{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Work with different data formats (binary, netCDF, .mat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nikolay Koldunov\n", "\n", "koldunovn@gmail.com" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is part of [**Python for Geosciences**](https://github.com/koldunovn/python_for_geosciences) notes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "================" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pylab as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Binary data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Open binary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data from [Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM/I-SSMIS Passive Microwave Data](http://nsidc.org/data/nsidc-0051.html)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# !wget ftp://sidads.colorado.edu/pub/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/monthly/nt_200709_f13_v1.1_n.bin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create file id:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ice = np.fromfile('nt_200709_f13_v1.1_n.bin', dtype='uint8')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use *uint8* data type. \n", "[List of numpy data types](https://numpy.org/doc/stable/user/basics.types.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The file format consists of a 300-byte descriptive header followed by a two-dimensional array." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "ice = ice[300:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reshape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ice = ice.reshape(448,304)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simple visualisation of array with imshow (Matplotlib function):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(ice)\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To convert to the fractional parameter range of 0.0 to 1.0, divide the scaled data in the file by 250." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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KvkGCkc4oBZbbJVW4otUuHm2xDhjY6v0AEiNra84DrldKKWCFiKwGRgOftVfp7hqntkt6nsyrDAkV4JMdOr2jWgDs2bzKer8iJBjAXrWmw3LKVYRX1KPi22wCekE+ZX9Zwp0D3gd2Vh4c5fL14mJGsLPg6llZbD15H/IXNKBmLwAg9r2DaLy4lktHvEVQi3GAd1OrUSwjtOlCQlVOiQloNjBCRIYA60lopD/eocxaEnnaPhCRfsAoYFVHlabaqtwVtSBxUql7gXsBsiSvzTKpQtU3QKwL/lDXwZ23aLtTTkUlG04tY/QvL2bZKXeiy/Y386w1Uxh11QJaT0j0rCwi3xrFhOu+oJ/1FR//d1+8hx9KPBuePufmHfYGyghrupKKyCillC0ilwCvk3jyP6iUWigiFyY/vxu4DnhYRBaQkKErlVIVHdW7u4K7WURKkqNt66TnXVEL9jhuJAKRzsu1h71mLSMez6bhRzF8GC1uoZiyWHPbKMKRbUqG5vPhe9nL7wbcw4FeJ1H2/A9a1ZbZ0KsvkCp3EIBSaiYwc4dzd7d6vYFEXvIus7u6QHtJz18EThMRb1I1GEEHenpfQt9Sw0H/vIwxz25bWverDYeT/fy87cq50Sixc4Oc/cJFe1lAwjcNSetFBp2OuCLyBAlDVIGIrAOuAa6njaTnSRXgaWARCT/UxUopp4f6vkexvy5nyG/LcY4+AOdkF100quIB3GjVTmWd9RvJHvbN2lZlbySdc051xap8ejsftZn0XCn1J+BP3elUOiKGgRgGa4/0tcxzK6NBNHYW3OiU/Xhm/C1k5q99l4RVOX09mZmQxy4io4dTNzYHaaU/NN7Xn/B2vvUEGw8zGJamK3oydI3mAIx0pc+GPOr5eXu0PXfRcsL/mUvph1Ec5fJkfS45c7eiBYOId5tarAUCXP7DzD5newPpvD9unxRco7gf9qiBnRdMJa5D9ekTWfkjA1007is/HGfZSracsR/LbpqA5ktYi6tOHs8xgcxG1X2dZqtyuiaL65OqsjWkGPk4dbmNO8MYNJCtRw0g9+xyPhz9AqATeaCULNYy4fwFHJS1mqeO/B71A00e/N9b0nbhe4ZdI50X0vdJwU1lQvKu4OaGeeG6v1GkB9BF560mnZzFdTT8YDIX9buNCR6DMx+4HVN0vJLx0+4NKCXYaSy46duzXsYY0B80Hc3nY+lPwhTo/hZr8hS/w8bDc6gaozPR60EXjZDmy/ht9zLSWVXuU4Kr7TcaY+jgPdLWsl+UYb5dRPi/QRb/4PadNqCeeMZ8cpfuFS7qDG2QmeOmEHf+EjpcpJhCHJ/bavH8ziPpsMBWllywdQ/1JkNvkM7uoD4luHsKMT14SzoObr66YClXFyzdQz3KsKdJdz9uRnDbQC/I44kD7wcyYYvfZPp0yGOGDN9ElAK7awvpe4WM4LZBdGx/sjWLzIj7zSajKvchxOtlyyVNmSCKbziZOW53aU5Crno0SUYLel4u943/J22lqcnwzUKlseCmrxKfxD1iArFjO8rFlVpWnz+U/b17yumUIZ3p04sM2smr/H8isl5E5iWPY1t9ltK8yrVDfPg2dSPvTBcRr5fo8ZO4+bwHMhFQGVCq7wdgPEwiYfOjO5y/RSl1Y+sTO+RVLgX+KyIju5MFQ48rmN9+atRUsfWcA3js6psY4+m7G1VlSCWCk8ZW5U57ppR6H9pI89A2LXmVlVKrgea8yrvNpiNctKFl3amiS/R7ZgnT/nk5xyz+Pk7HSeTTglq3qbe7sNejlHR69BbdeaRcIiLzk6p08xYkXdluAUjkVW7O/m7RfurU0ZcvxFm6ohvd7BpOdTWDfz8L89QI+957CSP++TOu3rxfj7e7O8SUxf7PX8p5aw/v7a7staR7rPLuCu5dwDAS2yVsBG5Knt+lvMpKqQOVUgeaHfhL3cY9u7O5U1FJ2XWfElwvXJj/cffqUi5vNem826S1OYrPicU73bn98o0HcHdNf6YuOY59Zp3B8Ccu5FcbDmfM/1vDuiuHt7lnb4YUoBLz3M6O3mK33EFKqc3Nr0XkPuDl5NuU51XW9xmFG/C07ASwJzCKCrjj0tt3e58cR7m81hTgqgU/pOwXdahwAOelfzPFn5jqN7hRxr15MaPujLP+aofb9nuSo/wJwV5pNZCtCQV6EIBXV49l8U9zkMZKBqoKVDzOmrxcnOoKtMH9UvMfztAme13IY3My9OTbHwDNFucXgcdF5GYSxqlu51WuHp+LZilCs7tTy66hHJdyKx981V0q3+BG+SpukqdHiSqdUx+6jKEPrmXA1lXY0SiIcN0vzueqn9VSsSWL/I9NRj0yB2XF6X+al2uO+QnP3HULRXqQwUagZd2vo1zOHDmbj0IjcSq3mRmaX685LohX0t8V3xdRaW6c2t28ykeJyAQSavAa4KfQM3mVG4s1wuV7dt2r+Lz84w+n8vBPy3lt9Cudln+7KY9rbj0XI6KoOMRm5HWfYrut+qwU3ldm43vdIM9V4Dot8wcVi+F7ZTYn/uZyovk7/FAUlP57JfbmdW22Gy+2d9oSJUPq6E1VuDN2N6/yAx2UT2le5fqRNuHynldZjP6lqIAPNldQ+mw1I4xNfLRxaJeuPS7QwGvnzmXR/40j6ykX3LYfNMpuZ69ipch64hNa76sYPX4SVlDDGVAIWyqgjeff6NsbeOVoH6PNCoaZIfaZdQanj5jDuTmfp+XG2H2NdI6cSns9y8iKs/Ukl9AzXSsvB+5L3fAQ4Sc/abeMXpCPO7AY9cVCjAH9WXlzHmeOns0Q71b+tWEyN5Q+S64egJLPu9TmMiuKR7Pxl9fjzl/StY52QmBNHeYdNSz9cAhD5glteajcLxdz26knUTUuiyN/8QlF9/r58K0QL/34Cv56zT0t8+YMu07C+JQR3N0m+x0/46cvoG1lcXv0rCycv9bQ9FwW4fYKHbwfq78bwlcBRV9AzaEDef+QmyhKGoPOGDUTdmHbz6O+moZ+fT7m+1+inNQtrHe/WkLsKGHA0f3R8vNwtla2OZKrOQvJnQPzHxE86nMUUPDeOn63fBpPjX00M/J2g3ReZJDWEyRjyCBmXPYCszd1LYeyU1dH/G8lFD80r90ya78TIv8rh9LnEtuPhl/4gmPm/KTFLeMoly2duGhWWg2ct/Zwxn58JoGzIhhvz0mowSmYFInXu93CCm95NSsvGUbkxAMR09P+ha3atr8uJ/S91Zz9k0sZfd9Fnf5/MrTNXucO2lPYq7/mxv+ciH9sTeeFJ40jeOMmzuv3LE9umsT8r0czqKQS/0U6zvJtewSX/THhm22ebap4nJJrNb56NsxRfpdqt4nJr17KmBHrmVY8j7erRhN3dJa8MYLCLxNXeeostA/mM1AtxEnh3YtPPYg104RBLyoCa2qxbmvivAHvcFq4mntPLuWFuROxv955y5M2EQ3P2/MoNvbnkKzLOfvb7/PMyv3Zr98G7h/0OgGtg4dAhsSyvr5sVe5thkwu5+7hT3LBUb9Af3duy3kxPay8biIFXypyXl7Iih+GWD78TQBOC7+ecEQBwy+8kGG/Xt3h47FmbJhRZh0QwhQNo8ZAHVfD8wMOwV1djrLiDJSKneoQw2jf4LQb1JUZjBxRzprDBuIbUcDc0be3WI03xnNQ0U4259Z0xDTQAgEk4EfFLcp/bCObdBocL48f8ADFukNAC6asz3szaWxUTn/BXfX5QDYP8RPLNbefeSqXYZPW8tJZL3Lr70bya3/bUU5/P/Fh7njgBJxFyW1BRBCPB2XZaB4TN26R99IiDj/uEmSdn0EzYwz/5AvcaBSWrWzV3g63UdOpO+lAcmdvwl61JiX/14J7Z8G9MJh1GCXFHLN4BmvPtdG+9hMsF4o2tx/JJaYHLSuE+HyonDBNJSFqhnuYOHgZ9xz5UsLYltlUu+tkjFPdY+iVs7jx0O8SOb+awPOSECARGDeKKUWfYIrOFXkr273+uECUO+5ogG8nboJRNoD1JwxEjynsgFD6dhXuohUMP/srlJMw/ridqb8i6MMHc8Y1r/DMr6fiTZHgtsbeuAlz4yaGvdF5WS0QQMvNQWUFcYJe6oeGqBmuce9Pbucwn8auGNsytCKNh9y0F9xmXh7/IGcccynmm3NQB+/HCQ+8zcU5nc/3Hq0rwL0sF9QGtHCYVecN5IPpf8NSCl2EKcYV9F/UgY+1LZRixXlFvLJ5HL6NkV69v1oggPQvJlqWSyzXwApoNJYKTKxNCm2G3SVVI66ITAX+TiKtyv1KqevbKHMUcCuJJN4VSqkjO6qzTwju3C+HUTDUz1V3PsJFL0wn9LXGmVnLAH+n134/uJY79wmTuyKM9Cvg6OPmtsQBA4SmbIa/7/oPfPhfFgKg6roVit19XBe7MEzlWC/xbBAHlAbRTSGWWY2MNFM7n21eLNFWxFZMWURcK6mW920U4LrdF1wR0YE7gGNIxPLPFpEXlVKLWpXJAe4Epiql1opIUWf19olH8qjfLODC8iP5TsBi6Wl3MvTk5WRrnQstwJtNJeR9UY0WDLBiejF/Kn57u88jsVbWVZFtrphOcOrqcOrquvx/6CncuIVR04TRpLCDCjugMBug34fCtHuv4KivpvF0Q3ZK2oopizlxhyXWzkayObE4X9txQtpekhlTAUo6PzpnErBCKbVKKRUHniSxbr01PwaeU0qtBVBKbems0rQXXD0rC/GYLLh7XOK9aDyXtB53heMDW9l8vWLVjGEE10vLaLA4HuGguadQcFsALScbo7gfMmEs2vgxaIG+M2KIJkgkiqde4fgV8UIHNPA0uJTNrKXpsRL6G9sWS3RnAf6rkVyGGnH28Wz/0Iy4cT6OjKBU11v2WHKUi9W9MPVep4t+3ILmdeXJY8YO1XRljfpIIFdE3hWROSJydmd9S2tV2Rg4gNJnq1lVn4//7w4RN77L/seA5mHOxKeJ7B9noxMHEpFEf9k4Fe2pfOrKoOLUwaArbjniSQIS4w/XTCf78U/TO8ocQAQtJxurfx5WMGG4C/VroM4IYPs8FKggKAhrcSoch/NXncSGx4ZQta9i6qHzuLN/+2GhO/LXyhGclzNvu2lGM7VuHFNsQpqPW6sH88iKg6mtDSCa4sqJrzM1uGy3l0j2Kl27/RVKqY6yGXZljboBTASmkJj/zRKRT5RS7e6QntaC62zcxOLqMg4sXMuy92rY56VLmHv8rXjF2C0BHtbqmov6vUP82vcZajRsFxa40mogZ1F9OhsUtyEa4vfTVOQlliO4PofSrDrcrHpW+wuosvzkLbX54TO/Im8hFDy3kPy6WeQDC34wmUNm9GdEzlZuHPBqS8jnGxGTi56fzilTPubqws8IaT4c5XLPF4dz9OGLKNJhnd1Aoe5tSaqXrXl4o2IsD685hK3LCnC9Lr6CJjTN5S8fHkfOkY2UhWp78YvaHVKWmqYra9TXkXgANAKNIvI+MB7om4KrbBvz1nwO/8d/eeXqMxhzexXHzL2cyskWq4+9v1t1H+xrzpu880igvDqI1uaKnHRDRWMYTS6uqaNnx+kXqCPLiGG7GuUlJWye1ETRc0Fy31uDXV/fcl3gP5+ivepjq2ny/Wm/pnZEYsrm3yIMv+sz5oXz2f+qX/HZj29i4tuXMOgJneWTixmof82n0VIO92+kSE8IrlcMNFHUzC7ijXNvYICxTahXWg2sd/rgaAupcgfNBkaIyBBgPYlkij/eocwLwO0iYgAeYDJwS0eVprXgAnjemMsDk/ZnwGQLZ+FS8hdCwef78O7RWo+sfhlmhii9dTWbpw/HWdgHduNTLkajjdlg0hjTsV0dr2YR9sQYNH4DM8f8m1kTvVx99QzCT23a7lI3GoVolJx/ziKndZUkcnAN+985TFl9OaVbXfxrq3li4yR+v+BkioZVMnnfh1lnN3DR6pNZXZWHiOJPpz/GsB12gBhmhhjWF7PdKlApsCorpWwRuQR4nYQ76MHkuvULk5/frZRaLCKvAfMBl4TL6Kv2a+1aXuWBIvKOiCwWkYUi8svk+TwReVNElif/5ra6JnW5lV0Hp6YWz+uJJXa1Zx6MvqWanzw/gwY32q2q2+Ohsg9Ydm5ely3MvYWYBhIK4no0zEYFMZ2auKZNkMoAACAASURBVJ8qK6H21kV93FE9ip/8Zwa5n6zf5fqVFafw7lmEXpiDu/Jr3GkRyma6jMzdQo5m8L05M1i8vpgpZcv45MBHOCnU+1b21CJdODpHKTVTKTVSKTUsuV69WWDvblXmb0qpsUqpfZVSt3ZWZ1esyjZwuVJqDHAwcHEyf/JVwFtKqRHAW8n3O+ZWngrcmfRldR8RPGdtZt+XN1D8sWL/9y/sMeFFVEJdTmNEBOX1YAd0xAFxhJhj0OSY5HsbyfNH+Lx2EB+cciOL/q9T12C7KNtGWTb0LyYwaxmrbhrDoZ+fR1G4gS+OuJtbSz5vsTlE3Dinrf42bzXtBVu4qC4cvURX8ipvVErNTb6uBxaTMGefCDySLPYIMC35OuW5lVt1hk1fFPPXfvN46x+34/VZXLvlkJRUvSNOvoXo6f3jU0ohcQsj4qBbCq1JiNoGft0iz2zERZhR/B4lRgjRu/krUy5O0AMFeUTOruGGfZ/jjTHPE9K2j3+euvBUFv17NKV6fTsV9SH6suC2RkQGA/sDnwL9mhPGJf82P9K7nFt5dxh+/yaebsjGKyYDcmqosXrG5+oNxhE9jUdcTUcLBFCGjjgK2yu4XkXcNjDExa9b6OLyRt2+RNw4Xr+F0b9099tTCmNDFWtOL2HugU8xNRDbLnqq1m3i2q1jqX+xhNzlNsPNPh6IkboAjB6hy8YpEQkB/wYuVUrVSfvzvy7lVk46qmcA+HYhCN5ZtZZl0RII1XYpkdvuYsW7YbcTSajZ7eSe6haajhYMoIWCqJwwVn4QO6gTyxUkJ46hO7hK2BjNJmDEubrwM+bHTaK1Xtya2m392w0fdcXRZdgBxQnLp5LvbeTzf49j3LTF2EpjzX0jKXhhEcXxeSy9YVxLIEZfJp3d+F36dYqISUJo/6WUei55enNzmlYRKQGaw7S6lFtZKXUvcC9AluR1/StSLo89fzQPFBzB6mn3dvmyXSHixhnVfzOEghDdzTl0KrYxEUHz+xG/D1yFisfRCvOJDS6gqdBEFChNcHWI5YLhcYhZBpWxIFHHYOXnZYz76heMfLiJkZ99jiuCFgwigQCqvj5hVd4Fch77hBwgruts1HVK47OovElD85jk2bNxbBsxPeQP7lpa27QnBVblnqIrVmUhkdVxsVLq5lYfvQick3x9DglfVPP500TEm/RddTu38nYoxaA/zCJnUc95sibOmo46vhanonK3rhdd7/78WNPRvF4kGISifNxh/XHGD6dmUikbDvOxeZJG9QidaK4QyxHiOS6m6aCU0GSbVDUFMOuEUfc1oq9c32IhV3ELbBt2p3/JOD9l26hYLPHedXCj0e1WV4mk8VC1C4jq/OgtuvLrPww4C1ggIs3JnK4GrgeeFpHpwFrgR0CP5FbeDhFW/eVgvvc/qc+QHlMWJy0/gQH/MHZ76xMxDMTjSSzYNwzc5h/4LlyPaIieiIqSgA8rJ0DjQD8NJRqREoVdlNh2xHJMNFuw/SD5UUQUjkpYliMxD+JAtDiAxzcQozK3JZuHUx0HTW9fZe7mZuJKCcusRu6pOJwbij/vm7mfe9n41Bldyav8Ie07rKa0c01Kcyu3Rh8+hD/98HFO6YEQus1ODPenQbRl7Seb65Dk3FYMA/w+RNOQeBzVGEmMUo6zszC0FhIRxOtFTAMMAwkGcLODRIu8NJRoRIsUdpaD7nUQUVj9FHbAQHldQsEYmii8po1Xtwn5YlTmKuoGG1hhk1C5nxyPiaxaixuJtD//FmHrhQcTOHEz2RfaiRxXuyDAWl4O9REvF17wS7wbGjj4+uHMPuDp3fs+e5XeNT51RtpHTu2Ie0+sR4QW4LGaiUgk2ukPVYxEXiflOKhYrEVNFF1HfF4kGEAF/bg+L8rUEddFi1rgOEg0jmpqAsdJhlW6KMtGxa3EKBsKIqYJpoGTEyKe7yMe1nBNUDpgKALBKGFfDMfVaMzxoInC0B10TZHrayLsieI1bOqHeakOBzHqdMx6QeIWrtO58hPa4FCWVcV3XvuKW24/haI7P+2aoU3TWXzdIMxVBr7PFuGMLOP6MY935atPT/ryiJtWiDA+d9cjgLrCHTUDeX/6JFR5B5uLJfNVaVlZkBNGPCZaUwxVXYtqakI8HiQvB6cwm1iel3i2geUXXIPEA1wDPQ5mo4vmgDgKs8HBU9mEXlGLisUhHMTJDWFlebDCOvGgRjwsKCNxvea3yfFHKQ7W4Sqh3uuj0fJguxo+w8Zr2Hg0B59uMyivmpW2jrE2RPaqOBK3wO3k16gU/hc+o+qjfP56z3d59Tc3cCK/od99cxLz2g4QTRh9RwNaTQN2bR0ydzFX/nkGn193167fkHQgjfPJ9ynB1UcO45DQaz1S981z/ofhc+Z3WEbz+7fldgr7cAImSguhF2ejN8RwfCaR/gEaSnWaiiCe66DCFobXQdPdhHobN3AbTCQuiKPhqTUIbPCQvcqPt6IJJ+ihqZ+XWHKUdTyCHQTHA45XYXocTN3Bp1vEXaPFECSiMPVto6KpORiai1JgNoK3oglsB/El/KvKtjrULJyKSvrfOIDlj2Xz0m9uYPoPTmPDq2WUPVOOW1GVULdbX6/pVJx7EEqDwodWthixCr6s58XGACcEI924O71Asx83TekzgiuGwdKfFTAt2JDyumvdJgY/1LHfVUwPEg6hQgHckA/Xa2AHdCJFBrEcLxDE8UG0wIXSCAMKahiSVUmZv4oisw5XadQ7PjbFs9gUzaLB8hJzDKoaA1T1DxPP8pK11sTxQDwsuIbgesD2gZWlcHwK5XcwjISf1nZ14o6OUoKWFF5tB93OdjV0XdFUpKjeJwtzSAj/5jjmoq9RcQu3sYO5LiCzvuSPv5zOr255nJdHv4A5RueNC0022dlc9/yPKJnlEPpwBZIVZvlPS3nhtJs4+Z5fI6aBspL79s5bwi/fOpMTTugZ111Pks7G8T4juLEpE5h10k1A6nMC17oOnspI+5qRSGLu6vfh+j24Hh0rbFBXZlA3DOgfwe+P4zVsykINjMzawmj/RkrNarK0KKbYWMqgUXkY5A1S5Q8RcT3UOz6qsoOsCuezlFJcM7GMRumJ3FGOX2FlKVSOheZxEEDXXRxXI+oY2Crh0vEaNrokem+7zVt0JkaL7GATtaNgS6kXY6tJyccma+8cQM7LQQr+uxp789YOhdf38mfct+h/uOKnJTjFMSYMKefeIc/zwzNvYfPpNiutXHyaxWFel2UWZK1xW7JlAtiH78fHx95MW8sn056M4HYPMT1s3d/DoniYohQv5atwGpl6328YtHRuu2USRicfblaAaL8A0XyDSJFG/VCH7EG1DMurINfThF+PM9S/lRHeTRTq9fjEQUdhKY24OJjKxsQhqMXYYmehiYuldHy6TTA/QqMbQGwNHNCjGo7PhRwLr99iRNFW9s8pxys2AT1GeTSP5Q1FiCj8esI41rzXTdQxcO2E0aogkFhssNUfIrKiANcQAh+E8J65keXHFVHyWBn+1+dtGyHbwF61hqG/LUfz+4iGghz3nV/TVCTUD7d56Dv3U6hFWGkrjn/+cka9uRyn1VzY+Hghh75yGatP7HsjbjrTJwR31XUTmXfmrT2ybca0hWcx6G9zd4oiavbHiteLZIVwCrJoLAvRUKoTy4NYrotWEKMkq44hwUqyjSay9SbG+tZRqDdi4qKLQkdhiksAqHdN6vHjKI2Ya2K5ia/f0Bw8ho2Vk/jBKwXK1dCBYcVbuXDgexzt34qv1SbWUWXzaXYWL9dMYFVDATHHwKvbuEpotBLzWBfBVYLl6FTXBsnZqsh6bwXVF4yi8t0S7P4O4riJ+W5nuE7Ct93YSM5jW8kRjf4ekxsGTsPN8rPmxCxGP7geu9UG3GJ60HNzGHN7LSNzzmHe4ff1qa1PMqrybiJeL+WXTeSGkx7tkRte4TSyqTKbYGz1dudbEowH/bhhH1aOj0iRScMAjWi+wgm7KJ9DViBGga+BbKOJIrOOYZ7NFOqNhMXGBZyk+9tE4QJRZeAgRJWJlVRzw3qUUn8tWyJh4raBrrmEfDE8usPAUDV/7T+TPN3LjrfKJwZH+iOM87zDL6MnUtkUwDY0lBIsV0NPGqscV6MxbuJWe/BXuqimKPmLbaIXVMOHhQTnfY29q4EWSoFycKMOLF8FIgz+UsfewU9tHTGOabe9xgunHc7Qc5dw8XtTeKjsg129Tb2DIq1DHtNacFf93wHMO6tnRlpHuRxx9xWMvO2r7TbuEq8XLT8PNzuEneMjWuglmqMRKRYig2w8uVFM3cU0HMYVbWRCeB3ZeoT+ZjX5WoSg2Jgt91uhAw5gKdBR+MQiqMUI6VG05LxU8yjG5G7iazOPqG0SMOP4dItzij5KCm375Oleji1YwG3VR2E728IYg544Xt2mwfESs0zEFhwTJBDA//xnBN8Kk7NfkNioUvSNmzpooQskLcg74lu5lX88fiKDIxtxYzE2XjKCMceO41enP8+M7F7OR90VMiPuLjJpHCsv1Tljn/d7VLXKWeHiNGwf2ihG8ivRIJ7joaFEJ1oI0RKbrOJ6At44tqOTH2hkbGgjw72byNKi5OkRfOK0ElrwiKABPgRLFNkqhk/ZBCWOhkuNE8BSBgEtjqklfvjV8QAezaHMX8WB3ga6couODa7m2fBEymtyMHSHsDdOwIxjuTpR20DTXFRunMZSH9n98qGyClyXmqsbqY/4GPSRp8M57u5ir1nLwP+3FgeIfn8SZr1N2R8/5mZ9GjMuuDPl7aWadFaV0yaIVEwP1v9MZMVj+2P/uZZLxr/Lf1bv12Pt6aLxiz8+hbbviO3Oq1gMVV+PWA52QCOeDfEcF39BhIJQI6bmEvTEGZ29mQGeSjziENaiLYYoSCQWAogrhaUUDgoNCGsuYc0ioFlkaVHyjQbyjQaKjDoGmlUM9VcwKFDF4EAl+wTWbzen7YhszUOJvw6vaRP2xgl5EnPlJiuZzM1w8IdiRIoV0f6hxGZnjY1ULs3H+Cy8nRW4R5g0jmtvvZ+sP5ZTdf4hPHl2h3nQ0oc0XkifNiOujBnK2qkm2VnVrK/Kxi3WuHHfZ3u0zR+FKrnu+DwGLNgWbJ+IKXbB1LG9zXHE4DVt+vnrKfA2YIpDf28NWXoUn1g4CJbSQFxQCq3VqBtViQpMETwiWErhKsFBkhbmeKIOXQhoMSIeLz7NIk/fNX91ltFErq+JoBkjZMZosLzgBU0UtqvhqiDxlrDoxP91xOMNsGA5qifWDbfCyvFy4b9+iuOD0InVTL/+UmqPbGLFUQ/3aLvdJo1H3LQQXBUOsPb4PD459W8ccc8VOCHFzw9b3uOLsXXRiI5tQs/JwanetoZUdA3X1BFXodmJX7vPYzE0WMEY/wairklUmURdE013W0ZaRwkICeEkoc64gEViFHaUol4ZVLoBosrEJxYBLUZQEmqyKQkBCoqNTxyg61kkijz1lAZr0VAYmoMpLpaKETLiOCqRI7hW8tHj29xp6vMOEwmmDPONzxnUvOtgclFF3bCD90jbu0tvL9vrjLQQ3OFDtnDCqe+Srfn43VlPcXJoE6bsmZyeC466hynf+wVZT2zbucBtiqI1xPDWJoI9XFMjZhmE9UQwha655EiEoBbDUjqOSIsF2ZMM44grDQstKdQOoGh0NbY6QSqdEDlahHwtglccfOImBT3RvkdcNBKCrnch02StG8dRGgWehhZfrqNr2K6OX0/MXXXNRekK26fj8Xq387XuSYx+RahoFCMiVDuR9N4gLI2tymkxx91iB3h0/mRcXM4IV7Yk094TeMVg07fc7TI6qlgMVb6B4LJKcpY1UvxJjMYv8/igcjibrRw0ccnRG8nRIoS1aMuIqyXnsrqAT9zkqAmNymCD7afczqbGCaKjyNKihDWLoOaiC5jJa4Ka2zJSN6gu+FeBJVaQgB4j22jCq9l4NZuAFsevxwnpscRhxpB+MapHmkhBXoq/xc4xSopZ/9w+HPbGGvq/bjP42Sp+s+GYPd6PXaGvL6TvcfxanGVTHiKxNeiexcYha7mBnpuN0yp4wI1EYMUaNI+J1+NhSPVA1m0ZwsPfCXPK4C/w+ByCepywWHiSbp2AgClCVCkakyNuVOnUuz5qnCBRZaLjkqNHMMUhrjTiyZuvi8JEYamE/1dHsdXRMLEIaO1/LxvsGBusIgqNegJanFrNj+UaRFwPGooCsx6fWJhZDsZgl1n1I7A+z0FWC3p+HtbogWgf7ub64y5iFPdDnhC+GvkvABy1mJHnX4Sc53LA9afCzDye/O2NKd8StNuksarcnYTo/yci60VkXvI4ttU1u5QQPUfrvfVTXjH588UPsuWHo7adTGavQLm4sRhOfT3a2o2UvF+N9lw+9375LS6bdQoPbD2CiDLwyjah1ZHkvDYhtM2BFgCm2AS0GD5JjKQxpRNRBvXKpN41iSiduNKSZcEnDuWOxjo7RlRt7yetcmJ8GjN5r2koja4XHZcsrYlCo54CMyHErhJcpRHWmxjgqWRwoBIJ2DjeRGodp6Ky54W2pBh5UuPlka+2nNNFY9qRn0FlDYUnLCX/q6YWrSVt6MJom+4jbnNC9LkiEgbmiEjzPpe3KKVubF14h4TopcB/RWRkStPXpJBXIj5uvOQs8l/ftnOdMaA/uU81UOZPjMDLGopYV5/DlhVZjL6rAn91LkqEw/+ylMLmOWRyLhpVLo2ulrAykwi6aFanG5UHHdUSeAFgKZ1G5WmxTgfFJiwuHhFMFA4OWx0/y60Ada6PrXYWenIeHdBiaLg4yeevJi4+LHL0CDl6IyuixUSVQb2T2Bazxg5gbPCiN0UQr5emqQewabLOkGtntxlA0V2aR9rWQguJ4JeX3pjMkM2zEK+Xry9xebNxFO+Kw/TsbgaDpJI0e5a0piupazYCzfmT60WkOSF6e7QkRAdWi0hzQvRZKehvyhlsVBP9ZRWBBSXY6zegFxay6I/9WDLoP9vm2v0Sf+4YPJCZN+9P+MvNNI0o5KO6EZydVYGlHDY7TUSU4JOEcUkXi2hymY+lNDRx0ZVKuo4SBq3mUcYUB5/Y6KgWI1drGpWHNfECIq6XKjuhTpZ4avBpFjqKqGo2ajkgDj6xyNEiRDxe6h0/9a6PBsfHl5WlFMxTmOUVqNJ+/OqWxznav5X/WXUZeQ+l/vaU/3gY80fuHGhR50YZ+nQdCogdvR8+XwP333IClQc4TE+jxQiSxgvpu5MQHeASEZkvIg+22juoSwnRRWRG82bAWyt7djDuaDPndyMjib1QhL1xMwB1Rwzl3ANmtWkgc5UGlg1NUZQmvD9zfx6oLabajVLlGiyIlbDKysJBCIgiKHaLldeDg4abXHTgJEdeRViLU6w3kqfFCSSjpyJKaHQV9SrhH3aURsT1Uu/4cJUQS85hLWW0LOdz0NBwMcXGQYir7V1pFVaIDRvyyF5Sh7N5K6vO6sdxgVrOW3UCRW+uTaSC9fkSSeS6iwjG4DJOOufdnT6KKYuJz/8KbfU6xDDwvDGX/metwwoKdx3zyM51ZWiTLgvujgnRgbuAYcAEEiPyTc1F27h8J6VDKXWvUupApdSBhfk966/tKALp4pxyHrzyVvTRwwAIPvcZr9x8JGM+OotH6wqItWHZtcuKGP+nL7j9rHvI0SN80FTCe42jqHECaOJioqhyDerdhPDrKAKaRbFRT6lR2yKoYbEJiIOJIqo06l2TGtfHJidIrWsSVTpRpeMRh1Kzmn5mLUWeOnKNCK7SiLomjtIwk35gSxkt7VnoLYLsEwtXCdKkg51YDVT2WoTNThMrqwooP3UQa685hKNmV7L295N3/4tOCr9M3Ifz33iXawoX7VTkB8tOZOhzFmPeqqfqhSGsfGwcdc8U8tJlNzA10Dsuqnbp65FTbSVEV0ptbvX5fcDLybddSoi+J3CUS4OKka35ubV6MJfmrmmz3LuRUUh9MrWKUuQ9ORezaX/uCh1JxcAv+HnucgAeXT2ZIhIRTWMDG5jid9jibOTtyAACWowJvrUMMixW2V4spRNVJjlaE4V6HI1E7HJcKWIKal2zRS1uVB7qXV9S7TXRcAkacQJJgQxoMUrNasJ6E/WOnxoJUGGHqXUC+DQrIZi46NI8otugjITqrMXwiEO+2YjyuGAkntU1IwMERePLSU+wcEIT51x3Ga/+5ijyQrup/YhQccHBDDlrOYtnZjEtWMOO44KjXHI8TVz64D1M8ppQ0noNdJottE/zAIzdToie3L2gmR8AzWE4PZsQfRdYaMU56NHL+GvlCO55+lgeqC1us9x9Sw7DLl8HJAxT9SfuT/bP1jJr/L+5LG8VtW6UU1dOxXg8D7weNhwR5i/vHQ9ApZMQvhw9wkqrkP9GBvBpZDjvNIxleayYQj1OQARLQbltssLKYo2dzZJ4MSutwoTxyPVRaYdwkIQ6nRTAbep24jYFJY4mCWOUKQ4R10NV83Xi0uh6qXN9WMnlg81GK59mUeKpQfPZoBR6OExsWg1Zyd3mszWHX1zxDGbEJvyfObv1XdedPpknfncjjw6ZyTsX/a3NXMq6aDw+5J2E0PYF0njE7Yqq3JwQ/ds7uH5uEJEFIjIfOBr4FSQSogPNCdFfI9UJ0XeBMabJ1T/8N6/8/mgGvtnIn+d8jzmx7VfBWMpBZmej5+dhDBzA6nMGcdP1d3BA7rZpeq7mZ0skTHBjHKtfNg0jLd47dtumDof6yxlsVrA6VsSLFRO4a/HhvLB2Pyb41hIQYZXt4c3ISD6OjCCgxTjE20Rc6RzsW88kr2Kyt5KJvnIO9VYxzrOFgUYNYc0ipmhxD7lKwyHh3jHFYYCniiHerZhiU+/4sZSRiOpCEVc6ja6XqGviklCpATRdgZPcyuTNXC5afxivREIcc/9v2M+7nrPueQnnkHG7/kWLEM3TeL1hLAHNQ5GeZv7Y3SWNBbc7CdFndnBNjyVE3xVM0ZnsW8N1R2gUzvEz68ibyN5hmaClHEo+amL1JaO58awH+eO156GJy/8r2pamtUHFWL8hj+xxHrJX2ZS9BEc6l/HYd+9mvCchUAviWURdkwJvA4bhUF0XYJDRRFTBOw1jea9iBP8a/iy5eoB1dgMuGmVGQj0s0IMUJKf5uTpJK7VNRAm1rpc4+rYILQOGalsYYViENC9r7SbK7axtrqakq8hSBpbSibhe4lriNudkRbAKQhhLbIofmMu6V4q4K/tEhlZ+zRXvXcjKkz2EJumUfKTv0oZlxuAyfv3zp1gXT21EVkxZTPz0XKIrs/jf7/+bc7O2dH5RihD2IqtyX2SMJ8CSU++g8rgof9z07Z2sxV4xWDld45envsBxgSijLlrIzRu2jxnJ1vwcMmoljgdEKTRLUTYTzv5oOkstja/iXirtEN8KLWV8sJxv9V/NpEFfMzdeQEzBqqYCPJqDN2kk84m0jIJtYYpOiR5oSfiWo0Xpp8cpNWwO8TYxyWuSqwcwRWeYGeIQX4x8rZGBRg1FyVVFjW7zRtMeah0/MddkVN4WKsf6EK8XNxrFXrMWd/4S7PUb0D6Yz6grvqT075/t8i6DqiHC7IYhXJzbQU7q3WDs2zMY+OOVDLtiFnevOiKldXdKmgdg7PWCCwlB+PKIe7mhZPu0KVucRhbELUqLq/nn2oQ19cYBrzImtHMQwLn9PiRaqHBNwVsZxVsVZ+SNUX7651/y8xsu5q8Lv8tgo5ZCo45NTWE+mTeS65Yl5sF+3eKyga8TSVqofaLj0yyebsim2mk737CLIqZ0wlqcQs0mrOmYyE6JBbY4jTxVX8ImJ5sa18twUzHCrGZu42BqnQCO0qi1A0RcDyW+WiIlKrG3UTPJjbza2ryrq0jAx7zKAWgp/jllZTXx9RUHsOyhifjNrsVtp5QUqcoiMjUZRbhCRK7qoNxBIuKIyMmd1ZkWscp7grYyaZy9/BSca4toGO/n6cv/BgQp0oP8b8FXtH6mOcploFHL5d9/kUVTSpn57kRGXLsQ8Xooet9CLJvgmfUMM0OU6DVcW5uLFtFojHl4qnYiC2tK+H/9ooS0xNwvpPk4N2sLFU4jy20Pk3bwhq22Gni5YR/+f3vnHR5Vlf7xz7l3SnohnZoACYQaWkDUBcGCoOLaK4isCCj2tez6W93VdVUsiCIsFiyIiIrCWkBEEaRIJ3QIoYQSQkLaZJLJzL3n98dMQgJJZkImyUTzeZ77zOTOmTPnZu6Zc8573vf7DgncS5LRhILAJh3YxbkjYamU3Bx8AgMqm8o0ghQ/dtntHLJEkG0IppXJ+cNglyonbcGYCoXXvaQchzPJ3DUIc3fv3k4b+8/D0V/Dqtu59/DVXq3bI7wwogohVGAGcBnOHZcNQojFUspd1ZR7CVjqSb1/iBG3JsLMJRh3HkE4oHWltJNnW0SPOKzEqnBz8H66BRwnvOtpdIsFLfc02t50ZGERxy2hAMwp7ITF6scLo+chpeCdTReR/b92/OXwSFaX6lj0UrI1p1xOpBpYxcJq1ctYb7OztLgLVt1EF6OKUaioQiFAMRGq+J9zDe0NQZiFEVUoFXVFKDZ6hx3lSFE4a7M6kGGJINMazpGiVpgKJbUkJT9vkt7PJ7cWR5dy9tmLSV59Jys9SM2rCgWrbueqnXdgdTS+OqSXpsqpQLqUMkNKWQbMx+ldeDZTcG65erSQ/0N33Pc7LCF/eCJxn+3huVM1B3YnGJ1GpEEfPsrXfdoScW3GmSkmQHgo0QFFJCyewNtzr6Ys38ww/+POlCBSYGsl2basKz8U9SRI8auwutqlVuHgka0V03PFvXxbmMIdIQd4rNXe8w5vjFENjArZyui22wjzLyWrKJj0/EhOW/2xhQlEaMh51VsTang4eyaH8G5e31rLaVLnplf+Svubd/Hwi5Ow6O5778y8PgSPPsah7xO81VzP8WyqHFnuAeg6JpxVi1tPQiFEG5xbqrM8PVVlKwAAIABJREFUbdofuuMGKCYef34ujq7t+e3pAbyZ1wF7NTtXeZqVQR8+Svw/1iO6JLDvjX6Q2pPiJR0puTYVbX8GJZcXYQovxd6zmOjVBjIcJlLjDoMmKGtfxhd3vUpq4IEq9dqlxpyCeBK+uYfhb/yVhHcFc7enEqT41SunrFkYiTeUcVXQdpJDT1JiM5GbF0RpiQlrG42y+KgzonheQMvLo/VPCpPCt9RaTkcStbUEdI3oudt45uRgt3W/v3QY0mYjcrudg3YLHxVGeqvZtSOdVmV3B5BT7gHoOs52tvbEk3Aa8ERdtk2bfcfN06x0fXcSk48N4oPCaO7JvLBO77/c/zS5PfwpnlTAz7lJfFTYhgP2M3pPlTstusaha1vx8NAlnP6HjV97LSToQafjhpSSST1WYvazk3ellY6GMpbt6sYTF37H/sveobvJn1EBVUcYm3Tw8k9X0WERtP7VgmLT0Eu95/5pkyrHS0IoLTKjWw0gJH6ti8nt4YcS5N291rANJ3g++yI0WfMeilGoHJwISnAwutXKznu7nbOvfk69+5yPR27SKdCNbLe2q7W8V/GOccoTT8L+wHwhxCHgBuBtIcS1tVXa7I1TQYoZzQyHb4xmR0ovxv5ncZ3ebxQqHW5PZ2LrFcQairh/76206ZRHJ6PTb/anklg6vrQD3XVDlrazMyX8MFPCD9N7/a1EvB2IOiQGpcTBV0/0pvgyhU3XvUa+Lkn+Vy6fJ4xg5Jw3KvZsAWblt2HG3iGYvwklOESQ8q9NqOgoQvJh5Cq85f5nFDoFZf4o+QYQ4DAZCQwvpjRSgNG7a0b95ClWTR/Iin9sY7h/zQPHzqGzGTjuQWJXFSB2H+Tj04PpF7ex1rpFv+58PmQmKWYzKbG1j+rexEvbPRuARJcX4TGcIa+3VS4gpaxYBwghPgC+kVJ+XVulzX7ENQqVWTfMJnxeIVk327g1+Eid37+w8zIuD3CGyJ3+OY7tpW2rlBFCoPj7o4aHc3nvMwJrFosfxieymP3Rm/x9/scEHCkEIQlXA2htMHPwttYYf93BnZMfoeOPd2OXGlttNt78eDQRswOJXpyOdYCVaXEbeTVuM1NjtxBnqH+ntUk760qjOKUFYlYdzmmdBuK0kfxTQQgHUMvIeD4o0ZEYbz3JpM8mVBuYUY5ZGNn65Nvwaj4Aq2YPqDV6C6As3I8UUxOMMV4YcaWUDuB+nNbi3cACKeVOIcREIcTE821as++4AMP9NebGr2DfkA/R0d1Ov2pidUknOsw9zNz3rmB1qU7Ki5N579hFLslWDVpH8/NPKdx28BISvp7ADd23sDT5GxKMQVxo1tkzMYTkV4+T8O09mIWRaXe9Q8jyIEoiVBLfdnB9+iju33sr0VvsBKxLR8vJofWn3reWBil+DPI7RaHuR8+w4xg7FKObJH6nFEwnjBisUFtu3PPBcegIIY+Z6PxxDj+WBLst/1nSF1iu6EHUexsY9M6j3HJwWI0duPLIV9tU3Kt40mk9/BdKKb+TUiZJKTu5vAqRUs6SUp5jjJJS3iWldKtLLKSXv8DzoX9vP7l+aSOuXWrgS0sI7182BD3nNI7+SRi3ZSCCgnAcPVZRxn55f/I7GXH4C/hTHrYdYcSlnqDk4zhapeWjb9+H2jme+E+O8WbrNahCYZ+9mHGPPUJoWi7oOpzKRcsvQF6YQsiLRxnSaj9/Dt5JWy+MtpXJ0Yr5zRbBwpz+/LQtmZA9RjQzBGXqhH+V5tTV8iKGhA44Dh2h6KaB/PLaDLfyuh1/vJvEMc4IIWE0oQ3uzqEr/Xjuz/O5JTiPxLmTSHotA1layu5XEkGVdJwLh+7Sua77VqbWMG1W49I3SSn71+daAmLayc63PeK23PZpj9T7s86H38WI6y0G+B1Hmk3oxcVoRgV7jwTQNIpuHgSKSt5dFzBj9nQ2/99M+t20nbhrdxP/9FrMVxym1bY8gmdkM2BzGYU9Izl8XSQ9Zt/PCYeFYCEpiVSQR0+gHzyCll8AgDEji9b+BUwJP+z1TgvwXXEHntrxZ6cCR6ADXQW1FAKz7Oil3o99dRw8DFISlpbLDyXujV9d22WhBDtHZ2kvQ/llCx2fXMv7d11Dx2V3k/TGYRxZJxGtwolcYyRkmxnD8k0kjtvOzzMbXpe5xeWxmRCn+nPguUDUkBBMK7aRfpuJ21ZsYPyzX5Pzl1Q+fPZVkk0BaFJn60fOKBo1sSP730jlwYVf8UnCD5RoRgo6qWjZp4h/aTO33/0go/7zV6Lf34xeXFzFa0m3FJNhiWyw6d+IwMMEmOysOxyPXqoiJCgOMBbY6uyPXBe03ft54H93Vbu1VplPOn9Bwaju55w37D5E1xeLcBxzGl8dGYeI2FKINU5i6BhP0M9h/POJOQ3S9ir4cHRQs+24Rx0W1pVqbm+OumAUKjsumsO+Z7qxd1YKA3unc0vQKZad7kbxpRaSjH4APHOqN3HzdiIMBvbfE0PGDf9luL+ViZlDOFYaxkPjFnL5plMUXdUb409biZq5FlmNALlebEW/N5Aun06my6oxLLGavdqJo9VAvu/5ERfHZyCKDShlIBwSpcgDt6V6kvT3NJK+nVjr9xOuBjD1hbcpvr6q6oZeXALZuVXOyS076fjEWgr6xvBZxx/O2VprEFo6rvdppZjI1oJ5+Lj7Tfy6YBQqy254hX1X/peM/AgSl/+FrBc6YTvtdDdcXqKy6ukL0AoKnfuRcc4baHFxOIEGGx/HL2N8aBYTw/aQ8sRWMp8aiBJQg1q/rqHtTafTY+uIvzmN6aOu5j+53bx6PSGKH7m2QPyzFIzFEpNFIs7TeFcXdKuVrg/tJOn7e2std6GfwktTZ5L598EYYmOw/nkgmX/tz4lbuyLM56ZgCV66iy4rxnv1B7tamnt0kBDCTwixXgixzaWr/E/X+VZCiGVCiP2ux/BK76mTrvL5EKCYuDKgiB6BR2vdfjgfEoxBLC8JICc9gviPBJmXqqwZ+RqqUJiwZgx+3zgFPfLmtSKxjdO1NMV8nH/G/FJhkFlv82NM5K8sufdlLCM8C07X9h9kwYfDvHotqlB4t+NCrB0cKHYwlEpwNI6ugW610nWahSXW2nMgXeinsG3ymzyy+kc+eeNVdt7/NqufnMbe13tX5BqqqLOoiMSJ6XT/6H4u2TmaA3ZLw3XiZj7i2oBhUsreOIXhRgghBgFPAsullInActffZ+sqj8DpBdIganBGoTI+9EiDpSz5evQ0Xnvnbb6/7lXiDEHYpJ0LOh103kxSkr07ioVJXwHQ3uBPiOKcSh+wW/g0dyDPHnL6kp/q7eHl6xqmfOn1H6KjDgOmXBWp4rrhGu+O03fsYd4p9wJ0RqEy3F+rcFQJUExM+dOPCFfwR8m1qagRzkB9vaiIhKfW4ndtDlOG38mgzbc2SNs9dHlsEtx2XOmk3AfQ6DokzgiHcj3ND4FyF60KXWUp5UGgXFe5QWiojH4jAmz0MvmRYjZXpMb4877RbPqhG6Kvczqb+NQWJmZeWtGOcv/i9gZ/3m6zmi8Sv+aZ41fSafYhjz83+psDzCmI99p12KVGZ6PE3s5GRey+0rgrpNXrzm/6H6DYKpYZp3oZOPTf1lVe14uL0Q9lYrM3zA93s54qgzNWUAixFWfI0TIp5W9AjEssvVw0PdpV3Od0lb3FmNZrWXb3yxR1dI4KomtH1v3S/ZypWuVQvAdjfkQGeZ6RThYUYtU9T69ZG5rUmZHficmZlxO63g9jsUQtk9AAWQtqI2FxGStK6v5jMT70CHtndMLQtg0dXlhP/D3Hqi2nbwpld5l396S96YDREHj035RSalLKFJwO0qlCiB61FPc5XWVvcVXgCSZm3EjwYme+nT2Tgpl783Sm5nZjaw1pK2NUOwW96xbRonhpDqYKhUlh+xnZajtKmcRYrKOWaMiyhjdOVebYn/y4wK/u+8ZGobJn2LuM/elXrKP6IkLO3etWAgJImHeMTEeoN5palebeccuRUuYDK3CuXU+WS7S6HssDgH1GV9nb9F9zD6XPxpEzpi8HPunDu5e9R6rZyC+nEvnrXRO5ZOdoVpQoFYHyAHGGIGLuP4Chg2eeYVLTK+RYvYEBldbGPIousaI4JIYSzZmNoRGJX5TPr6V+HpVdYjXzg/XM1NcoVG4KKmDRW9MY8V0aamLHM4UVlcNz2tF74UGG+3vXoUTQzKfKQogoIUSY67k/cCmwB6d+8lhXsbHAItdzn9FV9ja6LpBP5/DPJ+aQfsmciiiYw7nhKKvSKJ7bmoemTWSPvarX0MLOy8gY66FLpyLYbqktNVPdUIVClOKcRjr8FdTiMlAaN2GzJSGYoX6eGdzKpMohe9Q558PVAFob86qsz4WqMjl5JS/EpNUrfrkmhC7dHk2FJyEXccCHLsuwgjO64RshxFpggRBiPHAEuBHAFflQrqvsoAl1levLepudPialwgC28+I5KIiKm+Sow8Knhb1pN11FjWhFxMId6MnxrjSaVQ0mtijNmZfHjceSMBjYlx8F7b13HcmmAHb/aQ59/W8n9JESdK1xzaEGq0a2ZvUo8mlUgAWwUN2Y8s3p3mj7zogR6AOSGeC/mgbJq9zEU2F3eGJVTpNS9pFS9pJS9pBS/st1PldKOVxKmeh6PF3pPf92RUJ0kVJ+X3Ptvs1v1s4Vhqfy5F6Vf9kfz7ya5SnhKL9uRQQHIswm1P1HybRHnFPXytGvUnDrALefqcREMSXhZ69dgyZ1HjrRn1WlBlb3n8Ohm1sjG8BPuTZMP2ziP9mX1FrmgN1C75cm02XFeN7M71itB1mcuQA1NARDQgcAlE172FwS3xBNBnx7qtzsA+kbkj8H72SH3UyWI4AXNl7J9m7bmVYp6DvtZGvaOHYCTn9aYTBw5KlUTjn2AYVV6rJJcAQIt6Nu3oBYNlgSWJ7fjXfara73NahCocDuz6SPJmLOg/DjmjNEsTGRkvXZHaD1hhqLXL1hIu1nbUK+YeOHsA7MHzUC6ZrSm+/IYmXPr3ghJo2hF96D/zGnDcF6ZW9GBi2nwfIO+fCI+4ftuDvLSthvj+L7vJ5cEHKA0YGH6Pv9g4SlGbl70reMC93LGzkX88WG/vTueoSAIBvLjySRvDiV8D3O0aDDLwcpN/MY4ttz+LVglPXw0spRTLymqvRQK0XBeF02ysdG9NKaO07I11vYfrQXmcMDODB+KZ2M9bspNalzSdhuet54jBW5SRT/s02DBhjURMSEEm75bBjzE36q9vUbE7ewISAazWZDdmhNxOrjOA45RRHsJ/qxeGYAD62+la4bD6OddNpBLXFqFWURb+PLSb/+UB13n72Y549fybYFPYjeXIIhtwR9134yO13Eez3/TNelO9CtVr5bcQFfxF9B0NZjhM0o4svO39Pn1ftR7NBm1kak3bmdUt5phcFA6buwLfljkm3jCF0TyNYrbKRU8rWdU9ADv2nh6KUHqmlZJXTJgRv86N1vP0uKk7kvLLP28m5QhcKYkBwgh08P9Sdy3W6awuHHcfQYRbe0pe+Mm1mc8t45YYyjQray0ewUkD9wSxhDhh0hc2J31FP5qIfzyNcCCNpuRjuZTdmIAbR7Zi9XhdSYBcc7tHTcpmfk3pHYnovDsGIrsXItSFlxA2v7MwjYn3Hmhk4/hKNbCrtfiGFv/3dQhUrX6/ZSdGkxuv3cPVCpaeQuakvnA/fSZZaVo1fAMS2UFM5EsMz+cgQdfnCT9V0ILKP7kNznMONbr/JqBEyOVkzQW6Ho1n1eq7OuODKPEnUNjB3+IG2e38/oiK1cH1R4TrmYDTqv37mcXz8P5YEFd9NxYRELT/ZDOMAQG0PBA3l81GFlwzZWtuQOalIO2i0kr74TMUbB8NMm5zTRja+ulBJdhZVDp1dYlO+O/RWRUMOWjpTEvLmGpHs3ILfuos0KC7Fq1Rty9DVrUILcTOuEgq4K3kz4nM9OpTJ81zUeX6c7Rqbdhd/KnV6rrz4Ylm8i94YgXnzxdi7bfTWX7b6asR88iJbjDOU7laJgFkZGBNgYc9XP7L3Xn6ziYIrbSuwJsQyKOdTgbWz2+7jNnW8s3Um450hF/ltPkDYb+V0U3skbyAXbrmd+UTgjAmxkDT3LA0qIM9EriooSHEze2EFc+d5K+pmrakndGvYbWs+O1IquEfbTAYb99CCH/92VI5vrv59rk3ZG7BlF2AuBbqVqhMGAdklf1PDwWst5A8ex47R6fy3K8EyU4Zm0/+eaCpGBTu8dZeSea7FJOxPCN/HEhd+RvzGKxE8K2H+PkZTAugkCnjflove1HU3E777j3hGym9NXJdf5fR0/PMbGqxIIGZnBrIdvYEWJQqvdZ7ZRDB3jyXhpEFkPXACKStFNAxi57gjLnn+t2sz3KWYzo9/9CdG/Nm9R0HJPk/zgfoK2HeeOK36pc7sr6pE6BXoJXRffh7g6H7F6a63lhcGAkphAj1fSGLU6nYwXL6jYdmlsHIczMYw6Rc+PH2DM/pu4I+QAP981lXELvuXgiHcbLd2mL4+4v/s1bpYGfqfrbkWVFivHbkskelMkgbuz2VCSQF4XM5ErAEUle7qJ/X1nctRh4ZI2f0WxwcUB+6rN71POfWGZzBweQptNosZfa8XPDIuCuDluHdcFHQU8cxU8m85LJ5A0y0bXnTvRi4urL6SoIHXU4GBOjOlBwFVZvBq7HlUo3DdmJn273UxUPWbrhjatkYH+VZwmPEUvLSXhybWIgABGXvYAxilZLEn+Cmgkv/bm7oDhS9xycBjratlKORtN6tyw6R78lqfV+bNyR3TmpSnvcehqf/QTJ1kxqhsxnzkTrAlFkHs4nBMOC4FCYf8dM9k7fmYVK3I5HxRGs8ByxgH+4bsWol/Yu8bPtQ/syuPtlzAmJIcg5fw67eLiALpOs8D67TV2WkNcLEefGIhtRH92T0vif4+/zOpeC6s4mMSHna72vZURtQir63n5FPWoX8oQ3WrFf9F6TNfkMCFzaL3qqivNOh7XV8jWijnwbhfu+Oo+j9/zTkE74h/MP69omPD5m5g+YiSd/r7BmQT6cCZafgGWmwYhunWm69P7GH/FOEZPeYjVpdV/g3malTfeuoEnVtxUcW58aBZtXzlQ7Q0vDAZO9fJjqH/97oj3j1+Mvn1vzQUUlZMjE/h58lQufWkV7drknrM9Y5N20jZ0cvtZ2uDuKH7V/8DoVisBC3+rU9trQiS0Y+OJxpXwbem4XuCSmX8l9KCNuy/z3B1wRV4Xinu1rprI2UOkvQwt/SAAp+++AH1IH1BUwtYedRqkoiPQdu/Hf/Em7lx5T7V1lEqdwCyNxA/KOOJwahEsL1E58J/kir3gKgil+qDIOrJjY0KthhOhCFQ7XDjvMean92Nht7nnlHn0+EV0/pv7dB/KL1vQS2vethJGU62jsqfkveJg+8B59a7HY8qVQlqMU+fPJlsZgcclmZMcPBqxw/0bXMxP+IlH3vgEbVC3c7SLqqCoNb6uJCZwxQO/4vBTOXn/QEq6xKBv34e2N91ZQNeIWm6qkiisHKuEwKMlGHKLydLMjNgziuceuBv/RTUES0kdSz/3OWZrY1pePIlz8mstIx0Owj5aS+KLe4gJKTq33XoZS3/qW60yZV1R27VG6VA/67gwmkgIcT9t9za+bJxqFh23i1GnZHQBnw+cXWd9qWsCrRycAMJQy/tq2dvV9x9k8xVxmPJsfP/Yy9z39ueUXd7XmabS1dkjFu3kqvceP+e98YYAHM/nQ85ppjzzAPbnYzF/W7O/rjCbOd/otCMOC9Py4vnuL0PQd9YyTa6Elp+P+fZSLn7vr6SVlZKjFWPRS+m54AE6Pb3p/BpyFvbYUDKvjQOcQe/nM/oe/Ec/ZndoglgVHw6kbxZWZbvU+b7f7PNW+583eDZ/HzwB5Ze6Z3qTDgeyyEJx+wRCFRPXBxVifPMTpj5+JyHbTuI4lIksK6PPFbsBp0Fse5mdFLMZVSh8mDSPW//0KGEfr3Pv+GGzEbrSD+uQMgIUz25wi17K1Nx+/PjviwnOsCA2bqvDxUm0k9lEbY3n0bGTKEjwoyxYkFjJrbM+qMmJXP/eUpad7kZ2Wn9KHs7D/FarWn+8qsPcM/+8DXXnS7kDhq/i8yNujlZMgGKsV4qOVLOR/E5+tU+Xa0IIToxPYd5rr1Z0pmsCrSye/jq3fb8KpVcXANZuT2S9zRks/l1RrwoNpAJdJfCQxaP1kHQ4iF18kDmF7o1C5Tx5YggbLm1N0BcbkBs9X0ZUxv/r9Si/bCH8g7XEvLnGK50WwB4dxNVBB4g0FdPrP1tZ2/tLCiacOzV3R9u/2piWF++VNnmMdB9E35SB9PXRVX5WCHFMCLHVdYys9B6v6SpnOExYdS/JlZ7PPFQolERL4tSq+7PhagC3B+dibReEXmYn+fE9THz5AUpkGYMD93N72jg22co45AinLKrmvd2z0S3FHkvXpJWVsvP/eqGdOtUkET+1kfuXCzDuOMwDR67m9dZreDXWua5vE1pQoxW6JrT9GbzzyUj3Bb2ND0+V66OrDPC6lDLFdXwHeF1XOdVsJFz1XCWxJkqiBaKuki1CoHaOJ3LAyRplYE9c6DyvFRYS+/k+xmRcTTtDIUHvh3L7xw/y0qNjMC6r23oxzdLWfSFAlwJDSePqR3lKYJZG8eDOTIxdUUW6dn7nr0h/tg9ZXyeT+UUPRJ9zcwdVR/xHhxt91G3WxqladJVrolF1lT3lypvWOg1KHqImdeLQ84O4afEqVvasOV2p2smCGh4KQqCdzqf0mjIu/+oxMkdAux9KEBp12jaQpTZ+W1Czg0ZlUsxmTndt3LWfp/h9s56gjUd47D/38uiJvhx1bYcFKX7suXMG21I/ZdfguVw372cKv+9E4fedOPq3wRjatUXx80O/uA9iwJkMEI6jx1ifn1DTx3kfCejS/dFE1EdXGeB+IUSaEOL9SilIfFJX+e5Wq7H9qYdn61wh2PNgJLvumsFdIdm1CpHtvvBjMma2cars6xpaQSFJf0uj/TdgTMvAr46GGOmwE7fawvIS95OUJVYzMStz6lR/Y+I4kUXEu2vZOSGZG3eOZVpePB8VRlb5f04IPc7a3l+ytveXpN33FsO/38Xel3vz6by3uO3j7zG0dd46ang48QG5NX1Uw9DMp8o16SrPBDrhnD6fAF51FfdJXeVkUwDZfU21bwtVot33khOaZyLbYkcwwmikPDWJbrXif6KYouHJdd+klxJ1/1HmnLzYbdH7/jcObU963epvAuSmnTg+j+Z/Dwznxbk3YdXL6PHGZJ44mVLlB0oVCo+0yiDjhv8SqQZyWcAhClOdywbrBZ15Iaburqv1oVlPlStTWVdZSnnS1aF14B3OTId9Vld54aSp5NzVz/2UWUoCM/KxSvej81abjXY/FmPvGIuh/Zm1qdy8i4Cvzs/dTy+0sHVx7Wk7Bm29ga5vZjWp905daPX+WpDQ4evTXPHAFNouL2THdR14ZPq9FOjVO51owLGhYLtyAEdvb/y1vLesykKIES5DbboQ4slqXr/dNXNNE0KsEUK4XSudt65yuRi6iz8D5XsRPqurnGQMZN7Tr5Bz1wCnt5QLYTQh+vc4Y+0UAmlQUD2YC12/eiLK+p2INdtwHHauEITB4PHIXh3SXkbbpQW1Tpcnd1yBfjzrvD+jscm+bzDvznmDPh/vImhfAUqBFcfBw7R+ZyvX7r6l2ve0NQSRccN/KYkyEP0/M2lljZATtxxPpske9FuXYXYGcCXQDbjVZcCtzEFgiJSyF/AcMBs3eDLixgE/CyHSgA0417jfAC8LIba7zl8CPAxOXWWgXFd5CT6mq5xkDKT9mKrTS2EyIg1KhU+zMJnIuDGctgb3OXxMZtdI4Br5hNlM3q0DOPZQ//PbNy5v096D3PPdX2p8Xff9LfgK0j/uw6InXibBGMQz0ZvQg0xo+zMQZjN7ZiTzdfL8Gt87Ys8oIn/IIHj+Ol48dmWjtdnpgCHdHh6QCqRLKTOklGXAfJwG3AqklGuklHmuP9fhnKXWSn10le+UUvZ0nb+mPAGY6zWf1VX+28leWB+NrbLvqVutiC170SzFTiWL9m146sYvPXKvXJQ6C22Q0+glDAa01G68+a/pWLqWnd++cXmbSkro8l5Rjcmy/r34enQv+BI3BrH/M3Nac/4vFRQyLwtCjWiFtNno9o+TpCy7v9r3jdw7EvV2DUfWSQxtWtMntJGUL8rRPTggstzI6jomnFWLR8baSowH3PaZ5vOz7QU0qfP9uxchNznjahECNTwcNSwMxd8PNTwU+7AU0p8L4tbg6jPDnU2SMZCswQGoYWHk3DWAUbN+JtVspHP8SdSgQPcV1ISUsCeDKTMnMmjrDbyQ06XKy37ZNQfj+xRCELolm02lTjUNo1DZPvEtTn4QiRoWiiPzKHFLjZxwWLDopRUC9LvLrBS/2hbHCedyQItrxcUBjSt05+GIm1NuZHUdZ09zPTLWAgghLsHZcZ9w17Zm4avsDTSp02