{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import f90nml\n", "import os\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import bio_tools as bio\n", "import visualisations\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bathy = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def limit_along_thalweg2(path, diafile, ptrcfile):\n", " resDir=path\n", " nampisprod=bio.load_nml_bio(resDir,'nampisprod',\n", " namRefDir='/data/vdo/MEOPAR/NEMO-3.6-code/NEMOGCM/CONFIG/SMELT/EXP00/')\n", " fdia=nc.Dataset(os.path.join(resDir,diafile))\n", " fptc=nc.Dataset(os.path.join(resDir,ptrcfile))\n", " with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc') as m:\n", " tmask=m.variables['tmask'][:,:,:,:]\n", " I=fdia.variables['PAR'][9,:,:,:]\n", " NO=fptc.variables['nitrate'][19,:,:,:]\n", " NH=fptc.variables['ammonium'][19,:,:,:]\n", " Si=fptc.variables['silicon'][19,:,:,:]\n", " D,M,N = bio.calc_p_limiters(I,NO,NH,Si,tmask[0,:,:,:],nampisprod)\n", " fig, ax = plt.subplots(3,1,figsize = (14,12))\n", " cbar = visualisations.contour_thalweg(ax[0], D['limiter'], bathy, mesh, \n", " np.arange(-1, 2.5, 0.5), cmap = 'jet')\n", " visualisations.contour_thalweg(ax[1], M['limiter'], bathy, mesh,\n", " np.arange(-1,2.3,1), cmap = 'jet')\n", " visualisations.contour_thalweg(ax[2], N['limiter'], bathy, mesh,\n", " np.arange(-1,2.3,1), cmap = 'jet')\n", " ax[0].set_title('Limiting Variable for Diatoms')\n", " ax[1].set_title('Limiting Variable for Mesodiniums')\n", " ax[2].set_title('Limiting Variable for Flagellates')\n", " for ax in ax:\n", " ax.set_ylim(35,0)\n", " plt.tight_layout()\n", " return cbar" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def limit_along_thalweg(path, diafile, ptrcfile):\n", " resDir=path\n", " nampisprod=bio.load_nml_bio(resDir,'nampisprod',\n", " namRefDir='/data/vdo/MEOPAR/NEMO-3.6-code/NEMOGCM/CONFIG/SMELT/EXP00/')\n", " fdia=nc.Dataset(os.path.join(resDir,diafile))\n", " fptc=nc.Dataset(os.path.join(resDir,ptrcfile))\n", " with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc') as m:\n", " tmask=m.variables['tmask'][:,:,:,:]\n", " I=fdia.variables['PAR'][9,:,:,:]\n", " NO=fptc.variables['nitrate'][19,:,:,:]\n", " NH=fptc.variables['ammonium'][19,:,:,:]\n", " Si=fptc.variables['silicon'][19,:,:,:]\n", " D,M,N = bio.calc_p_limiters(I,NO,NH,Si,tmask[0,:,:,:],nampisprod)\n", " fig, ax = plt.subplots(6,1,figsize = (18,12))\n", " visualisations.contour_thalweg(ax[0], D['limiter'], bathy, mesh, \n", " np.arange(-1, 2.5, 1), cmap = 'jet')\n", " visualisations.contour_thalweg(ax[1], D['limval'], bathy, mesh,\n", " np.arange(0,1.1,0.2), cmap = 'Greens_r')\n", " visualisations.contour_thalweg(ax[2], M['limiter'], bathy, mesh,\n", " np.arange(-1,2.3,1), cmap = 'jet')\n", " visualisations.contour_thalweg(ax[3], M['limval'], bathy, mesh,\n", " np.arange(2,3.1,0.2), cmap = 'Oranges_r')\n", " visualisations.contour_thalweg(ax[4], N['limiter'], bathy, mesh,\n", " np.arange(-1,2.3,1), cmap = 'jet')\n", " visualisations.contour_thalweg(ax[5], N['limval'], bathy, mesh,\n", " np.arange(4,5.1,0.2), cmap = 'Purples_r')\n", " ax[0].set_title('Limiting Variable for Diatoms')\n", " ax[1].set_title('Limiting Value for Diatoms')\n", " ax[2].set_title('Limiting Variable for Mesodiniums')\n", " ax[3].set_title('Limiting Value for Mesodiniums')\n", " ax[4].set_title('Limiting Variable for Flagellates')\n", " ax[5].set_title('Limiting Value for Flagellates')\n", " for ax in ax:\n", " ax.set_ylim(35,0)\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "path='/results/SalishSea/nowcast-green/02jan16' \n", "diafile='SalishSea_2h_20160102_20160111_dia1_T.nc'\n", "ptrcfile= 'SalishSea_1h_20160102_20160102_ptrc_T.nc'\n", "resDir=path\n", "nampisprod=bio.load_nml_bio(resDir,'nampisprod',\n", " namRefDir='/data/vdo/MEOPAR/NEMO-3.6-code/NEMOGCM/CONFIG/SMELT/EXP00/')\n", "fdia=nc.Dataset(os.path.join(resDir,diafile))\n", "fptc=nc.Dataset(os.path.join(resDir,ptrcfile))\n", "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc') as m:\n", " tmask=m.variables['tmask'][:,:,:,:]\n", "I=fdia.variables['PAR'][9,:,:,:]\n", "NO=fptc.variables['nitrate'][19,:,:,:]\n", "NH=fptc.variables['ammonium'][19,:,:,:]\n", "Si=fptc.variables['silicon'][19,:,:,:]\n", "D,M,N = bio.calc_p_limiters(I,NO,NH,Si,tmask[0,:,:,:],nampisprod)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(N['limval'][:,200,:])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vGCRJkiRJ/Tenj32vDRySZAWaBPaIqjomya+BI5K8BbgCeFUfY5AkSZIk9Vnf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\nKUmSJEnqybSzwib5+S72/2lVXb6A9UiSJEmSxsxMtxs5B7iIiWHQU3s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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbar = limit_along_thalweg2('/results/SalishSea/nowcast-green/02jan16', \n", " 'SalishSea_2h_20160102_20160111_dia1_T.nc',\n", " 'SalishSea_1h_20160102_20160102_ptrc_T.nc')\n", "cbar.set_ticks([-1,0,1,2])\n", "cbar.set_ticklabels(['negative', 'neutral', 'postive', 'very'])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vpKpaWVU/ah/fDlwObArsDRzfFjseeM1EApYkSZIkSYMTnDh4WIyZpEny/iS3A89NsjrJ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f1/rKoum+04JEmSJGldmUiT1jvbjkz5eXL34WVJ9u85vqIty/IQSZYBuwHnTTWIOVmTpqq+DHx5\nLq4tSZIkDbO/vPxt/PX+fzvXYSxclw82Kmb05+hvcCSN5sZ0fM9Y84JXcNf2u05TRPNWvfP53cZt\nv4J/+Do3VNW+E52UZGPgFODIqrpjqkEM7cLBvTbf8Sf80crhz1Q7xFHS+mas/xKuy/e6ufhv43yJ\nU5JGM0Ez9wb6ebD/g3f9GSItPEkW0yVoTqqqU6elzaqajnZm1PJNUiv3nusoJpYfD/97KUmTUds8\ndBW5dfleN1Y7M22+xClJkjTX1rzwYO568i4APHH/t15QVcvnOKRZl+SCej5Pg24kzaO/ztf7jaRJ\nEuAE4GdVdeR0xTEvRtLMF2bPJa139n9o0Tp9rxujnZk2X+KUJEnSvLQPcAiwKsnFreyYtrzLOjNJ\nM40cmippIZgv3+vmS5ySJEmaf6rqW8C0D8M2SSNJkiQNqXecfsxch7BgmNzXwuaU72HxsLkOQJIk\nSZIkSY6kkSRJkoaWTw+dPX+9jSNptHBVHEkzLEzSSJKkOeE0juE1G9M+/PwPaIe5DmDhmI99cuRr\ndTpiX5ev+97r9p4/DO+l09c0X5mkkSRJs+4dpx/jCIFhdvnM/oHj51/DaF72yfa1Oi2xT/LrfvTX\nce9IpLl+L33qruYzkzSSpIcY7z9gU/0v21zqF/uwxCgNi7/Z4T1w+Qy3L2nKfv21Og0jrqb6df+g\nn6VzPAJspr+HDRtHDa1fUlVzHcOElm+SWrn3XEchSQtDv/9w1zaTn6+cHw/Hz5m/vPxt4/4SMywx\nSpIkTda6/H422k0vehV3/9ZTAXji/m+9oKqWT7nReSbJBfV8ngZw26/g0V/n61W172zH4dOdJEkP\nsr7+h3u8+3IUjSRJWvBcOHhoON1J88ps/zE10WJsY/1XfqZjnM/TTTRP9BmivE59aYgWvRwr/vU1\nKSVJkhaGQX8/c1rU/DDudKckTxvg/F9V1arpDemhnO6kEbM9JaG2yYRTP95x+jEPSubM9B9883m6\niSRJkqS50e/viJsOeDV3b7cT4HQnmNvpTv1G0pwFnA/0+4twW2DZdAY03zliYYbN8n/kJ0q6/Pp4\nW5hsNv4jP99HMkiSJEmaff3+jnjORRuybM0sBqNx9RtJ8/Wqem7fk/vUSfIx4ABgTVXt1MoeA3ya\nLrFzDXBQVd06UZDzZSSNj5OUJEmSJM03//LaU3n+zv8FOJIGhnQkzUQJmgHqHA98ADixp+xo4Myq\nOjbJ0W3/LYOFOjZHrkiSJEmStO4Sl0cYFgMtHJxkZ7rRL7+uX1Wn9junqs5OsmxU8YHAs9v2CcA3\nmUKSZtgSNI6ikSRJkiRJ62rCJE2btrQzcBlwfysuoG+SZhxLq2p1274RWNrnuocDhwNss+H4DZoY\nkSRJkiRJ64NBRtLsVVXTvuxoVVX6jKmqqhXACoAtlm9e7zj9dQ+pY4JGkiRJkqSpCU53GhaDJGnO\nTbJDVV0+Dde7KcnmVbU6yebAQOtHr75sSxMykiRJkiRpKIz1sKTp8LAB6pxIl6i5MsklSVYluWQd\nr3cacGjbPhT4wjq2I0mSJEmSpkEy1xHMS8cD+093o4OMpPkocAiwigfWpJlQkk/SLRL8uCTXA+8E\njgVOTnIYcC1w0GQDliRJkiRJmkvjPCxpygZJ0txcVadNtuGqeuU4h2b9OeOSJEmSJEnDbpAkzUVJ\nPgF8EbhnpHCiR3BLkiRJkqTh1+eZPgvKO04/BoBf3vZLePRxWyRZ2XN4RXvA0YwaJEmzEV1y5nk9\nZev6CG5JkiRJkqRhd0NVzfpMoAmTNFX12tkIRJIkSZIkzT7XDR4e4z7dKcnhE508SB1JkiRJkqT1\nSXtY0rnAk5Nc3x6QNGX9RtIcneSWfjEBbwJmfE6WJEmSJEnSsOjzsKQp6ZekOQt48QTnnzGNsUiS\nJEmSpFnmwsHDY9wkjWvRSJIkSZIkzZ5x16SRJEmSJEnrv+BImmFhkkaSJEmSJGkImKSRJEmSJEka\nAv0WDgYgycOBlwHLeutX1V/PXFiSJEmSJGk2JHMdgUZMmKQBvgDcDlwA3DOz4UiSJEmSJC1MgyRp\ntqqq/Wc8EkmSJEmSNOt8BPfwGGRNmu8keeqMRyJJkiRJkrSAjTuSJskqoFqd1ya5mm66U4Cqqp1n\nJ0RJkiRJkqT1X7/pTgdMpeEkWwMnAkvpkj0rqur9SR4DfJpuIeJrgIOq6tapXEuSJEmSJK0bFw4e\nHuNOd6qqa6vqWuDdI9u9ZQO0vRY4qqp2APYCjkiyA3A0cGZVbQec2fYlSZIkSZIWtEHWpNmxdyfJ\nImD3iU6qqtVVdWHbvhO4AtgSOBA4oVU7AXjpZAKWJEmSJEnTJ7hw8LAYN0mT5K1J7gR2TnJHkjvb\n/hq6x3IPLMkyYDfgPGBpVa1uh26kmw411jmHJ1mZZCVrb57M5SRJkiRJkuadftOd/q6qlgDvrapH\nVdWS9npsVb110Ask2Rg4BTiyqu4YdY2CsVN2VbWiqpZX1XI22GzQy0mSJEmSJM1L/RYOHnFMkt8D\nnkGXUDmnqj4/SONJFtMlaE6qqlNb8U1JNq+q1Uk2pxuZI0mSJEmS5oALBw+PQdak+SDwJ8Aq4FLg\nT5J8cKKTkgT4KHBFVR3Xc+g04NC2fSiTnDolSZIkSZK0PhpkJM1zgae0qUkkOQG4bIDz9gEOAVYl\nubiVHQMcC5yc5DDgWuCgSUctSZIkSZKmReLCwesiyf7A+4FFwEeq6tiptjlIkuYqYBu6hArA1q2s\nr6r6FjDeoKl9B4pOkiRJkiRpyLQnX38Q2A+4Hjg/yWlVdflU2h1kutMS4Iok30zyDeBy4FFJTkty\n2lQuLkmSJEmSNA/tCVxVVVdX1b3Ap4ADp9roICNp3jHVi0iSJEmSpOHkusFj2iLJyp79FVW1omd/\nS+C6nv3rgadP9aITJmmq6qwkTwC2q6qvJdkI2KCq7pzqxSVJkiRJkobB3+zwnm7jvtuA426oqllf\nqmXC6U5J/hj4LPB/W9FWwECP4JYkSZIkScPNhYPXyU/o1uwdsVUrm5JB1qQ5gu5JTXcAVNUPgcdP\n9cKSJEmSJEnz1PnAdkm2TfIbwMHAlNftHWRNmnuq6t6km6WWZAPANJskSZIkSVqQqmptkjcAX6V7\nBPfHquqyqbY7SJLmrCTHABsl2Q/4/4AvTvXCkiRJkiRp7sWVg9dJVX0Z+PJ0tjnIdKejgZuBVcDr\nWwBvn84gJEmSJEmSFrpBnu50f5LPA5+vqptnISZJkiRJkjRL4oomQ2PckTTpvCvJLcCVwJVJbk7y\njtkLT5IkSZIkaWHoN93pzXRPddqjqh5TVY8Bng7sk+TNsxKdJEmSJEnSAtEvSXMI8Mqq+tFIQVVd\nDfwB8JqZDkySJEmSJM08Fw4eHv2SNIur6pbRhW1dmsUzF5IkSZIkSdLC0y9Jc+86HpMkSZIkSfOE\nCwcPj35Pd9olyR1jlAfYcIbikSRJkiRJWpDGTdJU1aKpNJxkQ+Bs4OHtOp+tqncmeQzwaWAZcA1w\nUFXdOpVrSZIkSZIkzXf9pjtN1T3Ac6tqF2BXYP8kewFHA2dW1XbAmW1fkiRJkiTNARcOHh4zlqSp\nzs/b7uL2KuBA4IRWfgLw0pmKQZIkSZIkab6YyZE0JFmU5GJgDXBGVZ0HLK2q1a3KjcDSmYxBkiRJ\nkiSNz4WDh8eMJmmq6r6q2hXYCtgzyU6jjheM3RuSHJ5kZZKVrL15JsOUJEmSJEmaczOapBlRVbcB\n3wD2B25KsjlA+7hmnHNWVNXyqlrOBpvNRpiSJEmSJElzZsaSNEk2S7Jp294I2A/4AXAacGirdijw\nhZmKQZIkSZIk9efCwcNj3EdwT4PNgROSLKJLBp1cVV9Kci5wcpLDgGuBg2YwBkmSJEmSpHlhxpI0\nVXUJsNsY5T8F9p2p60qSJEmSpMElLhw8LGZlTRpJkiRJkqSFIMnvJ7ksyf1Jlk/mXJM0kiRJkiRJ\n0+dS4PeAsyd74kyuSSNJkiRJkoac6wYDsJi6H/IwqF8CrPMcsKq6AiDrsCKzSRpJkiRJkrTQnc0P\nXvVUeAptAMxNSVb2HF9RVStmOgiTNJIkSZIkLWAuHAzAsfCtI2Bb4DKA11XVPeNVTvI14H+Mceht\nVfWFdQ3CJI0kSZIkSVrQqur6ZE/gk8DuVP3HuAmaVv93ZiIOFw6WJEmSJEni/K1hEfDlDecqglQN\n/7CmJHcCV851HBpqjwNumesgNPTsJ5qIfUQTsY9oEPYTTcQ+oonMZR95QlVtNkfXXi8k+V3gn4HN\ngNuAi6vq+QOdO0+SNCuralLPFtfCYh/RIOwnmoh9RBOxj2gQ9hNNxD6iidhHFi6nO0mSJEmSJA0B\nkzSSJEmSJElDYL4kaWb8WeSa9+wjGoT9RBOxj2gi9hENwn6iidhHNBH7yAI1L9akkSRJkiRJWt/N\nl5E0kiRJkiRJ67WhTtIk2T/JlUmuSnL0XMejuZPkY0nWJLm0p+wxSc5I8sP28dE9x97a+s2VSQZ6\n1JnmtyRbJ/lGksuTXJbkTa3cfiIAkmyY5HtJvt/6yF+1cvuIHiTJoiQXJflS27eP6EGSXJNkVZKL\nk6xsZfYT/VqSTZN8NskPklyRZG/7iHoleXL7HjLyuiPJkfYTDW2SJski4IPAC4AdgFcm2WFuo9Ic\nOh7Yf1TZ0cCZVbUdcGbbp/WTg4Ed2zkfav1J67e1wFFVtQOwF3BE6wv2E424B3huVe0C7Arsn2Qv\n7CN6qDcBV/Ts20c0ludU1a49j8i1n6jX+4HTq2p7YBe67yn2Ef1aVV3ZvofsCuwO3A18DvvJgje0\nSRpgT+Cqqrq6qu4FPgUcOMcxaY5U1dnAz0YVHwic0LZPAF7aU/6pqrqnqn4EXEXXn7Qeq6rVVXVh\n276T7pehLbGfqKnOz9vu4vYq7CPqkWQr4EXAR3qK7SMahP1EACTZBHgm8FGAqrq3qm7DPqLx7Qv8\nd1Vdi/1kwRvmJM2WwHU9+9e3MmnE0qpa3bZvBJa2bfvOApdkGbAbcB72E/Vo01guBtYAZ1SVfUSj\nvQ/438D9PWX2EY1WwNeSXJDk8FZmP9GIbYGbgY+3qZMfSfJI7CMa38HAJ9u2/WSBG+YkjTSw6h5T\n5qPKRJKNgVOAI6vqjt5j9hNV1X1tWPFWwJ5Jdhp13D6ygCU5AFhTVReMV8c+ouYZ7XvJC+im1z6z\n96D9ZMHbAHga8C9VtRtwF23Kygj7iEYk+Q3gJcBnRh+znyxMw5yk+Qmwdc/+Vq1MGnFTks0B2sc1\nrdy+s0AlWUyXoDmpqk5txfYTPUQbdv4Nujnd9hGN2Ad4SZJr6KZZPzfJv2Mf0ShV9ZP2cQ3dGhJ7\nYj/RA64Hrm+jNQE+S5e0sY9oLC8ALqyqm9q+/WSBG+YkzfnAdkm2bdnFg4HT5jgmDZfTgEPb9qHA\nF3rKD07y8CTbAtsB35uD+DSLkoRu7vcVVXVczyH7iQBIslmSTdv2RsB+wA+wj6ipqrdW1VZVtYzu\n946vV9UfYB9RjySPTLJkZBt4HnAp9hM1VXUjcF2SJ7eifYHLsY9obK/kgalOYD9Z8DaY6wDGU1Vr\nk7wB+CqwCPhYVV02x2FpjiT5JPBs4HFJrgfeCRwLnJzkMOBa4CCAqrosycl0PwzXAkdU1X1zErhm\n0z7AIcCqtuYIwDHYT/SAzYET2pMQHgacXFVfSnIu9hH15/cR9VoKfK773wAbAJ+oqtOTnI/9RA/4\nM+Ck9s/mq4HX0n722Ec0oiV69wNe31Psz5wFLt00N0mSJEmSJM2lYZ7uJEmSJEmStGCYpJEkSZIk\nSRoCJmkkSZIkSZKGgEkaSZIkSZKkIWCSRpIkSZIkaQiYpJEkaQqS3Jfk4iSXJfl+kqOSPKwdW57k\nn/qcuyzJq2Yv2sEkuSbJ42aw/Qfdd5I/TPKBSbbxzSTLpz+6h1zn2UluT/Llnv0vTaG9k5L8LMnL\npy9KSZK0vjBJI0nS1Pyiqnatqh2B/YAXAO8EqKqVVfXGPucuA4YuSTMLljG/7tStQJkAACAASURB\nVPucqnrhdDRUVa8GTpuOtiRJ0vrHJI0kSdOkqtYAhwNvSOfXoy6SPKuNuLk4yUVJlgDHAr/dyt7c\nRpick+TC9vqf7dxnt5Ejn03ygzYaI+3YHkm+00bxfC/JkiSLkrw3yflJLkny+rHiTfL5JBe0UUCH\nj1Pnz5Nc2l5HtrJlSa5I8q/t3P9MslFPPJe0e3pvkkvHaPZB993KtkhyepIfJvmHnuv/S5KV7Tp/\nNUZ8v5/kuLb9piRXt+0nJvl22949yVntXr+aZPNJxDqudv5FSZ6U5F1JTmifv2uT/F6Sf0iyqt3X\n4sm0LUmSFiaTNJIkTaOquhpYBDx+1KG/AI6oql2B3wZ+ARxNN0pj16r6R2ANsF9VPQ14BdA7VWo3\n4EhgB+CJwD5JfgP4NPCmqtoF+J3W7mHA7VW1B7AH8MdJth0j3NdV1e7AcuCNSR7bezDJ7sBrgacD\ne7V2dmuHtwM+2EYQ3Qa8rJV/HHh9u8/7xnmbRt83wK7tnp8KvCLJ1q38bVW1HNgZeFaSnUe1dU57\nP2kff5pky7Z9dkuO/DPw8navHwPeM4lYx9QSaB8GDqyq/27FTwKeC7wE+HfgG1X1VLrPyYsm074k\nSVqYTNJIkjQ7vg0cl+SNwKZVtXaMOouBf02yCvgMXUJmxPeq6vqquh+4mG7K0JOB1VV1PkBV3dHa\nfR7wmiQXA+cBj6VLqoz2xiTfB74LbD1GnWcAn6uqu6rq58CpPJAQ+VFVXdy2LwCWJdkUWFJV57by\nT0z8tvzamVV1e1X9ErgceEIrPyjJhcBFwI6j3hOq6kZg4zYyaet2zWe2OM+he492As5o78fbga2m\nGOtTgBXAi6vqxz3lX6mqXwGr6BJ1p7fyVXSfL0mSpL42mOsAJElanyR5It2ojDV0f8wDUFXHJvkP\n4IXAt5M8f4zT3wzcBOxC94+UX/Ycu6dn+z76/wwP8GdV9dU+cT6bbuTN3lV1d5JvAhv2aXO00fFs\nNIlzB2lvgzb65y+AParq1iTHjxPjd+hG/FxJl5h5HbA3cBSwDXBZVe3de