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authorRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
committerRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
commit8acaf262baa04a4d2bdd9c774c45c5bb2fb2d12a (patch)
tree55d0cf310d62dae8d62f3c99c95ae00f93af8717 /notebooks/plot_UOT_barycenter_1D.ipynb
parent13054c65dc0f4731a1d9a9e5294160035627f910 (diff)
add and update notebooks
Diffstat (limited to 'notebooks/plot_UOT_barycenter_1D.ipynb')
-rw-r--r--notebooks/plot_UOT_barycenter_1D.ipynb64
1 files changed, 35 insertions, 29 deletions
diff --git a/notebooks/plot_UOT_barycenter_1D.ipynb b/notebooks/plot_UOT_barycenter_1D.ipynb
index 43c8105..0ef7f62 100644
--- a/notebooks/plot_UOT_barycenter_1D.ipynb
+++ b/notebooks/plot_UOT_barycenter_1D.ipynb
@@ -106,12 +106,14 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 460.8x216 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -142,23 +144,15 @@
},
"outputs": [
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/rflamary/PYTHON/POT/ot/unbalanced.py:501: RuntimeWarning: overflow encountered in square\n",
- " np.sum((v - vprev) ** 2) / np.sum((v) ** 2)\n",
- "/home/rflamary/PYTHON/POT/ot/unbalanced.py:501: RuntimeWarning: invalid value encountered in double_scalars\n",
- " np.sum((v - vprev) ** 2) / np.sum((v) ** 2)\n"
- ]
- },
- {
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -175,7 +169,7 @@
"reg = 1e-3\n",
"alpha = 1.\n",
"\n",
- "bary_wass = ot.unbalanced.barycenter_unbalanced(A, M, reg, alpha, weights)\n",
+ "bary_wass = ot.unbalanced.barycenter_unbalanced(A, M, reg, alpha, weights=weights)\n",
"\n",
"pl.figure(2)\n",
"pl.clf()\n",
@@ -212,34 +206,46 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/home/rflamary/PYTHON/POT/ot/unbalanced.py:500: RuntimeWarning: overflow encountered in square\n",
- " err = np.sum((u - uprev) ** 2) / np.sum((u) ** 2) + \\\n",
- "/home/rflamary/PYTHON/POT/ot/unbalanced.py:500: RuntimeWarning: invalid value encountered in double_scalars\n",
- " err = np.sum((u - uprev) ** 2) / np.sum((u) ** 2) + \\\n",
- "/home/rflamary/PYTHON/POT/ot/unbalanced.py:501: RuntimeWarning: overflow encountered in square\n",
- " np.sum((v - vprev) ** 2) / np.sum((v) ** 2)\n",
- "/home/rflamary/PYTHON/POT/ot/unbalanced.py:501: RuntimeWarning: invalid value encountered in double_scalars\n",
- " np.sum((v - vprev) ** 2) / np.sum((v) ** 2)\n"
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:895: RuntimeWarning: overflow encountered in true_divide\n",
+ " u = (A / Kv) ** fi\n",
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:900: RuntimeWarning: invalid value encountered in true_divide\n",
+ " v = (Q / Ktu) ** fi\n",
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:907: UserWarning: Numerical errors at iteration 595\n",
+ " warnings.warn('Numerical errors at iteration %s' % i)\n",
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:900: RuntimeWarning: overflow encountered in true_divide\n",
+ " v = (Q / Ktu) ** fi\n",
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:907: UserWarning: Numerical errors at iteration 974\n",
+ " warnings.warn('Numerical errors at iteration %s' % i)\n",
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:907: UserWarning: Numerical errors at iteration 615\n",
+ " warnings.warn('Numerical errors at iteration %s' % i)\n",
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:907: UserWarning: Numerical errors at iteration 455\n",
+ " warnings.warn('Numerical errors at iteration %s' % i)\n",
+ "/home/rflamary/PYTHON/POT/ot/unbalanced.py:907: UserWarning: Numerical errors at iteration 361\n",
+ " warnings.warn('Numerical errors at iteration %s' % i)\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
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Bamtr8ZnPfCbp87feeitOP/10nHLKKejr68Npp52WVDell8rKSpx22mno7e1FWVkZgNjDS0dHB5qamlJ+JtWxzJWTTjoJjY2NaG5ujhOPnTt3wuv14swzz1SXveOOO/Dmm2+ipqYGF198MT772c+q70UiEdx0001Ys2YNmpubMTs7izvvvBMA8PTTT6O3txd2ux3XXXcdHn30UZSXl6O9vR0HDhzAT3/6UzQ2NqK9vR0/+9nP0gquLMv4xS9+gdbWVtTX1+Oll17Cr3/9awDAxz/+cfT29qK5uRlr1qwBAPzLv/wLenp6sGvXLlRXV+P88883a59KACZxWCkBs2FhifHggw/iN7/5jTpUeCJDRJAkCZFIBDzPg+M4sCwLhmHUYZz9+/fjt7/9rXm8TExKm5Rj0MtbUWeSE8FgEPfccw/+4R/+Ybl3ZVkhIoRCIQCx+QRBEBCNRgEALpcLPM+jtrYWHMchGo2qhZta4TIxMSl9zCG+FcIzzzyDxsZGrF27FldcccVy786yQESIRqMIh8M4evQovF4vgFgSivIvGAwiFApBlmUIggBBECBJErxeLzweD7xeLwKBAMLhMKLRKCRJSkpOMTExKQ3MIT6TkkeWZUiSpFoXMQyDo0ePorm5GTU1NYhGo2pkNDY2Bp7n0dLSkrSexBoLbTTFsmyc0LEsqw4XmpiYFB1ziM9kZSHLMkRRhCRJABA3RMcwTMoJcoZh0kZE6Yb4lOVFUVSHChVM4TIxWT5MgTIpKZToJhqNqgKUSlgUIUr3ei5oRS9xX4D0wsWybFxyhilcJibGYgqUSUmgJDKIophRmBTSCVG6yCofsgmXMuyoCCURqREXz/OqaCVmFpqYmOjDFCiTZSVXYVLIFCkVO+lBr3ApBAIBSJKE+vr6lEOFpnCZmKTGFCiTZUGpYdJGILncrFmWTTsHtVykE65QKIRQKISampqkHlUMw6SMukzhMjExBcpkiUklTIoFTS5kGuIrtbRxRWhSfU8lgpQkSbXeUdAmZ6QqQjYxWe2YAmWyJBCRmpFXiDApLMUc1FKQKbNQES7tawzDpMwqNBM0TFYjpkCZFBVFmLQ1TIUIk0ImgVoN6BEus5bLZLVjCpRJUVBuosPDw1i3bp3hQ1MMw6jrn52dRUVFBSorK1V3iNVKJuFS0vMFQTCFy2RVYAqUiaEkFteOj49j/fr1hm4jGo3C6XTC4/Ggs7MTW7ZsQTgcRiAQgM/ng9/vx8LCAnieR2VlZdw/xf17tZFPEXIwGER5eTnKy8tN4TIpSUyBMikYvcW1hSIIAoaHhzE3Nwe73Y7Ozk50dnZCEATYbDbU1tbCZrPB7Xaju7sb0WgUwWAQfr8f8/PzGB4eRjQaTSlcFotlVd6YM6XET05OorGxMek9swjZpFQwBcokb/KtYcqVcDiMoaEhuFwudHR0oKenB1NTU0kRgbJ9JWqwWCyoqalBTU1N3DKKcAUCAczPz2NkZASCIMQJV0VFBex2+6oXLmXYT8EsQjYpJUyBMsmZRGHKtYZJL8FgEENDQ/B6vejs7MTmzZvjIoJ808zTCZcoiggEAggEAnA6nRgdHY0TLmWeSxkqXOk35XRWUdr/apcFkouQlWXTRVwr/RiZLC+mQJnoptDiWr34/X44HA6EQiFs2LABW7duTTkMZXQdFM/zOQkXx3Ep57hWyk05lUClI5twybKMSCSS9BmzCNmkEEyBMsmKUcW12fB6vRgcHIQoiujq6kJ9fX1eXnxGF+oWKlxK08RSIxeBSkc64VLWbxYhmxSCKVAmaTG6uDYdLpcLDocDANDd3Y3a2tqsn8mn3YbR6BUul8sFQRCwsLBQUhGXEQKViVyKkBUUsTJT4k0AU6BMUmB0cW2qGyERYWFhAQ6HAxaLBRs3bkR1dbXudWqFSLvuUrA6ShSu2dlZBINBrFu3Lk64xsbGEIlElm2osNgClY5swuXz+TA8PIytW7eq75m1XCcmpkCZqKTqXFvoDUAxdVUyxYgIc3NzGBoaQnl5ObZs2QK73Z7zeleSF59CpohLSYdfWFhYMuFaLoFKh/Z8UxIuALMI+UTGFCiTjJ1rC0VJZiAiTE9PY3h4GNXV1ejr60NFRUXe612JApUOnudRXV2dFEEqwhUIBJKES0mDV/6bj3CVmkApyLIcF7HnU4RsCtfqwBSoExRFNMLhMEZHR9HR0VGUSWqGYTAxMYGJiQnU19fj1FNPhc1mK3i92iw+7Y12JQpUOvQIl8vlwvj4eJxwaSMuq9Wa9jddKQKVjmyZhWYn5JWPKVAnGIk1TLIsY2ZmBhs2bDB0O5IkYWJiAh6PB3a7HaeffrqhNkOZhGi1CFQ6jBKuUhaoQvZLby1XqiJks6FkaWEK1AlCuuJanucNbU8hiiLGxsYwOTmJ5uZm1NXVoaOjw3APvExZfCcq6YRLkiQ1OUMrXKFQCP39/aiqqtIVcS0VimAYjVmEvPIwBWqVs1TFtdFoFCMjI5iZmUFbWxvOOOMM8DyPd955pyj9mZQnX+W7aNPgV3sElSscx6UUrjfeeAOtra0Ih8NxwsWybFJyxlIKl94hPqPIpQhZGRno6Ogwi5CXAFOgVilLVVwbiUQwPDyM+fl5rF+/Hrt3747bTrrW7IVyIg/xGUl1dTXq6uriXkuMuCYmJhAOh5dMuCRJWlKBSkcq4RJFET6fT43gzSLk4mIK1CpjqYprtQaunZ2d2LhxY8rtFCuiUQRKlmXMzc3BYrHAbrevqiSJYpNuDipdxCVJkpoO73a70wpXRUUFbDZb3jfkYg3xGYEinnqKkBOPr9kJOXdMgVolFKtzbSLBYBAOhwM+nw8bNmyIM3BNRbEiKCDm2Xfo0CHU1taqT/2iKCISiWBgYCDupql17DaJkauQcxyHqqoqVFVVxb2uCFcgEEgSLm06fGVlZWrhojA46XWw8lHIbC9keR1YtjR/L0mSMp5L+QiXmRKfHlOgVjjFKK5Nhc/ng8PhQDgcRldXF3p7e3Vtx2iBkiQJY2NjGBsbAwDs3r0bsiyrF300GsU777yDuro6BAIBTExMIBAIQJZl2Gw2VbCUm2apPqkvFUacK3qEy+PxYHJyMk64Yr+FDY3lj4FnHQADsPL7aLA2wyPtK3i/ikE2gUpHJuEyi5DTYwrUCsXo4tp0wz0ejwcOhwOSJKGrqwt1dXU5bSddtl2uaLMDW1pacOqpp+LYsWPgeT5uDkC5gBsaGtDQ0KC+rtR8KXMrCwsLCAaDICJVuOx2OyorK1FeXn7CCFcxb3bZhcsPS/QxhOW3EZRlMIufYWUvOPElhEKXFjRUWAzyFah0mEXImTEFagVRrM61HMdBkiTw/PHTQfHJY1kWXV1dugxcU1FoBCWKIkZHRzE1NYXW1lY1OzASieTkJMEwjNrefM2aNerrRIRQKKQK1+zsLEKhEAAk1Q6Vl5evypvAUqMIV03FACxRB4DYXJeS2BMMBlFd9hIcjnb4AtaEiKsy/VDhEmC0QKUjnyJkZVmWZWG1WlUhW8nnrClQK4Bid65VRISI4HQ64XA4UFZWhk2bNiU9/ea77lwRRREjIyOYnp5GW1sbdu3aFXdjMMrqiGEYVFRUoKKiAo2NjerrsiyrwuXz+TA9PY1QKJR0s7Tb7SVRO7TiIBG8+L9xLyl1eRzHoczC45SN/YiWXaNzqHBphGupBCod2YRrZmYGwWAQ69evB8MwmJ6ext1334177713yffVCEyBKmGUJ8rZ2Vl1aK0Yc0wsy2JmZgYTExOorKxEb28vKisrDVt3LoKhradqb29PEibterVincrZvND9Vm56TU1N6uvpbpZaf7xSaKVR6nDSa2BoLvWbBHU+CuQBx9XomuOamppK+RBhpHAtt0ClQ/lusiyjrKxMHQ3xeDzweDzLuWsFYQpUCZJYw3Ts2DHs2rXL8JsdEWFqagputxs8z+NjH/sYysvLDd2G3ghKEASMjIxgdnY2ZT1VIsuVTp5pXkU7v6U1dlWGWVwulypcJzQUBSc9k/5tKPOhMjjpVUj8J1Iul+m3CIVC8Pv98Hq9ScKlzSzMddhWkiRYLBbdyy81oijGnV8ejyfJPX8lYQpUCZGuuNboWiJZljE5OYnR0VE1maCrq8twcQKyJ0kIgpCx0DfTekup3ild7ZAoihgfH4fX68Xc3ByGh4cRjUZhsViSil5L+cZnJKz8Nhhyp1+ACIpkcNIrkLgLgBxEhOM42O32pDYusiyrEZdWuJRhXj3zjaUaQSmIohjXJcDtduc9f1wKmAJVAmSrYVKSGAq9MCRJwvj4OMbHx9HU1KQauB45ciRld1MjYFk2aTIXiDlQDA0NYWFhAR0dHejp6ckpc67UBCodPM+rN4zOzk719Wg0Cr/fj0AggJmZGbWGq6ysLCkVXpu8shrgpFcyvk+AKkgMLcTqo7gtBW+XZdmswqXMN4bDYQDJiTKiKJa8QGnPF4/HYwqUSX6kEqZUT208zyeF7rmgzYRraWlRM+EUillMm7juRAeKTZs25TV0udLndiwWC+rq6uJshogIgiCoQ4WTk5MIBAKQJAlWqzUuFb6ioqKkb5TpYORZsPJgxmWICAyO/76s/LYhApWOXITL7XZjYWEhzmC3lDI8TYEyKZhci2uVCCpXtPM669atS5twkO/69aAMT4bDYTgcDng8Hl0OFCciDMPAarXCarWivr5efZ2IEIlEkmq4ZFlGeXl5ks1QKddwcdKr2RdaTJJQYOUPAaKchvmMIJVwHTlyRM2Q0xNxLbVwJQqU1+vFunXrlmz7RmMK1BKSb3FtrgKiGLg6nU5d8zocxxUtgopGo5iZmcHs7Cy6urqwZcsWU5hyhGEY2Gw22Gy2lMXHylDh/Pw8gsEgAMQJl91uL40nfBLBSYezL4b4onGGvGBoHMS0F3PvdKEkSdhstoKGCov1e5gRlElOGFFcq1egQqEQhoaG4Ha7Mxq4JsKyrOERlOLZ53a7UVlZiW3bti3/DXKVoS0+TlfDla742G63x1lELQWsfAyAL/uCmiSJ4589AoktDYFKN7SabagwGAzC5/NhZmYmbTG4zWYrKAJO3D9ToExSYmRxbTaBCgQCcDgcCAQC2LBhQ85RipFzUMq+BINBdHV1oaWlBbOzs0W9CZrCF4+2hktLYhZbJBLBa6+9tmRtNFj5HV3LLVa0xb3GSR9A4j9p6P7kQz7JSlrh0tbUaR8k/H5/knAlpsPrFS7t7+b1ek2BMjlOMRoE8jyfUqB8Ph8GBwchCAK6urrQ0NBQFAHUg9/vjzOTVfbF7XYXbfjQJDcSn/CdTid27NgR10YjsVW8VrTsdjssFkt+5zKJ4KT39S+fsAmGRgHyAkx16uWXCCNbgWR6kEgnXIlzjtmEy+PxJPX7WkmYAmUQxexcmyggbrcbDocDsiyjq6srbkI9H9KlgutBK5Ld