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@fidelram
Last active September 13, 2018 07:47
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scatter plots using scanpy
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Test and comparison of scatter plots "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"scanpy==1.2.2+155.g21662ad.dirty anndata==0.6.10 numpy==1.15.1 scipy==1.1.0 pandas==0.23.4 scikit-learn==0.19.2 statsmodels==0.9.0 python-igraph==0.7.1 louvain==0.6.1 \n"
]
}
],
"source": [
"import scanpy.api as sc\n",
"import pandas as pd\n",
"from matplotlib import rcParams\n",
"\n",
"sc.set_figure_params(dpi=80, color_map='viridis')\n",
"sc.logging.print_versions()\n",
"sc.settings.verbosity = 5"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data was obtained from 10x PBMC 68k dataset (https://support.10xgenomics.com/single-cell-gene-expression/datasets), filtered and saved using scanpy."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 724 × 221 \n",
" obs: 'bulk_labels', 'n_genes', 'percent_mito', 'n_counts', 'louvain'\n",
" uns: 'rank_genes_groups'\n",
" obsm: 'X_pca', 'X_umap'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pbmc = sc.datasets.pbmc68k_reduced()\n",
"pbmc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing pca"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"rcParams['figure.figsize'] = (5,5)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" generating colors for bulk_labels using palette\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.pca(pbmc, color='bulk_labels')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 465.48x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.pca_prev(pbmc, color='bulk_labels')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Wlq68Nu8iFSesRT0nx8fHpbe3pYFuWMo6gG8F8I+llC9d760B+FsAPiKlfJH8EC9RK/RkMsHjx4/TOo026iZUwcp+N3ASwiHoxldpPo1GIzQubF6quq3WFSxRbYHzBh1H2aKq+0x9p9OrylYHn0f3CfwQgG23sAMAKeWxEOJNAN8B4PuSHJwXy8vLWFtb801szoPj42NsbGxcyQBJUjjopPko3JpEt9udS+A6BbaK78piW52lFhlFsOh6LJMIOtYRsF7xqW5OTk6ws7ODN998s9QLUxLo3klfi0uh58fPAPgnyEDgAVfV9qKwv7+Pe/fuzf5O0uYWlPDth5Ryli4Xlg/shZfA9tMwk0wxykOLjKK56Xosk3IghAlYr/vMi4uLC+zt7WFra0vrvFVF9w59AOBJwPufBnB//uHooW66jY0N7O/vYzQa5WrXAy5LUDltaUnnUAaV6wkjKB/YD90HCUg2xSgv50zUWDMdr7yfEF1dXdUel2EY6Ha7uHHjBoQQWF5enp03anzqyclJ6XJfk0b3yi8A3AXQ93l/E0DmFTUXFxdx7949WJaFfr+fiFd2HtQKmkYOpWVZc1eI8RO47u1j1AcpqRSjtJLtdUgj1swtRFXmw3g8xsOHD0M11zBtN2p8ahlzX5NG98r/N4CvA/C/fN7/87iM1UuEqPYb0zSxvb2NwWCQ6zZXlczpdruJx0MlVSHGedP7PVA3b97UfpCSDHlIK9k+CknGmjmFqHNB1tVcw7TdqPGpSS1MZUb3l/1JAL8khNgD8BNSyikACCFMAB/EpZf2G+YdzDz2G3VzdTod9Pt+imi6KE2k2+0mHg8VZMczTROrq6tXvLQ6Arff78/Ca5wPlNJEgnDbBZOgTG0OozIej6+9FqS56mq7UWy7VQgcnhfdOLx/L4T4MIAfB/CDQghlz3sAoAngR6WUH5t3MEnYb5rN5rzDmAuliSSdf2hZFm7evAnbtmfR/lJKrK6uYnNzE4uLi1e2Y06PqnNsnU4HhmHg2bNnnjmhUkoMh0O02+1ZRRD357vdbiopRlUNnI2juep+Jopt9+LigjY83QOllN8jhPgVAN8I4E0AAsB/B/ALUsrfmXcgedpvkkRpIknZhLy03larBdu2Z02JdnZ2sLq6il6vh5WVFQDBRnj1fX4IIfD6669DCHHlOHcOZxpUKVFdEUdz1f1MFNuuYRi04ekcJIRYBfCjuCwAugDg1wB8u5TyeVIDScp+k1T597hIKXFwcOCZ3B0HL63XqZmp10ajER49enSlMZGXwFULS9g1qAdKSpnpfFYpUV0RR3MN+4xlWTg+Ps7FuVRmdO+k7wfwTQB+HsApLktF/RSA9yc1kKTsN0mWf49LUmEUccpiuTM/nNWZAQRWYVZ0Oh0cHh5e6XkAZJu7WzR7k44jLeiYOJqr12fa7TZGo1Fk51zZzQJJoXv1Xw/gW+RlziyEED8P4H8KIRrKgTH3QEzTt2y7XxUKv++JWmggadQ2fDKZYHl5Ofb3xNVW1bmn0ymeP3+O4XDoG4XvRtmFdnZ2PM0Lx8fH6Ha7tXlwdBxpOscEaa5+gtLrM0+ePNEqfKu0+TScS2VG9669C+B/qD+klL8jhLAA3IF/bF5uFKHQgJQSjx8/nqv3bZyyWM5zu1/TYTqd4uzsLFDQqnjDPNOUsko903GkRXG2OTVXL0HZbrdx8+bNKwHG6jOTyUSrF7NhGNje3sbCwkJlzAJJoTsLDQDnrtesCJ8PJajXbNQIcWehgSdPnuSahRF1G+h+kLPWVqWUODo6Cjxfni36skw903GkAd4Lq46zbW9vz9NsoF5rNptXgox1A+tt20aj0SicWaAI6M6GwGU59zPHa8sAfloIMQswklL+mbgDSSPo1LbtXB0YgP420O9B3tjYwHg81lrZk2I8Hs+0Ay/y9JxnmXqmc08GOXX87lvbtq/EQPqhHFHqu6JweHjIOoke6N6tP+vxWqJVjtMIOo27JUyDMIHt9yBnLewUFxcXaDQamE69TbR5pCllHbqke09GvW8Hg0GosPP6riiUKZQrS3QDj7859YGkEHRaBAeGImiFDnqQ8xB2Cj9hB+QT4pB16pnuPRnlvlXhJGnDvFlvClUcy6/13DzeJfd35oWqpuJFUBvBMLwaCyVF0Hw1m03Ph3k8HifSPtPru7JOPbMsC6+99hra7XbgPel33ypzhLoGtZWdF537mDF33hRK/KcRdOr+TpXInXUV2M985jM4PDz0NLDPs/U+PDxMaohXaDabnvmfijt37sz+n6QjIei7sko988tuuXXrFpaWlq6dx32PNRoNHB4eYmdnZ/b51dVVTKdTTCaTRMYXBmPuvCnkjKThXVLf6dVEOSuUrQm4bmBfWVkJFDBZsrCwMKs+47XVXltbg2EYGI/HiVdCDnNKpJl6pjzkR0dHGA6HV8YwHA5ngs0Pdc96VUbJsnRZq9W6Mh9l7kGSNLW5euePvrq6mlvtPKeB3TCM0LzWrOl0Otjc3IRhGL6R/lJKPHz4MDCYOY4jQdcpkfQuQKdMetj1OL8jjQVVmTx0vnt9fX3WXrSKPUjmofICz297kifKoPz8+fNCOFSAS61gc3MzNNLfS5vzI6rhPIpTIsldgG5156Dr0QkziUO73Uav14tkjnn+/DmazSZbe3pQeTHv/NFVnbfhcJiaQXd1dRVvvPHGrGqJFyp2qyjCrtPpYGtry1eAmKY5u540k9XzqIcXJV/Zawy2bfuW2poX0zTx2muvAbg0eaysrGiNczgcYjKZaAVN141KC7ygLZJlWWi324mf8/T0FI8fP8bp6anvMe12W6vIZlboeoijeJPjOBKUU8J9Dr82iEl4hKNck9f1pGmSsCwLz549w8OHD9Hv92EYBjqdjtZnVZEIP/IMd8qTSm9pw7ZIt2/fRq/Xw97e3qyo5rzoCLEbN24Uyoaiu80J8yYLIeZ2JIQ5JZK2S+l6yFWalxOdUltJ4HR29Xq9K3/7HR+kDar0QWWrrROVFni6W6Rbt25BCJHKtsQLncolKiwkrhYohND2/Oo6GMLCQpKohBwWmpS0XUonOF0Igbt3714TDlnWXnSmKG5tbeGtt94KvIfCruvk5CS3fOg8qbR4D9oitdttHBwc4OHDh3j27NmsrHmagbyKz372s6ECwSuYdW1tTWtLowTQ5uam9piUQd65VfTaNgYFhytbXxLOBK/v0k3mj4q6Ji+CtuZ5pC7u7e1hMpmELpiqzYCfg66utrxKa3iA/xZJ/eDuWKssGA6HODw8xNramq+2tLi46Knp2LZ9pcqGE6+G217n8EJKiXffffda7Ty1WDi/M+mwEN04sbRSy5x9jgeDAUajkW8dOedYLcvC0tJSIsHEuoxGI7zzzjuhx6k2A+vr6xiNRp4Cso7pZ5W/Uq8HFADefvvta8dKKTPZ1iph++abbwIIDqJ1h18YhoGtrS1YloXJZDKz1wDwFEBevVHdCCFgmua1YFs1VvV54GolZbf2FTW4Nao9Lm0vrmEY2NjYmAk751w6x6rOlwdSysAcZwCzGDyg2p3g4lB5gadQD6ht29jd3U30u5eWlnBxcREpXU0Igel0GltbMk3z2nbF67N+aU/uYGKdPhdedr55nAhR7XFppZYFXYPXWIuObdt49OjRzKxRxU5wcanX1eLyxk06hevs7MzzddXq0Avn6ppFoUbnOdxC9vz8HMPhUEtgn56eXgnnietEiFvqyS/7Y57UsqBr6Ha7OD09zbXBe1xevnyJwWBQyU5wcamVwIvTFGce/GxoRVld1ZjUFk7n+N3d3VnZetu2Y9eni2uPUylvtm3PGo8rj2Oc0JQgwau6gsWtZJMWQXUK3SjPbtU6wcWlVleddQvH4+NjvPe97wVQnNVVJ280DKX9qN61cZwI89iWBoPBlWbkzjFFDbMIuyd0UuiyxrbtwIrUbtTvwJLvNRN4QQ+ZEAKtVmtmuE+K/f19bG1tJRKjlgS6eaNBKA1ufX09ttCKa49Luupxkapi6yJltMKw7777rmccYR2p1QyEpS7dvXv3WozZvAyHQwwGg0Rj1OISZUv/xhtvYHt723cOnNqqTiqYF3EKvgalgimtMgp+90SVUPcgqZmGBwSnLoVVB4lLUfoLRNnST6fT0AIICwsLcxnEw2L6vEJd0giz0AndKTNxtd8qUrur1wmcddo61MMwj5euKAGeUbZvL168wNbWlta2c16DuNu2lHXV47QWuiJRlHswb2p79VENuFEKMLqxbXuWqpXnDRelqZHqBayrwaVdny6LqsdeC11VtL46Bhl7UVuBp0tSAaf9fn/uyh5J4HyQAX8BrjSClZWVTEMa8qp67Map9Z2eniYerJ41RQiDKgKcgQCiGPk7nQ5u376Ng4ODWS6mUytQ/8+74qzzQZ5MJtjd3fW8PrdGkFVIQ5idcTKZzDJMnGNKq2+DaZpoNBrXfs8y4bS11h0KvADCgmM3NjawvLyM5eXl2UN2//79QGFSFAOySk0rWtpRmFNid3f3ipacRd+GooauGIaBbreLlZUVXFxc+GqhlmXBtm2GpaBmYSlRCbvRb9y4gVar5en0CApriRM+kRbdbtdz/N1uN5fxhIWJqAVDhVl4lfB3vp/FmPJCpdUtLy/PtFAvinS/5Q0FXgBRSo67KUuVioODg2s10SzLwsHBQU4jCq5PB3w+7Ws0GqXat8FZDzBsTFnjvAdt28bR0VFgB7mi3G95wy1tCHE9gmlV9kiSpLMWkkLZGW/cuBHYpSusLpxfGEaYvc9rm6wKJszjrU8SpxYe1DGtSPdbEeAshDBPwcuiV6lIq6BmUuh26fLCS6vRtfcFhcUUBcuysL+/DwCBNRznrSRTNSjwNInjpUyjOnCSFH3bHSVuUAedUlZZV9SJi9LCgxBCzJpyk0s4ExlQhDxaL+axUWZFXNuZYRhXDPW6/TCC2muWkbwXraJBgVcjojblKQJKS37jjTcieUndGmpY0YGzszP0+308e/as8NqdLkVZtIoEZ6MGhNmuirztViwvL2tvb7001LDt+4sXL3ByclIZYUfbnTfU8GqATqxaVttut5bppXX64aeN6mioQdv3VqtVKWHX6XSwvb1N250HxVvKSaIUJfTES8s0TRMXFxee7SW9CNJGdTRUP6/5zZs3MRqNfL3Vi4uLvn1LioAQopBRAEWEAq/iFCX0xMtDqpwKUfOMvTzmOl50t8BUVVCCenpIKbWEnWEYuH37Ng4PDzPVFIUQePDgwcxmWURzRJHg7FScIoSe6IZ6ZKV1GoaB58+fX9M2LcuaK+6v2WzOJeyithlQ2/fl5eXY56wb3OSXkCh2ryKEngR5SN1kkffpZdNUmm6cfFk1l0dHR7HHpASvzrUX0ZteFqjhpUySZYuiVAZxnjfrjA/3NUepNpK21hmkbVqWhXv37oWmrDkRQqDdbmM6nc46qcVBjWcymQSei9vX+eCMpUQaZYt0MgWCzpt257Sgc+uElMyjdeouLGE2zfPz80i171qtFoQQcwk7Hbh9TQYKvJTQEU5R0PW2hp03Ta0g6NxeWqaflzYKUReWMJtm1PzdpNt6ulFb7E6ng42NDYzH48SLnNYJzloKpBEKouNtBRDrvHG33c7PhZ272+16hpTMG/AcdWEJq2ITJcA5bVSBz2azicPDQ+zs7KRW5LQuUOClQBqhIDre1qjnjbvt9vrc6upqYGn209NTtNvta+Ej85SOj7uwhNk0i9LAR5WlcnZQS2K3UGco8FIgjVAQ3fp6Uc4bd9vt9bnRaOR7vJSXpdnX1tYS1UriLixh6XS6bRuFEFhdXQ289nlQNfiKEDheFagPp0BaoSBhif5h5wUwC2fRrR7iJiymLiisI+nS6/MuLO50One4j/P9oLlPq/T766+/Hlr0gKXbo8GlISXSCAXRSfT3Om+73YaUEg8fPryyBfUjSDsK06qazaZvmpYSppPJBLZtz218T6qqtM7WPihLo91uJ14gVAiBpaUlANG0dhIMBV5KpFmFJKg9Ydh2THcL6vcghcXUbW5u4vT01LfMkpQST548Scz4nsTC4iyRrsZ8fHwMKSW2trauHOuVpbGyshJr7H64BbbyZrvJqnVmleBspUxaN2XgrmdEAAAQ4UlEQVSYVqLOG7WCb5h2pKNVhQmAJI3v8ywstm0H9oNwaqMqNu/o6GgWiqKuYTwexxq7F24zhbouLy4uLmjDiwhnqqToOhzCGlu7abVaodqR37bZbUvUzZ89Pj7GxsbGLLwlDmELi1fozWAwCOwHAQCPHz/WHkOUefb7/IMHD64EFwcFQquqzhR4+nCmSkiUcIwoaV2q4kfY9tIwDPR6Pdi2jZOTEwghcHJygsFgMNMwo4Z2DAYD3L9/X2ucUfDThDc2NhK1uzntl0HXu7q6OtMavb7D/VsVofhDlaDAKwhRgn+jhGNE1bZ0H6DBYDBLp/LSML2M/E+ePPEdw2g0SmV75qcJW5Y1t0bmZnNzE8DlVrPRaODw8NBT0O7s7Hh+3mv+y9Dus0xwtnImTvCvzqrvVTzg+PjYdxxRHqCoAb9qTEExa2lsz4LGqTSxJPByMgDwtS36LUB+81/0dp9lggIvZ+IE/wat+s7IfK8tnJ+gbLfb2rmaOhqmYRjXBHmr1fL9zjS2Z0HjVLF00+l07vP49Y/w09p7vd5scXAipZw5SNxjLUPfkTLAWcuReXJu/VZ99dmoWzjbtrVzNXU0TC9BPhwOsbCwcM3rmNb2LGicSaWLqfLqznkaj8fY39/HZDLxLF+vhK3791B20KCFjoJuPjh7OTJPzq3Xqg8ADx8+9N3CBaGChZ1xaEC8BHzAPx3Ksiy0220Mh8PUt2dB40zKdufOTHny5MkVge5Vvr4ofUbqCGc1R5LwwDlX/XniwbzGERQuEmRXmkwmgYL89u3b6PV6mWzPNjY2YFnWzGanskzG43GiQu/s7Ax7e3u+MXNOYRa00KnvosBLB85qjiTtgQtqRhOX/f193Lt3z/Nc3W4XN27cAIArOak6gjzt7ZlyBjkdNVJKCCHQaDQC5ymOBnh4eBia16q09rBQoRcvXqDZbEY6P9GDAi9nkvDA2baNvb29xPM5Ae9wEZ0sj6ieyKRR43MjpcTJycnMk+3l9BFCRK6Hp6NdO4W96oXrxcnJCbe1KcEZzZl5PXCWZaHf76dWosjLlqjjWY7qiUySsHQ6ZUtUHcK8hHYa8+oU9rdu3fIVeHFrJpJwOKMFIeoWz6llJb2NdaK2gSpcBdCrzxbXE5kEuul0N2/e9LUlmqaJ7e3ta5ps3K2wqgWoWFpaCrTjMYMiHSjwSkoWwk4IAdM0r1Q30S0rlacnUiedTsrwoqRe2ndQ/q2UEo1G40psX6PRwP37968132EGRT5wVktI1AooQHRDvBJ2yhCvPqtbViqNMve6REmnc2/F3cHC7r+DtqLApebdarXQ6XSwuroa2GWMGRTZQ4FXYPwi9aNWQAEubUZRGkWr0A1d3JpJ2knvYbnHOul0aiwvX77E+fn5ldxX27Znjg2ndruxsRE49yrmsdFo4ObNm4HnZgZF9nB2C0hQhQ/LsmKFn0QRdsClJhd0nkajAdu2fTWTtLZsurnHSpioXrxnZ2cYDAa+GudgMJjF5qljvLTbT3/6054eXidRt+3MoMgOznIB8fKCHh8f4/j4eCaEGo2Gb9+JJAgr6WTbNh48eHAl1MJNGlu2OG0ZTdMM1Cht247kjVXaWFDcHT2txYS/RsEIs88pIZSmsAMutRRV380PZ+tFJ87t5rwhN257mk7jIa+trmmaifaeCAsyVt5tNzplwOL2CSbhcDYLxvn5ed5DmNHtdn0r/kopcXBwgP39fayurqLX68E0zSvbTdu20Ww20ev1Zn1zAYQ+xH7b1ps3bwY6Qvr9Psbjsac2mVZgth9SXvbucI4hbCset08w0YcCr2BEqVCcNu+8887MDueF0jZHoxEePXp0ZZvntHs9evQIwOdbOIY9xH7bVtu2AzVfpY06PyOlxOnpaS7tDN2B12Fb8bh9gok+XDaIL9PpdFbVWAedbZ4SAn79aYO2rcPhcJb6pYM6V1Rhp74/ieBfKS97doRtxeP2CSbRoIZXMIKatuRBGuMI8mKGxe+9/vrrs1xXnV4Zcdje3sby8jJM08T5+TkGg8HMax33fGExicrml0fcYp3gDBYM3S2tO6K/bPg9xGHxe0tLSzNHyOnpKXZ3dxMdV6fTuVKZeXFxEffv3/ft86uLTkximnGL5BJuaQuGil8LQpVmKrMh2+8hVt5UN159IxqNRqJzsLCwMGvE4zUuVQKr1+uh0+lE6omhcoudOK9J/e5Bx5D54SwWkG63OyvL5IUqB1VW/B5ip5fS63h3/J5pmoFbzFarBcMwtLyzpmniwYMHWgLUmSFxdnaG58+fh/a3nU6n6HQ6s7aWXjGJTDVLHwq8AnJwcFDq7WoQfsIL8K9h12q1PL2Uh4eHgedqNBro9XpXvldKCdM0MZ1Or2whp9MpDg4OInlDlWbWbDZhWRZ2d3dxenrqeaxhGFhfX8edO3d8YxKZapY+nM2CEacwQBnodDpYX1/3fYiDrns4HF5zcKjjg3j58iW63a5Wf9x5q7iYpom7d+/OQnDcRKn0zFSz9CivEaiiKC+lH2Wz2wkhsLa2hs3NzStl4N0EXbdycChs20a/39cqAXV2dgbg8zY4t2YXdB6FZVkYj8ehoSGLi4tYW1vz/F7a4YoBf4GCEealLYvm12q1sL6+jqWlJa0HPUp1FRUmooO7P8Tz5899j1UVUpx/B2U+eKWA0Q5XbCjwCkbcFohFY3NzM5JGo1tdRWcr68TZH8KyrNBAaqcTxC/zQcXM+QnCuHY45tCmD2e1gOhoCUUWenEDZXWuO2otQOdYdD6rys+fnp561tJTtj53yXd3ClgUOxxzaLODAq+AhGkJzpCIw8PDufrRpkHcQFkd7ShqrrFzLDqfHY1GePjwodb3uv+O6/RgDm12cPkoMM5gV6/3PvvZz/qGQRSdIEdA2HXrBv16BSuHBXUDuCJ4ohI1b5c5tNlCDa+kFDl8xTAM3y3tPNs3ZePa2NgAEL6tb7fb15wFvV4Ptm2HBgrHIY5mm2fvjzrCmSwpcfpaZEXQgx9n++YnJO/evRsYntLpdDCZTK44AQzDwPb2NnZ3d1MRelFJu/cHuQoFXkkpUt08J0ExZ3FbNwbVxwvCmX6n2jHato3z8/NZLnKSVVeUZgt4V132gu0as4WzWUJs28bBwUEhBJ6ypenEnMXZvunUx9MJUzk+Pp7ZDJ1jffPNNzGdTkN7zupg2zaOjo4882WDtuuM3csOCrwS4pdzmgdSSty/fx/n5+dYWVkJ7MMaZ/sWJiTX1ta058Jdjdm9lQ7rORuE6uN7cnIS2dvKHNrs4KyWjCI6K54+faql0cTZvoUJScMwYhfmdG+ll5aWIttFVRe5VquF4XA4V7gKc2jTh7NbMororIii0UTdvoUJyZWVlbnmwrmVNk0TrVZLS8sTQlxpU3l+fo7RaERva8HhL1AyiuqsUIRpNHG2b0FC0jAMT4EYZbzOrbTutrbT6VzZvoc15vbztjKdLFs4wyXDT+PJAt2y8joaTZTtW5iQVALRKxUsjGazOcuz1W2R6dRInSEzftpdWLFTppNlBwVeCfHSeHS3YvOgW5TUtu1ZJ64ktRY/IakEYrfbndW8Uwn+FxcXgX0v3vOe96Df72sLy3a7ja2trdnfOsIuqNgp08myhQKvhPhpPE+fPo3UVjFNVEBwllqLl0BcXl6eeXLdQmltbQ1HR0faXl5V5FMR5kB68OCBp9c6bjwimR/qziXGnXO6tbUVqbFMmqim2WE9aHUKa86Ls+mOaqbTbrextraG4+NjbdPAdDq94g2OUrTUSdzPkfnhMlIhDMPA+973Pjx+/DiXpHMv77GX1pK1/crddOfFixc4OTnRLiKqcNsmw0Jmdnd3ZxkezutiOll+UMOrGKZp4gu/8Atx//79zM4phECz2dTWWpz2Kx1NMAmUU0J1GFPnjoJbGOlUX/G6LrZkzA/ObEVR27eoD3XUGD/1kG5sbGBnZ8fzGKegyNp+5dYm4+bM+gmjjY2NQIeH33UxnSwfKPAqStx4PaWx6Hgtt7a2sLq6OnuQdbIosi6H5OUNjYLSwvyEkWVZoQuLU8N1xtwxnSx7OMMVxTAMmKYZ2QAupcSdO3dCa8a1Wq1r2zkdrSVL+1XcNLxmsznzxoYJI52FRUqJd999F8Ph8Nq8MJ0sWzjTFWUwGMTy9p2cnGB/fz/QebCwsHAlFk2hk0WRZTkkr9xWHVTJfN0eskGB4KqogBoLY+7yhQKvgkTt7OVE2Zz86HQ62NzcDBSIYYIibfuVZVl48uTJXOEdUbbWfpkeKvzFaz4Zc5cPnOkKklaBASEE7ty5M3foSNrlkOYVdlG31n6ZHqqowHA49LTxsahA9nCmK0jccklhJP2ApmG/mkwmiQbuRknu97sextwVBwq8CuEMwUiDMjygSbWsPD09xec+97m5g6NZwr1YcLYrRFAiexKoyiJFZnV1NZHvGQwGmE6niTgaGHNXHIp99xJtgkIwhBC4d+8ebNsOrBxy//59PH361Fdg3rlzJ7HxpsXy8jIWFhbm3tZ6pebFdTSwhHtxYGpZRQhLSDcMY5Yw75XStLa2hmaz6dvkem1tDYuLi6mMPWkePHhwbevdaDQSKawwT3J/UINxkg2c+YqgG9Abtr2qwvbLNE28733vw2QywenpKRYXF2HbNp49ezb3d5fBjkn8ocCrCLrG8bDtVZW2X4uLi7N6d1HCdFSwsLtsOx0N5Ydb2grhVfctSDsLEgBV2H65q7L4YZrmtTl78OBBpLkk5aC8dzO5ho52VpdeClHyaKfT6ZUOZGrOguaSzXfKCX+pChIU0FuXXgpRsk3UcSsrK9fec89lXRaMqsJfqEbo1KKrClHKY0VxRORRvJQkBwVejahTLwW/qsJuojgi6rRgVBUKvBpRt14KvV4PrVYr8Jh2u63tiKjTglFVKPBqRN16KRiGgfX1dV/bmhAi8H03dVswqggFXs2IGrpSdsJseVGEVN0WjCrCX6hmVCmwWIekq5VUIROlzlT3TieB1KmXQpJCqm4LRtXgL0UqTxpCqk4LRpXgL0ZqA4UUodOCEFIbKPAIIbWBAo8QUhso8AghtYECjxBSGyjwCCG1gQKPEFIbRFo9TK+cRIgjAP79AQkhZD62pZTrYQdlIvAIIaQIcEtLCKkNFHiEkNpAgUcIqQ0UeCR1hBAfFULIV/8uhBCfFkL8mBCi6Tjm64UQ/00I8TkhxEgI8X+FED8khLj96v2uEOIXhBBvCyGmQoiP5nZBpLRQ4JGs+K8AugC+AMD3Avg2AD8GAEKIHwLw7wD8HoCvAfDFAD4E4B6Av/Hq80sAngP4YQC/neG4SYWgl5akzitt7JaU8mscr/00LoXbn8WlAPs7Usp/6PHZG1LKz7le+1UAz6WU35TmuEn1oIZH8uIUwAKAbwQwAvBPvQ5yCztC5oECj2SOEOIPA/gAgF8D8CaAJ1JK9jgkqUOBR7Liq4QQQyHEBMBvAfgNAN8OILhTNiEJwnrXJCt+A8BfA3ABYF9pdEKIRwD+pBBiUUp5nucASfWhhkeyYiylfCyl3HVtX38BQBPAB70+JIS4kcnoSC2ghkdyRUr520KIHwHwo0KITQAfA7AH4D6AbwHwGMD3A4AQ4g+8+lgHgP3q73Mp5VvZj5yUEYalkNTxCkvxOOb9AP4mgC/B5UL8DoD/AOAfSSmPXh3jdbPuSinvJT1mUk0o8AghtYE2PEJIbaDAI4TUBgo8QkhtoMAjhNQGCjxCSG2gwCOE1AYKPEJIbaDAI4TUBgo8Qkht+P/o4xXSwhc2+gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.pca(pbmc)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 347.112x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.pca_prev(pbmc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### testing projection='3d'"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.pca(pbmc, color='bulk_labels', projection='3d')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 465.48x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.pca_prev(pbmc, color='bulk_labels', projection='3d')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### testing plotting multiple plots, vmax, vmin, use_raw=False, and cmap"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"instead of color_map use cmap\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1267.2x216 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rcParams['figure.figsize'] = (4,3)\n",
"sc.pl.pca(pbmc, color=['CD3D', 'IL32'], components='1,3', color_map='seismic')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 603x216 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rcParams['figure.figsize'] = (4,3)\n",
"# previous scatter plots do not allow vmin and vmax\n",
"sc.pl.pca_prev(pbmc, color=['CD3D', 'IL32'], components='1,3', use_raw=False, color_map='seismic')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1267.2x216 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# new code can use vmin and vmax as well as a combination of multiple colors and components\n",
"sc.pl.pca(pbmc, color=['CD3D', 'CD79A'], components=['1,2', '1,3'], vmax=5, use_raw=False, vmin=-5, cmap='seismic')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## test tSNE"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing tSNE\n",
" using 'X_pca' with n_pcs = 30\n",
" using the 'MulticoreTSNE' package by Ulyanov (2017)\n",
" finished (0:00:04.48) --> added\n",
