1kWUTUyTBU5Av322fqv/LjuXtvFzL3Fdrw+t/axKa1Xt8i2ubKvtEax5sXs233juOpO6krqnPYpAkMP1yEIJV8nLyg9JAonICmEL+wq3yS6IAcTlAarAqf9afnp+JzsDuTO3JPW3tE2zh7MVM8q0FDNWs5KyvbN78/t0YfXX9mD2mvfouDz5fjsOu967kr3AxsKNQQ/qDq2H+YVMjktUCta62OcXFdgLWmUVmdEB0f/S0paY1zcQyQscR0HETIPxgft+5Hvcd6E1tnQF8aLubmviq+ft6G5arfQsqS1fMNtyeLTv9zC4kfynfwLAEoGLAu8ESYdLyRiK80tuSYyImUd2BlyGfQWWRMkDfoFn/zQ9CjqteXJ4r/ex9vR1aHTZ8oWzFDOWM6o0N7SUdTB2RjYTdG71XbU4eDA6o3o19+dAMoijynnOw4eZ/ukIK0/dFCibiBgkVo9ZB9aylDnTu5UEGWRbbVgUkChIjQcKBcIIHYhkAv59VXhKtVizUrDoroHuJS6Yrn0syOrm6aPsT3B8MaryQjR/ddL5JvugPIb+B0AsgmqEgAbpR+mIeMjmiGDHqweGh+IGlwWDxTXDncJCgFz9uvuweYC5J/gotjl1ubTJNFH0VvRLtJiz53P+s5Tzb3S0dS51hzYsuFg2o3cJQKwF78m6zCdDqH6pyTDPkBWX2yeWsFYK2oOWw5XJ14DW5ZtqnQEYAJHoTSoKokjoiMGJLILMPlZ7KzXt9Bdxuu6Er6EvRu4z6+Gp7WosLGXvfq8H775zQbWudqj5Gno6e/LAKMJAg1+EmkVbhplHssdVR/cId4d/BofHW4X5w5KB28AhPtl9gzzF+yG6InlFOAD2S3Q2Mwe0wvVqtOI0S3MfcspywnPDNK6ze7VHtgK77od3Bi9FuEHQ+TeEm9KYlPPbJxddkb+Xs5afVU1ZPppWXr/fxtjlEICNHA0zTu5QaE2DRwZAtvwQeMQ2n7UXsuJxj3EEbmvrf6j+51csDy8z7rFw2bBDca80G7TRt6p5/3yeQJmBK4EewtIC+gPzhVAF1Qeqh26HWsdjxVEFMcPzQjxBfz+H/0c+bXxHu8I5oTf69/T3nPgfuHE2Q7Qz8pSyevOgtCb0azO9c3D00HhMxTHEYYECQVY3mf73T1/R35WjF3EQJVRIlx4Sp1aWmsfcoR4g2UBQeExn0HDQvtD8T3vHQUJzf/Z75bsbuMp1k/YbdDCwdy1NKvvrMC5OcITww23XbaHvR/GutWg3h7k8+5F8cbyivhp+LADCRBpFBMaXRdzEL4VvhP5EywYEQ90D/4MegGF/n/4Wvaz+MvxTOil4njfTeBI4ZLc79bB0dXQA9AG0tnRb9B9xQ7UsgqLCfcQgw3ezwPwFiDKLjBTj0r7NehGO0ggRLRRe1fAZ5d9EG5DT6Q0ii7RP7RGCUjrM/4XDhHnA1z2MvDd43Lf7+D41ZvDdry/stGz4cR3xffCNskuv8O9E8exwl3TXOS+7jf5VfR48qL3Yv30BlgPvxOmF/EWYhRzD60IFA1vErUSFxGWBrn90/sq93X49PJv6Ujn/+eU41bgGNe70j/Sk9CJ0JXOfcJ5xfP8ivf2/b8Fis6e4mgeJCOPOxU6wh9JPWxI5kTYTMJQ+VgWds1tc1ICQV1DTU7xTzlMNDZ4IR0bqBSACIwAc/KZ8fjtBNu3y83CErtOw0rMYMNJwDS/VsKDxzLKk8iQ0bzc6+M45xHnJOgm76P7sQIfBLQJFA+ADzEVdhLsDuERBRSrE0ITHAnKAzQEZgEKARL97PO78XbtIurq5z7gHdv31mPUyM860L/UJMmAye3yZvEX8fwCPdTu200ZRRmhL5w7kxosLYE+RTSqSedRwlj3co1mlVCxPmw48EWiUERRtUnxLr0byxHNAYv9OvdR81/42ury2BHL7Le8uHnFO8qXyp7I+77HvmjDHcTQzrbamuJY6XLqGefI5mXvXPu6A28NIAyFC58PRQnyCmsOTxEDF3MX9AuHAbv7t/cm/d3+Dv8F+4/yRurm5tnhG99C36Tcvdu33EjRa8Wu6hP2k/Dw/wjbBM2gA20TcylLOOcYySR3LmMsBzubS55OXmQAZVVPtD/mO15JgVMNVElKozXAJWweUhBmDZkD1Pxr/B3xTeDv1j/JzsUnyibJOcs4xU/AusDywB/FIscFzbvXDtqF3zzm+uIR6bvzzvf7AvMHugdODCQGKwUmCuILeRWCGO8TEwx4/L/5UPtC+kf8PPr27/vujeel3/XfKNko35bd9NjF087WFNeaAG39BucU8onU6e2xJoErXCanK/kY+ibgPaU7m0seXKZY9GN2Uq43/ztHR8ZT61LtRRAvHyAZGX4UtA1SB5AAa/ot9J7kOtaN0X3K8cmxzrXG4sRXxezAzMYowxTGOdAZ1VzdC+B03Q3kcObN75f5ivnb/2cD9gUNCxILxQkoD2kJMBLtD1AJegbmAPoEyQLp/k/4pPLM7njzyOhl5VXZYtSI2PLWUsrj0lPv6fifAAbyNtxuz7397iNRMHk0aSOUIBoxNDiMPpZNKVPmZX1oC1INO906AUfLUDhWY0XJMEokeBY8DqINd/6JAMT88ulc5HzQNslGzlbKyc0S0HS+98B0wF6+Kcn0y0XRwtgW3I/brdzy4Hnq0PIN/Mn9hPrMAE8AugG/CFsMPgzSDocL2gUMBkECgAKhAlwEPP+u+BbutevH4wjrmOUf5I/grtgQyJHIQP0m7a0BSPc8wvjdRwdHCIAuSiMpCqswnCbgJ4k/U0NkT91mPFdcSiI90UG+VONWaFfqREMw1iweJP8d/Rq1CpYGjQGf7FPliNUi1G/cldb2zXXCb7ovvVHHRctSzSPE4s3xzUbQjNiJ24vkBu1X8fbyv/Pi7wEAHwZoCvALogstCMsFPAkfCqkKLAqjDBcFggIM+735tvPD7YTsj+p75u3lwOCN2FHPZtLE4RjzKA4Q7bjc6dno3F4JrSzPI4YgzSR4GT0uhzHqNelONln3XABU1D2JOApGoUyMVJdLsTRULnAjHBzGGVAOOQkuBP7yXeeH3R7Y2tqJ3ALUHMnzvuq+aMZwysHMB8w7yznMq89O1lTbEuNY6ZPvZfIy8K/1aflo/tEF+gzwC94J0QUBAuAEbwZSCpUJ4weNAZ/9LfpG+Wf1BfHx7/fqQORX337ZSNH52kv0ygfX6bfr3dwN0ecD7xgFIcMjOBi3FssjNyjWMQRJeFOgVThXB0K9NvA70U6lUyNPDUAwL34m/R1yGZ4UJQ7IB1//mfI548nVZ9mT2DXXNtanyM++ZMHdwB/Pv9OzzR/VDtZz0qvXn9rm3orvHvYO9/33LPIZ9cP+owP4B0EP/A3RCCwIywPBBgsI0wpJCuAEv/w9+Vr0mfHz7eflQ+zh5MTcoduy1vbnEQ1z7qDjkePavgT30RwcFVsmKhK2BL0gtSKYLWRElkTdU+tUlT8COGw0HklgW+9UH0rmMjgnuikyHxcYxRP7CZIKX/5E58jdade41prf5dZkz8XJ/MNZxR3E5MWtyDjRhNYL2kzZpdXn13bl2PCh8WD4AfdG+Vv/j/8FBocIuQitCoYI+AMgBjMFAwk5Ce4EFQGC+cj2w/RQ9cHwYett5hvij9tfzSXyqwG39Lr/NdKjxLjuoAXaHxIq3gxTEMMUXRJiKr0w6UNqVCpR8UZOL2gvcUJJUGBbs0xwNiMv8SaRH6wfShNUEAET8wFC8kvd8tWC2zLfNd27017L5seex3HH/8trx5fKqc9i0/jUrdmR3+Hi0egb7Yrx//JG+gj/7AGdBsQH/QZDB48FsQdkCv4J2wywCRUCHf6w+yj49vmm9b7zV+2s66PjpNvBzDviDQr59RcIFOiwvDfjOQHGFVkw9hyQCfMYfRVhHF41JzrMTHFayEsXN6ohXDP+QW9Q0lKAOcooqSBxGL8ZBhSYDGgRBAdd8y7iftZW2ujgTOKF3pXM+sUoxZjGr8r3ypHMX9H51rHZ09kj3Zvf2eN576rua/Hc+pH6fv7zBHYBvAYACG0FLwrOBl4HvAgmBnMDbgNGAEsBCv0h98HyPPCr7UPsbe0n5ALZCdw/DDz9/v2+/ULJluneCc8U6C5+JD8O9SBBHB4gkDWJOwxL8FQdSWAypiPSK6dAe07PTNw1WyBRFw4QCQ/kEJ4JTgiY/iXs69rb00DYLd8p47PaIs1yw5vCschOzTvQl9TZ1xTaLNwH3X7dFOTH7833X/hX+or3/fg2AGsFKQx4C/oGXAZbBZ8AYwTcBZ8HRwjjAoD/C/bc7/Tvp+5B8HrtQuxG33vfHdCZ6mcUnfTeAVXsxcqa+qgXoBfiNJIdkBJ7LO0ffjDwPv1BDFEiTmM83TAqKEc86EbjR/s+/iTEF68URg43DOcMwv20Aqb1a9wQ2LfRGNfm4ELdp9HoxmDD7MXPyGvR2dKf1Qjfb9uC3BLe1OBI6+z4JPrQ/Fb/3vhlAt0Fgwf6Cw4LrAnsC84L2wrXBBkD1wOTAQIE1P/s+RP0m+zG6d3sNOQ65jLh+9kozkLkeQn09Af+Guvpwzrv5g6IGoE2VCCuEgIjOCOiLptC+kvEVExT/kSNMsgomj3uTvhS2krBJ00VMhJ5CksUxBBTBaIE5vIm3pvUZ8zo00/fh9wr1H/Cc8Eaw23Ii9aH0tHXedkH11zdFt8n4JTvtvYV+p37ZPmC/kEEAQylDMcJegimCWYLFxIjDG0IYgVEBj8ETf60++b0Lfbc8oXt0Obv5Cjfy+NK4inTz9/2AcX6of0h8XXPteryBN0jWC44I1wegB2fJw8wfjc9S1BQjU8eTVg0iiwcOYNDmUy5QkktBxykD9gNoAq6CfAD+fYz8jPkpM/GzmrRStc63+XUm8WVwc3BMcnB08nU2tKT28Thx9+Z5d/qKu0f84sALP7z/WUDewOVDvsMmgryDrcHKQreEsEMrgZTA8UDPP/X/Ub5rfIk9MDxCesc7M3hU+EP4TTcjNVF3L0Novgb+639j9BC66USLhcaMz0xKxnsLCconSeOOZhE7klJUC9PzTaGKqM3Tj2CSuJBcSQcGvQODgpFDWIFcfoT9wPts9+L1LfIsswo1zTWTc9Fy17AR8GZ0PjL2M6K07TVV+K87KHmGuce7WvwLwLZAh8FYAZ6Bc4Lyg/jDAIJIw9sESgW9w7dBJ//JP+CAgACQf7J9Xbr1eiJ7E3mSugC5vHc59og1nXl0QIc/Fz8w/Y93rXzbgf+EhcpkiggJbUuXixCMCg2wTsKSgBOkUq5PQEyJzR3O6E/9zgGK18cPhjaED4FGADD+Wn1KvCB4zDVtczRzxbV/M8zzwrI/sGpxirKb80i1b7YD9qj4cHfleUV7NnxufsO/sn/F/+9BQ8J3w0yEH8RDxFfDcAQEQ17Ci8JvwXhA2wCQv/b/KfxJvBr7Y3pA+no5oHgz9rXz1zRxOdH830IhwAR9Ofp0O10AWIVdSLGJV8tyCwnMDQzNTM1O0xMt1HmS2w5iy9vMXE+DEKfOGIsIhtAElUMvQZ3Aij/M/iN70/j+NPuzTXP0dRs1wzPgMfyw87GeM4H0N/QW9kH3ErfeeSg5FPqxPLc/OsCIgFYAGMEwAl5DosQ/g+7DdYNWQ6ODo8M2gfmBhkCsv7x9w318vRY8bvv1+jG4z/fLd1p3sHcD9eA1r7pY/az9bEElfK158n+4QisFzYqFCniKJ82jzIWMis5az0XQVtLCUg+OEU1TThWOh4+IjNMIWgYVAzRCZ4LBgP2/LD5IOoc4gja8NCi1UXVytRV0qbLS8mQzEDTntIx1nHbbNqd3yToWuqJ7dPz5PlR/mz/QwUKB5sIPw3+DDQPWBAqDq4RXRIiDlEKTAST/RX+NP7V+Vv5IvWG7hrrLOhY4jHfs99d4ejV/tk85gbyCf5Z/AL1B+2a9kYALRHZG/IemiXMKjEo2y5sN4M4PELJQis/yjgpMnUw3jlyPZM5zy8sHAgTxQ4CCq8ESf+F+ZLytOv44Hbby9sK2xrcb9p+08DNF85C0cDW4t7J3+jePN+24q3nPu1W80L36vss+wT86f01AaMIEA9kD4MOQgv7CFwHoATWB9kFXgMbAhz+DPpP+lH4Z/Xl8KzrL+gb5CnlWeOW5N3oXumw4zrd/eZ68jX20wKWARP6YQVICZwL5RfdFhAaySmEJjAr5jAxLBY0Gzk1NiQx1CgoJSsneil+Kc0gyxzlFRYNgwnlApX84voB9WXwbe3l5C7lcuRq597nquLI3o3bMd284Yvkv+UV6MLrxPCI7znyYvZr+XX8fv49/E35lv3QA5EKABAkD/4J9gZaBAsC1ABuAGz+Z/+n/cf3RPVV9Rz1xfTt9CLwE+w26gjpQetV7SPvx/Lk79Xmcu0Z8ZTy/wJbAYv93gbXBJcHBhRfEPERJBzAHGkdcx02HnIfaSbEKt8k/SK6HkUZXR1IG/QUuxbiEv8OrBGlDAoH0QYDAob/Yf3W817u0u7Y7jXzVPZz8yvvyewI74ztRO0G7//wufWJ9eDyFfKI87H2Fvp8+zX8wPpO/Yv/FvsH/d7+wvoJ/FcBbv6P/Ev6CfaT+BP6XfcA9az1M/Vl9hf4I/Yt9PX1e/Y99TL5ivfQ9cH5R/dN+j77cvrO/Af8CAGDBV8GcQn/CGQG0wu4CjIMnRFDDqwRUhK6D2kSYxDcD8cUphSjFJETiw8vDwkOig0VDdMJAwmeB2wFaQXxBP4E6ATsAub/G/w2+Uj7gP2r/n7/6PvQ+sj5gPYs9/z50/qY+wD9K/qZ9yP5gPvJ+ZP7xfyA+UT79vwx+3f5uvz7/pD8Zfq6+HH2Mfit+Ob1n/hp9gz0T/bM9k32ivic9Q/yS/cT9pv2wvk3/UT8Af2H/nr8o//VAFAAFQEKAtEC3QUNBpsFDQfLBaIH0gqGCukLCAuLCNcHkAeVBmMF1wYOCVMI+gjLCB0I/AdFCC0IiQh6CFgEJwVsBIME8geLBnIFIQZDA/UBxgPQAgADcQKJAdsAif/R/+r/wQHiAkIBXgE/AAv+NwA//x//KQAT/4j9Cf9+/Yz70fyn+HX4JPnJ9iD4xfbT9Jz3bfXE8i7yCe7z79b1g/SZ9+34k/PK9Sj3EfYl+Wf5V/sz/tL9Nv05/gwA5ACGA6wEyQMEAxwBIgFCBJwEzgSCBlQECQJAAuwB2AJ5BbYEcQBRAA7+1vz5AMIB9wKfBEMDJwG9AVUDegMLB8YKswfJB6MHhgRCCf4KugrVDXAMdQlWCRkI1go0DY4L8Au0ByQGpwgbBOoEtwQVAS0FqwGf/gT+Zfq/+nv77Ph4+pL4TPcR+BH1f/YB9c/03vM78kj0GvOQ87r2G/h09AX1YPTG9Vb7n/gZ/c785fip+VX7oPsY/1oBzf2z/3sAkfsSAD4BzP7KBusHWQTJ/Vv+DPu4/e8Bzvv2/lj++/02/9T9J/4N/zgDBAKKAxwDXP7aBL0EkQaJCIMFZwaQB9UJ8wgADE8NaQ2jD4sNhwziC/AKowuPC6oKmQkhCC0F5QXZBQoEewZWA3sCCAJGARv/x/oQ+1j4/Psp/yf7YvwD++/5Qvst+uX24vUf+sz6O/sL+fv1R/aT9jn3P/g+9wr1R/Si9jL3kfYg+lP5B/rT+ML1mPYv+OP6+/t6/hT9Tfvr+xj8jf17/uv/VgEpAKUBhwF1/7r/SAE9A9EEVAQ3BVkBmAAyA9L+9gPpA4ADGwkDBGMFUwNjApgGBQVKB1wF5ANmBBQFowT+BREHMwbYBXMISQVSBeAGBAbOCHcI0AbjBBIGpgUiBw8HjQb8BkoFJgIaASgB8QHuA6z/4v2Z/mL9tfxT/U3+eP22/Oz6e/bu+XP4Cvd++rn2xPeN+P/2vvTd91L4gfXv+mf5PfMg/c/04/fJAT32Y/3r/db4jgB6/Ln9Kv+r/VYFBP7GA5oBmP8NAycC1AK6AeD/UAFuBQT/NwNq/1L9zADg/dj/RwJ3/bcCagAp/k8D/v85BPwCEwJ9BHEBWgCqAq4D2wbvB+EH9gZHCRQJlAprCjAJmAunCMoK8wgZBi8LwgWhBm4KCAI+ApsETwLJAOUC+/1MAKT+Bf2r/in41Pnq+Rr4zfqA+FX2UvvS9Tr94/Y39g/44vkf+4T30vnf8/r9Ovkn/B/4m/t2AJj8AwPM/Jb3zf2M+VD7bQHY+SX9GP0e+XT73/r5+3wAm/4fA6v57/oN/ZT7SAKJ/pb+ZP/6AGL8hwGqABQDZAMVBDQHGALnBDQEcgRcCMcLXwULCJwHxATECAcKAARLBSIEeAP3CqkFIQYIBjEDrQWT/8kDUQXf/rwIf/3AAtIFPfjLBLsBEwMyAogAOf+u/lcAAADkA0L35QCKAvv+nwQf+7L6eP0U+Tf/ifsM/Gr6offb+j38f/U8+Kb98/UO+o33zfb/9nP2b/we/Bb99vm889L8rfp6+/0AMPl8AGv+ofkAAQf/jwJrBjYFRgAB/4n/nAKhBLgGdgTKBfIDpAOHAcUElAXDAQQM4vw7BZ8GaPsVA4n9nwFxBJADGgMQ/RQBfvuY/6EDqABNBbUA5P9u+i0Cfv+bACUImQI0AvUDQgEQAyIE9gPRBSQHWgRABt8FS//T/uQD4ASPAbr/CQHE/nz/r/9w+Yv/TPs9+nz5MPrs94b2c/1D9lj8nPd4+Jr/ZvX2+UH9GQBbAPcCDQLSA/L/aAVEANQFgQFJAEgEyv+BC4MBCgPzAjMFEAHhAa0ApPs6An0AqwSa/oT/rgDv/nwBTvsvAnv9Qv/e/QUDYgK//1oC2gHaBCf+GAGk/QX+/wF7AfL8CwHMADb/lgPyAWgD4QJfAKT+IQG4ADL8nAAHABn9rgEOAY/+gQAZ/dX74f3++439vf1E+o788v2e/MT+ufwm+kH7ef6s/cX7Y/r//M4CMgAu/84AswIAASwB/AO9APYD5AULBSUGlgGRAJMF8QPJBUEDBgL6/68D0/5kA9gBT/o5AI/+dgCq/I3+KP7w/O39bv6N/N/9dP/aAEP+F/5zASYCq/44BIgGrgAxBt0AZP7zAAcC1QOwAEcGlAmoAx//DfyEAHb+Jv+p/jL/Mv4G+8T5F/do/ZP5z/8m/cT1jPtT+wL0ivkw+rX66vqq/TsAjPcn/mYApgCLAQoHwAV+A8QAdwHjA3YBwQFYBOcDGwWGBEQD1gJhANIAyfwVAFYDzgKJAjv+9v9l+5n7KgKH/UT+6QF/AG0ACQT2/y0CwQVhBhEEjQkXBMkE7AiqBaALEQafBJAHNAcm/Q4KdwLiAQoNOgFeBc8Ecv+sAlv+Kv5a/vD0t/+79kf4A/ss9/n6i/S4+Sb5+vUP+N/xzvM39wn1Mfb+9Rz1UvfV+R37Ovqr+V7+iP6sADr48vw8A3IApP48Am7/0/6L/x79MwkHBQv+bQO3/2T+OQHD/4n+R/vbAmr8fwHDAcL6kAQi/D8AewET/9oGZAMACHgC1wOxB0cDlguEB0oJbwz9B+YIrwUSBcYJFQrEDncLmwxXDs8GPQnFB+8F4QgCBEUCxwXr+qr+Zv5T/tEBov2PAmH4rfhD/C31bP3l/jD5nPzi9nv5u+9p+On3f+/5/GDvOfuE9/LyCP9j78b1c/xc9gj+yfI+82n3sPPR/cn7A/pv+6f82/4EAq39aPrVAYcECATd+xL7HgQpAscFdQpjAHcEAwmmAj8HtgP2AcsFHwdCBasDFwVZCOUKNQm9BkgGpgXlBNIF8wwcC+cBHgk0CJUEcwusAwwFvQ1FByEJ4ge7BPkJDwecCPgGYQTNBAz8af4D/1D7NP+w/Mz7mP/0+0397/0c/3H9C/ln+ef4s/i78jD1wPK69MP36+9b9hT3gPbI/HT5UPr0/XL5H/ET9RvxQvCF9oXwpfcu9Uz0ovsT+MD+qgF6/pkBfvs8//IEKfsmB30DAf8uCW4AEwN1CYcEbwrkCuMGBgrqCDkEOQGZA1YASgFJ/jr+YP7l/HgD1gJGBIAFgAFxA4IFBQZYCPUFPgjoCcIMQQ3uCV0PVwzKCicQtwx5CiUMwQvcDK0L3AYoA0YFuQW3AxIE7wCH/bX6n/tM9cj1v/Rv86L6B/Xz9Sn4PvHC9TL1rO+O9OfvffEw7VHv9PX89UT37Pdj+Gv7x/pF+MT7Jfmy/pX95vyI/Qf+k/1wAw4CvAGIBfQAtQKqAjAFmQT6AzMGLgNOAGj+SPkm/y/+Fv5d/8z56vyY/L77rP0L/Zz9G/wI/Yf/SP6+/swBFQWRBUgG5AdjCDMK8QsrDV0QfhFqEZ4R/RJlEvkSsBLYE6AT4hHAEFMOYA3vCVUHkAZrBbkCggK5/7H+KfxW+JT4bfZk9cz0C/I18j7z9/QL9X3x9O8S8e/zmPaK9Qb0uPVC89L1ifcn87j2EfkP+rn+Efzf++H/eP4OAjQAXfvF+1D57fhD+Lv4bPgQ+Wz7E/sH/I/8gvu//L79Jv05+4b6ofkx+dr7T/uy/EP+Vv5nATEC1QExBH4DKQQVBgUHBwchBjIHEQdTCIgJlgoUDJIMVQwSDfUNCA9TENkQvBDoEPIRNRHXELIOdw+ODpkKIAk0CEMHdwXmBEYDeQBy/5P+9vyR/ff77vrC+vj4Lvdt96X1zPX+9cvzSPab9fr0gvb59kf4z/ht+uv6V/n0+Ir4i/pk+8L6A/lE+HH6lPvN+6L8pvwX/Bv8S/t2+qH7gPz0+Wn4x/gE+LX5K/yg+xv+Pv+K/c7+yv55/ZL+z/9AAEwARwDm/jcAZAFYAKUCuQICA7oEFANPA2QEPQP2BMkGpgbnBlQHfQdgB6EH+gfGCDoJXgqRCjwKxQqiCqYLrwugCoYLfAvyCR4J6QhUCXoIdAVUBN8DzAIRA50CbgIDAhoBS/8+/fD82fsN/Iv8kfv8+Yv3iPat9674lfig+Pv4r/cX9kX0nfS79Rn1pvX99Hj0sfSw9EL26PYM9zr53/kE+fj4/Pjt+Ob5+/om/A38Ifw//ST9gv6L/8YAeQGIAbEBcAKRAfcAIQLOABkCbgJlAZABfwDR/2UALQE8ATgB1QEAApYC7wJFAp0CHQMTBPQETgU7BTsGJwcrCD8JmApZC6YLFQ0ZDWwM9gvdC1cLzQsfDCgLwgn0CJYInQgDCPEGdwWVBOMDRAJYATYAq/9W/839O/zo+zz6Y/m6+eL3BfYN9mn11PQL9D3zPvTN9Nz0nPUK9jL2uPar9734Cfkb+hP7Bfzj/CL9jfy+/KT99v2W/xMAGf/K/lj/n/+k/2P/iv/V//P/QgAW/6n9sfwJ/Bb8svzb/KL83fwF/dv8Hf1G/Sf+Yf9q/3QAuwEsAqsCCAPaA44EXwXJBZgFfwYLB1AH4AfcCIoJVAq1CiAKkAkgCVAIiAi2CIkHBgfuBS4FoATkA8kDFQOoApwCdgJrAisBHQDw/6r/df9+/2r/fv9CANr/Tv+V/5b/RgAnAOT/yP+r/ov+gv7H/eX8M/zU+xv7r/qh+gr6Ifox+X/4JPgo99D3wPfh9tL2//ba9pD2IPbA9WT3rfhl+VL6sPqk+7D7M/zj/CT9Fv6f/pr/u/+B/+j/YgATAXMB8AFBAnICNwLOAegBJAJrAi8CtQHdAasBfgG7AV0BngFmAUgBxAJOA/kCnQI4Ag4D3AN4BK8EcARsBKIEfAWJBekFTwbJBtIHiQfCBqQGdQblBhcHfgYZBhYFGgRTA0kDWQOBA74DxgPlAjcCsAH/AAkBswBuALj/Ev+Z/s39+fw8/Gr8dfwm/Fj8BPzO+xD8LfwO/D/7ufoz+lT6efos+lj6Ffrd+S76/Pnf+X/63fqy+3/8VvzN++77g/y6/Ob8/fw+/ar90P3+/T7+Mv59/hj/hf+i/0f/y/6z/v7+Iv/y/vD+gP8uAIcAZADv/xwALAFNAv8CUgJxAfAB9wLPAx4ETQRQBFgEawSoBMsEVAXNBSIGYgb5BZEE4QMABKYEDwUzBB0E/AM7A2cDOgPIAjkD8AIdA7QCugG8AB8A3v95/zb/vv6//k3+uv09/WP9tf0J/lL+Bv5x/Wf9Kf1c/fP9R/79/gP/1v7O/uH+KP8P/wL/OP/K/ln+m/0x/ef8jvze/Jv8APxQ+336W/qt+kr6Bvq/+bP5Nfrv+v/6PPve+5D8N/2v/U/+1v6x/9gA+AHLAhMDDQPPA3IE6wRoBY8FbQUVBdkErwQOBSYF4wSrBMwErgRaBNwDZQPKAhYCwQFBASUBCwG0AL8AjQBKAPv/IQBnAHUANwFAAU0BfAFkAToCyQJdAncCowKsArgCtQI0A0QDUwNgAycD7AIzAqABwgFvAdEA6v9N//v+ef7C/ef8Nvxm++36h/rA+Uj5KvlL+WH5svh++HL4ZPih+K34ofi9+Dz5nvlg+sf6Bvvz+4/8D/2u/SX+B/+m/+v/XwB6AOYABwHoAP4A7QCyATEChgJnAnkBcgGzATEClgJIAk8C5AFYAXsBagHRAR0CCAJpAokCQAJ3AsgCFQPUAyQEewTvBA0FHAU+BX8FggVVBQYFVAQRBCQE+QMZBN4D/wKsAhICLAHqAIwAIgD1/3b/8v4z/un9Vf7L/lT/5f5T/uz9rf3c/fb9Vv7i/qn/t/9Z/9j+P/7f/qH/PACTALv/BP9e/uX9P/5//tj+7/5v/gP+ff0r/Rf9X/2r/b79y/1t/Qr93/zR/PH8Z/2H/Yv9rv2a/cT90/3x/Rb+Nv67/kf/mP9h/xn/UP+0/xsAWgCnAMMA2AASAUkBpAG2AeQBRgJKAisC2AGKAaIB5gEbAugBgQEeAUsBvwHBAXwBIAEjARABwACoAH4AiAC9AH4ALQCx/2L/jv+y/83/xP9o/w7/BP9P/5z/n/9G/wv/zv6z/u/+hv9bAPEAOgHuAIAAbQDGAF0BqwGTAWABQwFwAZUBpwGhAXIBXwExAQcBqQBeABIAmP8z/8L+ff6a/sj+3f6C/s39P/3v/DD9l/0A/nX+tv6S/lD+aP6K/gf/W/9l/3r/HP/Z/vT+G/+j/wcAUwCOAMsA8QDJAJQAiwDfAF8BXwETAY8ANAAyAFUAJADN/8n/of+Y/1f/qv6W/qD+tf7r/rr+Z/4H/sD9vf34/YP+Df9t/3f/O/8e/2T/GgDNAFwBwwEEAmUCgAK2AgwDfwMnBFQEKwT/A+QDCgQBBN8DewPdAlgC7QHSAXQB5wBpAMX/bP///rL+d/5f/nP+Xf4d/qH9mf0T/ib+Ev4r/mf+Bf+L/yMAsADnACQBSwGeAc8B5gHmAdIBnAFkAfUAAgHIASkC8wEnAScAdv9d/yr/MP/i/nf+Gv7G/cX9Sf0O/aH8bPxh/BX83/sa/Hb8zvwR/VD9kP1h/aD97/1u/sD+Hv+h//X/owApAWIBjwG1AdYB+AH8AVwCegIhAsYBpwGJAWUBIwHbAHoA+P/q/7r/lP83/wb/Bf/p/u7+xf65/q7+mv6F/o7+xP5m/0oAFAE1AR4BVQHNAWcC1AL/AlkDcANJAxAD6AL4AkMDvQOGAxcDVgKYAVkBUwFDAeYAWQAEAJ//6v5x/tD9bv0u/fz8t/xq/Hf8iPx+/FD8Zfy7/Nn8D/1b/Yn9C/49/kb+of4a/2T/tv9cALEArwBqAIEA6QCIAYcBawEiAagApQCbAP8A8QDCAIsAowCNAFIAQABPAI4AdgBrAPL/4v8IAJcA5gD3ACgBQwG1AeUB9gHXAdIBEwJjAosCwwKYAnYCvQKtApUCLAIdAgcC5AHIATEBtABAAN3/tP91/1r/OP/A/oH+ef6T/qj+fv5j/jP+WP5R/jT+P/6C/hj/Hv/d/sX+n/7O/iP/MP+c/7r/wv+z/4z/t//H/8n/l/9e/0j/Mf/q/rn+fP56/pT+Uv7c/aj9fP2Z/eH9A/45/jz+if57/jv+E/4I/l7+kP7y/hX/Rv+n//7/UACDAMgAIgFZAY0BsgHOAfQBMQKIAmsCKAK5AVUBFAH8AFUBSwFDAQ8BvwBmANL/uv/g/zYAiQAYALT/Pv/d/u3+6f4f/2v/xf8IANf/rf+G/8n/OwBJAFsAQAAXAOv/vf8oAKUAEwFhAYIBkQELAZcApAAUAc0BBQIYAggCmwFAATQBOQFBAZABaAHjADoAkP9n/43/n/9S/8f+Kv6I/Rz9D/0f/YD9sP3g/en9sf2//fz9Yv7A/jb/tf8aAG8AyQAKAS4BPgGeARcCUQKYAn4CcAIlAq0BkQGZAcQBeQH8AKUAAACg/27/Sv8V//z+CP/0/pb+O/79/QH+QP4j/gL+4/33/Qj+IP5y/u7+cf/E/+7/GgBfAG0AgADDAP4A7wBiAb0ByAHWAbYBiAH5ASsCxgGuAbgByAHZAbEBWgEvAVAA4P+a/+X+wv6T/jD+l/1g/W39Xv0K/e78DP3l/J78n/z7/Fv9wv0Z/s7+kP9WAHQAngAqAXoBEAKSAvcCFgMAAwADzAJgAiMC1QGlAWsBbQEgAa0AmQCKAGEA7v+h/4//Uv8p//P+g/5i/kj+Q/6x/iD/X/+v/+D/4f8gAGsA6wDDAeYBUAFKAbYB5wFFAigCSgLOAqoCaAKOAQUCbwIYAuIBXwGuAPX/rv+G/2T/tP7y/bX9Pf2v/Lv8svyF/KD8uvyt/IL8yfxq/WD9m/3B/QT+hv7R/nr/xv8qAJAARAGFAXQBngGdAQcCMwIIAkUCCQI+AVkBbAEwAf8AigBtADsA1v9+/0f/Bf+5/of+av4j/u39Ff7q/cn94f37/Sv+Wv6G/uv+rP9gAPMAbAEkAqcCJQPCA0EEmgSmBKgEsARjBAIEnQNEA+gCkAKjAfIAbwDa/5T/2v5M/mf9iPwU/Ir7WvsX+9X66Pr2+vL6VPvD+2/8Jv1x/eT9Z/6+/l3/OAAsAQICTAKKAqwCyQJ3A5gDggOsAzoD8QKDAtUBkgEyAb4AJwB7//z+gv6c/ZH9sf0//Tz9Iv39/O386fxN/bv9Tf6P/uv+e/8LAHgAowCtAZUCfwMFBNYDFgREBHcElwSyBNEEgQTsA4YDYAMdA7ACMwLLASUB4wBBAGX/LQDO/53/yP8R/1D/2P5X/sX+yf56/uT9FP7n/mn+Gv4S/vD9kP3C/Kn8z/zJ/Hv8s/ym/O38+vwX/UL9bf5d/qz8GP7u/y8Atv7dAMoC1gEMA2gCqwf8B6oDWAZNBegFkgHg/n0Am/u2+rb3ufTY9QzzxfNT9LPzXfc193b5j/zV/BQAGQErAjIEBgRwBDcFJQQbBaEECAQ7BQsDJQWNA00CLQa4A7cEwAXoBV0IEAUSBuMHTQQrBv0DjAODBH0AhgOw/xsAZADk/QIBnP3t/jD+Wv0R/0X+9P6R/Tv9CP4q/GD9Y/1L+7f9tvuU/Un9h/wnAK/8n//BAAj/0QAgADUCVgJmAMAC9wINAuYBJgEQA2UBLwC6ATkAwf/I/yn/WADg/mf96f7d//P+5P5v/0P//v4V/9QAY//7/kgBDwBk/w3/kf6/AM//Dv/U/yz/owDJ/77/gQEvAdIBvgCoAAcCQQChAO0AAQGKAXT/qf8Q/xL+v/9M//b9Rf4V/kb+pf3D/VEACf9f/hj/8f5J/yP+NP8RABr+UP/u/+X/MgCr/+QApABgAEUBIwEdAjkC0wDpAD4B3wETAT4AKwHyAKEAUf8p/zMATP9R/4//BACO/879CAAOAMz+EQCF/0kAdgAgADgBcQClAFcBRQEGAuMB+QAFAW0BYgFsAdABuALoAQYB3QEuArABDADO/48B8QCb/hD/kf+d/b/9nP5d/279VvtR/eX9aP1u/Vz9/f16/tf9gP9i/kb+3/+t/m3/df9v/zb/Vv7D/8YAgAA/AJP+b/+wATgBxQCNADQBsQHVASQCzgFcAYEBfwIAA6cB6gDmAb4A7v9mAGgAQgF3AAv/Pv5l/pT/iP+W/k7+qv+y/gv+LgBHAPP/c/+NAGEBqP9oAHsBZAAoAUQBJQEKAuoB0QI2AhQCJgPvAS0C8QJAAsABCQJ7Ac7/MP+w/2v/gv5s/bL9K/0Z/PH8Bv30/KT8b/yu/BX8Svs5+2f7zvsX/NX74fuV+3X8Mv3S/LX85v35/lX+F/8L/1r+LP8SAGAAR//o/mP/q/7w/goAL/9eANX/gv+CARf/wv+eAOn/jwA7/oP/YAD6/Q3/FP/s/U7/l//t/3sAtgDeAnsDYwQ1BhcHEAmqCnQLdgwgDqgP0xCpEDYQkBBxEAQQug47DRQMAAqoB4sFswNtAX/+yPt5+vf4pfYt9EfylPFb8Onu++5X7svtce7R7vvv5e/Q8M/yUPPx82703vaG+M73fvi9+av6ePwh/ej8D/3C/i4B6gA+AcsCagOQBCsF0QWkBekEwwYABkYEkAOiATgCngFyAKv/4v28/gsAe/9I/tf9lf/TANsAcAEXAKj+jf7k/kAA9v8//wn/DP9e/zMA1wHEApYDxQSmBccG+AcSCcQKNA0VDmYNcA7uD/4Prw8xEE8QsA4VDj0OfQ0TDFsK4AnmCIYHsAbaBIED/AG2AFj/Yf0B/Az6evcA9lz0hPJG8H7tHOyY67Tqqeny6HDotOie6bHqwOyF7vLvYPGr8oH15fdn+Yj7yfwy/ov/vgA3A54EmgXnBlwHOghXCEsInggnCDUIWAfQBaQF9QMuAkYBxQBoAKr+wv1i/WH8xvws/FP8IP04/PH9dv2y/Nf9yf2l/nH+jf58/8b9aP0UAHEBeQO0AzkEfwY6B34Kvg0LD3MQThAxET8TARRLFAkUghNsE34SOhGKEK4P6Q6tDW0LPwosCW0HrgWwA7oCewDd/Y78DPv/+Yv3KvXA8zTyL/Hw78rukO2D7G3sGezu6yvsxuxe7W/tBO7s7hjwtvAT8eLy4fMp9DL1QPfV+LP5uvod/PT9HP8GAS8COQIHBDgF6AWbBrAFYweLCNkHygdlBV4GFgfHBewDhQExApEBngAAACz+k/2d/e3+5/4d/v/96fyZ/S7+Mv6v/XL8P/zd+9X7Yfsk++D63vuV/fL8Hv6C/0QCZQYsB78JYQrkC7QQLRO2FfkVtRR4FvgW3RjTGa4WGhYAFg0WnRVhEtAQXxA0D5QNWQp0B/QFTgPyAND9p/qv+Ef1sfKe7+3sgevF6MHm1+R+4wDjz+Hd4cfiO+Mt5FDlAOjj6v7sXu/O8G3zC/ex+av7/Px3/tQAswL4A08FLAZsBwoJdgkwCkwLQQz2DKIMtw2wDUgM9gttC7wKwQmJB8IFMQPrAOcAcP69/Jj61ffB+Kf2AvXA9C3zdvT38uzx4fTl8pH06/Vs9Sf5j/eR+K/7B/wmAIMACQBMAhUCxAQfB0sHjAhdCE8JFAzhDOANlg99D+wQQBKcE88VdxVdFegWjReVGO4YuRdvFwUWDRU7FGgR8A96DVkKtgd/BOkB3v6i+435wvbc8/vxc+8P7Rjr5Oh75xnm0eQv5M7ikeI448Ti8uNG5Z7mUuiv6ZrsYO+E8XX0XvcW+rn8+f6CAewDtwVYB8AIiwreC60MpA2hDnoPAhDhDxcPqA7oDhIOvAy0ClYIvAZ2BHYCUAAx/fX67vdC9fj04fN48WLvw+3a7unute3L7pLu7O+E8UbxiPQY98z4Wvtc++H9YgDlAcgFgQUvBr4HyAYhCKcIjwqyDGQLWAxjDBoNKBEkE6AUkxRmFMIXFRkHGowaVRkHGuUZKBkMGWoXURazFDYSRxGSDwUNzgoaCG4GGATmAFz+Afzf+TP3Y/P4777t1+si6Rrm/uNo4vPg3d/j3treB9963xLgS+Fd4yLlnOd56mXtIvBs8oH1AflF/Fv/hwF7AzUGqAgkC+YMlw1/D/kQthG+EvESUBNlEhMRmBBkD6YNKwz6CVgHZAR2Acb/N/3j+rL4tfX09Fnzb/F68AHwZPCw70fvg/CV8OPwZ/IX85H0jvZ++GP5/PiK+sP8cP4tAPoA5QFlAqsCggNWBG8HggixB70HfwgSDFsPuw8VEMoQeRNXFzsYxhhtGSoaRhxhHAYcuRtiGt0ZXxiNFvwUGhIDELoNOgtZCVoGSAPMAEj+4ftX+PP0jvIC8PntDOs56L7m3OSk43ziHOGZ4Jng5uBv4Zvh4eK+5ErmcOhm6irt3+/X8QL10vd1+mz9DwAHA0kFRwfdCeQLHA7aDywRORIZE5UTaBNWE5cSQxEfEJkOvAw6CsQHwwUuA2QAj/52/Mn5Zfff9Qr1W/Qt8xnyIvHM8PbxRvJP8SzxLPLJ81P0EPU999v4E/rg+5H9w/48/zEBmwOgA48DbQToBPUEiAW8BsgH7wdfB9sHjAlVDRkQtw+9DzgR+hNwF/MYKhm1GG0YeBkQGkkZ4RfrFcUU+BNmEgEQ7gwYC98JMwj8BVMCp/9N/vT89Pob+Cn11fJ28eTvi+3d6jvoG+bv5ErkLuMT4ivh9OBH4eXhIuN25MrlCOhf6mHsn+4b8W308vdj+2/+BwAXAjMFKQiFCp0L4gyJDk8PJRBpENwPABB0ENsPKg+kDQcNcAxrCjYJjwcRBuYE2gF///b9w/tn+hv41fVv9JHyZvKL8qfxm/Ee8ozyYvQy9ZT1Fvdm+HL6i/rw+iD+Mf+A/5L/FAEBA4EC+gKZA9sCugLOASgCXgRuBLUDRAMYBRoKAw0UDiUOqA+1FHYYXxldGU0ZUxuhG+oaSBvxGXoYMhahE4sTmxGRDu8LpwnXCTMIPgT8Afr/+f4e/UP5HvfC9MTyu/DG7Fzq8egM55LlaOMX4nThPeBy4Pzg0uFb46LkBOcL6frqOu798MXzwfUa+BD7Pf0q/wABDAMtBaEG0wd+CRILkgy+DYcOOhDUEdYRLBHZEFgRaBH0D/gNjgsHCjgItgUTA9oAav+0/c762vhW+HX3vvXL8/zyBPPG8jjxEvC47//vavCm7+bv+fA68rLyqPJw89T1uPhN+pf6Nvtv/WP/vABNAsYCKwIOAiUC1ATZB1IIrAj4CHcMEBGhEwEWTRivGgkfjR+EIG0jQyRYJfoiZiEaJN8j8SHbHTgZjBm2GDEVwxF2DPIJmgbsAY7/M/wf+e30au9A7Mzpf+bU4vDeq9zr2mPYs9Yt1jXWpdYc1wzYwtn726fec+GO5CrokuvO7SLxW/UN+bj8sf8oAkAFiwi3DLAPBRKVFOEW4xlzG+obghzQHKgdTB1VGqcXXhXRE/kSng9UC20HgARyAoL/T/y++ej1Y/Jl7wTsV+ro6KjmI+SY4QjiYuIB4qjideMc5WnnQerP7UfxHvX2+Hr64/3tAjcHcQqtCpAMFQ5/Dg0Q9A+GD+YOEw17CwIJfgbRBnoI2QtcDW0JQQhZDbIWmB2tHFAaCR3CIk8oryj9JQslbCPMIH0fwB36Gv8U1w21Cr4JfQaX/9r3KPX49T7zyOyO5krjT+QT46Xd7dhF1XbUVtUn02DRQdD/zzvU0Nav2M/bsd5H5WrravDk9fv42/2HBOgJtQ4EESoTLBfdHBshWyARHxgj1iguKokmTyKmIbsiGiO2HvAWJxFSDY8KlgWJAHD74vN070ztEeld5ejgMN6I3OrZU9mz1/jVkNfh2aDbnt3W4EnleOjS7KDyJPde/NoBxQZhCosNaREWFK8VlhbUFrcWlBanFpwTPw/6CwsLVgncBJUB9f1Q+VDy+e6p9bf+XQQj/673AAPWFugluCl/HwAityydNWc9ejT4LsIsOyaMJ/0hwByiF08KWgawA2D+iPok7//qdOsB6FDjQNgg0UXT4dNZ0PXIwsH7wOzFqcuCzkfOGM+X1jXh7erF88z5Cv/+BlsQHhlKH/whWiWAKNMrJS46LQYsHiyTK30pjyWOIZYfPxwZGKEUFA8vCakCTvwJ+DPzje0h53zfvtoU2G7VP9TR0knRu9FD06DXeNwI4LTkbOkn7onzEflI/u0CugWsCOoL/A2iD8kPUxDWEdERNhBiDuwNUg4uDG4IeAX6AvcArv0U+Z32DvR78bbu/erc6U/qXOmM6ELn6egy7aPvvvFi8hz2KQRtExYfaCCEIFEtTkMwWCpcvVPrTmdU41sUWkdOjj8sMvUlahlrDE3/bPFX4+XWBc6nxXa9OrZjsOKvtq+/rJ+qgKlSr2C4A75DxN3Jb9Pi4abu6PtgCHYU5SAYK8s09z6kRZxJY0kQR4pFMUJWPLc0xipCIn4aQhAHB+v9qffL86Hs9OQ13WvYHdgs123UFdB4zAHOUNHI013Wd9ha3V/kUeoy8W33d/6+BikNZBOyFwQb2R4zIVQidiHhHkoc6RnJFpMTog2WB1MCj/2W+3f3bvJH7RXqd+kX6BbmFOVM5NLjLuUH5RXoGOpN7YHxX/JO9y/6j/1+A7oEPgbeCQkMrQ9vDV0P8x5qLjo6ETcOMCk8eVDNYRtiKE85RctADz9WPe8tmRubBsDwRefc3yjXMct7uPCwubG0sQ6xwqvCrPKzW7m8vSHASsVazyXa5+OH7HD0c/42CpkYISi8Mgw5sjzSQsdLiVHZUNxJZ0A7Ohk0QyuHH1cRNgbj+y/wrOXt2wHXGdXO0OzLrce1xo3Lcs8f02HWSdeJ26Hhluj88Pj1uPnk/p4D3QtvEm8WZRqpG1Ee9B+hIG8h5h5XGh0WqhCdDKsIkwIW/eP2//Hm7t3quueU5SvjgOFA4B/f+N+r4MDiT+VX5pTpQ+168Gb17fm7/vgCcQbKC2AQaBTuFfcWPRjhGF4a6RoyGbAWrBApEcAeDiwzMxUrLSSJMLtEEVJ6SyE4oi/1LesrRiRQETkA/O4B3UzURcx/xRm+a7ImsHe0hLcTuqO5E8AyzY3UGNno2azeiOyy+JsCIwewCdIRYh2qKZ410Tr4PHE+Iz+8QnRCpD5JNxErWh8RE30GsPse8NXlrtxD0oTLcsdexkHJdsrZy+rNDtDD1WHcX+Mu6lbuTPLA96z/uAnHEOEUDRhCG74gVSQdJe4kQCK8H5AbJRZ/EpMNDggIApH6O/Vy76rqGOnr5xnnJuS/30TfYOLG553q4eiB507oneyi8sP2RPlh+2r9dQLTCJEOpxIeE7YU/BeXGsoa8RdkFLsS+A+0C58ICwTL/2j7r/hJAyIRHBm4GV4VaB2FMiBBCkSFOQIs3SkVJ+8hOBjQBTH1duX62JrVmdDJyXzEGsBsw4vIRckzzd/R/tg/43jlBueA6nXvN/oBA4oH1QxLDyQVuB8qKHoxRzWbMh0xqC+EMKsvxiazG7gPhwUT/ln08ukC4QXaVdVq0ZLOvs8J0yHXrdqU3Ufiz+h874L1jPrH/zwE4weCCw4QpRWUGgkesx7QHUAdMB2FHHwalRb/D0gJ8QLo/SL60/UJ8bvre+Z24xDiaOJw4/vjIeRi5BTme+le7Cbum+/P8F/zTfY8+FL7c/7CAikHaQqsDb8QYxNuFqwX/BaIFJ4PEA20C14KOQj6AP75K/S68s369gYPEpkV1RHfFtYokT2CSilE7TcaM2gx5y+6JfIVHwjP94LoJt2p1NDRP8wGxb7CY8M9x8bJ3cu/0hPa+95k4d/iiurO81P60QADBQcL9hG+F94fHyjSLeEw3i//L/kwuC/rK8UjiBodEsAIG//R9MzqxONN3QrYNtRT0X3Ra9Px1jPcqOAG5CTopu0t9Sj7vP6FAY4ENQkVDvARaBblGYUbhBuSGnQaDRpsFwgTcQ1iB5EBY/v99bbxQe3O6Nvjl+Dv36HgbOJI5FDmuOis6nDt9vCC9In3iPhP+fj7Af9lAp0EBgZmCEQK4QuhDWUOQRBAER4QEBCCD1cOfg03CscHjwbhAWT7EvKq7G71KQNWDlEQxQrwEdonJz8ITgxKMUHOPyw/wj7SN20osRlABzX24+yg42TcSNL8xmbFhMZVx8PH48Wuyl7SUNWL14zXd9op453p3vBy+Ir+hwe/EF4bPiglMQc2aDhGOFQ5tTedMSsp5h1OEqsHfvxU8vjo2eBk2z7XzNSG0wvTXNQr1xDb+t4b4r3ksudr7EnyEfhY/UIBOQYjDPwRwBcIHYghsyS/JGUi4B87HcAZ6BPkCzEEnfyx9R/wbesM6MXk2eEo4YTig+To5fjm4ug37G7v4/GC85H0vfVE92D5tvyn/3UBTgLSAlQEWgeDCi0NxA6vDsQO5Q6XDjEOGA2JC+YIvgT9AJn+D/tL9Z7v5PC5/BMLahG+DxsQOx8YOI5IVUoCQ8s9uT8HP9Q3Ei6tIOoQ7v6g7njnM+MI23nPacZmxoDK3snax+TI4c4b1qHXNNcS2lPg0Oj48Gr4fwB7BicMhhaIJPMxPDjINnM0FDVaNm00AixmH6EShAZW/AL0IuvS4kTc3Neb1nXWgdZH2KbawN604xPmrOdI6bnrYfGU9sv6E/8+AnkHCw7hE1gaHx5yH10gRSBvIAQf6RmhE/EMAAegAVn6Z/KD62HmEuTf4mjiqeIW44jk9eZZ6mju9vA+8mXzkPSm9lz4SPn5+r/8Ff8iAfwBXQP0BEsHuwqvDJ0Nkg35DNUNCw7GDewMMQreBu4Ck/+5/TP6H/Rf70DxM/4/C6gPNw61D6oeOzQ3QXpCBTxCNlk1ujIpLv4nKBxYDVf9BPH17bLq7uNy3MXVqNVb1hfT5NDv0HbT3tZy1V7ViNjr2wTjzeoG9A3/4gWpDA0WCiEaLVczyTIXMSsunSunKFshDxi6DMAARflt9NTwvOwQ5nbhouGJ5BXobujG5pHm2OdX6sTs2+3i7ijwPvJr9nn7nQCIBZMJ4A0lEuwVFBlpGtQZSRi8FdESAA8XCpQFWwEG/WL4dfMu8N/ujO4G7h7t+usB7FvtYu9f8tP0JvbM9kj3g/g4+mn77vtr+1X6wfkc+Yb5MPsj/WH/swDzACQCRQNnBeEHyQgWCZAHWAUABRIEYwJs/9/5gffg9774sfzzAVINVBzqI7wlGCbxK1o5mz8HORorBh3XFuUSNwqAAZP27Oos4QXakduB4JXfgdoX1S/VVtpl2hjYHti+2l/gCOO85GbqOvGJ+Y4CaguKFUgcMx+0Ih0ntCtnLC8mqx3EFdIO0gg/Agn7gfQN76rsGe3L7ufwd/Ir9Bf3gPoF/Xf9gvwC/CT9Ef9YAN//af4X/pgAbwV9CmQNsA3YDG0MdQ3dDgUPzgydBzcB6vse+e73RvZu8zDxr/Da8XTzCvVM98/6vP6PAeICTgOIAxwEyQQhBbgE3gL6/5T96Ps6+2n6bPhN9rf0w/O284bzRvOv84b0IvZW+N35DPt4/Gz9HP5b/Tn7p/nq+NX6HP5JAEMCQwSfCHwSaRz4Ix4nmiSrIxMlPibcJYMexxIfCOP+cPlu9BbtH+fn4aDfBuBj34/fD+HN4r/lpeZi5m7nruds6GXq1+y18ej1gfhZ/BkBbAejDcYRMBbCGVwanRiTFbsTEROnD9wIYQK3/4cBYgNBAfP8RfqF+6T/XgNBBbAGowc1CbwL6w5XEmITpBDSDHIKfwrhC1UL8QjsBr4FVgV+A8b/jftB+L32BPYp82LtN+fs41vliun87F/umO5Z8O30/PurA7YJkQ32D08SMhUMF80W7RQPE28R7Q62Cq4ELf/f+tj2mvND8HHtquo751rlQOaD6Nbq6+rP6unsZu8s8afxdPKp9U/5FfyF/rQAPQSWCKMNtBTgGv0dch5EHuUhrydtKIUipBekDsAKvQc3AsH5ee9X59fimeGj4t3h3974203bod1+4I3hduE84lnkE+jn69ruQ/GU9Pz5cABnBjwKhgxID9gSnBY/GYYZRxe0E3oQ9Q6CDS8JbQIw/Tz+9QMOB9AETgCXAE0G4gxEEhsXExwlILggOSBUIzgnoie8IlAb0hbLE+QNmAUt/tH6gvnp9BLtYeUb4QThyuGE4LDdENq/19TYxNyO4iHolOuP7r/zJvszBPUMwxMhGqwfvyMxJnEmoyWmJJ0hnBzdFRoOlAaC/yH5p/SZ8bXu/+ol56PlH+cW6hDsmOvy6ejoMOmL6knsqe3d7uDvSfGX9IH5AP9HBJ4INw3OEesUshbrFxUZ8xl9GIoUYg+qCbIE+QD8/Vb7IveD8aDthewe7ZDtuutP6cDns+cp6XDqZ+rB6WDpPOto7/3yIfXC9bL2s/m+/asB9wTgBhEIZwkpC/EN6A8aEF0PQg65DTANowtOCY8FTwHm/ssBLQihDXUNwQoODlIZaCeKLigtXykQKfwrpy2WK98l2h1qE9gIzADF++/2ye+55+3iIeKx4cre9trD2dbbwN0i3cfaXdlA2rDdZuOJ6gfyfviV/ssGaBF/G4EisCW7JsUnByh7JgAjaR3HFjEQcwrEBbQA6fqf9bzyUfKR8g7xR+5f7Jrsqu2n7bTr3uiv5i/mDee/6BDre+1S8FH0I/obAfkHyQ1SEjUW2hgOGsAZExlQGC4WuBGPC9MFBAL8/wn+9fpy90H08vE98JruF+1H65PoyuXe44rjAOQ05I3kHubi6AvsoO4n8Yb0dvgf/ND+tQA4AlQDbgQ4Bn0IXAofC9EKVgsnDZAPKxGWENQNOQoWCHcKkxFBGA4b3RgxF8ockia6L6MyNy/HKrQndyVCI6UeNhc3DYsBtfcs8b7rdOX23UvYJNcb2GbYDtcW1irYd9yu4LPjl+Uy54zpGe368on6pwFgB4cMxxJfGikh1iU7KPooBSleJyUj+x2UGHATKA7sBzQC3v2y+lr47fXj88zy4fGQ8BPvuO3C7GPrM+lG52bmi+ZV53PoqeqC7oPzxfjn/RMDVQjJDLsQlBP7FC4VrRNKEawOxwuZCMEE/QAZ/hf8XPp4+J32CPUD9FDz3PH/76PtTeuM6WXo2ueZ52nniueJ6Bbr5O6V8gf1y/bg+OD7N/+QAesCBgQgBX4GzAfmCE8KywsyDU8O5A3bC/cIAgikDLUUVRtNHOsYzBl8IrsuazdSN80xoy1zK+YpliasH8wWWgw4AVT4UvHq6hvj99oP1tfV9NbJ1a3SbdEp1S/bn99J4X7hGOPS5ifs7/KZ+c3+kQJ0BrsMvBTZG6QgCyN3JAImbCYNJW0hKh1TGS8WJRPGDqAIRwLi/Y77Vvov+Ff0AfBv7F3qculM6FPmRuQM433j0uSD5gTpFO2w8s745v3vAVsFqQg4DKgP8BHuEY0PpQwxCw8LogqdCP4EmQGA/yf+6fwd+zr5c/eV9d3zLfJh8IjuF+137KrsROz56s/p0OmW6/Ttou+i8CPx1PGx8yf3t/sNALUCAAQYBbsG2Qh3CgwLcQqiCE8H6AiED+oXkB2sHhIeVyIjLLQ1vTkdOE01ODSmM4owpSoZIwEapQ97Bcz8BfbE7tzlUd6M2kDZftc+0+fO0s38z/jSzNTW1XrXs9pQ323lSe1s9Tz8lgHgBqYNKBUtG/IeOCFqI0wlwyV1JIAivSD2HggcnxffEj4O1wkUBvACawAE/Z73rvHx7Uztie3Q6w7oe+Tl4jbjIuRg5Tvng+n562ru0PGS9rb7agAmBGgHdApfDBENFQ0CDfoMXAxmCvoH9wVRBO0CRwFS/7H96vu6+Xz3sPV19EnznvFt72Xt5OsK66XqkOrr6pDrT+xS7QLvKfFm86L1S/hd+xb+DgAvAZgCzwR/B8QJiArUCdcHxwa0CVERRxr9H2Mg2h83JAIu4jfjO2o50DRQMlwx+S7tKXQiahmoDxYGDv5O99nvRuda3znbz9nS12HTNs4jzD3OhtFz02TTTdOX1dza7OIc7Fn0bPo1/xQFmg3DFqQd5yCWITAiOCP7I6IjmiLSIMIe1xzaGr8Y1hUTEj4ODAssCBQEoP009j3w7+xC69voT+W/4V7f594+4IPiNuWo57zppeyL8Cz1SfkB/LP+DgKBBWkHigcyB5UH0Aj9CYcKZwrlCT8JVQjqB8QHMQdVBUkCqv7l+lj3gPPD74TswOnZ52zmheVw5evlG+f86FnrzO2972nxdfOQ9Yj3dvkY+1b9N/9SAGQBaAIqBCoHJQ2LFo4gridQKr8s7TNRPp5GlkjQRCNAyzwqOdQzAi3sJBgcuxHIBlb99vX47hTn2d8n25rYTtVpzzbJZsYGx4DIEciUxqrGsMkCzwzVktx+5aLuYfdW/3cHVBCAGPge1COHJ5IqNSxWLHorjirPKWsoUyZeI74fdhslFzUT1g8IDMIG2P/Z+FfzGO9J683m3uG83TTbatpc2yzdPd9e4WLjGObL6f3t3/Gc9WL5Lf2TAB0DDgUhB4wJYAx1DkAPHQ97Dj4OQQ42DloN5wpRB2kDBQBZ/dP6r/fi8x7w4uxc6pLoV+eY5lzmh+Yx5yrolemH6+/tY/DV8gP1DvdG+Tr7fP2M/5QAzgG8BbYMexaYHiEjvSeNLoI4bkJbR6JHx0XJQ5NBUj3oNtkuMCWFGqQPFAYn/uf18+ze5GffS9zk2KrTzM2HyjXKq8oSyo/HIsUKxXPHJcxd0tnYgt905ozuv/hlBC8P2xdPHv4j2yl7LgsxjjHOMNkvni5oLMoplSYMI1wfVRuIF3cT/A14B9cA2vtP+N3zVu0h5kTgU91K3Crb2Nmg2JTYFNrU3FngEuSQ59LqJ+7l8QH21vlD/W8AFwQbCMYLoQ7IEOES+BRZFkAWyRQ+EhQP3wsTCPkDjf/g+oP2rPID8JruWO2u6wXqyujI6ILpf+pq6/vrfOze7Gvtpe5K8O3xwfNj9T73z/h6+l7+WwUqDyIZ9x/fJK0qazPJPXdFrEh8SAVHnkUJQ4o+8TegLy4mdBuREGkGCf3A8wvrgOPl3dXZJdW9zwnLlchmyJrIicfaxaTEVMV+yI3Ny9Ml2gLgi+bM7qv4QgNJDOET3Rq2ISkoxiyHLxoxlzI0M2UyhDDcLQ0rwCfQI/cfVhwWGJQSFQzcBb8Auvvq9Tvvz+ih41TfTNvq19HVZ9Xi1TTW1taI2Grb1N5X4lnmoeqc7ibyDvb/+qkAywWlCcEMkw+/En8VJBfkFwIYHxfzFLcR/A1hCpIGcAJB/jj6yfbW8/7wiO7N7JHrr+oR6nbpV+kh6d3o2uhf6YzqhuzK7uvw2/Km9IP35fsMAwsMSxTdGuQfuiW4Lps4IkBGRP5EIEW7RfNE4kEWPEw0RCxtI/sZbRDWBkz97POO6wLlg9/o2a7TEc7XyuXJT8mRx3fFRcQqxV3HA8qTzVTSjNjj36vnTvDg+YwD9QySFUodOCS+KZMtPjAYMjgzUzMqMiEwsS3KKmoneiM7Hywb1BaxEdQLjwXL/3v6v/TI7uXoJuNs3oXaQ9ff1PXS9NG+0W7SKdQz1q/Y29vd34zkc+nn7TPy5vbx+4oBGgcKDCAQ8BKDFOEVahdfGF8Y9xY7FMsQcg2iCtkHJQX1AX7+cfuv+Fv2AvSF8Wjvlu0H7MnqLumA53bm0OVm5hDoKeoZ7Xrv9/I++boBmgtbFM4aqCH0KTwz+Ds/QbxDl0WYRpVGi0RYQMM6mzPoKmAhEBgUD+sFUvwV80Xr1+ST3jDYWtI+zubLEsoFyN7FfMTCxDDGvMg1zGPQKtWz2nDhhek08mP6BgKFCUUREBnOHy4lxCmjLfswLTPeM20zKTJgMDcueisZKKQjER4QGG8SYw1rCI0C//tt9bXvo+rQ5QThn9wa2f3VKdOi0A3PnM43z8rQ5dL11aTZ+91I4zTp+++v9sf8NgJAB94L9g8OE2gVCRfcF9YXsxbvFOMS1xDSDlMMOwnnBbACUgA+/h382/no9yr2mfSa8sTwXe9O7sntVe377KrsGewq7PDuXfSq+xMCHgZGCgkR8BpvJSktfTFgNKA3ZDofPKY7MDm1NaEwZyquI8IcgRXHDZ0Fgv7o+JTzf+015mDfxtrK1yrV0NElzo7LVsp3yqXLwc3M0PbUvdkq33blIuwW81X6nQHICHYPKRUOGnweviLHJqUpEitsKzMrwirtKZwomCYrJC0hgh0ZGVwUrw8GCxsGpwDK+v30Y+856m/lIOET3VvZgtZJ1C/T29Iy02fUV9YX2ZTcyODS5QjrZvCl9Xv68P7PAlIGfAnuC5kNew6+DrkOuA64DqsOYg5ZDQIMqQp5CTUIOgbWA2ABK/9y/af7wfkH+ML2zvVE9Qf1C/U79Yb1Xvdu+vL+hgP7Br0KrA5EFK4a2x+vI2Im1SjcK8ItBC69LDsqeCcAJDQfARn3EdMKLATi/TH4hPLL7Arn8eE93vHbgNom2TXXetX81O7Vwdfj2VDc0N6+4S3lR+n97QPzJ/h7/eQCegjeDfcSaRdCGwYfiiIoJZQm7ybBJkQmSiXVI60hGh9kHEMZuxXLEYMN5AgkBDz/9vly9G7uQOjE4m7e29pq1xvUb9Ep0KDQDtJ91InXENvc3i3j4efn7B3yDPfa+1IAUQSqB4YK/AwQD80Q7BEiEtgRNBGwEOAPnQ4bDVkLtwklCGwGlwSXAlgAdv7r/J/7Vfqo+Pr2mfUR9QP2IPhG+479j/9XAlQG3Qx2E0gYDhy+HqkiLCe3KdUqVCqNKZMoAibhIbQc2hblECcL0AWgAMT6OfTG7efo7uXj463hT96L2hLYkNc42MPY2tj42OPZsNtu3rHhSeVG6c3t1PIp+MD9FwNaCLwNdBMoGRIeayE2I6EkTCYDKN0oFCj5JVUj/iAGH+UcyBnHFWURFQ3SCCgE8v4j+Wnz7e356Fzkpd8Q2wfXFNS90pXS89LH0wjV59YU2gTeeOIb58XriPD09En5iP2+AakFHQnuCyQOpQ+YEE0RvREdEgYSWhE5EAkPHA4tDewLIgriB68FngNSAc3+KvzQ+Qn4ZPf098b5l/s0/XD/UgPwCIIODBPKFYAYLRzwH8AisSMwI8UiLiL3IIEe9BolFz0TeQ9qCycHdwJj/Wn4SPQN8Q3uUeqi5QXh9t3C3FXci9s72obZLNo13AzfBOId5bfoJ+zQ763zuPf5+wgAGgRACH4MdxDhEw8XYhr3HTohWSNyJMwk+yQZJXMk2CKqIJQd/RnJFSYRUww1ByUCyPxB96PxPOxQ5xbjbN9s3A3aHdh61nDVSdXz1X7Xk9kq3BHfJuKC5R/p1eyv8Lf02/ia/K3/YAJFBRIIugoRDcUOZhB8EQMSChKjEQARaRCOD4gOLA1DC6MI8wV/AwgCTAIlAjICPgEbAI4BJwTSB3gLQA06D44RTBRwFwcZ4xnPGokb4RvEGmYYfxWhEjMQwQ3aCloHMgP9/nL7qvhJ9tDzvvCD7RHrJOmh54DmFuXr40fjueK/4iPj6+Nx5TDnS+nc67/uD/J79Vz5pv12AikHgQuZD3ITdRcuGyEeMCC5Id4izSMiJJYjbiKTIEQerRuRGAwVGRGDDHIHQwIG/RH47PJ37Wzo/eNc4DrdtNrF2FzX89Zn117YyNmE25vdQuD54qnlh+hg63/uqPHW9PX3OftH/kwBOgTqBmgJvwsFDpUPtRAGEf4QCRG9EBIQ5w41DQ8MWgsBCz8KRwlsCAIIBwlDCYUJ5QlBCkYMIg5VD2sQtxAqEl4U2hXwFmkWrRWVFD4T6hHUD2cNRgpkBuMCIv+V+yv4UfRE8dTuyezm6r7orOZ45RXlsOUH5u3lDeZf5n/nbOlg64DtRe9A8ezz8/ZH+oP9wQDbAxAHgQrQDRoRKRSwFmMZkBtlHfwewR9TIIIgcSBBIB8f9RxRGjUX/xNeEAkMTAccAu38effV8T3s4eZG4jDeq9rU16XVWNT806rUetYa2fbb197m4Y7luemz7RTxGPQx91H6j/2ZACoDlAVPCDwLRg7UEJUSwhOtFJoVnBbxFsoVkBMFESYPYQ6TDa4LfAl/BxwHCggCCesILAhTCJAJqQt+DIEMLAzfC4MMxwxXDEcLfwkhCPAGKQWoA8kBtf/U/bH7/vlV+Iz2m/S98unxYvH48Ifwt+9+787vRPAS8ZfxA/L78szz8/Q49nP3APmG+j38Y/6DAIECVwRCBnQIuwrrDHkOxg/AEJURkRJUE6wTihP7EnASvxHdENAPLA5EDGQKOgjnBRYD7v/g/Aj6fPet9Jvxcu6G6wfpGed05Snk/uIG4pfhjeEA4tviFOSG5X/nzekT7JDuyfBm83/21vlL/UwA9QKnBWsIVgskDlkQ2RE5E40UnhVqFmwWLhYUFo0WQRe7FxQX5xVsFXoVrBUjFb8T/BFjEMQO2gy7CqsIjQaxBIQCQwAh/r/74fkv+Kn2aPXd8zPye/DC7prtxewq7OPrsuvR6yns3ew97unvGPKM9NT2Rfmm+//9ZAC1Ar4EvgY2CC4JFQqlCiQLmQvMC9oLwQukC5ELews9C/UKuwpQCtwJQAlOCEYHewaRBXYEPAPRAX0Abv9G/gH9c/up+f73XvY19Sf03fKf8Y7wue9e7yTvIe9Y76jvVvDj8BzxhPE28jnzTvQk9f31q/aF9774Mfp//Df/twFMBFIGzwgIDO4OzxG6E+MUZxaRF80X1Bf/FiUWqxWJFE8TwRHqD5UOWw3sC6gKTwm/B9EFxQOfAbf/3/2c+zT58vb19GXz8vF18Dfva+4K7urtv+2U7cvtXe4x7xHwB/Eq8pfzCfXl9vv49Po1/WH/dgGnA2IF4wZPCKUJ+grJCycMLAwODAYMAAzOC38LCgu0CmcK1wlYCdwIFgh0B70G1wXFBDADWwGA/+r9ZPyF+kX4yfWH8+/xq/Cj76Tuv+0q7dvsr+zB7Aftiu1d7jfvNPBT8V/yovNc9XT3Hfrs/Hj/sQEkBAAHOwqDDd8PDRJMFCQWpRd+GOkYdxnyGQ0alBlWGBIXxxWSFGgT9RFSEFIO9guBCdsGTQSbAYn+Svvv93b0OvE77qLryelU6H/n/uba5mTnZ+ju6fjryu3A78jxovON9Yz3ofmg+0r9vv5HAOkBpgNJBb0GHAgyCXIKlwulDFINYQ1IDfkMhwy/C8cKlwliCHUHrQZxBSQE+QJyAk8CmwGSAHf/b/7O/Rn97/t1+v34+fcb9zP2H/Us9HrzTPNT80TzXPN186zzKfTs9Nz16PYq+FT5rfoe/Jz9LP+xACICjgP1BA4GBQfpB+wI1wldCtAKKgucC/sL7AutC08LIwsFC+QKcQrJCSYJqAh2CEQI6weLBwMHfwZMBukFXgWdBLYDFAOmAvMB5wC6/5T+wP0h/Vr8Z/t0+o35HPmJ+Nf3LfeU9k/2P/Y09l72uvYT96T3ifij+aP6ivtl/Dv99/2Z/tr+5v7d/uD+7/7m/r7+n/6O/o/+of7C/vT+Bf/v/qb+df43/uX9ev0J/Yf8EPzQ+637yvvu+yb8vfxa/e79s/5y/14ASwERAtECZQOzAxYEbwS8BA0FNQUYBc4ErgR2BHkEdwQYBLYDdQNVAyID0gKCAlUCOAIlAuYBWwHpAIsAXABBANz/JP9n/uD9ff1j/X39lP3O/TD+xP58/yoAxgCXAUkCzwIaAwwD2AKXAncCXgJhAjMCFAIcAngC8wKEAxAESQRgBFoETwQUBIYDngK5AbIAnv+u/rb9zPwD/HD7KPvw+tD6r/qs+tn65PoT+1f7kfu2++r7Efxu/LP84/w6/VH9O/05/Un9Yv1c/U/9Pf0R/ez8/PxF/YD9mv24/ef9/v0s/mz+v/7z/vL+5P74/jH/TP90/8L/KwCVACIBqAFCAt8CywMeBTYGMwcqCAoJ7QnzCrELDQwwDNgLYAvPCrYJfwhKB/8FxAR7AzcCBgHD/5r+pP3F/Nn7xPqu+cX41ffZ9v/1MfWX9Cn01/O888Xz6vN/9Fn1VvZY9274qPnx+kT8uP1V/80AIwJ6A5sEzwXsBtAH0QitCWYK8QpKC5wL2gsCDAMM1gteC7AK5QnaCLcHegYeBb0DMAKPAOX+K/2g+z/6GflL+IL3pvYI9q/1kPXG9Sz2lfYf97D3UfgS+av5Vfoj+wT8uPxW/fX9kf5j/xUA2wDLAZwCPQOnAxsEkAT4BDEFKgXUBIsETwT0A6ADNwPhAokCNQL1AbEBMAGeABUARP+J/sb9tvzE+/r6U/ry+a75d/lY+YX56vl++gD7Qfu7+zr8nvwh/aD98f07/sP+d/9DAOQAgwFQAjYDTgRlBUEGBQdwB9QHOghyCGsIKQjnB5sHQAfUBmAG+QWvBUMFGgXcBGoEAwSKA/gCYwK5Af4AcQDH/yn/f/76/Zf9GP3K/JL8XvxC/Fb8W/ww/BD8APzy+9H7lvtp+xj7yfp++ib6CPrt+eT5BPo9+pT6Fvuu+3n8Vv1I/iL/LwAgAdIBoAIuA70DSAS7BPkE8wTkBOQE2gS7BH4ERgQKBLIDawMtA/YCsgJsAgACTAGAAKz/yP7w/Sf9Zfyd++r6bvo4+kr6bPqR+u36bfvD+wL8SPxq/Jj84fwG/Sn9W/2R/df9M/7N/nv/NgD7AKYBMwKvAjQDigOwA94DIgRWBEYEDQTiA8kDxAO4A6MDfgM3A/cCrQJ0AjEC9wGwAUEB7QCFADYA5f+V/3X/lP+c/2//Rf8P/xX/NP9c/57/ov+j/6f/pv/j////DgAoACsAVQBTADEAPgALAO7/sP9q//X+Y/4W/pD9N/2+/GP8A/yh+277SPtX+2f7xPs5/Lj8Tv3N/YX+Tv8QAO0AqwFtAgADXQOqA+wDKgRtBJQEtQTGBOIE9QT5BPsElgR7BBsElQMbA14CpwHxADQAbv+r/sv9Bv1M/J/7Jvu0+kb6AfrQ+cf53/kh+jH6f/rC+gT7Nvt/+wj8S/zU/Df9vP1k/vv+tf+EAFkBKgIQA8kDagTsBFAFrgXmBdgFrwVaBQcFowRMBAkEvgNfA+4CzwKaAncCTAISAusBpwFaAfYATgC3/xH/gf4C/k39zPxG/Pj7y/u4+9v7+PsV/DT8d/y9/PH8Nf2A/cL95v0f/jb+QP5R/oL+yv4A/0z/d//O/w8AQwB9ALQAAQE2AVoBVwFTASoBIAEoARwB7ACxAJQAiwB6AHUAYABhAGkAXACBAHEAUwBPAIYA0wAOAT0BdwG8AdUBHgJsAoYCmQKzAugCCgPlAsgCswKbAmwCOgILAroBggFJARUB8QCnAGAAJwDe/43/N//Z/pT+Uf4P/vD9sv2d/Yb9cf1t/Wz9lf27/Rz+fP7e/lb/yv8VAE0AlQDLAMgAlABGAP3/rf9R/xj/yP6Y/mz+gv6Q/p3+uf7F/uP+BP8U/y//Q/8Y//P+1/62/pH+e/5b/lX+TP5r/o3+oP7B/tb+B/8U/yb/Jf8+/zv/M/9T/1j/g/+r/+H/GwBWAIIAwwALATYBRwFQAV8BhgGSAZMBowG5AdsB7wEZAjYCVwJoApECrAKfAqgCjAJeAggC1AHLAbcBpwGCAXcBbwFXAXgBnwHCAeoBBgLnAbEBYwEGAZIAFgCE/+n+av7v/bT9ff2B/az9yP3S/db9y/2v/Z39gP1R/Q/9zPy2/Jz8ePx7/Jr84vwa/X396f1i/vX+YP/0/4AA2wAoAWwBlwHdASYCSQJDAi4CCQLyAd0BsAF3AVsBXgFAAf4A3gCWADEACADO/6X/d/88/wD/y/6u/n7+Zv5J/hf++/3W/Z/9kv2T/an9t/2n/cD91v3i/Q3+U/6m/vL+Rv+h//X/TQCvAEQBvwE3Aq0CHQN8A7YDygPaA+sD5gPKA5EDRQPrArQChAJgAkEC9AGdAWQBBQG0AFAA4v+q/zn/yP5U/sD9Vf0I/eb85vzO/LT8wPwH/VX9tf0g/qX+Gv+F/+3/JQBKAHYAqAChAKMAmQB/AGkAVABTAGwAjgCZAKEAuwDZAOEA3QDeAN4AywC0AH8AXAAuAA4ACAD5/9T/vv/V/+7/FgAdAEQAjgCjALQA2ADiAPUA5QDqAO8A3wDOAMkArwCBAHAAaABXAFwAXwBGADYACADg/7j/cP86//z+tP6T/kz+Df7e/cD9qv27/cT9sv20/bz9+P0m/lv+cv6Q/qv+0f77/i//gP+z/wkAeQDKAP8ASwGPAdYBAwIgAjICQwIlAvkB2gGzAXgBXwE8AQgB3ACnAI4AUgAxAAwA1P+1/4z/V/9B/xT//P75/gb/D//4/hD/Lf87/0f/Vv+F/6r/sv+9/8L/4f/d/+D/AgAOABcAHwAsAEIASgArABUA5v+9/5j/ef+J/4H/eP+I/3j/S/8w/zn/Wv9c/1b/PP8U//D+1/7U/tT+sf6F/oP+m/6n/sX+1/7x/in/cP/I/9H/zf/9/0oAgwCwAOUADwEvATgBagGCAa8BxwHUARwCQAJiAncCmwK7AqQCtQKHAmYCOALQAasBZgEPAd0AqwBrADgA5/+4/6z/hf9i/37/jf9//5T/lP+K/2//Z/92/33/ZP9a/zn/Kf8e/wX/9/7z/s7+r/68/rD+y/7P/uz+9P7h/u7+7/4Q/zD/K/86/1v/Yv9i/37/qf+7/8f/0P/d/+z/AgD9/wMAGQAdADEAWQBlAHUApACjALcAwQDFAMYAkABkADoAFADb/5//dP9N/1L/W/9s/5f/u//v/yUAUgBWAFEAXABIACUA7P+4/4f/Zf9H/zD/FP8P/xf/Gv9G/1b/fP+f/8r/+v/9/ycAOwBHAFoAUgBEAEUAPgBPAG4AkQDOABsBiQHWAR0CTQKPArYCvALUAsYClAJYAhwCwgFCAdUAaQDo/4//GP+v/lL+Gf7r/dj9y/26/a/9kf16/WT9WP01/SH9C/3r/NL8y/zJ/M/8AP0+/Yf91f0v/nL+uP7o/iL/nP/H/9X/MQA+AFwA2gDWAEcBzAEJAoQCqgLmAocDGwSBBIQEdQR3BCkE7wNrA8sCaQL3Ac0BXwH2AJAALAAOAOP/n/+A/1z/J/8V/9j+q/5F/hH+4/3k/ef98v33/eX9JP4z/pv++P5S/6X/yP8EACYAQABRAJcAmwCkAJkAlwCoAJsAkwCLAH8AWABmAE4AKgAVAOT/yP+y/4f/Wv9O/2f/eP+N/1j/Wf9a/2H/ev98/6P/x//t/wQAGwApAFEAUgBvAJgAgwC8AK0AowC0AKwAtQCSAH0ARQBBADUANgBKAB0ABwDn/8b/0//b/+D/2v+a/27/Xf9L/0D/QP9g/03/Gv/y/t7+6P5A/4H/m/+l/3n/gP+w/7P/tf/V/9L/5//n/+z/+//5/x4AOABIAD0AFwD9/+n/yf+9/7//m/97/1H/Nv83/yb/Jv8u/zT/X/97/5f/w//D/8b/5P/k/93/1f/A/9z/CgAMABsAMQBCAHoAnwDIABMBPQFZAYcBlwGKAXoBbQFWASgBDwHoANQArgBnAE0ALAANAA4ALQA3AB4AHwANAB8AKAAfABgADwASAAoA/P/4/wAADQAtAFgAXgBhAJMAsADGAOkABAEaARwBEwEAAf8A6wCsAHQALgDj/6T/cv9S/xL/6/7h/s/+s/6w/sb+0v7n/gT/LP9E/0T/Uv9V/03/IP/x/tr+2v7w/gL/IP8q/zT/Qf9e/5X/yf/b/+r/9f/l/+L/2f/1/xEALAAqABoALgAlADQAXQBZAGwAdwBcAF4ARgBIAEgAQQAiAA4A9f+5/7n/mP97/23/cv9e/2z/ef9d/4X/fP+1/+z/9f9EAHQAlgDeAB0BKgE+AUABEgH3ANYAqgClAHcAOADu/5b/Uv8i/+3+mv5I/hz+B/7t/c79rP2e/an9q/3B/eT99/0O/hf+Qv5x/rT+Ff9X/7f/CwBjALoAFwFmAdQBTwK2Av8COANmA3YDjwOjA5gDdgNNAwID0wKbAlECAQLFAYgBUwE1ARwB/QDZAK8AiQBnADkACwDh/7r/bf9A/xv/2/6t/on+df5m/lr+Sf5K/lr+cv6h/sD+7f4Q/x//T/9d/4n/yf8gAH8ArgDjAAMBFQEpAS8BNAFIAS4BAAG/AGYAHgDg/5D/Of/t/pj+V/4B/o39D/28/Kj8dvxS/FH8Ufwv/EL8evyz/Pb8Zv22/dj9Uf6Z/vz+ef/R/zwAgwDhABEBWAGNAa8B/AEyAlkCgwKbAqUC7wIVAzQDagOdA7oD0wPpA+oD/wPpA6gDcgN5A3sDXANrA/UCfwINAo0BoAHrAQkChgH1ANf/Jv9O/47/AAAbAMn/wP78/T39ZfyB/JL8jfzQ/Gv8cvu3+jb67/kl+iX6rfmg+dn5Jvpo+qn6dfo/+rP6DPu3+8n8YP0p/tD+4/4e/2r/+P/dABMC5QJdA/sDDwRUA9MCNgJNBGAJ3AvWC/YIFwQUA2kFXAcSCboJGwmdB+YE0gAE/uP9Ff9AAZ0BeP9f/Lb5tfjq+Ir5uflD+br4C/hA9yH3o/eS+L35XPqR+tb6ivsJ/fD+AQHZAg8E+wS5BYMGqQcLCU4KegskDD0MQww4DPYLngv6ChsKwQlWCZgIkAdOBvcEqANtAusAlv9t/k39YvwY+635Wfjb9vT1TfXR9IP0H/Su8zLzpPLt8b/xx/Et8gDzrPM79OL0MPUZ9Q71kfXQ9l74yvmn+vz6UPvc+1f8Dv0D/tb+if+8/47/ef/r/24ACwEHAq8CkgJXAar/mf/dBWAPfhSTE9gL5wSdB+gOhRV8Gzoe3R4+HrYZNxQeE1wWfxuhH5wfixv9Fa4QuAzBC5oLAgrQBkcDdP/d+2X4jvNV75rsoOqy6Izmf+R1437jM+P24b3gR+Ba4Qvkpeaa6Kjqr+zG7jLx1/PC9iT6wv3PAEYDiAVFB0sJzQvhDXAPVRBTEPEPMxAoEGAPcA7fDLELvgoFCTgGCgOvAHH+aPxk+uH3yfUB9CDyefCO7uLsRew57NbsTu2/7Cnso+wE7hzwcvIo9HL16vah+JL6yfzK/wcDrQVSBycHzgeNDfEULhpQHOgXIBS0FaMYZhx4H9wgoiGQIZodlBfIFMkUyxYKGY0XcBMZDxYKYgYoBa8D7AH5/xD9mvqW9wL01PAg78Dubu1h63jpYuja6PLp/Omk6VLpAemh6dLq4+zD79fxc/Oq9KD1VPfp+aj8bf+PAT4DFQUoBgwHiwhFCgQMUQ05DW0MsAvyCp4KjQpfCtEJZwhNBnsEgwIFAFj+kf3E/Mj6K/gT9iz0nvTp8z7xPvCd7vztge7V7fXtP++k8CvymfJ98+n0IvaG9xz33vWK+tMFmg+1FHIP0QTNBFwNdhZBHMMdrB6LIoIkmx7wF7cXWhwJIlIj5h3DFmETERIHERkQRQx+B0METwDm/CD66PVn8x7yE++86+bnIOVb5ZDmHedS5cniiOH+4VXkuOYJ6bfrLe4a8MbxhPMZ9tz5cv2jAGgD1wVjCLsKrgwsDukOXA8PENkQyhFwEj0SZhENEOIN9AsUCjEIpwYvBD4Bzf5q/Kb6mPgK9gH0n/H+7wHuSewZ7Bjs4exl7b7sD+zS61HsAu6f70Xwg/Ed84D0CfcA+Rz7T/w0/GH6xfyWC3oWvxksFqgIYAdkEwcbEiAzI6kjtSdbKBghSRptGsAg4yZUJ2IiCRsaF68XxBaLFCwQ3wlkBkkDYv/N/Ln5HPch9LHuyuj84zXiu+M95TTlfOOS307dTt0E3lLgvuL15IfnKeny6R7rgO0y8Vv1R/jR+Wf7zv3mAREG1Ag/CsgKyQsmDQ8ORw/gEB0S1xI9EnQQNg7VDIILlgrUCfUHSgXiATD/Jv3++536ifdA9H3xQe9Q7qntYO1c7RztkeyK6/HquOr263zt9++x8RzyjvO99DX2RvjV+gT9rf5B/uT5M/04CqAUjhwxF6wKhwpDEhEbLyDZIcIjpihiKwYmjh+UH7QjCyn3KTokWh/xHfIcxhyGG40WmxCKCu0FpwNQAo4Apfyz91vy+euy5y/lEuQE5QjjRd+n2xLY6tfJ2WzbTdxC3I/c4N323z3if+UW6X/syO/H8crzU/dj/DEBYQSaBtcHiAmFDJYOiRC8EucTdBTBEwYSBRHqEEURihBBDigLWAdJBREEyAGY/638wfk69+v0nPLT8M/vgO/R7znuMe3p6wzr++yk7snv7fBJ8rTy/vMU9rP3NPto/sj/Gf/i/v793ABuDmQXHxylG+YQMQ5PFA4bpiBxI6kl2ie+KMQjpRyeHNcgpySbIwwdVBc7F8EXWRY5FIwPwQv4BoUBJf7F/ND9cv33+MTy7+xC6H3nC+gH6GroWeac47XgGt5f3pvfxuFc4+zjO+R65K3mo+ml7Nruu+/08O3yh/ZG+p395gBbA5cEJwTcBMYGZwlyDFMNPgy1CysMtQs+Cx8KewhqCBAHmQOLAJP+Wv5h/in94fp6+FH2QvT48lPyePJ+8l3yDfKn8QDygfK+8rDycfJ08wv14/Yy+NT57Psn/hEBaAHOAWkCPwMSBUIH/gt2E6oXCBe9FCwSwRNhGLoaQhsrHpkidCMyIWMdqBqeHGMeVBxsGZwXoRdRGAoY/BSBEZMOsQq4B/4DjQHxAKX/Dv6Y+qT2f/KG7hDt++tL6nfoSucd5h/l++Sa40LjpeNW4zHjmeMx5evmi+mC637s4u1l7ynyX/QE97L5vftc/y8BMgJXBEgFMgeICRkJsgjVCcIJEQqbClkJBwiwBTEDwQEYAXoBuv+P/Z78Sfvs+G71vvTN9Sn2tvay9Any4vKn9H70N/Rt9Ev1E/hE+GD4bPkM+nn9TABsAVYB2QARAt8DpQdKCqUIVwj4CAIOfhTqFU8UNBGJEEYTSRQRE+0UExkRHB0coBjJFQIWSBaUFtoV7BNzE5ETDhMtEvwQWA6WCyEJ8wRMASwAFgHmAB/+Lfov9o/ywu/67R3twOx97LLr+Oh250znF+fD54fnOOgq6QXqe+sM7bbvbfHM8cnyJfRC9XH3h/lm+8P+EQBz/8oA3QFOAnwDbAToBDEFggbkBJgCbQYECO8DeALzAQgA+v/7/vL+WP43/U786Pt8+6T30vZQ+BD7sPq68+3yP/iH+vb7HfmD9PD69P9U+3v8p/sR/VcFnQLNA2UG+ADiBBoIWQj1C6oJwwcXCUoMHRKyEVIO5A3uDSMSLhGGDrAQQhHdF1sX2Q5uD+sQnhMoFdUQ9A48D9AQ0Q6jC3YMnQpvCn0J2AObADIAaQBD/jf8+PkW92r24PQb8rPvJe9f76nu/+y868zr2+zy7C/rQ+sr7JXsL+9M8HLvyfEo9ZP1FvXH9dz2J/pF/Nb7vvwm/gD+s/9IA2oD/AJnAcj/lQQxBK7/5v95A6EHQgNmAQIAF/nMAVUENPTb+IkD7fzW+Jb84/2N+YnzSvig/gr53/cm/qb5B/ltBKT6XfarAe7/bv3Z+hEBqQfr/5gAsgT9A3sGFQQVBN4H1QaoBqsIWgnbB/AIqQvoCusJDwx4DU0N6A7CDwkM2gtOEbUPZQ6FE7sRyg7sEAAPpAzmDAoMTgqmC3MKCwbpBe0FjwSvAywBCP0A/H37G/mb9wD3OPe594D1uPKS8dDwG/CS8Wvyne8/77bx+vI88gLzD/Te8yf1/vcE+I70ePd//yj9qveE/U4ACfyX//YAMP3RADAC5wDRAcgBeADE/kYCUwbF/6L5/QG+AWL7RgI4+1v4sQYK/l/0f/3z/6n8Mfmy+ab88fsbAGP9Evp3AMj79f5DAS719/+WBGT8IQMJ/wEAOwpZ/1n5zAJ5CbcHkv6O/pkJHQswBV0B9wGWDBgLEf/lAusK5gYJAicHuAv7Bw8FRQnUCjYFDwU7C68J7wSoCBwNZgvcCFMIggrxCYIHGgf7BsUGNwaHBe4DRQS1BTkCy/3S/1r/I/wy/NP7EPrc+TD8Efg99PP3lveE9Gr0q/SK8/f23vYE9AP34PX59Yj1OfSP9xH2d/SS/DL/n/R9+YwBrfRU+DkHB/qN8cgEzAMV97sB6QOi/qL+vPtX//wJCv1c7KoJzxcH7/zxwg4AA6L7Avnw+jT+YP7LCeb4sumkCWMJ9fME/gf1NABhCS/xdgBIBsH2EgG4BD0BWQZQAIr6awAIDVUKXPlQ/jgOERBKA2n7jgu2EwsA2fovDmwSNP36ANYRpQoXBpYHTQLLBXQOyQZKAJUJcgz3ByMGawQ+CbUHZQOHBqAHBAWuA/8F+QQQAoIF2AUW/cP8mgSkAWr6w/tP/sX/b/xH9lj56fyq98j0BflV+CTz/fbD+CX16/bk+ZzxmPGVASb1bfHk+K/2DQGj+I33t/i/+NEJvvY28VMHJPjGAO0HzvA2B34F1e97E8D4WOkNIEn8gO5LDvX+CgSr/rbzegryCs3v0vM1FxIBjewDBW4FrwM4/l/wHQYBCIj7fQX49ZQAUhC+9Of5YRCr/ID3mggEDL36xfPED48GAvX2B9oBagKpCgD7ZwHyB/4C5QVM/S/7JRHIEaPv4PaXGpYL4/OUAlcNNQMoAKIHaApP/y0DDw2DAY0AFAj8CDr/bPpiCtMMXPlG/pQHOgEaA3YARP2u/8wBEfnr/WoI5fZb98kD2AIQ+gL3DflX88QFGQWj5hP1lQpN+2j1EfTu+lUKz+ua80ELwe51+20Jl/TP9/oKp/4m7T8EEhKK7hTtaR8vAPDtcwf0C+v/gO7uACUSYwLH5oICmRAu/0r8EPHz/isVoPNF6nINOAhw88XyEwLNE731feraDsEH8PMB81kQywfr6bMCQxB9/l33PgVOAfj/owU6BAP8G/3nEgj/cvdfDAoE/v/JAr0F8gfT+MgCvBPR/3zy1gXsHsHuNu+yH4b8v/qGCrn9Kv0vBk4HvP7e+TL8PQt2BNz8JPnm8+kLBRU+7QrpzBgBCjvntf+CDU34QvomBkf9zP9oAw325gfgAUX0FgxO9vT92BD95+/+rhc7+ovtSvuYEaj6k/2o99TxVxl4/a/pPAxg/DvtJhRt+TXsKRFw+tnxdgTkDJnvC/C8GWb6X+jVCjsOZ+w89oQYxPun6NMGCw1X/wT2Y/WRD24RH+J7+AQerPtE8cQJdP/T/M4F1/m9ESz9deCgHWIVedlyAxUa6/yd8Mf/aRoM/ZrbMBmlHVfiMfkZBn0DZA4T+OftxQszDoL/TPWk+dUMeQGb+6ED3/qoA6YIl/rb9zUK7AS48nQFqhAN7inu2CAG/xHqzAROBYwDGPkc/nT8IgAi+5gByQyj7Hny8Av1COn2rvE/BaUMu+pZ/2QSn+3//VH+IQdaAHb1oAYNAWD/0/bpCPX/mP2j+9v/xQvW+yD3Z//ZEqb1CftD9lMHURrs4AvwzxWT/2UADQML6BsGMhCL+Jn22veZAJMROvy85LcKzxkL8intYBDMB8/u4AruBGLxxxiS9qv4aRda7bcLQA5Y5swKoRT97iUMMQBW9rQUDP/Y9lv6xBxs/mbcpBdaGF3zWetZCswUvv1P7az7YBkZCnTq5ezGKMb+9N9UHVT9EvnMAC77QhQ8BKjsD/ZwFuYR9euQ5c0Wax394afrVx9SDrLa0QlkC9Lovxtt9fnjbhToBroLoNqT9moyWuiF9yn7kAADDB35RfhIAbYC9foHCcbv/AXUAnT9j/ig8OAXqQHq5Kj63Bgv+bfkYAujB/3zCPP//SwTv+9e9Er6JQKKE6Xni/CE/bAe+fGX334PoghOAzjlIgUjCDEAofw28xr9Qxy1AVbVECESA9/2MRHB9g8ErQExDUPz/Q9AFdHatRCvH9f7HejiCEMZpAI09DnwZiR9BLHqHwUFFs/x4/LYJBjnVATdAbf2aiG876bgNRnYIurTpf7VFsX8zvyc67IdBAE45mwCDx2Y9N3lJRrQ/1r5u/4kAoUA/P9k+68EMwkY9Of+HwRiBaQFeenX9hgjgPkj4QEOqBOr9FXo6f9BJzzhKeOhL97mwPI+Cbv4AhBw+c3Xtwm2MVnPkOXTIur9SPK/8qYUW/OG7kMTSvpT/8zzRwISEvPoHAJQCoD0RRln64Lw9SN3+sr6HQdV52IPKST55jvpCBxODeHwwg4Y6zcLsiJR2Bn/7BrE+zj3iwcz+u4Gegwy6q4JIAdJ/rv5r/aeDfYQBvE44oQeLQ9L9T33ju+EEB4RK/Zo6pMDoRwS+RjtjAc3CMwCGwHo6WcDmRzk9Qf4B/CHDqgeW+gR7RoFpQ79F9ntS9XFFB4qrO382WAUzBde6lrqxx9zChbaEwTdDP79gQRr/cPnaAcXEbP7JQYL37cCkiFk9E/xUPb4DzUJM+6e/MoJwvj8/qMD0QRn88/yqxcg9sX+CPdr9K0S0//n+Ln4CgCR/mMD4gSA7/YEnwUn8dYKOQrC+lvxtP78DnwMtfZD7sH/jh0O/nz0xQoP/M3/4PsbGNUKUNlz+/IoGAdG9knzTve3DVQXXAGE6YvwOwxSI7367OVs9CEMZBslA2nm9OyjDHUcF/6j7yfzkvrDHx/1MPdTAP7zvA6SBx/3l+3xD6r/i+w6Ck0N3O8v8OgO1f1ABsf5negcFgkAjvpB9pH2WhF4AHoCXPLb+yoNJQCP+vwDo/zU+UoRbPFqAE4KiPhYBL/3YAgvBkP0zu+jF+kKmeRHA5D98BOB/ZbsrARC/3sJ9gIh70P9ChSf+PoAZgM7+JMEoAaKBCH0OP0dB7AKBwUd6fkJBg5S+CcJZfJc/7IVq/nj7cME3RBbAFX/yvaV/BAGGAve/dHwb/ygCoMMn+xY+6YB5A+h/evoa/5PCFURCvWz8z3rmxNBGbvuPe8K900PWAENAQkMYulC5kcfOAxH77/+UvqKApX+av5KDin+7Ov7APr+MQS2DZHz9vSR/QMKNweQ+I77NgCX+in6NQ92BL711/4J/48DdAbC/LICHv9q/NT+g/rzGWsAeO2VCcQADvknDg0Rb+vh9O0D4Q+nFs7uJuqFBI0UXAgI+ur8QPUQAwAOEgQA+KsAFftoAGEQjfO5/loHrPph/MD/UgslBgbqN/WzFnMKpfdx97b0VQXYGw3zgvRCATf2DRXBA5vxKQAsAn8CtQPRAfv0lvsaDn8AZ/otAnX0N/tsF537UvC9Aqz+NwOm/3P3TQV1BEnwcQCdAAQA7gPJ9P3/rv4Z+08Hv/eTAwcANeysCu8E8/q7BBX3bPmUAwcGZwox84vySgXYCtYHF/TQ9XIDbQP6Bl8EH/dk+Rf+NwrvAigB7f4T9cEFRgf8A4T4svrwCZwEKft0/L3/YwQBCgD8NvpkCQUCKfUjAqkJwQE+BK32bfS7DzkKF/3m/bz1f/v2C9cMJf2+9jHz1f3fE18So/bP8h/1GP/LEsAEjwO59wXzkgZVCpoIu/xt8fsELQVS+HsFdgINA0gEmfaE9xsFgAT6BAkGkfHg+Q//z/6LC7sFlPZC9y0C3v8Z/mT+QgKi+M0B0waK/Vr6z/13/A3+4gRH/1r/LvzzANj8WQFq/3n/KAA3AOACPfysAWwBkgLB9ugCWwqP/5wB1vYr/LcF1wPvA2IE4PkM9y4I3wW9+mD5KgW9Cxf+nvqa9/P+VgR0Ap8CBv0T/k//vv2u/akEbQf5/RD4Kf3z/tACJAV5/ggB8gAL+sj9tAPYA5X8YfwQAHT/BAGT/3P+Tv6PA3oCsv4F/2L77f2nAfIBOwJ5/rb+zf+U/or9YQIaBlX8aPlm/CMGggZ6+PT6wgCg/Sr/WwMD/638hQAOAgb+efoP/xUCCAMB/y79H/95/WsCxgQrANf8NwA7AdsBMAMb/IP51P55B/MJhQJH+n74LQKxA4wC6AK6/CD+UwIVAZQBdAamAHD9rAEV/IkCxgSm+7IBOwTU/Ln9DAbmAzoBxvyG/kECQ/w7A3cEFACE/QH/GgGOAP8BzAAVAtoBvAJF/MH1i/6CB2sHuQFQ+Wj4nvy1/lsEOAU1Abz83vgM+y7+ngAAAAX9XwAe/h0AD/4X/LwDEPpJ+BQEHQOt+zMBswGV+mz+cv9ZAM4CFAEq/RgBMAAdATYBrvrP/bMBPAYnAIL/UQKW/uX+X/9y/x4EBQJt+2//HP+a/5kDNQM4ATz8Uvl+ARMEgP+MAW8DmvoE/O4EPP/V/5ADZf0M/QQD0QNRAawB8gC2/YkClv8H//4BBAJz/7P9lwJoADcHagLt/VoArfs5/04EFwKN/Fz/CwFxAo0CLP/K/BX9PgFpA3cAU/to/UABDv8YADUEXQPvAoT6w/qnA579DvsYApkCl/1fAXUAhf8n/cf6IAHV/or7LgIjBFAA3QC9+8j58gI9A7f9BgEFAuD9XP+DAvT9Df/9AfkAAwUCAAf5R/6yAhkCaf5MALwCpf12AAMDWv2q/tX/4v9uAe//MP4a/eP/ZPz1/awHDQdb/wH7NvlZ/7QEpP4W/Fr/GQOSA5cBgv55AYUA9/7SATwC7gA6+er6hwY0BVf/MwFbAuYAA//NAGwB2v72/RH/SgIGAur+rP7JADoCTQIaAtP/Kf4i/c36Hf57BUYAkwKzBzD7tfycAK3+u/3HADQBvP6d/xT+vwFmBPz+zfxy/639owKt/i/4YQJtBDcAvP/t/bT+DgAv/9z+IQHo//P/0P5G/mAAMP3iAEsEkAIf/k7+5f89/lL9wv7zAB8AXAKpAoH+wfzo/uj/3gHIAaD+5wMf/8v6Rv8x/ZkCEgXG/bf/tQPB/xv/7fwMAboAbv5WBHH/Av6OAZj+lP/uAV8DoQMc/sT+IADF/VX+8gBYBWcBuvzZAHT/V//fA7kCYv+r/l38igGnAfH9awDE/u0BaQJrAScCtfxb/BwBHgGhAI/81P53Av3+nP4OAQcAovzcAXoBgf6s/9H98Py7/Fr9BgA0AkD+Ufy7AToAgP9GAaz/kP+1/Tn+df9+/a/+Sv80/zsAoQFgAdr+5/6//6IANQBP/gD+6P3Q/t0AaAC2/6P/UwK+Acr+h/0VAGcEUQJI/vX+PAHP/zsAfgDRAD//Hv9NAs8DpgD3/dYBE/9Z/tIB6wEwAvv9eP/EAkwE4AGa/mgBMwPhAF3+kQAXBFIEvQA9AkMCc//4ABkEvwEYAHP/Av4uANb/6QItAO79GwE7AJ/9tv4zAE/+tv2b/SX/tv+9/3j8Wfzt/uj+ogAt/xT+BP/q/jL/df93/hYAWP72/ggAxv65Af7+3/4hAmUBewCGAAD+aP6eAR//ZQDeALv+Xf0D/jIBjABo/8L/nP7j/lwA9/3l/eT+tvzB/fL/8f4p/TwA/AHXAG0AeAD7/pj+XQDO/aEASQHw/5gAPgK5Alj/7/9FAIIBBQHpAdcABgCdAnYBUwCC/7oA3AGAAacBSQKV/nr/VAM2AhkBZP9YAYwBZQD0/5QCKQACADoDPQGHAC7+5P92AIv/wv2p/6D/yv2r//X9mABBAID+0f1u/fT+ov65/KT+CQAF/80AY/4q/g//bv4j/r7+hf6H/v3/cP8JAKgBTgHy/L79oQC8/0v+6f+qAHcAKgB4/ysB0wBNABj/R/4T/40Ag/9o//sAqv+p/q3+dAE0/1r87f/0AHkA3v+v/vgAZAEi/jUA0QGF/XP+SADFAP8BkP6B/00DNwID/ub/FwNUAuoAxgChAnoCLQMnADoBYALAAJsBdALLAlwCcwGRAoUCL//vAA8CoQFoAT0AJwGIAHP/CQIRArP99/4+AgkCDv8j/4UBbgAq/+D/9wDb/pj9mf7cAKcA5QCg/6r8vv0YAJb/0PzL/qf+v/3G/2j+kv3j/mH+Wv43/fv9j//t/pj85/sj//z/mP9Y/Vr+LP8m/mj9S/6EAYv+lP5p/2b/hf+4/rL/DAEQ/7L+kAE8/4n/v//l/rcAVAEEACMAqAHVAGH/j//vAJP/SwFNAcsA9QBXAIkA0/9xAWMCpAHQAPEAxgH3AREBOAE2A6YD9AHbAcsBIwHWASwElwMhAVECfQS0AxoB5wBvAkwDfgE3AUYBdgHnASMB8QGUAF7/4v+fAEwAI/9A/9v+ff6w/xQAd/0L/fD9Qv/e/OP6fP6d/W78Yf0k/aD9WPz8+rL8u/xz/KP8ifxY/sv99vrt+uT9/v4Q/Pz7eP5//uT8nPw8/7n/iv6J/Uv9GgBOAB3+Hv8O/03/0P98AJQBgQA+/h/+0wAWAfr9Hf+n/xT/tAAxAIEAAwCs//f/HAEQAcj/6ABOArQATgH/As0A0wARAfcB3QJ1Ao8ClwSpBCwDHAWdBaoEiwXuBeUFQwaIBRIG0AarBTgFuAW3BekE5ASuBc8EcgPSA1UDzwLaAT0B1AE0AcYAOAB5/w//6P7F/o79Z/3b/b78Vf1i/qz8Ofwj/Sj9+Pyi/Nf7PfwI+8z6B/0h/M/7g/zH/Ff8qfu4+/f86fwZ+4T7Uv1S/Sv8X/ym/G78PvsX/QX+Rv2f+wX8Qv6h/dL9MP3D/CT+Qv8I/iz+K/8a/mD///88/+n+EP8JAJ7/iP6d//z/Mf+0/yT/EwCbAOL/2wDq/1IAJQElAAsBgwBIABUCMQGNAb4C6gHxAWsDiAR0BNYDFQS7BccGXgfqBdcEpAfdCCIHbAUFBo8HUQdbBoMGzAV0BIEEwQTyAzACGQGYAV0COQFS/+L/WgDF/5j+g/1d/hz/VP0D/Mj9zP1i/M/8avxa/Vf9Hvt0+238SPzK+on64PsE/Pn6Z/tH/Gj7qvtr/J/9wPxc/CH9M/xL/C38Uf3Z/SL9OP1k/QD/Yv9k/jD+4f5b/sT9Bf7j/0EAF/7T/vD/mP8U/xz/If8//5P/gf6g/sn/9P5e/k//aP+t//7+Mv9JACL/ev8wAE4AOQDB/1EAQQFOAYEAwAEuA30DywEIA+4ETQRwBPMEggYYBhMGagd/B44GbwgnCdEHIQgmByIHUAcOB5AFqgQUBswFXgMxA74DPgK4ACEB4ACh/2D/3P76/uT9yfyZ/Q7+lf3e++P7Bv33+1X7Mvv++xX8b/o1+4/7cPxW/CX56fpy/Lr7lPwo+6j7mvs2+zD9qPwj+6b8nf3g+5H7c/3X/dH7yvvd/MT8V/xE/Ij8Bfzr/Lv9I/2B/Mb8JP4P/ir+J/6D/q3/Cv/a/1sAhf9BAHYASQHpAY8AegBhAE8CqgJpAM4BBAMkAlIC8wI/A10DmgISA2YDhAPUAuICOgTPA5UDMwSJBT8EUQO0BC8FMwRtBHoFUwVIBd0EtASIBQAGAATyAigF+wRGA8sCtQJTAoABWgF4AZ8AmP86ACUAjv9O/8392v1U/4P/E/63/Zr+wv6P/k7+8P0N/v/+nf7M/U7+Af41/v/9R/01/m79HvzI/B39pfwB/Kj7OvxY/M77r/tV+8j6aPrt+lX7UvqM+g772/mo+Tb6yvqB+XL5jPp0+i36Nfq/+xD80fte/Mr89/34/X787P5AAD7/IwC+/9UAXgLnAZUA2wEaAzcCqAPsAyUD9ATqA9ED/AWXBWIFiQQcBVoH2wZhBpgG0QYbB1EHsgcHB3gHcwc4B3oH8QYPB0YGwwWdBiQG1QQDBRIF0AMhAwkDRQKhAVEBaQC1/4z/0f5f/r3+NP5B/S79GP74/aj8Kf2W/UD+1P5Y/lr/zP9r/yYAtQDaABMBugACASkBAwHwAIn/Q/4S/nL/9v7n/DL8kvyR/Ar8Wvq2+b36TvpU+CX3gfh4+Uz5qPaa9hb5dPeX9hn3kvfO95n3MPi6+DT5t/mZ+RX7GvtK+wT9N/xA/VT+XP6k/gn/eQBLAesAwgArAlsCYgL8AusCUQMlBOsDLgQDBVIFgwVbBTYG2wZqBoYGvAZxB28HJgcZCCsHwgb8B7oHFwcZBogG2weQBhwFGwXiBT0GfARyAy0D1QLBArIBxwAQAfT/7P5n/yH/rP7S/cX80/yx/a39Qv1m/RX9lf1M/uv+Ff8w/yEACwC+AH0B2gA5Ac8BUgIUAlwBfQGhATgBYACN/4H/4/6F/Xr9Z/1U/Bf7bvpQ+0372/ky+cb5K/ly+I34qfh6+D/4nvjF+MP4Cvqt+Wz4A/nS+bD69/qb+j37jvy5/Cb9y/1K/lj/Kf/G/pMAzwHOARwBOQGhA90DGgNsAwEE/QQtBP4DrgUDBQMELAQCBT4FvgRuBeMFPAWYBcsFKgbyBSAFsgUcBk4G5AXzBUgGswUDBs8FJQX5BVcF/gOmA9oDRgToArIBDAJOAjEB3/++/7T//P4m/q/93v2m/QL9o/xS/Rn+AP3a/AD+Jf7P/TP+Wv8Y/67+2f/ZAK4Au/8RAIABAwEQAJ3//P8zAMf+Nv5p/tr9c/2Y+y37TPyQ+8/5+vgt+vT5LPmI+b/4p/ht+Cz48fiP+Ob3DfjB+HH5mviu+Af61PmY+uz6T/vH+3n7bf0s/tb9Pf7d/nsApQCGAJ8B/gHnAZgCQAQGBAsDlAMUBbQFVQUyBbQFhAYEB1EH+wbUBqsHDAjIBx4IeQi+B2cHZAisCCUHYwcRCJ8HaAcTB/EGSAf6BWYFpQaeBSsEOQMiAwMDiQGvADkA1f/I/rL9af0h/af84vtE+z/7/voV+/36Sfrk+iL8n/yb/Kf8lv09/m3+T/6s/vn+iP9iAPb/j/9Z/3T/9f93/xf+RP1J/RH9CvwI+y/7Bvs9+nP5RPmk+fr4hPjL+Dv4Sfj0+O35w/l/+In5O/t9+w/7G/tw/IT8TvyK/Sz+MP4w/t/+7/9CAGIAKgAoAd0BxAFDAnwCGwNRA5oDhQRxBLQEKQV3BfwFDgbjBRkGvQbzBjYGMwbnBuYGNwYZBnoGTQfJBg0GKQevB/kHkAdKB6YIAQkQCKcHGQgSCBwH2wURBpsFNQRdA4ACqgGuAOb/nv5v/WH9yfys+2T7evtX+wD7gfq7+sn6Vvo6+tP6W/vb+pT6afvi+038R/wy+xr8gfwV/Lv77PrW+8f77/o1+pD6nPq1+YH51PnG+fb4a/hC+Zz5Bfk5+ef4avmJ+uH5z/le+uP66fvj+9X7NPwl/Sv+Cf5O/jD/RwADAbYA5AAmAsECBgMbA38DVgRCBNUD9QOLBLcEgANuA04E6gQbBJEC4AIaBPwDtgKXAucCqwI0AtUBrwL4AuQB9QH8AqUDqgPqA64ERAVMBhAH/gYDByEIuQgHCSUJEwnvCV4JvAi4CHgIUwjKBmgFlgVaBXMD3gFsAT8BTgCf/2L/rf41/s/91/09/nP95/xK/Xr9R/2w/LH8CP3C/Oz79frl+uD6B/oa+Rf5u/gH+D74tPgG+Av3a/cz+BL4gPeW99j3Ffge+Gj4//i++Cr5B/o8+i/6S/pe+xX8LPyb/AD9lP1J/iT/Wf+x/5AAmwEXAigCrwIYA/MCOwOhA4QDNQPpAtoCzgK1AlwCfAHTAOwAswDc/4z/QP9Y/w7/B/+0/+L/s/+i/3sAXgGZAc0B5wIDBFgE5gQhBiYHXgeIB44IfQm5CeAJ7QnUCgQLfQp9CkoKBAokCRsI+gcDB/MFYgUmBCMDcwLvAZQBgwAJANn/Wv8d/6/+1/7D/vv9K/5C/hT+Nf0z/Df8nPvu+m36XPnP+H/3vPYg95D2A/aD9Xf1NvYB9tT1zvXc9Vj3iPdV95D48/iR+Z35MPrh+137rvqN+778Pf0o/Mf8n/4R/0b/9v+sAIwBFQKfAngDfQOkA+0DTAR9BOUDyQODA/oCnAJ4AjwCgwGKAHEA1QDCAB8AXP+o//r/jf9D/5X/0f+g/8z/TwAcAVgBJAEcAvQDmwSMBJMFTAdXCMoIagm3ChEMgQx/DEkNug1ZDcsMuQyWDFgLFQpbCZQI4gc0B50GKAbqBW8FxgR1BBMEEAMUAjMB7v+3/kP9uvus+lv59feV9nj1ofTO887y+PHh8ajxAfEJ8WPx5PHy8bPx+/Gt8i7zYvM99Kv16vYh+BP5hvoD/LL8Wv1B/hj/W/+t/83/hwDeAeMBcAG8AQED3AL4ARsC4gLiAjMCNQKaArMBygDqABsB5ADV/83/FAABAKz/4/76/hP/Vf7//Tb+mP78/p7+WP8MADQAyAA+ATwCRgPcAwAFDwYVB00I7gitCaIK+QpdC/QL2Qw3Db8MGA0ADt0NdA0GDbYMIQwHCycK1wmCCZcIjgf8Bt4GOgbtBLcDfgJTAQYAT/7P/Hj75vmG+NT2SPXY8wryxvBA8Hfvvu6D7pLuH++J7/Hvq/A78QHyvvIa8zP0lPWf9j/42fl++878Kf5l/zoA0ABoAS0CqAI8A6UDKwSGBHcEcQQnBN4DKQMkAiwBgAARAFT/Tv7T/Xz9EP25/J38qvzu/ET9pP2G/t3+Tv/K/73/Yf88/t39Xv2//Eb8Jfwd/bj+BgD7AdcEpAfICVwLSA3gDk4PVw/VDyQQ7g9YD1YPng+FD3oPyg9NELMQMBFbEbIRjhGeEA0PoQ0mDBsKxQdRBboCiwA9/vL7vvlv98H1HPRc8pTwde+J7p/tRO2a7J7rr+oY6ubpBOoa6qHqxuv87GLuN/AX8kL0UPYn+Dr6JPyU/Zz+0f8tAbUB6QFtApEDJAT5A44EbQXQBaoFNAUbBXAEKAPkAYgAmv+d/kT9WvxV/C/8OfuG+lH6mvrp+rv6gvrO+rr6avoa+nD6H/of+UD5zPk9+yT9VP+jAqMF/AeiCg4NBw/AENgRthJsE8QT2hM4FG8UjBRHFIIUEhXlFEgVchZaF8AXvxeEF44WZRR6EZUOAAvQBgoDEgCt/Xf7lPlb+M/22PTG8qHwhu4B7MTpgOgs5xXmpuWb5dflHObU5vPnAelw6gTtnu/K8Tr0Z/av+Jn6KPyH/cj+ZgAbAo0D/QROBoQHkgg+CZgJgwkFCboILAj6BtAF3gTMAz0CiQCH/4z+Af2R+636FfqK+Yj4Afjs96X3o/a29Un1e/Sa8yrzJvPe84b1x/dT+/z+MgK9BeAIPAt1DA4NQw1wDfMNNg9QEY8TtRVZGDQapRvFHDcd0hyuG2ka0BgJFxgVhBNREosQoA4ODTsLAgmFBhgEogGw/r77qvgE9ubyz++87NzpOef55KPjBuN144Pk6OXj5gzoiuhK6BvoROji6BLqDezN7vby4vat+tj9HgCdATMCJALZAToCHANDBHIFiQcpCkwMQA1CDVYMJgr6B+0FhwOrAbEAff/r/oP+Nv7x/XX9Bf3/+5b6/fi292z20/R38wXymvDb7xLxt/Mq9mD5av3vAbgFBwi+CtQLSQvOCpoKpwtMDvgRJxeMHOIg1CPNJCsknCJvH7Ic8xqqGXcYpRe9F9sX0hbbFHESHA9zCwkHVAOL//v68fYo84HvMuye6ano6+jh5zjm6eMF4dndBdtd2fLY7NkR3L/fp+Mb5yrqFOwE7W7t0u3r7ovx9vQS+Tv+OwPRB3cLbg34DT8N3AyJDAEMsQthDOsNtA8wEaER6RBMDqMKkwbVAt//av1E/Pb6Gvoz+rX6I/vT+gf5vvWx8U7tk+qY6lftW/KU+PX+CATCBrIGawTsAUgAOgGfBWwMGRX2Hc4kmCjBKFolLyDqGnQXJxZMFygahx6kIuwkWiSxIEAaZBJdCkgDwP4O/Mn6yPof+2P66Pf3853vO+rW43rdBNhw1TvVrNY62jHeWeH84mLi8OC33nPcINvu203fxeTw687zU/tOAFACfgFW/+L8NPyF/0kFzgywE8oYrxs3HJMaZBebE5UQAw8/Di4O8g1jDawMMAvQCZoH7QP0/+n7N/jq9WT06PMS9ED0EPVS9CH0WfTw9Lb3Yfrn/I7+e/8xADUC7gXwCvQQABaVGVEbdRuWGxIb+hksGfcYFhoGHdMfhyJ/I2IheBzqFBEO3wjaBf4EhAQkBHgC3P4L+jL0IO7w6FbkgeEN4P/eDd/k3o/d/9ur2dXYldk02urbWN1V3xDiM+SO5g3qdu0s8QH19/eH+0j+2wBvAxcF2QebC3gP/xJYFOAUpBWTFWgVXRU8FWcWvhbwFXMThg7PCi8INwbMBboDHQBX/G343PXX9Or0oPXf9XT2O/eU9gX2gPVp9WT3LvrG/VcBCASyBr4JxAyWDxIRhhGFEbYRyxORF4UcjyFlJE8jyR6UGC8TaxCHDz0R6BEfEYYO/AmEBbkA6/wa+cP1IPJL7mLr0egt5pvjjeHa3q3dNdw32kvY89Qw1BfWQNoA4Bbki+Wy5UXmGOgj7BPwJfSH93b5PP0dARIG4grsDZwPyA4VDsoOxxGkFAoYXhtiHqwf3RykGGMTkw+KDnUOkQ8FEX8RixDQDFgFwv6s+Z33tfh5+Mz5sPtg/noA9f6H+lD1uPE08bb0o/lkAHAGhgo0DAwLiAmKCO8J9gz4D10SMBTaFaEXthhAFyYV4RHuDuAMcQuHClEKpwlHB9gDRP/c+uD26PNa8THv3u3M7GrrTuiV5Nfhn+By4P7frN7Z3G/cpN6o4QHlyOdA6PPm9OQR5hTrZfLo94/6UftK+1z9LwAhBYIHCQl/DJsPWBPrFO0T/hIRFMkWfBrVHDccfholF0AVGxWNFLoT8xG2D6YOKQ0zC5UIIASvAP3+yf/1AOT/zPyw+Hb25vUK9733APgI+N34rfqK+9b73/tP/M79CwAOAhgEOgVIBQIFoATBBd8IOgzyDHYJLgTMAAYB4QTBCD0KPgjuA4v+J/oi+L33J/jR9zb2ePOm8OHtV+s/6gHrLOyF7C7rseiG5qrl6uag6IDqx+ux7FvswOoH7Cfw8vR8+BD51vd7+aj/3geFDfkMiQgFBlUIfA/BGUchziWSJaIgUBq9FJoVBhzRIpgmbySNHmoYARQnEv8QlQ/xDjoO/Qv3B00CCP7l+8f6AvvZ+KH12fIk8Jbvx/AT82v21vZ28rTtQ+s57d/zT/qj/Yv8Kvnt9lH2/PdK+/z+jgP+BQ4GgQRoAVMAWQD8AGICSwOlBPAD3ACt/ED5kPhZ+Rz6Pfm/9brxTO/I7t3vsfHs8dbvH+3U6Uvo6+j66XzrYOuI62rsGu2877Py7/h//9j/j/w/9lX1mgDPESAgdyVsIHMZURaVF8sbPiEsJs4qiCz3KQMnnSSnJAAkYB+RGrMXVhdbFwsTfwtBBC8AP/8p/Gr2ZPAY7b3tmu5S7ZbpreW148TiLeIg4t7jfef06kPsMexh7DrtKe7f7+fxbvXk+mn/vQAbAHX/hQCUA3sGBQi/COYINghxB48G/gTNA+cDwgNBAmwAhv2f+iL58vff9gj2S/Xx88rxH+867CrrXOt47EvsUOpC6N3oe/E6/gwGuASw94Dq5O3T/j8XPCajInUazROpFbodgCJ1JukpCi54MdQtFCelIiAjciYBKO4kNx9lGUMURw+iCYkFggN2AMf7YfS27UvsDO2U7M/of+LK3uvemuDN4A3fH94H3wPhWeMr5bHmTunI66PuQfHr8sL0Z/a8+Nf72v+tAosDUQPNA3IG6QgXClcIAAWZBIcFowZcBusDBQIVAI3+mf1G+6T42va99dr0HvVo8+Hweu8C7gXvx+1t6i3o/Olh+O8E4gUh/F3ofuVL98oO5iDmH30WURJOFMAYsxrGG/sjBS/gNH4x/SWWHv4hUigVLGwpiSJGHuIaWhZIEYIMIApECBwDzfzv9v3y0PEF7XPneuUr5c7nVub63wjbWdr83sHj+uRu45fhneKP5Sfooupr7IfukvFZ9SX4VPpk++j6Z/1lAbQFqwg4B4oFiQSWBccIHAnfB7wFSAMWA3cByv9n/wv+UP06+lH2nPUd9dT0QfR28X7v2+6B7N7ryOtu8vMAIQYhAFzxaObd8FUHZxoOHkwUlQ5dEaUadSC4Hh0f9CX7LYQvqSo/I/ciHSm0KwUpPiLUHDkcIxzpGRcTmwvCBiUDPgAy/XL6r/a58R3r8OM84YDibeXk5oXjrd0M2cXY/NwX4sLlauRx4XThpuRS6k7uT+8N7zvxO/UU+Lj5bvrw/DsBewQ3BXoDFgNaBEEGsQhICEAGpQN1ACP/MP/z/8wAYv9J/Qn7fvhz9hHzt/Ac8ZnyUfWn8yXubeju5rnzbARUC0cE8PBu5770aA2BIE8hXBVWDX0SVhyhIa4iuSM7K8UyEzHiJ44drh5mKZMuji0KIzsZDhinF+oVtQ+fB2cEDANtAUb9K/VJ7/vqWeiu5wjmNuSs4eHdOdxJ25bbjd6R3xfhxuKw4T3hxOFb5TLs7vG89Kn0S/SV9rH5T/wa/54BUwV4B2IGbwRgBAUHdgrrC9sJPAbdA+gCfgGCAaUAT//Y/m37b/ho93b2v/Yy9ePx4PDE7oXtPuuy6Yz3yAUeCWgCP+ym4U/yGQ3KIB0ifhKpCYwPlBpGIpQgwyGrKukxsTHXJi4ceB9MKPQtmypJId4bJxsxG7UW9gyQBmcFegRJAxD9W/Xm77nrKOnI5pDkJOT64QTfXtv71vHY+dzz4MPkfuMq32zcD9zI4KDoje6c8iTzuPL68+P1bvhi+tb8jwKFB+cI9Ac6BfEDgwazCaUKnAlUBukElgR0A1wCqP85/jH+6fy6+536Mvgv9VnypfCS7knu5e0c7Jr1VwMABqwCpvEz4nTu4wVKG90ikxQ0CQgL/hO5H3kgrCHiKcAwvTLRKTUfYB97KPEwiS/AJVEeBBxvHVYayxDbCYAGyAVpBJP9EPbd8fDtVuvB6ATmsuRC4XXdG9uI2QLcS99a4EDhxeDn4Anhcd844Tjnm+5t9Mb07PIU88b1b/q5/bb+5QBMBG4IuQmnB8oG9wbpCAsLTQn1B5EGuQI3AakAzgBJAr8AOf1K+fL16PSd9av0R/EY7Z7pZuYJ7ob9AAXaA2n2FOXY5jv7dQ86G1sV8AvrC88R+Bj7GZAcUiaFMCIxtSjzHW8dYSjcMHIu8SVPH2Qdwh0zGrcSAw7eDJ8KkAX2/CL1MfIg8Uruweik4/3i4OTl4qrdwddw1TzZd94j4Bnfv93f3XPhVuSf5ZnnN+xK8Yj0OvXZ86b1OPspAbYEdgYIBpIGyQiACk8LaQscC/AKvQneCMgGKgNVA5kCgQJiAn3+Pfur+Ln14vT488z03fWi8sXvMuv65Znuxv9jCIgIZPhl5dHpzgB+GR8lQBzWDtULBRPNHOoefiI9KhgxaTFVKMUc1hsrJrcumC7TJVYcGhitF04VVQ8GCYAGEgTr/3n46vAD7t/rBunE5NXfzt5B32/db9uv1wjY29zx38bgId/f3pXiB+f26Djpg+r378f2s/uC/LP6lvpE/okEZgiICc4J1QnGCksLPAqjChIM/Av7CsMH/wOeAZoA/ACLAQf/j/vI+Cv2B/Vt8mXx0u9X7drslekP5tvu8/+mB4cDT/LI31TphAZIHTsl/BgVCuYK8xRIHAshjSd0MSY5hTPuJUcczx0WK/YzQC+SJuod5Rh7GCET0gqsCGkHhQSd/u30yu6c6+/oV+bL4A/dNd1x2ljZB9jc1JzWh9ot3IjcKNzt3JXgr+VU687t8e3q71HyBfdq/cL/lv+iAaQEHAl5DVsOCg5yDY8MYwwCDXwNWQ5EDMMIEgUkAqABYf/q/JX6CfjT98r2WvIc8JDsEew97Rnsl+cJ5FPi9fBICXAHxv+C7dzct/AxEBogKyUyHYYSkxgmHX8dqiH8LCw9BUP4NTYm3Rv9I3A1izeeL94k8Ry7GgwYqw5uCGQFSwZVAzD4KO9w6b/lVuW34KnYWtlf2XDaA9d40QTQ79EA2X7ec99D3k3fi+B25OvpSu9/88f4wPy8/VH/zQF5BA0Iig20EFEThxSsE/0PLg3mC0IMpA5CEUYQ1wpeBGr+vfno9Yf1SfbM9+n3GPTJ7eTmGuJX4xXlHeV85Kvh3OQk9zkFRgM0+Vvo6+X/+uQWUSToJgAeqBiqHmYhZiOPKDkzK0FrQ742HCocIqUpyjUsNSYruSH6G8IXIhO5Cv4CEABD/4P6zfCl55Tikd603cvZctNF0UbR0NI007XQd81Vz4XTstkt36DfXeAY5I/q3+9q9DL3Tvqr/0oEmAa7CJUMkBANFbQXUhfaFUIVJhU6EqUOoQ48D2IQ0A/xCt4CDvt49czysPPX8wL1MvEx7Qvo2OFY4MPht+Ku4lvh9dzx4Vr2QgSZBbz9tOfG6ML+gRS1Jkwp8yLJJOUoTSe1JxooKjSeRRVICT0wMRQnPC5VN+UwAinwH+caTxwlFkQIJwAM+974KvUF68LhOd+h3RvaqtT0yr7IHsxb0NLTctIIz4nOmtEK1zPcROHh5VfqV/DX84n4DP7wAtwHnQvVDLYO3hIXGFwcmB1EHosdghsQGH0TTxEPEXUQdxBNDc8GfAD/+bbztu817lDsKeuT6dDmjOPx3nTbxNlt2hvZG9aw1lDZKu7oBE8FGABP7c3gsfZWFFYkHTA4K88lYi3gLT8t8C0/NtpDVEr1RDc46i+zMfw2OjVnKRwewBbqE3kT9AvJAoP48e4x58rfpNoj2DDXKNUI0bDKCcWew/bFxMvbzyvRTdAu0aDVF9sg41Xp+e0C83b3CfxdAiwJXg/WE6IWLxdkGPQcQiDIInAjSyHPHZkbMBi7FIsT5RCsDFQIMAOK/Vf5BPUK8Ljp7+W1483