3d2or69PcmQutkAJgqBW0JvoQ5uin67gVRRFdZjQ6XRidHQUgiCA5/k40aqsrATP8yBEwDK2lNuLZe4FC9pnVh6AzJ1W0DpWAnqEK3HoVhGuaDSKQCCgCpc5xHeCsxQNAjmOgyAIWFhYwODgIHieR3d3t2EV4vlEUF6vF4ODgxBFURWmVBSzBbssy/jggw/gcrnUebSysjKEw2FMTU2pwyMrMR272OiZe+J5HjU1NUnnmXITDAQCmJmdho+eg2z9ECwnolw+A7WW82CvrFeFC9A/vJcJVh48IQQqHdmEy+v1AgCGhobwyCOP4JlnnoEgCLjrrrtw8skno7e3Fz09PWnr6p5++mlcd911kCQJ1157LW666aa49w8ePIjrr78e7777Lh599FFcdtllce97vV5s3boVn/nMZ/CrX/3KkO9sClSeKMI0NzeHcDiM1tbWoqT3EhECgQCmpqZQW1uLzZs3F2zgmkguUY7H48Hg4CCISG2/YdS69aKkrAeDQfT09GDjxo2QJAkMw0AQBLz55puIRqMYHx9Xe0EpT5gnYkuNVBSSHGGxWFBbW4uamhrMRh4HIwwCKAPJPETpTXgFL7xTFyIYCC7WcFmwufVvsFrC4BbNYPPZNis78trf1Y4iXBzHYW5uDieffDJ+8pOf4Pbbb8fHP/5xnHzyyfjggw/w+OOP47LvMBMAACAASURBVIYbbsCOHTuS1iFJEr7zne/g2Wefxbp167Bjxw5ccskl2Lp1q7rM+vXrsX//fvz85z9PuR+33XYbzjnnHEO/mylQOZJYXKt4sBXDJ29mZgZDQ0OwWCxYs2YNent7Dd2Ggp4Iyu12Y3AwVmDZ09OjO3ozUqC0Rb5dXV1wuVxobm6OqyezWq3geR7r169XP6dtqeH3+zE7O4tgMAiGYZKGqk4UZ3IjsvcWhGfhEQ6pfzMsCwvLApYRrG1woabszNj1EjkGqyBAlAjRcBiSKIIQOzd4jgPH87H/clzGWieGpgAKAIwxRsa5UurOJYkp5mVlZWBZFp/73Ofwuc99LuNnDx8+jJ6eHnR1dQEALr/8chw4cCBOoBQnlFQPdm+88QZmZmbwyU9+Eq+//roB3yaGKVA6SVdca7FYDE3RlmUZ09PTGB4eRl1dHbZt24ZQKISZmRnDtpFIJhFxuVwYHBwEx3HYuHFjktdcNoxoWBiJROBwOOByueKKfB2O9E/U2htwppYaSnKA2+2OSw7QupIryQGriUIFSpDnsRD5c9r35yJ/QAW/GRa2HuVcP7iyMsQdQQJkWYIoSTFzV0GIDZPjuEu5Il4cy6rCxcoOyFxf3vtdCLIsl3TUnShQ4XAYNlvqOcFEJiYm0N5+PI1/3bp1ePVVHUXViB2XG264AQ899BCee+653HY6C6ZAZSFbca1iQ2TEdiYmJjA6Ooo1a9Zg+/btsFqtAGJJAMVyegBSR1DKfJfFYimoL1QhEVQ6YdKSqSdUthtwuroVJTnA7/djbm4OQ0NDcT55WvFaqfNbhQqUM/InENKfkzKJcAsvodF2acwJIhEGYDkOZYnHj0h11xdFERHNuc9xHILSYUS55mVxaUhs6llqJAqU2+1eEifze+65BxdddFFRHCtK92gvI7kU13IcV5BAKW7XExMTWLt2LXbu3Jn0tF5MKyIgvmGhIkxWq9WQ+a58BEprJNvZ2ZnWFimdEBVqJJsqOSDRJ29iYmJFz28VIlAhaRi+aPakB0/0FdSX7QJDk/r3C7GhwrKysvisTCJIsgxGmMKYa3kaSEqSVNK/ayEuEm1tbRgbG1P/Hh8fR1tbm67PHjp0CH/9619xzz33wO/3QxAE2O123HXXXbl9gRSYAqUhn+LafCOoaDSK0dFRTE9Px7UyT7eNYgtUKBTC4cOHUV5ejq1btyZFFYWsW69YJApTNiNZo7rq6iGTT57WbijRtcFut6ulB0vp2pCNQvbFGXlK13IyCfBG/oiKXDaTwkUCAMAwsaHX8gV01bYDTOwhLlO33cRot9AGkiuh1UaiQOmNoHbs2IH+/n4MDQ2hra0Njz76KB5++GFdn/3d736n/v/+/fvx+uuvGyJOgClQAAqrYcpVoLQGrpk6xmopVgRFRJibm8Pg4CDC4TB27txpWCddBT1iIQgChoaG4HQ6c3I4L1YElQuZ7IaU+S2Px4NgMIiFhQW1+FW5cS7X/Fa+AiVIswiKH+le3iO8jLVla3RvS9tqIzUyGJoAMZ0A9DeQVGq4EucXc2kguRIEStsLKheB4nkev/rVr3DhhRdCkiRcc8016O3txe23347TTz8dl1xyCV577TVceumlcLlceOKJJ3DHHXfgyJEjxfo6sf0q6tpLnHQNAnNBb4QQDocxPDyMhYWFnBrzAYUPIyZCRJidncXQ0BDsdjv6+vpw5MgRw8UpG1ph6ujo0O0dqFAKApUO7fwWy7IIBoPo7OyMK35NbGCoFa1iz2/lK1Ce6N9yWFqGSE4EqQKVejPv0kVQGlh5FBLbmXGZTA0ktfOLuTSQXAkCVYhR7EUXXYSLLroo7rUf/ehH6v/v2LED4+PjGdfxla98BV/5yld0bzMbJ6RALUVxrUIwGMTQ0BC8Xm/e/Y+MKnbVpq7X1NSoLd4VoV4qFGGan5/PydQ2kaUc4jOKdMWvgiCow4Ta+S3FNVvrSm7EuZqPQMkkwBvVl9kFAAxCACR4JA8qWX0ClT2CWrQ9ypNMx18tPk7TQDIajZbMEG0qVpuTOXCCCVS2zrVGonjThUIhbNiwAVu3bl22k5uIMD09jaGhIdTV1eHUU0+NSz9dqv1S2rvPzc3lFTEloiRgJD7VlvJNJB1lZWWor69POb+lPPFr22loXckVF+xcvnc+AuWLvgWJwrqXZ8gf+5zkA/H6tqcr+1LOX6DSoSRlZGog6XQ6EQ6H4XQ6YbVa44YKS8GxJJVAnXTSScu4R4VzQgiU3s61hW6DYRh4vV44HA5Eo1HVJ2+5bpjamqr6+nqcdtppuusijISI8NFHH6nClMvwZiYyRVCrwaBWO7+1Zs0a9XWtK7k2MUBr7qrcPNPNr+QTYXqjmVu1J28kAAAQISIgB2DndCTe6BjiY2gWoBDAlOe2PzmSmBijnLOtra1qA0m/318yDSTNCGqFkW+DwFzhOA5OpxMjIyMAoMsCqJjIsoypqSmMjIygoaEhrqZqKYlGoxgeHkYgEDBUmBQyDeWV6hCfEWjnt9auXau+LoqimpgxPz+fdn5LmUjP5VqIyi6EpOEc9lICEFL/8speXQKlZ4gPwGIDw4057E/hKF6PmRpIas1cUzWQ1JYiGH0vEkVxVfWCAlahQGlrmAYHB9HY2IiqqqqiCJNSN+T3+zEyMpKX00Ku28v0PWRZxuTkJEZGRtDY2IjTTz99WRy+FWGanZ3F+vXrUVlZWZQivkxJEiciPM+nTAxQhqn8fj8mJycRCAQgCAKICIODg+pNM9PTvj/6dk77wlAASmcnAPDLfn3DijoiKABg5RFI7NILVKZhvEyOJZn6PhUyVKuFiJIEaikKdYvJqhMoAOrFF41GizKxqaRnDw0Noby8HDU1Ndi0aZNhtUOpUFLNU9VKybKM8fFxjI2NoampCTt27CgJYVIiprGxsaLUAKVLHinlJInlINX8itvtxuTkJOzVlRj1H8W0exjWYA1qxBbYK+xJN02f+FZO22QQiPs7SlFEKAJbmnYcCnojKFYey+BjURzyzeLT00AyVQ1XoQ0kvV7viu4FBaxCgVISH4gIFosl7z5HqVCSDYaHh1FdXY2+vj5UVFTgyJEjhqaBpyKVQEmShPHxcYyPj6d1ociFfEUkGo1iZGQEMzMzaG9vTxrK02s9lCvKekVRRDgcVodNTIHKDhGB4YEj7Atwlk8D5UC4ZgHgvdhk+zQiAQFerzd204zOgGl6DxzHgV90I+c5Hkym4drFBAktATkAG5tFoHRGUAxN6FjKWIxOM083VJtLA8lMD6LmEF+JY6RPnjKnkyoLrthOD0B8sa4kSRgbG8P4+DhaWloyulDoJV1GXCZEUcTw8HBaYUpcdzEmi8fHx+F0OlFWVqYWYkajUczMzEAURdjt9pL2T1suJBJxjHsZ0Wh8pOMRnTgSPYgzmy5RHygWIs9iLlwDSRIhiRIEIYqQFFJ/U0WwOJ5bbKUhAYgkbdMv+9GAhqTX49D5IMPQ/JIkSmhZqjoovQ0kR0ZGEI1GwfM8KioqEI1G4Xa7YbVaUV5eDkEQUF6+dMenGKzKK1d5grZYLIhEki8UvUiShImJCYyNjWWc0zFKCDOhNC2cmZnB5OQkWltbsWvXLsNuvooA6rkARVHEyMgIpqenMwqTgtFNC5UhzdnZWbS0tGDnzp3qzVIURRw5ckSt+RocHFzsSWRVn1aNrCdaqQwIb8LDzKICyfVJkxEHjgVfw+bKnQAAv/guGIYBz1vA8xZo021IlhcdyUWEwxFIkgie9aHcKqrRLMswABgE5SBkksEy6Y977CzRF2kzNAliunV/50JZ7kLdTA0kPR4P3G43Zmdncf/99+Ppp59GKBTC9773PfT19aG3txfbtm1Lm8Wbb7PCt99+G9/+9rfh9XrBcRxuueUWfPGLXzTuOxu2phLEYrEgEAhkXzABURQxNjaGyclJNDc3Zx06M9rpIdX+BAIBvPvuu1i/fr0ue6Rc0WPqqgjT1NSULmHKZd160CaBrF27FmvXrkVLSwt4nocgCABiF7HNZkNjY6N6IRMRIpEI/H6/6iCgTFJrh0uUIZPVnmQRkDwYjr6XcZmjgdewobwPLCIIS+ndA5QeUNrrg5X9APFqwpK0aEQMAPPReVRxdrUHFMty8XpE0KtPYOUJSOyJI1DpsFgsarLFSSedhDvvvBM//elPcdZZZ+Hv//7v8f7772P//v34/ve/j+7u5ONVSLPCiooKPPjgg9i4cSMmJyexfft2XHjhhYYNLa5KgVJuMDzP5zQHpZ1LaWtr0z10VqwISmsoa7FY0NPTE5cdZCSZ/P5SCVMuF2qhAkVEmJqawtDQEBobG9UHhg8//FBXkoQ2LTixnkgZMnG5XBgbG4MgCOB5XhUsRcBW0zDhu76DkEhCJiWIygL6A29iXc7VCQQgADCLZR3abRAgsRJYxB7oIuFwzKEcUAVLlCTwHK9LqBjKbLtjNKUqUEByK5BIJILy8nKcd955OO+88zJ+tpBmhdpC4NbWVjQ1NWFubs4UKD3oTZLQOhzkEhko8Dxf0FBiItpsOGV/HA5HUSf+U4mIKIoYHR3F5OQk1q1bl7MwKeRbOKsM0zkcDjQ0NCRlJ2qHDrVRj94kCZZlU471R6NR1XZoamoKfr8/znZIm5a90qKteWES4+EBAJQ1Wa4/+BbsGYbjUsFAAJDmmmOAMMJJNXmK1Za0WLMoiiLCkXBsWHFxbktpXqg93qy8tAJVyg0LlbkoBY/Ho7vkpZBmhVoOHz4MQRBSRmn5sioFShtBZYpstC3EOzo60NPTk9cJaFQEpRXKREPZYg8jchyniohRwqSQawSlmNk6HA7U1tamLTROJ3yFZvFZLBbU1dUl2d4obTW0beOVfkTa+a3lSPHXS3/wDd3LihTBUHgYbWU53CYo85B6iEJJ81Cx+S0+lmwky+B5HmVlZcfnt0QJ4UgEUjAIIlJbxbPcKAJRNyoqqpdMOEr1gSQxgvJ6vUuawTc1NYV9+/bhgQceMPS3WJUCpZAuggoGg3A4HPD5fGk7teZCoQIViUQwPDwMp9OZ1ul8KZoWKiauExMThgiTdt16BIqIMD8/j8HBQVRVVWHbtm0Zs5C0QpTY4r0Y/aBStdXQpgRrM6u07g3axpfLSUDyYiIyEPtDx+GRKIAZIYJWC6f7+mCyCBSBEKJQWnfzWJr54u+YYn4r1ipehiSJEKUoZibfxoIntq6lcGsoVQrpBVVIs0IgJoYXX3wxfvKTn2DXrl36d1oHq1qgEm+MWgPXrq4u9Pb2GnIC55tmntigL5N5qpI+XQwkSYLP54srsDW63iObYDidTgwMDKCiogKnnHJKXF+bdGiFKJ8hPiNIlxKsdSd3Op0IhUKYn59HeXl53DDhUt5EB4PvQDkserLlJPIiKsvwSTKqeT3nAwEIZl0qKAfTu5tnm3tiAJZjwXJlsADY2F0BmdsR59bg88V33E3lT7jahCtVu3e9EVQhzQoFQcCll16Kq666Ss3sM5JVKVDaJ2kg9jThcDggimJRDFxzjaC0Q4sbNmzQ1YKD4ziEw/qdpPUgSRJGR0cxMTEBq9WKk046CS0tLYZuA8g8B+VyuTAwMICysjL09vbm5MZRyv2gtO7kVqsVwWAQHR0dCIVC8Pv9KW+i2mFCo5sYihTFUEibuZdtDoogLhbbzkWjugQq4/yThqCcXsQIuRV0s/IEZC7eraGpqUl9XxvhahsXKokwWuHKlAiz3OdTNkRRjEshz6VIt5Bmhf/1X/+FgwcPwul0Yv/+/QBiXXW3bdtmyPdalQKl4HK5EAwGMTg4iK6urqKNyeoVqFAohKGhIXg8npyHFo0c4tMW+ra1tWHXrl1xIb7RpBri83g86O/vB8dx2Lx5c1IEone9K8nqSOvVlngT1TbRGxoaUnsRJd5E8x3fnwgPQJD1J/LIFAFR7JyeF0V0EoHL6qOnr6QjKAfTO4vodJJQYGgy4/vpItxoNKoe8+npafj9frVeLrFVvHKelXLUtVzNCq+88kpceeWVeeyxPlalQAmCgNdeew1lZWWw2WzYtm1bUSdRsyUwaOe8urq6sGXLlpxPdiPcKrTClFjoy7Js0ea4tALl8/nQ398PIsJJJ51UkLnuammrkar7q9KLSBkmHBsbU2v6EocJ9RiMjoQ/jPs7pt/pPyNprIokIrhFEQ1Zorps808KMmSEKYzyFC4Qer34FFh5IvZlcryeLBYLamtr427iSr2ctlW80kbDZrNBEATMzc2V5PxWKoHasGHDMu6RMaxKgVKGiyorK/H6668jGo0Wtd1EuhM1EAjA4XAgEAgUPOdVSASVSZi06y/WzV5pef72229DFEX09PQYEs2mi5SMKgxeTrS9iLQtHZS5Fr/frxqMOsMe8ByHJntD3NO/MkwYlgKYFUYStpA5IpASvPQWsgrUYv2TToJyEOVsCoHSJEnoXBMAL4DCXbsztdFwu90YGBhQIy5laFbJ4NR64y2HcK3GXlDAKhUohmFU52Bl+G0p+yElJmOsWbOm4JM2nzRzxUx2bGwMLS0tGa2RWJYtShKG0kJblmVs3bo1rmNsoazElu+Fop1r4epseHl2ABPhORABLZwLZ9NmBGYCastyq9UKj30CYT4CftErL7tVgwyJ4ueJXKKUcZiLQQSA/vMzJIdSv5GDk4QCK09C5orXVoJhGJSVlaGioiIuKkln6srzfNIwodFziokkCtRSp5kXi1UrUApGO5pnwu/3Y3BwEJFIBN3d3YYmY+QSQWldzpubm3V59hkddYRCIQwODiIQCKj+YUaKE7C6hSgb7qgfj0z+BT4xJiQMA0zLLrxAH+Cqnk+gnLOqQ1bPzb8OOSohFBLUc4godk4pZq+xIfDYuSol9HICAJEIXklCTbrzSOfwnkKIUgtUrkkSgOJsviWnz+RKKheJbPNbysOZ9mFBm1FoZJt4M4JaYSg3r6UwcvX5fAiFQvjggw/Q09Nj+I0Y0CdQ2r5Qzc3NObmcG5WEEQ6H4XA44PF40N3djcbGRrUflNGki/pWu3BF5Cge1oiTFqfgweNTL+LKtgvAMiyifBAh3otyXpu2T+p8VjQaRSgUhizLiwWzHMC7QKy8KBTHxWJBFNMKlN75JwWBBIgkgmcS1pdjkgQQi6CK3RsqF5ujdPNbiXOK2jbx2mHCfOe3tJ/xeDwrvhcUsIoFSqGYEZTX61XdssvLy3HqqacWLZTPJCBaYcq3L1ShEVQkEoHD4YDb7caGDRviEkGKlYChCJEgCJidnY2zH1rNAvV/C+/DHfWlfX88PIf3fUM4pbr7eGFuHIwaOZWVHR/6JpIhihIichCSLANEi/kHMVfy+QihnecWH3oSHV6z1z8lEpJDqOLio49c3MzVb7MEvaEK9eFLN6eobROvOJSEQiE14zPf+S1ToEocbcsNowXK4/FgYCB24Xd3d6O2thZvvvkmRFEsmkClSqk2QpgU8o2gFPcJp9OJzs7OlKnzxZrfkmUZc3NzmJycRENDA5xOJwKBgOrkoPSDWk0u5fOCB4c9R7Mu96LzHWy2r8dEOJVApYZhWPAWEYIogdfcGhRX8rAswxUMokyOnYex/k88LLyIMnZxlCKHQxyUg0kCles6AIChOYCiAFO8eZ5iGcWmaxOvzG8pRsbapoV66reUBp4rnVUrUAo8z6utFQrF5XLB4XCAYRj09PTEWYksxVCigizLmJiYwOjoqCGddIHcIyitoW1HR0dGFwyj57eUAuORkRFUVVVh+/btEEVRFaDJyUkEg0FYrdY4l3LFfkj5Z+QcwFLx3PwbkCn7g4RfCuLgwptwiTMp30+XZi6lGKpTIigAEG1WNJaVHTd4lURIohciKyYtz7CLbuZpBCfdPFTuyGBoBsSsM2h9ySy1k3m2poVKtOX3+xGNRhGJRDAwMICxsTFYLJa43ywb+faCAoAHHngAP/7xjwEAt956K66++uoCv3k8q1aglB/HYrHA6/UWtC7F7YDneWzcuDFl7c5SCBQRYWxsDKOjo2hqajJEmBT0RlDaZoXpfAMTMaphoTZibG1txebNm+H3+5O2z7IsysrK0NzcHPe6Mgfg9/vj6oqUXjpVVVUlHW1Nhp1wBDMXpmr5P9c72GRPV2Cb2kkiMb08EY8ooaUs3uCVlSWotxI6HnHJ0vE+ULHprFjzQmbRKDYkhwwrgGVoEoTiClQptFxJ1bQwHA7jww8/RH19PQ4dOoSnnnoKY2NjOO2009DV1YW+vj5897vfjRtaVCikF9TCwgL+6Z/+Ca+//joYhsH27dtxySWXGDq0uPxHvMgoQz25QkRYWFiAw+GAxWLJ6nZQTIFSGvUFAgGEw2FDhUkhW5SjRC2Kw3kuTRMLLajV9oNqampSkz/m5uZySjPX2g8pyLKspgq73e64VGFttFVZWbns0dZh94fZF9LgjXowGyG02PSeKwRJzpzs4JES080T6p/S9IECYr+jTDIgi6onoEt0oYIrB7fYViNfYqnmeX88K4rLRCkiSZJ6bu/btw+XX345LrjgArz22msYGhrC+++/n3bfC+kF9cwzz+CCCy5Qr6cLLrgATz/9NL70pS8Z9t1WvUDl2rSQiOB0OuFwOGC1WrFlyxZd/nBGOD0kou0g29TUhMrKSvT09BTl6T5dBCXLclKRb6436nyH+JS2G4ODg6ivr0/qB2VEuw2WZVUR0qL0hPL7/ZiYmEAgEIAsy0mtNaxW65JEW14xgA/9o7qXl0lGhMKYDLNotvJJ+5hqiE+mMChLPpxEFGceyyAMZMuhW9wMwzDgoDl3CCCOAJmBEBUghWL9oLwej9rAkON5cFx2N/VslkeFUsrNCtM5mbMsi+7u7oz9mQrpBZXqsxMTxiasrFqB0g7x6YlslFYPDocD5eXlqhOFXoyMoLTC1NjYqN6YFxYWijbUkCgi2nmuXFPWs61bD06nE/39/aiqqsJpp50WZ4SpUMxC3VQ9oRJdHCYmJpYs2nrNfQwE/ccwvGjI6pdk+EQZ1ZbE/Uk+PtmG9xQ8knjcPDbH9PI4GEBgBDTYjg89ud1u2KuqIIkSRElENBSCJEkgxB6iOC6WRZjYLp6VTYFSWC01UMAqFiiFbBEUEWFubg4OhwN2ux19fX26Wj2k2o4gCIXsKmRZxtTUFIaHh+OESUGJcoohUMq6iQiTk5MYHh42bJ4rF4Fyu93o7+9HWVkZ+vr6Mj4kLLWThNbFYe3aterr2g68k5OTagdepb5FOa75zreIJOEd72BOn4loHMMnI9EUApVsX5cqQSIVblFC++KIUa71T4nEOUos/mYsy4ItY2GBJe49SZYhiWKs4274eO0Wx3HguTA8oTFU2puLkkm70gRqKXpBtbW14cUXX4z77Lnnnqvrs3pZtQKlrcFJdbPSdm2trq7W3YMoHYV0vFWEaWRkJGVrc+02itm0MBqN4tChQxn3IR/0JEkoJrIAdLubl0I/KCB9B14l2lLcBFwul5omrI22sj1w9AfGEc7BiZwIiGhu/E5BhEwENkkctX8n2xulwy9JkIjAMbn576UiTGG1wy4hQ8faRSHiOA7as5KIYqIlSfC5PoRjaC7OtUGbsVmIYfRKEii3261boArpBXXhhRfi5ptvhsvlAgD8+c9/xp133pn7F8jAqhWodBARZmZmMDQ0hJqamqxdW/WSzxCfMvk/PDyMhoYGnH766RlFoRgCpRVqSZKwa9cuwyeDMyVJBAIBDAwMQBAEbNy4MaehiVJut6GtbwFijvadnZ0QRVGd25qcnMQRzwymhCC6Kuuwqa4JNVXVSW7Z73kdOW1boDBkzXCgSMBCVMKasvjaJq0UxMRJ3zEjxESqlheAHIYdU6+LEKFIzNk8DxcJhmHAWyzgLRZ0tvNo33BanGuD0uk4GIyJr5KxmescYqkL1HL0gqqvr8dtt92GHTt2AABuv/12w110ThiBkmUZ09PTGB4eRl1dHU499dSU8xr5kotA5SpM+WxDzz5o26ufeuqpePPNN4uSqZRqiC8cDmNwcBA+nw8bN25MmQKbjZVoFsvzfOzmUWHFA+5+zPA+gAOOitP40BvCp2m96pbNcRzYCgvelxyx6IHnUkRByURSNASci4hxApWI3vknBY8koZYrLHpSCMkhlLPlObfaSERJlMjkBK9kbGrnEPVEtaUuUMvRCwoArrnmGlxzzTU57rF+Vq1AKU9FsixDFEV16Gr79u1FuQnrEQ+tMNXX1+e8L0ZEUEr6fK7t1QtBK1CCIMDhcGBhYQHd3d3YunVr3llw2shMO79TygIFAAFRwL999Apmwot2RUzstx0V/fjf6DT+YesuWLnY+fTXmbcBV8z0VQyKICJwbEyseI4Hz8eSBbSHMJxCoJyCuDgsp1lQ8796558UvKIExmKQQCkFu3lEUFqyJUpkythM1bzQZrOp0Vah88vFJJVAabPrVjKrVqCUos6RkREQEfr6+gpqjpeNTGnmRITp6WkMDQ3lJUwKhQqUIkxWqxUnn3xyTlmKhcCyLERRRH9/P2ZnZ3W3uc9GpgiqVCEi3Dfw2nFxSmDIv4CnJo/hM+294HkeDnk2LtInOv7QJUkSIpEIJFkCg9gcDcsDUURix0BzHCQAC4KERmvyJU8QIVM4p+/hlyXIFABrwKFWEiUKj6Cm87I8SmfuGg6HVeESBAFvvfUWAMTZDJVCYfdqbbUBrGKBYhgGgiBgx44dOHr0aFE76gKpIyitMNXV1RUcveUrUEqzNY7jsGXLlowJCEa3tlaaJXq9XrS0tOhyntBLokAp+17KEdTrC+MY8DszLvPCjAPb69tQWcZhJrIQ9x7DABzHguPih4SJAFES4Y96IMsxBweltZJiOTQXEdBojfWD0tZByXlk4skkwidzqOEKH3IWSIBEmftN6dwrwyyPGIZBeXk5ysvLsWbNGszNzWHHjh2QZVltpaG10dKWGijCtVRDgmaaC9TVcQAAIABJREFU+QpEKVJTWm4UuyeU1rFbScRwOByoq6tLW8eTK7kKlNfrVU1t9bRXV4bijLiwtLZELS0tsNvtWL9+fcHr1aIIUaIolapAhaQo/jj2QdblCIRHRt7FWc36LWMYBrDwPIii4GTlsiaAAHkxxX0uJMAtR9Sh0UgkAovFAplN74yednuQ4JV4QwSKQAhTGFYqK2iIDyi+5RHLsml7QClJGVNTU3GlBtqkjGK0ijcFaoWzFE0LlZuiEjHV1tYaJkwKHMfp+h5+vx/9/f2QJCmn9upGCFQqWyKO4zA9PZ33OtORKX29FAXqmcl++ER96eLjQTdemJ0Dm8MVSkSIyNqhuphRqzaxgqksRw3PwuP1gmEAQYhAZN0giMdNXpmYs3nmG6kIj2RBO3IbGkxHSA6hDGUFDfEBACtPFNXyKB3pSg3C4bAqXDMzM2qreG3jQmWYMF9kWY4blTAFaoWwVE0LlYgpEAhgYWHB8AxBBY7jEA6nvyEoKduRSAQbN27M2bRRidDyKXTMZktUDBiGgSRJmJubw9DQEMrKylBVVVX0erF8CMkiXl4Y1r28IEt41+XEx9bof+IWKAzKkiruFETUWKyLmW42gIkiJDEALLHPEkGWCbIsqYWzWBwiZFmtQ7YMn8Qv9ovS/bXSEpbDqEG1IRGU0eT7sKMdJkxspaEMEzqdToyMjKgtYrTDhHodSRKHRldLLyhglQuUQrEiKG0NUU1NDSoqKuJMFo0mndAGg0EMDg4iGAyqHX3zGUbI1zNPjy1RMfB6vfB4PJiensZJJ52k1hi53W64XC4cPnwYVqsVdrtddSovxhCLHt7yz0KQ9T8k+aUQfIIEryChJkViQypSpZcnshCVELMFjbmZizieXh5rjcEg8Z4Yc8GQIcsEIgkMJLAsgRjAJzKo5mUo0Vq+hCgEWnQ8LwRWnoBhqrmI0SnmHMehuro6achd23FX6/+oOJIowpXtHA4Gg0uWAFVsThiBikT0V+JnI1GYlIjplVdeSQq3jSQxMtDWEnV3d2PNmjUF3XxzjTxysSUyEr/fj48++kg1b+3r64MgCCAiVFdXo7a2FrIso7e3F5FIBH6/Hz6fTx1i4ThOHV6pqqrS5eZQCKIs47BvGtApNAAQEGOZbeP+qG6BCsvZ+ysFJBkh6fhDiCRnr3+KDfspN2gODCSAGBAIPsmCSiYUN/+n/adXtJQW8IU/PAQBuAEYF0EsVQ1UKrd9rSOJz+dTa+SUlPnKykpIkqRGYMrvUOyksKViVQuUcrIblSSh+PYNDg6iuro6yYVCiXCKNbSlCIi2vXpXV1dBtURa9EZQ+dgSGUEoFMLAwABCoRA2btyIqqoqvPHGG0nLaZMnbDYbbDYb1qxZo76vNH3z+XyYmppCIBCAJEnqk6oSbRnlVP6ufxZ+KYoKnZebKEsIy7G6G1dYRFiUYeMz33BEEiGSvnPcFZVQSQBAeWXwAeJiwMTAhzK08Ys1Quo6Y201SDo+NKZkEmZqYhimECpQeE0eK49D5laeQKVC60jS1NQUt0+BQAAeTyxr87333sMDDzyAI0eOIBgM4qGHHkJfXx+2bNmSMXM4W7PCSCSCq666Cm+88QYaGhrw2GOPobOzE9FoFNdee63aSfyqq67CD37wA8O//6oWKIVCh/iyCZOC4sdXLIGSZRlutxtvvPEGNmzYkLK9eiFki6AKsSUqBKW41+Vyobu7G42NjWomWj5OEqmavmmfVNM5lVdVVeXVhfd1z1ROywek4/OMBGA2GMX66szlCXqG9xQWBBGVIMgIZZ2zSkaC1hLJq52HYgCAOZ6UoRymtE0M46OtMEVQwRYehTM0DqCv4PUolKKLhDJMaLFY4Ha70dfXh23btmF4eBhf/vKXMTMzg+eeew4ffvgh/vSnP8WJm4KeZoX33Xcf6urqMDAwgEcffRQ33ngjHnvsMTz++OOIRCJ47733EAwGsXXrVnzpS19Se0cZxaoWKG0ElW/TQq3TeTbfvmIlYyjt1WdmZsCyLHbt2lWUED5dBBUOhzEwMAC/35+3LVE+aLv3piruNaIflPYzqZ5UtenDY2Nj8AUCeNPjwtsBP8osPLpq63Fl38fQmCaKnA75MJamKDcdfik+EWYmKKK9KnMxaETH8J6CW5TQxlLO9kYx4h9gosQiTCzKmQyRd9omhppoSyb4JB/K5XJVEHidvaASYeXxbB2qcqIUBUpBm2LOsixqa2vR0NCA//f//l/Wz+ppVnjgwAH88Ic/BABcdtll+Md//Ed1dCIQCEAURYRCIZSVlRXFCGFVC5RCrhGU1qfObrfrtgMyWqAS26vv3LkTb7/9dlHnuLQ3fG3k0tXVhd7e3iVJMFBqqEZHR7Fu3bq0xb3pHMyNrIPSpg9HJQn/35uvYYgkcNYyREQJ783N4Na/PIO/q29EZ3VNnKdbRUUFXpnX32QQiNUshaT4+dKwJGdMloill+sXKImAIAG2PIb3GCSf316JRzmboxVQYrQFQGIk2BgbeAsPabGlhiSKai8opYEhz/Gx8yGd8TkZ2zRvpQgUEJsX1juyoadZoXYZZeTB6XTisssuw4EDB9DS0oJgMIh//dd/NdwoFjhBBEqvcOQrTLluJxuJ7dWVGzQRFTV9Wik2FkURQ0NDhtoSAdldKpQ6MofDgaamJuzatSuv5IViFOoSER49egRDHncs043nwfE8rIgNvb0OGXt6uoGIoDpo+wIBPOUbQBgSGIZBNMqD43iwGfyBglLqVPGZoJhWoPSklyfikWTU5mhvFAt7ks8/n2TBWkvhXnUiRMicDIvFEl/qsNgLShRFiNFoXC8ofrFVvDbaYsgNkA9gjJkbLXWB0u7bUtVAHT58GBzHYXJyEi6XC3v27MH555+vRmNGsaoFSmsemgltN91CDFQLFSjFFmhiYiJle/WlcEhQHDDa29sNtSVSBDbVb6Ec/4GBAdTW1uL0008vyBKqGMfp5fExHJ5KX2PjESJ4vP8jfHPbaeoQ6HvuaZT1T0MOhRAVRUQiAiQpCJIJrDYi4Dlwi91hE4f3FJwhEXJtqp5OuQ3vKXgpnwed1J/xysbdRsIURiUS5qE0vaCgOS9IliFKUspoyzl3GLztFNjtdthstoIesEpdoLRi7vV6DW1WqCyzbt06iKIIj8eDhoYGPPzww/jkJz8Ji8WCpqYmnHXWWXj99ddNgTISIoLT6cTg4KCarlyIs3e+AqW1BSq0vXo+aI11a2trk4TRCJT5rUTBU1LVrVYrPvaxjxnirG60QAWjUfxpsD/rckecczg8NYkzWmMX+evOCTAMYmIEoKJicf6ScLw77GJWpixJAMPAw/oRq1FiwWgiLZEI7oiEelvyeZFLgoRCQJYhygx4Vv9xSjW8BwAhmUOUGFiYwo95BPrLQRiWhYVlE6ItQJIlCKwbs55YlmY4HE5qqZGLV16pC1S+EZSeZoWXXHIJHnjgAezevRu///3v8fGPfxwMw2D9+vV4/vnnsW/fPgQCAbzyyiu4/vrrDf1uwCoXqMSnJuUJXitM5eXlhjl78zyf0ekhEVmWMTk5iZGREcPaq+eC1pZo7dq16OnpKdrFmJjQoNgxybJseKq60QL1zNAggqK+Ocz/dQxge3MLJJJxxJPG3klj+KrN9wyKETAhXyzbTZYgS/HZbtO+MGossc6wyqktkYiozvTy4xDAyPCKPOrLcvls+ocvn8Sjni+wlINiEVRBLLYuqavywd5w/Gle2ygyVWmB8i9VtJWvu8pSUOxmhV/72tewb98+1QDg0UcfBQB85zvfwVe/+lX09vaCiPDVr34Vp5xyiuHfb1ULlBalFsrn82FgYMBQYVLQ2/Zd2xdqzZo1S2ILlLj9VLZE09PTRet7o0RQSkZgIBDAxo0bizKxaqRAzQeDeGlMf6LDQjiEQxPjqKjkIMi5DaMF5fBinVDsAUHN0l5M0XaGRfj8MQFjGSZ2TrNhEOTFaEvfMBZRLFXcK1pyEKj49PJEvEYIFIAwwoY46jMU/5spjSITW2qkKoJVoq3KykpUVVUhGo2WrDNDYgTldrvR0tKi+/PZmhXabDY8/vjjSZ+z2+0pXzeaVS1QykmuXOBvvPEGKisri9YLKdsQn9blvJC+UIVcwMpcTypbonytjvQyMDAAr9eLnp4etZap1PnLyBAkyu2YPD00iPbm3IcqA2Lq6EF1ZQBA1nLU2XjIMsWiAtEVVxSr9IFiVSeHFHN+i3NJHlF/VJBueE/BK1kA5D4XlghBRoQisDGF2WUxtJA1USJdaYFSyK00MJybm8Pc3BwmJyfjoq3lss3SkmoOatOmTcu4R8ayqgUKgDqUFw6HsXnzZqxdu7Zo20onUNpC35qamoL86pRi2lznqPTYEhXDZFWSJIyMjMDlcmHDhg1Lkqpu1PoDUQGvTuWesuwKhzE+6USNXX9ULMgSBMoefc+FRNTZYpmAFgsPmURw6mVMIHmxIDZNTyiGZUCLYhOWOAgygzJd81CZ980vc5AJBjQwZBCSQ7Cxhfs5svIYZC53b8zEQm4iQktLC8rKylI6kye2i1/K4cBUc1CrxSgWWOUCpcw1bd26FWNjY0U/cRIFSjvXVVlZmbXQN5dt6BWoXGyJjIygZFnGxMQERkdH0dbWhqamJjQ1NRVNnIqx3r9NjCOax/HwiWE4w2H8/+y9abBc53nf+XvP0t23u+8C4AIgwBUEARCkSIqbRNGOoljMKJImsl2JbY1HlqdmnPGkynbGKpeSjFRlVb5Y0Qd/cCWVTKrsuOy4bClUbMZywqEtRhQ3gOAOgAQvtovtAhd3673P8i7z4Sy939t9F4om9LDAC/Q9fbY+/f7f53n/z/8/UXCHPq+GGi77WPFkmkH7PfTyREqoPTo9obSSGBE/o8ZQCmx2ZoP4PAedqwJWvw8GQU07TGzAHyq5loZpsG0TtPSEuQBsXLw5mRCupkxerVa5fv06tVotXRdKSoSFQoF8Pr8lz+iH2QsKPuQAJYTg0KFDGGPeF0+odoBK7NVzudymlhSHzXLWI0u0GRlUexlz586dKfHj5MmTW1Y+NMawvLyM1prx8fG+E5Gz15d5+dxlitkMd980zd17pvvsqRVSa344wtpTe1RCn2aoaPiKQh/WXb+oD6CXd0egDdVQM5Gxh2TvdXpCGaPQxkIbjRBQkS47XC8ug/fKD0WD6nDPREVtDKASrG2ugzbfLyx9aVMUJZRSA9st+imTG2NSkeJarcb169dpNpsIITo8oIrF4oYnzd3VlEql8uMM6m9TJAvm7xdAeZ7HsWPHcF2Xe+65h2KxuKnHWAtENiJLtNEMKlnfmpiY6FlfGyRLtNFQSvHqq6/iui6O4zA7O4uM+2ISiar/PnOZt+cW0vc8f/oCT9xzJ//g3rsGzmpPLFyn5I/OKNPGUAsjosly1R8KoFQf9YjVYtmTjLs2nhqdXp6U9+IOQaoqi2U106WqZL22vUzo2D4R84/4Xf3FXsvK5ZZNMDD0jY8yCltsjE1q6QubYr0xakl9kEhxkm3VarXUw0xKmVrCtK9tDdt/2M+s8McA9bcwttr2vVwup2aBH/3oR7dM4XsQQCWyRMvLy+zfv39daz3rzaDK5TIzMzNkMpmBTc6bTcBoNBqcPn0az/PS/ikpZdoQ/MorrzA+Ps5fvjXDkdmrKB2pOTixVM7/9/Zp/FDyMw8e7rv/I+tYewKohj46TgXKjYA9au2SbqQeMXwse5KbiwK1xrpQb+iYwdeKQFv42iJnR59NOyEjeY8wbfw9Q3R9CV61gdZmGhg2dZOivdHJXR1YBjamHblZFjqDsq0gCKhWq9RqNRYXF2k0GimBIykRDuu6W6vVNn1S/KOMDz1AJV8213VpNEafca4VCW1da81dd93FyZMnt9R+ohtENlOWaFQQqdfrnD59Giklhw4dWlUscrMAKggCzp49S7lc5sCBA9TrdcbHxzvuiRACy7KYrQWcXK4xPhF9HsZEzDclFc1mk+8dO45evs7de3amFhvFYpGm1ry7uLiu86uErUzIGCjXA4rZ1Qe3xPtp2KiHmnI4uo5eNzglUZYuOXtQBhem1hpAy5cwRqxk3SgSfYVKYCg6OnXgXa+RYcM0KLLxgdbSF9D2BwOg+kXkbJwlm832ZFuNRiOVzUpcdzOZTEe21d1OobX+wDYVryc+9ACVhOu6myrk2r7Gc9ddd71vaXUCUO16fZslSzRsBtVulDhsGTHJbNYbSilmZ2dTZfPEamRQz5OvFH/99kzHa0KIHp2343XD47tvwgR+WnZ5ZXmRUqWMYzuRxlubFNFqYYyhKjsH+lI9oJgdzEgzBhojlPeSWGx6TIzItzEDMq6KdNmd7X8OA+nl7eU+WllTXeSYEF6sGznYWmPgvYxf37x1qHNo+6EN7+f9ppPbts34+HjHZDfJtpK1rcXFRZrNJseOHeOll16iVCohhGB+fp6bbrppzWOs1wsK4O233+ZXf/VXqVQqWJbFsWPHtsRJ+4YBqM0q8XXbq/cbnDej0XBQWJbF9evXOXPmTF+9vo3ue7UsJwxDzp07x9LSEvv37x/JKHG9GZQxhitXrnDhwgVuvvnmHiAeBHyvXytRC9Y+t4rnc+TidX7mwbvZs2cPxhj+28svUFAhSkbCuZ7voVXUDNsOWo5td9SzajJAd51Lw1cEUmMPOBVPB6g1GHLdYTCs+GZEgDKYATT2ihxUmlubvdezL+2y1/J7rDVMTIHvMDIULeCyROfkqqEbm/I9svT5Db3/gxTt2daOHTsIggApJffffz/ZbJYXX3yRcrnMl7/8Zebn59m9ezdPPvlk38rGRrygpJR86Utf4o//+I954IEHWFpa2jKG9IceoNpLfBvJoJrNJmfPnqVWq61qr77ePqW1IlGfuHjxIuPj41ui1zdosG/P1m6//XYOHDgwcrY2Kkki6R07c+YMO3bsGCgDley3/bNYrDU4sVBhfEjRzJfPXuJTh+5gKp/jcrXKfKOeipNmsq26v4mbY6WShM0AGWebiejrivT6LspXGiHbCv0/q9qQ9PL20EbRCEbrOxoETgBSWzS1Td7uzJ7Xas7tF5V+61BxiVAkKG3TKhEagzEapVVUgg0j23ctNPWwRsEtbgikhJkD48EGG38/iJFQzC3L4v777+e2227je9/7Hs888wwQCT8PWm7YiBfUM888w/33388DDzwAsKX+cB96gEpivRlUwgYrl8tDkQ9G7VNaK7plie68884tAcB+0a4VuNFsbZQMqlQqMTMzw9jYGA8++OCqvWNJia8dMH/w3ix6hGqi1Jq/eecc//iRe3htfrD7rbAEbsbFpQWUiQWKDCWVwEMm8kZpZiAoN0Km8n3umxmsHrFaaBPlXPXAZjw7HKnFsPqzXw7dLoAysMZ7+sVQBobQKhGKlrSTCQ2O46QswkpQQTWjMqFtWbHyu4Nj21hDlFyT64jWodanrrDV7gEbiX49UO1K5quJEmzEC2pmZgYhBJ/5zGdYWFjgi1/8Il/96lc367I64kMPUAmYjMpQa2fF3XnnnRw+fHiomdxmmhb2kyWan5+nWh3NoXXUaO9lmp6e3hQR22EAKiFdKKU4fPjwUGST7jWouh/w6uxgW4xB8crsFf7e3Xfw+ioANej4juPgo8G2cOwIKFOqtjH4gaJSb8YDio0dlwmV0IRDqEd0hkHH3T21oQGql73XHRXp0KngJllNe2+1KCuXMWv0dTWgw31XWZrJzGSqUK6kTFsIVvOD6tmlOQesD6C2kiCx0VgLoLbyuC+88ALHjh0jn8/z6U9/mocffphPf/rTm36sDz1AJTFsmSAMQ86fP8/i4iJ33HHHyKy4zWh2bbeg6KZtb4UcUXtIKTl69Ghfrb6NhGVZAzNY3/c5e/YslUolJV2cvrTA0VORGvjj991OPtefYttdlnzp7CXCddwfpTVPHX+PlRHU6NujGnYOyO10bS0EoXYYHx+PWIQqsskuqRohYZppdVts9D1Po1LYqPk2prg2rbsXnHqBpyrdjpKhWEf2lERZOdzkrhOg2qJ9HSotubb9fjU/qCTTsh0HS59fd8PuB91qY71uuhvxgrrlllv45Cc/mbIOP/e5z/H666//GKDWE8OCi5SS2dlZ5ufnuf3223nsscfWNXPaSAY1jCzRVgFUpVJhZmaGIAh4+OGHN11Mt9/6VrulfZKlGgN/9eK7/PCNc+l2z795jn/8U/dz3/5eleb2DEoqzYtnLvVsM2z88PQFCjdlV3W87Rumk17eL2qeRAjIZFyIS4QrzSaudqNsS0eNsVp19iN1KjpE5b0kAi0IlCDrrJ7prFXeA1BGUFcO444kIkas/xmrKHf0fqg+lyCRBCYgK/oLKvf3g4pLrkoRhCGq6SHVG8zMv8r4+FRKz87n80N9v/82AdQoGdRGvKA+85nP8K1vfYtGo0Emk+G5557jN3/zNzf12pL40ANUeyQL6u0PppSSixcvcvXq1U2ha68HoEaRJdpsgGo0GszMzCCl5MCBA5w8eXJTTAO7o73E163T137P/+K54xw50Skx5PmSP3vmTcZ/JssdezrtOdrJF+9cXaDqrX/mvlhvoKswOTla1uhpuaa1RqAMXqgYy0RfOakVvo4UJ4RoEQjsZD2mj6IDgLLani0hqAU2WWe1523t8l4SFRkB1EayJ4Bg2HWoIaKhG2StERT/hcB2HGzH6VAy+cj2IpX6trSvKGmGXUt66IMOUO3Nu5VK5X3xgtq2bRtf+cpXePTRRxFC8LnPfY7Pf/7zW3KNNxRAJeCRyWQ67NVvvvnmTaNrjwJQ7d5Igyjr3bFZANWvrAatjGSzafJCCJRSzM/Pc/bsWaanp3uYiO9duN4DTklIpfmj//Yqv/5zP8m2iRaAtmdQr5zvUn9IpLyHiHoYEhpNqeQxMZEd6forwXBlwUo9TAFqLfZer6JDZE6o2sZ8ow2VpmAqI7t6jFrvMwPNDHuvrxy63Jxrsh5yRHdUNrIO1RZ1U98U4dicM4u74+6O79gg6aFcLtfRCPtBXoNqn0yWSqWOZt+1Yr1eUABf+tKX+NKXvjTiGY8eH3qAav+Su65LEARcu3aNS5cusWfPnk2naw8DUAkBY2Vlhf3794/kjeQ4zoYAKgxDZmdnWVhY6Ev+SABws7+UjUaDubk5giDou7bV9EO++z+Or7qPejPkL194hy9/7pH0tQSgSg2Pmfml1sYj4mvFjwZT35d4nmRsbHhSyFrlvSTKjYBdU5Fja21E9QiIy3ttn5UQ0FQOCAvosthIwSpgWKSuKQdlJM4mWLeXlMPuUdeh+pxiXdc3qR9qBsU/6HhtkPSQ53lpM+zy8jKNRoN6vb5uy/itiu4SX6VSYf/+/T/CM9r8+NADFLRm777v8/rrr7N3794t6SOCCEB8v/8XMwGHjcgSDeva2x3tvUy33XbbwDU227Y3VTOvXq8zMzOD7/ts27aNj3zkI323e+71s5Rra2ciJ8/Nc+byInfdEs0Uk7WtVy9cwYyQMXVHpe0zq1b8oQHKVxJPD/d5+KHGDzWOA009mnOxaWPvdb4uaEi3i80XKZMbHaaNwwadCsQm23TfLGOgJmFqE3ouy+tYh+q3qTRyUwwMI+FYHwasZ6XnIESHrUaxWKRWq3HrrbemthpXr16lVquhtU4t4xOprGx2tOx7I9EPoD5MQrFwgwDU3Nwc58+fRwjBwYMHh5IBWW/0K8F1g8NG1rlGLfG1KzHs2bNnzVKmZVmbVkJsV1W3LIu5uf7074YX8NLx2aH3/b0X3uE3fv7vYFkiXYM6eu4y2ugORQKD6VQ0GBCNuLyXRLXqM72zMBRZYtjsKd13M8TNjz7B0EYOJH330s0FQoCxFMIksCRImAgmFn81pg20BAgM5TDLlLtxRfLQWDS0TcEe5Vnqf7/rur4JBoYqlj3qLw488F3xGlS3iSF0WsaXy2WuXLmC7/s4jtOh7VgoFLakTPhh94KCGwSgAB555JEOWuVWRXuJT2vN5cuXuXTp0qbJEg07O2tv8F1NiaE7NirqmrAhr1+/zp133pnKIVUqlYH7fen4Bfxg+IHs6mKVt07P8eChiBb71plZTl+6kpb7bCvKAoMgwHVcLHv1waESdIKM0oZ6PWB8fO3F+W56+VpRaQRkM6OvzahViA796ea6j3pEoptnwLSvcaWSr5TCLLdq06NUvp7MtKzcoQHKrNJzVdd1dmxQkRyiMt96AapfDLKMD8OQWq1GtVrl0qVL1OuRsG+iTp4A1zDq5KvFjwHqQxI333wzWuv3zRMqDMM0a9u9e/eWlRMHxfLyMqdPn6ZQKIzcyzRqhqaU5sjRs1y4uETgN7h5r8XBg/t6SoiDgM8PJS++Nbpe2g/fPMct2zPMz89zohJGX8y4aqWVplqtIqUk8AOUVljCShs6HTtq6kwG3XKfkmy14q8JUKFSNNRoz1Pdk8gwwBphnmKMRq+iidePbq7NKCVEgYj339Qu0thkLN2hVJ7gh2gHregvA6OkHPYOewqrLHttni7fSeCnR3qPUmpkIHFdl23btnWU27TWNBoNqtXqQHXy8fHxkbygusHzxwD1tzxc18VbZyPmMGGMoVQqsbCwQDab5dFHH93wLGmUqFarzMzMYFkW995777p8YUbJoKRUfOfJY7z99oW0J+LipXFuuz3b8yUbpMX39umrNLzRBnkpJe+eucixaZtbdk5z5frlaIg1OvIpsiLr87FcDiv+AhttkCpSImgEDZRSCATSEvhhGDXJtqls1+sBUmocZ/BgUR4xewKQRiF8yI3A5FdD9CR10s3NKuy9fmFoF4Utyxw7s40epfJE9BVIyRj9fKFS4FfuSHqBg8BOoWiaJnmxsfYHYa4j9ALG2rn2xsmxN4lmbllWCkRJtKuTV6vVVJ28m/4+Pj7ed4LbDdqVSuV9UZJ4P+OGAKjkQ9xK08JElija+mqFAAAgAElEQVR5sO6+++4tOU6/aDQaqVniwYMHN/SQjpJB/cmfvsjrr5/DdmwmJyfj9SvNd//Lq/yT/+PvsnNnq9F4EPAdPXlh6HPTOqIFK6UoFItcrdtkiiELpQqZTAbHjR5nrxlJ4dAugyTAdVxcx00HQmMMc7FslI7FSqHFgCuXGmzfXhio7lAJR5/sSKMwniCXH54pp4aQQ6r5Njvita3RwAm6FctLMsvObB/vtAG+UGl5rsvMUAmoSJspR62bvJJEVVXJWxvvz7P0SZT1qaG338o+qG518vZjttPfz507h1Kqg/4+Pj7e1wvq/azUvB/x4bqaNWKzPaGgV5ZobGyMI0eObOoxuiPJRsIw7DDv27Fjx8bLIENkULVajWf/x2u88cYs4+PjPV9g35f86beP8qv/5FNks87A/V5drHBpvrzmORmjaTSbBL5PPl+IFMYNnLpwnSC7Iy3d1hv1dEDJZrItteeYONE+kEb7NdTCMBIeBRIeQdIgWy57OK7CaBNJ7bSVCCVm5PKeNhqNwQQCrQ3DVHKUkauuzyRRD22UBtsyI5b3DN31tbLMDc/AGwBa0Q/DinQoElvGE2W2HfYaQz6uNV1jN4PFT4cNS59A8amht/9RNOoOQ3+/du0azWaT1157jTfeeINqtYplWTQajaFUYDbiBQVw8eJF7rnnHr7xjW/wW7/1W5t27d1xQwDUVmRQq8kSbbUCsmVZnD59msXFxZGEbIeJ1TKopLG4Uqly6r3aqpna0lKNF186zU/9vcPpOXffl1fe6d+U24roS9loNhnL5Zia2hax00xryH7l3SvkphxCL8R13eicDIQy8nPyPT9ag7KsFFwSiwJPScJ20IxrVkkGpRQUCuM4ttUSKw0lXtNjRXpIHSIsq0eOaFDImOhggNCH7BB+TsNkT8k+66HNeKZBN+Cs/q7ez1pqi7pyKTrr/K60lftKJss+1x9orwFdxJ8BrQKe8QhNiCs2KFqsz4FpwJDlwg+KkkQ3/V1Kydtvv83999+PlJIf/OAHLC8v88QTT+B5HgcOHOAP/uAP+pb5N+IFlcRXvvIVPvvZz275dd8QAJXEZpAkRpEl2uzQWnPx4kUqlQrT09Ob4qLbHf0yncRWfmFhgf3791OuZKnX59fc10svn+HRR/YxPp7r2a9UitffuzLwvUEQUK/XcDMZpqamsITAmGjBXhCNYZWmx7XlErsy+Z5MLmtnoY3joLWOvJykxG/4aKVZlkG0FtUBMO0qDFCteExNjWEJC8vNkMkAQrBQDXGkkyqWa62jNxCXCNuAK73mNip76AuyY6sDiV6DHNEdNd+i4I6SPQ3ed0nm1g9QbdHQDr62yFptGoO0Dfhxxpo0GScVjn4OvDVVY5uz0T4fjaVPoO2PDbf1B1TNPKkOOI7Dxz/+ce655x5+8IMf8MILL6CUSklS/WIjXlBCCP7iL/6Cffv2bbpeZ7/44N35LYjNMC30PI8TJ05w4sSJdNbxfoFT0sv08ssvo5Rix44d3HTTTSN9cS6dvc53/t8f8NfffY3l65WB27VnUFprLly4wNGjR8lmszz22GNMT+/k6CvnBr6/PcJQ8YPnTgG9JIn3Lizg+b2fhZSSUrmE5zWZmJykWCjEBAgT9zXFpbl6nYVShWi4y645y7Usi0wmQz6fZ2JigqltU4SWHd9Dg9YKKUOkDFFKpmtS1VpAO24ZA54Macpo8BaW1VLPdt00O0tFS8Mw+qklxrRALPDTvw4MNeJaUjUQa+4zCSE0q2VapXDzDP5W1CpZj6BV9rMsHDd2LLatiJFp4olFKFlsLtKo1wl8P3pG11mosNXrQ2/7fnmvjRr9lMyTkqBt29x9990DM/p+XlBXrlwZuE27F1StVuNf/+t/zW//9m9v9iX1jQ/end/CWE+Pz3pliTaDFpu4yp49e5Zt27alrMDjx4+PRAV/9YczPP3tV9J/v/b8DL/8lf+JPbf19pZYlpXKQZ07d45du3Z10ORPvnOFcnl4mZ7XXr/ATzx+F9u3FztKfG/OdDbtdhMgXMdJMyZIl4doNJv4nk9ubIxQ2Aihqa54FEcUeG2GklCruBm3BW6GiPGXzOpr1SZLy4ZsJhIgdWyHkvJaCzR9EEFYFoLW7E9rnRoZmugAGMBrKjJZWmsyHZUuPRR7r/UGg1TgK5ucs9b7VgcngJrMEGoL19q4qsiydEez34hpgVZyj2MH3pBovVDGqjAq9YSyUzPDQZ5Q7WHpGTBVEGv7jW2F7NdmxI+qB+ob3/gGv/mbv7kuhvB64oYCqFFiI7JESbPuRkz+VlZWmJmZIZ/P89GPfrTDVXYUpt38lRX+5ruvdrwmQ8V//g/P8b9/9bMUJzoXQprNJpcvX2bXrl08/PDDHYrQAEeOnB3pOowxHH3lPJ/9B/elr3lByLuz8/Hvo/6QIAjIFwoRLT8hKtAas/0goNFokM1mmdo2Rd0PUPFko1ELCAOFmxl+raA8QOBVQMzaS45sY1k5xvIZlJQEQcCiV43KdaLlmkt7Oa8LtIwxqHRti3TfKgSRi0tbKiJDpOtfid360HOc6F7Uggw5Z9AEIqGTD5d6lMJcfzbfiDE03Xy134uIdOE7PpPZTjUHKSVKqgGeUJGhYSfIaGz1Bsr55Jrn/kFZg+qOfhnUsOzdjXhBHT16lCeffJKvfvWrlEolLMsil8vxa7/2a5tzYV1xQwDUKJnMZsgSbQSg2skXg3qZhtXj01rz1B++iJS9s+DKSoOn/vBFfvHXP40QIu2hCsOQnTt3dtSjk7h6rcTFS8sjX9Mbb17g732qRbs/eW6eUCqankez2WQsN9ZDgIggQiBlSK1ex7FtJicm08+i0mWrUSt7bNs5fE28PIItR60asH1bHsd2UE6AkDYONrS55pr2Nai29SetNaGOvKC6cSH0BWLCith88RgY7U+3pI3ij67jEe5+nk0LdGp+hul8P4DqT4hYLVbk5gCURlBSLttXWdMyGKwhVhzKqsyk3RqIhRC4rtvfE0pKgjBANSU6ViVPjAxRRzH23xlqbHi/tPVGiY1kUBvxgnr++efTbb7xjW9QLBa3DJzgBgGo9ki05rpnRZspS7QeT6hms8np06fxPI+DBw+u+rANq2j+3puXuD5XGvj78+9d49RbsyinTqPR4ODBgyilWFxc7Lv9W2+tTyrK9yVvvhUx9owxvPTmaVZWVsisQoBQWlOvR0rWxWIRx249qgZDpdlJBqiVPKam80MNJo0wJFzDv6k9PC8kDBWua7MSZ15RIhRnUG3btns4Ka1BgIq6gxBdcgxaC1RocNKxNbp+jWxtJkTKLky30qZtN51Ntp50CJWFa+t0n6NkTe1RDnOjNdquEosysypADRs1XUMZhS1W+W62e0Ilr5m41Bo3ayv/Xd6deRpldnf0Fm2Vbt5mx0YAaiNeUO933BAA1W25IaVMwccYw9WrVzdVlmgUS4wgCDh79iylUom77rqL6elpQj/EbwZkx/qrUAxT4jPGcOT7767y+6i09uR//D7/5//zD9m1axdCCFZWVvruWynN8ROXh7qmfnH0lXM8+ECWF146yqnZeSYmJ7Etq3edyRgajQZhGEYlP7f3HtT9MC3vJRH4isCTZIdQIe8nbbRW1GoBk9tylILV198MoHSkUuG6LhINWiMSVXFjOkqAftNgO62yojYq1t3rBaYkOlnZvdlxLXDYNtbs+95RQhlBRWaZ2gT79mWZQZv6hsHOYKjqKlP2iOstAizbImNnUnWXh7fVaPJE2lt0+fLldFKUNNxLKQnDcEPl+q2Ibi+oUcwKYWNeUEkkLL+tjBsCoNoj6YXKZDKpmOr27ds3VZZomBJcu8X8vn37uPvuu9FK8xe/99959+XTFLfl+dn/+/PceqhXzWwYgLp8boErs30yoViB2fM8xsbGEGGWlTmf3bujkWMQkeT8+QVqtfUNVBEb8BrTOya55eDB2AiulwDRbHrpeUUU1gEKDgPkqmplf02AMgZK65C7qtV8KAzucTOAUjJq6nWcKCsEQiXTbCv6IdLtMYbAh1xBpVbvygppAYtoy6C6jxZlRqIPCNUCl21jGy/NASyHY5sCUApBWblsG5RFjWCVUlbl0QGqT9jqGG72f+6rm5coOUgpOX78eIeRYSL4msvlfmTlv34Z1G233fYjOZetjBsGoBKla8dxWFpa4sSJE4yPj48spjpMrFbi01pz6dIlLl261GMx/8P/fIS3fxhlPSvXK/zHr/0pv/TbP8e++zofPNu2B3pOJXHsB6e6XjH4vk+j3iCbyzK1bVv65frhf3+bQx+9FSHEQPB7+/jo2VOSDQVBQKFQ4Oq1gGah1LHOZGgjQGQyTG2bWtUio195L4la2WP77sKqg0YtDFBmdGZasxniNWQ7dMTnEzEQtdJYto3tWunvlFEDVSAS0DI6utqMayO7HXMTkdYOMfHkb7rr361ohFmUFtjWoAyq+yoGx0o4hjGlkXydBsWizAwGqOFOB4jKfIEJyIiNTigDbHWshyxhWVZa7rty5QoPPfRQj5LD1atX8TwPx3E6QOv9KhHeCErmcAMBFERMl8XFRer1Ovfff39HiryZ0Q+gukuJjz32WMcDdnlmjhf+y9Gu98Bf/Ye/4f/63S+nOnOwdgblNwNm3m4BShgE1Op1XMdhcmqq5wt0/UqJy+cWuHX/rr4ZVBBK3j11dfgbAGmWlsvlUtC5dLnEOe981C/kOmAM9Xody7aZnJhoSQ71DOqtkatfeS8JGWq8RshYYfDAtZ7sCUAZQ1ALsYtWmr8YraNG37h/p030J8qehjQyDDzIFjXSBB3Kq+0irck9MSi670/3uG6MoB7mmMgmQN4uZzRCqgKE2qIis0xuSplvdTbfKBhYUiV2ObvW3nCNsNVzKPtxEL1DYftadbeSQxKJtUatVuuw1igUCh3WGptdIuxnVvhjgPpbHO+88w7NZpPdu3czMTGxZeAEnZJKxphUSHZqampgKfHZP3kBrXtnvEtzK7z0F6/yyZ97LH1tLYB67+3LSBk1ONbrNYQQTEyMY9uDP+7Xnj/Nrft39d332TPXCYIhB9sgoF6vpwQIIQSGiDhgRIawrhETika5jo69m2wbgiDEcTS246yaQZWbqwNMrewPBChtTI/307ARaoXyDHYxpo3H98hxnI6yXfIJSqNQaFj1aqLwfYGVDwavGKUMwN6SXq+SXhRVP8tENslWOimExpi2rGzQHlqxHOSYcBJyiBgNSdpCYrGsXKYHZlHD77ikSuy0h+tJXC2EWcLSr6Ltx3p+NwzFfJC1RrvY6/nz59MSYTtobaRE+OMM6kMWBw8exLZtLl26tOmCsd3hOA7NZpNSqcTMzAy5XK6nl6k9Fq8sc/7EYIbc808e4YFP3cPkzlan+GoA9daR01SrFZTSFAqFoWZv775+gb//jx4mk+u1fH/n3bWzJykltXoN22opmyfAlES14dOshUzkxigWx8lk3LiPJaIEN5vN9LqSxks3ZmMJIqCrrkEPr1d8pvcU+37xy763Lp1EbSKAMj6EgQQRicf2WIrEP5PsScRwMljsNXpHGBhcZbo8okxb5jS4JNlveDNE/VBK6zhbESkgtcTdxYA9GLpBa1mOcbspxQzD6LzaEr2RQOt6mO0LUMMI4rZHaEJqusa4vXaz7VrhyGcIrEd6sqj19kAlJcLx8XH27NkD0FEiTGzjkxLhetx324leEAHUh83uHW4ggMpkMiilcF03TcO3KhLDwkqlwuHDhzuEZPvF639zfNXfS6k49vSbPPFLUa180BpXGIa8c+IUb70yQ34sH6l+DzlyKKV5+8hZPv7pwx3gJ6Vi5vS1ge9LZotKK4qFIo7j9AATQKPRpFStY1s2+VyRTCYCzaiPxYpBNAJwg0FJSSglzbj5EsDTUbnRsqyOhteO65CaZj0kX+zNopbXyL4GRahlTB8HfAtn3Fn1rkrdUiAXbf9PIinWRYoS0X/Sg8w6rOD7RQREgkaYYzwbANG567ZzMgPXtnrPN9QWFVVgyvUQ6BS71mNouKJcAi3IdK+PrYNwuKSWNgWghFnGVq+gnMc7Xt/MJt21SoTd7rsJYA3yg9Jad5zbj0t8H5LYCsuNJJrNJmfOnKFarVIsFnnooYfWfI8MJW89e2LN7V7/67f5uz//Cdys25NBJZp5c3NzNBat+EEdvXTw+otn+PinD3eAy9lzC3h9DAW7CRCZTKYvMAVhQKPeIFDEXkyCxnKTzN7BWZ1A4DguTqtBCIOhvBgt1mulWgzApBfJEvFMXlArez0A1Qxlqp83Smit8aXEiIgKbvzVFXI0hmANBfKo4BaXPuNXpO+SKei2rGnt0ttaUfUzjGf9+DNps7ggOoYhyagSncMWqHQD62IwzqSbWGRooqZfjUBFun79QCu+FNGBVYJFmWVvZuPGoXVdp6Ebm+IT5cjvoez7QbQa498PFYl+JUKlVOq+214iHBsbSwErEddNKgXJ5PvDFh/8jrRNjq0wLQyCgFOnTvHmm2+ye/du7rvvvqEf7DOvz9Korf1lbdZ9jj8fMfMSgDLGMDc3x8svv4wxhscee4yVaz7rXSRYWahy9cJSx2vvvjvXs12z2WRlZQXbtpnaNhWBU9ssGhF9YcqVMr7nMzExQaBEOlLVV5ojl9qMMTRCiWVFumuJekCivaaVJox7VspLder1OmEQpk2tK97w+oHJ8cJQ4isJVkvGyPgGowZTzX299rMVAXknw0+FNjq5R8ICYUclJ2ETyUxYjPq5VoMMSrfkkzojAvTodxaWsFqiuHGrljYaYzTGwHKQIRIkEfH5uEAWQx5DESPyGJEDkUGISDDXstr09Ej2aZjzXWQYMR+NNhvC4SW5tPZGQ0UDR/5lxys/Kpkj27YZHx9n7969HDx4kIceeohHH32U/fv3UygUqFQq+L7PsWPH+J3f+R3+6T/9p2itOX78+FBj29NPP82hQ4e46667+OY3v9nze9/3+YVf+AXuuusuPv7xjzM7OwvAX//1X/Pwww9z33338fDDD/Pss89u9qX3xA2TQW2Gonl3SCm5cOEC165d44477kj1+jzPG/oY7x07M/TxXvmr13nw0x/Btm08z+PIkSMdxIswlJwbYr1otThxbJbxW6K/K6V5b6ZV3msnQGyLaerdWZPWUQOwUopCoYDjOmhtqHtRqQkEoa8IGiHZVdh23VFu+q1ZeVukg69lpZKvxhjCpgEi+rrUmgXfi9uKRGzv3nuMJHlRWmF0RBuXXWt9BtCewS707kBqGdnOD4goY9ED11ukb5PJd68tJulM+/GS7KR/ppXy9YygHuSYyA1rwSF615bivSkjWPYdtjvJfYzuYfQzAS0bcNrORsfZVpRpISKSh29cKmSZIkgzgYR40m2xsVZUdRVPe+SsjbeK2Oooyn4EYx2IrvkDpMMnhCCfz5PP55menmZ5eZlHHnmE22+/nSNHjnD06FG+9a1v8e677+I4Ds8++2xfO4yNeEFNT0/zl3/5l+zdu5cTJ07wmc98pkcFfbPjxxnUOiLxZTpy5Ai2bfOJT3yCm2++ucMYcRiAMsZw+rXhrCsA5i8u8u6x93jzzTfxPI8HHniAw4cPp6zA2VPXkOFoemvd8c5rs2nT6KVLyzQaQWSBUSrh+z6Tk5PRgy/ozJqIrOcrlch+fXJyMqXG1xp+XEpqo4uvJBnNcKWsUmP4kpAQgsCLCCKTU5OYXBbLtmJtPJOqA4ShRCqVDpJaaaQMEYDjukij+5yZQTZ7X5dG9y3tJSSJSF9vcF8UgPSGnS/GqU5HpuUAdlyoS/6Dsp9dY1/DHUsIwbLKx5YibqwCH4F5YlMilUzvZRRJppXBMIahEP0RY1yV01j2FLYzhuM6cQ9eNBy1W2xIKaNqQZJp9SxdGa7L6xu8xla44R+DqUbX9gECqPZoJ0js3r2bJ554gunpaf7Tf/pPvPbaazz33HNDeUFlMpnUC6o9nnrqKX75l38ZiLygvv/972OM4cEHH2Tv3kg44N5776XZbK7Zj7nRuGEAalTw6BdJL9PLL7+M7/s89thj3HHHHT2sm2HVxq+cvkq9MlzpSStFtVLhf/z5Cxw4cCCdTbXH6ZMbn83Uaz7XL0df0LdPROaI9Xqd4nhU+xaW6AEmz/NYWVlBWIKpqamInNE2+63Uex/iVpkvqSsNDl9KGsFok4p61UfriByw1Gy2/IYcG9eNSoROrPigtSYMIx8oiBITpRR+X72+aB1Kq0iSSBpJoAOayotBqPVHGYU2KiqVDQHCKrSiMt+oES8mRXfTjkErAq5GOIY2OYRwI0DbQJRDF09F+xDCwrLs2KE4Ai07piGm5pBhiJTdoGUBDisqQ83sRYm7kByi7u/GiD0Iezu2XUi9tRw7/oxMS0dPhhFoRSaRUFVV6npziE/CVGKQ0h9ogFpNyXw14YGNeEG1x3e/+10eeuihHreDzY4bpsSXRD/r8bXCGMPS0hKnT59mcnKSRx55ZNUPZtjehplX186ejNbUGw3CIKRQyFOf8ykWehXOjTGcObE56fbF95Y4deoUL7/8Drlcrj8BQkAYhNTrdVzXjXqe+nRgKmWo91F+UKHGrwXkxtd+wNfqfeoXWhmatQCZZVVh2GjwjDKmRLTWGE1TyZ51tUT9AQBPYBcslNGERiJEZHyY3KNRadNJSM8mUxhhAhWzC4Xo/9wZBNVgjO1jiX1HRFuPSo0KUJg2Zt5acT3IcttY/0lVVJrrHNBb4rnxuptplWUvNj3uzLixjcokWuTa3wjCQ+AjhIdNE/AhPtdu6/iL8iK3iltisBzOF2pQWHoGR34HpT6+5QPweuJH3QN18uRJ/vk//+c888wzW36sGwag1vuwlstlZmZmyGazPPDAA5va4DtzbBVvpQ7NvDzFbQUQgmbN4+ybsz2bX58rUVnZoP6aMTS9Jiunm1TKkkymGL/cCUxKRuaCUQPwBJY9eGZea/gDx776SnNNgDKYkcp7Hccue9SKvWtChpgJGFN12zNgIUAaUv+mVnNTDDwxaIU1hcwqwtS3qUU6aD9OwjhYvR+qFeGwANUOTGsosJaaTgugYpKDEDaCNtaXUBgTsfMMOgat3vNdCLLckmsOLfraSdBoKYVorbnuB0z6PmOWRRiGqRSZbceOuuQxJt+6bwaIAUsIDwsP8IAoS62JOlNmsmMN2Il9oZK+umHHAVsdYSJTxdg/O9yFvo/RT0Xi/fCCSrb/2Z/9Wf7oj/6I/fv3b8LVrB43DEB1x1qOt7VajdOnT6O15tChQ6md8mZFvdxg/mJ/MVfP82k2G+RyuYh+2nWex3/4Lnse297x2tl3etl2w4fB9wMajTqZTBaMxam3F6OBoW2M6keAWCsq9cHg0ih5bL919c+h6vmEalTtvOiky+UmfrYTNHQsTxTZi7s9xUVtiJh73ZGIvcb/06FBK0lkC9UCoWi9pvWehPre3sSbNOEaerMtLS2UFNjOADAzrXcMSyRoSgtPCnKD9gkkoAVt90RojIno5CYGLqktlsMM05lhiRe9EX0G0eSgnsuyd2wMrVXasO379WgdVIiozOfYaVYEOYzJdYFWgBA+SyJgInuQglVFmBIYg0x8ofyIMGOMwY59oRLQGtQYO5F9Be3YYL7c08T7o4yNmBVuxAuqVCrx+c9/nm9+85v8xE/8xKZe06D44Nz19zGSNaJ+thqe53HmzBnq9ToHDhxg+/btffawdiRmdYMe/vPHL3a+YEzMkmvgZpKSWf/3vnfsLLsenuzY/7l1AlQYRmU6224pQMgw5NgPT1G8bXs660wWRPP5fETK6CdA0PWalJp6nx6qJJTUeNWAsYnBWdRybTR6eBTRiXhhCE0b8jZGa2TMEhs0kzaAp0L6USPSbYxpNbx6Aoqt7DzCjvZMqwU96fFS0Go1s3aDlvZcnGLYm3GtUc5bLVaaLnvGRwUVKy5d0gFaC8EYe3IhhibaeGgz3PpgxNSLyqFJz85CGHJzJkPetslk7A4ZMJOQJbpVRmwnBa6olJfFmCwKw8UwZG/ut7BEiG3msO05HHeOLFcQZgGMiYkdEVHGa3poraL1NKeVbdmWjTGGMft1rNAjdP9XEMOBwFbHj8oL6t/8m3/DmTNn+Ff/6l+l1hzPPPMMu3ZtXBNx4Plu2Z4/YNHPE6r9Qw7DkHPnzrG0tMT+/fu59957N6TzlZAxBll4zLZJG8kYJCzLYmJyYs2F2TCQXD21gHo8ygR8L+TS2YWRzk8pFXvf6MgQ0LHj9RdDJpPj6uVlnJ15QhWilcZxHLK57HBKzfG4Wh6iv6u+0hwIUJ6U1EckRyQR6qiZV9Q1OhMN7CkpIl6/SMpuSSUr1Cqycm+/DEOfPCc5QQHF1qvta1T9QQtoYwYOAi3puRTHHYQwKdlCaZUS99YTZc9md3EzzAct6sqirsbZnom+PwYZA1UEWMo00aYTDKO+PY1td04OjIHzns89+bGe71sEZBlctx20IpCLMi0/KuUZsOyI/CLtSyyIb7Mn/79hmCA0h1olauMjzByuPYftzuHqy1jMQ0xkScDQ932U1im5IyPfxnJmMdkvYpwHeyoa73d0u3WPuga1Xi+or3/963z9619fxxmvP24YgAI6LDfCMCSXy6GU4sKFC1y9epXbb7+dgwcPborHy1oAdf74xQgkahFIRCWz4TvBr7wzn3aPX5i5hhqyDGaMjpQdwjBWgHBpeehFaVCjKUFDY7lOcec4Y2NjKTOro77vOB1/0ojbZ8p1L91n2xl0/LtRamJuney7jrJcX9+amjEGX0aL56apsLa5OG4L9K20IzXeXkRlvdDoNIsZijMQCggNrPKxdYJW9EoHaAHoTtAyCkIfMlmBVgaBRc7OEFlDmZgVqFs/h2EIGkHFs5ka21gbQhIXGkEKUAIHWxSxRTt5R6GMRxBW8YIqjqsQdv+1tZKULAb4ssMAACAASURBVEnJ9BDPf5QBd6qMEPdQSSUJg5BrzReZu9RgTH0q1bkbHx/HdfMYs5/Q3BmBlg0YicU8FlG2lc1ewTZXgIBKOWqZ0FoTNJdQtd+j4d9MOXiCzNiBdN/vN9MvUZVIolwup/TvD1vcUACVhOu6BEHApUuXuHjx4oYt3vvFanT2hblFLp6+RBhKCsXCuowSr85cx2tEdhZnhinvtZMu8mNsS3uZoAUaAqUUy8uVqJziGQrFqJ/Csq3ONSdDOuPsB1oy1s0bvEgSDapaGZpVj/xkp5BuqNS6yRFeTG1OG3N9Bj7phgicgtgFt730Fv3erA5aTQHuaIy9DtCK/94NWo2aBktixfR4YzQIC4GI7c7t9NZGvLwoQ9Ek2WEvbC01XSZzalMSgLJUlELJ1IB1SK2hXpMIkWeysCvOvHWcaXmoJOMiEvA97/lMOQ7Oek5OtFm8J8n45DkmrDuxmx+nWq0yNzeH53lkMplUyLVYLDI2NoYxt6HNrchEJNkYBAtcXHqeu/ZlyVhXGTNzQI1JU2OX+i51/zbmF+/j9OlptDbk8/mO/W6W+Wm/+FGz+N7PuKEAKlkX8jyPEydOsGfPHj72sY9tiYZVP9v3JFt7+a+O4bouxWJx3eUCLTVn3pjl4Z96gLMnVwOoFgEim02MCpNyUwuYEjq77wcoBY7r4JWag9fRRLTNINBaKtXShuhEbcCy2gkLnU27+clcsgsAFmuNfiSyVcMYE8kdadVBIDB1DYXeyYc20ZpTe1mv9zLXAC1PwLgZiqywWqRAFaezKrRxbAthxTRtYzBhJELbrrZgCQsE2En/U7yzCLR0DFrRT19CPbQoZkY3bOwX5+oBD05207lNul4ZKem3D9QWlshjiXzbwGPQxkcbj7kwz6GxPL6eQ5uNavUJKvr7bJ8w7N/1D9O1NN/3qVarVKtVrl+/TrPZTKWFEnBxXZczZ0pIeZjQPoyMvzCCCjZzWPYViu4cE8VjHLgFpHiIWnCISi3D0tISs7OzW+rA+2OA+pDG0tIS7733HgC33347d9xxx5Ydqz2DMsZw5coVLly4wN69e8mbcbIbdPEVQvDeK2e4/Z59lJf7NylGBIgatu0wOTmFZSV9Pq3mnsgGoInn+eTzY4ShQFjR+oFWGm+lSX5H/6703pOKQMuybXxVjQen2AtKG5TSMZW5BVrCEjRKPloTC76C1JpSo11pousg3RGXeLQxBEb3DALG1xhlEHZrXSjQikDJ/lnRmpfZBloaHOlANlJA0OgITEbcc9IvBCCsyJXXb0K+SGsSY7fWxSKdPBMpp5tBoGW1Fq1i0PL8PLfkITQ+oQ4IzeA2gLWiIhULgWRXNprgyTCkVq+lXmDDobbAEjkskWNFgrJ/igPFjxDqRTx1GV9dwlNX8NVlpKmNfI7L/rP46ip787+EbRXIZrNks1mmp6fTbRJF8UqlwszMDJVKJZrMTU2xsLDQZoOxHW22IfVhEiUVQQPLzFHIXKC43cPsmERY21HibjxfpErlc3Nz+L6fTkwTQMzn8yOD1o1iVgg3GEAFQcB9991HqVTadMHY7kjWuRYWFjhz5gzbt29Ps7X/+s7fbHj/QgjOvnGB0w/1+khFBIgaxhjGi+PYbQSI+N1ANJuMmiSzqbng/Hxnx3h9qTY8QMVRqXm0LKXigdNuly1pgZZWGiUlC1cWyG8bw3EclhuJ7l6vyoRpK4OZuJ/GxP1MUpuBWZeua3RRRI21Wq17UO4XpmFwc3YHg0HH16jWAC2TXJPpFXX1GzBW6EyyE5q7LayOffQFLaIJQDt4VXzAFJhyo7YJYwyhCWPA8lPgGhZgz9V9tjsWzUYDrTXj42uTfFaL18vPMuHsYDqzl4y9E3gwPU9pyvjqMp66jKcu4avLhLq05j7r8l3O177JTWNfpOje2/N713XJ5XLMzs5SKBT46Ec/imVZKbjMz89TrVbRWpPP55mYmEgdc217AmPGCc3B1vdLBQhzlawNuW1jTG8vIqydQJEgDKlWq9RqNRYXF2k0Gql/VAJchUJh1Xv4Y4D6kMbevXtRSlGr1Wg210NfHj6CIODy5ctMTU11mBWWFyqUFiob3r8QAq/u8dqzJ9PXkj6lMAwpFgq4fQgQkMx06ziOw9TkZEpnDwKJ53cCd2O5gdFmzWbQNAysVNe6t72gJUKHsVyOhhewVGv0sdNIxElFcrFpP5NwHDwpCWNUbA2tLfacqQWEY1uj7KWbpiNDA7Di/qdOIIlKddpoFCZWQYgzvjhr6tivFgS+IbtGst0PtKLjgYmZaCqxZ0BwerHG3dtyaW9RxsqQIQOxt5IxIHtAy+9LxmiEklPLZQ5MFMiO4D82KJSRvLD85/zU9P/ChNNq8RBC4IopXGuKovuR9HWpa/jqSgpYnrpMoHsZrVJXuFz/DxTde9mZ+wJZ+6b4Wg0XL17k6tWrHDx4sKOtZHJysqO/KPl+VatVlpeXuXDhAmEYMjY21kXGGAP2tYRwtUEoDZSwhMPUZI5tU3ksay+IiFGc2MZfuXIlZtcaCoVCR4kwWYrobpH5cYnvQxau625ZBtVoNJiZmaFerzM9Pc3hw4c7fn/hncubcpzEYuL0q2fZdejWNgJEnmJMbOhHgGjU6xhMPPvrnKVV+9DCtVQ0Sw3y2/tkUZ0JGQANP8Rfh2Bts+xhiUlW/DBa8E4OEVPC2z2gkmagSAVC4EmFMqbH2iFizMXrQ6FBhAbjbj5F2ACqaXCKq+87IjjElHIlcXCwHDtl5qmUodcCAq8uyObWl+8JSCcfLQ0HKIeGaiDJBkG0TipInYvdWMnBtVxcXLATNRFQJiQ0AYH2CVSTZtgAy7AkHG63HbIbXYiLw9cezy09yad2/BzjzuousY5VxLEOUXAPpa9p46VlwSTbCtQ8Bk0tPEk9PEnRvZ+s/DjnZhps37adRx99dM3Mz7Ks1ESw2ym3UqkMQcbIxLJPEVtUKQNEOpHjxTwT40WsWNVBG0O9Xk89oc6dO4dSirGxMXzfZ2lpiVwuRz6fJwiCVfX3/jbHDQVQW2G5kUQQBJw5c4ZKpcKBAwciP6RyuWe72VWs3UcJIQT1msfKUhNnZ4HcWK6TANGGHgm1PJSSQiHftXDdimql/8J0Y6neH6BiOnn7xHqp3KCXWr52GAOL16vUuvpnUn03YUArtDbYTkuUtBHGwNXqJI0zrfRfyY5wfAuTs6OyW1x+26xSn64bTGF1VQxD3A