fD7bT9Ih3NNdqqrcJRvjTz55gzPswpfktcelGer1G/vf9llo3rzA3B31UoYMzu/Cn3xY6FwnNVDD1FLy2l7dtbYaZgVac+9PpXX9b0n8Oa0mDaf56Jb7peVEUb0odJ7yzg2sAz0VOqUFiaMoc74++BrQXkJSkMWTOZ1h+b6fFsGorQWfdmf8K/WQtCoPj7c3RoCB0MJTSY+PnZeG+7xyNjrRCiF/AucKWU0u2+l892XJu0Y9XtaEhCFb96J7Ceb4nCciyEg/eG0/75XJA6IjiIq6I3MT60spGn7tEr7Q1BrjrOcm2sxxq3nAqBt+17aTelDSkvTSQ8xEpE1uF6190YGDfsZVFuHwaavydS9a/yPZ4aEErEVkiYsQctr4CD/05lWes1pLw1hbYfrgFA9OvOZR+s4Y7QqUSrjdRpAfCaL/IGINFgfFwCAAASqUlEQVRlqD2G06vwtsoFhBDtgYXAnVJKj6YVPtlx7VLjhZwUvn5/CCGZGkdHaVyYnM7lrXbwxcn+vJ3wBXFqQJ0ytEWoFqLXCAquLUIoAiUgmF1PxvJZyAHOV9fJHdJsqNjbrX9lEsfRY3Qem40S6I/WTNa3enEx2Te3Y3zAOC76LI2/RTpDDoesn0C7ORuQOAXyABwhOhMyhxKVVsk3fft+vnnoEjq8nVOtBnOD4oXvTUrpEELcDyzFKZj1visx3kTX67OAfwARON2DARxSyv611euTHdcoVP4WuZVPUlNp830h3X4rITcilo8iOqLYNG6PeAR5/ymW9/jC45F4ozWBiOUHiVgODk2jNDWROZe922DhYu0NAey9J5SkR4xei7ZBSqcyR37jJqauL47DmSAEBZpzRnLUYaH168YKOdZy1GKF/VO7Efjtmf1voaqYs4rJ1YI4Ox9TgyK9J03j8uP/7qxzsyo9/wtQ8xZCNfisccosjPRqd5R9E6Io6xyDNBkw7z+JYfcRAtcewPxCGFftGe2+IhePtErj9LAEtJxclIAA8hNN9dZ2qg1VKPTvk45SHwPV75QrNtyLuu7cEMS2y+0Ef3smntjQri2li6IY9EkaE0KbwIfHh6VrfHLELWdh52XYOn3H4RvL+KaoJzN+uJwus06hH8zEtPc4e7YngIeSyTvsgoCTdtR2bZD+Zoourp9EjDs0qZNbGohZOVfS5g+JlCz5cDBfRV9A5w+y0RznmtZMSzdWpIERBgPpE9qxq9uMiiXREYelQZN8ndvmxvuouuLTHRecI2+S0cjAgHS+XHsZ8sgx59RTVYlI9NzpvI9Jwf74aUqlyoCoDL6KXUuDJER2USLLyNgXS7LmmYzMH4HYaU6DkyfeOEqXTjx38zxKZBkvZKey8H8XErVF5+g1DmZe7BS3a20ooJep4aKjhO67yYN8vuOWc6GfgmYWoChOl0SbDW1xB3Z3t5Jsch+vaxQqK3t+VbFPaKyjdlVdCVL8uHJAGoeMwQ36Ob9XtF37+GDkMF68NJaYT3bQociZMC1pkcr0oIEA2Ht15MZ3fmiYabSEJklr6CE+u8atjvxrirEO64Ehvj3SVoZUIEyp23/XKNR6by15yrOxy8kd0blRPut3h5Ro6QeJmrUWvaiS3I2uoRUWohUWovy6lS/GX1YnkXxPEbh3vvDQ5bFBaBYdd3mJyooShZ0Xfsi3s6az79/hiLax5PXSiGvMNU8dCRAq+UmgBLeMug2FWLeD2xfdh0VvgACEFuPU+XHHoaGs3pFIxAYDgVkaJ/sbuPrqtay9eAYDHnyYuZfPwpd/e4IUP1bf9QoXa38l4Y3daAWFPqcN1ezRNRIf30yviMlkXPq+d+v2YZdSn73r8zQrq7cmkfhBGdGf7yJo81ESvspnxVuD+M0WweZR00g1++4/tpxINZBV46dS8Gk4ok/Xpm7O7xJpLyPxbYd3w/7K17jugwyaBJ/suAssoQyc+yjd/n0U45Ecjo3rToevT5PwTgaXTVnNNmsH+n31MBdvuxmr7tvOCAV6CeGKP9O7zEcLMnnFDbKFc1H3ZnJK8+6eudB1t0dT4XNT5aeze7JhYh86bd2CltyJ3OfszO/xShXL8RMnU4hf7MAaG0lKwT1svvi/jS6Y7Qm7y6ysKunM2JDDdDQ4yE32I2ZjQM1pL1s4L9QunSl5y05fUxFQf0VQJ027hnWHxyOuSzBuixDiG9ffrYQQy4QQ+12P4ZXKnpeu8jOnuvPb/f1g/U6UiFacfFZjQ98F52z3/Ct6A7pZIfhQKcFBDetIUR+STQFMCD2OWTglZh9/eD4ZT/VCVJOOs4XzQAhKRqfS/dMD/Nx9kVdkfCuQ+LRxqi5T5QeB3ZX+fhJYLqVMBJa7/j5vXeU8zcrXHwzBsGU/ip+ZwoHtmNt7TrVlJ2deQmDaCYxpGZStimTA2nv4oDC6DpfSNNwSnMffb/gcJcCLN9gfFUXl6FMX8MVbrzM1tu6pZTyiua9xhRBtgVE44wXLGQ186Hr+IXBtpfN11lXebg8gblUhSkwUp6/vTfiDh+luqhomt8lWxi0Hh7HrjR5oJ7LQrVYit5XR7jWFN966oUK7t4XfMUJgvW4g6vIYfp40lWi14XzBfXkf19M17jTgcaDyhmRMuVyNlPKEEKJ8yGuDUzenHHdSHQD0N5Vx48c/oqEwNGA/ScZzv5B1JZ04VNCK8O35SKGgto3j2FAjbX4RmPN0j1QZ64NN2tGk9DghV3V8cmwQSlme+4ItnIsQHHv8Apbd97Jr/76BAzh8eI3rtuMKIa4CsqWUm4QQQz2o0yOpDpc2zwSA9m0MBCimSgHt1X8h94Vl0ikpm6nRd6B16M2pu6283nsOT2feTXFbSVgD2MitehlGoXL/sYvYPDMF/zyNU7eX8J+Ur7jUP8cjo1iBXkKQMDPl+GBKprfGv/io9xv6e0YIim4aSPYAWHNzIwXUSwma7/o8ejLiXghc40rq5QeECCHmAieFEHGu0TYOZ5YD8FCqw6XNMxugf28/j3/a/rbrWoKCVfLHFbEz9VNnFM4DCxjkf9ir06adZSVcv34CQcuCKIkURG+x02qJ01+2/dcwO/FyXuofzamrS3kjdT4j/K3nBPY/cTKFBZv6k7AADt2hY8w00/FwgS+7wPokcnBvFkx9xZWxsRHDJJvziCulfAp4CsA14j4mpbxDCDEVGAu86Hpc5HrLYmCeEOI1oDVe0FW2STsFehkKML/3++RPM9HbBGBEFQpjQnLw1hd6xGFh2Kop+G/xRwRBsUs9OivVCKmD8TsNMf/dCEDRjUUkPqsxo2QkD90TgxZdxqyLPqKNoZBrVk2myz/zSUrfiBoTTdwjQdyT+iufv9mnpePWkWNDAuqVZvW8ac4dtxZeBBYIIcYDR4AbwamrLIQo11V2UE9d5WytmCs2j+f6hK2kBhygmymPKIMds3BaZjWpY5E2dCnrvR3wdHZP5m0bQOuYfD6e8iYJxnNvFoteSu9OD5H4+GaCFvblia9m869Jd9Pxcedo/EaHEaCqdD6UhqZrKMHBnJ4TwrSkz3j46fsIyVp3Tp0t1E7ghaca/0PLk375KHXquFLKFThTkOBSohteQ7l/A/+uZ9sACFf8yD8Rwrfzh/KNMhSAvG6Cd26dSW9TCVtsgUzeMobSE4F06JrFf5PmVWvYcodVLyPfHsCKS6a7grWrdtojDguhikqo4s/Lo+bx3qzLCft8C/e1n4gyKZ/2O1vjOHa8IpsBAEKQc2MPZiRPZ/ILDxC1KK1ltD0PWj1tIunxsY3saCNB+u63JaQPTAf69/aT65e2q/H1FSUK41aOI3KVCdUmUe1QGK9gSbbx9KBviTIUMuvoUE58Ho9uhAvv2MzQ0N3cFFTgtTYO2HwTju8isXSQBJwQFUHhAGpkBHp+QVUNJSHIGzuIOc++RrCi8fLJ4az8tB9xr62ppvYW3CGMJgzLIvgmyb2+vhqXvsmd2Jo7Qk0xcnDsrW7LLcl8o96fdT40i44LTuXHHK0EDfjbsZFYHSbCTSUMDdvDTUHZGIXKP091Y+GcoRgtEsN1p1jde0GdlCBrI62slNFLHqDrzCL0bbtrLywESq+uPPjlQkYEnFFjvCljOBt2dcR42kDnF3ai1UNz+Y+IktKNHu/v5unoNRX61dXhtY4bU31Oo8osOTq9STquz/kq14RRqBWxtx91WHnWq07HrGeidjHukfW8kn0Jd0SsQfWiykUvkx+m8FLkrgNuywqTiax/SS7zL6Gyj8uCjsuh43LsUiMpdBJJk3wiF1qzQd+6ix1Dghn/3dV80enHhv9AHxjUasIno4PqQ3tDENNbbyDV7H1pGvtJf9TIVrWWEUYTe6f34rOU92oc7Y1CxZxtQA0L9Xobf+/oRUUceS+xET7JAz/lZuKr/IfH76TKnifindnna0CoCn2SD7HU0q1GSZU8zUqv4XshKqKhmvq7JnJNNl9aQhr2QySg6+6PJqKl49aBz+95Fd2skz6jLafHXYDSyxkYr0ZFkX3fYMCZ78c6LI9ve0fxzG3j6PfsJHq9MpkFllBmF7QmRyvm71nDSJ+bhJZ+sCkvp9mi7TvAk1/f3vAf5MMjbrNZ4zYmVr2M7ksmI0pVDJElaCcCkKpk7/Vv0zExC8e0WI5cpRF0IhiTX08K/lWMsvDMl1hhXV6XRuQ6Z87c55TbsfW38Pqea3EkWXn0gcUsyLgS4w8bm+gqmzdhexr6E5q/y+Pvkp1lJdywYQJhX52756vYJV0Wb0UIQemQHpREwaWPraH7qnHsvvgD9rxl49r5j1CQADdPXcdjrfbyl7AhnFyViLZ7/zn1CSEIOawR+l0poiAHx0cKwWop/vuym0XGPV8kesUJEhZN4K7Bv3Jfqw1EejtKSIJs2cetHU+2g7xN3+cmETVzbY2vC7OZfa+lsPvat2pMcK1JnR7/vR+/fqfhh1bEfbITLd/93vHJKYOxXmgh4dbtPm259HmEQOmdTMTbx5kbv6LitFe2gwxR8oKQa92WW5r3bst2UGPRbcZk4hfsqVVRX42NZslVr2EWgZxwWBj27uOUdihDzTdgbF9M1Fx/hA4Ja/ei5TgzKnjq1xnz5hp4s96X0YKU6Ft3cfovSaz8Bk45Qnjif7cBj3mtfl/ld9lxc7RiNtpaMfXQFWQtb8ug0WnMavcLu+127FJB711UkdqxJrSsbK769DECk/NoNT2Q9j+trfaLbBFbbXq0PQeY8uZkYtYV02ntOrxi8pOySa3G7mjWHTdPszJk03jSUj+tcv6BI1dx+v7WlCYGYx3mYO23vRixugvGQhtoEtMl7gXKpc1GwpM1T6Vb8CF0jdjXG8CVtGXE9T52qXFF2lge67oMq17GR4UJjAk5yMPHh5A/NgyZvpOgLZC04Mx7yr+GuAaSKGrh94REar47n2q2HbdAL+XU4XDG9Mlhd5mDheMv5WuHjno8F+1Yy/5oC/XEx8P6mq0DxtU7xhCQacCql3H16vtQNuxEbtiO41gTJEBu4feJ1N0fHiCEGOGSKk4XQjxZzetCCDHd9XqaEKKvuzqbZcd9ryCW4OeDERIGvfYQXR49XjWkroUW6okEpC7dHu5wSRPPAK4EugG3uiSMK3MlTqWYRJw6bDPd1dssp8ofZw7Cr0yj/VfZaHvTW5wYWvA+0muB9KlAupQyA0AIMR+nhPGuSmVGAx9Jp1PFOiFEWLmeW02VNssRd0jMftSjp9D2pjd1U1r4HSM1ze3hAW2ASrIo1coVe1KmCj4x4m5Ks+WocenFQI5n7/DJDhuJx+33WZr7NZS3v0N9Kyoib+mP8otID4r6CSEqO5zPdimYluOJXLFHksaV8YmOK6WMEkJsbArXMW/R3NsPzf8avNl+KeUIb9SDZ3LFHkkaV6ZZTpVbaKEZsQFIFEIkCCFMOPNqLT6rzGJgjMu6PAgoqG19Cz4y4rbQwu8VKaVDCHE/sBSnxtL7Lgnjia