From 5981c3e64f4e39ad623fe467f662f3ccf5e99290 Mon Sep 17 00:00:00 2001 From: jiaweizhuang Date: Sun, 4 Aug 2019 17:18:34 -0700 Subject: [PATCH] Use coarser grid in the first rectilinear tutorial To speed-up computation and save memory. The previous output data was near 1GB; can crash tiny cloud VMs. --- doc/Rectilinear_grid.ipynb | 150 +++++++++++++++++++------------------ 1 file changed, 76 insertions(+), 74 deletions(-) diff --git a/doc/Rectilinear_grid.ipynb b/doc/Rectilinear_grid.ipynb index 1863c47..831a01a 100644 --- a/doc/Rectilinear_grid.ipynb +++ b/doc/Rectilinear_grid.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -55,11 +53,11 @@ "\n", "Dimensions: (lat: 25, lon: 53, time: 2920)\n", "Coordinates:\n", - " * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 62.5 60.0 57.5 55.0 52.5 ...\n", - " * lon (lon) float32 200.0 202.5 205.0 207.5 210.0 212.5 215.0 217.5 ...\n", - " * time (time) datetime64[ns] 2013-01-01T00:02:06.757437440 ...\n", + " * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 ... 25.0 22.5 20.0 17.5 15.0\n", + " * lon (lon) float32 200.0 202.5 205.0 207.5 ... 322.5 325.0 327.5 330.0\n", + " * time (time) datetime64[ns] 2013-01-01 ... 2014-12-31T18:00:00\n", "Data variables:\n", - " air (time, lat, lon) float64 241.2 242.5 243.5 244.0 244.1 243.9 ...\n", + " air (time, lat, lon) float32 ...\n", "Attributes:\n", " Conventions: COARDS\n", " title: 4x daily NMC reanalysis (1948)\n", @@ -88,9 +86,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "dr = ds['air'] # get a DataArray" @@ -103,12 +99,14 @@ "outputs": [ { "data": { - "image/png": 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4L694Np2HdrJ725M4nFnU7HkFTUvoO6VEyiRCKAS6GzjUtJ6JEy/8+AXdELi9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\n4TsSWiJOd/0OIskAEkkyFCQ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zs3/DfcGNo14dxjv3VMI1+/CdtmjkzCcZo1uS6ONpy/Hi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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -140,16 +138,16 @@ { "data": { "text/plain": [ - "(array([ 75. , 72.5, 70. , 67.5, 65. , 62.5, 60. , 57.5, 55. ,\n", - " 52.5, 50. , 47.5, 45. , 42.5, 40. , 37.5, 35. , 32.5,\n", - " 30. , 27.5, 25. , 22.5, 20. , 17.5, 15. ], dtype=float32),\n", - " array([ 200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5,\n", - " 220. , 222.5, 225. , 227.5, 230. , 232.5, 235. , 237.5,\n", - " 240. , 242.5, 245. , 247.5, 250. , 252.5, 255. , 257.5,\n", - " 260. , 262.5, 265. , 267.5, 270. , 272.5, 275. , 277.5,\n", - " 280. , 282.5, 285. , 287.5, 290. , 292.5, 295. , 297.5,\n", - " 300. , 302.5, 305. , 307.5, 310. , 312.5, 315. , 317.5,\n", - " 320. , 322.5, 325. , 327.5, 330. ], dtype=float32))" + "(array([75. , 72.5, 70. , 67.5, 65. , 62.5, 60. , 57.5, 55. , 52.5, 50. ,\n", + " 47.5, 45. , 42.5, 40. , 37.5, 35. , 32.5, 30. , 27.5, 25. , 22.5,\n", + " 20. , 17.5, 15. ], dtype=float32),\n", + " array([200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. ,\n", + " 222.5, 225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5,\n", + " 245. , 247.5, 250. , 252.5, 255. , 257.5, 260. , 262.5, 265. ,\n", + " 267.5, 270. , 272.5, 275. , 277.5, 280. , 282.5, 285. , 287.5,\n", + " 290. , 292.5, 295. , 297.5, 300. , 302.5, 305. , 307.5, 310. ,\n", + " 312.5, 315. , 317.5, 320. , 322.5, 325. , 327.5, 330. ],\n", + " dtype=float32))" ] }, "execution_count": 5, @@ -172,7 +170,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Say we want to downsample it to $0.25^\\circ \\times 0.5^\\circ$. Just define the output grid as an xarray `Dataset`:" + "Say we want to downsample it to $1.0^\\circ \\times 1.5^\\circ$. Just define the output grid as an xarray `Dataset`:" ] }, { @@ -184,10 +182,10 @@ "data": { "text/plain": [ "\n", - "Dimensions: (lat: 241, lon: 261)\n", + "Dimensions: (lat: 59, lon: 87)\n", "Coordinates:\n", - " * lat (lat) float64 15.0 15.25 15.5 15.75 16.0 16.25 16.5 16.75 17.0 ...\n", - " * lon (lon) float64 200.0 200.5 201.0 201.5 202.0 202.5 203.0 203.5 ...\n", + " * lat (lat) float64 16.0 17.0 18.0 19.0 20.0 ... 70.0 71.0 72.0 73.0 74.0\n", + " * lon (lon) float64 200.0 201.5 203.0 204.5 ... 324.5 326.0 327.5 329.0\n", "Data variables:\n", " *empty*" ] @@ -198,8 +196,8 @@ } ], "source": [ - "ds_out = xr.Dataset({'lat': (['lat'], np.arange(15, 75.01, 0.25)),\n", - " 'lon': (['lon'], np.arange(200, 330.01, 0.5)),\n", + "ds_out = xr.Dataset({'lat': (['lat'], np.arange(16, 75, 1.0)),\n", + " 'lon': (['lon'], np.arange(200, 330, 1.5)),\n", " }\n", " )\n", "ds_out" @@ -228,7 +226,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Create weight file: bilinear_25x53_241x261.nc\n" + "Create weight file: bilinear_25x53_59x87.nc\n" ] }, { @@ -236,10 +234,10 @@ "text/plain": [ "xESMF Regridder \n", "Regridding algorithm: bilinear \n", - "Weight filename: bilinear_25x53_241x261.nc \n", + "Weight filename: bilinear_25x53_59x87.nc \n", "Reuse pre-computed weights? False \n", "Input grid shape: (25, 53) \n", - "Output grid shape: (241, 261) \n", + "Output grid shape: (59, 87) \n", "Output grid dimension name: ('lat', 'lon') \n", "Periodic in longitude? False" ] @@ -271,35 +269,36 @@ { "data": { "text/plain": [ - "\n", - "array([[[ 296.29 , 0. , ..., 0. , 296.6 ],\n", - " [ 296.250991, 296.347386, ..., 296.509328, 296.459968],\n", - " ..., \n", - " [ 241.460059, 241.710292, ..., 238.032375, 238.670016],\n", - " [ 241.2 , 241.462205, ..., 237.98036 , 238.6 ]],\n", + "\n", + "array([[[296.133997, 296.386693, ..., 296.433989, 296.199246],\n", + " [295.978009, 296.182748, ..., 296.078024, 295.720987],\n", + " ...,\n", + " [243.27991 , 243.775195, ..., 235.339996, 237.632418],\n", + " [242.240033, 242.879123, ..., 235.419992, 237.496416]],\n", + "\n", + " [[296.253996, 296.702038, ..., 296.039983, 296.017731],\n", + " [296.21799 , 296.567677, ..., 295.680026, 295.51389 ],\n", + " ...,\n", + " [243.299945, 243.614048, ..., 232.720032, 234.519234],\n", + " [242.700014, 243.038004, ..., 233.159978, 234.719252]],\n", "\n", - " [[ 296.29 , 0. , ..., 0. , 296.6 ],\n", - " [ 296.280998, 296.454975, ..., 296.423187, 296.449966],\n", - " ..., \n", - " [ 242.250034, 242.369363, ..., 235.329657, 235.789998],\n", - " [ 242.1 , 242.22131 , ..., 235.359671, 235.8 ]],\n", + " ...,\n", "\n", - " ..., \n", - " [[ 297.79 , 0. , ..., 0. , 295.19 ],\n", - " [ 297.639966, 297.767262, ..., 295.178632, 295.109982],\n", - " ..., \n", - " [ 246.200094, 246.01177 , ..., 244.559336, 244.739989],\n", - " [ 245.79 , 245.593619, ..., 244.629364, 244.79 ]],\n", + " [[297.189986, 297.623798, ..., 295.329987, 295.054879],\n", + " [296.590054, 297.095963, ..., 295.170007, 294.798957],\n", + " ...,\n", + " [249.069873, 248.668228, ..., 242.790036, 243.748677],\n", + " [247.430058, 246.932094, ..., 243.389967, 244.108711]],\n", "\n", - " [[ 297.69 , 0. , ..., 0. , 295.69 ],\n", - " [ 297.529963, 297.619325, ..., 295.740447, 295.639989],\n", - " ..., \n", - " [ 245.57011 , 245.418376, ..., 241.697697, 241.779998],\n", - " [ 245.09 , 244.934201, ..., 241.729711, 241.79 ]]])\n", + " [[297.049976, 297.387852, ..., 295.989995, 295.690696],\n", + " [296.410046, 296.844012, ..., 295.790018, 295.490757],\n", + " ...,\n", + " [248.929853, 248.553059, ..., 240.530029, 241.237198],\n", + " [247.010071, 246.584907, ..., 241.009973, 241.453222]]])\n", "Coordinates:\n", - " * lon (lon) float64 200.0 200.5 201.0 201.5 202.0 202.5 203.0 203.5 ...\n", - " * lat (lat) float64 15.0 15.25 15.5 15.75 16.0 16.25 16.5 16.75 17.0 ...\n", - " * time (time) datetime64[ns] 2013-01-01T00:02:06.757437440 ...\n", + " * time (time) datetime64[ns] 2013-01-01 ... 2014-12-31T18:00:00\n", + " * lon (lon) float64 200.0 201.5 203.0 204.5 ... 324.5 326.0 327.5 329.0\n", + " * lat (lat) float64 16.0 17.0 18.0 19.0 20.0 ... 70.0 71.0 72.0 73.0 74.0\n", "Attributes:\n", " regrid_method: bilinear" ] @@ -349,12 +348,14 @@ "outputs": [ { "data": { - "image/png": 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qK9i55W4yqWHC0TIO7X2KcKycZSe/j3h5A2bI/Zq8Dduf/QlNi89g/jK3888t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\nO9eRfALZAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -387,11 +388,12 @@ "data": { "text/plain": [ "\n", - "array(['2013-01-01T00:02:06.757437440', '2013-01-01T05:59:27.234179072',\n", - " '2013-01-01T11:56:47.710920704', ..., '2014-12-31T05:58:10.831327232',\n", - " '2014-12-31T11:55:31.308068864', '2014-12-31T18:02:01.540624384'], dtype='datetime64[ns]')\n", + "array(['2013-01-01T00:00:00.000000000', '2013-01-01T06:00:00.000000000',\n", + " '2013-01-01T12:00:00.000000000', ..., '2014-12-31T06:00:00.000000000',\n", + " '2014-12-31T12:00:00.000000000', '2014-12-31T18:00:00.000000000'],\n", + " dtype='datetime64[ns]')\n", "Coordinates:\n", - " * time (time) datetime64[ns] 2013-01-01T00:02:06.757437440 ...\n", + " * time (time) datetime64[ns] 2013-01-01 ... 2014-12-31T18:00:00\n", "Attributes:\n", " standard_name: time\n", " long_name: Time" @@ -409,9 +411,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# exactly the same as input\n", @@ -433,7 +433,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 12, @@ -442,12 +442,14 @@ }, { "data": { - "image/png": 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fUx3wAguDOU9JCYhCxoSxDcbo+dLAs0NaYNVzA3Q2uWVP9xcGiNqJb7EzUWxT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\n", 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GYD4ml9cGa10idmNStnTB5AI7TUS6A/2AUaraFhhlfUdE2gMXY2ZQpwGvWLabEA/WbPP2gHE/3Dt3Rz+Q+QUa94XuNYpLhm88jPpukpFZ01wxCfPXZZNXYF4OTjVcQYGSnZN6D7e9kfw4knqjwzvLbjbU8rq68cMpHPboCMegIvEPbQ8O/O67dOeC9BKeK//ayfXvT2GHx+zYi9fHLiqSp2N5IEgcyr0iUl9EuonIcfbi0a61qu4P/ACcqaqNVLUhxqj/VYDzqKraiZ8qW4sCZwPvWuvfBc6xPp8NfKKqu1V1CbAQCONd/PB56N3Pn9v28c30wnxI6uHxv9ZHUAXl1Z8Xec5Slm/ayW9WapVkPGnWuFxHT3luLIs2mJeP8zQvj15Ip4d/jOtZFBJLdk5ejFqpwDGYd6fw8XLlffXnRWzLyWXYzLVs3rGHUX+abAdBhEGiNuk2k2V6qHiP+c9ohs9eS4eHfvC1MTl5fNhcwKh5KxpB3Ib/DxiLERSPWH8fjrPLEao6zP6iqt8DxwfpjIhkisg0jMpshKpOAJqq6hrrWGuAJlbz5oBTub4Sj4BLEblORCaLyOQNGxK7A1ZUfO9zjwe0/5DCnFizV20rfIg9jlHcAWFufgEj/4xNn3LcU6O5xEo0mapRp6pRddz+6TQ+tDyCjhgQZgMKgv0TrN2WwwnP/By1zTkIiWdYd27Z5rDHfTp5RdQ5Bg6f67n/0o07eO+3+IUDk00kmSyZGRI3jmaMZfsZPmsN6xIMtmzPtYpEEKP8rcARwDJV7QUcilFj+bFRRB4QkSwRaSUi9wOb4rSPoKr5qnoI0ALoJiId4zT3es3E3M2q+rqqdlXVro0bJyyJXGHxml14ka/K4g2F6oQ3xy0ptEF4tJ+6vHhpLxZt2MGWnfED3ZKVJ352mRs/MprXwX+sKvbMqryTX6CRmKMgOIW6exYYT9Vzxovj+H2xefydXlgFHqe2z+HlwQXQM47Xlc0fxUzDkggR4YEh/klIJyzZTF5+Add/MJWLPNzui6siLusEESg5qpoDICJVVXUucFCc9pcAjTGuw4Otz5fEaR+Dqm4BfsbYRtaJyL7W+ffFzF7AzEhaOnZrASSXlrQc8PviTRHVT3HwU3O71UnxHvRFG1Kfih4gI8EUZEmSuZROfGaM5/oVmyveiLCo9H1nEgc+8H1KjnXd+4UmUi938Td/WRyz7rinRsesS0WQ4D/eD2KuLTqVMoSdcQToa2MWRQZedmT9nrwCXh+7iNz8griuyEHoNmAkj303p1jHSCdBBMpKEamHSfQ4QkSGEOfFraqbVfVWVT1UVQ9T1dtUNWHItYg0ts6DiFTH1FGZC3wDXGU1u4pCD7NvgItFpKqItAbaAt6uIeWYi1//PaL6KQ6zPTy0IFadFM/A+mCAgK+ikEil5RWNH4/FFXwUmArcbrluVJUpyzYnNJg/P3J+lCPEA4OLXkKgPBRXzBRJONe3haqt/Xvr1yU8Pmwu18WJ9g/K+uzdvOmTLLMsEMQof66qblHVh4H+wCAKDeMRROThRMdK0GZfYLSIzAAmYWwo3wFPAieLyALgZOs7qjob+AyYAwwHbrJqrux1rN+Ww+68ov3rD7hqiHh5sWwuQu6lZIj3Ign9/lNPEMPx4D9W8bdXf4vrhffYd3MisSc2vy2OnU0Hddf+ftZazziissTSTTv4eV58YZzncs237UWjE+xXEYhbD0VEMoAZqtoRQFW9dQmG/xMR/1BVM8S5GB+DvqrOwNhn3Os3YbIXe+0zABgQ55x7Bd0eH8WJ7Zow6Oojkt43SEXFuWvTGxD460J/lV67/v41VUKKhttwvmLzTnbsyaPdPnUi65Zaszxb5+8l9NMxUn4lYDBkaeF2S/fCbZvam8Kf4goUVS2wAg33U9VEET1vALUDtAlJA6PKcaGpL6asLNXzqypSHvQtaWDknHWRsgDOAmv29fCbzMxL0yDDzyBfVqiUmdhKsNnlZLI3BdQmrNiIUUXNFpGJmCJbAKjqWc5GqvpIivu217PAJ2W7zfBZa+i+f8MS6k3R6NqqPpOXxSaQLCpTHjiJwx9Lravvp5NWcHG3/VJ6zLKM03DuVWMGCh0lbBuK+6X44k8L3Lv4Ul7epwPP78w9X8RmWnDil7vOidMp5PPJK/aqZKdBBEooKEqJeOqo1Vt2cf0HUznqgGiBMm9tNpu27+aoNo0i6+Z7CKZ3fl3Cw9+m31vkyP0bpEygNK5dlYa1qnpua16vepH9+r32U1UK1DuQrbyT6P328Dezmbxss6tt9E6JPPPKAsNvO5bTnk+cuw7glcsO4/RO+yYUKMkmPR0zf0PCmkM3fzSVFvVr0K93u8DH3ZNXQJVKRSlnlV6CGOXHAEuBytbnSUBsEYGQlBPEWL3M4VJ7wWvjOfX5sVz65oSotqc8NzZm/3QIk/b71olZt1+DGnxxfQ8eP7dTsY///a3HAvDTnbFxsmPu7lnk43rFYzzx/VwOuG9YhcxQ7BeT9Okko9V+Z/xSZq0y5lC3x5JNMvIk2ZdwKjirS7Mom1AiTu2wT6B2Rbkd/IrAAfy6cCPfzVjDa2OSU/UFjSsraYJEyl8LfAH8z1rVHONCHJJ2/J9ae9TvnE5PWho9E5i4ZLNnzqB0eG2ddHATrjsutpDnhV1b0jWrAT0cM6nnLupSpHNUq2xSte3fuBbf3XJM1LYgum0/7MzIpz0/lputOhfv/LoUMJH8f+3Yw5qtu8gvULaVQv6v+euyGTB0TspUJ34vxX99OTOmRK4Cc9dui0kNn8wMpTSEcjJCbMGA3pGZ6HmH+VY3B4IlM41qn2D7ZY7B3x2fTiOr31AmeHjKxfYjqW6UGEGewpuAo4FtAKq6gML0JxFEpJHr++Ui8oKV+qTsz4/LIPGumj01j3dffTLJ24+iqC7GfhzYtBZvXnUEPQ+KzURg//TN6lWLrDv30BY8eEb7pM/jfEl0bF6Xof80QuXRc0xChYfPTP6YAJ9Zeu65a7P5zk6d77j23R4fSY8nfuLBIbPo/PCPkRnN1OV/eab62LE7j1kpLLx05aCJvPHLEtanKO9YvJfiHtf/8+eabZz2/C/c+sm0qPWD/1hFUJbGqWfTsXnwWYQXsx7xTjJu/4dtm9SKWu9WEQNUdg5GEryok51tJSOAvrKu6UWvJ447K88CZbeqRoa0Vj0Ur3/nR0ebB4ArMFmGTwaeLWY/90r85MnWnYWjZHcajOj9S0aOf3eLUUXVq1GFs7o082xTtVImY+7uyZCbjgag79FZMW0+ua4771/jn9+zdtVok1+HZnVZ+mQfrujeCoDTO+9blO6zc09+TD4x+8oVqEZS/n811TzweQUFzFq1lfNeGc/TP86POd5NH03ljBfHedbm+Mf7k+n/dXLBf/GCTf1Yty2HXJ+8VslMGBLFXAQhXoaCcw6JPyNov28dzju0sE2DmtHVxGtZ98SRraMrZLRqUAOInUkd3SZq3Js0c9ck5922Kk2FuEpDjRiEIAJljIjcB1QXkZOBz4FvPdo5f7nzgPNU9V3gUkzUe0iS+E3sBgwLZv/wm+HsTKIIURCcxkHnbd6yQfWodq0a1qRLy3pW34S3+xbGzTx4Rnu679+QY9sWznJsm8wzF3Rh5sOnJHTtLY4A9XJcAG91jSpssNKy/754UyRXlc1kS/WY65HH5ofZ63j/9/gJDt0k+1+NnLOOIx8f5ZuGJN6oOV26BD81TqL34j9PbMuzFx3C4sdPp/8Z7Rn3r14xbeY9dhofXds9at3tJx/ocz5zwrMPacbVR2Ux4b7oELdEr+lNSaqLp69MT4ngsipQgnh59QOuAWYC/wCGAW96tKsuIodihFSmqu4AUNVcEQnDnR3k5heQm19AjSrxL7/fs+0ukpUst3z0R+JGAbjntINo2yQ69OjsLs0iqVJO7xR/xnCww2h66ZGFbrs/3n4cG7OjPdWCUK9G5aTaO3nKUa723fFLI5+dMsE2hA6Ztpr7rPrn01Zs4eLXf2fuo6dFbDylzetW7qyffGKTSuNd5KfGSWRctgVcRoZwzTGtPdtUrRR73W01VssGNSIVJA/dr15kdtayfg3uOjU2JeFdpx7E9JVbohKkljYbsnfzzfTV9D0qK7KurPqKBPHyKsDUIXkU40L8rnoPcdZgVFtPA5sdCR0bAmU7n0KK+WvHnqiUIVOWbY4a6V711kTaP/hDwuPM8amRXdxBpN9xk+Wkg5tycvum0evaN2Xpk32Y/MBJ3HNqfDdIpyrH+TI+sGntpIUJmJeIMzivqDz0zeyIoX6Jh/7/f2NjPXK8RozOFCe5+QUc85/i1b/IzS9g6vIALtjFsAMUR9h0aVE36X1U4c0ru3Lcgd6ZwIt7rz97URdO72Q8uFrUr0Hfo7M499DmXOvhQALG/fy9vwcrq3TB4S0in2tWyWTAufGSoxedf378B49+NycqY0VZjW0J4uXVB1gEvAC8BCwUkd7udqray7XYhcG3ADEFuSoyhz46gisHmTyVo+et52+v/hblFjg+YPbgZ0fE6ufBXxXmRDV+pUU3vTwM6omoV91/RtCoVtWEMRzN6laLu70kOXS/ep7rz3n515h1iZ5l+4XtHERs2ZnLymLq05/+YR7nvTKe1z0Emtf5vdi0fTd935lUrH74sTtgOvzZDkP6PnWrcVL7przbN3jaoDN97HRe1KlWmd4dzUy5QJXa1Srz3EWHUDfOvduifo2Io0c8bnOo1WY9ciqXHdkqcL+SwfYszHE405TbGQrwDNBLVXuq6vFAL+A5v8Yi0lVEzhWRM0WknVXjJLn84+UYu6zsxKUmMKzv2+bhTSZVxfx12Zz/6njf7UFi7fIKNCl9+JU9soI3xsR9NKlTPIEgIvQ/oz13e6geSpqGNb0DJp3Y3l3LN8fezvYD/tPcdREblXMGVpQAya07c8nqNzTi3WVnjLYr/vkR710zaNwSZsTV6xf9TRW0vkrNqpWY9uDJPHV+54gTh98gqVa1WLWw7YQRFHfUfxCCnGOfOtXoeVBjPr++R1pT99j3jnOAUp5tKOtV1ZmxbTGFNUkiiMjxGOGzBTgc+BWoLyK5wBWqusK9T0Xkse/+LPYxvAIRk+W7Gav5bHLwHFmKUrVSRtQos1vrBkxc4l15oFXDmsXuI+CrFy8ODWtWSdp4GuR9EG9UaD/gI+asi6wrbvzFwg3Rg5Cg76x4L5tkS+ge06YR4xb6B+Y5CTpDAeMReEHXlnHbtGlSix4eqYW6tW7AlAdOoqqPzeqGngdEfe/U3KjizuwcfGYDMPKO48nJzeeMF8cB5to5L21mhvBO3/RXHbeFldNrr0AVVeWeL2Zw/uEtOLKMpGAKMkOZLSLDRORqEbkK4+E1SUTOE5HzHO2eB3qr6knAYUCuqh6NyQY8KOU9LyPs3JNHVr+hZPUbyvJNOyPlTIvKsjg++zZB3lNO1+IgqEIVhz/+PnWq8fT53gGI7fZJlAO0dJnS/+SIHnz/RsEEX3HHl4X2ksIjBRlRDp+1lk3bveNL3FmYgwYTxhu8JjqGO/V6MhHZyQgUL+wXPxhh8uNtx/mO/BvWqhpxGXbzr9OibXf7NazB0if70DuBk4ibNk1qsV/DGpHviZxM0kWmdQmc95MqjFu4kc+nrOSi13/n5dELU1JvpbgEESjVgHWYuvA9MeV/GwBnAmc42mWqqu20vhxoBaCqI/Co9V5RcObbsvMf2RSllkcQYeE3dc/MkEjyupYNani28T8mnHhwYbzqYa3qRT1MTsp6QkooHIk3qVOVrq3qJ2wfL54nCPbv5ixc9da4pY7tsb/Z1p25XP/BFK55N/ZFMGzmmhgbWlA1R/wZSnyBUpxZ1Z5iBsx+e8sxEdvG21cfQUaSasK2TWpx9iHJzUIS4RxkVfPwJksXzmfcHgQ4hX2BKrtzCwX4Uz/M40fH7Li0SKjyUtW+AY81WUQGAaOAszElfBGRGkDZ8KdMA/Gev0e+Laxw+M301fTr3S5h9cHMAKNQvxdGdUsFsH13XtIvBsVEnH89zfTPL6bjwTPac0WP9BgfU4nd/wwRvrihh2cKGiczixnZbv8mzkST4xYWChev0sqbdpiZyQoPm4xXmdf564KVYHbaSNyp+RPmuJsQAAAgAElEQVS9o92xM/Fq1bjZlpPYmTPR7f3YOR257dNpNK6d2KblZsQdsTneiovT+7Bq5dQlY9y3brW4gxjVaJdpcKu8YIjHu2TC4k2lqv5KKFCs8rq3AFnO9u709ZgYlWuBo4CRwFt2U8A7P0IFIN5ocJQr+vrmj6YydXn8Aj3F0eXnFRRE/O+TNdrVrlYpKi7Grx8tG9SITlVRRrH7X1K2S0+3Yccqr2j3Gz80ecO8stGmysibX6BUyiw8VqLgT7fKq6gseeJ0Wt87LGb9x64ARDdndmmWlBdXSVI1Rdl9B57fmWZ1q3P5oAm+bZy/gj0IcBb3KihQz8HphCWby7ZAwSSCHISxnfgqSVU1F3jFY/0uILnQ4HLEmDipKdy5lxIJk6D4CYv8AqWKNaBKNhrercbqbMUULBzQmzb3f5/w3GWNkk4e53VZnNfKq+yuHZ2fV6BsyN4dNSovqj3CXfIgr0BxamoSzVC8cpMVBT+B2LF58rEqpc3l3fejQY0q7LGEbaNaVXnh4kOKfLwLu7ZMmOutQJVM6y62U/g4i4+5q27aFCe4NxUEEbk5qvqCqo5W1TH24m4kIrVE5N8iMktEtorIBhH5XUSuTn23S5/c/AJUlf+OKiw0lOyg0m0LOfPFcVz/gXe6jKx+QyNZgv/a6e3BlFegEbVDvJTZQfi/Y0zgV6XMDGY/cionWfaVciJPIpRUmu9EgY1e250G8iMGjGTcgo2RfYpqj/hoQnRCUHeyx0R2CXfpg1TjZ0gvyzx2TifuOOWgyAylSe2qRQq8deKcNXrhvF280rf4JXgt7esbRKD8V0QeEpEeInKYvXi0+xDjUnwaJqL+BUyCyF4i8niik4hISxEZLSJ/ishsEbnVWn+IJZimichkEenm2OdeEVkoIvNEpMTUamu35tD2/u/5aGKiqsjxcdo5Zq3aysxVWyOxBl4c9ugI8vILfPXazpswiM/9RFceIyfOF0/NqpWolJER+LhlgfbNTFqXfxxnXEi7WckDn76gaKnzE+E1YHSquYKYtC4fNIHnrQFKUWcoNatGmys7P/xj1PdUh0v8fu+JzHj4FLJ8HDgqEnY8SCoyTdjPkx+JNAE5ud73R6pUlkUliEDphLGNPImJM3kGk17FTZaqvqOqK1X1WeAsK9V9X0yyyETkAXeq6sFAd+AmEWkPDAQeUdVDgAet71jbLgY6YITYKyJSIsZ/27V3yB/xDeyJcL5kvILlvOj932AV6IK8wJIJTGxe3yR6rF2tdKfUQalXowpLn+xDr3bRlRYa1SrMVpvKaowFBRopUFW4rvBzUCeJ3xaZmWVRBcrijfHdzotbadFdAnefutWoU61ymcljlk6SvV+eOr8zAL077hMprXCl5dBSOcEMxWacj6bBK4MDFC0zdSoJIlDOBfZX1eMdaVVO8Gi3Q0SOARCRM4HNEMkFlvDqqeoaVZ1qfc4G/sS4GytgZxGsC9hv8bOBT1R1t6ouARYC6Y8yonD07v7xpi5LzkbiHIUEvVUXxCkL7MTrturQLHHtiYfPbO+ZV+me0w7ixUsO5eg2Zd9l2Av7+jp1+/kFyvSHTknJ8QtU+deXM6PWOWdz7pldTm6+528U1Dkvq99Q3vl1SdS63Xn5DLXrubi47M3feW7E/GLblvzkUQ+POiNuLu++X8I2ZZkg9eRtalbJpI7lAu01mEhUEM6+XeIZ7r3IL1AKCpQfZ68tUthCcQkiUKYD3omOorkeeFZEtgD/wniGISKNgZeT6ZSIZAGHAhOA24CnRGQFZmZ0r9WsOeCMIlyJR7yLVeBrsohM3rCh+LUdoLDsrtuAmWxa8nRWsvNSTd3cq03C/a4+urVncryqlTI5s0uztKaYSCe204Ezf1jNKplxczolg9dPaa/blpNL/yGxNVC8fv9knB7cZZzjzWp+XbiJ/45awBPfx0/bkogmtb1nte5gQi+yUpRdobQIMkOxc8LVqFopEgJQoBoRILaqq3KCYxXV+SW/QHnjl8Vc9/4U2vUfXqRjFIcgAqUpMFdEfhCRb+zF3UhVZ6hqN1Wtp6rHqOp8a/0GVX0haIdEpBbwJXCbqm4DbgBuV9WWwO0URt17/SIxv4Kqvq6qXVW1a+PGySdAdDNr1Vbu+nw6UPzI4G8cbn/FfU+7U5h43Y9eBtk/+p/MtAdPLt7JywG3ntiWMXf35IDGhRX8ilM22I3XC+DCI0xqkWd+mMfvi6ODXv0GE8mMMdwBm365tI5/anTwgyagd0fv2uupcqktywSZodhqrmqVMyICKK9AuaBrC645pjW3n9zWNPQ51L7WgEeBjT4ZFOKRX6CBtRjpIIhLwENp74WFiFTGCJMPVfUra/VVwK3W588prMWyEnAmA2pBoTosbTi9sOYmkfDRi+Gz1nJJN1sNUDyJ4jaKenk3eQVN1ndVwKuoZGQIrRrWjJq5pdKQ7DUjrG+5cLo9rcBf162qgdLvQKwQ8xMoyzalJjfrmLt78o6jVoyT8jpzTYaaATyoqmQaW5JqdFLHqpUy6e8oe+0XD5ThmNUUZZJSoMoXU4Ln8Es1QeqhjAGWApWtz5OAqanuiFV3fhDwp2XUt1mNSfsCcAJg++l+A1wsIlWt4Mu2wMRU98vJgnXZxU5B7iTKhlLM5zHT5TXiFZmdwLFkr8D54nvr6uAp0xPxucdDbM82PGNUfGcoygSfhJxu3EdIt868VcOaSalp3+57BB9de2Tke+HgqXzSKED0vjOgtrWVR+5El2MI+Lv32s+oatFc3he5CoMlm9OvuASph3It8AXwP2tVc0ywY6o5GuNmfILlIjxNRE7HeJg9IyLTgceB6wBUdTbwGTAHGA7cpKppfaJOfyGYh1VQihsr4sQ9HfeqJ15cD5+KRsNayaf38OOD32LtZ/FcrP3eywUFhSl0EuE+xuotxctHFgS/gDondlndXgc14agDCuM1gozwyzLHWrEnQXLDgckqMf2hU7jKUWnRpnqVTM+sAQc1NYlXVdVzUJiIj12hDF3+/aNPy/QQ5Be+CeM9NQFAVReISIzIdWUejsGhwvLbPg5/vc/hPvsMwGQzLhHcpXcb1apaJD2nG1X1rf8dFLfB0EvNkko32fLOMY7AtMfO6cgDXxcazW/seUAkKvnI1g0CzRi8XrP5BSbF+CeTYjNQT1nmXXmxQNV3W8w5XQIrWY+gopAfJ87h5l5t+G3xJpq63NH/fXYHNmYX/zkpbSoFqAhaOEMx1yme04eXZ9zRbRox8s/1qJafrBROggiU3aq6x1YViEglvJ+fM+McQ4G4AqU8ckybhpFkisXBr+ZIMrgjb71mP0EST+4NTLzvxIhLJ8Dl3VtFCZS7TjkoIlD+dliLwCooNwUKk13C4Yis+kxa+hdf+ui5567NDmybK8n3Tff9TWCoO3mkE68a7ZB88bbyTKSYVwr2r6gCZYyI3AdUF5GTgRsxeb2iSCIrcblkuYdhs7heXgAzV27lotd/L/ZxEs0+bjupbdLpwCsqXgGdV3Rvxfu/L2PfutXIyBBOaNeEZZt2cOLBTWhWtxqrE6S398qdVqAaY9fIiAzMivEPOI5fUtgG5XS6ulcE7N+1qL+Nc/9kD9GqYY2UOWAUlSBm2n6YGigzMRmFh6nq/X6NRaSpiAwSke+t7+1F5JqU9LYUOc7D9dIvp1YynPnSuCLv28DhoZXIpbF2tcpR0bldWpS/JH3p5JGzOvDIWR348oajAGOwH3VnTxrWqsr4e71T1PQ8KL4bupcNJRk7ljOq34t47/b9kqyHkwi7LojThvLiJYem9BwVgca1qnJk6wY8d2Gw5JGj7+rJZUcWOivYmiDV5IW33zvAy56aLoIIlFtU9Q1VvUBVz1fVN+w8Wz68A/wA2Dmo52OCEysc7tgCm5KqaOh8Obm9vNyoalT7ly/zSse295KRIVx1VBbN6lWP2661owLka5cfzpPndfJt6/Uc17DSQQcZwVZNUNDJKbCyc6K9eT77R4+Ex08G+0xOG0pZTTNfmlTKzODTf/QInDyydaOaDDi38B6yn1BVZceexPVlnGzx8ehqe//3rM9Ov8MGBBMoV3msuzpO+0aq+hlWqntVzQNKPgdAKVKU4kBFwTnYDRJ05RzwtKhf8ZP5pYMB53SMfK5WOTOuAPISGnb6myCDxkQZae3jr9uWQydXEsiGCWY3yWKr7oJ4eYUUHacNpc8LibUXz15YmOx00w5/jUlJqcJ8BYqIXCIi3wKtnRHyIjIaiFfGbYeINMQa1IhId6B45fDKGc6o4WuPbR2nZdF55oIukdHMA30ODuTBlapaF3szbtdXPxWWiBllumVKG8stdOSficu1JvpF7WOv3hIbG5VqB4w61ey8VOE9lA5u6nUAl3RrmbQNJqhqMzcF9t4gxDPKjwfWAI0wGYZtsoEZcfa7ExN0eICI/Ao0Bs4vZj/LFc6X+xXds+jUoh7//PiPlJ6j3b61OaFdEz6ZtIILj2jJLI+aCW7s0WWPclATvqzirlbpJ8czRDxtHMm86GtVi+8zY7903FHqxx/YOJADRtdW9SNeaGd1aRaVCuiK7q1o3agmc9Zs4x/H7U+WpeoLZyjp4e5TTS60T6w4koeGzI7XPIJdZbVF/epxg669wgjSge8dq6rLMJUWk1LGquoUETkeOAgzyJpnVXPca3C+dETMw/r74k0xxY+C0H3/Bp62mvwC5dFzOnLLiW2pU61yoBmKXc2tc2iQLzK2GspOMumXciRDTHoV9+s3GUe7Vg1qMmuVf+2NFX/tIqvfUB50pPTo02nfiH3snye04YWfFvru//41R7ItJzcSNzJ/XaHL8qMO1Z6TVHg2hvhjz3h/nJN4Bgum7s/A8ztzavt94gYxllSdlJQn47Ai2u/BVHqcVRGESbLeFk6BYr/oi+rh+cl1PSKRx0725Jn68c0tHX6QCnAdmtXlyxt6cLdPvECIP3ZSxEK3X7G+x7Z9/5pu1gzFw8srCYly/uEt4m63c3d9NrkwcNJpv7soQaqT6lUyo4IQg3igtd83cQmEkGJQBE3lhV1bUjdB6d+S8vRKR3anszDFsj4TkUkicpeIlOskPt9Ojw1ejJdd1ekJlIyb6AfXHOm5vmmdahF3Vht31L7Ty+ulS/3dOQ9v1SClWXb3Fl645FCmPXhyRIDYP6uXgDi2bWMyRDyjnd0qr4uPaIkfvdo1YfIDJ/H+NcHL/DgPn2wG4CC36r2nJ05TH1J0vN4XvTvuw5Cbjk76WIe0LKw6kltCqsq4d5yIZIrIB8kcUFWXqepAVT0cuBToDCxJsFuZxst9z5nc7aKu0S+FG3seEPlsv+ftmux+NKpVhWPa+rsaHt6qPtcfX3hcu6StjdPL64zOse6cJVVbvaJSOTODejWqRGac9nPv9w7OEDOzdacqcasmE81+G9WqyrFt48e7ONVuToHVKMlcZUEESiJX5pDi4fUT9Om8L11a1ouZsT7Q5+C4x7q3d6HwLymHnLgCxUq22FhEkvJBFJEsEbkH+ARoh1GBlVs8jauOF8PVR2dFbXPOAOwRx4kHNy12Pw5oXDjzcb+Y7JfBwaFKIq3Yv2ezukbV6GdDycwQ8gs0KlnfkJuOjpnRDElB6h5nPEoQW9qjZ3dg4v2xalT7f0uk1nrp0kN5u2/qMjWHFOIVTmYPOgb+rTO/9issltu7075R7ezEkjZOj8SSUnkFSb2yFPjVKqoVyY3sSjEfQUQmAJUxtUsuUNXFKehnqfL8iPlR30/t0DQq31KVOKqFZDP81q9Rmb98ApSOjxOZbb9T3O+T6pUz2VUKpUArKi3qV+fuUw/i1A62TcW7XaXMDPILlFFz10fWHdi0duDEj8ngvBeD2GiqVc70rLxo7/l4nGBN8J4Bh6QGrzoptto0I0Oi1Jjun/rrm45mV24+w2etpXOLulSvUjibdKvI00UQJetq4DurbW3H4sdVqnqYqj5REYQJxAYMnXRw06hAoXiuoH7bavu4hP5274nM+fepntv8yq+CU6BEn+/3+07kwq4tuOzIVr77hgRHRLipVxvaNDGVH/0GDBki5BVolGoyIyP2JZDImSJZ3PfbhV1jDfvVfNLjF6b9CNWjpYXX7eScXGT6qDfBOFk0qFmFS4/cj47N61KzSuE7xq/4WqpJOENR1UeSPOZfIjIIaKaqvUWkPdBDVQcl2rG84BYGXmoGW+UhPiL7/MNb8PavS2PW+z3sibBtJHZXLj1yPzo1r0vd6pUZeH6XOHuGFAdboLRuVJM3rjw88lKulCEUFCgHNa0dySbtFZuS6pIC7hmK1yCkj0tVEtk3ElSX0i6FJIGXCtVZjM05gElUJdM5Q8nJKxktRbxI+eetv9+6IuU9a8o7eIcKlsurjkuA2OoOGy81gz16cN4Aix4/PRI57x4EnuZTqzsokXvOOt/j53Yq9xXyyhNVK2XQpkntSM36zAwzQ/l1UWEZgQyRmNK/qZ4MuEet7luzaZ2qvmqxwhdUKFFKC6+ZhPOecQ5QE41FajoEyu7c0jfKv2/9fRoTKe9e/Khwubyco8hTOzSNGRk0qBHrsxDxBnKtu8DyCOvtECC3n3QgD5/ZIWr/Ts2TCz48sGkt9qlTjX+FMSYlyp58c2u7Z5aVMoX8ggIWO0qyGs+v6AfbrxRsUXF7hLuFRzybXisrjUeNKuW7smJ5Zsi0VTHr8n1mKInEvtM5qKQCUuNFyk+x/o5xrheRlsDFwBiv/aiAubxaN6rJX8u3AN4jyupVMln6ZB+y+g2NrDuhXROGzlwTo9I4sGntmKpvZx3SLCY25MsbjvL0zOjSoi71PARYjSqV+N0jADIkveRYI79qlaN/v8wMYfvu6HGUiMQkhWxYqwprt8Vmgh115/FF6s8qV14vtwCJJ1AeO7cjp3RoGnoKliJeMxRnLJNzBlqQhG7SXZcnXQSKfBKRRiJyg4iMBX4G4vnA3kF0Lq/3gFsCnKOliIwWkT9FZLYzRb6I3CIi86z1Ax3r7xWRhdY2b0t2CnjhkkPJahidhK2yjzHVrhvxzIVdGHN3z7g2EfvecAZCRo5TKcOzBveQm4/h3b8HD3QLSS/2g+quA794w46oBJC/3NMLiI078VN52aqzZBnhStnh517uRY0qlTito7d9JaRk8MqVJlF2E+/1iSj1GYqI1AbOxQQnHggMBvZX1bj5IFR1ahFzeeUBd1r71wamiMgIjPA6G+isqrvtevaWsf9ioAPGXjNSRA60YmdSSov6NejX+2Cu/2BKZJq5b93qLN8cnRL6j/4nk2kJmmqVM2nVMFZQOJn24ClJjTJCyh4HWr7/F3T1j3gHaGmpk9yR86muuuiegfTptC9P/TDPd3tI2aK+RwoVp6ee8/dLpkzG7hKaocRTlq4HJgIPAONUVUXkXL/GInKez6YDRQRVjVtTXlXXYLIbo6rZIvIn0By4FnhSVXdb22zH/rOBT6z1S0RkIdAN+C3eeYqK/Tvaz7/XDKV+zeRqUNStHj//TkjZp2WDGjEqzHi4sxX3PTqLf305kxkPn8K7vy7lmRHzowJYk8V9/CzX7DesAl22cQuJHvs3jMpOUFSvwJKaocRTed0HVANeBe4VkQPitAU4M85yRjKdEpEs4FBgAmZ2dKyITBCRMSJih+g2B1Y4dltprXMf6zoRmSwikzds2JBMN6KPE/lkJIr7wQ0JCcKJ7ZpEknOe0K4JFx2xH0uf7GMyRluDFK9UK306x6qiDt2vXqB1TsIZStnmrlOinWrcXoFFHRCUug1FVZ9T1SMxyR4F+BpoJiL/EpEDPdr3jbP8PWiHRKQW8CVwm6puw8yi6gPdgbsxSScF77Q3MfoDVX1dVbuqatfGjePnRErQr6jvLVNcsztk7yAjwwRGznvsNN64smvUtg3ZuwH4a2ds5b2nzu8cs+6dvt1iKnXenyC/UyhPyjYNXfnX+vdpH/U9GbsJwKfXdQdg1Nz1/LE89Vka3CQcZqvqYlUdoKqdgCOAusD36eiMiFTGCJMPHSqylcBXapiIcUduZK13Kq5bYKL6S4SnLzDBgsm694aEgEmy6FZf2IGuXvm93DOLapUzqFu9Mj0Pik46msjlN5yhlB+WPtmHTsWsXXTk/g0jg4icEohFScrhXFVnAjMx6rCUYs06BgF/uvKEfQ2cAPxszYyqABsxnmQficizGKN8W4zNJ63YM9C61Ssz7J/H0ry+f03xkJCi4KXWcAuf/lZRrSqVotf7eR8WHjsUKHsrqc7K4EVZMgQcDVwBnCAi06zldOAtYH8RmYXJXnyVNVuZDXwGzAGGAzelw8PLpvv+DWjTpBa3n1yo7WvfrE5oWA/x5Mfbj0t6H9t93OuecgqC7245hkutLAhVHLa8fxy3f4z7MsDMh0/h5l5tANjsoU4LKX90bVU/cFt7EFwSZt+0hMSKSEegPcaoD4CqvhdvH1Udh395ict99hkADChiN5OidrXKjLyjaMFmIXsfzsHgF9cHq6L96NkduXzQBM+4JOfxOjrUrEsdSUrvPd3bflK7WuVI4KVtpwkpv/xyTy8a1krOoxRKZnaaUKCIyBnAMFUNpIATkYeAnhiBMgzoDYzDBDiGhOwVNKtXqArtmtUgTstCalQ1swuvolsiQrO61bj5hLZR66et2BLo2MmUHg4pXb675Riyc2KL+tkk6xDUtkktFqzfXiIqryAzlIuB/4rIl8DbqvpngvbnA12AP1S1r4g0Bd4sZj9DQsoVRcmHZXtseUVLA4y/t+ipddzeYCFll45pcvQpiRlKEC+vyzExIYuAt0XkNyu2w68myi5rNpMnInUwAZL7p6zHISHlhLZNkkufYo8gE5UFLgqVvEoBhuxVlJUZCqq6zZqhVMekoj8XuFtEXlDVF13NJ4tIPeANYAqwnRLwvgoJKWsMvulotsdRXbixH/hk0rHs37gmizfs4MR2TeK2S+T9FVLxKRMzFBE5U0QGAz9hSvt2U9XeGLXWXe72qnqjqm5R1deAkzFeWX1T3O+QkDJPraqV2Keuf5VNN3aFPaf9JRF2ZHWiyo+Z1gzFXXc8JCSVBJmhXAA8p6pjnStVdaeIeEbAi0hnIMs+voi0SZTLKyRkb6dlgxq8ctlhHH1Ao8D72FqMRJMae3CaKDVLSMXDLoNRErPUICWAr4yzbZR7nYi8BXQGZmMV2cKkRAkFSkhIAk73Kc/rh52KI5HZJVKLMUxuvddRWLOnaOXFkyFe+vpsonNjifVdAFVVvyo83VW1vc+2kJCQFBK0fl+GJG+fCakYPH/xIbw8eiFN6wRXvxaVeBUbi6ps/U1E2qvqnCLuHxISEpAOlovpeYfFLVMUkTyhONn76L5/Q7rv37BEzhVvhlLH8u7yjMpS1c0+u76LESprgd0Uzmhi06WGhIQUi+b1qgeqxxKqvEJKgng2lI8wdUymUKjqslH8Y0vewuTkmkmhDSUkJKQUsVVeGkqUkDQST+V1hvW3dZLHXK6q3xSrVyEhISlFQpVXSAkQKLBRROpj0sM7kz2O9Wk+V0Q+Ar7FqLzs9qGXV0hIKWEHTdoupCEh6SBIcsj/A27FFLCahqmc+BumRokX1TGC5BTHutBtOCSkFLHT2pdUKdiQvZMgM5RbMZUaf1fVXiLSDnjEr3EYFR8SUvY4qk0jurSoy52umuUhIakkiEDJUdUcEUFEqqrqXBHxvStF5AWP1VuByao6pMg9DQkJKTK1qlZiyM3HlHY3Qio4QVKQrrSSPX4NjBCRIcSv3V4NOARYYC2dgQbANSLyfDH7GxISEhJSRgmSeuVc6+PDIjIaqIspuetHG+AEVc0DEJFXgR8xiSJnFq+7ISEhISFllSBG+U5AO+vrn6o6JsEuzYGaGDUX1udmqpovImH90ZCQkJAKSrxI+brAEGA/YDomsLGTiCwHzlbVbT67DgSmicjP1j7HAY+LSE1gZAr7njRTpkzZKCLLgEbAxtLsiw9hv5Ij7FdyhP1KnrLat5LuV6sgjcQvctYyru8B7rHryYtIBvAkUF1Vb/E9qMi+QDeMQJmoqvFsLiWOiExW1a6l3Q83Yb+SI+xXcoT9Sp6y2rey2q94Kq+TgM62MAFQ1QIRuQ8PW4iItLM8wA6zVq2w/u4jIvuo6tSU9TokJCQkpMwRT6DssQ3rTlQ1z8cWcgdwHfCMxzbFPxAyJCQkJKQCEE+gVBORQ4lOCon1vaq7sapeZ/3tlbrupY3XS7sDPuw1/RKRpcD/qWpx7Gp7zfWyEREF2qrqwiLsvtddrxRQVvtWJvsVLw5lDfAsZsbhXJ4G1vrtJCIXiEht6/MDIvKVJZjKDKpaJn+MsF/Jkap+iUhVERkkIstEJFtE/hCR3q42NUTkFRHZKCJbRWSsY5uIyH9EZJOIbALaiF1K0ft8J4rIXBHZKSKjRSSQwTPJ/ylLRFREIoPGVP+OIlLF+j9Wepx7tPX/zRWRk+IcQ4AD7GsnIgPjXbuSpqLf+6kmXrbhos40+qvq5yJyDHAqRgC9BhxZxOOFhKSbShib3/HAcuB04DMR6aSqS602r1vtDgY2Y4J3ba4DzgG6YNS7I4DFmPs+ChFphMlr93+YBKqPAp9icuSVN+4G1gO1XOs/xuT7O91avhCRtqq6weMYga9dSDlAVeMumBs+0/G9DvB2nPZ/WH+fAC51rguXcLEXYClwkvW5KvA8JgPDautzVWtbT2AlcCfm5bUG6FsC/ZsB/M36fBCwDajj03Y8cJ3j+zWY3Hdeba8Dxju+1wR2Ae0C9kuBNtbnPsAfVt9WAA872i232m63lh4pvj6tgT+B3sBKx/oDMclhazvW/QJcX9xrl6bfWUrqXHvDEiT1SiVgooh0FpFTgEmYolt+rBKR/wEXAsNEpCrBUrykFFvtZn0uE1NoZ/XLstInGxG5wgpiLQ3ux4zQD8GMVLsBD1jbagD7YDI0NMe8cF62SirEYKmltvgsM4J0RkSaYowd3FcAACAASURBVF6Ms61VRwLLgEcslddMEbnMsUsHTKyWzXRrnRdRbVV1B7AoTvt47ACuBOphhMuNInKOte046289Va2lqr+5dxaRS+Ncqy0isl+cc78I3IcRhu7/b7GqZjvWTQfO87m/krl26aDMvSegbL6/AhFQip+EuXFWY42O4rStAZyHMRwC7AucUlISEjNiGg28B9xf2hLb6tNpwFirT8+Udn9cfeuCeYi/BrqU4HmXUjhDWQSc7th2KsZONw6jFsoFKjm2rwe6p6lflTEBuP9zrLsPM9p/GDgTmGr16Xlrez6OGQamdpDiMfoFBgFPutb9ClwdsH+RGYrH/TUHmGKty7LaVgpy3CSv0bnAcOtzT6JnKFfgmGFY99c6zIwp5v5K5tql+H842bq/XsfE2pXIfR+gX2Xu/ZXMknDmICLHAf8F/g38DLwkIs382qvqTlX9SlUXWN/XqOqPic5TXEQkQ0Sut/r5FPAy0ENE/p7uc/v0R0QkU0Suw7yInsGMug93G3xLmdOBl1X1HFWdnrB1emiGmQHY5ABNgP8ArwB5wACIjNZ2Equ3LzZW4O77mIDemx2bdmEEyHrgQczv+DtwknV/bceogm3qANvVekO4cLe122d7tI3XVxGRHiIyFyN0D8eU5W6ezvtLTMaLgYBfYLP7/zsdM9Mb4nN/JXPtUoKItMA8k//BqFKPF5H/WNtKZTZQ1t5fRSWIKupp4AJVfUJVL8VI9J/S263kUROAuRy4RFWHqeoEzEizXkn3RUREDfmYUdAxalL352BeSrOtl1eJ38Ae52uH5bUnIreLyGli0u6UJKuJTu3QHdihqt9iXuY7gNstw27cF42IvCYi232W2XH2E8zsoSnGdpLr2GyryiL3F7AFmI+5v2ZjRuI2XShUl7mJamu9oA+I094T6zp8gJlZ1lPVmsC7GPtFoGOJyGVxrtV2H5VXW8zs5xcRWYtxMNhXRNaKSJZ17v0dKpt2mMHBbJ/7K5lrV2Rc9307YKaqfqtGNfcyjvurNIRKWXp/FYcgAqWHqs6xv6gp5Xt0+roUHBG5UUT+5lg1ElgsIpnW94Mp4TLaInIz8JX18OyrqnPUBIMehnn4s4B/YVyyITbOpyT6dpuINLdWrwaaiMhgjN3gauAdEWlcUv3ClDl4X4ybeRZwPrBLRHpY2zMwL5kHvHcvRFWvV2Mz8Fri6eZfxdwvZ6rqLoi6v8ZiHvauwDIRORaj6snF3F/vAXeISHNr9n4n8I7PeQYDHUXkbyJSDTPjmaGqc61zXi0mRicer4jI7Ri70p+qukNErgD+jjHy/wu4CyjACCu/a/VhnGtVS1WXe+w2C2iJsXcdgvFWW2d9PhMz6l8LPGX9f7UwM6cz8b6/krl2RcL1TNbBDASOcdxfTQh4f6W4X2Xu/VVsktTvvVfaOjqrH7UxboVrMVPmStb6DOuvnaPsHeAo175p081idMuTgF7A28BLwCHWttbAftbnmpgRbtcSvGbuvr2MSfx5MWbG+ZR9DYFRwLnpvF5YNhSrX5OBLzGqrB3AG8A/rN9vprW+NcbWk4XD/pKivrTCPLg5FHpF5Vq/0XaMY0oHjCvsDoyt4lz7/sIMCgZi3Ik3W5/FcfzZwGWO7ycBczGzr5+BLMe2/sCHcX5DBS6zfsPvMQOCbOs3ewcza7HvrzeADdbndNmcemK88Jz31+fAKut6rsZ4otn313EYFWbk/op37dJw37+KmYVeY12vX4GPnPdXCTyLZfL9lZL/Lc4//Y1r+db6578Bvin1jpupIcAnWAZUot2bK1sPWTWgBSYqO919ehL4u/W5FWa09bZP29cxdWNK6nq5+3YP8Kr1/UOMq25T6/tjwG2l2K/XHL9hN/u3tV6QDSry/YWpHXRweH+F91dJv79SscRTebXA+Lc7o+WzHZ9LBLc+0/H9G+vvbcAllv4zXwojgw8CGgL/tNo29Dpeivu0GLgUQFWXAUOBGiJylqv9A5gR7xxSTBJ9+wZoLCYA9WnMiPxeEemPUTklqnuTzn7VF5FzVTVXVSda7R7FjLyTMl4Xo1+lcn+p6imq+qdPn0r9/nJTVu6vJPtVYvdXnH6V2vsrncQTKF0x8Sb3A1tV9Wdgl6qO0cRFtlJJVB/VEt9q9MYZqroW4wn0prXeTmh5ANAeM5Xto6r/ce5fTCp79Qn4AtgpImdb39dgVBrtAUSkt4iMw+iSz7f6nmqS6dtPmCn1H5hA1LkYt++TrHWl1a+fMQ8UItJWTNnpjsDtGm0sT1u/SvP+EhNNj61LL0v3V5J9K7H7qwjXrETuL79+lfL7K30EmJq1wOhEXwKWl9TUCRPc9gFGp9qJQv1ihvOzo/1yoAcmCK4dRtfeLcV96mpdi/8Cx2BNUR39EaAvpkSyrQe9G3jE+pwFdEzT9SpW39L4Oxa1Xw9bn2sDLUqyX6Vxf1nXoQYmbck497bSvL9S0bc03VvF6Vfa7q9E/SqN+6ukloReXqq6UlUvwBgAP0jUvriI8cd+CCOxv8cYRG/Cci1U1QI1dVlqYbxcbP6DMbCNBfZR1aVaOJ0tbp9ERJ7EGNK+w3i13IwxaqOFNWOqAz9gRkGvW14rh2LiGrD6NCsVfUp131JNCvqVa7XLVtWVpIgg/Srp+8s6r6rqTutrYxG5wepvplpvHErh/kpV39JBMfuVlvsrSL9K4/4qKXwrNpYmItIXmK6qU0WkIUaQ9VfVydb2hzDSfICq/iImkOs5zAviXvWZtjZq1EizsrJK5H8ICQkJqShMmTJlo6omDCWIVw+lxBCR44EcNcE8YKaKe0SkqqpuEpFsTAoXRKQJRv95k6oustovA05W1RXuYzvJyspi8uTJ6fknQkJCQiooIrIscatSFihiomnfxfiyfy0iC1R1M7DbmrLuFpHKGDvOPABVXY/ltWFNIfPVEXgZEhISElI6lHgWYBd7MJ4gl2MCoM6HGE+GdsA6VZ0vIrVFpBtE0pvkl3SHQ0JCQkK8KY208leKyPEiUk9Vd2OM7yMx6RC6isiBVjt79tQQ4/Z3NaZ2QidLmJQ940+ILwOHz+XOz0or92RISEhJUCICxfKs2VdERgNXYVJHvCwijVQ1R1X3YNJarMfUUUEL/bFPBS7BpGy4TFUHhcKkdBk2cw0bt+8O1HbRhu1c+L/feOXnRXw5NaXONCEhvnw1dSXbd+clbhiSUtIuUBwufLWBVap6InAjJm/P/+x2atLdTwGaiUgbEalhbfoWk6bg76oaqEBSSPrYujOXGz+cyt/fmRSzbcG6bJZu3BG17qEhs5m4ZHNK+7B9dx5Z/YYybOYaAF4YtYCsfkNZvy0npecJKZ+MnrueOz6bzn1fzSztrux1pE2giEglEXkceNzy4joIU0zHnn38EzjK2oa1fjAm0dxwTNbNg1V1vKp+mq5+hiTHnnwTPrLqL3ehPjj5ubH0fPrntPdh+Sbj4t/vSzO+eHbEfADu+iIcb1QkJizeRFa/oSzbtCNxYwd9rcHO/HXZ/LLAq4x9SLpIi0CxhMQUoD6wEJMnJxfoZRvVrVnLvzGFbuz9LsCkehkNdFZXTqMU9CnEgyHTVvHxRK9M5bG8OW4xAJt27OHC10xV2YP7D+fmj6bGtP1j+V+MW7jR8zjz12WzZWfyMW8L12dz+gu/ALAtJ4/deYV+GWPnhy+PisSVb5m4vt8WbfLcvnVXbsyM2MnctdlcMWgiW3cWPZvKjJVbmL16a5H339tIl9twAfC0qr4PICKHYnLSPIhJH324mAJTgzFCprWqLsGkcz5NVX9JU59CPLj1k2kAXNItXglxw//GLI58nrjUqLJ25ebz3Yw1MW3PfWW873FOeW4srRvVZPRdPZPq60nPjo36/t74QO7xIeWQ3XnmkX1mxHwu9rg3uzxiCsH+ck8vWjaoEbPdxp5V+/H55BXsyS+gRf0aHH9gdOzeWS/9CsDSJ/sk1fe9lXSpvKYAn0lhoZhfMbVA3gEyReQWK/VGCyDfEiao6i9pEiZ2n0JKAOesIR5L4owu3Uxaupmuj42MWb8rN/Qcr+hsyI7vALJ6S6z6NRnu/mIG9w+exVVvTWTq8r882yzbtIO5a7dFrVu8YTt5CYTV3kZaBIqauvK7HXEiJ2MK/YBJ1HawiHyHiYiP1ZWkqU8lcZ4QyM7Jw88Rb+uuXFZsTv6nuOC13zw9y2z7iZuc3Hx27QmFTVlix+48RsxZl/Lj7skvYM7qbb7b7QHO2Pkb6PPCL+zcU+j9leMakJz3ynjPe/f4p37mtOcLx7qrtuzihGfG8MT3c4vb/QpFWr28RCTTUm01pTD/fzZwH6bwTU9VfSqdfQiJz7y1xSv/4Hw4baav2MIXU7xdhA97dATHDhxdrHMGocNDP9Dx4R/Sfp6Q4Nzz5QyufW8yizZsT3rfH2b7Z+K/YtBETn/hF18D/B1W/NOVb01k9upttH+w8L647v1YxcVvi71tNk42WrOmVHswlnfS7TZcgKk3sRHobM1K+gMFqjpOVVel+fwhCVjrcLV9cdSCiJHz3q9mcuOHibWEL/60MGbdNe9Opv8Q76S3+QUlE0KUX6Aldq6QYNjeWjt3R88KVm3ZRVa/oQyZ5v86eNBxP+X6qJn+XOM9S/F76S/asN3TkeM1h53QD3u2rOWs5Hu6SatAsTy5DsUEMt4BDFbVq1TVf34aUqI4y789M2I+V709kfwC5eOJyxk2M3F9pt25qdUhfzxxOX/tKHrGcy91hap6zqRCUsfEJZvZbP1us1dv5YspK2O8+PzCkedZtokh01YnPM+oP9fR9v7vPT2vHh/mr34a6uE0stnnPhs7fwN78gri2viuedckmZ21KnyVOSmJSPmVGFfgE1V1UAmcL8SHrH5Dec5lc3AXFM3JzWfCkugpf15+ga/rZKVM74qkyU4OPp+8goHD53LvVzM59NERUdu+mZ74RWPjNSt55edFtH/wB98XSEhiVJW3xi1hfbZ38OiF//uNS9/4HYA+L4zjrs+nc7iHE4X3sWPXuY3d67aZGcGouesB+O/IBUG7DsBNHm7td33unwro/sEz6VUCMVUVjbQLFKtA1xNW3q6QUuJXKx7kv6PiP4iCxDzgA3+Y9//tnXmYFNW1wH9nNmCYgWEbdmTfNwEBQUBcEETUuMUlRjGoUYxGjQsGxWiMuMSneYrGRKO+xCguuONCBAwiKqjsIKssooLKIuswc98fVdVTXV3dVb3XzNzf9/U33dW3qs9037rn3nPPwti/zGPtd5H7LTlRSlwfOhzfyuWGF5cwbc461/dWRTFluLFyW6SMr5kz32iDocabDTv2cscbK7jyn5EDc4WpxFc59uP8mhyt/pZj60qXu+xtQOWKem2UfRi/MSf/XbOdr76P7hzyQpQ9wFib/5rsZxsOISK1ReQTEVksIstF5A/m8YYi8p6IrDH/NrCdM0lE1orIahE5KXvSB59731ntetypEA67DAJfbN4JwPY9qZ/hp9oT69f/jByIrH+xQnt4JozVL3btjxywy+NMrXeo3PjNt+3az+pv9lAROr+yL1orESfWb+mWqQGwXSs2Fz6RWDHED6ME6sbDrn1lfB7FPbmqExiFAhwEjlNK9QH6AqNFZDBwM/AfpVQn4D/ma0SkO3Au0AMYDUyzxb1ofOJcXzj3Gjb/sC/Uxm0D8tONyXm53DLDO99SlEWQK85Z8ZmPzg+5Kdvl//6ng/xzgQ6KjBe34dr+nTsnCPZVrTXWX/5/xirn6Lvf56QHPwgFMPr5ncXsjQfjXAGnipycSCGtXHIzl0bu07jxyyc/5mfT5kd1IqjKBEahmLWWrXVsvvlQwGkYRbgw/55uPj8NeM6Md9mAkeJlYAZFrlr4nLkJ8M2uStPQf9fsqLzRXS7hd0YYjWVbd/G9S3zJ0/M3MuHpT02Z/GuUbxwJIhd99SN7zUFOKSM/1JYf93HNc18w+ZVlaYmLqI6ETE3f/cSir8InEfY+4Pz+D7g4bez46WBYH7vJzMlmfcbuA9HNVss80qDEu1qKF7ctQysW6op/fRb2f0Vj8RbjfxjzULpiuLNHYBQKhOJWvsBIY/+eWRK4qVJqG4D5t9Rs3hKwl/zdYh5zXvMyEVkoIgu3b6+5uZ6imrMdN4gCrrdtVj4ye23MAT2OxYMrhyuUq3ljymvLmbXSOB7PCiUWW3fu5+ePL2DEfXNCOcYufUaXhI6XMx/9KOx1rL2SLzbvDG2w2xWP/fk+x6qm9+3vul7ryXkb+HzTzpiyRXMpThW5OcK7MWJilmzZiVKK4ffO5uUaWK4hUArFLOfbFyMly0AR6RmjudswE9GzlVKPK6UGKKUGNGnSxOWUmkE0f3mnsnDuoWy1pbVwu8JnHje4Fxt27PVUSvHqk2ipOKyNXh2fYqw03l+VmtXZ0i3RVw2TX1kWcgSxb9ov2xp5TjQHD4s73vCu9O0WF5VKcnIkZiLV66Yv5nCFYtMP+7jBJfv1E/M2JPX5K7ft9kxFk00CpVAslFI7gTkYeyPfikhzAPOvNZ3dArS2ndYKo4xwtWLC0wsZ/4/ENhDtRNv8dt7DFS6DrdXmkdnpuVm9BpJ4b8IhU99PRpwawQkPzOWSp/yvzqL9RGXlFZz/949Dr92UudtegVuEeipWos9+7C9rdqLkisQMZfzp4OGQddmauKz+Zg9tb36TVd/s5k4fSjEWYx76L8f9eU5S10gngVEoItJERErM53WAE4BVGClbLjKbXQS8aj5/DThXRGqJSDugE5D8yBswZq38ltmrkzfVrdvuHqT1rcPmHcsGPT9KGvFk8RpI9uqcXBln94Eyrp++mD0x9jN2Hyij0+9nhh27wKZc4qUqxAnl5AhzPO5H577i62YclT0XWDLsORDcIN3AKBSgOTBbRJYAn2LsobyBkfPrRBFZg5FkciqAUmo5MB1YgVGQa6ItGWWN4un5G1nzbWI5uazU9RZu+iRdisQilt17xuc1zw6dbvxkyP37B+t56bMtPDlvo3kkUutH2+tIlI83/MCSLcmZUNPNXB+TO2e6/GQdV6oS6aqHEjdmed8jXY5/Dxwf5Zy7gLvSLFrgmfLacgpyc/jyrjHZFiUhpi+MrjSufT56NLMmMZxWzX8u+Iqvd+7nxtFdKw+ay8Zog2G0bNLubf3LdtebKauplxZ+9FEUzhnUW5O27IK0QtE48HPTWm28iggFmUVf+Q/yGtkl9Y4VNa0Wvd1B47RHPmTyK8sishRY4RbReuBT8zfG8Xn++Tjg2Xvr5HuHur1hSxW09+DhGpVAUiuUABPLVnvwcDnH/XkOcxIse6uU4o0l6fdhuHhI25Re78mLj0rp9QCe9Vn+uLpgn6cs3hxpYtp9oIzD5cps6z4YJuvdF0QWTj7Bs40f1XD765Ub7396a6XnCm3zD/vi3j+KZ4WYSbRCCTCxKh9u/XE/67fv5dZXKtN6/7j3EPe9s4oLnwjfGL3vncgsrO0mvcVVz36eOmGBxkUFEcfq1sqluHZqLKsP/rwvIsLAdg0j3rvvrN4JX9dtD+e7PQdi1uCoyniNRb1vf5eHTY8+y+TlHMBcAsYDReemRXGV7f381hNpXFTLs128+yG79pfx+Aex0+EPu3c2/RwJUb0IqkVCK5RA433X2vv3kXe+xyOz1/HfNUbQXnmF4sO1O3hkdrg5I11xGMd0bBxxbGyvFiycfAIzrxmW9PWP62bEtE6//OiIzzp7QGu3U3xh2bzXfvdTKO7m/L99zOX/t8h3OeN0opSKO9lmLKINiu0nvRnhXm51FWeXiUefZCPup0uzer7bXjWyIyWF+QC0blgnZtt4/xev1hc9WemYum3XflZ9s9vVdb+qoBVKgInlTnv1c8bqItaM6bG561zdOJ2uwqlg9u+OdR3Uu7eoR628XOrXyQ8dW3L7KFfl44U9XuXvFw2IeL9h3cgVkh+swfqEB+Yy1Ixh2WRmolUKZq/+juc/3cTWnfuZvnBz1Oukiwfe+5LOk2emrKZLtB5ToeDrXeFxJEoZK9x73w5f5X7hYiqLxuE0ZuW8ZGg71+PRTEL1XFbLvzupC2L2raOOiFz9hl83TgE92s+1mayPvvt9Rj/4X9dU+0nLkSG0QgkwsWaBVmGfWDOmaKVWU5XKxOLxC/vTrnFdhnRoFLVNi5LKmV+92vncPKZr1LbRyLPZWWrn57L+TyczeWw3Ft82CoD/+1Viqdye/uiryHxi1qa0gvH/+JSbXlrKeY8v4MYXl7D/UDll5RXc9OKSsEwCFsu/3sWdb6xwHdS+3rk/7kjn5z41lNhPKYo/iDUJcb712Nx1PDJ7XUR6nI0xUr87+XBtdLfzK47t4Ps6btx6SjfX49b/0aVpcdjxk3s1T+rz4jV5JbI6m7nM29QaVFdkrVCqILNtN/d3MQanaDm4Ut0XR/VoZnyeCOP6tIjabuPUsSG7ds+W9enRItwssfKO0ay4w70KwXkD21Db4WGTkyNMGNae+qa5okmxtw08Gs4B0/rm7DeupQgUinlrdvD8ws1MejkyW/K5f13AE/M2sNtFAQyZ+j5H3eWv8JQTvz9bWXkFlz2zMLTKirhOgMzvDQtjryp/N6ozM64cwi8GtwHgjtN6hL0vItxwUheenTAo7Pg5R7mbQFs1CDdpHdGoMOy113ccb0zW22nahwuqVUwrlAATLSVJrNrbflj9TWJBkH4oyK3sUu0b143Z9pHz+4Wev3vtcOoU5FJYkMeAI4ySN7OuG8EpvZuzeMoo7j6jl+dn5+ck3p3tStq+X2HPHGC5f+4/VM5H642BZcG677n0mYVhdu9QdY8UrQTjvcwdr6/g3RXfMvy+2a7vx3JjTfXq1eLIO9yDIL1cajuWFnNkmwb88fReLJ4yil8e3TaizcSRHRniMKGO6OzuXm79nBNHdmDj1LHMvWFk2PvtPPpsUNArFE2INd/u4W0fy9poN7dX7iuv88c/9amv8714/rLBfHHbiWHHbj2lG786ph0juzThgZ/3jXl+QV5l9+tUWhR6Pv3yo1l71xg6lhbx8Pn9wvZfYtGgbgETjnG3qXthNzN0njzTVpQr8sa9ZcbSkOfOofIK3lvxLfvLIjfvnff82u/cTZB+8TuGrPbImpCu2W3z+rWjvvejz0qKTux92G8/sHP+oDah56f2aUEbc0XStpG74pg4siN3OlZB2eb1xV/T9uY3w4qbBWmVaUcrlDTw0qItoYR4B8rK+d0Li8OC5078nw9cKws6ue3V5e5v+JxFptuzs0HdAkocJouSwgJuPaU7/xg/kL6tS2Kebw8SE9vIkZMj5OUm1jUnn9I9ofOcWHU83MoSO0vdQvjAZ+2d2JXRngNlnPDA3KRk2rpzPze9uMQzRbtXjEKsmIdkJr6NXNzG3bh8RPuwz1t82yhmXTfctW2yffiiIW35y3lGAo4KpTi1Twuev2wwZ/Vv5do+N0c4tU9EFQxX/mUzs/3lvCN9xbEkwqNmH9y4ozIfn16h1CCuf2FxqHjO1JmreHHRFv4YR0oJpRRbd+533fAFfyuUigoVl/niQY/VhJOOpUW0aVjo3TAGDRL0ykoHx3ctdT3uFkPgdjNbhw4drggls7SbyxKtMLhw4w8hBTLp5SU8v3BzRELGSPmiv/f+qm89FFviA9VBl2Jabkwa041jzYwHI7uWUr8wn46lxa5txaUT//aETnHJlWNzsBARBrVv5Hpdi/qF+RErbze6NjNkHt65Caf2aeErjiURLEuu3VsumOokQLm8qgsL1odv2sWTosLiiXkbYiogP3pi5/4yvorDE6d+nXzycsS1prwbs64b4fvasXjvWveZaaaJNcBYWKuWzT9EKnpLyTz8/prQMbuHj18zpZ213+3hrMc+8m7oINYKZeHG2GlunKd2Ki1ijU9TXTzBdk+N9+eR17lpUcSxCcPa8+CsNdxwUhfXc+oWhDtv5Jkjcm4c0ZglhQX0aFGP4tp5LFjvng6mUVEt/jVhEL1a1fd93UTINfuOlb0A9AqlWjNrxbehIkPJpO8GI/eP12rGz5j/1PyNceVFUijyHWamKeNSYz6KRaemxXRq6j47TZSHzu0bd8qXZDejrd9ku839ONmAvl37w73E/JZCjvWpXorNWb6gab3o+yJOUhl8CfDCr4/mCJe9jqJaeWycOpaJIzu6nvfSlUPCXp/QrZQJx7SLuz+/efUwHvtF/9Br+z6fxdCOjalXO/69nXiwJjv2yV6FUmzfc5C2N7/JmIf+y659ZWzb5W7RyCRaoSTJlh/3MeGZhYx7eB5zv9weNogkkm/HWZPbDT/XdZvZxb5m+Cb5sV2auHrUQKRvf9A4rW9Ljjej6nv7nD0mm0rE+k3sKx17Zlo35XK4vILj/jzHtaTs3oOHOfPR+WHH/Cq9WN3D6/+0z4LB2wvLTrIK5bnLBoeeP3nxAI5qGzvIMBpdHVHyebk5TD6lO40SMEnZVzXdW/iPvk8llgyHw8aWyjxsK7ftZuSf53D03dkvLKcVSpJ8/9Mh2/PwmBC7ycnKqOulDHL97I/EiAIuqmVYMWvneWdFDb9meD6sugV5UU0EU05N/8olVRTXzuMf470TSr6zPLlyuJbCsFcMtDtVuP3uP+4rY/32va6xLL+fEXnMb730WFHsXqY9p+KLZ06U6D6RxeD2jejXxnDk6NY8/sH78Qv789IVQ7wbxkFhQeWuQK28zA2X9v5i3Yb2OjYVKnyP1HK08NtH0oVWKEkSy5b5q6cr3XO37tzP859uot2kt2Jez4+dN9onlts24mNVXnS9plKMsKeGjyLGExcNYEiH+NOmZBq7eWhkF/cN91TiZt3abXPzdPs9Pt34Q9T3Frqk9I9WdTOmXA7BvExezjQp8QTy/