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September 26, 2019 13:02
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{ | |
"cells": [ | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Plotting data on a cubed sphere grid with cartopy\n\nWhen using cartopy, standard calls to `pcolor` or `pcolormesh` do not always work for all faces on a cubed sphere grid (I believe [this open GitHub issue](https://github.com/SciTools/cartopy/issues/1151) is related). The solutions illustrated here are based on work from Daniel Rothenberg and Jiawei Zhuang." | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "import cartopy.crs as ccrs\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport xarray as xr\n\nfrom matplotlib.collections import PolyCollection, QuadMesh\nfrom matplotlib.colors import Normalize\n%matplotlib inline", | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## A slow, but accurate solution using `PolyCollection`\n\nThe workaround illustrated here was largely derived/simplified from the last two cells of this [extensive exploratory notebook by Daniel Rothenberg](https://nbviewer.jupyter.org/gist/darothen/8bf53b448790f21f616552b45ee3b22b/cubed_sphere_mesh.ipynb#Test-using-real-data)." | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "def construct_polygons(ds):\n coords = ds[['grid_lon', 'grid_lat']]\n \n ll = coords.isel(\n grid_x=slice(None, -1),\n grid_y=slice(None, -1), \n drop=True\n ).to_array().rename('ll')\n \n ul = coords.isel(\n grid_x=slice(1, None),\n grid_y=slice(None, -1), \n drop=True\n ).to_array().rename('ul')\n\n lr = coords.isel(\n grid_x=slice(None, -1),\n grid_y=slice(1, None), \n drop=True\n ).to_array().rename('lr')\n \n ur = coords.isel(\n grid_x=slice(1, None),\n grid_y=slice(1, None), \n drop=True\n ).to_array().rename('ur')\n\n polygons = xr.merge(\n [ll, ul, ur, lr, ll.rename('ll_cyclic')]\n ).to_array(dim='corner')\n polygons = polygons.stack(polygon=('grid_x', 'grid_y', 'tile'))\n return polygons.transpose('polygon', 'corner', 'variable')", | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "GRID_SPEC = 'grid_spec.tile*.nc'\nDATA = 'atmos_4xdaily.tile*.nc'\nVAR = 'Q925'\n\ngrid = xr.open_mfdataset(\n GRID_SPEC,\n concat_dim='tile', \n combine='nested'\n).load()\npolygons = construct_polygons(grid)\n\ndata = xr.open_mfdataset(\n DATA, \n concat_dim='tile',\n combine='nested'\n).isel(time=0)[VAR].load().stack(polygon=('grid_xt', 'grid_yt', 'tile'))", | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Without grid lines" | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "fig, ax = plt.subplots(1, 1, subplot_kw={'projection': ccrs.PlateCarree()})\n\ncoll = PolyCollection(\n polygons, lw=0., edgecolors='k',\n transform=ccrs.Geodetic()\n)\ncoll.set_array(data)\ncoll.set_cmap('Blues')\ncoll.set_norm(Normalize(0.0, 0.02))\ncoll.set_clim(0.0, 0.02)\ncoll.set_alpha(1.)\n\nc = ax.add_collection(coll, autolim=False)\n\nax.coastlines()\nax.set_global()", | |
"execution_count": 4, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": "<Figure size 432x288 with 1 Axes>" | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### With grid lines" | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "fig, ax = plt.subplots(1, 1, subplot_kw={'projection': ccrs.PlateCarree()})\n\ncoll = PolyCollection(\n polygons, lw=0.2, edgecolors='k',\n transform=ccrs.Geodetic()\n)\ncoll.set_array(data)\ncoll.set_cmap('Blues')\ncoll.set_norm(Normalize(0.0, 0.02))\ncoll.set_clim(0.0, 0.02)\ncoll.set_alpha(1.)\n\nc = ax.add_collection(coll, autolim=False)\n\nax.coastlines()\nax.set_global()", | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": "<Figure size 432x288 with 1 Axes>" | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Orthorgraphic projection" | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "fig, ax = plt.subplots(\n 1, \n 1, \n subplot_kw={\n 'projection': ccrs.Orthographic(central_longitude=270, central_latitude=60)\n }\n)\n\ncoll = PolyCollection(\n polygons, lw=0., edgecolors='k',\n transform=ccrs.Geodetic()\n)\ncoll.set_array(data)\ncoll.set_cmap('Blues')\ncoll.set_norm(Normalize(0.0, 0.02))\ncoll.set_clim(0.0, 0.02)\ncoll.set_alpha(1.)\n\nc = ax.add_collection(coll, autolim=False)\n\nax.coastlines()\nax.set_global()", | |
"execution_count": 6, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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UgiEloCgUCuy34wwOOPQIggQef+C37Pyu/bno81fhV0t88dILkuHB/pHyWOEYpdQT/9rVsm3Y/4phayHE5Ey+/W7D9vZcdOgp1ov33UTPondP/HzxEWex5MAT2FioM2tylhjIpm3aMg6bywFdlqbd9eQcBio6t0rbBjPbPTzLYFPJx5O6cJK1JJMyFpuLAaO1kNkdBk+vLwGwW1+WkWqIEIKsbdCVdQANpLg5cZKxDTpTFj1pGwS0uzaiWfF0LUkYaSAZEpJE4dk6bxMCsp6mAyqlCBPNRKoHCZYnKb4JuKahw1nX0lVilUCsFH6YECUCv9nayVqSjrQFQCNKGC6HIASmEFRDhSkNBsoBjinpL/pMb/OoBTGvDlSwpKARKOIkbNIRJX6SYCIwTYGjDLwmj9eQks72DhbtuJSH//Dbiet81777c+YHj2Cv9x7HLb98WD796IOd13zuPx5p7ei6e2xk6BylVPlfuW7ebvu3likRQgjTss+w3fTqGbsd+q6djzzdevL2q/By7Yyu/vvEcZPn7UTFj5jTl6OnI01gSFzboBHGZCxJoaFzsE2jdZZvLBMnUGyEeLamurmmZPNYg2fXjLF6uMpILcI1BXM6POIkoTttMTXv8PtXh3h45Siv9ld5en2JlUM1Now12FxqsLHYYHPJJ20blH1dqElbJmEMQaSIYkXdT/CjhEaYIIWgFiZU/ZiqH1OsR5TqMaVGDEJQDxRxookAUZyQdiQ516AlZWAbujJcCxKiWFGoR5QaMdoHC3KuQc4zQChK9YhyI8YQgloSY1sC15ZsHGvwt80VVgzWKdUjejI2m4sNBss+hYpPzjYo+xEv9dcoNRIqfsLrI1VWF2t6bK3WoBJEfPkLF7GoL8eFZ32E7/z43oln8qsHnuQTn/gUP3/gaQY3rOWUYw5hyvwl/OJPz1i7Lzvww5lcfoOU8ty3fFG9hfZv6zmFEDPT+bZfGra7sDS02RhY/Q+EKTBtl46Zi5i2ywE88I2zWXLoyWT75tLblUEZemQq55hUgoQprR5+rBiphQilZyD3nN5KoRGjlKLeDM+ylubQTm/zyLgmbwxXEcCMjhT95QBTQG/eZXZHGteSdOccLEOglC7wSEmTwGCSN22U0gyedJNOB80w1deTKFII4mbuJ4XANARhnIxHuwgUGccginX4XGpsVSvJeQaFphc1pCBKEnJNIr4hBOV6hB/pExkGGIYgZRlIPTRDf7OtsrZQpzNtk7YNSvWAFzeWJiZc5nSlWdFfIVaKIE7AMxmphawf85nR5jHmB9QjhWtLsp2TAfjHi89z1H5LJ65z5oJF1KKEm795NSPrVjJ5zgIuPv2DfPkHP+Wq675rPPCbn+e/cMFZ385ks6dWK5WDlVIj/8r19HbYvx04hRCGZTsXmrZ7dbU4OvH53vOpbxIJl12OPU8PKBeGAbCmLmHG5CzptEsYxiRKMaUtxXAtxLUktSCgO22xalj38fxE0ZayMAWsH/NRSvFCoU7Jj5jdkSKOFXM6U9hS8MZAhZFKwLSOFBualde+Foehqs7jNO9WeziAnrRL1ARj1tFzlqBJ7FGsJopAjqU94/jApSskFV8D0Gy2SsYt7Uj8OME29XgaoknVi3X/tOIn0PSZec8gIiFl6RnRahiTJIpiI8K1JMPVkIxj0OJatLomm4sNYgUZSzA5b5P3LMJYsa7QIJey6Mo6jNQCnl83xo69Odo8i4FygBQ2niUZq0fsc9ypLNpld64+73Sy+VYOOOx9PP/MU9T9gM3VkF2XHcDP77yNCNiybg03Xvtlzvr8tRx+1PFM6pnE2R85dqntOFuEEN8APvvvpNjwb1UQEkLMT+fa7st0TJ5eHNxgNipFAI75yq+R6Q6yKZt6FNOZMXjw1mtIqmMc/7nvYFq6qPPyQIWFPRlAECcJf1o5zNRWj6ltHgjdethSDujLO4zVQvKuiWtKBssBI7UA1xBsGGtgSoGKYvqLPnnPZPdZ7dDkmfbkbEQTQG2ehSKZIMhbQpKgAdiXc4maaaJnS5JmQUcISNuSsBmyyiantpmWNqdGFFGiObxS0iQsaODWo61etDVlEsWa7CD0PJrOTZsD15srvq7uNvuXQ9WAShCSdSx+vXwQ15RMa/MwgJf6yzTChD2mt2KZBkLpa1o75tPqmUzO2rw2VKMSxOw9LY80BCPVgGktLpYpII546Ne/4J7vX0uuvYuDjzqOQ074KIVCgdP2W8wtjy1nw7pNWC09tLbmmdOeZlLOZf3rr3HEe/YgSRJcz9vQqNd3U0oNvEVL7l9q/zbgNAzjSNPx7tnjA2fbj99x7Xhvm/defBNTFu7KWCNicnuK0XUr+MXV59I2dQ7HfvprRF4ex5R4psSUgvVFn+6sTcrWoWoYJ/SXA+Z1pjCafbktY3XWFRr0ZO2mJ4B5XWnKjRBLSlxLsmGswWgtYGZ7ijWFBgBTWlw8RztzUwqmt7qEifZa01q8icqrZ0lypjVRCMqnTBqh/tl4eDkew6ZsSbG2FXDa2+uvDQF+sxpsSoFhCOphRBQraqEmGIyHvOMyKAJIOwa2KRmtB9SCmFjBUDVkc8nHNgRT8i6vD1XZXGpQ9mMcqSl501o9OrIOG5t839kdKaIkoeJrvvBgNWBS1sGSgv6KT0faoiNlsbmkSQthpNhSqFBas5yffe86ysP9DG7SbL4v3vciU7s72Fzy8UyDvGcwo9WjI2VDEPDR449gaGiA4lihVCoWD1BKPf+vWGdvpb3jwSmEEF46+yVhWBe/94JvWPdceerEz5ad933S0xayaHorpiGI/To3nnMUh59xEZ1LD2Rqq4djSl7dUiJMFPO6M4zWQlK2yVA1ZH5XCoAgVgxW9Fzk1BaHLUWfroyNKQVjfkShFtHwQ/pLPpahvU6hHmFKwbzuDIlSuJauziq0pk/eMzCazX2loCOte5eJgs6UTdhk/EgpyJjGxCD1hBdtEgwMmPC2SjVnLRPtPdOOwWg1nLgfKUcwUtv6tU3M4OYNDPVvZve9l1FsRBOSKJ4jWTtWQ6BJCm8M14mVotSI6Erb/GnVCELAjDaP9ozDmuEqw9WQRZOyjDUi+lpcUpbBy4NVABZ0ayL/pmKDGW0eoPNs19SFt5xnsmlsvDUj+NuWMumxddz385/yoTPPYzBymNWZZqgc0JW1EE3VhpktHm2eNaEo8eAffs2l558T1Gq108MwuONftOzeEntHg1MIkcm0dPzGzXfsc9CZV5rP/PxGVr/wKAAHfOYO7O7pzOrNknVMNo35FP7xMC/96Tec+pUfknFMtpR9JmUs1o3UyXkmm8sBC7sz2M2G/TijZnZHikaYkCgo1AIqYUJP1mblUA2AOe0ehWpIxjVxTMFAyafsx7SnLVaP6J55W8oiVKopDAKLe9IThPYZbd6EcJcAulLORN7YmrJIoolAgKwrJ6ZYjKYe0PioVtqWE+cEPdESRMkEgaEeRdSb1d71K5fzpQvPZv3qlQB887Z7mLPrMjxL4poGlTBktB7SiDT/99fLNUHHsyRzO1KMVkM2FuukbRNhas5sd9Yma0nWjjWoBQlzOlKM1kPaPAvHkqwrNEjbBrPaPQYrAY0oYVa7hx8lDFYCZrS5JAqCKKHoJxRqIUGoJ3tc2yBJFEaTA9zSVJaY2ebSmdI9VNFkPK1c8TIfP/m4sFGv3TI6OvJJpdTWPtI7yN6xBSEhxMxUtvWxyQv26NnlgxcbD91wPqn2XtLtk1hy5MeZu3ABlmlQrISQQFvKZN3gZnK9s6kHEbYhyFiSR1eNsmNvjqxnEaEXtwpievMujhnRCBNeHaiigNntOrSd1iR47zg5Q7kRUQljSmFCJQpI4oShii74ZB0T15C0ps2Jyq8pheaUCkHG0cPKWidIe768axKoeCKklYBlafhJMe5tmnOThiCKtedMEkXyXzS2qn48Ue11TDFRpZUCzj/paKqVMnMXLObMT3+BXd+9H8VGQj3U4F01WiVMFGnLIGUZzO1M0V/2KTViNpd8Vg/XkAJmdaTJpmwGyj795YCiqUflprW62IZgqOwzUA6Y35WmN+dQCxPKfkyhHjG11SVOFOvHGnSkdD91tBbSmbbwY0U9ilnUneb5DSUWZDMMVUNyrslgJSDrGBr4Kc35jZXCMzSTatbcBdz38JPWuaef9LFVK1fsJoQ4WCk1+i9flP/D9o4Ep2EYBzhe5r5Fh53i7nzoh8XfH/oZ9XKBEBu3awbdC/ckUbqpXw1j2g2H1YU6YXWMzq5O6mFMI0qY3p5i6fQWHENSbERMabHZUgoI44TlW8qEjRqLpnbgWh4KGKw0qIaKtG2wvqjzyMk5h3LBpy/v0OKZ2KYu0phSsK7QwHO1nMhAJaTWzBuntbq8PqK9bnfGZqy+NdRc2J1mpDkk7ZgSVxgIMV5NNanUt3rGNzOEBKBMiSUlhqGlS8JY4aLQCplbI6RnHnuEakX376+/64/EccRPbr2Zvd9zCFOnTUMKXSQKE33/rIZk1bCOAHpyDh3NiZY1IzWiWPH6sA5/e3MOtqGJD6tH6sxs8zCEzq0NASuH9Wdu8TJ0pHRUMb3Vo9Wz8eOEYkPnt36sQCXs0ptFALtOzeEYBobUleb+isQxBate66f/H6vZ/V3vZufJ7QBEUUxiSDK5Vm792X3mV6+8dKdf/eyulUKIfZVSL//PrcJ/vb2jSAhCCOGlMhfbqezvl53xFW/Ku44VT//uLpb/4Q52OeocGoOrOP7i6+jrm8zGMZ8kSajXQoIkYYfuDOXEpn/lcuJYt0NG6xHdWYcwASXghY1lxmohnbLO327/Knd+6gheHqixsukl6pGiM2WRsSUtroUhJFtKPqP1kHVjDRCKQj1kpBYSJzpXBejOONTDhLQl6c7YREnCrDaPeZ0e01tdpuRdpra4TG91yTsG3VmHrozD5JxLPmWRdUwyjjHBuzWlLvDU3hzC2gYJugrsN0Pwih9T9bU3DJTCFIK0bbJwh/kT/88yJI/85qfcfM3lfOnCj9M/VqUaxqwbC2hEemomShLyrn6PF+sRb4w2KIeK6R0ZelpcZrR5CAFD1YA1BR/TlOzQkyFlaQWIl7dUqPkx3WmLyVmbehjz+kidlGVgSVg9UmN9wQcEVT9mxWAN29RFMEMKTCkJkhinOakzrzNFECs2PPBDbrroFD7zwUP57RNP48eJrhSjGU2xElx25TXG5750TVsmm33BMIyj38Ll+t+2d4znFEK46XzbXXYq/979z/66lens45XnH+W1h+5g9zO+RVRYS+TX+dElJ5DLtzC68Q32PPWLzNh1GetH6iyeYrP7UR/ltjP35xARI4RkuOTTiBIMAX15l3hsgDs//ykG1r1O3w47EUdRMzyTlBshfqTwY8ULmzSPtC/vsKUcYgiY2e7RnrLozTlYUhPDuzM2cQIlP6SvxQa0d9lU8lFoOZHRWjDhUWe0eYy9iTCQt00aTc9oSkE1Spr5pR5Ba0R6DtNohsraP6pmcUh/rmKpiGGYKNuhVC6zcvmL/PzW7wBw/hXXYhgmS5bsSBSFjPRv5Jc3X8cJ534GgGItoFgLMA2DRpTQl3fpztrUwoR1hTqVICZMYKQW0pmxmZR1KNZD1hYarCs06M07zOjM0OoaxHHCa1t0cWjRpAxzOlKsGa2TsrQEZ3fWoeZHrBmpM7czTcWPGKqFzGlPMVjxkULSlTEZroVMybtIodj/iKN5/sFfs9cHzuDqsz9E8M1bOWy/fXANE1NK/DAGITn6+A+LmbPn2md+9ISf5VtarysVxy59J/RD3xGeUwjhZvLtj7VPW3jEoRfdbMmWSSAEz91yCSr0GXz+lzRa5pNffDi1wXU06jWCeoXayGZcy2BaW4o3hmtM6W5j0oLd+NEFH+CBO2+ipdGPBagEVg1Vefie2+js7uH6P/6DUz97DYkwWFtooID+cohSijbPZG5HioXdaaa1Ouw2JcP8bo+5HR5JArUgwTY0KaDsx4BiU2mrOPo4bxWgM2NPABOaGrRNcwxJ/KZtiDxLThR+9D3Rld0g1lo/QaQmPGUjTCg3dB773WuuYL/FvbzyzKP86pZvcsnpH+Afz/0FgN3evT8AQRjS3j2Zq279FQ//9hf89AffZuUCqtL8AAAgAElEQVT9t/KdD+3Bkzd/kaGRAqA9YxAnFP2InpzDkslZsrZWCKyHCfUwphrGzGx32WlyFkvqofC1Yz5pz2L36S3M6UwRJbC20CDn6qGAahDzykCFIEmY3uayYrBCLUho8yy2lHxKfkLWNagGCaObN3LBcQdRGhlh/pKl1EtjLFi8mPddeA3XXXg6v3vkUdaX6jSiiFjoyZdaELNwx1349UNPWn1Tp13Y3tF5uxhP6rdh2+artU2P+VjHzB13ftcpl5tuyqNajxBSsvqvj7Bl/Wo2PPxDpGGQ6ZpKactqpu92EMUtaylsXEWmYzKpXAv5SdPAy7H7vgeShD4vPvoHVj/3Z/Y/63JaVJXnHrmf4tAAR11+E229M3Aqg9zwqQ/xxZ8/iWNoUDWihEIjIk4UOdekxdVNR9sQtHm27hFaBjnXAjRBXKF7iuNtkUaoFQwSpTBNQaEWopqyHWnDQDa1d1pTFp5p6pYJOvzc+qR09Ug1z6OUJiJMtEEs2VQrgAd/ey+fO+80lu65jBeefmziDF4qze//8jJ/vO/n3PGD73HA0cdx9GnnMbR5A1+84Aw2vPp3djviQ6x54UlKYyPsvN9hTJmzkP2OO4UNxa0qEd0ZzQrqTNvYpmTNaG2i0uyakoyjW0RCMZGnz2738CPF6pE6vXmXLaUGk7IOcZLw6mCV7ozNpLzDKwM1so7BtFaXzSWfOZ0ptgyN8vkjdpr4/dIwmLVkN865/k6e+vPD/Pb6S7jyJw/Q3tlFe8qk1bWJVIJnmLR5JpVyiVNOOCratGHd3aMjwx/Zlj3oNg1OIYSbaWl/vGPGkp3f9bEvGUoaxGGCYxk0/IhNpQYdGYe4UWH5ijfov/dzLDrweN54/Q389S8iTIva6FaySN+OeyMjn4G1K0lncgjDYGTLBrqmz+U9H72AfQ84EAwL15RsHBjmquPfzQ0Pv8K6JolgeqvHG6M1OtM201od0k2pyoxt4EmLKNajZGV/q8vzk4h60zu2piwGm9xUKaAeb62m9mQdwq11IfryLkrpl7tAt03G2zCOKf7JA6dsSbmxlb537ZWX8Nyzf2HK1OlsXL+OvZe9h49+6rO88OxT/OD6LzM8sJllBx/J+tWrCHyf959+Lot2exe2aehqaKnGC397AWvyXKa0Zli+ZjM3nLyMKPB5/5mf5qCTziKXcqn4MaO1YOK6prW6jNYC2lM2tTBmY9FnnEk4o81DKUV/U2toXaFB1jHoyTgs31LGjxUz2lxQ8PpIjVntnh5di8eJGQadaYvXR2r0pQX/cehOhP7W0c7vProSYdrcfM0VSL/MyZddy+ScjSFh05jPzPYU7SmbjGlQLZX42IePijZtXH93YRsG6DYLzolQdsaSpXufeoWRzaXZMFRluOSDUkztSOM6ek4y7ZoEhU3c9ZljaJk0na5ZS8jteyob7v4CXdPn0Dt3EX+48UqkYdI9bRYjWzZi2jbZjkkMvPEKADc++CIDSZpEaRCuLdT5+gd24Wv3PomXb0GgQVHxI00USNsTC2dOaxo1oUZgMNZsWaRsyUDVnyjgOCYkSuv+GFJQD2OtVoCel5ToESqFFvbatHEjPb19WBKChAnCQsqWE1Va0KNf1aZOUL1W5f3778qeyw5klz33AWCXZQdgeRk9xG1LNq5dw03XX02+tYMLLv0iQ286V4tn0l8JWPmPv3LZR47ki9/+IXsddCSPP/0sP73pesoD6xnZsom++YuZMXcB61YsZ59DjmTZsadgSkF/s42UsrTEZtYxGSgH5D2T/nKAEDCzzWO4Gk5QIftLPl0ZhzBOeG2oRsYxmNnm8vJAFaVgp8lZVo/WybomHSmLjcU63VmHh+74PvfddM3Etf/n4yupNxpcfPS7+fxPHiTX3kV72qR/tMqjv/wJ+x1yOPNmzyBrmdCoctZJ7482b1h399joyDYJ0G0SnOPAbJuxeOmeJ19u+IaFRNKSMklizUVdvqGIYUjm9eZYPVhh8IFvseap+8jO3p3TvvSf+g2dd0kQPHfzF1j++B857IxLSE9fxB5L5qGiBoP9/SjDxMu3MWtKL+tG63RlHNKWpBZGfPbYfTnmshvombUDvTlHT1gAXRmbIErIOAZZW4dOmt2jCMIYP9Fq6lnHmKDHeZZEvinFT9lygq0jBeQdE98PeOlvz7HTjjvy8B9/x2UXnDlx/GVfupaTTj8bAdgGExIjWoYkYdVrK3ji0Uf4/re+xqx5C/n6f96N63o4ppjQJYKm0sGbZjvbUxZGM3YOYq34t6Xis+LFZ/n8qUdjWhZnXnQlx37kzCYHV7FpaJg/P/EUj/38h7z+0t/waxUOP+087bE+eQmB6RHEioGmIJkQMDmre5z9ZZ9prR6rR+t0ZWyyjsE/NldQaDkWgNeHa0xr9Sj5EWnbwDEFo7WIyTmHtYU6GcekO2OxarjO8NP3cduXLwKgb85CPn3dzdx5y3+SVEY57rPXM6XFxhMR7995BgDzl+7J2ZddzdS580iFPued8oFoy8b1dxe3QYBuc+B8s8fc+YRLjY6uVmKl5xmrjYg1AxV6Whz62tKEiUJIgWNJHr7/l0zKGvTttC+rK5Jdp7eQSTsgYMOYz/RWl8ktLkU/xjUFtTBmRqs3IbsxWgsZqUf05hyGqwH/+PPv+NPt3+a0G+6lI59mTnuKrGMikRhSUazFKDTzZ6yhQZZ1jH+ix41vjQDQnrZpBAmlsQL9mzcwaep0TFdT2vKuwQ+/fS333P4DbNtmdGSIpbvtxQknf4xyucTlF53DPb9/nIVLdtbSks1YsVopc8knT6dQKPDic3/hfcd+mI+cfia9c5ZoyU1Dj5PVQ90/DOJEkxFqW8HZ0byucTOjGo88cD8/+s/vsM9Bh1MqjjGwZQtXfOtWPEtOhOgC+OaVF/LgffcSBAHpfCtjQ/0cfcb57H3YMaRlzJ/u/yW7HfVREi+vVfb8mFbPpDtrs3qkRphovnGpEeGaegpn7ZhPxjboa3F4qb9ComBJT4ZCI6RQi+jN2QSJbvEkSr8E62HC5r8/wXcu/CgA33zg71z3yRPZ+5CjOOqUT+DZgsE1qzjn2EPonjqTkS0b2fN9J/Ghs85jatbktKMOiAvDQ4/Xa9X9tyWAblPgHC/+tE9bvHSfU68wIstBCV2jTNkGw6UGacdkrB6xZrjKTtNaKfsRHVmHjGvwl9cLLJvXTn85oDXnUA5iFvZoZsmkvMtIPWJ6q4tj6gmRUj2kEib05rcKaM1u9yiNjXLpCQdxypXfJTtzCaYU7NmX11xWoVUDxse8UraWHRFokNWiBFNITUZoxqwCSFCMDI9wxB7zmdQ3leHBAc741EWcevYFNCpjvO89u3Pw4UdxxVevIwl9vFQaUFz4iTOYNnMW5/3HpcQqYe0bq+ibPocnHn2E0z54JEccfSz7H340C5csZVLvFO1l3sSntS3ByJu+7kzbJHFMFDTwgwABbOofYtWKl3j+qUd55He/ZOac+fROmYbrOPzuN7/g0COP4errv0eiFCPVcCKPrAxt5Mh9dmTv/Q/l4+ddwo9u+hZ/+t2vJn7XzIU7MXfn3TnprPMZqgQUSJEonU9vKfv05h0MAW80KY7TWlz8WBeKprV6jNRDsrYWBttYbDC91aPS0PTJWe0pVg7VSNmSrGNy309u5uGbrgbg7ufXsmLtBr597gm8/2Pnc/jxJ9GRsln+3F8498SjUEnCjEW7MLplPe878yKmtKa5+qJzaGvvuHN0ZPikbQWg2ww4tcdse6x9xpKlS4691DDTKdpyLhvGGjiGIO9aDJd8pIQpTRpdCKAUrw1UmNeZJlLwykCFJb05clmHRhgzVIvIOgaLJud0fupoNlBvTiuk5xyTzoylR6xixcaRErdccirzl+zCjh88H4AdutJ0p2xsU5B29F4huvqqS/VhrD27IbfupdmasiY0fSxDUPRDnnzwt9zwhQs48WOfYP/Dj+XiMz9Eo1bFbzTY96BDOen0c9hpp53gTS2T++65g6988fO8a78D6N+0kWf/8jjpTJZl+x9MW1s7V33teq0P1HyJ+ZHmAweRHhsLkmRCB1cAK//6FOecfNTE+bO5PNlcnvkLF5PP5anVavzx/l8xqW8qhx3xfo458WN0T+5DSknaMaj4MW5zL1E/inn51RX09E3lr48/xA9u+BonfuIilj/zKH/85U857XNf50fXXEa1NMbsXffhE9/4Ea2eRSOMWTvmN+9tipxrsGakTso2WVto0J7SO56N6xLt2JOh0IgYrATMavOQzR3OKoHemKnsR2REyH8ctIBjzrmUE04/B2kICpvWctnpx7PfMSfxsXMvwDVNXnrxGc45/ghA8b7Tz+c3t3xz4l7MXbg4Gti08d7iWOGD2wJAtwlwCiFEJt/++9ZpCw7Y9YTPmal8Dj9RpFyTlKvV7TaP1RFK4domr2ypsKAvR6wULSkLzzJ5/LUhls1tp+jH2LbBmtE6e89oIUzAtQ02FAO6MjYZR9Dq2eRcg7F6qOU3mot3Utbmq/9xNiqOuOjam/AT3QrpSlk0mhKXvTkXP9T3rMUzGW2GiJnmwh03z5ITGwx5puKOH9/K7d/+Kh+/5EscfPChpLOtxHFMcWgTKS9FV8+kifOMV3BBj4CtXPU6zzz1GNlsno72dk78wGF0T+plcm8f8xcu4bIvXw/oHHRc2Q90AStqksU1vw8e/v1v+PRZJ9PR1UO9VqWtvZNEJTTqNaqVMieedjZLd9+bffc/kJRj4Te5tonSEzHjhadxs5ri0Hf+6Gb+9ve/c84XvgbA1y8+k6mLd8WIGjz5x98yVirzyVv+CEBP1sY0BCPViJ6sTZjoVlNnxmHFYI3hasiUFpeaHxPECXnPYqji05t3CaKYwWrItBaX/kpAxY+Z3eGxaqjGCz/5Bs8/cj9HnfZJDvrAh2lJOYwM9HPVuR9l1m77cOr5n6Ez7XDTtV/mnlu+S3tPL1fffBefOuEwaqUxOif1MbRlI1LK1XEcz/ofWt7/17ZNgNNLZy9PtU667ODzbrTq0sZxLDryLptKPiPlBr0tHqbUhOqZ3Rkcy6CeJKhEsWKgysxWF4Rg+aYivS0ek1o9rVNTDUHA3O4sedeixTPYWPbxLANb6Lmrqa0ufqTI2JJNm/q5+Nh9+fRP/4LnusRKT3ZMydla2EoKWh1Ltw6UIuWYE5MStin1TltokKhEkwSUgttv/Abf/cZVfP/O+9jjXctwrK2FIdeURDET4a9lavkSPVgtSJIEKbcerxQ8+fifOfGYw9hl973YsH4tLa3tfOBDH+XUM87+p3wy7ch/+rolZRInes7TMiXEIevXrwVhYlgOnW15hJ2aOH58vxfQtEHbgCDS0YIptyrTAzzwy5/wzNNPcPm1NzLWCHnoD7/h5q9+gUatwp77H8aig49j8dLdGar4pB2TUlNdcHFPBkVCoR7RnXEYqPi0uBbFesTyfs0oWtidYbgaUAliZra5JGiCfBArOtJ664hKENOesnj2mWd47LZrKQwPct6VX2f+0r2QjSIfPXwfLrzhLhYuWkhpaBOf/MAhnPPV77Pvvvvy4qMP8O2vXEFxuB+/rvm/Usr3x3G8NUZ/G+xtZwgZhnG4kOZle536ZUu4HrZtMdyI2FhsMKXVZen0NhzHJDIlU3uyrCw0KIYRY3U9e7jzlBwv9VfwLMnOU1vozrv8bWOJjGMyoyPFzn15CrWQ1aM1tlQCwljRl7OZ2urRm3dpBDEVP+Ivf36Ye+74IW2905nSniNWTND6PMfEtXRD3VcJpSCkGkcU6xFlP2asHlHxIwq1cIJUUGpoZfRaGPO7X2sF+VWvvYptSOKEiT9K6SHnqBka+4EOSf1IkSSKRqRZR7VAq+k1ooR5i3fmoMOP4q/P/oXS2BhXfu2b/OyOW3jkj7+lxdM8XMeU/Nf3rtEkxcQKzVs1bXqnzaF36gx6eyeTzWRI2VLvst0c3Rq3ME4o+0mTv6qBn3W1thBA9+ReVry8nHIjwhSSvfc7kMLAZpbsvT9nX3kdqemLeWO0TpBAb86a4OpGSUK5EdPqGLz4+ENEYUShHtLimczpTOm9RCPN8pna4hIlis3NfVscQ7Kp2CDrmNTDmFIj4l1778mJ19zOBz9xEZef+WGuu/hMXn11BR8860KuOOlgfv27P+K2TuK0z1zFdz9zFk89+zx77ncIplBIw2TBXvvzvZ//AS+V/qkQYuG/HgH/Z3tbPacQYp7tpv++1ylXO30LdiFQgnzGIeWZlPyY1/pL9LWlaEvbjPox87rT2IakFiaoJOHFjSXmdaaxLcnLm0oooCfnkvd0BXW4FrLzlDwDlZAdutOkbC1u1eoZVIOYzrRN2Y9Yvfyv3HzpGUyetYDTv3AtvVOmUG5ElH1NjB/X/JnVlqLSfONPyjoEzTqLZ8mJnidAzjEn+pBZx6BW87niwjNY+co/OPXMczn+I2fw/NNPUKtVePc+B+B4evjYNZv7azZNqxr8szB0402AqZULfPiY93L08SchpeTrX7yUZ1cOTYybOU0vrOc5tWRJGDMRNo9vDzFu41srgCYzqOaWg1Hzs72Z+JB2DCoNHY7qvUgT3rf/Hpx72VfYda99WF2sUisXsQxJT0c7rw3XGa6G2IZgck5PtbSn7YlK+YoXnuGas09g8rSZXP79O2mb1MezG8p4lmRai1ZeSNCKhkGih99RMCnnAIr+ckB3RgtaT8o5VP2Q+tgwK5/5Ez/73jeYvsMS/vb4QwB84Y4HmTN/B356x22se+ZBrr/1HoY2vMGZx7+XC268lwU7zOHlh36lvnXV50aLY4W5b9e42dsGTiFE3svkVy465PTO9qWHC9sxac+neGOkimEazOnKkPFMlJQEcULWs3h9uMbMNo/NxQZZ26A75/Ls+jF26EpTa+7r8fSaMeZ1pdlSCZjdmaIz69Jf9pnenmKgEtCRthDosa+utIUfKa7/zCeYsmBnFh9+IqYUpCxBlDS1ddDzkgKYnLExDIFjGnSkbEyh1d9NoXO7cVzFcYISgiQBVR/j/DNOZP3a1QwPDrBk51057H3H8pNbv08+n2dS3zS+c8tdWtTZEgRNXVopxvdIGZclAU1P0DOgSaIIYsW6tas5+egDaWvvZOnue3Ppl74BjM9+br3fhmTiRFLoMFU26YVRrEHYeBPPd3zz3XHLOHKCsdQIE1xbUGlsPV4A71u2IyefcQ4nnPJxlg8WJ1o+nmXy8kBV5/y2QRhHEy+F6S0etiHZuHEDnzr2YBbsujdCwFXfuYUVw1oOZlqLy2AlpNXTw+zrxxpMbXEpVAOqkWJWu8dA2acSxExrcSnU9daEQZzQlbEpFUd57Fd3g5Pitq98FoCvP/QqZhzw+eP35arb72f2jJn84We38as7b+MT37qbRdN7uPu6K+MH7rv3xeGhwb3ejoFt44orrnirfydCCCOdb3u4d/GyuQsOPVUaUlKNwHFMZndn6Mq7vDZSx7ENUo7eQ3JSzqEn6yAFdGcdVg3Xybsmk/MuY/WIVUNVLCn191oc7RkzDhtLAUG1yPC6FYyueAE7CZCZVkbrCQmK/rEK93z9Ul577kn6dtiJBXNmaWV2x6I9bWMITTjP2AYJECSKMFE4UuoplSjBkpqyF8QKx5LUQ91qeX3FK5x70lHse+ChHHfS6SzZaWf2O+hwrrv689xwy1349Spr3nidYz70Ec0/Rc9QJkqHvFFza/gwVs3q6FbxLr1/CbS3tbHsPQeQTqf59KWXY5vNeU5De8lxc62tXlKhXzz1UOlhbTWuBCib+5fQ3IZwK7ptU3vxsKkCaJv6WNBh8u03f5cH7/8FtVqdo447kXqU0JVxMKXegGmsHlENYlKWQVfGoTtj40dJs3eqcNNZ+ib38Ivbvs/a115m2aFHIm2PHsMH02TtWMhoPaLNM4kVDDdzzq6MVsAfroX05l0Gyj6OZWAZur/dnraoJgZ77bU3HTMXcsDRx/H7O3/Igz/+Ln6tQrXhs2H9epYdeDA777Irm9at5vF7f8yehx7N0r33lcv/8ueueq3Wc8nFF9//FsFjwt4Wz5nK5q/LdE795EHn3mBWAoXlWHS0pRmoBgz/P7yddZgcVdr2f6e8fVySiRKDeIAgIbBICC7BggUJzgb3QNDFLUiQAME1uCzuFhyWhCTEPePWWvb9cap7emb3fb8V9j3XNVfSMzU91VX1nMfu5747cwztFSMa0omYGlogJbCqOc2QyjCLNnZQHTMpjxj83pgkbmmsa0oypDrGhtY0jZ057A2LWffz57B5KRuWLcJ1bKLVfYlV9SbTsI7Who2ceO0c+o7Ymoiu8s3rT6JGSnjx7r9w+aNv0qEnAIlYyeNqt6yKYHvyaa+KGBhCTpAEbJMFfCmZdp5+7CF+XPA5yxcv5NKrb2T/Q6YCoPg2F/z5VH78bgGe6zJgi0HcePfDVFXXIgTdckRD7V5wsYoAACBDyVRR5TRsKAUJP5CUJTnHLzDrKUJgu5JH1vPB0gTtnRmEEBim+XeQwJAuClxFOcfD97ufT7FnDhkKsy78M52dSU45fxb9+vVheUuqcKyL3FDWtmT55fXHaFy3kkNOOZfyqmqqwjpZF1K2S9hQeOaxh5l3w2WEI1ESlTVsXLUMVdM46qyZ9Nr9KOKGypLNnYzoFWNzh5xYGV4doSVtk3I8BpWF2diekfUEx0MEUUJpSC20m66bcRw/fPJe4fwe+eRvxEvLyTguvu1w3clT2G/aqew4aX+MbCenHLy73dRQPz2bzT7xzz/l//n6Py8IqZp2uFCNGdsddaW2ucMmkQjTkHZpTOXoWxZih0Hl6IaOUKTGpBSFFcEMH4ytS9CacfB8nxJLoyZqYHvguB4b2rLoK7/gy9lnURnV2HLykUy942Wueu1HDrz+WaZefhcXz3uTQ8++knvPPpIVy1ewut1m9L7HUr71ZAZP3IeX5nb1vZoDtI8qwNRkLlka0ombOlVRg6qISXXEJG7pxEyVhd9+xkG7jGXT2lUcc9KfeeGvn7D/IUcCgobNm5k4dhhvvvICdX37c8+jz/Hw829SVV0bhJkCVQFdBUOTUyohXSFkSDysqgRaJpoEQvhe903V83u+ll9Zxydj+wFCSPpnQ1W44cqL2XpQBeO2KKelqb7Al5tfjucXftfzZfgbNRUipmQhKP7zAogkyqnfvJHeNdUoomv8TQjY1J6V1C3ZDubPuYlYLMIFh+3G03ddz5rNjaRsyQmkCMEehx7LuJ33IJXspLZXL2575i22Gjuelct/Z3CFRWXUwPZ8fljbjqEIqqI67VmXxqQtWSUyNkKR8hkb2mVlftHmJA2dDhva5fjfpJMuJl5axuyXPuLxLxdTWVFBczLHhVP+xKqfv2TKiWfy+uMPEtJVRCTOrQ89q5um9bAQYus/yg7+mfV/apxCiFGabj0x9vDLNaukkqryKL6iMLR3jIq4xbKWDJ4iWdV8XxJGDa4Is6o5RdhUWVyfImm79IqbuJ5PQ8pm4cYOTE2K9QysjDB4/M6gaCQbNxGtqGbYgD5ETY1h1RF6l1osbUwTHb0Hqm5gB9C9TZ05NEVQFg1TWVnJgLIQg8pDhHWVaEATubkjy8aOLOvaMggfkhkpheD5PsmcS9r2eG7e/Zx12V+4/KZ72WGXSfTt16/w2dvaWmhsqOeIadN54MmXGDt2XGE+M89J6wR5ZNbxcT0JS0sHldpcMLKWc6ShOV6ej0gQMhQUfEK6rLRKLtvu/chskdd1PJ9J+x5SeF1aVoGPTzjYCIweIbHkKvJJ5eT5aIr8m1FLxdDkpzj13MvQNJ1brp3Jb0sWgw/VEYOaqCHFkpCCUUNHb836teuYcdWt/PLlx5w8eVvuu/YiXp3/PLOvvoRHrjqXRd99yYOvfsTMOc/Sf8sxjB2/A4u+/oj5c27mveceYdO7j1DqtNCUtFnekMRSZdFq4cZOLE2yKXRmXXonTJqSOQaWSUIx25WDC2W9B7LrwUdz9pRdWfD2q6SSSeKKzcZVy7nilKPpNXZnWhob+P6br3Fcj16DhjLr5rv1eDzxoRCi+g83jP9h/Z+FtUIIIxRNrBq250m1daP3oDELA3qXkAE0TaW6xMLxoSome4qbOnKkcg5DqqMsb0ozrCKMh9QokSFShiEVYdpSNp05h/VtWQxVoW9FGLNjAy/fchHDdtqLvY46ifWB0nRFWGd1QHK87P3n+ei5uVz92Gt88cG7fPX2y6z77SemXvMg/UeNp2+Jxaoivlk7mHy2NIUtS2OFiqihy17gulXLOfWwPXj1s4WEI1EASiN6AeZnaIINGzdRWSXvbTjItfLL1Ciw6gGoUMgR80Wpws8UcIqNpwfLu64KPM9HCzRR8py0tiNlHvTA2AAcx5FgA7f4XGQIbGiSdUHg017EXRQx1W4hdNhQ8D1YtnwZc++9g4/eeYMzrriJnfbcn5ipsrY9TcLSacs6KHaa5+few4L330TBp6lhM0O2GoEVTTB45DjKq2oxrBAHHzyFlO3SlnEoCet8++23/PzZu2yob2ZTcxtNq5dw9m2PsSJtUhk1iYR0HFduHO0ZhwFlIZY0ptmiPERTMkvM1PB9Dxc56xrXfd6deyMfv/Bo4XNc99BzXH7SEUw943yMRCVfv/Uidzz9GpauEtZUHrzlGu/1+c980dhQv8v/BYLo/8w4Q5H4DaV9t7xgm6Ou0nTDJBoPo1k6jg8lUR0HQUXMZENbhoztMbxXLOgDenTkPJpTNv3LZEl9eHWUVc1pYobKd2vaGFMXx0eW5uuDpvuCJ2/llw9eY9CIsRx+5RyqooacobRdoqbGurYM7z50K/W//4IaSaCqGtNn3kCzK5W/esVNNrRnCRsq/RIWHpLBPG7q9IpYkvBr0wbuuuFKwpEoX3z8HiedcS5TjpkuQQQCjEB7BeQDnLaDzFTInE/K8nWxrecpLKodanUAACAASURBVIWQ1VggKBTJkNQNikWWrpDu0WLpmY8W/zxsKIVKbN7b5sNe2/Uwe7ZsDIVktjvFZsb2MDRZgQafdNFGoimigIYyNcEH7/2Vay45iyvufoJx48ayoij/LA3rkiEhbVMeNvjk/XeZe+PljNxmey666iYcLUTW9Wheu4I3XniSPfY5gGFjxtGc7pruaUrZzL7+an54+SEunv8ttZUVrGzJoAgYVhlmwZo26hIWcUtjdWuW3nEdz4OKqNyE1jSlCBsaXusmnrvxXJb+/D3haAzHtsllZR7+5q/rOWLCcM669WGGjN6GviUWuudy9F472WtWrTja87zu8uf/hfV/YpxCiBFGKPrDhFPu1ivr+rGiOY0ZCTGqfykOEA8bcravxKQ8rLOqJYOhKVi6VHoeVhUhnXOJWyrLGlPgy3Gk/iUSLWJ7ss81ti7Opk6bfiUmUUtj/e+LuO64vSnv3Y+9jjyJYZOP4JXbL2fVT1+yz5mzGLztzjw9czql1bUs/PIjpl9xCyMm7IbrCzI5l7ashOxVRfUCTG9MTYywJhvot82cgY9g0LARDNlyJBN33rlA6hU2JKdPfskeZfED3VVE0lXRHbKnCZI9ijPJHsbmerL9IQChgB0okbn/YN6z2Djz51L8fhFDFELrn374geXLfuNPex2EYZrccs1lmLrGKefMxLSswu8rSh7LK0Pt/NlbukJbyuajt1/jpivOYbd9DmDSMWcQqZS5te35hWpx37hF2vZpbe/gqTuv5eO3XmXL0VszbPhI3nrpWbaeuDuLvl9AvKyM2x97kRwaOc+nNSMB8UeMreO4u15l9OhRlIU0ljSk6Fdq4Qee/vfGFIMqwnRmbRAKA8osWlI2wvf5fl0H2/aNg1CoiemEdMGj997J+0/P5bizL+bgY6Zzx3WXowrBqZdcTdp2qY6YLPv5e846/rBUR0d73/+2eNJ/vZUihFDD8dIvhux6bHm/kduLrC8YWFtCTXmExqRNW9ZlQGWE6pjJwk1yri9iqDg+9C8LURE18XyZfy1vTBE3VanGZWn8sqEjQK64VMVMeicswoZGxFRZ35YlFE9Q2qsfsbIqXn/gZr5/6zncdAenz7yep266lF/ee5Gpl9zEq3PkwO6nrz1H1fDxVNbW0ZyWI2GGKsfL8obWvyRcyBVfeepB9plyFPtMOZLeffoG1U35szwze9d16Kpu6qroqu4i2xLFYamqdDdWtUfYmm9zOEFbR0F6Vh/ZG1WFDGkNTUFTAF8emz83IaA4JRVAxvZZvmwZB+6xHU1NjfzwzZf89O2XPPHQHH78bgF77H0AFVU1UoDXl5QotucXsLWWLkVwNUX2SwcMGsp+hx7D74v/xt1XXYDobGH8dtuT8mWZw/MhpKm0ZxzKY2F2nbQXE/c5jERpOY0Nm9n/uNM5Zvqp7DP1RH769ktuv/w8vv3sA9b/vhDVCBGtrOXnLz5iQK9K+gwbRUvapjyik7BUNnTkKA1rlFg6SxtS9C4JBYPqcnDBRxDR5b+qa/Pd+iQb163j5/depnnTeiZPPR4SVYRCYV6aeycHH3eq7DALQW3v3rQ11iubNqwbfuGFFzzz71nFP7f+657TDIUvStQO+su4aTdpNiqJeISNqRz9KiMMqIqS9Dw2d9rUJWQPMxEyMFTBkoYUvUssdFWhPetQGzXoyDj4vs83q1sZURNlbWua4TUxMgFLQDLwTH0Skgt2YHkYH0hns+RaNpH2VGqqKglZFl/89WU+e/VpTrnzaTatWsbaHz/n5x9+4ICzr2FQ70rWtmaI6CrlgXhsns2gKiKxtT8u+IKbLzqTNz/9ASsURlOkwfj44EPYVPE8CZgN0HDyggfhru/70shFnoIECKqi+NIDup6swubD2cJNo+v9ei6BDIn9otdO4BbztJoEEoO2E8Tfvjz++wVfcPyhezH1hNOZ/8RDWKEQmq4TCoUZu812GKbJJVf8hXBJeeHvFfMVQSAE7PqkcpKCxfE9NtfXM2/29Xz10TtMOmwaB0ydBrFSYoZWoPesipooyFE+x/NpSMmpFVURJCyVdRvqWb5kIUv+9iNfvPUiQ0aMYYeppzP7jMO4/L6n6T9sBGtapdSDqggaOnOsa8vJ6aP2LGnHoy5hsqg+xVZVYRasbqO0cSH3nHs0Q7eewJLvv2C7Q6bzpz33JTpgBCNqo7Q1N3HK5PGc89TnTBzWi/aMQ13cwk6nOGavHe36TRsPcF337X/bOP4/679qnEKIgYYV+W3nGfcZZTV9QdUwTI2yEou17Tkc32d4rxiWEdCN6Aq/N6WJmSqlIZ2yiESUrG7NoiKZ13vHDBRFoAlYXJ9idF2c9e05hlZFaMs4VER0cq7PpvYsfUstNnRksTSF6ogGQtArbpLKucy/7xa+++BN7n79c0IBaL0z62K7HopQ+D0gfR5YHqIxgO9VRoxCM3LutRey7egxTD3hdEAWSTp6PKRegKjpCbsLG10TKyCLRU734mphqQqFCqmqdBV/8gaaDy3zntjQRLfhaUMT3UJcUxPdBqYjpgy/hZCgh3NOPpp333oNgE/+to6GDatZsmQJt11zCc2N9bz6/tcM2nK4xAj7fjAJ05WfmmpX/hs2FGzPoy3tSIaFVYuZ99D9fPXu64zaYWeOOuFUBo/aRrL5xcxC0ak8kK6o75TCSSnHw1AFpSEpetTcsJlLD9ud486/Akc1eW3u7cx69DX61FSStT2a0zblYZ11bVkak1LbZX1bhvKITi7QVO1I23z9zF3kOluo6bcFm+ob2X/6OdSUxmhI5iixVFQB9152OlVDx3Ho8adQHdXRFIWwpvLTl59y+VnT29paW/r8txS2/2utFCGEiJaUvzRy7+P1stq+rGxK4wtBm+OStH36lYcY2TtOSzC2ta4tQ2PKZnhNlNqERVnEYFWL/F57xqYj4zC4IsS6tiyrm9MsqZfGoysKw6oko0BebGhZo5Sa68hJY6mJGlRGDXonTMpDOluURgkJnx123RM8+fA3J20akjlaMw7N6S5aj+LNK2KopDrbmXfDpXz/8dtsO+FP//A4QxUFw5TXovu18YrcoBB0C2HzbYf80oIiUb7vmCeL7gjaBa4vWxy2I1H0AlllzfdDe7xd4f0gr+4pq80dGdkOmj33Ca66cTYAH7/9Kot//Ym7bpjFuO0mcNvcZxm61YgCDWc656EKQWlYI2apCEE3jHFe9t7SFCqjBoOHbsUJl97Ana9/yZZjtuXa80/nkpOn0rB8UcGj588rk/OoiZpURCTfb871ac86RA2NQf3quPiOh3jhobtxnBzVtb145o5raE7ZJEKa7IUG6mqDK0K0Z+TmoArBLxs6UPD5dUMH9WtXUTZoDLsffCSfP/cAr91zLfWduUCPVEVTFXY+6kw+e+Y+2hs2SfbFtI3j+4zdcWd22WPvaHlF5T38l9Z/zTgVVT3JSlRsNXz3I0TOga36lCBUFYRCLKRJgLcQdGQ9wGdUbZRUMDe4uiVDe9ahOqqTsx1KDMHizZ0kcy6pnMvgqghj+yYYVRdnTXuWpY0pNgS0i5oClRGdIRUhYoZOWFOxdKmrsakji+/LnGinPfbl47elhzBUCTHL/7857RDSFcrCUiynOiBMtnTB+kXf8cGLT9LZ1srs6y4lYqrBALZH2FAJGyohQ0VT5LnoQc5naQJLUwjpCpoqe7mWLoEGlq6gq/J4VXSPZHrGNT0jnfxLJ+iL2o7U2GxLO1KIyfVRg+pwSM9TUv+vd449DzqKrbefyI1XXsS7b77KbXMe4e4Hn2D3SXt3C69B5p0ZR+agMUujJKwTD0lDzU+6eT5B9VfQLxFmeJ8ajj7xNGa/8inb7rIns86YxvWXnYfv2wEYQf5eKidJtCvDBnq2kwXvvcGTc27jspOP5sazT6Bx/RrefeohUslOdpm0NyWWVALP2h4VEQPPl8Wj3iUGyZycDR1cGaYj6zEokmH1oh/oP2gIi3/+EQDh5mhZ8i3VEZ1UzmNpY5rhI0ay19QTuP3C0/h1xTrCukJrWkZ9p11yrer7HCmEmPi/XtJ/c/1XwlohRG8jFFm+/8UPmXpJHRta06BqjBpYim5obE7msD2fcX0S5ByfpY0ptqqO8ntTimFVESKGyvr2LAlL5esVLQyrjrC2Jc2w6igb23NUxUyWB8eubs3St9QkpKk4vk9nxmFta4ZBFWHqA82Rcb0jBXb0LRJROlqbOXCHIRx72jmcedEshIC2rIPry4LGr5s78HzpKYv7eXkpgW/ee536JT/hOy4zr5+NqtAtTI0XaZiABLTnPampCbwi8+gZ4lq6IONIg1IUgSKk1kn+CMf1yTldGFe1BwZWV7u/NjVRGA4HWajKOdK76qrU7LQdn4wtJeo1hcLxvu9jGkq3nmppWEMNhhGKFczkuSvddEQ1RZDKuoVrmHHdAhg+aql0BNd8c1MrD1x9Pg0b13PR7Q+z1Rb9CuFyzNL49fcVzDh4F4aNGI0nFBZ+v4DDTjyDZx+cTSQWp7pXHb0GDuXs6++hMqqzqSNH1NTIubJP2pnzyNg+wvf5enUr6tJPeO6G86jsM5Bj73yF2w8Z1e35PfWKm5l82NG0pD18fNpSOV67+xq+fe9VLr73KYaOGBPwCit8/f5fuf7ScxpaW5r7+r6f+R9M4t9a/xXPGSutfHLEHlN1s6IfadslFjYY1CvGj+vb2dCeYXBlhD6lYX7d2IkQgoghvciWVRHWtWWxPSl1jg9DKiMoQjaWN7XnpHSc7TK4IkxFxGCL8hDlYYPlzWk2tGXZELCrm5qk+e8dN6gI6/QvDTOwLExIV0l1dmCFwjTU18siE1L9uTNoneS9Q8zsUqswVYWs66MoCttPPpAfvvqMg46YBsgCT/EqhtLpPUJcrWec2WNvzFdlXV+GuxlbeqZs8JXKegF6RxTyPkuXiJ1wgKzKixYpgm6GKUQXUigXvFcm6+F68jPELclbmwhrMr8NVMzyy9AEri8KMMC4JWdHI4bMz4qvQl7KL2PLsLYkpBWA8iBD+6ZUjta0TU15Cdfd8whbT9yNv8w4lvbOThqTNh4yFK2q6cWkKUfT1trC7ocdh+vYPPugDL0HDBvJkK1G8vlfXyaV7KQz60p1N12yzeuKoDQQ7k2EdbaqifDcDecBMOXyeymLhxk8dnv2OvUSrnv8NVRN44FrL+Llx+bSkJT1ivKIySHnXs0pV9zMfZfPoLkzzffrOkjbHhP22Jex43csjSdKruUPXn+4cQohtnZdd8KofY5XHM+nJGoSjUip9VF1CUKmRmPKIWqqlEcktKs0rLOkMV1gjDOCqujy+iRLNnfy26YOLF2lNKyxTd8EQoHWrEtLxqEtYGDH96lLmAypjDC8JkZEV4maMoRsyzg0JXMoyBZF774DeP+7pfy+6Gceu/umbkPFmQC3pisCSxWUh3WqowZ9Sixqoga1UZNKU9DS2ED/Pr2JmhLvGrPUwpcQ0kOFgk3HCkJXU5OctZrSdeHdIkMWdEf+qEr3sS/Zgim6eULmdB0Zl/a0Q86T8DrHlR41bKgkgnzQ1JSC9GB+mbpSSIh9AvFdTyCEQixkUBk3qUmYlIRlqGn22IRE4LVzwaalqVLDRc3rgQYe0w4AFPiC8rBBeVgnW6Q14SOnTKaefj6DhgzjtivOxw+Y9XKuh6VrXHTV9Uw+6HCevvM6ps+8kSEjxnDr4y8BPr/+9B1/vu4u6qrK8H1femRXDsrbno/teYyoloRpcUtjwv5HYMXLKEkkuP3EyXS2t7H/kSfw8iP3MmT0NgzeaiRP3HYVlXRiux7r27P0ipv8ae/9EarOiiULqYzoLG5IkfV9zr78es11nLOEEJX/iq38/9Yfbpzxsqo5Y/abrrXbAg34eU0bDR05VE2gB9P5uipDqpTtsri+k5KQTq+4KREovs9v9Z00J202tmcZWhVheG2cLatjbE46ZB2PrCtRK4YqGFgue1h5NM6qlgwrmtM0pyVLXGlIL5ybriioeVxoLMrcp17lrRceZ+2K3ykNacQNFSF8KiM6cUvD0lVUIQeWw7pKMisl1F9/9gm2GjUOVzV5YM7drFy5ks6gQJN1pE5JR0YWWTyfQEfEC3IzmZ95dBWDhJAtA0MXmLoo5KeGKg1aU/L6nN29bs/XxcWenCNbOumcF7R4ZEW5Mm5SGTcoi+qEjO63X+thfIqQKCZdUymPmcTDGhFTXnf4+3zYcSUmV1OUIP80CueUP9d0ziOd8wGF3vEQMVNDD47JuT4nXnYTK5ct5Z4rzmL9iiV0ppLYrk9b2uXIU2ZQWVOLFQqz1bhtmXnqMTQ3bCaTTPLyw3dx8xUXYjtStFgRgta0S10ihECwqSNL3NIwVIUjz72SfkO25OajJlIzcBinz3mVL1Z38MOn73HhX+5gzjOvAzB9tzEs+/wdBlfIllxH1qWmrg9uW6Oc5lEVNrRnKe9Vy75TDldLSsuu/ues5J9bf6jKmBBi+0hJxdi+2+8vElGLprY0Y/qXkhPw68YkI/skGFgRZuHmJK1pW8q+61K/cm1blta0TczS6Eg71MR0khkbU1f5rT7JqF4xjKDqVxaRXmNzZ46OrMOmdhu3aIq/NKQRNTX6hDWqIjoRXcMNZjBtV/b3bAeseDl7HXgE8x64h9Nn3YIioDmZZOPqVdQNGioZ2fOfLfh345qVPPfAHdzz+Ev8/N0CXnzqEb765D1uf/gFNE1DV0W3HLJnV9Jx/YK30oOw0fXkWFU+l5PLx9QUck7X+/i+L71vgJf1PAlWt11fonR6WEvPKnF3MIMgZKqYuizc2DmbxYsXUtd/EJpu/sP76/pdubWE8vkYqsB25UR4N6BD8KnjYR1dFWRtpzAWpyqQTLmF87B0lZKQVA0vTcS45uGXePz2a7n27BNp2LCOWEkp1XX9iMbjrFq2hNNHjmbK4VOZcuZlbFi1jPJEnGxHK38+bDLDt96B7SftJ0nEFGhNO1THDHRVwfN8dE2hJJrg8OvmEXPaWdIh23h9YyqKqpELleCZIfY77Bi++exDvv/yE8btvg8xQyVsKNRtMZSNKxczbpfJrGhKU1dikrY1jj/zPPWNl54/SQhxje/7m/6xhfxr6w81zlhp5X3D9jhOi5dGWbamhZqSMO1Zl4oSi+0HhFneksYyNOoSFomQFgjfZIgYClVRA1WAJuCXxiRhLUpj0qZXwmLL6ihRU6M545J1fda2ZhhcIYmoSkI6WdunNKITDSTNo6aKIiR1oyYM2tIOArAUFRDdtEZOPetCDth1a/Y/9hTiYYvTD/wTuUyaJ79fSyrnBmGowPd8csk2Lp22Hyecfi4jRoxmfaKENSuXYRgGIUMDZPsi3xXw6SKABgpA8vxShcChOKztbl1ej9KoHUys5I3d870ChlYgx8iilioZDvw8vK8LkPB3lV8PMtkspmly7p9P5eMP3mXk6LE8Pf81FCU4G6+Lo7fnWFlx0StiCnxf4OEXGBOKzzvnSEO2ApkGuuC2dOYcmlI2YV1Wu7PhMKfMvEEqVjseLQ0bSTZuoL6phQNOOofSPluQyrnUJMKUDB9BznFxqnqzy74Hs+n3X2HSfjKPVhSihgSx6IrMkde3ZwnpCnUJi5a0yiA9x6r1m3n/yXsYsuOe1JSVIIRg65335I0XnkRXFaoiBh05WVyyO1pZvnIpGztylISkSFPGdimrrOXAw45S/vraS38BpvMHrD8srBVCTPR8hg/f7SCRtl2qYgHvi/DpyAWVUFUyFVREdJY1pQO+F4O6EouIrvLz+nY6so7s1amCodURWjIOyxoDci7PJ5mVdIqmJgoFm7acy+qWDKtb0mzuzAValXLlU5uQLh9aU5OFk3hI5mPlZSXY2Qx/fXwO50zdm933P5SK6l48cuXZTNu2L157C1FdRxMKl50whVAownGnzCBlu5TW1PH4yx9w+9xn8HwRsO2JggdTRZ4kSzbrdUUqThuq3CBUCFop8jVI7tv8o233MM5ifKwI8s3i18mcRzIrQ+pUzkNRBZGQRklEpyyqSwa9QHn7+ScfZZ/dd2JI71KuuPhc/vbzD9x61/20tDQz+7abCwglWXiSbRg9GEcDCnllfnmepOVMZlxcT/Zc84cI5Lm6nmypKAJqopLZQlMEnUFumrJluyPreSRCGlFDQ1VVKmrqGDhqO7bdZU922m47DFUhbUtiNdfzKYuYqIpgn8OO4etPP6QubqEpkgytI+NQasnZUh8ptqQKwfq2DNVRg1fn3cMDJ+5Cat1Stpt2Cb/VJ1nflmWb8dsBskBnqBoRVaM6avL1x++y5dY70LfUkq0zXTJICGDaGeep2WzmWCFE73/Nev7x+sM8Z6y08r7hk0/Qw/EImbRNxvMZ3S/BhrYsa1oy9K2IMLJXjMX1KQaUh6iJGdTGLYSAJQ0pamMyz5NUIzqLNnWiqQoegoqITm3MlA+kLft36ZzHps5cwYOWhiVZsaUpJEyViGFgqAqlhoTbFYebQhGkAlSL72RwHIfGhgaeeOsz7FAph5xaz0l7SJm5pvqN1NbW8s4rL5BOJrnr6bcQiijMc43bdttuFVHb687D4/hdYaul58PC4HhDleCBf7BUCVXFUCVeV1KHKHieZKzrGbLKNobf7XU+xHTy4Wfwp555/GHum30rd97zAJ98/AGzb5Ncs1fNvJA75zzMwXvvyrq1q5h13S1EolGpy0Ie7yuNVRU+pt7VpimuUGdt2SzyfBktaEIEtCr5Fk3XRlNm6YQ9hQ5bFvccV7aJNnVkqY4alIYlxE9XFNqyHi0pm7ihYWiCxmQOU1VoStqYmsqEnXbmQQGvPP80Bx1+FOVhnfasQ0vapTSkk3Nd6jslEVjMVGlI5mhe/jf2Pe8mvnjhIVZ9/io7bXU6nu8jwiW8+NnPaKoeoLLAUlVqausYPX4HMo5LTcwgbXts7syRMDUqq2o4aOo09a2Xn7sBmPa/2cs/s/4QzymE2BWhDhmw3T60pGyWrG1D6AqtKYfakhDj+iRY0pDE8XzilkpJWKcyarKiOY3rSR4Yz/XI2h4/rZOMbaoi2LI6Qp8Sk4SlsbI5TTLrknHkjiwhVpKyckhFmD4Jk/6lJjFTFlLkTu2TtmUPr7h4UpybqYbFGz+u5foHn6O0Us5allZUseOue3L+9fcyYMhwfvnqE+676QqunfMklTW9JCY1/9l7XIvifFP9/7VNitA0Wo87kYfpZYMepBuA/7OuFMXVFIGmyqpwngozaqoFhJHZ4w2LPd2N11zBw48/y/Y7/YnZt92MZVnMnfcEF182i/HbbsNNt9+Fncux58RteP3l+di23e3cHc/H8SW7vZ5nwacrxy2uMuccHyfA7kYtCdgopjvRVCE9oAO1ERMr8EIgi0iNSZu048nqd/CZNEUKG0UMjXhAsSkhjApX3Hg3j919EzdfcQHrm9qImxqGKltxhqpSEzMK9CtlIZ3Y0O35+a/P0L5xFR/Pu4XzD96FmUdO4ou3nqequpZNDQ08+9iDRC2FkKHSq64v65YvoypALrWmc1JJrVMqqE0/81wll81OFUL05T9c/7FxCiFErLTivqGTjtc9XXqrYQPKWNWURqgCx5ckWPk2SUlIZ3lTGlWREuyu79Oatvnbhk7Kwzq9Ehb9ykIFVoA1LRlJF4FPaVijKmJQETYIGyptWYeN7TmWN0kjzze73SLqx+KlKSIYd5KVy5ilYqqiEGKVWQbDKmN88fxDLF+8kF132YWDxtVx/omHcvSJpzF+7BiqoiZGgPSRobJ8QA1NEA7aJxFTJWqphb+X/8qz3umqCPLPrtUzTPw73eV/0A/NOT7JrORrdX0KD72pFVd9RVBdlW+wds0qPNdF1eVDfdmV1/H5dwuZcuhUDj3iaHTD4oSTTue+ufO48dbZPPHIA2w/ajAH7zuJV198rvD38+0nz5cCSXmFbsuQn1UUIZ3yuXMqJ6vWPpItP2Qo3Xa3lC25cSvDJnVxq2umNdgIHN+nsohZIW1LBFHfeIiEJWlO+gwdxUOvfEI61cms6VNIZbJ4QCKkkXUle0XUUEnZHhnH5YgTTsHxBJNOvoSxu++PaZhohsWj997Oow/cw+pFP3HLrIs4deoBLFu6kK2325ElP38HCBqSEuyAkOLBacehrLySvQ4/Xo2XVd7S01b+1fVHeM5JqObAITvsRSxsEDGlfML2g8pZ05JhVUua8qhBTdzilw0dhA2V2riBqig0p21WNKUpC+sMqgxTFTNY35YlbQdMdprEzVq6DOfSOY+Fm5Mkc5LhW1UE7YHCl6bIG96/1KJX3KJPIkSpJcOiuCUfhLCloesq6ZxPOsjPUlmJTU1l5VxiU3Mbj8+9l3ufeJlEZS/OvvxG+g3YgnHb70LOkfDyXAEU4JFzpWdLB94tlfNI5twARO8XWirJrEsyeDizjpxIkY+zj6IEEDtd5nYhXRR4hTRVGqrTI/8sph2B7oWnPHtfxpYgBtlWkYUtXYFsNsOwocNQFMGMcy+id12fv+Mgcj2fXSftxUtvvs/8199B0zTmP/0oj95/J6t/X9TteK2otSK9fL5YJEfXckXNW1OT1eWOrCuLRIqgNiZzxnDAhJ9xPNozLpam0StuYmpKQcG7JWWjKQq1MTMgL5PAfh2ViC6nbtatWcVx584iGo2y4IM3ybk+LWmHkCZAyGvTvzSEqSmkXZ9jzrmML55/gL3/fDWHXnIrzetXsnHNSh6+7RoyvowK0skOTjliPz758F0U1yaiqzSmbMCjxNJxfTBVFdt1mXbKDCWXTR8shBj47xoV/AHGGS2tuHf03tN1X9FoStlsbMugGyoO0K88xFa94jRnHAxV5pJRQ6Up5bC2VRrlFuUhEpbKiuY0adtDEdLj9S8L0ZZx+K0+SWvaIeN4XXLmuqBfqcXQyjADykJUR3VCulKQRcjkJPpFIApzjwWV6KIHvbipryly2tqifQAAIABJREFUxvKV5x5HN0yeeOhe5j/+IBN224v2tlYqAnoRpYeHKw5je/7MLgpbjR4AgDzuVFZ0Zd9TStvLL9v1yQZS8vmqr6FJTxw25LBzxJCYXAHdcteenLUiSJE9H5YtW04ul6NXeZQH5tyFEpCK6ZqCpnYdX/z7w4YN47a77iOeKGHVypVM3nVHZpw4lW8/eYe4Kbr1V6Er/0zbHp0Zh6wjoZBRU/278D1te7LabuqUhQ2iQYisB+yDHRkXS1WI6AqWplC/YS0/LPiSx+beh+rYWEFvNpfL8vVXX7L0b99zwfEHcfJ+O1Fd15+35j9DdRCCNqVsSi0dH6kTGtZVYqZK/5HbUl3TC6VpFf2GjeQvb/zEJQ/O55zr7mSXXXcnGk9wwV1PMu3MC/jmsw+p69OfEtNgUHmYiKHheWAG5yuEIF5Wyg4HTPuPved/VBASQowJJ8r7VWw1kfa0TbhEJ6Sr/La5k+FVUfpWRvlxbRuJiEHfMknq3JRyZKxvaYQ0hcX1SXrHZbM6bCjUllisb8uwsT1HTcKUlUJDYUhlGFWR1U3b9VndIomF6wMl5boSeQOs/BNWfJ7IIoqqCPTg7yhCoKpyI8hTRzqOzbbbbMM3nw2mprKCx+fcwruvPM2pM85nxLBB8s18n7DmYehGsAt3hV756qvvS8k/382PdkmdTPcf136A7p4Puk+qqIIiWhA5bdFeJIAbNhR0VYbRQoCdzfD8U4/z8vPPsHnTRlqbm9huwkSOOPo4Tj72cAZuMYjJ+xzAjjvtjOfLkFr+eempZTFKAkJyAeF0v/4DmPfk8wAcdeyxPDbvEY45YgrX3ngb0089o4AMcly/Gx7Z0GT+nx8ji5oKpRHJ95PKdSmgeUGdzBAqdXEdD7+gEA7QmnbJplNMn7wtiqqSKC3njWfnMfWEM1i5dBGL//Yjra0tRGNxdtp9Mnvsfyj33nQVDRvXc/70qdx432O02BItlrAke6KPrKCXh3Vydo5wOETCUigNGZSPG4+l74Cp6eywyx789PGbHHTMdGL9h7LvxB1RBCRzDv0CHZ9k1iNuqmRtD01R2HPqdOXzl+YdIIRI+L7f9j/f+f95/UfGGUmUntVv/L5aJGLhC4WIruKqgrF9SljWlKROFQyujGBaOp1ZSd2vq4ISS2VZc5pB5SFUIdEwNXGLNS0ZmlM2mhCM7h0n63o4rs+KxjQIQdRSC5J70FX0COsKMVOV+FBDI25oBSqMPMGVH6BdNAAhQ0pTUUgHrimkC0YNrSOV7GRFfYq07TFi3HgW/vwDR0//c6ESetOVF/LkI/dzxY13c+Sxx3ebZSzm8jE1hVxgcELIIpai5quuQRtFUwLYnDxOFRSY5nPFxqkK6JLYLGieFG6iKvVEskDD5o3MmHYw8ZISdt9zX/ba7wCqK8vZaZuRfPv1lzz42LOMGDGcAYOGFn6/h+OTbAfBdcqPnmlBkcdxfcZtsx1bjRxLS3MTc++/h159+rHLHvvgerIVpAAhU/27CRqQ7aF8tBEPaeBDZ9YhU3RfUzmPuKVRaklgftqW4PlUp5QE9FyXEWO3YfjY8dw66zyOmD6Dw084jYm770U4HEVXBfWdOe55YQLHTdqG1qZGPnz7DXacfBBRA9pzDs2pHP1LQ6y3XbKOQ8gK4WY6ybo+nTmnIJKk+lBR04vVa9dJCOrW2+GpBu1ph/4loUDN3KcsbOA6ELd0OnMudb2qGDh2Ar9/8+GRwP3/gwn9r+vfDmuFEKadzR41aPw+Iud4tCZzdOYcyqMmLvJGxi2NRMRgY3uWVM5ly+ooK5pS0v3jY2kS5rW6JUMy55JxPMbWxQmbGm0Zm3WtUqSGoD8Z0lQGlIWIGioDSkNYQYUyT1CV32k7szLHywY3vDicFBT/v3j5pJLy5ucf1jUrV/Dtl5+yauUyANpaW3j9pee47o4Huf0vMzlkzwkcsNMIZl8/k2w20736WlSpzT+jeRCBhPIFkL5gTC7ndml7qooEoucLSZrSBVeULYruD33+fNetXsHFZ0xj2dLfuGn2g5z85/Po038Q333zNa0tzWiaxm6T92PQoCGYqsBUZSTR04Z6mpTny7DYR24UqoBoyOTJZ+ezacN6Zl1yHg/ffxe+7xe8cDo/CSLkQHfElIW4XFG7Jy8BoSkKFVFdfj7RdRY5xyed9YjqKiUhnUSihOFjtmbiXgdx3IXXcvj0M7n/uTc59fzLGbbVSJ54+H6++/67gpyFqplE4yXssvf+vPPiU2SDwlUsCJ0LrPSqSr/R2/PVRx9QaulEDJWM47G5I0fO94lGo5LqxfWwVFkZlxu9SqkpPXBnxiVidDmLqKkxZs9DtWhJ+SX8m+s/yTkPLO09WIhYJY3tGVY1pjB0lcZUjoihMKp3nF82yod9cEWIllSOlO3i+zKULLF01gdGm3M9RtRGCQUjWsmcS8LSGFoVoV95iLoSk4qIpFZc05pheVOKFc1pOfXgeESNrgAg3zKRmpR5XKf8mRTqkXmtTFVk/8/QBOnAME8642yEgJVLFzL37luYuOseHDdlT7757EOuvvjP7H3AIew/5Qhe/fB7Lrv2Zu554lU2rF3NIbuOZeHCvxWdR/eL1a19U0TuVTjXHqswkWL7uJ4g54LnC1RFFkdilkoipFES1grIqqP2nci47SawYOEq+g3okpcMhSVVZ3VNbSAnKPt2jicNL3898jOoPVdxxK0Iee75MPjlN95m/do13HDlJZww9QBuuf5q1q5eWTg+vxmlbU/OlBoKn7zzKrPOO42P33+bLz95v3B9MrZPSJMDDsXoKBdoSzuYlsX9T7+CnU1z1WlTmT/vXu6/4yaO3GMbTjxkEpvWreG8Y/enobkFRRHELZXS6hpKavuy8OfvcdsbAGhM2vQvDYHns6Y1g+f77Lb/FD5/cz6zr76YVZuaqIgYhHTZ9hk0chwLF3yKHqgPZBwXocgZXUUI4oZM0/IbmO8LSkyNcRP+hOt6vYQQI//+qv7/179tnPGy6kv7bruPETJ1VCHYdnAFv9cnMXSFXDBzGDEUDE3KBHRk3aDQY9HQadOYzJHMOgwqDxG19MINDOsqo3rFiZhS5Thje6xvyxYeYEMVXRyrQg5WV0VlDlEbMwhpUoY8aqpoAfmUjyyY2I5fQPK4nnzI8kiYSCzOax8tYNopM3A9uOLicznzwlmcds7FbLvjzpx45AGsWPY75868Hs+H8soqxm8/gSGDB3P3Q09zxNHHc9rUfZj/6L3EQ1KroySskQhpAVRRYOkCQ5Wfodg7/Z1p9oC/uW53X5bKSgRQnsGgOWkzZc/t0XSDUWO2obKiEjNo72iK7KeWlVew30GHdtu0INhEhOjmHYWQ6YCuyt8vxsP3bPHsOGEi5140k9PPOo9DDpvKymVLOfGwvdm8biWq6J47K4ogmXO57NzT2bhhLY8+cDezLjidBZ9/XLi/jucHOapPxFSD+VMZUrgeGKEoV9/9OGdecDmb1q/lp68/ZfOGtYzbfiKnXngljp1j06ZN1NfX8+nHH5AoKeXnLz4inUzyyL13YLkZfHya0zaWoVIdlWJWrZE6rnryHez2Jt599C5WNqdpTdskQirjdtiZxk0bWbliJTUxAyEErRkbL5j/dT0wg+tlO3LzD2sa/ctjjNx9ihpNlM34J0zq79a/ZZxCiL6ZVOeIfqN3IZV1qCoNkXN9RtTF6ch61HdmiRoyB1zelCJsqIzpHcf2fH5vSNGRcxlUEaYsrJNyJLuBoco8M2JpLG9KFZ4CTZW8PxURnWGVEQZXROiVMIlZGgHjP6am0JKyaUzaZG1JoeF6ssWRn87Ie67iPKjYm3m+z9AtR1BdU4vr+7S3tjBg8DAE0LBZ4piPmX4ahmkW/U5QSfXhzxfMZOvtd6K+vp5UzsPxuvp6tisrsDlXNu/z4ARZKZV5aF56wdIFPl43D9btARd0y0cNTfDOay+waf06Up0dXHPpWRx+4GSuuPSCAryvYdN6qqqreeqxh/jqk/e7UZcoPZ6AYieeZxMUyIqsoQoUuhur4/lceNksDpxyGOeeeTJvvPoSmzau58A9dqQkIkNEK2iR5K/9yHHbctjRJzLnyde46uZ7uemqC6HofU1d5uJ5KhTXl+AVkHhpD8GYnffmgqtuZsHKZrb705788NVnzDrrBPY9cjpnHLYnFx93AJeedDjLFi8i5zrc9dQrvDv/CZpaW4mZGglDYf3GTWRcr9CDNuLlbHXkJXz91xdRUy2oisKa1jQpxyUcCeO6DpmcT0hVKQvrIAQp2yNuqQFVqJDYYNsjbCgMLAszbvIhip3LHiuEMPgX179lnGYofHLfsbspNjqGrtCcdCiN6kRCBoam0K8sLDU0fQhrKqaqsKIlTWeAi60rMXGC3pOhKgyrCmPpKqtbMnge1MQNSkM6AyvkcHRb1sX1YUVzWk6hdORI5tyCZEDxw5Y3uG6IoKJzz0dLba0tLPjqCwDeePl5rrn8IubccRN33nQNHZ2d/GnPfbnn5qsBOOGMczl82kkcccwJ3a5DcY6pCFj40/esXb1C/qwoLOvJC5RfricNzfGk1EIm6IFmna780wgABXnNFDOYD80bkaEqvP/GS1zylzt56MUP6Ghr5buvP+fTD96Vn91zeObJR9ljr33ZYcJEPvzg3aDYI41BCfIzgf8PCzh028Dy4XixZ5XEY6PGjOPTBT9SVl7B4KFb4uPT2NgoK7K29DCKgM7mehb9/AMliRgAO+y8OxvWraW+qRXb8YMcWxTOxdRl5NWWcTD1LhU0gFRO4msX/fgN9z3/VwYOHc5Hrz/PEWdcxLpVywFo2ryBhg3rUcIJqnv3obKinIduvprpu43hooN24rlbZlLf2ERZWMdUBeGScmoHDee5Nz8hnXUK1fxEVS/aGjYFsEjI2RCW5MMks12MEDkXSiJ6QMOpMWL4UCr7DVGA/f/hQ/C/rH/ZOIUQiqLqM/qP31cJmxq/rG4lFtLZ0JFDUWBgWYilDSna0jZ9y0JsaEuTzLko+FREDcKmxtrWLKamMKAsREhXWNWSwfN8EpZKxJTky2lHSpF3OYl8WCsLI+VhjYSlUhuTAqwVAYlX2FQJGQKEfNhczyOZlUK47RmbdW1p1rakuPnG6zjywEncct99XH/1TFJGjGWbGnj2yUe5YMap1A0Ywk/ffsX9d93GxF0nM/O621GCnTHPGxQ2VOIhOcysq4Kp004k2dGGpSndhIZ6eqeeNlAMcO/ZMxRQgPA9cN89nHv6SbR2JJm8zSBefuphFEW2OV55+mH69K5l5932JBZPMP+dz/F9ny1q4iz48nMm7Lwrn3z4PjPOvaDw3vnepx30Uz1fTraI/NX2u+ebwbd6PA8KpqYRMTRGjRzBnAfn8eCjzzJh4q58+OEHRZ9D0Jn1aW5tJ5NJM2rMOFQVVFVl4KCh/LZoUcFbZh0PXZNaLGpRZ0wVgraMG4wO6oVzOfjo6Twy505OvfhqHn39Y16edy8X3jGPl775nUyyk0XffgGaQTaT4cn77mDzyqXc8NSb3PLG15RFQ1w5dXe+/egdhCIYXhNl0OjtWPPhM6xs6OSr1R04HlTW1rFh7WqpCB7cz5zn43leASSTcbyCYHF+NrkiYjJ60mFGSUXNv1wY+nc85y5WrDQUrx0seX16J1i0vp2OnIvn+qRsT1bzgp5PKudi6Qq9EyEW16cwVIXygARqY3sWx5UoESvIVZNZCe8yNMHAshCJkMrI2ggxU6E2bhA28jurbCpv7syRc6XScUdWElu1Z1wcV97oVE7iUfNonpTtYns+jZs3AvDi/bdx+nWzmXTMaRx8xiUcecE1LPjsQ+bOvgFFVekzYJBEAOW8wuB0l7CQX/B2IL3A74sX0dHahBfQTcqcTYaEeYIvVfiEgkkUOVhTXByS//q+zycfvMOFZ53K4w/N4Ydvv+aBu27h5ReeZv3qlbS2NHHn9Zdz9snH4gmVH775ktZUlnA0RirZSSadRNcEJ5xyOjvvugczTj6Oux6YR01Nbbeb6fXovbq+zKGkFAbBkHfeu3Zfxa99pAFOmrw3o0YOZ9ttt2Hxr78UNhtdE3z75acce+CuTPjTJDoyNs1Jm6zrUtu7N5vXry68l0RRSUpNz5NjgSFdKUQgeY3SrOsRNVWOO3UGP3zxEct+X0JZbR3HnnMpX7w1HzUc5c+3PMSgkePo178fNX368/SDd3HchdcyYsgWRGMJppxzJaff9CBvzZ7JxjWrac85HDB9BlHdZ8mH80nbHmtas1T1rqNp47rgmglippxyyrg+yZxTAH7IijUFfqfBZRG2m7QfqWTHmH91WuVfNs5EedWF/cfvZ6i6SnXCwjQ1epeFCQOrWqRcX13C4pf1HSgCtqqOUt8p2yyqQPLKel09LUuTgOL2rKQvNDXBgFIL1/NoTudI5VzWt2XJOB5NKbuwW3YHdsvvFk/yF+/w+Qa/Krq81vnX3EbfIcM56rxZjNp2h8Kx43fbm7kvf8zBx5zMq18vY5dJ+xV+VlwM6UEagOvDuPE7MGjolvy28Odu3/f9rqplKmACyMPq8q0dRXTlnxtWL2faIXtxy7UzSadSXH/Fhdx72/U0NdRz0GFHE43FsUJhctkMX336Ac/Nm0NZRRUvPjGXd15/iUn7Hky0pIJ0zqXfwGGkUmmy2Swff/g+B+83mQfuvSvwkH43C1MF9EQx+XTJCQohH5g85WZPr1oMsthi8FCWLl1SaKXoCqxevoSRY7dh1fKl3HXzdfzy3dd89vEH/PT9N4zcegfChkLc0roBMtK2S1vaIWPLNk08GP/ykEZa35nDt8IcccpZXHzsfpxzzIEYiXJ+XvA5yXSW8btO5tZn3qQx7XL5g8/z8le/0avfwIA6UyFmqFQMHk3voSOpX72EXnETx4OdTruGz56dw5Lnbyfb3kykso5VK1dITLSQ91IVErPr+TItCRsSBSY3ZUnUZqiCEX0qGDZhL2FYoZP4F9a/ZJxCiFCyo23SoPF7AgpClYlw77IQDe1ZooZGS6c0KFMV4Hn8uKaVpO2SsHTqSkKFXU8Tcvi1OaBw9H3ok7BoyzhsaM8Wih55I3Y9n6ihoiuCmphJZcQIFJJNVCGIGCqGoqBroGng4xX0JBXhYxoi+FKwDIVYLErjhjX07du3IO9QYkn9zfK63hw47SRC8QguLmrRe+YRNPk8Lb/yvcedd9+L556Y1+26FT/E2t9VS0XhGMm1A08+Po8FX35GWUUVH7z3V8655ErOuWQWl159AxfO+guDBvbjy1/XsOMuu1PXX7ZMxmy3k2yp6DpvvzafRb/8iKEpPDXvAc6+6AqeefV93n/7TT7/5CNSWZv2jMPK1Wt5Yf5LLF22nJzjyjyvB6dRz1VsrEABoFDMag/w26KFbDF4GNCFRd7v0KNpathMS1Mjb7zwBGcdsx9XnTOdG++ZR1Vtb1I5qTauKLJHHjG6CzR1ZlySWY+oIalI8+famrEZd+A0bnjhQ8bvvi+PXHsRvuezoilJYzJHfpoz43h0KFIo2PcliVzG8egdN0l3tOEYcRqSOSoiGoOGDOW0Wx9n7arlvP/YbEb/P87eO8yusnr//uy+Tz/TZzKZSScJAUKvUqRIkyJFQBFFUFCKCqgIIkUEG6AIKhZQkSYIUpUmIPpFOiEhIb1Ob6fvvvf7x7PPmRmK+nv3deVKJsmcOWfv53nWWve6133vshur336dteMVKq7fsKmsOaEgUwDFmh9HdwnXE4y0kuXTltFZeugJim4mz/uQrfWB1/8rQ+gjzd3zQ19NEwWCOJ5Lipm23pYE67YVWNibpy1jIPsho2WXtKEwO58gCEMGyh7NSZX2pMZwxWFbyWV2k0lLQqVo+YxbPm0pjc6MmDoxFJkgDGMvD+GJ4vghWws2M7IGQxWBCM3KG1TcgK6M0RjnakvpDbTSCYTvidAcFVQbvzhK9/zFLHvjDRbssEtDta85oTEUE7UVCVoSk+hsZ9psNNHzSTU2/xEnehAKjaLTP3cW+954HU8+dBcnnXZG4/+osogsijw9wrx3BwRBxOmf/xK5pma2btrAqhXLuPt3v6Jzxkyuv/JbtPcsYO8DDgEUfn7ngzz17LN896ufR5Hgq5dewQtPPcbgwDYqpQLvrniLtatXMjw0wF77HcChhx+FLCvM324Rl5x3Fs8/8zd2WLoL335nOft/9DBuvvWXJBIJZClqaCcJ0oOIqNP4utRFqcUekSWBrMuSsBV89OEH+fp3hAeNLInMIZlMcfdjLzLSv4mX/v0yuqqQTJrssse+DXAvQtyfku3Hyn4yiizjeEGjhWb7IaOWjaHK5AyVdeOiR51vaafrwJPZZ7yI5lbQdAMviBi3fGwfOtMqBdtnsOLQlhZCY2EE68YsAsemvVmAVEEEc5oNUh1LqX7lOh687NMs2nkPojCkb+0q5uyxGwXPozNtACL9zplCsdDxhRtbJEl4nqiPDVlm5qKd8T23SZKkmVEUbftfNtv/U+RMprPHdm+/l5rQNbaMVWlK6mwZt0joMrqqULJ8cgkNzwvYNmERErFzb57lA2VkSXheWG7Asn5RZOcMhZod8MbWElU3jOVKNIYrLpvGLfqKDmNVD8sL8aeogcN04KSuYDe1mV9H++QpJ3odUdu6bjWnH7IrM+cvZu+jTpiWrk5l9hjv4elObYzXI55YoAJQsf0QxUjx6zvv57e/vBXbE56Yjj+5IdUY5TTUGHVF9D2fe/JRzjr1WB55+M+0dXQyf8Einnr8Ye59/HmOPv6TXHrhFwD421/uo1atcNuN17Lr7Ca+c95nkGWFfz33FF/6zIlUqxV+/5cXcHwYHRkFYMvG9chSxLeuupbPnHUu37/qMubMW8A/Xl/J7fc9yjMvv8PI8CB77byYt954TUTxUJgk+VEsRharOUjQsDj8oCuMoFAssXnTRg486CBSRtxKiZ+HpmnMnL2AI48/lUM+fjKHHHEcth9haGLUzvX8aa9XdUNKto+pK3H/WJD/6/V/1Qso2hE5U2tMtez6ibM59KxvYLkhSU3IlIzVPCbsgFxCQ5GgYHkULE9YcdhVRge24qU7mJE1Ygc4odZw3G4LOO3cr/Hq809xwFGf4PXn/4Yii6gZhNCcVJGRGn40siSEzsx40EFXZTRZpiOXYPZOewMc+sF37v3X/9PmVHTjhGzvTvKWsSrzOrMs21oia2psGRdaurv05lg5WMEPInpbEui62qDUaTJsGasJ45pYAX3LmEV/SXzvrGYDU5PZWnQawSShinS1OamR0RVm5gxMVWFuPMnSnTPozhnCcCgpbrokR0hyxDsr3uLZJx4gksJG+wEpoimh0tXegmkm0CKPWe3NGKoYQepI66Q0hWZT/LyULk9LXac5c03d0O9BWHfefW+GB/vp27oZRZbelx7WaXx2TOMrWS5/uuePZPJN/Oi73+b7V13KrHnzaW5p4cj9lnLX7b8AoGfWHJ585H6eevTP/O7nN/D1q76Pqqq0z5hJvrmV1156kdb2Tj5/4iHc+sMr+d53vske+x7IKWd9hfGKR9UJOfFTn+fxF17lK5dcSj6XQ1ckkqkUf7j/MX5ww82cesIx/PWxR4RcytR2lCTaO5MsGMEZrrdgpkbVluZmZs2Zx3PPPi3EqgVa1BiJs6cQ4+sHas0NsLwAy6ehhWtPEViLiBivedh+ABIk9MmDs+IGrB21mLACWpIaMiLF3Dxh8+6Qhe2G6LKggG4r2kSShKmIXqoTRFgD65k5ZwFmKiM4vF5IR9oQgmCyzEcP+RirXvsXkSTRv3ULgxVLpMYIUDCpCdK/4F+LNpPlhaR0BeFOJkTnZu28n5pv6zz1g3fX+6//eXNKktRmVysd+Z7tySR0am7A7NYk4zWP8apDylAYLjv4YUTSUPAVheGKaJl0p3XGKx6OH6IqombcNFbDCUIyusJ27Sm2xmLSKV2hOaWzZcJmw5jFujGbNSM1+ooO60YtSrbPhjGLihuwYcxiw5jFQNlhS8Gm6oVsK9lsK9k88+QTXPO1c/jyacfw+rLlDFUcLE+MCgXJJqqVMk/9+W4Gyw5eEDFSdRuAk+2HcZqqUHB8yq6HGwaUPBcr8vGkgCgSp3JSF+LVdWEvCVH3ffyEU/jLn/74gdS8qVehWORLnzmRUrHAVdfdwG/vf5KNG9bxg6su43s33AqA67rssHRXZs+Zx4yZvXR1ivG18dFhWts7yTc1MT42wj4HHornuRx69Als2bge13EYGxnGti0xHheJo8aNvTzrxAgQY2P7H3Ikv7/vL3zz4gu59spvE0zRln1vD6VuAxhzPAijMD7IBAf13Au/zi9+ItJaxxdIdy3WEQLImKIN5U+Bi+t1nPBtCfDDiHxSxVClxkaNgNGaw6YJi4CIqhc0sqShssuyvjJVJyAMAyCiLa2xYrDCxjFblDwx/7fgBMzMmVhewNaNG2jv7mFus0lTQiMIIyYsV9hmqDKpfBuHHX8a/evXsP7tV7H9kOXDJaK4pHEDYcOYjG0fXU8YL9UdBGw/BFli/q77YVcrB0jSh+Ud06//l8h5SOeCXUI3lGjK6CR1ldasgeOHLOrKUqh5ounalabsBPhBSFNSJ6UL4S5JiljQlqRi+2wct/BD2L4jRc0PGSg5EEV0ZwxGaz79xUn7t8ZiaIxmid+nfr56ujn1I3/ic1+ie+4CVrz2by799FHc9dPrpkWwQ449GQCrUmLqypv6f+oZbh0AqbgBBUtQD90gouKEVOwQL4SRistoxWWs6lK2A+Yt2pEtmzYShkFDYDqhy3FtJn7O2PAAnz7+Y3T3zuI39z5KS0sLbR1dnP/1K/nXC0/T2zubs8+7iPMvuZwvnH8xBx9xDDf+5k/s+9Ej2W2vj3D/Xb+nUi6xce1qVEXlrIuu4KwLvs6c+Qt48JmXeOzFZTS1tPLvF/8uBKSnXO9NTnZIAAAgAElEQVRVng8CwV+duWAn/vCX53jssUf5yyOPUbV9XD94n5/n1L0qx1HVDaKGgPRJJ53M8rdeJwy8aaBOHQGuuaLNVnPDhirFVDAqoSlC+d/yxcYOAsw4k+mL8YHRqscbfRVAoj2ls60gsjBNkVg2UCEdz5CCEA9bOVyj7EyKY49VXQxNZt3Lf2fHfQ5krOaR0CTa0zopXaVkB1S9gKypkkyl6Z6/GFmSGNsiBiFGKg6W58eiaTKeH/dAJanhwCYhSBrNSY1MWzdmOqsA/xPX9n8GhLLN7Se3LthdyyZ1HC/AMITV3tKeLK9vLrC4O8PM5iTLtpVY2JFmbmuK4YpogYhZTZU3+8rMb0uSNhQ60jprRmokdIW2tEBe+0oujh/SllTFOJksUoQISOvCUi+hScxrSZDSFYy8cFo2FAlJFiTktK4hAbpm8MM/PsZ9P/8Rf/3TnTz8u1v5x2N/4oCjT2DxznvQEg9P//nma7n4+p80Fpz0AUgqEOuzTrkh0yLJ9LDiBxELtt+JH3znEhbPvJ+2ji6+++NbSSZT7LDjThhJ4Yr2zttvAhJXXn8TiiRx/71/5Mbrr2FsZAiANWtWcdFl1zRed6JUQdPFZ77p13fz2rJlvPbP57j7thvZc/+P8tUzjmevAz9GS3snV37jQjasfZcoiliy824gRWICBUmo473ncqfsvraOTg498jh+fN3V/PRH17P3Rw5gn/0P4SMHHISpyyR1JaYgTtbdUy/LCwmR0XQdOfQxVFNoIgXhNFZVQhOjbnWLe1OTySVUMaAw5VUNTWbbhAd45E2VRMzbNDSZtSM2FSdAV2QUSWJOs9locw2UHBKa4M+amsKoFVBxg9hYV9TCE5ZHiERKF1pDfgD9ZZvFbSmkSOADFTvAq5XINLXjuQ7riyH7ztFBkvDCEEMWg+oRQsvXUIV1hyoLqdAgEOtHVaB3p32V4t8fPAx4+30P4T3X/xQ5JUmSPNc5rG3+brh+iKkr1NyApC6MU6MI2jNGQ+KwOaVSsj2qboCqSMzvSDc0ZppikeH+kqgtF3Wk0VWFbXGt2ZPVGa+4rBqqsn60xsqhKquGqmwp2Kwbq1F2AjaOW1gNOUybzQXxe80V/7Zh3GJbyWbAVTnhwu9wyte/R9vM2XzyS5ewZtUqHr7nD4yNjXH5XU9z0jeux3VdrOIIaV3Gt8pIdpGWlEZSU5idTzI7n6QtKWrS1qRQCYzqhRfvt0yQJIkFi3bgwefeZNmGEc4+72v8/MbruerSC1k6r51D91rCxPgY+3/0UPq2bmHLtgG++uWzuPbb3yCZznDNLXfi+z5nnnIsj9x/J08/+gDnnXEi+y3u5PEH/sCGd1dw0Rc/xTtvvkL7jJnohsGKN19lt30PYs7CxUyMDLHvgYdy9te+zbGnnslPrv8OP/7eVQyOlSjWPNGSsH2iMEJBTLT4U5QUDFXixE+dyW577cfwYD+/vuVGzj7tGP7vXy9SssQonuNFeH5IFLNk6sdYvRm/csXbZLN5VN3A9gRJ3wkivECktEl9Otimq1JDE0kQRyLShhKLZk+ein4o1Br7ii7C3kEo+muyxHjNY+VghSCIWNyRRpUlBoqiPArCiJ6sGIywvZB1YxZRBHlTY9f9DuJPv/4Z0sRAI6Owg5CSK7R0ARzbpjo2iERErrOHbQUbK/BjvxogIo7SEpYbNkArLx64H626KKrCrJ33U3ItHaf/L/vuf42c85EVM9fegyTLbB2z6GxO4vqikbvPghbWDFWZ15lm55lZ+ouuEFvKC43QTeMWO3SmWdqdYazqUrB8WpMa87qzbCsKs5h0DMAs7y+TNd6vZlC/GvtgSlY2Ge2mpLpT0t89P3Y8xdEhnrr/TgoT4zS1z2Bgy0aGNq+nuXMmD9z9ax78zS343qQvZ9esudzzzMsNQ9dcQm0MVkvA6gkB3+uKTGfaEHbvMRMoQpx67Z0daJrKaZ/9Ip/63DlsXr+Gcz97Mps3rmftuyvZffc90HWdI/ZaSGf3TFRN49b7niKRTHHXU6/w3CP3celXvzTt8we+z3e/dSHzt1vIb2/8Lm2dM7jmxtvI5vNcet7nKRUmeOP/nuPJhyKaWtuxqmXmLlzCqrde5aF77+SvL69BU+SYwys+T0KT8SJByNcVoTPU29PN5df8kCgM0TSFUz/3JY7cb0duueNPnPiJ4+J7XHfNniRSRJHY3E898TDHfOJk3HAyCTZVuaGtBGCokDNV6ta/lTiqqrKY+qhftcAjY6i4vjDGBVHzDpYc1o1U6W0yRX0cw8ibJyzKTsDcFqETtHKogq4I1Y3mpEZSlyk74j2M11wOO/Jo3v7X3/nG6R/nmE9/gSNOPp0oSmD7IRXPJ2Oo7PWRg/jmlz/L7PkLmdOcxPYDBsoOmiwzM50EScLyfJqSQk/IckM0Je5fx7WxJkP39ntQKU7sIEmSEUWR86ELnf89ch7Wvf1ekhPASEnk2RNVAfC0ZHTe3FrE9gOypsbb/WUhd5nRGSq7AiDSxFD1u8NV6u7S+ZTOxjELgPa0zkTNpb/oIEkwpzXF/NYkvU0JZjeLX905gzktJvmE2hi47smZ9OZNujJ6AwKfkTWYkTVoSggDooQm05Yx+eQXLuSm+5/muj/9nYNPOZMle+zDgz+7lksOW8Jf77mDM6/4IZphcMhxJ3PulTdw8rmXTMvXpuI6U+s1NwjxgpCi7TNe86h5IQMlm76STX/Jpuz4VOwA2w2YPW8BT/zzLeZvt4gzTjyCn95wPX995V1eXT/BxVd8n4mxUY7atZfA91kwfzvOv+gyfv67+wH4wpe/Qld3D2tXr+Kdt99g6e57k29upVqpYOZauel7V7D7AYdSLk5w+CcEIPjHx55jv4MPZ/XyNxkbGQbgzVf+9b76sz4lI6RERQ1dj3SfPecCHvnzfVx/xcXk8k38/MbrpqX+U3EBMYon6s4nH3+Eo489jjC2kCCK3sewqnvP1GLKplAuFOT++mWoEn0lhy0Fi5GakLnpSOvI0Fg/gyWHN7aVyCdUlnSkGlb2pqqwYdymtylJMj7w8wmVNSMWCU2FOHnONLVw1S2/46d/fJjBbZv52imHUxnpF2QHYM2WPlYuex2Akz93LlsKFs0JFSVmA3lh2GBX+aEACgUSHCBJMFZ1yJoaa0dq6Mkszd2zQ2CSlvYh1/+0ObMtHafPWLyXmjJU+gs1elozDBRsmtI6XkyU3nFmDjs++XqbTaGuFoRoikRXPtFoIHdldCrxQLUsQW/eYONYjVo8ZrNde5qBskNfyWGg7DBQEr8mLDGNYnsCQLL9kK1Fmy0Fm03jNhvHLWpeyIY4re0rOmycsCnYPv1lh+GqKzaSorPdnvvzxF23s91Ou5PK5PjDc2/ijA+TzTWxcMlOHHX8CUhujb4tGzA0qSHwXL/eJ2g1pYR7L62v7q3pxuTykuVz1lcvB+C2m3/M179yDhtLNVauWUU6m+OTZ55L6FUxNIlU0iSfzwOwdNfdmdk7m933/ggdXd0c/PETOf1LFwMRP778QnbZ96OYZpL9PnYMx512JrMXLEbNtnHkKWcSBAH7HHgoX73sGq66+Byu/uYF/Pon1+HYYnG/dxplquvajJmz+PGv/8TSPffnyht+RbEwQaHqYrk+QRAKps6Uq64KOHvOPNa8u4qS5VOyfbwwJAxDQeVT3i9bWleqL1pBQ984YyjT7mfWUFk/ZrF61CJtqnTnDDKGQldWkA2Gyq6g0WkKC9tSjeyp7PgMlV12nJFpOGVX3YBN4zZtKV0gxE7A7AULufLHt3DCZ8/hG2eejOMI0eq/P/oAr/1bTDBNTIyL5xqJWeKkpjZmYYV+r4wXCJ3dIIJRS8wirxqqihRZiujZcV/NSKQ+zn+5/qt5riRJkmYk7GO+c58+VFNpziRYNVRlTkcGw5BpSZuoqsSyvjJ7zMmjqjIjVY9MfLK0ZQxWDFRY3JFEkRUsP2Cw7DK7OUEYCZRTliRm5k2qXsB4zcNUhFNVWIfrw4jOrEHVC5iVN+krOsxqMtk8IdC5OtFgTnOCLTFil9ZFUd6V0SnFrtU9eZPBskN5YoyffflkXM+jWixw+9/fxFUMlr/0Ai89ei8vPfME7TNnUS1OcNtzK5AkwRc2JDUWc5YEhE9EEEXokqiXLF9o34xWJ9Pj9oTRSPsypkLJFu9lYmyUsUqZC045gm/97E7eeuFv3PPLmxrf95d/vMXsWXNFD9F3+cczj/O3Rx/iZ7+9i0vOO4tUUxvDgwO8+s/nIIr42YPP85sffYe9DjqcE04+lXL8mR3bYvk/n+Yjhx2HoigMbNvCyQfvzI677ElExP4HHcohhx/JDkt3JQwFEONO4QEkYnFwgCceuof/+/sT/ODnf2z8e1eTiapIsa6RkAaNInj91X9z1qdP4ie/e5AFi3cUPqVT9nHGlAniZyts+yb/0Y+CRosnIKTk+ISRoDb+e2sZEKyw17cUUSTYqSvLQMlia8FhQVuSdaM1JAmWdudIGyo116cQg04L2xKYmoIXhIxUXCRgbksSRRL150TMUjvv08eTTGdJZfPCCrK5hWNPOZOzTjyYH97/HPm2NmwvYHFrBl0RRIOaG9CUUglCwYhyQj9G9z1WDFfQgY0jFcZWvMI/br96Q2FkYFKu4gOu/yVydsiKKqeb2wgCIU/ZlNIJJEHcThoy7/SVGw/yjS1FJElMEozVfIJAzOgZqsKq4QqyJPwqHD+kv+Sgy9DbZNJfsinZPllDpSWlU3ICKvGgrRSzakx1ugdkW1qnK6vTkzOY1STGz2Y3JZiVN4XdQ1rHVIWfxRRdZTJNLfzkkRf58g2/5+Lb/oyZTCFJEjvtexDf+slvufgnv+M7v30Iq1Yl8P34Rgk7AssTSvJlW6SrlhMSBCAhk1TF5tVViZQhk0+qREqEpETIShRrr4o30dTSSqKlg09feBk3fuMcNq1eyUc/fhJf+vYP6J23kEpxAohVCTQDL5TYunULExWHc7/6LZ594mE2rHmXts4ZHHL0cTz46xvp6uzivttuZLh/a+PhGWaCjx1zIko8e9U1s5d/rx3jl/c8zifP+CKO6/DF00/i3rv/KETYJDE/mprCS67nCbvvcyCvvvRP/Pie1P0+63OpIBgxSV1m//325YJLLue2G68FaAxc169KbJMoajPhXZM2FBLapLiZBKwbq7GlYLOt6DBc8ZjTZJIzFcar9doTNo3XWD9qCe+VmJTfkzcpOAHbSg49TSa7zEjHNa/HcMVBliQ60gb5hMba0RoDZacxnuhHERf/8BeYhsb6d97i8Qfuoqmtk1lz5nDUiZ/i8dt/SlOszxxGgnIpxWmt40Voar1MEPzaNWM1OtMGE7Zw0Ut3zaNWLs78b/3O/2VzLs53zgoLNZe5XXm8IGS7rgyDRYfu5kQsnQi7zc43+lm9TcnGXJ4kCYfo+lhVS1Jn64Td4Lq2pHRWDlbQZFGL+kHA1sIkS6juBSlL4qGFIRRiwvJA2WFr0WGw4rJ5worHeyy2Fm2KtjDXDSJBQ5NjsKYlodGZNkjrKrvtuD177rITKV2hNaWRN1VUCXY/4FByLW3MnD2PbetXNzZJ/ZouGDadOVRXni9YPjU3YFvJZkvRYnPRYrBms7lcY8iyqQbiQR1/yqc4+OhP8O7bb/D843+mo7uXWx56gR2W7tp4TUWGjx5xLLl8Mzddezm9c+Zy+5Ovsf0ue3Lo8afx+a9cyjOP/4U5O+7G1o3rkCSFtKbSnBDq+JosEbg17FpFDAvLCqqmcfixJ3PxZVfzi7sf5ebrruDt118W99mPhbbdkABImQrNaZXtF8xi3oJFXHLOafi+T8KYvnzqaWSdRXTMiafy+ksv0p41Yq9RQTg3NXnaMHpdn7bqBsjypMVEUpdFAx+he/vucJXVw1VqTkAYBCxoS9Ka1Br9TVmC5QMVEppCbz7ZWDthGFJyPHbtTjO7OSnULaoeq0Zq8eiXiHT/3lIgpQvdIDWd57Ibb+O3jz7PRdfexI77HULZ9fjkGV/gn888wYbxGoYqDv0gFDI49akUQnEYeUFEJR7YfruvhKEoaKqCns0jyYoMtP+njfc/bc6mGXMVBYmK69OU0tk2btHdZLJ13CKKJBbPyPDW1iIgsXRmjsGSjReEdGZ0FFlioCSAnoVtKQqxdUDeVInCqIG+9TaZbB63BCskobKgNcm8lgSzmhPMajLJ6DJZQ0GSpy8EsXjffwB90JEUIogEE5aH7YcMVkRdW3Z9RiouE5YnPCYRspU77b43rzzxAB1po2GdnjGFMHI9ECiyNG2zTh13em+j3w8EAFHzhNLgcMVlsOxw5Flf48IrrsMwEzz025sJC0P4vk9EwMhQH4HrIMsyX7nsuzz56AP84+9P8a3Pf4I1K94k29RMpqmFuYt2wHNdluy6N5899iCu+MrZ3PGrW3jhmSd57vkXOPuTR3Hozr3c+aufktCkxuKXiOjq7iGVyTI+NjLN5k/0JsVGc3wRHX5732MUJyZ4/q8PCvV7L4hJING0QyqKIJlK4zg2tutTqPlCz1YCTSUeUBf3qDaFpFB2RWkzUnUpuQHNSY32tEFqSuulPa2zueCwdqRGa1pnh640nRm94To3UfMouaLFt6A1AVKdBSU8U3pzRmN9TFjCpr41pRNE8PLWYsNNwAthY8Hi+FM/Q2fPbGRZord3FoHnsm1gMBYHE5/BCyeFvyVJwvXDhuFUGApiRkKTcbyQXEKnecbsAFj8Acu0cf3XzZnKNu2RbJ+lpE0FTZGRZBlNESLGbiDMW9cMVQFBX1o9UkVVhDRgXe5Sj2UYVw5WUBBq7UXLixkZCgvaUgyVXSKgO29ixaJeQlHBjwt94jSZmNwpelxdGYOujMGc5gRJTWFuc4LevEk+BhTe63n5QZf0AV/4YcSnz/86b736Eg/ddzdBGDU0bSLEw6hr/ygqGLpEwhApbUtSaOe8V1/WndKvmy6dGXHfb28lk82jajpfOPkI9tu+mz0XdHLcwXty0B6L+NPDD3HqEfti1Wr86JrLaWpuZtumtdxx07X09Q+y+u3XGdy2mZvvfpRf3P8MfVs38qsfXc0lXzyN6775Jfbc/xCuv+1ennjoT/z+t7dRsmIU2YsY7u/Dqlb45Q3f5dsXncMtP7iKSrn0Pj8XAN0wuOjya7jp+1fz6ZOO4e1VaxkqOlQsvyFJKUtCoU6WZfY78BDOPu1YCsUCIKKM4wk7Bi+Mo6QphLxUGSasyRbK5oLFtqKg6pVsESnnNCfwp9g71NyAFQMVBssuYRSyoC1JWlca2VXdZ6UraxDGRW/VjdgwZtGTMxivufSXXBw/ojWl0ZzUWDlcpeIILxUQOreGJsWAjsysOfPQy0PkTI1inJ0psnimvi8I8FMJLe8MVujJm5Rtn5QhOMP5rjkqsOg/rcv/ujlV3dwz29ZLoeqRTuqC1N6aZPNYjc6YvucGIdt3ZbB9QYBuT+uiheAKr8aurIkdp7UpTWLtSBVFlskaKildYf2YUEiY35JgvCrIC0a8MOqLuI7a1a0FLD9ktOrRX3Io2EIy0/YDBstOg15n+yFIEq0Jje6MQVoXyN6MXPznjEFLUkeVJgvSqfhYvqWNk8+9mOcf+RPT6euT5IMwEr6UEzWPsaon7B8CUCWhs6vJApxqSqhkDJW2tE6TqU1DfGVZ5vDjT8GyqqiaxsFHHMOOu+9Da3snu+17EGYiwZ03XYuiavzwvqdp75nN2ndXks41oxsGLz79OJfd+CvuvvWHnHP8QbRkkyxeshMXfPt6/vrvlSRTabZfujt7H3gYBxx6JDdc/Q0u/OwnePPf/8D1I2bOWcAj/1rFd3/8c5bssjcDgwOcdvQBfP2CL/DgXbcLcW5JcEYB9thnf/7+8nKW7rY3F3/x09i2hR57oDj+pDdLxlS454GHaW1t5a5f3yyepyxNM911g4hCzadsByiKhDklpR2K1fw1WWLdmMXGcZu+ksN4zWdJR5rZTSabxoQLb3NS462+MisGKszMm+R1YVKV1MXESMESba6ujEHZFb3W4bJLW9pAlmC44rJu1CYXz2aWHJ+RqkfOVHH8gL6yDYhNuHinnVn5+kvMbUrEizJCV+SYESSWhypLlO0AN2bIvbm10GC82UFEfsY8JZVt2uM/7b3/ujkdqzqruWsWhqoQSRKGJtNfsEkbClVPnBqzmhNsGK0RRRG9TQlKtk/B8skYCildZfOERRQJ1kYlFlEWPSQxeC0jUtl3R0Qe35M3aU5qzGoyyRoqM3MGCVWmKyPcr9O6Mo2CVl/o0/RV47+L4ppTHBSC4D5ccXHDiILtU/MmmSv1m5c2FeGCpakcfNjhbF2/mr5tmye35of0P4Fp76tOoi/aArUbq4n0ruIG6LJMa0KnO2MyO5/kxDPO5p6n/83xp34Gx7FZ9sr/kcpkufInt5PK5Jgxay7f/sXdzJg1h/2OOhG7VsVMJJmzYCERsPQjhwFQrZT54dWX4fkBURgyo6uLRYuXENQKNCdVDjrsKMxEkmJhnKu/8WWeefyh+H7J7Lz7nhx3yhlc+aNfcMGl15DNt3DnHb9iouo15mmDMIyH1zXO/co3WbB4CV8+/Ti2bd00+TwU8dn9EEJJ4fxvXMVD99yBU50gE0fJet+zbE9Cw2XPZ6ji0Fe2qfkhbSmdmTmTzrhVAiICjlRdVo9U0VSZGfkEu/Xk6G1ONF7HDyP+vWmCtYMlwlDwdJsSYnZzpCp6710ZnXxSgEHtaREB/TBiqOwJx7mERtUNGKm6aFPEu/wg4uCjP8FzD99HpVZDUyVUWW7YVsiSIEjUHcVlWWZ+axI3iBpSofmkRqq9B81M7vmf9t5/3JySJGU8104EZguZtI4kiYZ1BMxuSVKL1fPGakLDU5JguGSjyGLUK2uojFQ8ZAlShsqKgTJEMLvJxA0CJiwxOT4zb1KLiastSZX+uI+5cdyibPusGqpSsn1Wx6ZGwxXBMprdZLCwLcncZpM9e7J0ZXQWtCbjzSw1ivUP/mzTviIing90A0YqrqhFHY+yLzF38U6sXLWSoZpN0fNww5B8QqUpoWKocmwoJBTjptZsUzeq/gFqzfWZRMsLGKi41PQsc/c5lLO+cRWHnfI5vnXrnXhSyLU//wNLlu7CrVd8hRsvOou7b76evQ/9OFvXr+Zfz/yVJbvtDcA5l3+f8y+9mmqlxPI3XmbJLrtjuSEbN6xDM9MossSK5cs44LCjWL/6Hb7745/xm59+j6QuxQsn5OUXn+PR+//IIYcfzfGfOptKqRi/f2F+W3UCCjW/ARZ976ZfcvDHjuDog/fjS58/neXL3nzf4ZVt6+bgI4/j9l/cjBsI4kEIJHUlngUWi3qwbDe+b7ji0l9yGr6snRmd+S0JElPKAV2WGa26rBurUXN9FranWNyRoq8g+rc9TQk2jNusH7VRkMibKpoiM1r1kOTJXqvgbCs0J1SGyg7LB6qN9lDGUNlQ74fGaP0++3yE+YuWcNdtP+X1/iKRNJlJaYokdIYlmY6UjhMPdixoS9FfcIS8C5CfMRenVpn9oZuP/x45F2Vbu305ri9VWcjnt2YM3tpSJBnDyUXLpztnxr4XQSxkFXsgej6LOzNM1LzGQ95WsIkiyJkKuiSxccxCkSQWtqWwPFE815GwhnPXlFoQYqEtL2TC8ggiKNkekhRhxZs8ZahkDIW8qcRW9zq6ItGVFhInmiQ1TsQPA7Tra0xRVXzPi8eeBLmiYPlMWD7elAgsyWDqChlTCEkrsqg/03GKNfWaChzp72Eu6MkUp1x4OWqmmZGKQ5Bt49AzzufsK2/ko8ecyAmf+xKnnXUuAFf8+FaW7rgDSV3myFM+S76lgxVvvkLg++y441KQJM4456s8cv+dyJLEkqW78cxjD7L7PgcSRjK55laqbkgkwdDAABd/8VQevvd3XHDGCbz6z2fp7O4Fpg+aK7LUMCAKIolzLriEh/+xjPlLdub0k4/lxz/8PkEQsH7tas4+/WR+9J2LGR7oo1SYaJDcw0gwaEaqLgXbQ1YidFU8q5Qms2VKD3vjuE1/yWHtqGir9DYl2L4zTTVuyCY1mbXDVdaOVGNB84jF7Sm6cmJIQJYlSo5PwfZJqEosvymzcqjKrCaTCCEWl9Bl8gnB1R2pCBWP+tznhOWjxAd+FElccc0P+Ou9d7DixaeYqHoNtT3HjxqKEJ4vIqWpKYxVRQDzYvJ/e/dMXNtKSpKU/uDV99+5tYsyHbPkTFJHkkXTWJYlxiuCEtia0qm6PildRlYkilb8Z1lisOzQkzfJmiqrhyt0Zk12iOvSOqsoZah4oQj3SU3h7cEKC9uSzG9NEMSnVBRGDarUnCaThCrTmzcoOQGKFBFEk/XiVAf3OhhjTRl3akvpDMcEgdaUjh2EaLKYrNdVHUWSMGIwy/GDBpik6jpWrTb54h+CMUmIw6tuqS7L4qECtGgauVgBX5UlgkiMkoVh9D5W0VQR6aSuNFpUS/bYj66MQckOCMOQz118JQcefXKD85vRVfbeez8O//gJ7LXfAWRNDccPeP7JR+numY0fRixYvCMPPPcmXd093HnbT1m8o2jZJDSZoKmNbK6JvQ44FDkKuOMXN7HvgYfGJHXB7nF90Qqpt8Yg1nfKZDn97PM5+tgTuOjcz/LHO36NY1uc9eWvISsqra0tnHvh17Gn3L/CFPCn7AZsK9qN55SOD1dVlngj7qN3Zgw2jNWYsPy4jxmyXXuajCFTsoQukqkKKZo3t3nM90I6sgYzY8MhSZIouR4daSEI3Vd0WDlYZfuOVIzQK2yesNiuNUnRcYX2laGS1EQb6M3BIrvNyCFJEr29s7nhV/dw+Ve/wJx8kv0PO4o5LSn8uO6ug8uyBJ0ZnXcHymzXmqDqCEvDig1mOhtWC6N7A8980Hr6j5tTN5NLcx1zlZorBLr8ICJtqPQXHXbpyQ/HGOMAACAASURBVDFedckmNXqak3hBhBuGdMd/lohoSWksH6iQNhRa0xqrh6p0ZQ26cgaGrjIWG+du15Fu0PtMTebt/gpzmxNEMat/y4SNrshsGKvRmtJQYvmQWfkMuiqRMzTyphh4NVQh369I9Q0b8X4tgkmE1guj2FxVLJSWpDbpFKYrJJSI3ff+CP/461/42LEnxlYF4n3abjDtleuSnTRee/K0UCQJKwgbiG3RdRtZQFNCY1vRFnODmoLjByR1hTAUZk9T5yHrLy/LMsd99ty4DyjeRd3b46KrbuCFpx7jsycdhWaY1KpVvv/TXwmD4aRKdt5cIkLKpSLlskhbZUloyN7+56e54ZpLee2lFzni+E/ylcuvJ4yEZGn9MlUZQxEOYFE03Ru0p6eH3z/4NJs3rEOWobNnXuM9S5pEueKQ0GRSuoLvSg3mz+Y4FQUYq3r0xTO9c5oTNCUEMcVQJDZPiPQ6YyiMVD36So7AIlSFnXtS2LaLKkN3PkHBFtHS1BScIGJRe4KJeKA+ral0ZHQxxDBSY3ZTQgiVh8RtQIOJmsdQ2SFlqI07X3J8crqGosAue+zD58+5gFf/8TSHH30MViy14wURsiyTNRUmhnx0WSKtK7y1pciirjQ+QoHBdx0F2I8P2Zz/Ma1NpHN757t6pSCePNA1maIt0tbl20rosUvYqoEypirTljHYMFojCCMWtacbqc+C1iSrh6sosjBpRZIp2kLBLGtqbJ6w8cOQ7TtSDVtyQ5VZ1JHCUIWIdP21ys5U6Yp4djCKmKgJEGq85lFxAyRJfF/WUGlLanSkRSO8OaGRUKeTZaemte/dxl4Ysc9RJzE+Nsp1l32N4YqDEwiiQRh/bz6h0pLSSBsKuioJQ1tpunnue8niU5vwQSSof0MVly0Fi1UjNVaP1Fg7ZlF2A3EAmSqtKY2UKiRZkppCSlOmvWNtCjr1/JOP4jgOBx9xLLf8/s8YponlCXLBI395gCu/fgF33vYTQs8hlxDMpqQh0z2zl5/+5m7uf/YNNq5bza9uuvZ9XGLHFwSFsiVUE91AkEQSmgxRiK7KzJk3n4ULF05LMiYskbWIkiSgv2QzarmoqkBbO9I6GV1hfUxolyXYVrCYsHzWjdbYOmGT1hUWt6diAyphqLt+pEoQinT2tc0lNElmVnOCrqzAScZqXqxrHNCUEEj56pEaFdunLR2nsVUXEFKWbhDyyuYSXRlBvbS9EM8X7mS6LDNccRtp/l77HcBbr77UGIGrE/3DSABCQRQRQuzJEqLLMjVHtFSMdE6SZXkJH3L9l5ozapfNHClD+F36XkgQhiR0IdTVnNTYNCx6nLmEyhubC8I+XZV5Z7CCLEks6khRifmW81pTVL0Qxw9w/YDufIKBsmADZU2VdWMWth+yoDVJxRUaMBUvQFFkdE1mcWeGRR1pduhMxkO1cSHeWOTTrRncQMgfllyBAtY8MWwbRKArCnlToyOlk9bF8HdLUhML/D1840QyxbW/vo81b7/Bv/72cCPdjRC1U8kOmKiJvtrmosWWkk1/xUaRJJoTookunL1Fi8B8T/9wqjt22piezKixHs24JRaYsDaMkJHImWK2tCWl0ZrSkGUx0FutlHjhqUd5+81XuePnN2DVamhx7ty3dRPXX/41Fi3Ziet/dge6kWDDhg2UHWHZ5wcBzz/5CNm0yU23/YGnH32A5W+9PnkvNPl9qgggUEzXjxivBZRsn5oX4voBuia0g5JxRKlfo7VJ/nHNEyntQFkMR89pTrCkI8XC1pTwT0WgtBOWj+UJcfD1Ew6qLLFdW5J5bUkSqowqTRLdN4/bbBq1WNiapCtjNBzBNk3YZA0VNxDO4YWaT2+TSXtaZ0vBIW+qjMfRta/kkje12NNHtETqTtpeGJFNKLR1zWRkaADL8RoObF4ggEFFFoJ1thvQV7DZrj3F+uEKqiQG3vVkBs1IzHz/vouf/Yf9A0AYhmlZM4QvIaIuSBkq/1ozyoymBDU3oGh5bD8jS9UW8pM7dmXYNCo2rKZIrByqsqg9TVfWQJKEy1R3VkeWZQo1Fy+EBW0JNsYAQN7UWDFQJmeKt1ZxxOsOld2GI1baTOGFIaqsNCz9sqZQ4PbDScpX/dJkGYegodIHYmNVHJ8K4tSu99SaEypBFJFQZRK6RFLXQILATGNXy3TPnkf0AT1PmK6cICHcqC0/AITwVD11ThsKZScgbaiYqowXRrQkdbxATFQUp7QXpp4TSV2Z9rMlaIxHiZ8vDqR/PvsULe0ddHb30tzcwilH7sOZXzyfUz5/HsMD/RhmgndXvsOf774DgBeefpyddtubi79zPbl8M1/94mcA2G77ndA0nVdfeYXZi5ZixmZLUSRUDeoiZfVLV+UGICdJMG75DeAroctYfkDGEICMU5OQEHVgXXYEoGj7DbfyGVlBs+zI6CQ1mUrcoksaCtQ8vDBirOayYUyImddsjx26MjhByGh8rxVZYc1IjaaE2uiZW15EV1YMgQ9WPCQiFrQmG/dQQrTrRsou60ZrHL6wCYCULrCPhCYcvIMQ0pkMTS2tvLVyFUsWL6Y9ZRLFrKEA4TYQBCEZQ2W87GDFAgSDRRc9kUKS5Twfcv3HyBn4XiKRylCxXPxYSKkYAypdOZMohLSpsm6wTBhGbNeeYqRsM1716G0ymah6MbwsfCWEYJJExtAYKDnkTJW5rUkmLMHDXdyeYu1oDU2RaEmpLGhL0Z0zmB+r7dWjyqQQs+iTWl7AaNVluOLgBiHleIohZ2oNcnNnxhDAzweYCk39GznWZxU+oSEjVZeRisu6desIgpCZ221PGIYYmmC2SJKgwunKpPkOvN+8aOrBICEoa8MVVyg8jFi8O1xj/ZiwPMwYKp1pg96cSVpXaEmKxVmfym+8Zjj951muT/+Wjdx5y/eZvWAhO+9zEBf94DaOOOkM7rz9l3zm+EPp6O7h/EsuZ+as2fz1/5azbEuRZ195h80b1nLlRecysG0Lf1+2laNO/BRrVr5Nd08ve+x3UEOgy/UFU8qOgSFVmSTJh1GdvlWPsJPvb6wmns1YzaPihYzUXNwQmpI6PTmT7qxB1lDZVoj1oyQpJpaEDbG3khPQlTUwFImZOYO0LrNxVAB17WmdN7eWWN5fIpfQmNuSZH5bsjG03Zk1WdZXZUbGYGvBYbDs0pbSMFXBeFs7WmNuc0JsnLJDU0JpyLG+O2yRMzVyhoYfCHRYsOQkfB/aOzrpGxhguOrghiGaKvxP65nChqEyTQmN8arLvLYU64eqQgQ9kYEoynzY/vuPkTPwPEPWhDV82fZJ6wobija7zspTtDxa4w9mahF+KCh38zvS5BIR4xUXRZHJxaaiZSegR5ZoTxuNGq81bfDuSI2evElr3AiOgEXtaVaPVskaKhOWT2tao+ZH7NqdQpFFqihJosYKgumWePX6KAijWEAqoDWlM255sUZMJBydJYEKSpJYCGlDoer40xUWptwLzTBEW1mS8MKoMYbWmtIbbSJNFR4aok6WRSQPIhw/nLZQp+rjSEDRmYyUiiwJooIj5l3l+GcCtCZiLVRFkCXCOl/TD9HkiGsvPIP1767ggCOO49G7foOiJXjxqUe557YbiaKI4cEBfn/bzVxx7Y8Yj8fAxms+aSPBr+59gnvvuJVLzzuDifExuntmA/Dyv15gRu+cxr21vbBRPyuy0NfBEwyuesRP6GLcL2nIBIEQqB61JiPsWJzSCgW/sPF1e1qPlRREdF4xKNQmunNGow5NaDJrR8Wf5zYn4ro7ohZHSlmCvpIYfFjYkUKSJRa0JZFiSt1I1aM9rVMZF7VsU1KAcKtHqmyasOjNG43PpsXD+wXb5+UtJY5fJHjqqqIQMcla69+yme3mzydjqPQVbea1JAGJpKrSnhJI7S69Ci0pnTWDZYEM6yZ6MkMURUk+5PqPm9P3HN2TdHIJjWoQMVQQxPSNI1V6W1KkTJVlfSV26M6iyjJl28dQBJqW1oS+UMZUGS47wgtEllhXdNiuLcmC1mTDXSufUFkxWGFOc4K5zUIeIowgayhMWD4pTaFg+YRAyRIiT1VH1Lx2EJKUBWCiymKQN60r0wCX+mFQP8kEshxNa6tM1DwkxEbNx6CBqQq1cdsPqJRKyHJd2H/qNf2rujN3xlCnpXwhInPQVbFw21IijY0i2Ba5fNCVMdRpaJUkSeLAQWyU6hTFsS3r3mXLhjXc9exrVMtFHr/nDl554SmWvfJPrrzhNpa99jK6ofP5C75JEEH/1k1MjI7Q0dnFPY/ez/joMKeddT4XXXYNW/sHGOrfhmma5PNN5FLiQFUlAczVz8KpQ9mGJhPFHALLDSk6XuN+5xIKWVONDywYqk5Gx/Eps6/jNcG3BmhO6miqRFcuQUYXSnwDRWdaRjJWFZmHrkgMjtVY2JGmJa035nxzCY3BisdY1cXUFPKmiqkqbBq3WNiWYOWQiLoLWkwMVRhsrRupMb81ScHyGCi5LJ2h4UcCnX5o1TAnL+lozBmrslBCyObylCYKzJk1Syg7eCEpTaXq+GR1HUNVsNyQWc1JXis5LO7K0DdRQ0tkCMNw0lLgPdeHbk5JklQkSTGMBNvGa/S0Zegfq7JdZ4bV/SWa0xqb4pSiKa3z1tZiw8BlsOQwo8kUELYv0sztOzP0xX0sXZF4Z6jK/NYk81sSDSQ2qcm8O1JjTpOYRNFkYfXXnhaAR0KVsVypkSLW0dCaFxBGEZbn0ZExsDyhwNCaFH6hugJySmjtekEgaGXh9OgFdcpZ1Fgg7Sm9MbT8t3t/xxEnfYq2tI4hSyiyiudH06z+pl7vnZSx66r1DrGpsDj9W1PiIMibKomYrNCe1rE9UZ9NvabWn6YmNzbn8lf+xc2Xn8+cJbswbIcYiRy3vriGFx66ixmz5vKTb19AYXyUb//gZzz3xJ+RZZVbfng1M3pmMTE6TNfMWWy/dDfOPO5Azv3KN9nzgMNIpTMsXLiIQtw/XL3iLSK7zE57HdhQXYd4ciWc1CMCoQhQrU5mAwXLbwA7bSkdGZm2pPCncQNBMHf8sBERDVVuTHwULI9tRQfHD8nEOrdzWxIEYcTyAdH/nJE1WNNXomT7GKrMwITFdh1pkppCPhExI2eyacIWwI4nsiMviJjdZDJQdlk9YtEeu6JHiCyxrvA3VHLRVJnWbIKCbfHsxnFO3qETPzbjyiZUdthtL9546R8s2mlHMaUUCcTX8UNUSWK3uc1sHq4gSdCZM+gbr5IyNYxUhigMP3QP/qfImdZ0M0iaujJardE/VkWRJd7cPMGsliQhMFi02bE7g+0G2F7IvvOb6JsQNzilqbzeV2KHGRlm5ExGKy5lN2BxR4rN8f9RZYkN4xY9eZOevIkXRA0K1Naix8yswWhVcB1Lrs9cI0FLUiWtK+RMIYEpAVVXPBTLCxt1nxdEWIgo1pLSGxzOpK4CYnF1ZgTYpXxIKhsGAf0b1zFjznyQZdxQYrQqIndd0SBtmLQkYvoeEfmERhCG09oPEuBN2VlTAStNkRvRFsDJGY1Nl9QVar6wuTNVmTAKGzS6+uuPjwzxk8vO48tX/pgFex4g7n3s2nbgJz5NYXSYwvgoC3falZ0P/jgn7TGHbL4Z3/f44a/vpburnXjii5PPOJsvf+oYfnfbzSiKwlMvr2i8zz//4TaefeIhrrnpN3z0iGMxNRrkB1kCJxAK52o81Z7UZSxXgF5DcXSUJMHkAhoDExONSKmxsE2Y8XphhO1bFG2fjozBWDz11J7WWTdaA1zmNot6vDNjEPhC7tLxQtYMVYgQB0Q9LZ7dnBAdAUOl7PikdIWRikfB9lncnuKt/jL9RYfevCEOyoTGyoEyC9pTrBgoC0mStCaEAvIm4xWX1owuFN5DOPTwo/nNL37Kfp88k5k5cXBoikTKUNhWtBlzBUYhS9CRMdho+bRnDPpTWcIw+P+1ObOakQhrrq/MaEmwfGuJHWc3U3HLzGxOUrJ9krrCRNWjRZbZfkaGQs1jqOSwS2++UX/kDIXlQxUWtqdoTumCrmX5LGhNsmXCJorq0oFiAkD0gyaVyDszRkPt2/KEPX3Z8RtsIBnRQklqCglVaUShsiN4v2JsaDqiWrR9vEBu1I0tKS2uOwVXtjNj4AUhf7n9Fn5303V8+dqb2X6XPfjns397/12KxGazfTB1mb7SJMtlpOaSNVTShoouicXpBxFjU1K5qQFWlhAne3xEyJKgnZXigd3xKYya2fkEGUPhl7dcx1EnnMpu+x+CH4ooNDVq51vbuf3JV8g0tWKYCc79+hV4gcSqZa/xwrNP8fGTTm3MU7Z3z+SBv7+Jococd9DOrFq+jLmLdxKSHgPbOO8bV3PjNd9kYNsWPn/uBY2fkdAVKhWRlUhALfBxY0lIOc5g6j4i43UapyJNYwiNW16DXy1LEqospEiSmszi9iTjVb+BTMsSbJuwqboBYzWXVX0lwgh27clRsUSfu0777G1OsHK4xnatSbwYkJrTZLKt5DYic0/eJIoi3h0W2dxoRbgPBIFAdQuWzxtbiuw0M0d7yhCKen4Yl1ESM2bOolwYF9iK69OaEErwlhOytWiRNVUGSqBIEb4U0pTUqNk+CRE5PxSU/U9obUYzU5EsQaHikEtqvNtfZlZLCscPKdU85raLurPm+PQXbJKGRkfOYKBkM1Z1mdeapBb38NK6wqYJi6yp0Z7RG438nrzJaM1DRvQrHU8gpC0JlYrjM1RxKbshzQkNTZHJmypeEAqgBBFd6hKNYzEBwQsgoapxD1BHV8R4mioLbSKY7iYdReLrCcvDDSIGyw5jNY+Xnv0bM+ct5Mn/j7P3DrPrru/8X6e326fPSKMuS7LlRjPGmAUCpBIgQBIcakILPQlJ2M1SfmSBhE2WzQIhtBBCIEDIEiCUhGYMGPciS5bVZqTp7fZ7etk/vucejQi28/zO8/jRPLZ8595zz+f7ae/y2Y9x679/jcdedz11Sy2I1j99pT+1Hw2TjM28j5pvecw1hUrDIBJaQ9MVA0OR2VM3ma7oTJT1S1Yl24dI5Z/af6YZPPDAA9z2g+/y/Fe+kdNbLnMtn9WeoK5JCP7hiK2zY9cubFvMHV78mjfz/Fe8nsc/5Znc+t2vX0J01hVR1vlxxq+84CV8/CMfpJdzPl13wBWPeTyf/Od/41tf+TzveOvrSGNxyGy3VLAN5eKAToLNfsSmG7I5CAWELkN4Yjo6Y45RWC8OA7OkK6z2LmbaUxsuy50AWxeymnsbNpePOzi5gkHdVAs20nLL456FDn0/ZqkbMF3RmSyLlm61HxaT+iTNqBgC6H6h7bPeD4rdc8+PqZhD2lhEaxByYMwmReLM+gAr/3tpSu4RkzE+OcX6yhIG4rC5eX6ruCd+mtKwVBY7PqYmkaUiq2dZBrpJlqWSJEk/Uwv2kYKzopl2JssycZKxZ7xEzdaEflCWUTJV7r3QwdFVyrZG14sgE4OWhq0LyFeUsDUIqVsqYS6ZqMkSQZRiqTKl3KV6ECbiwcwB76osAMarvRBDFcyDtZ4gX28MQgahQKE4uoKuyFiqXHxBwyFMXqnRdCPheO2LAYWwrBeAg1Fb8Em395/bw+uh++9m8exDvPH9nyDNQCk1xII6E8vouqWhKmJCK5TXsiITbkcdaT/Vf/YD4Zy13A3o+TEn1wfMbXnEccZGT6BPHE3JYWoqjqYUPd7wCuOUr3/uk/zSTb+DU7o4jc+A5W7AYifg9KZHP0iYb3ss9X2afsggijF0iWc9+zkcv/s2tlbOF5XF9vvwopf+Dj/5/r/zf/7H27jr1ptZXryA05hEq03yN5//BlvNJq97ya/RbjVz6w0B9pelrMjcVVMtIIyqLNHNl/uDMGEQCDTXIEzRVIUJx2Bn1aJi5oAKSewVh+/IzokUF9o+3TBh042pWBpxmvLY2SpXTJeYy/frOxsCindu0+X0pstESWfM0XhgdcDehsVc0+N802M0RwdJiD36iCNAHac2XLGvz9c3USxK9t0jFv9+dgtNFaV3EKeQZVSqdR7zhOu58yv/SNcXVcNK30OVJdb7IbpEIaTuB0JXK0NCVTQkkSx+Jvj9ETOnbjpAhmNqNPsh03WTKM3wwoSWGzFW0rF0hfsXu0xVTSxdYb0XYqoStRx503JDSobKajdEk0XJ0s5XJjVbz0sY4QDV9GJqlrByMzTB7jg4arO7YVHLTzNDVYrAW+z4DKKEpV5I0xNlsXhIhMnucB8abOvx0kxkyM1BRBhnOQ5XrGemyga6LFHblh2vfvLP0ZiYYnRyivUhp1MSpXQ/SPCjhPWByAxxTgyoWSq6LMrjyZIwax0yxoRezcX342+D2xiqML1Z6gScXB9w71KXuxd73LvcZ6UbstqL8SMwFIUEuOuWb3PDM3+lWPyDADhcmg0vhQ02XSFw1UlVdu7dz5ncfbpiqliqCLCyqVCr1/jTD/89pmXzR7/zAl7wijdQHxWrBNsp8a6/+jv2XnaE/+/3X8UgzOh4Cf0goenGKAjYpKFIjDk6DVtjxNYYIpEdXaEfXgzaVl7xtNyItb6Aco7YKrqSceV0iYNjVlEClw0xbQUxZT+xOuDUposqSZRMlSt3VFBkIVt5ZKpM14/Z6Af08zbLjxLGSwJTu9wJ2DdiM1M1afuCYzucHmcSHJ4sUTFV7l/uUdYVMZEGFrpeYeHYC4TXy8tf94d89QufEUMoU2W9H7LhivfZ8SMOTZZY74XIDDmsGVnQR1bUFPiZu85HCk5ZkiXJ1FQqtpbz7sQaoGJpLDY9do7Y9PIGf9+YzZ3zbWQJTE3hfNPD0VX2jjqCkjMI2Tdic27LFV4mqjhJgjhlZ80sehRDkdgYRAUfNEgErzPKxPJeeB8qyFwEIogbENPKIW7isJbQZYnpssF4yaBqKJcMfiDH+SKEoZtexEpP8Eg3+iFulNIYm2Dn7C4ahsSt3/46T3raM8Vv3Z5et6XILMsKDdQwzVho+yx0fLwoo+2lZJlExdCYrZvsqgsx7O3eIdt7xYqhsC3GSDLxGc+3fZpezN3nN+m2mqzrY2wOQhqWxnTFYNwxmKkIsromXwq+H5ZrAM31Fc6fPsVVT3iy0MGRJfpBIoS2AmGMfM3jrufNf/xOvnLLPbz8tW8UCnmmAPwrisLzX/oajt1zB//0dx9hYe6MEMcKI5I4FjqyA1HSt72YIMlyIrtgm9QtlZKhUDWVYvpetdQC5F81NdYHERuDAFOT6YcJEyWNfQ2Lw+MlZmsmYSSePUOVObbYoR8kgMTt8x3Org1QcwfyIXHayBFMG4OQwxNCz+rMlltUNo4hEECaIg6x1V7IwTE734+G6DnhYsw2BDxPGpbJKXv27KG5uc56P2SmKkrplh9TM1WOL/Uwc4Gz5ZZH1xNg/ObWJrLInD8zDh9pINQLfTcbBCGWqReeEAM/Zq0XCAaFrnDPhQ6jJY0k34E9bl+dk6tDqwKJe5d7XDVT4fCEg58IMvNVM2VOrPYxNGEmc7bpM+Zo7B2xhL5oJqaYa/2Q3Q3ByVMkUSLULZWlrtCtdcMEWxX9qBslhWu0nMuOREnGID+hJUkiyQN81NZyp+aUwU8B1LcjeT71vXtouREbgwhJVtjq9KjnS3JrG1pnyFDZ3nL+LLWEQZiIVVPv4kAoiAQDpW4JKN/+EYskBV2BxW5QDL62S3uYmsygvYWiaZy764fY1z1Z9KqeGKDN5ZnF1uQcZCBeW83BFnGS0ttYRlYVFs6dZt/ho6iSTLQN3TP0vQnilMrYDK38EK7bGt0owlBlZvfs4r+9739z+w9v5k0f/QD1xghLi+eRJZnXvPXtXP/cFxevN5xu9/wYL7wIHBkyccxcvnSypNMJYuJtYtWtHDDhRQkLHY+On1A1VZa7EQfHS9RMhflcoWNYRewbs7n9fIfHztaQEKZGl086zLdyUS5VMEUsTeb+lR57R2yivGw+Ol3moQ2xJuwFAnq5o25xbKXPk3ZXsVVxcGrbvHKq9Tqe5+ENeiR1Ydy01PUxFFEZ+GWdwxMl/u2uJa7YVWO17eG210kFS6n3H8PvkTNnL/IHJKmE6wvxpp4XU3N0WoOIK3ZWxI2OEvZMiPKhYipEccpmP2T/qMWF/CGRJDEJM1SZvSM2fiQW2QfHbB5cG1A1xZJ6oe2zOYjYO2IKawZEGXPZuE3FVJiuGsXKoRckbAwijq/1ObspjG2CWEhgxlmKqUmXlI9GniW9XLh6ODFNMpHpp8oG0+VcwjFPsZIkIcsyiqpy7ZOewu3f+ddCfqPtCZxnEKe0PaGOoCkysxWL2aqFoUjULVVgNbf3nz+Vvnu5hOhqL6TlRhxf7XNyvU8QZ7TdCF2CCUfDVGEq750USaLUGOPJv/FavvqBP+HET75fvF5/G2unYQt1/dWeEMlaHwQsdHxW+iGHrnkcr/yv7+Htr/511i+cFiAR9aJ9/Pb3u923ZFipiH4Lrn7KL/Gq//bn/P237+Z17/xLPvv9Y3zyKzfzmb/5AG9/6S/z5Y/+BaVt/XLN0orAHGKM3Uj4ca71AtwwpaILAMdM2WR33cpd0cUArZOvb6qGAJqs9AIeWu3z4NqAsqWx2Q04NOYwk+v7zG+5F/WnkDgwaovSeMujbmmUDTFQarshnZw1I1hVDpNlsbqxdKUgV0gInSNTExpBjiHjhSlpJnPw8iuZv/8u1nMA/5YbI8syR6bKrPVCkihhpm5RMjUBhey1SOJY5mGC85EyZzfyXals68yv99g5VmKj67PpRoyVDRRZZrUz4OiOCmmSsdjy2DvmEMVix6NKkoAyjdk0+1E+fhYaPrN1i4myXrAxpko6pzZddlRNNEWm5Qke3sExmzNbnrAJV4ROS8VQ2DdiISERxkJ4upyroMUZrOYqC0YuuDRiacImHFDlS/u9Ic9T8PgEJK9iqHixgMXJkuiZOu0mP/zmV/mzL4kguEQ5QRo+tOSmq+JBHumA0QAAIABJREFUdnShbm9qEpYqs6tuFsoOQZzSdONigT+8hgcPiBI3ywTdSZLgQuciOHzPiEU7lLj+ha/CyCLWT93H9U97JkmSFeRuEGwQctSOrSmX8EIl4OhTfoHnbm7y3j98Pf/rc98cllgocq4eKIvP2sg0gkTsJbvbXn/7NVJxOJATt0vlCu/7u6+yOH+WT77/Hew5cIQbnvnLmJqComSM2BpRKmCUw8rG1hT6+WrL1BRW+yFeFFI1L5ISqpLCrrqFqUp0vZhRR0NXJH58WlgkVAyF0yuCJ9sKxY50umpydtNjT8MSRskpXD7pcHLdpeVFTJRECVq3dZbaPiO2xkLbI0rh0JjN2fz7tnUVBhE7yiZ+lOQcTyEobWiiyXr6Lz+fW/7l01x5w1NJspTxks4gTKg4OvfNt3BGLHaNObS9iNGyzonuJrKipEkc/cyb+siZM/BkJAnbULh7rsl01SQIU47MVPDChK1+yCCMybKM3Q2bjhez3gu4fLpSrAFGLI3zLY8xR8XPT8heEOeS9SkVU5yASSbG6EPS8Z6GGD4lKeyoCoX4qqnSDRJ6QcKFjo+jq9QtIQY9UTKG8qRFSRanGUE6lDJJ8eIUWYa6rdKwNfHwDR2wtIv9JwjOoR+nfPc73+bdb3oVO/YeYHxyirotHoha3jNtl97cjplNtyn0JZlYzyx1A5JUqAI6usyOmsE1Oyo8ZmeFK6fK2LpSoIK2r2UqpnbJF9P2oiLbzhy5hntv+zG33H4vZ+cv0AkSLF1hvKxjqjK7ahYzFYOpsn7Jlz28R0993m/hDXqcOykAB4YqE8SC7dLzE7w4ZRCmxIlgDA09NEeGE1VDQVOkS3rbki6oVNc88Sm88U/ew8f/8t2CohWnLHcCNgYhvSBmvu3hRTGqAl4koJ6OLhdYW10RIBUQtu3zbaEzHKdwesujG6QoSByZLvOE3TXiWEz9D09XhFIG4rCK0wxHk9FVMXdoDiImSjozVZNzLY9D4w4LLY+mG7GrYRJn4nfPbbmMOjqjjsGpjQFP2FnBUpVLkGFJvvNMs4zrn/os5h86UdhAjjsaF5oetq5weKrMQi5KVrE0SoZK2G2halrEw1yPUtZ6iiRljJVNKpaGF8XM5AvbtW7AdQdHqDkGW72AlY5HwxG/dH5zwFY/5MrpCmH+ISZLoheaLJuC3hMlbPQDSrrC5iDCysfTUa5SttIV9mqCtymElqZz64XhYKNkqGy5EV6ccmrTZX0QY2s58Dzn72l5Nhg+64MwwYtS1gchXpziJ6kQ6dIUxnKdoWFiTNKMW7/1Lzxw+y2cP32Spflzxah8cyAGHZqsMGIbTFdMGpbObNWiYekP238OQeMZInBXewHL3YAtL2S1FyLJMpNVk5KhcHS6wpXTZUYctVgvVE21kBkF2Hn549i6cJqvvvcNfPi1z+b//unrOffgA2z0Q5Y6PosdX/S4kmBKmKrCdNmkYetMlAxGHZ3pnbvYWFkCLt2nKrJ0SaYUDKC0cJveciM6fkSK4M0OLSgkSagp2rqCrim4vS4ffNcfYGlycXwJ6F5WwPoudHwu5BmrlQvH1U2dcUc4yFUMtRjobeQyOXVL5e6FNnNbLmGccu9Cl+YgLMryum0U962Zt127GxbdMCElKzSIhvcVoBumHJ4osbNmsuUKGN/WcFKsi8PJMRRRfptKDgkV+85SuUqn1eTWL36SlbVNYQ9ZMQjChL4fM7/exwuTovLy+m1U3XhYG8CHDc4sy0JJlrM4FG7Te8cdVEmm4ahs9gI6rrBfd0yV8apJEKVCgjKIma6aJGnGhabLRi/k4LhDvzDPVTi94TLu6ExWTKJETMLGywbzLR9DgSj33khSoVyW5tKWQZyx3A0wFCFMXTYURmy1KFWbbkTTEwv/lV7AXNulFUSkUkacpYUW7lBQawgXbPsRYSJcy9YHEbYuM5r7OF5+9EpGJ6dRVJV3v/L5xNGlB91Q3bvnJ0iZBKlMSdWYsE0Oj5Y4Ol6mZqrsrBmM2Brytuy6XZDP0ZXiv7ihMHs6u+VyZssjiDM2+iFkQtJxpmKwNycJlBybP/jCbbz8I9/i3V/6EbNXXccX/vsreOjfv1AA1EEMnoY7RiQhYLUxCNlstjlx393MHD5KTEpGhqlLWLrwPDFUUbKpskRnW++5HSDh6GLi2su9N9cH4nvw45iP/dX76bab3HHzt8jImCgJ2Ukvuijxst1Vezsa7MyWy7mmx2ov4KENlzjNmK2ZGKrCwVGbMVtlvGRgqDIPLgm5laM7a9x5ocPlkyX6UcKpDZdrZsp0g4TFTpDvo8UhpCvis/lxRpTB4YkSLV+YMg+/jJKhMGoLatm4pQlr+fyNZwjVA0uX6XgxU2NVXviqN/OFj3+Qz33gXYUEztxaH1NTuGJHlZOrfeI4I0pTgkEPTdO3iVNdej0in1PVjTDwXdRcvVzPfRbnNwYcni4Xq47jyz1mGza2prDS9sVQQRJGQ/1AWMAtd3zBZs/hW6YqzEzLhsKBUYcsE2XuzrrN+ZZPw1Lx4rSgFe3MS1uAQZTktoDCVkGW4IpJh6myjp0H4PYB0FJXuGKv9kPcOCFO0+IUH5al24nSiiTR9CJabsT1z30JGRKvftu76bVbLJ24C1UWwAPlP+xVLl4ZWeHonKQZTTfCjxN0VWaspDFbM6gYCgdGhZzGdrsBWYLutsHOEIs79CCZa3qcXB+w1gu40PZxY0Ejq5ZL/MbLX8k7PvVVvvfZD/PFd7+B+btvuWT6Kt5clv+R8cUPvo/HP/2XqI5OEMRpocS/6QrLxGH/3rBVRm2DybLBRMlAloTvqiRRoHvg0oHX5z/056wunmd69z6q9RHOr26x3nFZnDvH+ZU1LE1mR9UkScXOcqpskCJKyhFHp5ln7fHcajLNxLR3iLS6e7FLJ0g4NF6iYmlctaNSVCZRnBbqD21feHrurBqcWB0wUzFIUnHQH5lwWOz49MNEZH1gqmqwMYio2xq9IOb+5R437qkjy2JjMYQGBjl9TsjVSEhI3PS7v8/nvnMHXrfLP3/uMyCJMl/KMhxLI06FZcPieossTVE1rf+w8fdw/wFAVbVASnyzM7AZLRt0egHnN/pEqcRWL2CibkEOHLc0mXsXOuwatQTrYqPLtXaN6aqJrsnMbblMlHXONz3GSvolsvtnt1z2jQhvlOGJPFEyOLXlsqtmCstuOckVuzV0WcbRZFpehCpLbLmRcP4KE2ZrBnaWoatyrtZ9ETFUNlQ6fowbp4VVoCaBpaukWcZU2aAfxKiKDIgpqqEqPOkXn8fdP74ZyPjqFz/LY6+/sZiKarLMqCN6Ty0vicM4u6SUTS/5OaMXxPQCwaYY3ocxR2e2YVLSVUxVKBn6kRCkvkQZYdv307C14gFOMgFRSzOgNM67/uHf+O43vso/feCdVGs1dN1AURSuuu7JvOz1v0/gDfjfb/8Dls4+xH/9qDDorVsaaR5niiThhWJvmEFuyjN0+VZwQ/FOaqZGlGSM2Uou+JXRsDXuu+sOvvUvX+Tpz30R9992C8fvvJWX3niYyx97PedPnSAl4w1/9lEef/0NrPREZTdZMoo1U5YJaRJLFfjo6YqgrQ2tPyZLOgtbLrIEZ1d7XGh6HJkq0+z4gg8qyaRpyr4Ri9V+lEuUamSAG8Z4kXj/Ub5n96KE46sDLptwiGIxn9jTsLh3qQsgetYczD4IUkqmQtuNUeSsqC7cQHCHt4Cbfvf3efsbXsGVT/tV1ns+g37IRMXgyHSFzX6IEbYxS1UkSeo+XPw9YuZUNN2LAw9NVXhouYulKyw3Pa6drVK1VDpuyF1zgqWi5NPUhpbwxff/PuO2wFGeWO0TJxmXjZfQcmXs8ZLBhZbPuCOkOyQgiBPmmx5elLBvxCLISx1DlekGCXVbnDpxCqc2XRRZxtFVdjdMRh2tsKpXZCEa3PMTzm75zDV9/DBFVwQwXsnB58PL0hU2ByFNL85NjRIcTWFn1WK6YjJqqVz5uOuZe+gEk7v3ced3v0Erd4kugs2P6fpCgjOMBYRPlWUatk7DFn3sUMXgEobZTyXdXiCszL0o5dSG0GgdhAkdN2LM1tidS4PuG7GYLuuXKCOMOtolrx1rDo/9hRfyxo99nd98w9v4hd9+C1fc+CzuvOU7NN2IW2/+Lrd/95v8wf/6BOOjo8WedSj0XLHU4oAZWgsMr+08VS0XX+vl++mOJ5yqb/nGv/Bzz/lNJicmcSwT2ynxy7/+EvZfdhn/83P/yqDT5sNvey0/uu0OYIipFUE6YmssdIQyf5xlnFgX5X2cCLGs8ZKGG0YcnS5z1XQFS1cYLQkB58WWx1XTZWHA3Amo21rxGYbVkSwJxFbdUjnfFuoTDUsE7lo3KErrME45NO5wcMxBloXsSJoMB31C0tTSFAZ+TMUSogKaLKMqMpddeQ2KqnH/fccENznnIJcthXpJp3f+fuqTO8iyrPlw8feImVOWlX4WuoxVTNqDEDeI2TtRwg9iogxMQ3DySobCbXMtJio6qiKxcd93mSq/i/mWy1RFJ4xT5psuu0dsjkyWCtD5WEnn+NqAA2M2biioUX6c0A9iDFVhd27tIJGhgngg8/LP1mTm2z5lQ2GlF7J/xMqt54Vp0pCHGSYZbpSy1B2wb8Riy43RFCHolWRZcTr520qzJMuKbFUxFK54/A1YlsX8mVPUGiN87R8/xW++5q2XQO+2X2kGaZIWWVFVBahiNEc92Zro0aRsiBlNLgms7aVh3dI47wlPGICarRVlbt3RcwdoMTBK0uGUN6OdZ1RVN9jzmOsZRAmWU+bHX/4HAJ7w9F9i7thd/N9PfYSX/fF76Ac55zT/SJMlnSAVGGZTl1FVRbBMJFFma7Lg1W4fGEWp8B/99r98nm9++fP8+ae/xrmHHsApV/jbHworxTFHZ70f8M5P/DODtQU++oev4DM/OIauCvlKPxauZVq+ZlrpiExaM1XObrlFBXT3gugxTTJOrw/YP2Zj5giephexZ8QiSjJunWtx1c4quiJzatPliskS9+UslsfNVtjKAQ7DZ3LE1ljrBYyXdI6vivXjix4zLT6gBLomk8VipeQYKmGckCEVs4Q4FfKxD20M2HftE3ng5m9w7XNew0ZzwNymx3jNhCzl+Lc/z94rH8fZO1b+/wan1PIGHaI0E4JefsTsqE1nENINU9ZX+1yzt15Yje8bc7h9vs3T/uIWypUK7c0WB8YdNl2hCD8IYnqBCI79o3Yhc1nSFc43fS4bt+mHKXVbwYsSWl5I10+EPWDbp+kKes9QvG7c0YphwiAU0pJlQyFMUsYclV01AzcSD9JwpJ5ksNQNsHKdl111k7GSyEKaLCRDLrHxk2VkOWP+zEMEnoe95wDnz50BJMq6YNZbmkqaXsoL3Z4Uhy8X5eZKQ5xow9bQFIkxXUOWZHZUTGQZ1Nw6oONHl/SiYlJ78UBwI6Fy50Yhjq4UWq+zNZN+mGBpMiO2jqUpOIZK4+or+VBri87aEtWJGV7wslfz6uf+HDf93juYqJYKTO6wpM2QcgkUqfiuGrZWoJWqlkYYC++U43fdxo9v/jY/+v63SdOU933iS+zYs5+zx+8tDj5Zgo4XksQx7/zt53H9s34VWVU5N3eOyZ27hXW7rhDHGVdMlKhZKi0vRJLE799yNYHrHghH6tm6yS0Pboh7nGacXutx5Y4K55oeDT/mwLiAjnYGAVmuYhHnZIIsg3ObLpM5yfrE+oDLxmxObQyIkoxDJb0w5Tq16XJ0ooQhy3S9mKotYIZxkoqNgAJtL6FsKqz3hVpDN4y58rr/wtf+8dNsdTziJKXm6Ny/0CF86HvohklldAK331182Ph7+NAEf9C7o7N6AVNXiomdJEmcXe0xUTHYPWqjIHHb2WZusSameBvf/D988m0vo2QoaLLMcsfH0mQsXWWsZOT7zpiFlsfuulmYn+qyzGovQM2X3xVD+JG4YUrLE039SjegFwjflAutgK1BzN66ha6I06sXJNiqwno/xI8zlrpCy2imKuhZI7ncfjkfnSepwKyu9AKCJEVCZLPxfEBhqTIkIWTw7Fe+hfkT97H7ssuLYEtT6PsJbiiYBgJbLKacdVvgSLfzSbf7pwwBCEMJz3NNjzObHk035OzGgPYggixld93i4JjNnhErF7ZS8iHPxdcabBsgDeGCXiSGZcu9gMWOT8dPeexTf4Fv/tM/CC2myRn2XnaY+btuEVZ8utCBrdtqQV0zVPkSreDtan+uO+AzH/8wz3vKtbz11b/F9/7tG1Tqozz/plew57Ir0BWJY7fdjErGTMWkv/AQf/Ly53LT43cDcMf3vkngeYxWSsVkuaSrxVCnG0R0gxg/Tjix5rLYCbB0hbmmhyzBwA05MO5w3e4q5zYG9IOkcAmzdaU4ZGuOwXTFoGaqLLTE7GNH3SDKgCwr5g9ZlrOAdIW7FjocGLPZUbe40AlJEfYKaUYBEZRliShJt+3Ixb/vRwLK2Yl13F4X14up2DpTSof1n3yJU1//G5744j+iuXguDn3v+MPF3yNmTm/Qu6e3Ohe3BpGqpgmrbQ9kmYEf0ewHjFSs3ENF2HzfPtfCMRUyw8Jdn+fwRJn7lro0bA1Zkji7OeDIZIldDRtNkdggQpMF0H2ovKfnvcGQLibAB1phrruzKlYo8y2PUUdj0xUWEE0vZqZiFovx1W5QTGz9SKxkZEmMxh1NoWFpVPKdnkDiihVLEKfFPyAyxYkHjjE+M8uOScHKuO7GpxU43qGJDYgDJc3E74uypChrY0RWtXUl7+vUQrt3eA3RMXARKRSnYuJ7akMMQY5OlVnMs+PeEQvbULFUuSiDdVUWcp/hxdfSVRlyKG/D0Xnub7+RP37Rs3j2TS/Hr4zSmN7F+cUlljpBMXXdq9qF0JadGw2BQH2F+cJdkWXe/JIXYVgWf/Sev+L3XvocOu0W58+c5N7bbuEpz/ktklSiXBvhm1/+Au94y+9y5w+/zU1v+hOO3307v/riV/L0F7yM6alJKuUSiiwL0LkkodpC5WKpNxSXFvKhsgRz+b3YUTW55aTImnHD4uhMhY4X8+NzLR6zu44kSxxb6XPd7hrr/ZAMicsnHE5tuvTChHFHHNIlQ0VXZc63xER/zNGpmQoLTeENiyIy7iBK2VGSUWSJ1X4gbDE8wa6SZXHfHtoasKtm8cPTbXpBwvyFZTrzx1j6wac5FSQs3Pz3AOx+zFPZd/QabvvMe1Pg5MPF36N5pTzYXD6bGjJstAPqjsZK2+eGI5P4UULfjzi10ePobJUgTonTjKtmKvzk6ucSf+3vCPtN/FjlaMPi3JbHjppBlmWc2xowXjbYP2oLnqQs6Dd+nHL5VImH1geMljQ0SbDl5VyEd/iwHV8bFIvjkqnmKgExuioz1/TYW7fo+QkjNuwbsYgT8cUOG/O2FxekakOVsTWZqiUMh1RZyvVwhsMDidu/869cc+MzGJvdx5N/5YVM7DuEIsk4poyhyNiOTJSkSJeQrbdlyyzL1RJSzLycBmj7CZosFTIku+smfpyy2bnotnUJ3HBbnWNpyiX6rluDiysqCbEPFFxXiencQs9WJcamZvjFm17Jf3/F83ndn/0NF04/yM89+/lFYKqyRBgJg+A4X9YPs2XD1oqVTNhc5syD9/Pej3yGz3/igzz1F3+Vp/78r3DVNY/Dro2TyoLlce2Nz+RLn/4bdu7axYv/4Ic4lSpPf+YvEJuCJdVw9FyzKWGiJHxgAHRNwlBUqoZMNwx54q4yUZxxfKVH1bIJg5j9YzaGInPPhQ6aLHH1rioLHZ++F+Lmt01CwlAFsP7cloutyYw7OnMtj4mSznzTI4hT9o/Z3LPYZXMQMppn30aOBjPy/fSWH1DSRFB7cYwsi+fxbLvPnqrDWj8kTjI2BhETtsplj70RpD/n9o//IQDXve6D7Lv8GmpliyhN2VqaV4AHHy74Hi04T7ZXzyt+EOIYihDLyidXm12f8brDdNWgZqncPtdksmYKaJNZRZJlfvCDHzD7uGfkpZG4mRuDiJ01izBJ2eiLyeTlEyW6wUXjoCSDUVvjxNqAPQ0bVZGYa4YcGreJYlFw7R91OLE+QEIE4GRJx1Al7Fz4KkOgb4Yg6501E0sTgShxUYkviFNMVWGjH2KqJh0/RpYEH1BTZLI04dZvfpk/+tBnuezwYfZcfV2heO5HQgR6yGoxdQULIS4WpxK6otAPY/xtqxBRauUrlyQlTMSe8PSmV/SmG20PU5UZdXQcQxFDtERA1QQNbJv7GlxCxB51NPqhoM/ZmkJzmySlJhskwG+85i3snt3Ju1/xHKZmd3PNtdcQyDp+nFAxVLJUvLatKwWKRpWlnBMp4Q/6vO21LyNJEt7x5lfy4te+he98/SscO3aMG3/+OYKBkmSYWcLOXbN89+QaqiwTZWJvit3Ai1KiNC1e31Bl3Pz1y6ZSKCPqqkS/nyJJKfde6HKh5bO3YXHr6S0ADo852LrCjtzrBEBVFaYMlYqZ8tDGgKMzFRRZ4nQ/5HDVFBTENKNsKix2hAvYStsXdpRVk4fWhBP16fUBQZLx4sfPAILjKcnCVWBtEDJZMmj5wqj5fJ7ll9s+O6oG98816fjgjxzliS97J7WxKZasvUiySieIcbwWiqKGWZa1Hi74HjE4syzbMuxSFHWbyiCzGK9ZxEnKSidgYXNAnEnMjpcZBALtcXC8xO3zLUqWSpamBK4Q+LprscuIo6PIEpv9gLGSTgY0HIO2G+LnONHDEyXObAxQJbEySTNBQJ5rusT5muLslpeb6GZMlASRd9gzSJKFG6WMlyT2NARB19KEZpChCgrabM1EkjJMFQ6PO4RxSpSkrMcXpRzTbNgHRtzy5c8wvnMPO/cfZNwxmHRMBlGMQl7WZiLY8jtGlIh/VBnSBGxFpVJWkfPSsx1GhIlwPGZwkY84DExrm3FREPus9vyi/yubCoMgoWZrxHHKaK7EoMkyDUsVWkOaTJ5QqVlq7gEipr7DiWSUZlz9jOfyp4eupVwfwZV0+jn6R7dlwiwrfEdLuviuJEnCixKSJOPTH/1LLpw7jWnZfOjzX8dsTPK3f/XnvOFP/kdBDbM1heMnT/G7v/Ik/v7bd2KMTAGi2hm+p/GSTscXPMuGpeWOa4JLmWRCtWKp4yNLEqYisdDyAIn1vLI4MOZwz0KHx+yqMQgTTq0NePLBkcKV7KkHR3ho02OtE1C11fyepkyWdVq57+uehk2WZdy71OXIpMOpNfeSdd+Io3HzqU2eetkomiwquZql0enGbLmhIDeoMl+5f50bD9T50oMb7B2xObva54rpMmVZYqP2FHZMltF7AZomE8syneU57HLlYYdBjxqcAHapsuhuXdif1A9yZrnDSM3i/KbPdQfHxKnvRxxfHXD17po4DZOMA+WUmwE58khS4be5u2FyfKXHroaFJkus9QLSTFDC0jSjaooM5EUpV02XOb42YMTW8n5B5opJm9V8nWDrCic3XEq6ELUWkC6J8+0hTFFivuVhKDKjjkrDNoUG7TY0Szt/iOIUpiomJUMoMFQMoVynKzIbm1t85oPv540f+DRelJIkGWkmYUhihaTlkipD5fntI9rtxJUkFQGhyBcFrixNRoaCF3tkwsENU9Is5aH8/2vYWvE+y4ZSgAC6XsSZTbcYouwbsRgUk1ZhOSfEvmV0xSBMxKBjuF6qmiqb/ZDxHbsoGUrRG2uyxCAQU9owSdAkuRhaKYoYnCVJwmc//kEA3vOxz7Nj507CJOUJNz6N7331izz92S9gx56D3Pb9b3D69BkAXvnsG3nTez/MY258RgHoF5XDRaRSxw1JkbB1hVvzNcl4SefOCx00RcL3Y9wg4fLJEuc3BuwbtSjpomIIorhwqRuECY6uMFkxWOz4qLIQC1tp+4xVDM5sDKhaKjNVK6cOBsUwLY4zqpaKJkv8ZK7JkakKkHH/co8b9gkCuiRB0xeHy3ruualI4MUpKy3xTKdxypHpMvPrfUYcnY1+xKgbMeLoyIpM2dI4tTRHEkcXTWh+xvWowZnE0d2DrcX907uuREYo1B2cKCHJMq2OS71iMZPjXO+YazE7YnPu2A/Fi7cvcOvZJjtGhQJ2mGQ4usp802PPiI0ki9N4tRcKGpQfC72hvM/aWTN5cG1ASsZCy6flRVw+6RAmGaYqMV21ONcUQegYCiVdZbKiFRDBnXWThbYPxOxpmLkVhBB26ocxtiayTZoPXsI4zbOLhKpIfPFDf8YNz/glHn/Ntay5AUm+bwVR3kQ5u3+4WnAMMe0UrsgZmiIXwGj4jxBBP07x+yFjjl4MeiZLOnVHmOeMlXS8IBGQL0XmzJYwhx0vG4VwWtlQLgnMjh8VQVsxLhXOksgnyYospDpylTtZEsFY1lUGQ+SPpRZgDUuT2ciZIqfuvhWA57/qzey9/GqWu4K8/MLX/zFv+NWn8LmPfbD4jBOze7jxF5/LPT/6PldefQ1jJR03SooVkhcJKFvNuCg1eq7pFp/r3kUBntlZNfnxZhNFlji/OWCp7XN4osTxpS5lU6UXplQslaMzFU6uD7hqpkKUZix1Ax43W+XWuTYA+8ednCcsFSs4R1cLOc6T6wMmSjqjjsbZjZTWICgQWLec3uQ5V02jKBI/vtDmCTuq/GCuja7KSFmKrkjcemaT6ZrFPfNtDo47LGx5TNctrtpZ5fhKj8OTJUxDWJM0F88lna2NnzxS7D1qcPbbW7f21ud/Lc1QbFPFMDSiNGK56TK/3mcmTpkZLeGGYtgx27C4WduJJCsM2puUM7F3u/NCh72jtngQ4hQ3jOlHKTNVE1tTyDIxoT00bnOh7eeCTH00ReLwWIm5pleIfjXdqHAk3lk1sHWFc02ffpCgK7DpRuyqCf7kiK1RNZVCVlJThKKCBIzbMo5uoMkSkSITJAJz60Up//S3H+H+O3/CH3/sS9R0jYYRmUq+AAAgAElEQVShU7FUTE0hjAWmcshGuHhJeR8p+hmkDNtQLxKYM4gRZfF20MF2eRJZFq5iS52AsqEWwsmHxh0WN10ajkZZsyjpEqoiU7NUZEUoDdRtrVByKOlKEZiaLAlqH8JOYSsNi6xla0qRUR0NskxorJqKjJTbwUuSWD0lSco/f+rDAPz8C15K2VQZ9MTv2L1zB7/1e+/gb9/3NlRVI45j9hy5mqW50zzj11+GVB6hHyas9YOiqmh5MbYms5CJ/fOYI5y+HF2Imu1uWGiKTLPrc/lECVuXWe/4lHWF1bZP2435L4dGuXWuxXpP4rF7heFQnKakeV+/3gsK4a4H1wbULbEqObbc4/KpEseWuiQZXDVdZq0bMAiTgg5mKDK76hZelHD3+Tb7R0uYeXl8rumRASOWykrHZ2fV5PRih4NjQp0yilL2TzicWu/zuN0NZhsWtq6w3Au4suGwceF0kmXZww6D/lPBmWXZyc7yXDLWKCnHzqzRz2RsGebW+zzx4ChhnNLqBcy3Ax63b4SOG2FUx3nlx37IHXPr7KxbxT6paoqH7chESei5xFG+A1UoGQIQkGUCgXKwpOc9oxAHTrOMo1MlWm5cSFgudNzC7HZfw8TQ5IL/Z6gy8y0fRYKSITNRMgSXL88AO6pmsb/bXbORsxRVEUHkRgn//Hcf5XV/8UmcSrVYkQx7USQJS1cw09xiQZGFFtBPSWMOrySDJCehRxHoqFiGxJ6GiaEIJ/ADo5ZwVNu2B93+ekNlvOYgwovEoAPgiXvquOnFaaqlSWi5msOQgqfJ4jNl+bR6iH5ydKXIWIYq0/EikCSyKKWDOEBkSYiQhUnK4tmHuOOW73H1jc/AHh2l44fYuuBzZlnG8296MQcP7MN1B1jVBp/4s7ez+9BRnveqt1A2VNb6Q3iezpktt/h5NQ/YhXZIN0jQFJm7FjukGeyqGtw+38bSZKQ0peXGXDldZqJi0HYjzm4MGCvpzI7YrHWFMW8niGnYOpeNO5xY7XNwzAFFohNGjJU07lsSWPMsEYfCRFlnoSlwuhVDYW7LZd+ozbGlLpoicXBciOOdWu9zxa4aFUPlmyfWeeLeEe4+36Ttxcw4OqoscXq5x1TV4O65FjdcNsLKfIteEDFa0kGSmG0Ib9GNhXMSj7BGgUf15wTgwebynIQqsWuyiipL1Ks2V+5uoKkyi1sDKpYoddMs5Z7zbQ5NlvFTBcOpsrNhcd9il32jjlBzl4Vmz6mNAWOO0BUtGSoLLYGiWMn1ge5b6aNIEjsqBkZejp5cd1noBByZEKpoji7kKdt+zGJHOEfVTI1DY3axKN4zYrHlRrnYs0QQQc3QchFq+RLnaFNVyBKJuN+n09zi6KFDzJRN7NycaDtySEJ8sVGSFbA3XZWpWAp1R0VVxDDr4dTkQfRHTS8iTUUvKlggQu1hV134d1w25rCrYeWCzcMJ88X9qLrNs16UtXGhBDiUBZVl4cgc5SSFocBWWVdo2JpQLTTVArzQsC/idMu5ZQJAe2mOUrXOS972Xsq6StMTQ5Esg+9873v83kt+jbe+5Lm0vIiPve/tHDx8Ba/57++npIlMOFU22Fk12XIjSrpGw9JZ7wWokkQ1h8I1TBVLEUDzEVvjjnMC3bZ/zKHlCjOtkys9FlseR3dU2BhE7KhbnG8J3upjZqs03ZgL22hfsiy+W5FJQ3Y3hN3HXYsd9o/a6LKwoL9issT9ua1DwxSynHtGbaJYDK2W2gHnVvv4oYBb9tyAphuzf9QmiVMOTZaY23SZqZgF9/XQVJlji13Wu4HgcUpA6OK7AwlYeKTAe9TMCSyE/kAicEmQaThiUqppKgvtkKWWR6NsCmWyTGKmbmGoEvctdrl6tib8KxSx4nhgpcfR6TKyJLRkhquUyYrB/jHhILbSDdhZE/3hWEnn/ry03T/qsNQVEodDQPjuugkS7KwZOLrCfMtnQELVFJbk446GjMBlSpJUnNy2rrCWsx8OjghA/hBnG5HxtX/6LI9/6rOIECgTKRMGSY4hFAhB9GkS2aVAdsTwR9glUMDhVElCywdSNUs87NuFxLb/3PWFxlHTjWhYKgu5KY+RZSRRynjFhDRjX93K98PCRnsQJZeoEfTDi6yfTl7SB0lKN4iLlUNpm61EWVfY8sUgrB8l+bRUJkiEmFZGxnXP+EU++uRnEaXpJaJof/2eP+Grn/k4lcYoT3/eizj24+9Ta4zy8j/8UzJJxtKVYkJb0lWO5wZCk47GvUvd3DRKWF3M1ky+PS96xENjNustj8mqwcnFDhVd4chUiZtPbWFXDJT8YJIkaJQ0jEBmoR3g6Ap7R2zWeoLMv9TxqZga+0dt7l/uMl3Z5h2UZczlWXxrIGCQU1WTOxc6TFYMWr2AhZbPjQdHuf1Ch6W2TyqJSuPe8232jtgsrA9Y2HTZN2ZjajKbHY9D02UeWOlx9Y4Kl02WsQ2FE0tdLt9VZ+PCGUrV2lprffVnl1r59aiZM8uytFRtPHjhgdsZb9istFweXGgLYSs35GlXTGGoCufWulzYGjBZMYpSQZbggaUu+0cdJEVixNEIooST6wPqtlBjn6oarHR82p4ocfeN2Ny/0idOs8IFeszReWC1T8uNODTpMGoLdnuYwnzLp+XFbLkRu+smB0eti5ozpsZ8y2e9H1E2hK+GIDyLS1ck4jgT07pM2Kd3Npb41F//BTe95o2oksSOykWHNkMTqmtRClEiylVVFkMWK+c2Fte2n5NsCCoXtu9xIsrnUVtnpmIW5aajK3Tci0G11b8ILFjvip3tIIi5d6HLXefbXNhyObE24NyWB3lVPXTptjWVhiX0YjNEeVo21CIwt5e0jq4U5k26IrHS9dkYhHT8iHNNl8WuTzeIuWe5z7mmhx9lnNn06AUJppxx+/f/nWc+/ybiwOd5v/Fi7v7u13nHX3yIsqXlEE7BN9VkiWO5MmPD1rh/WQx89o3YbA4EO2n4+WfrFnfNiRXgeNmgOYgwNZkfnmly+XSZyarJqfU++8cdHljuYigyu0cdWl7MZeMOJ9d6rPdDLptwaHsxm/2QKK84yobw21FkiZWOz4Exh4PjDg+u9tk7atPOK49ddYuFlp8DVy7q5nbzZ63pRmgZzK0PODQpWrUjUxXuOd+hUdIZLYn1oZ7DOQ9MlhmtGJw/dluWhOE3Hi32/jOZk15z4zMLD9z23iM3PkueHS2x0fEYK+tUbA1Vlbj/wgZPODAKisxqx8eNEw5PV4jilJmaQZQkLG6GHJksEUQpszWTrX5IkGSMODp7Rm0kSeJCSwgKDwPp3qUeliYL0msYo8oyp9ZdojTj8HiJJMsYBDJTZYP5lkfHi9lRExL/gqwtvowRWytYHZePl6lpGjvKUo4GykgTwf+Mw5Q777idg0evZWTXIZDEMEVRhNXbcK2gyRAUUiFSAew2VYkoFgOVJBEs+SyDOPmPlOw0IwetC8D+g+vi9O72Axq2xnhJL1QPVVkiCWM2ewGTFYNe7u42VTOHyDzGy2IS6kaC0L3S3c6RFA9WzdRJFfFZS7qaC3Rn6LJU7HvLplpIh5QNtcj+2yfNpirRBvpewOff8zbGZ/fya295F3fd8l3e+abf4YWvfhN9DFp94RVzOt9Ljjs6gyihZiqQJGiy+B3LzQFj+UGy1vY4NGZjKBJX76xi6QpeGHPtbFUIOjc9LE3hvmXhc3nlDoO5LZckzcjytzgIYsqmhq7IHF8Rz9DeEZu5TZeGrXFqQ1i/XzbucOf5Nl6UFPS7JMvyrYLCA0sddjUs6o5w0XvywVHuuNDB0RWkVKxQzqx02Vm32Oj4dN0IXZXZ0bBQFIldIzY9P2Z+y+Wxu2pIOTT11B0/iHqd1pcfLe7+U8GZpsm/LZ249d2mquhRmlGydUgz1rohspQxUjFQFImHVroc3lVHlmQ2egHNQcjBqQqapjJravT8mMWWx+4Rm9GSgSxLLLY9yHulPQ2hDVrSZZSKcKKerpjct9xDUySunrZZ6oZ0feGh0vZjYbiKgLCZqsRKXq6O2Bpr/YARW2PE0Wh7QtRq1NRzpfcMSRNA/oolF4D1ialp1tdXAZiumHjhkJ4lXI1VWcphW2JIsx3IHiZC4suPhMFOmglqW5IgMKqKSsVSSFLwkouooSEkTlck8XMoHpb781XCkYkSS1semiJR1hX2NSys3PE6U2ThUaoJBA5cKiHibYP/+XFSDIMCMy1+zhAmuhJwoSV6X8E/9FFkMdHdcmMauW9pnKTIQY9Pv/ONKKrGa97718zUS7z1f36UJIp44g03FFbyFw80ibmhb6ap8q0TghNbtzTuW3fFAG8tZaMXcHSmwm1nhED57hGbuS2XK3dUyXJC+1o/5MhUGV2VOL7cpWqpGIaKJMGBvHS9crqMGyUs+gmPn61y71KXDGGku9jyaNgaYX6ozlRN0gy6fszJFZE9JeDOuRa7R2xhbwkEOZppV92k54Ycmihxy4kNnrSvwXeOt3nsnhpBnGEbClt9IXV6cKLE7lGHpbaHaWkoacjCqQcU4OZHi7v/VHAC9/u9Trpy4Twz49Pc+uA662RYloGpKUzsqHFqsU1zEJLEKSv9