" 'X_tsne', tSNE coordinates (adata.obsm)\n"
]
}
],
"source": [
"sc.tl.tsne(pbmc, random_state=2, n_pcs=30)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" generating colors for louvain using palette\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1584x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rcParams['figure.figsize'] = (5,5)\n",
"sc.pl.tsne(pbmc, color=['CD3D', 'louvain'])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 930.96x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.tsne_prev(pbmc, color=['CD3D', 'louvain'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### test multiple plots"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"#get genes names from ranked genes groups\n",
"gene_list = list(pbmc.uns['rank_genes_groups']['names'][0])\n",
"rcParams['figure.figsize'] = (5,4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using current implementation, all plots are put one after the other"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2115x216 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rcParams['figure.figsize'] = (3,3)\n",
"sc.pl.tsne_prev(pbmc, color=gene_list, frameon=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"new implementation organizes the plots per rows and allows setting vmax and vmin that will produce plots with the same scale"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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+UTGCKMp3PPncV8YMwojVgGUU8yyqRjM9UWHt2jHAmFRtilx7FhNGhbV/fuqawwZhZLRowC4ZZtkffLIxXLfB1YhEvpPxXS/SUFxHPW1uFR3p55ZtDga0IILrO7vcLJaRTPWc1/w4l6x+IpuqJXIDAgpUso0atjrVtHs1tFcOytBudGCxjGTmTqu9K+1kfi+o+CZHZbHDqY82kXBy4nnqpZxs/aAM2bbAMkqp/exP5rnpsq8VuvvAKFG+KIVMjmxHH9nOrO94zmD6nawGLKOW5NmXrqFY+FDU2akCiOdSN7MeVcVxxR87t3HioAyNEg2MnJpYXrEsbV3rLW1d6wM8u2xrIOhJIA9KFKob5vGiPBWZTYhAQGGMQ/S6gWyKgLiyy81iGUm0tK52W1pXBwALW7Y4C1u2nFB0Ew+riHGjAqjiYig9ueXABwdjd3c6sFhGEpuWzJdNS+YnAJ5dtlWeXbZ1rsF5StREyagPF4NPkaTJ4mjkg14zGLu2LbCMFrq/c5V0f+eqZP/nnh987DDH81rE86KwEFLMFsh3xzlkNVInKkRfH4xdqwHLaGLV8mUvaSD7m682aV+mg0QiFBFUlc3zN6KRYopGsu3ZrwzG5mjRgA0vtwwrS1vXHgs8CDhLW9eeBanPp6X31J5EnSeSo7aQARTjeCgQ4ZoI74kBDQs43sifv2GxtLSubgKeBCpbWldfBKlzFP6zhyp/TGE1guKToy9RjYpAnERqUOHlVgeW0cCmJfPrgHnAxE1L5l+Nc3AqRe/n06YnKKiPIsSPfUzpX3cMyrjVgGUUUHK2HweO7P7OVd8T338G+EVfW1ewacFqQAnSAV7CoxAWQMBNeFYDllcMq5YvE+Bu4JxVy5fd1vjELd8XuI9iMSCXk8go2bZOyseX0b2qG4CyxrKHBmV8lGjAOt2WYSF387UCnJA49PT/ylc0pku7r3SJTk6Q9/xiL6C0VTaRCDPkgwqNCP6aJ3n57GmN6weyL6VQEotlJLNxyYI5npt+V+gElYAPXK0wUcD3JERK7gYoES4gCz2iiw9qnvn8YOxbHVhGOvNb2mfUkHxzgly9gEuclXxVBd2BAIEU6HDqCLSAAAVJrhWRt86YOnHgzlesBiwjn77Hbj1Exk04VzeubyaefvoB4CYg6GvrAo27maJiRFltGUFFokuQC6bddM/9g7FvNWAZ6SxoaRvnkz6ljMzp8dgC56vrL5aoGACCiVA1oFA9pYpUfapY7DUX1h/W8OfB2B8tGrBOt2W4uCbK5T5Z/dBvg8ykI8LeWa8O6+758cGSzxbDGUclKkrBJdtqmrS78iAJ8Smqv1RxwnnLOt4NPDh3Wu1u12gVZ+QLzHLgsnHJgncp/CQRZQI1qqET5BPkcgkylVmSquJJxqsiFfWS91IauYEY3I1Gog2tK1ZcAjzZNGXKiwOVY3VgGanMb2l/jaB3Zp20nzB5UTQfidda4XQfERlHXVOQRM9WypNFtiYOVhEE6Kt0uhe2rljxTuDFpilTnhmoHKsBy0il77FbZ2qx+FTfuo0J3bqNVF1VTjxnIcJ5KKZqUqPTvWoLUaFI+YQ6TdZXS9URM+SF62556Injjr0Q2Hz8k089PFA5VgOWkcqClraxoC86EpZpPK05D6xsO+Ks9zQsvC+SsOjlu/vQXOGlaxKVgZuq9+8qnzzx/N4bPhkCd5e//+u6qzJgdGjAOt2W4eL0/IZNSaKI5JInnXTX+nma6ZoLlPmLn1GZPUdMLkdZ21MSNcPWymlZhcWgiwEfJDtvWceEudNqszu1Pkp6tSwHNK8GkgBuVCAZdi9SLzjBOF4iRY4+LafoJ4m8BIqIwckCT6P6HFCPSNS6YsW0pilTNuyyBKsDy8jmOJ980nGQjJaTMr3Li45/sghOpG5Uu/o51831UgEUJ/nSXTYuJ8IzRuURQQ8DTOuKFSc2TZmyYJclWA1YRjZH9T37bKKwao2HKuK5m8vG1h0uImWqpuBVpoOpbzopXvKopk7E9/O47qKgIvWnQm/2LJToieOOveD4J5+6e5clWA1YRjbTAgqpBEUfBAM9QBXJ8nHtR56TS97xS693yXJQxfFcRKSI6obyE4//lvZsvRzVSOCjwI93WcIo0cDIr6FltPJZSr1OouCVp4/FcVI4jjqJQLSQo/DiYljVQvmDvyfRu+VygdcLWiFoErQc2GUGZynN39jVZrGMAL5lcNWoUB51kTS52clCd0JVVRFcCvhaxCXEIcLBXOsSVhOv25pE1QN2m712dzqwWEYA/wsSoUpltI1AC4emw25JZLeZsRuedb1cD44aQBnTu5zy4tY/As8Cc0RIEIejT95dAbYtsIxwbpeoGGdHE8FNJSeI7ycLvdlo7UMLgrV/eZq+TR3xg5zPgeo/8suW/dBNeOeiJIh10Ly7AqwGLCOcx0Hb438KglQLNCQL3VHK9CXzPVmIDBglUV1BekLjCr3wvZdF5TXvQzUBpICZuytgtGjAOt2WIaWUlfaMxXMuDbad8rZv5pqPMsHUacatqpJg5mEF/+CDJTFlSjyHyRgAxBgdd9/1fxVhSmmuhwp689xptZt3WZCAOLLLzWLZn3TPu++EdGbzlHZnzAc73MZou0NRjpQUJMAj3i2Ag1EXc7vA9NJ5Spx8bd5uC9qNDiyW/cny1pVHVjg9xxfVe0tB/cJ2idKidO8mBIVkGnVcTKocTSQZm135J6A5a1IaqUOEuxq4c7cF2bbAMkLJ3fmjZmfbltemGqrPLZs4NlM2cayWHTIRp7y8mGnrQiMDqnSt3IAECTAG9YM7iKIJY+dMNomqMlK15duAX+y2IKsBywjlLv/QCetnnvzmzl//33kFgm0aNwTG0TAMohyOGlKvOg2nvBwvnaJsbB1BY/2TTJle2zf1qEJY1UhYWZ8Ddp/Jf5RowIaXW3bKhqULk8D1wCTg/eMPPWLZIC+9AvgWQFf9jKubTjzZzf3lF5cBr3GCRJpK93VoJOI4eAdPImrbHEl17V/dGUfMm9Q5/4nVVbPzIvIc8J7dFyM4nu0zsgwfy1tXOsC1wLHAx6Y2TX5yMNd1z7vvXOCPgE7pmX9D5dyzvY5FrW8ALurxantx5BKXyFEcIEJBI9y/h3h/BhY7RPMENgNvnzJlym7nMFkdWIab1hUrPga8EfhS05Qp9wzmmuWtK2cDjwFa7vbdM7VpcqJt8bpTgfcXJdjoON6HFJAgQZSsIKyo1UjcZ1eXHf5tlPUh3hMZUx4BF81pri/uvjSrAcvwMr+l/Z3A+4Eb5jTX/3ow1+Tu/NEE4qgNcesbF9dd8rny3M3XHgl8woi7LjWm9r97WtejCmX1lYgImkwt65s48zLGTsslHr7971POOrIaeFfV1d/v3n1pVgOW4aVj0aOvBf4HuK121snfHMw1d/mHlgHPAcltX/tB57av/aBh5pK7DgK+gMpm4Cq3r8tNFLtJnXESxd4sRlkfHDRxVuOG+Udvq29+oPP48ycDV05umrrraXbAaNGAdbpHAfNb2gUYA7TPaa4P91Gx7wIuIp6TeiNwWvbXX04AQeqdn+0B6J5332QgWzn37E39F5XTfUmCXLpAoD1UzWl74clZTJj5eSeX8crWv1gFiDouZts2nHyOvuajbi2rr3wz4AYmd27ztieOKT/udS8MVDmR0ZE0wTJ0LGld1wh0TW+amN9HRZ4FXAmkiTPNTlnSus4HyqY3TewCWNDSNgFwZzc3rOm/qM+rfGcq7C4rLYJ09IKWtoNIHnqtYOoq6UoHmhdRQ6KYwdWQgpOclw9qZoA0AjUG74LmpkmDWjLM6uDAYlnrmjqgb1rTwTvPdTHEtK5YcRjwBeLwvluAdMeiR12gsnbWydsAcnf9uBGoTJ535fL+64rGe4snYUoEUWXu/Jb2Kvwp30Z1agObAgmLIm0bwXFwU2ny+BvWjDvJA5kCjAOumtNcd+Ng6mg1cGCxpHVdFWCmN03s2RflzW9prwF+Trz6xNz5Le13pp2+TqAG2Dat6WDte+SP1cTP7ZKyUy6IO0qNOYO47RBEZi5vXRlw9AXXAidWZTcVvMb1Mi4qokbxKtJoRVVv9uCZy3Dc8whcE551wbX1h5/w6cHU0WrgwGJBS1s54M1ubujch8XeApQBszsWPXp3X6J6MbEGOidOO9z0PnF7mngq0Ivlx58fAVR84NIjen7yq1rCUIh9idTi6ed9AXhz1QXnbGv66JslvWU1tG3EUcVLV4Uc1HSHY4rvBZza9pYXy065YNZgKjdaNDDya2gB+A2wDlg3v6V9l/Och5hNgKKaB9Znf/3lGUA7sDX76y9f2D3vvsuAxcCK7nn3nQSwtmWxkyR7jCNKgrxW0H0bcfKDCWKiRhBfAPI5pJBD1JDuWP3W0hrdGaAAbBxU7UpJE3a1WV5ZLGld92WHaL1L2LasddVu53gOIVuIUxIUgE1LWteNVWW9KltfXL7uYwta2s4BlgNLF7S0vbn/ovbkpNPzbpqikzAdiQm3EXdgTRG0FggEFVcjXA0RIDC5oxMmU4cxGeLf5OX/XpVdsBsdWF5ZLGtdcznx72PHstY1x++jYrsAVaUIbO1Y9GhaYYlC+9ZFj16fu+vHs4GVwKLcXT/+aP9FWU2dF6onRkXzmrgDOB+YIWgVkEpuWSmiBqIQCQuUZbZMOKhn0SzP5PpKJgbseH0J2xYcMCxpXXeuKm2qbF28fP1b9lGxOSALFIGsQ1RQeEyhTeHOzCO3HESsgXnAD7a77vXQvyKkPgScAJwElIuaWiprHOfokwgmjscfPx6JwvKylQvPc3o7c8TZnZ8bdA2tBg4YFrS0He0QbQkk3/bC8vVX7cOit2qsAQW6FG4uaWDetnn31wHLgKeAl5b4qvjAe15f/u6LcMY0kH73RS8CjcBbgXTXLfdNLNuy0hPzz3FEKeQ82brpCi3kIqAPGHDlin9ePDo0YEe6RwXRRQKiyBhwHgaOGq6S1rYsngxcGi5fvrL31ltcjEnUvO61i/H8jxIWywFwnC8Dq4h7rgxwJvDYQc0zzdqWxc8BzSIUkuQeBxqAt5pEmROWV3tuvg9TXoN0d6GOS1g9hmx5o5vIdf0qKGSuLT/udR2DqWd/0gTLgYFo9CFPih5KhSKPL21dO+7QpoMGCL1+eSxoaWsE3g9lq1OSiwQtM8jSCOcSB9MgAqp8BvgtpezkwFuAWwGM4z22KT3tTOLG6U7i3t9CpC59JIM0GdcggKAoRlwEdQPNPlAg/YnmpkmDdrqtDg4c1OhHfYp+hONH4j04v6W9auDQ65dH7u4by4EPj1fdmktUdbuFvrE9Y6a1hkn/TNcUp5aiOK4AWonfIwLgQuDbsQV5KKtlzcRzKH4noj2Aqkgmikiq67nxCvWKuh7qevhacMblWpeuLTvssqOm1T072LpaDRw4qJoPOqK+Ihh1fr9o+abaWVPHDhB6/fJY2LIlAN7vAAZZBzITWJmQ/CTghJIGzjWO9xrXFD3iaJA3AR8smXgIOJvY8f4ZsITYael1i7mEoL7WNOCEWcj1IcagIKlNy9szU4++uP7wEx4ZbF2tBg4kzJvLnL5U6cN3n1++4e7Dp44f7PTPPaLthScFuBRo3OQfsixl+g7KOaltxvF6atl6AYDCkZHjv9YnW0WsgXO2M/F45UeuzFV+5EoFfpb5xU0bgQ6gMjGxwZdkIqGugbIsJoxwfBcn1yummM/TOP4C4C+Dreto0cDIcf8tO+X5lg1XekTiEuFiAJ09v6W9fqjsZ+++cVr2tuuOyd30DQFQeEjhU/l5836SX7kqkV+1hp5H/vEpytLa32lryqt94JvEPcDbgJu6n70/6H72/jsqe9aPT2U7vg/MOKh5ZlfDYcf9GjjBMeFVWl6tUU0jWlZObvoxUb75yDCc2ARIWEjV/MHbuDKT+/N1dYOt+2hImmDZe5a2rj5LMJUo/Y/gGGDOUNlf2LL54OeXbzh5Seu60u+h3iqYzziYnwhUSLx48LuKJu6jVIVIHZf4RaqbOErjB1sWPyNbFj/z0zHFNSfXhJv/FzjsiObGlbObGx4EZgPvjiQwRQJEIOenNe+VFQpeCiByMLcCm1paV4/Zk/pbDbzyWbx83cykyUxLRr2ko24ESqarAAAgAElEQVRcLaaAc4fKfuvy5Y2rWpa8Zt2y5z0ANeb6KJv9nEbRdcmetrFBroeqDYtPy/oVabq71Hnmb9DyAhpFfyJ+iSoAXwWY39L+BdB3gN4JzD5qWt2Tc5rrFwOHeYRvCXLdKulyqKohrB9P77hD88W68SCOCaLcXROiVcs2vzhv4p7U37YFr3xWLV86LiB/tqfxqg+gLgPmfhk8C1s2Vy5q2XTG8y0bSx2p+knQr4F+XdD+zMnTQrzpoAYUQcklKv8CbCAegPgqQO6uH1+O634Wx3kEOCl5/gf+b2rT5M3EiTL/Q1AjACJkxk8nTFeFpR5kFWMeT/a2Pd37xO2Tep+4fdAPsNXAK59lrWuq09pzlZiIUtJhIpVBTUEYDFsXPpLcuvDRM9sX/SOOqFV9B6rXqernyk3X6d1eHXmnrDHEe0OojnrFLH4xK33J2mXAQuKBhu8C9F7/8dc1/+XaH0958PsL/L5t585prv/+ecWlWeAw4PxZv72mzdMwDgmvb6Rv5vGROC4qDqhZsmn8UQ9uGn/UIStaWwftp44GDdiR7hHM88s3nOOK+VH/51D7/WJ6h8J+9t6fXUl3549QJSyrerJl+ap3JOBgAZGx4yLx4sdDgmBBWFl/g5NMXyYmonPiEeOLqepna7tWpgGtnHu2dj97/7nAaQLlfpi9og85eHXLiyHI38WveCEh7n9JVHQ9EwKCL8ZxJVL6thaDQu8t/saVlcBagNyfrzsv+YYPP7jbyosMaa+WiHwa+Apwvap+cKDzLfuG1hUrjnDhPkTj3McqhPHP1gBJNQbHcy2bzw6keE9Q7BU/yq5c90L7yalEzXECXogTQinRPrLW4P7CqHxFBEcgCKRoCupXAzK7ucFsWbz6cOBigVSg+SsSktMly9fW5DV4QHEWI/IBo+IhEqtYhIIkvaL6xWTU92joJlqB9YDb0rr6suamSb8Z8AaGUAdWAyOTJa3rxgm60NWoNDYMxgg4tA6F/eXLV8wMTH6Ra4qOa8LOLff8bkbhgUfeYHK5wK+vNdVzZmHEIfKTPcbx/uwsfCLvZHuS0rk1KqqZFRw6fTzgJM+7Mprf0l4FfFoED9U3NuimLeuXrp+Qd8ruTTtBa8r0vkv9wBUBk0gRpqrIVIzzc2G+6JvCEhFuJZ5Kldz84rwvjZkx9ysD3oDVwCue1cuXpoAVLsYBiIhHjEzpnWFvWdiyZYyDWUMcsZFftHzjLE+i9wgkFbSgfn+Xbxip+5dAih1APRB21jS9seHo1xza98gf3bJTLuhfqeJ7QEpFTg7rxl+Sm//gFyPHu6va9df1BVUn9SVr/WS+C+N6iChaXe+FfiJywsJG/OBLxFOM6omnFl424A1YDbziWda6RoJCz7KKYkcSoDdRR9YtQ3FWD4X9joWPpIBNaFTphvmoc979p7lecIWopgAcP2U0lp0qzkNBlFviajgDMKkovLD8+PNP7H3idrd/PjfxVItxbpivrF79zFsWlFV/ArhnwuJHN07perYRDccBqOui4hGlKt2tTccbP9vV0xvUXyEwH5gKPEIcTbt7RokGrNM9srkI4rCJ+MUfgHfNaa7PDYn1MHw3lJYsymeO8zX/I6+3K6xZ/5xvJiTcdcfMvTaoqZzdcPT0ChyZ0dZ0UjdxYpC8ExXzwMHETkKROHRKgN7I8XPA2wAP9GJBjYqYQqpaQj+VFTU3JbLbTiUOu/XdqPAm/OBEivn+UN23Art3uhHEHTKBHQ+8l7inzjKCMConCRpndlUhwqVg/C/MmjZ+08BXD4ygFwfFjNT3rACYrOLekvPLozLT6wNe1in7blES0z0KtdWSvyAn6TXARBEiVbqI19RuJ57zt444+iNSJIPIpSiBJ+EFBQ1CUEfFlYym8Sn8NMI5pk/LDxtXWOUL5mQTub/vTI1PEjdslxC/cA14B0OhA6uBkYsqzQJu1k2Tinox4pKV9G/nNNc/PxT2BfM6x4ROKt8FUB0Fwd9NNpsEKLZtdXLZws+9wGv029aOGdux4ePFbM/TwPGiJgTaH3jDd8cB3ecVr+wljvrYCNQkyUaCuRRI+Sb/hlD8nEJZFKTpbJyeD7Kdv++tnNBUlMQxSbIJcZwZwF9R9RFJEGtgYKfbauBAoBZI9nc6gSFEHp81deytQ2NejwaC0rtWAnhCoEbiAsUlusdg+jz0IBG+jnKvCBcQ+//ti5ZvbmDcq8JZceQfxM/QYYBEifRlQJljwvMi1+/zopwX+ikn4yUyfpi93S9mGoCTHN9P4XvjgX+gKiUNXMhgnG6rgQMBJxn1NvSP2XphjrxTtVqQLwyR/WZUK/18hlIUyf3qeEZESmMEssil+EKZk52iOF/zTf4WgatL125a2LKlhrrjvSOgrbTvKaBewek+aPZ7gQTwWiATiRt5qBuV12Q1LN6bqZrgF7yyM0xVZTJfOaayV8sfKddeT+I16s9Y0dqanNLUNIDfMzo0YMPLRzAKS/Wf/0ZxTp7T3PDbISvA87+COChQqBmnNW1L51ZtWuyJiXCiAg3nvOrqMXOaznKLuRPcfN9v0p3r3gxcA5xc3bPm96guARZ1z7svWXnUmSuAI4GLessabiFujAQIIpwo1b7arVy3kGTnxlWFZNVHMpXjOyIvGQEhSMKkK1PEDksf8MuBqi5DtCafiFQRz829lH82mJYRglFno1LqdFIHkPfMmjb+80NlX3G+55qiAXBQVOSIhMkG/ccTJvdfSbKv9Ske5xL+IKmZjxBr4Kwi3sdBW4CVC1raGhpnHt0JHA5c3B3UfZ2X+snEA9STYj4heTwn2uJq9MEyk9lUH21UicctfUejMcRRLAXgusHUf3c6GCxWAyObvAYdChqJT69XQ59b+b3Z08a8Y6jsK85vUAoAoookU4cUCirFXBG/PIW7ddN73L7u12GiY4nCa7zGxpuBzwIXPHbNX19FnERq/V3+oc2l1TVmA+9Ia+/75KUyxAECo2xVVYpBOuqsmvzhbVLfEuIhGJV4EKCKWAMhpTDFgRiKtsBqYMTzL5nKDd7fZ02deOLQmZe/K3RpaTxblRqFrGr85iWir/VE34RwrMIHQrw24JPApTkNBHQtsH7R8s39dToduDisanwzrifx2sQiQJlfzHZW9qynvG9LwomK1wT53kfFGInD1XGIByvaiduPGwZVe6uBVzzTmg6OIi9h4icScm7ZmiObJxxyZHOjGaIiFgOrSs8hQJB1y/L95YnokWkne5GLOd4jfHt7YuIc4CPAhzcGhzwNuh5Yu7Bly5tK9i4GLuwdO/2MQnm9ob+/DNK9XlVOVTGOl+yrHPf9vlTdbaHjRRFiMlomBkcVWUGsgZsHdrhHjwas0z2CEZxfSrHYLvmshup9Y3bzmMeG0n7qnEtv3zb9pLr2I868z8t2425YWYNG0q+MRKHXIYrAGDQsSirfeUd924tnNKybd5Gb6TrX7etOoOZgYBpA5VFntlYedeadiTB7lx/mHnNM9AdFtokJ3aCvMyGqeNmu6ZWblz4gUTSrt2qCH/plBUS2kkh9AKgGapJv+PATA385cSjJrrY94EbgFlUdYGTdsj8QkQckjFY4hbyqyk2HTj34F0Np/8jmxmfL8lvLBG4qugmTSTWkQ3Ff+l0U1BE1/Y0QeYKbQnXf5hIek5Lc+1KSSwimHDgOoHHm0RsaZx59e5+W/T1U92GD3CIabklLr/qEFZ7JkSh212QoexQ4TUQCI24EdAp8jDiksLq5adLtg/yCrAZe8ciSovGeVhNRNM4jIvz3UFqfOnXKelGTBG5wirnCtptv8fu2dPqZLd04ZSlQlWJPhmzbNkwY0Tlp7jfXn//RK/OnvXFsYnzd14hDchPAGQBzmus75jTX/99WaXiyl/K/FPH/nHPK1lVvXZYfs/aZuqrNSzGROhWFrQ+UhT0X5yhL9EoFCl0C30VkPFA9ZsbcQTkcQ9QWWA2MYCZNPbSbUqJKhWUOcsZQ2j+iubFHcWsMco1RMoJIpE5Zf0y5hwGikmNs8AivVOVTkYrvYn7rEiUEkyLOWE7yvCszyfOuvL1j7GELsonKP0eOf1fRS7RE4mTdqDDGQXHzfVq+ccnNTrb3c4gk1XGLCt0CfxLVqUBV+fHnf2JQN2A1cEBgHO87fYlqMomazer4s4fSdu0Rp4R1R75qMsjlofid3ckG6UyOq8l5ZbhRgcq+zSQLndI/BJiU7JmZRM03Mn5FmHYy95RLT8qjkAD+E6D8A9cWyz9w7V3Z2acuSkvvrxOSu8+jsLBu25JM/fLHGrz1rXQn6tQLc9eXZbdeD5IGKYB0gzzRq+VHAdVTmpreNqgbGCUasOHlI5ix7QvnpIrd1UAI2kXzBUNexvgjT+jovv4T3zZhdDYoUlEJk5qQTDesbsGoYnJ5nMBHenqS9PW8GuTVMvEQNEggYbhO/WBJv70ti58ZL3C7q1HSiaJsVlNuTetTCfo60WQZuJ64fV1Hl0et2jX+8EymasJN4w894r0vp+4DrMlXLyLbLzdwo6r+y7qvIvJe4jkj73w55VuGn7rO5VOCsO8gYg1kYdKQl9F41Kn5thee/LzC2wIKuJEhcv14/qwIBgcBDA6KJIEjFPm2I4oquJhsiPNov70FLW0JkL8V1U97FAspyRuEVKLYS92WF0HxO9MTjtHyNAi9kZd8smH6nDMgjqEknq4xaHajA6uBVwB1Zku9QzSL+LmIJjQdMeRZ+yfMnKPZh2/6rMKV4dYONIwQzyMqKsYYNj++EDUGtzxNaupxqYMX3DrZiYo/P+hNx9HyvTsQ3zMmV7jrX4yKPJyRygkZKIKag3o3pgQIin1UZzYkcdyj650c693mTLdXt66buhlzmuv77y2zJ/Xfm7bAamDks2j5psCh4tVgigYPkGjAi/aQI5ob9fnlm76qKp+J9zgIkZbWmi+NUCkOEcRZmlPA//YntBLVUOH3O5i9rRBUHJMPKoqRuI5rigmMwS1m8Ldt9sWER0nYjXp+n/qJjLr+5Ipjz+t/9vcod4/VwCufDml4I2hREQdxhmXlispjz/3pmmWLvyoYqaAbopD+QeogzFIIynFNhKPFRM2GFxJeIfOLTOX4qKexmYCChhrs2Fn6Y1fMW1zyIYJX1d4SCApRSNX6FxzduuUwP1Wm0YwTc/lEVTHt9s1smjJlfXxp4x5NpR0NGrBO9wgm51d+J1ns9hyU0An+E/jasBRULDaoSEFUAy2GqOsjnR2gSrE9/huJ4IvguC6KwuZ1iOcb13X/m7EHF/se+ePHFI71EpW1eH4yDNKS7G1Ppnq3iZ/pjBdHyucglUIicPq6AV5fuXbhM7nWJ+YCC5PnXj7oH5F4eYDdCqxdVY/e9fVyKHGm0VNUtTDYci37llxQ+U0/zPoOBiPOm4jDfoaDRqAgkHA1JJQ4wtzgoOIQOS4gBIQY4xKqI3788qWeFL94+NRxnWtaXrxE4fyaQtFU9m0qj8SlJz3O9xxD0UkQ5Hvi8F2UdL6DdZVTqDHt785K2V82tbTNBRbPbm7I7kmlB9CB1cArgKITfDphsqnSfNZThrGoSiAcc96rg833/g1/7FjKD6kn3NaFiSIwStjVQ/qJe9GGWkgmqBsTUX71SepUVPx4zCe+u6bvsVtfp/DuYrKie2yqdmLeK5OMVLqC+kUvhR9mUQQxxTgcMIooL3Z8NueW/3J8tnVO53yWV895zR4tAbU3bYHVwOjAI3w3pT5JIWqO8CqI15Af+qLA6c+jE6kjJSebeBULg2zX5RXhvPRZ4c5ZU8fMX9iy5WTgIw5he1rkGEE94qzkrhcVibwkvV6SGmfdSxOQFH6Kmq/4nVum5u77+frk2Ze270mlrQZe+Sxs2XycQBPxair1Js6JtGg4yhKM4xTzlD/3MJLPYqZMRytryCWqcE1IKszg5jN4xSwCpLs3uF7CJxJ3XqMp3P/ssqMPB64Rom1px32jSxR4UcEJoqxbrKjHz5V+4tethO5OcBxJ4d2dn33mVY6aypWty3Vy09Q9SpY7WjRgne4RTGfZ+A3l+bZprinSmRp/S+UwlJH783UX+ZMm/b/i5rZIRXCmTMPdthn1PCjk45YHQBUtrwo126v98SViogQm+qLGIzCfA9KJfA+RSSD5rPr5bpF8RqCUedqJQzxKFrfVtj7xJHECthrgaeC0wdd8r5MmnEAcyvu89HdVgwu8SkSuBNKqmt+bAix7TyZZtyaV71Qvyklvou4vw6GBBS1tr8affEdV1G5SJkPkBoAQioviUhQfF+1PaKgihJG6qkRGhKQgn1nT8uIDwA0CqfLcFnyTj39c8+3kk1VOMsoQ+Ski18eNinSUT8aIm9/qjrlHkceBJmDdgpa2w2c3N+xBD/Ze6cBqYBQQSrDWo2BcIqcowaDXr94TuufdN4uK2ocknzXewZOo/OgnqchuQQo5vLbNlG3pIrtuE+mxtXG25Xw+NGDC9q3igk/3tv/qfeA3X3aSqT8KJPxcD5GfwjNFTMJzk5kO8cO4P0k0ws/2UEzXgEihLr/xNhXnd8CpQG/n/AcPrZ7zms7B195q4ABgK/E8f0/QDbOmjhlyh/v55ZsmAo8hqJZmYPtESGmOa6SC8E+P2yBFg29AfcABOXdhy+ZxIPeAljsYIlxcIhTxHI3E0/inXRH6GicTdLehQTIfpatvLtuw9AvEoblh7r6fH5k8+9JVg6+91cArndL7R0jst/URz8EeUrqe/WsV8EgFVIbtW9Xt7RRRQ7h+HR3j5xDhaGByAmD8JCpOKGpC4ycDRyPH0WgGcDTwO9AmB8hrkoAcFWGPJ0BUO4Z84OMQQtdz/TdW8Fe9eLNz5OkXAl8EdGXr8tMmN019evC1Hx0asE73CKbolV20suGEzwErgG8fPDzFfN5k+hL59XGnklfToJ6HOMkUJkhCovIW2jefxUGTyqLJh7p0bN7k9naUk+1Lq0iofqID1UmAEBYVxxH8BKIGQHA9SKZi5z1ZhvH8bRKFK1DzbVFWY6JSRC2vyt19oyTPvXxwoZMyYCjJQPwZeGaHfb8AWoh7vGyP7wjAOP5/b6mZ3kXcyHx5/PAU82lHTFo8h4KmXpq/DQ4qglfM/8HT4pnGC9KC8SHqKkjCc7VYGUT5MHSCLaF4h7saCkDRS+GFeQTVyAuc/pc2xxG2NU7HMVHWN7o0MNnvhU7wfELyh0S45DVxCEgj8YoAg2PvdGA1MBoQ+X7OqygnHon+/DCV8j6FOhIpDI56DqLFkI13P43jezSce86d9R0bjg83bKgkSAbRjKP6ulINob9ybbVEYYjjbulraDox3bPBSH9HrTEIRo06EkR90L/gmQioMaGbWCTZ3p87f7/nz7jObGbOQcYepIjMAB4fdM2tBl7xiPAn4BNAM/ClYSrmrQpjBQIw6lEQwSDilsYe9EmDM8klqhE0cKEYUehFnVoTxzDlXczREW7R0QhPC6gjhPEqkfIvQ+RANlUdqecvEaN/SHVv+qKKnCGqKGQEjgVWDbrmVgOveGZNHfPkouWb3wucDHxz9tSGIZ9iAZylMEXAc5IJVAQVDyoqqShuo0CwSkUcKeQbKzpWJhEx2xqndyY0V+tq6AKecfypjikWxYSmLL/NyaXqoJgHNWgpXU4+XYsXZglnHldMvfjUCor5v+SPP+fc8mzbuwpuUgp+eRGRU4kH4wbHKNGAdbpHMHOa6zcB7xvmYu4odnZ9GFUfoLB5iwTTmnDyfWgyjTeu+k3RYXONCh5RhFfIjJMggbouJihzJEi8hqh4uhbD0OntjECc3JgKxU+oRjlXEylMLqfiBUiQ6hVMtfHL5koYfodCtna7evxy0A43gAiyF2vyqWon8C+jKSKSATpUdUiW4rHsPdObJnYDHx3mYm7zKbxK0ACcUsocD8RBTERltO0CUNWC4+SDNB5hvSJUhF0ATsJkZ/X61TereBFK1JUap1m/CiMu6nluIsqWrIKo9iaivnJgth/mv5NJ1NY6orgaYXCeLBLs2frje6EDq4HRwbSmgwvEkUTDyT3