7XZwHfASNxrgGtwDh39fpSx53tvohP09zbD83/Gnyy/VLK73B2zsrnZlV6LoH76lKnT4T1tdBCC3WjZY3bQgvNkCbvuO7cwXwFIcT7QohsIcSOSudaCSGWCSH2ux7DK732lOua9gohrmiaVp9BCNFOCPGzEGK3EGKnEOJB1/lmcQ1CCD8hxHohxDZX+//pOt8s2u91pJRNduBcrB8AOgImYBvQrSnbVEtb/wT0BXZUOvcy8KTr+ZPAS67n3VzXYgYSXNeoNnH744C+rufBwD5XO5vFNeDc6wxyPTcCvwGDmkv7vX009Yhb4Q4mpSwDyt3BfA4p5Urg7Oj70cCHrucfAtdWOj9fSmmTUh7EaS1MbZSG1oCU8oSUcrPreRGwG6d3TrO4BunE4vrT6DokzaT93qapO26dXb18jBjp2m9zPUa7zvv0dQkh4oE+OEetZnMNQghVCLEVZy7mZVLKZtV+b9LUHbfOrl7NBJ+9LiFEEPAl8JCUsrbkRT53DVJKTUqZgtOzKFUI0aOW4j7Xfm/S1B23zq5ePsZJIUQcgOsx23XeJ69LCGHE2Wk/kVIudJ1uVtcAIKXMx5nudQTNsP3eoKk7rifuYL7MYmCs6/lYYFGl87cIIcxCiASccZZNmuFLCCGA94DdUsrXKr3ULK5BCBElhAhzPfcHLgX20Eza73Wa2jqG09VrH06r39+buj21tPNT4ARgx/lrPh6IAJYD+12PrSqV/7vrmvYCV/pA+y/COVVMA7a6jpHN5RqAXsAWV/t3AP9wnW8W7ff20eI51UILzZCmniq30EIL50FLx22hhWZIS8dtoYVmSEvHbaGFZkhLx22hhWZIS8dtoYVmSEvHbaGFZkhLx22hhWbI/wNar7KnNEXKSgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ice = ice/250.\n", "plt.imshow(ice)\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's mask all land and missing values:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(ice, vmin=0, vmax=1.0)\n", "plt.colorbar();" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ice_masked = np.ma.masked_greater(ice, 1.0)\n", "plt.imshow(ice_masked, interpolation='none')\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Masking in this case is similar to using *NaN* in Matlab. [More about NumPy masked arrays](https://numpy.org/doc/stable/reference/maskedarray.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save binary" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "fid = open('My_ice_2007.bin', 'wb')\n", "ice.tofile(fid)\n", "fid.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to work with other data formats we need to use one of the SciPy submodules:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SciPy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "General purpose scientific library (that consist of bunch of sublibraries) and builds on NumPy arrays.\n", "\n", "* Special functions ([scipy.special](http://docs.scipy.org/doc/scipy/reference/special.html))\n", "* Integration ([scipy.integrate](http://docs.scipy.org/doc/scipy/reference/integrate.html))\n", "* Optimization ([scipy.optimize](http://docs.scipy.org/doc/scipy/reference/optimize.html))\n", "* Interpolation ([scipy.interpolate](http://docs.scipy.org/doc/scipy/reference/interpolate.html))\n", "* Fourier Transforms ([scipy.fftpack](http://docs.scipy.org/doc/scipy/reference/fftpack.html))\n", "* Signal Processing ([scipy.signal](http://docs.scipy.org/doc/scipy/reference/signal.html))\n", "* Linear Algebra ([scipy.linalg](http://docs.scipy.org/doc/scipy/reference/linalg.html))\n", "* Sparse Eigenvalue Problems ([scipy.sparse](http://docs.scipy.org/doc/scipy/reference/sparse.html))\n", "* Statistics ([scipy.stats](http://docs.scipy.org/doc/scipy/reference/stats.html))\n", "* Multi-dimensional image processing ([scipy.ndimage](http://docs.scipy.org/doc/scipy/reference/ndimage.html))\n", "* File IO ([scipy.io](http://docs.scipy.org/doc/scipy/reference/io.html))\n", "\n", "We are going to use only scipy.io library." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## scipy.io" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Open .mat files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we have to load function that works with Matlab files:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from scipy.io import loadmat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to download [Polar science center Hydrographic Climatology (PHC)](http://psc.apl.washington.edu/nonwp_projects/PHC/Climatology.html) for January in Matlab format." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# !wget https://www.dropbox.com/s/0kuzvz03gw6d393/PHC_jan.mat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Open file:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "all_variables = loadmat('PHC_jan.mat')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at the names of variables stored in the file:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['__header__', '__version__', '__globals__', 'LAT', 'LON', 'DEPTH', 'PTEMP1'])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_variables.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need only *PTEMP1* (3d potential temperature)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "temp = all_variables['PTEMP1']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check variable's shape:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(33, 180, 360)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show surface level:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(temp[0,:,:])\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Open netCDF files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scipy have function for working with netCDF files, but please don't use it it's absolete (e.g. do not support netCDF4).\n", "\n", "The best basic option is to use [python netcdf4](https://github.com/Unidata/netcdf4-python) module that have a lot of nice functionality. Moreover NCEP reanalysis data, that we are going to work with are in netCDF4 format.\n", "\n", "Later in the course we will also have a look at [xarray](http://xarray.pydata.org/en/stable/) that is the most convinient option nowadays. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import nessesary function:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from netCDF4 import Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I am going to download [NCEP reanalysis data](http://www.esrl.noaa.gov/psd/data/reanalysis/reanalysis.shtml). Surface 4 daily air temperature for 2012." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# !wget ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.dailyavgs/surface_gauss/air.2m.gauss.2016.nc\n", "\n", "#Alternative for the times of US goverment shutdowns:\n", "#!wget http://database.rish.kyoto-u.ac.jp/arch/ncep/data/ncep.reanalysis/surface/air.sig995.2012.