{ "metadata": { "name": "MapProjectionIssues" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Import the libraries" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import mpl_toolkits\n", "from mpl_toolkits.basemap import Basemap \n", "import matplotlib.pyplot as plt \n", "import numpy as np\n", "from osgeo import gdal" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 102 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Load raster using gdal, mask NoData values. Get projection info" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pathToRaster = r'I:\\Data\\anomaly//ano_DOY2002170.tif'\n", "raster = gdal.Open(pathToRaster, gdal.GA_ReadOnly)\n", "array = raster.GetRasterBand(1).ReadAsArray()\n", "msk_array = np.ma.masked_equal(array, value = 65535)\n", "print 'Raster Projection:\\n', raster.GetProjection()\n", "print 'Raster GeoTransform:\\n', raster.GetGeoTransform()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Raster Projection:\n", "GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433],AUTHORITY[\"EPSG\",\"4326\"]]\n", "Raster GeoTransform:\n", "(-180.0, 0.25, 0.0, 90.0, 0.0, -0.25)\n" ] } ], "prompt_number": 122 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Quick plot using pyplot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(msk_array)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "output_type": "display_data", "png": 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dysrKGBkZobQ0W1CpsrKSgYGB/HmDg4NUVlaesI2XC/WTIZVOUyUPY9BUjgrT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PAAAg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\nMqlLkiQNIzKpS5IkDSMyqUuSJA0j/x/MiVEsNEs9iQAAAABJRU5ErkJggg==\n" } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Let's plot a real map using Basemap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "map = Basemap(projection='cyl',resolution='c',lat_0=0,lon_0=0)\n", "\n", "# Add some additional info to the map\n", "cstl = map.drawcoastlines(linewidth=.5)\n", "meri = map.drawmeridians(np.arange(0,360,60), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey' ) \n", "para = map.drawparallels(np.arange(-90,90,30), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey')\n", "boun = map.drawmapboundary(linewidth=0.5, color='grey')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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sLISsrCwyMjLg6+vLjLwBYP78+UhMTMSgQYOYa7Zt24YhQ4ZAR0cHzZo1Y2QKCQmBpqYm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} ], "prompt_number": 126 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Add the data as an image" ] }, { "cell_type": "code", "collapsed": false, "input": [ "map = Basemap(projection='cyl',resolution='c',lat_0=0,lon_0=0)\n", "\n", "datain = np.flipud( msk_array )\n", "imsh = map.imshow(datain)\n", "\n", "# Add some more info to the map\n", "cstl = map.drawcoastlines(linewidth=.5)\n", "meri = map.drawmeridians(np.arange(0,360,60), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey' ) \n", "para = map.drawparallels(np.arange(-90,90,30), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey') " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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uvfXWn9SBJEls27aNsWPHsm7dOt6ZEIFdp4DaWqZ+VERaWhp5eXk88MADbffs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\nYII=\n" } ], "prompt_number": 