hIuFt38fdZtvo2EPXVtYJ1hTYWdi838v3jwTHB4gFOPFg74cDuhhDK24ytjDTMjU4kDpaNjo0PjmPQtNIdESNPN82JzY1NZMs2R9AFh0QyA+dDtEF+vt88Z/lq96s2C/U1NJl0XzRVc7gyErFF8RTxkTM9s9v05bVNNe82yHigeqE8n33ufoN/uUAWwZ3Da0VSRt9Hdsd4RwgHdwekCAXIS0hxB5jGTUU1RAEDpsL/QYuAcH6SfYw8r3tIOpx5ivjbOCh3QTa3NkQ2QHZW9n62RDaKtp33LTad9t477sCNwuYETQEIfpFBeEU9iRdMOgvWTPROSI7kTuxN1Y2sDwnQNg8czc9McsvtDBGLWcizRWSCzYEzAJJ/6D4BPGe6BrgFNqg1ePRtM7DzPrLxcoVy6XL6MzT0MPUhtfP2VHbgN/V5+LxB/rz/XsABAPNBTkMBxNXGJIdCiADInoi9CF1IeohdSHVHacayxW7EAwPMwzkB44Cbfyq9pXz9+/z6UHlueG93wTfht363DLdCduj2iHZ0deQ2/neTt+A4ePha+SB8W0MkRa+EwcSlAPHDegikip4N+U3UDRoP50/c0L1QQ48JUF9PSU1WzE+KcsqMS14JLQc5Q2XATH9PvbY75zqm+IF3YXYXNIezwbNAMsgyJXFOcVZyG/Na9IQ1hrYE9vN4IXmdeu18Rf5EgHMBvYJhQ3OESYY+h7PIWMgCx7vHkYhVSTAJTojHR9JGvsThg0rCqoHAgQPADX7sPTt7gPqs+Sl4czfstz12lvZUNhs2KvYj9hT2vvWddjz3ezf4OOs5fbkn+Tk8jwKSBaiGpIavRF3FysmLy30NMg1pDYuP8hAeESXRME9tkDUPUk0kSrXIncelB93He8UcQsVAbH6kPTA7BHje9oC1JzSytCpzdTPGs5QzrDOicvdy5DO8NMR3FLixuY46znwoflbATAGVAvcC3APxRU2GfUdrh/PIVYl9yTZI1Ag4xt9GtQZiBipFRAQKQuBBSoCHP7H9Y7xMu5N6T/nJeSi4PXeFNx92lPYWtfk2Fna4NwX3fjbe95q4h7m0evD7NDrou6W7K/qcf8fE0EdKCfXH58bCSYpMNg10zWSMMYxpzuxQxxGt0PbPyg91zaALpIhZBaSD5sN6gp6ASD9ifZU8nHvTufL3YLVAs9cyy3KZsppymHMYtBU1AbYFtkB3CrfMeMs6RTuafQQ/fEEYQtTEbMUiBc/GnMc3h7lH2gf9R4vHgcezx3rG24YyhU3Er4MNwgnA7j+Rvsm+F/0+O5V6kflPeB23evbR9sD3BHdvt2z20DY9tnb2sjclOKX5WDoMurb6w7w3/Ea8T/1TPDi+AgQvhabJKspyh2VJvYzbzd1OsM0jS+0NlM8TD9aPsI22TfFNXssKiiZGKENKQyyAyD/UfRg6p/oKObe5g3kUtvv1ujT/89C0JrMG8qfz+PRnNkn4hHjdunx7gbyf/fC+5QAZwhsDUIR6BRhFz4aNiCWIzMj0SJmIE0eUh7OGjwVWBD+CVgImga8AxEBc/2c+UP2CfLN7bvqkeaO5JnhBd6D3KDb5Nyi3WHeet5+3sDgDuXA6NjqdO0I7sfwbPA28mj0xPUR+Hb6XvdaAC0Y8SBRKg8oXB41KHY0TjlgOc0v6C3qM/g1bTsrNfcsvS16LLwosCBMEnsJpwLJ+W/zXehX447kFOU75YXf39et1mHW+NXh1UvSqdCt0jPXTN2I5ELrJvEi9xb8lwDUBToJDg6zEeASkhNZFW4ZWB03H8IcaRtCGd0XCxa+ENILbAbUBPMC3v9f/Fr3j/Mn9KrzBfF57oPpkedx5fPk4uIR4L7gl+Ll4LnjSuSy4tLmQ+kC7TnxHPGb7/7zS/PV9Jj3Kvr/9oX6FfaqAFQYthvvIiUjuiDBK284OTbFNUMvditVM7IzMTbAMN0meibzI/IlmiIMFTgKCgLZ+ir1IO7k5XrklOMR4bfd/dp+29vdet8C3g3bwtiP29LfU+ND5NrmY+5c9mH92QIpCJ8L7w7ZEegUxxZ1GTsbyxtwHCMatRiNF6oVVRVJEQgMhQinBIcBOv1N+Lf1l/QR86Lxb+yU6W3nT+V+5ffk+eLv4eLgjeCS4sDjAeUd4wnmYOqg7ZfwOfHf8Ov05vdl+G/5yvpN/4X9mftk/EAHURNYFyEcEBrNHGQrfTNMNKc0biyZKgguZC5fL7cn2yEkIpYgJSB0GNIOxwoHA0H+o/pD7x/p0ONE3lTgld0I3SrfvNt93cndMNvh3IzdROAr5r3ohez08Pz0APvFAJAHQQz4D9MTtheBG8wdLh+VH5MekBqTGKYVuhNYE+0N+wn4BogDdAIp/hP6cvex89TyCvJm7cfoQOT34bfj3+Pp40Hhxt6Y4O/ig+ZD6Q7pb+lD61PvRPOe9UD3F/iz+Nv7Mf7+/ov/hf/z/PT7owSECpcUaxhYFCQcDyZJLTk0Wi/JJzkrBiwvLcwuLSfRIvMgLB7AHngZ8hDkCekClAFK/xb6j/Pc7BfpOucJ43Lfo9242z/e495m3njfg+Bh4j/mKOmD7Hvw6/IV90j7A/+dAxAH+AqqD28UHxpuHGwdfRz8GoUaYhlmF4QUuhBKDPcJNQjnBFsBgf2v+qj3fPWQ84bwGO2V6ujnOOYr5svlVOVC5I/h0t+H4QfkPuhe6nLqtOv97ZPxLPNt9gP4N/cd+On6YP+4/1r/Pv6DATYIHgjdB3YKdAzrFbMemyGUJqonESuiL5sv8DDaLF4meibLJL4kDCElGckTWQ7FC3sI7gIW/X/3BvK+7u/rNOha5YXgxt0J3aDcbt2s3p/fvuEG40bkm+b36Azt6/AE9ef5HP73A+UJyw3mEdkUJBf0GX4bvxyZHCQb1BqNGRQXZBVUEloPTQyCB5YCP/76+RH3P/Qo8OztBOsL6Wno+eVj40/h9ODg4KDgROIC41vh7OOm5iLpROxr7BDxzfaO+L/89v23/CwAngGfAmsFNgT0A7MEAwPGCbcPgBECFtkUBxi+Iacnmir9KUsm6SdBKjoqJSlOJDkflRr/Fq8UpA7PCEsEVf+1/lL9Pvdg8hXtSeoV6lrntOZ+5Yjic+Jv4Ufgj+Nr5S/muOd56M7rSO858/T3a/ubAHIFSAjXC1MOhxDsErkUDRc0GCYYBBmeF8EUZxO6ECkOEww1CVYG2QJXAH39UvoO9yfz8O9z7rbs4Opg6F3lgOQH5cjkSOXx5H3jU+QY5rnoZ+zW7d3vVvKm9W77CP7S/tv+I/87Aq8EJwQTA00AvwNeCU8I2wkLCdALQBbkG2kfWCBdH10khCa2JhwpmSUeIsgg5BwAHOIYaRNbD0gLLQq6B3gCkf7V+Rj2xfPt7z3td+sk6sDo9OYS5s3kE+Rg5bblLuXP5cXllufD6uHsae8l8jD2Nvuq/gQBuwL3BDwJsw3rEDYSnhFvEqkUUBZ8Ff8ShQ9sDMsKrghqBrkEHgOQAREA9/2f+3n55/Wo8vXwO++r7Vnsi+sI6uTowenC6eXpWert6RTqwOx370jxG/X0+LP6T/07/5v/pwGFA1EEkAYqB0wGfghmCqcOhBRcFa4XVRoZHHIgLiFzIAYiSSKwI+kilB56HYIbQhmbGJUT+w7wCpcFvAMaASn9u/ri9S3zR/EY7RHqeOZh5HbmPOfw5XbkKeIA4xrlXebr5/3nvulv7dvvIfMU9pX4Dvyl/twCCQf4CD8MMA/ZEPATRxXeFC8VKRUdFGQSABCpDcIKqgdGBN8A4f6h/Lv5gPen9LfzJPPZ8Azwke6Y7GjthO1S7YTtGuwY633pU+ph7ETsfe9L8u/yI/d++r77Lv8PAIIBqAU2CAULsQteC6sN5g+YE3wXvhhvGWoZAhr6G+YcJh0uHGwbAhyaGzobuxpRGP8VohNCEcgOzgo3BjACuv6/++z3c/O67yTtzOph6FzlbONi41Hk9OVy5kLm5eb/53/pI+vE7Abu2e/F8h71w/Yv+WD7yf2yAWkEEAatCKQKlAzoDlwR9xOyFPsURRXOE7ATGxKoDn8MJgkuBbQCU/+x/Xf8m/la+GL2YfXT9Wr0YvR29NTy/vIr8lLxRvLR8Jjv0O5K7oDvpe9M8ODxmvPf9V/3Q/q+/hsC2gS2Bu8H9QrZDR8QkhFfEiwUWRXZFrwYthiHGHgXJhZFFooWAhZ9FLESIxIvEZEPAQ1mCfMFSgNPAF/9jvqu9xH1yPIb8QnwGe+h7bLrPuqE6Zbp2Omf6Yjp9+nA6z7uSvBU8UrxFPL886z2dfgb+fz5f/sr/j4BFwNwBMEFIwaBBqEHNgnqCqMLDwzhC3MLdwsGCxQKLQloCDUIxgbbBNMEUgOKAZEBSgCh/97/Df8T/+D/Av86/qT9Jf2Z/ST8UPnF95X2RPZZ9pP1KPUg9pj34vht+oD8BP4OANECQwTJBVEHygcJCb0K4wumDLIMWAzmC1QLzwu6C3YLMAu3CWoIxwceB5AHugfXBx0HEwVqA7ABAwAH/5j9ofwk/Mf62/mP+AP3ffZf9SD0QfPv8b7x9PF08cjxN/FB8bryzfON9Xv2k/ZP9+X25vYW9+324PhZ+lT7Df0L/aX9Qf4t/p8AtgGiAY4CQwIpBNMGogdBCBMHxQaUCIEILAmzCO0GfwcMCPwIVwqICTcKIwtzC6UNHw2iC2oKkgexBgAGJQSzAgEAeP0z/Tr8C/wS/Fj7Gvxw/ML7nvuP+1n9mf91/v/8Hvzu+4T9cf0h/G77Ifpr+pf7ofo9+ov5mfnL+zf9J/7A/kD+bv/AAA0CDgTNBOYFkAeBB9UHvQdVBt4FIgSJArEBIQAY/4v9wPtk+hr5ofgI+Iz2sPUn9F/zCvMe87Hzj/Ik8oPx7fDB8qfz3fO99CL1E/a29xT5e/ui/bX/jwD1AFID/gVDCUELEgtyC18MHg02DtUNWA3yDs8QJhOeFB8V1hUAF2UY7RiMF+IVpRPGEXEQ0w0QCyoI9wTzAqQAGf4b/Or5Lfnc+J33O/cW9jP1HvWH9Jrzf/Im8YjwHfDJ7/Xviu8m8Bjxy/Gw8oXza/S49Zz3Sflm+8T9JQA1Ah8ErwXQBisI8wnRCuELDg14DN8LrQqqCN0H3Ab0BcoE6QFVANn/9P1i/X/7hvjm9fLyQPE476XtI+507bzs4exT63DqgOoq6+DsUO6t8GrylPNz9wT8eQAoA9MDwgXuBxYMvw4iDQoNLw+YEjQVHxSTFA0Wahf5GX0Z/BjWGVMZdRnHGD8YHRhkFU8RTA5nC5oJzgb4Ah0Avvzt+j36h/ic92/2k/Sc83/ys/H08MDvd+8j79Hup+6C7i3vXvCF8S7yWvII80/0CfZj9zr4DPkS+uv7U/6qAJwCBwSfBQcIlwo5DB0NhAwqDCMMRwsYC0cKrAiXB9gEYQL1AAH/g/2F+4v4g/be9Dzz3fE78Azv5u1j7DPs9Ouk69rrTOsX62TrNOxb7q/wJfMI9S/3vPqq/ZwAkATBCEQN2xENE/ASXhWhGF0c4hygGiYauxv9Ho8hBCCZHXocGhzMHNcc5RqVF/sTOhFjDzsNRQpYBkABqf3h+qr3fPS38dzus+xr6ononOfS5kPnoOec51foIum16j3s0O3a8Mvye/QB9wv47vju+pb8kP4dAOQAHANdBVEHVggMCF0IhQl+CqoK2AlDCSYJpAi6B0cGRQRjAsEAWP/9/eX7TPlk90v2JvZH9cbyUfDN7pXuiO8y7yzumu107fjtN+9c8CnxwPIB9Jn0P/bj98L40fnT+Qj6df33ALEDWAaCCRsOOxO6FyAafhsBH0witSNmJBglNSWFJC8jryKNIqogKh6TGoIWDhY1FR0SBw95CpYHPAX6AC/9Svml9HTwXevb547mQ+Rz4sPgdt/O4JHjKOUp5pfmF+hm6kvsIu8Z8cfxFfXC+GD75//YAjUFaAgkCmcNqw/UEAAUdBQxE7wS8RDXDywPSw13DAwKVgadBH4BKv89/mn8Q/qk9mrzc/Jo8DDtOeqd5zrlFebb6C/ntuS15qHnOudv6ibrEeqq69/uPvKy9ab4o/d39gD4u/qw/NX7hfcw96H8yAPfC8sQ/hE5Fnsd8CSUKsAqXSkEKXMq9y1rLpEtLitfJr0lqiaPJhUnCSDkFm0Shg2fCRsEffvr9mrxROr8577lduQt5d3h690S3MXbo9363Tnei90M2n7bOuDY4xrpY+3u8I/26vsjAqcIDAy0DpAPGBCyE7UWlRezGKMZqxnBGZYY/xeoF+4UjRC+C70HFAVaAmz/afwM+q74APhI99/1IfOQ7wjtiesx6mPoX+Ur4zTje+QK5mnnU+k07WHwLvEO8nvzB/ao+BD59vk7+4T7A/5o/zb/tQCHAcYCHgM3AdQAo/9gAZYJvgzWEFwVMBdJIUwqUisdKiEj1SENKAInZiV/ItIbRh2AH5UeEh/FGrUWgxBcBz0FkgAR+qn4mfLL7JvqPuce6Lzo8OSo4kzeCNx83qrcwdtk3Nvand3M4kLnOe7E8gz3rvxkAKQEHAhaChwM6QzNDY8Oyg88Eq4UfBf9GL0XIBYGFSAUDxPZDwoKKgVtAXv/X/8e/p37oPjy9Tv0gfIZ8KPsjegm5c7ilOF04Sjix+Pm5eTnI+rf7NXvU/Kr8vzxiPLS86P1ofdw+bf7Rf3S/50ClwSGBSkFwgNOAtMA4v0Q/LMCqQ0FFNwXjxhCGzYk+SsULW8noCDQHpwffCF3Ip8g5h8BIi8kMSRcIYYbBxQEDhIJOgO1/m35UfU79Frx2O3D697o0ucu5ezfStwe2enX6dmq2mfcet8x4tvnRu3Z8Wb1cfa0+Gn8qv/DAygH/gl+DLIOKxHLEkAU/hWLF6UXuhXdEsYRJBGGEPsO4wvdCN8GCQVMAhH/4vvh9wTzju/p7fHsEOzq6DnlRuOE4tPjwuVj5lPmzeX05fDopew975jwbvFk8k7zfvVT+b/8vv9rAYoCCAWoBgsHrAVVBMsDSAMOAm8AGP54A6UMdBISFxQVUBN5G9QiXyXoIZkYqRhNH1El2SqkKnknnidLJlgkmCBHGm8VyQ/aClMHDgKE/ir+U/4O/FP2rO4y5/ziQOD23FfYyNSO1OTWJNqZ3bzfn+B/4mPlbOft6NXrtO/883P4W/zrABsGJQtPD2kRwBNuFk0YPBnRGVEaahnkF54WGBaWFZ0Swg5nC5YHLgWfArz+5PnM9t3zNfB27uzrGOrU5wTjReH74qLiV+Ly4gjiruWY6YzqQu088ADzxvXe+AL73Pt2/ej+8QAWBH4FZQdqCGUGZAZwBSME4APPAJD+FP5HA1ISwxk3G9kZehC1ElUafhqoHXsZJxVqHMUhJCk2L2gtMiylKBMf2RlVFf4QcxJMEfoMwwl5BGQCJgFf+4bzBemg3gPbidz/3YHfjN5g3P7bc9wM3ebdEtz02tLblt064hjoDu5U9bP6Mf4yAoEE+geEDK4OORHgEtwUxxlhHbEf9SDrHaEawRgGFq8TiRAwDK0JoAepBBoCp/7l+vf3i/Pq7vTrO+mp54fnGOfw5jTmfOTj4z7jGuNM5Mrl+edi6lXtDPCQ8g/34/lV+3P9Tv3F/SIAJgE9A8YEJwSQBfAH6AiHCZEIfwUK/10ETRTYG18iHx2WD8sRGhnzHZQk5iCrHUQjjiaqKhUtCicPI3QgjRn/E9AORgxFEF4Thw+HBzf+Uvew9aDzM+345U3faN6E4QzjveJa33fa1dni2DTWetbs1w7dK+QE6DTq8ew28dP2lfrz+t/7PP/JBDYNJRNVFb4W9BfFGVMcDx3bG40beBtvG6YaqhZME8URQRDUDr0JwAIX/gz7Xfpi+eb0lu/06t7naufU5TfkUuOn4b/hjeI84r3iCeby6MjqnOxf7NHsjfH39R/6f/yY/IX+ewBXA54FeAa7B6UJKAheCSQL5wohCvcHtQFwB3QVjxxyIEwYSQobCx0W0R0kJXgjvh8wI2kmjST7IoAd9RvSHgMe9xjwE7QQ9BJHFngRNwfs+QbyJ/Jq9C3z0vBF65bmXuMo3xra5Nbw1N3XTtqD2tTbq9yZ3+rkcOfl5Xnl6+UB7MXzYvnd/SYB5ASFCsgN5g7sEccTrhb+GmcbYBsvHYMdpx4AH2obKReGFBMSARHtDvEJzAQlAXj9lvpB97Xx1uz56SDnJebm5TXkh+Mc4lDgrt6B3Z3fG+Iu5fTnLenT6lDsN+4J8Qf0l/de+mb9oAC2As8FlghRCs0L5QzSC7kMxAsCC3sJCgw3G5wlOCUXIPMPswlyFy8gvSYlKhki8yGDJy4hqR82HisbHiEKIV4ZVxSbDtQOrBLEDUUEa/uF9I/1w/qv+AT0EOwy4ybgCt8z3BzdN96r3qjg/d3n2jLbyNy14O3jKOMn5BnoXO6r9A33H/iL+aj8/gINCFAMXxDgEb4TXxUbFpAXChk6GzYdtho3F7YUtxIzFFkU8xAfDVMIQQS5Apr/Ivw1+fj0F/F17RPp4OZ95iLnoefT5EPhAN8B3+3hbOX25j3nkuf96A/sLe568DHzSPXw+Ff77P2i/8QBcgWsB2UHDwmfCtMKXQ23CsYI7xHXHrclnSXWF6AJEg48GlIl/y05KmIkBiWOIQAcFhswGtAfRCmoJQocEBCXCAUMlxCAD0EJMP9e+hz6Nvjq9S/vrOkS6ETlheIw4EDeRd/I4Obe2to/1ijWntqB4JjmAuhc5yXotujZ65HxSPZs/KQB0ALlA0YFZQfvDK4SpRQEFgIVtBTnGOcasBuqG6oZZRdEFe0Rxg5cDXoMPAt5COwDN/8c/Iv5B/h/9abx7e4w7GfqNukp5z/lVOR75I/lpub95vLm0+Ze51TpOeuM7c7vYfK19in5bfvs/M/+1gKZBdEHMwlnCakJVAlFCG8L/xaVIhckDhxED5MHvBEgI/crQS2SJI4aORnQGVQbTR9jIcojkCM1HMAS/wsECzMQdxMvEEgI9v3f95v3ifeh9QPyAeyl50XmheWb5ETik9/D3SfcAds22l3cwN+W4jTjQ+EE4MDieOgL7pXz0vVs90f6Gf3+/z0E6wcgC28PpBF3EywV7RVXF18YRRlxGS4ZfRm6GOEWjBP8D6wNfQwYDBoLvgflAjP+AvqR95X14fOR8uLw7e2G6s3n8OW/5cHmIOc95yfnDufN5zTp7urH7Qfwb/Hm83j0xvW292j5Qfzy/lIAowNjBQoG2QcmCX8MpBWNGWAV2hGfC3wPSx30JugnZiQTHEAZrB0FINkhSSTfJP8kLSMbHKAWxhQ8FhoZABlEEqoK5wMWAJD/G/3i+Br1mPCs7W3rSudH5MfhQeAv3wbeNtzg2+Hbht3d3bTdHd9u4LbjB+da6APqqu0/8JT0afja+nn+kgOYBlkJ1gsPDTwRBxX+FgMYFRjIF1QZGBpTGVcYixbKFJIT7xBnDWwKhAeKBZED8ACA/VL6V/ey9DXzRfH47zXvnu047LXqcene6N/omei66J/oDOnM6mnsHO8a8STyr/IB9Fn1dff5+XT7CP+gAQACeAEoAFIBqgrsFckYixXTCwQFgQ2iGvwjiyelIDsaMBsMG3wcTR+lIFUmECmrIjQZJRARDfsS+BhQGY4UCwt0A9v/1/1c/IX6yfhe9sfyR+0K55fj/+MW5V3lleMF4H3ez9543iDftt/54M7jt+Wn5vnnP+pR7avxI/Wo92j6sv0dAaQEBAeUCO0KGg0IEFQTYxWVFswWBxf6Fh4XnhfrFi8WkxUyFOwRVw8fDN8JcQhNBloEGgGu/Tr76fg49+T1FfQx8o7w4u6S7SPs5Opm6rjpVelo6ffpyOvD7X3uSe6T7iXvg/GP9P710fbJ9wH5vvoy/VH//QT2DbgShxF3ClsBuwIOEKUdiyWsJLsbEBf9F60ZRx0sIMciySWDJEEd4BV3EdMTxhluHIkZVRGxCEkD5ADT//z+6fzn+pr3ZPJt7G/n6eVG59joaehn5efhHOAV4Cvha+LX4ynlBOem59znsejV6s3uMvNe9iv4vPl3+8f+9QG1BN4G6ghXC0IOUBCzEcYSDhPOEzUU8xMeFGQU6ROLE8ERwg+tDrMNnQwjC60IiAVSAykBNP9n/af7Gvpk+Ef2GfTQ8T3wlO9B70nvDO/i7S7tCO0B7ZbtI+6q7sXvefE68ivzJvPM88r13Pho+xH9zf39/b//SQE7A5QE9gZiCfEMjg4HDisNQA7BEZoWtBklGQoXCRWMFeQWZxhjGI8YHhi8F2IVFBKDD1YOdQ5nDdIKlAYIA4AACv+N/Wr7ZfhZ9UTy2O8m7sTs0etc66Tql+my6GvnZedz6F3pVOpG63zsau498NjxEvRH9oH4BPu1/Gz+mgDWAocFnAf6CKkKtwutDD0OTg9yEFwRchHAEMcPQg6KDWcNfg2PDW0MpgoxCK0FaAMkAgkBVgDa/0f+yvs/+fv2gvUd9dT0aPTm88HyoPGg8Prufe6t7rnvH/EO8t7xRfEg8Q7xX/EA8jDzmfb0/BkClgOYAHP6RPlUAAQKLxP5FT0SEA8WDi0PuRIyF1UbnB8DIOsbWRboEaESMRc3G4scoBhlEkENOgmtBw4H/wWKBMACH/+J+rf1LfL98VHy0/E/75PqJ+e75nbnW+g16Ifneud76EfpV+mq6SDrvO298Dvz3fMF9Tz3hPkL/Av+ef/dAW8EKAaZB3EIRAlNCzsNgA6GD2oPRQ9CD0QP/Q6jDhAOrQ1/DZYMPwtCCVgHUQZ2BUoEhwJAANP+K/6I/af8F/s4+Qz4Z/fE9m724/UM9Yz08fNS81fzS/P88yT1KvZN90v4KvnZ+WP68Pp8+/D76/wF/lz/WQJqBYQIJQpRCH4FBQXMBhcLog/YECgQMA/xDdwNIw7eDc4Okw+QD7wO0gypCvYJIwpRCrMJHAflA3oBTwDx/63/SP4S/Pn5S/ja9hb2GfVA9B70ifOz8oDxqvDZ8BvyyfOK9Er0iPNH8xj04vXn98X51/rY++38w/3+/hIAIgFJAlADowPtAygEwQT2BSQH4AeXB8IGiwUGBU8FsgX5BdwF2ASPA0kC8AAdAPj/qv8c/zL+Sv3h/Bj8Pfvw+s36p/pz+oP5yvhs+ev6hfyC/Xn9vv3L/hMAgAFZArMCjwNcBeUGcQiPCWEKWgvaCzsLHQqBCckJbQuIDE4MjwoACA0GIAVIBG4DxAKeAX4AtP5M/DD6AvmT+Mr4QviV9kT1H/RB8xXzyfK/8qzzUvRW9Fv0C/Sw9IP2Bfg0+cj52Plv+vD7x/3e/58BQAL2AtkDvQTMBZoGQge0B3wICQlMCUQJ9ggoCUAJdQkeCXgIqAeyBqcF8QT9A/gCnwIYAswBQAEXAH3+F/0v/Kn7bfvk+nL6Pfpj+pf6GPpV+aj4o/hT+UX6F/tv+8n7HfxV/K38NP0i/nT/TACCAFsAlQCCAQYDYgT8BOsEkQSlBCoFKQbmBsAGeAbnBQsGbQYbBq0FfgWFBZMFFgVSA6oB0wAGAd4BAQIWAdX/gf7t/cr9T/3D/Bv8mfv4+nz6J/on+kr6XvpR+gv6Tfm2+Iv4r/g4+Tn6KPuu+w787/tm/CH9Kf6E/0EAeACzABEBvQEEA+0DTwSUBLEErgTCBJsEAQVlBYkFZwWsBLUDGwMIA7UCYQKQAd4AdgAGADH/NP5E/YH8Ufwa/L37Cvu9+tL6CPs7+1v7Zvt5+6371fte/NP8XP02/ij/RgDkAFMBaAF/AQkCpAJaAyAE8QRXBYYFjQVCBVIFpQVFBpQGEAZPBYkE/QPUA78DtAOmAycDWQJnAYkAPwAiAIv/1P7x/UH9Mv0j/Xv8r/sj+9n6uvqP+k/62/mW+Vb5Yvkt+dL4z/gD+TH5OPnI+BL59fk5+6j8YPwg/CD81v2uAJMCUwPBAnQCLANZBScHdwhVCeQJkArdCo8KhArGCnwLDwy4C2UK1AhGCBIIVAijB/QF0AMIAuMA4f8g/xf+Nv0n/Mr6Nvn/95f3N/jo+JT4k/e29lz2oPYy97P3gvhL+f35fvqo+vL6zPsC/Q/+Kf/T/xcAqwBrAUcCawMTBKYEGwUsBWoFtAXqBVQGogZGBsUFRAXOBNAE7wTBBIEEywNZAl4BvABgAHwA7//p/nv9MfyS+2r72/vz+537hfqE+dv4bvi4+Fn58vll+kP6y/lM+WX5e/ru+3D9Gv4L/nD9cf1p/s3/ZQEyAosCkAKvAjYDvQN4BG8FEAaHBlsG9wUYBVAEMwRSBN0EtgQzBDYDaQLWAVQB1gD8/0T/uf5A/uv9df0d/Uz9Pv1w/Rf9jPwN/BP81/zC/Y7+mv5f/hL+f/4t/xYAAQGXAVYCoAI5Ar0BjgFHAq4DawS5BEIEbgPkAuUC7wLDAqACRQIPArwB9QD2/43/iv+7/8f/IP82/pv9ev3D/ev9nf2P/Uj9N/1D/Uj9of0F/mP+tv42/6L/AwBLAFUASQCKAEAB2gEUAuUBpAGfAcoBiwEJAWoAGwAqABQACQBY/2j+GP4m/lf+Cv5x/bn8P/xC/Hz8k/xT/K78SP32/Yv+L/7r/f39lf6P/z0A/wCdAf4BHwLWAcQBMwI7A0gErAQ3BF8D5ALUAjQDfgNaAz4DqQIeAnMB9wDWAKgA5QCIAOv/XP/M/qP+pP7M/sH+oP5W/iD+Lf5N/p7+KP+Z/4H/8v6i/pz+Of8WAJEAkQAOAHj/If8n/6//KQCmAPkAfAC//xr/8v5K/9n/BACp/0j/1P4J/0n/nv/f//n/VAA1AAgA7f/n/ycAeQDAAKAAEQCY/4//sv/n/7j/Wf8A/+T+0P6Z/hD+p/2S/cP9Iv4p/gD+kf13/Zr9mv27/RH+iv7c/gP/lP5Q/sT+qv+/AF8BPgH2ABgBzwF0ArgC0gIwA8ADIQQzBPgDQgSpBCAFKgVsBNUDLwPtAuoCtQKvAqoCMAJiAV8AWP8H/0z/lf/o/6b/1/4M/nz9f/3E/Tb+gv5t/in+tv1W/R79dv04/u7+O/8Z/7L+YP5K/of+4v4L/wT//P4k/zz/jf+k/7j/+////0QAlwAFAVcBdQFEAUkBcwG1ATECkAJ1Au8BnwE8ASEBJgEFAeEApgBQAOf/Uf+u/m7+P/4M/pn9Pf0Z/Rr9CP31/Mn8kvy6/Nn8KP2p/RX+mf49/47/m/+d/9//xACuAYsC0QKYAl8CPQKZAvQCDgNAAx4D1gKoAjEC0QGgAXgBVAH/ADAAGP9I/jH+2v4m/+L+H/5z/S398vz5/Mn8s/wn/bz9Gv7r/WD9T/2j/X7+kv/R/87/qP/V/y8AawCpACcBpAHjAfUBlAFcAXsB1wEsAjgCBALeAb0B0gHcAZYBLgG8AKQAlAC9APwABAHdAGIAyv+W/7j/zP8HAAwAs/+5/8v/4v8vAD8ADADY/6b/p//u/zgAbwB+AC4Au/9f/0X/n/8UAGAAPADq/7L/wP8CABoAAwCc/2b/gf9y/1b/Qv8Z/1H/if95/1H/T/9Q/1z/kP/B/ywAjADpABoBEQEgASQBLAE/AVcBkAHOAecB4wGZASoBrgCNALYA9QDmAJYA/f8W/3X++v0B/mD+nf6H/gb+Nv19/Ef8kfwU/X39tf1Q/e/8xPwE/dn9hP7+/kz/Mv8E/xX/Tv8bABIBswEDAvMBwQGlAbQB7QFaApYCzwLbAqcCWAI+AnUCvgLCAj8CtAFbAUcBNgEfAfwAyQC6AGoAEgCr/xX/+f4H/+v+9f7X/qD+aP5J/kb+cf6b/tP+F/9K/1b/Ff/9/hz/sv82AFsAPgDJ/4r/nf/B//X/NAAWABYAHgD7/+L/yf/q/1UAqgCwAIwAdQC+AA0BewGdAX0BiwEkAfwAHgExAV4BmAFiAQ0BgwDL/3P/Xf+C/6X/jf8u/7H++/1v/UT9Lf2a/RT+ZP5w/v79hv0m/VD9Cv68/m7/tv9b/yb/NP9g//D/wABpAb0BzQGdAW4BWwGXAQ0CXwKCAjUC0gGHAUgBUQFdASwBAQHVAJUAZgD//7b/pP/H/8L/gv8//wv/8P7//vn