gNlRoZ6w3vFRdIXJqkXFFoOjlU5QGOTurJlkCOa/GyZiz1TSuX+5h5PD7QxFomYLrwtATG1z+cyKcZGlsKtuFqz2YX8J5LZxcO10BVOTkSWhcOBtywr9QPx8+50/4fBVj6FqqpiKTBJnOUtCwOOjJC1UASWyYgcpyUK2AknsMIfxYaoK/URY2Js6wjYOsY/UJGH8Y6uKcEPOMjqDkLYbFUwH8f7En1EitJSOL4v1ytV7pSIIgkQMpUZsrcCT6rJYnZR0taBrIcmFIgSI3n/oFTpe0jm2Iu7xqCOoUiAe+NP5z0cnHdbckA+//kVc8YQbeOKLf49eohHGCQeveozASEdJ4Ro+1/RzoruQwaybKgM/Ym/DRpVhsxMwVdaZrBicXOoyXtbpuiFVS+XARImTKz1qlsJKx2ezF3D9/hFum29RMRXW+zH9MOHpR8Z4cMOjH6UFoD1O0sIdvOlGlE1xSB9b6VHKB2LHl4WY9LE8Cx+eLHHX+Q7NfkicV11umLCrYVM2VX5wcpMbDo1x+5ktJGDXiOj7F5seFUvl/MaA2VGH48tdrt5Vox8knNsYcGCyhCRrGLrKwok7KNfq57ZWlx9WnqT43h/tL4DoOy2n/KMzd/8Iy1LZO15msm4zXTMwdJUoyWgNQm64bJz1ts9axyMIYha2PCYrwi9kvefTHIRs9kN21Awatk4QC73Y0xsDdtdNTm+4YniRCfbITN3inqUecSKErXRVlKLzLZ+lbsC+ESt3zIY9dYvFTsDZLY+SruJoKjMVg8o2PuSEbTIIUtEvpkKb1lC3mx9lRKpFq9Oh40ecabos9D1SSSB3FClDVyiwtboqiywYpQyChKWOz1LHZ9PzSUjRVPGaQy/NYUbLcqmSOD+tT6wPOLUxoO1GrHaELaKWZRyZLHHVTAVDkdg35lAx1cLLQ5GlAn9atzU6vvD4TLOMc01f6LL6CcdWBzy47hIksOEmuKHgIEqSjKEqSIiefsQW/iE1U/jEDKfdEkIMDHLl9iBi9eyDhF6fJ730rSiKymRZpxskdIMYGWh6YmJ8at3lgdUBZ7c8vnemyZ0XxIP/3Ye2OLnWp9MPuXeuxWbL4wfH11nYdJkoG5xe65OmKafX+gzChAMTZeIkY6JqFkMvx9SYrJpMVAzOt3xsTRAHvCihYqqc23SpmSqXT5aZyz1gB6Hgvx78f6y9eZBlaVre9zv7OXdf8mbem/tSa9de1dXdM8wgNEOAMAy2HCiQjbCRHGDZBhkE2ArJ4QCMBJLALAYbEGELswaGgRkY9mXonu6ufd+rct+3u99zz378x3fyVpYCSd0zcyIqIiMrt7u85/u+932e3zOc5uFmFyeIyCdo1smSRZDotjVFopDSOVXL8nizS0pXmN9OuM+BkF6+NppFl2XOjud4ttXl4nSBraaDKoGuCqrDa6PZhH0UU3cC3Chi/ta7Ubu+/2sfpO4+UHECtOvbv7756GrQswNsL2C34xIEEU822sRRxPmZEjExL7a7vDFdYLfl0LQ9giDm4Xqb8byJipi3hTE82+0yWbLoJnrQtWafubLFdDnF/c0Orh9iqNKAEXt7vYPjhRyvvGzQxDHM7ztICXysnBaUtO2Oy3bXo2EHvKg75AyNk5X0YAua0sX4pOuKlOuW44MUE0sRZy6+wbM71wfBSUEUY6iCF9OwA6JYGiSbxfHLVe2wz7HpiBHDRlsQ7BuOjx9HuEGIqoCmSmR0FUWWXiHkSdJLMX7PD3m42eHOWovl3R7Ptzs0bY++HzI9lOLydIHjwxlOVTMcH04PAMsHWI6Dwnp5Ca5R1wvZaHssNxwW9vvc3ezyaNtmtenyYKtH0xFhUvfXWrhuQDWt4rg+eU1iIqujyTLdzRXGZ45h+h3KCZlOkSRMVaZh+wNf5NMkqbpkCYK7KkssJivwXDnFzYWXDR83iBgtmNxbPVDziBSByZLFrZUWc8MpKlmDe2ttzk/khXggihkrpWg54aATu9p0mCtbdNyQrbZD2/UHj99LYOFLezZ5U+X0aJZ7Gx0qGZ1O3+fRVpuLEzle7PRY2OsNegmqIpHSVU5UM3z+8S5HRzLcXmzwbLPNZkN4lRtth5G8yY2FBm/MFtnvCq7V8WoWU1cppHTKGYNn198OAt/74w9Scx90W0scx3+6/vgatu1RG0rj+iG2H3CimkFXYH5bBBSdHssRRfBss8PXnK+xuGfj+QFBEPFgo83Hjw+x0/MFFjKGlYbD5ck811daNPo+RysZyilhyr6z3iFvqlSzAoQVxfB818YJIhFEkyhbRnPmINvidDVNEAllSN5UaSZZjReqObpJIpQkifljmBhno1joVXthyOjMUZxum6dPnzJ95JigJyQVJEmicKJYbGm9QJwxDVXI/YopjSAMWWu/7BYfnLksTU60sSEpPTmHKiqGGnN5IocE7HfEGGm/572SjXKQyq2rMvtdn/2uj6bK7CTb0UuTeZ4lj3+maGLIwqcYxyJaPUYEt+ZNgYNcTaSCtZzBs13xM2pZned7iQNFElJLz/ZJazJL9X4SyxDS9ULMiTPcffe7uPsNl/i+f/snPMqNAzBbNHmSOIV812ej0WesYPIXC3uoqszMUJqluk1Olen3XI6PpClndJq2z9mJPFlTYThnkLNUum7I2Yk8GV1hpd4XO4I9ka6eNpSBEIQkpW675aIrMuMFk92kAVZKGwPC372NDqdrWeJYaGXPj2V5tiPkkHPlFF+Yr5O31EGw1LGRDEEgVtQ7K21Oj2bYqAvnUNnSuOuGnJ4tEUYxlbTGFx5u8vHTNW50PWLgtdEs6w0bN4Kzk3nkCNx2ncb2OsD1D1JzH6Y4V9L5Untn6XFp5MhpLEPFkCX2uy6LO11mhjNkDEF1f//5HidqWVzHZ63e55OvVXiw0RbSODdko+Xy5lSBR1tdymmNB+ttXhvJoCoSDze76IrEeEFg99O6ws21NkVL5dhwhsfbXcIY3DBmu+MxkTdEzF0s7EWrLTE7zZsKfiSSiRUYRD9EcUwz4cakDIkwIDETw64TIkkSmm6wF2r4+zYzBYsd2yFraOQ0NaG6S+iqPBADBLEALQOYuujsZnURpRfHYlyjyRJu0rM93Lltu8HAl7nZ6A/i7bKawkw5RUZX6HWFBC2KItZaHn0/Gsxb4SWoGsSYZzlpvNRyBjtdD0ORB1kfE0mnPG+qeH5I2RICiyiKmCyI+d9e22Usb2CqCquNPhJwfCTDassljmO89UOqs1QeENvhg7P9RN7gj++LVdH3BOW9nNZ55/EuthfyxmyRG4sNNEViJG+x3uhzbiLP+/Pic7WixXrD4eJUnrWmQ97SWG04nBzNokgSd1ZbjBZMFvd6HB3JcrSS4uZKi0uTeZ5vd9nv+Xx0psiNNSGanxtKE0Yxfe/lc+2FMYoiM57WubXSJG+q1LIGd1dbnKplubvaQpElZsupxFwu0e77HB3JcGNhn/GSxf3VFjPDaR4t7jGRiGxenyux2nBQZRFx2XRFMoJhqmzdv0K2ULq1t7n212da/DvXBy5OAAk+t/Xk+t8bnj0lOV7Ids9lqpJGVSRKaZ3FXZuhrM5MJY2hybz9eJdzsyU6/YBOP+BjE0PcXGowV8uy2xGUs9O1DO8vNsThvJJismhiaQq31trkTJVazmC364nD9b6NqYnckZWkPa/IMk92xfliumiylsS+lyxhqAU4UrZY7vQZTukUFWUg6O4loUYgIhqqGQM/isgWy3SbdfJDI4N5YNcNSZfSOL4gxLthRESMIsmvQJG9UKyswr6lDOZj93e79LyIoZTGdMFAUyWiMB7MGuHl2Y44Znm/jxdGpHSF5QTPOFNJ07YFTzWjKcwWTOGxlWAqaYQdjoc4iKjzQsFwjRHqLDeI2Ol65AyFB4l29+DMLxHTd8PBirK230ORoNPRePBHv82dX/lhAL7xn/wMZ9/6StAMMjKkdRlDEultXdvl7FgOQ5XZb7mcnciTN1U2G6owzscxJ2pZhrPitT1Zy6KpMidrWYZzBk0noJIxeLbVxfYj3potcn25SRTD/UTWN122eH/BYb/rvozfCMRNspLRaSe7qhPJyC2liUzQ6XIKP4h4sNnl3FiWnbZHP4g5M5rhnef7qLJYEKIYztZyRFHEcNbgxosGZyZybDf7tJ2Q89Np1htCepozNYbyFo4X0I3EiGt5z8YNYuaqGUxDQVEUrt78QlDf3viVD1pvH6o4e+3Gp9cfXvnm8//Jt+m5tE4hY6AiOpc926Vle8wMpcTdWlU4MZoj9AKubna5PFei1fexdIWioXF3s8P5iTzPd3tMlSzKKY1b66Jr9uZ0YUAHuLXeppLWmS6leLgtGlxuILaaM0Vz8Le13YDVtrD/TBZN4sQFaaoSi40+fhKC9NpwmlJKIyUric5WGJhFYrWQwGWKZfR+nemiOZDUCYSJeOM7QchaV9jhJGK6fkjW0MhoMlEkocgilvzA4hXHMRttQc7f63lEhMn3CirfTElExvmeyJHpOD4PV1sIiNjLhtZB7GDD9rG9gIeb4vl4c7bE3WSgX07reJ44N2Z1GaNookiCbhDGMUrMIOb98Hn3YCWOkahkDdabDnvdl0lsv/+/fy9LN/4CgKNf+Z+yUzjD2y9aaJqMH4rm1YOki3xiJMOT7S4FS6WVoDxeM1UWGw4SMTlTOIcypsaLRCM8VU6x2uhj6gqPkxvGWN5kJiXo8JoiWMlzlTQpQ2VxXxjSkURPImuqXF1scG48jxNEPNrqcmkyx93kPXVxIs+j7Z5AuQzI9RK7XRFnubDTxdJkjo8IMfxE0eLBWgtNlammdRb8EBlY2rM5NZaj3vU4MpLm+sI+Hz9S4q+e7vOxE0Ns7/dp9nzOTeR5tNnBDWN6HZehnMnzm+/EcRz/6Qettw9VnMDndxYfKt1eF12zWEukVY2eh5JSOVpJsdu0eb5r88ZcmQiwDJXXalkaXY99x+fMRJ62Iyh6UaL1PNjKna5lsL2QG6ti0HtyJENzo81uQlsrWyoFS2Wx3ieIBOR43/aZLllYmsxCPQFFyzJrLYeiJTqJ622XRj9IPJMhdiukmjXoRxEFUyOlygPMh6pKHDn3Blff+Tyvf/yTLDbEm2C2lAIpRpbE2nTQeTU1hc2uR8cV44MDJ8hwRgQHpRNBwkHjqJrVB9+bSUYaThChyxKr7QNjtFCWDGcNqmkNbTxHLAmzddvR2e95rzhZ4lc2yqJ73PddCiltsMV1HZ/9JJRYSgrRUiQMWXgoVUliumCiKjKGAgVTIY5hJK3S7vZ498ZfIMkKX/G9v8i5Cxd4sNHGCyJmK2kW9m3Wm86AxXTAbmr2A6ZLFkv1Po3BTFVippKmsdzk6VYnGb1EVLI6q40+jzY7FFIa7b7I5ZnfFx38S5MF3ntRF1vdliNW1OkCV5Za+GE04CgZqsSjbTE3JRav08mRDHEsGmS6IlPLm6R0ldurLU7XsjhewP31Nm/NFHl/oUEcxZyq6izu9jg2kqHfD6jmTW4sNjgznme/57Hdcjg2kkGRJPxY7Byf7dhcni3yhedi23u0miFnqYBKZ2Oe0Pcd4PkHLbYPVZxxHDfzQ9Ubqzf//M2JN7+eahI1P1fN0bJ9Vvfb9L2QS1MF1rbbbNohl2eKbDdsZmo5yjmD7ZYDssxQ1qDvhWw2XV6fynMzGbhfnhR3vr4fcnu1RTmtM5mIE0AwZ4aSrqymKviRx/M9m/GCgEsbijSAZXXdgJVQRPtVMzpuIFQdUQxdT2Rrbnddhi0xRsiZKn4c8dYn/xY/8X3fjhf+EMBgJnuwZTY1kX5sKDJBLFbPGLEdsgcjCAGCAkhpYs5YzWqM5w1URSKOYjQFWsLcz+HeqoKYaa43HUzg/ed7ALw+U+Tpch1VlognckwXhSjfUmVOVTO4gRj3mIkw4RVVj6YAPj0vpKCL8UGn7w90vJYq8yiR1p0cTnN7RRieJ7IGj7dc9Pwwx/+L/wW/NEPL9vEjkGSBFDnoXB8fSdOwffqe6LLKkggqdlyBLbk4mafZD1BkmB1OE0WxEK3X+zTtgEpOkBmPDKe5tdLi6W4PxwuYGUoLRhMJVkZXGC2Yg2OACE1SUSSZ+xudhGErc3OlxWwlzXpLeE5Pj2a5sdKiktEhjAY7n0cbbQxVpmn7EMecG8+x2nAop3XuLTepZgWKZ20/opTRub/e5vXpImEUcWmmyI2lBm/OlXi01cUNIs5N5PHDiLWOywlDRVIkHvzlZyJZlv/f+DCK8T9yfdiVk/b+9r98/oXP/MbRj31K32l7A3RFs+9z/sgwXhxTr/dY2+vxkZMjrDb6bDb6zFYzPFztcHG2RBBF1HseU0Mp8SZxQ45V0jhByPR+1ckAACAASURBVM3kIP7mVIE762022y5pUxVb1ThmPblrllIaqhwyVTCJ4nigDJoqmLSdgNGcgabEPN8XBaUqMrfWO8gSXBjNiMKKYrL6S4maE0Q0HZ9yqYzTadOwBYcniKJBwcfJ7zrgx7p+TMeNBNQ5FB1Rx49e8XkenEk7rugMryZYlcmCmRABVUDi5Ih4E7puMCAPHoaGHSyWQRQThDFPku3fW0fK3D6ALGsyq3s9LE2m19MxoghLV8ikDcqW8HuahkIvoS6kNXkg+zu4Dv/tew/fZvXdvyTod5k7coxNH1Yb/UG3u+eGiV43ZKpksdXustV2qeVNdroeURSxkHSSL0wIhKWEgGM3bJ98SmMz6R+cqGZ4ut1lJxFWdJyA8xN5tlsO7b7PpZkCd9favDVXYqXhsN/zeHO6wHsJmjVlaQQx5A2Va8vNhAUlIkAmi+aAr3zwWnlRzKPNDidqWVRJ4tZKi8vTBe6sNPFCwc5d2upydDjNdtNlbjjNjcUGEyWLB2tN5oYzzO90mamkCYAz4zn6XsB60+HsRJ5ZQ8VQZRQp4vaf/k5ktxsvnegf4PrQxQl8rrG5EO2vL5IdnsLSVSRiLF1B0RSerLU5PZLhKzImnisQmh8/WeH2chPD0CCOubPS4m+eGubOZpeT1Qy7XY+9nseF8RyGqjC/1+PFXp+8pTNRMHiU6E5PDKcT/IYIYH2y02Oz7XK2lmW6YLLZEb7AthvS3rUZzRuUUwL8deCTjGIhwVttOcLNYInsFfdQBzRXLFOujfOvvucf8Mn/4Yc5PVNjtS2kgGldwe0JOp95SMO6b/vYiYk6jmO6noaliXNzxw0FGyiICA7J/cIEct1yAsJI4kUyGqmkVAo5k0JKIxPFvHlkCFmClCYxO5xmt/3vTY3jYAUWW9uIp8k5/Xg1M8gZmRlOs57cICxNoe+F1GWPtJKssFHMbNHixq//a9zGFvVbb1M7fpEjU2NUvUBgMzWR6KwocHw4PeA9zQ2liIGRrDDBS3HM6bHcgO96ajSHLAvhe8sRAcKXZwoQS2RMhVxKI4pjJsopcVyShQl/smQNCBlBENGwPSaKZpLnAtWCiSSLvsCjDaE0Gs2b3N9oUUjmrBsth5PVDPfW2kwVjYFd0FJFYoGmSMiITu65sRy2E1DLm9xZrHNhqsie7WP7EedLFst7NjKiIWkkrNvbK00uThVQJCGoD2LIp3M8vfp5NF1fjuP4P+jf/HevD12ccRx7mVzxlxbe//1vP/e3v1Pe77oMZQxW6zYpS+PMeA5Lk7m92uJI2eTcVEm0rSU4OZLmvef7zI5k2O64HBkS/FrbTVKsd3o0+wFfMVtgvu7QtUUY6mTBoO9HNGyfzYTWntVFNJsXiWzOMBmbSJLIwABYazrECC2n64eM5U1kKR5E2clI7HY9/KQ5U9UMKmmdfqDyHT/1//FL/+L7+fOf+Wcc/d9+mr1AgMQmCyarDY9qziCtCTJ7xw0ENCrpzBYsjT3bh4TLu97yiYGMLmN7EXlDuGqIYyRJiCkOaATwMq6vYfs4bsCNxJ1xbizDi2S1jCMRvJQ1NUxF5kwtSxTHGLLESFanlYjmD66DnFJ4ldZXsFRsL2S366FJMTsdj2bPZ6fl8PjPf5P00BipsWOkLnwDHTfgftL0OTee41ESVzBRtFhrOmQSx0aMONs9OfS1T7a7LCCiClr9gOMjGZ4k339+ssD99RYpXU74RRHnxnM82xEI1LGCgReEZHSFc+M5ri40eGOuxE7H4UnL4eJknkc7NkeGLFKazFYr4rXRFDdXm8RInB1Lc32lxUhWx/cPnCkaTdunlNZ4stlmrGBSyepcXWzwWi3L3ZUmxFBLayy6IYossVLvczGBiZ2bzHNzvs7XnKtyZanJaMEkY6jcXmxweqqInkRuRFHEo7/4tN/e3/mRD1trH1ghdPjqdZr/x/z7nwsDz6OU1pAkmB3JQBSxUrd5tt3laDVLJm1ye7lJzw2YGxFSpvGCSd5U2em4PN3qiKAiR9yND+BfTSfEDyNeG0kzv2fzYtdGTQhsGV1hZijNw60uay2HqYJFKSnGvKnydKfHZktgTibyBhIxQykN2494vmcL3EYs7ty1nD4g0hUsjbrts9vzCMKQc+NFfuTHfxrFafPZX/zJwWNv9gVMarnhsNb0eLjVZaMlwE55UxNjDv3l05ox1EG7RlcEvPj5ns38fp892x/wdw1V5kjZYqZoocrSoIB6h4r2sIfSDWMWd23urbZo9DyuvKhzbb5By/ZY2Oqy33QIvZCcJjOa0clbKucn8lyczFNJ65yuZTkxkqGaNRjLCyvdSNZARpzR4x3Rt+jtrWOvPyM3d5H2oWS4w1cprQOiOz1etABYScgC8FLuGCMxXRYKr+c73QF13/MDAfs2VM6O5Tg2kkGVJc6P5zg3lme6lGKj6dJNJKEAliqx2XIppnSUJCPlYBdQsFTWGg6aInN2LMd6kjwmIXYrx4fT3F5pktFlsppCsx8wUbK4syK6s5YqmlQnqxk0RebkaI4rC3XOT+Z5ttVms+mwvmcznDOEQ6qW5fpinbGCRSVvsdcTocJuEOG09lm6d4U4jn/zA5bX4PqiijOO44eqqq7vPrlKGIqz0E7bZavlMFW0mKmkUVWJu2stzk4VUFWFG4t1HC+ESGhNc5rCkYq4o50ezaJIcHe9w8yQheOHdJyACKjmDEZywht6Z71NvedCGGMkwoPnuz3m92yqGW1AUJckRFHv2RiyGG0cFLCEEI+vNB3aTjjIzjgI1gXIGZqAOWsm//hHf5Y7f/YZ2FlkrmQhxaBK4uesJ2elIBLx5k93bR5v23Q9UCSZoZRO0dI4XrEomOor0rqhtPBZRjH0vIBnuzZPd21e7NusNPp4YUzR0ihkdN48Wuajx4coZQ1OjucZzpkDbIl4Pf761ymKYavl8mKnR88Lubfe5s5am44rPn602aHvhSzt2Wy1HGTAdkIII06du8gb3/mz4k2iqJw7NknaVBm1NMZSGk7PYzylM5HSib2Q6azBdNJdPlq2qKV1Lk3kOTGcJgxCjg2lmEluvgfHjZO1LOlEBxvHsNsRPYznOz1urbbp+xG3Vlss7vdJ6wqOFzJRsrgwmefKYoNazkBVZRo9gVW9tdJiOKszlNZZbzmcH8/zZKvDWtPhtWqG1eSc2rKFHESRJTaafYYyOos7PVRF4sRIhqV9m6PDad55tIPrCXE9kiRgYk5IJYGwjRZTbDcd9jsuU+UUG00HQ5OZG05RzOjkUxr3//KzsZXOfi6O486HrbMv5swJQLe59yPz7/3ez4yf+7gWS1DJGgRxTLcfsNF1OTue59KM6NTdXGjwseMVFjZa7NkhE5UUC7s2Hy+lGC+YrDT65AwtAT+rPNwSxISu67PadMkZCumMcKiUUjpvv9gnZ6pcnMzzIhnDxMDttTZjeZOposnz5A5bSGk82RHSwpPDqQFxTpUl9hJbV9sNhD5UFt3FVzqwlTEufepb+ItP/yrD//gHebDZQZMljg2ncdWQIBY4ir2eN3huOgltoOeFHNdFclrekpnM64xk1EHQatfzcYMQRX45y9QVif2kcdF2A1Y3OgP1UTWtsLCTnBtjqOYN8imNrKlyaaoACO7tbFkAlg9NWziUGvHK5w8i2uHlHNXxIxRZwi0dE7/rza9hIaEFyE7AWgJbkyURdDRWNAfKm/NTBR4mM9c3ZksD29uR4TQvdnqkdXEuDKI46c6Kx3qykubeepunW11MTcb1Q9KGIsBYmkI1q3NtqclQ1uDFbpcoFsFZV5ZbjOZNOv3EECDBcqNP3lLpJeaC07UsdtJkU5EoWRrpqsqNpSbnxnMJi8jmY0dK/NXTPXKmih6Jbq6myriBzxuzJeZ3epyfzPP+4x2++myVd57XeetIiafbXcIg4vholsdbHcqeiRdE6KrE/T/77aC1v/PjH7iwDl1fdHHGcfwbG0+u/2zYaxJrZSQZQi+iVkhRyBkossSjzTanq1leny0S+CH1roCAff7xHpdnS2x3hDD8cjKv0hRxXgrDiJ2OSxQJLGJKE23xvCmcJsv7Nm0nYKft0ul5HK9mBqL29QQY5vkR02VLBBHB4E75eMdGkyVODqdFhJ3jUU7r7CVzziiKWY9cNFkS9isJRkbHebS6MFDz+FGM7QaDYNVjlRS9vrijpnVl0LgAXskt8eN4QBywVIUH22LrN1UwmSwY6AfYjUgkkblB9IqC6HBYkRtEbDYdNpuOmNktC8H469MF7iaYj1reRJMl8paGJsPRSgotEe2frgpoVUqVODkinj9Lk5ksCv6NpcnkUjrnvvuXePFL389oLKxzI3mTtXqfMIbpoRTPt7usNxwqeQHcWt7rAQIL6iRbTE2RGc5oRJHoMeQtja4TIIURZ2sZwkiclWdLFrYnnsebS01uL9SJEqTqpakCBUtjp+NSzVsMZXQW9uxEzRORt0xOj6rcWhMaWtsPuLvW5tJUgfvrbRQJjg2nubncQlPEKhcjKBPzuzbjRYtWcsyopHWUOObybIlr8/t89dkq1xYblDIGO/Ue1YJIBjhWzXBzqcFHj5S5vdzECSJmKmnylugGbz67g2d32sC7X0yNfSnF2c6Xh//o2bu///WXPvVtUsOP6PQDiumAxbrDzJDFa6M5dEXm6kKd07Usp2fK2E7AudEMGw2boZzAV+51fc7UsrQcj6sJ8zNrqtxabbPRdPjIXJGsoWB7ATdXmgylNUZyBk+3e/hRzPxOjxDx5PeTLNAwhqfbXdREDG0mSdggiqve99nueJiqTMESLpGe51NK62x3XPwopueFrLRcUsUyYbdOFAqKw1bHHXB5QOBLnu91WGn0OVXNstoSqpOpoglI5AwNJwhfca4cmKAPiH4LyUo/ktYGHdaRjMZ0WXgJdVUm8MUs8LDfUPyMw9aWV18nNxA3OtuLeJLMMc+MZrmzKm4sp0ezg8I+PZrlefI1OV1la98mVisEQcDD925ilMYoHSnjtDrIkkRxKkcmEStMlVP03A5tO2CsJAQqj9fbSIpAiGYMdcDqOV3LcOWZiFO4NFfk0UYHU5WRkyCprKEKyoUXc24yz5PNLh0nYLRg8my3x0erGa4vNUCSeH26yK3VNjlDHaTVZQ2F+xttymkNKRYEwhO1DF4Qk9IVOn3RhbU0hS+8qDNXSWN7AY82bS5M5PmrR7u8VsvycKUuehQRyeuoYqZUTC9kaadHOW8yPZSm3Q84Vs1iajIvdnukTI0winj29mdC3+3/xIeZbR6+vqgz58HVru/+2PN3Pxu4bkDOVBnJmxDDeN7A1FXmd3usNmwuTBeIgPtrbSxD4Z0HmxyrpHiw1saMoWV73F1vU82awuS73WW75XK6lqGWN7i+0kJVFd6YLmJ7IZstlzgSKpyjQymmShYdJ+DmSgtDlhnNGQylNWbKKZwg4sWeLSgM9T4lU6WS0thJ5qKOH/JsV/gON9oBrh+RN1Wx9U1WsmJ1gq3VRW6vt7n1YpXVR7eoNx1mcgYTOYOe87JQrURu13ZEWNL9rR53NrusNF26bjgIupUlQQGQiV8hF7yi/Ing+VaXW0tNrs/XubbY5MlWj52uTxDDUNbgaDXDUNbgzSMl3jpSIp/SODuR50jSVDGTs3QUv1zN/UO/72D2By89nMAgw8Revo2imSi5YcIoxnZD+l5Izw1w3ICeK246WoI6CaKY4QSg5QQR00NpABb3esk8V1AXDi5dlqhkdcaKJq9Pi4aVqclcnilyopYVYckSQuYniR7EeqNPjMS58TxBGFNMaezbPpOlFGfHslxZajCc1bFUhfmdnsCRLDToOT4TRZP1pkPBUrm/1kaWhEFgs+VyrJodpFTvtB0mh9IcG8tzJxmRPNnskE/pPN3scrSWFVt/LyRrqjxYbyPLMlPlNMRgyT5P3vuj2HX6//eHLqzk+qJXzuR627PbzdUHVyrj5z5K1wuwDIPV3R7Dibi52w/YaPZxnJDLc2WebLR54/gwDVe4E8I4Zr3RZyY5iPf9gDemC1xZbLLS6POxuTIhNnXbp9EPmK6kUZP0saXkTnxxIs+RoRQv9sTXrSSC9+J0gfGczlrbxdIUVhoOd9YEwkKRJEppDVWC+UT2JwHz+2LVVSTB3JkpWeT0WZxeF7e9z5NP/wzrV/6A2if+PtWv/BYsXdzlxwomw3nBoS1aKo0k+Xj34Lx4iPEDMcsNjyDh0ICI9NNkmTAMBWPJ9tAOzUKylkb9EN3B8YWQo97zSJsaD5Mt9sXJPPeTc14lb9J1QkxN8JHyioypKShhzFzBRJFlUorEubHcQD98ZjQrjgBxiPv2/8Xug7/i0jf/E8yJMlEsMCGvTRTEAh0L9KOcQKzOTuRQZJm8pXJ5pogkQVpT0KIUYRRTzBgi1t0LOFnNsLjbY36zQzuI2Gm75FPaYEU/N5Hn+U6PlCZi3L0gwtJlup5gTX3FkRJXl5qiOZPSWdy3mSmnuLkidgHTRYv3FxuMFUwcx0/E7zLrLZfhrM7Kfh+JmPMTeRb2bMaKJkt7PcbzFqM5k/urLT5xapi3n+1zZiJPo+dxopbl+XaXc5MFbi41+RvHy1ydrzM9nOHidJE4jmn2PUb1FI8+/5k4lclddeze5hdbXF9SccZxHMuy/D33fv8X/p/q6be0A8DwSNGi3fWQJGjZAcerWdbrNjtth6mhNI/W21wuWNxcbvKJ14Z5sdtjr+UwUU6LQvYjzoxleb7dY7nRp2X7nK1lebjZwQtjRrI6OUNhrGAiSdIggvzsWI44GRzmLJVrSw2iWJAAPS8ko4vAWTeM2Wi7bLRdTteyjObEec9QJTY7ogBMTWH1UBTfxPEzjLmrrMQOb33zd3H//c8T+Q6f+Nbv4clmh8U9m9V6H1eWRac1pVGwFE4baXp+SNFU2Ety6SxNGfg8wxi2O95gy100RIwhwLChcWQ4TcZUyZgKtiPOZG0neIVdG/17dk0Hn3Z8oXBaSixdY33hmgDIW+rA1aFI4PsRvtun8d4v4Wwvon/1P+dBN8PIvi3OiRJkTI2eG6Lu9ckWRBhUxlDwYmHoHi28bBAdKae4/kzkaH7keIUHyY3j0lRB6Jy9kBMTOVbqfRZ2ehiqRCltkDNUzo/niBF0wKdbXR6vdQhlODqcpp80vMppAWseK5jcW2mKkdRQmrW6TTGl0e555AoWFyby3Fhq8tZciZ2Oy2qjz0fnirzzrE7OVBkvmaw3HNKmyu0X+5yeyLPX84RMsOdxpJLi4YpQr+33PE6OigCv0+N5vDDixU6XS7Mlgb9x+1z5rV8Ius39f/TF1hZ8idtaEI2hbn2zsXn/PXKWlihFZCp5k7yuChGz7dO0feYSJsxHjpS5udTk0lSBx5sdxkspJkspri82mCun2e+63FtrM1kSnk7Hj3C8kKKpMlO2GM4aPN7qstNxmS2nBE0b0YW8u9KkYCicqKQHlqmsofLeQp2FnR6jGQ0/eGmtqts+ay2XhXpfNDyyBhMFk1pWHzxGXZHIzZ7l3s1rtOp7FObO8uY3fQfy7lOGM8ZgJnlkJDOIOWg7AXs9n7WWQ8P2cUNwghhLU8noKjMli6GUhgIDUQQwULwA+IFAddxebrLRcLg2X+fBaouV3R7tvthOTZVTlNI6F6cKXJ4pUkjrXJopcHo8h6lJDGV0rMQ5cnAdPvu2nWAgGg9jyEo2G7/+3fj1NY5+/fciGaJxNJrML+MYxktiVhkk2lgQM87Rgvh4o+lQSMZGqy1h1DZ1hZ7jMVtJc2o8Rz6l8uaREm8eKTFVTjFTThEloVLLuz2uL9a5vdzkxmKDjuOzk5zzz4/lWKv3ebHd48xojgfrbUwF6i2HRk/0Lq4t1NloupQtjZ22RxBF3EtkoTJCfnhsJEOnL9wutWRKcG48z7WFBq/Pltjpeqw3+1SKpvDPKoKIn0/pjOQMtuo2uipYzClD4bVk91FIaSy+8zuxpmlX4ji+9UUXFl/6tpY4jkNZlr/r7u/9/K9MnfuoZlk6HcfHjQTsGcQg3pAF+On8ZAEvjHhtNMda3Wa8lOLeRoeUIjqF9a6LF0TMlCwsTeHOaotzE3nCKEwi4OD1iTyllBANPNvp0ur7nBvPD85+G02HtKYQBxEnRzJoSfGESTzB7fk6RUvj7Hj+ldSrfdsbQL/myhZ5U5DKvShi9q2v4fd+8B9QGp/l/jt/TPXNT9Gs77Gy16PecpkeSlHLGcSqQi+IUBV5sCKBOM91XPFvLGcMVsdS4r7PGCqaItHouIwnNITgkOjgwOkBYgzkhzF+P6DdD7AMheeJNO/yTIG7B1tDNc96skKWLI20KnAbKUOmNCJ8uKosU8jq4qYSx1z95Z+jNnuKi3/nfyZtKMwm3eVCMtsDKGVMyjlh1ysmonCBJlEwY4HYrOR0Iten5/icni7zeLPDs12HUkpjYbfHqqXSSegWp8ZyA+vY3LA4o7b7AZdmimIkoci8PlOk1RcxjV035MJEhpYtXDb1jke953N6LMdukiw2nhcZOHOVNI/W2hytZTFUhffn65yZzLOUaHxPj+UEAH0ix92VptilpETG6YXpAnEscXYix4ONNhemhUn8o3NFkCSCOBaKITdku+1yciyL6/a59jv/Jui1Gt/5pVXWl2HlBIjj+Lf6rd3d5TvvEEUxlq4ylBFxZ62+LxwSsiDCPdhsY2oKD9faHKlmufKizqlqmodrTZ6utZksWOx0PJ5udJFjEbn2aKPNTkugCCtZnffm6+y3XV6fzA9esJ2Ow2K9z/mJPDNlixe7PVp9n5tLDZ5vdjhSspgpWQMReqPv0/MCbi436NkutYw2QBRICOncXs9nuekQRnD54ln+3vf9EN3tVXZu/gnIMoHd5smTZ4RJx7hh+7zzZJdbL/ZRwwhDligmUQeHheWHCe+mqrDV8XixZ/N4u8edlRYvtro0Oh7EMUdH0lyYylPNG7w+U+T0eI7poRTpQyqkQzX86utyyErW9wIaPZ/1Rp/nWz0Wd3vcW2lxa6nBTsfl5sIev/cz/4yd5cc0Jz/F5++t03ECri3UubZQp237vPt4h3cf79C0Pa682OfKi30aPY+rL/a5Nl+nZfvcWqxzf6WJ44Ws7Nnsd0Tw8sE1OSRW3XY/YHY4zVBGJ07e5JenC+iKzKmJPJWCiakrPNvpcX25Rc8NWdi1WdjtcWYsy82lBmlDYTij82RLcKserrd5stnltVqGB+tt+l7AVlNgbYYS9mw5o2OpEl035Fg1i+2FjBdN5ne6ZAyVyZLFesvhjZkSjza7FNMq1xfqzA6nWdq1uTxTxA0ihvMmYRjzeLNDSpepJTiYpXd+O9Z1/e04ju99iWX1ZSvOqN9pfuedz/ycb/c9tGTIr8gSYwWLjKniA6t1mwuTBTabDqfGcnT7Aa9PF9jveFSzBpYqs75vc3woRc5S+avHe5R0hVO1DBsthwfrbWYKFpWMjhtEeEGMqStcmMhTzZn4YczdtTYZQ+X4cIaJosVsJcVe1+P+epulnR6tnsfpaoac8TJda6MttkzXl5o0ux4l89UNRaPv0+710atzqEaKzOgcjXd+lZNvfRJ9+zaZ5Osbh8YrKVPh6U6P22ttlvb77HQDLFXkhWR1lSPlFENpDe3l+xZdll7ZcrZ6Hs+Sbm2z53Ftfp97K032uy7NrosuxVSzGkVL5cxolgsJc+f8RI7TYzkyusxEyaQyuPG8LNbcocdoqjKbf/iThE6Hj/23P4Fs5Q9e18HXHJ7dHgz8QXTaBx/3A3RVppzVieKYE6M5LkyXSOkyFydzXJjIUkxpnJ7MM1lJMZw32e/5PN7s4vohVxcavPNsj4bt0XECNpPRyEjWoJLRuJDsmDo9D1mWCP2Ip1tdZoZSOF6IH0ScGs3ieiGVrMFm00FXZS5NCadJ3lIxNZl2P+TiVJ47ay2KKQ3Xj+i4EafHczzd7jKUM1hs2BwZTtOyA2YraR5vdDg1nuXq8z3ShspWywFJ4rWxHFEMiiKj4vHub/1i2Njd/pLOmgeX8gM/8ANfjp/DD/zADzxVFPnb0+XRfLoyhR/HpA2VjWYfRRZKHUmWeLTeZqaS4s5yi4mSxZX5OhemClx5vk8xpaJIEvfW2pysikyV5f0+lYxBNWey1/OQIlir9zk3nsMOQrY7HtsdQUmv5gz2Esr4vbU2jZ7PyWqWjKGy13U5UcuysN9ns+ViqTJpTUS7d9yXWZ3thD73YLMLMYKDKknMP7zNL3zn38YqDPHat/6v3PvVH2X2za/lyZU/p/rm13NqooApSZRTOmEcM15JD4JvJ4om/SBOLGkBQRxT7wcEkcgoCaNokNKtSxKmJuMFIYEbDlCY40WLtSS7spjW6ToimKjd9wWqZaPDer1PKa1x9UWdzUaflCpzf3GPZtfBdjwkWQTq5kyVyUoGy1AYzptEazdYufo5PvVPf55KPkvaUBgfEkbhvKlSzRlkTI3qUJaxSgbL1CjlLEpZgxhxnlQVma7r4wVCMdXo+TSdiO22S7Pn83SjzVq9jx9ErLUEsSJvaWwnsLGpIWGEnxlKc2QkSykt3CmWIrO428MLQl7s9tjveswOZyimNK7N13l9pshKghU9NSbOm2MFi74XsNlyuTxT4spCHQmJ47Usz3d6jBUMXuzaIt1OV1jc73NpKo8fivDcF7s2p0ZzrDb7EAuUTNbUUGIoZw06js9QTjBr1xt9aiWLSJZ4+se/HO8uPfmTfq/7k399lXy460s+cx5ccRzHkiT993c/+/OfHj31Mc3QdIJQrGwxEjsdD1OTOTOZ5+5yk4szBe6ttXh9pkCzH/DWsSH2W33mt9qcnyriBxErOz0uzhZZq/fZbDmcrGXxghA3iJjf7iFJgpK23XO5v9YW5PfkrKHJ0kCgsNboU8ub5HSFlK5ge6HAMCbjh1rOIPRDahmNra7AiQDsdD2GMjpLDYfMhVNnTQAAIABJREFU1BmOXPgIudoM4zOz5GdOkx4aIwo8tq5+hom/9Xe5Nt8YPB/nZ0tMFU00RaaY0un5Lm4oRhFd99Wz6HrLBVxG0hr31lqD/6umNM5OF0jrKnlL4SPHK9hugCoJr2M3Kf7D3VrpkArh8OcdLySladhuiO2G1EqpQfeWd/+QoY/9XRaaIdPZgNuJC2ZmOM3zdfH3ZEwVzJdYmGLGHFABa0VzIMqYKKVY2uvR90KOjmZY2rOFsLycYqvZxw9DzoznUBUZTZF484jA13RdoWF9vtsjY6mD1+bceJ75nR4dR0QyhGGM6wbcWhGQL6GmEjuwnZYjus+umIWfm8iz23bQFZmJkmAcnxrNcm+tw/mpPM2uz42lBh87NsSNlRav1TJsdlwypooigx/EaCkFU43o9VwqZooX210uzRSZ37MZK5lUixaWqWL5fa787r8N+932d38R5fPXXl+24kyuz/n97urG/c/PHr38tfhBSMHSRLReHLPV9siaKm8eG+LZepszE3muvNjn48eGeOfZPl95vMxW0+Ha8z0+ebpKFMUs7vQYKZj4GQ1ZhmfrXS5NF1EVuLbYZKft8hVHSuR1jfl9m7SmcHW+Tjmjc6GW4W7Sut9s9Wn3PHpuwJmJPId07pRSOjeWxBuymhMMnuG0xk7PG9AE+kHMf/5Pf5pf/P7/irV/+Q/56H/2rdz/w1/l67/rn/N7P/Y/smQAk18LCK/jUqM/oL5/bK5MDAxnRGK1H0QEsTCZHxYwHP6bANYa/YH29PxEntsr4rHMDlk0Ow6mplBOkpgLllARZQ2FyzPFZNWROFHL4iVkCdMyaNpiDHOY3hd6Lpoimj3+oanMYd9o1wmYGtLZT0Yk4yWTraaLqSvMVtIUUhqmplBMqQznDSQEGFyLBNxtvCQoe5tNl6kRBqqkuUqaF0kzazhvsN/12Gw5zA2lyBgalipTyxtsNB08PxrY506N5waQ8kvTBa4tNHhrrkgMPNns8JXHyrzzbB9LkzlWy/Jgvc3lVJGnmx3h+lFkrm93uTCZx/ZCanlB6TBUhayh0HVCZoZSPNvpMZvTWd/2mR6SmR3JsN7oU8kZFNM6ARKGrnLjs78cmab1B3an9eyDFst/7PqyFufB6nnns7/we9MXP6HJnkqQGDGypoqpq0K72nI4O13gnSd7fMXxCtcW6rw5V8L2QkqFFONli796usvccIaxksV78w2ypsproxphFHNtoc7l6SJnx3LcW2/RcQJuL7c4OZolkyh09rse3X5A3xbFGBJzK4kfv75QJ63JZE2N6ZHMK0WRTwmBNQivYyvnUkkJUUGhWOSrvveneOenv58Xt94VbpL71zn3d/4RW+/9Ll/zjf81dj8gimPcQ2/yIBatGZHkrAyiDUB4POeG0qQ0GSmOOT+Zp9HzadgeG92X57nDKqIDgrzjh6w3+kRIA3rAlP+M22//EWG/RT6fp15vEXW2kLNVjn3dt9PzZTr3Psdu/y0ylYtoikT64t/kyXt/wNmv+hQpVWJ6RAgR4jhmOKvTsn3CMGKuliPc7g2ogHsdcSacqqQHRu6Lk3muvhDSvNeni9xJbnojxdRg7nrwfJuqRK1gkDEVNEUmlcwzN5sOct7k/kqbtC5zkBkVRhEXpgoossDEPN3qMlW2eLrZIWepRDEs7tqcnchjJx7MqQSLeaKW5d5Kk0xKmLBXGw5nx3PcXmnx0aMlQeTwQk5Vs1xfavLRuRJXFhucqmWwux5jJYue67O8Z3N5tkTTDQiRCCSJ0OnwhU//Utjvdb7nw9bMf+j6sp05D64f/MEfXNB0/b/UzHQ5Wz0meVGcMF5FotZQWsePYzRZplaw2G45HK3luDZf50hFYB+GcxajBZOHa23Gy2mqBZOlPZsokhgrClLdWt1mfrvLTNnC0BS22y57HQ/fj6jlTcppsa1e3e+zVu9Ty+nCtpXWyJka6/U+rb7P8m6PTrvPkKkwmrcoZDS2k+i9tKHwIhEXdPo+ozmToWKeyTe/llu//XPkp09TX3jA8W/4b3jyx7/CZr1LVDvB9EiGnhtSyxoMp3XBSwqEy6FoqQORvURMqx/QdkPq/QBdhofbPfphTDljYOkK08NpZkcypDUZtbPB3nu/xtLnf43mnc/iNzfwdp4T1FegOIMkyaz87g8RRBLpU19LoVyhq1XR5r4KZJndP/spOg//DH3kGJtXf5tup0M8fJK54yd48LlfJCpM4GdGWFht0u77dPoBeVNlZa+H7YUcGS+w3hQ3gbGCyWqi0BrJGYO805ylsp00ckR4k8xkJU0hrTFWSlMtWCiSRN+LaNo+WUPj4UaHjaZDOaPzLNH2HhnOEEURM8MZjtYyxHHM6r7NdscVQvuswWQ5JZwlE2K7+2ijw+vTBW4vt7A0meGcwcP1DidrWR6utYiQOD9Z4E4yQ1/Y6SVHBo21psORSgYJGCta3F1vcXY0x9X5OrPlFE83u1SLFuWsQdsN6Qchk5U0aUPl/V/9ybCxufzpfq/7b76ctfTl3tYerJ7fdOPT/+ft6smPaEq2gqkaNJwAxxPnxYyuYmgyt9abXJjI8/azfT56rMyNxSbj5RRZS+Xtx7u8MVdiq9Vned/h8myRxd0ey/s2c5U01ZrJ7cUGUSzxcLPDhek8nhcl0jURbHSymuHUWJaH6x06tsf9REn0VSeHyU0XeLLVIa2rrO12Wav3gSYfO1NjKqtj6AqmqdLcOsBxRjzf7SVR9RK12RMUaiPcvP2XlLImJ/7+j3L9R7+F4ok3USbPs9cVW65iSiOb0TFViZGMUL6cHE7hBDF9P2A+iSyAVzuipiaznMC3/F6T/t0/4dmf/wq5c9/AyU98K082bYL1O5hySO/Fu4QP/5RUsUpne5mpN05z4ZNfiy5LTLf6eEGIF5wn93XfSMNVwMgykf42Pvdj/5BMZRJ/4us4+k3/E09/44fJf/+vUMkZdB3RaKoUTNp9D11VMOSYmbI4RxuqxIXJPIokYSlwtpbGD0JCN0jm1R6LW10kRWa74/F8u0fK1AeYS8PQRJzGTlfojJPc1IuTeWwnIIoittouW22XN+dKrCTGgDdmiyBBEMZcX6xTzhioEizu2VycKtD3woTbI7G81+f0WI7NpkOMxLFqFj+MODOW49FGm1OjWTabDvdWWpyfKXBrucXfOF7mylKL8+N55pPw254bMFq28IOY5YbN63NlgjjG0FVaS/e59We/69rd9n/35a6lL3txgjBjp7P5H7/5m//6+z7+Hf9K9b0ILSG1xTEs7/U4WcsyWRZcmNdnCizt9kSzaKnJUFrneC3Lo7U2o+UUY0ULxxMEvPOTeRRZ4uoLgR+cHUmz2RUNobNjeS5MFdho2GQMlTvJueZoNYOlCWnhQejS3ZUmpibz1lyZckbj3lIDTZGZ3+0NGkKXJgtUdYVMWiOQJOrOy0ZOfXsDho9gVcbZf3iFcycucj2OOD2afWWOOVV+me3ScgKiiIEscDRn8P9T955hkp3Vufa9c+Vc3dU59+QcNJoRCogkgjFRMuB0sDEGAybYHBvOIWPg4IQDNiYJG2yDCeIgDAgJSUgajUaTpyd3zl05187fj13TM8K+PodDEOuX5ro0rVbVXvt911rPeu6BpJ9oe9l7tdhkQzpARfcQgFajwsw3/5zyxcdJju2j+86Po8R76OwJMWmvonR4+5ZRyaVw5UnqRp1nvOEuzpd8PHZhje6En8X8tSv0lr4Yc6sVoMzg1i6Cm26jtniBQv1ZuB1bUaJdLJx+gszIXpbz3kkodPoothzAoVA1ODnpXVn7UwHm2tdzD4sorKuQuhOBdQjuWIfXRLEdl8F0gFxFJxXR6Ip7nJxa00QURCYWK8yv1UmGva2bsE/yCOgBBU0W2T0Qa79A4cl2ebJrIMZKqclkts7eoRhPTpfYPxSnK6oxsVTltk1pHrmUQ1NENvVGOLtY5cbhBKeWykQDCpokslRssnsozmpZZ+9gnHzDYntPhGMzJXZ1h/neqWVu29TBQrFFNKiyqTeKKApICCjYfOVj7zRbjdqvuq5b+DGkzlPiJ5KcAI1a5T3Z6XO/snDqge7+Xc9GUGWCPgVZ8nYCTcvBsl1UReTsXIntPVEenyww3hMmV9eZKzY5OJ7kgXNZ/KrEpu4QE0sVTs55b7eOiMZCoUlvKsjW3iiluoHruhxrGzV5Xrk6q2UdETh8MUsqrDE+EF43t2q14bXTRZ2R3jgbOoMslPV1JdJatcV02zlu33AcP9AR0WjZLgd/8z1864OvQxBE5o//gMCGG9n/2vfy5ff8Oht+6YOE+jbTlwwQ17x2fau9sVG9br9Tk0X0usOa5SXC9EqV5fZoYSiicunv/zeRdA+H3vt1wsEguuV461eqd2Ur1HQsB2xXQO3bDUCivwNR9xLIsp6qTlCka00g03ZwbQvHbHiJJAkkD7yCtYc+z9jm/ejTh6k9cTf3trzbRuLlf065EV7/+0uFhsfqdLzF6aFUkIW8l1xjnSG64j5USSIWVAhpMqWGScQncXauyUqp6ZlAT3rP8w2jyfWfu7ErhG65iKJna3JitsTjV/IgeFsvyZDC1l7PTV4Whfa4JM5srtEuZRwur9bZOxSnYVgENImumB/LdtnVH+PEfIl0WAPXpWZY7B6Mc2axyq0bPaz8zt4Ix9q1ZrbUZP9IgppuoSgi0YBCoWmRjko4osgP/+mvHKNVf8xxnK/+v2XLvx8/seR0XdcQBOElj3/p44+kRvYoWjSJq4qIskxQldFUkbVlnWRIpS8ewLQdNnWFmVqrEVIkehIBai2rvapTodi02D0UY2atzvnFCnXdYv9wgsVSk0LdRBYF+hJ+kiGvo7jcto/YMxTH19aO5qo6sYpKvm6xbyRFva3ZBA98NNgRZKHUYiAZoDOirddUAKoicX6xwlS2TtQvk4r3ced7P8Xn3/xiTt33NYTUEBue+2oUWebo1/6M/tf8GbmqQX8mzPmZEgLeMP2Goajnm6tbSKKwbsQMeL6pVz8/y6I2d5rI897N8bk6IbW17uGzbyjGUs4bJUUDKomggqpI+FWJsE/mwFgKQfCAtcOZMLbtYrsu8aDK1r6ohz+UBbY96y6e+MvXIcw9ztDeZ2LecBv5H/wdanOF2sOfAKB7yyGWJh5lc0alI6qRCCrrZs2qLJKv6tR1i3RI4cqSyULLZKgjxLF24h0YT3Oi3RRKtVfJwDMx64756IhohH0Sm3vCzOUaWI7Lsfa/f6CdtLGgyqbuMMW6t8xttGWYO/qi653aQ2NJLq9WOTZT4uBYgsNXCmzrjZAMa0xm6zxzcwc/vJyjO+Yn6le4vFpjIBXkyHSRvYMxDMdlW0+EC2ueI+QDJxa5fWsXR6YKHBhLISkSpuPQqJdRu8M0ViY5fM8/mM169Zf+u/ua/1H8xJITwHXdJ8KxxGdPff3PX3vTaz8g27azPjjXZJWxthO3btoeDrxUZyAdYna1RtOwGUgGuP/MCn1JP07bY7Qn5iMRVFm6kmeh2CAe9pEOa6xWWhyeLOBTRA6NJ7m0WMa0XZ6c8r6kvaMpai2DZNjHfMngxGyJeFAhFtbY0x9jOt9YN9CaKzTRFE9WN9wZ8kyIr4v+ZJDVpkVV7WL36z7Cyc++m4lv/C23vvBljL/gF7n40LdY/c6f0Pn8dyC0O6suIIiQu05RE1NV4gGZiCajigLlordaVdMt3FYDrrMvaVxn9HV1lum6UKoblGr6+kzzZr+6bkId9SvUrqOV7RtJMNEeLYmiyKVVk+Ctb2Xiax/G0eJUAv2Ygkaj2SJ256cRFD8dgSrV1B4u1KJcPJ/FJwnrpmM7BxNMtJF9PYlr3VjjepVTrUVv0ntpBhSBPYMxSg2TXLnJXK7BXLZGXzLActvtPl/1FtWH0p5EsTfuZ77QZDAV5HS7Z3DjaMLrftdNrqx5ruyW7ZCteC/jStOiv22tmW+Y7BmIka3oDKWCFBrepsnGrjBHZzxc38mFCodGE5xYrLClO8JjJxa5YSxFy3IY6Qzj4LJUarDwtfcz9eSD7P7mBF/9+DtN02j9juu6/+2VsP8ofizyvf+/qJWLb1uYeLySvXAYXE/j6bgeULTa8ticxfaJEfF5NGa/TyYT89G0HW7Z2kmlYXFxpcaegRiRgMzEcpX9Y0lGuyLM5BtcXKmxpSdKZ0SlZTqsVVsYCBzamCbik5nO1jk5V+LKWoNYWGP/aAJVEhlIBVkoNDkyVSBf1dEUiZ39UTRZWJe3zReanJwvM7FUIebzZHKZqLYuRM/svBXFF0KQJC4ul6g2bQbveg9CPUvw8j0IrkNXSCWgiHT8SJJbjndNzTdM1mo6R6eKHJ8pcWm5RqNhIcoqaSfHzr4we4bj3DCWZM9QnKBPYiAdIhpQEPjRlbF/a2Z9Na6nkentBFLSo0QO/gaX/vndVI5/Dau8TCjVh6gG0C99n5Ofej2C6kdovyg625sn4FG5k2GNkc4QflXkwFiKg+NpAqrIpu6wtzeZrTGXrXF8qsCDE6tMzJe4tFRheq1OvO3a5zou+4Zi7BmIorcM6i2DY1MFTs0UmS80ARcJl70DMbraOIsnpopcXq1xcDTOldUaq+UWW3ujPDldJBVWKdZ1Vis6uwe8k1UEVistXAcCmsiFlSp7BuNkawY7eyOUmybbuiPMFpvsGExwdqlGwCdjOi6yJJD7wadYvXIGWVF58pufd2qF3IRlmp/5byfGfyJ+oicngOu6DUEQXv6Dz37gu3d95KuKoAbbyDmXStMkFvDw4o7reobGgif7W6u06E74eHKmzK6xBFeWazwxVeSWjSkyEYuJpSo3DMfZOxjnxGwR3bQpNiz2DsYRcJlaa/DkTInRjhBRn8z5xRKFmslkrsFqRacj6ac76SdXN1iteNfrk+03s1+ViARktvdFOL9cozOislzWaZleB/b2qCfd8uxUJIY/9T2W6g6I3hxXUn2MvOq9nPnEbyAP7UPJjAEwlvQTVD0zY9d1PUf3q8ilHxGvX3nsm0ipURbNGK3lKqXmtZPzwGiShXZdHPCrxMI+gpqEX5WJBjT2jSS9poUIkiRD2xs36le4YSyF67poikj86sti5IXoW4eYeOhrjL70rSQTMQ6pASamKkwB1vG/5+DNt2NaDvGQ5nkvtdEFa8UGa0XAdbnS7mwrbcuRqzS33lSQpfbvu6Uvhm07KLK3+H18usBcrk4sqHKmvSi9uT/OSqlJJqoy0qlyfqHMiek8NeNqw8nPnoEYy6WmN+7xe8P0SytVdg/EKNQMREGkL6bS1G32DMaYWK4wkAqCIFBuWuwciHFqscKhkQSPTha4aSzJpXyD7T0RTl3Ks3csiSyLzJ99lOMPfQ5/OMr4/tuQRYEHv/RJq9WovewndZ29Gj/x5ARwXfcHkXjq60f++c9fdstr/5fkFzzfnIhPRkRgudJiMBlgudxiV1+UyWyDoXSQC0tVT7LlOAiSwI6BKE3TptS+qlRbFueWqvS38fOG5fDkTJH9g3H2Dyc4M18i4lc4Ol1Ek0Vu2dLJSrvGLNQN1qoGZd1i52CMVFjlydkSluPtVE5m6yyXdQKaxFhnmHTYx+RalbrhUactx2Wm0GQ0FaDsaiQjIp1hFce0GU0HmZUENr3kzZz754+w/U1/5+laNbkt1fNCEUUs21t4xrLZ0RPBcV0ahs33j99HYMtLAe+Euj45rz8pXbxaOtc2XowGZI62O6qCAIp67bQ+MJrg6JRXC4Z9MqXrnBX2DG3C3P165oFors7Z+TLu2CvwrRVwa8s80b4qH9zYwVx7vet6kf5ivr7+z6oksGUwjoCApkiEAyqhgMpi+xS8+vsd3JBe7+pG/DJbeiMEFImgT2Zipk62WGffeAf59kjq4EicbKXF5cUSxbbKYzjl8TOn1urcvDHNg+ezbMiEkHE4t1DieTu7eWy6xEhHkLBfYb7YZCAd5Oh0kZ29EWq6xYGRBDXHYXtPlJlik4HOIIu5Io/988fJTZ3hxW98Fx1D4/zlG15CqqvPch37Xa7rTv0X0+C/HD+V5ASolvKvu3zkvjs2HHxeuH/bfkzbIejzUA66ZWPYDpu6Ip6dZCbE2YUKW3siPDHlvdUEBC6s1HjGmIe3f3KmyM6+KL1xH3P5JuWayeZMmELDIFfTubxaJxZQSAQVD9rbxhOsVT1epGk5LLQldueWquwfTuBTJEY7QjQNiyvtLm3DsGm2EfCyKLC1J0Ii4DFHsjWTgCZD3aRlOcwWWxhNg8VSC0UWOficFzN73xeIlibx9W3xIL/tHBPwktDFW/h2WiZPtBPHdV0qK9P03rGVTCpKXzJAd8JrILl4PrsbeyLUWiaG6VBoXkuS69/lbhs9Ya2ri65da683q3aMBnrZwFydxLUN8tooruvpaEMHX8d4d5gLi57fjiy4DKQCBNtd6IMbOvCQ7g6SJDG5WqVY89CKx9uNnUMbO5hsm5YBuLZFZ8hznt8/HCdXblGv6xxvvwBu3NiB40JX3E86pLAhE+TCYoVqw2BivkzUr3BgOMHsWo3plQq65UGUak2Trb0RLi0UCfsVtnaFmFursrM/yly5RV8qiC2JTBUabOkOc2KuzHO2d3Ip32RXb4RzKzV6oxr5bJ4f/PEbGN64hbs+9S1ikRB/+45fZXDLHnfp0ulpvdX80x9DSvyH8VNLTtd1y5Ikvezbn3jnvXd96EuKFssQUAVcBDoiPgS8ncyBRIDDUx7q7ehMmX3DCVqmjSB4vI+LKzWSIY2oX+H4bAlJFNg3GOfJqSJrFR1NFtjeGyXi89r3c4UWAZ/C9oEQqizguHB2sUJnRCPqlxnvDHFxpUrLtKk0LY7PltiQCdEV89EV9ZGr6esnhOW4NCyH023MQCqoEpAFhhKeLUfdsNe7v6btQWiFgQM8+s0v0nHH7zHW7aH8YgGFsCbREkC3HUzHxbhu39OqFRAVDVPwOsYhn8Tp6WtjtL0jCc61GzGRgIKqet61QU0mlQhw085epDaOnTaPRRS8bunz2y4GtcIKFx/8OhP3fxmjUeV+IDGwGVHRuPjoNFqkA6NRxmzWWNx+G0LnQZq+DMVyi/PTXhKpigSiuP5C2DmcolAoYRVmKMtBzKyNpKqIToLdg3H0wjwn/umvyJ54gCwg/e5Xmc97n1dvIoAmi2zojRLSJAZSQWbWanREfEzMe7apsaDCjv4oZ+aKFCotZrI1dg8n0C2Tk9MFnrM9w+ELWTIxP5mQwuOXsjx3Ty+X8w2G00FUVaJR0ekMayzkGmztiaBbDtu6I+QaJp0hlXyhyNc/9NsMb93Fq97xQQzH4cGvf4nS2iK1QtZo1Wsvcl332pf1E4yfWnIC2LZ9nz8Yfu+3Pv6W977svXcrkhpYtzURRHGdzrWxK8xCscn2nsi6JEuRBC6vVNdnVZIAO3qiXFytslpuEZA9BUi2avLYpRwhzTOdni42KTVMnpwusqXDz6akn9WGSUcbMT5faOJTREI+L1EvrdaI+BWmFyustPWqm7sj7BuKU6wbxIMKC215X65ukG+ozBY9NmVfTEOJ+UGAbN3EajWpnPwmgeH9AJR0y+OA5pv0xTTm21K4mF8mpcrcMJLExWXq+ATZjgGCmkRdt5/COQEPzHs1JMHbvim1rWDGeqPrOlfwvuCr2yu3bOngYr7B6hP3cuUrH/03309LCoEjENzxIurzExBPEr75F5BKZyh8/2Og+Hn0201sOYSU2YoV7Wdg560sz03hr89y5cwE1SsniWSGuHzJoTjr4em/do9C9JlvRZ8/QfPCAwi+KMF9ryZbtdg2ECUS0Ki1LFqWzZm5EudFEUUW25hFr8t8fqHMcrHJ6dkisaBCd9xPsWFyfLrIeFeEHX1RplYqbOuPsVAy0BSZW3b2ci6vs38kwbnlCumIhqqI5Bsm3XEPW7+hN0K2aSEBC1fOcc/H3sqWG2/njtf/ITYu9ewy93/244iiYBnNxitc173448iF/0z8VJMToNWo/ZFSzt/4g0+//3nPfeOHZd1xcV3PhS4T8dDpumkTD2jM5Ov0xv1UmwaG7bKz3XkbTnsb9A9OrJGJ+uiO+piYK7FSbnHTeBLZDTCVazC1VqNlOuzuj3BhpcZ8ts5Ce3g+mvAxlPAxXWjhV0SOXjVijvmItHcYVyo6YU3icvbaw96bDDDm96Rni+XWei3oAk3dXt+aANgcc3D0Oje+4NWombCHo2iHT742Jik1LcQ2jxTA9PdRXplGyS+T6OghGfdzaHsvquQNUeIhmUjUT73lCdILDZtKw6Ch2/xoh+KqSB48ydvsv36KhQc88vnQM15M13Nfj2O28GUvcWGpgWO20Fev4A/FaNVK6E98HmFoE927nkvHyG6s8iJTh79B/dJ3AEhtH+XKd99NHdh8x29i7fktXNugw5ylbt9Da3ECJdaF1jlOZnAjsZtfRO/oVtYqOlOrNQwLHrvoGYBt7ImgWzabemIENYmjl3M8en6NjkSQWsvCr4rsG01xZrZIrqaTrTTZP5IE1+GJK3lu3d7FkakSA6kgqXSI422Lm7Wqzmg6RKlqoEkiy0sVOvpjbOiLYjkulbrBwuP3cv9nPsaL3/Qett36QgQRDNPhnz72ThRNc2yj9RHbtv/v/9PD/1+Mn3pytrW3r5w/e+TcsW/d3b/1jl8RJTyViaZ4XcyVss7GTJigT8GwHUKCQkdYY61isG847s0o/Qo3jqd44kqeumGzZyTJYq6ObthcXCyxdzhJwKdweLLA4Ut5OiMaI30xarpFqW6wUmxxfLrAWFeYDZ0hzq56dhYrZZ1owOvODqUCHl0511h3ajcclwttJEJAEWnUdboiGg4CgvPUlmvN9RPb/woe+ZdPsvHO9zBfadEZ8dEV86EKnh1mTbfJ142nJG4kniIwfivNiz+gEr4T3XSZWLqG2ji4Jc2y6YIkkwgraKpJOubHaVZYOP4ZvJVuAAAgAElEQVRdcqdO0MrOIrg2VqOMGk6z85c/hNPSGdh2GyF/mPTmQwyNjJGrGdhqkFTHzTRiJXTToTV6iLDkcGE+jzV7mMnDnwZg8fh3wKwjhjqRRp+LNHCIaM8GQrteSu3E1yguXML2jVH89vspqyobn/WrDL3xj9FdmZZucWGpQsmNEGyYnGvvrcZDCuPdEdIRHwFNZmqtzrHpIrsHY1SaJiOZMJsGEpxdrHJ8tkJIFYkGVWIhjYAqc+Ryjls2d3BgSxfn8zoHN6S4sFqjadr0RP2caIsSvndqlYNjCU5czjHSESIe9zyWn7z/WzzyT39No1rhdX/yJcY3bSJXM0n4ZL73lS+yfOUcqqI82KhW/vdPNDH+nfipJyeA67pNQRBuefKez5xP9Y8Herce8GwXRYGQT6YvGWC2UKc/EeTymjfKmFyrcXA0wQ8vFxhMBvGpIg9fzLOhJ4IiiTwxVcSviMQjPjRZ5OhknhtGE+zsDTFf0gn5FY7NVfCH/Nw6miZb8B72y8tVulMhLNNmW3eEmmGz2iZYT+canpN4u2ZJhtSn6GYjmszFpQqX28k64BOIOwbJWABbECm3TBI3vobs9/+SC3/3erpf/E5WejezUm4Rj2hcaou5JUFgsDNIOhFAEgQc20a59Xkcuft9+HY8G0nKPOXz+/dMqGuLlzn7t2+hZ8MerOgYgd17ESQFsbzIwnc/wdm5AqoiM9WKQe+zKFcgUjPWMX1uOsD8dats6YSGIMooQ88gZiyQrZpI/YcQor30JILkqzrGQ3/Ed++/9syuXXgc+8xDhDffTuq5b0N3bJ6Y9n7+tj7P+kTAJRXWuHE8hW46+DWFo1NFrqzWuHEshWW7DHWGSEd9DGciTK/V6Ov0lqZ3jSRJhjQeu5znydkyPlnk9t29qIrE/Jon2ctVWmzsihAMqMzkSvTFfORKOnsHY0ytVNk7kqToQn1pin/84/9FbeEiZqvJu77wHbpHNmHZDrIkMHPlMvd9+sMoirJaKeZe/JMem/x78TNJTgDXdecEQXjed//yf97/8vf9vaLEuz3KlW4RUiUMv8pUtsZ4Z4i6brJ3KEGpZXHb9gwnruTpTvo5tDHF4Ys5IgMKhzYkOT5dIlcz6OqIeGwO0+RwW/i8oy9K03bJ1wxOzZcpZUtsG4hjOQKSLFI3bJ6cKZIIKSQjPsY6vKXaq3P7qWydqWydZMxH1K/Q3TaQnpaEa3aYNZ1T0wWggCgI9AykGemJccMbP0B24oc8fPd76P+Ft+Mb3s/18EzbdcnWzXUxRmdQwerbTtctd7L2nY+Ree6/sDeoEVAkFFEgHlLojPm9EZPrWX+efvwEQwdfyC2vfjvHJosYlk2zUWf+3j8i+qx3IIjyU8C94Mn7ZNEbfbiuS1dMQ1MkNNljm/hVCddsUHK3E8mvYBgX8asi45ufyemFCoXBvYSiEdzh2/D1bCHR0UUxv4aoek2nzpgPVRbojvvpCKts6AwwtVKl1jR5vN2Z3T2cRBYFNvZECfkVepMBpldrxPwKM2s1uhOeHcrmkTTzFZ2gT2GwM0h/R4i5bIOTCxUOjiXpjPs4feEinPsu548+jF7KYjSqdN/0Szz71W/hickCuwejFPUmS/d9ju8/eA83vPIN3PQLX0TAYCSTItcwUSWBerXO5/7g18FxzEa1cqPrujV+BvEzS04A13V/6PMH33rvH7/5T+/64JcUJJ+3kqUIxPwKOA4r5RbDHUGOTRfZ3hdluaoz2BMloEk8tlBg10gC13E5PlemM+4jElA4s1BhtaJzaCzBrhE4MZmjbnqywT0DMRq6xQ+XCxxrz9s6k0F29ESYzNbpjPiZKTZZaDd5BlMBdvVHmS80cfHE8i3TU5+MJ/yUyzqjnSGiQYXsiokkCtiOS2fc27iZyzeZyzfZPn6Q8C1vZvZ7n0N2P4X/GXew/UX/A0nTqFsOzesE8VfJX103vYLsse9y9BufRdrxIiTNU+cME1gnaif9CqfOTTN1+D46Dr0S3XDWZ4fNpUtY9RLBgX0IuDiWjSp6+AfHcdHrTXKrXq2tVzXy1809bxhNcuRyluYTn8WcfPAp39vY3ltwXYjf+Gq29UY5s1DGr4okgwqj6UFc26HWMvHJAmenqyxmq9w4nuZ0e7RSa1n0p4P0JT3bUp8qcXa+RL7aYrnYIhHScMuz6N/9MLM7X01vx23kTdg1GCMRVJmZLHB2uca+gSh9mRCXJ45z8d7PUpg5z/bbf5Hn/86HOLlo0Sk3OPKF93L3b/8j46/8II9PrJI9fg/xwU38yp99g2gizVBnCFHwXpC1loWIy0Of/z/UClnXdeznua47/WN/8P+TIfwMTut/E5F48osdI1tf+YK3/ZlcaVpoqiebCsgiZxfLbO6OslLzWuB53fZ2JH2eGufoZJ6NvTGCssAPzq4S1mQyUR/F9khjJtdgY1eIdFjj0SveOOKqTclarsrp6TxjAylWyjo+ReS2rRmKusXl1RoIHktyseQl6q62aLxiOqzVDYYiGk9MXhtx2LUGlu0w3BmiM+qnYrksVnSapsuO7hCPXsjiui7GygWky/dSKebpev5bifUMo/lVUiGVRFCluy1dNEyH5fkZjt79QZavnCW55SYyN7wQtbpAsVCgVVihtTZDaWmGxK7n0fOc32JrV5RHL+YwCgusfevDBKJp5Ge8HYCxrgiTa9cOgf3DCQ63mzGqfO0GAHBgLMkj51ZxWhWcpePIdpXO8X30ju9kIB2i0jAxbRtJ9EqDtfYa3FA6xHT7v3HDWJLHLqwhAIc2pLFdz7i6oVvrHWVVEtBNi3TUz+aBOEuTF3jkE7+5/nv0Pvt3eNbLX0POdCk0TDZ1eiof3XYJayLf+fRHWTvxAF3P/FW2PuMFdERDPH6lwPb+KBOLFTr0Ob770dciygqOZaL4g7zikw+xqy9G03YZSviwHM+lotwwyU6d45NveimyrLzf0Fvv+TE/6v+leFokpyAIajieOrnp5hdtOPRLbxF1w6ZuOIR9Mtm2ENoRBBqmTTSoMVVosH8gxonFMpmIj2DbQa0zpKI3vfa6JAocGE1weqZEtqKvw5RsyyHUnpGCt2/okyROzBQxLE/Le3KhQkdYoz/po9gwmWnXhlsyIQ636VhXxdO5msF0ro7jwNLStUTdPZTgySs5REFgsDPE5n7PFLna8ujMfZkw5x/6OmsP3U1yw346bv4lAplhAPYOxZgqXoeCCKkcvbBI9gefobk2TefAOFo4SiTVRaZ/BH/nMIrfs+PwiwIL+SYX/vXTXLrv8xz4Hx9F7toGrjcTrba3YURBoCvmp1g3kSQBSRTBcdpAX5eQJjGfrVFvWRTrOqFIkGL92lbMo+fXAE/Zcz2mcOdAnLWKTnd7Q2hqscTUSoV0zM9yxfv7kijg0xSGuyL0pEOYjsvjjz1C7vCXqU8dXf9ZWiiOLakogQh2LQ+2QSjVQ3jLLagirB29F0Jphu58Hwc29/HkdJFdfVFm802vIRTR+M4n/xels99nw8t+l2c99w6KYogNfWkP44CLJkmUdYu6biFbLT74ykO4jn2q1Wzs+lnUmdfHz/RaezXa62W3TDz4jZOSJGf2vOy3RVn0lDLBNg5uPt9kMB3g3FKZbT1RSk2T7rA3eqnpNpszIRaKDZqCwB17ezg9mefkQgXNJ3NLf5RsqclkW/Vzy8YUO/qjnJ4vU9VtLhTqxCM+RjuuIRzWqjqW41JqmvTG/XRGNMTrvqulUgscl/mChxvY2R9lOKpQqutcXqquG2g5rsvUSpVEWFtfnRIFsFo+dt36EtRb7mDu8Xs4d/c7ERSN9A2/iNv3q0/5fGzHRfQF6bzDs0ONBxXKTYsGYCX8TOSagLdtsikd5OxChZIuERi5EalrOxfbMNvuuH9d4woQj/g5u3JtTBQUnXUDr90DMc7MXhsLZTpi68npOB44tzPmIx3xEQ2q2HjX1WhQZWK5RrZusrkryKnp/Pr/Q19XjOHuKLIqo9swlWuQX64hTz3E/Jc/xq6Xv5Utb/0YDz/yKFLnBrYOd3H23k8zuHkvdrSbpWyJwgOfJCoYrBVrHHrt+0iP7iBbNVgsNNnR79lbpsIqc4UGlgMHXv1WhtJ/iJroIB5QCJguMb+CgINPlqjqNhLgkxz+9u2/7piGXrRM48DPOjHhaZKcAK7rZgVB2HX6/n85gSBkbnzlG8VGG5zjugKmaVFtmKQD3gc/mgqy1jSpmw4bO0OcXa7RF9PoDShczjbo6YqwQRY5PVfizFKVVEDhhpEEEwuee/j5lRoD6SCDCT/5iuEJFWZKDKcC9EY0YkEVR4BS02Sh2GSh6LnJj/dG6Qyr5Ks6U8teJ9K0XapNkxOTXpNDk0XCfoWDG9O0DGfdg+dqiKLA5eVro5HtB+5kZOtLaC5doHj4n/j8G/+Rru3PYMOh59MxuJHK1ATOudOYroB/cDeWb/Daz/oRxz4A17HRV6+gJvvXu7mu61Iv57AbOm6rhhTu4EeHogFNJl8zEAVvvW0kEyESVAn4ZOIhHx0hhabhXWU1zfNtWq3o9HeE2rpZ7zoM3nxVEV22hlbIbDnEQraAEgpwPtuktTaDe/5eitlVZKtBo7DMyC//H2rpcUzJT3zsBjZ2h/GrEtKuu5gHDvYn6e/r5WLXR2hZLrf3RogFFA5PFdncHUZwXWZyTbZ0h/nhxRy7B2Os1Q02jPSRbhPVZEkgHZLQZGGdj4ogIDk2X/3IO+zi8txxyzRucV23xdMgnhbX2utDEISOYDR+YtuzXpnZ/dLfElVZolw3KNW8BBruCHElW2dHn+fYvaUnykJVpzvqQ5FFcg2LkaSfpuEN9WN+me6wxpHLecw2k2TvUIyTsyVKTYtt3REurVQZz3gPWFO3153s9g7HEUUBQRS4vFZjtCO0DqC9arkykAjgOg6uYfHAmWurfbsHYhxp07UAdo6kUGQJvyriuC5LxRZLxSauC/s3pJm87ho7olZ45PvfpjrxfczKKvGeYZSuTTiWQeni44Qz/ex81e/TOTBGJqyi2+46Bl4VXO7/0t9w/Gt/TaJ/HAER2R+mUVyhWc4hSjJaOEGznGNg+0107X0h0eGdGJZDUBGYXK1RaZqMdoY4f52H7vaeMMfa2t8frV13DCXQLYdk2Efh3IP88AsfIrrrF3EaeUpn7kP0R3CNFrKqEUj1oJezbL7tFayKnbiyxi0338Tp5SabuiOkQyqPXcnTMh32DcZomt5VW1MlJpYqbOuJrIOR9wzEaJgOl1ZrHBxJcG6lwkgySK7uiVY29URo2C5j6SAVw6Y/pgECkuhSadlt5KLFp9/zZvvKySPHS/nszU+XxISnYXLC1QRNnNj+7FdkbrzzDWLTcJCAKys1EkEVQfDe8o7rcn6lyu7BBIsVz3N0IBVgvtSiM6wR1mSOzZY8rIBpkw6rnJmvMNwZYrWqs7EzhOi6PHzRO/EkUWBTdxgROD1bZtdgnGPtq13YJ7N7KEZdd7iSrdER1pgrXLsi7uyJMJdv0BFWMXQLo6Vz+MK15IxF/Oun50A62JYNSvQk/IxkwrRsb8e1YTrEAyqPX9do2jOWXKdCu7ZF+dS/MvXtzzD6kjdx8I6XPmXTZSTu4+HjFymcvh85EKW7q4+ZlRJSIEakexTDaRPFGmU48UVmjn6PwTd9DfDE4xPthOxL+Jm5LgH3DESZXq2SivhIhDUQPDBVrmrQnQxyfKZA5fg3KD36uad8lxte/DYGt+xHjXYw/ejXWLZiaL07uHl7DyfnymzIROiO+zi5UKLctNjVH2M6W/e0sLLIo5fzKJLArVs6mM42WCy12NoTRhQEdMvGQUCWBPyKhCqLmJaD3yeTa1rs6I1SMWxGUwEKDZ2+qB/LdRGAhmnj2jZ/954325dPPP0SE55G19rrw3XdNUEQdp2+78snXMfN7H3Fb4s+RSYWVgkpkrdh0kYnpIIalYZBtWHS3+Pn2FyZnqgnwbuSb9KXCpAOyHzn5AorFZ3udv24WG5xatED6e4ajGGYDkvFJufb181YRCUakBnrDHJ51cOen54vU9M9d7fumI9EUGGh0CRXN73TsNTyalGgK6Qw1JekJ+5DEaGq20wvV6i2PKgueL6zk6s10lHfU7q+e4fiOLpBKuIjFlBQbZuRsIogCgiChvCcOxnZsocf/s0f8sCFR+i9/VXI0U7UiHelVCNpMjfdBXj07zW/V3OazrU7sBqMEugeJdQzy1A6gE+RSAUVtIEYkgiyCHGfRL2tqJJEgdWy58nkUyVsoV1Tt6q4c5OsPfx/EW2dG17zbo78wwcJpnoZuPOPCEbTnC02oVhm/82vwFmuMt4dJexT0GSJMwtlZFmgaXh9A1XwHA6eqBbZOxTjpg0pZotNmqaDIHq1fblh0jRtxjuDHJkps603ioBLqWkx1hUiWzfZ1hsBUaA/pqFKAkFVBsFFwitD/KLLX7z7LU/bxISnaXLCtQQ9c/9XToiSkNn70teL8bCG5LhUdQtVEshVW4xnwtguDCcDTCyU6U+HaFkOM/kG6YCCbruUdJv9G1KItsNjl/IYeGj0rqiGYdjr0rgt3WFUWeTySpVy0yJX1ZmYr5CJ+hjqCFBuWdT0JrrlUG9ZnJi7dspE/B7ufWqtRk23qTYtslWdbFWnM6pRd0CN+NnS62M47acrHaLRslgtN/5N3Wg7Li3TYSHfYCEP5Ya57jznU8Q2w9NP+EUfxbf8ICf+4WMY1QKOZbB447NxYr2kx3djNWusXlomPXwbjiB4DhSOS9Pw9lHXJk8R3v5cVtpNINl11vc2tXbCXI3+Nj4eaI+LNJYfvpv5J7+LOLCBzOYbcceeQ275GAD13ALluk5Pl0Ii7CMV8+FXJMyVBqcXq+yURBq6xdaeCBGfjN4wePxigw3dEQaTfnwSmJbNxVyD4VSAsCZzqlymZdhs6gpzdLZIpWWzuTfCYqXFjt4IhVyDWFCl5Qp0RTTqhkU8INGyXLS2k7VPEXFsnU+86032xadxYsLTODnhuhP0e185gUvm4F2/IxqOSzCggANdcY8gNpQOcmGlRiygUGt56L49fVHOrlQRBIHdfd4+n265HNrcgeS6HJ0pkq0ZvHBnN/2dYQ5fzGJaLhNLZVRJZNdADBmv4bJSbmE7DqulFpmYj6GOIEHFs250XM/KJKTJnF+ueg4JXWEiqsiAYTOXrRP2K9TrJq4Ly+UWmaiPE20vH4DRgI+x3lgbaSCi4bJrIEZdtyjUDYzrKNaKJNLE+7Mgq4w981V03P4aAFqFFXwLR7l86SJzj/8r9ZVpXNsieWiO5KFXA17SXd3vNFt1hOa1xtRV8YOAS8in0p8MENRkFFkkEda4cWs3hbrJarnFuX/5AKag0v2qP+HArq0cuZJHAAzLRfaF0IIRdm8dIxzSODVfYaFmsKM3giIJbO+PkgyphAMKE0sVemI+VFnipk0JLNvl8UtZRAFu39HFeKfC5bU6iaDCzr4oE0sVGqbFrsE4NcMm7ldoOS6aIjHcESLkkxlQREKqhIuLJksYlkU8qGA7oOsmf/GHb7YuHT9y4umcmPA0rTl/NARB6AhF4ye2PfOlmRvuepPo02RqLRsZOLdY8az2FysMp4Jkawa9CT+5hokrQCasUWyYNEyH8c4gC+UWgiCSCipIuMSCGotVA0mAgaiPCwsljrU3S4bTAUoNk764H1O3eKw94wQ8gfVyjdHOELIkoFsOF9sLxX5FpHqdc8Gufm+526dKtEyHSEDmyNS1McWuvtg6qwWgNyivC8MBEmEVtz2nTIU0JEX2vGIFD2orap5Nh4u3flZsWeB63jyXH/w6R+/5O9IjO9n1srcQjMZxHHAcmy+/5Wbu+MMvEOoaxjAdQpLLk1dylOoGtuMS9SuU2pSzA5s6mVjx6l67WWbub17FlrffQ38mTl/CT6XlEdHmC02c4gKGFkdUfBwYT7JS1ulN+AmqEkemCrRMh96Yj8V8k+2DMTRV4silPJbjkomqDKSC5Jqev1TTtOmN+RHwmkCbeyIYrrej2hPzsVDWGUkHkSSReEAmHVRwcQkoEuWWRbztA6TKIsVKjU/84ZutiyePPu0TE57mJ+fVaJ+gOycevOehwuLU2LPe+CFZC4YRgGhYw3Y9utVSucXGrhCXVusookBX0s/Z5SobO0NoisuxuTLJgMJw2s9SRcdyIRX2MZzwsVjRcQQQ/SrP29uL6DhcWihTqJsU6iYbO0Ns6I+SiWisFls4Lm1GiydmyMR8ZMIamaiHi7iwUl23urRsl5Nz15Jt/3ACn+gBVyM+hWhAZlsbzLNa0dddAK+GbtrUdZti3aCpW5SuA7HsHIozu3Dt9NszEONY+3cCGN11Bx2hXRQe/gzf+J93MHLn+3F79mI3q7iOzenLswRNr1bd2hkg31ZWua6DUJxCX1okGgnj1gR2D/ZSmj3LI1/8A4YPvhgdhYvLNVRJ5PzKtebRyOgoflkEB/yySLZmkK0ZbOwKgQubOgLIQCPu41KugSx6RGu/KjG5Vmditc5gMkB3zMeRqQL1lsW+oQSqKrFUabG5J8q51Rob/QphwyET0WgaJh0hFU0SEASQBYGA4uEgFAkmZ+f42Ft+3SplV75fyude8nRPTPg5OTmvhiAIajSR+pziD73iZe/6ayXQ0Uetbd3vkyWurNbY3B3m9FKVsXSQuXKL3rbGdbbYYlMmRLllkqsZRH0KI2kPvb5QMdBkkc2dQZar3oMEYBkWUb9Ms2nRapnrNSbAgZEEpu3QaNmehcd14NuBpJ/J1TrdMR9dMT+JkMJMGyVh2i77h+M8cd3JuXckztlFL8HENtbQsBwCioQkgmXaGJaDYdqIIhTqNnXdoq7bbO2PMnNdt/ZHk3Ms6efYtNexnv7TF5DYfDO2L0HXM15NtDXP8X94H5ltN7PxWa+ht6efQrnB4tlHmHzkq5QXznuSt/Qw1PPIHePoKxdIPedtHLztOZyeL6PKIvtHE0TCGqoqUWpZTE3m1ue4t23vYrlm0J8MIONy37EFdNOzqBkfTtEZVpnLN1jMN8GFnUMxJEXi8lqdvriPuF/xTszuMJpP5uJanRuHElRNh/6YD1kWvNPS9ZAOdd1ElURkyQND2cCJo4/z0d/9DdM09A80atUPPh0EBv+Z+LlKzqvhDwTfKMrKn77gLR9VRvfdTMOw0SSBmVyd7pifYsOg3DDpTQSoGzbzpRabMyHmCi2qhsd5XC7rrFZ1tnWH8asy5ZZFb9zPVKFJT1RDlUTOLpTXpWmjCT/VpklLtzi/5M1Fr848NVmgO+wjqMkUajqiIKz7wwLrySiLAn3JAMPpANWmRcPwmkbdqSAXrhMlpEMqq+v4PZfmdVfknriPlco179tdgzEWyy1kSUCVREY7Q8zmG+vetglV5PJyFct2yJ17mJUH/hajVgBBJNy/Ff/+X6G1cIbK4bsJpftoNFsIsgaCQDAURujeSfnIl9jw0neidW2mO9NBOBymKx1ktWGyXNHpivpoXfcYCZUmriAQCaqE/QqH22VCJqyyulpl00Cchu1yaaWK63ou+mOZMLNFzyC8J+6jI6RRqBvkawYbu8P4NIm65ZAKe6yW7qhGVJMI+ST8slcuBFSBqm4T1mRAwLRtvvGPX3Dv/pMPGK1G/SW2bf/rj/M5/EnHz8W19kej2aj/lSAIp771p7/3nQMvf51/74t/TRQEgUhQo2nahDSF5VILTRaZWKqwIRMmV9Npmh7ibanUotSy2Nrt4QWOtz1quiMaqcA1h7xoUGWsI0SxoePYLmfbXd1oWKMnFSQUULi8XMW0nfURDOA5kY/E8csS5Ya5rtKxHJfpbJ2YX16vawE6on66wprHBVG9tbBUWKWueyfkQstaZ32KwlNbu27b//dq9CUCLF4naPDHfdcke703sOdtt7GQr+NaBvl73sXaV97h/dxgEklRSWbGqc5P0Cqu8KL3PEDdVTmmmKydvh83X6HAc2FF53lxPwvtsZEqQSbsQ0SgUDewI37PALqks6s/Sl/CT0dYw7Rdlss6Z1fraLLAnsE4hu1yea3GZK5OV9RHOqQymW3QbHdliy0P5rSrI8jlfJOuiEbLdkiFFKKahCp6DJymaSEICj7ZRRZFqo0mf/b+P7CPfP/eXKNWvdl13R8bN/OnFT+XJ+fVEAShLxxPPjy040Dv7a9/n2yJKqbtEtYkZnJ1+uJ+pnMN4kEVWRbxyRKXVqv0JQOENJmZQsNT+OBi2S5hv8KVXIPeNkJwttig1YZDbkwHqDQtFvINprJ1xrvCzJda3jU0HUQCVopNLi5W2Nob4czi9SdngtWqTjKgggsSDienS+v7m6Nd4WuUaSDsl9d9f4Jau4nkkwn7ZTojPlqmsw4PCrdnke1PhFhA8U77dg4HFZFS3fT+KIAqidR1G8txcC2TmYtnKWWXMUK9dBoznP32p0EQCYzdxG2//I42tQ20+hIXPvWb7Pn9r9PXlWLPWAp/UKVuOrRM+ynNsrG4j2ZbYK8pEsfa5UDcL9MR1pBEuLhcQ1FEVFlkJB2k2DCZyjbojfvojvs531ZtdcQDzBRb3DQcp9yyyIQVgppEKqCiiiISAo7gUjEsfKLoXftzWd71hl+zVudnjxRya893Xffal/FzFD/XyQkgCII/mkx/JRBNPudl7/oLRYll0CSBXM0kqEo0dJuVcouNmTAL5RZVw2Z7d5jjCxVUSWRnX5jzqzXqhsOu3giW4zJbbGI5kPArdMd86KaDKgucaZ+c6ZBKJqSyVNaZytVJBVWvQ4pnXbIhHaTSMMhVdK6sVNk1EOf4dfXqaCrAxGKFeEBpuwAq6JaDbjqUGgbVprnuTRTxy1Suu9YOpQJMZa8l8rbeyLqgHjxt67GZazXn7oHYU/7cF/cx3fZECqoSxco1ldPekSSn5ivEAorHv0wHaRg2tuNSyq9y3/tewuZ3fhNJ9XLUm48AABbnSURBVHPXoQFKbX2qTxZYzXkLAIWGgQbrXkrb+yLIkoQgCCyXWiwVPQ+nTd1hNFVmYrHiQYYGoth4KIzOqI/+VBBBgJBfQZZEeiIqiiwQUiSCioxfEbEdcHExbBsBECWR82dO8e7feo1pGvpfVErF33Nd90fsun9+4ufyWnt9tC1PXmQ0G3/w+bff+d6X//6fKKlN+5Alb54XDSisVlu4gkuupjPeGca0XWIBme6oj4ZhY9ouWzpDOC6cWaoS1iRGU0GahsWltgXJ5s4gW7rClOoGixUdXMg1TLrjfgbjfpqWw2yhQblp0bIczq15CZRMBolHNA6MJbAsl7VKC7vdjS02PPeDhF+5rsb05owBVSIR0kiHVWzbQwIIgoBPEQlrMpbjet6/qkh/0mOsWLaDIgmkQp7EURQ8EX5fwo8qiUiSQNwvEQ8o3poYYDlhLNulZdqE/Aohv0LVcKjmm8TCGsfbiS253qNiL5xkzzPvQJEFoqJErm6wXDKZWa6sX713dIXYNxSnYTqIgsDphQoCsDETpCeeYDpX58JqnUxEY99IgtWawXShyXgmzMHxFBezdfyqTGdUpdi06Y1qBBSRmE8hoAg4jldf666DKHpaZVmAe/7lH/nLD77L0JuN11iW9ZWfzhP4k4uf++QEzzQM+LAkSUe//Edv/urWZzzPf+uvvUO2JD+yJBAJqDiu19Z3HO9N2xP1M19qMJwKsrEjxKW1Gj0xH1u7wjRNm9OLFdIhlc6wSkiVsF2X8+05Ziai/X/tnXuQ5WdZ5z/v+/5u5/f7nVufvnfPtWcmmSETEzGhAonEXTYYEi61KAgWKiXrKpetQuLuWsoWK7UlispKVsRKJFGJuxsTAbdYEUxIIYgaQiDmMjOZmZ5rz/S9z/13f/eP90xPb8FaKpvJJDnfqq6uqeruOXXO+/ye532e7/P9Mll2cC3JmWbEai9lsZMgEOwbGB9dPWu4thv9jF6Sb2ZdgO0VlytmylQ929whBVTWI86u9ojSnLyATpzTiXv04mzTKRpgz0TIs+cv/q1rd9Y2fTLB8HbPb/n5qYrH/BZB5z0TAc8OGlkXSBQXcHB7lX5qHhz1wCy0v3xnDSUl5+ef4VlgamqU1LKIcjgyyMAjvk11tkJWwEIzIs01j59uoQRct7POy3eYHcuzzYgoLTgwU0EqyemNiGOrPa7ZVqXf8FnuJOwq2Vw1Y+bCNc8aiGgrPGXGIo6UZBjBbCWM6sTq+XP82i+9Pzv0948v9TrtW7XWT3zPh+oywIsiOC8gz/MvCSG2Hfr6Q5889DdffvNt7/sVe/rqm6h4lqH4jYe0+ilxCp4HUaqxpeD4ag9LSWolm7OthPVeyo66z0TZ4dhql5NJwYGJkD0Ncz89ud6nKDRLnYSKazFRdqh4FgutiHOtmJpncaYZIy3FlVMlJsoOrxisY51a6xFnBSdX+4ApKWfGA/pKMDIeMBrY1AMHZ5DZKDSrzZg4zenHGYFjzIP6cUY/zb9j7es7YS6fSgpKjiL0LHaNBZRchWcr42syoPaFrkWiYaWd0Etz+mnBN44ts/SF36I3/yg3ve+jXHH9TcxUPaqeYqbicr4dc3Yjotk2gTfi24bKOFvh+HKXZpRxZLHD3vGAmm8zvx5xZNlQ8m7Y02ChFdPNNbO1Er5nMvp4yWapHRO4xjsndCQKiRg8SSR68FApePCP79G/9+sfzhDiNzqt5oe01sn/+714YeFFFZxglOWBtwkhfuh/fewXH5j7/ldVb/mZX1K5U8GRgrRQJJnhlzZ8m06c00sK9o4FLLZjltsJe8YMj3StnxKnZuXIsyXfPN1EY0rLsdAE5NmNPoudhPOtGCFgpurhO5LdjRLnWjFLnYTqgIQPUAtd5kZ9dkyWEYXRrUnRJFlMkhd0kpxOejHzjZQsjmzJjHOhS2ErXFvhAdWqx9RYhqWMukEtdNgxEVBos+hdDm3qNXfTdTrVmLJ8AMFFNb8DM5WBq5dpStUCm/TLv0738Nf4qbv/iv27p2lGGVFe4GaCoys9QkeyveaR+RbnWzELzYiJwMwm946HNMoOi+2YI0tddjR8Dm6vEuemwxzlBfsnTaUSZQVjgUPJEthK4DsSRwlSS1KyLATGW0ZjMv78/DF+5d+/Nz09f+xkp916k9b6qefsUD1PeNEF5wVorb8shNh24om/+c1P/Ozrfvr29/wne8f1txhKWj+lUTJ2gSudmL3jRuJjsZ1ycLpMO8o4vtrn6ukyO0dKnGtG5KFL4FrMVo36wlI75vRGhCUFszXFyETIWj/hzEZE6CiOrhhC+0TZmMPunwho9jPOt2KaUbYp0AUQuBZhyaZashjxbVxbIjDZDK2xNHTjnFY/RW5hyRtJEWPEewFJbvjGF5APjGYvwFGS8apLxXcIXYXvWriOQkqzduUFtsnw33iIz336M5w78m2uftdHONO3mMtyRkq20RtKciytObnS4yQ91MDD5eB0mZKlcG3J4aUOB62QK6bLSCVJC81iJ+GqmQq+ozi6YtQNx0KHY6s9xkLHENSFWdHTGmxhGD8SoxQYJymf/tQn9D13/mZaFMUv93vd37pU9giXGi/4bu0/BkKI6yr1xmdn9101/oZ/92FLVsZwlCDKCpr9jOmqy7mWkSWZrbh8a6HDaGAzXXV5/EyLJNccnCqT5AVnNiLSQnPleGCMf7OcdpyxEZnzUfUs9o75dOKclU7CYidh31jAocG9z1GCudFgkAHMTmI/yVnuJmgM5SzechEcC2zOblwM5B11j7PNGEdJXEswU/VY7SYIYWgHY6HNcidFD0q/mmdxbKVLnBVEacH2eoljWzKxrcRm8O6sezyz0Ea3l3n0V3+U1/70L3DzW9+F5zrEecFiO9m8kzY8xTMLTcYCl6LQrHZMeQtw3Y4aQkm0hJKtePp8h4PTFbaNlDjXSXCVYLbqcaYVIwVMl11ObkTMVFxA41mK0Ba4tsSWiopjYUl49pmn+OAH3p2uLS8+tbq89OZL4fT1fOJFmzm3Qmv9qBBi18mnH//Qx//t7Xfc/jN3WAf+5Y+KimfhWIpcg2NJfCkRShC4irHQ2fSX3D8RkOYF3zrdpGRL9o6FKAFPL3ZICzO/m6m4lGzFWj+lGxebqvC1kkXomMwZZ5rlTsx6P2VhC+XOtYwV4Ehg0QiMXuyFe6Ac2Mf3koJukgPG1zPOCtqxMVNa2JKFqyWLM82LZbFvS+PPwpbubd2j7NmbNvW2JRFCoIRmY/k0j9z3Qfbc9i5++CfebdbJ0gRHCUJL4itBJ8ro9RJOLfU4RQ9bmU2c6+o+6/0U27M4utJjbqCY77o2UZrjWZJtVXNPlcCob6oYRwlqnqJkmwVux4LQsyg0VFxFHHX5vd/5WPE/770rTeLovWma/v4LhYL3veAlkTm3Qgjxsvro+AO2V5q75Z0/b++/8VbiXONa0tAALclGlBE4klYvxbYkutAcWuww4js0ApvlTkIjcHh2qcPu0QBHSU6sdTct3q+ZrZhuohSs91MqnrXJLgKYa5TItckqYHxFV3sp7TjHdxR6CwloInQ2szLA9rrHSjfBVhJbCsZDh+VOgmn6CsZCh5VusnnnnKq4nGlGJJkmyQt21Euc2fJg8F21uULWKFl8/r67efy+j3L9m36KG19zK9sOXk8zymhGGU+f3iAtNJ4ledlESC8xd8XFdrz52ufGfCYrHvPrEb0k56Y9dZSQrPQSpgcL4xv9jMbARrEVpYwHDp0kpxFYZIV5GIWOgizhL/7kPn33nb+RWcr6q+Wl8+/QWi88l+fjcsJLInNuhdb6KSHEAeBfff53/8snH/rDj8/e8s6ft1920y2bGWukZJEXxhdl3HdYaEaMlT12NUqcXutxrmU0i/aNh6z1Uk6v96mVbKYrHiO+jRKCpxbbXNCQumamPGgqKZIsJ82LzfkpQOgqOnFOyZZUXBvfUbiWuQe6SlD2LLJcE+cFShg2Uz9JQYhBl/hisFW8/9ugdyx0BllLEboWFc9ir6NMN1gJdGGMjKOswJbQ2HklAH/32XuZmJxEbr+aum+zreahigrNyNybM208Y3aN+hycrRi7xY2I+bU+s3Wf/ZMhq70USwqUFEyEjtFjElD1zC6sEGIwLjF3TInAkeCJgi/c/8f63js/mkkpH1tfXXmv1vqxS3E+Lie85IITNueiXxRCzLGy9LrP3fmhT/zlH3186rZ33WHvuf6HcF2bONOEiU3gmOZG2bPxbEVUwN6JkNBTHF8xDaDR0GGu4dOKM44sGX2hvNBsr5Uoe2b38nw7phObDLhzoJwwHjoEjuGGdpOcVpSy0o7pZRermYmyy1o/3fz33Kg/KG/BVqCEKZ0F5uArCZ4lybUhJeSFpp9q+qlpGk3XSqxu+XtxWlAUppljy5QTf3Evjdld/IufeD833HI7R1Z6tGKjuLfWitg3HnJwpkI/yTjTSljqpviOpBY4jFU8zrVjOmlOw1HG4ElrdFHgKEMWcKQk0wUIkJgd1SQvKClJlqV89fMPcO9vfzQF/cTK0uJ7tNZ/+9yfiMsTL7my9rtBCCGklG8s1+q/UxudHLvt39xh773u1SSFmYNGmfENrbiK42sxo76N1gVPLrSpeBYN30HrgsdONdEYrq3vKrpJwZn1HvsmQiPPGTiMhc5mx3i1Z9bXRgOblS33wsBRVDwb35GErrXpR51rE3j9zARdXmgagc1qz2gYCWC87HKuGRsGkBBMlB2a/YGQNDBbL5FqbVQBspyVbkorygzj6MS3+IP/8A5u/c/3ceXV17B/MkQIs9RdFJqFtukCl12FIyXNKKMdZ3iW8bycrXpIKViPUkZ9m1rJohXlOJYgsBSdNMe3zd3SUYKyq8gLCBT878/ezz2//WtpnmWHlhfPv1tr/dXn4yxcThgG5xYIIaQQ4s2V+sh/a0zN1m995wfsme+7Ad9W9DKN70iiLMe3LXpJTpwVOEqQ5AVFrjm81GGm6iHRLLZizrWNMNY1MxWSXFPogrVuyohv8/TAjsCzJPvGA3JttikKbVyuO0lOs5/hWIJucpEeuq3ucXLtYsPnwGTI/Bah6AOTIYe2mOfuHinx1JaNmRvmRljupriWILAkhcY0hICylfPem68AYHpuP6987Ru49va3s328Qc1TWFKSFgX9tGChZdQjGoFNlmu+ebbNjrrZKlnrJ9Q8m8nA5fBql9mKWfNKsoKZioutJHXfoduPefDB+7nrY7+axlH/2MrS4s9prR95jj7eFxyGwfldIIRQQoi3Vmr1/+qXq9Ub3/jj9g/c8kYhghECx6j/OZakZEvizHRP88GhdZRguR3TjXN6ac5E2SFwLDMXXe+T5JqXb6vS7GcErrl7XSh7Vwd6q+Hg/wBTskopB9lGUvMsUq03V8cCR5FsUU4IHEVv8LtaG8mUZpSR5Zq00ExUXBbaCVmhcZRgfSBDUrIU186G1H2bIukzf+QQn/vUnTz52N/ylp/7Bd7yjnfi2BZKSJK8YKkbIxFMlT3aScbR1R4zFY9tVQ+pBb6rKLR5b0YCB601Zc/GloL548e4+57fL+7/9B/mwIm1laX3AH/5UujA/lMwDM5/AEIIAdw0OjF5R7vV/OGXXX+juPH1b7OueeXNYJnOYpRk2JaiFWUoaahw672E0FH0khwlBf0kZX4tQmvNeNllquzSS3J6iZmFTlRcjq70jOxKyWKq6lJoE7QSSAvTBErzYrObnOYFSQHbKg4ntuxvXjnmc2I9xlICWwpmax5r/XQg1yGp+jZZXhj6m4ZOmtOKMvppwat2VUlyI7YsgNmqy9HDh/jYBz9AFvd5+8++n9fe+no8x3CViwJKjkQIKPQF7VhBnud0Wk0aDSN/YlsCmad89jMP8qm770qe/PsnCmXb9zXX1+7UWn/70n+yLwwMg/MfCSFERQjx1pHxiV/M0mz2pte/xfrBN/yYmNmxiyg3LBzfMZm0GZl7WJqbe+FKNyHOCgJH4Q/8L8+1jBJDnBVcPV2m2c8o2RIlDH2tnRhyQjvK6CQZF0g+46FDK744Wplr+JzaQnS/Yjzg2S0rZbsbJY5uIR1Mlk1gBY4idJXxXUCT5JqyIzm01EMIaPg2N+6sYklJXhR8+6sP8wef/DjfevSved2//jFuff2PsNHcYGNjlbi1xon5eU4cP8qRZ54ky4x0zBNHTnNu4TT/448+lT/4J/frsFx+YuHs2Y8Af6a1vthSHuK7Yhic/wwIIQ5U6yPvS9P0J2d371OvftPbneteczslv0Q/1VhKkueafEAiaEU5riWIM42tBGjNQithvW80irZXXfr5wDMzy7Gk5NR6RC81QRg4Zh5asiVVzzJNmoH6Xugo4i30vNCRtOIcrRko6FmsdLMBQyin7Co6SY6tBFOhQ66FeSgoQWnQ2Gn2U0JHcXAqpNCaflZQcy2irODhz/x3/vyBT1MKypQrVRqNBvWRBlPbdnHlFfuYGh/nw798B4eeepKwXE5WV5Z7cZzc2e127tJan35ePrAXKIbB+T1ACGEDt41PTv/H5sb6D+w5eG1+8Iab7T3ff6OY2XuAimcTZQWgsdWFIFVkRcFGz3Q6y55Nw7eIB9m3G2f4juToaoStzDC+Npi7KsFmFxaMG7VnGc7qBZQcSZwWMBitlAbd3UJrskKjC00rNs2sbRWHuADfMSVvyZJ0BiOdum/hKAlCEKUFE75NUpgMO112kEJgK4krJRQ5h574Jg9/4c/0PXf9rtBa60Zj9ItLS4sfAb7yQl54fj4xDM7/TxBCVIGb642xNxe6uC3LsspV19+kv++VN9svf9WrmZndzlLXlLFam6y33s8ATcWz8GxFnpssVbIkJ9cjPFviDQSSk6xACIHWBbZSaG24s54libc0hMqOIsr1QEVeULIEySB4C603mzS9JB9ISpp7rJICW14g0QsqnsnIWaEpWZLJ0KPqWpQshZBw6vgR/vqRh3nk4S+lf/f1r8lKpXK+3+/9abPZfAy4X2vd/853aYh/CobB+RxBCLEdeM3Y5PTbOu3WjWG1Lq955c3ywCt+0LrquhuoVGssdTKyAc2uZAmEkEgBviPoxDlZrinQ1DyHfpYjBxNPaSpjNIZIvzVzmjK3GGgGGYZROjBJkgL6A9KBEIK6b5EMHMq0BpNvzUjHtc1iOsDuuk+8scJXv/JlvvbIQ9lXHnlYZ1nWdx3ni4uL5x8AHtJar1zit/hFj2FwXgIIISRwUFnWaxtjEz++vrpyoBSEemrnXDGz+wprcudeNb1rD2Pb9lAbm0BKs51iuqCakqM2fUsucHazwpAOTMPm4mfoDspYBsHrWmYOKxA4ynR+lTC2hq4UxnVLmHWsLMvZOH+Ws/NHWT55nFPHD2fHjxzKTx4/qvI8y2u1+jfOLZy9T2v9JeDYcPTx3GIYnM8DBsE6C+wXQlxZHx27QVn2td12a3ueZfbUjt359rkrxOyeffb0jj1UqlWsUhnX93FLIdvGa7glf7AmptnC9kNqzUWevClL80KTxn3SXodet02/06Hf7dBprrEwf1SffPZwdurY4eLsqRN2yQ96QRCciKPo0bXVlUeBZwZfS8NgvLQYBudlBiHECHAlsD8Iy9eE1doriqKo66II0jTx0yRxkziyizyXbskvSiW/8MNQl4JQ+0FZaJ3rfrdLr9sRvU5H9HtdGUeRsmwrd10vth0ntmynr5TsCMTSxtrq1/v93hOYADyste78w69wiEuFYXC+QDHoFJcHX5Ut33OgDbS2fO+8WNUCXswYBucQQ1ymkM/3CxhiiCG+O4bBOcQQlymGwTnEEJcphsE5xBCXKYbBOcQQlyn+D0FJO24teKNSAAAAAElFTkSuQmCC\n", | |
"text/plain": "<Figure size 432x288 with 1 Axes>" | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## A faster solution using `pcolormesh`\n\nThis is [Jiawei Zhuang's clever solution](https://github.com/JiaweiZhuang/cubedsphere/blob/7124844fdf301437ced6cf7b5736efb0ca26e590/cubedsphere/plotting.py#L6-L66). It unfortunately requires masking data near the date line due to the cartopy issue, but is indeed fast." | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "data = xr.open_mfdataset(\n DATA, \n concat_dim='tile',\n combine='nested'\n).isel(time=0)[VAR].load()", | |
"execution_count": 7, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "fig, ax = plt.subplots(1, 1, subplot_kw={'projection': ccrs.PlateCarree()})\n\n# Retain data points that are sufficiently far from map boundaries\nMASK_SIZE = 4\nmask = np.abs(grid.grid_lont - 180) > MASK_SIZE\nmasked = data.where(mask)\n\nfor tile in range(6):\n lonb = grid.grid_lon.isel(tile=tile)\n latb = grid.grid_lat.isel(tile=tile)\n ax.pcolormesh(\n lonb,\n latb,\n masked.isel(tile=tile),\n transform=ccrs.PlateCarree(), \n vmin=0.0, \n vmax=0.02,\n cmap='Blues'\n )", | |
"execution_count": 8, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": "<Figure size 432x288 with 1 Axes>" | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.7.3", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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