88 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Add the same data as filled contours" ] }, { "cell_type": "code", "collapsed": false, "input": [ "map = Basemap(projection='cyl',resolution='c',lat_0=0,lon_0=0)\n", "\n", "datain = np.flipud( msk_array )\n", "ny = datain.shape[0]; nx = datain.shape[1]\n", "lons,lats = map.makegrid(nx,ny) # get lat/lons of ny by nx evenly space grid.\n", "x,y = map(lons,lats) # compute map prj coordinates\n", "\n", "levels = [-1000,-800,-600,-400,-200,0,200,400,600,800,1000]\n", "cntr = map.contourf(x,y,datain, levels,cmap=cm.RdBu)\n", "cbar = map.colorbar(cntr,location='bottom',pad='15%')\n", "\n", "# Add some more info to the map\n", "cstl = map.drawcoastlines(linewidth=.5)\n", "meri = map.drawmeridians(np.arange(0,360,60), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey' ) \n", "para = map.drawparallels(np.arange(-90,90,30), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey') \n", "boun = map.drawmapboundary(linewidth=0.5, color='grey')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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egqiNZCBqOABrG/nQxc2Whn1bYenhgVXEIU7ZeOFW/oS8R9EUZaVyIiIcS0tL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\nSC5JJBLJA4VcJpJIJBKJFAYSi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} ], "prompt_number": 124 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Problems starts here:\n", "Now I want to use Robinson projection instead of the Cylindrical Equidistant, but this is giving me strange output" ] }, { "cell_type": "code", "collapsed": false, "input": [ "map = Basemap(projection='robin',resolution='c',lat_0=0,lon_0=0)\n", "\n", "datain = np.flipud( msk_array )\n", "ny = datain.shape[0]; nx = datain.shape[1]\n", "lons,lats = map.makegrid(nx,ny) # get lat/lons of ny by nx evenly space grid.\n", "x,y = map(lons,lats) # compute map prj coordinates\n", "\n", "levels = [-1000,-800,-600,-400,-200,0,200,400,600,800,1000]\n", "cntr = map.contourf(x,y,datain, levels,cmap=cm.RdBu)\n", "cbar = map.colorbar(cntr,location='bottom',pad='15%')\n", "\n", "# Add some additional info to the map\n", "cstl = map.drawcoastlines(linewidth=.5)\n", "meri = map.drawmeridians(np.arange(0,360,60), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey' ) \n", "para = map.drawparallels(np.arange(-90,90,30), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey')\n", "boun = map.drawmapboundary(linewidth=0.5, color='grey')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "WARNING: x coordinate not montonically increasing - contour plot\n", "may not be what you expect. If it looks odd, your can either\n", "adjust the map projection region to be consistent with your data, or\n", "(if your data is on a global lat/lon grid) use the shiftgrid\n", "function to adjust the data to be consistent with the map projection\n", "region (see examples/contour_demo.py)." ] }, { "output_type": "display_data", "png": 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BwcFymFpsbGwZIr1x40aZumdnZwutViuEMBBEly5d5PP1en2F3sFXdvVkEk9NTRWurq5l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\n" } ], "prompt_number": 125 