ApQoBIhJEOVbc/Bhtt94PgLZtPu+gt5wifv0YonQ1Kk6ll0yQGjcGk+1z3LLU+Kwxd/Sl6qOy3s0RQNDXqWGynMq+zW7GryLhbMYJC5gg1VtMV5cbNzgy7O77egpNUizCshdg7IQN4M7bo5pbDbzimd400QDfGeZiHgGMAknJldZ1gag07C2qxykOgtFEsVdUnDJ102WhBLgoqlohwu2B5k111G4AU9AEGa9SRdUXRIt4eKaoBcfvS+e7036u+zBF/gdA/SQUsoBkQf+yRzW3GjggmDV1zC8ZxOo+e8HTlLpLs9UT6Tp6IqlcB1JZgwAJcpNRTKp3E6gRhKC8d+PYTN0huFEeLyy4iPxmYnYJZRuWGdBQxcVxHdRxvS1jj0RcD8/kDEXyFVtaE1JTfagpr5wqahRxJYhyFL1UqOL9YY9qPko0YJ3uA5ilrWsTHP6GedWFu6+RTVv+B0fKCocdh5EMTq4PKRZw8xlHRZwoVYE6Dup4YCLwAiSRRFBRQAp5V0AUJch140Q+oLB5PU4uKzgOeF6lBH784uUGY1RExXUF1QISNzyDRYjnl1sse8Oy1jVOmcNGY8yngM+oSG2BBEUJcIgoPWHS/2z3I6oGcP65biyouC4YfAnRIEBxACHnpEAhcnw8Uyz//+y9d5zdVZ3//3yfT7ltWjKTSU9IZiY9MQkRl6KLgqAiLC5rb19Fl7Whq6DirruWr1/bqou/dW2rrrpYsHfFhiKigCQmISSZGUivk2TqLZ9y3r8/zp0ArkCmwMyY+3w8bpJ7c++558zc1z2f93m3rHP5IaLTVNVWa/TEOVP+x5Vtc0dUJKumgxpjpfz9j0sIUZrJXxM3z3uTGm9h7GeIhypo6ir3x70DwtFDkCSYXIF0fjtWxBpPjJfPoWJALUatB6iASBpjbEJoBykc68SUB1ExVLLTChJmxdMY29CYV7DieTBtemLUXtuw/qkj8irUNFBjPMiZYsaqvLGs2avEtT89iar7ps+l/dSXjopR1xG1L4smQVj9PnfP9UkMTgO+rzGIh1VLPi1KLhlEUBGb5sNSr5g0ci+BRMMMGoRWRN6VO/eKEaRX1DRQY3zoq587zaTRW4paeHbk5c7PSlmiQo7wZGqQ4qWxsV5w8jWpl1FERMUHiREQPy4jqCdqUbWIF6Jqae7rBj9A4siY4kBW4ooIYAb7PVq0ouCrGBX41Blt7XtGMvepooGa0X168zlELutd9RTTsOn2HomiXHbHHYPS2iJEpTqphgMGaUyaKWD9gKGZ7XGu78B/prn6l1oT2MzQ8YwVyduB/tSUBj1pahayOUgixKboAyofpuKdDN212bqySaLXSBI9DpEvZy++8tRDasGZLSPoRXwqqOr54zpgjanAO4F/NMZIWfN7gWkWU4rVrwTCNF8SYhNiNKXk1eE84SZO8D+uQwPP9zQJBxvnKiKNqlijKvnKCRMmJSp+HhAyyRCp+BzNz6dispI1GYymxF4mRnlVilnrif3u4ra2kXn4YNx1UNPAacn/Af7DlIc0+cm37kuLRU061kbNV72gV3uPzwwrA8x/6ko0Sdz3d7mEjdMY5PO9y5749MK+bQ22dV7Fhrlm78RBKwO9aDbvaa4eiSqYuISxLpdV1ILFKG53GWqcHw9seNbrZ/TtWCHzF90MnFqrvAdS00CNMdJ9770XAt8xoprRcrexsfVJ0grZI6kxc0EwYsklAw/I61bNxkM3FoOmMwVmWWVIRFojQk0ksJ4m/pCpB1W8atXzk68VY7g/dzQF3gbMRWQLLqx1ZNQ0UGOM7Om8ZyVwq/VCzRDvCbAWVFPxDw169XPr0wHxkgpeGqFhjooJSLxQT9Qv+EXBDs2wxrQZifs9TWfGuSY1uRM2KPUHca6RIB5yhQiriemiFnxfwNU3SDN5mwwM/nta1+Slhfr9iHx8xAuYIhqoGd2nNyuBQrBrW0WSeB6qYvfuqdfGunJ1d5BhT56JywTlfhWbeuVCy4U9zctdeedmXjznl59eIUn8zwqeVirg+ZihPvfKpunYwQFsJh8NzV5Sypb7Uk+T3yOsS+unfzKFT9afdcnvRzP5EfYirlHjz7EayAMWkQ4BMar5QFIvVj/J6aCf+hkSIMUnMRlVxGs6suOixuNdBQHqD3e+ffvSK44p8rHAlgvTE1fRM5MUAbcXeJqSs8V0yKsfHPCbNKOVjT7x/BylT6D8ZF7Hqp+NdgE1HdQYIyuBjFYqYoeGVoqq+Ds2Zjjzgulz3/eWuH7XRt8v9Qtx5DpQGKMShn6hfOxCyaTTpK0D4KuZPZu/7sWlHwjkdagfTVO8noOQJGhDIxKEWM9XLQ725Y/ea/pbl97dN3NZyPwZ1w/MX7sFeOP6Jc2jaodW00CNMbIEF3GU9TVZExIhYDKUZ5fJV4BMhpTEZDBegpfGasUjDTNP9kjrECNGuCtVeS1itvX7LZnhD7JPggiU/Do8GyNqiSQ8Qb7Zy5V67/Pi4nHEvAeRA8C/5s++3I5mATUN1Bgji3H19AvAUlckXVBlbsk0RMZq2KhDzqoVIc3WcTw3n9iEjy979QGIEHK8JTnYBvQNzV4WoCl+pYjfuw9JIiSpYMM81s9ixPSmM+b7itk/ePvtnbbze28E+oF1Cz/xzVEVLZsKGhhTJaoaU55/kDTe7mezm0FTRPAKeYYWrCLN1N1krd546Ke/Yf9XvquVrntvEpuWBEy20r/SaJLDVfdbGDfM8DAmQIzVMMRUhqBaPEpE8AKfII3CugM7Gir1M6aX8s1rBOqAAFetc+SIq1T4ULcaNU6Rtyr8UVW3ohqpVkvzK2LgNxWy/+MeEmLJ/DbRILb4RtJkGZCp3tpCKmk9/dlAEquYanl/Qyo+ClgxpCbwPGy9Z7QpMcF6YB5OA8/ct3NrdlSzfxgd1Khxih1CgccAACAASURBVHxI4XeEmR3q+X3qB6RNMygFjX4k2TvLc5Z8UWfMTXT2QioLlm9N2teIX+yXsPfIGSYqhbh+xe3GkwjIqqqlPIQ5uh/KJUhi6D2BzRZIC01SN7C/yUujhqZDWzcIeiZOAytwLXBGTm0vqDF2vqjKL1XpjjTYA24fsHjGw3aBfCHWoDgUNNKfnbGvlG3qj7KNgphWT9MAp4FFVk2sKr6qa9kynJLk/jQMhM0MhM1ktTQtEw02WC9Yg5izEAmAZuDxo5p9TQM1xs6PFb6tsMtitihVDYiIwR4peo3/E4eFY6kJSE3Y25Ob220klTrta8jpYAhkgXmZcm8aVgbSbKVXPZuosTFSKSJpgikNIWoxYsEPmqKm2XWV5nkd9r6udbh9IAdcOKrZTxEN1DzdpzEL9tyyh/4TbSRRkK5bc7hk6sQ0NbSkjTPSnlntV1b+6XWXAJcCuRPf/+HM/GtfWUFtPso2kElLvSW//mbgvwbWXrg5f3CnkbhM0jqP3OAxwriC2vubUIJikkgAKkF9a6504qigWeCzo17A2KqX16hBircv0HK7T1KnSLGkuS5FFgPqif1HNcGsQW26HKhTpB1lvyqLjrcsI6j0l/Ll478D/m+e4lcBzxc4kZtJIR3AikciftX4NvjEGE2NdYZ4HXAfcAbww3lLVpVHvYiaDmqMgXjmwiOJBIuMJnPk6e1J+Xj/nZlpDevDeDDpC1veGedze3tzc58N+Igsn3PkrltNXDlXULzSkE3C3B3A1Wljy3WSK4sZ6BWplBB5QIMlY7DZLHgBIKiABll/WnRo8/HMnBXA3bguHaOjpoEaY6Bt8eKBrV0HZwJtCFoi/YVH+uRIMrGIXm9UvwrmBTFZYsm2BhJ/yyN9rsUQE/ii3CXCqy3ei133bnV53sMB5cNR5SKAEERDeC6fW0B2gq4GeoDbR72ImgZqjIEFHcvj7q6ugsGeAZBgfmiwT0vxUhG9YWXHnOt2dfYPlYN6EAlQ84OQ4tUChERS0XSbFe/Nvo2fo8QeqhKmCXGQA+6vfQPDiauA63Jk7Ppz+83tv2oFSsCoo/6mggZqRvfpTJpeQBIFAnhhMLPgWaR4nFzXbTlRLe92F0IAQ6je0T998TsF+z/qBeqTfGBp2/z3AezbubXCtGbCch9huZc0UyAyhqDYi/gBWEtqfKKZZ1D06pLI5JNK07LzZvXeM1B/1iU9o5m6yJj7dNeoAbDSJ6kTVTLJYD7UobZ+v1lS8cNIw1JWKl2IGFwbl82R+v8M+kv8gt2z8ClfWtsx4yoA7dxZEucQRzxDn2nGtxXECCoegUYu8oNUrXopYqLIy70ok5buA46OdvI1HdQYB1o9TeaIWrLEfl2usoHyUeoqx8Ljc1ZHRRoPIhLhQg/3+4MnXgTcrWAFva3+rEsuAhj4/fd6NcxK2tiMP9QPvo9tbMag6PQZWJMhzdSRLFiRBuUBtNBYmRYfeufxzJzfAD3rlzSPKqy2poEaY+XuroMCrHeWcioGnoJ4BCRhAr7FKwJHgEag1GeaX4fqRYoJQPahbFjT3qqbOw+vEKrFa4ajpqpGRjWdFTCUvYINkpICkfrB/0gSfQHoLZx9eTKa+dc0UGM8MNinDRvEnvu3MSTGwxYAELkHWAZohsoHUH2WikwTKDXQu2F++4pS/11cqKp+eGQPElcwDTMoti7CH+xTIyqKQY1HMTNd47DBWt+P9a8v+SW3/+o8YGjBKEPLp4oGakb36Ywx38cPSprEOQ0ySBxVvRMiQNPSr/7k1l1vvery5PjxGa1P2vCz8N7f3aaQifNNHxmcu/L9J4dJkxdmyn13nsz/Tir4celkOU8t1FNuXmgxJkpM5t2I/KJjyeL7XArJ6JFxLqRW47RkU4rXk00HW4K0AiANyTF6g1aA2cvb5t68tevAhYIu88R+O2/KP1Ula5EvVzT76uFByuRelpHSvmqpEDKUydoiWIhMhtT4eFiLK5rzPhFuaVvcNqpaBn9KTQc1xsihSMIdoS0tHe6x7SrcKMCCpW3zf7lv851PTLzMOaXMtBvvWXjpF4N4KF8o9/xizvHNlz1gnOsUeR1+6MXzOlxREFXEefQQEYqZRmvzM2xd6dhHfRvdJvCt0eZxP5CaBmqMhZXts3Vr14GfKXqhh4UHfZxk4cr22cndXQfOBS4B+aZi3oUwDfgjcP6ajtZhX/Z/g/6HquSl2u8iwScgQRWsSz3Svtwc62ny2ULU+1vgi4VR5nE/aJY1DdQYI6maL3gkf6/iIejJ7iziIvKINHiawT7PI/1hQ+XYS9SlyO2J/Pz5c5atLQE0rH/qzw7eecuBTBLNFSDoP0qpdRFepSheuR+SCgONc7W/bnYKfCOU5FfAZ0drbD+QqaCBmtF9GpPUNS3XfIOQxirGE4kqmP7joPqh3GWv6h64/Qcvm/63l30CUP/E4f9HXGkV8MJi79/NWbrm2t6NvxDgvLyydnhMM9iLN3ACPB/N16Eirk1MUDCJlwlVvGRZ27zfjXnyIjAFTrVqTG480jMSwiAm1AzFk9U0E7zvAL/e1Hn0IsH7rsEKMMtIulQE8dBnrW2fkQIc3L5pQ0HCZbEJBCOgKb6mgLt2821M0TTgS2JSjFHxW5ctnvfTcVlATQc1xkhw4nCrDw0AabaADbNImlKsa70DMV8p3fzltdPhViCI/MKse1vPvTAOCvQGhfN76xcG66Fc/vZHV2hQWBLNXORltIKKwdgEEcFK6FqKGcEIBlFTzE9/3Lwlq68ZlwXUNFBjjGzv3pf3ReeIugrjtuqdtsi9IO+/p3v/fIGNQAG0A7x/qL50CTAH6L276+AiT1iukAGpVrVxxPgM+719VBD8E4UFF8x63DlXjcsCahqoMUZKv/iimQMdAMX8DHpalhMSoXBURF6zufNIg1LYBLQCFzTQc764S5zmTFJcBuzq2XrbbGCDZMKCeiGkEXG+iVQCUhMyfJqlxpeQyC+Rv3hQcy9d3T5zzAb3VNFAzeg+Tbm3u7uhwS98Jdd/MGvKQ6gfYnMF4jmLf9d45kXXAljxrjaahgoUpy+4pO5wp8XlXHytOszrgf+L4KkJUtLI8wf7VEA0TVFV4mwjg41zNPWzYvEMsG54Dju69+aA8tK2+SP3dAhTIpSkxuRla9ehwMN8xWAbI7/AEIBayn797qyJn7u0bZbd3HnoFXlTzACkeP8AMoQrIPgDgIPbN10O3OBrRKomtuoHBtFUPAkQFKViciBCIid7Wz5QA1kgWto2f3SejpoOaoyB0i++KIj8N6qzBTBRmbhxBmr83pDk6TM6VlSKB7Zcjtq8AL5G1wC7gfnAFmCw/O2PngXcHMRDttLfFyWN9YEVn5JfJ/WlI6jB9Sr2Q6wXDEferhieQ2f37hCwHW0LRxVaW9NAjbGj/2aIl0s1ExuEFFMW5OKlbfNPbOvafwnQKIKo8lqFWwQ2AIeA++7uOrgI2FwdrKKuINSD/eUnDfF0ONR84fbufbKsbZ4e2XanD5jWFRtG1KP+AYPXNFBjTBxuWXN1a8+WJwtKvngUYzsom3wswt8sb5u7d3PnkXOB2QJG4XKLfNWglwEV4K6erbc1AluB0BNrBhauUYkrUsw1J+qHfmValsTLYI2v5UJL1cFh6nApG0d6tt7mAX7LqrNHZ4BPEQ1M/qzzGo8OqleK6FxTHnJbTBKBtVrONL5m+ClD2ea7FOepHmiY5+NCTNYDb6k+5Vxce4FQjfmm2LRfw6wqJEDJWEum3EcQFX9cV+xJG4cO2qbiwR/v7trh7eja8y5gELhnR/fe+pEvQFyry4e41ahxClyWqlkNzrtd8bKkfqgB0bVL2+ZHAKGJNkL1EJU0izsJfjzw3OoYG4CMQC60lVuLmj9c1oxVvLTkFSp9fjNlrw4LN4dajjJa0kDLP7ivu8vb0b3nSmAA2L+je+/c0S3hoXVQo8YpsEGNdwE4P1yUayINcpp64Qca1194DCDKN25BXEX+ONeYBR4HPAE4rxoa/jgAgUJhYH93HNZ1E/g28KztaVhU9pOK+vEQkkabFIaqJ6w37du51XR27XoGrk3Msc7u3atGt4TaXlBj9Ozo3jvLkLzSx4qHJaz003x0u04/3nnDkrYFXQCJehtx2RIk6olF/hangZVrOlpLwNLqcHVACeUOIAFR0HKOos1RJKSyV5Ee1yVDbgkk4vC2Ox8PnAD6jmy788mjW0VNAzVGz7auAyYJ8x+0XoAixGEd+XSQQtJ78/To0O8AFO7CGdwoxPvDtvfirn8WN6865wgwF3fYVAdkw2jgh5m0mDYNHfBI4lI2Kcbk60hyjQO50vFd0/vuY+ZAZ9f8ga09PVtva8MdYA30bL3t+aNbxdTQQM3TfZow9KuvvknS6N9ANM3WvSuY3rZXjBE1PtgERCiHDWSO7vl13+3HT+AH1w01dlw3lGs5E2QmIm/IPvNVx4HjDxj2XcB60iTKHNv3FNAGm6sjLTQM+pWhjSLy16ilbuBgXdTQqgKeb6MPKvxXhpJX0ZwgMhc4B/jJiBYkTIlQkhqTh9077rncI/kmIANS/zmV7CfBeJEGGFLqKSPuKumGzZ2Hrxfh3/MmuV6Vi1VZJcJrlixeMMD9BQYBPglcplBf9OrPCCWZGavPIEGqIt9I8V8gqoREDUY0BkKDvVYx1wVEYUxgwDQCzwA+PeJF1XRQYwTs6Ny1rnFo/x1hWvIGcq0/aQzrXxvEQ4Hik3oh5PKYuCx69PC7e0qlq6lvvJFc4xuTbMPXgQsRecf6Jc1lnJd7mBuBlyosLs5eUvFIlru0iihtHtp1A+gLBbJBVGyQ4fBCeDFwRdYOFiKTM1b8EHeQtXXEi6ppoMYIuK9r5yxgl6CZmGCjlfDSEOvyV1VpObodo1YUeenWu3c/MwrqbobgRSneR4GXgnxqXUdLD67a+DC/AG4GzlKVuxV5cnW8cijxVwT+ToQ6X9P6mGzOHfPa81U5EnuZ6WFaGbYKXg38csSLqmmgxgjY3XlPHjggaGNMsNtK3TlZLSXFlsW+pBGpF+JrTCYe/Ote03J4744TmyC4wjPJm4G3gfwAYUvzqnMeGKF3D3AD8KwhU39ngxYvce7stJSPer+FF1wuEIS23JCN++sFCGy5PQ4Ke4HZuHo3PnAN8OURL2qKaKBmdJ8miI3f48L6VExS+ZfGgX1vjMO6zrR+WodJYqwYsvfcLlopFwgyBfu4sz/Z0bawAPfna/8pTeuesgVoK//kM69Q+KgLTyyRTJudjTKFJ4QDRyOBRL3gi8ATFIiCXEvVsEk9EpsSDAF3jmJFUyKUpMbkQbCfMKgokNPyy05IYcCgtwr2nOGqf9Vqs4EIs1V5T9EWPrG6feb5DzXm7GVr9wJrdnbvuUiVb4pAQIp1B8JXqJqyxRNFPqnw79WXFaoawCNNU0zMaC60qquq6aDGqZKL+j6Vi/o8g9JQPHTxodln/luhdORGL6k8u5xrkulDB7G33wL9JzyDzLIXXP735Os+2bL6nGc/1JjZy6/uA847uH3TclT/4KcljGsFIzaTfwFJyQKxivlPhX8GUMQTtL5a88BGnl8Gfji6VdU0UOPUsZh/80gzAvgk6xIy3wf9sMKbAFExqFoU8Y1hpmAvU8yF6zpmvB6XUve/WNk+OwIu3dx5pA7oA0VVEcjEBM8JiBNcBOB/gT5H0AUeqQAtiQkJ0oqKC9P90uhWVdNAjVPH4v29R9IoQEC8sIRuBL1WRa5XP2MsHpnKCQ0rQ+FMjs9IC+ZJg2HL89Z1zPgg8ME/N2bLqrMVeCXwyr2dPYOklmnRQax4uWJm+t/kksGKoKGIfAM4Q5EnKOKrmDnVPAwPp4EvjG5VU0MDk8fnXuNRRY1373DitDU+xaDx3ZGXay/nph+xQfhHa/WnyfHjtnLgMJXde7CH9+8bwfC3CliFUpKp67VBNrSZfFqZNufVQOvx1mXfGcw17x7MTdfIy4pJY1AtC/oMYPHStvnHRrwgAcQ89K1GjT/B4t0xrIHYBIC+DDhHkYEUf1ORwk/LZHWAxmrhZorV26nwRxEqqhRd4RF8EUwo8f8DZvrG3pAQbLYYaxGpziMS9PnA/KVt87tGtaiH00GNGn+CFe/nABYhNSGi9gJP+Dvje5XUZO46kZ/7S/qOJ6QpqMU/tMsAB09x+F2IHEm8XDEV/yiIqBdkK/WtNwKz0lzj9blS76+z5X5Nrft8KsSCfTWwoKNt4W2jWlRtL6gxIuRH4A5YLQafaIXAG4EkFe/Onpblt/UW5vYfbFlD4mcRNARO9ft5CNgIUhQXFZgIki+R3wTMjiT7ZoP9rgyb5EBigqQYNr4bWNS6YsO3RrckahqoMRJuhvtb2nkat1jjXZ9idMir/8NQ2HSHH1cOuioESnO0P8R5sk+Vm05k5xT31y/vP15/RlE9v1AMG3txIejPP9Gw8Cv9+ZlayjaBCOq83P8NdLSsOvv6Ua1oimhg8sykxqOLeCs1yH4hzRb2p2HhbvWCXEAk4nutUV3LZ4OuzReng8WDqIKqTe/83Q2nOnT24ivvARYLbEgaWl6G22z+mPrZb/XPXvFEsekHrPEXqRjJpiXCtEwmLh1oa2/72dK2+adq1Dx4OdVTrYe61ajxp5yxdNmlZcl/aEAa9g5Sd7e4egQC0qDI75Z1LLyoRN2dKV51M+J7q9tnnlJxpyVtCw4DbSKcg8jf4vKTdgr6mWlyfIPR9J+seGtVxEh1A0gxxba2tq8tbZvfP9o1PZwOatT4U85Yseqt/flZb+7Pz951rP6M7dl4oC6TFk1go+y00qHBRcuWPcWfNu0b+D5eXR2hLW1sWXX2iVMZe7ZrGbMSkfMM9gJEdgO7EfMBrzS43Cv1v97X5ILARlJfOU7J1DMoDXpMWj/X0bZw5AevVWp7QY2R0NbedkNM8JKITFeFTLdHquKuhQODzjhjxapzjjYt/VgxM10BFA6tX9J8SkZ3tXXYOcB5wONF2AkcAnnbkNbNtypXAi8XQRRDRTNUNGMGafhY64oNh0a7ppoGaoyERR1LNsUEz6iQ2TZIw54s5eOhrRhP1MvbweUd7YvOUs9/uxWjajyMbyoblk77zQje4tnAOSrecjGyETiOyJuA6al4V6h477deIGIM1gQkJvD2hW0fall19t7RrmmqaKAWXn6KbOzsEVWeDrwZ5GfAe8ajv+hjReFJz1HgpQBbuw4VGqPD+30bN4oLedqTf/k7tfgvV74I+CZwjCT+7EjGz1585RHgSBa2Ad8GOLLtzm8DF4RpOYwkF1fdh74AhjQ3pgUJMAV68v2lsaN779nAu3E5ndcsbZufTvCURkTbkvZrgGs2dR71BO3CFQe0wE4AgStBhusLvP/Pj/LnWdK2oBford6dDbCra+dHgFf6REGsobXiRUIaupYy3tg0UJ1wTQePLXft7FkBfACkB3j1+iXNozo4nCjmr1p/MkRw9/Ztt4KcA6qC3QYQzp51TTh71plAM/DWkYw9e9naqqcPgEUA5Z9/4WrgvX6x16jxJM0UotT4ocXgahqQB0ZXtRlqGpgANnceng98uJqW86o1Ha1HJ3pOI6GjffEXgS8C3Nvd9UVVfZHRVK14nQCKeb/CxcASEd40krHXdLRG3K+BVQBbug5fBtxkMXikgSoREKrr250CM4Ajo15QTQOPORs7j04DPiQwC3jN2o4Z9030nEZCW0fHj4AfAezq2vF24F1Vg2Y/gA1zX7Rh7nnAuQJvH8nY6zpaUlwPe3AHUBzZducG4C6jqQ2TkkR+tqKpZBAoSl2MyAIeXC9nZEwRDdSM7lNgY2eP4Ap9PdU9oo8H+Snw+wmc1qhZ1T5r6PDWPe0COwTqgRcA325512duBqaP41s9AVfJcNCz8ScSE24GeYaiqwReO7ahBczkOb06HdjRvfczwMurd/8K17v36xM3o9GztmNGuqnzSAcubHCOIs/Z2Nlz/bqO1i24vqvjxXm4HO6yR/L5hMydCWYN8FSQfx778DUdPJZs7Oz5Z1wBSQGtgGwGPjzB0xo1oul5iZe5E3SNNcFTD27flJ99+dX7qPZrHSfOA/IC1i/1f81mCr8+Es5vSTR4IchH13W09D7iCA9LTQOPJVu6Dr8E+BxgQBOQo8CrJnhao2ZxW/uLe/54S6Nn46cDa3s37p25dt1TDgNnjuPbPB7Xv9tYzC2e2G8kalKQ14F8HeesGAM1DTyWbOzseSquBoWvoAIfB542wdMaNWe0L333vh2bZwJXqXiz93ZuWzZ/9XnbgYvG8W3Wguty4dtoZyT5/zzhzehN8N9qxf8NcNPYhp8aGqgZ3Q/Bxs6eBcCTgJtA64ALqr0VqZ7unlLI3WTirp3HPEDXL2m2Pkk7kAEC4PJH6S1fD3xM4C7fJm+fs2xtmerp8pgRAa/28X002dR5dAbutP+W1mT/gdDLvQwgcn2nPWBKeTcANnceMYCs6WhNFdOKM7AD3EXRdB5ckXY8uBZXHGefh31bW9v844/0ghFR08Gjyl07j9UDlwKbjNjtwLXVXr1U2/BOOQ0cvucPAngzl5+ZBJJivWAdbjGzca2PNj7sACPn3bjWMmWTxm9tWnv+rib3+LvGZfSaBh5VtnQdDnHXCPeubp95J+g7RNSoCtV6kKMOi54oNl30RAG8tTfdkgD4Nv4r3PVwFneg/J1xfstPAc8C6hTzhuVts4c19rFxGb2mgUeVe7u7DW4f6F3c1vYrQf8F1HeeYbHA4Ymc32gpf//jfvaZr0oA1Pjn4TQQ4ByM28f57b6Gc9osEnjtorb2n1Yf//y4jD5FNDD5ZzgBbOzsqceFRgS40NNBXDwowKCgAyL6ko2dPbcDVwKfWNfR8qOJmu+pcNfOY+eC3pSTot/V1fcrk2l5TUOl515c+NP4GMJ/QuuKDTfi2sk8OowhlERErgP+FneRWQF+B1ynqiNvWfMXyKbOo4KrKt8cUvaseEdy6aACIqrlftPUm+K/5MD2PyLoG4BvzF629n8mdtYPz+bOI8tAf+tL3LC9a8/tAf5VMcEvfZKnWuRmiz/qvNKH4oz2JTczvp7z/80odVDTwCnxI2AtqG+V/SIUUBBIFE6AXrGxs+ceXBj2rcC/r+tombRpR4fv+cNMhTuAuXu2b9065DVf3Zge+wxuH7tXxhLe9xBkL3jJFmDxeI/7IGp7waPJfwOXgfpbug7uEVjgNGCtET0GnL+16+C3FfMW4F7gX1e3z5y0aUebLnpiAbgNWH3fq5+3c+bjl13H2iddj+o7gT5Efj3e77m6feZeqqHmjxo1DTyavAt4gyrets79u4WgHUBQNdgjwMrNnYfXWcxrccX03rq2Y8akTTsqf//jHi5694Jj3/703v7e6N3+uU/+kNj0M6AlFe974/2erSs29OHqHTx6TAEN1Aqp/Xmm45q8F3Dh17NxefplEfIizFa4BvRrwGXAtzZ29tRN4HxPhdflpJTPSBQa7FNT8TcP+Q2keGIxLz+49Y7X99/106n1eTDeQ98emfOB/8R9CTwFl9v+MxEZz/D6qUwAzDWkhaxUsggLcN8XcaqiKf4sVJ8L+mOcF+TTB7dvenQvrMfO8z3SJp/UM+jZnqR3NdDr10u/NErfBTmGPrK7a8fUO4isaeDRZDloAciIsBjwECxCSYRZIjwV+AFwBc6j+8SJnOwp8EygVcAEGq3xiX7RZ6ZNyx3fR+PhHav8vp6vd3bvzkz0JEdMbS94NFlzUgMu7cBDUCM6WNXAuYJ+C9dn/R+B50/obB+Zc4A2gP5dh5ao6te9vTuXh3vukUz3prlB9+af933wdfkJnuPIqWng0eRxOHsgK9ilAp4AgpZEaBVhHeiNwIuBv8fpYDLToXBu5UgPAz/64Xz53S8/pTd+5pl1/ftN4/F7mxp6d926e+c9jRM9yREzBTQw9S4wHyU2dvYY3CkHuFN5BUq43nECDIhr2P43OKM8BTLuaZJW709mblR3YegjgErW13i1oARxkWxS+XexyfsGfv+999Y/4dLxCft7NBGBMVQkVNWLHzycvBjoA84Fxv2Ub6qwvXvf04BWJaNASd13hB97GRG1ZU+Tbw6apmXACpwubDWnSRlLMaTHhp/gPJKhuyu+QZ/i+tdDTodeb9S+eu/OrZ8XuGreklV24qZ6ioxBBzUN/Hl2du85D1gGHCwYjEUqJZv1VDEiJFSLzwAX4g6iLO77X3B7xmTm1zjNkkgAiMlG/VcESRFByVVOXHpCGdy48+gPFfPc9UuayxM830emtheMO1u7Dq0FngC6Q6AFiKodHbzqd/2vgG7ghaqIKwamtppyMdk1sBGhIsbk6+a2AIg32PtCCQLSgQHSY8fWqfEGem/+xm00NV/atPb8yZ9KWNPAuLOl63AHcKFgNxmyy0MqsSJJQhBUE03/IK711tXqNFF2f2FBJq2Xu8ou4GB0vHcRqQUsfl/Pc4JjB6ChCYnLcxpP3Hd88Lc7thlNL8mfe8WeCZ7vIzNFNDC1PJuPLq/H5RZ8HngfaNbZEvbNuDDC6WBfbrB9BlsRtIy72KqAXrKuo2VSbzTrlzR/M9FguVW5pe7EXloP/RGpuOspYxPEJojLZ3rb4O+/t2hiZ3uKjG9PvnqcHib/Bvsosb1737OAbwAfDyT+JEidxbMVMu+ICO8r+vWF/qD5BUaseKSpiB4+ZmZKkbqkQuYVs5etHUlv98ecNR2tv7WYM1LMdxI8YvUpk2E4FthgEefhfyGT32N5PzUNjBs7u/echTuc+SjwJRGaDKo5U/mICH8QbAj2slCi5oxUrEdyH9CAu9p617qOljsmcv6PxMzlZ3YC84a8+s8Meo06qPUMek0oghVDJdMI4HuSXoxr+zI1qO0F48bWrkMLcakSHwG+I9AqqC/olwR7k8H6BnuBT9zhE1mP5F6QOeIq4H8O1wFl0rL2plt6UBbOPmfVuSnEOwAAIABJREFUB2aevTIRY0CE8pHjHL39bsonBkGt4cTRv2IqFYiraWDc2NJ1uA6XXvdh4GcWs6hMzq9o9lZFv2KwvhH7V77E5wREaUC8B3SxcX2tfwL8fxO7gocn+8xXlQVWxG2r3iz5QiSBT92ieZjBPkhTxFqCpGRE05WMV+2Nx4IpoIHT2tO9sbPn2bh8pV24SuQZ3A95KJA442GzwHvKGhSMO8HNAStEEKOq1hVUKwOT/xQIWLNkVlfp5i9fo8hvBA38vr10zTw3nRXv8vJUUHeIEOH6bE9uHvlUq0VE7nzA/U+p6qce5vnXA5twuV6nDZs6jz4J+C7QHwpfMGJ9nyQUzKBFIl/SvCL/LJAVV0nQ80jOTCUQo1qXSGAGvKYhYP8ZE7uUU2J1x6yDW7oO/4Mql4jgJxoQY9UjEadxrTp0mNQHCCd5eB3UNHAKbOzsWQn8HPAzYj7gYREhp4rgcruysQZX56ScAUgxInCeCPiky1P1BSgCByZuFafOrOVnHr9r57GrUP4P4EVenq7W87SQ9guhO4RK1bM4T+bkp7YXjJmtXYfmALcArcA/VR/OASHYik+aBV5sEVEEERDVJ7v2n3al3B/xd3BV+8xJW9NgmLU33TIAvKX4pfe+QmC6Jgn7b/o9mqYMHTjG7HNX4s2YHeG6W0x+ahoYM5s7j9TjPNcrcBrIihBaFTVoBGQUnmLAOgkoBn2SuMuGDiOIut9E3+r2GckELuWUyD7zVeU58MHNi89/8eId31nt2Yi0bppKNVxF3WIqwD0TPNVTY4po4LQ2unE5eHnQM3DVKhOQDOB7WFOtVl4wbkOhmqJfrVxLJ2iLwHFxhZLunYgFjIKDgkYKiSLHUpOdtj+/NJfJDN61YGDLpwR+WfeES/smepKnxMOfXvWo6oZTGkbkw7i2Nuep6mRPExhv/gloBOoT9ZoLUikKGhqspyIVFS9EyaKK0RgFQlIpqweYQx6p70tcMWjTxC5jRAyIMKRKaJxRFVrxc5GYfRktvVPgD/OWrJoaBgc8nA5qGjg1XoUzNqSimXMzUjkqqgsjDQwqvSrSKqoZpLqvq8UiqIIig6D9uL20MLHLGBEWd0jQAlhrQn/QtGRQLaK8DmTH+iXNv53gOZ46tb1grDwXmItLmXspcA/IekAN9qgI8wHPqIIothofVLWuE7B7DNookNnRvVeWts2f9IY3gMA9CussKpqmBsio1Uq6bMMbvLrG+5rWnv+TiZ7jKVPTwFi5CFdEK4ur2XSTqjzD1VDWw8B8EQzqynUJKR4xVg3gGUW3CelcgfK2rgP+ivY5k97wBoiyTZu3r35Rm2jK0mO3VARtUigj8nZB7wO+PdFzPGWmgAZOd6P7B8B8XI7ntbi+kwripXjqaYpzezmDWx/wJ+AZyOPyu3+4ufNI45qO1km/0eTOf/7e0s1fPlvgCSrm28CViCyr+PX/Uv+ES/dO9PxOmTHmb9w/jHwEeB7wZFWdKgcn48n3gCeGlP2slF9h1BqLSRHxBAJVt+VkuD+1U7HkZZAihXyAzYsQAl/d0b135tK2+ZP+wGZ1+8yhLV2H14twgeL9WISnA0/CmPfOb1s17tWbH1XGQQc1DXATrpWJB/KMimYNEKuiwHQURKpmRjV5T3DujliDOmd+0wDy4U2dR29e2zFjvFutjDvrlzTrXTuPnQVcKi7PeyXwbJD/WL+k+dYJnt