0JL0qyr1S2O3YAbRt9D\nVd2f5FdVVa38fvydS5IkDcCRNJIkTZMkm9FNgflAzx/oI8eeVFWrqurvgfOB7YE7gSU91TahGxlz\nP3AI3WiMfq4ENk+yR7vGkiQbAF8F/nRkHZQkv5XkkaPO3QS4tSVotqebzjTaOcBLkzyinf+7rWxM\nVXUbcGeSp7eig8epOvq+x/Mo4C7g9iRL6RZlHss5dMmcs+lG3DwHuKeqbqd7jzZLsjdAksVJdpxE\nrGO5jW760t+1ZJckSdK08L86kiRNzUZtGs1iYC3wb8BxY9Q7Mslz6EZVXAZ8pW3f16YcHQ98CDgl\nyWvopsrc1e/CVXVvklcA/9wW7v0F3eiYj9BNr7mwLTB8M/DSUaefDvxJkivoEhnfHaP9C9vole+1\noo9U1UVJlvUJ6zC6KVv3A2cBt49R55JR933rOPf3/SQXAT8ArqObMjaWc+imOp1dVfclua6dM/Ie\nvRz4pySb0P3u8z66z8EgsY6pqm5KcgDwlSSvG/Q8SZKkfjLqH32SJEnrLMnGbf0akhwNbF5Vb5rj\nsMY0SKxtpMxfVNUB03jd44EvVdVnp6tNSZK0fnC6kyRJmk4vao+0vpRu8d53z3VAfQwS673ATkm+\nPB0XTHIS8CwevN6QJEkS4EgaSZIkSZKkoeBIGkmSJEmSpCFgkub/tXfn4XZV9f3H3x+SKAgBRGhK\nCBIH1OIAKCAUFQRRhgi0VcSKINIiFhWs/hBsfw5trbb+alFRaUQlFidE0YiKAsrggJAwBYgoMkhC\nJIAMkTnJ9/fH3hcOl3vPPRnvSe779Tznyd5rrb32d5+7ngzfrLW2JEmSJElSHzBJI0mSJEmS1AdM\n0kiSJEmSJPUBkzSSJEmSJEl9wCSNJEmSJElSHzBJI0mSJEmS1AdM0kiSJEmSJPUBkzSSJEmSJEl9\nwCSNJEmSJElSHzBJI0nSEJK8PMl1y3nt05P8Kcm4Lm3+lOSZyx/hqpHk/CR/twr6TZIvJbkrySUr\nu/9B93pLkp+tynu09/lQktPa46lJKsn4VX1fSZK09jJJI0ka05LclORVg8ur6qKqeu7y9FlVv6+q\nDapqSXuPJyQ+2vobli/qoSU5uH2eDCofn2Rhkmkr837L6GXAXsCUqtppRTvrSIr8qeNz5YqHueol\n2T3JvNGOQ5Ik9R+TNJIkrT2+A2wM7DaofG+ggLNXe0SP2Qq4qaruW9YLR5idsnGb8NqgqrZd/vAk\nSZJGn0kaSZKGMHi2QztD5f8kuSrJfUm+kGRSkh8mWZTk3CRPbds+uvQlyUeAlwMntbM9TmrbVJJn\nt8enJvlMku+3ff0qybM67v3qJNcluSfJZ5NcMNSSpKp6EDgdOHRQ1aHAV6tqcZKnJjkrye3t0qOz\nkkwZ5jt4dDnP4Odqzzdqv4cFSeYn+behlnglOQI4Bdil/Q4+3Jb/fZLrk/wxycwkkzuuqSRHJ/kt\n8NuuP6wRJPlkkluS3JtkdpKXd9Stl2RG+13MTXLcoJ/75CTfar+vG5O8q8d7Ht72tyjJDUne1pav\nD/wQmNwxA2hyknWSHJ/kd0nuTHJ6kk3aa9ZNclpbfneSS5NMWpHvRJIk9SeTNJIk9e5vaJbsPAd4\nLc0/tt8PbEbzZ+oT/gFfVf8EXAS8o53t8Y5h+j4Y+DDwVOB64CMASTYFzgBOAJ4GXAf8ZZcYZwCv\nS7Jee/1Gbawz2vp1gC/RzGx5OvAAcNLIjz6kU4HFwLOB7YFXA0Mlj74AHAX8sv0OPphkD+CjwEHA\n5sDNwNcHXXog8FJgm+WMb8ClwHbAJsBXgW8mWbet+yAwFXgmzc/2kIGLkqwDfA+4EtgC2BM4Nslr\nerjnQmAasCFwOPDfSV7cziTaB7i1YwbQrcA7aZ53N2AycBfwmbavw4CNgC1pxsBRND83SZK0ljFJ\nI0lS7z5dVbdV1XyaxMuvqurydgbLmTSJiuV1ZlVdUlWLga/QJBUA9gWuqapvt3WfAv4wXCdV9XPg\nNuCv2qKDgN9U1RVt/Z1V9a2qur+qFtEkgwYvjxpRO5NjX+DYqrqvqhYC/02TbOrFm4AvVtVlVfUQ\nTRJqlyRTO9p8tKr+WFXdEhJ3tLNL7k7y3qEaVNVp7XMvrqr/Ap4MDOw3dBDw71V1V1XNo/l+B+wI\nbFZV/1JVD7d7CH2+l2esqu9X1e+qcQHwY5oZVcM5CvinqprXfh8fokm2jQceoUnOPLuqllTV7Kq6\nd6QYJEnSmsc3EEiS1LvbOo4fGOJ8gxXouzPxcn9HX5OBWwYqqqp62HT2y7RLnIA3t+cAJHkKTTJl\nb5pZOwATk4wb2Oi4R1sBE4AFeWyf4nU6Yx3BZOCygZOq+lOSO2lmrNzUFvfS16Zt8mpYbfLmiPae\nRTO7ZdOOODrv03m8Fc2ypLs7ysbRJOi6SrIPzSyd59B8L08B5nS5ZCvgzCRLO8qWAJOA/6WZRfP1\nJBsDp9EkdB4ZKQ5JkrRmcSaNJEmrXq3AtQuAR/eMSZMRGXIPmQ7/C+yZZBdgZ5qZOQPeQzOL5KVV\ntSHwioGuh+jnPprkwoA/7zi+BXiIJkmycfvZsKqe38MzAdxKk5hobt7s1fI0YH5HmxX53gb6fTlw\nHM2MmadW1cbAPTz2v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fVb/qmP/VqroLWEmTqDupnb+S5v2SJEnqaq1RByBJ0lKSZDuaVhmraL7MA1BV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\nx8gU9bRYk0aSJEmSJGll93SppJEkSZIkS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04E+B/wS+U1U70PxMnjOX8iVJ0vJkSCNJ0uL4AfC+JG8ANqiq1dNssw7w70lW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\nGkkalGHNIjSpBt19aK43bYt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V1Q3JvUMSVVUlmXayr6paQdti5w+22mBsJwSbrbvNIMrU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\ncE5V9VbpTKOr+nmgLUz7kT5dX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kXQzsAawjaS5wEnA6cImkI4E5wMEAETFL0iUkX4ZLgGMi4uW+VNx66c3AYcDM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Kkqe01eCcXoTsNevyRJkiRJ84FNl2ePJkGaCyNi98y8cgjruzkitsvMGyNiO+CWIZQpSZIkSZK6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\nSdJSSjID2A84aZRDCpieJMB6wG+BRWP1OXWMi720j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/01apr16',\n", " 'SalishSea_2h_20160401_20160410_dia1_T.nc',\n", " 'SalishSea_1h_20160401_20160401_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2InYcdT2sudxGrAq3E+vEbcQ6cRuxKtxOrBO3EevEbWRyrTDqCpiZmZmZmZmZ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309Kr5+J5/hMztbpdVUB2fqTe+0ynbLbL9yPJu9lxg0J581p+F1uvm5bjZsBjJIE+d/otQXgZM/\nehwzz171ut5FNv78s6H60mVmBt259jUSmCjdJ0vaYWv1DeTi5Vr1OZHdrzqfG9VN5nTQN+svX9VH\nSvU6tfqyqa5v224AqocwrjXfWlNvtKlafdsMqBHXhWEamanP38OWmvb6O27Dqu8l+kmZz45O/ijQ\nycFJmtGRz1WzOiRtBpwHbEKSizQrIs6oWmY94H+BSSTxl/8XEd8pLDcZtru/Td1p25j78wuA1jot\nrdcJWDs6RDUzs9ZsPjY49Io/AozocLKWSmeQrVy/88po5jOjep3KMpVtVDT6ZbL0l+FWRhpq5Aau\n3UNX55RXCWh1MwMpd7SuEse2+lyt7iS1tG43sUplz8Vsx/QnXXPTyOPRbyNatVHb3sMO6fbAFta/\nmhmko5+0u3Pm7L664+fmPHjnXJ554gEAtpx+wvyIGLp+BCTNf+nBW14P8PgTT7LB1m/6VUTsWbD8\neGB8RNwgaRwwH9g/IhZmlpkBrBcRx0naGLgN+JuIeD6v3KHqONgdi5qZ9b9sKnq9G5Je3bA0+nnS\ntXoO0o1zyc596w0t3LVfTHvRpKqHCpvP9EH9OqHnnco608WsIZXg8bn77Fh6WbN2ioilEXFD+nwZ\nsAiYUL0YME6SgLHAX4HCPgZyM2kkvb5EvV6IiAUllmtJuzJpIPmFFlj5K21FpTMxMzPrvcq1usx1\nefOx0fL1u1YZlTrUkre96nWyy2XnHfLVL49YblVHmqvLZhV1VLczaarKSJoVjMxaqByXyvGafcyn\nRxy77HFbvFyrHf/q41xGpczKezfzY7uNqGujAbdGz8+VxyDv/ehQgKT6HKx17h5y0JsGKkCT3afs\nudDOoGn2nK2U245rUkW2rHaWa4Ov6DOqop/Pl83HBu/Yckw60MlI2el5y8Cq636Zz+/qz4hKuXmD\nluTJ1iVv3Qm7TavbZLofOZOmZibNn4CnMovMiohZOetOBq4BtouIJzPTxwGXAdsA44B/ioifFNWj\nqE+aq4G5FPc+uwUwuWgD/abyT3zuPjuOCNT080XMzGzYNHJNbsf1u1YZzZRbtE52XiXYoK33ZslR\nU4fvMyjnRr9yXCp/Vx6XNKhTfZzqvYYGO2uee8nqI9Gc/3sOaSEw0c33tpVmYWXO3ZPPmsPMDje3\nOnefHZsKrtVSnZXXiaZL1YHD6u22KlvW0F0nrNCgnw+rBgxZfT+y0/OWyZZTZlr19OYHxqguo4ab\n53DSQQ0Wa32j8jkay54BuL+ouVOFpLHARcAx2QBNam/gJmAP4DXAVZKurbHcSkVBmrkRsUedyvyq\nYN63gX2BhyJiu3TaBsAPSQI7dwMHRMRjRdvolJUdS5qZmXXZ4uVKm1acWPcLYmUo2HYMn1vdnKNr\nQ/IW9GGSrVPluKw6PomTz5rD4enwsI00Sakc46xa+1wps9Z7UV2XTpt9zKeT4ZJ3m5a8Pv/3SQZL\nRdWxHFm38vtacc7NKzh8h/LjSNQ6FpXttH6cVn/vi1TvX731OvE+dvv8MLPB0LH7zHTABOsfksaQ\nBGjOj4iLayxyGHBaJE2Y7pB0F0lWzfV5ZeZ+KtcL0JRY5lzgTJLejiuOB34ZEadJOj593bMe0JoZ\nbs7MzKwdyv56t3Io2FY3OPeS1bZ5+NdO7EqgJi8Do1azk0odq+uaN71IrWVrHcd6ZXZyePpqlV+X\nZ+626nWRorqV3dd2HNPZx3y6bb/sl61Pdv/KbL9T72M3zw8zGwwdu888aw4nXdOpIE3/DyjUb9J+\nZs4BFkXE6TmL3QPsCVwraRPgdcCdReWW6jhY0g6S3iPpvZVHvXUi4hqSTnGy9gNmp89nA4PTsNnM\nzGxQ1OjPpNYXxhE3l93qa2TuJT3tIHVQsh7yvuDPPv/3q45hveOYnd/JY16jmVhXZI7DoDf9MDOz\ngbQ7cDCwh6Sb0sc+kj4u6ePpMqcAb5K0APglcFxEPFJUaN0huNNmSzsAtwIvpZMjIj5Sr8Zp5zmX\nZ5o7PR4R66fPBTxWeV1j3SOAIwAmTRy/y93zr3LnvmZmZh1Qs7PaStCm1s19TkDHwwObmZl1VnXH\nyNUD4jTrwTuv55knHgSGu+PgF6/9z6Tj4GXPsOE+nykcgrtTyjRCfmNETGn3hiMiJOVGiNJek2dB\nMroTDH4HWWZmZgNp2v51MzEGJUPFzMxskFXfE8f5nxjI0aQsX5kgzRxJUyJiYRu296Ck8RGxVNJ4\n4KE2lGlmZmYtWDnUdaaD2hHDF8OIQE2tIcP9Q4qZmVn3JZ3rT2XimfN6XRVrkzJ90pxHEqi5TdLN\nkhZIurnJ7V1G+l0v/Xtpk+WYmZlZmyxerprDWVce1f2jZOfVWtfMzMy6py0dmLvf4L5RJpPmHJLO\ncBawqk+auiR9H3gbsJGkJcBJwGnABZIOBxYDBzRaYTMzM+uM+9JhrmvOc3MmMzOzvrXkqKkrR2z0\nMN2DrUyQ5uGIuKzRgiPiAzmzmup4p2NjzZuZmRlQ/Euchxk2MzPrX+fcvALSDvybG6bbqTT9okxz\npxslfU/SBxoZgrvdOjbWvJmZmZmZmdkoce4+O/a6CtaCMkGadYDngHcC704f+3ayUmZmZmZmZmbW\nuMXLxZKjhm4E7a6TtJmkX0taKOlWSUfnLPc2STely1xdr9y6zZ0i4rBmKmxmZmZmZmZm3XfOzSs4\nqdeVGP1WAMdGxA2SxgHzJV2VHRlb0vrAN4DpEXGPpFfXKzQ3SCPpiIiYVbRymWXa4tF7YN2Ob8XM\nzMzMzMxsVFjZmfDcS2Da/sULP/tCdyo1ikTEUmBp+nyZpEXABGBhZrEPAhdHxD3pcg/VK7cok+Z4\nSY8UzBdwNNDxIM39Dy+Hdcv0cWxmZmZmZmZm2c6EqdPH655HfIiJ276uC7UanSRNBnYGrquatTUw\nRtJvgHHAGRFxXlFZRZGPq0n6nylyVZ35ZmZmZmZmZmb9b+4lyd9nVgBsKmleZu6sWi2JJI0FLgKO\niYgnq2avBexCMsr1OsAcSX+IiD/nVSE3SOO+aMzMzMzMzMxsSN0fEXsWLSBpDEmA5vyIuLjGIkuA\nRyPiKeApSdcAOwK5QZoyozuZmZmZmZmZ2Wgl9boGA0eSgHOARRFxes5ilwJvlrSWpFcAuwKLisp1\nRy9mZmZmZmZmZo3ZHTgYWCDppnTaDGASQER8KyIWSboSuBl4CTg7Im4pKtRBGjMzMzMzM7MhJmfS\nNCwifksyoFK95b4CfKVsuXWDNJJeDrwPmJxdPiJOLrsRMzMzMzMzMzMrViaT5lLgCWA+8Fxnq2Nm\nZmZmZmZmNpzKBGkmRsT0jtfEzMzMzMzMzGyIlRnd6feStu94TczMzMzMzMzMhlhuJo2kBUCkyxwm\n6U6S5k4CIiJ26E4VzczMzMzMzKxT3HFw/yhq7rRvKwVL2gw4D9iEJNgzKyLOkLQB8EOSjojvBg6I\niMda2ZaZmZmZmZmZ2aDLbe4UEYsjYjHwhcrz7LQSZa8Ajo2IKcAbgSMlTQGOB34ZEVsBv0xfm5mZ\nmZmZmVkvOJOmb5Tpk2bb7AtJawK71FspIpZGxA3p82XAImACsB8wO11sNrB/IxU2MzMzMzMzM+sl\nSZtJ+rWkhZJulXR0wbLTJK2Q9P565eYGaSSdIGkZsIOkJyUtS18/RDIsdyOVnwzsDFwHbBIRS9NZ\nD5A0h6q1zhGS5kma9/SLjWzNzMzMzMzMzKyj8loPjZAmunwJ+HmZQouaO/1HRIwDvhIRr4yIcelj\nw4g4oWytJY0FLgKOiYgnq7YRJP3V1Nr+rIiYGhFTX7Fm2a2ZmZmZmZmZWSPc2KlxBa2Hqv0LSUzk\noTLlFnUcXDFD0nuBN5MEVK6NiEvKFC5pTFqZ8yPi4nTyg5LGR8RSSePLVtTMzMzMzMzMrFPumzMX\ngCeeD4BNJc3LzJ4VEbNqrVfVeig7fQLwD8DbgWll6lAmSPN14LXA99PXH5e0V0QcWbSSkjG8zgEW\nRcTpmVmXAYcAp6V/G2o6ZWZmZmZmZmZt5I6Da7k/Ivast1BR6yHgq8BxEfFS2WHOywRp9gD+Nm2a\nhKTZwK0l1tsdOBhYIOmmdNoMkuDMBZIOBxYDB5SqqZmZmZmZmZlZn8hpPZQ1FfhBGqDZCNhH0oqi\n1kllgjR3AJNIAioAm6XTCkXEb8lv2lY3GmVmZmZmZmZm1o8KWg+tFBFbZJY/F7i8XvcxZYI044BF\nkq4n6ZPmDcA8SZelG31PqT0wMzMzMzMzs/7j1k7NyGs9NAkgIr7VTKFlgjQzmynYzMzMzMzMzGw0\nqtN6qNbyh5ZZrm6QJiKulrQ5sFVE/ELSOsBa6RBTZmZmZmZmZjbA5FSavrFGvQUk/TNwIXBWOmki\nUGoIbjMzMzMzMzMzK6dukAY4kqSt1ZMAEXE78OpOVsrMzMzMzMzMbNiUCdI8FxHPV15IWoukA2Ez\nMzMzMzMzG3Ru7dQ3ygRprpY0A1hH0l7Aj4D/62y1zMzMzMzMzMyGS5kgzfHAw8AC4GPAFcBnOlkp\nMzMzMzMzM+sWp9L0izKjO70k6RLgkoh4uAt1MjMzMzMzMzPrW5I2A84DNiHpEmZWRJxRtcxBwHEk\nUbBlwCci4o9F5eZm0ijxOUmPALcBt0l6WNLM1nbFzMzMzMzMzGygrQCOjYgpwBuBIyVNqVrmLuCt\nEbE9cAowq16hRc2dPkUyqtO0iNggIjYAdgV2l/SpZvbAzMzMzMzMzPqL3NqpYRGxNCJuSJ8vAxYB\nE6qW+X1EPJa+/AMwsV65RUGag4EPRMRdmQ3cCXwI+HBj1TczMzMzMzMzGxibSpqXeRyRt6CkycDO\nwHUF5R0O/LTeRov6pBkTEY9UT4yIhyWNqVewmZmZmZmZmQ0Ap9IA8Is7XwDg6RUBcH9E7FlvHUlj\ngYuAYyLiyZxl3k4SpHlzvfKKgjTPNznPzMzMzMzMzGxUSxNYLgLOj4iLc5bZATgbeFdEPFqvzKIg\nzY6SakWBBKxdor5mZmZmZmZmZqOOJAHnAIsi4vScZSYBFwMHR8Sfy5SbG6SJiDWbqWimMmsD1wAv\nT7dzYUScJGkD4IfAZOBu4IBMRzpmZmZmZmZm1kXCzZ2asDtJX74LJN2UTpsBTAKIiG8BM4ENgW8k\nMR1WRMTUokKLMmla9RywR0QsT1OAfivpp8B7gV9GxGmSjgeOJxk33MzMzMzMzMys70XEb6E4uhUR\nHwU+2ki5RaM7tSQSy9OXY9JHAPsBs9Pps4H9O1UHMzMzMzMzM6vDiTR9o2NBGgBJa6ZpPw8BV0XE\ndcAmEbE0XeQBYJOcdY+oDHX19IudrKWZmZmZmZmZWe91NEgTES9GxE7AROANkrarmh8k2TW11p0V\nEVMjYuorWuodx8zMzMzMzMys/3U0SFMREY8DvwamAw9KGg+Q/n2oG3UwMzMzMzMzsxrk9k79omNB\nGkkbS1o/fb4OsBfwJ+Ay4JB0sUOASztVBzMzMzMzMzOzQdHJ0Z3GA7MlrUkSDLogIi6XNAe4QNLh\nwGLggA7WwczMzMzMzMwKOI+mf3QsSBMRNwM715j+KLBnp7ZrZmZmZmZmZtZJkjYDziMZDCmAWRFx\nRtUyAs4A9gGeBg6NiBuKyu1kJo2ZmZmZmZmZ2Wi0Ajg2Im6QNA6YL+mqiFiYWeZdwFbpY1fgm+nf\nXF3pONjMzMzMzMzM+pQ7Dm5YRCytZMVExDJgETCharH9gPMi8Qdg/cpASnkcpDEzMzMzMzOzYbfm\nCy8FAMtfBODZsitKmkzS3ct1VbMmAPdmXi9h9UDOCA7SmJmZmZmZmQ0x59EAcMEl98Hi5eKiJQGw\nWNK8zOOIWitJGgtcBBwTEU+2Wgn3SWNmZmZmZmZmw+7MG5546dTXrivufzYAjoqIl4pWkDSGJEBz\nfkRcXGOR+4DNMq8nptNyOZPGzMzMzMzMzIZaRDy57bg1OO/eF9l9gzUoEaARcA6wKCJOz1nsMuDD\nSrwReCIilhaWGxFN7UA3SVoG3Nbrelhf2wh4pNeVsL7n88Tq8Tli9fgcsTJ8nrtsHdIAACAASURB\nVFg9Pkesnl6eI5tHxMY92nZPSXolcAJwYokgzZuBa4EFQGXZGcAkgIj4VhrIOROYTjIE92ERMa+w\n3AEJ0syLiKm9rof1L58jVobPE6vH54jV43PEyvB5YvX4HLF6fI4MLzd3MjMzMzMzMzPrAw7SmJmZ\nmZmZmZn1gUEJ0szqdQWs7/kcsTJ8nlg9PkesHp8jVobPE6vH54jV43NkSA1EnzRmZmZmZmZmZqPd\noGTSmJmZmZmZmZmNag7SmJmZmZmZmZn1gb4O0kiaLuk2SXdIOr7X9bHekfRtSQ9JuiUzbQNJV0m6\nPf37qsy8E9Lz5jZJe/em1tZNkjaT9GtJCyXdKunodLrPEwNA0tqSrpf0x/Qc+Xw63eeIjSBpTUk3\nSro8fe1zxEaQdLekBZJukjQvnebzxFaStL6kCyX9SdIiSbv5HLEsSa9LryGVx5OSjvF5Yn0bpJG0\nJvB14F3AFOADkqb0tlbWQ+cC06umHQ/8MiK2An6ZviY9Tw4Etk3X+UZ6PtnotgI4NiKmAG8EjkzP\nBZ8nVvEcsEdE7AjsBEyX9EZ8jtjqjgYWZV77HLFa3h4RO0XE1PS1zxPLOgO4MiK2AXYkuab4HLGV\nIuK29BqyE7AL8DTwY3yeDL2+DdIAbwDuiIg7I+J54AfAfj2uk/VIRFwD/LVq8n7A7PT5bGD/zPQf\nRMRzEXEXcAfJ+WSjWEQsjYgb0ufLSL4MTcDniaUisTx9OSZ9BD5HLEPSRODvgbMzk32OWBk+TwwA\nSesBbwHOAYiI5yPicXyOWL49gb9ExGJ8ngy9fg7STADuzbxekk4zq9gkIpamzx8ANkmf+9wZcpIm\nAzsD1+HzxDLSZiw3AQ8BV0WEzxGr9lXg08BLmWk+R6xaAL+QNF/SEek0nydWsQXwMPCdtOnk2ZLW\nxeeI5TsQ+H763OfJkOvnII1ZaZGMJe/x5A1JY4GLgGMi4snsPJ8nFhEvpmnFE4E3SNquar7PkSEm\naV/goYiYn7eMzxFLvTm9lryLpHntW7IzfZ4MvbWA1wPfjIidgadIm6xU+ByxCkkvA94D/Kh6ns+T\n4dTPQZr7gM0yryem08wqHpQ0HiD9+1A63efOkJI0hiRAc35EXJxO9nliq0nTzn9N0qbb54hV7A68\nR9LdJM2s95D0v/gcsSoRcV/69yGSPiTegM8TW2UJsCTN1gS4kCRo43PEankXcENEPJi+9nky5Po5\nSDMX2ErSFml08UDgsh7XyfrLZcAh6fNDgEsz0w+U9HJJWwBbAdf3oH7WRZJE0vZ7UUScnpnl88QA\nkLSxpPXT5+sAewF/wueIpSLihIiYGBGTSb53/CoiPoTPEcuQtK6kcZXnwDuBW/B5YqmIeAC4V9Lr\n0kl7AgvxOWK1fYBVTZ3A58nQW6vXFcgTESskHQX8DFgT+HZE3NrjalmPSPo+8DZgI0lLgJOA04AL\nJB0OLAYOAIiIWyVdQPJhuAI4MiJe7EnFrZt2Bw4GFqR9jgDMwOeJrTIemJ2OhLAGcEFEXC5pDj5H\nrJivI5a1CfDj5LcB1gK+FxFXSpqLzxNb5V+A89Mfm+8EDiP97PE5YhVpoHcv4GOZyf7MGXJKmrmZ\nmZmZmZmZmVkv9XNzJzMzMzMzMzOzoeEgjZmZmZmZmZlZH3CQxszMzMzMzMysDzhIY2ZmZmZmZmbW\nBxykMTMzMzMzMzPrAw7SmJmZtUDSi5JuknSrpD9KOlbSGum8qZK+VrDuZEkf7F5ty5F0t6SNOlj+\niP2WdKikMxss4zeSpra/dqtt522SnpB0Reb15S2Ud76kv0p6f/tqaWZmZqOFgzRmZmateSYidoqI\nbYG9gHcBJwFExLyI+GTBupOBvgvSdMFkBmu/r42IfdpRUEQcBFzWjrLMzMxs9HGQxszMrE0i4iHg\nCOAoJVZmXUh6a5pxc5OkGyWNA04D/i6d9qk0w+RaSTekjzel674tzRy5UNKf0mwMpfOmSfp9msVz\nvaRxktaU9BVJcyXdLOljteor6RJJ89MsoCNylvlXSbekj2PSaZMlLZL0P+m6P5e0TqY+N6f79BVJ\nt9QodsR+p9M2lXSlpNslfTmz/W9Kmpdu5/M16vePkk5Pnx8t6c70+ZaSfpc+30XS1em+/kzS+Abq\nmitd/0ZJr5H0OUmz0/dvsaT3SvqypAXpfo1ppGwzMzMbTg7SmJmZtVFE3AmsCby6ata/AUdGxE7A\n3wHPAMeTZGnsFBH/BTwE7BURrwf+Ccg2ldoZOAaYAmwJ7C7pZcAPgaMjYkfgHWm5hwNPRMQ0YBrw\nz5K2qFHdj0TELsBU4JOSNszOlLQLcBiwK/DGtJyd09lbAV9PM4geB96XTv8O8LF0P1/MOUzV+w2w\nU7rP2wP/JGmzdPqJETEV2AF4q6Qdqsq6Nj2epH8flTQhfX5NGhz5b+D96b5+Gzi1gbrWlAbQvgXs\nFxF/SSe/BtgDeA/wv8CvI2J7kvfk7xsp38zMzIaTgzRmZmbd8TvgdEmfBNaPiBU1lhkD/I+kBcCP\nSAIyFddHxJKIeAm4iaTJ0OuApRExFyAinkzLfSfwYUk3AdcBG5IEVap9UtIfgT8Am9VY5s3AjyPi\nqYhYDlzMqoDIXRFxU/p8PjBZ0vrAuIiYk07/Xv3DstIvI+KJiHgWWAhsnk4/QNINwI3AtlXHhIh4\nABibZiZtlm7zLWk9ryU5RtsBV6XH4zPAxBbr+rfALODdEXFPZvpPI+IFYAFJoO7KdPoCkvfLzMzM\nrNBava6AmZnZaCJpS5KsjIdIbuYBiIjTJP0E2Af4naS9a6z+KeBBYEeSH1Kezcx7LvP8RYo/wwX8\nS0T8rKCebyPJvNktIp6W9Btg7YIyq1XXZ50G1i1T3lpp9s+/AdMi4jFJ5+bU8fckGT+3kQRmPgLs\nBhwLTAJujYjdsiukQZpmLU3rsTNwf/U+RMRLkl6IiEinv4S/c5mZmVkJzqQxMzNrE0kbkzSBOTNz\ng16Z95qIWBARXwLmAtsAy4BxmcXWI8mMeQk4mCQbo8htwHhJ09JtjJO0FvAz4BOVflAkbS1p3ap1\n1wMeSwM025A0Z6p2LbC/pFek6/9DOq2miHgcWCZp13TSgTmLVu93nlcCTwFPSNqEpFPmWq4lCeZc\nQ5Jx83bguYh4guQYbSxpNwBJYyRt20Bda3mcpPnSf6TBLjMzM7O28K86ZmZmrVknbUYzBlgBfBc4\nvcZyx0h6O0lWxa3AT9PnL6ZNjs4FvgFcJOnDJE1lniracEQ8L+mfgP9OO+59hiQ75myS5jU3pB0M\nPwzsX7X6lcDHJS0iCWT8oUb5N6TZK9enk86OiBslTS6o1uEkTbZeAq4GnqixzM1V+/1Yzv79UdKN\nwJ+Ae0majNVyLUlTp2si4kVJ96brVI7R+4GvSVqP5LvPV0negzJ1rSkiHpS0L/BTSR8pu56ZmZlZ\nEVX90GdmZmbWNElj0/5rkHQ8MD4iju5xtWoqU9c0U+bfImLfNm73XODyiLiwXWWamZnZ6ODmTmZm\nZtZOf58OaX0LSee9X+h1hQqUqevzwHaSrmjHBiWdD7yVkf0NmZmZmQHOpDEzMzMzMzMz6wvOpDEz\nMzMzMzMz6wMO0piZmZmZmZmZ9QEHaczMzMzMzMzM+oCDNGZmZmZmZmZmfcBBGjMzMzMzMzOzPuAg\njZmZmZmZmZlZH3CQxszMzMzMzMysDzhIY2ZmZmZmZmbWBxykMTMzMzMzMzPrAw7SmJmZmZmZmZn1\nAQdpzMxsKEn6O0m3NbnuJEnLJa1ZsMxySVs2X8PukfRTSYeUXPZuSe/Imfc2SUuarMM6kv5P0hOS\nftRMGQ1s63OS/reT20i3c66kL6TPmz42ZmZmNjwcpDEzs1EtL6gQEddGxOuaKTMi7omIsRHxYrqN\n30j6aNUyYyPizuZqXZukA9P9UdX0tSQ9JGnfZsqNiHdFxOz21LJp7wc2ATaMiH9stbA0KPJSGiyr\nPP6v9Wp2nqRDJf221/UwMzOz7nOQxszMbHBcAqwPvLVq+nQggCsbKUyJfvkusDnw54hY0eiKktbK\nmXV/GiyrPN7dWhXNzMzMOqtfvpiZmZl1VXXzkzRD5d8l3SzpKUnnSNokbQq0TNIvJL0qXXaypEgz\nWE4F/g44M83WODNdJiS9Nn1+rqSvS/pJWtZ1kl6T2fY7Jd2WNvX5hqSrqzNzACLiWeAC4MNVsz4M\nfC8iVkh6laTLJT0s6bH0+cTMtn4j6VRJvwOeBrbMZgJJeo2kX0l6VNIjks6XtH7V9qZJWpiW/x1J\na+cc400lXZTW5S5Jn8xZ7vPATOCf0mN4uKQ1JH1G0uI0S+g8SetVHf/DJd0D/KpWuWVJ+pGkB9Lj\nf42kbTPzNkybYT0paa6kL2SzXCRtI+kqSX9N38MDSm7zeEl/Sc+HhZL+IZ3+t8C3gN3SY/F4Ov3l\nkv6fpHskPSjpW5LWSedtlL7Pj6f1uLaPgm9mZmbWAH+Am5mZrfI+YC9ga+DdwE+BGcDGJJ+ZqwUZ\nIuJE4FrgqDRb46icsg8EPg+8CrgDOBWSG2zgQuAEYEPgNuBNBXWcDbw/c4O+XlrXSnOlNYDvkGSm\nTAKeAc6sKuNg4AhgHLC4ap6A/wA2Bf4W2Az4XNUyBwF7A68hOVafqa5kGiT4P+CPwARgT+AYSXtX\nLxsRJwFfBH6YHsNzgEPTx9uBLYGxNfbjrWkdVyuzQT8FtgJeDdwAnJ+Z93XgKeBvgEPSR2Uf1wWu\nAr6Xrnsg8A1JU0ps8y8kwb31SM6L/5U0PiIWAR8H5qTHohIgO43kWO8EvJbkmM5M5x0LLCE5Tzch\nOWejgf03MzOzPuEgjZmZ2Sr/HREPRsR9JIGX6yLixjSD5cfAzi2U/eOIuD5tznM+yc02wD7ArRFx\ncTrva8ADeYVExO+AB4F/SCcdQNJM6KZ0/qMRcVFEPB0Ry0iCQdXNo86NiFsjYkVEvFBV/h0RcVVE\nPBcRDwOn11j/zIi4NyL+mpb/gRpVnQZsHBEnR8Tzaf88/0MSyCjjIOD0iLgzIpaTBLEOrGra9LmI\neCoinskpY9M0u6TyqJnlEhHfjohlEfEcSUBqR0nrKekY+n3ASenxXMiqYBjAvsDdEfGd9FjeCFwE\n1O1TJyJ+FBH3R8RLEfFD4HbgDbWWlSSSoNqnIuKv6fv6RVYdyxeA8cDmEfFC2t+SgzRmZmYDKK8N\nt5mZ2TB6MPP8mRqvx7ZQdjbw8nSmrE2BeyszIiJUfxSg80ibOJFkxZxXmSHpFcB/kfRT86p08jhJ\na1Y6Os5ur5qkTYAzSLI8xpH8oPNY1WLZ9Ren+1Btc9IgSWbamiTBrzI2ZWSWz2KS7y2b5NSjlvsj\nYmLRAmkg5lSSwMrGwEvprI2AddJtZreTfb45sGvVPq4FfLdOvZD0YeBfgcnppLHpNmvZGHgFMF+r\n+owWyfEE+ApJcOnn6fxZEXFavTqYmZlZ/3EmjZmZWetayVpYCmT7jFH2dY7vAntK2g14IyOb5xwL\nvA7YNSJeCbylUnTJ+n4xnb99uv6HqtaFpAlUxSTg/hrl3AvcFRHrZx7jImKfOvtWcT9JECS7nRWM\nDJy1I1vkg8B+wDtImh5NTqcLeDjdZvb9yO77vcDVVfs4NiI+UbRBSZuTZBUdRTKa1frALaw6ztX7\n9QhJkHDbzHbWi4ixAGkW0LERsSXwHuBfJe3ZwDEwMzOzPuEgjZmZDYMxktbOPNqdSfogSb8pzfgJ\nsL2k/dN6HUnS/0muiLgb+C3wfeCqiMhm6YwjuaF/XNIGwEkN1mccsBx4QtIE4N9rLHOkpIlp+ScC\nP6yxzPXAMknHSVpH0pqStpM0rWQ9vg98StIWksayqs+ahkd/qmMc8BzwKEm2yhcrM9LMo4uBz0l6\nhaRtGNlp8+XA1pIOljQmfUxLO/8tsi5JIOZhAEmHAdtl5j8ITJT0srQeL5EEdf5L0qvTdSZU+veR\ntK+k16YBvieAF1mVEWRmZmYDxEEaMzMbBleQBC4qj8+1ufwzSDrzfUzS1xpZMSIeIWlq82WSQMEU\nYB5J4KDIbJJMk/Oqpn+VpJnOI8AfaHBYbpJObF9PcrP/E5IgRbXvAT8H7iTpAPcL1QukAY59Sfre\nuSutz9kk2SplfJskY+iadP1ngX9pYD/KOo+kKdV9wEKSY5Z1FEmdH0jr833S9ybtG+adJH3D3J8u\n8yXg5UUbTPu2+U9gDklAZnvgd5lFfgXcCjwg6ZF02nEkHU7/QdKTwC9IMqYg6fT4FyTBtTnANyLi\n12UPgJmZmfUPuV85MzOz/pGOirQEOMg32v1H0peAv4mIQ+oubGZmZtYgZ9KYmZn1mKS9Ja0v6eUk\nwyeL1TM6rAckbSNpByXeABxOMtKXmZmZWdv1JEgjabqk2yTdIen4XtTBzMysj+xG0mzoEeDdwP4F\nw0pbd40jafL1FEnfO/8JXNrTGpmZmdmo1fXmTulQl38G9iJJ554LfCBtn21mZmZmZmZmNpR6kUnz\nBuCOiLgzIp4HfkAy9KWZmZmZmZmZ2dBq9xCkZUwA7s28XgLsWr2QpCOAIwDWXXfdXbbZZpvu1M7M\nzMzMzMxsiKx45glefOEZhFhw+5JHImLjXtepFyTttDbc+CxsFBGP9qIOvQjSlBIRs4BZAFpnasx/\nel6Pa2RmZmZmZmY2+px+0GXsPzXpgWTL6Scs7nF1emYbuHFd4BVJP4EqWlbSZsB5wCZAALMi4oxW\n69CL5k73AZtlXk9Mp5mZmZmZmZlZl6kwHDEcJO20AtgHuD15vWGdVVYAx0bEFOCNwJGSprRaj15k\n0swFtpK0BUlw5kDggz2oh5mZDanPLjyRU6acymcXnlhz/ilTTu3K9jstu3+V7dXa57y6VJZtZ13z\njnmRovcqO7+VetarVzfer6J6dGv79ZR9//qlvmZmZg347FuBNUn6Y7kUPgV8Jm/hiFgKLE2fL5O0\niKR7l5YGRep6Jk1ErACOAn4GLAIuiIhbu10PMzMbTpWbzGaCBZ2oh9VX71i1eizLrO/3y8zMbNTb\notLk53XJn/dJmpd5HJG3oqTJwM7Ada1WoutDcDdD60wNtnCfNGZm1rrPLjyRk6d/sXAZ3dPZz8aY\nJGZeOaOj2QbV+6l7Inff8/Y3JiW5z+2qa5lj34pm37fKfnaq/Ebk1aUb2y6j7LHq9PltZmbt9dWD\nL+U9r18EwJbTT5gfEVN7XKWukzQ/9ub1AI+/AK/6Fb+KiD1LrDcWuBo4NSIubrUefdtxsJmZWaOq\nmzHVuklsJEiQLaddTZQ+u/BEmJ7WoyoZtlb5Rc1fGsnuKAqQ5JYzvcQyOfXJ7ktleicDNNnt1Kpb\n4TLTV5/USPl526pep6jJWb261GvulbdMrfelkSZVqy1b8ljVWreR/59eNAmsZ9CDTu3MBmvmWDTb\n1NHMrJ9JGgNcBJzfjgANOJPGzMxGiUoQYuaVM1YGA2plHzSSSZPNJDl5+hdbzmaot+1a5RdlVpTN\nauiG6vpk96XX9axkdXQ6kwdWfw9rHZN2H4+icqvfl+z/R145We2sayPZNb3INqunX7KZmtWr97KV\n7Tsjy6x7zvjwJbx75z8BzqSBcpk0kgTMBv4aEce0qx4DnUmT94udmZlZnlOmnAoL62d1VDJeYNWy\nrf66X2abZcvP1q8fVNdnxK/mPa5nraylTinKPFk5r83Ho6jc6vel6BxsJcuorNLZFDnZZr008P0S\ntfG9bOq9aWL7ZbZT75pZJgvNzKxJuwMHAwsk3ZROmxERV7RS6EBn0uT9YmdmZsOnViZN0a+wRb/q\nFmWptPJ5U++X5Fr17XUWSquKMjfMzFpVL9um3rXezBLOpGm+T5p26/roTmZmZp1wypRTmXnljBHT\nioIDM6+csdrytZapNvC/pneZAzRm1kkNZ4eZWU0ODPSPgWvuNKJTyDodGjabwugLeuOcLmpmnVDU\nAXB2fjPLFHWgOqJz3zbUM1ummZm1V61rcJk+h8pcu83Mum3gmjtVOpIr88W500Nx2iru2M3MOqFy\nPa43RHR2maIv5tXlNNORbFGTpGabVxWV788kM7Nymu2w3N9jzeC/D/kxf7/TbYCbO0FvmzsNXCYN\nNP7LJpSPkPuXzuZkO3bzh1x3jJaMr3rDCJcasraJbVrn5A27Wz08dnZebhnTa5e5Uo2MykZS35tt\nilOqc9hqJT9bVuso059JZmalNNthub/Hmlk/GchMmqbKKJlV418sW+dfI7pjtJyr9YYRrpxP7dxf\ndxTYWdXvle6Jmp36VuaVKcPMzKwb/D3WhpUzaZxJ03VlhjV1Fk179NuQmdDfv4o0nSEySs7Vev93\nK8+nNu5vmWNe65zJW69b51e7sonK9N3Skqr3KltudeZKq1knZmZm7eSsGhtWa+AfMfuFO3FONdMv\ngQ2O0dI0qGI0nauDsi+j7Ryq1un9G5T32czMzMysl4amuRMUN3FwkGb069cmLm7W0Z8a6by1G6nR\n7bxGFXV8a2ZmZol+/e5o1gnfOPRipu/4Z8DNncDNnUprtTlSUWeVzd78lB1pajQatH3v20wIN+vo\nS4103tqNJn7t/F+rWV+fh2Zm1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EmafvoVaR5azn2SJEmSJGkKLcsTkl02eHj0W5NmyyR3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\nWQKWJEmSJEkrj+sGL78kM5JcnOT0Psdsl2RxkldP1N+4RZokR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/01may16',\n", " 'SalishSea_2h_20160501_20160510_dia1_T.nc',\n", " 'SalishSea_1h_20160501_20160501_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2PcYyk6bXzJQiS2JZNLjdmzw75kt+urY+jk/GJ5ar09Jya6jjsGSzX47d+jg+GdUziFrr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\nHBGPRsS9wH+QBJuqeAdwakR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DNupY37At67QEOC7JVcArgE8l2XOkSvtJ0lwB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\neT7wzaq6s6ruAL7BQwmR31XVee3y2cCiJGsBa1TVL9vyL41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6SdPdC2U8unuuDFdn536T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\nSZK0mrFII0nS4D5WVbdX1S10hZefVNWlbQTLaXSFi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9gbPTv88GDshMPz8ino+IvwD3kJxPNsYiYmZE3JL+/STJzdC6+DyxVCSeSl8u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\n2wTN02mGM3U7E9gnyZ+22/9F2zasqroNuDPJjm3TfiOs2n3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yY7i/adP592OuJ2iGjKmv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ABUXpaifG5K5Zr+qcqBqmGBmPJmY2ZmPdTK79jTD0uyO2acN5fTD2tjoVbjjoMblfYzMwtYHBFn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\nwGur6rqeC1wLvA44cNCgJUmSJEnS8HLh4OV2LHAUsHSAYw8Bv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/30jul16',\n", " 'SalishSea_2h_20160730_20160808_dia1_T.nc',\n", " 'SalishSea_1h_20160730_20160730_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/bH4YOJL0u8dtxCrSQO8+wKcyi/2dM+KUdHMzMzMzMzMzM7N+KnN3JzMzMzMz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urzSXYH9qqqTyXZGtiymWJKkiRJkiQtYjGVZmrcb9gGSX4X+BDw3mbRLsBIU3BLkiRJkiRpNEOD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\n1YN0Sagdk8zuOeZDVfX7quqXkLijjS65K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mZmZmNjIcpDEzMzMzMzMzKwEHaczMzMzMzMzMSsBBGjMzMzMzMzOzEnCQxszM\nzMzMzMysBBykMTMz64CklyTdLmm2pDskfVrSSum4nSV9vcG8kyW9v3e1zUfSA5LW7mL5K6y3pA9J\nOrPFMq6WtHPxtXvFcvaStEjSpZn3l3RQ3gWS/iLpPcXV0szMzIaFgzRmZmadeTYidoiIrYF9gLcD\nJwFExIyI+HiDeScDpQvS9MBkBmu9r4uI/YsoKCI+AEwvoiwzMzMbPg7SmJmZFSQiFgBHA8cqsSzr\nQtKb04yb2yXdJmk8cBrwxnTYp9IMk+sk3Zr+/U06715p5siPJf0xzcZQOm4XSb9Ps3huljRe0hhJ\nX5V0i6Q/SPporfpK+pmkmWkW0NF1pvlnSXemf59Mh02WdLek/0nnvULSKpn6/CFdp69KurNGsSus\ndzpsPUmXSbpX0lcyy/+2pBnpck6pUb/3Sjo9ff0JSfenrzeRdH36eoqka9J1vVzSxBbqWlc6/22S\nNpV0sqTz0s9vrqS/lfQVSbPS9RrXStlmZmY2mhykMTMzK1BE3A+MAV5bNeozwDERsQPwRuBZ4DiS\nLI0dIuK/gAXAPhGxE/A+INtUakfgk8BWwCbAnpJeBfwI+EREbA+8LS33KGBRROwC7AJ8RNLGNap7\nZERMAXYGPi7pNdmRkqYARwC7Abun5eyYjt4M+GaaQbQQ+Lt0+HeBj6br+VKdzVS93gA7pOu8LfA+\nSRukwz8XETsD2wFvlrRdVVnXpduT9P+fJa2fvr42DY58A3hPuq7nAF9soa41pQG07wAHRsT/pYM3\nBd4KvAv4PvDbiNiW5DN5Ryvlm5mZ2WhykMbMzKw3rgdOl/RxYEJELK0xzTjgfyTNAv6XJCBTcXNE\nzIuIl4HbSZoMbQHMj4hbACJicVruvsAHJd0O3AS8hiSoUu3jku4AbgQ2qDHNG4CfRsTTEfEUcDHL\nAyJ/iojb09czgcmSJgDjI+KGdPgPmm+WZa6KiEUR8RxwF7BROvxgSbcCtwFbV20TIuJRYLU0M2mD\ndJlvSut5Hck22ga4Mt0e/wZM6rCuWwLTgHdGxIOZ4b+KiBeBWSSBusvS4bNIPi8zMzOzhsb2uwJm\nZmbDRNImJFkZC0hu5gGIiNMk/RLYH7he0n41Zv8U8BiwPckPKc9lxj2fef0Sjc/hAv4pIi5vUM+9\nSDJv9oiIZyRdDazcoMxq1fVZpYV585Q3Ns3++QywS0Q8KencOnX8PUnGzxySwMyRwB7Ap4ENgdkR\nsUd2hjT1riteAAAgAElEQVRI0675aT12BB6pXoeIeFnSixER6fCX8TWXmZmZ5eBMGjMzs4JIWoek\nCcyZmRv0yrhNI2JWRHwZuAV4PbAEGJ+ZbA2SzJiXgcNIsjEamQNMlLRLuozxksYClwP/UOkHRdLm\nklatmncN4Mk0QPN6kuZM1a4DDpL0V+n8706H1RQRC4ElknZLBx1SZ9Lq9a5ndeBpYJGkdUk6Za7l\nOpJgzrUkGTdvAZ6PiEUk22gdSXsASBonaesW6lrLQpLmS19Kg11mZmZmhfCvOmZmZp1ZJW1GMw5Y\nCnwPOL3GdJ+U9BaSrIrZwK/S1y+lTY7OBb4F/ETSB0mayjzdaMER8YKk9wHfSDvufZYkO+YskuY1\nt6YdDD8OHFQ1+2XAxyTdTRLIuLFG+bem2Ss3p4POiojbJE1uUK2jSJpsvQxcAyyqMc0fqtb7yTrr\nd4ek24A/Ag+RNBmr5TqSpk7XRsRLkh5K56lso/cAX5e0Bsm1z9dIPoM8da0pIh6TdADwK0lH5p3P\nzMzMrBFV/dBnZmZm1jZJq6X91yDpOGBiRHyiz9WqKU9d00yZz0TEAQUu91zgkoj4cVFlmpmZ2XBw\ncyczMzMr0jvSR1rfSdJ57xf6XaEG8tT1BWAbSZcWsUBJFwBvZsX+hszMzMwAZ9KYmZmZmZmZmZWC\nM2nMzMzMzMzMzErAQRozMzMzMzMzsxJwkMbMzMzMzMzMrAQcpDEzMzMzMzMzKwEHaczMzMzMzMzM\nSsBBGjMzMzMzMzOzEnCQxszMzMzMzMysBBykMTMzMzMzMzMrAQdpzMzMzMzMzMxKwEEaMzOzNkh6\no6Q5bc67oaSnJI1pMM1TkjZpv4bdIelqSR/uQrmS9F1JT0q6uejyGyx3tqS9erU8MzMzs0YcpDEz\nM2tA0gOS3lY9PCKui4gt2ikzIh6MiNUi4qV0Ga8IfKTj72+v1rVJOiRdH1UNHytpgaQDilxei94A\n7ANMiohdOy1M0mRJkQa7npL0mKRLJO2TnS4ito6Iq3OWGZJe12ndzMzMzOpxkMbMzGx0/AyYALy5\navhUIIDLel6j5TYCHoiIp1udUdLYBqMnRMRqwPbAlcBPJX2ovSqamZmZdZeDNGZmZm2QtJekeZn3\nD0j6F0l/kPS0pLMlrSvpV5KWSPq1pDXTaStZHmMlfRF4I3BmmvFxZjrNsqwNSedK+qakX6Zl3SRp\n08yy95U0R9IiSd+SdE2tJkkR8RxwEfDBqlEfBH4QEUslrZlmnDyeNj26RNKkOtvgZEnfz7xftl7p\n+zXS7TBf0sOSvlCriZeko4CzgD3SbXBKOvwjku6T9BdJ0yWtl5knJB0j6V7g3oYfVrLuj0bEGcDJ\nwJclrZSWsyxTStKukm6QtDCt85mSXpWOuzYt6o60ju/LWcd/lHRv+rl9XtKmkn4vabGkizLlr51u\n64VpWddV6mhmZmajwyd/MzOz4vwdSZOdzYF3Ar8CTgDWITnnfrx6hoj4HHAdcGzaxOnYOmUfApwC\nrAncB3wRkpt74MfA8cBrgDnA3zSo43nAeyStks6/RlrX89LxKwHfJcls2RB4Fjiz+arXdC6wFHgd\nsCOwL1AreHQ28DHghnQbnCTprcCXgIOBicBc4IdVsx4E7AZs1UKdLgZeC9RqqvYS8ClgbWAPYG/g\nH9M6vimdZvu0jj/KWcf9gCnA7sC/AtOAvwc2ALYBDk2n+zQwj2RfWZdkv4kW1svMzMyGgIM0ZmZm\nxflGRDwWEQ+TBF5uiojb0gyWn5IEKtr104i4OSKWAhcAO6TD9wdmR8TF6bivA4/WKyQirgceA96d\nDjoYuCcibk/H/zkifhIRz0TEEpJgUHXzqKYkrZvW7ZMR8XRELAD+iyTYlMcHgHMi4taIeJ4kCLWH\npMmZab4UEX+JiGdbqNoj6f+1qkdExMyIuDEilkbEA8B/03jd89TxKxGxOCJmA3cCV0TE/RGxiCSI\nV9knXiQJ9GwUES+mfR45SGNmZjZiHKQxMzMrzmOZ18/WeL9aB2VnAy/PZMpaD3ioMiK9sZ9HY+ez\nvMnTYel7ACT9laT/ljRX0mLgWmBCrWZKTWwEjAPmp014FpIEPV6bc/71SDJTAIiIp4A/A+tnpnmo\neqYcKvP/pXqEpM3TJkePpuv+7yRZNZ3UMe8+8VWSDKkrJN0v6bic62NmZmZDxEEaMzOz/uskY2I+\nsKzPGEnKvq/je8DekvYgaYZzQWbcp0maAu0WEasDlWY+4pWeBv4q8/6vM68fAp4H1o6ICenf6hGx\ndY51giTjZaPKG0mrkjTnejgzTTvb7d3AApJmYdW+DfwR2Cxd9xOovd6t1DGXiFgSEZ+OiE2AdwH/\nLGnvVssxMzOzweYgjZmZWXPjJK2c+Wv0NKF2PAZs0ua8vwS2lXRQWq9jWDFY8gppU57fARcCV0ZE\nNktnPEmGx0JJawEnNSjqduBNkjZM+7Y5PrOM+cAVwH9KWl3SSmmnuXmbTl0IHCFpB0mvJslquSmt\ne8uUdOJ8bLo+x0fEyzUmGw8sBp6S9HrgH6rGV39OhdVR0gGSXpcG2RaR9I9Tq45mZmY2xBykMTMz\na+5SksBF5e/kgss/g6Qz3yclfb2VGSPiCeC9wFdImtpsBcwgyWJp5DySLJDzq4