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Map has vertical lines in the northern longitudes and data is offset compare to coastlines. " ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Now trying the same using the basemap.interp function" ] }, { "cell_type": "code", "collapsed": false, "input": [ "map = Basemap(projection='robin',resolution='c',lat_0=0,lon_0=0)\n", "\n", "datain = np.flipud( msk_array )\n", "\n", "nx = raster.RasterXSize\n", "ny = raster.RasterYSize\n", "\n", "xin = np.linspace(map.xmin,map.xmax,nx) # nx is the number of x points on the grid\n", "yin = np.linspace(map.ymin,map.ymax,ny) # ny in the number of y points on the grid\n", "\n", "lons = np.arange(-180,180,0.25) #from raster.GetGeoTransform()\n", "lats = np.arange(-90,90,0.25) \n", "\n", "lons, lats = np.meshgrid(lons,lats) \n", "xout,yout = map(lons, lats)\n", "dataout = mpl_toolkits.basemap.interp(datain, xin, yin, xout, yout, order=1)\n", "\n", "levels = [-1000,-800,-600,-400,-200,0,200,400,600,800,1000]\n", "cntr = map.contourf(xout,yout,dataout, levels,cmap=cm.RdBu)\n", "cbar = map.colorbar(cntr,location='bottom',pad='15%')\n", "\n", "# Add some more info to the map\n", "cstl = map.drawcoastlines(linewidth=.5)\n", "meri = map.drawmeridians(np.arange(0,360,60), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey' ) \n", "para = map.drawparallels(np.arange(-90,90,30), linewidth=.2, labels=[1,0,0,1], labelstyle='+/-', color='grey')\n", "boun = map.drawmapboundary(linewidth=0.5, color='grey')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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4OTnJy/mBAweSkpLCwoUL8fHxYfTo0ezfv5/vV6yl1LEOPT1cSEtLw9nZucIY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\n9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iySTyntdyeZ20CAE0KwefNm3LhxA++99x5WrVqFNWvWoF+/fh18RW2jrdpqfc26/noB\nZaulUCVELl261OTU2cfHB8nJyQAUiZz09PRa7AWlybU1W0J5eTnMzc3p8aHuV3nqTejrd2vw4myJ\nIG+K+iUGdTwGQ8djMFgsFua9Pg2xv/+klNStJd4vrYXP57fY6UOtvnA6OjpgsViQyWQaU1y4vait\nrW11alN1Qd2ELCgekk/n+OKtOgK5bnRlkLct/KEIA1eUW6tTDGLtUCVtfOTIkfj000+1phxfa7MY\nAoCenh5I8AygSlnbpV0J69TcVDWN9zBh4+ttXyDIzxuffPJJo+3069cPP/30E62NLlmypMV9LCws\n1OqFzfz8fDx79oz+nxpbnkAMcxXmFCr5WkvXJKgygwAQYKs4rr4gpxgaMggfvrMKczytIQfouIj2\nhMfjtWo9Te0Oza6urkhPT4e7u7u6u9Ku9OjRQ/v84JtZRKE8T7amsrFr2OB/bl59OsthTmIiCt53\ngt7nCs09ICBAawQ40DZN3MbGBnl5eXB1dVXyVqATXdWJXq1vpgqwNcaBfXthaWqM2bNnN9kOh8PB\nzp07QQhp9YKwtbV1q/bXNEJCQlBdXY0DBxTeIRwrJ5xOLcRI78H0WKiqZ1pfkKsS6tQ2qjoTJE2b\nQeWpN1GT+9INkfX9OpQAsNu0t03XpoqHDx/C39+/xfurPUu8g4MDcusMSleBzWa32saqLqioSqpw\nQ4CtMe11QuEUEEBXYr9y7G+lajYzF02kS6/V1WC0bXG3Ld/XtGnTcPToUfp/SpBQU/C63Enm0iYo\nKo+4naUZ3nzzzRa31xaPnqKihtWUtInVq1ejqqpKaVuArTFyRMqxGHU9hKgXZzHHko4crk9rNWgd\nj8HglpXDytiI/t9y6YZ2DccnhIDP56NHjx4tPkbtmjiLxYKpqSnKy8u1fgW9PtriYlhX2FBuWZt/\ne0BnKaxLgK0xknfPhY6OQmOxkpRgV5gJ5KmxOF0VA47Vyxwg2ibE23L/mZqaQkdHBzweD2ZWTrCq\no43X1wxzEhMxc9FExcvQohacnjbIz8/vcFOHtmvioaGhSElJQUhICL3NvqfRP55tFZCn3lTKTUON\nOyXIA5oxeVAKSYRFrZJ2XlfwU+evFtTCyd8HOh6DlV4Wk1tnhWuUzMxMODs7t0jPmLcAACAASURB\nVOoYtWvigPKiTVdCKBRqRYVxmzePIJHLx9EbmUrbIzyssSvMBJvCXWkNMpHLx9NK5eOpm33wjev0\ntocPH7bYRUpTaOvM6e2338b//ve/Rj+ngnsKD87DrjATBNgaQ556E9u2bcOIESPa2t0WIZfLtT5j\nqL+/P+7fv6+0raioCMklwkbt3PXruXKsnFT+1D2+/gK0KuK4tXCcsEjpuFddSK1LSkpKs1kL69Pm\nsPvo6GjMmjUL+/btw08//QQ3Nzf6DRITE4OJEydi586dEAqFdLHRrKwsjB07Fr///jumTJlCh6az\n2WxkZWWBw+GAw+HQqVy1/bdIJAKLxUJNTY1G9Kex3/ujb+HUhftASRp8RoRDIqzBmlFu6MES41Yp\ngTFEmBvSGz1YYhQLJHDXrUQpxwLFQjkMiRD8ghzoDXmdPt/GjRsRHR2NTZs2QUdHR+3X15rvi81m\nt/o4KprSzc0NOo+voio/CyxzO8jux6C7qQnkVYq6m/waAcizBLBtXRCT8gKWlpYIDw/v0Ouqm3tD\n3ePb1t9JSUkwMDCApaUlvV1fXx8rfryOSX72kOsbgDxLAN+gJ8izBMi76SG+RI7FvpaK+pj/2LlV\nnb+HQTc8ySuGr7UxjNky7IvPgauVCQRsI5R0t4fQpj9kealgmdshM+cF7iUlI3j4aLDAgt69k/Dw\nC2zy/K35nZmZCQMDg9a735I2Ul1dTf/98OFD4uLiQgghRCqVEhcXF5KdnU3EYjHx8fEhqamphBBC\n1q1bR3JyckhsbCzZvXu30vlqampIXFxcW7ujseTn56u7C02Sx6sm4qJssuzEA+I3fTGJfswlebxq\nEv2YS/w3nSP+m86RZScekDxeNf3Dy3pM0vOK6GNrrxymzyeTyYiRkREJDg5W41W1jaKiojYfm5WV\nRXbu3EkIIURclN1gXOqSn59PPvjggza31Rq4XG6ntNORxMbGksuXL9P/S6VSUlhYSN+r4qJskv/5\nMqVjZDIZycrKIgKBoNnz5/FeyrL693oer5rUXjlMcooryFtLl5GnzxVtLjvxoEGbr8off/xBZDJZ\nq49rs0287lS5uroaFhaKgrF37tyBq6srXQh59uzZiI6ORv/+/cFms1FdXY3q6uoG9lJDQ0Po6uqi\nqqqqVUZ9TcfW1hZyuVxjK417z/v2n1SzlvjxqQv4leWArbFSrpOcRACYiE3hrnSxCCdjyk/ZCLBy\nove9fv06ampqcOnSpc6+lFfmVdZknJ2d6QVEDjUedcaFIikpCYcPH8bnn3/e5rZaA/VcajNWVlZK\n5lYWiwUrKytMtqYWeY1QOWM1TuzcibKyMnofR0dHZGZmwtzcHEuXLqUTSYlEIujp6dHnq5vqoH4h\nFCtJCeAxGD988REWLlqC7sYK//A7yVxAD+1Gdna2YibXBjnxSgubp06dwgcffAAul4sLFy4AUPh0\n9urVi97HwcEBCQkJAICVK1di/vz5MDU1VVrRpxg4cCCuX7+O8PDwV+mWRsFisTTWT1cUdwQ/b1+M\nwJObQVZsR1BwKMQZNwF3xwb7Hj/wNyI8FiPCQ1GSrKzMALdv38aECROUgk5yc3ORkpKidfZwoG1+\n4hRisRgVFRVN7vPnn38iIyMDX331Vae91MvKyrR6YVMikeDQoUP48MMP6W1FRUX085Seno4ffvgB\nnp6emDt3Lm1yqcu5c+dw6NAhLF++HOfPn8e6devw6NEjle3Z9zRCfnkNErl8RFjUorKqCl/v3odB\ngX4IdTaDzT85g5wCAtrNrZAQgqSkJEybNq1Nx7+SEJ86dSqmTp2K69evY8GCBXj69GmT+zs4OCAu\nLq7Rz7t16wZzc3Pk5+fD3t7+VbqmUWiqNnTeKhwBtsbIjklB0NIS9O3njv+7eg6TJCV0SH1dKH/w\ngLVDYW2sh127dqGmpgZz5yoKFYhEIty9exfz5qmvMvir8CqaeLdu3VBUVITs7Gw4Ojri4sWLuH37\nNmxtbSEWi5Gfn4+QkBCsX7++HXvcPObmjYfyawPbtm3Da6+9BhMTE8jlcvz666/Izs6mXS3FYjGi\noqKajF6NiIjAhx9+iK1bt+Kjjz5q1onCvqcRtsRmoF+QNbZGbsV7Gz9Ef5OXeYEA5RqyLaWmpkal\ncnP37l0EBga2OSFcq4T4nj178NNPP4HFYuHMmTP023Do0KGQSqXg8XgN/L5zc3NblTPax8cHMTEx\nsLOz07gsd21FKpWitrZW4/I5n0stQoRFLaxOHkIxxxJX7j9EiZHiu9oVZoIIj8U4l1qkFFJPJbQq\nLi7Gvn374OnpiXPnzsHJyQlCoRBr1qzR2u/tVTRxAIiMjMShQ4cgEAgwZswYbNq0CcXFxQCgllwx\nYrEYAoGgRZkONRVvb2+cPn0aKSkpePDgAaZOndoqv3pA8b1GRkbC21uR/7t+vhtV7JnhjeXLl2P7\nti9o7f5W+E06kK215OTkwNnZGWVlZTAzM6O3i0QilJSUvFpa5rYa4TMyMohcLieEEJKYmEj69OlD\nCCFEIpGQPn36kOzsbCISiZQWNltKfn4+SUxMbGvXNJKWLLB0Nnm8amIWsYVezDl26gw5cfocvbC5\n7MQDsuzEAxL9uOHimEwmIxKJhAgEArJ8+XL6XtBmxGKxurvQrohEInV3oV2oqKggaWlpRCaTtfk5\nksvl5I8//iBubm7k+PHjze7/2WefkWvXrrWpLVWkpKQQAOTx48dK28+cOUOqqqpe6dxtNqf88ccf\n+PXXX8HhcNC9e3f8/vvvABTpZXfv3o2xY8dCJpNh8eLF6N+/f6vObWdnh7S0NFRXV3eZyj+1tbXQ\n19fXKC01Z9I4lN24jvzyGlgkn0Jldj6GWnEAKKeJnezRMIESi8VCRUUFLCwsMGjQIFy9elWrQuxV\n8aqauKZRWVmp0kasbZiYmMDExATV1dVKC5KtgcViYfr06TAyMsKTJ0+a3Pfq1avo16+fynTJkuKc\nlwvXrYDH4wFQWDN2794NACgoKIC5ufmrz9Bf6RXQgdTW1pLz5893CQ2PorKyUt1dUAnlEjdnwZvk\neUkl7brVHLW1tYQQQnbu3Elyc3M7upsdTlfTxKnvp6vQHs/P/v37lbThq1evkurqalJQUEBCQkLI\nxx9/TD7++OMGcudLIzciLspu0XOhimPHjhFvb2+yfPlyMm3aNJKUlEROnDjRJpfC+qg97L4x9PT0\n4OrqisePH8PLy0vd3WkXNEkLr0/wd0+RlirD3+PXwG3sLHw6x7fRKjPx8fEQCATIzs5GVlYWHBwc\nNKpWZlvpapo4n89vs+aqaRBC2sWj5/XXX8eePXtw+PBhEEKwbds2+Pn5ITQ0FMuXL8f8+fNVHre+\nWlFjFm3IHX7t2jUkJyfjwYMHOHbsGG7fvo3S0lKMGDGiXa6JRYhmp