+kNXbck5WcpS2slK1uoCU4Kw1CGoyzeW67whLMB4KPTEcZk9YGqSRKShqNZgpajt3eRmDjWC62cVAeuKHFVGE3wo7WsxZ8m/2FHVTlAk21ceHWhqry7OKf8skd/5ht7miNoJbIkXf2k3daUjzahPhqDl9dpikvMb98Ek++yPY772B78SfRYjs2ozfltzvl7t69O329nYyxsLBAo9HoIGMUCoVYcdxBax27EhuUlmm5N5/Pd1jAm5iJ+8Ybb1Aul/n3//7f8+STT+J5Hv/yX/5LHnroIR588EH2798/sF/x6aef5p/9s3+GUopf+ZVf4V/8i3/R8Xvf9/nyl7/Ma6+9xo4dO/j2t7+drtX/zu/8Dr//+7+Pbdv83u/9Hp/5zGdGvl+jxg0FUElspmmhUorZ2VmuXbvGvn37OHz4MEIIlpeX+4LgZmVQSmkqK3WkJ8laGfL5fJ91pha1PD82RqHYKzKbhNcMYlp4b9SX6uzYP6DM1/aS58s2Ydh+Q//gwVsbw8J8BXb1zgS1VrE0joUbswal1nhaRU63schrctyUlNcFWjQMzpTAtVqPfQRUZsOgpaXBBCD69BwnpTalFJZtY/eRWGoPQVSuS0DL8V1umyzi6zD6owI8HRLokP73ee1Y8SQlTzKVc7AsQcZywXVJ2muMMan0kOc1kXFfmdaaTCZDvlDAcSIGn4ODMtCQe/nC7n9EU9VYCedZCa/Hf+ZpqOrI5+jpJt9f/FMemXyCO/K9a0ejhCVcxpzbaVbGuTBjs3fv49xy+15Ccx1PXWHF/wFg4ViTjNn7yNm39gjfjhKrkTGq1SqXL1+mVqshhOgo4xUKBSzbTkkziTQXEDfRZ3Bdl3379vH1r3+dr33tazz++ON88pOf5I033uA73/kOf/iHfxgxhLtiI15Q77zzDn/2Z3/GyZMnmZub44knnmBmZmbLe8BuKIDazAxKa82VK1e4ePEiN998M5/4xCc6Zi39aOblhQrL19Ze1F0toubeGkopAl9hOw71hTL5qSTDaREgmo0GmTYCxGpRXsX2Q0tFs9wkv211odzFcjJz7j1WRM1ua06Nt0pOywtDtG8QUiOcZMaokVJhWQLXdTAGAqVSlYj2EG1glNLLu0FLG2QtxMrbEYswdny1hMBto3CsF7RUTWNlO7+w2hiUlNFAvgYwDYpqIyqbjmUyjNkZcAvpvoMYtLwYuPwRQOtM2eOhbKGjNJqEECK2JXFQKpMOprlcFqU0vudTV3UwkXSY4zgcDd5hpzPJx3bcw5hdZG+ulcH4usFKuBADVwReNbn2d0EZydHS08z7F/jo5KfIrtPePQxDZmZmCIKABx54IF0TzrKXrL0XeBSISSN6kYacQYgMlshikcGxtmGJjbWjDLJ3H0TGaF/Xsm0bKSXnzp0jn8+jlErfK4Toqw7RHe1eUEDqBdUOUE899RTf+MY3gMgL6td+7dcwxvDUU0/xxS9+kWw2y759+7jrrrt45ZVX+MQnPrGhe7JW3FAAlUTyYa8njDEpM296enpgH1W/Rt3zJy72bDf0cbWmXq8jpaRQKNCsB5H1uAO1xRI7D0S1aylb2noTsbbeWqG1oVpd3XissVhbFaA8X1JrDNZ6E23AkQyH0eK9wZcSqSIQ0LUAig4qJjwIy0Ia0GHY11F3tegHWjSBvEBrlVq3t1huGwMt7RmMNAhHrFLOW18slDxu29U5K7aEIGdnyNkZkqV8YwyBlhFg6SD6o/ro+gHNUHOlFnDrAEV5Y+joacpkep9zY4ilhxRB4POfz36fy6cvcld+LxMTE2lJK5vJc1P2dm7K3p6+N9AepXCBlfA6pXCe5XCeqlzuC6+zzXe56p/nI+M/wZ35+7CGzG6MMczPz3P+/Hn27dvH7t27V52sCSHI2DtjBmFrH8rU0KZJ5LdlIbAQuGl/1Xoj0cBci4zheR5BEDA1NUWz2eTixYv4vs+v//qvD60q3s8L6ujRowO3afeCunLlCo899ljHe7faTRduUIBab7NcqVRiZmaGsbExHnrooVUXJvuB4Ozxdaw/tSlA5PP5NHVfadTQ2qDDEFmWVJZWwLEwEMuvDP/RVqveqlblsEaZz8D88uglHCFAKo3SMcUaEDVFmLewLAuNQerhzP6GDt9gGYFwEh05MDopp2wUtAyybrDGDXrIct6wUa4HNH3JWHb1z1UIQdZ2ydouEE0oEtCKMq0gLRMaDBcrATtyDnm3c8APw4hZlvQ0DfrKCEGb1FUEdO+xxKHtB8mGWRYXFzl//jxhGKZZQQJc2WyOXdlb2ZVtDZpSB5TkIivhPKW4PFiWS2ij8bXHa+Xvc6p2jEPFR9g3di+ONVixodlscurUKTKZDI888si6G/KFEDhivOd1bUKMiRVI2v5stBm3nYyxa9cuzpw5A8A999xDGIb8yZ/8CU8++SQXLlzg4MGDHDx4kG9/+9v8wi/8woaO+0GMGwqg1vvg1Ot1ZmZm0Fpz+PBhxsd7H9bu6M6gjDHMjpJBGdPRp9ReFjDG0Kj6MY08alItXV1i8tZpjDbUarVogduN3E7XqhOXSmsvaq9W5qvUPZr+qBmpwQtly0ojrrmLUJDFSct80a+iwT8STo2yro2AlqkpxFSiI0cMuoKE9N4JWhqjkubi1UFLa4OqS7ZN5BBFB08pPBWi1gD/YePqSoN9u8dHfo7bQWsiBS1i0AooNWwO7J7kur+CrwLq9RpaayYmepmew4RC8V9XXuYLN/0E9+45FB8vmmhVq1VWVla4cOFCyj5LAGtiYiJat8nsZTrT0pZTRlIOF6P1LBkB11uV5zhRfZFbxw5xx9i97HD3tAR6jeHSpUvMzc31UMc3M/qV/NobrttjPWPPysoK7733HjfffHOqEXry5Em+973v8YUvfIGvfe1rlMtl3njjDc6dW9v8dCNeUMO8dyvihgKo7ljLE8r3fc6ePUulUhn5QbcsK6KTxrF8tUR5abhO+Mipthb1KbWtHyUPvtcMCUMZNbnG5AGaisnJqXg7jQwlYeytk/ofxTNd14nUHgAadR8/GA5c6gu9ZT6lDNdXRmNtaaPxQonS8ZqUjrx/UnuRmoTtrZlxNINtAUhyL9YLWrquEZODP/tO0AKw04Zao/uDltYRndF2HDIqy/RYi/UY6AiomiqkKSXNdYJWvSmpNkMm8hvXeRMCsrZD1nbAwIS5mb8/9hHeuTTD2N4pvDHNNX+Za/4yvh7d+0kZxZ9f/SFLQZmf3H4flrDI5/Pk8/mU7ZZQtKvVKpVKhStXruB5HtlstiPTGhsbY3vmJrZnbkr3r42iIpdZCee52DzFmfob5O0JCnIbi2drbJ/aMRR1fLOjr41LH9BabdyRUnLmzBkajUa6XhaGIb/7u7/L008/zb/7d/+Ohx56CIBdu3YNzabbiBfUF77wBX7xF3+Rr3zlK8zNzXH69Gk+9rGPDXXcjcQNBVD9LDf6pf1SSmZnZ5mfn2f//v0pM2+9xwKGyp6UlFGTHnT0KXU/3KWlKmEgsexoIRshaJbrSD/AyWYQwsLNZHDbvXW0JkztBDyUijT2lpc9tI57iAZdYnz4+lKNqXAHjm0TO5xzdbGCHFJJXRtNIFWaNUXXZXp8r0xNwjZ3zbWCdYOWNpiGRvTR5xt4vPiY2J2glSxWJ2sRSkoWF6uMjQkymch+PGPZZCybCbdVEu4ALSVpyuFA6+pyk2LOxdq4b0YaUir+/L3XYecBfvrRT3Y0gRpjWAmrEVh5y1z1l7jmLdPUq69ZJvHDpbc437jKT9/0k0y5nWto7RTtdk8h3/fTvqKrV6/SbDY7+oomJibI5/NMuTuZcneyj+hzOHf+LHOlK+y+czvFgsOKuoajXYrONpwNEhw2EqOMHcvLy8zMzHDLLbdw6NAhhBAcP36c3/iN3+Czn/0szz///LqFaDfiBXXvvffy8z//89xzzz04jsO//bf/9n0Bf9EvHW2LzVSE+UBEEAQYY3jjjTc4dOhQh4W71prLly9z8eJFbr31Vm699dbh/I8GxEsvvcTjjz8OwHe+9RTvHj3Td7tuAkQCmu2fjRCCMJTU6zWuX6oQmcl1Pvi7776VqVt2Mmw0Gj4XLy1H6tfxYN6Sx7H6gtbuw3vITo0htfn/2zvz+Ljqcv+/z2xZZrI1Tdo0adOmWbu3SdqCgEUsCFwrAkLV+wNZRLxiAWVVLuDGcuFWQRZREFQU8eKVYmW5CBak2iTQgrRNs7RNs++ZyewzZ/n9MXNOZpJJsy9tz/v16ittMs05M8mcz/k+38/zeejr99Dt8IQTCgbeiAO9WOF9GjmUZKCaHCKjfYbb3BAy4hCsE79/Gk60BLOAYd7xRfB4yPLA8L3Q0Lzw8cLHTE2xYLOFyrwKyqCeotgDE4OyFBas44tWRko88+eMz80WiaIo4f64IDarjTiLhW8UnU5h8twR/59DdNPm64kSLo80fMCrSTBx+pwVnJa2LMrmP1oCgYC20nI6nVpfUXJyMgaDgc7OTrKzs8nNzY16bRVFwSu7UFAwYMQQToQ3C3GTEtw6WYiiSG1tLX6/n5KSEuLj4wkEAjz88MO89dZbPPnkk6xZs2amT3MqifnDOKVWUJFEWs0VRaGzs5PDhw+TkZHBxo0bY07bHQ+KEsqbO/zhsVhfjGmAGCxM6nBBWZYxCOZh+zOcnfYxCVRvrzt8J26MihqQFSU0gVYZEK1Q1JCAq9NJYroVt9eP3enDZAgtpWQlPMpbUUIX71i1ePVzkeW8YVBc4qQI1PFWWlYhHtGi4A2Koy65qa41RSGm0KhC7XKJzJ2bjMlkQCE8rygYGobnDqd5DBYts8GIedBKa0C0xHCJMEhXv49kq4XEEQwTx8PvD+Bxu4lPSCDFakUQQFJkfl5XwX8UbiQvKX3Y/ysIAqlmG6lmGyVJueHXRcEpemjz90YJl0sKzfQSFZF3ez5kr72WDWkllKYWhnqvRonFYiE9PZ309IHz8ng81NTU4PF4sFqttLe309nZGVUetNlsJBqj94xDP/8gAuq04LC5YRIMDuOhp6eH2tpacnNzycoK7aV99NFH3HjjjXz2s5/l3XffnZKJCycCp6xAqc26fX191NbWYrVaR3TmjRWj0YgsyzRWtxCIzLiLMEDEx8cPMUBEPAyPx00gENBGrXc09w17PG+fCykoYhxmRk8kbrcfjzfG3oIQHuhnGBDB0IInNGHU0ekgmGygzxtaPQjCgFnAYDQOGqMQEi0xPG5dgRGFaeDJSCgRPVGTiSpaRo9CTkZo3y4oyXjF8B6RGBwiWgqE4pbCwbQjraxlWaGnx8O8eTYEhJAYGSNfnbGK1sD3DsoSiUEzn1yUQ7vPSaPbjlMcXclNkmStdyYlJQWDMfp5+KQgj9X8g+sKNlCcMvoEB0EQSDZbSTZbKbINuPKcoie8wuql3ddDm7+Xt7o/4O+9/2JlUh5rUvKZHzdnTMKg3lAeOXKExYsXM3/+fO3/q7l2/f39NDY2as81sjxos9kwGYeWyRRFjhk2PFWipfZmBYNB1q5dS3x8PH6/n4ceeohdu3bx9NNPs2rVqik59onCKSdQ6lRdRVGora0lLi6O5cuXx+y8niiq1bxu71Htc8FAALca1BrDAKHi8/nw+nwkxMdrjxODEi7H8A21iqLg6nKQsmD4u1/1cd3do7eFhypxBjBAICjh6PZhTI4b6HRX95JUh1tYsITQwTACcXGWkJkgXGYLfZSR5eNYG5wipE3d4DePM4DfJxIXb8JsNGA2xpEcN9ATFJQkvKKIy++j3+slKAgYxmAbdzi8pKbGExdjpTNR0QoGZfocQa5fGepNcQR9NLrtNLrtNHkcNLnt9AcHSm6j6WlSCcgST9Ts4eJFy/nkvLwJXaCTTIkk2RIpsOVon3OLPtr9PbT5etndu5+AHGR+fDqF1hwWxKeHxoUMg8/n49ChQ5jNZkpLS4fsx6jvq8jwVLWhVTViuFwuLYw1slcrVtVEvVYMLhtOVLTUXspIgd23bx833XQTn//853nnnXdO2VVTJKfcHpTL5aK2tpbu7m7mz59PUVHRyP9pnHz44YcUFBTwq+/8gfaGTlxuNwJExekPLucFwgJmtlhITEiIulPv7XTS03n8JHTb3BSy1ywdtBILldXUZtHubhe9fWObrSNJCv6giCwrCIlmTDmD05OViHiWUIlQCT8ng2HAlj201KxE7FOF9oo00TIICDkJo09SHwfW5DjmL0qJ+TU5vDeoyKHJwkajkUBYtHzhVZZXPH55MCHBTE5OyrgvaJGipQ6DDImWEZPJzEUFhVxQVBLz4uoIhETrUFcLHzUfpd8EUpxp2J6mWKydk81luatIMsdu5p0sPJKfdl8P/aKHOIOZBGMcSaYE5piTtZvK5uZmWlpaKCgoiCr1jQdZlrUEB3VfS5ZlbYyGKlyxRGK4a+ZofsbBYJCamhokSaK4uJi4uDj8fj8PPPAA7733Hk899RQrVqwY8fuchMR88U45gVJXTZIkEQgEWLJkyZQda//+/cQLCTx182/CBgibliU3WJjEsINPEISY82AURaGhph1RPP5eiWAQyD9rFQbT0P8vyTJeT4CWVgfh8CEMak7doF8PRQkbAWQZUZLDNuoBTEvmIJgH74UNZIcZDEaMhtD+ixJeMQ0eVjgwYXd40bJkJiBZjfiCwZjll8kgZ2kacQkRFyIFvD4vfp+fRGviiK4pVbS8EaIV2ficmWkjNTXhON9hbESKliSJnJOaTkGiVVsRqBdXWZapq6vD7/dTXFxMYmIijoCPJo99YLXltuMIHn96rdUUx8WLlrM+feG07tH4pABO0YPf6+NwbT1pqWkULsknforEUk1wUAWrv79fMy5Filas3wdt2ORxXh91nzsy0eKDDz7g5ptv5tJLL+WWW26ZtL3vExBdoCBUo5Ykia6uLux2OwUFBVNyHEmSqKqq4l9vVtOwp5W4cOloiAFClvG4Q71KkQ6+wfT3eehoGX7/KZKsFYtJnj+0ZysYlGhq6kVUMwIVQqYGKTynKOy0G40QGNKtGNMHnGRqbp4ggNEY26WmHlRbZQ0SLYMwMGBP/X01x5tYUJIBAviDYkgAgkF8ARGfKE6KaCUmWcjKDe9FBUJRUZY4CwkJCeO+IEeKVkCWyVmUgsjkNOwOxmgQuHrlGpZabfT399Pf309PTw9+v5/k5GQyMjJISUkZtozlCPho9thpdDvCJUI79sDQUnJ2YgoXZhezMnX+tAiVLMscOXKE3t5eiouLSU5OJiiHxD+UPBLe+4zhaJ0sFEXRYodU4QoEAiQkJAxpMB6OQCBATU0NiqJQXFyMxWLB5/Nx//33s2fPHp566qmoPLxTFF2gYECg+vr6aGtrm/RfDEVRaGtr4+jRo1gsFt79eRWuHo/2tUg8Hi+BgF8zQAz3JlNkhWN1HQRHOWdJLfNFIkkyTU29wyaWD5x/aOUky7JWdovZGW82YlychgAhA4SihNOtx2NqCK+wZCW8Ua3ejRowGAQy8+dgS01k8O+wEk6j8AZEfMHQ6sUfHN8Y9/mLkpEJZdbZrLYh5oGJsjRjDpesX0aLy0ljv4PGfgdN/f34Jmnsi0EQ+OKyFaxKTePQoUMkJSWxZMkSbeyDenFVb4QiL66xRKs/6KPJHdrLanTbaYwQrcx4G5+cl0dZeg5W09TsEaopCllZWSO2e8jhXET1t0MdsTKVohU5A6q/vx+/HskvDAAAIABJREFU3098fHzUSis+Pl4zc+Tl5WkNyu+//z4333wzW7du5eabbz6VV02R6AIFoZWN6vQ5cuTIpLpkenp6qKurIyUlhaVLl/Jx5QFeuu8vQ+6ufOGk8fj4eC1VGYZ/Q9l7XHS1DZ0tNRyCILD0rJWam8/vD9Laaicojn2QIESX+9SPigJClg0l3hjhapvEC4KilgUVzAkGknISQ+67cBKGOg128DFlJSxawaD2caQBiqExGLCoIB1L3NSZMs4uXsKWNcXavxVFodPjprG/P0K0HPjH8XNSCPU0rbbauHLDacwZZsKquq82HtFyBv3aCqvJ7aDN209WQjJr5yxgWco8Ek0T39QPBoPU1dXh8/koKSmJen+MhYnsE433eJENxg6HA4fDgcFgIC0tjaqqKtasWcOf/vQnPvjgA5566imKi4tH/sbj4Oqrr2bnzp1kZmayf//+mOd644038uqrr5KYmMhzzz2nJVPMILpAwYBA+Xw+Dhw4QGlp6YS/p8vloqamBqPRSGFhIQkJCciyzF+efpO3f/8eoGA0hubuBAKB0DydxMSou8LBP4ewrwFZCq2epFGmNajML1lE8oJ0+vo89Pa6xpwEfjxkOTRCwpScQFLeXHyB0Cpm8D7VZDK/IJ04m1lLwwjtv0gIBgGzyRzOHTRhjCGUoWglCW8wqK22/KIUsV8WarZNn28jde7EG2CPx79vXE3p4gXDfl1RFDo8bhodA6usJufxRUs11sQnxJMQn8CS1FS+snINcxNH91wi914Gi5YqWMcTrSa3nTavE7PBiNVkZm6clYXW1DEnuHd0dMS0jk8WY4kbmsgx1PT0pUuXkpKSQltbGw8++CCVlZXaQNPS0lIuvfTSKRlX8e6772Kz2bjiiitiCtSrr77KT3/6U1599VUqKiq48cYbh6SazwB6oy5Ez4Sa6NBCv99PfX09LpeLwsJCUlNTtYueGBSpqzhKWlqqtmKTJEXrv3I4HCHbsNkcHrNtjHrDCEJICDpa+hBFCZSBu4VQTNwwb67w/k5HQwc9gdDQuclCUUJRPggCZrMZwS+RZo3HNCeU5xYUJbx+EV8gvEfkDzJZmmVvdzK/YC4WswWL2QLhG2s5nDsoikH8voEIJ1WwzCYTBoOBRIuZRIsZrCDJUmgvQVIQzGb8ooQ3KNLX6caaHIfZMnURLi9UfEyCxcyyBbEbqgVBYL7VxnyrjfULBsZ/d7jdNIVXWapweYMB3C43gkCopyl8w3PUbueH/3iXc5csZfPiPMxjGGW+YEFIPCNFS93cjyVaSeY4lqXOY1nqwDRZV9DPMXcflnAPl0kwYDNZsAyTsO/z+bQbvFjW8cliqvfN/H4/hw4dwmQyaenpXq+XX/ziFzQ0NPDyyy9TVFRET08P+/btm7LnedZZZ9HQ0DDs13fs2MEVV1yBIAhs3LgRu91OW1ubNsZ+NnHKCZTK4DDXsRA5RXfp0qXaPpYU3osRBIHaysP09zpxD2OACE0sDa0GPB5POM9NGOh1MZtx9/txO33hSKDQLYY6Q0lRDQ1yyNSghBUsNDoa8AVJnJOCYTLq20roucmKEs7hG+jdcrb3k5Y7BwQwm42YzUaSw2MXUEJ9U95AEF+EcI1nMedzBvA5/cQPml1kEAxYLJaoN7ssy4hiUFspy5KMwWjAZDQhyRKSKGGzWUk1R18gJFkmVUhg/cpcmvr6ae5z0Osevu9sPEiKzHO793HNmesomn/8SKGB5yiQZbORZQuJlizLNBw7xqGmJsxLlmIHGh0OmpwOLecwKMn8pb6OfzQ3cW7eUk5bkDOiUEUdc5yilZSUhM0ch22Q084rBnGLAQQEjOGWByMCLS0tk2YdnykURaG9vZ2GhgYKCgq0Kbr//Oc/ufXWW7niiit4+OGHNWdueno6n/70p2fsfGPNhWppadEFajYwkBc39rspRVFobW2loaFBm6IbSrKWNbFTo4ne+O3fcDgcJCQkYrMNNUAI4VWI2WzW6uyhC2tItHq77XS3OVEUwu42g5acbTQKA9FEEE7YDu0NCVLoIwqIdheWubH3IkaLLMlIsoTRYMRsGnqBc7Y5SMlJjW0qEMBiMWKxGEmxqa8hBIJiaKXlD+ILBPEHpFHVknub+8kqnjviz85gMGCxxGGxhJ2TKPh9Pi2/zWAQcLncGI3e8A1BqERoNBhwOv0YfQpXnbEWAJfPT1NfP029Dpp6Qx8d3uPbskciKEk8/e4HbF2/8rjlvljY7XZqamrIyMjgM2ecEVUmlmSZDrdbW2U19jtodvbz4sED/KW+jtNzFnJ6dg4ZidbjHGF4YomWoii43e4hopWYmBhleU8Y5E51uVwcqK4mOTmJtaWlmExG5EGZjicCPp+P6upq4uLitFWTx+Ph+9//Ph9//DEvvvjilDmFTwVOOYEaL2peVlpaGuvXr8dkMmnlPBh4U7W3t/P+O/vobuwd1aj1SEIXVgtiQMHR7cdkMmvNr4qa2BDem1IFS7VmGw0CxshherKCMRAgNTWRgF/E54vuzRkJRVYQJSk078hkHtb/IIkSro5+kheMTggFAeIsJuIsJkiKDx8LfEFVsEIfYxkbAt4grh4PSXNHf4GVJBGX243BYCA1NS3igh7u8RJFgsEgHq8HRVYwGo3seOcjbBZYU5yLLT6OkqwMSrIGSnIOr4/mvn6aehw09fXT2GPH5R/bSApRlnl+z0e0OZx8ZmVBONNweAKBgNbTtHLlyqiQYxWjwcCCpCQWJCWxMTuU3CDJMu1ul2bEeO7jj4gzGlmRkcnqzHmkJ0xsz00QhDGJVlJSEm63G7fbTUlJCcnJyVHfTzXGDP51m22ipd6sNjY2UlhYSHp6OoqisHv3bm677TauvvpqfvzjH0/7uI/RMFOzncbDKS1Q6urneBZWp9NJbW0tRqNRm82irnQiv09vT2/IwZeaQudH9pgXkJFQZIXeLie9XQMxROqqCYNhIM9VLe3JMkFVtAyC9lhDuAlWCYokmQ0kZIR6ogIBEZ8vqP3xB8QYga4h2ziKEg5DHfm8HS0OkrLGn5YgGCAhzhQ1LVaWlbBYhUuDfpGAKGFvdWJNTcAwQkaf6moLBgNYbbaQyEYfFaPBiNFiJM4Sp/0v1UTz+7/+C3t3B0kJxiENsCkJ8aQkxLN8QSirTlEUHF6ftsJSV1vuwMii9Vb1Eeo7e9m6fiXzU4bGbUVeCPPy8sjMzBzT62w0GMhOSiY7KZnTwqIlhkWrpqcHUenCZrZgNVvITUkhfhJKwsOJVnt7O/X19cTHxyMIAgcPHhyy0houuWGyhgBOBuqqKT4+nvLyckwmE263m3vvvZdDhw7x0ksvjXoM+0ywZcsWHnvsMbZu3UpFRQUpKSmzsrwHp6CLD0KbmRDqR1i1alXMzUq/309dXR1ut5uioiJSUlJCg+oisrkEQcDtdlNfX4+iKOTn51NX1cArP31jwCYtg8lsGFYEFUUhGJBw9Xtx9LjHbWpQV1lyxJtZEASSs+aQtXwxJtNQS3bIGhteuXiDuFxe/AExap9ptGQUzsOWOfKk4YkgSQq+QJD5OanMWzKHpk4HDtfgcpuCPxDA4/aEXW3xjNf+npaUwLWfW4/FIGsOt/7+fmRZxmazRV1YYyV/9Hl8EYIVEi3vMMYck8HAJ4sWc05JHgnhnDyXy6X1NC1dunRK+2VEWaYznP1nMRoxGQzEGU0kTkIenCiK1NXV4fV6tUQLiF5pqbb3WOXByY4bGi+KotDS0kJzc7M2wFRRFN577z1uv/12vvrVr/L1r399QiN6JoMvfvGL7Nq1i+7ububNm8f3vvc9zRB2/fXXoygKN9xwA6+//jqJiYk8++yzlJWVzeg5o9vMB1BnQqlZeVbrQMlIHVbY2dnJ0qVLtUFqkQaI0GymIEeOHMHhcGjDvbwuH09969e4IibMKopCwC8iBiREUSIYEAmGjQKSqDrQpiJhILTKwiCQVbZUy+PT+ojMA6Pg/X4fHo+XhPh4LHFxIdHyhY0NvtD03pEwx5vJXrdoSnPzItl62XqKCufj9Php6XTQ0uXgSHMX1UeaCUihvMPjhY6OltSkeK7dsoH0lOi5YeqFVb24KooyRLQGX6gURaHH5aGx10FzXz+NPaGP/ojVeILZzFkFi8gySQTcLoqKioaUwaYLUZbxiyIGg4CBgdR64xguwGqJL3KUxPGIJVpq3NBMipbX66W6uprExEQKCgowGo24XC7uuece6urq+MUvfjGlsWmnALpAqagCdeDAAbKzs0lNTdXujo4dO0ZOTg4LFy6MaYBQFIWmpiZaW1uj+jUkSeb3P/oTRz8eeXKuLCv4vQF83mD4Y4BgYPLs4IPJLMohbWFm2DkY1PqIxHBmnNFgJCEhAbPZrI2Cj0SSZPx+tTQYWnHFWuml580d9V7URLEmxnH9dZuw2eIQRZHDhw9rPSaY4mjpdNDc6aC5y0FLVz9e3/hbCpIS4/jyZ9aSOz9t2MfIsqxdUPv7+7UxD6popaSkhEQzhmh1Ot3aCqumuY36tk7i4+M5vSiP9UuyWZo5tnEUU4kcrgyoZgYtvWHQ+amWa4PBQFFR0YQs1SOttFQH4VSIVmRIbVFREWlpaSiKwt///nfuuOMOrr/+eq677roZXzWdBOgCpRIMBpFlmZqaGs3aWldXx5w5c8jLy9MMEJHCBKG7waNHjzJv3jwWLVoUlUj++jN/44M3Phr3OUmijM8bwO8N4vMG8HkCY27OHQ5zgoUlpy/XnocsS7jdHmRZJjExcUC4giKSLGPU+ohCPVqxZjiJohTax/KLeH1B/L4gGAVySnNH3B+aLBZmz2Hz5iU0NzWyaNEiFixYEPPCoygKvf0emjtDYtUcXnEFRhkdBWA0Cnz2jGWsXzb6wFRJkoaIlsFg0FYCycnJWK1WBEHA6/VqvUBL8/Nx+EWa+kKi5fT5mWNNoHh+BnkZqZhm2cb74OT8lpYWmpqaKCws1CzXU3HMyESMwSutsYpWrJ+px+Ohuroam81Gfn4+RqMRp9PJf/7nf9LQ0MDPf/5zFi9ePBVP71REFygVVaCqq6vp7e3FZrNRUFCgGSAihUkQBOx2O3V1ddhsNvLy8qKii/zeAH9+/A0ODTPOfbyEREPC7wkLVni1Nd60hgUrl2DLTMXr9RLw+0m0Woe9q5UlaSCxQQwiy+HxDmaTZsuOObI8KLFkZTbzCjJpbXPQ1jb+eKWRkMTQjJ/ioky+cuXZY75Dl2WFbrub5q7wSqvTQVt3P+IINwX5C9O5eNNK0pLGF8EjimLURdXtdhMMBpEkiezsbBYsWEBiYuKQ11eUZdodLjr7XcSZTcSbTFjjLGQmW8ec2DBVuN1uqqurSUpKIi8vb9rnGU1EtAZ/H7VKUlxcrFVYdu3axXe+8x2+8Y1vcO211+qrpslFFygV1ZnX19dHZmYmhYWFmjCJQRGTOZQ+4PV6qaurQ5IkCgoKooYaikGRf+06yO4/VeHoOv6MpslCURSCfhFfeJXlD6+4RvNDMtviSSvKCuf/jd04EErHCGrChaJg1PazTOEN/NDojiu+dS7Zi+ciSTLd3S5a2+y0ttppabXT2dkf6tMaJ4qs4Pa4w822NowmIxvX53Hu5uUTLoOJkkxnn0tbYTV32GnvdQ0dNWI0cPqqXD65dimJ8eO/CKs9TXPmzCEtLU0bqud2uzGbzVErrVjJ6qIk0efxYTQYQm0GBgNxJuOYGnInA1mWaWhooLu7WzMUzRbUNPJIk8vgERqRoqWKbEpKCnl5eRiNRvr7+7nrrrtoaWnhqaeeYtGiRTP8rE5KdIFSqa+vx2KxIEkSXq+X3NzcqCmZTruL+pp6Olq7SE+ei0E0hBK+JRlPv5eOhi4aq1sI+icWlTQZyLJCwBeMKg8G/AOb7qF+JhFBEFhcXow1fbI23EMrPFEMmSgkSQRCJoyMrBSuuu0zpKQkD7moBoMSHR39mmi1ttnp7nZxnLm66uFCU4a9XhITE0Or2Ihvvb5sCZ85b8Wk79UERYm2HmdoT6vLQUung84+F4oCFrOR8pIcTluZS3rK6HuzInuaIl1tgx+jho729/fj9XqxWCxRoqXatSMRJQlRVsKGBkAIJTdM1R6WKrKZmZnk5uaeEKuKwaLldDo1l1swGGThwoXYbDbmzp3L22+/zV133cW2bdu46qqrpuz5vf7669x4441IksS1117LHXfcEfX1xsZGrrzySux2O5Ik8cADD3DBBRdMybnMELpAqahpDXa7nX/961/MmTNHm5fT19dHa2tr1J6GJMl0N/XQUt9OS20bbYc76GzqnrWvjiTJ+Dx+HHYXfm8ARRKQJIWEFCsLywqnNNFZfW3zVs6lZMM8jEYjKSkpx10J+PxB2tscUSstu8OjfV0MhoY5mkymUPlrGKdgUeF8LtqylvgJrGpGgz8o0hqxl9XS5SDZGs+aggUsWzIPa0LscuNEe5rUtGz1j8/nIz4+Pkq0Ys0lGtx6MJyxYSyIokh9fb3WcDuevr/Zgsvl4uDBg9hsNlJTUzl69Ci33norPT09iKLIV77yFc455xzKysqiRslPFpIkUVhYyJtvvklOTg7l5eW88MILUaOArrvuOtauXcvXv/51Dh48yAUXXHDcvL0TED0sVuU3v/kNycnJlJaWsmHDBpxOJx9//LHWtJuYmIjH46Grq0u7U523OIN5izNY9+mVAAR8AdoOd9Ja305LfTut9e30dztHOPLUE+pt8hEQ/aRnJmtzpsSghN8bZOnSdIT4OFqP9eB1jy39YCQi45va6t2UbsykZM1C+vv7cTgctLe34/V6iYuL05xtycnJxMfFsXjxXBYvHthQd7v9NDZ2s+/DGtraHFitc/CP4HSsqW3n6V/+nYu2rCUnZ3jH3USJM5tYsmAOSxYMDIX0+IK0dDnYW9OC0SBgTbCQkWYjKz0JQRCieprU5s4xHzcujoyMDDIyQqkWkSMeHA4HTU1N+P1+bZie+sdisQwJF55I82tXVxf19fUsWrSIoqKiGXMYRlY9xoMsyxw7dozOzk4t1UJ198qyzPe+9z1OO+009u3bx2uvvUZLSwtXXnnlJD6DEJWVleTn55OXlwfA1q1b2bFjR5RACYJAf39oK8HhcGgN0Cc7p+QKaufOnezatYuqqipaW1uRJIm8vDxuv/121q5dq9Wd1Te++qZPSUnRLqqxLjCuPrcmVq117bQe7sDv8U/Lc1IUhUAggMfjIS4ubthpsHOy0vja9v+HwWjA3uOi9VgPbcd6aDvWS1tTL+IYnG0jYTQa+NI3P8XCpZlRn1eHvamvbyAQiGrOTE5Opr29nebmZm2lAdDv9NHaYo8qD/pilFkFBMpKF7Ppk0UkJk7dfKeRcHr89DhctLe24Ha5KCrMZ37mXEyTPAwxkshheuqfWK/v8dxtkb83kSLg9/upqakBoKio6LhTZKeD0YxZHw511ZSens6SJUswGAzY7XbuvPNOent7+dnPfjZt8T8vvfQSr7/+Ok8//TQQuoGuqKjgscce0x7T1tbGueeeS19fH263m7/+9a+TMipoFqGX+CIJBAJcc801dHZ2cu2119LX10dVVRUffvghAGvWrKG0tJSysjIKCwsJBALafoDah6FusqakpGCz2WL2uPS29dFS1xESrfp22o92Ik+SfVxFFEMlMEEwYLUmjpj/dc7/O5PTtgztHJckmZ52B63HekLC1dhLV6t9QnOeLHEmLvvaJ1lUMG/YxyiKgtfrxeFw0NXVRXd3N0ajkbS0NFJTU4+b1tDT69bEqrXVTnu7Q3MOxllMbFifR3nZEmy26b+YqiuNnJwccnJCMUPe8P6g0RCKpw9lHU6tqSHWnosoikNEK9ZNl3p9UK3j+fn5zJ07cmDvbCXS0FFSUkJSUhKKovDGG29w7733csstt/Dv//7v07qXNhqB2r59O4qi8O1vf5t//vOfXHPNNezfv/+E2PMbJbpADaayspLy8vIhd4xut5sPPviAiooKqqqqtH6p0tJSSktLWb9+PZmZmbjdbk20nE4nRqNRe7OnpKTEdl4FRToaujXBaqlrp7etb1znr44/UF1Jo7X1Gk1Grv2vL5OxcOTxBsGASEdzX1iwQsLV1+Ua03mazEYuvvoM8lcMf0eqRksFg0Ft6KPanOlwOHA6Q+XTyJuCWI2vkiTT1e0MiVZ4P6u3101R0XzWrFrI4sVzMUxx2kVkT1NhYeFxVxrq+JTQRBVBq8RNtQBENr9GDikcnIbh8/k4dOgQVquV/Px8TCbThEtrM4XT6aS6upq5c+eyePFiDAYDfX193HHHHTidTp544okZKZ3985//5N577+WNN94A4P777wfgzjvv1B6zfPlyXn/9dW1MRl5eHnv27NGqCycBukCNF3VKZmVlJXv27KGqqor29nby8vIoKyujrKyMdevWER8fH+W8UsttalkwJSUlZr+Oz+2n9XC4LBgWLXeESSDW+fh8Prw+H4kJCcTFxY35gjFvcQZX3/9FjOO4e/e6/bQ19oZKg2HRcvWPPILi9HOXceYFqzAaI1PXZZqbm2ltbSUvL4+MjIxhn0usxtfIm4Lk5OSYPUTBoER7h4PWVjv9/T6SkuJIn2MjNzcdi2XytmFlWaaxsZH29nYtq208TMfk11hERjg5HA66u7sJBoPMmTOHuXPnkpycHLL2z7JG4ZGQZZmjR4/S29tLSUkJNpsNRVF47bXX+P73v8/tt9/OF7/4xRlbjYiiSGFhIW+99RbZ2dmUl5fzu9/9juXLl2uPOf/887n88sv5yle+QnV1Neeccw4tLS0n5I3CMOgCNZnIskxtbS0VFRVUVFSwb98+/H4/K1as0ERr+fLlSJKkveHV/QCr1artZw1XuurvdkYZMNoOdxL0B7Xx3urY+In8gpaeu4rPXPupCf+SK4qC0+7RyoLqaivgG5rhNy8njfMuKyNnSQa9vaEEePWOdjwXvmAwOOSmQLVjqzcGsQTc5wvS1eXEYBAwW0yYzUZsVgtm8/gEK3JOk3p3PlVEvmen4gLlcDg4dOgQmZmZLFy4cEh5EIjqIYpV3h7uvKf7gtrf3091dbWW/mIwGOjt7eW2227D5/PxxBNPMH/+/Gk9p1i8+uqr3HTTTUiSxNVXX813v/td7r77bsrKytiyZQsHDx7kq1/9qhah9V//9V+ce+65M33ak4kuUFON3+9n3759VFRUUFlZyYEDB7Baraxbt04TrUWLFuH1eqNEC0JveFW01PibSJxOJ++/t5e+FgcGn5nOhh66mrpDgbAT4OwvncEnPl8+oe8RC0VR6O3sp7VhQLQ6mvuQJBlZlpizIIHisixOO2udNrBxsoi0Y0eaXIY42wbh9YYyGg0GAwZDqNxmMhmPe1EdTU/TVDIRo8BgIq3jxcXFUSHKkQwX4RQpWsPlDk7navDIkSP09fWxbNkyrFYriqKwc+dOfvSjH3HnnXeydevWk2kFcqKjC9R0oygKfX19VFZWaqLV2NhITk6OJlilpaUkJyfjcrk0wVJ7flSxstvtOJ1OCgsLSUsbsE8HfAHaj3ZF7WeNJ9XiM9d+irLzVk/mU49JwB/kow+qqTtwDIOcQH+3j0RbPKs25lG0Koe4YfqHJopaEo00uQSDQW0lq15UY61kJUmOmsIsCAOhwRPpaZptRFrHh8s0PB6xIpxGU36NxUSFTF0Bzp8/n0WLFiEIAt3d3dx6663Issxjjz3GvHnDm3Z0ZgRdoGYDau/Fnj17qKys5P3338fpdFJcXExpaSnl5eWsWrVKq5Gnp6drd/uq1f14VmG3wzNQGgzvafncI1vdN362lHP+35lTdpHt6emhrq6OefPmRSUO+L0B2pv76GyxE5dgxpoUz9x5yaSkDx3eN5lEmgRUE4Ysy6NyZkb2NKkhoieSOE2XdVwtv6qi5fF4MJlMI0Y4jVegJEnSUu1LSkq0VdMrr7zCfffdx1133cVll112Qv2sTiF0gZqtBINB9u/fr4nWP/7xDxwOB8uWLePyyy+nvLyc/Px8AoFAVGlQdV2pojXcDKK+DkeEAaON9qNdSDFCXBcty+bC6zeTnjV5Ta5er5fa2loEQaCwsJD4+PgR/4+734vXE8BsNmIyGzGYDMQnWKb8wjJ4ZIbT6YxKH7fZbLS3t+NwOKLmNMW6oM52p1vkCjA/P19r/p1q1AinSNEaTYTTSNjtdg4dOsSCBQu0UTldXV3ccsstGI1GHn300ZPJ8XYyogvUbEdRFK666iocDgd33303drtdcw3W19eTkZGh9WaVlZWRkZExZBWgXlBV0YpVVpFEic5j3VFNxd2tvaCAyWxi45Z1rL9wHYnjTOyG0N3ssWPH6OrqoqCgYNyONvV1CQZEBIOgJXcLBmFaXFdq6aqlpYWuri6MRqPWP6QlYcS4oM5mgVLHSERax2eSWBFOatpIpGjFQpIk6uvrcblcWuSSoij86U9/4sEHH+See+7hkksumbU/Cx0NXaBOBBoaGmLOmFHveCP3s7q7u8nPz9f2stauXUtcXFxMq7t6QT2e1b39aActtaHyYE9LL3mrc1lzzgrm5Y7t7rqrq4vDhw+TlZXFwoULp0RIBjvZJtMsEIna02QymSgoKCAuLk5byao3BoMz8YZ7jSPPeyYumJHRPkVFRVOSKzcZREY4qX/8fr/2Gqs3Bm63m5qaGrKzs8nJyUEQBDo7O/n2t79NXFwcjz766JTNoxop3BXgD3/4A/feey+CILB69Wp+97vfTcm5nCToAnWyIUkShw4d0gRr3759SJLEypUrtVVWSUkJoigOa3UfziAA0N/jorW+naA/SNIcG9bURNIXpA0rOB6Ph5qaGsxms3Yxn04mc9Uylp4m9YIaacJQ44UiX+PjJTXA1IqWw+GgpqYmqkn1RCIywslut9PR0YEoiqSmplJVVUVmZiYOh4Mnn3yS733ve3z+85+fstdcC+TVAAAYnUlEQVRzNOGudXV1XHbZZbz99tukpaXR2dmplxiPjy5QJztqZNDevXuprKyksrJS28xXS4Pl5eUsWLAgyurudDpRFEWzuqv7LYPf4LIs47Z7MFlMmCwmjCYDBoMBSZK0RsiCgoIop+GJyGT0NEXGC6mvcWRSg2rCmOqmV1EUOXz4ME6nUzMOnMj09vZSW1tLTk4OCxYswOfz8fzzz/PSSy9x9OhR0tLSWLFiBeXl5XzrW9+aEpEaTfLDbbfdRmFhIddee+2kH/8kRU8zP9kRBIHExETOOOMMzjjjDCB0oezu7tZKg7/97W9pbm4mNzdXE63S0lJsNps2MK+hoUGzug/ea0maM+CuUxSF9vZ2DtcfJntBNqtXrTnh7swjiexpWrly5YR6mgRBwGq1YrVaycrKAkICr77GLS0tUU2vx7sxGC/d3d3U1dWxcOFCCgunbszKaJhoaVMURerq6vD5fKxZs4b4+HhkWebPf/4zzzzzDD/84Q/ZsmWL1kB/4MCBKXu+LS0tWuQQQE5ODhUVFVGPqa2tBeATn/gEkiRx77338pnPfGZKzudk5qQXqNHUik9mBEEgIyODCy+8kAsvvBAYaGKsqKjgzTff5P7778fr9bJs2TJNtNauXatF/DscDlpbW/H5fFrDa1xcHG1tbSQkJFC+vjxqzyUYCE3chXDZzWDAPImRQpPNdPU0RToCVdSmV4fDod0YjCbTcbjnIQgCgUCAmpoaZFlm3bp1M546DhMrX/b09FBbW0tubi7FxcUIgkB7ezs33XQTqampvPPOO1oJ1mg0UlJSQklJyWSd+rhQBXXXrl00Nzdz1lln8fHHH8/afb/Zyuy9akwCkiTxjW98I6pWvGXLlqha8amIwWAgPz+f/Px8vvzlLwOh1cO//vUvKioqePrpp9m/fz8Wi4W1a9dq+1mrVq2iq6uLiooKUlNTNUNGbW1tlNV9sBiFRtVHj8UwGA3jygGcbCZjTtNEMBqNpKamRl24gsGgtpfV0dERNUNLFa1YoqMoCm1tbRw7doylS5eSmZkZc+bTiUIwGKS2tpZgMMjatWu1VdMLL7zAI488wn333ce//du/TfvKMDs7m6amJu3fzc3NQ0Zz5OTksGHDBsxmM0uWLKGwsJC6ujrKyyc/teVk5qTegxpNrVgnNoqi0N/fT1VVVVTeoCiKfOpTn+Liiy+mtLSU9PR0PB4PDodjzFb3wWNHTBbTtF1sJEniyJEj2O32qJ6m2cpgE0bkjDK1abu+vp6EhAQKCgo0oT0Re7RgINli8eLFzJ8/H0EQaGtr48YbbyQjI4Pt27fP2F7naMJdX3/9dV544QV+9atf0d3dzdq1a/nwww9JTx95gsApyqm3BzWaWrFObARBICUlhU9/+tOUl5fz9ttv89nPfpbrr7+empoa9uzZw09/+lN6e3spLCzUUjDWrFmD2WzWmjHr6+uHWN3VEuHgFZQYFNHulxQFBGFKSoOdnZ0cPnxYi5ya7RdrCE3TzczM1JxgqiHGbrdz5MgRnE4ncXFxmM1mWlpahg0iVpmpxPSRCAaD1NTUIEmSVp6UZZnf/va3PPbYY9x///1ccMEFM3q+JpOJxx57jPPOO08Ld12+fHlUuOt5553H//3f/7Fs2TKMRiMPPfSQLk7j4KReQY1mEJjOyCiKQk1NDcXFxUO+Jooi1dXVWkPxhx9+iKIorF69WtvPKioqQpIkbQWgTtG1Wq1RohXrYhoMRCeiGwzCuEuDsXqaTmT6+/s5dOiQNhUWiJrxFBlEPJbk8Znq1VJvHJYsWcK8efMQBIHW1la2bdtGVlYW//3f/63v4Zy8nHo2c73EN/2o9mp14GNlZSW1tbWkpaVpAx/Ly8vJysrSpuiqF1PV6n68gYSKogwZS6/a3YdjsuY0TYTIi/5EBSAyc664uBibbfjcQkmSooKI1eTxkUqwsc5/qgRLNXUoikJxcTEWiwVZlnn++ed58sknefDBBznvvPNmzSpPZ0o49QRqNLVinalHURQ6OzujUjDa2tpYsmRJ1MDHxMREbUqxw+HQHG1qAsZwsUKSJA/dzzKHAlync07TRBmNCKihu5HpCWNFbdxWV7OD8/BUE8Z0CEJHRwdHjhwhLy9PSxhvbm5m27ZtLFq0iIceeoiUlJQpPw+dGefUEyiIPQhMZ+aRZZm6ujpNsPbu3YvP52P58uXaKmv58uVRVvfIWKFI0YqV6u71eKmtrSPg91NUXIzVmjgrXIPHI9Z7URWJQCBAbW0tkiRRVFQ0qtDdsRAIBKJWs5HxTerrPFx803iPd+jQIQRBoKioSFs1/frXv+app57ioYceYvPmzfqq6dTh1BSo2UBTUxNXXHEFHR0dCILAddddx4033khvby+XX365lr/3hz/84YRPYZgIfr+fDz/8kIqKCqqqqti/fz8JCQmsW7dOE63c3Nyoi6nD4YhKaEhOTsbpdNLc3BzV06QoypAEd8FgiBo/P9tQ35vt7e00NDRE7c1Mx7HVaCH1tVZnaEWGuI7Vlq8oCh0dHRw9ejQqRb2pqYlvfvOb5OXl8dBDD5GUlDQVT0tn9qIL1EzR1tZGW1sb69atw+l0Ulpayssvv8xzzz3HnDlzuOOOO3jggQfo6+vjwQcfnOnTnTUoioLdbqeqqkozYTQ0NJCdnR2V6p6amorH4+HQoUN4PB4AbZWlrgBi7bMMFi1BEDAYDbPmrt3r9VJdXU18fDwFBQWYzeaY2X3TZRuPnKGl/omcoTXcyBcVv9/PoUOHMJlMFBYWYjabkWWZZ599lmeeeYaHH36Yc845Z9a8/jrTii5Qs4XPfe5z3HDDDdxwww3s2rWLrKws2tra2LRpkzY8Tic2quFB7c2qqqrCbrdjsVhwu9088MADnHnmmZrVXS0NqvsskaIVy8UnSTIMek9Md2kw0tRRVFQ04qp6JkVLjW9SV1lqH1xkfFNiYiIdHR00NDRQUFCgJYwfO3aMb37zmxQVFfHggw8e1+wxUUabKPPHP/6RSy+9lKqqKsrKyqbsfHSGoAvUbKChoYGzzjqL/fv3s2jRIux2OxC6oKSlpWn/1hkdr732GnfeeScXXnghOTk5vP/++3z00UcIgsDatWu1lVZhYWFUqrtqdR9N4vjQ0uDUzaIabB0f73GGe19Ph2hFjn/v6+ujt7cXo9FIZmYme/bsYcOGDbz33ns899xz/PjHP2bTpk1Tel6jSR8HcDqdXHjhhQQCAR577LFJE6ienh4tSFlnWE69Rt3Zhsvl4pJLLuEnP/nJkOQCQRD00sY4iI+P54033tAcYDAwll21ut93333U1dUxd+7cqFT3zMxMzere2dlJfX09iqJoU4pVq/vgFVSs/ayJlgYjky2WLVs24dVErHNRFGVaepxMJhOpqal4vV68Xi+rV68mKSmJrq4u9u3bx5NPPkl7ezvr1q3jb3/7GwBnn332lJ1PZWUl+fn55OXlAbB161Z27NgxRKD+8z//k9tvv52HHnpo0o5dVVXFr3/9a8rKyigoKDghUjxmE7pATRPBYJBLLrmEL3/5y1x88cUAzJs3j7a2Nq3Ep8+LGTuxLmyCIJCUlMSmTZvYtGkTMJC8rpYGf/7zn9PZ2Ul+fn5UQG5iYqJWsjp27Bgul0sLb1VFKz4+PrZoDbK6j9aAEWkdn8pki+FEazSPGws+n0/bO1PzDSVJYufOnXzwwQc8/vjjnHnmmbS2tlJVVUVbW9uEjjcSo0mU2bt3L01NTVx44YWTIlDt7e1cdNFFZGdn849//EMr0+riNDZ0gZoGFEXhmmuuoaSkhG9961va57ds2cKvfvUr7rjjDn71q1/xuc99bgbP8uRGEASysrK46KKLuOiii4DQqqW2tpY9e/awY8cO7rnnHoLBIKtWrdJcg6WlpQBaabCtrS3K6q4Kl9lsxmgcOj8r8vovCESV7FTruCiK2giJ6SaWcWS8MUiKotDS0kJzc3NUQ/Thw4fZtm0bq1evZvfu3doYk5ycHHJycibhWUwMWZb51re+xXPPPTdp37Ouro4tW7bwne98h6uvvpq6ujrtWLO5F2+2oe9BTQPvvfceZ555JitXrtR+Oe+77z42bNjAZZddRmNjI7m5ufzhD3+YkZQDnQG8Xi/79u3TDBgHDx7EZrNFuQZzcnK0se+qOUAUxagpxcPl4IVEK7SaO9ZwjLyledNmHR8voylLqY7DxMRECgoKMBqNSJLEU089xe9+9zseeeQRzjzzzGk642hGSpRxOBwsXbpUK6u2t7czZ84cXnnllXHvQ9199900Njby3HPP0d/fT3l5OTt37tT2ofRS3xB0k4RObCRJoqysjOzsbHbu3MnRo0fZunUrPT09lJaW8pvf/GZSmzRPJBRFoaenJ8rq3tTUxMKFC7UVVmlpKcnJyVqqu+pmU0uNamkwMTERn8/HoUOHiIuL01LHY61YTpSLl6IoNDc309LSEuU4rKurY9u2bZSVlfGDH/xgQsMfJ8pYE2U2bdrEww8/PCGTRGVlJc8++yw333wzhYWFLF++HJvNxhlnnMF99913wudATgG6SUInNo888gglJSVauOjtt9/OzTffzNatW7n++ut55pln+PrXvz7DZzkzCILA3LlzOf/88zn//POB0Cro6NGjVFRU8NZbb/Hggw/idrspKSnRVllr1qzBZDJpq6z6+nrsdjuSJJGRkcHcuXORZTmmGE2kzDadeDweqqursdlslJeXa6umJ598khdffJFHH32UT3ziEzN9mqNKH59srFYr8fHx/P3vfycYDHL++edTWlrK5s2bdXEaA/oK6hSnubmZK6+8ku9+97ts376dP//5z2RkZNDe3o7JZBpSHtGJTTAY1AY+VlZW8vHHH2MymVi7di1ZWVn8z//8D9u3b6e0tDSqb8jv94/K6j4VZobxoigKTU1NtLa2UlxcrCWM19TUsG3bNjZu3Mj3v/99EhISZuT8ZgsvvPACb7zxBq+++io/+clP+NKXvgTo+1DDoJf4dIZy6aWXcuedd+J0Onn44Yd57rnn2LhxI/X19UAogub8889n//79M3ymJxZqpM/NN9/Mnj17WL16NUeOHGHevHmsW7eO8vJyysrKmDt3Ll6vN2o/S01nUEVruBEZM7HKcrvdVFdXk5KSQl5eHkajEVEUefzxx3nppZd4/PHH2bhx45Sfx4mCy+XC7/drs6D0vadh0Ut8OtHs3LmTzMxMSktL2bVr10yfzkmFIAi89tprnH766Tz//PMYjUbN5aZa3R9//HF6enooKCigrKyM0tJSbbS5y+Wiv7+fxsbGYa3ux7ONT/ZFUFEULd2iuLhYSxg/dOgQ27Zt44wzzmD37t0z4kSczdhsNmw2G5IkYTQadXEaI/oK6hTmzjvv5De/+Q0mk0kLBv385z/PG2+8oZf4pglJkqIGPu7btw9FUTSre1lZGcXFxSiKEjUiw+v1TmnaeCRut5uDBw+SlpZGXl4eBoMBURR59NFHefnll3niiSdYv379lBxb55RBL/HpDM+uXbt4+OGH2blzJ1/4whe45JJLNJPEqlWr+I//+I+ZPsVTAnXg4969e7X5WTU1NaSmpkYNfFywYIGW6h6ZNq6mYBzP6h55LBh+tSXLMseOHaOrq4vi4mIt/eTgwYNs27aNTZs2cc899+ib/jqTgS5QOsMTKVBHjhxh69at9Pb2snbtWp5//nn9IjSDKIpCd3e3VhqsrKyktbWVxYsXa4K1bt06kpKStLRxh8MxxOqenJyM1WodVZnJ5XJRXV3NnDlztEzAYDDII488ws6dO3niiSf0MFWdyUQXKB2dkwVZljl8+DB79uyhsrKSDz74AJ/Px7JlyzTRWrFiBUajMao06Ha7tem5kVOKI79vQ0MD3d3dlJSUaHOZDhw4wDe/+U02b97MXXfdNaU3LCMlj2/fvp2nn34ak8lERkYGv/zlL8nNzZ2y89GZFnSB0jlxsNvtXHvttezfvx9BEPjlL39JUVGRPuDxOAQCAT766CNNtA4cOEB8fLyW6l5eXs6SJUsQRTGqNKha3ePi4ujt7SUzM1PbawoGg2zfvp3XXnuNn/3sZ6xbt25Kn8Noksf/9re/sWHDBhITE3nyySfZtWsXL7744pSel86UowuUzonDlVdeyZlnnsm1115LIBDA4/Fw33336QMex4A68PH999/XTBhHjx5lwYIFUdFNiYmJPPvss6xevZqUlBQ8Hg833XQT8+bNo6GhgbPPPpvt27djtVqn/JxHiiUazL59+7jhhhvYvXv3lJ+bzpSi28x1TgwcDgfvvvuuFt5psViwWCzs2LFDs8NfeeWVbNq0SReo4yAIAmlpaWzevJnNmzcDA3bxiooKdu/ezQ9/+EMaGxtZs2YNoiiyfv16li9fzoUXXsju3bu55JJLaGtr48wzz2Tx4sX87//+75Se82iSxyN55plntIQPnZMPXaB0Zh1Hjx4lIyODq666io8++ojS0lIeeeQROjo6yMrKAmD+/Pl0dHTM8JmeeAiCQG5uLrm5ubS0tGCz2di1axeSJFFRUcHvf/97/vKXv3DppZfy5ptvRlnXfT7fDJ75UJ5//nnef/993nnnnZk+FZ0pQhconVmHKIrs3buXn/70p2zYsIEbb7yRBx54IOoxJ1Kg6mzlc5/7HNu2bdOs6KtXr+a6664bNu1gOppws7OzaWpq0v7d3NxMdnb2kMf99a9/5Uc/+hHvvPOO7jA9idEDoXRmHeqcoA0bNgChOKa9e/dqAx4BfcDjJKBGFQ1mJoW/vLycuro6jh49SiAQ4Pe///2QMNd9+/bxta99jVdeeUX/HTjJ0QVKZ9Yxf/58Fi5cSE1NDQBvvfUWy5Yt0wY8AvqAx5OUyOTxkpISLrvsMi15/JVXXgHg1ltvxeVy8YUvfIE1a9ZMSRq5zuxAd/HpzEo+/PBDzcGXl5fHs88+iyzL+oBHHZ2TE91mrjNxqqqquOaaa6isrESSJNavX8+LL77IihUrZvrUpo0f//jHPP300wiCwMqVK3n22Wdpa2vThzzq6IwfXaB0Joe77roLn8+H1+slJydn2B6Vk5GWlhbOOOMMDh48SEJCApdddhkXXHABr776KhdffLGWX7h69epTdsijjs44iClQ+h6Uzpi5++67efPNN3n//fe57bbbZvp0ph1RFPF6vYiiiMfjISsri7fffptLL70UCPVovfzyyzN8ljo6Jz66QOmMmZ6eHlwuF06nc9b1xkw12dnZ3HLLLSxatIisrCxSUlIoLS0lNTVVm4Sbk5NDS0vLDJ+pjs6Jjy5QOmPma1/7Gj/4wQ/48pe/zO233z7TpzOt9PX1sWPHDo4ePUpraytut5vXX399pk9LR+ekRG/U1RkTv/71rzGbzXzpS19CkiROP/103n77bT71qU/N9KlNC3/9619ZsmQJGRkZAFx88cXs3r0bu92OKIqYTKZhm0t1dHTGhr6C0hkTV1xxBX/84x8BMBqNVFRUnDLiBLBo0SL27NmDx+NBURStR+vss8/mpZdeAk6dHq3XX3+doqIi8vPzhyR9APj9fi6//HLy8/PZsGEDDQ0N03+SOic0ukDp6IyBDRs2cOmll7Ju3TpWrlyJLMtcd911PPjgg2zfvp38/Hx6enq45pprZvpUpxRJkvjGN77Ba6+9xsGDB3nhhRc4ePBg1GOeeeYZ0tLSqK+v5+abbz7lysE6E0e3mevo6IyZ0YzFOO+887j33ns57bTTEEWR+fPn09XVpWco6sRCt5nr6JysXH311WRmZkY1TPf29rJ582YKCgrYvHkzfX19QGjkxrZt28jPz2fVqlXs3bt3zMeLNRZjsHMx8jEmk4mUlBR6enrG8/R0TlF0gdLROQn4yle+MsRN+MADD3DOOedQV1fHOeeco+0Tvfbaa9TV1VFXV8fPf/5zvaFYZ9aiC5SOzknAWWedNSSXcMeOHVx55ZVAdPPwjh07uOKKKxAEgY0bN2K327WU+NEymrEYkY9Rx8ynp6eP+bnpnLqMtAelo6NzgiAIwmJgp6IoK8L/tiuKkhr+uwD0KYqSKgjCTuABRVHeC3/tLeB2RVHeH8OxTEAtcA7QAlQBX1IU5UDEY74BrFQU5XpBELYCFyuKctkkPFWdUwS9D0pH5xRAURRFEIRJuxtVFEUUBOEG4A3ACPxSUZQDgiB8H3hfUZRXgGeA3wiCUA/0Alsn6/g6pwa6QOnonLx0CIKQpShKmyAIWUBn+PMtwMKIx+WEPzcmFEV5FXh10Ofujvi7D/jCmM9aRyeMvgelo3Py8gpwZfjvVwI7Ij5/hRBiI+BQFGVsm1A6OtOAvgelo3MSIAjCC8AmYC7QAdwDvAz8AVgEHAMuUxSlN7wf9RjwGcADXDWW/ScdnelCFygdHR0dnVmJXuLT0dHR0ZmV/H9i0JiZq5NjEwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -258,7 +264,7 @@
" weight = weight_list[i]\n",
" weights = np.array([1 - weight, weight])\n",
" B_l2[:, i] = A.dot(weights)\n",
- " B_wass[:, i] = ot.unbalanced.barycenter_unbalanced(A, M, reg, alpha, weights)\n",
+ " B_wass[:, i] = ot.unbalanced.barycenter_unbalanced(A, M, reg, alpha, weights=weights)\n",
"\n",
"\n",
"# plot interpolation\n",
@@ -328,7 +334,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.6.9"
}
},
"nbformat": 4,