XSw0kQXLQI+VjYFgMcu7M/UM3rRvH7snFpujOrRjP5mDFOqsN+PteKcpMXijCNje5LZu4Q1CSgL20OBXz0dWcI5rjfZRwAAIABJREFU3SWQvdAKJUliDdvOSOkHZ62J0rISP2aNaKb5wxUqNIzGa7/v1rxeWFCidZ17zgwPKAxqhK4T63vM1N6l2wrEPtlw+z2u/JeRs2mnS4yG0/SUqBxOJwuv/lWW4Oc6uWm0e2qdqWfEzgpdWlybcwe2idkmW6RqhbL6j6O5yGOPz953LKvFzS8vCR0rj/I72ZV6NtAKJUnOstm5nTerM2fTtl3h+yPOm//rnfvZ+qP7xpo9kjvaqsg+aK2PkscrGq0bFoaZQy4fbswwzxnQmouHtA25RAbVu8SJW+qUdOKmaO0f7SaGffb72Nx1Yf0h0fTkLywKr37p/P+95itffR//KigenKlPqgL/vnQwM68ZRq18Y7js06p+XKnxndTKyyUvN/YvYf/VrKwM9onHoXL3LNjxOFGkg8AoFBFpLSKzRWSliCwXkWvM431FZIGIfCEiC0VkoO2cSSKyVkRWi4h7Eqg08eKiLew5UJbUjN1+rx8ur2DI1Pf5+eMLXNuOf+pTXjAz3c5a4W7vP1yhQqsiP+aRCwcfEfU9yxVSRLj91B70P6IkQuYgU8sMmiypY8S69Gxp2OQTsc37wU1xlXusUOxDytSZq7jg7x/z3R5j0nHQJfLeD86EoB85TFY5HibVm16K3LuJxYndm3JGv5autXDc8Pr8IHJ0h0Z0a14vZPJan4Dp0YnTo9KJ10TogM+Yn0yTUoUiBokWpjgMXK+U6gYMBiaKSHfgXuAPSqm+wG3ma8z3zgV6AKOBaSKSOiNnDJZs2cnvXljMLTOWeTeOgX3AcSYndOOGF5ewbOsuX5uffmbmd57e07ONhbUnEdRKcU76tSlhyrjuTDVNdtbm6o2jK2MXUjm2VSgVkV6+3OHm6cX8dd9z/fTFQOIrFKczhjPNTqpzdf3tlwN44Jy+1EsgLUpVw/rq9vg0K1m57Do3LeLE7k0BGNbJ2H/M8+h8Xt3Fmng4KU9jqQA/pFShKGO0eSXBc7cppT4zn+8BVgItMVZ/1rSyPmDVrT0NeE4pdVAptQFYCySWvzxOrNnBN0n6fXvZ2N045X/n+WqX6nH/dHMTsUeL9AZxpQoRYfzQdhGpYeyb0iISluspGZQyinI5j1k4FUq039sqcOW1lzF/3Y4wrx/j8xQP/cd9n27Lj/vYue9QQgGWdqINhPF6FVZFcj3MVE6syUv7xkUMNZ0RrOSTXisUq7v8Ikpc2yVPRW7IA2S7kGM6TF4LRCSpwt8i0hY4EvgY+C1wn4hsBu4HJpnNWgL2akdbzGPOa11mmsoWbt+eWP11J7mhVAjhN/1NL8ZnLkjnZMJtOIoWWWzngxtGRqQCBxjdsxkbp44NJderaojjLxiD+p9+5p3F2A8VSkW469qViFN/lJVXuK5a/O75nP+3jxl893/CjrklqLQ45p7ZjLhvDsu27vJ1/WhE00e3nOxel8TO5LHebYKM16rCTnHtvJDydss+4b2HYpwzb+2OOCQ0Vijf7TlAh1ve4pM4AptTRToUykjgIxFZJyJLRGSpiCzxPMtERIqAl4DfKqV2A1cA1yqlWgPXAk9YTV1Oj/jllFKPK6UGKKUGNGnintI6HpRSnPmokQ7DGcgVr5lir81EkqwlokFhuMnBzTTVoUlk1PElQ9uFJetr06gwIhV4dWDSyd3oWFpE3zaVCStLClNnpnFbcZSa9Vk++HI7o/7ng7D3lHLfyI9nT85p+iw77H6yFUG9a38ZbyzZ5v8DXIhWadPLHbg6kOujPMLtZjR+/Tr5IaVRoVQoV1lPc4UfLd6strnxr1RimRbKKxT3vr2a8grFOX+NP21PsqRDoYwBOgDHAeOAU8y/nohIPoYy+ZdS6mXz8EWA9fwFKs1aWwD7fk0rKs1haeOZj74KPU82kGvqzMqyqn5yScXiquPCE+a5TXTdzB23jevOpDFVe+boh76tS5h13QiKa1UGqqXSLOh271tmwpnLIgfxaHFCSinf+1SdHRkLDh52X6GkKoK6/xENaN/EPQNDVdxsj5cCHyavkWaSUZHK+628QnFMp8bMum44Zw8wsxxHuZRVcKxCqYRKdZcr2LAjvZ56sUiZQhERa59jT5SH1/mCsfpYqZR6wPbW14CVifA4wDISvwacKyK1RKQd0An4JNn/w4spr1VGPydb38LuVpzsZmmBw0feLWVGPMnxqit2xR1vvq9Y7HXZqI2lF6LNPisUzFntzzTrVDzJTnC8eOmKIXHPmu2xTa2TzE6dbZz7cW5UOq9U3m+WGbNjaXGo/0Xby7LeV3jvs7hRXlERysqRDVKZbfhZjNXIIsJNT2K+bu92ko2hwIXAUhH5wjx2C3Ap8JCI5AEHgMsAlFLLRWQ6sALDQ2yiUioxX0ufPPDelym93p4DiRUdcsNp33ULjKsJs8h4uPbEzim71i0uqVKsgcRNsbgV7rLOsecAi4XzEgcSdDWOBz8K5fS+RhnopbePIkeEHlPeAeAks1R0VaWTj/x49oDaQe0acVrfFlzn0s8aRSndYCkhVZGYR+VTH24Me/3mkm2M7d087uskSsoUilLqFPNvOxFpiLFi8B1lo5SaR/SthP5uB5VSdwF3xSlqwvwligdNony2qXIT18pWnCjO1YdbTp9kPXw00XEzM1jjgdu4UBbFI6NCQe18fx5Tzsu+k6b65XacqVncePBco6BVcZqz8Gaars3qcePoLvRrEz29i/0WK8jL4SHzu4hsJ6z+42i6TH477PgpvZszbc46FCru9EkAXzuCpyc++xljeycehBkvKd9DEZEJwFzgbeB28+9tqf6cIHBSj6YpuU5FheLh2WuTuoZzheIW2Ogn8WRNYFyfFky7oLKe/bybwuuKz7ClP08mhX+5Uvy49xDPL9wc8d6T8za6nlNRoUIpWbxwzmDvfze1K2g3YqWEefPqY3jy4gERxz+4YSTvBqTuTbJceWxHBreP7oBgmaz8eOu55QazHDkqojhtBJ10FNi6BjgKWKCUGikiXYE/pOFzsk5BCnzvy8or6Hfne0lfx7lC2fRDeHGtolp5+HBSqRH873nhs8ZWDcJt+0faZqAtShJPFVKhFEsdbroD2zbkk40/RE1x4lUP3nn9TDH1DMO9OpbJq0eL+q5xSlXV1TwRrLsw0Z8mtIeiVFSzaDSKa+X5DrpMF+kYYg4opQ4AiEgtpdQqwDsAIuD8c8FXEccSTY9h57JnFrLnQPKdIM9DW1w/qrNnm5rMqxOHAnDR0UY6mn9fOpi/XtifUd2b+iqPvO9QZF9w9bQzfwI/i8V6tWPP9zIZFG0pWXtMRZPi9JS8rcpY5soOpZEu+m4UOqpLhsoVE79SahyA3yMdI8wWESnBiJh/T0ReJQPuvOlm8iuRaVY+jBJ0FM+NNtunR48b9vxJXh5c5RUqrE0qPZyqA31al7D09lHcNq4HYORvOqlHM0Qk5P7r5JHz+7ket3CbYYY2XX0MFl57KbFWKBNHuqePT5TKYN5KLfbmb45J6WdUBxrWLeDpSwYy7QLXbd8IlkwZxcxrhlUesJnM4t1DiRZ4OePzLa7H00HKFYpS6mdKqZ1KqduBWzFcgU9P9ecEgb0us1KA1hnLqFrZgfxE8dqb/L6KRy2ng+La+Z6K+ZKh7ULPx/ZuztOXRM/24zYgWOVi/XhLWdltvVBKRaygrz6+U5TWiWGlgrHvoZRmObNtUBnRuQn1feY2y8vNCUtYGup+Ct5e5u1kYQ/OXRMljOHa5xez/OvknH78klYbiFJqrlLqNaWUPz/IaoI9UV5+nPl//FJSmB9mNvGTZ8g+iCXi464hwgUzlv5x0xnHmkXM/Ox/eHnlWddYuW1PxAo61Q4YVlqXRKK3Nf6x4lgqFNzz9iqP1kZyTj/8lAKzuh/0qJIG7IP10+MH+k7tHQ9PXnxUaH3y3rXDfa1QUlU8qSZT4FDE0Qb9HHGPI7CyHs9a6Z1d2usXtcZ2twj5VAaxtmpQhy5mVL5bXipN8rzz2+G8OnFoaIKy0WddGr+hAJm697VCSQP2VUnrhoW8dfUwOpZ6B0XFQ0FuDn8+pw99W5fQrnFdzwFEqcrYlKEdq3/epXSRnxf+PUe7n3NEXFch8Qz0XpHlFUrx0brvI+JRnp0wyFcqnwfO6cPg9g2ZNKYr7147PJRuHQwX4P/eOJJXJg5l3k3HUddMWaNXKOmhS7Ni+rQuCfWnc6PURXLSuqFhXr/tlNju7ZmqNZ8Ot+Eaj92bSsSwNR/VtmFCqVqeu2ww//v+Gj5cG14oqay8gmGdmjCsU5OIz4xGz5aGS+evR6R2w7YmYZmSWtQ39g/EZR3RsqQO2/ccdDV5xRNcWloce49i/fa9nPe3BZzcqzIC/ZdHHxFK7jnjyiH8bNr8aKdzRr9WnNGvVeh1LZsTgOX+61Rq2S4xW91x60+xKC2uzao7R1MrL4c73lgRtV2mFIpeofhg0/f7vBvZsKemTtb0MLh9I/41YXCErd6Z6dhzhYKiYd0CNk4dG1JCGv88c8lAzu7fKpS+pjInU2Tb139zDCKGl5dTpzh/p5Yx4ly8Zp0W9gqCdoUV76a5n56aynQ1mkgS2fqqnZ/ruSLVJq8A8eG6SPfgWKnPz+pfOeuzbnA/e+Cr7hwd9b31d4enT2joyAVk30P5+JbjvT9MExfDOzfhvrP7hH5P6/51y4/WsG4BuTmGycvpOuxsPrxzdOVevzCfjVPHetYvtw8mdoXV0EcywzDZfPTRETHk1SSPm2KYdkG/hGrY3392n9BzPylzUoFWKD5wsxvbB/C/Xhjucz6kQ2XNCGsAuv7E2LGdjYsKPOMO7j6jshhUJ0fqcmsgaVCYT1OXmWkVqdwbeEKFuiyFEmMPpbwCdtsSgLZqUCdCAa1LMmO1XSanPHUK3PtTz5b1OM1M4Bh+HZ2aJ9u49Sdr/Hn5yiGcN7CywqhXOpt2jSvNlU6LRrrQeyg++GFvpNezPQ9Pu8bRo2KtDtIgSnbReHAW0XKjef1MxcDUTKyV6ck9DffhaKYGa4VyzXNfhI69e+1wFm4MTy2+aFPyqca3/FhpkvWTUfqSoe3C9k4srH/ljtN6xDx/0eQTdCmENOHWnSznjn5tGtC6QSH//mQTYKRTsnPfWb35bNOP/PuTzRzZpiTkUQiZ887TCsUHzrT1957Vm0dsyRxjxXT434Q12k09oxe7D5Txp7cifdBHdfdO/+38uCuP7cC0Oes4ogblU0onJYUFzL/5OBqZruDRft+8HIkwM+SIRAzEeTmStOfUbluMgZ/4k2ifZynHXi0j83HZaVSU/RQf1RW3/mT/vezdx9n27AGtOXtAa649oTPFtfPD6i3pTfkAI8BXto36WDdxtBnjmJ5O5WB0mnMHtuGy4e5eWLFmn9YsxtnJbjipCzOuHMLonpmriVDdaVFSJ7RCtX6SliV16NWyPke1NXJe5ZqK4ryBlUVFcyTSqBRPnXI/OBXWFcdG9iV7ZLYdex4pTXAIVyhie+7evrRebeoU5FJYq9KKok1eAaZXq/AZnNtmpjFDVWE/+pRx3fnD64ZrX7P6qU1bYfU56/NemTiUxkUFiEhY9lxNarFu8DoFubxuy22VlyMcLldh6VNyJDIdS6qLnjknFE6FVSc/N+Q+7iTZTLma5HEzodrjmez9xcuzy554MhPF10ArFF8U1coL+d+P7NKErs3CZ3huMSA5OQIVKuwGHz+0HQV5Ofx+xrKIiGuvRINe1DE39K10631blyR1PY0/rJu9tiPvVm6usUL554JNoWPGRr2jbG9ZameOzhWKU8HEyjFV2VZrlGyx+pvdEcfs1qpwk1fsa9WxOfmkuzy0hTZ5+aCRLXWKs3Y7QNN6tbhpdNewY9bM0Hlrnt2/NVce24Hf2JL33XtWbwY5ivY8ekG/uBL8dWlWzIM/78s9Z/X2fY4meQ6YCqG2ozZOrghlTpfhnMjo+fZN3B06BrdvmJA8Xgol1iB0rulB1Kahv9TrmtTzua2Kq4V9VWv/Pb3Uvn0Fk6kVilYoPji+a2VlRjdzgIhE2KofOKcvXZsVh80SwFBIN47uGuahcYZLevQxvZq71qL+x8VH8eylg1zlPP3IlqFstprMYN2oTpfvHBFeX1xZtaG3aSZ1VjyMtqn