9qLi4uDj49Pl8mrUlZWpnEe\nAwVb/oMBtxxACIEw7SIM+ymKDVB5xOuzfPlyODo6YuLEifDw8NBYH/jWIpFItC7fS2NQ5ruuQns/\nN2KxGGKxGEZGRsjMzISrq2vzB7WB+Ph4HDp0CBs2bEBUVBS8vLwQERGB/Px8OpL9VdH4p2/IkCGI\nj4+HTCZTd1faBU208dtt2ouysx8pZgo6ivznqgT48+fP8eTJE7z++usYMGAA+vbtS6cU6ApoS9bJ\nltCVvheg/Z8bLpeLJ0+eQCaTobi4uF3TRsvlcnzyySc4duwYXUd49+7d2LFjBxYsWIDk5GQMHtx+\ndTo1Xojr6uoiJCQEV69e1b783Cro1q0bCgoK1N0NlTw88g4GmNfCKvuwyvJyXC4XkZGRuHv3Lnx9\nfbWm6EVL6SqzPUC7Kks1R0FBQbubhX744QekpaXhk08+wX//+992O29paSneeecd1NbWYvbs2Vi8\neDHc3d3x5ZdfgsPh4MqVKxg7dmy7mlY1XogDiofL2dm5QSYzbYTFYsHW1hZSqVTdXVGJnb09MjPS\n8e233zb4LDAwEIcOHcKZM2foYCyRSNTZXewwupIm3lW+F6lU2u7RzgKBADdv3kRAQACqqqowderU\ndhGqd+/exRdffIGwsDCIxWI8efIE2dnZWL16NVgsFi5cuICgoKB2f8Fq7MJmfZydnVFRUYH09HS4\nubmpuzuvBIvF0qhw6JtDhuLWgyLM2xiOYaQUBsMHqbTX6erqYv369QgICKC3GRgYQCqVtrjeoybT\nVTTx6urqLnMtPB6v3RebdXV1YWZmht27d2P8+PEYP358m88lkUiQkpKC48eP49q1a/D19QWbzcY3\n33yj9GK4cuUK+vbt2yH1TjV+YbM+165d67DB6EwIIRAIBGrPMSKKO6L0f9mNGyBvbcLatWtx7Nix\nBvt//PHHSsmb5HI5ampqNC4atS0UFxd3Ce+UyspKrSlI0hQdGSfyqovY1dXV2LNnDyorK+Hu7o57\n9+6hW7duCAkJwfTp05X2TU1NhVAoVFJ+2hOtU5+GDh2KixcvwsDAQKtvVBaLpREmFb3hijwnBVv+\nAwCw/WgPMjIycPz4cRw+fFjpRt+1a1eDMdfR0ekSaxVA19HENdmVtTV0pDPDqwjwe/fu4bPPPsOe\nPXtgbm6ODz/8EKtXr4aLi0uDffPy8pCbm4uxY8e+SnebROs0cUBhJ7tw4QJGjBih1Qs4hBCUlZVp\nVIKs4uJi2sxT/9ZYu3Yt1q9f38BGyefzGU1cQ5DL5RAKhWqf4b0qJSUlGhttunz5cpiZmYHD4UAi\nkWDFihUq7fZcLhf379/H+PHjO/TFqpVCHFD4wV6+fBmjR4/Wat9esVgMDoejMdoTj8fDJ598gu+/\n/75Bsh6BQIAdO3bA1NQUK1eupLcTQlBVVaXVMyOga/iJV1RUaHXCK0BxP0kkEnTr1k3dXWmU0tJS\nGBkZNapElpeX49atWxg3blyHe3BphXeKKvT19TF06FBcunRJq33IORwOuFyuurtBY2Zmhp07dwJo\nmMbU0NAQc+bMaVCzkcViab3wA7qGd4omC76WwuVyNf46LCwsGhXgQqGQVjA7wwVXa4U4ABgbGyM4\nOBiXLl1SqiWoTbBYLNjZ2an0y1YXbDYbt27dgo2NjZJJRSQS4fvvv8emTZsaHKMNBaGbQ9tt4iKR\nSKsVGkAxw1ZH2t72QigU4syZM5gwYUKnvYi0WogDigcvMDBQ6zVyKrJLUxg0aBAKCwtx8OBBetvJ\nkycRHR2tUus2MjLS+gVObdfECSEaGRHcUiiPLW1FIBDg4sWLGDduXKemPNB6IQ4opv2UINcEj4+2\nYGZmRtcH1AR0dHRw9OhRLFq0CJs3bwagEHIzZ85Uub++vn4DM4u2oe2aeFVVlcasrbQWQgh4PJ7S\nGow2IRAIEBMTg/Dw8E5/kWrtwqYqKioqEB8fj5EjR2pl9jaRSIRu3bpp1INI9SU2NhZFRUWYO3cu\nLly4gNGjRzfYV9sXBrXdO0Wbx18mk0Eul2tl/ysrK3HhwgVMmjRJLUnHupQQBxSJf+Li4jB8+HCt\ndLPicrmwtrbWmMyAFRUVcHFxAY/Hg7m5Oby9veHi4oKvvvqqgReEWCwGn8/XuCyNLUWbhSCXy9XI\nYtwtoaamBhKJRCu9anJzc5GcnIxx48apLWq5ywlxQCFMLl++jMDAQI3ywW4pfD4f3bt31yiNPCEh\nAZs2bcKlS5cwYsQIDB48GHK5HGPGjMGwYcPo/eRyuca8gFqLNmvi2jruIpEILBZL471RVJGWlobn\nz58jPDxcrWPP/uyzzz5TW+sdBJvNRp8+fXD37l0QQrTO1slmsyESiTRKK3RwcACHw4FQKASbzYaD\ngwNkMhmMjY3h6elJ71dcXAwDAwOtFCjampWxvLwcOjo6Wpm/RiAQtKhwsabx8OFDFBcXIzw8XO3K\nVpfUxOuSmJgIFosFf39/dXelVYhEIlRXV2ulaUJbzRLaqolr63gXFBRonTuhXC7HxYsXYWdnhwED\nBqi7OwD+BUIcALKysvD8+XOEhYVplaZFCEFtba3WpRbQ5JDpptBGYSiXy8Hj8bTObCgUCjWucHhz\nCAQCnDt3DmFhYRp1f2vfnLcN9OnTB76+vjh//jz4fL66u9NiWCyWVgbRWFpaamW/tdFPXCQSaZ0A\np5QTbRLgL168wOXLlxEREaFRAhzQIiEeFxcHPz8/eHl5Yfjw4fT2mJgYuLu7w83NDVFRUfT2rKws\nBAUFITw8HBUVFejZsydGjx6N27dv4/nz52q4grZhZmaGoqIirYtI1aQI1JaibWsngPaNs0AgQFVV\nlVaNdVJSEjIyMjB+/HiNtN9rxcJmRUUFZsyYgbNnz2Ljxo2YOHEiDA0NIZPJMH78eFy4cAEffPAB\nVq9ejWHDhsHS0hJbt27F9u3b4eXlhcuXLyMoKIhe8Hz27BnS0tJgY2MDPp8PFotFB0po4u/u3buj\nrKwMurq6WtFfFosFgUAAsVgMoVCoEf1pye/y8nLIZDK196Olv/l8PnR0dNTej5b+lkqlqKmpgZGR\nkUb0pyX9PX/+PHr27ImQkBCNnTlohU18z549KCwsbFALLz4+Hps3b0ZMTAwAYNu2bQCAjRs3YuPG\njViwYAEyMzNRWFiIpUuXKh1bUFCAhw8fIiwsTCPfrvWRSCQQCoXo0aOHurvSYrQtRa222cQ7smhC\nR0BlxdRUYViXsrIyXL58GaNGjdL4WYNW+CSlp6dDIpFgxIgR4PP5WLNmDRYsWID8/Hz06tWL3s/B\nwQEJCQkAgJUrV2L+/PkwNTXF0aNHG5zTzs4O5ubmuHbtGtzc3ODk5NRZl9MmOBwOdHV1tSqoQy6X\na1XptvLycq3xTuHxeFoTHEMIQWFhodbct3fu3EFVVRWmT5+uFY4QWvF0SSQS3L9/H7GxsRAIBAgJ\nCUFwcHCTb3QHBwfExcU1eV49PT2MGjUKDx8+xPXr1xEaGqrRXxqLxYKNjQ2EQqFWeKzo6uri+PHj\nOHHiBExMTJSSaWkimq5x1cXQ0FArfPGpRUxtKKcoFApx/vx5eHt7IygoSN3daTEaexfs2bMHfn5+\n8PPzg729PcaMGQMDAwOYm5sjLCwMycnJsLe3R25uLn1Mbm4uHBwcWtUOi8WCj48PPD09cf78eY1P\n4sRisSCRSDQ+0VdaWhref/992Nvbw8nJic5Rrsloi3cKn8/v8IydUqkUVVVVDba1tt3q6mro6upq\nvAnl8ePHuHLlCkaNGoU+ffqouzutQits4k+fPsXKlStx/vx5iEQiDBo0CMeOHUPfvn3Rr18/xMbG\nws7ODkFBQfjtt9/Qv3//NrUjl8tx+/ZtcDgcBAYGavSNJxQKIRQKNTLrW3JyMsaOHYuHDx/C1NQU\nkZGR+PTTT9XdrWbRJJu4XC5HRkYGkpOT0b17dwwdOpS2f7fVREUIwcmTJzFy5EiYmpqitLQU6enp\n8PPzU5rZ1dbW4oMPPoCpqSkkEgmdYphyz128eDF8fHwAAM+fP8fFixdRVFSEDRs2KPUrOzsbV65c\nwezZs5GVlYXevXvD2NgYBQUFiI+Ph5mZGczMzHDz5k1kZWVh+/btbR6vtiKRSBAXFwczMzP4+/tr\n9DPfGFphTnF3d8e4cePg7e0NHR0dLFmyBB4eHgCA3bt3Y+zYsZDJZFi8eHGbBTigSL8aGhoKLpeL\nmJgYDBo0SCOFJAAYGBjAwMAAVVVVGrXY+eDBA0yYMAF5eXnQ1dVFfn6+Rpuo6qJum3h5eTmKi4ux\nf/9+vHjxAhMmTICPjw+qqqowYcIEvPfeexg1ahREIlGbTD88Hg+3bt3C3bt30a1bN1hYWKBXr15Y\nsWKF0toSIQSrV6+Gs7MzRCIRANBZQWUyGX744QccPnwYbDYbjo6OGD9+PKqqqvDZZ5+hoqICjo6O\nqKmpQVlZGaRSKXJycuDp6Yndu3fD19cXDx48wLJly1BRUYHMzEwMGTIEQqGQftHr6OjA0dERBgYG\nOHv2LA4ePNghpqOsrCw8fvwYoaGhWhkZTaEVmrg6kEqluH37NvT09BAQEKCx9sfq6moYGRlpjAZx\n/vx5jBs3DjU1NbTXz6+//orKykrMmjVLoxcOO1sTr6ysxL1795CYmIjq6moAipfg9OnTERoair59\n+9L7VlRU4Ny5c3j69Cm9re53LpFIMHLkSISHhyu1UV1djT///BMZGRkQCoVYsmQJ3NzcXrnvYrFY\nZdIqkUgEgUAAAwODBmlZxWIxCgsLYWdn1+RMQiaT4cWLF3jjjTeQlZWFAwcOoHfv3pBKpXB2dn7l\n7KRisRg3b96Erq4uhgwZojHPTlthhHgzFBYWIikpCf7+/nQVeE2jsrISbDZbLe5mhBAQQvD222+j\nsrISq1atwu+//45vvvlGaYp+/PhxyGQyzJkzp9P72BKOHDkCHo+HVatWNbmfVCpFSkoKfH19mz1n\nfHw8Hj58CENDQ9y/fx+9e/fGvHnzYGRkhO3bt0NXVxchISEICAho0WxKJpOBz+er9EoRi8XYsGED\n+vfvj2HDhuHp06coKirC06dPsWTJEvTr169TFJHS0lL06NGj3bISnjx5EjU1NdDV1QWbzUZsbCyc\nnJzg5eWFSZMmtfp8GRkZSElJQVhYmMbOslsLI8RbgFwuR2JiIoRCIYKDgzUybSYhBMXFxZ3+otm4\ncSMOHDiAYcOGYe/evTh69CjS09Px3XffKe13/vx5yOVyREREdGr/6sPn83Hnzh1YW1ujoKAAeXl5\nyM3NBZ/Ph52dHaqqqkAIAZvNhp6eHvh8Pq01EkIgFothbW1NL4JSj4+BgQFsbW3x4sULSKVSEELg\n5eWF/v37IyUlBbNnz0ZmZiYOHz6MkpISfPDBB0omjJZQWVkJExOTJveJjY3Fixcv0L17dwwcOLDT\nXGc78/4TCoX46aefYGxsDDs7O+jr68Pf37/JmISqqircvHkTlpaWCAgI0Hrtuy6MEG8FVVVVuHPn\nDmxtbeHh4aFxN4JMJoNIJGpV8BIhBDU1NaitrUVtbS169OjRahv77NmzERcXh4SEBPTu3VvlPgKB\nAO+//z62b9+uluonMpkMW7ZsAQAMHjwYPB4PDg4OcHBwgK2tLTgcjlIWQ5lMhurq6maFJkVNTQ0K\nCwvh6OjYISYZuVwOoVCokYVOZDIZbV7prPUPmUyGhw8fQigUQiAQ4I8//kD//v2xevXqBvvdvXsX\nPB4P4eHhWlnxqzkYId4GcnJy8PTpUwwYMAD29vbq7o4SVMVzAwODZl8yZWVleO211xAREQFDQ0Po\n6+vj+++/h5ubG4YOHYqqqiqIxWKwWCz07t0bISEhABS2WOonNTUVly5dQkpKCvT09ODj44OtW7eq\nfJhfvHiBvXv3YuvWrR3+AqysrMT+/ftRXV1NX8PcuXObXPjWJO+UuhBCUFJSopHrCYQQeoagDqXm\n/v37OH78OAQCAWbNmoXBgwfT/Xr27BlSU1MRGhqqFX7qbYUR4m2EEEInhvf391fb6jYhBOfPn8el\nS5eUBLeOjg7s7OzQrVs3un6hnZ0dfH19YWdnR+eHuH79Os6ePYs9e/ZAKBRCT08PxcXFYLPZMDY2\npjWXq1evoqCggG6Tum1+/PFHLFu2DGFhYXj48CGSk5MxderURoXlt99+i0mTJsHFxaXDxiQvLw/b\ntm3D+++/D0tLyxYHRmlqPnG5XA65XK5xka8ymQwlJSWdJiD5fD6ePHmC+Ph4FBcXgxCC/v37Y/bs\n2Uov3xcvXiApKQmurq5KBUu6KowQf0UkEgmSkpLA5/Ph7+/foVF/L168wLZt22BhYQEWi0UL0qFD\nh2