Z/DVgFeAK4kQaP\n5Y6IK4EfAX8AZgKXVE3yQeBVwF3AkyQdHE9stk5p2b8G/h/wE5JsoU3J359N1kJJTwOzSPrIeW9E\nnFNn2s8A7weWAP9Dsm5ZJwPnpc23Di6wjgCbAb8GngJuAL4VEb9tsywzMzMbUHKfdGZmZsMjfWzz\nPOADvsk3MzMzGyzOpDEzMxtwkvaTNCFtclPpR+XGPlfLzMzMzFrUlyCNpKmS5ki6z08vMDMz69ge\nwP+RNFF6J3BQi4+lNjMzM7MS6Hlzp/QRnvcA+5CkY98CHBoRd/W0ImZmZmZmZmZmJdKPTJpdgfsi\n4v6IeAH4IXBgH+phZmZmZmZmZlYa/QjSrA88lHk/Lx1mZmZmZmZmZtYXklaX9KX0QQx9MbZfC25G\n0tHA0QCrrrrqlC1ev3mfa2RmZmZmZmY2fJY+u5iXX3wOgDvvffiJiFinz1Xqi1M+f/Kis886h6/8\n55ePI3kQQ12SzgEOABZExDY1xgs4A9gfeAb4UETc2qwO/QjSPAxskHk/KR22goiYBkwDmLLzTnH9\nTb/rTe3MzMzMzMzMRsiTd17Gc4/eA8AmU4+f2+fq9IWk1bfdbht+dcUvOfzvj+CQ9xy6UkS83GCW\nc4EzgfPrjH87sFn6txvw7fR/Q/1I4bkF2EzSxpJeBRwCTO9DPczMzMzMzMyst88TKqtjj/zwkWyy\n6SZM2WUKNOk7NyKuBf7SYJIDgfMjcSMwQdLEZpXoeZAmIpYCxwKXA3cDF0XE7F7Xw8zMzMzMzMws\ndfCHjjwcgI9/4liAUyTNyPwd3WJ5bfXH25c+aSLiUuDSfizbzMzMzMzMzLKcSgO89MKY53jhxecY\nt/oYgMcjYu9eV6JvPRabmZmZmZmZmQ2pXP3xVnOQxszMzMzMzMysWNOBDyqxO7AoIuY3m6m0j+A2\nMzMzMzMzMysjSRcCewFrS5oHnASMA4iI75B08bI/cB/JI7iPyFOugzRmZmZmZmZmBVn84sJlr1cf\nN6GPNbFuiohDm4wP4JhWy3VzJzMzMzMzM7NR5n6DS8NBGjMzMzMzM7MCZLNozNoxcM2dqnf6256Y\n2XD6Hdee8opho5py1s4Bo9n2BXjzxOVPJbtm/lXsuPaUkd3GZmZmZmbWX63e9+S9d2nnfqp6Ht8n\nWTMDF6SBfIGDRtNmgwqjonJwaGXb5XXN/KtW2Ka3PTFzJLexmZmZmZkNp1YCNJV7rloJA2UVbu9U\nGgMVpFn84sJCggyVbI9R040ATcU1869a4X3RaX7djDg3qmsZI92LX1xYynqZDQJ35GdmZu2onD98\n7iinTu89irx3yd5z1QrWFJVZU6vO3j+Hw0AFaYqU/fJ0ErC57YmZ7Lj2lFcEQPKWWS9wUlQQqRuB\nmavmXl9z+N4b7bnCcosMhDkwsSJvD7PmqrP8YMVjojP+zMysVb4GK58y9QFT796r6HujejrbP51J\nUxYDFaSptdPXCxhUZAMHzcqt/uLkDXDUmi5PEKhR+UWkyBURoGm2fetNu/dGe64QwCpL5lLlwJX9\nb2aDpZXvbaNpa2VV+sLbzKz3yp6l4uvF4dHuD+vNymllnrLcF1l5KXl0d7lN2XmnuP6m3y1rUtNK\n4KBanqBN2TT7Ird6kGiUCdPJtq0uq5oPSGaDp5Ngb5Hf+W4218xydo2ZFS2b1Vcrw6+6yXi7Bjno\nnN0GzY7DtbZXp8fuWp9Ldlm+hh0s3bp2KfJapN5y8nxvi+obp3p9Jj74IOOXLAFgk6nHz4yInXMv\naEhImvnYsw/vBLBo4SI2n7jVbyKi4QFG0lTgDGAMcFZEnFY1fg3g+8CGJEky/xER321U5kBl0hTh\nqrnXD1ygpqgDQrMATFEBmnpaWY9enwwb1a0MJ+ZWt111JletXw2aZXsNUrR/kOrab82aWBZ5AdLJ\n96pXQZlq9S7UzczaUS8A041jzSg/LKPbx25fZwyOTq8fenX90W5Lg1oBmjx17td11bCTNAb4JrAP\nMA+4RdL0iLgrM9kxwF0R8U5J6wBzJF0QES/ULbdeJo2knXLU68WImJV7LdqUzaQpMpAwaMGaTnQz\nAHPFrLsB2HfbLZcN6+a2zXMz2SwKnh3f7kGr3ZvaWkGTYZQnYt9rZb+46vf2GQXVzTLz6MdNTvWN\n3ajcaA2zysMP/FkOj6IyYHqljPveiTeeCgzuNXnZrytGzSBeR3W6DxW5zs6kaT2TRtIewMkRsV/6\n/niAiPhSZprjgQ1IgjWTgSuBzSPi5XrlNsqkuQa4BVCDaTZOF9R3tQIFzRSdVdNJedVBlKLrVYTK\nNm42ft9tt+xqxlIR0eIiDmjtljGIJ5B2lHE9a9WpXrCtWxdeZdwuw6Cd41zeecpwY+OOKgdfre++\nM7esl8p2HKkEaKC718HdlOe6ot77WvM76NOeQb626iRLa5DXu8wq2/WpRU8BrCdpRmb0tIiYlnm/\nPvBQ5v08YLeqIs8EpgOPAOOB9zUK0EDjTJrfRMRbG86cY5oiNMqkqRU42HfbLVcIGFwx6+6mwZtG\nJ4PqgEPlfaML/LwnlyLKaLf8RpoFZJqpbO9BOcmatSJ7wVV9sdVuB+SWX7ebZtZTfTyrd3Od59f1\nRn0fQO11/MyUj5fqBqtVzfqc6EY/E/1QRHbFIK73KBm0DJqsMuxb2eBMM76OzKeVJsT1Mp2LDBL0\nIthU7wm7g6yV7daN9XYmTZJJc9lD03eCJEjznm3e3yyT5j3A1Ij4cPr+MGC3iDi2apo9gX8GNiXJ\npNk+IhbXK7duJk2e4EujaSSdAxwALIiIbdJhawE/Ism+eQA4OCKebLYcSKL/eQI01cMrr5tl2tTK\n/Mgur3rZrfTvUu8Ek6eMojJzsuptt2xwqyjtNC0wK7vsibH6JDlMFwtl1K8ATa1l17vZyVPHWvM2\nm+8/Zn6dU3c/sWnZZtY9tX4wHKTrm0HL3qps61rbOM+xtp3PZhA/31auPRo9IroojTKMOi2nlfH9\n1GjfrSdPsKzM6zyiHiZpylQxKR2WdQRwWiTZMfdJ+hPweuDmeoXm6jhY0nYkgZVl00fExU1mO5ck\ntef8zLDjgKsi4jRJx6XvP5unDlmdBBIaZdV06+K/WQCo1XmbTd9Io21XdICmlkHsuNnMWj8+duN7\n3s8ATS2Vzvva+QWy3ce5Vj+mtlnzhX4/NjZbt+zn9+aJew/czWI92fXo9/buRHZfKrJZTLvbpHr5\neff1bmab1frBEPp/bGr1OvHNE/du6diRd5vW+6z/Y+bX+cyUj+euYy3tbuMiPhtfuxZjlIIL1T/0\ntxqogf40fWvUx4nVdQuwmaSNSYIzhwDvr5rmQWBv4DpJ6wJbAPc3KrTpI7jTjJjtgNlApe1URMSR\nzWosaTJwSSaTZg6wV0TMlzQRuDoitmhWzpSdd4p//9kpy3b4IoIJrfRdMyx6EYSpyLt9fdJrjy8Y\nrNu6edNRxC+bo66SUVNpNlAvw6aVZgVl1Sx7qJV1LCoTqagHGbTzXehWYKteE55Ol1fkPrj3RnvW\nrU92Od3KOBuU71PeHwbrbafFLy7kP2Z+vel01Xb/n0OB+l0N1OuiYFD4usvyKLoriyIedpLXeg8+\nyGpu7tRSc6d0nv2Br5E8gvuciPiipI8BRMR3JK1HksAykSQWdlpEfL9RmXkyaXaPiK1yTJfHuhEx\nP339KLBuvQklHQ0cDbDBhssziIoKNLTT0fAg62aA5o6Z97D9lM3bmrfZRW6vTohlqUc9vfrlrrKe\ng5bqW2tblL3ORanVpLBe9l6jvrTqffbdkDfImKf/r2ayNwrVx8G8x//sfGU5Z5x446kNb5yajbfO\nFPU9aaecbgVpGtWl3WUWHdSoZIFYY3n3q3rZNNkATTuquxrIM21Zjq2N+Aey4VFUdwytHsPb2Yd6\nmoHUJHnDaouIS4FLq4Z9J/P6EWDfVsrMk0lzNvCfVc/6zlf4KzNpFkbEhMz4JyNizWbl7DBl+/jy\nz7/AVXOv70qwoWwnhjwdHbdaXpGqgzJ3zLxnhfGVcd3Yrs0ObO0c/Nq92G6lfXSr9R70rIFmHXHn\nmb9eoKjdG/dBvLAa9P2gl4o6ztUL6HRSVlbRx/fqsvMq23mvDPIGtcqSTdFqEK6oejdbbnUWRtn0\na7sNk15kZpf9GDWI1xSjppvXiZ1en5V1/1lv7lxWe+opwJk0kD+TphvyZNKcD9wg6VHgeZIUnYiI\n7dpY3mOSJmaaOy1oo4zS6uTXgG6d8IosNxuMqQ7M1Ft23qdr5ZXnoFjr5r4bN7utlNlOvQdZp+vS\nLHOoiMct9/sEOUyfd79047hZZJl5Orfvl6KDWsMgT/bRoN6w9/JpRGUO0ED5HkNddv06XnUzoF2E\ndjqFtd4oqv+ibt0/VJblfccayROkORs4DJjF8j5p2jUdOBw4Lf3/8w7LWyYbNKhkcuRthtPsRFA9\nvlH6fJ7yqqdtNLyTE1S3AjR5pq1s92zKa79Otr4Ztlq69VSIIpZrjZUhyGGJMjYF68QgPVr5mvlX\n5X78bJHHnUHaRrXkfUpaZT3bbSY5qMp0fO13U6g8166NmltXB3JqBXbK9gPSoCvyWNft6zUHaqyR\nPEGaxyNieqsFS7oQ2AtYW9I84CSS4MxFko4C5gIHt1puLbUCCK0EFaD2gbheAKbeuGbl9VJRJ9lW\nt6PZMCmyrxsHZ4pRphsIW1G/b6iKMEjf06vmXt+X+tZbZqPvZj9vsmsPP5QbP3Jh3flOvPHUXJlw\ng7yvVwzyMTVP3TvNbm/ner76O9Lsfd5x1XyDv6JBOn5XFBGoaZbVlecx9pWsobc/uyqrMa6j+lgx\n8vRJ8y1gAvALkuZOQK5HcBemUZ80rQYR2u3gthP1Du55T4ytnhyalVtrmzXqY6YdjbbzMFzUmI2i\nbh2zil6+lUujc2A39xWfa7qvTM3mWq3LFR/69rLX2eZPi19cyL7n/kNLZQ3ivubjaf1+w/JOW1bt\nPgigyCcv9jqANIgBmqxedl7cyNufXZXJLyVBGvdJ098+afIEab5bY3CuR3AXpRKk+ewlZ60wvN1g\nQhkCNa2eHJs1x8qrV5kxebbxIJ3wzEZdp8essjXhNCvaMJ/Thv27l82qqTxGuh3NApKdPG2u2WfQ\naTN7a2yYv9+94ObjzRUZJGuXgzTlCdI0be4UEUf0oiKt6iTY0Mkjo9vV6UmxiJNq2ZoulTE1Ggbj\nF9jsBR/k216DsF7WW7X2n6Iu4Bs1FShT5+pmRSnyx5d+GsXvWqXT6E7722m07Zo1ly/6OrHTHwfb\nUbnO3H7K5jWvtes9DdSGX7NHXtdrkjNsgZhG3EfN4JI0FTgDGAOcFRGn1ZhmL+BrwDjgiYh4c8My\n62XSSDo6IqY1qVDTaYpQnUlTVLBh1E4OvQzSFLVts784dfOCtqhfqLql1UfrVreZ79bjhDtR5Gda\na/16te/0W63+Eer1sdVoXyhqP8mrlcDiKN40mllv+VjTnm43kS+TYb6WsOK1m0GcN1DTjQDW/s+u\nykbOpGkpk0bSGOAeYB9gHnALcGhE3JWZZgLwe2BqRDwo6bUR0fAp142CNPcDn2k0L3BqRGzdaAFF\n2Hy7zeIbl55eeJAGBufE0Kl+ZNF0Y9t24wTZzaZnraQft9I2uszy3nznnbdRkKXV4NWgGcTPP69u\nZO+YmVn3deOaclCuxwfxWsJ6r5OnwjUL0nQzu8hBmraCNHsAJ0fEfun74wEi4kuZaf4RWC8i/i1v\nPRo1d7oGeGeT+a/Mu6Cy6kfTp14rWzOnTvS749JW6tDNacus0S8HeZ6K1srwoupVFsOyD+TRq3Wt\nPsa3k26f9xg67OcSMxtNvbiOHJSmUMP2dC8rXr2nA+fdX5o1DbOeW0/SjMz7aVUtidYHHsq8nwfs\nVlXG5sA4SVcD44EzIuL8RgutG6Qpa180o6DIwFE/AzSV9RjEPoCsc2X9DPIEa/rdvM7akz3eVY49\n1cPrzVPrGNXq8bPe9JWym5VXxHGyW8f8st4wmVn3DNOPfN0w7M2ph1UnWS6tll09rp3HuWcDNaPU\nR08/Vbbzc0ueA3ikgI6DxwJTgL2BVYAbJN0YEXUPsk07Di6Lbu6URQUROi0nezIclgyf7E3SMKyP\nDY88WT1laF5njWWDwdXDWy2nW/KWXS9gVIYbpeoAmJkNr7IccwbhWNNKn3h5Out30KcY7WSyt7Lt\n272Wa2dZDsyU3sPABpn3k9JhWfOAP0fE08DTkq4Ftifpy6amgQnSVHTrxNHvQE2t9Soy6GNmrWt0\n8VVUeda+PJkyg6js69Mo+8isbNxcsTVlOv4MSqCmWvZcX6/pS555a3EQp7luBlB8HWc13AJsJmlj\nkuDMIcD7q6b5OXCmpLHAq0iaQ/1Xo0IHLkjTTe2cDGr9ittqOWU6IZpZY/UCN918nLUt5+NleThY\nY2XXyvEiz7TDvq+X8fjaz0BNGYNErTx4YRQV2YdhN7mp3PCIiKWSjgUuJ3kE9zkRMVvSx9Lx34mI\nuyVdBvwBeJnkMd13Niq3aZBG0quBvwMmZ6ePiFPbXZkyazdQ08nyiq5PnnL7wRf0Nqya/WpmNsx8\nbLey3cyWPeu6jMp43ZhHo3oXkY0+KJ95Edce7QQNyhQ08vVX59TvCgyoiLgUuLRq2Heq3n8V+Gre\nMvNk0vwcWATMBJ7PW/Agq3XAb/R0kHplDMJBvR98QW82mBodG33Ms0E+tjuLork8Pypl9WN79eop\nRMO0LwxCcKbWNs97Ld5Ivc9xELZJNxQZ5Oj1U7AGMUDjbBprJE+QZlJETO16TUqunQN2UResw9p8\natgudMyGWb3jSnVTz4pufLcH5dg26vLuB3mm69av5M3Kbjb9KJ272v3e9Wp79eO4MCzXL4N0TO1G\nXWvto93oI3LUdfNBDNnm5oOoiG3TTmfEVn55gjS/l7RtRMzqem1GTLttpYt4VGxZDPIvr2ajot0g\nda0MRH/XR0s7T7ZqdZ5mWs2EbWXZw74/F7296ullM/OiDPKNexm2X9l4m3RXkZk1w9bEvKggSyHb\nODqqghWobpBG0iySj2oscISk+0maOwmIiNiuN1UcfO2maTYqb9iULU26cqNQ1guw6g6ry1rPXirz\n51U2jb5vRR5f/Iuktarbv5Z3s+xh2697ea1Rb1mNshvKoNfn4GbN8dstw6yXhiGw0g3tZNXU25Z5\nn06aXeYVs+5m93W3ZMO/mtBSHaw7GmXSHNCzWowAnxRbU33h0+sbuzJ/XrUeO9xs+9S7KR+WIE+t\nbTLo65RXvXTtWoHhelkKjcZ1Q687aDfrhXrZYxWD0n9Tmb5rZapLI40+02bn31rj8pTTaLj7Wile\n2b+3Zs1kM3aqgzMV7ji4POoGaSJiLoCk70XEYdlxkr4HHFZzxuXTbACcD6xLkpEzLSLOkLQW8COS\np0U9ABwcEU92sA42xFoJRBS1nFrD+31i7qSDvDzN41rpNLO6WUK726ZX2VNl+QyL0ErHna1m8JXt\n4r2d5i9m/Zb3O9ZOR8VFZZv4Br47imim16vmZWZWTq1k07SbkVSZzxlN5ZanT5qts28kjQGm5Jhv\nKfDpiLhV0nhgpqQrgQ8BV0XEaZKOA44DPttatW1UZW88i+yYudVpWr3IbVbHfgSgOi2nVvYK5Ps8\n6mVz5JXnxr1WfQctUNPpZzcoF+qDFDwy65Wi++Zpd3ozSwzidYQNnmZ91HQzuOJMmvZImgqcAYwB\nzoqI0+pMtwtwA3BIRPy4UZmN+qQ5HjgBWEXSYpZ/bi8A05pVNiLmA/PT10sk3Q2sDxwI7JVOdh5w\nNU2CNItfeKrZ4myE5MkC6fZJtBsXxdkmJ2Vvh99Is+BZEevUbhmDcIE1iJ95O3rdxMrMzKxTw5Sd\na+XmR3QPhjSB5ZvAPsA84BZJ0yPirhrTfRm4Ik+5K9UbERFfiojxwFcjYvWIGJ/+vSYijm+x8pOB\nHYGbgHXTAA7AoyTNoWrNc7SkGZJmPLvwmVYWZ8YdM+9Z9jdIstkpg1b3ap1my3RLnm3bi3pWN30Y\nhs+8VaO2vmZmNhx8/rJeqM6acROlUtoVuC8i7o+IF4AfkiSlVPsn4CfAgjyF5mnudIKkvwXeQNK3\nzHUR8bN8dQZJq6UV+mRELJaWJ1JFREiq+bCviJhGmrHz16+fGOADorXH+03/lHnb58n4KVtGlpmZ\nmZVDdeazs2usG3qaUeP2TrWsJ2lG5v20NE5RsT7wUOb9PGC3bAGS1gfeDbwF2CXPQvMEab4JvA64\nMH3/MUn7RMQxzWaUNI4kQHNBRFycDn5M0sSImC9pIjmjSWZm3dCPQImDM2ZmZoOvVofgzZ7S1ahT\ncJawscsAACAASURBVAd6hkeRTeOcQdNble390jMvAjwSEXt3WOTXgM9GxMvZhJVG8gRp3gpsGREB\nIOk8YHazmZTU4Gzg7og4PTNqOnA4cFr6/+e5ampm1mPdeAKVAzRmZmbDr5XHpucZBw7iDIpePZ22\naHIqTTseBjbIvJ+UDsvaGfhhGqBZG9hf0tJGrZPyBGnuAzYE5qbvN0iHNbMnyWO6Z0m6PR12Aklw\n5iJJR6VlHpyjLEcQzazvOvlVxMEZMzOz4dfN8707Li5Ot7ZlvT4Z/ZkNrVuAzSRtTBKcOQR4f3aC\niNi48lrSucAlzbqPyROkGQ/cLelmkj5pdgVmSJqeLvRdtWaKiN9Rv2VbpylDZmZ9Uy/Dpt5J2AEa\nMzMzK0o3Mn2HXaPMpl5sPwdqhlNELJV0LHA5ySO4z4mI2ZI+lo7/Tjvl5gnSnNhOwWZmo6JWWqsD\nM2ZmZtYLtfq1yWaKjFK/N+1cf7UaQBnWazw3dmpPRFwKXFo1rGZwJiI+lKfMpkGaiLhG0kbAZhHx\na0mrAGMjYkmeBZiZjZphPXmbmZlZuVVfgzR7X1FkU+5BDATlbf7UyTWes2ksr6ZBGkkfAY4G1gI2\nJekM5zu4yZKZmZmZmdnAaxR8qM7OKasi6tftdSxzoMaZNOWRp7nTMST90NwEEBH3SnptV2tlZmZm\nZmZmfddq4KIfzavKHkAya8VKOaZ5PiJeqLyRNJakA2EzMzMzMzOzmnoRPBm0AM2g1dd6L0+Q5hpJ\nJwCrSNoH+F/gF92tlpmZmZmZmQ26XjyWfNCUsd5yg6fSyNPc6TjgKGAW8FGSnovP6malzMzMzMzM\nbDjk7Zg3bzlmwyzP051elvQz4GcR8XgP6mRmZmZmZmZDxkGW5crcibD1V93mTkqcLOkJYA4wR9Lj\nkk7sXfXMzMzMzMzMhk+nQas7Zt7jwFefSZoqaY6k+yQdV2P8ByT9QdIsSb+XtH2zMhv1SfMpYE9g\nl4hYKyLWAnYD9vz/7N15uCVVeff978+mFRQEFYKMAkrUdgAUUGJUBJEGUYgxCFFEJUHzahQffZ4g\nJk4JSpL3JQ44PIgIKk5BVIKI4owjNIMyCzIICDQoswg03O8ftQ7s3px53KfP93Nd++qqVVWr7qq9\nep9z7r3WqiRvnfRVSJIkSZIkkyzzWJJFwEeB3YAlwL5JlvTtdjnw/Kp6GvCvwJFj1TtakmY/YN+q\nunyooKouA14FvHpi4UuSJEmSpH7T0aNmquK8wZOxPXBpVV3Wnoj9RWDP3h2q6qdVdVNb/Tmw8ViV\njjYnzeKqurG/sKpuSLJ4/HFP3a133sljZ/OEkiRJkiQNqP7EjHPcTI/77+td9wJsmGRZz+Yjq6q3\nJ8xGwFU961fTjT4ayQHAN8eKYbQkzd2T3CZJkiRJksZpOpIsU3mKlh1phvW7qtp5OipK8gK6JM1f\njrXvaEmarZLcOlz9wOqTjE2SJEmSJPUZb5JlrOFN/dvtYTNjrgE26VnfuJWtJMnTgaOA3arq92NV\nOuKcNFW1qKoeOcxrraqa1eFOkiRJkiQtBCMlYSb7NKfxJHXuuP3OCdcrzgC2TLJ5kocC+wAn9u6Q\nZFPgBGC/qhrXmzdaT5opSbI68CPgYe08x1fVu5M8GvgSsBlwBbB3z0Q6kiRJkiRpGvUPp+pP3MQB\nTxNWVSuSvAn4FrAIOLqqzk/yhrb9E8C7gMcAH0s3O/OKqtp2tHpnLEkD3AXsVFW3t4mGf5zkm8DL\ngO9W1WHtOeIHA/80g3FIkiRJkjRvzMREwFOZs0bDq6qTgZP7yj7Rs/x3wN9NpM7RHsE9JdW5va0u\nbq+ieyTVsa38WGCvmYpBkiRJkqT5bjoesz1aXT6Ce3DMWJIGIMmiJOcAy4FTq+oXwPpVdW3b5Tpg\n/RGOPTDJsiTLVtzuw6QkSZIkSQvHdCZmNH/M5HAnqupeYOsk6wBfTfLUvu2VpEY49kjgSICHP26d\nYfeRJEmSJGlVZaJm4ZnRnjRDqupm4PvAUuD6JBsAtH+Xz0YMkiRJkiTpwRztNDhmLEmTZL3Wg4Yk\nawC7ABfRPZJq/7bb/sDXZyoGSZIkSZKk+WImhzttABybZBFdMujLVXVSkp8BX05yAHAlsPcMxiBJ\nkiRJkkbhI7gHx4wlaarqV8A2w5T/Hth5ps4rSZIkSZI005IsBT4ELAKOqqrD+ranbd8d+CPwmqo6\na7Q6Z2VOGkmSJEmSpFVFGzX0UWA3YAmwb5IlfbvtBmzZXgcCHx+r3nmTpHFWa0mSJEmSpl8c7TQZ\n2wOXVtVlVXU38EVgz7599gQ+U52fA+sMPUhpJPMmSSNJkiRJkjRDbuXWu7ul5XcCLE6yrOd1YN/+\nGwFX9axf3comus9KZnLiYEmSJEmSNOCcOBiAwzjtuh1Zsg6ceSPAa6vqN7MdhD1pJEmSJEnSQvdt\n7lwBV98Ba6zGOBI01wCb9Kxv3Momus9KTNJIkiRJkqQFraqKzdeCX98C1/7xCeM45AxgyySbJ3ko\nsA9wYt8+JwKvTufZwC1Vde1olaaqJnUBsynJbcDFcx2HBtq6wI1zHYQGnu1EY7GNaCy2EY2H7URj\nsY1oLHPZRh5XVevN0bnnVHtk9hOq6pJx7r878EG6R3AfXVWHJnkDQFV9otV3BLCU7hHcr62qZaPW\nOU+SNMuqatu5jkODyzai8bCdaCy2EY3FNqLxsJ1oLLYRjcU2snA53EmSJEmSJGkAmKSRJEmSJEka\nAPMlSXPkXAeggWcb0XjYTjQW24jGYhvReNhONBbbiMZiG1mg5sWcNJIkSZIkSau6+dKTRpIkSZIk\naZVmkkaSJEmSJGkADHSSJsnSJBcnuTTJwXMdj+ZOkqOTLE9yXk/Zo5OcmuSS9u+jera9o7Wbi5Ps\nOjdRazYl2STJ95NckOT8JG9p5bYTAZBk9SSnJ/llayPvbeW2Ea0kyaIkZyc5qa3bRrSSJFckOTfJ\nOUmWtTLbie6XZJ0kxye5KMmFSXawjahXkie2z5Ch161JDrKdaGCTNEkWAR8FdgOWAPsmWTK3UWkO\nHQMs7Ss7GPhuVW0JfLet09rJPsBT2jEfa+1Jq7YVwNuqagnwbOCNrS3YTjTkLmCnqtoK2BpYmuTZ\n2Eb0YG8BLuxZt41oOC+oqq2ratu2bjtRrw8Bp1TVk4Ct6D5TbCO6X1Vd3D5DtgaeCfwR+Cq2kwVv\nYJM0wPbApVV1WVXdDXwR2HOOY9IcqaofAX/oK94TOLYtHwvs1VP+xaq6q6ouBy6la09ahVXVtVV1\nVlu+je6XoY2wnaipzu1tdXF7FbYR9UiyMfBi4KieYtuIxsN2IgCSrA08D/gUQFXdXVU3YxvRyHYG\nflNVV2I7WfAGOUmzEXBVz/rVrUwasn5VXduWrwPWb8u2nQUuyWbANsAvsJ2oRxvGcg6wHDi1qmwj\n6vdB4P8A9/WU2UbUr4DvJDkzyYGtzHaiIZsDNwCfbkMnj0ryCGwjGtk+wBfasu1kgRvkJI00btU9\nS97nyYskawJfAQ6qqlt7t9lOVFX3tm7FGwPbJ3lq33bbyAKWZA9geVWdOdI+thE1f9k+S3ajG177\nvN6NtpMFbzXgGcDHq2ob4A7akJUhthENSfJQ4KXAf/dvs50sTIOcpLkG2KRnfeNWJg25PskGAO3f\n5a3ctrNAJVlMl6A5rqpOaMW2Ez1I63b+fbox3bYRDXkO8NIkV9ANs94pyeewjahPVV3T/l1ON4fE\n9thO9ICrgatbb02A4+mSNrYRDWc34Kyqur6t204WuEFO0pwBbJlk85Zd3Ac4cY5j0mA5Edi/Le8P\nfL2nfJ8kD0uyObAlcPocxKdZlCR0Y78vrKrDezbZTgRAkvWSrNOW1wB2AS7CNqKmqt5RVRtX1WZ0\nv3d8r6pehW1EPZI8IslaQ8vAi4DzsJ2oqarrgKuSPLEV7QxcgG1Ew9uXB4Y6ge1kwVttrgMYSVWt\nSPIm4FvAIuDoqjp/jsPSHEnyBWBHYN0kVwPvBg4DvpzkAOBKYG+Aqjo/yZfpfhiuAN5YVffOSeCa\nTc8B9gPObXOOAByC7UQP2AA4tj0J4SHAl6vqpCQ/wzai0fk5ol7rA1/tvhtgNeDzVXVKkjOwnegB\n/wgc175svgx4Le1nj21EQ1qidxfg9T3F/sxZ4NINc5MkSZIkSdJcGuThTpIkSZIkSQuGSRpJkiRJ\nkqQBYJJGkiRJkiRpAJikkSRJkiRJGgAmaSRJkiRJkgaASRpJkqYgyb1JzklyfpJfJnlbkoe0bdsm\n+fAox26W5G9nL9rxSXJFknVnsP6VrjvJa5IcMcE6fpBk2+mP7kHn2THJLUlO7lk/aQr1HZfkD0le\nPn1RSpKkVYVJGkmSpubOqtq6qp4C7ALsBrwboKqWVdWbRzl2M2DgkjSzYDPm13WfVlW7T0dFVfVK\n4MTpqEuSJK16TNJIkjRNqmo5cCDwpnTu73WR5Pmtx805Sc5OshZwGPDcVvbW1sPktCRntddftGN3\nbD1Hjk9yUeuNkbZtuyQ/bb14Tk+yVpJFSf4zyRlJfpXk9cPFm+RrSc5svYAOHGGf/5XkvPY6qJVt\nluTCJJ9sx347yRo98fyqXdN/JjlvmGpXuu5WtmGSU5JckuQ/es7/8STL2nneO0x8f5Pk8Lb8liSX\nteUtkvykLT8zyQ/btX4ryQYTiHVE7fizkzw+yXuSHNvevyuTvCzJfyQ5t13X4onULUmSFiaTNJIk\nTaOqugxYBPxZ36a3A2+sqq2B5wJ3AgfT9dLYuqr+C1gO7FJVzwBeAfQOldoGOAhYAmwBPCfJQ4Ev\nAW+pqq2AF7Z6DwBuqartgO2Av0+y+TDhvq6qnglsC7w5yWN6NyZ5JvBa4FnAs1s927TNWwIfbT2I\nbgb+upV/Gnh9u857R7hN/dcNsHW75qcBr0iySSt/Z1VtCzwdeH6Sp/fVdVq7n7R/f59ko7b8o5Yc\n+Qjw8natRwOHTiDWYbUE2ieAPavqN6348cBOwEuBzwHfr6qn0b0nL55I/ZIkaWEySSNJ0uz4CXB4\nkjcD61TVimH2WQx8Msm5wH/TJWSGnF5VV1fVfcA5dEOGnghcW1VnAFTVra3eFwGvTnIO8AvgMXRJ\nlX5vTvJL4OfAJsPs85fAV6vqjqq6HTiBBxIil1fVOW35TGCzJOsAa1XVz1r558e+Lff7blXdUlV/\nAi4AHtfK905yFnA28JS+e0JVXQes2XombdLO+bwW52l09+ipwKntfvwzsPEUY30ycCTwkqr6bU/5\nN6vqHuBcukTdKa38XLr3S5IkaVSrzXUAkiStSpJsQdcrYzndH/MAVNVhSb4B7A78JMmuwxz+VuB6\nYCu6L1L+1LPtrp7lexn9Z3iAf6yqb40S5450PW92qKo/JvkBsPoodfbrj2eNCRw7nvpWa71/3g5s\nV1U3JTlmhBh/Stfj52K6xMzrgB2AtwGbAudX1Q69B7QkzWRd2+LYBvhd/zVU1X1J7qmqauX34e9c\nkiRpHOxJI0nSNEmyHt0QmCN6/kAf2vb4qjq3qv4dOAN4EnAbsFbPbmvT9Yy5D9iPrjfGaC4GNkiy\nXTvHWklWA74F/MPQPChJ/jzJI/qOXRu4qSVonkQ3nKnfacBeSR7ejv+rVjasqroZuC3Js1rRPiPs\n2n/dI3kkcAdwS5L16SZlHs5pdMmcH9H1uHkBcFdV3UJ3j9ZLsgNAksVJnjKBWIdzM93wpQ+0ZJck\nSdK08FsdSZKmZo02jGYxsAL4LHD4MPsdlOQFdL0qzge+2ZbvbUOOjgE+BnwlyavphsrcMdqJq+ru\nJK8APtIm7r2TrnfMUXTDa85qEwzfAOzVd/gpwBuSXEiXyPj5MPWf1XqvnN6Kjqqqs5NsNkpYB9AN\n2boP+CFwyzD7/Krvum8a4fp+meRs4CLgKrohY8M5jW6o04+q6t4kV7Vjhu7Ry4EPJ1mb7nefD9K9\nB+OJdVhVdX2SPYBvJnndeI+TJEkaTfq+6JMkSZq0JGu2+WtIcjCwQVW9ZY7DGtZ4Ym09Zd5eVXtM\n43mPAU6qquOnq05JkrRqcLiTJEmaTi9uj7Q+j27y3n+b64BGMZ5Y7waemuTk6ThhkuOA57PyfEOS\nJEmAPWkkSZIkSZIGgj1pJEmSJEmSBoBJGkmSJEmSpAFgkkaSJEmSJGkAmKSRJEmSJEkaACZpJEmS\nJEmSBoBJGkmSJEmSpAFgkkaSJEmSJGkAmKSRJEmSJEkaACZpJEmSJEmSBoBJGkmSJEmSpAFgkkaS\ntMpK8twkF0/y2E2T3J5k0Sj73J5ki8lHOHuSfDPJ/uPc94okLxxh245Jrp5kDGsk+Z8ktyT578nU\nMciS/CDJ37XlVyb59jiPG/e+kiRp1WaSRpI0742UVKiq06rqiZOps6p+W1VrVtW97Rz3/wHes8+a\nVXXZ5KIeXpJ92vWkr3y1JMuT7DGZeqtqt6o6dnqinLSXA+sDj6mqv5lqZS1hVEm+2le+VSv/wVTP\nMVlVdVxVvWi695UkSas2kzSSJA2WrwHrAM/vK18KFHDKRCpLZ1B+3j8O+HVVrZjogUlWG2HTDcAO\nSR7TU7Y/8OtJxCdJkjSnBuWXNkmSpl3/0JzWQ+V/J/lVkjuSfCrJ+m0o0G1JvpPkUW3fzVpvjNWS\nHAo8FziiDXE6ou1TSZ7Qlo9J8tEk32h1/SLJ43vO/aIkF7ehPh9L8sP+njkAVfUn4MvAq/s2vRr4\nfFWtSPKoJCcluSHJTW15455z/SDJoUl+AvwR2KJvKM7jk3wvye+T3JjkuCTr9J1vuyQXtPo/nWT1\nEe7xhkm+0mK5PMmbR9jvvcC7gFe0e3hAkock+eckV7ZeQp9Jsnbf/T8gyW+B7w1XL3A3XWJrn3bc\nIuAVwHF9539SklOT/KG9D3v3bNu9XettSa5J8vaebX+f5NJ23IlJNuzZtkuSi9p7egSQnm2vSfLj\nnvVK8oYklyS5ubWV9O/b2+56ju19716T5CdJ/qvVc1mSv2jlV7X7uH/PsSNemyRJGjwmaSRJC81f\nA7sAfw68BPgmcAiwHt3PxQclGarqncBpwJvaEKc3jVD3PsB7gUcBlwKHAiRZFzgeeAfwGOBi4C9G\nifFY4OVJ1mjHr91iHRqu9BDg03Q9UzYF7gSO6KtjP+BAYC3gyr5tAT4AbAg8GdgEeE/fPq8EdgUe\nT3ev/rk/yHQ9dP4H+CWwEbAzcFCSXfv3rap3A+8HvtTu4aeA17TXC4AtgDWHuY7ntxgfVGePz/BA\nUmtX4Dzgdz1xPgI4Ffg88Gd079PHkixpu3wKeH1VrQU8lZYQSrIT3X3aG9iA7j5+sW1bFzih3Zd1\ngd8AzxklRoA9gO2Ap7c6R7um0TwL+BVdW/p8i2k74AnAq+iSiWuOdm2SJGkwmaSRJC00H6mq66vq\nGrrEyy+q6uzWg+WrwDZTqPurVXV6G85zHLB1K98dOL+qTmjbPgxcN1IlVfUT4Hrgr1rR3nTDhM5p\n239fVV+pqj9W1W10yaD+4VHHVNX5VbWiqu7pq//Sqjq1qu6qqhuAw4c5/oiquqqq/tDq33eYULcD\n1quq91XV3W1+nk/SerWMwyuBw6vqsqq6nS6JtU9WHtr0nqq6o6ruHKmSqvop8OgkT6RL1nymb5c9\ngCuq6tPtfpwNfAUYmhfnHmBJkkdW1U1VdVZPfEdX1VlVdVeLb4ckm/HAe3p8u78fZJT3tDmsqm6u\nqt8C3+eB9jFRl7druRf4El2S7X3t/fw2Xe+iJ4xxbZIkaQCZpJEkLTTX9yzfOcz6mkxe7x/pf+yp\na0PgqqENVVXAWE9I6u0dsh89iYckD0/yf9swoVuBHwHrZOUnUV3FCNIN8fpiG/5yK/A5ut4gvXqP\nv7JdQ7/HARu2YTc3J7mZrlfS+mNc25ANWbmXz5XAan3Hj3gdfT4LvImuV85X+7Y9DnhWX5yvBB7b\ntv81XdLlyjYMbYfh4muJpN/T9Roa7j0dK9aR2sdE9bdZqmqkdjzStUmSpAFkkkaSpPGpKRx7LdA7\nZ0x610fwWWDn9kf1s1l5jpW3AU8EnlVVjwSeN1T1OON9f9v+tHb8q/qOha53xpBN6Rk+1OMqul4d\n6/S81qqq3ce4tiG/o0ug9J5nBSsnIcZ73z8L/D/AyVX1x2Hi/GFfnGtW1T8AVNUZVbUn3VCor9HN\nCfSg+NqwqccA19C9p5v0bAsr37PJuqP9+/CesscOt+N4jHJtkiRpAJmkkSStKhYnWb3nNdLTgCbr\nerp5UybjG8DTkuzV4nojY/zhXVVXAD8GvgCcWlW9vTDWoustcXOSRwPvnmA8awG3A7ck2Qj438Ps\n88YkG7f630k3rKbf6cBtSf4pyRpJFiV5apLtxhnHF4C3Jtm8zaEyNGfNhJ/+VFWX0w3Zeucwm08C\n/jzJfkkWt9d2SZ6c5KFJXplk7TZs6Vbgvp74Xptk6yQPa/H9or033wCekuRl7T19M1NIpvRcxw10\nSaBXtfv5Orp5gSZsjGuTJEkDyCSNJGlVcTJd4mLo9Z5prv9DdJP53pTkwxM5sKpupJv/5D/ohsss\nAZYBd41x6LF0PTn651j5ILAGcCPwcyb4WG66yY2fAdxCl2w4YZh9Pg98G7iMblLcf+vfoc2Jsgfd\n3CqXt3iOAtYeZxxH0/WA+VE7/k/AP07gOvrj+XFVPajHT5u350V0c+X8jm7Y0b8DD2u77Adc0YZ+\nvYFuKBRV9R3gX+jmr7mWLlmyT9s29J4eRveebgn8ZLKx9/l7usTZ74GnAD+dQl3DXpskSRpM6YZQ\nS5Kk2dKeinQ18Mqq+v5cxyNJkqTBYE8aSZJmQZJdk6zThs0cQjcHzM/nOCxJkiQNkDlJ0iRZmuTi\nJJcmOXguYpAkaZbtQDds6EbgJcBeoz1WWpIkSQvPrA93ao8H/TWwC11X7zOAfavqglkNRJIkSZIk\naYDMRU+a7YFLq+qyqrob+CKw5xzEIUmSJEmSBEB7AuTL5zKG6X486XhsBFzVs3418Kz+nZIcCBwI\n8IhHPOKZT3rSk2YnOkmSJEmSFpAVd97Mvff8CYDzLrnmxqpab45DmhN7wt0nA3+XcFRVRts3ySZ0\nT+BcHyjgyKr60FRjmIskzbhU1ZHAkQAbbrtB7b5s15W2v2/p+8dVz7tOOWTaY1uoxnvPh3jvtVD9\n65JDAfiXC945x5GsWib6GSRJC8Vwv3P5mTl9/J12fpjPbX68bWwmr3H50r2548nbALDF0ndcOWMn\nGmBJFj8W2Bf44fgOWQG8rarOSrIWcGaSU6c6lctczEmzA/Ceqtq1rb8DoKo+MNIx266dWrbDLAUo\nSVP0rlMO4V+XHEptOmryXZIkSRoIy5e+gjuevDUAWyx9x5lVte0chzTrkrz2uXD0znRzslwEO1TV\nuJ/EmeTrwBFVdepU4piLnjRnAFsm2Ry4BtgH+Ns5iEOSZsT7lr4fLgCWznUkkiRJksbpH4b6hjwP\nuAj+F7D3eA5MshmwDfCLqQYx60maqlqR5E3At4BFwNFVdf5sxyFJM2k+d7mVJEnSAmMHcIBF/95m\nWbn5HjjyezwtybKe7Ue2aVlWkmRN4CvAQVV161SDmJM5aarqZODkuTi3JEmSJEnSGH5XVTuPtkOS\nxXQJmuOq6oTpOOlcPIJbkiRJkiRp3koS4FPAhVV1+HTVa5JGkiRJkqSFLI53moTnAPsBOyU5p712\nn2qlA/sIbkmSJEmS5ovRHqXtfIWrnqr6MTMwm49JGkmSJEmSpuhflxw64rb3bTroSRp70gyKeZWk\nGS0zOR36s5vTeb6J1j0dmdaZvl+jMVMsSZIkaTbN5d8/ACwZedNwsU3X33z+7bVqmVdJmtEyk9Nh\nuOzmdJ2zt+53nXLIqPX+ywXvnJZzzvT9GtUFJmokSZIkzY6x/saaa8PFNtXeNUPXPFSPCZtVw7xK\n0sy0/uzmdP4nn0hW91+XHAoXTMNJR8nkzrRpuwZphgzXu202fqjN+Tc8A2A6ei0O915N9d76S42k\nQTDaz6OJfM75mTY9xnvPR/rZNtr70F/3fHzPRusdMhO/W432fgxygmYkvdczkXs1dNzQNa+0Psm/\nwXY8Z3U2v35yx2p6+XSnOTAfP0AkSZI0s0b7A3RVT/LP9+sbz3s3369Rg82/MVcdqaq5jmFM266d\nWrYD5LeDH6uk+aE2XXlytPy2+JcL3sn7lr5/RnvV+Dk2/L2fqKH3aqr1jBaXJM22oc+x4T6PJvoZ\nN98+0/LbGsiYJ3Lfh+LvHXZTm+b+3yt6r3G4oTmDeP2jGWl40dDP6Jl4T1fl36Mmcq9m4j58dP8T\n2G3rXwOwxdJ3nFlV2077SQZckjNrV54BcPM98Kjv8b2q2nm245g3w53edcohczp8R9Kq5UHfZi15\noIvojA7X83Ns2Hs/UcO+R1O8t4P02MzJdn+WNDtmrEfEklHqn+Bn3KAPpRnuZ8FA9jSZwH3vH4Iy\nVHb/z6wlw+/Tf/x8MVLPjeGud9qswr9HjfV/dqXtq/B90DzqSbP7LYM9EZQkadU1XM+dmdT7Ddl8\n+2ZVWggGfYLS4cz259hYVuUeEdJ06O/hPdP/Z+xJY08aSZLmjbF6V/VOkjgeY06evOTB26byx9Vs\nfzs7nomdx7oHk7neQek5MF2TYWuw9L6v8y1BMyjsCSCN34N6eM/w/5n4ndDAGLEnTZJnjOP4e6rq\n3OkN6cHsSSNJGmRDvV3G+y1X/zfa4/lWfrLfgs/FN/7jmTNorLmJJtODaDrqmKrJ3u9B6+WgB1sV\nen7MdTtbFe6htKr62GtOYOlW9qQZhJ40oyVpbgPOAEb7DWfzqtpsBuJaybZrp87cyA91SdJgGpoY\nciJ/nPcmEMb7h8t0JC5my1hJmP4/FleVJM1U7rdD2wbbqpJgmKt2Nh+HiEkLycdfewK7Pt0kzSAk\naUYb7nRGVe002sFJvjfN8UiSNO9M5o+PyXT7n9SwpTkaUjDWBNEPGkLWt71/mFfvU9dGvA8jjmC2\n9AAAIABJREFU1NFrOnoRjPo+TOF+j+f9na+9bcaamLv/qXoDOXRtFRmeM9J70f//ayL3fDxt1wSN\nJI3PjE0cnORoYA9geVU9tZU9GvgSsBlwBbB3Vd00Vl32pJEkaWHqHUo2mR5LI9U3FXPZo2K+9rYZ\n7Z7VphnYRxOvKr1nxqN/2OZcPw5Y0uyyJ8386ElzvyRPp0us3L9/VZ0wxmHHAEcAn+kpOxj4blUd\nluTgtv5PY53/d1s+Fv44nkglSdKq5P5v6JdMz3CJqT5q/V2nHDKnPSqmMpH0dEwgPd7zjtWT6kH7\nztKjiScc/yrSe2Y8+q95Qvd8Ad0naVWVmGwdFGP2pGk9Yp4OnA/c14qrql43ZuXJZsBJPT1pLgZ2\nrKprk2wA/KCqnjhmPWtsW2y+bKzdJEmSJm2sngODNKfGXM1PNN7zDtK96jXe+O0ZImmh+cTrvsKL\nnnYJYE8aGPyeNM+uqunKj69fVde25euA9UfaMcmBwIEArLbpNJ1ekiRpeGP1HBikpMNY84oMu+8M\n93aYD4+oHm2eolVx/hlJGq9gcnpQPGQc+/wsybT/qKquC8+ILaGqjqyqbatqW1Zbb7pPL0mStJJB\nTSxMxXQNE1pVrIrvsSRp1TKenjSfoUvUXAfcRfdI7qqqp0/ifNcn2aBnuNPySdQhSZI0I+bLH/Ej\nxfm+Td8/rv1mwry9dxd0vWnmS/ySpMEw3MOSpsN4kjSfAvYDzuWBOWkm60Rgf+Cw9u/Xp1ifJEmS\nmolM2Dst9c/guWbL/Y+Dn6fxS9J0yPx8eOBcO4YHPyxpysaTpLmhqk6caMVJvgDsCKyb5Grg3XTJ\nmS8nOQC4Eth7ovVKkiRpeDPdG2RV7W2yql6XJGnmVNWP2sOSptV4kjRnJ/k88D90w52GAhr1EdxV\nte8Im2Z9dmRJkiRJkjQ8H8E9rA2T9D5m+siqOnKmTzqeJM0adMmZF/WUFTBqkkaSJEmSJGm+GBrW\n+6eb/wSPOvx3A/kI7qp67WwEIkmSJEmStJCN+AjuJAeOdfB49pEkSZIkSYPLeYMHx2g9aQ5OcuMo\n2wO8BZjxMVmSJEmSJEmDYriHJVXVp6Za72hJmh8CLxnj+FOnGoAkSZIkSZo7Thw8caM8LGlKRkzS\nOBeNJEmSJEnS7BlxThpJkiRJkiTNHpM0kiRJkiQtYMHhToPCJI0kSZIkSdIAGG3iYACSPAz4a2Cz\n3v2r6n0zF5YkSZIkSZoN8RncA2PMJA3wdeAW4EzgrpkNR5IkSZIkaWEaT5Jm46paOuORSJIkSZIk\nLWDjmZPmp0meNuORSJIkSZKkWZc4cfCgGLEnTZJzgWr7vDbJZXTDnQJUVT19dkKUJEmSJEla9Y02\n3GmPWYtCkiRJkiTNCScOHhwjDneqqiur6krg34aWe8vGqjjJJkm+n+SCJOcneUsrf3SSU5Nc0v59\n1PRdjiRJkiRJ0vw0njlpntK7kmQR8MxxHLcCeFtVLQGeDbwxyRLgYOC7VbUl8N22LkmSJEmS5kBw\nTppBMWKSJsk7ktwGPD3JrUlua+vL6R7LPaqquraqzmrLtwEXAhsBewLHtt2OBfaa4jVIkiRJkiTN\ne6MNd/pAVa0F/GdVPbKq1mqvx1TVOyZykiSbAdsAvwDWr6pr26brgPVHOObAJMuSLGPFDRM5nSRJ\nkiRJ0rwz2sTBQw5J8jLgL+me9nRaVX1tvCdIsibwFeCgqro1PTMSVVVlhGd9VdWRwJEAWWNb+15J\nkiRJkjQDnDh4cIxnTpqPAm8AzgXOA96Q5KPjqTzJYroEzXFVdUIrvj7JBm37BnTDpyRJkiRJkha0\n8fSk2Ql4clUVQJJjgfPHOihdl5lPARdW1eE9m04E9gcOa/+OOb+NJEmSJEmaGSMMcNEcGE9PmkuB\nTXvWN2llY3kOsB+wU5Jz2mt3uuTMLkkuAV7Y1iVJkiRJkuaNJEuTXJzk0iTT8uTq8fSkWQu4MMnp\ndHPSbA8sS3IiQFW9dLiDqurHwEgj23aeRKySJEmSJElzLskiuulhdgGuBs5IcmJVXTCVeseTpHnX\nVE4gSZIkSZIGl/MGT8r2wKVVdRlAki8CewIzm6Spqh8meRywZVV9J8kawGpVddtUTixJkiRJkjQo\n/nXJod3CvTcDh2+YZFnP5iPbU6iHbARc1bN+NfCsqcYwZpImyd8DBwKPBh4PbAx8AocsSZIkSZI0\n7zlx8LB+V1WznvcYz8TBb6SbBPhWgKq6BPizmQxKkiRJkiRpgF1D92ClIRu3sikZT5Lmrqq6e2gl\nyWp0EwhLkiRJkiQtRGcAWybZPMlDgX2AE6da6XgmDv5hkkOANZLsAvw/wP9M9cSSJEmSJGnuxZmD\nJ6yqViR5E/AtYBFwdFWdP9V6x5OkORg4ADgXeD1wMnDUVE8sSZIkSZI0X1XVyXQ5kmkznqc73Zfk\na8DXquqG6Ty5JEmSJEmaW3FGk4Ex4pw06bwnyY3AxcDFSW5I8q7ZC0+SJEmSJGlhGG3i4LfSPdVp\nu6p6dFU9mu6Z389J8tZZiU6SJEmSJGmBGC1Jsx+wb1VdPlRQVZcBrwJePdOBSZIkSZKkmefEwYNj\ntCTN4qq6sb+wzUuzeOZCkiRJkiRJWnhGS9LcPcltkiRJkiRpnnDi4MEx2tOdtkpy6zDlAVafoXgk\nSZIkSZIWpBGTNFW1aDYDkSRJkiRJWshGG+40JUlWT3J6kl8mOT/Je1v5o5OcmuSS9u+jZioGSZIk\nSZI0OicOHhwzlqQB7gJ2qqqtgK2BpUmeDRwMfLeqtgS+29YlSZIkSZIWtBlL0lTn9ra6uL0K2BM4\ntpUfC+w1UzFIkiRJkqTROXHw4JjJnjQkWZTkHGA5cGpV/QJYv6qubbtcB6w/wrEHJlmWZBkrbpjJ\nMCVJkiRJkubcjCZpqureqtoa2BjYPslT+7YXDJ+yq6ojq2rbqtqW1dabyTAlSZIkSZLm3IwmaYZU\n1c3A94GlwPVJNgBo/y6fjRgkSZIkSdKDOXHw4JjJpzutl2SdtrwGsAtwEXAisH/bbX/g6zMVgyRJ\nkiRJ0nyx2gzWvQFwbJJFdMmgL1fVSUl+Bnw5yQHAlcDeMxiDJEmSJEkaReLEwYNixpI0VfUrYJth\nyn8P7DxT55UkSZIkSZorSf4GeA/wZGD7qlo23mNnZU4aSZIkSZKkBeI84GXAjyZ64EwOd5IkSZIk\nSQPOeYOnV1VdCJBJzMhsTxpJkiRJkrTQ3cuK33dLd/8GYO0ky3peB85GEPakkSRJkiRpAXPiYAA+\nziV/tV03he4XAd5UVT8faeck3wEeO8ymd1bVpJ9ibZJGkiRJkiQtdJ+DS46GzYEVjJagAaiqF85E\nEA53kiRJkiRJC1pV3QPPAr4APH/O4kjV4HdrSnIbcPFcx6GBti5w41wHoYFnO9FYbCMai21E42E7\n0VhsIxrLXLaRx1XVenN07jmVZDGwZ1UdP8V6/gr4CLAecDNwTlXtOq5j50mSZllVbTvXcWhw2UY0\nHrYTjcU2orHYRjQethONxTaisdhGFi6HO0mSJEmSJA0AkzSSJEmSJEkDYL4kaY6c6wA08GwjGg/b\nicZiG9FYbCMaD9uJxmIb0VhsIwvUvJiTRpIkSZIkaVU3X3rSSJIkSZIkrdJM0kiSJEmSJA2AgU7S\nJFma5OIklyY5eK7j0dxJcnSS5UnO6yl7dJJTk1zS/n1Uz7Z3tHZzcZJxPY9e81uSTZJ8P8kFSc5P\n8pZWbjsRAElWT3J6kl+2NvLeVm4b0UqSLEpydpKT2rptRCtJckWSc5Ock2RZK7Od6H5J1klyfJKL\nklyYZAfbiHoleWL7DBl63ZrkINuJBjZJk2QR8FFgN2AJsG+SJXMblebQMcDSvrKDge9W1ZbAd9s6\nrZ3sAzylHfOx1p60alsBvK2qlgDPBt7Y2oLtREPuAnaqqq2ArYGlSZ6NbUQP9hbgwp5124iG84Kq\n2rqqtm3rthP1+hBwSlU9CdiK7jPFNqL7VdXF7TNka+CZwB+Br2I7WfAGNkkDbA9cWlWXVdXdwBeB\nPec4Js2RqvoR8Ie+4j2BY9vyscBePeVfrKq7qupy4FK69qRVWFVdW1VnteXb6H4Z2gjbiZrq3N5W\nF7dXYRtRjyQbAy8Gjuopto1oPGwnAiDJ2sDzgE8BVNXdVXUzthGNbGfgN1V1JbaTBW+QkzQbAVf1\nrF/dyqQh61fVtW35OmD9tmzbWeCSbAZsA/wC24l6tGEs5wDLgVOryjaifh8E/g9wX0+ZbUT9CvhO\nkjOTHNjKbCcasjlwA/DpNnTyqCSPwDaike0DfKEt204WuEFO0kjjVt2z5H2evEiyJvAV4KCqurV3\nm+1EVXVv61a8MbB9kqf2bbeNLGBJ9gCWV9WZI+1jG1Hzl+2zZDe64bXP691oO1nwVgOeAXy8qrYB\n7qANWRliG9GQJA8FXgr8d/8228nCNMhJmmuATXrWN25l0pDrk2wA0P5d3sptOwtUksV0CZrjquqE\nVmw70YO0buffpxvTbRvRkOcAL01yBd0w652SfA7biPpU1TXt3+V0c0hsj+1ED7gauLr11gQ4ni5p\nYxvRcHYDzqqq69u67WSBG+QkzRnAlkk2b9nFfYAT5zgmDZYTgf3b8v7A13vK90nysCSbA1sCp89B\nfJpFSUI39vvCqjq8Z5PtRAAkWS/JOm15DWAX4CJsI2qq6h1VtXFVbUb3e8f3qupV2EbUI8kjkqw1\ntAy8CDgP24maqroOuCrJE1vRzsAF2EY0vH15YKgT2E4WvNXmOoCRVNWKJG8CvgUsAo6uqvPnOCzN\nkSRfAHYE1k1yNfBu4DDgy0kOAK4E9gaoqvOTfJnuh+EK4I1Vde+cBK7Z9BxgP+DcNucIwCHYTvSA\nDYBj25MQHgJ8uapOSvIzbCManZ8j6rU+8NXuuwFWAz5fVackOQPbiR7wj8Bx7cvmy4DX0n722EY0\npCV6dwFe31Psz5wFLt0wN0mSJEmSJM2lQR7uJEmSJEmStGCYpJEkSZIkSRoAJmkkSZIkSZIGgEka\nSZIkSZKkAWCSRpIkSZIkaQCYpJEkaQqS3JvknCTnJ/llkrcleUjbtm2SD49y7GZJ/nb2oh2fJFck\nWXcG61/pupO8JskRE6zjB0m2nf7oHnSeHZPckuTknvWTplDfcUn+kOTl0xelJElaVZikkSRpau6s\nqq2r6inALsBuwLsBqmpZVb15lGM3AwYuSTMLNmN+XfdpVbX7dFRUVa8ETpyOuiRJ0qrHJI0kSdOk\nqpYDBwJvSuf+XhdJnt963JyT5OwkawGHAc9tZW9tPUxOS3JWe/1FO3bH1nPk+CQXtd4Yadu2S/LT\n1ovn9CRrJVmU5D+TnJHkV0leP1y8Sb6W5MzWC+jAEfb5X0nOa6+DWtlmSS5M8sl27LeTrNETz6/a\nNf1nkvOGqXal625lGyY5JcklSf6j5/wfT7Ksnee9w8T3N0kOb8tvSXJZW94iyU/a8jOT/LBd67eS\nbDCBWEfUjj87yeOTvCfJse39uzLJy5L8R5Jz23UtnkjdkiRpYTJJI0nSNKqqy4BFwJ/1bXo78Maq\n2hp4LnAncDBdL42tq+q/gOXALlX1DOAVQO9QqW2Ag4AlwBbAc5I8FPgS8Jaq2gp4Yav3AOCWqtoO\n2A74+ySbDxPu66rqmcC2wJuTPKZ3Y5JnAq8FngU8u9WzTdu8JfDR1oPoZuCvW/mngde367x3hNvU\nf90AW7drfhrwiiSbtPJ3VtW2wNOB5yd5el9dp7X7Sfv390k2ass/asmRjwAvb9d6NHDoBGIdVkug\nfQLYs6p+04ofD+wEvBT4HPD9qnoa3Xvy4onUL0mSFiaTNJIkzY6fAIcneTOwTlWtGGafxcAnk5wL\n/DddQmbI6VV1dVXdB5xDN2ToicC1VXUGQFXd2up9EfDqJOcAvwAeQ5dU6ffmJL8Efg5sMsw+fwl8\ntaruqKrbgRN4ICFyeVWd05bPBDZLsg6wVlX9rJV/fuzbcr/vVtUtVfUn4ALgca187yRnAWcDT+m7\nJ1TVdcCarWfSJu2cz2txnkZ3j54KnNruxz8DG08x1icDRwIvqarf9pR/s6ruAc6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PeADwHvbSbtCAz1CG5JkiRJkiQNZ2CQBngtrb5WtwNU1beBR42zUpIkSZIkSSvNMEGau6vqnrk3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\n+DPgFcD2g1x0kCTNp4A/Ar7c9g9LsntVHd7vpCQBP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/28sep16',\n", " 