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create file id:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "fnc = Dataset('air.2m.gauss.2016.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's not really file id, it's *netcdf_file* object, that have some methods and attributes:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Data is from NMC initialized reanalysis\\n(4x/day). It consists of T62 variables interpolated to\\npressure surfaces from model (sigma) surfaces.'" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fnc.description" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'created 2013/12 by Hoop (netCDF2.3)'" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fnc.history" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "list variables" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'lat': \n", " float32 lat(lat)\n", " units: degrees_north\n", " actual_range: [ 88.542 -88.542]\n", " long_name: Latitude\n", " standard_name: latitude\n", " axis: Y\n", " unlimited dimensions: \n", " current shape = (94,)\n", " filling on, default _FillValue of 9.969209968386869e+36 used,\n", " 'lon': \n", " float32 lon(lon)\n", " units: degrees_east\n", " long_name: Longitude\n", " actual_range: [ 0. 358.125]\n", " standard_name: longitude\n", " axis: X\n", " unlimited dimensions: \n", " current shape = (192,)\n", " filling on, default _FillValue of 9.969209968386869e+36 used,\n", " 'time': \n", " float64 time(time)\n", " long_name: Time\n", " delta_t: 0000-00-01 00:00:00\n", " avg_period: 0000-00-01 00:00:00\n", " standard_name: time\n", " axis: T\n", " units: hours since 1800-01-01 00:00:0.0\n", " coordinate_defines: start\n", " actual_range: [1893408. 1902168.]\n", " unlimited dimensions: time\n", " current shape = (366,)\n", " filling on, default _FillValue of 9.969209968386869e+36 used,\n", " 'air': \n", " float32 air(time, lat, lon)\n", " long_name: mean Daily Air temperature at 2 m\n", " units: degK\n", " precision: 2\n", " least_significant_digit: 1\n", " GRIB_id: 11\n", " GRIB_name: TMP\n", " var_desc: Air temperature\n", " dataset: NCEP Reanalysis Daily Averages\n", " level_desc: 2 m\n", " statistic: Mean\n", " parent_stat: Individual Obs\n", " missing_value: -9.96921e+36\n", " valid_range: [150. 400.]\n", " actual_range: [177.75 317.90002]\n", " unlimited dimensions: time\n", " current shape = (366, 94, 192)\n", " filling on, default _FillValue of 9.969209968386869e+36 used,\n", " 'time_bnds': \n", " float64 time_bnds(time, nbnds)\n", " unlimited dimensions: time\n", " current shape = (366, 2)\n", " filling on, default _FillValue of 9.969209968386869e+36 used}" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fnc.variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Access information about variables" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "air = fnc.variables['air']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This time we create *netcdf_variable* object, that contain among other things attributes of the netCDF variable as well as data themselves. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([177.75 , 317.90002], dtype=float32)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "air.actual_range" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'mean Daily Air temperature at 2 m'" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "air.long_name" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'degK'" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "air.units" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(366, 94, 192)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "air.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the data by simply using array syntax. Here we show first time step of our data set:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(air[0,:,:])\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exersise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " - Get `lat` and `lon` variables from netCDF file\n", " - What is the shape of this variables? \n", " - plot 100th day of the dataset in $^{\\circ}C$\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save netCDF file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Minimalistic variant :)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "!rm test_netcdf.nc\n", "fw = Dataset('test_netcdf.nc', 'w')\n", "\n", "fw.createDimension('t', 366)\n", "fw.createDimension('y', 94)\n", "fw.createDimension('x', 192)\n", "\n", "air_var = fw.createVariable( 'air','float32', ('t', 'y', 'x'))\n", "air_var[:] = air[:]\n", "fw.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More descriptive variant:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "!rm test_netcdf.nc\n", "fw = Dataset('test_netcdf.nc', 'w')\n", "\n", "fw.createDimension('TIME', 366)\n", "fw.createDimension('LATITUDE', 94)\n", "fw.createDimension('LONGITUDE', 192)\n", "\n", "time = fw.createVariable('TIME', 'f', ('TIME',))\n", "time[:] = fnc.variables['time'][:]\n", "time.units = 'hours since 1-1-1 00:00:0.0' \n", "\n", "lat = fw.createVariable('LATITUDE', 'f', ('LATITUDE',))\n", "lat[:] = fnc.variables['lat'][:]\n", "\n", "lon = fw.createVariable('LONGITUDE', 'f', ('LONGITUDE',))\n", "lon[:] = fnc.variables['lon'][:]\n", "\n", "ha = fw.createVariable('New_air','f', ('TIME', 'LATITUDE', 'LONGITUDE'))\n", "ha[:] = air[:]\n", "ha.missing_value = -9999.\n", "\n", "fw.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Links" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* [PyNio - library that reads NetCDF, GRIB, HDF and so on ... ](http://www.pyngl.ucar.edu/Nio.shtml)\n", "* [netCDF4 - advanced netCDF module](https://unidata.github.io/netcdf4-python/netCDF4/index.html)\n", "* [Scipy cookbook](http://wiki.scipy.org/Cookbook)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 1 }