7IqO0F48FvcHnZFUEfB4iisUu68WYbdfbDcNtUQUjFc+aIiPhYAVpA3oj7PP1s4pYyIi4RuMLzvD/iwkmvAm5o/ZuXfn+C5zUyahoYD/4AWNCyoK3AMxRN3RWQzBYQqvGtqpacVBABoyklgthAWZwD48XA7cBnJ3Q1p86VGO8mxdtl0AHgGoGfFM792y9M9MRGxBTRwOludF+D66F7m0BQtZjvxYUTzokxqQFv2MctKMOxp4IMG+uAxsCLtnQdPrC6febPH+tFjJTc+c/fAmwBWA/vn+DpjApF0FOrSPiQiMj1OHGdr6qT/kL50WBtx4z/2NR59OaslG/2NW52j2pPRPa4xSyB4d70MFxwzP1bCUnqLeK5xhloTHDZlq7D/cB3V0/yEMPV7TPv5f7olE9Vb1OOseqgpgFY19Hy3Y2dPY/DRTstd49q2ZdkO8jjEvXISKSGVNyR6/0/b4PaQOIGgFg9zxd79vbufeuAG5e1zZvUXqL1S5oPAZ+u3t3BJM/FfShqe8HYWdU+646tXYeWC/opgeGCQkbhd4o5KybAI7ZGMcjJa6BhR4QY0kUAigQgHZ3du+cBX+1oWzipa93kXnBdH1XjaPULrgMXXjzlqGlg7KzpaN21ufNIh6DvNKRXBRKTYiTW4Gcgfz0cdC0gRv5XjdUAWItLTw1BW7d373sF8PVlbfN6H9uVjIwNS6dVAGdgL302uJo2U46pooHT1uje2NnTArwTOAocUFhY/a95MGxby2FgtrhTX3yJqx4Og1UT+JKgiCbq7RWRTwBs6Tp8xer2mT+eiDWddoyuOIJ7qcjHcCeSlwMnRGRW9b8GVXVwHGY36bmvuysPvKPRYDS124ymTxSURDLTSuQKocQK9II2hXFJjKZUvCzqh6QEgEpAAgplMl0gH8fZ5m8EPjmRazutGKUOahqAjZ09PnAdLkXoNqpGt0+aDyVeDhiDPxRqORcQC0BESCIZBMVIolINffJJDxrhP6pDrwXe8hgv5/SltheMmq1dhwR4DbAOuFnh4pMfaTjT/S2RIDFCYfgQVqtPMqjlZIdcHQT5t+rQlzCVivFNdWoaGBObO4+8ALhY4aehRFe5ugWpWPGeZPF8IDXQI8JMVUOKwVNLgociatDqL0BTgbfjroX+HjhrwhZ1ujEFNHDaGt3Ax4Bn4XqxbeR+o9vgfi6K8wL8K3DyTNeFk1hE7HERmlEVT+w0i5fD5YdOyl7F+7ZvaVGRdyjmZwuWrpg6ORoPhYz5VOvV1b//NDLhncA7xjLwFOKfgKsB8bC3DX/GM9GANB/bmrPG43DL6h9nJL7Cs3Ho2Qg/LdNvWrHGwyPZL+h8gIC4UCHI4XJFOyZwTQ/J3V37c56k/xe4e1nbgqkS+vXwjE0HNQ3AS7m/jdztww+K66qVA/Al3eZrsghoESAgJhXXLdKq2asnvXzGAxvg9o9lj/VCToWu7vs8db/b3o62RR+a6PmMC7W9YKxcCLwPyCmyfTieyTovdkacx/uIwnGUNcBwip2reo/sN3BGNRWvanyTZ5LuA0e33S5WeRNIA8I7Zq54/ORvDflI1DQwJjZ3HlkO/BeQBfM0i2Cqp0uq4ou7W0S4RZW/AyGq1l2uquUAMK+afiHiKgvmgUnbCWjvji0vB1Yg8vb5S1ZN6oiUU2KKaOB0NrofUORAtgLrcQZ3BNQBAubNik1xuX4nc/ospg+YrmpdUz6VBQpDwE0ifP6xXcapIZru9zUNgdfs2rn96WcsWTb1vfFj68knj/ysv3gsw1dYIntRygqm/vjuYhANNIEwfXD3s/saF6rR9OSFVhgXiTPZshWZ47mNyQosCojKMcFtIB+coPU8LL7Eez1sM8CO7t1NS9sWfnii5zQujL5Pd00DTgPgdNCP6zHsxwRDBtsEitH0TIWySy8S59lwqklTzPxUPQKipMDgPEXiCtk7ReSaCVrPw6IurWg5QGf3fSs72ha9fIKnND7U9oKxYDlpR0sEMqiuoFokUHBFo3SuInU8wPlw0iRBZqV4gCYCTbie9fcIvHJCVvNI2PS7vqbPBEhMcCFwzgTPaHyoaWAs3J85B1rR3CGfZHqKsYpkRcEieaveE31JH1TjqfqiaYAYjeOQKETxIzL3qXiv/vNvN7Hs3/7HDwaaXAOQGv+5uNpWU58poIHTsk/3xs6eJ4CuBe0B/SAutOoNwF5cbsYwOUU8i2AxRBoQqU+ipjFVkUQ9TdSXakhDAeTa1e0zhyZgSQ9LZ/fueoMN7z+d5qIJndC4IKg89K3Gw7Ora+dSk0ZP9+Nin9r0M9b4VyUEL07F644zdRkVg4oQh3k/kTAYChpOFhWM/DyiNosVL1VjEzyjrqhONiD+4Or2mYcnen1/DoM2P+Cj8bQJnMo4UtPAaLlr57HZoulLfOJB0fSbwIuMps9Q1c2q4pdtFqNKnqLxsXnXPyxLTIbqj9cLJfJDichR8qttlIJAo28sa5vXOaGLe2ge6H2cOr3oH5baXjBatnYdagD7WrBDYG8CLgd9oiG91cOmgkVRDFaMcLJDhVY9EIIVsFnXn9jVv3HXTOb2jraFk7Jnvah90vCnwqhdOaGTGTdqGhgtW7oOhyL2WrADYH8DXOiRnpfg/TjFKysGi8HZ4zIzVY9EjaLOz+1uti6kQkjkD2ddhFQOLWubNymdW0bTy91hGoi1sx7p+VODqaGB08bTvbGzx8OFfu/GNa9vrP7Xa3H9ua9RxXvw72b4FOvkaRahOAe5M8R9c7Krr/OQT9Y+rYMlv25vNinOT4wfJyb814me0JgRUHPafHzHhV1dOwWngYNik+/Ul3qWAiQmeMWBbNvW0EQfzTPkD05fSJStJzZZhnIt5HQI8QxD2elE6muGWMK0jHFOQlOSPLGXA+cx2TRhC3wEEvVv94nPArGuLdJfADUdjJiNnT0LcbUKPp010fkAgfAcQW9E+AoQlGwGizf8GT9JIgHgXN4iSlYjRKoFNu8vHfiLx2oto+DruEIx4FJLpj41DYyYLV2H5wAVwV4rztAGeJqSrgdzA5CTqiNP0Qe8UnAN87AGHQ4lv7+d6sna/kxKY6PKR7SaNqgib5/oyYwLNQ2MmE2dR2cAnif8jaAvF1EMtlWwZwWSfBhorGhIpCEGpxB3uKTD5l0C+AZLSOkBGhhGfvTYr+qU+VeFGwCo1qOa8kwRDZxOnu4fA5urN4WTG8V00NdSLUmrevKWAv3DQSTunGs4EteJr3qRNYgrmLNwTUfrpMyL6GhbqKnJLB4Kpy2v+PV1He2LByZ6TmOn2jT3oW41/hyfArYC9xqb+OA+056Nw6yU320RHwEVoViYQTE3wybq9Zlqdh8i+GLF3b//ICqj5TTS4K2x+kuXtc8/OFGLe0TEnJ2QWZoQ1i9tX7hjoqczPtQ0MBI2dva8DVepe4+gWTj5oxLgEyIEIuCLKzxeJpNGZPpjAnppoqJZKhqKZTh5rxpuC5TJvqVC5sz2jrZJ6eED6Ghb9Hww7WCaOtoWTeaLwhFQ2wtGwpauwy/CdW7Yo9AMiofFw+JjP6eqObj/EMmqSRM1vVarp6zuZoY/98ADzfL3AE9e1jb/K4/VekZKy+pz3yGwUGBG68q/+uhEz2d8qGlgJGzqPPoUYDdwn1WWAGQpk6VMRqKPgYYiEEgMgIUUpFcgMcNtgwVfgZDyg3RgMZ8ELlvU3vHux3xhp8js5eu/JDBHYM6cZWv/MhwQU0QDk/9YYBzY2NkT4oqFACwAvga8QMGvHub2q5LjQYcQ6qF4CCngPcjnrcNFRgB4e2ji64EvbO/e9zTgvcva5k26XNGOtoUJ8BfVBmKs7QFOQ54NZFVJBk39D0NTnOfbKFMMm/Al8RMN0gTf80hcQJXGpkHLnutViTfcpNWqYKoNY6oXW59Y3TH7/fd2db5vV+eOV6jI5xe1L3nTRC70z7G8ba4Fdk70PMabmg5GxEtwkU02kGSvVQYN1FX35GZVYiBIq23BUnyvLDnPI00CrC8akxAQaUBWrLv8UgWRHy9vX/CBrTsPvHZn530/sZifL+tY+LyHnMUE0tG2sHui5zDe1DQwIl6M04Di8rSPAjOqX+91IKVUJTecsSrgGTQEsZys0PwgQ3v4efcI8vZZvdsv7//DPYeAbSAXNpx50aQrVDZ99Xl7JnoO401NAyPicqqFMoG1+v+zd95xctzl/X8/35nZck0n6dSLJd3uSbIKOtmAMTYYCBCCMRBaQid0Aj86IRDAmBhCQjWJTUlMx8SJKSaJMRhiTDDNlmRZ9fbOqla9U7m2beb7/P6Y3ZMs+4pOK83t3b5fr3npdLvznWf25rPf9hTYZbBLS7kKFCiqkiyqV9rlVich2TqXQIt4WBxOLTmdwsc7Gkjs3fMP3/e43kNb9lvHO1KMNT5l1iVXTbgM8HNWXjJxN0jGSTVoYErsdLenWwqEdegUOALyUsJkH3kAgT7QpwDFcPA11J3UgzjlChmKaEG9oKCeBuoB0hMzxRuAq1B9paPFFlfzn32os3NCZu2cTGgpU+FwR43H5IuAVaQvJw0vO5BoNccaFmYLsXoEzXlSuNxg+6W0dxfXHA5Bg4N1Alx8dWxMC+oQ2DwxzUo9J830/Al31vs6O7vmOur/jcHONBq8Z3tmz9VR3+xUYCQd1HhM/hHwDUHWleBljiEJZFWhqO5gTuNPGdTkAYuDiOIQ4BLUG8E1onjiBwZrQYKCxjSrCfq1vnDSTnvjho5ut04GbohRaEmQe9m2jn0fjvpmpwK1vuCs+QKQB+0XeCFIi0Jew9lGIOhzQbYoUtogsohQJ6WdPUWKGvYj1kJQ+l3BIq93xBfQ76M6hyB4Gjb4TqR3OkWoaeCs+SbQD5oz6JMFWVrE9TWsSBHLafINA7b+Z77GEBQXHw8/ZkS9GAUAX8NnP8iRDHxcCsQKPrH/FyeXF2tvd4PCAq8w2G6N8/OI73VKUC0amBKTboD2dMtrgHpCt6r4aQcKbSLcLsIDqlo83W2qVHIdwvgNEcQp+SqoIYBw4v5dg8WliEOAYL97QW9uqiJm+KPGo1iSavsYUD8odXfGpJBw8D1UkoIiqnM8Kd7l43aokoNyYEVIWELDWgjT+jtYyTr1BCamgh4vEtty+rUKxL92Ie9tSlPTwJhpT7fcDDQ4BF8A4qo4iiSzmqBgYw2BOr9UlSOqeiIhOWIl98Jy2FH4oy2AOhYjRY0R4CnIVuAEp63Y+rgfLXlZ1Tjf1PqCMbMmNecOoMkheIurRW+af1SmFbvjoj6KiSH8LBz06CFRHRokaikoz2KwYZZzE25KhDNzF/92IKuqATYoNWFf0veH/54f0a1OLWoaGDPr0rPuB6bXy8DTE5L1YuTw1XOzmiRPwlGV7yssAPbIaT4dWvJytSpWVayAo4hTIE6A58fJfQYoBm7c2JK7czFWf+murs5Lo7rXKUUVaGDiWHJhWAE8kUf5hSgOwQxXCpeK6FBoAAIOgY1JkZgUHaeUVCc8WcUJ4/5coFnQuwkTSVkJd9FrnFcEK86wR43HJid1jQ76ckfUeBLgqwmdDAVcP99YV+xd72s4kFIxFMUjR8LG7SCuFkpRrFB0ErgECMFhERKKmZ4j8fMiru2nQS2uP6oxNSrA8Dqo8dioSrGgsQ8X1DWBOuRsDIZ29UgC6wRtFE6FghXVsUV1KKqrcfETCSnglL7mY5rdXWf7mwy2vk8b780Ts4PUEYhX08AFodYXnC1rUnMKRvTTCR00rvo4WOqC0AM2DLuza0R0TjgWKm07nFp3QiBhCIhRIEYBh2A/Ybmw2PHGhV2cKsVX08AFoaaBs2VdepbvSvBZh8C4+OGGWbkWnmAMukqwiwEQh5wmKKinWU2gYU4Dd6iEHmAITgItgDkxM1Xsb16UOz6zlUKiqcAjozFqnBeqQwNTIqb7NI6f+YtyRkKvlJXcSNEraGwoB6cjQzFMxohFS/+VsE+ZUeqFnADnLV4YN74a+OR5vo8aUh3xGxOQrAgFVcIdODEEGLygQLLYC4Bn895gvLk02BI8P2cSwSCAN+g2knWnlXw9FE+CxRYhwFVrYtf12sabgWcQujDWON/UdDAeFOSEr95sf2gNNXyhFNeKIo6Pg6s+Pg4+ngHwpOiVJ+IGi9iAGTasApDUAdvjzLlhkMa/B14K/FsptKnG+aSmgfFyxBd3HqWcNb64Q+Oe8JsfKfv5hb/V0vQbD4Rygs3wnCAFBlU08Oq+KfBr4E0CtzU+4bkTtarL5KGmgfFykHBhyFWk9N1fStNB6No6lFwZBysm3DNVSoloTy3MWjXzKJ2r4tyebZj9eeC9Ar9a2pq6/8Lf2hSjSjQwpSbd7emW3Rsz3c8EvUPQJi3t8ckwi1AKWlRHYhIu2vrqAPgCbrjfN7Rjfu+K1KKdhFlxa1wAyjuxNc6OFa0L+3d07b8c9L8FuyhOXgWVMFda6YEe2s+AQA0xWxwaXGHBgm8U10iAgDgoit27onXx/5UuM2Ez1042ajo4e9a3zdQNHT2XCfpDV/y1gTpiMVKecIf/CkV1ccXHI8CVLCAU1Sn3FkGgjpNkEAh141IcbE+3/EfpMndGcW9TkZoGxs1zfBP7zoAz7emgTkEShM6Pp6WJDavjQZjZvBTfWsRg8dUNVEoZB0tnWEStep9tfMJzFfj9hb6hqUpNA+PmNYGar4gNXipY1xrv1Morp2XwpzTBLtXEK7/FgjWlCAyLkCNZOks+sqp1/hHgjVHc1FSkWjQw8S2sMK4EOx2sY1B1UAEI1GhRHQIMRXULUBpJheGrFDROXuNoWILvJPAZX52MLWmyoO66zZkjbRHd0pSlGpImTERcijtc8ZMeRSuoiCoxm1dUCVTo82b6WU2cGNA6stQx4DaX4vgcsm49Bs2K6M0Cd6PWOuoTJzd/d2fHk6K+t6lITQNnz/q2mbsbnT4vabI0OP0iWFTLXrRgCLSBviOiNqw4AoiUPaIUsIW4FH5oxfl2gXhQGqIlD+7YdE1kNzWFqfUFZ8+K1oVHYhT8MORRsKXth9Nj7wQ97BKUJtyUSosFmDC5lM0T/7lF/hGkHFIngr7lwt9NjZoGzp6lran+acXuY03BcWYER/Bstpy7QC2ljQfollOqEORUzWFVIwHmNwHyIZTCzOw+5g10yvyBzLujuaOpTTVoYMpNugOVpwGuyNCmXk4xEuBR1BiOBu40TtQ10Ee4yvuIOCZx1J8ZDwbeGSd/Q1i7G2LiNztSrCWOuqBIKcXdYx81hidv449DmV7OLqGqg4l8n7hBgViQw4oxRqTZEYuDT9HE9WhiIT2JBYhxMKKNgn0F6K2n5TmIF9W5ZWOmu/bhX1BqGhgPGzp6FgNpkbAPNGi2nMlD1TKToyR1cHad9qM2LBRZdjk0KAZNxmzuOY4WNxQkBtbi2MAR63/nyLb7ppQHWfTU+oLxsClzdDbKJRLuVqtATjGBLW1ei1pt8o/NaSz2YDQMvyvvgZcylnuq5qkFjeUtxrdqUBxR5YbtXQ83RnRbU5SaBsbDxkx3k8U8vRSfrZ76eRA/7AsMFmMFmQllN3JB9dSBIolC32WJQt/KBu09GbP5slfgBx/qzNQSCF5QqkMDU2rSvaGj50+tmm9axKhyEvgoyKsAW4rb0HoZEEcsHkU8ihDGJv0UKIoGzMnvZmbxgDcrt/+9lBe8BAz6lB1d+6fU5xkpUh2rWhONzZkj6wLcXxXV8y1mMMD9gqi9+rSvJTUaYPBJkqW0170H5OugBbCl121c0OuUMPZCgUDcRUCto7mQjKCDGo/Nho6eBcCWrE1Yq5JX+E6AeU74fINBbVkPghIgZDXep8g/AAVAmwo92lA8nphW7P6Ej2vNqYQ69cDjo7u7KUitLzhrNmWO1gNbBrWu0ar4wP9YzNWgJwACXI3ZLK6GFVmSwQBF3EKA88E88UKBmM2TUCBmcd4fqONYccq1XhzgOVHe35SjpoGzprRBcF+3M3dJETcAfluQ+J8LNnOqdosGDEXdCQFYi7wrgLxCMH1gj847vtWZf3zLXzh+Pq6lPDi+iYGYl0d3d1OQKtHAVJskXgISs+p4vjq/D3BcoFxHMgv8LMA5LY7DAWQG0AsiRot9BlsMB1h2caDyEJSTLLBvRetC+xjXrHEe0CrJVDgBWQvgE4tntX5fstjX4Whwe9ZrDCxSCIx3pxgRh2Aoq7mgTXGyR2PkjSM2j2BLE4xpFvNHi6GIR4A3CByN9vamFiPpoMawpAEpajzRFzTl+4KmH4DcRjhZKAr8qkDcWoRB6shTh+LU5TRxMK8xU1Cv6GixPDEXF//nvnjlhFMB0BHhvU05an3BuJgDNPp4yT5tMjmSXzDYmw12Wpjgw/4hEDco7x4ViaEYDXC7fWJSJGYtZsBiABNYzA9UQ6eQ0nRlY7S3N7WoaWBcxIHWoknUHfYWFw94Sz7pOPaf6mSgrV76rRBsNRCU90jDBSUnazFZxdEAow35Y90m9PbT5GDP7cfr5mlvYhZ9iVkAv43qxqYi1aKBqTbpvhnYCuwFGoCPihAXwYiQE2FOP40yQEPQS1NngLsFeBh4qYBblITj4/0GOCHwt0XiV+Y0/qOiej8O1H1chPc1JVExwx41huWHwP3AoYQObDcEN7pabBAjTm/9XGcwMX3ow1ORvQo7VbjbYN9vsK6oNQJ3ASdBvhxI7E+LxL8V4P0cWFPL1nzhqWngrPkN4TPcDfoj4AfAzJKbrXGNf6xgknbQmUZg4keADHAbyOcDXNfHiw2Ypl8S1uX+qSvBiwa85hsG3aZ7sm79ZbMvvrQnsjubotT6grNmF/B14JgQfFPQnxthscG6oEWBPQWTLJx0ZtDnNPcNONMywI+AL4N4YFzFbAU5BtxncV7n433c4t5rcZ69snVBJtK7m4LUNHB2tKdbcsBHgWOgtwv8xGAvLvUDBRd/G2BL2cl9i+wEfi7oDaAJQdwjDa0ngMMC2+vyJ97bp9P+utdM/12Wulcsa239TWQ3N0WpBg1Mqdiz9W0zDwLrADZmuotnvFwPrADpKxAfBK4FLgN9Wym2G0SyBxPLng/6rwKfNtiPA2vXpucM28FszHS/BXgbcFN7uuWm83BbUxSZUKtX1cLa9Ow+4CkAmcyug+XfC0o8GFTgSsH2ObYQxAt9X+htmK+gnwnLx4CggcLrfXXeIegHhOBtAd7TL04tuGe4a27MdL8A+DjwY+Bj7emWWs3KilHTwdmyvm1mEXghwIbL1QJTAAAgAElEQVSO7j8OlQkrPZUFG3tOwuQGUYyvzr8B94F+n6FFaglOuLPe18uMJ3lSvElgUJFXtrVd9M7hrnlg5+YrCcvo/RH46/nL1wbDvbfG2VLTwNmyLj1LCcclb9vSefDbZ7wcU7haICia+CBhNYpvg94lWLcUSKECfycErsH+NzAAfGRFatGTh7vm1s6Dq4B/Jdz0eN2q1LzB4d5b42ypaWA8tKdbrgeu35w58hHgpUX1iFFAkXgR77mAqJJV+B9BrxP094LGFcEiDMZnXPfQnMsfFPSPwOEYxZtXpeYPm1B2e9fDC4FvAXng1StbF9Q8AytGdWhg4kz/LzzfAQKgV5W7VImpElflEDAd+JpgrzaoKSVMywKXAjmBl5RcThLAsFkKN2a6pwM3AGuAL27MdM84r3c0hVDAihn2GCsi8jYR2SUiORG5X0SuPH9WTywC49006DQFBYnnLOb7hO61ybpcT3fD4JE6z89+Mp498VpFnHKZJODKZa2t+wV9V8n13BH0ulEudQuhW/t7CbVQo0KMpIOxMpU1IMKXVPGBIqrfaNQTdrp21/mBM5jVpOfjvRv0/YBXOkWBq9vTLZsN+nEJy8eIoNePcqlvAeuBVwJ/ev7uaOpRib5gKmsA5FsBTt6qBBb5llXjg6lTjFHEKPJq0M/GKMbCTOY+irxhVWreXYJ+EjCl3cC/GeVCNwFPBJ4HvOb83tPUojYeOmduB7JF4nZAG24d0PqSBiQeIGIxz1P0Fk/8hCtBuYrFJ9alZ30H+BDgleYErxvlOp8Angr8CfCB83c7U49q0cBUnnT/FbAQmMmpKhkCLAFiQFLC8mDlF37Ynp61Gygq7C5NQpRQrMORJVwBzhGWIaut7FYKkXN2JRGRlwFfBD4JtAP3AneIyOLzZ/jEYUXrwusKTnLeoNfcfNxpOe7jSoCDj7uAMN4pITZQH88W8Thpp92/NNV2f+n0P+iQCOTWUS71MKEGALrPx71MWUbQwdhOn9oaaE+3fEuEOSI0z+bQhjoGvRhFmulpIVxUTQAtnIrtO9iebvkpgEV+BuWcHjJSPwCwm7A/EEI91KgU59gXTHUNrE7N/TnIHIszI1D3WyAxAFVNEj7/cUEvAoJS+bzCmtTcmwEU+c/wvUCYdHYkugg1oMCe83M3U5TaeOicWJue/QAwC2gJkPcp4pXqRwpIgnBOsIRT7uZBwhQ/Vzr9Nk45Sm0f5VIPEY6F8qWfa1SKKtHAlHIvP52Si+shgA0d3QvKLoan4VvkKw76JsLP6VoI3bI2ZY6uUPT5Alsel569bYRr5DZmui8hzOT501IMyYRjU+boEtDj69KzT4765glEBVxJ3gN8Q1XL5d7eISJ/CrwV+NtzbbwaWNG68CjAts79iwadZgDE1GMGLYrYvsSsH/fbxj7CrOTvKJ8nwlWBmqstzoGLUwv+OMplrgD+HPhNe7rlwPm5k3Oj776fLlAk33Tps6tuUeAcdTDlNdCebjkGcGDngSXl3wl6Kn8O/J+Eg6nHSfi5AGBxXlNU/bYj1l+Vmv+/o1zmBcBfAFvmL1+7qaI3UCE2ZrpngzoJUzi0snVBVYWA1DRwbqxOzT0JsDlzeBk8YiykgCiyU4QM8GwRPlJ+8eLUgk9u79z/K0GnifDTUS7zFsKJ+cOrUvPurPQ9VILjD/xqukLj8cZF+1qXLZtKGoAproO16dkDwMDGzNGLSxNuCBdJfQFXMUdE+A7wehFuXNm64ATA6tS8W7d0HtwpaEpG3oSDcDLXRVgF47bzdS/nwuA9tzYCs/oa5++a035FTQMV1sCUnXSfwYdUuRWwhB/su4CNIDevTc96VBy2QS2nVr6GnXQDtKdbHgL+peIWV4CdXfucQGVjQuwaXx02Zw7vEOHxa1Jz+qO2bSycS+09EYkBlwCfOeOlnwGXn4NZVYlBr1flWYBRE7u2p3HpGwl35L64vnXmtWe+P68JS/j9sWRr58H7V6XmDZu5vz3dcgi48TyZfk6c2HS3SFC8Q1SfDcrDOx445LuJ9Rellh8c/eyJwXh1UNPAo7gJeDOQCHD+CbgGKIJ8bF26Ze+Zb25Pt2ipTOSiHV37YytaFw6bRHD+8rUnga+cL8PPlY2ZozcZgrd44qMqfdu7Hr5sZeuCEfu2iURNA5VCfkjoMj4d+IaE4UDNIG9va128+THPEBRkvkIdMOzYYVVqXp4wme2E5OSGuz5g0E8rQjzXm+966KFntS5bNmyukolGbTxUKeR+0C7C8f3PJQy7axN43crWBXfDqUWnMiZcpmoBmhmhgsvK1gUB8L3zYXUl2L91w0uaxfl3UStii0Fn166/TLUu/Y+o7Ror1aCB2qQbWN/W8sONme4WwG9PtwwAn3us923MdL8I+HuBQYEVAmzOHHnt2vTsqnkoz+Ayl+Lqcl3yQa1bBuZpwE+iNmw0dPSkCS0ict9p//+qqn719NcJv0wPn3HeYcJ4mynFitSi3+3s2jcTcJa3LjoJ/MNjvW9XV+dTgBsTSDZH8uJSZMZS4B8vnLUVZaHxC88SG+ZVjGePz/Ib572QCbpIcCaj6KCmgbNg/vK1nQd2bp4FJC9avurYRWGs3qPY37FlNfBNiwSYplWE/oaXE+7kVR2bMkddB/8t9TIIAkV1GxX3dcD7o7ZtLJxjX1DTwGmsTc/u3pw5sgCYtjY9Z9jJw5bOQ4uA74HWObCy5HL7EuDZF8bS84FeW6rNTKLYG88nmt4LVMWkuzYeqhwlD9XlhJ/JkXXDJH7dlDnaDNwCOs+DtpIG3gWsvGDGVhhji58TtSIoddljTm/zko8AVTG/qRYN1CbdJdrTLWNxrf4mUC9hQikDFAknHFVJ0u9NOOqLipA3SVz8wCd2/+hnTgzsyCkJulX10jE0c+YXqjzG76YEy1sXjcXD4evAMkGLDoET4Cph3eOqJHZ0b1ysL6gSNExDVJXRYxMnFCPooKaBs2T+8rVZwrjTkbgBaBc08DRPURIu0Hb+rTs/NHOs0YpYgxqrDg7W+jAh3X+HowJ9QU0DJdamZxcYYbeuxEeByyX8iALCRIOt59m088bezPZ4g/HEKS2+5rxGJSwlWDXUxkOVoz3dEvDoydeZvBl4uqAeoZesAyw637adL3Z1dRonVhdT44D1ySebYYK6wA9HNWigNuk+O3YDSy2CQXcQut9OWJfB0XDU/5SgiCquLWrBSeRcirs3Zw51BLg3tqdbJvBun6Dnlgewm3CwMPeM389m9C/bqUwH4WdmFNlImBzw2kgtOgckKHwMG3rGm+wAUjfj6PRDWzecPLJjV655wbcR+eSclZdM4PJO56SDmgbGxw7gCYQa2EQ42Hp7tCaNH0XebFRNmCQrQHH3GQ3u3NG5d5/AbSL8XVvr4tEWIiKkpoEI2AFkFUHhQYEk8NdRGzV+9Dn9dbMSnp8jEAfPFnbFBw/fvG97/6dOeLPvAHn/mtScY1FbOTy18VAEdAK+Ir5FtjpoEvi7qI06B9b5TmJW34wlCAE5U787Z+Mf3db58NsDdX6hmPevTc/eF7WRw1MdGpjK2cvHw1MJXe5OWGRtgPx8bZUlHzsdK2YoaZQvbh5kugieI8Eq0M9uzHQ/pZLX29m1b8bOrn2xSrSlhKtawx2jnq9aAO4HnnnGS88kzFhY47F5MapvF1vYN61vz6WNgwceXJWaV7XZmHN7Hz7c/dNf0HPn/1I8fqKYOJCZ6/X1uLH+nrQ3ePzDhMmvKkZH197mjq69yUq1N5IORj23poHx8k6FN/XS/EAf056QtYlDK1oXVk3886MQDiHhsxSoYxWzWAQjcBHw/wiTy1SMwXtubRy859aGSrV3Ln1BTQPj5nPAq1T1V4Gaxxet8X11fxu1UePF4hxGhKKXRI2jRoOlAiYRDMxz1H8t8NlKXq+za1eys2vXtEq1VxsPXXjWpWfdBrzA4P/Qodiuaht8dX8WtV3jRvWowZL36sh6TTroNF7kSmAMtsUV/2XAtyt5uf7f3R7r/93tFSujXC0aqE26z4L2dEsP6DWEmZxd4IaNme5ExGaNm4JJzi44SfJOHQVJJCDMWmp16LEoVupaO7v2fZgwW/y+nV37zlxJGgdyTgIr8TngtSLyBhFZKSJfJPzbfvnc7ZucLG1NDRRxl87cfX+6ed9m07LnD+84ced3FkZt13jpvW/TgoO/3c9D/5XhxL0bPSnkhFz29PS9FdNAR9feVwJHgEMdXXsrFPc1vA7GSE0DZ8nCttXFbplzUoxclpSs41C8ZmOm+4VR2zVeVJwlAY5aDIgYQM6o5FExDQzec+szCDVwZPCeWyu0qHvOfUFNA2fJ6tRcBf2DgT8zgmPgEtSemYCoavBNbGWBWDHAIS8JsRixCL7EygVlK6aBzq5daylpoLNr18sq02ptPBQFTab3N/WSfUVcim5C8kviMnBH1DaNF4NdARREBBFE5BFZyZQKaqD/d7cvJPQUPtT/u9vfV5lWq0MDNffys2c9nO7kry3A/gjtGTe+uL3lHiVQl8AaRASLWJD3t6dbKrly/RbCuK964Crg++faoOr4MxWG5+u/i8hMQpegecAW4M9UtVZDdAR83Gd4uT5ELRZDId50JXBL1HaNh8Mbjh7r3tKDBsrWL/+Ozn9/kMf97fOoX15vxdovUdkkIm8DPFUQ4XmMXtNzTJyLDmoaGB8u/lMMASIQo0hWvWuAH0Zt13goqHfEoyiqELdZhEFypp5AXEsY0/eFCl7utYS1nwFeRYUSVdU0EAmXARgsoASYZ0Rsz7hR6EIczy8lYjqRmIOxAUXx1GLuAd5bwcs9nzDTu1HlLcC/V6LR2njowhOomWuwlEsOG+zaqG0aLxbZLmi8vGMMYMOxigYq24FXVvByzyDUgKdhOa6KLNhVgwZqO91nz0cADEUMvoI0Rm3QeNjQ0fOBrE1cmbUJ8hrDlYCYKRKEcREC/KjCl7wFQJV6VZ62o2v/o9zMN3T0vHlDR4/d0NHjb+joefpIjZ2rK8lQO6o3quoSVY2r6iWqWhXZSqOkqN4H+1uWoMbBJhtxpk+rypivP15x2SuL+dxfaVBaPguUXHc/u2/fCFYlcfLgD+esvKRiCTRU+boqCur5Vq7a1dVZf+Z7NmWOPmdT5miwKXPUbsocfe2obTJ+9/JTdtU0cLa4EoSlJDVctkxK9vfRWjQ+NnT0PKugsU8W8RC1GA0wGlAX9OJo0ShyR1vr4mFLoZ0tVsy3FVGr0Fc355Ls3bc8yr1wa+bAmp2dewsdnXt0S+bAx0ZrsxJ9QU0DZ4+gdxoC9TRHXLPEKFSle/n2rofX+7jfC+PTS4cIvolhxROQe9ek5vRV8JK3q2JVwcddtqXz0KM8xTZnDs/enDncvzlzWDdnDn9ztAZr46FoKBLfZVWKZc+gnMYqspB+odmcObJsQOvvfOTzEsZIWxwRkR1r07MrOc77hSJGgWxi+vRD2+9fdeYbHsgciW3OHD5S0sDdozVYLRqoTbrPkvb0rK8kGMg1c4LpHJcEg5+O2qazZUNHzzTgek8C1zUWIxAm0QET7t8LoftTJdmpSrFUVuFNqtz+GO/5ROnaDnDdaA0+opM846hx/nhceu6vTX3j4dyilRRnLcKa2JeitmmcfC17NPeI8BDjOUy7qAlsQNA0s6KLCVlN7hnUeN7FJyH556hy36PfpdcL1oAKoR5GpaaBC8/K1MLdcKr8iEWuj9Ccc+ErwDQQAjnl+CZAIhhk0CYrust1YP4T9j48Z31RjUvDwKF2RXZm777lERoUsR8T1BMBV4IPjKXdWl9w4VmVmt8f0+y3m4rHaPBPUOf3vi5qm8bJ54H5IIQeteV/oeTP2FnJi+U0mckTd/LECXAXg+7c0nlo9hlvexdQXxovjWmHsaaBC8/Fqfk6QP3fZYmTJ46I86SobRonH7E4Kyg9/2VX7VI5TCySqeTFGi67Zn/3zLTtb5oPsfh0o8HGo9v+cPEZb3sJMKtkwlMf7Dw8qmd2NWhgwriXb8x0O0BTe7rleNS2jEacgpTdyx38ihVNv4AMAt1G7ByRMH5P9dRKEfD79nRLxXY3Svwv4KqCY/NYnCs2Z45cJ9g/ccU3wB0QT54SPf81UmOKEOjkWjPalDkqwHTg+Lr0rAldpiMwrpogKIVZSCpqe8ZJhz8YrKa0+Ni4bAapP19L07JZqBvbB+yq8PXuM6gjaNkdbcUDmUMfcLDPi0subtB74hKbbVAUyGnil6M1ONl0sKGjp6yBE+vbZtqo7RmJojoSE78Ua6TTo7ZnnGzx1VkE6hgcCjhM5zgW8HF6QSq9g/+Qisk5QT5W+u6YsaflkndlM0efDdKkyh8d3GWuCVCFQM3m0RqcbBoA2NJ5qBnoW52aO4ErJ4BrfRdCCbharEiS1AjYpGqeZLGeKfW6CqWBuhRBRhyLjIMsyB5Ru8TBx8eJG9G37ezce7kiMwOcnSD1IKXUInJwtAYnqQaagOzq1NyKxRKfDwQdMAgiYFRla+eB2atS8yu9aXW+2aiYl+c0FnMlwMcrdWuggoKM6m1xtlhxNxm4vDSXcnOSfM2Ozn0XKzK/qN5ehYfLNgADa1Jz/JHaqxYNRD7p3pQ5ulzh9cDLQeZuzHT/c3u65V1R2zUSeeLfdAjepAhFYt+K2p6zZX3bzOKGjp72QJ2/F4JXKBzLa9xVREE+D/xTpa85aJMvc8kXpxWOxqbljgBa3xuf/ZG+eAulSfYTDQEWF1AfZORMiY9M+FbVbOs8MF+Vtxqcl1hMinDB4QVR2zUSBa/+M671P6MouVjDXVHbM06eEpvmfTibzb/NbUgMrHrLlUG8zo1Jsu5mkx/8cN0Tn1fRSV/S5K5R1aKP8Vy1BBhiUvy0g49B8YLcpXW2VwomTs5p8OtMbvTkHZNEBxsz3c3AO4DnAetBNm7o6Ll8fdvMCTzgko9YzP+goEi1Zi9/CZh3+xr7AKjFxAePqVuX1IEf1TH4zvVtMytaKmzA1j1dUXu8fjHNgw+TrZth3Jh8SggAIUa+vZF+KViPfpoCi/P5URudJBrY3vVwAniHVZ4N5qkg+7Z0Hlq3OjW3N2rbhsM33scDdf/S0UByTkP36GdMSN6jyPaixq9VqHMIuhGmg9wN8sbVqbkVvS9FLnG0GJ9mw/2lAnGn4CQ/Vt6nM2i7ESOlSYQqcsMYGp0UGtjaedAB3qTwbOC5ICe2dB5avzo1d8KWqjKi3wBu0LBeVd6I9kRs0nj4EnC4QOIfC2pbXOwBEWYhbAResyY1d28lL7Yx052CxlnWKNPscRQRFfkAhE7trhTWB+qGagAsMnoOqCrRQKST7tLO3u+BJigXLZE3ELrWTFhWpi968+bM4RsBZ216zoao7RkP69tmHgLeUDrOKxsz3dOA6xxRN1nsRUo7eXVBH4PajBUPgJgJyFkXwlrQB0ZrdyK5jJwjdwMph0DCFXZzzabM0fp16VkDEds1LAtXrP3sQ12dPwFaQKoylu/x//e7k8AHSseF4EYRSVr1KIoiNiCug9gwYTQxmxMhTGaVN8kTiLNxLI1OEh38QJWnEIaWAKwCUlQo2dz5YE163h07uvZfpMoyR/TXUdszHta3zcwBnyodF4KbRKT5WPNS8tNnY1Bc9WnUXgqSpIFeMShxLFkC3+L+YiyNThIN/AvwagEXFEVmESYrm7BliFrb0h0dXXvnqbJahN9Ebc94WNm6ICDMTnyhsnR/1tFgHoTbDR5FCpLAaLjGKyJiMaCKoKrIbWNpdDJoQOF9hGFVLuHHU0c4Af/XKO0aiTWpeQPbux6eqcqlIvyh9DxVFWvTs5UwoV9FkvqNgQ8L0hqYGD4ehlAHQ6iUPNu1FGlnvjaWRqtBAxHvdOuLBKYJYAETfsJHNmeO/Br4/Nr07B9Ea9/wrE3PeSBqG6qIAeBIUb1Z/fFZXmxwLyAETowi3tAoW0+999L1bTNHdK9WpCpWtUbjwcyhSw2ky/9XReN2oLvFP/jT7i2d32tZ/aSborRvJJa1pjoIF0hqjI3tqqwBPGN9krYfUcXYIlYNVsodDb5aLlmeXpwbrcHJoIONme65wFXlUBfCNWvfIfjqpsyRXyjm4+3plgkZbrGideFeoKK7AJOcjUaDeZ4J4haD5w8Qs2EkU9axpQUoi6A2RuHpa9rmj7prNBk0sL1rvwu8mtKE26AK4hr07zq69l4DvKutdfGI7pVR0da6+DBQlck0I+I+X7zHWzVJgyUv8aEvvvJEQ1UBURF99drU7K7RGpwMGtjaeVCADwFeqAGroLEk2dfs7jz5VIG3XpRa3h+1nY/FytYFJ4Bq9fiLgvsUXlrEq7O4CD45SZbnAOHkWRVFLHBte7pl1DCnatFAZJPuzZkjnsAXytEzMQkUEF+dpSBLgSs2Z47MWJuePeFjvGuMTHu6xd+Y6V5ncX7b705rLTQux9M8eZMgwAMNS+8U1fVF6AAWAqMmbgjOsTxA1HR07TWCe6MQIFhi5Emi0uT3zBKYpXDFwe0bNsxbub4qMyPXeBRXqcgdwJMd9cPEhRrg2nCF18cj6zYGvonvQpw5jHEyV+06AP0iqAgBrgQ4gngUGx2CKxSuGNT6fcC/RW1ljYrwl54pfht4caCOeBo++wK4Ns+A24xLUfMafzhH3Zgrg0wCDXwU1BUCjKCiRhRNIFypcCVInsqWraoRHe83ou6A0/QWEUq5DcJxMIANg2jVYroVZ8wP9iTQwOtAG8sl6ASDR94V9ArgigDTTBh+VKP6udGgdQgf73ebk6H3aznh2VBeJwXpBRlziFM1aCDKZYF/BJ0b+u8HGFRM6edT6F9HZl2NSvM00G0+LkXjkXUaKJAAhAAXX10UcYF2Vb6yoaOnabQGVWXYo0p4qyd+e0wKJBnEw8fFL335hAw4jR+O1MIaFWPWwO4ntQzuPeT6+cDHJRBn6O+MKqIWdVwHIQ36vUzXnkeVU3osqlkDmzJHnwf6grgUiUmAW6qi4EhwWkUF+8Go7axRGerN4OMcsUVFi2G8XvicKpCTOgQlMDExRheB3rox031mVufHpJr7gp1d+9oF/YCLj4vioCKnPf+lT+iN0VpZo1IYbNpiGkAKqmEtZKsGqy5B6QkABGSWKjdvyhxpHUu71ayBbZ0HFgD/Uu4VHUDECqe5Cwc4z4nMwBoVJS6Fea4EFxnRfotQPjht7Ev4x29W5RObOo5ecX/HsVEf5GrQQJST7sWCmjM/ClUQKa/66Xse7Dz04ghsm7Bs7Tz4wq2dB7+3tfPgk6O2ZaxszHQ/DvgG8DwQihqjqF7oDkI5azqUsnVa4Kmghzd09Ax7j2VXkuGOKuEiQAwWYwNELYgw6DWRd+oY8KYhos/andn5ht2dHRPnWyNidnTtv2pH1/5bdnTtvzpqW8bKsc2/ngP82NHgRdPzBx3BEojLoGnABpa6Y/to7NlFPHcS0UCNBstQezDTtefPR2p3JB1UCQuEMJhRBEQDPM0T2LAvKHXGy7Z37n/fjq79XtTGThT2Zrav25vZ/t29me2vjtqWsdLRtdcFfinwcgOxrCbpMbMZMA0MOI1M83uYnj+I62fx1cFgGwS7f2Ome8QcL5OgL5gH6gslDQxNNYLSEDTAEDRkuh76VGfXrvpILZ1A7MtsW7ovs+0b+zLb3rMvs62a+sc7QV5nMQ0WB1tafFJOVZEZSnEErsL2jZnuL4zU4CTQwHQpRe+GGlAcAgIMPi5FdTDWN/t3bL750I6NLVEbO1HY1dU5a1dX51d2dXVet6urs5r6x38H3kqYE4jyAqzVcOJsAZXyc6txi/wS9EcjNVgtGojSkvdKqSSPloqXB2rQUmR3aYV3OvDdBzsPV2NZroqztfPgQuB7wF8CPytleqwGHMCcvmp5uitJGL9RLo/BQPheEqB/NVKj1VCTbxQ+DTwQz/fS3Lefab0PY4ICGCHvJjGixLQQNxrcCLw0amMnAju69seBO4C/AP5jR9f+WRGbNFZM6WsNAZL+APEgS50OEs+eGHpy6/oPY7A9HgXjUYiJBqO6lFa5Br5p0F+F6TyUeu0joYMkNYuqYnFwxRpCrbw7amMnEHcQ9gNf3pvZvjZqY8aIlDL8llBcR/HdBImgf+ip9fwsihxMmpxJSs5z8N8zWsNV3hfcKchQAqMwnndoGEqYZhER+BvCmtI1Qm4FXgVcB/xZxLacDS4gpWdTH/mslsZEoYv5QUAc1BPsqJ4O1ayBi1Pzt4AOJXN08HEI8AiwOBiFOjsgDsHr9MIl+6oGbgT+ijAB3XlPilxBXMJxvmjpKy/cjQ6/7USkvAB1FEQcrGew19zfcWzEOU81aCCySffa9OzdIjwx3NwMVyi0lMUXON2vygC11d2QgKF8Y0ObxBOe9nTLBsIM0cVSfMaQ3eXIjRIKxOSUPobNXBzWcJVhj2qgrXVxT4B7RaLQ55edLD0/x2mr3GXXQgdoiMbKCUe49XPq5wldy7nMjLVXHlTkFTmnLnciPidr5FQ3kEs0D3UMg3WzMGii/JpD8OBI7Y6kg2pgXXpW1jPBc4G+MM791OciIphTf15DWOWiRog/zM8TlrbWxUURnu1b52TOxrOKKKok7ABqnKGo1kHTiINtLPcDnvgjJmus9r5geeuiYHnr4tcDu/XUhsMjnC1Ln4UAY45znwL4lEreUCUaKPEc4ABIzj7iL106yjt9mBkQ/u0NOmI1l2rXAMDFqQWfQPj16dG9yOmer0M0R2LgxKSsAYAJXF7zUfwFsAOkoIgiZmgyIDLk7oGqzAJsSQMnL2mbMWxm+GrRQKR77qX6hzejSqM9xgz/MAnbD8JhoBPoBW6glhUQgFWpeQeBFxKWtrhqVWpeVUw4ANrTLTcArcCPQfyh6WTp9dPmmF9WpRf4jQg3jtSmtTLsUS1cnJqfDcT9oBK60xTcOiyGPIk+RTYr9KuYW4Cqqwd/PljRurAAPINQA7b6kXMAACAASURBVFevaF1YNTUxW9ZecVtvYs7iopv8at4ki4pQEI/+hjkcmbOKQ3Mex0ByNgHO9xWOAVsN9qOjtVvtGljZuiBwtfiKpA4MTbyKuChSyGn89wFmQJE7gH+I2NSJxLMIdzleuTi9smpqhLe1Lv51ThOLAtzrwfiiAU5QoK7/CCY/SN6to94ZBLW/UOUgsNcR+9bR2p0MfYHFPFdBUYvRMNxIw9CLX6nSD/yOCV5O9QLzYuCfgXcygcuqncmq1LwHgWUK7wYpnppOlne4yzt+uhnoUuWoCK8Yrd3JoQHnJS7FQGyAE+QxQQGraGBiPy9Ios/ibBN4WdR2TiDeCnwB+Cjw9YhtGTMXp+bvAVmtyKsUKWhpn1vCrIJDK2kidi+wWZUTk0UDEZcMA4H/cci/IqaFhAD12k+ehvmrU3OrZkJZafZltiWAZwJbF6Uvfuj011al5t0J3BmJYedIe7pl38ZMd4yh566ksFIMWxjPz6/b0y1jGFiUEy9UPz2NS3+l1uZESBhsuGIn7rLF6VXdUdsWFds6DziEGth3cWr+1tNfW9G68PdAVWZ0X9G68OiOrv25vFMvOaduyNPDd+OlDLaCT/LhVGr+zLG1ODl0UKcD9ynkBYkrYFCKaq5ZnV5Qld91lWB/xxYBrgL6F7at/uPpry1Or9wOvD0Ku86V9W0z+zZ09HQDvkPg1fUfwSsOAIJ1Y+STzTRxMrswtWb+2FqcHBowaEaRvINNQGmXW811y1LLPh61bVGyu7PjMiAG/HpJqm1ojrooffHDVOkixKrUvPyWzkN7gYKgsfLvtby9q4IAa9JzUmNrcXJoYGXrgsMPdXUe8Wx+nqPhpqbAjy9qu/iFEZsWKR1de9cCc4G72loXD82NlramThB6kVYdq1Lzggc7D28jLBEq5SrbQzkNAAOxNW2z28fWYnVoYCJEl/8IzD1lR6oAl6k84S7xE8LY7Qf2ZbZdFLUxFeaDwP3AofC/p9yrRAiAEd2oyijVsao1Fla2LrhPxdxkMfh4+MQAU01JMc4HNwH/CfxhW+eBx0dtTIX5PPAb4GHgtFQHAkhgsJ1jbWgkHVQTC9tWHwReX3KrhNC1fKqHFf0NYV9w9/6OLc+P2pgK813grgEa9gXm1Np/KXmOAjvG2tBk6QtSrUuLUiqJNBRigSYiNClydnd2vAz4BWEOg3dEbE6l+RnwA0X2UJprlB2rSwn1Rq3PXWayaABA4HlG7ZBDsKNB5JuDUdLRtfcK4LfAD4DPRWxOpdkK/LPCQ4T7bo+YOCsyprKp4XurQwORT7pXp+ZaxDyvz2k+NGAadcBp+n7UNk0A1gMNqErdYPdPjj/wq77jD/zq9VEbVQna0y2Z9nTL4wmzmRcI43PvIlxkeEd7uuW3Y2qoSuI3xopi3qtqtpZKG/x2dXrewahtipgnAfWoMru/88snN9w1cHLDXR+L2qhKsKJ14eEVrQuvMvBxgayE/cxmEfmmCB8T4XtjbqzKY7pPZ1Hb6u8WJf4zFcHi7IpR+HHUNkXM5UAdEPdxP9TRtXego2vv1zq69lbfH/cM1rfN7F/fNvOaAO+N+xpWD3TXLdGj9UsPFOJNXwb5DMinx9zYJOoLUq1L7wK+WvKw7AG5PmqbIuaJQAJIJrM9r+u9/87+3vvv/O/e+++s+onY6tRcf3Vq7mtA/sxicmGOQRkknFjdROg6PDYmkQaWtqbuD8T9UJhaUwYFrUqPngqyjlJuKyG4eldXZ++urs7f7erqrPr8DmtSc3RNas4HBHm8xRRKGvAVPq2Yb4CMWL3lEVSJBibEF9fK1MICMC9qOyYQbwc+7wb5hwRdBySBTwH/Fq1ZFeV6wgR5LvDB9nRL79mcHJbXmDhCOldWp+YpsDpqOyYQ7wS+FQuyh1xbWAUkFD56csNd101b/ydVkUBwDHwDWAIsEPjb5a0Lz3qhZbLpoDWdfnbUNkwgPgKsUhgomvglgnUUeTXIxxijR1AV8DMV99pjdRddAnxsfdvMEZOmPRaTTQNLUsvfDLw5ajsmCF8kDDOKJwq9qwBP4akClxLGuFc9q1Nzt23pPPQ24LkC/7Q6NfcPZ9vGZNPAouWr/4FaDo8y3wVeDix0CJoIkymuJkzId2uUhlWK1am5x7Z0HnoJ8FoRvromNfesw8qqRQMTYtJd45EsSl98C3DLge0b3gU8SQEr7vGIzaoo7emWfuD/nUsbE2n1qkZluTg1/5fAwq6dmasV+QkoVszJGe1PnywTbpa3LioCHz7Xdmo6mJwsbFv9AND6UFfnaodgM5TrlnuTJtfD+raZCnzmXNupaWBysiTVtgdYszezfY7vxA+4QQGFpBVnzCE41cDq1NxvEC7CjpuaBiYnba2LjwOX7+rqTBjrn/CCHCpOfdGJbR315CpidWruTwjDqcZNNWggcvfyGrChoyexoaPnsg0dPY9wFwmc2LMGE9PJxpoYjE9bHJV9E5Wwtt9jH5VERGaIyJdEZIeIZEVkn4jcJCJjTHZVYzQ6uvY6HV17n9DRtfcRn6nBXoU4IA6CTD+x6e7aQuEZ1DQwOch07ZFM1571ma49ZyYQezylxK4G9RSZHYF5E5oL0RfUNHBh6Ln2Dat7rn3DkjN+ne6vm23662bR2zDfHGi6uC0K2yYyNQ1MHnq23Jvq2XLv8jN+PdsLcjGDYtQn7mcvjcS4CUw1aKA2gI2YDR09AtwLtAHHNnT0LPek8B5FnlBH4ra45P5UHYPFnVSrWueKqhBcuOQI84EFhFkit5V+vhG4hbB0T41z5z8J3QgLHV17V2KDFzgEz3cIvqUiVhEjcBh02DqNU5ELqIOaBs4/nyV0K9ZM157HS1Bc6VF8k4e9ueAkiqCejzMITCqvp3OlpoHJQ8+1b3gH8OnSz8/RF77GKnzIjdXflnMbT+LKtByJArAvWksnFjUNTB56ttz7fMLPk54t977hhNvyAMin85L4dYyBPYouAXxBH4zU0AlGtWigNumOnjiwDlRi+V53/uE/3ts/ffG6wWkLyZO4KkYhD4jB7gLY2bVvCdC7vHXRsSiNngjYC+RKoqpbgNMTOnSKyPuB/xKRJlU9q3j0Go/JM0DrUXAo/NCgTxIBNe4zj9UtHPBszis4dXvS6aW6KXN0AeCvS886HLXRE4ELoYOaBi4IVwN1qmQL1vvKNPquNGEhuWdaNcdUTANw3GBzg7+5bTYQq3vyi/ZHbPOEoKaBScM1hDlsAmf69Ou9ww9drg1NEs/3Puvk9Fm7ffHiQB6kd3PmyHSgeW169q5oTZ4Y1DQwaXi2QkJAChJ7X31wcq2gTj3yZ0fcBZviFOYG4lpfYscOZY42EObD6lyXnjVpQu/GSzVooOZeHj0XCzYjKBft+99YcrB7XcuBTXi5k8TIJwnFFwcu29m1772EpVT27Ozatypas6NFAavDHxeAJiAPDF6Qq01iNmWOrhQNNjvq45FPGvRJp1WNcHzjNuTcxkRg3LWbMkdfDHQCuzdljj49MqMnCCPp4AJQ00CF2NDRszRvvc2qYJFEAffKIQmoNU25Iy3TswcTXpCbP/vog88AdgOZwd/c9srIjJ4gRNwX1DRQIXI/+/o8N72iA8eFWMw4MefJ+tAO4dA+TFA0onaZwSYETapyBbAH2LY5c+Sc82JUOzUNTA6Obf71jADncKkfoM+Zvs5gHYNisOKKXVs08UQgrqthZv+HgM3AVyM2PXKqRQO1SXeE7N288d8WDW67b0bhQFtYnfG0ir1qCy7+HggfpiLuoFX5OOEE3AOeEY3VEwdrhz+AFhG577TjTZW6rog0A58AvqaqfqXanYrszOz+cCMntzoUnyxhqdKh76QACfLi/TFOXuJk8TR/sl76v+yRTxCWkbkmKrsnEjUNVDd7tm55+fxCV1dz4fCLBm2SQVsnYDjODLIkVAJ7j8EiKIliX67fm/E1DXcDE4RZbac8UfQFNQ1UjtyPvvRk+k7uiyXdt9U94YkkUikRKQ2HTvQwmJjxf4HxVABBHYP9JyFIEtYxf0WUtk8Uahqobjp3ZJYGmEOOLV4LIv2JFpL0S7l2dU7q7rfiiAgIGgPeI+j0kgZeHK31E4Nq0EDNvTwiTmz8pWmE1wlIY/EY/W4zRxY9nuZjnRTqZyDJxD0BToNjg5QX5DDitGVNkpjJ4xB4isSivocoUWW0+I1uVR0x0YSI/D2jZ49+mqrefdo59YQZFh8mjOmocQ7ENP9BQyCiii8eVgyCBQTF7HLQnYI+QQCHYI4ADTaLo74qxoVZEd9BtIyig5oGqoA623e9QyCuFmm23Rw3LSgGX2L0aqxfJPifGLmnYAM8grqTsebFemQ7cvwoGBNkv/33knzV301Z18Jz7QtqGpgA+P71agNHc1no74MZs+F4Nwr4sxfrkYbWTwjcWXrIHWClYNURCzCwvevh2Mr/z96dx9lV1ocf/3yfc85dZibJJJOVQAKZhT0kA4oL1F1xq1vFpe6Kii22da/VulKqouLuj7YURQS1Ba2tFLWIoiIqQxbWmUwk7Jlkss12l3Oe7++P59xkCCSBJHPP3DvP29c1M/eee+/zMPd7z3m279O5tJJdBbLlY6DxWQneb7CRAEZjsAl5W0ZEULDWhG8GXZejjBFLSfOnheVxWbTjdkC2jz8wMaflaa/emXU9stIoMeAb3RlpX/1Mu+2W67cp2gFgAhgzHTtlaaEA2ESD35Ul/7JiMoJBEY1pYVyNIiIYQT/FYdhqpZEdhoyEFwHfOcAx99R+EJE24Cfpry9S1dIhl2CGE/TuMCmfFNoqEhTYHiwotZgJARLgukSDnogqipsGYjQm0ko6K8S+48E713x0yXGrZnRiqUOMAx8DGVNYY5GjBbASkJdyXNJiVRUNJLleouC0cdqYlWxDgLl2K2brQwgKCc/C7dk6o5Pq+BhocGp/pdXq04jdQJHs2q7lU84cUTGhbZ19pxFerG4XXtF0QqCRNKU/HIdLwvk/GZV+WvAx0NgqpvhrxZwLFkUoxGOAbFW0BRjO2dJLCxKoMSJihAIlM3dXv80lJQEW42Y9fSPTSmSsEWLAN7oztLVl2YVFO3KBDSJyUmVCW/qF0beoclaZwidjNfmEgACXsNlUS7Tft86qCeyuo1aW797Q/33gHUd39cy4RodywF6tA7+G6lbgMe15KyKzgGtwbb+zVHX0kN7cAyCXTHwoXx39bwHCpMxwYdEOEc4s29zzIyofCzRpt4qLARHUdUHFoALEpbDt8o2Dg+9Y0dk5I7PZHmoc+BjI3uZo2XvaZNdLVQKSIE+o1gr0RFJ5YRsj7wOWGyyoIjZBUJJcsWyq5RAhfKD35V+1g/f+1bGdR92adV2y4GOgCbTOOh8z9hHKJfeHDAJMGJw00Tr/2buiue8EPcdgMZpgCUAgJJ4wavNVcoWE8OO3bXhw14ldS27ItiLZ8DHQ+E7qXvLdzbdu+naABAJEtqzAs6tB4QRF3mCwH26zI1rRnGANkSZUw5aJXHW8KGi0vaPrXQ8NDj64orPzh1nXJQuNEgO+0Z2hMTPrZ5GJLxABo5aIeKPAU4FPtDJSVAU3yuc+SLMfvEPyu4YEEJsrzhpZeuJLcQl1Zt7UninYi3hf0gD7KS5ZwkuB1nRaCcA2VZ2x09oOVaE62rfnzygY7AO7ktldwD9HUm2JtExI1T2sUJI2Rs2ssEXHFENORJ6H66F8RRblz1yd4sDHwNTJR8l9FW1RETd4rbC91YzPA76gSjGKy1Ks1hKiurNBvOLE/LZkNnZWu7G5ljOBbwO9mVUiSz4GGl7hBW8vj97wg4oJojxqYdacyvbZR1kb5r8SqBYDKibQam1kmwo5QuIWAUTLTEh0Gm7byUUZViM7Pgaawkg0b2t7deui9E+psckNlXKzfxHF47OMtSFAZMu7E98kLe2tw7nZhCGmUphzEvC9jYODs1Z0ds68v0ODxIBPpJah1d0LbraY9apYRXYWZOIdwHEi5AANNCasjNG66wEK49uwQQQIiEguHjeorQIPZVuLbLherX3fDrNTgScBJwD9wIOTbk857O82g8xbeeaDo9G8ayZMi92eX1wKjL4S6AJMWXOYdJZHrf9S1BKZmCSIBDFGocIMjQHYfxwcZj4GpkhP57JqRXP/L1ZjqxpWy5p/BXA0oDE5CWx6Dhd3ulaEaq6NkXkrSPJtokqMj4F6xIGPgakUhB+x8xdb7ViUaL74JhvmF4JbToe6zqa9x7FUXTykMfCYRqmakY+BJhGE543m5yWlsDWZiGb9/US+vQq0VYNCmEjoUs1OarYFxLSEVfJUiOKJBBgFZmRCu0aJAd/ozlggdrUIJxnRI7q7V+xE9bOo3g46pGIoTOzAqCWsTjC2YAXJvEUkHYvRWe2JsfH7gS9lXYes1KvRrarXq6rs43b94X23mWc81/7CXcXFx1fD4qITu47YCHwL9I8W82BFCijpFyoBIIgqiJAQVIDPA+/JsvxZ8zHQ+E7uXnJuWYvdFfJLVnYv/g3wE9DrVMyD49FsQFARJnKzGSnO5/5CF5aAss2VLOZS4DXZ1iBb9TgX+BiYWm1PedmFYsxywuio1jPPvhJYY1WuUOWhhEATzO7zQIJhQguUKeg4rWXgv4BnZ1uDbPkYaHxdXSt+gJilcVhccdSxJ3/2mM6urVblAsU8uNO0J4lEqAiJBMSEVCVyXU6QRLZ8A3D6is7Ow9/l3iAaIQb89PKMHd3VkwB31H4X9BVAJxCoSBwH+TBIyijCSDif6sJVycLSplsFvrbs2JP+JbOCZ62O08u9qXV851LF9RgCEGCfDvSCoSo5G5vQiFpa4jFm63YSQsai9rWI+c/OzqM/lVnBpwMfB01jdff8jbWfBT0FeJaCJiafDBeXBoHGqASMaQtKAHBbQnh9YsN39/Z0zNgLLR8DzaP1KS+/r/bzWNJ2JPAqQCKpxBXCCEDVEkkCAiUt9ivmZoW3rexaOJFVuTPnY6BpHN3Vs7n28y0DW9tgzl8DeSM22WECU5SSBLZKSzLi9qYm2BiQ3BnZyhtXdHYOZ1fyjDVIDPhG9/TTCxQFsJihbe3HLA7LY5ttkFs0y4xSzhfNhvzpz+rt6Zi5wUU68plkXQpvipwERCChVbM5Il5klZ2Rltvd1mGxzqoOv3XJ8b03Z13QrPk4aFrHAwi0qupwQDJPTVAasy2RlbA2z/CTvT0d38+0lNOAj4GmdQxuRnlrrMFEIEkA2FBsVYSiKuSl9J2erqM/nXE5M+djoGnNB1qBvKKJEWyViKLdtV1gvggkEvxu4Qmnvy7rgmatUWLAN7qnmZaJ4WuCpPI6FVPd2nLUYhvkiPO5RQUdVxGkQFlCHd4FHVkXNVNuT76sS+FNhVCq1xtsoqB5LS00WEFor0ienJZJCNkRzJtYknVBpwEfB81J4be4tXlxIRlrDUgEKMYYO05bekgtw+DM5mOgWeka3BrVgqBlMEUFk2BU1F1dx0Q+BvAx0Lz0PmAT0JWjsjUvlUUAVZOfEyZu6XY1LIxnWMBpo1FiwDe6p5koLr0biFStFqujjAfzXKIQkc2ozgN+saKnx59oAG2EuSTe4xaIfQeQF1DBGsG1MMbMrPt30rEgIbgLkYGMizlt+DhoRvIaoAUIDcnuGMgzsXmctnnAVpDrMi3iNOJjoPmI8BJgFhAAbbW/cEw0FhMVQcZBrsiuhNOLj4Hmk+5mtBQwIjq/dn8lKCQaRFYhRsyM3pt7skaIAZ9Ibfr5DTAmkJRMod8qGktY2sWcJ4hwrAgvyLqA00WS7PvmNbTfAhNAqUrujxbRmCDGmOcnEh6LSO+q7gW+4ynlY6Ap9eEy84/FRDemy9WSkPhtIMeCdPb2dOzMupDThT8XNKV16b+jivmDRaxFLMhHwHSBHHVy16J7Mi3hNOJjoCltACwwWtHcbQnGWoytaPGbKmY5YpYe09l1S9aFnC4aIQb8SPf08/fAz4Ato2HH7ShPADas7p6/BfyE2hptkKQJ3uN3bOdRF981eO+tgLUS3VQmOg144PjOI+/PumzTjY+D5tTTueya/sF7zgDaK2Hr9WGy62Rg7KiekwaPyrpw04yPgeZ0cteites3bO4Fjgb5ubitJIOTuhbfnnHRph0fA81pVfeC+9cMbDkZOEkJritp60Lc2tJbjuns8n/xSRolBnyje5p5aM6xADce23nU+JzBwR7gDGAU5m8B6OsfzgMvAwZ7ezr+0Nc/XAROBm7t7emYUWs7GmH9hndwJmxhDTARSbwEeBpu9Pt+gHUDQwHw58COld0Lf3Ff/60hsBoYOLLnpB1ZlTkrPg6a02jSeidQagkm5owG7c/E7XIxCNDXPyzA83BTb3+CSzi1Crivt6djKKMiZ8bHQHMKJd4EDAiaA54FbLlz8L47jus8UgFuGdh6BrAY+OHq7vnxuoGhk3Dnhfv2/arNycdA03oIuL9z++8VeGZ631p4YQLQ1z+8Gpd48+reno6JdQNDPUCysnvhYDbFzU4jxICfXj6N3DV4bwj8Ehi9a/Cey4GbFM5XuHHj4OCs9LDLgH8FftnXP3wm8EfgOmBNX/9wlEnBM6AKSaL7vHmNa83Alu/iEuj8QpXrQc8H/fltGx48Jj3kfOAy0P9eN7D51bhGx/VA/339t87NpNAZ2V8ceI2rr3/4AlwM3KrK1aL2n43GV985eN9T0kPOAf4T+B7wQeCbwA3Ahr7+4WMe9UWblD8XNKc7Bu8/FxgB7lW4BPTzoN8CPRvgloGtZwHXgl4K+vV1A0MfAm4C7lo3MPTE7Epefz4GmtOagS0vBnYBWyom/zmFryp8XeF9AH39wyuBX4NeDPqjdQNDrwbWAreuGxj68wyLXneNEgN+pHt66QSegBu1eK1CIhAoRCXNvaKvf/iNuC3FWtPj/weXbCdQ6Aauvbl/2+Wn9sz7t0xKX2eNMJXEe3zWDGxpAV6Ni4HTDYmNqOYALPK6gcFNp+dETo81aI0kAbhUFSMQKbRUTP5nGwb/dAXwxa7OYxqg3/PQ+ThoSufhOsWXhbYyd3a8LQ9Qkfzb+vqL5wF/BhTSYz4NbMedCwD+t69/+Erggt6ejlL9i15/Pgaa0ntx16jtoKsNtgCg8M47Bu//s5zwwqqGkSAR8Dbc+teW9KNw1ZqBoStBPr2qe8GMmP3kY6ApvQfIAWFs8mdGttwCMB61nzM4sLUAvB7UiDsXPEdhvkAh/ShcumZg6AqQ81d1L3ggqwrUUyPEgB/pnl7+BNwNlEH+LyG40yIkBJpo9Dng6bgGd+2jZYB+cC0U4BnAl2/u3/b0upY6A25Pvunfq+U9bhPAr4AysDGU+JciIAKCnqvKCwzaEUmciPvQBzHhWgUsBktwKvBJ4C8zq0Ed7S8OvIb2n0AJ2NWSjPwIUAECjV/QakbPzlFaUtAx26q7ELUB7txR0wN8IL01PX8uaFqX4c4DVYP9Hm4QAlF6VXmnEZbnJDak+7vgEg/WroWWAu8GvpRJyevMx0DTuhQXA6UdxaWXlaLZyUQ0h+0tRy0H/lGETtCcoCqiqFtqoWkMzAXeCVyZUdnrqlFiwI90TxNuXUZLtTUYPwVYBmy0hGdZuFqVUqxBe3pogMtmKOm/5wI/UdfTVdtZpvk7U1RJ7PQJJO/QrRsYOt5Aq0WeBRwD3GNETwHOVCWINVwYihWARA2B63uy1aD4vhh+BLYVFx8wE2IAfBw0mcGNG48Bjsib/JvKtvAJ4MFIq0uAvwBml4NiRyDWRIxR0HEDEFFJdsj8jwL/DszHndcFHwNeA7plYOsS4FjI/1PBlC8FthmIgDcAy6oaqAhGFRRM2sBQ4ALgg+o6nfLpywWPeINm5GOgqfT1D88DVoH5gRH7M6CURIXxrVHnG4DeRM0WYAkogez5nlfkq6BPUZf/oJDe7c8D08jM+GNMc339w+cAvwZuGktaXnhs51EbxpKWxeNJ8Y5ETVvJ5q5w5xeNcb25BneSeQg4FpdI7Q3AlaCDoH+RJtppamr3ffMay7qBobOAm4FfGvTdq7oXbADmjNq2XUB7kuhnrZJUNUyqGsZG1ChQ0tyWcdtyhiongLwW+JbCBos8r39wU35/79ksfAw0h8GNG08BbgWuLZjyRb09HRuB3H3hMcVxaVm0LVr4t3GQr6qSCDYBEJswZ+KBXV0jf3xOPhldBZwN+o28TNxRNGOn3jZwf0eWdaoXfy5oDrcMbF0K3An8GLjq+M6lm6o2SiZs8ciSzfdUNHxdgkliNXGsEica2HTGUwmXcPM5wMsULhRYJ+iStQNDnZlVqI58DDSHvv7hNuB24EfAjenU8NGKRj0Vjc5QOAtsYoirYKuATS/2E+BE6wbiXqzwKVX5vSrc0r9lRuQ4aIQY8CPd08OzcevxFHhaX//wDtx6bYk1HAxETwRFFU0IbgM5BTeS0Q18DXSXuL+lBWkHVqaPn5tNdaZeLWmC1zSejBudMMCz1wxsuRb4PWCCSmn9bLvriQAj0Txik7sB5AyAUJKlaPKPCu+JNYgMOmHQhQgrgYW42GpaPg6aymm47+0W4Nl9/cOLgduA4o6gY22LlJ6k6eTZcVqvSwie1l5+gNBW5iqcV0jG31wO2nJ5Ke/MSXUpsCpGfoc7TzQtHwNN5UTcOaANOGPdwFALLmv/fMH2R8SrIoF02d1NFunFjWYXFd4s2FdEEueAHVWNjkwnm98MtO/j/ZqCj4GmciQwGygCJ/f1b80Z4UbgeCF5wGA7jYBisWrusoTH4NZ9B8CrQF8oEAjsTNCl6djqb/r6h3O9PR1N+yFplBjwI93Twz8DDwCbgK8BZwEF0IJge2TPmLUIeiTomGufq4KGwDwRZuMSjtSOPbKuNciAqu7z5jWcfwc2Aptxa7KfBgSgxZyWTqmFQM6WENFehAlADYlGEueMMC/EzhJ04aTXXFzfKmTDx0DTuAo3yrcdl5H8UzhIWwAAIABJREFUVNzFVBGXQBNJExxExv7ZLjO3UjEFC6BILpFwHtCmbj1rzYzI5u/PBU3jl7gM5CO4GOgC5oO2GOwp4PJ7GFEM+kQgVtVE3PVQGEoyT6BN4MiApPaaLY/yPk3Hx0DT6Ad+CIwBnzaiLcApoEXBLgclokyBCUKqxwJVsFWDRVBjYA6u02qp2dN2CJkBg6yNEANN/0doEHcANwInAScAr4io0CYjAMGYtqHp0iSFDtKEIe5XLA9ft7QFt8XA2+pT9Gw0Sq+W99gUTOke4P+AZ4varryOvwXIlygyEbZFUXUbiqEa5hFsUTHjuE4oBawqBgGrELhlFxY4O8Mq1YWPg+bRuWLF9r7+4R8BbwTtbDOjzwFayxpR1VwUqyHEIgIqmDYzNj7WsqAYl/JaloKOhnMNQEXzGPQB0FxVcz4GvIaxunt+ed3A0PeBFcAxoKsFW5jFLgQrsUYkRC5ppgqKbhFYJgJG1U5a440i9+OymZ+XXY3qw8dA8+jt6bDrN2y+AngicJQq71JgFrsw2DAmIMAiQJ4yZQr3GjjOxYDFLUXdPVT3ANCqyAW9PR3VrOpUD40SA77RPT28FHg+rkf2B4AtyISIgCrGaEyFiHSqVIIb/ai5CUhUmS/Cx1d3z/9+vQuflSwCTEQEuAZ4HvBKVf2PuheiOT0J9HVAq5B8GygJSJ4SE6bV7MgtIBD391YVBdsqCCDEyO0CD6qyTAm+dnzXEV/JsiL1Vu848DEwNfr6h48E/h7IG+xFQEkEyVOlqnmpak4DKUl6VYXAPExAqThXypq/16hdZwmOBfn+Cd1HfiTb2tSXj4HmsG5gKAS+jpvl9EFAI6pG0kZGQMyEFtOMsYLAUUBtJGunVblOYaWI/EpEzjmla+H0vwo/THwMNJVLgPmqrAA0JDEm7XANNXH5+gGLUYMeB7tjoApcDbJKhNsFzj6le0GcXTXqqxFiwDe6p4cB9mTbDAFb1lwlJA4BUyVHbSMMEYJJMyUUtxZWQW5X5aq6ljpDGU4ZeS/smbfmHTb34jLUohiD22uyYjFhQGxU3GkmQYjiiaAt3okibMstsmVpPQHkJOABgW9nWos6yygOfAxMje1ADOStW/mVU6UsasNWHTFVNQgxseQoa860mhJpBuckkuqRkbBs3BZ3glycbTXqy8dAU0lws/UWk+7GEhOVQHKKSoWchOKyIilIgqAqCCQidpZBXwFMiOjXjus8YsY0uH0MNBdV7sbtRJGOtAVlRSJUpUpImaIEJMSEtcE5xP0tjAivUrQC8rcndy2aMQ3uRokBv6Z7Gujt6bgZuAi3H58FbIWC7ND2ZIe2YyWktlfxXp+pQGT31jA9zJA1rDX13pNPRE4D/gZ485S8wQzW07nsXtwXWEXFxCUpJhXyCGojrZDTKoISoBSTsXSMWynaicCgtSmFc3CJeGYUHwPNobenYwx4DVABqY7aVi0nIS12RGfpdllS2SQdpQdoq27HAKO2lXFbRJFA0m1jBI2Ap2RZjyzU81zgY2DqrOxeqMALcNdCFQAVw07a7QizpUwRcNdCwsOuhwKDhumk2ogmT6D5aHwMNJUXA+NA2X3SRXcxpzJCG2UKriEubvbr5BgQ2T2QmgNeVucyZ64RYsA3uqeP9+PWoO7CnTSMYiLd/58oVmU0/fmnwP0Aff3Dz+/rH/5CX//wcVNZ4Cy59Rt2n7fDTURmAVcA71DVocP+Bh49ncu/KvB8RTapBJGKMYiEkk6mMhqDKqNmdpouUKianA2IR9LptnfgMtWyZmDLU9YMbPnimoEtp2dYpSm3vzg43HwMTL3eno4fA38G9IGIcYkyw8DtEIYAhWSMQGJazASglDWnVmWkopFVzGbcuYCBwU0nDQxu+sLA4KbnZlSduqjnucDHwNRb2b3wFlwm/2tx+TryqIZtuot2HSawFVQVCy6rB+lIhcq4Kgluxsh/AKzfsHnZ+g2bP7d+w+amzm3gY6C5rOxe9JCbvSdX4LbDK4AUDFaKUqIoExh1S7S1dhNQ11lVBUaBfwFYv2Fzx/oNm/9p/YbNb1+/YXPTbiXcKDHgp5dPH8fhMjevwSVUC3BZyR82ZUJEUFXyUsGIhrEG/1TV3IW1JAl9/cOdwH8CBdyoyZJ6V6ReDjCTZL6I/HHS7xer6qFMu/wm8L+q+pNDeA1vP9YMbOmElp2G5LZIqrNFSUAX11bvKTBBjmrYQhzkyGuJHGVj1F61S3LnrOpeUE1fZzbwc1zW57evGdiyYFX3gvEs6zaV9hMHPgYaTLquuwzcBRyjJqhWNH+EGpEgnQi1K5hHTmJEoMWUGLGtEmu0XlzG/6S3p0MHBjcJLhP0XOCdA4ObjuvuXH5PdjWbWnU8F/gYmGLrBoYW4q5NB4GtQJyjsjQgFgMUmKCE2Z1cNl14hyXYEkjcBSTHdR5Z+0T8Dy45bWn9hs2bTu5adFOdq1M3Pgaax7qBoXaFdoV+gW24raaPCMSaWoq0AEttADeiQl7LJBKUE8KOKnl7cteiWkvzW8BzcY3xbaQdUs2oEWLAN7oz1tc/LMAHgI/h1nULaJU0WVq6ViOdS+Ua4KEkBJImVSB+T1WjZ/b1by3gptZ+f9Iz8o/ylk1BVQ/Ue7VVVU/b3wEi8mngHw7wVs/AJWs5Bdf77k2BNQNDrwb5dyCyBJStJHMZydVOMIqiCG2MYykRExJKggARlVcbdNHagaFIYTXIteyZxRPQxDN6DhAHPgYaSF//8DNwjYSQ9Bu/YsPQSItUwwJjwSwUt2gP9lxgFKVESYtPxm05luvrH34CtP6xzYzl0uVHkOZLaEaHei7wMTB9rB0YOhH4nUAORBQMqIlxM8cVSAgQgUAT4odfZC8r2dxVgkbrBx46FdikUBARkz61UPcK1YmPgeaxdmBoCbAet/VdaKl9ftVUNUeEW6Zd1XD3BsEFSm7JhcazyuSvjpFo7cDQSmCXwJAIAa7RXcyiTvXQKDHgG90Z6usfbgHW4vaihLRZzcOzk1vSbTDSAFOrBgRRRa0Gc0nXL6Vrvt8B+ncgZwKfrVNVMqH2kNdpXAR85wDH3AO8CddbPiqTNk0HviciN6rqGYdakJlq3cCQCYh/NZvRp1oCRpkFiu1IhqKIClYC4iCnMZEEJG48gwSLKLj/S9zX2FmTXvY1uE6sVcC/rOpeMPrId24ehxgHPgamgVv6t3y3KKXXAJS0gGJ0jg5rgZJUNMfOZJ7mgoqGkhj2/LlVBAlIQKkCL6I28Ic8t6z5rxakfARwVXfn8sH616p+fAw0vjUDQ+eLy94v6dVOOmMWsRKyXTuIqFSMaE4UYtfoUEmnQVmIQZ9vsKGbEcgCXEfULcBvgV9lV7up52Og8d0ysOWtwMUGjKC7r/lBjNupJWBMW8dEaHUX/O5hi8GoBUgSgucayKVthiUKO8VNhd4IfDebmtVHI8SAb3Rn6wm4/Sgns7hZ5OJGMvTzCO+f9FGqWoJcyeatiFYSDXY30NORDwX5cW9Px0VTXfhMHYY9+VR1K2762n6JyD8AF+5193rgfcCPDqkQ3tFFRp8cEgMxBUKNCW1EJRTcaMaEhl9FOE/Y3YtZTSQKiEuatxNJlcgUgoiJYNbk1/3dqu4Fn6x3ZeruEOPAx0D2+vqHo7yUXxOKG8HIUdaKzccFSpEAOSoYkh8aG780MhUSAixh1SKBqCIQF2RCS1qQ3W1uoKpR/8mdi5t+j2IfA03jPUz+ALuswGEtgayV4A8x0ckm/T1BKiCBusQ3saBxJHERwKpJX0oeOrlr0V/Vvyp15mOgWXySdGZemqcmDtDQ4hbZgdyt0BaobU23DIvBMMqsMKIaVzUoW4JWQXdHkiIjJ3ctfF1G9amfBomBpp122SDW4qZ8gDvBVEinFqpSBm4EVsLDzkS5vJTIm4pRlUKtByx9nU3AZhG94ZaBrU+qWy0yoCg2sfu8Hdb3Ur1fVW+dfEsfuldVNx7WN5t57rWYXenP1mI0JgoTQlUoxwR3lKVQiKju/rLaxZzQIiZvJ4xAFFGN5iTbyNuxRND7ZrPj/na2Xb5pw10vyqpS9bK/ODis7+NjYMqk+ThqI9GqmFiRqEqUKFQUuV9hbUHKYlBCjZmwuaCqoRHXQRuFkuTNnk6pB3Dngk/29Q+/PYs61VO9zgU+Bqbc7yb9PCpCKEKsShV0m2K/Z4RCbScXgQg0EFQEjYzY4u7HxG5V+BPwuvUbNn8iqwrVi4+BpvETl59AAHam2cgTcZ1Ko4L+e4idX8veb9x+9kaAKlFoCVqB2lyRXcCgwBPWDQxdsm5gqGmTqEHjxIBvdGeot6djB3AM8Gnc9NgrQXYBlwDDuD24n7d70rlAgLWBWIwoeVOZ9GqiwNW4vf2W4HrMmpeCtbrPm9cYVnYvrCpmWULwceDsCvkLENm5JVj84+1Bxx27wo7jDXoO7FnPlxCqIFgmz7SFUBJpYezbgdi5gs4HvpBBleprP3HgNRI53mI+BLy1orm/RWTHNhbcOMyCnw2xZGki0cc13R5GESyhyUnsLq7SP7XdM0ByCdAB2s4je+Sbjz8XNAWBZwLnAe8G3qTKsCp3KnqpwLwAvRD2fN5FEHH/AmA1jQ8XI5eIyBIRZgMfWb9hc9Ou5wZ8DDSJ1d0LzgHeAHxQ4C9UeRDYpOiFBm0z6CeUSQnDXAyYWiNc0lzm6eOXCxwjMBu35K7rke/YRBokBvz08oz19nQ8CHwUoK9/OAD+EuQtoOka7d0rO9StW5IKUFB1J5lJAuD54IYIgQ31rEe9KRz20bzH9f6qTd1rWE/d3StGgE8AbBvYsqHA+PtbZOzPLUJJ2hCEMkVELWVyViFRkFLQKqEtgwpJkGOcVgk0eVNRx9wUQ4Km73nPMg58DBw+J3YvrQKfAejrHz4CuBCRM+JJ6T12ajsRVaqENpSqgko6tZYJW2BPAk39u1YzVjRYypq/r/61qS8fA83hFLdH91cB1g0MteCuaU4S9CTXsDYkams5ZW06ZhSr1oJEqGpQ2+ni3UKa3hy2i1Cuc3XqysdA81jdveAygDUDWyTdAmyFoB9ybQKl9p/bgkVFgAlVWqDW8Kb2+JvU7fXdlj72QL3rUk+NEgO+0T0N9PUPt+EW5j+BPX8Tdcv1atuEuZ8VKZRsQUWsJBpMfhkDMos9Y3/L6lP6jBw4U6HXQNYMbMnjMkKuLDIeualTqkZjrARYCaQ2k0qQSGyixWQUQSlLgR1BB4pIQUsFIBaIjCZHZlurOvBx0DTSTtfVwCIevvOESyaFwUpAnooEYh82S61gyoxbd+oIJQ4MtixCMU95Yb3KnxkfA00jnQJ7Ci7b/mxwMzvU7ZuaJiJ3d6arVnO1OwJxDXKLkGhoLFpJX6d9Vdei6TPUNRV8DDSVNQNbjsctGT16chJlde1uinYERWTEzBaElloGg9rQtztexKKF9JEcSBEYq3tl6qVBYsBPL89YX/9wHrgVuA54FTCCS4a2FVgKXL/33nMWmdTg3v3gZuALe/q65JnpazcttbrPm9c41gxsEeAGXAx8rEr0UPoXHAuJT0gILnFTBiFJt45xV1zuqIAE49KMjOWS8fehGipQlXx3/+A9izOpVB35GGgaV+L21r4Mt083oGXQM4GPFk2JnFQIxD6iV33SHYnBvg3Iq0JVozl9/cOn1KHsmfLngqbxGeA3wC9wOW0AiS3yUhF98+7546hMGtfT3Vc9QrroSN8pSCC4/60bGHpBFpWpJx8DzWHNwJZzgZuBdcCP0zz+SazyVyL6nLZku50Vb2N2PCxtyU72NLfVNbNrk2Lhk2BG9kQGr8ymRvXTCDHgR7qztxQ3slHbZ3sO8DPciMd/Ayt371Xs5pmXcT1gs2pZPUFjYBbwmXRtt+CmVuXS45uOKg3Rq+U9JhFulgdAMMrsVRHVCxKCF4K5NlFpT8c7AKyQVOMgmihpa7shYSKchUJ1bvkhnRVv+xcrgWxvWYI1uQQ3WvJQVhWbaj4OmspzgBbcBdPfgL4IeKcIP1LVHbJ7yRGJQqJqxmKCuQGWiuYArUZSqeSk+i1FmLAFEsIysCDLSk01HwNN5cW4GJgA/t3CfwIXgLkctet39y4pNr3uGROYu+caSWOX8Tm5OCEw6fVQGXeN1bR8DDSVl+L207YCt1iVy4DLwHwBTX4aaCLptZAGGlcFnTDonNpG9oomgiSgn1Q3A9YCMdDUAxCNEgN+pDt7fwJ+gguKbwA9wOm4BvOJwBDupFHLbl7ANbBryRISwIrQimtoV4E1wBt7ezpG6liPumuEXi3vwFZ1L6jg9kiMgZ8KjCZELwGTAzqAe0FKithZMjI+W0byeSm3j0ezGY3mEkuogpXWeEebQGA0KUVJ5Xbgwz2dy/qzrFs9+BhoGp/EfX/fitvZ4m0i5FQpAltKNj+RqEmqGuwQyAVi54aSUNEceVMmkkoQSdwqQgASB6IDIF8G/i/LStWDPxc0jY8BJeDegPgnrYx+cBa78gFxQd31zziuU2qLuL2I57pMzUKiBgEVoRCIDY3L6rxJ3MyRy7OsVD34GGga/4Sb8bpZlctA/hEkDxQsZv5YNHeibIpJRQpDo+HcnLiBuslJZUtpbIS4Nt4Qbr/6pk8s2wgx4Ee6M9bb06HAK2q/9/UP/2LPozICei7QoooFrtwzup0eIQSqBOnjgpuW+KTeno6mHOGuUVVskmRdDO8wWdW94O+AvwNYNzD0r6SbXoTEkpfkM+PaUikwMWywP3PrvWs9moIRJCIJR8P2ZHa8LQC2zikNndl+3AnbMqpO3fg4aB69PR1fIL0w6usf/hDpFHFcB+zlluDCCVvcZIj/kJMEEQjUUjQTGLGExKaikTUkBpjIm8pZJ3Uuaf5kgj4GmsbK7oXfB74PsGnDXa9VpV0EWnQ0GGHO9aEmXxRhqyK/nDQDsLaGFYXIjYJjFJkAXrWye+Hvs6lN/fgYaB6ruhf8kjSfQV//8BlAV+0Tnqi5OZHg/J25RXGscqVbPEEt1XItDlrT6eUG11F1zuru+f9d/5rUV6PEgG90Tz9346ZWFUDnAT9U5WpgBTy8wb3X7z8APgXc2dvTMf0/eYdBI0wl8Q7K3cBETir5iHIhIPl2XiZuLpG7r/Zxt2mm2kjs7hjYkV/069jk39tReXBd+6qnVzMqe935OGhK94KUQXOAgHwFt/f21RZDgiFQS0UjIqnsHuYIJb6rpIW3F035j92dy0sZlr+ufAw0pftESFSJLcYY9GMWs12V8w0a1L730wxrqEKsIQbdYsS+HuS3K7sXNm/iqL34GGhKm3EN6CpoEIielxCco6rnGphbOyjd1xvdvb6bksBrQa5f3T1/ZxYFz0IjxICfXj79nItbzzeOO5eAW+Nxcq1nFzcNt/bpUmAiJ9X7WoOJs1uD8aZev7eb7nsayXSaSuIdlAuAdxjs5oDEpGn7VwfoWZaQmJAJLdqEnK1oRKyBVjUqFyjdlYuSl420LlyecfnrZz9x4DW07wKvA7kTpJY1cxnwZhAmbJFR26oVzdmqyxuoCFWBO2KNnj+StJ2QXdHrzJ8LmtLyrmN/BbykTP6GCVqNiBJIMjcg+VBtS1VHbJrvRhWTxAQDsUZPY0+ekObnY6Ap9fZ0DADPBP1hIFbE5bYpAJ+FPXvUKyZRTJrQX1ThAYFTA+zTsyp73TVIDPhG9zTT29NRAq4A1sPukWyZ9DPAJbi1f4BsDSX+Uijxu1T5qFW5q69/uKuuhc6AAkmS7PPmNa6V3QsT4D9KmvuVreWiRUxJ86FLpyYI8h2gbBEsMhEQX1hk7PUKH7bIbWsGtpyacTXqYn9x4DWudNnRj4Fr2LNcT4CWSVmbfwxUq+SlpDlF+eyIbTtL4cMKf7i5f/hFmRS+zvy5oHlt13nXlSheDWIDEgTFiM4Wdk8r/y1gQUXRRNGvCxwPfBi4bt3A0HnZ1qA+fAw0r96ejpuM6LfTfAUAaG0dt4uBDbi8T6JKRVWuNK598A/AVesGhr6YVdnrqVFiwE8vn2b6+oefCNwIYkBr6zJg0u57IG9izy9zcSMgAe5KbDbwFeD59St1/akqNp7+U0m8x2/dwNCRwEYliEZ0thqsuMa3iCUGhFCS1yaaVIsyAVAwJCtRAnHpanO45DlNP9rn46A59fUPt+CmFrZB2u/kvt8nd5S/QNCKKlolL1XNPxMkStf4GVwMzN37tZuNj4HmtGZgSwDco8gRkm6DVNsnTEn7XlVOBzsaYGeBhMALEoKWPWOAfH7dwNC/rexeOJ5dTaaej4HmNTCwsW8O8Wo3w68lATFpaqdEIADpBB5UlTzu2uc5KKPI7nPFu9YNDH1lZffCps7v0Sgx4Ee6p593s6ehbV0Du5aBdvcIR5TeFAhjDU+xmKsTNUnJ5kvAPVkUvN5UdZ83r6G9GYjS1UmSELxOMV8GLgepXU6ZvJTzuN5foxKcERNdVCFKRphdAe7NqvD15mOgKT0b1+AG96X/17gM/18n7XDNSUVazXih1UxIum/xk4C/UbejRRWkabfK25s/FzSlHuAI3GwmEg3+EfiiwkWKUVUhoqyzGGlrYcwYsYhwpKDvwi3Bi4FRds8KbG4+BprP3Rv6Z4XEq0UgJEbUXmKRz4B8Md2Zu5Y/bSFu4A2QooVP4Ea/Y9znf1dWdainRogB3+iefi5nzyj2NcB3gDwwH7gUuAF3UWVwF2NVkE+VbOE1ZS28UjF/g2u4NzeFJE72efMa2g9xn3EE1hr4rkF3CqyqaniJKteJYEQwuPw5Fjh/RXf3B0doPysm917glZnWoF72EwdeQ/s9LvMsuH3mvwn0A88AvgVcl5NqWQQjaBJgFfjqqT0d3wB5Ksj702Obnz8XNKtN7G4syLgl+GJFc7+uau4sC1cq/F+e8jYRAoQkIFHgmkDst4BTgA8AT1jZvbD5G90+BprVqCL3uosck1jMJ6wG11gNnpeo/JcqP1UXJ6HUcqnBeiW4AjgWeD/w1JXdC7dmV4U6aZAY8NPLp5neno5r+vqHjwFm9fZ03NrXP/wC4HVAKzAPl8X8BuA04FfAc9L1fwBXZ1HmLCiK6vSfSuI9fiu7F65Pp5gfAdwCnAS8T6BoCXuO7Tqi0D94zw9AXqIEd4Ge1t25vAywqnvBz4GfZ1j8uvJx0Jx6ezoe6usfXgJ0AX/EreH7Em6G07HAEhE+CPytCENFU1rZ07V8G8CpPfNuAm7KqOh152OgOa3qXjC+ZmDLkcCJQN+q7gWVNQNbvgsUwHQqPNmIngFcJDAWUT6tp2v5YPr029PbjOBjoDkd3dWjd2/o77YqqwVdf0rP4rG+/uHfAMvB9Fh4taAGt81eAjyjt6ejtkXeJtzsqBmhUWLAN7qnod6ejk2Tfr0PN6o9Adzd29ORpHv3LQQ2T2pwzyxKQ6zf8A7Oyu6FD+FG+Fg3MLQVN5pdAh5IDzkbFwNbezqXT59uzHrzcdC0ens6tuFGvOnrH54AxoACLg7GujuXf2BgcNPngB09XcubfzRvX3wMNK1V3QtGgN9Nuut+YGn685aju3q+fveG/u8BY8d09cyYLfIewcdA0zq6q6fMw2PgT7hrHwPcu7p7/tpbBrYuApLenvmjWZRxWmiQGPCN7mmut6djXV//8LOAk4Er0/ssaYNkplLVaZWR0Js6K7sXPrhuYOjJwBmkszl6OpcpLtHUjObjYGbo7eko9fUPnwqcBfxvussF3Z3Lt2Rbsuz5GJhRngq8HPjNqu4FDwIc3dUznG2RsudjYEZ5CfBq4Nbeno61ADNpL+59aZQY8I3uBtDb03EjcGPW5Zhu1E7/Xi3v8FjZvXA96TZ63sP5OJgZens6NuISqXl78TEwM6zqXrAZ+EbW5ZiOfAzMDL09HbuAi7Mux3TUCDHgE6l5jUkVmyT7vE0FEXmiiPxMREZFZEREfisi86fkzTzvsdhPHEwFHwPetFPnc4GPAW/a8THgzXQNEgN+pNtrSJpmKqwXETkduBb4HPB3uMzCJzFDtiPxpqd6xoGPAW868jHgzXQ+BryZrlFiwDe6vQalqK1rDrkvAl9T1fMn3ddfzwJ43iPVNQ58DHjTkI8Bb6bzMeDNdI0RA356udeYlLpNJRGRhcCTgQdF5NcisllEbhCRZx3WN/K8x2s/cXA4+Rjwpq06nQt8DHjTlo8Bb6ZrkBgQ1Zm545TX2ETkf4H9rZ+oba1Tc7GqHlTyCRF5Ei6R3Tbg/bi9o18JfAA4VVXXHszret6hOkAc+Bjwml69zgU+BrzpyseAN9M1Sgz4Rrc3Y4nIp4F/OMBhz8Ct1/gNcIGqfnjS838LrFXVc6eulJ43dXwMeDOdjwFvpvMx4M109YoBv6bbm8kuAr5zgGPuARalP9++12N3AMsOd6E8r458DHgznY8Bb6bzMeDNdHWJAd/o9mYsVd0KbD3QcSJyN/AAcOxeD/Xg9472GpiPAW+m8zHgzXQ+BryZrl4x4BvdnncAqqoi8jngEyKyDreG42zgScBfZ1o4z6sDHwPeTOdjwJvpfAx4M92hxoBvdHveY6CqF4lIDvg80AHcBjzfJw7xZgofA95M52PAm+l8DHgz3aHEgE+k5nme53me53me53lTxO/T7Xme53me53me53lTxDe6Pc/zPM/zPM/zPG+K+Ea353me53me53me500R3+j2PM/zPM/zPM/zvCniG92e53me53me53meN0V8o9vzPM/zPM/zPM/zpohvdHue53me53me53neFPGNbs/zPM/zPM/zPM+bIr7R7Xme53me53me53lTxDe6Pc/zPM/zPM/zPG+K+Ea353me53me53me500R3+j2PM/zPM/zPM/zvCniG92e53me53me53meN0V8o9vzPM/zPM/zPM/zpohvdHue53me53me53neFPGNbs/zPM/zPM/zPM+bIr7R7Xme53me53me53lTxDe6p5iIXCoiehC3S9OhRoziAAAgAElEQVTnq4j8RcbV8LxHEJFFIvIlERkUkbKI3C8i14jIC9LH7570eS6JyL0icrWIvHiv13n6fuLglZOO6xWRn4nIDhEZFpGLRaRtH2X7LxFJROQ5U/tfwZvp9vqOj0XkHhH5hojMnXTM5FgYF5FbReQdkx5/k4iMPsb3qIrIRhG5UERaJx2zTER+LCJjIrJVRL4sIrmpq7nnPbr03PBFERlIv/uHROS3InJe7Tt7UkycuddzPy4it076fZ+xISJXisjNIhLtdf/z0jg5fSrq53kHI/0e/++97msVkQ0i8uVHOf6C9Lpp/gHaC9X61cI7FL7RXR8/B5bsdTtq0s/npMdNfvxv6l9Mz3tsRORooA94HvD3wErg2cD/AN+cdOgncZ/nHuDVwN3A1SLylUnH/JZHxscFwChwTfp+R+DiaCNwOnAWcCJw6aOUbQnwLOCLwNsOta6e9xjUvuOPxn3mXgx8fa9jarGwEvgh8E0RedVBvMcK4CPAu4ALAUQkwMXeLOBM4DXAXwCfP6jaeN5BmnRuOAv4KNALPBP3WX0W8OeTDi8BnzmEt3sXsBgXD7X3bwf+DbhAVW86hNf2vCmnqmPAG4BzReSZtfvTDqP3AW9W1a088hppCfBUYAz4Wr3L7R2cMOsCzBBlVX1oXw+KyA6A/R3jedPM1wEBTlPVyaMQd4jI5ZN+H5n0ub4H+I2I3AH8PxG5SlV/oaoV4GGffRF5BXDFpNd+EWCBd6lqkh7zTmCdiHSp6oZJT38T8L/Al4G7RKRDVYcPR6U9bx8mf8ffJyLfw30OJ5scCx8RkbOBlwLfO4j3+K6IPCN9/rnAc3GdUMtV9V4AEfkA8K8i8g+quuugauV5j983cN/Vp6UNippbgatERCbddzHwdhF5uape9XjfSFW3ichbgB+LyH+p6s3Al4DNwKcOvgqeVz+q+lsRuRC4RERWAhXgW8A3VPXn6TF7XyO1Af8P+B3w3joX2TtIfqTb87zHRUTm4UYxvrpXgxsAVd1+gJf4N2A78Ip9vP7TcSPjF0+6Ow9Uaw3u1ET67xmTnivAW4DvqOo9wE3A6w9QHs87bERkBS4+DjTlrwREBzhmfyYmPf/JwB21BnfqWlzcnHoI7+F5j1l6bnge8LW9Gty7qapO+vVe4CvABSJyUINAqnot8K/At9OOrLOB16uqn3LrNZKPATtwM/QuSO/74KMdmF7nXAq0AGfvdV3kTWO+0V0fZ4nI6KTbNVkXyPMOQRdulPuOg3lyeoLox02TfTRvB9aq6h8n3XcdMF9EPiQiuXS97D+njy2ZdNzTgXm4qbYA3wbeejDl9LzHofYdPwEMAiewj2mzIhKKyJuAk4H/O5g3E5EnAq+d9PzFuNG9ybYCSfqY59VDN+7ccNfkO0XkvknXP9/c6zkXAAs4tKVA7wNywBXAh1X19kN4Lc+ru3TG3+uBvwT+CtdxNLGPwz+C69x6iapuq1MRvcPAN7rr41fAqkk3v87Ua2Ry4EMe02voI+50IyUv5+Gj3KjqbcAbgb8FxnHT0f+Ea2hM7uV9K/D99AQG8B9Ap0+o402x2nf8E3Ejdz/BLW+Y7Pw0IdQEbg3e53DTAx+rWsO+BNyYvud5kx5/RDwd4H7Pq5czcfHxe6Aw+YF0ZtQFwMcmJwZ8PFR1HJe/YBy46NCK6nnZUNX1uHwfP1XVPzzaMSLy57hR8Teo6q2Pdow3fflGd32Mq+qGSbf7sy6Q5x2CAdyF/PEH8+Q06VMPLina3t6IWw94+d4PqOp3VXUxsBToAD6OGyH5U/q67bgp629Ps0jHwDagiO/o8qZW7Tt+vaq+Gzft76N7HfMFXMNjOdCmqh9QVfs43qPWsD8WKKjqy1V1KH3sIR45oj0fCHjkCLjnTZUNuHPDcZPvVNU/pXk3xvfxvK/g1rG+5xDeOwaSvaave16jidPbI4jI8cBlwKdV9eq6lso7LHyj2/O8xyWdznQt8NfyKFt2pY3f/Xkb0I4bhX60x76vqjv38/6b07Xkr8Kti/1Z+tBfAluAU3j4zJK3A6862FEUzzsInwA+mGbdrxlOG+YPHGTDoNaw3/Qo61VvBI4XkSMn3fccoAzcfBDv5XmPW5qw8qfs49ywn+eVgH8E3o/rSPU8b5L0uupHuKV2n8i4ON5B8tnLG8PRIrJqr/s2+oy0Xobehdvq648i8lFgHW7K+DNwW4gtS4+bJSKLcQmfjgJeiZsS+1VV/eXkFxSRM3BrYd/+aG8oIn+dvucorkHxOeBDqrojPeStwH/sPeVKRPrTY18FXHIIdfa8x0RVrxeR29iztddjYR7lez5+jFMIfwrchksm9V7cTJDPAf/izxNenb0L+A1ws4h8HFiLG7k7Fdch+tN9PO8yXBbmt+DyIkx2KLHhedPJ7Ef5LO9Q1bv39QQRMcB3cddR/5+98w6T66jy9nuq7r0dJkoaZctBGiVLlrNxwBEDCwYT1hhjk5a4toHvgyXnaJYFlv2AJRhYTHwwYLIBg3HGAUu2rBxGMg7KljQjTejue6vO98ftkQVrSSNpZGY09frpZ9Q93aeq/dzf1D1VJ7wLGP+3TQCAfFM3FA8c4gSne3jw2ad47YXAb57uiQQCkIcLishJwPvJC0ZNBraS32C9ebe3frj+qJGfQs8HXqqqv3oKs28kr8D85z0Mexr5Dm8jsAJ4s6p+D6A+lxOBtzzFXGsi8ivyU/TgdAeeLv4T+LaIDLQPcQl48O9e20oeJr5XVNWJyEXkrfz+TJ43/kPyAlOBwNOGqq4VkRPJN18/Qb7ZmpIX3vwK8OU9fM6LyHvI6yH8PQesjUBgiHE2//tavgG4ZC+fOQZ4Xv3fq/di966Dm1rgUCMh/SUQCAQCgUAgEAgEAoFDQ8jpDoxYRGSiiHxHRLaISEVElonIuf/oeQUCTxdBA4FA0EEgEDQQGOk8HRoI4eWBEUm9KMWfycNxLiIPfZ4KbN7b5wKBw4WggUAg6CAQCBoIjHSeLg2E8PLAiERErgHOVdWz/tFzCQT+EQQNBAJBB4FA0EBgpPN0aSCElwdGKi8G7hOR60Vks4gsFJG3yFOUhAwEDlOCBgKBoINAIGggMNJ5WjQQTroDw5KTTYPuULfH33dQXUrew7mfa1X12v4nItL/uy8APybv5/wl8hZUT1ldNRAYauxNB0EDgZFAWAsCI52ggcBIZ7hoIDjdgWHJdFPU/1c8eo+/v6hv5QJVPWVPvxeRGjBfVc/c7bVrgJeo6uzBnGsgcKjYmw6CBgIjgbAWBEY6QQOBkc5w0UAILw8MS0QEE+35MQA2AMv+7rXlwJGDPtlA4BCxNx0MgKCBwLAnrAWBkU7QQGCkM1w0EKqXB4YnBmzJ7vn3O/dp4c/AzL97bQbwyMFMKxB4WtmbDoIGAiOBsBYERjpBA4GRzjDRQHC6A8MTAYkPqr7BF4C7ReQDwPXAicDbgPcPwuwCgaeHg9NB0EBg+BPWgsBIJ2ggMNIZJhoITndgyHDzomoj0HfhvMKeqyHUESPY0oFnR6jq/SLyYuAa4EPAo/WfXzlgo4HAQbJl6X1lIB075xnpQN5/MDoIGggMRXYsuKkIaPPJz60O5P1hLQgcbtwYz4yB6KJ0Zd9A3h80EDjcWLh6iwWKJ0wf2zOQ9w8XDYSc7sA/hN8+kE797QPpqP7nNy+qvhu0E/jrzYuqbfv6vAjYgtnjYyCo6o2qeryqFlV1hqp+UUNlwcDTxPyV26fMX7l9XP/zLUvvu0yhE9i0Zel97QOxsTcdDISggcA/kofXdEx4eE3HEf3Pdyy46TxUtwPbdiy46fSB2AhrQWA4c2M8c/SN8cxjdns+B3gC6LwxnnnxQGwEDQSGM490rGx+pGPljEc6VgrAwtVbJimsU+hcuHrLVQOxMVw0EJzuwNPObx9IPwQsBR757QPpzHuWdz3DSvZJg1rBjwMu2KcRAWNlj49AYCgzf+X2VwGrgL/OX7n9mUs71s/JJPq6QKzQonnPyH2zFx0EAkOZh9d0PAt4GFj98JqOS3be/9upuOw7eFfEZWVU/2VAhsJaEBim3BjPPI78RG3ZjfHMf+u5+2eTmtrHfBtoBhKEdwzIUNBAYJjySMfKSeTrwEPAlx5YtXWMKl9FGS8QKbxrQIaGiQZCeHngH8ErgKLgtSGpfQb4p2KUxamzZN4mCnft04IIJt5L0YRAYGhzOVAEr5Fk71O4oGIaig2uCxCTmfjeAVkJOggMXy4GiqjHppV3qOrxQFkABVBdMCArQQOB4csF5PfhBVuK34xzH26YVGjqXguqUB5fDBoIHO48A0iAoiqvAH2ZQptIrgGExQOyMkw0EJzuwD+Cf09s+u1S7Eoi/kX9LxpxDuSWC+eV1u/LgAjYOARqBIYt/xlJekHRVBPg+Q5DNWqgZgteRFaq2LsHYiToIDCMuc666hsaKtvK4tIzVAxGPZr73FtE/Q8HYiRoIDCM+TlGPiRQmH7JvOm6ZhmjT5lBFINPs522YP9zIEaCBgLDmFtV2Qw0ViiOjsTh1FAP6q4I8sGBGBkuGhj6Mwwcdjz/pPi7hciv7n9uxREbR2K9LcfZ+Xcu7R6zbyt7DiMZSqEkgcBTccrMUX8smuqtUr9UDR5QEGtUzCzQ2QOzFDQQGJ4cM639wYbKtm8JgInwEuERvFjxNhlXKzSdOzBLYS0IDE8uSlc+evZ/vOATZ33mIh134mRc1w5KUUpUMiTNSVPT5NEvGZiloIHA8OSo9pmdW7XtnZ20pqkUc+dZPF7BqS1m3r5+YJaGhwbCSXfgkHPP8h2zAHPG7OZlC1Ztm6DKZZGxtwo6Q1XFmHyXyqCoEgl6PvDTvdkUYViEkgQCAEs7NhwNjJrTPvHBVWsebVF4laAPGvXPUUQ8FhGoh9YK8HLgw/uyG3QQGC7cvXznROBI4P62ZHsMvKaBwraiVj0iprNpCi19m4l8DQVE9dXAjfuyGzQQGC4s7tg0GpgF3J984NUeuDxpbmhonTmlVtvWU0Cg8kQX/S5CVqn9C/DlfdkNGggMFxZ3bGoEjgce7MuKfcCLwc5AfF9k0hgRFMEguFwJLwf+z77sDhcNBKc7cEi5Z/mOlwLfr//7DbHho0B7bNzfbD1pPabQq3R75KZ9Gpa8RUAgMNRZ2rHhDOBPgC7t2HBNJJwPnB+RmvyEG1JivNYXDCEFvjUg40EHgWHA3ct3TgMWkm8oXQ/40ZuWvLZh58Yoi0tsnnwi2JjeuJmm6hMAHvS/BmQ8aCAwDKg73KuAInAvcDPCx2vdvXHX6sdIygUUKLQ20PtEFyiYyH5mQMaDBgLDgMUdm2JgETAOeAz04yDXqUoSmbqLrYoAftfWE18YkPFhooHgdAcOCfcs31EC3kB/sRwA9Hmgk0T697IUpwaeFNdnUrXvP2dOg9+XfREZFvkbgZHLqjWPRsBrDeY5HmNBEtCLQCcIGOHJThS5HsDDzyy8fMa0I7OBjBF0EBjKbFzxoACXjafhws2MF8U0oPoc49PVDTs3RALYrEKS9VGzMT2F0XRFYx6Y0rPyjNEnnFcbyBhBA4GhzmOrl13USPTcHpqKKqYBeKYYeUS9xqjiM4eq4qoprq/K6LnHrOtc8ej0ad/+5cD6dAcNBIY4967oOtuQPLdoa0eIEAPTUZ2tSGzFYXa7H8rUAtILjDt15qiB9ekeJhoITnfgUPEVVb2iLq4UtKtsa+cCJUXVSO5pC6qZGlEsQBNw1h1Le14D/PCcOQ237NG6gImGfihJYETzXlU+aPAFVTIvZkeJvlbgKFXxGZGJyPCIeqyIgFGarWTHrlm79q3A76dNnXrDXkcIOggMbS7niU3fbLztN4VyUvSPXvj23mlu5YZE+851hbKz1T7rbYJaCy7zO3yr6XOlpolJedLWJXe/B3hgzNwzv7HXEYIGAkOYx1YvO1vhJ5asVGan76GpOu6+G/5SOGnGa7avejxDiJqPHEdaSXG1LkVVapu2trR+7N8bNq548NPAeuDzE2ad6PY4SNBAYAhz74qu6aA3FUy1KCiqkjq196Uavc9K5oq2GtV7VuBUNFMrIGVVif+yousawAHXnDarZc+bUMNEA8HpDhwqJogQ18v+x14lI28DYIQnt7REVAyKU6oo8wumdovDRJm3V9yxtGfiOXMaOp/a/NAqjhAIPAUTgAKAiI9iXA2hXcDkEjA4SfqjqVAljXds+VnjIwvvdaWmUm/7SVesWbt2ybSpU1fueYigg8CQZqzcf1uBnV1iZIc9esmPa8msGacK4EvN/omxc7CRwYoiWjNWs9TgfqR5+O04oG/rkrvXjJl75p43YIMGAkObcUBBgGTzI6Zl6T0+7t72DOLIts09JpUkQeKIgle2d/eJVqsZqjcUN3bcDsyqth1V0SjeDFy35yGCBgJDmtaCqcX9aaVehT5fOB40AqpAJCL1NFMjFnUObjfifgqc59VmIMpe69wMDw0EpztwqLhKYU09apaaiyb4qKZGFUVF6ufcXvMjb0GfKaJfN0IU4VEV43TPu1YyTHa1AiOaj3nkTaCxAURo699t0t3fVa+e5pHXj73zhxerSAmx+KRoK0fP3esqEnQQGOJca1paPu63bGwCMKPbWp0teOtqJrUFQxwDLi+cJtAcdX/2CPd4jJNxoALE7JZ/9FQEDQSGOL9IiR8X9MhRD/wJm1ZKQAagEEtkERGkqYkxF55LpaY/K0n1bro2vhLFmKxW6D3i2KCBwHBmvhV9ADgNACG24tVaj6CF3A9QVOveACy04j4P/AKwIplxPj4sNBCc7sCgcuvivgLwDogR9DIR/wWvZqxHXHdaTBvivqZ+6WRPCsw5NesjcR7wgLfiP3LWsc17OOUGRDDR0M/fCIw8lnWsN8BVEI1P1V4Eem1RalNUJXUSKVCqR4Ds8r4l9zAWKlyMagZekq3rr5t8wcUr9jpY0EFgiLJt8V2vSmCuOe6k5/nW1m9qY+vU2pSZPkVkG2PiRu0yLVvXkkUFeponkZmCqoluV8cFzsSp8ZkFbhH8Xk65CRoIDFlujGe+EDiv4aJnvaLtcx/6UkuhPNukFREw0tJaqz76WKJbthGPbqUwpg0iSyk2f6CSxqjWgIJJK8uB7+51oKCBwBBl0erNZ5ctLxX0XcDHFDm15mMr+WFDJiJRRoR6BRU8BofcWjCZVZUUiAQ2Ap/e60DDRAPB6Q48Jbcu7htHXnF5InDZ+ceVbh7YJ/UDAu/K/Qn57HlzGyffsbT7QlFObIz7zojEvVgEURWMeLyazTWXLHIaPe4wDxVs+k0RFibWfW1fIw2HSoWB4cvqNY+UgZuAecDV06cd9f0BfvQ1oJ8Boljc1GPbJx2zas2jpwIXOsyRqL7Z5H42HjDQ5bC3O6KFj1949aOTb/36N43LHi2uX/3ZgQwWdBA4VHSsediSt2+8EPhk+7RjBlRNedviuy5E9WtAwRcbnjn6pVfOXr9i4QzgZTWSYoP0vn/0xhXEtR4QoRo19vY1Tf6DRW/cEbdtb0q3fgMb7wA+OXb2ybqP4YIGAoeUhau3fBl4LXDdCdPHvmUgn7kxnjmLvFJ/sefGP73svF985ciunz8xCeF1evT0Pvp6Pu2qKYKSdu4gwdR8Uv5Dz4QZXwayxr8++E1b6/NRtecTe83nrhM0EDiUzF+5/d3Ah4CbgUtOmTlqn9fkotWbR6nyBxGKinljpmZ0zUdF4GrQ7QJfUNVIRBEBD07gtkZT+VfgLU7MNzw2Bj592qyW3n2NNxw0EJzuYcCDq59oAM4DHjxxetv6p2nYy4Dp5Dmp1wA3//Gh6mxgFHBPEjkDvBjoPHdO+U/9Hyra7OVGtKigfVnctHD1luc1J/xM8Mbife5w5++1eGLJNle08CxAFDOj4gqvPevYxof2NTkRsMOgJ19gcFizdm0CPAtYNW3q1DVP07DPAU4AGoH/AL5/x9Keo4GjgTvHFHZ44J/IQ2B/Pad9ogIY3CuAMoDHtKxa8+jJwK0KseRFNqU/kbseWV5x2HMA4wvltsf+6e03zm2f8JuBTDDoYOTQ+52PG+ACYEP5NR9e+jQNewK5DsrAJ4HPbH/o9onAHODOUcefW13aseEc8s3ZG+a0T8wAJEtfCloGUBu1rl+56CjE3AeUErIIMEbrTSoUYl/F4uaCiRBp2pm0LZsx7civDGSCQQMjiyUdG88CanPbJ9z/dIy3cPWWscCbyP/Ov3nh6i0fK5pqBpwC3Dtr2hE7Kz/+3MnAbOBnxUvf2Qsw403nP7vjujtLvpYh1jRu//RVrcBfgDZ6eqWWSty5dgMgjJoxGbZvtZWj5o5GpAjQfcxJlfGzT373QOYYNDCyuH1p70nk9yV3njunvM9NyUHiU+Q+47OBE9avXLQCOBN4cNLMeU8sWr15FvAM4Nfzpo/bBpCpOc3iiwCqJB6TKOYuYIbgnaLF/vsgACNqLGmfCI0AEf7oOe3jLx7I5IaLBob+WXwA0DsN7ucG9/BDqzfPeJoG/Qt4B74P9OY/PlQ5LzJuYWyyW0A/TC7A7wC/un1p7yUAf1nRJUZ0hggIuFKU/QS4nLxlWAIU+vtxg1KQCompzR1b2IrgquRVOlcNaHYiiNnzI3B4ocr1qvxSlZWr1zx8wdM07KL8atU+0DvvWNozG3S5oL8HvY68Jd5PgB8C79ztcyflNQvIDP7HwPOBkkCCaoTmCwTkPwXGC9oKvgb0AfcNeIZ70UHg8EJVP1fZ/MSNPQ8/9tC2z7z1tU/TsGtRX4lrPb2on7/9odvHKaxS+I3Cn5Z2bHgu8DvyvvJf3m22Z9WvQC8u+yn5pnG+BoBRVXpHHUFabqHa3EZaailbXLuqpkBKHmU1MMJaMGJY0rHxatA/gd6zpGPDx5+mYbcD60B7gXWxpL2gKwT/a9CHen/yhXnAHcDXgZ/1f2jK80+4cMYbzmPsGdOZ+66LbgROBFqAAhsfT3qXr6gvL0pW86DeltetODPu2ZaSrwO/GvAMgwZGDLcv7X2h4O+OJL3FSva9p2tcVe5XpVeVGrBW4X6FXyusXLnqkWnA/cBXgLt2fQZzgcPgVXCYBZlGE4AZQEHw5dhkWHHs8gpUpOrjF6jiyAus7T2tYneGiQaC0z0MiLV6fEI1FlwCetfC1VsO2RV0x9Ke8+9Y2nOnNf5KI5SNUDKi7cUou7IhriXlOC2UovR15CcdZfLd3xkAmZr+UEQnwnIjugD4JtAHUlVw5E5G3pdYdjkfMjrp/Dgw56xjGwfYlzIvmrCnR+AwQ/W5VrNY1FlV+e3KNY8lh2qoFWseP37FmsdvccjH8tM6LYEeI+jlBoqSV6J9CXAs+YZSiVwPdKx52IjodUAmwkYRfgPcAOxUJU195JRdO09oXkANAIEfAEfPbZ+wZaBz3ZsOAocXWXffpdVNW5NsZ4+tbe/6VuX6/2g9VGMtWLXt6AWrtv2uOy3/9/gtS5ratq0qT9i8+Ig+0/AsRRoFCiBnkEdDGaCBugYe6VgpKubbCqnADsk3Z/8A7FDIUm9d484NFKudaFKkUm6jljQCkGp0L3DEjGlH7qVi/98S1oKRg6F2aYG+QkTNgv/Qko4NxxyqsRZ3bGpb3LHpBivux5ZsTIQrG9xog5tj8OMELRj8MT5KjiX/i14GZvV/XqvVH0x69tzqvPe8oHfc6e1fJHdKHgd85ai5aRTV/+4bQ3nCaIgTJE4obV+3HpgyfvbJd/3vWT01QQMjB9XsOWVbKZSimi2Y9Ir7VnSef6jGWrBqW2nBqm3XzV+57XcejvRI2SMNomkTMDtfBxhtyU4jXwfKwC5NeuW3Xk2vw1YV8yngYXId+MRkvVYUK/n9UOaFmo9waulKG3qBo+a0T/zpQOc6XDQQwsuHMOtXLjIp0febRExGTCSOXi2NBcaTFxY4KG5b0ieRya604sfHxn/6lJmjKqr8QoRmVc6QJ137ixKb7cqxjoy3ztt3A5PJd4G/fvfynaOAhxwyEeX/RaLvOm1WiwduX7h6y2iLu1DhF3n1qNztdio1iyZALRL3q6a495mLVvdm86aPu2Pfs5chJaTAoWNlxyMfL5CVACyKQwvkYa9/GQz7yzoev8KKn2fJrmmfNrVLlR+LMAPVlLzFHQqnCFxnxGlkVLyCKp8X4RTyjaePdqx5OAHus7jjFH7miS6fOW1KBmxbtebRsX2+eLyg93j1GHF5DpNS89hE0BTkBwXpm9ex5uFW4Kb2accMIGws6GAk0HP79a8S0cn9z8UYQ55usfc+7gOkc/5Nzzdp9dkmq32u8exL1kU9275R6Np0gYxqccZnee1LdUf0Rk19xnmfuIrpi5t8TPWnKYXnA0cAb32kY6UAN+5snPgcUXdvuXfrhW3Hn11pBdavXHSE9PVMKqrrwGX5CYR6ipXtWXdpbJQRuZTkW97rUYtWbz4G+N286ePSfc8+aGAksLZj9bkl9ByAiAxFcJiXkaf+HDSLOzaeIehlgn59TvukZaCfAF6kqhiwImBUmzxmrMV7AaPApunn/nnyst//EjgZuBqg+yvv/SrwRmCNtLSc2XDF+7YWL4Ltn75qTjr+yJbKpGl/LS+fHydTx4ONiGfOUan2Ct47RL7XdN9vRvXe95tzgZvKr/1Iz75nHzQwEvjV/GzOuHJ2lTX1QyvjSb15I3DrYNhf1rFuNnAl8KNj2yffLfirLO4VDhupGKNqUEgc0fmZxD7S1DixqMhjwLXAC8jzvrln+Y73QPRJ0CeM6FnPmNW6FuD+lZ3ngDaBPqDKNOoncd4bl5jM1nzkUx/fuDMrR/eu6LoEuOX0WS3b9j374aGB4HQPYRT+JSJ7BQqCpyZFvEoqwoBPwvaGFfefBZP9XwBVrrpjSffLQZo0T7qWel88Ab7n1XzZiL4dkEztWCva9cxjG07qt3X38p0vBEaBRKCvE9EX/GVFp/dwtxV7XyGqfUYVn4cWigC+2/eamO8AACAASURBVDXEXk3q1NxWtNlFRvIefItWb7563vRx1+118jK4RRNE5P3kIfP/raoDKpQSOPSsXvPIeYJ+aPfX6ufEe6/qPUCWdqx/c0FqX8vtylsfWr3pWZGYaXm+qVjIr1ngTyJ8OzL6JRHEgOnzpSNOndl6dr+tjjUPH08e9WGBl3mkffmax1uBO1DzAMJ7VCVTJAJQxSESkYdSPRRROxr4Yv4V+TzwkX1+gUHUQdDA0KT39h9Nl0rvd2ypSGnSOFylSjJ2DOxPGsJe2LbwtgsKvV03kudYv7X7d/9z7pSli88GjCs0SHramS7O+mwWlVbW4qZfVWJ6q7Q0KmQFqufMaD/6+f22HunYMYo8B9x6sad2Nky+pbNj7RRLdpsxyZJxmxe8EvCIIW0eAyIutSWTEnuDf6Qo1b5Uk3vJNfBz4FX7/AJBA4c9D6/paAW9BXbVwejnz4Nhf3HHpukG/+e6+bcu6djwIpBLQa2IgkqqSqywNdPk95FkjwNHKpKlpdZLi5e+84q/M/kvgFWY7McfeUPXgptmVpKWW/te9n87FDlVa5VI44Ia78RMmOxMpduIKlrp69S4MB94sD6XB4Gz2RdBA4c9v5rvpDGpPGCNGqh3P8kZeCrOXljWsX40sIjcL3zrotUbr2o0lTdIfjBGl2uoeGwRqHjsz1JbeHNGcoYiCvaKedPGXQm8fTeTb6nbarLivrZg5dbjFe4E+3DJVEaR1wHRTEWcWp9YZ0WUktRq5aj64z5XXESekvTEvSu6pp4+q2XvhxDDRAPB6R7CZBKfF2m+0S9AVeOaVzvv5Blt+6waOBBE9JT8J6jSVrDZNX1Z5CJDBBiR7CtNUe8zI+MuB6rbaqP+CowFuoy4Wn0X6r7TZ7U8BtwDdAOJFb+J3PkQgZmgl6uiIsQo3R55Xc3bq1IfnamYJPPmgkj0hMS6Evl6ejJw3T5mj9jB2dUSkdPJd6UXDYrBwKCRentsJBkZEQaHx3hPdN7saVN2DIZ9QU+FepqDasni/6fikyyWzHo1JpPs+wVTnWbQZ4wvbP7u9mzUPSDHi5BZ3LqlHRteAiyd0z5xFbASeASYprAWZB6oJS+8dqnBWy8mSYnU4i4R4RVO5QXkIeonKfI58gXO0t/PcgDfYDB0EDQwhKlVx0p3l9DQSCxCbCOV1lGvLl589eODYV68m4f6fmfGirU3iMuMoEhvp/SW2/6Yxo221zQ8w6ncCvwa4WIBxGeLe2//0QuBx8rnXrYQ6ATuJC+wsw44weBKgl6BaoU8PUNUfdWklSt3Nk0+dUd5wmsj0hIixxj130mJPUgDeaGqgXyDoIHDHdVE6umQSp6n5jAfnNs+cVCcbtBj6F8G8tutH4Mmcd5OGy+sVDWrjHBhJLUHPfZ6gasAo8r9Szo2Phvomds+4e66weuByzBmJ82tpwg0FNKdr+grja6Cio2ipPLPV3Yn61d/uFEqbXRueodCkSgaTRxfDzjyUN3jBjb/oIERgDQXqokAXnPn0nlz3WmzR31rkOyPpx7RUXfo/0vQtP95k+3dubVW+DHCC73KQzWf/Hds3PH1z96xaPXms8hT7f40b/o4Bf4HeK9ATeBsEYoo/6xoplAzQlmVPoHPpT7qsbb2MYMmCAXghwYvHlOo20zIc7z39r9nWGgg5HQPYaqmdHcqMU4sVVPAGHvcyTPbBpzrti+cN2/2Kn11gXmFE61gjXgSm1Kw2b/Gxs0zQpPA21rjrnca/OWCnmhE55Pn6i26d0XXqDNnNz1B7lwcbYSvAb3UN6Qzbzz54gSwOZb03gZbmdcad0eJqaWKRBWX9ADLgMXA5/Y198HK3xCRFvJc2teTh8oHhhC9vrQqU6uOmAplapTOn90+5c7Bsu+wH8iw271CqrEq2l6QWqwoBk9B0lda/BmCNgl6SbPt+h7oK0GPLdjqT0G/DzywtGPDtPZpx1TI24tNdcTvI18k+jfI1OKqMRkxrhPkLuBUiyYG5wDjiCywAFgNvHcg8x+MnO6ggaGN2bHtCUBNFGGaW+CIY95Uvvjqgbav2ycaJd90cfGRPL7J4Bpb2txRM0STAjrreGLx/2SNe3YD3c2xZOd0auvDDvNK4LjWzSs/pfAj4M+9t//ozKPaZyp52Pu0jPhyRBTIAFVjpKdpwhNeDD3l8bpu7Mm/z0pNp5e1J0l8RevlPgz5Bu4j5Ccl+2Qw1oKggaGN5EXMdlU5dsRfndt+xKcGcYRbFOY/eZSmBYPPK/Hn3v5cEX1pPfXuONCjBX85cLLDvhj0l8Afl3RsvKRu4LXAVD3utLOxkSrUnEm8gil3b9ratmU5Y7etLDU22D/0TJo1r/uIOZE2NKs2jRKKZcXYW8g3ra4c0OyDBg57Lj7FeslrxQBC5u2dp80e/S+DOMQKVX6RFztWIslij9j+jFCBsSL+1UYYZUWP2VxtfXnqo0uBs3t9qU3hZoVfUC8qe8bs5o8AR1lxs0ToU6VKHqgoqdqufBwpOI3uTn10RG9WsAoqggDOiP81sAF4z+mzWvbhcA8fDYST7iGMiHy3ahpeDzoV5FWzp00eWGXvAXLu3IZl81dub1blQ6k3H8rUJohSjGr1d/xtGIsR/WFLvHNHT1ZeqshRAPXQ24nA9jNnN1WBDfev3K7AX4FbUfMyi29Tlf4dtKlV4oUFSRtEMGVb7erJyvM98p5508c9OODJy6BVJLwW+Kmq3iIiHx4Mg4HBxNyWanyzx52W+fjdJ8wcSL7/wDmufcKmpR0bxjh4k1P5aixZBPlRs9/9jXUN1DT5YmzSaiLpH4FTyXMwekGmA2vapx2TAeuWr1l3NtChyn0Cz1blCBEig0PQZo8sE6VRBINSA7mDvA/yLfv1BQZHB0EDQ5vVAt9XeBHG/HfDBVd8czCNj553djdwdO+fb7i0mjR+Jys0FrPjj4S5JyMuI0p7iXo68dUq2nokrtj2rpqLs1K24ydeohdF1IzmpxlzgLuPap/pgce3Lrl7piIrM4lWFDvXH2+z6vTO0ceM7WqbjkeiovYtBZoFrMGD6l0i8qV57eN/vF9fIGjgsOfo9hndazo6Pm3wV3vkVzPbj75qMO0f1z4+A07NT6z1ekFHaX66Vr//USKfkvg+UlMAa1+KcrGDHwjmNYBV1IM5Efhp41X/rsC6pR0bTopd35JC1r0lTUpjFXtiobJzgqAoYNTdWezdOqrSNIaeQqlW7lq/UNDvll/9wf/ery8QNDAiENG3qXINsMAYfc5g2j62fZICL124esupRXp+WvK9R2ZERWcLu3L6GqMKFZfgMJQjPbnHl2+w6n5ixL1ckLhualeU3hmzmzcuWLVtqsJDmt9SpYKeq2omVFUwokbhRwVba6i6OOpOS72Ncd9KI/y6YLOPntI+ZuDt0IaJBoLTPYTZnjb/q+RtJhT4Z+DGwR7jlJmjsj8+VFmS2AwjWj+Y6A85F2o+JjYpqoKIFBTGGvHneUxdh/JHYHm/vfkrt08X9N+BIsgsxWtsM+sRjCpeBY8ZXd+yTo3oJ86Z0/CFA5n7Pnav2kRk/m7Pr1XVa3d/g4i8EWhnIHmDgX8ITdGOF1jcswAw1cth3LX7+Mh+M6d9ot61rGdByfZpZLNd9QNVDA5F1SIoHoMVTVCfAC8RUVFFQVawW17V8jXrGkG/C8QgxzolFZHI4oipAViPjPFEqJKJ8LVjp036Pwc6/73oIGjgMEBLDfOoVfpzRi8D3n8oxulrmXiXQmK8J6ntpBqVtOSrIi6j8OgyUKW05WHK7afExd5tsaCv6i22iOnLUDEb4qxy/d/MG34maHOx0nlsodLlBeIxT6yme9w0nNjI2WQUIig4QX7b3j51QP1Yn4qDWQuCBoY+SzvWtwmldwlqHfbiJR0b47ntEwZQZG//MPjbNN8IIu+xggoqRj2japvyVxA6i+MsYqyovhbov9XvUvh7Z/mHqS3NTG2xF4hiqSW95TbinY8BWMSMitI+NXHVZ4WGxTvGTT9r4qwTsgOae9DAYc2i1RutFfmsES07zDMNjIHBqe+0OydMH3v/+hXrWgSIqdHtraZSEBGDQUlMSqYRiprE+AJwxW6dgCvI39aiUeVrIOeIUAPiSGo2Ii8kq4BX16I+0UicyzTa3FVrPP+cOQ1dBzL34aCB4HQPYRR5q9RPm4HTD8UY81dul8QmrV4ljYwmIKTOEFu/y/FWNf1533g1VL3Rprja75vcWHHF5C8run6kyslWXBwbXwRIsRKJN1YURahhUCyq0O1K2hT1TdieNo+/d0XXm4Bfnj6rZdNA5y37LprwhKruMSdQRGYC1wBnq2ptT+8L/GPxat9hxZn69TfvUI1Tsn1ja96mVuJCbLI8Z0oMmRogworflfAHikckVgeCgP+TxbmONQ9/Q+F5BqkpNq7vShmQUn5ckmcL1ntzo/nT2TVNaks6Nr4JuHlu+4S1+zPvfeggaOAwQJPiW6RW6a+iP+VQjWPSSpuzcWrSSiGu7qQAksVlxGWA5g6Hc9is0v9cYl/TjRNPFo95YNa0KTuWdaz/KKqvb3bb+gpIMyjeRjGIyc/2FJvVIEpQ9XixCFwM/OXxVUveCNx7xIy5i/dn3gezFgQNDA8M/pVAlFcQd02eqEDez31QiUjHpESVek0BHE8e3wlar3uQt67I8yYiQ/1PuSJrgI2LOza9CfSDgnYDM3NHnQJ4a3FUSq1YC8WerRjNUJCqKb9zzF/nf8tm1VdXOu5ZVnzBlffuz7yDBg5/BC4QtEEErPpChhnFIXC6716+s/Vo2KlCSz6wkfyqzzecFNOfcpH/WnJpZGrIvN3kMX+tF1b+khHXY4VZAsbgYiveWPyT7YK1vrUFEhv3lRj37mKUXrK4o3vjce3jb96feQ8XDQSnewijcJfmrVhEkc8comE+UY5q/waY1Nv6dpXBebDG999qAeAh25kV+2LjM9CyiBTI8+6eAJ4tQkNk+p111KBiTL3iQ+6doECqturVrtmRmVGg94MY4H3s1t9v3xx00YQzgDZgiTzZG80C54jIvwINqrrPPJLAoSUjukXwpxv11mm0fyF3A2TVmkff0BTxJVVsTWM8Ud231v4cQu1fGzKVTKC7vhkWSV7s5nXAT4BXCDQYFM+urV8RBCOKR8jUYvE4bA1kZ4btJC/AVgJqSzo2TprbPqF34LM/KB0EDQwH4sLtWmx4DWnVaqE04L6l+8OOBTf9k4Wfm6xibK2igoqKYF0NHxeojZ3i7c5tJh0zme5kjGtJK12iWbGrPMl6bAF48bKOdRNA3pdoNbFkOFtAfIaPjFSb2ogrO/L2SH2duKZxeCQFainJooj0bsnXOv/4qiUzj5gxd93AZx80cLgjwkJVUlWswH1z2yd0D/YYq9c8cqIId8WaRQ6jHiMR+d9xEaE7GuWLrtvUbAkVqx7Zppgyec96AeZp3kb1K+TXELu5ADbCYfKNWqq2jGuwqNesNx6VejF/Mln11wqnClD5zVefWXzBlQNPtwsaOOwR4VFVaqpEwGMnTm8b1HRTgLuX75wCLFrHlOJY2eIziQ0GCqQo0OtL3qkRkby1kUInSqnmbZRpbMmvoxOAa0En5I65oOqxxu8q0tZ/6ADgVBxIJsIvCja9ljyql8Udm15+XPv43wx89sNDA8HpHtLI6zxyE/DY6bNabjtEg1wqQlHrm7cKYuqOs1eD93K7Fzk2sa4ZNBmV9BQFtYqYTA0CO0q271kVlxhVkzlvrDWZGPFkJKIqedYr4Lz1inbG4jdj3JcFVlrxNnf2zeR7V3TJPtsC7Ppfc9A9+X4BzP+7175NXsTqGiDs+A4J5OOpFpYCfRyC9Io6l5FXEMfgvVNjAFx9vygWfysq8zyULDQYyRoFLyKYeljVxgx7hcUJkCpEdX9dVa2YXafkQpWCotodiW5W5D+9mseBQn0xsiI0khchHBgHp4OggeGAyA8oN21TmhoZpL7cT8GL8K4Y93RBb7dnx3ahoQlpasXU+shKjff4UsOMlKQw5rEFzT6KW3dOnOmbq5vNqO5HtZo0rvdJ+Z3b43F9glOgoCI4k2jsq5IVGoiyCgDexgC1qpTWOYm/lEm8rMl3NgEo9AlMIC8iNTCCBg57Zk074rYVax6/kLxY6/X7ePuBcoEqkQiJUa++/yxPBK9CX9S4qjdqarVkBREdhcpowTkwkh9P0GvRt3nMRoNrM/hChsWQLxKGbJcTnkYFKlFDZvEbjMv+Z0Ln6j9g7ATxrl8DR5G3CxsYQQOHPXPbJ6xc0rHxDHKn9lCtA2eARsUoLfbQoImkRJrmlc2wWPFPZFBTKKnK6NQVWhySSf3kTMF45eWKbhG0BaG0W2sz8uJpFrQ/g0JSp9Fmwf8isdkXLW4O+Vg1kKn7NfNhooHgdA9hTp/VUgO+d4iHuUaV/6mHR4nUY193tQ0QznFqUXX1X2lcb69UDzThTETPLNqqr7nYG3E+MTUB1Ig3VRcr4sWr8UZcb4QfbURHZ2o+4yVXiBVPpuYjA3a4oV7n9sCL76tqJ3l7mydNivQA21R1yQEbDgwqx7WP9+SnyIeSz6pyLhCpGKOauw2CEovLw7p2xWuAQGR2e64wR2COxzhQ9Wo8IB48opGiXjT3u61kXQZpBZpAPw9SEJH6YiTfP659/Ob9mvlB6CBoYHhQPudSBX57iIf5hnj/KqBBtm02qELXNiSOIU6IlLO0UKJx21qkVsXUxJS3PW5sEiGArWybXLXyb02yzam1iEudIlLxRVeqdcdpUnY7myYZg1Nvkq7YVUaNqT56TM2WPruzPE48lryCgtwj6AP7NfOggRHBrGlH3AEMaiHNv+OnwHtVafOYPKg2vzHqD4Wd5etB5vl/iMVFDlMvu6+twDstmUuoCeAjMlISLxA5NVlD2hUJXnvi5i5rfKvAlMhXPww41zQa091JWmh8uNC7fT9O+AgaGCHMbZ/wALB/fx/3jz8CGwVtj40Tq27XRpHkpWXH1W//vc9PvDGqsdBfBYGSwNtAfZRHufr6b5xTiQWcgk21oFZcl6ppRcxkVK8SvId6FXJ1nZ7o2/s182GigeB0j2DuWNozEZITVfUDmcrLC8bPU0VSFxHbjPrpt/TnX+SFD/KVyCO7xAi5n26NiwxPFmIz6inZmgBkRNapNJm69xHhG6uqCiJOzQ7ga/szd0Ewg9SnOzByWbBqWzM0ng/+U7Gk5ylyds1ZMeKkaPOUwbpDTH/2UT2tW/9OAoBYkHrrI8UgJj/heLI1o4HWJyu1UQAyVSKnpuKx+90CJ+ggcLA8tnpZgeYpF+HdF8f0LZmlxl6McwaQXTcxLsNs35w3lqxfwBoXPPh6rnaeSGHxVrJUY1cV1NPUu94ISlLrtptaZ2AiI8Wsd1RcrSAoBddnerNqzcdJwWNTgQ8c2T5j4JuvBA0EDp6lHRsMJC9R9HtAs0FfnR/JiRHyEEBP3mpCYFc3i3oY39+sA0bUonlekaoiglF1lFxvFPsqgJTSntZKoTnPC4+K4sVUTFJo3DlpdtbdNPGD06ZO3a9iakEDgcFgfGHLxarcVPPJzxR5m0Ii5FWTM6L8mA1FREwkHucFkf7LvE6+QWVgV743ImIyHyHibf4ZIx7T2l+OGRCvssOIjlLFGeHf50wbv3N/5j5cNBCc7pHND4GzQWo2144IvuqRnqpLRguOSHa5GZDnpKZe5Y2Z2o+gVEu21qPKbAUrkDhEMjXYesOlJ3M4PIrdvV/39pqPrgbpBbnn9Fkt+9cTT0AOLrz8f6Gq5w2qwcBw4AvAK0GcIF7AFG3qjLhNApOg38fI87Tz6vs29cjVFv8OoKDoBiN6nOQtZpLcbL7aeHH99dPq5ULyBao+dh9wVap2J5j7T5ox5rH9nv0g6yBoYETyDuD9iBEXFfrMxCOt9vWpFkqrrZXpAGZnJ/XQV7KmNrJyU5qVW95bVXu5zSrjMHZNzZZP6o5ak8Z0e0w9p/XJtUNp636EzuYjyCTCG4vxGaCpqL49wz4R4RYe3T5j9X7PPmggcPBcBnxKkETRLiACFYXlDjOTXRXKdXcX24nqf2gekjuDvIvLSU5NGWxsVCXFIqq51/KkW4IXi8Ng8CjUst7KJ12p6eHuponLp02dul+FBIGggcBBs2bt2mcCXxGhGJu0q+KLBSdGjLqOTKNjPNY6bH75C6gqVjIvan6A0QaLnlXz0WKv9ninpgnvYmvU9vcV7i9EGFtF1eHU4GXXyUWmmGsV/6DA2tnTJt+/319gmGggON0jG0s9KCMSnxRsSiyuoGC703LFGIr9Cqv5GCvOZd46r/bz9cqG6U4Xv71sq23AR0Xyoz1HhJDuymUCcFBLNfJVZ21i0u/UNLkM5BvAX06f1fKrA5n8IPXpDoxsIkAEteyWW60wHqgABXa7zVLEOW+dCJ91aCnveMRPi1S+Dnx113ulP48vpx6e6L1KnwhFlB9nRM9F5Mux+PXgZx3oFwg6CBwkESDGpWJ81iI2gsYmqZVGTTOVzgpQUBuJ8Q5EcOVmR1L0Ua3y8XUtc4yKjYG/WNyLgF93JeOKLbVNxFmFLC7n1c6NRQTiWp9mhdLOnuLopiTr/d3OpO3YzBb/A6i4PF/3gAgaCBwkFuh3jcfkp3kgymwPVUViQU3e4shgxDtVcYq8XVAvSBHYAJwCstSRmPyoOm+uakRJbTEv1qFe+2zjNq92jEHvO3LZ741x2QcBbV63bDZTD6x7ZNBA4CDp9wcFaBERcRqTatKeqU3z9nlYRcWgROK8FeeAlzmsgElKJj1ue60wBehLVQSfamRUVMEYfbJqOWDUPwG2DVhZspW1RvQt9bHPOtAvMBw0cOBJsYHDgSsM/sbYZPc7ZWcsrr+dUVqw6Ve9yvu9ivMqmjpzXc0lNcUWgTHa35UPspqLGlSJVNH+qs2GXY4GHiESkoKkxaJNY0UurTvjjcDJBzRzySsV7ukRCAyQt4P/CeiDwOb+oh+ZRpnD/BB4m+bF0ci8+WXqE6dii0AL7NpXqgkuEVw5zwbXXZU5n9wVBkUMSAOIVeSfQcrkGmgnd+73n73oIBAYIJ/Du2+hukhN1KGAS0pUGsZIb+O432RR6V+fOPq0nu6x09g8/vi7iWIprFlUKK5+oKHt0ftj6k0pdqTlyCsN4p0mWsOIolGCj8uosagYEmpivGvGWKkmTc/LbOFIcg00khdQ23/CWhA4eH4I+gVBH1J0fr12R701kt4PvBnYUj+vW+PVdiEmIXe2i9TvhRwmUoj7b4/6FwiPQUWo2RLVuEkMOqbR76Dsu58hLjuW/Po3wIwDmn3QQODguV2V93uVB2s+um