'SalishSea_2h_20160928_20161007_dia1_T.nc',\n", " 'SalishSea_1h_20160928_20160928_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yy6o6t3l9NrBlknWBdarq+830T819WO51SlXdUFW3A+cDWzTT90ryI+Ac4Ekd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\ncUmSpMlpXJI0SXZPcl2S65McN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JNqUZlHk059Ekc86laXHzO8D9VXU7zTPaJMnuAEnWSfLcCcQ6mttoui99pE12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5op/drndLTh6Wq7a/KnwGt6b7phf/9ak++9NFnT8fM68jM17D/7w8oEjfoZ/XP1ou+vzTNvnaNg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\nkiRJkqQxp6pOAE4AaGfSvHeIB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/27nov16',\n", " 'SalishSea_2h_20161127_20161206_dia1_T.nc',\n", " 'SalishSea_1h_20161127_20161127_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# January 2016" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VPRZ4Es3/U/bTHFFVF7f/D+0IPAW4nebZ1vbRPDdnQx7N8/MurarLqupO4IvA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\nJEmSNEBJApwIXFVVx891f4Y8SZIkSRqsA4DDgQOTXNY+Jrt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/02jan16', \n", " 'SalishSea_2h_20160102_20160111_dia1_T.nc',\n", " 'SalishSea_1h_20160102_20160102_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Febuary 2016" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ShiYpb5PXp6qOB66ar/YMeZIkSZI0WI9PsqrnsWKQB1syyMYlSZIkqav+5Yg3sWyrZdNu\nc+rK0+B13zixqvYdUlmO5EmSJElSlxjyJEmSJKlDDHmSJEmSNEJJPgv8GNgpySVJXrM+7XlOniRJ\nkiSNUFXtM5/tOZInSZIkSR1iyJMkSZKkDjHkSZIkSRqa5kboNeIqus2QJ0mSJEkdYsiTJEmSpA6Z\n8uqaSR45g/1/X1VnzmM9kiRJkqT1MN0tFH4AnMLEtNnJbQ9sN58FSZIkSZLmbrqQd0pVPXW6nZN8\nd57rkSRJkiSthynPyVtXwJvpNpIkSZKk4ZluJO92SR5OMy3z9u2r6qh17HMIsBewpqoe2i47AHgt\ncEW72Tur6phZVy1JkiRJmtQ6Q14b1h4OrAZuaxcXMG3IAw4FDgI+3bf8Q1X1r7MrU5IkSZI0EzMZ\nyXtsVe0824ar6vgk2826IkmSJEndFW+EPmgzuU/ej5PMOuRN401JzkhySJLN5rFdSZIkSVr0ZhLy\nPk0T9M5tw9mZSc6Y4/E+DuwA7AJcBvzbVBsmWZFkVZJVrL1iqs0kSZIkST1mMl3zYGBf4EzuOCdv\nTqrq8onnST4BfG2abVcCKwGy4XLHdCVJkiRpBmYS8q6oqq/Mx8GSbFlVl7UvXwicNR/tSpIkSZIa\nMwl5pyU5AvgqcPPEwhncQuGzwJOB+yS5BHgv8OQku9BcnfNC4HVzK1uSJEmSNJmZhLwNacLdM3uW\nrfMWClW1zySLD555aZIkSZKk2VpnyKuqVw2jEEmSJEnS+pvy6ppJVqxr55lsI0mSJEkT0j40ONON\n5O2f5Mpp1gd4C+0VMCVJkiRJozddyPsB8Nx17H/sPNYiSZIkSVpPU4Y8z8WTJEmSpIVnynPyJEmS\nJEkLjyFPkiRJkjrEkCdJkiRJHbLO++QluTvwImC73u2r6u8GV5YkSZIkaS7WGfKALwPXAj8Fbh5s\nOZIkSZKk9TGTkLdNVe058EokSZIkdV68E/rAzeScvB8ledjAK5EkSZIkrbcpR/KSnAlUu82rklxA\nM10zQFXVw4dToiRJkiRppqabrrnX0KqQJEmSJM2LKUNeVV0EkOQzVbVv77oknwH2nXRHSZIkSdLI\nzOScvIf0vkiyAfCowZQjSZIkSVofU4a8JO9Icj3w8CTXJbm+fb2G5rYKkiRJkqQxM2XIq6p/rKpl\nwL9U1R9W1bL2ce+qescQa5QkSZIkzdBM7pP3ziR/Cjye5mqbJ1TVlwZbliRJkiRpLmZyTt5HgdcD\nZwJnAa9P8tGBViVJkiSpk5KC1KjL6LSZjOQ9FXhwVRVAksOA1QOtSpIkSZI0JzMZyTsfuF/P623b\nZZIkSZKkMTOTkbxlwDlJTqY5J+/RwKokXwGoqucNsD5JkiRJ0izMJOS9Z+BVSJIkSZLmxTpDXlX9\nIMn9gR2r6jtJNgSWVNX10+2XZFvg08AWNCOAK6vq35PcC/g8sB1wIfDSqrp6/d6GJEmSJAlmcE5e\nktcCXwT+s120DTCTWyisBd5eVTsDjwXekGRnYH/guKraETiufS1JkiRJmgczufDKG4A9gOsAquo8\n4L7r2qmqLquqU9vn1wPnAFsDzwcOazc7DHjB7MuWJEmSJE1mJiHv5qq6ZeJFkiU00y9nLMl2wK7A\nScAWVXVZu+rXNNM5J9tnRZJVSVax9orZHE6SJEmSFq2ZhLwfJHknsGGSZwD/DXx1pgdIsjFwJPDW\nqrqud117771JA2NVrayq5VW1nCWbz/RwkiRJksZY2ocGZyYhb3/gCuBM4HXAMcC7Z9J4kqU0Ae/w\nqjqqXXx5ki3b9VsCa2ZbtCRJkiRpcjO5uuZtSb4EfKmqZjxvMkmAg4FzquqDPau+AuwHfKD9+uXZ\nlSxJkiRJmsqUI3lpHJDkSuBc4NwkVySZ6X3z9gD2BZ6a5PT28RyacPeMJOcBT29fS5IkSZLmwXQj\neW+jCWq7VdUvAJLsAHw8yduq6kPTNVxVJzL1dNunzaVYSZIkSdL0pjsnb19gn4mAB1BVFwCvAF45\n6MIkSZIkSbM3XchbWlVX9i9sz8tbOriSJEmSJElzNV3Iu2WO6yRJkiRJIzLdOXmPSHLdJMsD3GNA\n9UiSJEnqsGTS22RrHk0Z8qpqg2EWIkmSJElafzO5GbokSZIkaYEw5EmSJElShxjyJEmSJKlDDHmS\nJEmS1CGGPEmSJEkasSR7Jjk3yflJ9l+ftgx5kiRJkjRCSTYAPgo8G9gZ2CfJznNtz5AnSZIkSaP1\naOD8qrqgqm4BPgc8f66NGfIkSZIkDU1u/2NReXySVT2PFX3rtwYu7nl9SbtsTqa8GbokSZIkaWof\nftL+sHSr6Te6eiXwjROrat+hFIUjeZIkSZI0apcC2/a83qZdNieGPEmSJEkarVOAHZNsn+QPgL2B\nr8y1MadrSpIkSdIIVdXaJG8EvgVsABxSVavn2p4hT5IkSZJGrKqOAY6Zj7acrilJkiRJHWLIkyRJ\nkqQOMeRJkiRJUocY8iRJkiQNTVKEGnUZnWbIkyRJkqQOGVjIS7Jtku8lOTvJ6iRvaZcfkOTSJKe3\nj+cMqgZJkiRJWmwGeQuFtcDbq+rUJMuAnyY5tl33oar61wEeW5IkSZIWpYGFvKq6DLisfX59knOA\nrQd1PEmSJEnSkM7JS7IdsCtwUrvoTUnOSHJIks2m2GdFklVJVrH2imGUKUmSJEkL3sBDXpKNgSOB\nt1bVdcDHgR2AXWhG+v5tsv2qamVVLa+q5SzZfNBlSpIkSVInDDTkJVlKE/AOr6qjAKrq8qq6tapu\nAz4BPHqQNUiSJEnSYjLIq2sGOBg4p6o+2LN8y57NXgicNagaJEmSJGmxGeTVNfcA9gXOTHJ6u+yd\nwD5JdgEKuBB43QBrkCRJkqRFZZBX1zwRyCSrjhnUMSVJkiRpsRvK1TUlSZIkScNhyJMkSZKkDjHk\nSZIkSVKHGPIkSZIkqUMMeZIkSZLUIYY8SZIkSeoQQ54kSZKkoUlq0vusaf4Y8iRJkiSpQwx5kiRJ\nktQhhjxJkiRJ6hBDniRJkiR1iCFPkiRJkjrEkCdJkiRJHWLIkyRJkqQOMeRJkiRJUocY8iRJkiQN\nTW7/Q4NiyJMkSZKkDjHkSZIkSVKHGPIkSZIkqUMMeZIkSZLUIYY8SZIkSeoQQ54kSZIkdYghT5Ik\nSZI6ZGAhL8k9kpyc5GdJVid5X7v8XkmOTXJe+3WzQdUgSZIkSYvNIEfybgaeWlWPAHYB9kzyWGB/\n4Liq2hE4rn0tSZIkaRFIynuhD9jAQl41bmhfLm0fBTwfOKxdfhjwgkHVIEmSJEmLzUDPyUuyQZLT\ngTXAsVV1ErBFVV3WbvJrYItB1iBJkiRJi8lAQ15V3VpVuwDbAI9O8tC+9UUzuncXSVYkWZVkFWuv\nGGSZkiRJktQZQ7m6ZlVdA3wP2BO4PMmWAO3XNVPss7KqllfVcpZsPowyJUmSJGnBG+TVNTdPsmn7\nfEPgGcDPga8A+7Wb7Qd8eVA1SJIkSdJis2SAbW8JHJZkA5ow+YWq+lqSHwNfSPIa4CLgpQOsQZIk\nSZIWlYGFvKo6A9h1kuW/AZ42qONKkiRJ0mI2lHPyJEmSJAkgaR4aHEOeJEmSJHWIIU+SJEmSOsSQ\nJ0mSJEkdYsiTJEmSpA4x5EmSJElShxjyJEmSJKlDDHmSJEmS1CGGPEmSJEnqEEOeJEmSpKEJNeoS\nOs+QJ0mSJEkdYsiTJEmSpA4x5EmSJElShxjyJEmSJKlDDHmSJEmSNKaSvCTJ6iS3JVk+k30MeZIk\nSZI0vs4C/hQ4fqY7LBlcLZIkSZLUWbdSN617q9tubLado6o6ByDJjPcx5EmSJEnS7H2e/33l8+FZ\n02xyG/AJgE2SrOpZsbKqVg6qMEOeJEmSpKFJOnMz9C/AhUfADcDGU2yyGtiOql/9G/BvUzWU5DvA\nH02y6l1V9eXZFmbIkyRJkqRZqqpbkxcDP2Ty0bzbgB8Bl00W3vrbevp81uaFVyRJkiRpTo5cAhfS\njOb1mxjFq8uHW5MhT5IkSZLmpKpuhcfRjOb1mhjF+/E6R/HWJckLk1wC7A58Pcm31rWP0zUlSZIk\nac6OXAJbrr3zuXm3n4u33qN4VXU0cPRs9nEkT5IkSZLm6K6jefM3ijdXAwt5Se6R5OQkP2vv0P6+\ndvkBSS5Ncnr7eM6gapAkSZKkwes9N2905+JNGOR0zZuBp1bVDUmWAicm+Ua77kNV9a8DPLYkSZIk\nDcUdV9o8EbiImVxRc5AGNpJXjYnLzCxtH525KYYkSZIk3eHIJXA+ox7FA0jV4HJXkg2AnwIPBD5a\nVX+T5ADgVcC1wCrg7VV19ST7rgBWtC8fCpw1sEI1H+4DXDnqIrRO9tP4s48WBvtp/NlHC4P9NP4G\n3Uf3r6rNB9j+UCXZCriuZ7BrNHUMMuTdfpBkU5orwrwJuILmG6WA9wNbVtWr17H/qqpaPvBCNWf2\n0cJgP40/+2hhsJ/Gn320MNhP488+WpiGcnXNqroG+B6wZ1VdXlW3VtVtwCeARw+jBkmSJElaDAZ5\ndc3N2xE8kmwIPAP4eZItezZ7IU7DlCRJkqR5M8ira24JHNael3c34AtV9bUkn0myC810zQuB182g\nrZWDK1PzxD5aGOyn8WcfLQz20/izjxYG+2n82UcL0FDOyZMkSZIkDcdQzsmTJEmSJA2HIU+SJEmS\nOmSsQ16SPZOcm+T8JPuPup7FLMkhSdYkOatn2b2SHJvkvPbrZj3r3tH227lJnjWaqheXJNsm+V6S\ns5OsTvKWdrn9NCaS3CPJyUl+1vbR+9rl9tEYSrJBktOSfK19bT+NkSQXJjkzyelJVrXL7KMxk2TT\nJF9M8vMk5yTZ3X4aH0l2av8OTTyuS/JW+2jhG9uQ116w5aPAs4GdgX2S7Dzaqha1Q4E9+5btDxxX\nVTsCx7Wvaftpb+Ah7T4fa/tTg7UWeHtV7Qw8FnhD2xf20/i4GXhqVT0C2AXYM8ljsY/G1VuAc3pe\n20/j5ylVtUvPPbzso/Hz78A3q+pBwCNo/k7ZT2Oiqs5t/w7tAjwKuInm3tb20QI3tiGP5v5551fV\nBVV1C/A54PkjrmnRqqrjgav6Fj8fOKx9fhjwgp7ln6uqm6vqF8D5eD/Egauqy6rq1Pb59TS/SLfG\nfhob1bihfbm0fRT20dhJsg3wJ8AnexbbT+PPPhojSTYBnggcDFBVt7T3TrafxtPTgP+tqouwjxa8\ncQ55WwMX97y+pF2m8bFFVV3WPv81sEX73L4bsSTbAbsCJ2E/jZV2CuDpwBrg2Kqyj8bTh4H/C9zW\ns8x+Gi8FfCfJT5OsaJfZR+Nle+AK4FPt1OdPJtkI+2lc7Q18tn1uHy1w4xzytIBUcy8O78cxBpJs\nDBwJvLWqrutdZz+NXlXd2k6L2QZ4dJKH9q23j0YsyV7Amqr66VTb2E9j4fHt36Vn00xPf2LvSvto\nLCwBHgl8vKp2BW6knfY3wX4aD0n+AHge8N/96+yjhWmcQ96lwLY9r7dpl2l8XJ5kS4D265p2uX03\nIkmW0gS8w6vqqHax/TSG2ilL36M5p8E+Gi97AM9LciHNqQJPTfJf2E9jpaoubb+uoTmH6NHYR+Pm\nEuCSdsYCwBdpQp/9NH6eDZxaVZe3r+2jBW6cQ94pwI5Jtm//d2Fv4Csjrkl39hVgv/b5fsCXe5bv\nneTuSbYHdgROHkF9i0qS0Jz3cE5VfbBnlf00JpJsnmTT9vmGwDOAn2MfjZWqekdVbVNV29H87vlu\nVb0C+2lsJNkoybKJ58AzgbOwj8ZKVf0auDjJTu2ipwFnYz+No324Y6om2EcL3pJRFzCVqlqb5I3A\nt4ANgEOqavWIy1q0knwWeDJwnySXAO8FPgB8IclrgIuAlwJU1eokX6D5Qb4WeENV3TqSwheXPYB9\ngTPbc74A3on9NE62BA5rr0R2N+ALVfW1JD/GPloI/Ls0PrYAjm7+b4slwBFV9c0kp2AfjZs3AYe3\n/2F/AfAq2p9/9tN4aP+j5BnA63oW+/NugUszzVaSJEmS1AXjPF1TkiRJkjRLhjxJkiRJ6hBDniRJ\nkiR1iCFPkiRJkjrEkCdJkiRJHWLIk6QRSHJrktOTrE7ysyRvT3K3dt3yJB+ZZt/tkvzZ8KqdmSQX\nJrnPANtn+5UiAAAgAElEQVS/0/tO8udJDpplG99Psnz+q7vLcZ6c5Nokx/S8/tp6tHd4kquSvHj+\nqpQkdZUhT5JG47dVtUtVPYTm/kTPprn/JFW1qqrePM2+2wFjF/KGYDsW1vs+oaqeMx8NVdXLaW5C\nLEnSOhnyJGnEqmoNsAJ4Yxq3j/okeVI74nd6ktOSLKO5Se0T2mVva0e4Tkhyavt4XLvvk9uRqy8m\n+Xk7GpR23W5JftSOIp6cZFmSDZL8S5JTkpyR5HWT1ZvkS0l+2o5Crphim/8vyVnt463tsu2SnJPk\nE+2+306yYU89Z7Tv6V+SnDVJs3d63+2yrZJ8M8l5Sf655/gfT7KqPc77JqnvJUk+2D5/S5IL2uc7\nJPlh+/xRSX7QvtdvJdlyFrVOqd3/tCQPSHJAksPa/rsoyZ8m+eckZ7bva+ls2pYkCQx5kjQWquoC\nYAPgvn2r/gp4Q1XtAjwB+C2wP80o0S5V9SFgDfCMqnok8DKgd6rnrsBbgZ2BHYA9kvwB8HngLVX1\nCODpbbuvAa6tqt2A3YDXJtl+knJfXVWPApYDb05y796VSR4FvAp4DPDYtp1d29U7Ah9tRzCvAV7U\nLv8U8Lr2fd46xcfU/74Bdmnf88OAlyXZtl3+rqpaDjwceFKSh/e1dUL7edJ+/U2Srdvnx7fh6j+A\nF7fv9RDgwFnUOqk2gP8/4PlV9b/t4gcATwWeB/wX8L2qehhNn/zJbNqXJAkMeZI07n4IfDDJm4FN\nq2rtJNssBT6R5Ezgv2kC3YSTq+qSqroNOJ1myuNOwGVVdQpAVV3XtvtM4JVJTgdOAu5NE8r6vTnJ\nz4CfANtOss3jgaOr6saqugE4ijsC1S+q6vT2+U+B7ZJsCiyrqh+3y49Y98dyu+Oq6tqq+h1wNnD/\ndvlLk5wKnAY8pO8zoap+DWzcjoxu2x7ziW2dJ9B8Rg8Fjm0/j3cD26xnrQ8GVgLPrapf9iz/RlX9\nHjiTJuh/s11+Jk1/SZI0K0tGXYAkqZkmSDMqtIYmDABQVR9I8nXgOcAPkzxrkt3fBlwOPILmP+9+\n17Pu5p7ntzL9z/0Ab6qqb01T55NpRv52r6qbknwfuMc0bfbrr2fDWew7k/aWtKOPfwXsVlVXJzl0\nihp/RDPieC5NsHs1sDvwduB+wOqq2r13hzbkzdVlbR27Ar/qfw9VdVuS31dVtctvw9/TkqQ5cCRP\nkkYsyeY0U/gO6vkH/sS6B1TVmVX1T8ApwIOA64FlPZttQjMydxuwL81o0HTOBbZMslt7jGVJlgDf\nAv5y4jywJH+cZKO+fTcBrm4D3oNopmP2OwF4QZJ7tvu/sF02qaq6Brg+yWPaRXtPsWn/+57KHwI3\nAtcm2YLmojaTOYEmDB5PM+L3FODmqrqW5jPaPMnuAEmWJnnILGqdzDU00y//sQ3LkiQNhP9DKEmj\nsWE7DXApsBb4DPDBSbZ7a5Kn0IzqrAa+0T6/tZ0yeSjwMeDIJK+kmep343QHrqpbkrwM+I/2wie/\npRmd+yTN9MBT2wu0XAG8oG/3bwKvT3IOTRD6ySTtn9qOnp3cLvpkVZ2WZLtpynoNzZTT24AfANdO\nss0Zfe/76ine38+SnAb8HLiYZsrrZE6gmap5fFXdmuTidp+Jz+jFwEeSbELz+/LDNH0wk1onVVWX\nJ9kL+EaSV890P0mSZiN9/2ksSdLQJdm4PX+PJPsDW1bVW0Zc1qRmUms7UvdXVbXXPB73UOBrVfXF\n+WpTktRNTteUJI2DP2lvSXAWzcVP/n7UBU1jJrXeAjw07c3Q11eSw4EncefzLSVJmpQjeZIkSZLU\nIY7kSZIkSVKHGPIkSZIkqUMMeZIkSZLUIYY8SZIkSeoQQ54kSZIkdYghT5IkSZI6xJAnSZIkSR1i\nyJMkSZKkDjHkSZIkSVKHGPIkSZIkqUMMeZLUJ8kTkpw7x33vl+SGJBtMs80NSXaYe4XDk+QbSfab\n4bYXJnn6FOuenOSSOdawYZKvJrk2yX/PpY1xluT7Sf6iff7yJN+e4X4z3laStLgY8iQtWlOFkqo6\noap2mkubVfXLqtq4qm5tj3H7P+B7ttm4qi6YW9WTS7J3+37St3xJkjVJ9ppLu1X17Ko6bH6qnLMX\nA1sA966ql6xvY23grCRH9y1/RLv8++t7jLmqqsOr6pnzva0kaXEx5ElSN3wJ2BR4Ut/yPYECvjmb\nxtIYl98R9wf+p6rWznbHJEumWHUFsHuSe/cs2w/4nznUJ0nSWBmXX+CSNDb6pxa2I2R/neSMJDcm\nOTjJFu1UxuuTfCfJZu2227WjQUuSHAg8ATionaJ5ULtNJXlg+/zQJB9N8vW2rZOSPKDn2M9Mcm47\nVfFjSX7QPzIIUFW/A74AvLJv1SuBI6pqbZLNknwtyRVJrm6fb9NzrO8nOTDJD4GbgB36phI+IMl3\nk/wmyZVJDk+yad/xdktydtv+p5LcY4rPeKskR7a1/CLJm6fY7n3Ae4CXtZ/ha5LcLcm7k1zUjlJ+\nOskmfZ//a5L8EvjuZO0Ct9AE473b/TYAXgYc3nf8ByU5NslVbT+8tGfdc9r3en2SS5P8Vc+61yY5\nv93vK0m26ln3jCQ/b/v0ICA96/48yYk9ryvJ65Ocl+Sa9nsl/dv2ft/17Nvbd3+e5IdJPtS2c0GS\nx7XLL24/x/169p3yvUmSxp8hT5Jm5kXAM4A/Bp4LfAN4J7A5zc/Su4SUqnoXcALwxnaK5hunaHtv\n4H3AZsD5wIEASe4DfBF4B3Bv4FzgcdPUeBjw4iQbtvtv0tY6Md3ybsCnaEbG7gf8Fjior419gRXA\nMuCivnUB/hHYCngwsC1wQN82LweeBTyA5rN6d3+RaUYIvwr8DNgaeBrw1iTP6t+2qt4L/APw+fYz\nPBj48/bxFGAHYONJ3seT2hrv0maPT3NHKH4WcBbwq546NwKOBY4A7kvTTx9LsnO7ycHA66pqGfBQ\n2kCZ5Kk0n9NLgS1pPsfPtevuAxzVfi73Af4X2GOaGgH2AnYDHt62Od17ms5jgDNovpeOaGvaDXgg\n8Aqa/4zYeLr3JklaGAx5kjQz/1FVl1fVpTTB7aSqOq0dQTsa2HU92j66qk5upyMeDuzSLn8OsLqq\njmrXfQT49VSNVNUPgcuBF7aLXkozzfH0dv1vqurIqrqpqq6nCZP90zsPrarVVbW2qn7f1/75VXVs\nVd1cVVcAH5xk/4Oq6uKquqptf59JSt0N2Lyq/q6qbmnPT/wE7ajaDLwc+GBVXVBVN9CE4L1z56mZ\nB1TVjVX126kaqaofAfdKshNN2Pt03yZ7ARdW1afaz+M04Ehg4rzA3wM7J/nDqrq6qk7tqe+Qqjq1\nqm5u69s9yXbc0adfbD/fDzNNn7Y+UFXXVNUvge9xx/fHbP2ifS+3Ap