+7f4X/z7/YP96/47/if+D/5L/mf+1/wQARABsAJYAeQB+AJ4AtgDCAK0AfAB4AI4AlwB+AEsAMgDw/7n/mv+g/8X/nv9c/wj/r/51/m3+u/4N/xP/Cf/E/nT+cP69/hr/Wv9X/zv/Vv+R//H/awCXAKIAnABwAGwAlQDgACQBLwHlAHIA7v+4/9X/DAAkAAoA6f+w/6P/nv/v/0UAgQCWAH0AYgBgAIcAvAD8ACsBOwElAf8AwAC9AOoA7gDqAL8AnACuALQAmQCQAFEA/f/K/4z/UP9A/xn/BP8Z/xb/BP/n/tv+Kf/I/x4ABwCo/1L/o/8UADkAQQBVAHMAhwDCAMsAwQDuABQBHQH0ALUAPQAOAD0AbwCXAF8AHQDK/33/dP9n/2T/Y/9V/xb/y/6I/pD+0P4I/zL/Mf8B/9T+9f4U/1b/nP/h/wsAJgBbAFgAWABQAFoAkwDMANEAywB+ADsAFQDn/xgAKgAQAA8A4//D/5D/Y/+d/8r/8v8HALf/X/9H/2H/nv/w/+f/4v+7/4X/fP93/6z/xP/N/67/pP+7/5X/oP/C/8T/qv/B/9f/2/8FAPj/2//C/6j/8f9QAI0AkgB1AFoATwBTAGkAewCEAIAAVwA8ACEAJABAAGwAgwCTAF4A/v8AAAgAQwBSADYADwD4/+//GgAmAEYAfACNAJYAXQBQAEIAYQChAMEAuwB0AGgAagBVAEsARQBTAFYAbQBQABMA9//W/9P/x/+8/7H/v//a/+7/3f+6/5P/gv9t/0n/Z/+g/6//sP+q/5H/tf/Q/77/z/+m/7T/5v8DAB4AKQAlAP//BAAhAFYAbABiAEsALAABAMv/xf/S//D/IQA6AEgATAAaAAkAEwAtAFUAXQAxAPz/1//h//T/5f/S/+H////s/87/pv+s/8X/yP+s/2L/I//y/vX+Dv9E/yz/H/9D/0P/EP/3/g7/PP/j/0MATAAuAPX/GQBqAKUA3QATASoBOQEaAeIA6AD7ABcBNgFQASwB1wCfAHYARAAmAAcA5//i/73/k/95/1z/Qf9t/5X/m/+V/2z/Ov8q/yL/Nv9E/23/dv9H/0T/K/88/2//ef+C/3r/Uf8z/zv/V/+Y/+H/6//f/+r/3//m/xIAEgBMAHwAjgCjAIcAaAA7AH8A3gAOARUBBgHnAMMAqgB9AIAAtgDNAOsA2wB5ABgA2P/7/0QAbQCSAHAAAgCg/1n/QP9Z/2T/W/8c/9r+mf59/lb+b/64/tL+7v4H/xj/Cf9B/4X/uv/1//X/GQBZAHUAqgD2ACoBUAF4AYMBfAF6AaAB2AHFAbEBXwH+AM8AmQB0AGsAWAAYAMX/dv8h/xf/Hv8A/wD/3/7K/tH+9P78/iD/Xv9+/8n/2f/0/wsAMgBfAIwAsQDTAOYA5QDpAOwA/wDQAK0ApwB9AJMApQB7AFAAHADo/+D/9v8PAAIA3f/Y/7f/g//B/9r/2f8HAP//3f+w/5D/gf+M/3//hv+A/0r/OP8E/9r+5P7p/gv/L/8j/yb/HP9C/2z/nf++/8L/vP+W/67/xv/f/xIAHQD1/9b/3v/j//3/8//d//j/7//X/9L/4//k//X/+v/e/9f/4P/v/wMAGAD///r/yv++//H/CQD///T/7P8QAGEAbwCPAJIAfgCyAMkAvgDJAMMAvADdAKcAmACYAIAAdwBnAG4AYQAvAAoAAADM/7//wf/F/6n/dv9P/0T/gv+s/93/7f+6/6P/sv/J//z/MQBkAI4AqgCxAJwAlACgAIwAiwCiAJsAlwCOAFYAOQAjAAIAHwAuACsAJQABAKv/NP8n/3v/nP+z/6P/oP+a/13/cv/S/y4AeQCCAEEAFQAGAB4AOwB8AJQAQgDt/6T/a/+S/9b/yf+R/0n/HP/t/tr+Bf9E/4H/ef9d/zv/If9I/37/vf8EANH/rP+4//f/bACoAL4A1ADkAAQBEQEGARMB7wDXANMAqgBoACUA8P+u/6T/pv+p/5z/aP9U/2T/Zv9j/4j/lv+i/7H/qf+5/+r/CQATADEALgAqACgAJgAeAB8AKgAcABUAJwA9AD8ARABMAFIAWABMAFkASwAyAC4ABwDj/8//lv+O/4n/Zv9J/y//OP9V/1D/Sf9s/0D/Cf/a/qr+pv7W/gb/Hf84/wH/Cf9n/wUArQA9AW0BggGgAYgBywHiAfIB9wGjAUMBvQBVADIAEwDS/5b/If/3/v3+9P45/1b/jv8DAEUAbwCMAMoAFQFlAb4B+gEqAhwCyQGTAXcBbwFWARABqAAdAIH/LP/3/rn+ff43/gX+yv2W/cf97v0Q/kH+eP7O/hn/cP+6/+f/NgCRAOQAKQFLAUsBNQE+AVYBRgFXAVcBDAHBAFwAKAAPAAcA/P+3/2P/+v6u/oH+kP62/tf+wP5i/h/+HP5i/rn+5P7q/g3/Of9H/3D/oP8ZAIYAnQCJAIoAbABMAIkArQC6AJwAPwDw/9P/yv+8/7v/wv+v/5L/Zv91/7f/8v9BAG4AwgDTALIAoAC9AAUBMAE0ARIBzgCRAFwAJAA0ADoACADb/6v/cf9r/4j/lP+i/5X/cf9P/2P/pP8AAEkAZgBRAEMATgB4AMAAvACPAE0AFgAIANb/zP/m//L/CQDZ/6n/mf+r/w8AMgAhABIA4/+k/6n/4//9/w4A3v+m/6z/zv/9/woALQA2AA0ADQAYADcAewCkALcAsQB/AG4AXgA8AJoAvwDIALgAjAB5AEIAXAB1AIoAPgDf/5v/kf/B/4b/cv9P/0v/Tf9A/23/ef9M/zL/L/82/zf/Wf+Q/6v/p/+y/9//FABiAHkAgwBvADkAQQBGAHUAWQAVAAAA0f+p/8H/1//a/+3/z/+b/57/qP/A/wEAOQBLAB8AMwBFADwAQQA2AC4AKwAzACUAEwANAPv/5v/M/6b/X/8V//z++f4G/xL/4P7N/q7+tf7j/gf/XP+E/7b/yv8EAH4AyQAXAXABpQGaAZ4BmAGcAZQBOgHuAIUAPADN/5L/R//t/sH+lv6Y/rb+9f4R/6P/DQCFAAsBXAHFAT0CoQJSA88DogM4A0MCgQHYAC8Ac/9C/qr8T/t4+iD6dvri+lT70/tv/E/9gP7T/ysBdwJ0AzcEmATRBMIEOQSnAxIDkwKjAWcA9f6M/ZP8w/so+7P6Qfq6+YP5tvlD+jz7Mfwg/R/+vf6C/2AAlQHZArIDIgQRBOsD7wOlBKcF1wabB4EHIwepBoIG8AZLB6gGDwXZAsEANP/x/fH8qfsf+l/4zPYv9k72//bW95r4mvnH+vX7MP2H/goAhgGrAjUDYQN/A1wDQANRA4IDawMTA3UCwQE4AQgBYgGvAYkBFQFsAOP/tv+3/+L/2f+G/9z+9P1r/Ub9TP1S/S/9/Pzr/NT8//zj/d3+8P/JAG4BBQJvAv0CjgM/BM8E4AQsBB8DPQKOAf0AQABQ/wn+rfyM+/r67PoO+xT77PrX+qX6pvoC+5T7KPyo/Aj9k/2H/lH/cADRAVwDHQXWBm4IqwnMCskLiAzGDOgLTQoCCDwFaQIq/wL88PgB9oLzsPG18OzwD/LH82T2DfkZ/BP/1AGmBEUHvglnC24MJQwuC2MJqAeoBj8FywMnAVz+zvvS+dX4cfim+CH46faG9Yj1DPcF+a/6Q/yu/msAoAFrA5kGRwr+DM4NpQ2rDdoMKwtoCfYHAQY1Ahf97/hJ9jP0bPKT8f7xgfKR8oDzMPYU+oj9IgBpAlIEkwUvBg4HXggpCVEInAaDBeoEgQQRBLQDLQMBAq0A5P/e/+L/L//f/Wb8J/tu+jX6IfoI+qj5Q/lj+T76mPvm/MD9K/69/qz/sQDAAakCSQNLA7QCAwLSAVgCWgJ7AWMAcP+x/v79vP3I/Zb9Bv2H/F/8X/yj/DL99f3K/pr/lAC/AfoCIgQoBWoGkAcJCOUHVQfdBksGdwVfBBUDSwE+/2X9zvvs+ir6ZvnK+C34DPis+MT5NfuD/Fb9Ov42/2cA4AEhAxIEZwQsBPEDLgTiBFsFPwXDBPEDGQOsAokCrAKBAq4BkACi/2b/ff9b/+z+vv2A/Lr7S/v2+mX69vnH+Yz5kvks+gj7G/zq/LP9tP6f/28A/wBuAdwB4QF+AQQBsgCAADoA2P+x/+H/EQBLANIAoAF4AucCfQKeAYAAyf8Y/zH+w/xz+uH3dPZV9xT6y/0hAZUD2QUfCQgO8RNnGZgc+hz6GkcXnRPcEF4N1ge2/0/2JO6Z5/ziROAi3/vepN7m3k3hsuYB7qf16PxBA6cIugxoEBsUFBgQG1wbUxnDFUsSHw9FDKcJ3gYlAyT+D/lg9dnzCfPy8ZDweu8874jvqfAa81z2XfmZ+5r9TAASA20FZwdMCVkLmAw+DFQLgwqmCXYIlgaLBD0CV/8P/DT5ZPc49gX17PM+87byaPJ98q7z2PW297L4NPn7+UD74/yb/ncArgEEApIBYwFDAsgDMAVaBREE5QH2//r+Av8C/83+yf2v+036mPx5A4wLNxGUE2EWExsGII4kMyiCK0kqniJ1GfUSMA91CVP/tPO+6Sfg/NZP0ZTQA9N/08vSltXh3KPlau2h9XL/YQhcDUcQhhQ2GqsdxR3UHL8bPBlJFBUP3AvbCSkGwQDR+7H4LfY082PxW/HD8S7xJvC48OHy0fRt9oD4YvvI/an+xf/ZASQEiwWDBXsFuQUdBZ4DbgKwAXcA/f0O++j42va+9O7y8/EQ8dvvAu+Z7+7xK/Tt9f73KPu2/sUBOQUXCYEMdQ7xDh8PHg/KDQULvQfTBNMB+v1x+eH16PP389z27PyxBK0K+Q2wEawYSyJpKqMumS9lLM4kjBwMF4AUmA+ABCX20+le4cDbHNmj2Ynb39on2E7YWN7n58rvhPWw+kj/ZQKaBJUIuA5aEwEU5RKaEg0TmRIsEZQQ7A9UDWkIdAMQAOz8Wfk89lX0kvLp7+3tgu7z8Kbz9/Ww+MT7QP5tANACzQX6Bw0I9wYeBiEFTwO4AP/9pPth+Rz3bPVj9IDzjPLc8VHyfPPi9BX2rPYL93D3uveV+P75gvu6/AL9F/2Z/eP+WQFnBPUGegivCOIIhQkcCgcLlQuFC6sKKQjRBZYETwSDBuoKlRB1FWgWuBaMGUceNyO7JRMmliOPG9EQNAi7A2MAT/jQ63Hg5dfM0WDO8c5e08LWjNfT2ZnguOuV9v7+2wY+DsgTDhcRGswdhSBkH+AbnRjTFTQShAwsByYDrf8++4v2H/ME8bPu+Oty6ovqPusW6+/q6OtQ7jzxKfSx98n7dP9dAiwFmAgODEgO5A5GDrEMXwpnB3IEuwEZ/hH6PfZZ88bxvPA98M7wgfFQ8mbzCfXj94D6G/xi/d3+2QDtAqsEUAYSCH4J0ApiDB8OrA8TEMIP3Q4jDWgLJAnmBoAEIgJNAF3+g/yQ/Bz/FQQVCsYOaRO9F7EaFh20H0ckBSdkIwUbLBLEC9UGAQBl+Mbw3+a926zSDdDo0vrUn9S41KfXKN1O5CTuifoqBfMKrg2FEccXzRzNHuceVR33GG4SqwwlCToGJAFx+pH0z/D87V7rJeqN6lvr9etj7Ujwb/OL9TH3f/kT/aEA2AI4BPAEKQWcBdgGhgiuCS8JSgdZBWEEDAS/A8MCHQEJ/8P8H/sh+sX5A/kT96n02vJo8u/ysfMY9Fb0G/XU9kP5Kvxn/60CzQV0CGYKfAzSDtIQ4xH0ESIRSw/4C0IIaQWnA+cBVP9I/d789/2YALkFsg35FVYaHRuxHJQgLSTmI4sgKRz1FWQLDf+i9uLy0O5u5mPcKdYy1KzTGNV12nbiHOgb6mDt3PXYACcJrw0oEQ8UTxRpEhMRohHQELwLbwTl/oL7dffB8oTvlO7q7QzsUutA7WHwufIP9a75p/+eAwcFsQb2CTQNVg4DDu4NYQ2eC28JywhcCV4J5Ac+BuAEngPrAUQAUf8A/p37n/jw9eTznPLq8dnxFfJB8sDyx/OU9UX4ufuv/0cDZwWLBrAHQQmVCgML9Qq/CrEJ2QceBn0FuAX7BK4DUQJ8AdEArv8K/+f/yQHBAgwDgANVBT8HigglCkIM8A2wDbYLFAo8CSsHewMf/0b7m/cE807uBut/6Szo0eZZ5qvn6On2643uB/Ju9o76af3K/xQCtANfBGkEUwTQA0wC0v9F/X77RfoT+d33afeV92L4xfmr+9j9dv9MABgB0gIQBbMGjgf/B5oI0QmgDLcR4xfbG4gcsxu4GwgdZx2TGycYMxLcCMT93PSv8FTujenX4jzdzNr+2nTdPuOR69PyJveb+oEAkwicDzUUWRcFGV8YghU4EjUQVA4TC00HuAMbAev+l/xE+xj7RPtB+yf7CfuZ+oX5TPgw+P34n/ol/EH92P7ZAAsDTwWNB7IJrwtGDH0L6QmtB1AFYQLX/mf7vvek85jvvuvi6DfnPObN5QHmQeej6V7sYu9L86/3yvsE/5cBNASEBs0HHwhCCDYIpwcjBsUEzwPuAoABvv/A/uD9ZPwo+0H74fwz/xEBYQOJBk4JFQx4ELEXMh/YIrQiXyIXI18j1SFqHygcfRTxBsn4hu9765vmyt5G14LSY9Cg0PbVWeEW7j72IvstAXYKJBTMGpUfiiLFIbscjBbtEnERog59CQUEa/+G+/T3fPaV9374VPfA9DLzH/MR88/yXPPr83TzTPJd8kX1Q/ms/Of/UQPLBgQJ0wrDDcwQnBGSD0IM9ggGBe//Efv59tbyr+0b6KXkFOMZ4mDhEuLQ5BfoyOqP7d7xM/ft+8b/qQNOB8UJ0QqWC+EMhA08DRcMmAq3CCIGzwPKAk0CUQFoAKEA7wFuAtoCvQYUDq8Vphm3Gi4dqCEkJHEkPCTlIxQgsBWXCV0BEvzd9azsdOOx3NDVac/jzSfT59uQ4sTmYu1N9xMCpAypFvUfeiXzJAgicyBqH5McWRYCDy0I0gDE+Q31dfOq87/yWfGP8SPz0vS/9Z32GvgZ+XX4Uffc9ur2vfac9ub3bvr3/Kj+GgBPAk8F9AesCeIK4Qo5CVMG4gLd/4f8IfgS80Pu/OnJ5rzkP+QB5fHlh+dU6nTuCPOf9xn8bQDMA98FlweTCUQLegs1CyIL3gq3CX8H7gWhBWgFsgQQBFED4wHbAMECewkZEWoVwhaDGG8dlSOiKG0tSDAZLl4l4xnDEqAPBAo6/0zxU+SX2S3QW8twzX/RENNV0inVpd/b7MT4xgOvDnsY2B1gIO0kMip7K84mCR+fGDQSfAl5AEH5/fPY7lvpoeYx54foz+m265zv4fS0+Bn7FP39/kcAdgBbAIQADwDW/jH95fu/+zH8Ef03/kf/QQBBAQgC0AJpAw8DZgGV/jz7kveX847vBewV6Rjn2uXi5WDn8+nt7CTwWPTr+Cj9tgAKBMEHxgrSDFgOfw/QD4QOuAzlC/cK4AjfBV4DBgKtAPL/JAOCCt8RKxW9FbMZmiHUKNQtojCeMvYvxyXLGgoVPhKNC/f8oeyk4AvXqM7ayRrLRc93z5XNw9Fd3W3rcvbm/7sLEhZtG+QeASTsKsUtkSkWJHkfDRrkEZIInQKC/v73b/D46iLpIelK6NboXuwJ8BnyyvLj9FH5+/z+/k8A2QCoACf/iP0I/m3+B/16+sD36faC9hr2D/c3+DP5Lflw+CH5Ffoj+n35Mvgg99j1+fOL8sfx5vFx8gnzJfSS9Vr3ofla/Hz/yALYBXoIigqqC+MLXQvbCkIK7wjiBqUEdALN/wn98f3lA6IMxxOnFqgZLSBRJy0uiDTdOds7wTQKKJAenhl1FDcJ2PkM7E3fnNJmyezGQcoEzLnJNsoW0f7b6Obk8NP8FAnrENwVcBu7IoIoGik/Jz4lvSHTG4gUwQ17CCcCk/pT9IPvtuud6KXmaeci6SDq6+vN7tXyCvdc+gf+MQHsAtcDGgRjBG8EAwPcAJL+CPyH+Zv3wPYZ90/3KPcl9xT3Y/fL9yn4yfir+KL36PUf9K7zOPQk9Qv2avbf9qj3r/ie+qL9owDkAhcEHgWQBpwHjQcJB/wG4AZpBakC6P+q/Wb7Uvq0/SgGiw81FWoXIxydJVgwMDk/P35CPUBXNn4qECMQH1sXsAeD9FPkAteYy3HEkcO4xaTE8cHJxHTPFt3d6JjzEQCLC4QSwBe1HswmwiqWKOokZyKQHngXpw89CtAFgP8B+K7yy+/t7DnpNedo6F/qJ+us6+rtFfIV9nj5hf18AZUD7wPrA7oE9QQuA4YA3/1j+6/4EPb99Nf0R/R/81Tz/fP69IX1B/bc9i73mPbi9aH1tvXh9Rf27vYK+LP4evno+nr9gABTA8oFrwcnCTAK6goyCwALGwrnB4AETwCR/IT5IvZ19JT4sQFUC4QRMxYDH4srejdbQWZJhk6mS1FATDQwLRYnvBrjBoHy7eCF0LHCIbshu8O8vbq7uaHA+83f2/LnLPV1BGUQvhYQHFUjESrMK9UoBiZ/Iz4eWxZCD+QK6wbNACn6xPX98r/vmuyZ67jshe3g7EXsje0w8Kfy4/Sw98/6uvyi/eX+8gD0AqIDywIoAWn/i/0H/N/6Dvoc+WX3jvVk9F30/PRA9ej0IfT58qvx0/DB8KbxafJk8hvymvKu9OL3dvsB/3sCUwX1B9kK5g1qEHQQkg69C2IIkASHAK78J/gT8ift7+389V8BkgpoER4aASbYMhQ/kkr3U6RV1EzFP0c11C3BIlgQJftX5wvVwsRPuQa2VLd0t1C3ErzIx0PWfuOj8P3+AAwTFQUbOSGUJwMq5ye3JC8iHR9pGQ4SLwxGB3oC7/1X+hn4M/Vd8aXu8u3m7szvnO9b73/vBvDc8Zn0pfd2+uD7b/wz/YD+hADdAakBogCG/7L+7/20/An8xPvi+hL57Pby9aP1YfR18iLxUfBH77zt+exh7nPwrfGs8jL1avlF/QcAJwOoB/YLbw7KD8cQ7BD6DrwLSwkoB10DK/6f+PXzVvAI8Kj25QFPDJISeBjRI1cyFT8bSfZQdlQPTxxBWzTVLKkkfBTT/TPoENfrx0+7WbXTtdC3KLdcudDDTdN04iDvHvzwCXgUnRrLH1gl0ygSKKMkDCK0H5UamxOODaMJyAblAuH+2vvn92Dz2e9+7tDu/e2o68rpROmF6ubslu/D8l/1sPb49xT6Rf35//UAhwCV/7f+HP6B/dj8Ffxw+lj4iPaB9Sj1jfQ182fxo+9K7r7tju3h7bju/O8P8ov0Q/eZ+o3+xwK9BgIKmgzJDnMQ5xDpDxoO1wt+CS0GiwHU/CH43/Ii7jzugfYbA+4NRRSzGg0m0TN5QEJLq1NrVo1OAUBJM4Mr8SK9EiH9g+jN1v7G+boJt+i5gLwJvMu9+cZN1pLlaPJs/0MLHhMfF8saPCBYJMcjGyDWHN4ZuRWWECQNxAvWCb0GfwPgAIH+D/vR97v2efak9OXwAe2M6y/soe098GTzCfYU9/H2jvgq/E3/4f/9/aD7w/l595j1KPWA9R31NPOY8b3x3/Km8z/0vPQY9Y/0SPNB81308PU29/n3HfnC+nX89v43AnYF1wfrCC8KbgxLDnIO3QzECq0IVQWjAP37qPe28mLtcOwI9PEAZAzAEv0YhCT/MVA+tEhIURNUbkyOPU8xhCrYIQESXP1R6vzZPspfvua6pL1Vv/e9B8A8ylfYguT17uz6QQdtD00TVRfRHB8gCh8ZHIUaEBlfFR4QVAwYC5UJ6AZ8BKcCZADh/E/5z/dA93j1P/IM76ft0u2U7hfwYPII9b/2wfd++Sv80P5s/yn+9PxG/FH7W/km9+r1dPUh9HrytvE68qTyh/GA8NDwu/Gn8cXwZ/EW9AL3vvhZ+gb9vP9yAf8C3AVUCSQLLwsjC6QLZgukCZ4HWAY6BOr/3/ro9jnz5u547RX0oQAUDD0SfRfSIjQy0j9PSrJS51YPUdZCQDZZMH8q4BuuBQbx5uBp0vzF47/gwOnBkr71vIjEv9Jj383oY/NLAJwKbA8rE14Zvx6JHmka4xdiFyYVCRC9C1gKVwl9BsEDPANJA0AARPt0+Ab4Zff39OrxafA574HtR+1J7x/ytvP/8yf1ove4+cr6nPvZ/Lf9Ev3S+9f64vlj+GP2ivTQ84Xzx/KO8dTvxO4L7zLw0vEU8y30UPUl9kL3aPmn/Nr/xAGeArYDLAXvBhkJSwuHDDALnAiuBr0FgwTcASr+Fvqq9d7zdfmsBPMPXhXmF/kfAC20ORJDqkngTMFINTzCMIQr0CZbGsUFX/Jw5L7Xr8uLxBjExMTZwZnAoseG1KPfc+ct8Xf+VglZDnwRxxa1G/kbKhkhGCwYRBUFD8EJ6QhHCY8HQwWVBAUEhQFD/qz9Pv/m/hT7vPaY9G3zkPGh7//v7/El8tTwkfDZ8oH1avaY9tP3kPkG+ln54/hY+RT6rvmp+AX4m/fo9sD1NPSk8ubxn/Fo8YLxK/KT87n0Q/Wg9nH54vyj/2QBMwONBbMHLQnvClUM+AvuCUcHpgV+BLEBFv7V+bf1uPVk+6oFCxDCFQobESSXLyw7KUQ2S+JOc0m/PVUz1SzZJbwXzQP38e/iHNR7x2HAPsCLwLi9Fb7cxY/Sgd7M58Xyu//uCEcNLRD6FOoZnhoSGFAWLxWhErUOeQtkCwIM6gpzCRwIAgfQBMUBAAA8/3D9Hfpi9UTxs+6P7PPrRuz17GHtsOzC7K7u8vGQ9Rr4FvkR+gz7Kfwo/bD9NP4V/un8EPtv+ar4J/jg9hj16/Nn8xDzlPKT8sXzafX19sD44fpN/TL/ggAVAgEE4wV6B2QIYAgCBwUFiQOEAiABJ/8r/LH4YfT48pv4ZwN5DoIU9Ri0IdwthznhQhJLgVDVTvRESDokNA0uISGVDdf6/utw3sXQwsYzw2nCfcC1v83F4dC22yzkQ+37+N0Cggh8DHMRSRZWF2YV9RQfFoEVLBITDzUPGRCSDiMMugoeCrEHxQIX/z79K/vu9r7xxe5p7ZXrEuoU6qrr2uyA7DztHfBp8471r/bt94X54fnt+eH66/tW/P36afns+JP46/dU97H2jvYK9j71SfVK9Zj1kvbN9575FPsp/E/9Kf4t/20AsQHhAlcDKAPZAi4CYAEHATsBRgEAAD/99vr6+Dj3KPnm/34K8xOeGFkd1yZRM+k+RUb8SkFNlkhoPrM0iC0uJpQYzwXi9OTmtNpAz7vGSsSFw6/COMT5yaDTh9wQ5B7tW/dkAEYGRAq5DnYSexSnFcwWvheDFssTFRLXEV0RWQ9QDJEJOgYvAhj+9/rt+Oj1ZfJ475rt0ewY7P3rXO1W793w9/Ho8pH0V/a692j5tPpt+3H7H/uq+0/8ZPyr+1z6+/i/98v2V/YD9lH1afT48+X0OPbX9z/5LPqn+6z8H/4WAFsBCALPATQBhgH9AZoCDgPiAf8AhAAHAAYA/f4O/qL9E/uh+T79XQWnEKMXphvoIngsETfKPyhGuUvySZNAmTZALwsqnB+JDvv9EvDI4+HXuc58yzzKIsehxbvJ6NJm21LhCekx86P8+gEyBUIK/A4YESURrxFhE9YSfQ/tDIkMEQ3MCy0JsQeIBr8EcgK4AD0AKf+b/Dn6cvhl9lfz0+/57ZvtGe3b66zqOupE6sjqn+yV77ryvvSm9YL2H/iE+kD87fyY/F/75flg+Gv3nfbR9f30OPTu87r0lPav+Jz6cPxO/gsA/QHeA1cFgQbhBogG9AWBBRwFUgSnAsoADv+C/Rn8/PrM+Sf4OfcX+hoCTAzJFEUaRCD5Ke80tj7LRT1JR0jHQdE4VzLBLBsk2hXCBJ/2iuv44azattUb0wXREc830YvXBd+P5Znq6/DJ91j8ev9XAhEGKwlWCTEJrgmgCY8IHgeJB/AJ8worCiQJFQkcCrkJRAjHBjcEQQBF+8/2/vOJ8avuKeyP6m7q0Ops6+PsG+8h8YTym/PO9D72Nfe/9/v33veK97z23vV49Rv1ZfTe8+fzlvSu9fL2ZPjO+VX7CP27/qkAMAIiA8ADUQTEBBsFZAVkBUgF5gQbBPwCLgEm/7P9Df39/JX8QPut+Zf4V/peAGIJFBICGFQc1CLoK9g0aDt1P5BANT0DNowuainhI9YZPwxP/1H1oewZ5HbdedpV2b/XD9fO2VzfxOTk6NTtQ/R5+RL8nP1YAGMDtQTkBAQFWAUgBVUEHQQpBfMFUAVbBPMDzwNjA4EC0wGVANT9qvpq+A33//WG9FrznvK18WbxPvI59DD2qfZ09rb2DvdH9033P/fq9kD1LPPg8abx4/Gw8YPx2PF98szzsfVS+FD7hf0w/0YBoAPQBdwG6Qa9BpwGRQZrBUkELAMkAmQBUwHUAYwCUgKnAbgBVgKRAz4EBARyA8QCGAT/CDAPvBRaGG0bHSFQKPAudzOjNeo1xTJbLfsnJSMSHZYTtQfw/Db0jey75Qzgu9wx28rZ9dkp3PffwOQy6Tnu8/NU+Jn7F/7VAIQE4Qb1B3sIighUCIsHGAfmBsMFmAMGAZn+pPxy+kP4rvYy9enzDPOS8hvzzvOd9Mj17fYX+MD4bfkl+lf6APr8+LT3qfaC9TT0G/Pa8bDwhu/d7l/vjvAf8mzzf/TU9ab35Pl4/Bj/JQGHAgADdwN3BJoFlQbYBgAG9QRVBB0EUQR8BGIEQgSIA1UCugHIAW0CmQJpAu8CPQPcAqsCNAX9CowR7BUWGT0dEyNMKW0ulDJ2NPUyui56KVslNiD5F/wNUwQV/Jz0Yu096AvlWOJh4AngB+If5UDn4elG7ojzb/he+2n95//oAaQDJQXsBfcFbgQ1AgQBEgBS/+b9ovui+Zj3CPZb9RT1HfXJ9Gf0I/U19qj3SvlE+nP7OvyG/Jn8Rfzu+zb7J/rJ+LH2KfRI8ubw0e/x7u7t1+0a7tjuT/CG8kP1fvdo+fH77P44AZgCygPSBdQHoQjbCC8JtwmyCfkILAixB/QG0wWaBAEE6gPTA3ED/ALWAskC2AK6AnICqAIRBJMGlAmoDMYP6xMiGaMeFSMmJhwoVinBKAQnlyQ9IVgcexVkDhAIBwIe/DH2PvG47e3qF+mS6MXokemV6nXsie9I8qP0mvZb+Pn5Dvse/CP9tf1V/Wv8lvtS+z773vod+nL5APlu+Bv4uPeB96H36ves+Cn5pPkn+qH6R/sZ/Nz8T/y8+vD4vvcP9yf2mfSv8krxEvC87zrwX/HJ8nzz0vOt9I/28vhI+zv9zP5YAK0BDwOqBIQGegehB30HUQdrBzMHqAYGBtcFawXVBKcExgQ5BSYF9QT5BO4EsAS9BN8EMwVuBfAEAgV5BpoIqQqzDGoPxhK+FQoYbBpnHJkdkB1vHEob6BkiF1QTSg/XC8IIawW8AQX+lfog+Jj2t/Un9Wr0ePPy8n7zSfU29/z3H/gS+Dz4DPlW+lb7+frU+SX5QfnD+V35cPht9w72APUe9AP0OfQn9Bf0s/QO9pn30/ga+g387f1r/v79M/0//Mb77/oM+h/5ovc49tj0Z/Sg9Yb2tfbQ9uz2vves+Db6Hvy6/dn+c//H/8AAGgK3ApED/APhA/wDzQMhBG4ElwQdBT8FCgXEBIMETwTMA4oDfANAA3oCIQEIADUAEwFZAdwBpAJMAxEFzAYyCQ8M4g2WDx0RJhKJEicSCRK8EbEQTQ6uC/YJJggaBgYEDQOaAjoBuf86/9P/v/9W/2j//P9fAFL/iP5A/0z/lv4C/k78IvtP+ob5jvmu+Gz3jPbd9cz25vY+9lj3x/f99z/4ffjj+W76Uvod++r6/vrm+nL6RPvJ+hD6Avp3+cv6pPvx+uP7Bfz8+9v8lf0s/wj/RP0//ST9k/17/iv90/15/iH9Vv32/cb/lAF/ALz/QAGCApECCAJbAp4DuwNWA0ID+APBBOoDkQKAApsCbwLyAZQBEQESAXMBlQEPAq0D+wTNBLsFCweuB/YJWQtBChsK/AoGCgAJrAjnB+gGaARnAj8CFQLQAHD+YP4DADT/u/5m/6z/RgBAAPkA4gKNAwMCnACfANsAOwE3/7v8n/