3XPYxAJP6vXqMrjfiOgnFE4rZa3PKCVOOS9BXL0pvUj9gyiy9bXNXiKEapxMYRWwf15DzV/hRUbbOSYSWbKegJQEN9HgfWGnaYaCA43SOYclRtLUbpCxLrnlmwWcHDY3U99BZs+lEwXV5t6tSKx57iVB71Cn2ZJfXmMeDDwHWp2telPiL1VjIvedVzhN1Fm//Md7qsaNHkxXK2Am8/4C9gzJ4fgcAAMOJjI7xcRJ6RYcYpuljwGLzLNP5IVQt/rWmhWtMCnuhs4B5VyNTg1HQCnwE+BVxVv85l17Ki9NdFqLcLy6/LugMuwJ3ANuAjx7WPrxz4lwgaCBw4pWqXL6Q9r0989ZTelknTN42de3vXqKPJ4qLraxz7yYfbnnHf9niSWTf2FLaPnnmG7dzyPXGZCtC8ZVUK/BdwVdXHb+p1JRGf1ZWQX4PeRqRxA1mhMa8wqx5VxYtVg7uJXAPfAfarR/3fENaCwEEwp32iI3esTxLkFEVvFHUqOC+i11jRG0QYnZ/UyRTgG6r9bgRG8zZhl4BcUX++WxR6fk+UaoTHoirEWq2H23p6246+j/xe6GbgrgP+EkEDgYNg2tSpmmryBqfRSVa4QMh+41VUVRT43GmzWr8ZG3+kCBihKKLfM/We2wbvDP575K2D/9kaHyU227VxlaPY+oPdSuKIQKp2M7AJWAD8/IC/xDDQQAgvH8EoHCsgRpRyVC0AUxwGVTNa1bYAfwJS8myJ66rOLlGVXzgVwcu7zplTuAHgvuWdHYgfb+rHel4FpxFeFNQh9de8WgUqIvQVbfrSedPHbT3QuYscdJ/uQADyvqoWlILUjEGPcwhWTSmSdHJN4/vIc69jEX7UkHZdm0pyV9WUE4dcc2L7qC8AdKxZu0iVE3OTZvf7rbrzLYgIXslUJAOTAVcf1z5+/3NYdyPoIDAINAtaENX/z96Zh8lVlfn/855z762tt3S2zgYkvWQPYQeVRQVcQEVlUHAcxRURcUYZFcd9wZlBQWbUQQTX0Z/g4CAKw7ihorJvgWyd7gSSkISsnV5qu/ee9/fHre5EhiWdbqhuuz7PU083XZVT5y3ut859z3kXjItoCHefvDc1lbLkPETm4/g5SQuvOcCvpVz8BKqvVmg06r61tG36RwDuWNl/T0Dxb+roT26pXIiUi0TWxwUBSSlbHxUTxcaPY+M7I/rF9nlz/jSSydc0UGOkrOraIsBkqZxLW9wZMuQTuONizG3APcCRwJoIexnI2cAhArctbmu5GOCRrm13JlfkYHnBZAlwlXrnMUrSTtV3HpEDwkJL69WTT3rdiDp01DRQY3TQ/dp0yZlxxUUGOR24hsQhfj2w22GvBt6gyhEirMjJwDvntrZFf1rVH1hJenI7TYoPOhUEVCQJNU/q3QgCsSolxP5wYWvL5SOZ+XjRwNhx/2u84Bjhv52y3hDq4A6UTwyIA+Ji7K0rxfYdZWfOCWx0c11Q/q+6oKSNqeJ3Tzs8NdQn0Jr4b43sf6INoTOoCopH5Dwi9XBIH3AOsHAkDvfgm4yHUJIaY54HBb3HJ1RTOX+2KIgqEBp0p6BvE/Sdh/Sv/FRL+bFfzy51mnmFh28/en7icAM4zIWACooZTNMYqp6W7Osmx9/iChKsKQAAIABJREFUgLcDi0bqcAO18PIaI2bKkhN2hCb136rJ9Ws1pqG0c7BYf2l5+9RCs25/e6PuvqiluOHscFbb74sLjsmW2o/oLCw6/u8Hx8l44VfqzUCECJFNkerfiV/uJ1PsIVXcCwqx8UBEFPkAIoe3zps3IocbqK0FNUbMoraZCnoVqBs8vduPgYWtszRW875YzYecyovA/C8wA9ihSRE2AJa2tdwG9Gqlidhg+SgZ6nwhOLWEJi1FyX5C4LjZHUtG3hKzpoEao4BTcylJWy9KzkdVkkxu6AWwRJ+wRJcY4qNAvpknt6RAdiCv2dfObW2LAF68qO5hYH1lNSFyFpdE+VWqyMYEEpGSsgruKhFOWd4+dUQONzBuNFA76Z7AGHFv9G04O5BQVAUVU3EbOPuojuYtv15R/JIi/4CKKcfmPwLrRIQMcDrAfWv3pID3iWj7/uM6BbCVn5VkJ+ehSL2InHZMR9PwelA+swGjMkyNiUsg4YmqerjRJKBDk8poCnx8UdvMB1as2/4uQb8GmJ7U9OuaS1vTAllBTwR4oHOXAd7pk2rPmnylVZ4mNWkrBRJU97UbAwJB/nZJ2/TrR82Img5qjIAN3V0LxM+9UnBqw1AUITIpFfRaRW7e3Pno6QI3e4QS+8HLKRVmYUxKTWoRkCv89gcDwJsWGm/hlhnHeE4swcBuTDnJmFDPRzTGuIiSzeDEs4h8sHXevG+NmhE1DdQYAeu6H5/mi55vNSSIyzgxlEwGRP5H4MpHu7YtU5W7AKPIGxGOq2yrCnAosHpV15ZXAUcL1A1+3+9/VQ62nRzsY1GWzMfKkvnX2aNlRE0DNUbAPWv2plXrPkLlsg2dElgHcJ8VPrCme/MMER4GfEEvcsp0kKwmBwlLgS1ruze9GDjNkp2uYpIK5yap9ORLNNR4dTCKxIq+H9xnRs2IcaCBmtM9QXlo3Y5DhfjatJQCKiWYo2SVuOao9ik3VV72ahFSqlCM/JcGtrQJmAd8uvL8ZcCFqgYRV1bFcypadtZ64ig6DyMQqzgjQzVF0pX394DjgHXL26duH7YBwpjavaox/ljTvXmSgRszri+V0iKKoZcmMOa3Fq3svOqrqBQ56/ea3tBc2vowcDzJtQ9JHuBXQnzRSrVzRVyM8YwmzbxjtThEjaoYYhw2A1D85XcEOBbYmj79/I0HZURNBzVGwCNdT6Z8gpsb4t0ZI0LoZQhNirzfuMbiLm5vnaMbO3tOFDQlQCz+64FbgLOAaycdfnJ/4bc/OAO4TlzkTd65emDH9GXpXOlxkkq3JOkVNgWKOrFiXZnYBP7gHP6wcmA5MHDS4tzBRX7UNFBjBHR2bxTQGwxxYypO+scbjYnV2x5L8HftrYdGj6zbdjiQrnS3OEWVb4hwAfBboHNV15blwH+RrBV50EzFvTZJEfT9tl33ueJDF23xlqsXAH76jAuG3y6sMmRNAzVGQujM1zxxswbb/FoRinEwoJg3n7wgO7CmO78EyJJcwPNBPwvyTySt8u5Y272pBfgVkMp5+bAvykUiagAngjeU350UvZHBArMiiQ4eWrfjMGAKcP/y9qn6NFN8dsaJBmpO9wRi3br182K1exd0HLoL9C11ks8OnutFeMQYLcfBL257qJx95fIgD/xClaWAKLLrmPlNL33KkM2AB+JiJz92mHOcYsAYpzzpGTcdEIP+WJA3Jf9E19y7tmeZJ/yLCCcC0UPrdixa3j51y/CsGR/5GzXGFuu71s1yGNraWp8AXglMDrRUuQ1yWI00InWzJU4DeeDnwFkiGMUMNB3xspc8ZchJgAGxA67utowtvNQh1oCN1N/lkMkg4mn55snR9leDGsWs2bRuz4LJxrvEuOjNAMVffueE9OnnH8QNV00HNYbHhq7OqQ5T19rWtgE42kg8z4nBaAzGUrIZ7Yvrf1mMU2b7qn6ZEQS3eS78uKImtKlo0uEnv/EpQzYBCPjp0t6HDa6tv2FmOrWzNy3qesPcpHq1vhF1d03d03m4qEur2PVb1ubnbolbzofchwH5w8qB1520OPer4VtU00CN4bGha12jQ6a3trV1ArMN8UsMySZpKr+HTH4nKubuDc3HDDy4bqexyG8EdaoYRWKQS5e2TbtocLxVXVsaSA4VLLBH0J0kbSfTCgMCGcCArlekgeTe6XHQGbt/99M3ZpOCnBRvufrC9BkXfHf4FtU0UGN43PZgKePbuNWIrvST9tvv0Io/kBRHg5TEa4wJt9/fWbQ5y72AI7nGQ0/iHy1onf2ZwfHWdm+aDkN5FarwgKosMaIZVQmdCEbVd0iPU7MLZZ5Tb7dvynWPdG19DdhvVvanvkJSpHmYjA8N1HK6Jwjr1q2/3pOoO2VKOx/t3Hy7R7h2vzAPIrVEasWp3ATaf9tD5StAPg/yLZBbQN7xNMN+FPgv0J+LyDlWNG1FAytxn2/d+kpeqzPCbEkidy1wGejdJA5PjkTAS4ZtkDAuKhXWGDt0d3V91uA2e0Sb13WtX4W6TkBKkh5q6xIbX4zGX1Wlf1334z+1En9fhH8Ffi3CU50NgKuAHwjuF2lTOlkxORFJkxQN+XPluteUFmeClgWs4N6D6oPOeu8g0YAhifoYPs+mgxo1nkLXuu7zBN1uidev6+raEkhxr0FNyWYo2wxFmyOvOckwcHFa8v3AnVvLM+4p28wlZZv9nYp97dMMez3wHwq3bpxx/GxgUjndmNkx8wjXP7X1V3GQKan1ENEpos4JGFH3CoXVM8y2f6qT3izJCeGJB2VUbS2oMQzWd607VnA9lnjt+q7OPoc0GzQWIDQB2f4nMS5G4ugM35UGgLUxdkAxf6eYP4D87bL2aX1PGfYO4DKF2xymHziskooXArcBhcq9VhPQAM4Ibgno+tDPXqFJBGAGeNVBGVXTQI1h8L8PFWfUp0oDWT98JLBxKXJyPMhuRf6i21DKFg/3pdwDumUgzs4CzgB+D3xoQevszv3HnN86ZwPwAeDXRZe+D8wxYLKR84qxk1sj9aIQn0j9xkj9tlg9YySebsV1Wdy1nsQByUn6X7UGaifdEwRLfNZgNlEg0cklUo8q8itUT43UA4xo0gbJeEaJnF546rL0h0jCZ5+Wo+dP2g6ce3/n7ner8urK7piCZkmqfG4naQfzKeBWkustDeDUhAanIjwA/GH4Fo2PXa0aYwdB3zeoAYNbaLT8SVMu/XjAbzq7XxqsFScAHrFUQqxeF0jY0N4689JnGvPIjskDwLs7uze+QuHUfRl7xEbdaYpsVSSKxfsI8BOFnEahbxV/YNIcbdjeVRa0i4Nuk1HTQY1h8ZHB4FYPNyMm/q5Dvm7EvrdoPVt2gdTRh8VJne1nW9RyeEiwsK117pXAlU83YOZlb42ASx7penIhcL9SJuMG8LWskZc5w4T9uwT1VMwHFfNVcB2FVJMAKRGok4FyvzZsBb57cCbVNFBjWHwYBo/ktA7lVsF9SZGPYkwq8lLYqAxijFoPIZ6l2BOXtU/7IfDDpxswKcTGZY90PVkH7HUISXoRhsRR2UmSfvRB0HcJnFIJtU31Nh1Grm9L6MXlHuBfD86kmgZqHDiecW81olLpQ++D+5Uv0ccd8jmgHiBlyuqbyAMoK5Ni9V+zoHX2N4D/faZx57fOuRa49t61PQMiSCIBUop5leJ2C1oQ4Z9ROjyJ32XEJQfqAkZdDOwFPnFwVo0PDYwd97/G80qEd+tgkkQZ61JSeq8Rd5qgoRP7nVDtp/rDtMtHKQAEHhjG8D8TYRsQivBE5UQ7Bt53VEfzIhF2g4b7GhdDrGZHpP6c5e1TT17ePnX4PYqFpA/sMz1q1HgKDnPdoAacik7q3/yqxvL2N7Xku41ifhjhfTxWiRUGe8xvIVkEDoQ7BNaRhF+tBrEiiCfx5Uvbph8WmnRXjzelLMUB6reupan7Xmyp0Ldz7rFL06efvyx9+vkHV83/2XRQo8ZTcJgrK72FcRhQtyTliu8PXNHDcaNiPmOSGyMQSNlSRHJdHwidwB8iAkVZIUk7er8c1P9389KXzNhRN+9PWyYvjbZMXkJ/bhok8yjXmfzJJy3OHXbS4tzB9emurQU1hoV8FQY1IPiUpgCfFDSNcsueye3/vLOxbevmKUfgjF9xSrjnQEZe2ja9H/i2YtVhHlFMBCZQzIqFrbOmiHCDkWRxqawxhKl6t7HtlWenz7hgWvqMC+4/OJOoaaDGAeNUvq+gqknh48DEgRG9whPXoOgfgCusiYfS3SzOI2khfKD8M0kud5cIBRHxndrdR7RPmWxxXw5MVDl8q1T1V1SEDyxvn9q0vH3qMzr1z8o40cDYmUmN55WO9rmvz2v2pD5X/33wrrfEttJWO0hLcc3yjumfD533iKqgSmhEbjjQsY/qaN5+VEfzPJIQwTNJiotcU4q9u/+8uu+fnHI50AgMha6oih4zv2n4BdQqCOOjPUCNsUNbW+ulJVLLyqSutRp/X3CeQcVqZCxxuKy95UuC3BKpp6F6LsK7ub310AMq6NHReki+o/WQIwFPMa8iCSn8US7c8+MdK+/+SC7a8y+RBFNtoQ+zdxemOEDu8RX+nPZFnc8x9LPybDqoUeOpdLTP/V5fXHdYieAbKubbAkGSAYGkKRyytH3G5wqSvbqM7wpkVYz584sX1RUOZOylbdPjpW3TXwl4AeWXAT8Dbipq6kt3rdl7cTEOvgxyqEGxxMTGJzK+Fxn/4IpHVaitBTWGw7y2tjsj7LQywVdKZL5vcJHsuxc+8rCOhR/vy7Z8KbTpOOmWRNcR7VMO+F5ladv0dwNW4DiBHwG3KVz0aNe2dzqVL6tyzP7tVQER0ZoGarxgnHZ4ZlsY24ZybD8XOu9HvnHbJSl2jKo5/tgFTZeomo8pEjsEp6b3qI7mtQc6/jHzmz5PEtm6EPgmiU9w3r1re84pO+8yVc6RigNSiFIMRFkZiLITQgO18PIDZNO6VY02Ln9G0PMF/gSc1bLgiLDa8xoOi9tn3wHc0dm90SqyRFWXAVFZvcqptpwNXFM5tR52O5ejOpoVeBg4FeDPq/vuAw6P1cSeuBJJNyW/ssO8Z0TGiMAYEtJEYF334xmFDynyYZA1wCvnt87prfa8hsP8tsMeAd7d8+BvpWQyUz1XfnW/PymOxP8DgBHeDfLtyss/O9zxO1oPUeBxkpBCdqx84kbgzGzc5yJJaW92ZinL2lTlrGP4ER5PpaaDF5TiLVd7PY2HvWd384JPR352J3D6svZpT1R7XsNh6fxZjwPvB+jqWl9E3YU2Dp0T80uAUNKfCknPBKYLXDjs8dumO5i+C/gbgLvW7L0cuKjkfFKmLA6bJ8ndgyTndWTUNPCC8kjXk0LSm/pfSCJ7zljaNn1ldWc1PNra2nYAlwBs6OpcoaqXG41Vxd6evEKuRmQRcLgIFw93/KVt0xUoAO8EeLRr23uBKxURQVElD2Q06SMWAge0ufuM1DTwgjPw++tPM/17vi7QAPxN+owL7qj2nIbDyUvq+ql0IrpnTfn1qN4YUNQI734AxfxvrOYy4BUifHK44x8zv0lJIl4/DHDv2p5XAd9RxANiVQYUMpokXJeZIBqoOd0HwKZ1q3zgYUEPreRsnizwYuB31Z3ZwdHRekj86xWl0wNT7nZqJFLvy/PhiFOXpbqAl43iWzUDnlNbiuADvnF3hc57MXAUB527tB+D28U1XihuB44VVBQOB3kd8INqT+pgaDriZXrn6t43GNwWhZRG5kt3ru794QkLZ24nidYYLSYDvkAhF+/95O76Gb8RdC5JsZCvjco71HTwQvLDht6Nb2zo3WQfP/TlzWFQ93bgi9We1MHS1jbv/btW3HE6MEvgg7tX3HHV0mUn7gLOHcW3mQJ4Dut6o9zXG/2BH6PUAecJfP+Q9oUDI36HmgZeSC4jcVg9khvljwBvq+qMRsDcto6vbFnz0JkkxSxfv3XNQx1LFyzv5CA2nJ6FySRdLjyHucmKu4LE2X4P8IuFrbMeG/E71DTwgtF/183vERf9OxBU/nQZB1sIcgxw7IJJ/71x7crvCvpmhOWbO7efuKxjyR0k9ZgOopL409Kc/BC/rP5DKRN+KHK2R0Q+ANx99PxJfxrxO4wDDdSc7mfgoXU7Xga8AfjetLjsQOegDkVAxAEHHGoxVvj9ynwHEJ+8ONsNzCm7AJIThwXP01ueTfJldKdT+92jOpqUpKfftSMeWQRs7fJ9PlnTvfko4HzgJp/SQ4IcKyAOQyVJ5sHqznD4rO5+4lAgt7B11iqg0WHqAZ8kNaIOGFkExv/lncBXgfWehlctbpsR0nbJg8BPR2X0mg6eV7avuq+NpCLrHV5UuDUj5jVGnXViSZX2ujDI3V3tOQ6X2x8ptAAtwMOH630IzGVfz+CZwMHVF3hmPkpSpT/vsJ+e3zpnsPLzb0dl9JoGnlce7drWAvwjsFZw1wm8XcBL1gFCkmrG44rdX3hvMzAPeLD5E9+MJbkHygD9QDtJfYLR5N8q79cI8oGFrbO2Vf5+76iMXtPA80rhB19oIPke64mzDVfGc9ovsl4QAGiigdurOsGD4MF1O+uARcDDR7RPKRnRpSQaKJB0FBrtk/vrSQ7cOkA+tKx92qDGLhiV0ceJBsb+DKvAQ+t2TAV+AZoJJLzAYZynoQGIxO4ueI3NKuYHO7u23llppfX1JW0tl1V31s/O71fmzxPcdVmvGDzQmd+V8/135MPUzwJTPtOT6PuJzzG6vGhh/QMkrcGeH0YQSiIil5JsqswHSsBdwKWq+ujoTG58s6Z7swV+B1pnid4HhFKJ/jG43jhxVn+0tnvTtSSL0U3ARfNb54wsROh5ZHX3E6eo8j9AsLLrid5Gn0t6w9yVnokuMOhvjpw/dbQdbqYuPq4beM1oj/sXHKQOaho4IG7TxCm9sMdOiU1Ti5/q2YbzU4WorilIm9J3Vqzb9gmH/TxwN3De8vapYzbt6PZHCgtB753k70030FvK0/TFbHHX39ti/xcQ82jZz416mPDxCxq3A+eM9rh/QW0teD75MfBiUKdwlSSblBji0KAiwpdXdm3JK+aLwGPA65e0tYzZtKPdX3jvdFVd3b9lV304UIwLl7z1m+Ydf/9+RL5lo9JWE5VH3YFa0tbSD7xrtMf9C2oaeD75KvAWBcjVfVZFAhdkcI1TnS0XI7Heh/v/fNPaOF33cSAPvK7xyFO3VHXGz8KD63ZmgFWqtABy/9qdP5kq8mFBb4ixhQGX/cXsUX7PY+Y3RcCHRnnYv2QcaKBWSO1pUMWoYgwOQa3D+CRhVPnQZJpVDKq8hMTZmAl89tGubU1VnfRz85q0DdNW1Ag61Up8U6PXe+ah/saG2d6Wi9as3fCze9b0TKn2JIdFpRH40z6em1OAbwAvIgmpj4Bfi0jz8zfhcYWo4gmKwRmBVOWTLSiSqnzIc0naCM0E3g4sruaED4BTSNpTGEGbQK+p9/veWm/zDTlbeP3qrk33P9q1dbTXmuefmgaeNyr9c40mYaGpqK7Z5GcvLPXOXFzGWgs0G/QqYA7JBuNpVZ3wc3NCxpa9Znbaurgnmw57v2D79nwoGNjTGPTverG48LEtax5ur/Ykh01tLXge0Qw4AwSS6MECoUH7RPCBRkGvIDnJPQE4r4qTPRCWRvlSurQ377kwTg1s3XWx++VNl2Ue+G1z/fr7F2e2rN1WuP7yZSvWbR/7sar7U9PA80kWEJBAVDPWRbacnRQ7P9Mrnp9BJIu6L5EUDjuCJDpqLHOIKtMq+vVAz+2Vpm/vleZpvdJ8WFFy3Q+v2/6SSv2G8cM40EDtpLvCmu7NOeDzAIWo4VAjzgaGPt9GQd7UReLcDuuiK0MJ/gbVowTdGVCcEuNHMV4PMPK8tOeXK2KV1/qVAjaq2IwpNAjJ9ehr9Fpgxz1rem4DOePYBY2uutN9DkZYNEFVX/GXw8lbSdpDvRj4+cgmNz5Z2bXVI+mROD0f5UIjzkuZUsGTEE0KYgwocnWM7QBej1Am+WJKSxJiNWZ3div8APiAKs1GFFQNMAOSy8moHunQTSu7tjws8KJFbTPz1Z3uATACHdQ08H/ZtuZBAS4GlvfbxvXqT56ejvrLA+RK/aZRYry4zu357kDQXFDlHwzOZeO9faGk0gXJGUQOtL1Wtbg5UvMpq/GhXljEiwpiXWnuYA2bIByYk+rJd/bd9fhmgSPrjn/tjirP97mprQWjzsqurW8FXgF6j8BywCm6RyEliQN+A+j9wOWqqCK94CaDKMhYL6r2J/HsauBIjIAqfXffN79flRmnnoBfn6lXsQ9ne5/oWbGOY5e1Txvrmq5p4Hmg+NOrXg28RcvlP4K8BtSQyW7Vpin1xGXP69t9m9X4JwrXoYrE8Q5THJjuUtkIkYeqPf/nYB3wa9Wk4GvGFElLqRWgoBkw+CTh5cVHup586dK26XdVca4HxjjRwIR3uu/v3D0P2J2zXApcqAppW0oV4zSqURDG8r5p8c5vCHqYIl/NuL48In6MnYqxaSUMQ4JTO9oOG7MhhQAnL87e+9C6gbpybD/j1HzSIZJ3OeptP6jST93gS08B2hj9nKbRZ3R779WTRH6MeojxWGdV15Y5QBHkDSRFcfzAlF3JpbySS4cx9nOBLX/YIdMlqXa5F8SiKiI0AJHCmxa2zt5dVUOeg4Wts7qBySu7nniv0fgbImqSHpF2sH08lUKJHSS7nb+u5nwPmNHTwYTVQFf3hhbA1MHhJIXRMpm4v9znT/LyQUNZlOt8Vz4jNKn2HqZ/MHT+ThVrp7htPR5RS0YLcVoL/3DogkVj+gb9pUszOyFz2GNrU2/Iuuj/AUGcqYdCP876IBbBoTCVJC3i288x5NigthaMmJVdW5tJbK8nafOTBs4WCCqbMr8RdKbASxB9u0d4hoCvIjvKGsxNzpL0q4vbZozpKs7Nn/hmATiqePG5J6ZmTLuld/WGegpF8CzlvX0E9RkUJVXY05hvmHUeB9HFoirUNDBiirde0wBMo1joAW4E0qDnIOKBIKXSRsn3dds928/zlLNctv4lbkqLZ8qlPRKHi2w5EhOVfpY76Zzrq2zKs3JE+xQHnHnf2t2LBL3dk3iaJPtPGBzxvpemgQ+ShFqPfcaBBiZ0ePn9nbs/DawENjqVenDGiAvSptQz2d+tk7yeoJG93zK4tEnCbAXICXiGpAqZQBxQ7qmqIQfI8vapGqv3S6emJAghAevDQ8KN0WxKmgEIQbYBG6s81edmcFfrmR4wRUTu2+/xnucY8SrgIeDO533uY4hVXVveRrLB8jjoIaDGElnfhKWUKbm0KaZ9G35RkSkWJdGBNoL6QEMldicC2VllUw6YlJRvFdFYqDjZoiGD/eOTE/08Seu7sc+z6aCmgQOiq3vDacAGoLtsUscpGAXjEIxGsa+lIO0GLm6kp71eeqmXPibJ7imCeoqZJmAEohSlsX8qXMEYfpbPTvGd8Yi9NFumHxHvnLKQcqoOTdpAhSStMcc+tbVgxKzs2rqMZN1fQxIePvj1aBWNAAR9Y+JwDz05VQQr6PSKBpzAAfezrjaH/Nv/u6PhyGXxlJOPw9blSM2eqemFi1DrEaYbtbe5tchoFft7vqlpYMQUb71mFklNgkdIpT43VJzGepakpRVks0ebgd5zUUVQTHFgCmI8FZlEogE1Lh4390JHz29e5TA7+12OSA2RWi1qCpJdNiXJbb6pqpM8UMaJBib6Sfd5JDtZTpVARFUQseJ8nzA2OC8T91tIrr4QDyQpJ+WQh40LmwRtlKTF0DXVNGQYrBKhl+TG6mFV7/CyelHZ6S05P/wi0HnsgsaR9w9+3hEwzxpKslNVjz6gkUSuAF4CvERV4+d6/V8ZbyHRgAIdFjcgQsqoWk/CvBWtE0FUATRJjVEwybnwFk3Cb+YIvBa4v3pmDIttkiyus4CNghyabBzwqCTFbh5f1DZzb1VneMA8qw5qGjgwzgLSqBJjXxaS2woyr9/U2Tryu31XngoY0RgvCgc7WJCSAXYwtW8GW1bF4i2Kjf/qx7o6f3ZYW8fYTs0BDmlfGG9ct/qPvfWzjlLoCck1hCJeoa5h95zSA6cJumNchJYDtbVgVDgV8EEDQd8ArFDkGBAjuG3ATKlUuK+caFNZElCIhPh3Bo4HTu3s3nh1R+shpSrZMSwEfp6Z3fLG2W8+sxTXNyvGZuPmKeXt9QtOiv3MzmXt056o9hwPjJoGRoETSFqApVXMOa5h0u1SKpxOKmPd7p27XF9vi5fDijWIMahzRA3NiXcaZIyouy22wYlhtvHIwoo7mpqXnTguDuNA/ivG/8eeuNkZ4m0izIwUNRKfatFtS9umb6j2DA+M8aGBie50/wtwTc70+xb3NsA6TAEkVdA02UqadsXPIPSzwOAWkEzyXHkGkELka5s7H/3W7I4lY7Zy8yAnLGzYc+fq3nagVYQVwMnAXJAfHbugsVDl6R04ApiRB2qIyJXAm4GXqur6EQ84/rgCOAnUGPQsBKtQBHwVUzn43UfifStGFIfUg50BeCCXrune/O8LWmeP+V3etta5YVf3hsOBhQIrQQ4HjhDhhkWtM8dXON0o6KCmAb4N/J115bRHdAIG20djyRpFhcbBFwVxaWgtUDU0sYd+qa8r2ezRInia9J3+D+CBahkyTF4OLBXoROQQ4GREbq4//jXjxNGoUFsLRoOfAh8zuGaDayWJ9IgcNhKYlrwkOd1L9lsFhx3UgzHCEZKEY54CvIrxcjqWFAD9isBGjK0nOUD5dfvijrGfXrc/NQ2MBr8BnlSY62zQKPmBV2g6rRpF+fK6zmmoSrx7N+lly9G6ABWDZOvBxTgbuFLdlPmCNiLmKOCtwL9X2Z4D4pj5TZ++d23PDcBOERzwRuDu5e3TxldL2HGigQntdB/V0fzt+zt3/6fF9YvgVfI6t+XjTFYx0yLxQqzzUq4kZRsgOIyLiY2P58I5NB+aAAAgAElEQVRDBE3+D8fRlsa9m77Rf9f6x4HL645/7ZjeHTxhYUMv+3osj4/wqaegCPrsu1rPiYhcRSKuU1R1zahMbJyxqG3mbau6ttQJ+oQn0TRBcWoKRU3tAjMvRGJLXGnMnewpSXLWh0HrnTqT/IW8w/zTqq4tBeDzi9pmjukNnLbWuQX2OUf3VB7jjpHqoKYBaGude39X94Ymq9F9visuN+oQIizxSkQOL/p1Tp3iY4whOcRWQMVQ7xWcQ6xJnBHbT/25K9Ztfzvw6WXt08b0Bs4h7QtD9mlgVeUx7qitBSNncduMx1Z2bW0xuOuBs5GhDdY/Ay+W5L8dlZREN1QBIznsFqhU+NW0IT6+e/36VwOfa503b3MVzDlg0q94p2NfKtEekurF446aBkZO+tXv2VO89Zq2sKnl0/7mdZ8WFC3mCf30b0k2ktAockglLddaRB2oYKOiMVGpVY1FjRcUc5NnPtH5yHeAy2d1LB3z36vHzG/av/jh1VWbyAgYLxqYsE735s5HFwP/OR12Dmiu08MtFiBSO6esnngSu0jNg0Vbf2zJ5gjcAPWlJFrEiSX0MoORtuT6toUkYall4AmSKsk1nmdG6Gx8nWQ38ixgj4i0VJ7qV9X+UZjemKeze+Ns4HpPMIq7X9BXiYDBNcVq6xIHw6yNlYWexGglpFCoBKPvy/tD0SdBLiSRRBH4XFWMmoAcrA5qGoBVXVsageshNUM0vCOt+eUCpFw+ZdQtBkQ03vqEOWxaycuYbNybpFiIoWjSAFIkK4aYGPukw15EEobbBPxd1QybYNTWgoNnZdfWAPgesDzGXGdwZ4uCwxhFjlXUovRI4mw0oEmNchA0+fZXKs64oL0iXERSgGkBcFJVjJqA1DRw8PQ+8CsB/o2Wua+kXLwSBvs5gExtOdXMLVjdub3oT2/ZhnOHAQgRGpWT8jbWOhsWLao4zw+jxlkXAxmSyI+5VTBpQjIeNDBhnW7gKyStMMKUlu6NxU/y8DVy0+yOwBIz4LJ/AnN04Iom5ZIUJQGMxq5k0jtSrjjdYVTFesr+tZjGHn13/fzlqPsGxv62/rgz31ft+YwYkZFWKryw8vM3T/n7Z4HPjGTgccRHgeNI+k/eDcntk0PijJR8gBizHvRQQ5wbbHXoEJKbMukGaQchRjxBNXlmbGpgXWfX4sCVbojFrnHin93W0Tom5zksRqaDmgbgfJIbo6Bgspp1/WqIRdWqFxVSxkWICfeYnHMqZk7ZzwHJx64q6lQeVZHDnXqgalUVMQIwJvO671m9Z5pvwtuAHkXOOHL+1DEdkXJA1NaCkfKayiPnsB9wGDWouOSOJp0kExGJuk6BF2ll11VkMKWbR0mq/htNDshFhg7Bxx7bV92bQd0vFQLEvm76oqO3VXtOI6amgZFyNMlakMNP/SvZHBKFqB8gaMqb24bOm4/t3fEbnHsnJCerIoKqo2xyK9NaXCJgTbGAlAqiqUzysjHIDXc661v3MxEOcSpvfsOxdsyfxj8n40QDE9npfpQkUV5E9BfAkck64koeUSBA1hQuLpE1HhGIIRaLVUfeqytFxm+MxSOgLL2Nsw7LDuwspkt7Pyvwo+qa9X/J/+EGY0R+haoAHX333PJQ/bFnfLPa8xoxI+vJJ6M4k/HKKpJTaUBuj/CXCuo5pVeEaYLiUz7DJCHnMPSRCTGmLDAHwIFamAcaO7hCkMurY86zUx/uecBqFACL+v1JXwPeX+05jQoH36e7poGkcn9SsV7MfRtonR1oKVdvena0uJ45AlhXXtIU7XKloK5yo6XJ5pQaJ8J8iyPt+jXQ8qwyvva4yd+2hkuqbNfT4plwVdqWJwOUnH8L8LIqT2l0qK0FI6Gb5KQ6L7BSEXXIdNDdkhRQQ2FKhJlkUVBNKqpVHG8HC5O7XVVgkiKK6s0iQzexYwqJw3uMxksAYuP/GZhX5SmNDjUNjIQtlZ95YD2eV1DPWwbkw1R9s8GhTlPGT73NhMkBnPoBqAOEgbpp84Mwb0zPdpXCQGrS7ifJt7T9rtjSOiYPuALrbrQ26dFtVO8CGqo8pdFhHGhgQjrdj3WtfRviXQQ4VT66y03/pk8ZRP/JEtelpFypUG6siCMyPuKcxn5WQkmBSCYX9mJwROKh1megviU9UD/jv8do5docqkPh8Dg3rcrzGQUElYm+Thw8K7u2nq5qLzeoJ6JXWdFPgj6myL+IMCV5lWJQqYSc4zT5QosQLASDfR2F5GRDFWvQPyxsmzUmq99bTTbTFPBcOLPa8xkdajo4WB7r6jwyAz8E/BD/Boe9YKbZfGtj/smvicazk1oFyUHFpPxmk4+bKHtZQi+rLiklZQ3O4hwpyoKAr5GUy2b9cUunjMnKtbL/zZUytYpTGUVqGjhYVnZtnQvuFsAHfgfmjcAxwHWg8/b/VAWxSSk1VUsslZNuEUgnPV0QSTKORKGvbd6hW/7PG44BjLrBjQRE3V+Hs1HTwEFTvPHKyb6Y3wDpuK5phWtueTlB5hAGer/tCoUjePR/cJ6PXXakiIs98nkUNJ46SbxSP1Lsp7nvvnRp8hzSpeKQ55Z7cn128klnjcnceBHa9/s9Vc25jB7jQwMTxule271pMnAa8OcUfFNEUgpE4n+ZWE+PxZxucUEsHnu0EYtiJCalySl32WZEAaMOG5cwJMFXnkaU8QG2AWOy2mP2pHP6Bu74yS9U9UzEbhLVL1R7TiNGQM2EuXxHhTXdm3PAGcAKVfMdEcmB4JR/NEQNCOcLrvIFPFguLXGsFYgRJHG4h/4+uJNTyfEeAG5/Ya06cJzYfzcaX+Swez0N31Lt+YwKNR0Mi+71632SUNrHDPy7QJMClvgtaQpdnpY/asJC2kZlwiAL1qpVJ4KjrrQbSnvIZyaJswExNgm8BWIVDEpZ/ShU7z+raeOz0R9lLgG9EiiFzj+z2vMZFWo
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