+nCel/1/bnt2lGNx+4jvcm\nSVoADHmSNDOX9zz/7SSvN2buev+Rf1NPW1sBF0+sqKoC1nWFyt7RqX3pCS5J7pnkP9tpjtcBxwOb\n5s5XAr2YKaSZovq5dvredcB/0YxG9erd/6L2PfS7P7BVO23wmiTX0IyKbrGO9zZhK+48yngRsKRv\n/ynfR5/PAG+kGRU8um/d/YHH9NX5cuCP2vUvogltF7XTaHefrL42iP6GZtRysj5dV61TfX/MVv/3\nLFU11ffxVO9NkrQAGPIkabBqPfa9DOg9Zy69r6fwGeBp7T/KH8udzzF7O7AT8Jiq+kPgiRNNz7De\nf2jXP6zd/xV9+0IzOjThfvRMf+xxMc2o0qY9j2VV9Zx1vLcJv6IJYL3HWcudQ8xMP/fPAP8HOKaq\nbpqkzh/01blxVf0lQFWdUlXPp5nK+SWacyLvUl877fPewKU0fbptz7pw589srm5sv96zZ9kfTbbh\nTEzz3iRJC4AhT9JitzTJPXoeU12Nca4upzlvbC6+DjwsyQvaut7AOv7hXlUXAicCnwWOrareUaBl\nNKM11yS5F/DeWdazDLgBuDbJ1sBfT7LNG5Js07b/Lpppgf1OBq5P8jdp7oG3QZKHJtlthnV8Fnhb\nku3bc8gmztmb9dU3q+oXNFNO3zXJ6q8Bf5xk3yRL28duSR6c5A/S3Kduk3ba5XXAbT31vSrJLknu\n3tZ3Uts3XwcekuRP2z59M+sRxnrexxU0IfIV7ef5aprzImdtHe9NkrQAGPIkLXbH0ASficcB89z+\nv9NcDOXqJB+ZzY5VdSXN+V//TDPdb2dgFXDzOnY9jGYkqf8csw8DGwJXAj9hlrdVoLk4zCOBa2nC\nylGTbHME8G3gApqLivx9/wbtOWF70Zxb9ou2nk8Cm8ywjkNoRuCOb/f/HfCmWbyP/npOrKq7jDi2\n5y0+k+ZcwV/RTJv8J+Du7Sb7Ahe2U1dfTzOVk6r6DvC3NOfvXUYTtvZu10306Qdo+nRH4Idzrb3P\na2mC92+AhwA/Wo+2Jn1vkqSFIc3pAJKkcddelfIS4OVV9b1R1yNJksaTI3mSNMaSPCvJpu20v3fS\nnAP3kxGXJUmSxthIQl6SPdPcVPb8JPuPogZJWiB2p5n2eCXNPe9eMN1tASRJkoY+XbO9VPf/0NxU\n+BLgFGCfqjp7qIVIkiRJUgeNYiTv0cD57U1sbwE+Bzx/BHVIkiRJ0rxJskeS+426jvm+VPhMbM2d\nb/x6CfCY/o2SrABWAGy00UaPetCDHjSc6iRJkiQNzK233MTa310HwFnnXXplVW0+4pLmRZJ7bgYn\nbt2+HGUtowh5M1JVK4GVAMuXL69Vq1aNuCJJkiRJ6+u6i0/jqp8fR922lh32fMdFo65nvjwTbgQ4\nD0jy4Ko6Z1S1jCLkXQps2/N6m3aZJEmSJC04Se55X+AvgC2BjeBsRjiaN4qQdwqwY5LtacLd3sCf\nTbfDr7iU9/CuYdQmSZIkaYB2Yim7cXeWjnZG47yaGMX7A2B74HhGO5o39JBXVWuTvBH4FrABcEhV\nrR52HZIkSZK0vnpH8SY8kdGO5o3knLyqOgY4ZhTHliRJkqT50juKN2HUo3lje+EVSZIkSRpnk43i\nTRjlaN4o7pMnSZIkSQveM+HGXbjzKN6E7WmG+JI8eF3tJNk2yfeSnJ1kdZK3rE9djuRJkiRJGp4a\n8U3k5sl0o3gTZjGatxZ4e1WdmmQZ8NMkx1bV2XOpzZE8SZIkSZq91081ijdhpqN5VXVZVZ3aPr8e\nOAfYeq6FOZInaUF7/84HTrnub8+e3a1XpmtrpmZ7TEnqgvn4+Tmf1vdn8Wzfz2L52d/7uSyW97wO\nT3nIDDbaGfgFvLMv6K2sqpWTbZ9kO2BX4KS5FmbIk6R59P6dD/QXn6RFZdwCnjRMf/Uk2Ooe02+z\n8mL4+tmcWFX7rqu9JBsDRwJvrarr5lqX0zUlSZKklqFVo5JkKU3AO7yqjlqftgx5kiRJkjRCSQIc\nDJxTVR9c3/YMeZIkSZI0WnsA+wJPTXJ6+3jOXBsz5EmSJKlTnHKphaaqTqyqVNXDq2qX9nHMXNvz\nwisL2Kh+gE11UYn5vMqh7spfWLM3qs/Mvlq3cfuZsFD7bC4/j6XFYph/Dxbj37nZvOdx+5m/GDiS\nt0Atxh8mkiRJWvi6cCP0cWfIkyQtav6nmSQN3+9/t3TUJXSaIU+SJEmSOsSQJ0mSJEkdYsiTJEmS\npA4x5EmSJElShyzYWyj0nyg/3aVZB3VS/fpeDnahnuw/l7oX6nuVNBj+TJgffo6SFoL+n1Wv2ONU\ndnned0dUzeLgSJ4kSZIkdYghb0T831dJkiRJg2DIkyRJkjQ0oUhq1GV0WqdCnqNjkiRJ0gJgxhuo\nToU8SZIkSVrsRnJ1zSQXAtcDtwJrq2r5bPafbMRuYtkwR/McOZQkSZI0bkZ5C4WnVNWVIzy+JEmS\nJHWO0zUlSZIkqUNGFfIK+E6SnyZZMdkGSVYkWZVk1U1X3DTk8iRJkiRpYRrVdM3HV9WlSe4LHJvk\n51V1fO8GVbUSWAmw1fItb7/+jufBSZIkSdLURjKSV1WXtl/XAEcDjx5FHZIkSZKGLKMuoPuGHvKS\nbJRk2cRz4JnAWcOuQ5IkSZK6aBTTNbcAjk4ycfwjquqb0+1w2eqtnaYpSZIkSTMw9JBXVRcAjxj2\ncSVJkiRpMfAWCpIkSZLUIYY8SZIkSeoQQ54kSZIkdYghT5IkSZI6xJAnSZIkSR1iyJMkSZI0NEl5\nQ/QBM+RJkiRJUocY8iRJkiSpQwx5kiRJktQhhjxJkiRJ6hBDniRJkiR1iCFPkiRJkjrEkCdJkiRJ\nHWLIkyRJkqQOMeRJkiRJGprgvdAHzZAnSZIkSR1iyJMkSZKkDjHkSZIkSVKHGPIkSZIkqUMMeZIk\nSZLUIYY8SZIkSeoQQ54kSZIkdYghT5IkSdLQJDXqEjpvYCEvySFJ1iQ5q2fZvZIcm+S89utmgzq+\nJEmSJC1GgxzJOxTYs2/Z/sBxVbUjcFz7WpIkSZI0TwYW8qrqeOCqvsXPBw5rnx8GvGBQx5ckSZKk\nxWjY5+RtUVWXtc9/DWwx5ONLkiRJUqeN7MIrVVXAlGddJlmRZFWSVay9YoiVSZIkSdLCNeyQd3mS\nLQHar2um2rCqVlbV8qpazpLNh1agJEmSJC1kww55XwH2a5/vB3x5yMeXJEmSpE4b5C0UPgv8GNgp\nySVJXgN8AHhGkvOAp7evJUmSJEnzZMmgGq6qfaZY9bRBHVOSJEnSeMvtf2hQRnbhFUmSJEnS/DPk\nSZIkSVKHGPIkSZIkqUMMeZIkSZLUIYY8SZIkSeoQQ54kSZIkdYghT5IkSZJGKMkhSdYkOWs+2jPk\nSZIkSdJoHQrsOV+NGfIkSZIkDU1S3gu9T1UdD1w1X+0tma+GJEmSJGkx+Zcj3sSyrZZNu82pK0+D\n133j8Ule27N4ZVWtHFRdhjxJkiRJGqwTq2rfYR3M6ZqSJEmS1CGGPEmSJEnqEEOeJEmSJI1Qks8C\nPwZ2SnJJktesT3uekydJkiRJI1RV+8xne47kSZIkSVKHGPIkSZIkDU1zj7wacRXdZsiTJEmSpA4x\n5EmSJElSh0x54ZUkj5zB/r+vqjPnsR5JkiRJ0nqY7uqaPwBOYWLa7OS2B7abz4IkSZIkSXM3Xcg7\npaqeOt3OSb47z/VIkiRJktbDlOfkrSvgzXQbSZIkSdLwzOhm6EkeTjMt8/btq+qoAdUkSZIkSZqj\ndYa8JIcADwdWA7e1iwuYNuS1++0FrKmqh7bLDgBeC1zRbvbOqjpmTpVLkiRJku5iJiN5j62qnefQ\n9qHAQcCn+5Z/qKr+dQ7tSZIkSVro4o3QB20m98n7cZJZh7yqOh64avYlSZIkSZLmaiYh79M0Qe/c\nJGckOTPJGetxzDe17RySZLOpNkqyIsmqJKtYe8VUm0mSJEmSeswk5B0M7AvsCTyX5jy7587xeB8H\ndgB2AS4D/m2qDatqZf3/7N17vKVlXffxz9eZURAm8TDhcNARIxVRhxxQw5TwhEYiZQYVklqDz0tN\njJ5C7UmsLEvDDpI1KjEamnhGRA0JORgJw0FhQJIQBBxmBkUOauAwv+eP+96y2O7D2od12Gt/3q/X\nmlnruk+/ta7Ze/Z3X/d93VVrqmoNS1fM8nCSJEmStLh0c03e1qo6fT4OVlWbx54neS9wxnzsV5Ik\nSZLU6CbkXZbkQ8BngLvHGmdzC4UkK6tqU/vycODKme5DkiRJkjS5bkLejjTh7vkdbd3cQuHDwEHA\nI5LcBLwFOCjJ6nb764FjZl6yJEmSJGky04a8qnrFbHZcVUdO0Pz+2exLkiRJktSdSSdeSbJ2uo27\nWUeSJEmS1D9TjeQdn+TWKZYHeD2wbn5LkiRJkjSq0j7UO1OFvHOZ/lYJZ81jLZIkSZKkOZo05M32\nWjxJkiRJ0uB0czN0SZIkSdICYciTJEmSpBFiyJMkSZKkETLtffKSPAj4VWBV5/pV9ae9K0uSJEmS\nNBvThjzg08DtwCXA3b0tR5IkSZI0F92EvD2q6pCeVyJJkiRJmrNursn7zyRP6nklkiRJkkZevBN6\nz006kpfkCqDadV6R5Dqa0zUDVFU9uT8lSpIkSZK6NdXpmof2rQpJkiRJ0ryYNORV1Q0AST5YVUd1\nLkvyQeCoCTeUJEmSJA1MN9fkPbHzRZIlwFN7U44kSZIkaS4mDXlJ3pjkTuDJSe5Icmf7egvNbRUk\nSZIkSUNm0pBXVX9ZVcuBd1TVT1XV8vbx8Kp6Yx9rlCRJkiR1qZv75L0pya8Az6SZbfP8qvpUb8uS\nJEmSJM1GN9fknQS8GrgCuBJ4dZKTelqVJEmSpJGUFKQGXcZI62Yk72DgCVVVAEnWAxt7WpUkSZIk\naVa6Gcm7FnhUx+s92zZJkiRJ0pDpZiRvOXB1kotorsk7ANiQ5HSAqnpxD+uTJEmSJM1ANyHvT3pe\nhSRJkiRpXkwb8qrq3CSPBvauqi8m2RFYWlV3TrVdkj2BDwC70owArquqv0vyMOAjwCrgeuBlVXXb\n3N6GJEmSJAm6uCYvye8CHwP+uW3aA+jmFgrbgOOqah/g6cBrkuwDHA+cXVV7A2e3ryVJkiRJ86Cb\niVdeAxwI3AFQVd8Afnq6japqU1Vd2j6/E7ga2B04DFjfrrYeeMnMy5YkSZIkTaSbkHd3Vd0z9iLJ\nUprTL7uWZBWwH/AVYNeq2tQuuoXmdM6JtlmbZEOSDWzbOpPDSZIkSdKi1U3IOzfJm4AdkzwP+Cjw\nmW4PkGRn4OPAsVV1R+ey9t57EwbGqlpXVWuqag1LV3R7OEmSJElDLO1DvdNNyDse2ApcARwDnAn8\ncTc7T7KMJuCdWlWfaJs3J1nZLl8JbJlp0ZIkSZKkiXUzu+b2JJ8CPlVVXZ83mSTA+4Grq+rEjkWn\nA0cDb2///vTMSpYkSZIkTWbSkbw0TkhyK3ANcE2SrUm6vW/egcBRwMFJLm8fL6IJd89L8g3gue1r\nSZIkSdI8mGok7w00QW3/qvomQJK9gPckeUNVvWuqHVfVBUx+uu1zZlOsJEmSJGlqU12TdxRw5FjA\nA6iq64DfAl7e68IkSZIkSTM3VchbVlW3jm9sr8tb1ruSJEmSJEmzNVXIu2eWyyRJkiRJAzLVNXlP\nSXLHBO0BduhRPZIkSZKkOZg05FXVkn4WIkmSJGn0JTXoEkZeNzdDlyRJkiQtEIY8SZIkSRohhjxJ\nkiRJGiGGPEmSJEkaIYY8SZIkSRqwJIckuSbJtUmOn8u+DHmSJEmSNEBJlgAnAS8E9gGOTLLPbPdn\nyJMkSZKkwToAuLaqrquqe4B/Aw6b7c4MeZIkSZL6Jj/+Y1F5ZpINHY+145bvDtzY8fqmtm1WJr0Z\nuiRJkiRpcn/77ONh2W5Tr3TbOuBzF1TVUX0pCkfyJEmSJGnQbgb27Hi9R9s2K4Y8SZIkSRqsi4G9\nkzwmyQOBI4DTZ7szT9eUJEmSpAGqqm1JXgt8AVgCnFxVG2e7P0OeJEmSJA1YVZ0JnDkf+/J0TUmS\nJEkaIYY8SZIkSRohhjxJkiRJGiGGPEmSJEl9kxShBl3GSDPkSZIkSdII6VnIS7JnknOSXJVkY5LX\nt+0nJLk5yeXt40W9qkGSJEmSFpte3kJhG3BcVV2aZDlwSZKz2mXvqqp39vDYkiRJkrQo9SzkVdUm\nYFP7/M4kVwO79+p4kiRJkqQ+XZOXZBWwH/CVtul1Sb6W5OQkD+1HDZIkSZK0GPQ85CXZGfg4cGxV\n3QG8B9gLWE0z0vc3k2y3NsmGJBvYtrXXZUqSJEnSSOhpyEuyjCbgnVpVnwCoqs1VdW9VbQfeCxww\n0bZVta6q1lTVGpau6GWZkiRJkjQyejm7ZoD3A1dX1Ykd7Ss7VjscuLJXNUiSJEnSYtPL2TUPBI4C\nrkhyedv2JuDIJKuBAq4HjulhDZIkSZK0qPRyds0LgEyw6MxeHVOSJEmSFru+zK4pSZIkSeoPQ54k\nSZIkjRBDniRJkiSNEEOeJEmSJI0QQ54kSZIkjRBDniRJkiSNEEOeJEmSpL5JasL7rGn+GPIkSZIk\naYQY8iRJkiRphBjyJEmSJGmEGPIkSZIkaYQY8iRJkiRphBjyJEmSJGmEGPIkSZIkaYQY8iRJkiRp\nhBjyJEmSJPVNfvyHesWQJ0mSJEkjxJAnSZIkSSPEkCdJkiRJI8SQJ0mSJEkjxJAnSZIkSSPEkCdJ\nkiRJI8SQJ0mSJEkjxJAnSZIkSSOkZyEvyQ5JLkry1SQbk7y1bX9YkrOSfKP9+6G9qkGSJEnScEnK\ne6H3WC9H8u4GDq6qpwCrgUOSPB04Hji7qvYGzm5fS5IkSZLmQc9CXjXual8uax8FHAasb9vXAy/p\nVQ2SJEmStNj09Jq8JEuSXA5sAc6qqq8Au1bVpnaVW4BdJ9l2bZINSTawbWsvy5QkSZKkkdHTkFdV\n91bVamAP4IAk+45bXjSjexNtu66q1lTVGpau6GWZkiRJkjQy+jK7ZlV9DzgHOATYnGQlQPv3ln7U\nIEmSJEmLQS9n11yRZJf2+Y7A84CvA6cDR7erHQ18ulc1SJIkSdJis7SH+14JrE+yhCZMnlZVZyS5\nEDgtyauAG4CX9bAGSZIkSVpUehbyquprwH4TtH8HeE6vjitJkiRpeCXNQ73Tl2vyJEmSJEn9YciT\nJEmSpBFiyJMkSZKkEWLIkyRJkqQRYsiTJEmSpBFiyJMkSZKkEWLIkyRJkqQRYsiTJEmSpBFiyJMk\nSZLUN6EGXcLIM+RJkiRJ0ggx5EmSJEnSCDHkSZIkSdIIMeRJkiRJ0ggx5EmSJEnSkErya0k2Jtme\nZE032xjyJEmSJGl4XQn8CnBetxss7V0tkiRJkqS5qKqrAZJ0vY0jeZIkSZI0c1fxgy9Nv1azzmOT\nbOh4rO1lYY7kSZIkSeqbZGRuhn4i3/6DP+Tb1zD52NlW4L+oqj+cakdJvgg8coJFb66qT8+0MEOe\nJEmSJM1QVW1Ofh7YCDxpkrXOBZ7Vzb6eO4+lebqmJEmSJM3OhY+E/wS2T7BsK/B9qk7p/mK6eWLI\nk3rjr7wAACAASURBVCRJkqRZqKrNsIpmNG+87kbxppPk8CQ3Ac8APpvkC9Nt4+makiRJkjRrFz4S\nVt4CT+S+MbT5G8Wrqk8Cn5zJNo7kSZIkSdIsTTyaNz+jeLPVs5CXZIckFyX5anuH9re27SckuTnJ\n5e3jRb2qQZIkSZJ6r/PavMFdizeml6dr3g0cXFV3JVkGXJDkc+2yd1XVO3t4bEmSJEnqi/vPtHkN\ngxzFgx6GvKoq4K725bL2MTI3xZAkSZKk+1z4SHj4LfBTAx3FA0iTxXq082QJcAnwM8BJVfVHSU4A\nXgHcDmwAjquq2ybYdi0wdif4fYEre1ao5sMjgFsHXYSmZT8NP/toYbCfhp99tDDYT8Ov13306Kpa\n0cP991WSVwBXVtXFA62jlyHvxwdJdqGZEeZ1NCep3kozqvdnwMqqeuU022+oqjU9L1SzZh8tDPbT\n8LOPFgb7afjZRwuD/TT87KOFqS+za1bV94BzgEOqanNV3VtV24H3Agf0owZJkiRJWgx6ObvminYE\njyQ7As8Dvp5kZcdqh+NpmJIkSZI0b3o5u+ZKYH17Xd4DgNOq6owkH0yymuZ0zeuBY7rY17relal5\nYh8tDPbT8LOPFgb7afjZRwuD/TT87KMFqC/X5EmSJEmS+qMv1+RJkiRJkvrDkCdJkiRJI2SoQ16S\nQ5Jck+TaJMcPup7FLMnJSbYkubKj7WFJzkryjfbvh3Yse2Pbb9ckecFgql5ckuyZ5JwkVyXZmOT1\nbbv9NCSS7JDkoiRfbfvorW27fTSEkixJclmSM9rX9tMQSXJ9kiuSXJ5kQ9tmHw2ZJLsk+ViSrye5\nOskz7KfhkeRx7dfQ2OOOJMfaRwvf0Ia8dsKWk4AXAvsARybZZ7BVLWqnAIeMazseOLuq9gbObl/T\n9tMRwBPbbf6x7U/11jbguKraB3g68Jq2L+yn4XE3cHBVPQVYDRyS5OnYR8Pq9cDVHa/tp+Hzi1W1\nuuMeXvbR8Pk74PNV9XjgKTRfU/bTkKiqa9qvodXAU4Ef0Nzb2j5a4IY25NHcP+/aqrququ4B/g04\nbMA1LVpVdR7w3XHNhwHr2+frgZd0tP9bVd1dVd8ErsX7IfZcVW2qqkvb53fS/Ee6O/bT0KjGXe3L\nZe2jsI+GTpI9gF8C3tfRbD8NP/toiCR5CPAs4P0AVXVPe+9k+2k4PQf4n6q6AftowRvmkLc7cGPH\n65vaNg2PXatqU/v8FmDX9rl9N2BJVgH7AV/Bfhoq7SmAlwNbgLOqyj4aTn8L/CGwvaPNfhouBXwx\nySVJ1rZt9tFweQywFfiX9tTn9yXZCftpWB0BfLh9bh8tcMMc8rSAVHMvDu/HMQSS7Ax8HDi2qu7o\nXGY/DV5V3dueFrMHcECSfcctt48GLMmhwJaqumSydeynofDM9mvphTSnpz+rc6F9NBSWAj8HvKeq\n9gO+T3va3xj7aTgkeSDwYuCj45fZRwvTMIe8m4E9O17v0bZpeGxOshKg/XtL227fDUiSZTQB79Sq\n+kTbbD8NofaUpXNormmwj4bLgcCLk1xPc6nAwUn+FftpqFTVze3fW2iuIToA+2jY3ATc1J6xAPAx\nmtBnPw2fFwKXVtXm9rV9tMANc8i7GNg7yWPa3y4cAZw+4Jp0f6cDR7fPjwY+3dF+RJIHJXkMsDdw\n0QDqW1SShOa6h6ur6sSORfbTkEiyIsku7fMdgecBX8c+GipV9caq2qOqVtH83/MfVfVb2E9DI8lO\nSZaPPQeeD1yJfTRUquoW4MYkj2ubngNchf00jI7kvlM1wT5a8JYOuoDJVNW2JK8FvgAsAU6uqo0D\nLmvRSvJh4CDgEUluAt4CvB04LcmrgBuAlwFU1cYkp9F8I98GvKaq7h1I4YvLgcBRwBXtNV8Ab8J+\nGiYrgfXtTGQPAE6rqjOSXIh9tBD4tTQ8dgU+2fxui6XAh6rq80kuxj4aNq8DTm1/YX8d8Ara73/2\n03Bof1HyPOCYjma/3y1waU6zlSRJkiSNgmE+XVOSJEmSNEOGPEmSJEkaIYY8SZIkSRohhjxJkiRJ\nGiGGPEmSJEkaIYY8SRqAJPcmuTzJxiRfTXJckge0y9Yk+fsptl2V5Df6V213klyf5BE93P/93neS\n307y7hnu40tJ1sx/dT9xnIOS3J7kzI7XZ8xhf6cm+W6Sl85flZKkUWXIk6TB+GFVra6qJ9Lcn+iF\nNPefpKo2VNXvTbHtKmDoQl4frGJhve/zq+pF87GjqvpNmpsQS5I0LUOeJA1YVW0B1gKvTePHoz5J\nnt2O+F2e5LIky2luUvsLbdsb2hGu85Nc2j5+vt32oHbk6mNJvt6OBqVdtn+S/2xHES9KsjzJkiTv\nSHJxkq8lOWaiepN8Kskl7Sjk2knW+f0kV7aPY9u2VUmuTvLedtt/T7JjRz1fa9/TO5JcOcFu7/e+\n27bdknw+yTeS/HXH8d+TZEN7nLdOUN+vJTmxff76JNe1z/dK8uX2+VOTnNu+1y8kWTmDWifVbn9Z\nkscmOSHJ+rb/bkjyK0n+OskV7ftaNpN9S5IEhjxJGgpVdR2wBPjpcYv+AHhNVa0GfgH4IXA8zSjR\n6qp6F7AFeF5V/Rzw60DnqZ77AccC+wB7AQcmeSDwEeD1VfUU4Lntfl8F3F5V+wP7A7+b5DETlPvK\nqnoqsAb4vSQP71yY5KnAK4CnAU9v97Nfu3hv4KR2BPN7wK+27f8CHNO+z3sn+ZjGv2+A1e17fhLw\n60n2bNvfXFVrgCcDz07y5HH7Or/9PGn//k6S3dvn57Xh6h+Al7bv9WTgbTOodUJtAP8n4LCq+p+2\n+bHAwcCLgX8FzqmqJ9H0yS/NZP+SJIEhT5KG3ZeBE5P8HrBLVW2bYJ1lwHuTXAF8lCbQjbmoqm6q\nqu3A5TSnPD4O2FRVFwNU1R3tfp8PvDzJ5cBXgIfThLLxfi/JV4H/AvacYJ1nAp+squ9X1V3AJ7gv\nUH2zqi5vn18CrEqyC7C8qi5s2z80/cfyY2dX1e1V9b/AVcCj2/aXJbkUuAx44rjPhKq6Bdi5HRnd\nsz3ms9o6z6f5jPYFzmo/jz8G9phjrU8A1gG/XFXf6mj/XFX9CLiCJuh/vm2/gqa/JEmakaWDLkCS\n1JwmSDMqtIUmDABQVW9P8lngRcCXk7xggs3fAGwGnkLzy7v/7Vh2d8fze5n6+36A11XVF6ao8yCa\nkb9nVNUPknwJ2GGKfY43vp4dZ7BtN/tb2o4+/gGwf1XdluSUSWr8T5oRx2togt0rgWcAxwGPAjZW\n1TM6N2hD3mxtauvYD/j2+PdQVduT/Kiqqm3fjv9PS5JmwZE8SRqwJCtoTuF7d8cP+GPLHltVV1TV\nXwEXA48H7gSWd6z2EJqRue3AUTSjQVO5BliZZP/2GMuTLAW+APyfsevAkvxskp3GbfsQ4LY24D2e\n5nTM8c4HXpLkwe32h7dtE6qq7wF3Jnla23TEJKuOf9+T+Sng+8DtSXalmdRmIufThMHzaEb8fhG4\nu6pup/mMViR5BkCSZUmeOINaJ/I9mtMv/7INy5Ik9YS/IZSkwdixPQ1wGbAN+CBw4gTrHZvkF2lG\ndTYCn2uf39ueMnkK8I/Ax5O8nOZUv+9PdeCquifJrwP/0E588kOa0bn30ZweeGk7QctW4CXjNv88\n8OokV9MEof+aYP+XtqNnF7VN76uqy5KsmqKsV9GccrodOBe4fYJ1vjbufd82yfv7apLLgK8DN9Kc\n8jqR82lO1Tyvqu5NcmO7zdhn9FLg75M8hOb/y7+l6YNuap1QVW1OcijwuSSv7HY7SZJmIuN+aSxJ\nUt8l2bm9fo8kxwMrq+r1Ay5rQt3U2o7U/UFVHTqPxz0FOKOqPjZf+5QkjSZP15QkDYNfam9JcCXN\n5Cd/PuiCptBNrfcA+6a9GfpcJTkVeDb3v95SkqQJOZInSZIkSSPEkTxJkiRJGiGGPEmSJEkaIYY8\nSZIkSRohhjxJkiRJGiGGPEmSJEkaIYY8SZIkSRohhjxJkiRJGiGGPEmSJEkaIYY8SZIkSRohhjxJ\nkiRJGiGGPEmagSS/kOSaWW77qCR3JVkyxTp3Jdlr9hX2T5LPJTm6y3WvT/LcSZYdlOSmWdawY5LP\nJLk9yUdns48ZHOuEJP/ay2O0xzklyZ+3z2f92UiSFi9DniRNYLJQUlXnV9XjZrPPqvpWVe1cVfe2\nx/hSkt8Zt87OVXXd7KqeWJIj2veTce1Lk2xJcuhs9ltVL6yq9fNT5ay9FNgVeHhV/dpcd9aGqu1t\n2B57fGbuZfZekt9OcsGg65AkDZ4hT5JG36eAXYBnj2s/BCjg8zPZWRrD8v/Ho4H/rqptM90wydJJ\nFn27Ddtjj1+eW4mSJPXXsPwnLUkLwvjT59oRsv+b5GtJvp/k/Ul2bU9lvDPJF5M8tF13VZJqR9De\nBvwC8O52tOjd7TqV5Gfa56ckOSnJZ9t9fSXJYzuO/fwk17SnKv5jknPHjwwCVNX/AqcBLx+36OXA\nh6pqW5KHJjkjydYkt7XP9+g41peSvC3Jl4EfAHt1jkQmeWyS/0jynSS3Jjk1yS7jjrd/kqva/f9L\nkh0m+Yx3S/LxtpZvJvm9SdZ7K/AnwK+