LUqFFKmpBMJkNmZiYkEgmMjY2ho6OD/Px8PHjwAPn5+ZDL5RCJRLCyskJUVBT8/f2hq6uLP//8\ns0OnnKtXr0ZISAhGjBjRrg+/SCTCX3/9hbt378Le3h5z5sxpdcpQTdTEpVIpysvLNS79aUlJCUxM\nTDp8fUgkEuHs2bO4c+cOpFIphg0bhsDAQJX3zosXL/Do0SNYWFhg4MCBGutR1t4wQrydoFID8Pl8\nDBgw4JUWeAgh+O9//wsLCwvU1tZi3bp1mDRpEgYNGoTXX38dbm5urZq6FhUVwcrKqtFjCgoKYGNj\ng8rKSpiamnbotFgsFuPhw4e4desWHR1rZmaGQYMGwd/fv0328oKCAnz00UdYunRps+kYmkLTNHFq\nvUKTklxRLoQdnaIgMzOT9g8vKSnB999/r/J7JYQgNTUVubm56NGjB4KDg/81wpuCEeLtjFQqxaNH\nj1BSUgJXV1c4Ozu3SKjI5XJMmTIFdnZ2sLGxwdGjR2FoaIi//voLHA4H5ubmbdZ6ZDIZveipKVkF\nq6qqYGxsDBaLhbKyMty5cwf379+n82P369cPgwYNQu/evZGcnAyJRAIdHR1YWlrC0tIS8fHxuHHj\nBuRyOaysrDBr1qxX1uw1TRMXCATgcDga06fy8nL06NGjwxcvz507hwsXLsDPzw9paWlKZiRra2sM\nHDgQnp6eSE5ORnl5OWxtbeHj46NxjgadBSPEOwhCCDIyMhAaGgodHR0sWLCgUY0qPj4elpaWGDFi\nBMaNG9dhi6VCoRBSqRRGRkYaoa3weDx6QbUucrkc6enpSEhIQE5ODry9vSGXy6Gvr4+SkhKUlJTA\n3d0dEyZMaNcHV5M0cR6PByMjI43wpqCiNuVyeackXouPj8ejR4/g7e2N4OBgejshBAkJCVi7di2c\nnZ0RGRkJR0fHDu+PpsMI8U7gxo0b2LdvH1gsFpYtW0Z7eagDylUNgEa4q4lEInA4HI14qWiKJq5J\nY1JTUwO5XK7WGZxcLseJEycQHR0Nc3NzvPvuu1qXpKojYYR4J8Lj8fDNN98gLS0N3t7eWLlyZYv9\nkNubqqoqGBoaQiKRqDWtrVwuR0VFhUZEz2mKJl5aWqr2upkCgQCAIp2wuoLbMjMzsWfPHuTn52PI\nkCFYunSpRgbaqRtGiKuJuLg4HDx4EFKpFNOnT8fUqVPVonlVVFRAT0+vWeGJfgAADhZJREFUUwM1\nVFFUVKT2tAbq1sQ1wR9cKBSCw+GgpqZGLQqGQCDA/v37ce/ePXTv3h0rVqygk90xqIYR4mpGKBTi\n4MGDuHr1KoyNjTFv3jyEhYV1qkCXy+V07U5qsbGzkUqlkEqlaonmpFCnJk4Ioc0o6niZisVievG7\nsysGSaVS/Pbbb7h48SI4HA4mTpyIKVOmaIQ5SRtghLgGUVpaiv379+PBgwcwMjLClClTMH78+E4N\nZRaLxaipqYGZmVmnP0TV1dXgcDhqW8xTpyZeUVGB7t27d3pAj0gkQm1tLdhsdqdmw6ypqcFvv/2G\nW7duQSKRYNiwYZg/f75aX+LaCiPENZTy8nIcOXIEt2/fBiEE3bt3R8+ePekgn874TdFZ7THtdv12\na2pqUFlZCT09PYwcORIzZsxg7NyvCCPEtQDq5mdg0HZ0dXUZbbudYYQ4AwMDgxbDrBwwMDAwaDGM\nEP+X8vTpU4SEhEBfXx9ff/01vT03NxcjRoyAp6cnvLy8sGvXLvozHo+H0aNHo2/fvhgzZgwqKiro\nzxYtWgRfX1+cOXOmVf2Ii4uDn58fvLy8MHz4cHp7TEwM3N3d4ebmhqioKHp7VlYWgoKCEB4ertR+\nW1HVTnu3UZ/vvvsO/fv3h5eXFzZs2EBvj4yMhJubG9zd3XHhwgV6+19//QUfHx8sWbKkVe2cOHEC\nnp6eYLPZSExMpLdfvHgRgYGB8Pb2RmBgIK5cuUJ/lpiYiAEDBsDNzQ1r1qyht5eXl2P48OEICQlB\ndnZ2Wy6boaMgDP9KiouLyd27d8lHH31Etm/fTm/ncrkkKSmJEEIIn88nffv2JU+ePCGEELJ+/XoS\nFRVFCCFk27ZtZMOGDYQQQh49ekQ+/fRTIpVKycyZM1vch/LycuLh4UFyc3MJIYSUlJQQQgiRSqXE\nxcWFZGdnE7FYTHx8fEhqaiohhJB169aRnJwcEhsbS3bv3v1KY9BYO+3VxpUrV8ibb76ptO3y5ctk\n1KhRRCwWE0IU3wMhhDx+/Jj4+PgQsVhMsrOziYuLC5HL5YQQQmbNmkVkMhn5+OOPSUpKSovbevLk\nCXn27BkZPnw4SUxMpLcnJSURLpdLCCEkJSWF2Nvb058NHDiQJCQkEEIIiYiIIOfOnSOEELJ7924S\nFxdHMjMzybp169o8JgztD6OJ/0uxtLREYGBgA5c6Gxsbun5k9+7d0b9/f+Tn5wMATp8+jYULFwIA\nFi5ciFOnTgFQLFbV1NTQOTZaytGjRzFjxgw4ODgAAB2leOfOHbi6usLJyQkcDgezZ89GdHQ0AIDN\nZqO6upp2R3wVGmtHV1e3XdpQ5a63d+9efPDBB/R5qRSz0dHRmDNnDjgcDpycnODq6oqEhAQAoNMG\nCwSCRj05VLXl7u6uVGyZwtfXl04W5uHhAaFQCIlEAi6XCz6fj6CgIADAG2+8QX/H7TnuDO0LI8QZ\nGiUnJwdJSUkYNGgQAOWoSmtraxQVFQFQCAsq1/OKFStafP709HTweDyMGDECgYGBOHToEAAgPz9f\nqf6kg4MD/SJZuXIlVqxYgQMHDmD+/PmvdH2NtbNixYp2aYOo8BlIT0/HtWvXEBwcjOHDh+PevXsA\nFOl0qZdZ3b4AwNKlSzF06FCw2exGK9Wraqsl/PHHHwgICACHw0F+fr5SH+zt7ek+zJs3D3v27MHa\ntWsblEBjUC+aVSqEQWOorq7Ga6+9hp07d6rMvkiVZ6P45ptvWt0GlYM9NjYWAoEAISEhzeYDd3Bw\nQFxcXKvbUkVj7bxqG8HBwRCJRKiurgaPx4Ofnx8AICoqii7ycPv2bdy9exczZ85EVlZWk/0bNWoU\nLexb09aYMWOa7Ofjx4+xceNGXLx4sdlrMjY2bvV6B0PnwAjxfxF79uzBTz/9BECRs7mx/NsSiQQz\nZszA/PnzMXXqVHq7tbU1CgsLYWNjAy6X26YQ9bp9mDlzJiwsLGBgYAADAwOEhYUhOTkZDg4OyM3N\npY/Jzc1V0hDbC3t7+w5p5/bt2wAUJe0OHjyIn3/+mf7MwcEB06dPBwC6+kxpaWmDvuTl5bUoJXFT\nbTVFXl4epk+fjkOHDsHZ2RmAYjzy8vJa3QcG9cKYU/5FLF++HElJSUhKSqIFeP1pOCEEixcvhoeH\nB9555x2lzyZPnoxffvkFAPDLL78oCfi29GHatGm4ceMGZDIZBAIBEhIS4OHhgcDAQKSnpyMnJwdi\nsRjHjh3D5MmT23jVjdPR7agycUydOhWXL18GAKSlpUEsFsPCwgKTJ0/G77//DrFYjOzsbKSnp9O2\n6ba21djnFRUVmDBhAqKiopTSItva2qJHjx5ISEgAIQSHDh1q03fM0Mmob02VQZ1wuVzi4OBAevTo\nQUxNTUmvXr0In88n169fJywWi/j4+BBfX1/i6+tLeyiUlZWR8PBw4ubmRkaPHk3Ky8tfuR9fffUV\n8fDwIF5eXmTnzp309rNnz5K+ffsSFxcXsnXr1ldupzE6sp24uDjy1ltvKW0Ti8Vk/vz5xMvLi/j7\n+5MrV67Qn33xxRfExcWF9OvXj8TExLxyWydPniQODg5EX1+fWFtbk3HjxhFCCPn888+JkZER/f36\n+vrSnkH37t0jXl5exMXFhaxataoNV83Q2TARmwwMDAxaDGNOYWBgYNBiGCHOwMDAoMUwQpyBgYFB\ni2GEOAMDA4MWwwhxBgYGBi2GEeIMDAwMWgwjxBkYGBi0GEaIMzAwMGgxjBBnYGBg0GIYIc7AwMCg\nxTBCnIGBgUGLYYQ4AwMDgxbDCHEGBgYGLabTi0IYstgQQt7ZzTIwMDBoNT179gSPx2uwvdNT0bJY\nLHxppLpOYGfx1EyERY6Oau2D8zgvtbZPsTejGJvenK7WPuh4DFZr+xQbd/yEtRs+VGsfErl8tbZP\n8flnmxE4c5la+3AnmavW9ime/P4VDNxGqrsb4J3bpLL4B2NOYWBgYNBiGCHOwMDAoMX8K4W4n4mJ\nurugMYT59ld3FzSGkMFD1d0FjcHOM1DdXdAYdM2c1d2FJvlXCnEGBgaGrsK/UognVVaquwsaw7UH\nT9TdBY0h/uZ1dXdBYyh4fE/dXdAYpLxsdXehSf6VQpyBgYGhq8AIcQYGBgYtRi1+4gwMDAwMraOx\nYJ9Oj9js5HcGAwMDQ5eGMacwMDAwaDGMEGdgYGDQYrq8EL9z5w6CgoLg5+eHgQMH4u7du/RnkZGR\ncHNzg7u7Oy5cuEBvT0xMxIABA+Dm5oY1a9aoo9sdytdffw0dHR0l+9q/dSwoYmJi4O7uDjc3N0RF\nRam7O52CTCaDn58fJk2aBADg8XgYPXo0+vbtizFjxqCiooLet7H7oysQGRkJT09PDBgwAHPnzoVI\nJNKusSBdnGHDhpGYmBhCCCFnz54lw4cPJ4QQ8vjxY+Lj40PEYjHJzs4mLi4uRC6XE0IIGThwIElI\nSCCEEBIREUHOnTunns53AC9evCBjx44lTk5OpKysjBDy7x0LCqlUSlxcXEh2djYRi8XEx8eHpKam\nqrtbHc7XX39N5s6dSyZNmkQIIWT9+vUkKiqKEELItm3byIYNGwghqu8PmUymtn63J9nZ2cTZ2ZnU\n1tYSQgiZOXMmOXjwoFaNRZfXxG1tbVH5T3BPRUUF7O3tAQDR0dGYM2cOOBwOnJyc4OrqioSEBHC5\nXPD5fAQFBQEA3njjDZw6dUpt/W9v1q5diy+//FJp2791LCju3LkDV1dXODk5gcPhYPbs2YiOjlZ3\ntzqUvLw8nD17Fm+//TbtbHD69GksXLgQALBw4UL6u1Z1f9y5c0dtfW9PevToAQ6HA4FAAKlUCoFA\nADs7O60aiy4vxLdt24b33nsPjo6OWL9+PSIjIwEABQUFcHBwoPdzcHBAfn5+g+329vbIz8/v9H53\nBNHR0XBwcIC3t7fS9n/jWNQlPz8fvXr1ov+nrr8r8+677+Krr76Cjs5LEVBUVARra2sAgLW1NYqK\nigA0fn90BczMzGj5YGdnB1NTU4wePVqrxqLTXQw7gtGjR6OwsLDB9i+++AK7du3Crl27MG3aNJw4\ncQKLFi3CxYsX1dDLzqGpsYiMjFSy4RHG3RPAvy924e+//4aVlRX8/PwQFxench8Wi9XkuHSVMcvM\nzMS3336LnJwcmJiY4PXXX8fhw4eV9tH0segSQrwpoTx//nxcunQJAPDaa6/h7bffBqDQKnNzc+n9\n8vLy4ODgAHt7e+Tl5Sltp0ww2kBjY5GSkoLs7Gz4+PgAUFxXQEAAEhISuuxYtJT615+bm6ukbXU1\nbt26hdOnT+Ps2bOora1FVVUVFixYAGtraxQWFsLGxgZcLhdWVlYAVD8rXeU+uHfvHkJDQ2Fubg4A\nmD59OuLj42FjY6M9Y6FWi3wn4OfnR+Li4gghhFy6dIkEBgYSQl4uUIhEIpKVlUX69OlDL+YFBQWR\n27dvE7lc3mUX81QtbP5bx0IikZA+ffqQ7OxsIhKJ/jULm4QQEhcXRyZOnEgIUSxsbtu2jRBCSGRk\nZIPFPFX3h7bz4MED4unpSQQCAZHL5eSNN94gu3fv1qqx6PJC/O7duyQoKIj4+PiQ4OBgcv/+ffqz\nL774gri4uJB+/frRHiyEEHLv3j3i5eVFXFxcyKpVq9TR7Q7H2dmZFuKE/LvHghCF51Lfvn2Ji4sL\n2bp1q7q702nExcXR3illZWUkPDycuLm5kdGjR5Py8nJ6v8buj65AVFQU8fDwIF5eXuSNN94gYrFY\nq8ai03OnMDAwMDC0H13eO4WBgYGhK8MIcQYGBgYthhHiDAwMDFoMI8QZGBgYtBhGiDMwMDBoMYwQ\nZ2BgYNBi/j/y0O0OsJQotAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 123 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no error message and map has no vertical lines anymore, but data is still offset compare to coastlines" ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Next step: clueless..." ] } ], "metadata": {} } ] }