zd+oX5lfhW98T5KPpS+Ob4rfmi+6L8pvw5/zH/Y/0D/wEAlv96/hn8WfxZ/eT8U/tn+ez5gfp2+rX7h/vt/Dv+MPx6/Wz+3v22AKf/Ovyd/Of80P1x/ff8Zv0o+2j9Xv+Z/fb/Nv/x/tsB1wDLApQD6ACBBJQFrQORBZoD8AMEBtYDsgNbADMA+QEm/9/+GP+7/ioAM/+G/hAB6P9WAXYCAwE7BDwELwL0BGgFGgU2B50FUQdPBgEDrQNtBVgH9gEVAn4ECP8EATgCJwJuA8AAbAJdAK/+HAOEAgsAGAK6/RH9FfzS+g0Bq/rf+9n5Qvr6Afz4eP1f/3/87QPe/H35gQCY/wQEnfxw98EDcAF++5L6lv+hANz4O/l1AJf/Dfq8+RcAqQPc//P9ffwlAecD/v2w/ZD8rP3+/X/3uPmfAyr7tvSPAM78lwAAALH4EgcFARr8dwnvAUQDvwdx/YADPgRsBaUHcPqL/XsB2gAFAfX7cP+n/S7/gwFf/Gn+9f1mAI0EkfxN/rECD/6oAjkCbAa2A+X9YALCBicIDP+UAx8C8AEhBX/+PQJ7+4T+bwYQ/QL/R/6eAfsD1PxrB4QFsPxPATYDIAK5/5cFEPyS+fkCQgGTBFb8OvzFA7kEzAOh+ykEEwI9/f0Lj/2+/pAC2PwBA1n+Ov5o/3L+ovz1/CD/Gf6TAe8DKvhv/ScEUwPjALL8+QKC/mD9z/2/AjsAM/WXAmAAVvNJ/u0D2vgpAAX+TfueAoH+HAq2+nz2iw/HBSX7Xf4m+14HqAaP8gb+zgua+8z3qAMWAzEA4f0B/xv9+ADZCLf2ifZMA+QC6ABs9GX+yArF/J/6jQD2AOcFHQOI+kn6pgoOBP723f1a/WQHG/158HQFMP7u+NIDVva5AdgDTf5QAZH4CQx4Bgj1iQWtAKr/tQBf/74CafWABY8DWfXwB1cH6fQ39pwQ0gnU8br7aw3aBzr5QwSiAz8GowN7+G0J0QXx/pIETf0JAKgB2gORBCjwI/8dD+r4hPEK/rwDZAHV9AL0dA4c+en1MwXo/iwEiPU8AlcEdAGSAaD6Wv8ODWIJFexyCAUR5fjfBKz1fAvLEkrf4Qb8Fq7suPyNCg78tfZF/3QFN/ipA5kDCuEpETATfdy8Cv4L+OxWDFcCXPieDiDzfgZ3DfXy+wAE/QwH2/xV8/wHofkY8icRavb58/QOOvccBIH/H/wXD6H3HwDuD8f2agS0AQv92w4X7okCdQz75QENkQIX5Y8RsP067VAKvQBM/+j/Yv3JDWr75vdQG9D9vPAhGa/9VfkUDooAcvqRB+f69/n0E9TvGe7hHi79JuVrC7cLiQHn74b7axaAALnn/f/3FfL9ie3nA6YHlwOF8u0EyghO+OkJtfoFAjwJegFEAfv7lwaeClHvPwKAB935JAOI8xEE+RDv6E/tQyCqBA3bPwpRDtz0Xfxt+v0OZfKh98IU9++7B9f3sfrIEqPqMQc0BsTo1AyOBmvlPwT/EjTqnfJDHU7yWurVFyj+NwClAPHxRhBTDQ/1ava/EtH/avEQCkL+GPoY/yP49ADf/QX5w/zwAhYCb/TBDDgFkO4VE2ESCODeD8sazuexAhcVd/XT+OkS5Pba+OIJVgBX8i4D0hN95FL+eRsU8bQCBvICDB0fftJ9C1gZpOW5BmkDCwxD7dr7xiNN5YMIev4hBpcbOtLxHNkOb+MoFef3sv2lC6b0Nf96ADcCV/ZLDdH5yejqJC/t+flqExfkbxYEAqjkeBjQ/Rjx4AYz////OAT392f4sA3uAVDlNxHHEP/WMPkNLrfp69a/Kt3uovHqFojnYhdd8CL1jiKp76wFC/zfAogXt+li+hEZLPDp/Wb9lQA4BI/nKQ9S/zXzSwQS/wz8dwT5BE8C6PkbA+cN4AZ+8O4AHSGI727wgxeWALnjmxtrAZHZ/Rny/MfxJQWr+vgI5OwCDsoFH+VXG3r50/TyE/3ytQSY/zn/5hW13zAGGSMV2pcF9hUM6boLuf7+9coISgBpABz4AfxPEnL5F/EmDDcA0/up/VYD6QWR8mIAIA4W+pv/7/WYBPMRK/Lm8Dcb7//G4NoeHgbt5u8CKBIW/KbueAjiBbr5BPfJ/A8SKvbL6VMUGwME8S8DDAeG/YIBUf8SCX/5Ef5kE13xxQJ3AzT+RQpq7m0Frwl188kAdf8B/XED7wZo7QcAcRzQ6tr+FRW56egPygnK5gIQ9QJN8kEOU/zX6BoYlAbr4QkIlg7s+FT9Nwi49O8QKAGZ7MgeiwCd41wUXRPG5nT8Xhdz887yMBUI+EPz+BBA9Kj3fRyy6ZvzFhz0+ADr2g59FCPZn/izL8vu19V+HsEUidlJAHQd+u3j7GwdEgJJ2I4evg0q2s8U1wuA5+AGng6F9qjwDxL5CxXi5gokCmP6/v3V9cIP7QHZ5m8IHBdQ6JnrkSdW9bTgSiDZ9QL54Afm6gIbJAKw14EUMhXU6zbxPRDEC3HwwO23GpsQLt3gA+0WSwax6xEEMSE83JUEdCZY21UB2A7X/Jj57vqpCa73qv2B/q8R2/DI71El9gBx27EWRyLJ16ADWxf39r795vMwDS0H7/Jr8b0PURBb4PYBLg/ABGnruf88IIHhqPomHj72QOlzB3Uhx+Ny3uAyhgLMzPUcCBPNz3oZPB86wBcTEC6UypoBdCMj5Z385A448+wLZ/sC7FIfVgE12bkbBBK53lgKRwyN+Jz+Kv9DBi//Sfgv/n0WGecU+8wV0PeT9eT5uRsz7THydgVCGAHxutU5N7z5sNRAI1X+5O1vEtXxzQPSFOTm5hPj9qEBZyE000sSbhI+7WsJWfI4C9MFROT1E279gvE2DUP8h/Q2CAgTYuW2EGAIIvHFFdz28/XDG6H1vuZGH2EEPeGN/TUp2N658nofoe1n/rMIIfwC++IN3wRD6ToJmCIt3eT5txXk/yD67+wuFcX8sfSBCH3s5RVcBInQwCQfFiPG8xAgKf3V1P3kE18AevU28lMh7e4x6pEmtem7AVIPNt/bH3X6PeheGv33j/NFEb3reBABBOLg5Q92DnLxC/AhGSfyy/pxFNrk3APuHJ/fLPuvH3r4SOfKDxYSr+l+BrIKYPpI/WQGigeK8/4GIQuz6dIMCwhP710AGgQ+/8H4Af9iCyPsrgWQCmXypQzn8vsEKwfK+y0KpvoZ8tkYRQlX4x4KjxNU5Y4GeRc45NL3BRbb/w7s8wLZDIH1YfyEBbEArQZp8f8GHw668kIDfv9PBvgDBOwEBtkYId2CABYUg+rlDhXqkQe4EFzW2RicD6nbbRCg/sEGkgL57ikRxwChCSfttQTbISrh0vIcKdP3YOUsDhQQwvXH7aoW6gbh1mAfoRNiy9IR1iLY3rbzDh4f98LydghJ+PUJ5AHq5UwZlwKJ6csUZPnDBOUGkOKNKaL71Nx6JVH9dfISBgYFlQXE50QQdhIP1vUN6Rhg5bvxGSrP5rfrNCqv4k0DTxbT2XwamhIGzEEm2g0u1tgWaA4p5KwClBcF4jYAUxHn6zwG7PdB/JYZz93LAlkb1+YwCEj/HwS0/6f9YQRvAvT1Vwc5BMjpzBg18GnxSBT38UL/rf0o+iMNEOq0FDn3vOtlK+juAuSeIwkSNNH3D50nX9CzCDMmP86MEdAWqeB1/60TqvwF5JodbgKp3owX3Ag37qYDTf1DB4wMZOFaAUUpvNuz9ygjJejYB70CFu8vJwzkFfAqOj/Zm++rNh7hTvJVHurz7P8X+mgA6gUVBKnwWfS+KEXjc/W3FST4UQZB5ZAdaQdm1qMerwd58Bn/ZwHmFEzieQpeGO3SIh3IB4jdZBsa82v8nBBL32QTLwbo6MYNxPkyAUEErgCHAzbsHRXQCaLkdxSs9sD3XxoE6Ub3ABEj+pzy3/9TDwD0QPBKDnsCowOS8FwChBy/6wv5Khle/Zvz0AWaDSP9i+iMHjkEddbgI4v+5ukGFZ/tNQg2DHfjFAkEGtfkQfJOJJr6hdzbEeIZS+Qs+ckMsgGpAaT2t/wSC7oEE/NeApENVO++Ck8EUfVvC1zu2xxx8Z/en0An3pHlry8G4/sHEP0sAZcL5922KhPyg+TUKYjpNfz3FJ3xPwE9BkH7sgQgAuL1zwI6CF//S/H5BH8XGeD5+EwyWNT49fUw1c30EMMV2dk4Fi/4GwZhAlvpIBsl+tvypweTCVL1EfWQF1L15PR/EbjpiA2dBNzwEQMy+SAdj94I/T0o49GdDVsgPtFeEs4QYOoMCboDAvnG/jES2+ksB6kScN1CFkQIqeNZE2D7mvqpDJfxLgILCDb6u/0fEd/rkPunHBH1H/JLCK8BoAeG/7HhkR04DErURAszKOjbkOMsM6UCO9ByF5cbouP2/n8NdwH0/4rxdA2rBIfyPxD58o75LBhJ8Bf0qxrk6G8APxP35wAK/gIn8mEWlO08+9sVJuwmAl8Je/vI6I8iYwF2x5I0vhTHscQshR6dyXAT+QeEAkr0p/5CEtv4tvS5B34KVfwG85UHgxGa4b0HGh7A3Ef+4RuY5RsK+wt92xEasA2H3qIOwhGg6rj/oxLy9aIF2PVGCDYI2+/zBaYIX/AhAZEJTvqt+s/8+xNT7OoCeQpZ+VkFNwF5+8MO2+zfC/QTNtmYEHoRkvPI7XII6xbe4XD1QyR65ir5MAuAB0rxtvfiG8zuZQGhBeP1IAkRBT7xogtV/CX3UBRn8D34LhJF+rn09P62Fp7zid+XKR8BmtcMFaoZvtJmCPcot9RC83A9tNa04VtQw8Lk+2o53clUBaMtXtD09/c+xdFj5b08CuUA6vwnHeR+/4YQrPyp83r6HR1C63T2NBMq87cG7P1f5n4orff91gYkEgcj5JoTDf316mItReqi5+Yltffo89oLNvSvCnUFl+UXFrQBvey3CBwKuPPJ+u0R8vio+cgEUQhDALzzcwwsAdjuTyCV5JfxyTjgxvD/IzX/yq77NS9T2Wf66yNX4qz9dx/n5Fz81iOw5DL1UCd357H2BBnM8kT7XgWlDNvjcQ1+FRLZoBJ2D2Hm2QQfFgvr8/t+HBjlkAcyFbLclg2NG6becgMwEqn2UvsgCQcFvvLU/ZcROwR242wQeQ4y4lcT3hFCzFgk/QyK2VoQjQiI/frsrAXWEr3u2/t6/Q0BzBpH2fb1liwO87jbmBpNDUrpoPuNF+TztvjDDYzs9hf1+5vj0hqXEfLJPR9zG8jB4Ssr/oHeCjHQ3AH+vCSh0rgUZhbc25kKwwyw9Rv+4gDkA2z6ePyVBh/5x/0/B3P2UAIiASYEFv3f+7r+Jg5X+kvzrhWN9hT6WQ3+/Cb4KhC88FcD5w1c8/kBrv7qAw4Gxe8lCeIN/uSuBAQVsO+D9+sUYOdTDjgNHeEWDnsJYPlw+FUFsAduBMPj7BM5EPzd8BCXDO7kcwckElvqkQpF/K/99gSgBTb45PztCdP8n/8N/94CH/rrDGPocQ1FBw/t+w7d9WfuGixz7Q7PAj2s//TKaCfLDO/VFh2s/VP5cRCP53j+7CvL3SvmwzK47b3wBgNeC6gKdNrvEDAUsOZFBj4AWPjiHJPkLvD9OYTaIejUOL7oKOeoJOX8HuTuGI4H8+VQCWYQbvA7+jkSafPd9u4cs/IH5c4pc/gv4E8js/o27z0P+vqJAXIFr/l57vkex/1N3dwZoQJt7/MWfuSCAWYxRMWz+VdC+dZu7XAnZN+WFwQNN8aPJ0gcjMhBByUiHfAJ6DgTXgwL75P3uw8d/NL+9gRy6oAa7wA/4LEUXw6c33ML2QOP+2//AvE+DXgBmvBoEk3wU/26HZLhjACoG4Hw6/H1HcDwvvwYEHLyzPe9HlTk9vjOIk3ex/2lGmv0yuQVIwzzz/VqEJT0V/0sDWr4UQCx/BcGkAre6EcQAf0Z+qMQS+qKAzAWluBeDr0Jw/CO/bEGIQ1g8nnrVCWt+JnmaRX6AL/64flyBf4DdQHU8pIDVQp6/+3sJw6MCRrtmwAOFiDy5/Y6Duz90P/397kJKwS66aEI5B1f3ybzbR/xBZbaqhLgD1jkCBNL8k0GWRAR5g77QSUE88/i4hIEEejzWuyLD2MKUvW28DMVQ/069J4AoQfcBYnpqQtIDRbklBOJD6LT8RzZETvdlxBoCK/wuQ1m/yX5zgvq9nP5ARZ37l/7MBJJ6z0GdQaY/pH1Df0AE3n8L+08C1kGfv9x9kf4uSNB4nP1kR/q8u3wlg49/FkAff2O+/8HfvtP/4MCP/my/yAQ9OlRDBD9S/1OBNX65wvF9m/1WRtg72PvxyZF6HT03BA6Aqv3wALi9dgJDQfp8Ob8BxFl+0Hg3yI5CffIbytaB9bM7yp/BCDhvAZpDHEBgPkD9GASWANJ5hgPfhXS2eL/+SsC5zLhUSLQDnPcngfWD2j14AXJ81wJRgVT79gJuQku8oP4cRfH+RfoTBmKCJnath2dBa/ldRYY+RL6uhug04UU5SlFuWYRIiws3ID3cA8cBAb9nPjhAAcM9flb9lMRafx9/fn2NhKLAJznZxkz/UHsQQ60BlP0Gfi/B3oIl/Rg/J0HfPl2A9QC4/GrDFIFo+9j/fQbv/MG5GcdUwbu7I/8ShEWAMPtoQ4a/kL9JxKW4nEGkSJb3rjzpCf77/fqghxW9DX+3gz96RQIphSg58z5+BqV8lLwKRH+ANH5uPXLCgcDkvUQBEn4HwkAAxDtBAxwCM7ynwH3/MYLb/w38LgOCf5K9FEPUvrg89QGngyc9RLzLRGJ/2vzMwp7Asz2rAMAAGcIQPiX8xgUfQEX4UIZfwfC4loSKP/N+AsLoPdo+esQ1fcq+y8Ms/ji/QoJyQMG65kOshJ94pr7RR1B+nroKwnoDbr7Nu5PCRQMpvKR+jQL5P8T+qUArwTEBDn4wf1ACJgIrff989IQugpI7FcEMQnR+cv+MwOn/AcBCQIh7eQTeQnE21sMihil6O73DA9QBtTvxfoKEPj74vlD+xsFQggB77MBHQ8j7rcDuQVq+UYDUgAu+4kD6ARO+ksAhgBrBeD5I/3RCYj6N/3/A0/5UgcB/1f2qQcM/x76wgmV/AT2UwwyAfP6E/4u/3cGav7c9qkGfgCf+CgKrvkU9QgMmQXI8Sz//gm/+okBAASB+C4CPAqh94b9vQrN/4Dz7QQPEcP0YfcLBtkH/v++8TsEYA1R8Ob67Q0n/a34Zf06BE8H8vYQ/mQNaPfb+K4LEgNt+wX63wM0Cvr1vf5JBsH73/7uAOUBTgKx+sr7cwkXALL6jgIcAvD8zPyLBzYAgfaPAHEFhv4a+xsCOgDO/58AtP8zA+D7Sf48CE/9//cxB38FOPjX/lIGx/36AsL8ofx1C7P4qvpZChH9/PsIB1z+cvlyB0MGivR7/68Kj/oU/rYDNwBR/cgAngIN/oD/N/5gATsA+vys/wsCDf2W+/IE+/99/awBT/4h/3ICVwDM+QYD1AFN+kcCcwJF/A79oAOj/2T+nP9L/4sBywAE/5MA1gDt/9sAj/7eAtT+SP0eBLUAof2g/ikE0/6i/av/wgJF/o38rQTI/kb63gOoAef66QD7/m0BDv24/UADA/+l/B0BdQDf/LsCXQHj/Qr+lQS1AGn+WP9q/mQDwv82+n4CtwME+T8APgS9/2H7Jf8KBB//kPwyAPUAFwAN/vX+HAMI+8wBdwKK+akD3AJq+eMD2wDs/NUEMfvMAWYE+PgDAw4F+fppAIUGh/1E/bUD1AA7/Q0Dt//Y/WYDI/8j/34ANgFV/uv/vP/d/sf+9v2+AHv+Y/9C/9wAN/36/94CAv5//t0AWASP/EX8CgbDAIT7qv+2BLD+LfvUAukB0f5q/ZsBYwLs+2wAOAQR/Fb+PAPi/gIAFQBE/fv/1QRj+3n+UwOX+x4AugGjAD3+AP7hAZMAjP8RAl/9Pv/OBK37LgE6A3v7zQG4Azv9hQB/ABYADwGv/a0B+gCJ/Bj/RQKv/3b/ewDQAFj/8wJkA9z9sf9qA8YAjf85/wIBGQIW+pABPQMb/fn9tP57ABoBHPwG/50B0fuXAIAAyv6P/v7/PgEZAI7+9v5iA3L8hv0hBVv+F/uWAasCWf3V/SADHQGP/HEAmwJb/23/7/9AABD/9/8yAcX9Lf7bAAgAIv6e/iz/3wDL/Tz+5gK+/ST/HgE1ANUBZP0GAB0B4/75AqH9RP65Am0AiP18AI0D/v23/UYBOQIW/Qj+oQGv/1z/8f//ALD/Bv7X/zADGf6G/QkC//7U/x4BewArAJQAGQFv/tsAiQAv/hT/PgEV/4b+xQD1AH3/2gCdAu7+qwEKAQ7/+AEjAun9Zv+ZA1D/n/6yAY0AQgCX/1gARQI1/739cQFMAdv9v/8FAt3+D/3zAhMBaPx+/wwBHgDh/On+rANy/S38AwR/Adb+JgDy/+4EjP9D/CcDuQLT/YL9mgIOAcD+T/+IALABbP9M/w4CBQEpAFkAFQGvAYP/kv/VAEH/GwC//8L8EAGNAMn99P7bARv/oPyKAO3/pv3w/S7/1f9KAO/9w/50AiP/tf7ZARb/Wf5T/7L9P/7E/pr9yv2h/qz+LP+Y/aP8iv8K/qL7zv5s/Tj7vfsP/c3+r/zh/AUAmAC2/U3/FAHJ/p//tP8hAAEAEf4T/Ur/tQBkAF3+Bv9xAPwB4f0qAGUF2/7g/3MD7QJQAcoEHQVLBE0F+wU1B+8FNQauCDQLSwiSBycN/wxNCE4MKg5WCtkIWwqLCQUHIAZ6BoEDYQBIAxf/3fuH/Iz7/Pjx9uT3TPaK9T71VPYw9mTzc/al90L1ZPbg93T6Xvfe+J76O/kr+o/47/ll+RT55fiZ92v5B/v6+Er5N/wh/KL6S/6G/tz9OwDG/qsAC/8K/+v/6f4q/7j8y/1t/fX7Yvwh/SP8EPyE/gH+jPsB/FEAkv7B+kz/BwI0/03+SAGRBAMBPAPmBskFuARdBccGmQbYBOsENwXwA1EDDQJZBFkFFAW6B5wNdxLPGO0d4iHrJSwmkCn+KV0lsiBOGkAT1gvHBL38Effh8nXrzOn66VfjYOM75Gbjy+ek6FToqurI7M3u2fOE9oL4+fqR/k0A5f+tAlcGhgSNAhMFnQaYAt0AEgNBA8wAk/4MAQIAHfxx+kT9nPw8+QH6c/jV93b6p/h++KX8r/pM/Aj/vf7AAIUAogCbAgwCwgO0AhUAlwLQAeH+HwDLAC38mP20/sj75/yu+7T7v/yh/Lr6vvkp+6X5fPc0+Cf6dPhX+Q36gvuF/wz8mv0fAvMACP+KAWMAbv0X/sj9wfz++mv8LP1o+wX8gwCU/8n/0AHDA+IF6gJwBBoHdwM7ACIE+gYUCKMO7RZjG3QiPyn0LYU04DMnNGIwVSKNGkQVrAmH/oX3rPA/63vmyebn5XnlWeVS5fHnP+nq5ozoru3p7OTwGfaB+a77iQBxA0EJlgu8ChEORBDnDCoIVQvXBYYAQ/56+135R/hF9Fn3rvhJ9T75d/0g/s77MgAN/T/5vfvn+Vz1DfgK+K/yV/m6+ir6XwApAm4DbwZHB9UHyQdjB+oGsAKvA9sDKP/l/83/cgBK/3T9BQEEAGf8l/6x/i39HP1Y+mH9Pv8e/Jz+h//i/1T8cP7FADL8Wvwq+/v5hPqh+FL4DfsY+pv4L/y1AOf/fP6TABAFQQXcAt0GUwg9A1UCwgUiBSwCrwKIAfj/hgKwAJoA7QKQ/eH+6AJI/Z79XwAl/eX7yf+F/0j+Y/9S/uj+igCYAY0DNAUVBOQDaAadBR4DZQa1Bh8CnAI2BOgEKAUOBpIK7ws+BysKdgy0BzkKsQo4B58GZgQPAisD9gA1/sgB+P3V+gL/4PuY+ZH6V/e998j2NvRY9m33Bvh9+yEAPgP0BA8GjAh+CnsH9gTABRcCePyP+vb5ufdf9h33IvfN99P5yvk5+eL79fvN+mH7PPtx+vL59vhe+n37NvnN+ID5Of2g/LH6If4y/YP8HP7TAIIDCwUIAyYE3Qf7BU8HLAnqCO8HzgfsB1YFAgVgASP/tP0R+kX11PKL82juIO/F8ezxvfTH9yj7Df++AdUCVQWZBrkGFwSDBH4FuAG9/4ABVgHEAMEAJABeA7kAm/5+AJr+nvuL+v76fPgF97D3AvnU99T7ygHlAmQFswh0CrQJUwkTCowKcwZsApEEMAI//Qr/mQJvA2MEEwiMCA8I2AneDN8PzhAzEqcQQQ5/D7kNTgv4C2QI0wORBD8B9vz1/jH9NfoT/vr+HvwA/YL7s/lJ+iD5Q/l6+eP2qfXP9vz3BfeN+Ov5DPqZ+hn79fv8/DD83fvm/Of7AvxW/dP89/pd+3D8J/w5+wb8av6l/eX89v4HAbEBDQKNA9oEDQVzBSYEFgM3A5T/mP96AIn8GP7g/mv6rPx3/7r9T/9dAIsAvQHuAJsAqQPoASr//gI8ArT9Lf8zASH+VvxR/lL+5P0o/E374f0+/JL5wf3Z/7z89/1NAR8DDANKA3sGZwaKAuYBWQN8/1779fyI+wP33/qr+uL2Nf1D/pv8rwAAAnwANgGpATf/KAA4/9T7afvw+tj4+/ds9wn4qPnW+Bj6qPw9/SH95P/bAp0DzgQxCKgJ0Qe3CQYLsgkWCNIGMwZHBOL/1v/L/yb8I/wZ/e7+pf6y/wgEDAeYCmsOxBSZGE0aKBv4HRYfdBhmFjAURQz3BJoBBPyG9bnyg/Ad8Hfw6/B88WrzEPOL9D/2VvYP+Qv6Gvpq/Pj9ov60AIACvAN2BFwEqQR6A/sBVwE7/23/O/7O+SX66/le9e/01fe49VP0SvZx9xf4qPhI+pn8wPyv/U0AGwCw/yQBgQDl/xcBUgBdAE4BQf8z/4cBCgB2/vkA2QBK/lL/f/86/tj+2P0m/df+3f7W/A/9Ef9C/qn8rf/8AKv/bQBcAXoBYwFtAe0BrQECASMADwAwACH+H/75/zj/hP53AHMBggCdAJsCowIAAcgB6QFhAOn9L/7s/nj7Uvxv/6P9bv5KAkAEyAQOCGkIKQkOC00JqQrLC4sJaQksDc0Ldg39EnURFBGVErUOdQleBkcB/vum9v/xl+8H7PLp2uqt7BXwmPGX9Gj7Cvwx+6P/5gGFADIBuwJUARwBkf8Q/0ABmwAuAe8DiwSrBYwG5AZ6CLYGuwXgBp0DXQDw/1P9SPpu+T/5IPkh+fL4a/p1/Aj7Rfzr/nn95/y3/Yf8Vfty+iz6PPpG+in7kfye/lv+RQCiBEUDcgSkCEoHrQYUBygGwQZFBMMC7QOFAZz/5/+Q/uz+q/4J/W3/OgC6/qcAuwIPAjcCnANEAwIDvAMjAl0AegFaAIr8u/z2/ej5afh4+8D6DPmu++37QP3f/xT+jgEeBFIBWAIVBXMEbwGDA+YDmQAdAML/C/88/Rn7a/uW+8j4SvhQ+iL5vvix+UT60vog++f7RP09/of+cADwAZUC6wPqA+kDRwRaBF8D9QN1BNEBlgHVAnMBLQEtAx8DvgNRBfkDRAWxBpoF2AZaCCcIxwhsCNoHCQljCD4HpAi9CLAFwwQ+BKkBMABE/o39zP1w+wj75fzh+7n7tv1D/mz+4f4e/vf9Xf4n/sn8tvy6/sT9iPz0/g8AZv/Q/ij/BQB8/WT7rPt5+m75ivja+Gj61Ppd+lH8Ev+4/jj/iADE/9v/eP4y/c39Ifxq+xP7pfoW/Mn61Pp//mH+RP4LA1sEwAOIB90H4AYwCaYHXgWeBbUDV/8x/5r+cfsd/GP8PPwL/ob+If++ADQBHgJCAikB9wGF/9n8dP31+iv6kfnO91v5Zffg9jP6RfmE+W/8Pfyz/az++v5+AVIBTgEFBAsEvwONBTkFWgUdBTgFdQbwBCcFhgQ7A0UDtQFOAYYBjQHVAe4BjAMvBb8ESgaECNkHXwinCN8GsgZtBdUBHwItAa/9z/3t/ZP9GP2c/Jr+lf6P/vr/DgAOAbQA1/8TAUIAz/+z/5j+qv8I/0X97v52/sf8Nf7U/ZP9z/4m/sD+2v+8/4gAywC2AJcBMQGFAGkBcAHM/7f/PAC3/hf95v3u/Xn8iPvJ+yn88frU+Uj7+fp5+X35pflp+VD4MfgW+Qf6Jfq1+o78w/07/o7+mgBUAkYBdQF+AlUBtgDB/wD/jv/Z/Wb7hv3I/ab6dfwj/vj8pv1w/jEAwgBD/34AjgF/AFQAewANAd4A4P8gAOgBCALRACwDuARCA6EDIAT7BB4FXAQTBu8HkQeqB/cKxwvDCxMPTxC1EcETLhS7FKMVnxTtErcSLRBEDL8JtwRi/yz8PffE8YLw1u7s6nvqxuuU6lTrau3B7nLyt/NU9aD5WvqB+oX8Y/6x/jL+5P7m/3D/c/5o/70A/P9FANwAowFQAYcA9gAKAU0A+/7Q/t/+p/1o/NH8Of0T/H780P2q/YP+NP/J/ksASQH5/8sASQJrAKAA8QFmAIEA2QEUAOf/ZAEvALr/swCC//n+0f7O/Un+1P3v/AL+W/5E/lD/6P/VAKIBsQEaA/ED3QL2AnUDagJoAuIBlgKeAsoATwKxAkAB6gIiBA4DuwNIBeEDowNPBOECbAKgARkAtv9u/j39VP2h/Gz89v11/Y79uf+J/vf9+f+M/sT9a/4U/Z/89fzd+yz7fPx1/O36M/zz/H37g/tq/MP8l/wW/DD94P35/Dz95P45/xT/iAC2AT4CZQMVBAsFUgZvBqwGOQeSBtgFXgX9BFoEjgIeAs0C9QBbAAwCaQGFAO0BBAIaAZQBmwFSAcwBXgGOAYECHwJ4AR0DvgM9AlIDKATBAuYCzwIjAicCjgGvAGoBuAHt/3kARgFp/zb/Hv94/j/+y/y6+4b8L/vb+R/7oPrk+bT68Pma+p778vnd+q/8hvu++zD9Z/01/fP9B/+5/+L/6v8PAd0AWf/B/30A2/5K/XH+0/3L++P76/zh/Db8Of0x/w7/O/+fABYBIAH5AC0BXAGvAGv/U/9t/2n9wv3k/kH9uv24/7D+lP/RAaIBdAKkA5wDwAPGA/4CeALwATwBwQBZAE8Ax/92/wcAtACUACEBygF2AacB2QEzAWgBcAFpAMYAkgH9ALQBowLFAuMDAAXRBCkGMAfjBUYGuwYiBREFZwXgA0sEigQxA2cEvARMA90DbQQlAzcCDAKQAeL/H/4a/nD9Y/sG+zP7Mftl+qj6tvvl+yP8Ovw1/Rb+3fzO/Pb95/yU+6D7jPss+9/6DvsW/Br9EP0i/jUABQH/AAUCzgM0AyMCPwP5Ao8BFQGtAGf/LP8h/on8qf16/SH7q/zL/Sz79vsh/QL8z/zI/DX8g/1D/cD7bf3n/X/8av0E/o79Dv7b/QP+PP8L/zT/kgDFAMIAMAKHAmoCCQSKA/8ChQTaBI4DLwSKBYcEzQPTBO0E+AOXAzgDEgNsArcAngBaAUb/7v2i/xT/FP2X/dP+bf16/Rz+1P2W/mz+uv1K/8D/i/3v/iIApP3I/Qz/pv1s/Ub+fv39/az+//0I/+j/HP/i/y0Asv81AEEAtP8mAHoACQAxAJ4A5QAkAUEBaQKMAm0C2QNHBAAEIgVHBRcFKgYuBsoFlwZzBp8F9AWjBRcFEAVVBCIE6QOeAnQC4QJfARcB6QH+AHMACgHiAFAAtAALAFj/KwB3/mT9G/6V/KP6Jvt++t744/i3+Br4ZPgO+Mj31vi8+An4q/i0+cP4VvjC+W356vj++cX6F/v4+4L8Sf2W/rP+Fv+cAGQAwwArASMBJAIhAu0BKAM9A7kCsQO3A/oCdAP9Ak0CZAJ9AecAJQEwAMr/RADI/+L/ggAvAOUA3AFCAcsBxQLYAZABPQKOAbQAGQHUAFcAXwCoAAkBBQHnAMkBDALSAfgBNAJAAtcBeQHjAYQBkQDjAD8BbACRAGgBIAEPAckBKgI7AlMCRQLMAgAD/QFAAsAClQHKADkBEQFIAJ3/9/8BAML+Zf4j/5L+wP0E/v79x/18/U39uv1y/SP9Lf0G/dv8GfzE+2z81/sl+wH8Bfx2+2b81/wg/eX9Dv5x/mv/DP/m/m//fv8X/23/4v+T/7//hQCaALEA4wHsAfkBKwMBA+0CgwNAA9IC8wKXApACgALjASUCqAIOAm0CpwN/A50DuQTXBLIE7AQMBS8FjQT/A+wDnQMfA9cBmALxAnUBCQLmAqUCawIHA7gDZwMkAwUDPAP+Aq4BdAHDAUsAQv8R/7z+2v3v/OX8lPzv+3D79/or+7r6w/n5+U/6O/lS+fn5afma+Qj6zfk++or6BPpX+u76U/ot+un60/pU+hv7P/tH+z78ZvwG/ff9PP77/tf/6P9oABoBdQDLAIQBAwGwAGEBWwHjAN8AGAEtAUoBxwAzARwC7wBuAKgBQgEyAO8ANAHIAMcA1wCuAfUBpwGZArMDcAORAzUEygRfBB4E2AToBGUEQASaBKcEFgTzA44EGASRA88DTAMtA70COAJuAk0CWgFjAc4BPgEFAY0BogE5Af8AUwFYAagASACDAC8AFv/y/iT/Cf6+/ef9Vv0m/R79r/zE/Nn8sfyi/Ev9QP3s/IP9j/1m/Zr9fP2y/QL+cP1a/Sf+2f1c/V7+E/+W/nn/SABhAPAAGAG3AbEChQJGAnEDCwMZAvICkAK9AZgBbAHjAOYAowAwAJMAeQAjAHUAhQD8/8f/Rv8C/4L+Jv0D/Wz8GPvY+t/6CPp3+pb6e/qY+8v78vv0/Br9LP3N/eH9WP24/dT9J/1h/ZD9fP0o/mX+tv6T//v/hACMAQYCRQKWAi4DIwOjAiADUgOoApwCOgPvAqoCRwNnA4sDxwMHBFUEcgQlBEIEdgQ/BPgDDAS/A3cDUwMSAzoDtwKlAgYDXQI0AmwCywEqAXgBGAF+AJoAQAD9/+//d/88ADkAwv9hAKAADwAYAIsAVwDg/6f/cv/1/kP+xP38/eD9Mf1o/S/+sf14/aD+ov52/mL+uv7s/gz+0/12/uL9Vv1+/eP9eP3F/HT9eP0G/Vv96P2n/bf9zf2m/Sz+vP3A/Qb+kf1u/YX9P/1W/Un9U/2v/dL9nv0V/kf+/v12/o3+s/7o/sP+A/+E/3H/rv+cAH8AwQA/AVEBegHCAdEBTQIuAgUCjAKRAlsCsgI/A70D0wP0A7ME5QRjBH8ECAWWBAgEIgRqBJsD4wKXA5MDCAPUAi8DVQOjAiACtAIqAiUBMgFQAYQANABwABIA/P/2/5T/rP/D/9z+of7q/jb+wf2D/Xv98PyS/G/8JPwL/Nb7sfvd+937mPvd+yD8yvs//O38lPzv/H79H/2J/br9wf3w/fH94/35/Rb+2/0O/ob+Z/6W/v3+gv+u/97/fQADASABdwEqAi8CEQJtArYC1gKOAtMC6gKrAnoCawKGAhMC/gEiAqoBdQGnATsBzgBuAeUAlgBPAdAAxwBAAe8AMgFQAeAAfgD0ADEAAv9w/xH/HP74/WP+Fv60/Rv+T/7K/tb+vv5p/37/0f4J/0f/8P6p/vH+0/4K/y3/Jv8QAD8AEQDEACoB9gDpAF0BXAH/AAcBcQGZAXYBzQE3AmcCfwLUAnoDVwMOA5ADnAPjAtMCzAJKAvAByQFEATUB1wBfALgAqAAqAFcAVgAZAPH/5v+W/2P/Ff+A/lr+8v1J/Uz9B/3O/N/8w/zv/Pn8Lv1X/Yn94v3C/ZX9rf2W/Sn9H/29/KL8UPw//Fj8R/xr/HD8n/y//B79X/2M/ST+Uv5w/vr+Hv9B/7v/ff+O/8P/nv9q/23/SP9v/4v/mf8ZAIQAkgDyAKIB8wEgAlYCxQLQAnQCjwKqAl4CKAJRAkgCQwJFAlQClQLQAugCPAN4A7kD6gPqAwoEeQRkBFMEfgRrBBwE/gMIBNkDlAN3A2UDAAPLAtICfQI2AhQCAAKpAX4BbQFAAacARAAhANH/9v51/p3+5f0//RX9I/3X/Ev8cPyG/DH80vsd/BD8mvtq+5r7h/sU+wX7PPvH+rL69/rU+sj68voA+077avtn+7v7+PsN/Cz8dPyw/NH8Lv1f/Y/9+/0T/j7+pf7H/hj/Rf9g/7j/6v8ZAFsAaADMAO4AFgGMAdoB2gFfAiYDbwPFA5gE5gQjBWwFvwU9BjsGNwajBt4GkwasBtoGuAaWBoUGkAaEBvcF3AX4BQEFtwSeBB4EhQNGA6oCCAK2AUABuwBJAO//cP8r/4n+UP5K/q79dP1m/Sz94PwH/eP88/wk/RX9Vf2R/U79dP2I/Tz9PP1P/Q79//w//Uj9X/3T/RD+Iv6F/s3+5/4R/zf/Wf9D/zr/JP8j/wP/xv7t/kH/FP9E/5P/r/+3/wEA4f/d//X/fP9N/1X/4P5k/tT+sv5i/tv+Gv8w/3D/pf8SAH0APQBiAJYAUQDx/ygA3/9r/2X/Ev/d/gn/4/7i/jf/VP96//n/VwB9ANMA7QACASQB1QCuAIkAUgD1/4n/k//H/2b/e//E/5L/j//C/wIA1P+3/8T/jf9v/9T+6f7f/ln+cf6K/jX+KP5O/lT+Vv5a/p3+8v7v/h//kf+i/6n/yv8PAEkAIgBAAKkApABHAL4A/AD5APwASgHnAdsBzwF9AsgCvALsAngDtANcA40D+wMDBKcDrwPhA4MDNAM7A1gDIwPwAuUCCAPDAqIClQJnAjICIwLfAaMBWgEOAe4ApwBpAGgATwD9/wcA8v/L/6r/of+//27/J/8+/yj/vf6p/oT+lf49/g3+Gv73/cn9lv3g/dD9P/1n/Yf9QP1T/Wf9fv2v/U39Yv22/W/9Tf15/af9rv1g/Xv92f13/Uf9vf2w/Z/9u/3e/fX97v0K/mv+jf6L/mv+mP5k/k/+ZP40/k/+YP59/lX+cf6V/on+2f7Q/hj/Jv8M/zT/Uv9Y/4L/wP/M/9X/HAAwAHQAtQCrAAQBRwFSAYQB5wH9ATUCggKIAhQDKAMqA5YDCAT5AzAEuwTmBBcFUgWNBXkFgQXTBasFqQWtBYwFRwUmBesEkQRdBAoEmwM7A78CXwLwAYoBbAEsAb8AaQA/AOv/U//8/rP+F/6D/TH94Pxe/Nr7vfun+7L7X/ty+637o/th+4P75/vE+6v7yPv5+/778fsg/Hb8uvyv/Aj9av1x/Yj9BP4Q/jX+jv6r/tr+9P4I/y//Yv+Y/7L/CQAnAFUAjwDGAAkBBAEuAToBNgFfAVcBTAEtAScBTgE7ATQBOgFcAXsBVAGFAZABVgFJAWEBFQHwANUAxQCJAFMAHQALAAAAw//L/+T/r/+c/6z/k/9p/yv//P6m/lH+Fv7h/bj9gP2H/Wf9a/13/Y/9q/2K/bn9Df4D/h7+N/5O/kv+Pf5n/lX+Df42/jP+Xf55/nz+8/5A/27/6f+dAAMBTQGRAf4BSgIfAnECnQJtAnYCxQLMAusCIgNtA68D/wMVBFQEuQSyBKoE1ATyBOIEuAS4BKsESgTyA9cDvAMvAykDBQOTApQCXwJNAkMCIALjAc8BjwE7AfwA4gCSAG4ASwDy/7H/m/9a/0L/Uv9C//j+5P7O/mb+Lf7//dT9pv1i/VT9MP0P/e/84/wU/fr82vy3/Lj8iPxH/C788PvG+4/7kvt1+3X7jPu9++373/v/+zz8SPxP/GL8qvy1/Mv85Pwc/R39O/2J/bX9Ef5D/of+uv4P/3r/fv///1gAfQCuAAcBVgFtAe0BKwJWAqkC4gIUAz0DXwN+A9MD7wMABCIEGgTqA5wDkQN0AzADAgPYAtoCdQJmAkoCLgL/Aa8BjQFIARcB6gDgAOsAswDAANIA1wDvANkA1gD2APIAvADLANcAVQAyABwA7P+u/3P/W/9O/x7/Df8k//z+uv7l/vT+sP51/mz+Vv4D/uT92f3S/bH9iP2W/aL9u/3E/eb9Lf5F/hv+Uf6F/oL+hv7I/sD+w/7M/tf+DP8j/y//Xv+c/7f/xf8EAB8AIgAxAEcATABcAH0AdACUAJMAbwCNAIYAbABbAG8AdQCFAJMAtgDEAK0AwwDrANQA+QAnASgBSgFFAVcBhQFPAUsBSgFZATUBOQFLAW8BgwF9AbEByQG0AdMB9wHJAbMBmwFnASMB4QC+AGwASABGACkAOgBAACkASQAnADUANQAoAPz/4P+4/3n/U/8M/9b+vP6G/jb+H/4y/gr+9f0e/lD+NP4L/iL++/20/ZX9Vf0n/eP8tvyj/J78jfx//J388/z0/AP9Qf1z/Y39zf0J/lz+kP6S/tD+7P7+/kX/gP+p/9X/HwB6AMoAAAEjAWgBygHuAUwChwKzAvgCKQNJA6AD7gP5AyEEUwQ5BDoEYQRrBFUEZARNBBUEAATdA5YDaQNQAysD3QLSAqUCaQIwAhMC0gGRAT8B3ACMADwA7f+m/1f/8v60/qf+Sv73/c/9uf2R/XP9YP0w/RP90fyk/Jr8Xfw6/P77Bvzl+8/7+/se/CX8HvxH/E/8L/xT/JP8oPyO/Nj8AP3y/PH8Hf0v/Wj9lv2w/dX9+/0l/kf+bP6x/tj+FP9h/33/yv8ZAEMAmAAFAVEBnwH4ATcCcwKuAuwCGQNqA4gDqwP0AxwELASBBJUExgTrBPkE8ATuBAgF3gThBNsEoQRPBCgEAgSeA3kDOgP+AsMCfgJKAhoCyAF1AUsBFgG3AEoA+P+w/13/Kf/q/t/+m/5Q/hj+7v25/YD9e/2L/Xr9Zf1D/W/9Vv1a/ZX9sf24/bH9x/26/ZX9m/2h/Xb9cv1t/VP9Uf1D/Wv9gP2b/bP9vf3H/cz9z/30/f39AP7t/dD90v28/bH92f3i/QP+Hf47/kP+U/5Y/pP+sv66/ub+8f4S/yX/T/+p/8b/BgBMAIQAzgDzACUBcgGZAbgB5gEhAgsCHQI2AkECKgJIAloCEQIZAjoCMAIrAkcCTQJSAl4CTgJKAk0CaAJEAmcCYwI2AjICLQIqAj4CNwI+AkkCUgJjAnoCegKKApoCqwKHAkgCVwI1AtIB1AHPAZ4BYAFsAXABKgH4APYA7AC4AJEAfgBgABYA9P8AALj/iP84/wr/yP57/k3+OP4a/uL9r/2C/Yz9Vf0U/Rv9KP0i/ef80/zD/I/8h/yy/LP80fzy/PL87vwN/R79Tv1c/Xr9hv3L/fr9Bf5E/ln+ef6m/gj/LP9Y/3H/h/+1/8H/4f/Y//L/8v/9/xgATwBnAKUAvQDJAPYA9QDuAB4BUwFoAYIBhAGbAZIBlQG9AbMBwQGtAZkBjQGJAW0BWgFRAVkBIwEbAe8AqgCFAEQARQA/AAwA4//Q/8r/sv+2/83/xP+u/5r/fP9m/03/OP84/xn/2v7j/sf+xP7A/tv++P71/hL/C/8F//j+w/7b/gH/Cv/1/jb/Sv8//3j/xv/B/9T/6/8WAFEAPwBbAIYAqQCwAMoA8QD8AB8BIQFUAZIBlgGqAb8BsQGiAbgB8QHTAQEC/wEOAhwC/wElAh0CCwLkAcABvwGSAXkBeQF5AVsBPwE2AR4B8wDaAL8AyADEAKwAwQCVAIAAewBjAGUASwBGAA4AEQAHAND/yv/U/6P/X/9L/0L//P7C/q3+oP5b/jv+AP7F/Zn9Sv0R/eL8v/yO/G/8XPw4/B/8L/w1/B/8MPwu/Cb8JPwy/Dj8UPx1/HP8lPzA/ML89/wZ/WL9ov3m/Tb+kv74/jr/lf8EAEAAnQDXAA0BVgF1AZQB3gH5ASwCSQJaAoYCrwLXAvoCKANHA2cDbQOBA5QDdAN/A3gDZANmA0UDMgMYAwID7gLWAtcCiAJ2AkACHgIjAg8C5QG6AZQBYgExAQUB6ACvAHkAawBaAB8A9//1//7/8f/c/+X/uf92/2n/av8u/xH/A/8C/9T+tP6w/pz+kv6I/nr+cf5b/lj+LP4s/jn+Ev7q/ej9v/2a/aL9uv3N/dL98v0c/gz+GP5X/k/+YP6a/rT+8/4c/zX/bf+T/53/5/8AACEAMgBJAHIAjADAAN0A+AAVAS0BMwFKAWsBaAFnAVgBcgFZAVsBigFtAV8BjgF/AWkBcQFiAUkBJwEmASYBEgHiAM4A0AClAJMApQCZAHkAhACGAH0AYwBWAGIAiwB2AGUAWABHACoADwAaAAAA1P/N/7L/gf9f/17/Of8P/wX/5f7B/pr+Xv5b/jX+6v3S/cf9lf1d/S79Q/0v/SP9LP01/T79S/1p/Yj9ov3g/QX+RP5x/nb+wf7c/t/+9P4c/0P/X/+G/4H/rv/A/wEAKQAtAGcAigCmAMUA+QA8AUIBjAGrAbgBxgHvAQMCBQInAi8CNwIsAjwCQAI/AlACVQJXAnUCjAJtAmACQgJKAjUCIAIqAicCDgInAjMCQQIzAhICJwIJAucB+wHkAcQBfgFJAUsBIgH2AM8AjgBkAE4AQwAIAOj/uP91/03/Ov/9/uj+wP6j/nr+av5N/h7+IP7z/cv9ov2H/V/9OP1U/Tz9J/1C/Vr9S/1U/WH9bv2H/Zf9rf3M/eL92v3//S7+Nf48/lr+df5j/nn+i/6I/rL+0v7Z/g7/CP8m/z3/Xv9z/47/tf/G/+z//P8uAE4ATQBpAHMAjwCkAL0A3gD8ABEBCwEkAUkBMQERAS0BQwEDAfkAEQERARQBLQE4AUQBUgFgAYwBgwGFAY0BhQGkAZcBnAGuAb0BzAGxAaMBqwGYAZwBigFtAUsBQQEhAQAB8wDkAL4AwwCPAGYAXQBMAC4ACAAMAPb/1/+9/6f/nf+N/47/m/9a/zP/Iv8M/w//8f7q/rj+vf6l/qD+f/5i/lj+J/4q/gH+8P3z/fv9Gv4h/iv+G/4q/iD+JP4f/hL+HP5I/nL+bv6N/rr+6v4R/z3/XP95/7T/zf8AACoAXwB6AKsAxgDjAO8ACQEdAUEBYQGRAbIBwAHlAdkB8wH4AfcBCQLqAdsB1QHPAbIBlwGpAZUBggGOAXIBcgFZAWgBWwFjAVMBQQFXAR4BMQEfAQIB9wDmAOoAtwCkAHsAlgB5AFQATwBoADkACgAvAAAA4P/b/9T/s/+L/5L/nv+S/4b/Z/9V/0H/AP/I/sX+sP5s/mL+Uv5P/g/+Ef4e/ib+Mv4s/iP+Av4V/ir+If5C/jj+KP4r/j7+Mv47/lL+Lv42/mr+dP6Q/rf+wf7+/in/Kf9o/47/k/+X/6L/xf/j//D/AwAeAGEAVgB3AMMAyADNAPgA9QDmAPkADQH8AA0BQAErAQYB/QAEAfEA8AAMAeUA9AD+AO0A8wDkAOMAFgEjAUQBNAErAS8BEQElARcBBgEBARIB9gDlAPkA+gD7AN8A7ADUALsArQClAJkAmACWAJAAgABoAEwAQwBDAFIANgAUABMA7v/D/8b/tf+r/5L/j/9//1f/Tv9H/1X/Uv9L/z7/OP8Z/x7/Kv8k/zf/Mf9G/0r/XP9d/1z/cv95/1X/Uv9k/0n/Qv90/2L/df+O/43/f/99/2//VP9t/3//cf92/3X/av9a/2f/iv+M/47/kP+i/6n/nf/J/9D/9f/6/wEAFQAXACsARABqAHYAfACBAG4AXgBIAD8AMgAyADQAEQDm/+f/zv+t/4v/gP97/2r/Vv9X/03/Sv9o/3H/Vv9q/47/f/+C/43/qP+m/5D/sv+r/7v/tv/M/97/7f8NAAAABgAEAAAABwAhABoAFAA1AD8ARwBDAFYAUQBpAHcAcgB6AG4AaQBsAIwAbQBtAHwAaQBoAEsAYABJAEsATgBSAD0AOQAvACcAQgBIAD4AUwBGAEgAYgA/AGoAegBtAHkAZQBnAG4AXQBXAGMAQgBKAA4AFAAgAAMACgAOAB8A/v/4/wAA6P/f/+n/9v/W/8D/0P/E/7P/rP+r/7//sP+4/8P/sP+3/7z/vv+//6r/sP+o/6f/n/+k/8f/6f/M/9b/BgAAAOb/BgAbAB4ANAA9AD0AVwBMAEgASwBZAG0AZgBmAH0AdABpAHIAZgBkAFkAGgAaAC4ADQANABwAEAAHAP//HAD5//n/4//d/+H/vv/Y/9X/s/+//87/1v/X/9z/7P/K/9H/3//U//j/2P/f/+b/wP/M/7j/mP+x/6b/if96/3z/aP9U/4H/hP9r/5f/iP+I/2f/RP9O/1D/Pf8//0X/Qv85/zz/XP9c/37/pf+I/3v/kv+W/57/x//P/8z/0P/K/6z/xv/V/9H/v/+u/8D/x//H/8z/6P8WACgAQABtAHwAbwCPAJAAogCnAJkAkgChAJQAhwCEAJgAfACDAI0AegCNAHwAggCIAIkAigCgAK4AhQCJAH4AfgByAGUAWAA7ADIAMwBBAF8AUwBgAFoAOwAzACwAQgA7AD8ARgA8ADUAKgAvACwARwBOAFAAPwAzACgAGgAmAA0A/P8BAPD/5//m/9//0//x/9n/2f+1/6P/q/+S/5P/d/9r/2P/RP81/xv/Hf8W/wz/G/8Q/wX/CP8Z/xf/J/9M/1b/dP9z/27/gf+Q/4f/c/9w/5b/Zv9q/4j/ff+J/5P/sf+4/7z/2P/r/9v/5/8NAAQADwAIABQAKgAfABgAPQBKACkAMgBCAEQAQwBTAG4AZABdAFEASAA9AEkATwA6ADwAQwAzAEYAYQByAGcAUwBOAFEAXwBZADYANAA2AEUATwBDAEkAWgA5AC8AMgAlAAoA+v8AAOf/0P/T/87/0P/W/9T/2P/t/+b/0P/r//3/7v/q/93/4//T/+3/7//p/+P/8f/s/+7/7P/d/wMABwAKACsACwAPABAA+/8eABwAIAA/AEAAUQBXAFoAYABwAFoAQABSAD0AMAA2ADoARAAmABwAAgDl/9j/zP/K/8T/sv/L/8P/sf+0/7j/xv/h/9b/0P/p/+T/3v/R//H/CAD8/wsADgAbAAUAAwABAP7/7v/n/9X/0f/P/8T/2f/p/+T/1v+3/8n/nf94/5T/eP9q/3v/gv9v/4P/kP+P/4n/hf+A/4n/gf98/4T/if+X/6D/k/+b/5j/ev+K/3D/ov+S/5z/oP+e/6f/uv/Y/+L/8P/y//H//v8LAP7/FAA4AC4AIAAiACgAFQAXACYAFQA5AEYAQQBKAD0AQgBZAHsAcwB6AGUAfACBAGgAdQBvAGwAcwB6AHEAYABiAFUAWABlAEIASABMADkAPAAwAEsAUgBeAFcAWQBBADoATwBiAGYAVAAvAEYARAAVAB0AJAAUAAcAAQDt//f/9P/3/xIA+P/n/83/yP/A/5n/o/+y/5P/iv+H/5//pP+X/7H/vv+4/6r/g/+N/5P/jv+S/6j/ov+a/7j/sP+5/8f/yf/V/9z/9//2//7/HwA2ADQARQAzACEAKAAXABYAEAAJABwAAAAbAPH/8f8FAN7/8f/i/9P/3f/N/8r/vP/G/+z/3v/z/wUADAADAO//BAAJAAsAAADx/wQAAwDq//b/BQAIAAYAEgALABUAHQATACoAOQBAAD8APQA/ABsADwAPAPj/5P/X/7L/s/+L/4v/kv+B/3H/Zv9y/2v/cf9//4H/kv+a/6f/qP/I/7//qf/M/87/rf+7/8z/4P/e/+f/AAAFAPz/+f/k/+X/5P/O/8//zf/h/+X/5//s/+//BwAMABYADwA0ADUAPQBXAFQAbwCQAIoAhQBwAHEAUwBIAEkAUQBLAEIARABAADQANQBGADEAGgANAP//9//i/9z/5v/o/wAAGQASABsAFgAWABAAFQA2ABsABwARAAAA+P///wEA9//T/8n/xf+7/8P/qP+2/7P/w/+3/7H/sP+i/7v/y//c/97/yf/U/9b/y//a/+b/1f/n/9n/3P/k/9z/4f/p//v/+P/y//r/+P/t/+v/BwAWABgAIAATAAYAAwD//w0ACwAIAAcABgAIAAAAFQAsACAAGAAAAPz/+f/X/+T/BgD2/wsAFAAiABQAEAAqAEEAQABSAFAAMwA1ADIAPgBGAEkASwAsAEQARAAnACoAPwAyADUALwAmABYACQATAA4AGAAWAAwAEAAAAAAAEQAMAP//9/8CAAIA7P/i/9T/3//O/9X/0v/T/8P/xP/H/9b/1v/F/7r/xf/L/6n/vf+k/7H/pv+J/4z/dv9V/0D/Uf9I/13/Rf87/zb/Rv9M/1//Zf9z/4z/iv+Y/5L/tf/H/7X/xv/h/93/4//j/93/7f/o//L//P8AAAAACQAfACIALQA/ADcAGQAOABsA+/8TABEADAACAPX/7P/s/+r/3v/x//r/BgAHABkAGQATADoAQQBHAD4AXgBgAEkAQgBXAFMAUwBoAGcAXgBhAHwAigCJAI8AnwB+AGkAdABaAGkAYQBkAF0ANwAhABoA+//5//r/7P/m/9n/5f/2/+j/8f/+/xQABQD//w0A+//t/+T/2v/P/+L/5f/d//b//v8AAPT/9f/q//f/3f/i/+f/4P/j//v/CQAAAA4AEgAeACEANQAwACYAFQDz/+7/7P/i/9f/xP+u/5r/iv+R/3z/i/92/33/g/+R/4j/gP+P/4z/nv+u/77/q/+q/7P/uP/Q/9b/7v/w/wYABQD4/x4AHwAUACUAFAAUAAoAAwD+/xUAHgAkADoAJQAXAAgAFgAQAAAABgAAAPX/6f/8/+X//v8AAPf/7P/9//3/4v/2//3/CgASAAcA/P8QABUACQADAP7/EwAOAA8AAwDt//T//P/z//r/7v/l/9r/vv/K/9H/xv/V/8f/x//E/7f/zP/c/+f/8f/i//X/9//u//b//P8OABYAFgAcABIAEAAFAAoA+P/6/+//7f8AAOr//v8hADgAXQBUAFsAYQBWAEoAZABkAEgATABZAFQASwBOAGAAUAAzADsAOgAbAA0AEQAaAAoABgASABQAAADn//3/DgDv//r/AQAEAAAA+f8BAP7/9P/7//j/AAD4/+b/4P/l/+P/0f/Q/8f/0P+//6j/qf+b/6r/mP+s/6f/n/+p/8r/y//P/+H/0//f/9T/4P/s/+L/8v/7/+//5f/l/+D/4P/k/+n/1v/H/8X/r/+u/6z/nv+9/6f/q/+c/5L/o/+d/67/uv/E/8j/zv/J/9r/8f/p/+//AAALAB4ALwAdADMAOQBIAEoASgBLAEIAQABmAH4AdwB3AHkAcgBzAGIAaQBiAFkASwBXAD8AJAAaABMAEgAIAAQADQAQAPP/8//z/9z/3f/G/8b/wf+o/73/vP+x/6v/s//Q/8r/zf/p//X/5/8AAPb/7v/k/+D/4P/d/+D/4f/l/93/5f/i/+T/9f/r/+v/4f/a/9P/rv+s/77/xf/C/7L/vv/N/8v/w//h/+X/5f/1/wIACgAbAB8AMABEAFQAXQB0AF4AVgBiAGkAawBsAG0AaABqAE8ARQBVAEoANwApACoAJAAhACgALAA3AD0AOwAvACUAGgAVACUAFAATAA8ADgDu/93/5v/r/9f/1P/N/8v/wv+k/6P/s/+//7f/t//C/7H/qP/V/8v/0v/1/+f/9v/V/9//7v/w//r/AQAJAAAA9//n/9T/1v/N/9j/yP+u/5T/if+H/3b/c/9i/2X/f/94/4D/jP+U/5z/qf+r/7H/s/+k/7f/xP/G/8L/yP/Y/+//4f/g/wAA+P8LABUAEAALAAcAFQAoAD8AQQBAAFIALgAxAEAAPQAsADsAJQAXABIA/f8GAPv////8//D/8v/0/+b/3/8DAAoAEwAiADcANQAwAEsAZwBpAFsAYwBTAEgASgA8AE0AQQBBADUANgAiABQAKQAZAAQACQAUABYA/P/2/wQA///8//v/8P/v/+D/yP/c/+r/5//2//7/FAATAAUAEAAgAB0AIAAaAC4AGAAVACgAKAAcABQAGAAZAAIA6//8//r/9v/y/+v/8v/Y/77/yv/M/73/vf/B/87/xP++/8T/yP/J/8P/yP/E/7v/r/+w/8z/v//J/9H/2//a/9T/2P/P/9L/5P/m//L/6//r//z/BADj/wIADgD9//X/2//P/77/z//M/7n/zf/C/7r/x//b/+P/6//o/+3/3v/b/9z/2v/b/97/5f/w/+z/3P/m//T/+f8BAAAADAABAP7/FwAnABkAFgAYAAsAAwADAPj/8//j/+//7v/i/9b/zv/l/wAAAwAUACIAIgAWABsAMwAzADIAQQBFAEIAOAAdABgAGgALAAkA9//8//L/5v/t/+v/8/8AAPj/+f/i/9H/y//N/9v/zv/I/8//zv/L/9X/5//l/+j/2f/r/+v/6P/z//n//f////f/+//8//D/+P8JAAIADAAIAAcAAQAAAAUAFgAmADAALwAlAB4AHAAsACgAKQAzADMANQA0ADkARABJADgASwBNADQAEAASACQAJwApADAAPQA1AB8AIQAqACsAFgAuACUAIAAgABIAJwAhACUAKAAvAB4ADgAaAA0AHQA1ACwAFQATAPX/5f/d/9r/yP+2/73/nv93/2P/cv97/1//Yv9d/0T/M/8w/yv/Pf87/zr/T/9P/07/W/97/6H/o/+0/7b/vP/S/97/3v/v//P/7f/4/wAA+/8AAPn/+f/2/wIAEgASABQAEAAZACMALAAvACgARAAuABwAHwAuAEAALgAmABQAEQAgAA8AIQAfABoAFwASAAkA8//4/wEABAD7//7/+v/z//v//P8HAAUAEgAZACAAFwAgAC0ANgAxADQAGQARACEAEAAJABIA/v/7/wEA/P/s/9T/7v/c/9T/6f/j/9//0//e/+P/8f/w//f//v8OABoADwAPAAkABAAgABUAEwAMAAUA//8IAPf/7f/6/+3/9v/4//7/GAAbAA0AHAAzAD8ATQBbAF0ATABkAGoAUwA+ADcAHwAIAAoADQD6/+n/4f/o/9P/3P/J/8L/u/+0/7L/sP/J/8v/3//w/wEA+//9//7/9P/8/+j/7v/0//X/8//6//b/AwD//+z//P/q/9z/1v/B/8r/w//C/8P/uP+d/4z/i/+f/5f/rf+q/8P/uf+x/9D/zf/P/9b/4//Y/9r/1P/l//X/9f/3/wkAJwAVABgAIQAuAC4ANAAqACwAIgALAP7/BwAAAAoADwAAAPT/5P/c/+b/8P/x/9z/5P/j/+v/8f/3//7/BAASAB0AEwANAAwAGQATABUAIwArADEAJAAaABEAEQAoACAAFAAAAP3/AgD/////CwAEAP//9P/w/+H/7//q/97/6v8IAPH/5P/l/+T/5v/h//P/5//n/9H/1P/f/97/5P/K/9r/0P+9/8f/vf+//7v/vv/Z/73/uv+p/6n/qf+q/6T/rP+i/7r/yv/J/+7/8v8JAAkA+f/+/wIAAADv//n/AQD4//H/5f/o//z/+f8PABMAHQAgAAoABwAVAAUABQAFAAEA7f/k/+j/1f/U/+//5f/N/83/1v/N/9//5v/z/wAA/v/j/+L/1v/W/9f/3v/Z/+D//v/h//D////j////CAAHABAAEQARABwAJQA4AEEATgBQAE0ATwBsAFoAYABbAEcASABOAEYAWQBYAD8AXABQAD4ANgA6AEEAOgBTAEEAPgAyADcANwAcABoAKwAXACMAKwAWAB0AIAAPABIACgABAPj//f/1//3/+v/x//b/4f/o/9r/0v/L/77/wf/G/8n/r/+0/7j/0/++/8D/tv+h/5b/kf+T/5b/nf+U/6P/qv+g/5X/j/+N/4r/kP+b/6f/oP+i/6D/tP/B/8v/5f/k/9b/4P/c//H/6v8JABAAEQArACUALAA1AEEAQQBBADYANgA/ADAANgBDAEAAMQAvAA0ACQD+//n/+f/+//P/7v/w/9v/4P/w/+T/zf/N/8//w//A/8f/4//z//X/7//4//j/AAD3/w4AEAAcACIAOgBFAE8AYgBeAGQAaQBpAFkARAAwACkAIgAOAPr/7f/o/87/yv/I/9T/3f/j/9f/y//G/8//5v/j/+j/8v/c/+H/\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with torch.no_grad():\n",
" audio = waveglow.infer(mel_outputs_postnet, sigma=0.666)\n",
"ipd.Audio(audio[0].data.cpu().numpy(), rate=hparams.sampling_rate)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}