3n+GrkjwgyR8nuaEdpfxAkoeM+/xfleRbwH9MtN9uJflo\nklvaz/+8JE/sWPbw9jTSO5JcnOTPO0fZkjw+yVlJvtv24cu6PObxSf6n/fdwVZLD2/YnAP8EPKP9\nLL7Xtj8oyTuTfCvJ5iT/lGTHdtkj2n7+XlvH+UMU3iVJc+A3c0mau18Fngf8LPDLwOeANwEraL7P\n/kRIqao3A+cDr21Hi147yb6PAN4KPBS4FngbND+gAx8D3gg8HLgG+PkpalwPvLTjB/yHtLWOnW75\nAOBfaEbGHgX8EHj3uH0cBawFlgM3jFsW4C+B3YAnAHsCJ4xb5zeBFwCPpfms/nh8kW3I+AzwVWB3\n4DnAsUleMH7dqnoL8BfAR9rP8P3Ab7ePXwT2Anae4H08u63xJ/Y5Q58D9gZ+GrgUOLVj2UnA94FH\nAke3j7H3uBNwFvChdtsjgH9Msk8Xx/wfml8OPITm38W/JllZVVcDrwYubD+LsYD9dprPejXwMzSf\n6Z+0y44DbqL5d7orzb/ZmsH7lyQNKUOeJM3dP1TV5qq6mSa4faWqLmtH0D4J7DeHfX+yqi5qT0c8\nleaHdYAXARur6hPtsr8HbplsJ1X1ZWAzcHjb9DKa0xwvb5d/p6o+XlU/qKo7acLk+NM7T6mqjVW1\nrap+NG7/11bVWVV1d1VtBU6cYPt3V9WNVfXddv9HTlDq/sCKqvrTqrqnvT7xvTRBqBu/CZxYVddV\n1V00IfiIcadmnlBV36+qH06yj93a0a2xx4SjbFV1clXdWVV30wTapyR5SJqJdX4VeEv7eV7FfWEa\n4FDg+qr6l/azvAz4ODDtNYVV9dGq+nZVba+qjwDfAA6YaN0koQnlb6iq77b9+hfc91n+CFgJPLqq\nftReb2rIk6QRMNn1CJKk7m3ueP7DCV7vPId9dwa3H3TsazfgxrEFVVWZfhbGD9CeokkzKveBsQVJ\nHgy8i+Y6vYe2zcuTLBmbKKbzeOMl2RX4O5pRpuU0v0S8bdxqndvf0L6H8R5NG7I62pbQhOdu7Mb9\nRxlvoPm/btdJ6pjIt6tqj6lWaIPc22iC2Qpge7voEcCO7TE7j9P5/NHA08a9x6XAB6epiyQvB34f\nWNU27dwecyIrgAcDl+S+OXdC83kCvIMmnP57u3xdVb19uhokScPPkTxJGpy5jJpsAjqvmUvn60l8\nEHhOkmcAT+f+pxceBzwOeFpV/RTwrLFdd1nvX7TLn9Ru/1vjtoXmFM4xjwK+PcF+bgS+WVW7dDyW\nV9WLpnlvY75NE6I6j7ON+wfv+Rit+g3gMOC5NKdOrmrbA2xtj9nZH53v/Ubg3HHvceeq+j9THTDJ\no2lGNV9LM5voLsCV3Pc5j39ft9L8kuGJHcd5SFXtDNCOQh5XVXsBLwZ+P8lzZvAZSJKGlCFPkia3\nLMkOHY/5PvthM811Y7PxWeBJSV7S1vUamuu/JlVV1wMXAB8GzqqqzlHC5TSB4HtJHga8ZYb1LAfu\nAm5PsjvwfydY5zVJ9mj3/2bgIxOscxFwZ5I/SnMPvCVJ9k2yf5d1fBh4Q5LHJNmZ+67Zm/Hsm9NY\nDtwNfIdmtOwvxha0I5+fAE5I8uAkj+f+k96cAfxskqOSLGsf+7eTp0xlJ5ogtxUgySuAfTuWbwb2\nSPLAto7tNKHwXUl+ut1m97HrG5McmuRn2l8Q3A7cy30jkpKkBcyQJ0mTO5Mm+Iw9Tpjn/f8dzWQo\ntyX5+5lsWFW30pwq+Nc0QWMfYANN8JjKepqRrg+Ma/9bmtMMbwX+ixneVoFmEpCfowkLn6UJOeN9\nCPh34DqaCUT+fPwKbUA6lObaw2+29byPZrSsGyfTjFie127/v8DrZvA+uvUBmlNBbwauovnMOr2W\npuZb2no+TNs37bVxz6e5Nu7b7Tp/BTxoqgO21/b9DXAhTaB7EvDljlX+A9gI3JLk1rbtj2gm7Pmv\nJHcAX6QZsYVm0pgv0oTzC4F/rKpzuv0AJEnDK15jLUkLXzsr5U3Ab/qD+vBJ8lfAI6vq6GlXliRp\njhzJk6QFKskLkuyS5EE009+HnxxR0gC098F7choHAK+imWlVkqSeG0jIS3JIe/PXa5McP4gaJGkE\nPIPmtMdbae5595Ipbgug/lpOc8rq92muPfwb4NMDrUiStGj0/XTNdtrp/6a5cfBNwMXAke21BpIk\nSZKkORjESN4BwLXtjWrvAf6NZhpqSZIkSdIcDeJm6Ltz/5vC3gQ8bfxKSdYCawF22mmnpz7+8Y/v\nT3WSJEmSemb7PT/kR/97OwBXfuPmW6tqxYBLmjd7JbU38IWq8feK7atBhLyuVNU6YB3AmjVrasOG\nDQOuSJIkSdJc3XHjZXz362dT27ex1yFvvGHQ9cyX307qQcDlQJKdqur7g6plECHvZmDPjtd7tG2S\nJEmStCCdB7wI+Ebz8i6aWa8HYhAh72Jg7ySPoQl3RwC/MdUGl2yE7NOP0iRJkiT10m/8PLz5MNjx\ngYOuZP78dlI7ASuAhwDvY7CjeX0PeVW1LclrgS8AS4CTq2pjv+uQJEmSpPkwNooH8EBgdfN0YKN5\nA7kmr6rOBM4cxLElSZIkab50juKNWcNgR/OGduIVSZIkSRp2naN4YwY9mjeI++RJkiRJ0oI30Sje\nmDXcN9PmdPtJsmeSc5JclWRjktfPpS5H8iRJkiT1TahBlzBvJhrFGzPD0bxtwHFVdWmS5cAlSc6q\nqqtmU5chT5IkSfPq/1315p7s98/2eVtP9ivNRpKD9mXiUbwx3V6bV1WbgE3t8zuTXA3sDswq5Hm6\npiRJkuZNrwKeNIRefeA0KzwQeGLz9PBud5pkFbAf8JXZleVIniRJkiTNxk5/8mzYbYepV1p3I5xz\nFS9Icmxnc1WtG79ukp2BjwPHVtUdsy3MkCdJkiRJvXVBVR011QpJltEEvFOr6hNzOZina0qSJEnS\nACUJ8H7g6qo6ca77M+RJkiRJ0mAdCBwFHJzk8vYx2cSd0/J0TUmSJEkaoKq6gHm8abohT9KCM5OZ\n27qZbruXM8E53bekUdbvmTTn+/v/XI8x12MtJJN9LrP5f/Zx31oGX915XurSxDxdU5IkSVLfzNtw\nlSZlyJMkSZLwHn8aHYY8SZIkSRohhjxJkiRJGiGGPEmSJI0cT70cbst2+NGgSxhpqapB1zCt3das\nrE0/2DToMobCIL5hzcfsVIth1qlB8D8wLTR+L5hYt1/Lw/75/b+r3vzjGhfr96eZ9NFs/5+c7rPt\npg/+bJ+3Ldo+GoS5fO2OYj89/lvL2P+aB7F0e9jrkDdeUlVrBl3TbCT5zM3P5tDddph6vXU3wjFX\n8eqq+uf+VOZI3oIyil/kkrTY+b1dkjTfDHmSJC0QwxwIO2sb5jp7bVje+7DUIWkwDHnqC/+zkSRp\ncv4/KWk+GfIkSZIkaYQY8iRJkvqslyN3jgpKMuRJkiRJ0ggZyC0UklwP3AncC2ybbtrU3dasrN/Z\n8Mofv+7nFNK9/m1Y53vxN2/dGfYpxOfCfwOSJGnUeQuF3lvarwNN4Ber6tYBHl+SJEk9NB+/mPUX\noNLMLcjTNf1ilyRJGm6jfOaNNOwGFfIK+GKSS5KsHVANQ8XgKkmSJGk+DCrkPbOqVgMvBF6T5Fnj\nV0iyNsmGJBt+sPUH/a9Q6jODviRJP8kRQWnmBhLyqurm9u8twCeBAyZYZ11VramqNQ9e8eB+lyhJ\nkiRJC1LfJ15JshPwgKq6s33+fOBPZ7qfURn1GJX30U9+ZpIkSQtX+j+5/6IziNk1dwU+mWTs+B+q\nqs8PoA5JmtZkpwn5ywZJmlgvTq+cbp9+T5bur+8hr6quA57S7+NKkiRJ0mKwIG+hIEmSJEmamCFP\nkiRJkkaIIU+SJEmSRoghT5IkSQua99KT7s+QJ0mz4A8UkvST/N4oDYdB3EJBkoD+/DDQzbTas61j\nJtvNdnrv2dbmdOJaLLzNyeAMW6AbX0+/vu8upn9rY5/NYnrPC5UjeZJG2mT/WQ/bDyeS5pdf45IW\nM0OepIHwBzBJ0rDx/yaNCkOeJEmSJI0QQ54kSZJGjqNyWswMeZIkSZI0QlJVg65hWrutWVm/s+GV\ngy5jwZnLb7CcNWlhmo/ZHv3Np/plWL7PLMR/84P87Bbi59Vv3fbPRJ+l35tHRy++TsfPbtn572Ki\n48119tlu/t3N5n0+4YZlrPnvB7F0e9jrkDdeUlVrZryTIZDkMzc/m0N322Hq9dbdCMdcxaur6p/7\nU5kjeZIkSZI0Ugx5kqRFa6GOjizUuqXFZNBfp4M+vgbLkCeNCL+Za6Hx36wkLV4Z/ivGFjRDnrRI\n+QO2JEkL10L/f9yM11uGPEmSpD5b6D+ga/j4b0qdDHmSJEmSZsVwOZy8hcICNExfTBNN4Tvdupq5\nYepzSZKkbkz2s98TbljGmmsexNLyFgq94kieJEmSJI0QQ54kSZIkjRBDniRJkqR55+Umg2PI05z4\nxStJkiQNF0OeJEmSpL7JoAtYBJb2asdJTgYOBbZU1b5t28OAjwCrgOuBl1XVbb2qYaFaaKNj3dbb\n6/c1rLN3jr3viepbaH0tSZI0E3+2z9uG9me0UdbLkbxTgEPGtR0PnF1VewNnt6+lkWWIkyRJUr/1\nLORV1XnAd8c1Hwasb5+vB17Sq+NLkiRJ0mLU72vydq2qTe3zW4BdJ1sxydokG5Js+MHWH/SnOkmS\nJEla4AY28UpVFVBTLF9XVWuqas2DVzy4j5UNlqf3SZIkSZqLfoe8zUlWArR/b+nz8SVJkiRppPU7\n5J0OHN0+Pxr4dJ+PL02plyOpjtJKkiSpH3p5C4UPAwcBj0hyE/AW4O3AaUleBdwAvGwux+h2Stb5\n/uF6vqaB9Yf++TVfn6dBT5Ikaf50/vzz/6568xQXbGm+9CzkVdWRkyx6Tq+OuZD4w74kSZIWq3t/\ntJSlS+8ddBkja2ATr0iSJEmS5t+CDXmOhEmSJEnST1qwIW+QDJiSJEmShpUhT5IkSVJfOFjSHz2b\neKVfBvUPZaLjTjfrpv+oJUmStNj9+9t/idW//KVBlzHSHMmTJEmSpAFKcnKSLUmunI/9GfIkSZIk\nabBOAQ6Zr50Z8vrEUzUlSZIkSIoMuoghU1XnAd+dr/0Z8iRJkiSpt56ZZEPHY20vD7YgJ15xVEyS\nJEnSoL3jQ69j+W7Lp1zn0nWXwTGfu6CqjupTWY7kSZIkSdIoWXAjecM8ijfMtUmSJElaHBzJkyRJ\nkqQBSvJh4ELgcUluSvKquexvwY3kSZIkSdIoqaoj53N/juRJkiRJ0ggx5EmSJEnSCDHkSZIkSeqb\n5kboNeAqRtuCuCZv08bdnblSkiRJkrrgSJ4kSZIkjZBJR/KS/FwX2/+oqq6Yx3okSZIkSXMw1ema\n5wIXM3ba7MQeA6yaz4IkSZIkSbM3Vci7uKoOnmrjJP8xz/VIkiRJkuZg0mvypgt43a4jSZIkSeqf\nrmbXTPJkmtMyf7x+VX1imm1OBg4FtlTVvm3bCcDvAlvb1d5UVWfOuGpJkiRJ0oSmDXltWHsysBHY\n3jYXMGXIA04B3g18YFz7u6rqnTMrU5IkSZLUjW5G8p5eVfvMdMdVdV6SVTOuSJIkSdLoijdC77Vu\n7pN3YZIZh7wpvC7J15KcnOShk62UZG2SDUk2sG3rZKtJkiRJkjp0E/I+QBP0rmnD2RVJvjbL470H\n2AtYDWwC/mayFatqXVWtqao1LF0xy8NJkiRJ0uLSzema7weOAq7gvmvyZqWqNo89T/Je4Iy57E+S\nJEmSdH/dhLytVXX6fBwsycqq2tS+PBy4cj72K0mSJElqdBPyLkvyIeAzwN1jjV3cQuHDwEHAI5Lc\nBLwFOCjJaprZOa8Hjpld2ZIkSZKkiXQT8nakCXfP72ib9hYKVXXkBM3v7740SZIkSdJMTRvyquoV\n/ShEkiRJkjR3k86umWTtdBt3s44kSZIkjUn7UO9MNZJ3fJJbp1ge4PXAuvktSZIkSZI0W1OFvHOB\nX55m+7PmsRZJkiRJ0hxNGvK8Fk+SJEmSFp5Jr8mTJEmSJC08hjxJkiRJGiGGPEmSJEkaIdPeJy/J\ng4BfBVZ1rl9Vf9q7siRJkiRJszFtyAM+DdwOXALc3dtyJEmSJElz0U3I26OqDul5JZIkSZJGXrwT\nes91c03efyZ5Us8rkSRJkiTN2aQjeUmuAKpd5xVJrqM5XTNAVdWT+1OiJEmSJKlbU52ueWjfqpAk\nSZIkzYtJQ15V3QCQ5INVdVTnsiQfBI6acENJkiRJ0sB0c03eEztfJFkCPLU35UiSJEmS5mLSkJfk\njUnuBJ6c5I4kd7avt9DcVkGSJEmSNGQmDXlV9ZdVtRx4R1X9VFUtbx8Pr6o39rFGSZIkSVKXC2gN\nNwAAE+xJREFUurlP3puS/ArwTJrZNs+vqk/1tixJkiRJ0mx0c03eScCrgSuAK4FXJzmpp1VJkiRJ\nGklJQWrQZYy0bkbyDgaeUFUFkGQ9sLGnVUmSJEmSZqWbkbxrgUd1vN6zbZMkSZIkDZluRvKWA1cn\nuYjmmrwDgA1JTgeoqhf3sD5JkiRJ0gx0E/L+ZDY7TrIn8AFgV5pwuK6q/i7Jw4CPAKuA64GXVdVt\nszmGJEmSJOn+pj1ds6rOpQljy9rnFwGXVtW57evJbAOOq6p9gKcDr0myD3A8cHZV7Q2c3b6WJEmS\nJM2DaUNekt8FPgb8c9u0BzDtLRSqalNVXdo+vxO4GtgdOAxY3662HnjJzMuWJEmSJE2km4lXXgMc\nCNwBUFXfAH56JgdJsgrYD/gKsGtVbWoX3UJzOqckSZIkaR50E/Lurqp7xl4kWUpzjV1XkuwMfBw4\ntqru6FzW3pZhwn0lWZtkQ5INbNva7eEkSZIkaVHrJuSdm+RNwI5Jngd8FPhMNztPsowm4J1aVZ9o\nmzcnWdkuXwlsmWjbqlpXVWuqag1LV3RzOEmSJElDLu1DvdNNyDse2ApcARwDnAn88XQbJQnwfuDq\nqjqxY9HpwNHt86OBT8+kYEmSJEnS5Ka9hUJVbU/yKeBTVTWT8yYPBI4Crkhyedv2JuDtwGlJXgXc\nALxshjVLkiRJkiYxachrR+LeAryWdsQvyb3AP1TVn06346q6gMlHYp8z81IlSZIkSdOZ6nTNN9CM\nxu1fVQ+rqocBTwMOTPKGvlQnSZIkSZqRqULeUcCRVfXNsYaqug74LeDlvS5MkiRJkjRzU4W8ZVV1\n6/jG9rq8Zb0rSZIkSZI0W1OFvHtmuUySJEmSNCBTza75lCR3TNAeYIce1SNJkiRphCU16BJG3qQh\nr6qW9LMQSZIkSdLcdXMzdEmSJEnSAmHIkyRJkqQRYsiTJEmSpBFiyJMkSZKkEWLIkyRJkqQBS3JI\nkmuSXJvk+Lnsy5AnSZIkSQOUZAlwEvBCYB/gyCT7zHZ/hjxJkiRJGqwDgGur6rqqugf4N+Cw2e5s\nqpuhS5IkSdK8yo//WPj+9tnHw7Ldpl7ptnXA556Z5Hc7WtdV1bqO17sDN3a8vgl42mzrMuRJkiRJ\nUm9dUFVH9etgnq4pSZIkSYN1M7Bnx+s92rZZMeRJkiRJ0mBdDOyd5DF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/01feb16', \n", " 'SalishSea_2h_20160201_20160210_dia1_T.nc',\n", " 'SalishSea_1h_20160201_20160201_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# March 2016" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3XzfuWPfett8uS/KSwVQ9vyTZKslpSS5OsjzJO9vl9tOQSPKwJGcn+VnbRx9q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\nTDVd8800o3FPq6qHVdXDgKcD+yV5c1+qkyRJkiTNyFQh7zDg0Kr67lh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/02mar16',\n", " 'SalishSea_2h_20160302_20160311_dia1_T.nc',\n", " 'SalishSea_1h_20160302_20160302_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# April 2016" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ZvYyo2U99a8mrxsQwM8vb29hMiiFJkiRJdzlhGVzMsFvxAFLVv7wryUbAd4EH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\ngc8At08UdrGEwoeApwIPTHId8CbgqUnW0szOeTXwit7CliRJkiRNpZs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/01apr16',\n", " 'SalishSea_2h_20160401_20160410_dia1_T.nc',\n", " 'SalishSea_1h_20160401_20160401_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# May 2016" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UrPdZ0/IxyZMkSZKkKWKSJ0mSJElTxCRPkiRJkqaISZ4kSZIkTRGTPEmSJEma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\n6/O4mFgmsW2kaTKqzyz1T7f33NnlkzK9gKN1S9NpkKdrHgfsP6vsKOC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/01may16',\n", " 'SalishSea_2h_20160501_20160510_dia1_T.nc',\n", " 'SalishSea_1h_20160501_20160501_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# June ish 2016" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SJEmSVpJhzq4Z4Ejg7Kp6Z8fyNR3Fng2cOawYJEmSJGmlGebsmo8CDgDOSHJ6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\nv2qYyWJtzRtG3VPtsxdvZjM9l2G9WU7UNHn/vX4NJrqdnqkXVY2PfvQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/31may16',\n", " 'SalishSea_2h_20160531_20160609_dia1_T.nc',\n", " 'SalishSea_1h_20160531_20160531_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# July ish 2016" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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NEZM8SZIkSRojJnmSJEmSNEZM8iRJkiRpSCX5vSQXJ1mfZPVsjjHJkyRJkqTh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\nWtZCNVWSd1FVHTjVwUm+Ms/xSJKGmH/0SJI0/Ca9J2+6BK/bfSRJWqx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/30jun16',\n", " 'SalishSea_2h_20160630_20160709_dia1_T.nc',\n", " 'SalishSea_1h_20160630_20160630_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# August ish 2016" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JkyRJkjQwoYYdwtgzyZMkSZKkMWKSJ0mSJEljxCRPkiRJksaISZ4kSZIkjRGT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\nEXdH4xwuhjxJP6PTEfK6OQre5G2N2xeI6UZNHbfnOWGmL4GDPtbD9gW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/30jul16',\n", " 'SalishSea_2h_20160730_20160808_dia1_T.nc',\n", " 'SalishSea_1h_20160730_20160730_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# September ish 2016" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+Dte8HXhOVd2SZDFwWpJvtus+WlX/2sdjS5IkSdJA3DPT5mnA5fQyo2Y/9a2S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\nkiRJMzVtkldVr+tHIJIkSZKkuZt0ds0ka6Y7uJt9JEmSJGlM2pt6Z6q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/29aug16',\n", " 'SalishSea_2h_20160829_20160907_dia1_T.nc',\n", " 'SalishSea_1h_20160829_20160829_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# October ish 2016" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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r3gQ8uaquT7IUOCHJN9t1H6yqf+3jsSVJkiRpIG4fafME4EJ6GVGzn/rWkleN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\n1KpaNdMVV9VZSVbOuCJJkiRJoyteCL3XurlO3rlJZhzypvD6JJckOSH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/28sep16',\n", " 'SalishSea_2h_20160928_20161007_dia1_T.nc',\n", " 'SalishSea_1h_20160928_20160928_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# November ish 2016" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qXrMk2SLJ95NckOT8JG9vp3ucxkSStZOcluSn7TH6QDvdYzSGkqyV5KwkX29f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\n9kGXIKlP/mzvdwEPfN+PTfdTL37m/Nne75p0u+Nf80y3O1u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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit_along_thalweg('/results/SalishSea/nowcast-green/28oct16',\n", " 'SalishSea_2h_20161028_20161106_dia1_T.nc',\n", " 'SalishSea_1h_20161028_20161028_ptrc_T.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# December ish 2016" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zrqiqK6vqbuDzwD4jrmmNVVWnAzf1Ld4HOLp9fzSwb8/yz1fVXVX1M+AKfB7i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\nn7iFwX6WJEn9liTAycDVVXXi1u7PkDckvJ5DkiSN5y+epAV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