/3GVHJyTPf1Z+67h++PuxzCRn9W/FxqljdZ2TLOJWEbPctkSxTxjicebI1AolMCYvEWkNPAM0AyqAx5VSD5nv/Qa4CjgMvKmUutE8Pgn4FVAOXK2Ueicdsk06uSsN6+Zz/7tfhmYFLUvqsHXn/rB244e2pbHpATO6ZzNGR2y8h3P9iZ3Ze6icvDgy/47sWhqX7Jr0Ynly1asTfiutd9SYf+0qY3/FuUJJtXFp84/hfdIZgKtrrAWbQy7eWB1LK2PO7PMBp9twLGriHsph4Hql1GciUgwsEpH3gKbAaUBvpdRBESkFEJHuwLlAD6AFMEtEOiulUv7N5efmhAIJrfHAzfQ1ZVxs/30nv0lxzQpN5hneqQmXDmvnOz+ac7yoY+69XHdiZ95auo1V3/gvAeyGc0Vy3sA23Prqctv7On4kyHQsLeKLzZVmr5YldTimU2SgNBBK2OmHGrdCUUptA7aZz/eIyEqgJXApMFUpddB8z8r7fRrwnHl8g4isBQYCH6VDPudtmK46J5qqRV5uDr8f6y/nFkTumTx8fj9mfL6VK4/tQI7Aqm/2cKZL0KFf6haE39LO1a9WKMHG6dJtZRO2SLTOTaqdP6IRyAWwiLQFjgQ+BjoDw0TkYxGZKyJHmc1aApttp20xjzmvdZmILBSRhdu3J15utxJjiaLrs2sSoVvzenzy++O54aQuPDthEC1K6jBxZEdEJDT4F9WKTJny7ITIfbN7z4x0wLh8RPuYn6/1SbAZ7yjN3bpBeEByvL+fpZDmr9sRlgYoXQRuVBSRIuAl4LdKqd0Yq6gGwGDgBmC6GDuLbl9thElaKfW4UmqAUmpAkyapS2x39oDEZ5Gamk1pcW0mjuwYSjNvMXPpNgA+2RiZjsUtlujM/q0Y2SW8T5/okU1Br1CCjT3O5IFz+nDHaT3D3vdT58bOm1cb9ep3HzjMsi3pLwMcKIUiIvkYyuRfSqmXzcNbgJeVwScYG/aNzeOtbae3Ar4mTTh/yIuHtKWwIJfJuja7JkUsNm/4VS6xCM4F8RlHtiQ3RyL28tz29sKuo/VJleGMfq2iJvj0S73a+SHPsFQH0boRGIVirjqeAFYqpR6wvfUKcJzZpjNQAOwAXgPOFZFaItIO6AR8ki75rIAwK3BQRFhxx2gmDIttYtDUTC4fnni/cLvt7bbzRnUL+LXppu7MI+e2t3flsR3o2qzYvLbWKDUNy704Ewk9A7MpDwwFLgSWioiVovUW4EngSRFZBhwCLlJGse7lIjIdWIHhITYxHR5eFgPbNWTaBf04TrvtanxwwaAj+OsH6wH/7p0XD2nLU/M3umavtg8Gi249MfTcrlBmXjMsLAu2xY2ju1IrL5dV3+xh9bfJeZFpsk+fVvW5YNARcZ+XCXNnYBSKUmoe0YvG/SLKOXcBd6VNKAcn99IJFjX+KLNlGl506wm+zhnXpwVPzd9IsUtwqmVyLXUEHc74fGvoebSkjxBeRVQTbDqWFsUsF/7qVcdEfc+Nto0K2fj9vhq3QtFoqg0dmhSFnrutGtywbnhn8KPFtAv60SfBHG26fknV4e1rhqU04NVaxSbqchwPWqFoNAHBuuGjpdRIZoWc6jT5mvQRT+aMeMhEpINWKBpNmrjz9J7MXf2dd0MT64ZPpOCWVzVPrVA0mVilBsbLS6Opblw4+Aj+ftFR3g1NrGDZaCYvN64x0/cMatcoZrt0zXo1VYdMbMrrXqbRBASr6No5A1p7tKykW3Mzx5yH1d0aTM7RAbk1jngmKMmiTV4aTUCoXyefDXefHGc0tLWRH7uVZe3QcSg1DysxpLNmTzrQKxSNJkDEm1rDau41CQ2109UYaxxWXFNR7fSvH/QKRaOpwlilpAvyYisia2Wi68XXPB4+vx9LtuykYd0C78ZJohWKRlOFGd65Cb8e0YFLh7WL2a5yhaKpadSvk8+wTqlLjBsLrVA0mipMbo5w85iunu0sU1omN2g1NQ+9h6LR1ABCBjGtTzRpRCsUjaYGYJm89ApFk060QtFoagBWPrFDzqL2Gk0K0QpFo6kBNK1nZCkuLa6dZUk01Rm9Ka/R1AAGtG3IY7/oz7FdMuPto6mZaIWi0dQQRveMXW9eo0kWbfLSaDQaTUrQCkWj0Wg0KUFUDXIjFJHtwFdAY2BHlsVxQ8sVH1qu+NByxU9QZcu0XEcopTw34GqUQrEQkYVKqQHZlsOJlis+tFzxoeWKn6DKFlS5tMlLo9FoNClBKxSNRqPRpISaqlAez7YAUdByxYeWKz60XPETVNkCKVeN3EPRaDQaTeqpqSsUjUaj0aQYrVA0Go1GkxK0QtEEGom3yLpGEwe6f6WWaqtQRKTY9jwQnUZEGtqeB0ImCxG5UER6ZVsOFwL3O4LuX/Gi+1d8BLF/+aHaKRQRGSMis4FHROT3ACrLngciMlpEPgAeFJE/B0EmCxHpIyKLgTMJUH8QkRNFZB5wv4jcCMH4znT/ig/dv+IjiP0rLpRS1eKB0Vl/DXwKnAwMAt4ALsmSPALkApcBC4DTgDbAHGBMtr8vm5yTgMuyLYdDplbAh8A4jBnkm8A91veq+5fuX7p/BfMRmBlDsiilKoBNwHlKqbeUUh8Ds4CSTMsiIqIMyoF5wDFKqVeBA8B3wHIRybHaZlo2x6GuwDfme9eas936mZTJRa6uwFKl1OtKqT3AI8C1ItJJKaWyYQLQ/cu/bI5Dun/5IEj9KxmqtEIRkStF5EzboVnAehHJNV93AzK6XBSRq4CXzZunuVJqhVLqsIj0A14B2gI3AQ9Yp2RBtt+KSEvz8NdAqYjMADoDFwNPiUjGKjE5vrN6wJfAMSJytNmkFFgOTM6UTKZcun8lJpvuX/7kClz/SppsL5ESXB4WA49hzHx+AvKsZaOyLVuBp4AhjnPTtqQFfoaxZB0J/AN4GOhrvtcOaGM+rwvsBAZk8DtzyvYIhonkXOB94D7rOwT+A/ws3d9XFLkeBZoCvzJ/vw+BZ83vbzHQVvcv3b90/wrmo0quUJSxTJ2rlGqGYWd8xHxLzPeViOQDrYHPRKSViEyw3kujaIOAR5VSs4HbgQ3ANebnblBKbTKf7wWmA/XSKIuXbF8Bk5RSzwHbgHwRaaqMpfdHwBGmrOmeIbl9Z39QSj0BXApcq5Q6H8Mc8AmwO83y6P6VGtl0/4pCgPtX0gReoTjtmbbXr5l/fwucZ9o/y0XEKmvcBWgEXG22beR2vRTLtB44H0Ap9RXGZl+hiJzqaD8Z6AGsSFaWJGR7DWgiIscA9wNlwCQRuRU4C5ibRbkaiMjPlFJlSqlPzHZ3Ysy892RIrqz1rxgyZr1/xSFbRvtXnHJlrH/FkCsw/SuVBF6h4JDR0tBKqb0ikqOU+gaYBvzdPH7YbNoB6I6xlB2rlLrHfn6S5LvJBLwI7BOR08zX2zC8brpDyCVwHoYt+SxT9lQTj2zvYyypPwfuBlYBhcAJ5rFsyTUH44ZCRDqJyKtAT4zZZFkm5Mpm/xKRxubfXMc1s96/4pQtY/0rge8sI/0rmlxZHr/SRybta/E8gIHAP4F7gV5U2hdz7M9t7TcBRwPNMLw42gIDUyzTAOAF4CHgGCDXLgfGknU88DaVdtAbMJbYmDL1TNP3lZRsafwdE5XrdvN5MdAqk3Jlo3+Z30Mh8G9gnvO9bPavVMiWpr6VjFxp619ecmWjf2XqEbgViojkiMgUDI09E8gDJgJ9wHCvU0pViEgRYHc/vAdjg+0DoJlSaqOqXM4mK5OIyFSMjbQ3gG+BqzA2HVGGXRigDvAOxizocRFpARwJHDLbbVRKLUuFTKmWLdWkQK4ys90epdSWTMqV6f5lfq5SSu0zXzYRkStMeXOVOeKQhf6VKtnSQZJypaV/+ZErG/0rY2Rbo7k9MGYU/cznjTAUywDb+1MwZhzDzNdjMJbT9wP5aZJpDNDAfN4cY/ZRZHv/DoyOeyTQEPgjxtJ6GubsN43fVyBlq+JyZbp/iSnLgxgrpiVASba/qyDLVoXl+kOm+1emHlkXwPxCRwCDbK9rY5geapmvpwPjzOelGG5+HWztuwOt0ymT7fgwDA+Wj8wOMxIoMmXq6GhbmInvKyiyVVe50t2/CDd9vIIRyf2/wFQMb6i6zj6fqf4VJNmqq1zp6F/ZemT3ww375cvAD8CTQEPzuNja5APzgc4u56d8luEikzWTteyePYCR5vPxwDNAO9v5OamWKeiyVWO5Mta/zPc6Aw+Yz8dhuLAudpyf8f6VbdmqsVxpXVlm45HtPZRDGJ4gv8CIqD0LIjwZugLfKqW+FJFiERkIofQT5RmQ6WxTpgrz73Jl+LSD4fpYjGmPNb02KiKuWP1lq65yZax/mXwNdBaR1zDMH3Mx4iawyZTx/hUA2aqrXOnoX1kl4wpFRH4pIiNEpEQpdRBj830WRjqEASLS2Wxn+WM3wnD7uxhjpdLLVCbK5fLplsnpAz4K4zvcA2EbzSkjqLJpuVIvE4ZC+xojdqK/Umoc0EpE+qdapqDLpuWqmmSkprx58zbDsB1WAOswbInXKKV2mG06ARcBB5RSf7SdezdGbqKngAeVUkuyKZOI1MKwvd8DbAVuVEqtSoVMQZdNy5U2mQ4qpe40j9VXSu2yXSfsdXWWTctV9Un7CsXmwlcMbFVKHQ9ciWF3/KvVTim1BlgEtBCRjiJSaL71OkYGzktSqEwSlakWRof6FpiilDo1DcokkLJpudIqU3NTpjoYGYMRM1twGpRJIGXTclUP8rybJIZpsroDyBWRtzDyCpWDEQ0qIlcDX4vICKXUXPP4DBHphuFSVyQiI5VS84MkE8Ym7lJgaaqX5C88AAAC20lEQVTkCrJsWq7MywSsTIOpJpCyabmqGSo93g8jMDJ3PoqRgO0DYDRGNOhAW7srgNm212cDe4G/AaXVXaagy6blqtoyBV02LVf1e6TnooZd+kLb62nml38xsMg8loNhl5yO6appnjespsgUdNm0XFVbpqDLpuWqfo90/SCFQC0q8yNdANxtPv8C+I35fADw74z8owGUKeiyabmqtkxBl03LVf0eadmUV0rtU0odVJV+1icC283n44FuIvIGRsqLz9IhQ1WQKeiyabmqtkxBl03LVf1I26Y8hFI2K4wKaVb+/z3ALRjpojcopbamU4aqIFPQZdNyVW2Zgi6blqv6kG634QqM1Ck7gN6mVr8VqFBKzcvSjxFEmYIum5arassUdNm0XNWFdNvUgMEYP8w84FfZtvEFVaagy6blqtoyBV02LVf1eKQ9Ul5EWgEXYiRKO5jWD/NJEGWyCKpsWi7/BFEmi6DKpuWqHmQk9YpGo9Foqj/Zzjas0Wg0mmqCVigajUajSQlaoWg0Go0mJWiFotFoNJqUoBWKRqPRaFJCWiPlNZqaiog0Av5jvmyGkfrcSt+xTyk1JCuCaTRpRLsNazRpRkRuB35SSt2fbVk0mnSiTV4aTYYRkZ/Mv8eKyFwRmS4iX4rIVBG5QEQ+EZGlItLBbNdERF4SkU/Nx9Ds/gcajTtaoWg02aUPcA3QCyMiu7NSaiDwd+A3ZpuHgP9RSh0FnGm+p9EEDr2HotFkl0+VUtsARGQd8K55fClGCVmAE4DuImKdU09EipVSezIqqUbjgVYoGk12seeHqrC9rqDy/swBjlZK7c+kYBpNvGiTl0YTfN4FrrJeiEjfLMqi0URFKxSNJvhcDQwQkSUisgL4dbYF0mjc0G7DGo1Go0kJeoWi0Wg0mpSgFYpGo9FoUoJWKBqNRqNJCVqhaDQajSYlaIWi0Wg0mpSgFYpGo9FoUoJWKBqNRqNJCf8Pf887NqWmnLMAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -481,7 +483,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Remove file bilinear_25x53_241x261.nc\n" + "Remove file bilinear_25x53_59x87.nc\n" ] } ], @@ -506,7 +508,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.2" + "version": "3.7.3" }, "toc": { "nav_menu": {}, @@ -520,5 +522,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }