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@darkblue-b
Last active August 29, 2015 14:16
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netcdf extract and export example
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{
"metadata": {
"name": "",
"signature": "sha256:0363a4d2369c0ef684981f084a5df81101aaa9141e8bd562dd2ebf6df001bba3"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"!wget http://www.unidata.ucar.edu/software/netcdf/examples/sresa1b_ncar_ccsm3_0_run1_200001.nc"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import iris\n",
"import iris.quickplot as qplt\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cubes = iris.load('sresa1b_ncar_ccsm3_0_run1_200001.nc')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/usr/lib/python2.7/dist-packages/iris/fileformats/cf.py:277: UserWarning: Missing CF-netCDF auxiliary coordinate variable u'height', referenced by netCDF variable u'tas'\n",
" warnings.warn(message % (name, nc_var_name))\n",
"/usr/lib/python2.7/dist-packages/iris/fileformats/cf.py:551: UserWarning: Missing CF-netCDF label variable u'height', referenced by netCDF variable u'tas'\n",
" warnings.warn(message % (name, nc_var_name))\n",
"/usr/lib/python2.7/dist-packages/iris/fileformats/_pyke_rules/compiled_krb/fc_rules_cf_fc.py:1147: UserWarning: Ignoring netCDF variable 'msk_rgn' invalid units 'bool'\n",
" warnings.warn(msg.format(msg_name, msg_units))\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cubes"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print cubes[2]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"air_temperature / (K) (time: 1; latitude: 128; longitude: 256)\n",
" Dimension coordinates:\n",
" time x - -\n",
" latitude - x -\n",
" longitude - - x\n",
" Attributes:\n",
" CVS_Id: $Id$\n",
" Conventions: CF-1.0\n",
" acknowledgment: Any use of CCSM data should acknowledge the contribution\n",
" of the CCSM...\n",
" cell_method: time: mean\n",
" cmd_ln: bds -x 256 -y 128 -m 23 -o /data/zender/data/dst_T85.nc\n",
" comment: Created using NCL code CCSM_atmm_2cf.ncl on\n",
" machine eagle163s\n",
" contact: ccsm@ucar.edu\n",
" creation_date: \n",
" experiment_id: 720 ppm stabilization experiment (SRESA1B)\n",
" history: Added height coordinate\n",
" institution: NCAR (National Center for Atmospheric \n",
"Research, Boulder, CO, USA)\n",
" model_name_english: NCAR CCSM\n",
" original_name: TREFHT\n",
" original_units: K\n",
" prg_ID: Source file unknown Version unknown Date unknown\n",
" project_id: IPCC Fourth Assessment\n",
" realization: 1\n",
" references: Collins, W.D., et al., 2005:\n",
" The Community Climate System Model, Version...\n",
" source: CCSM3.0, version beta19 (2004): \n",
"atmosphere: CAM3.0, T85L26;\n",
"ocean ...\n",
" table_id: Table A1\n",
" title: model output prepared for IPCC AR4\n",
" Cell methods:\n",
" mean: time (1 month)\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dataset = cubes[2]\n",
"print type(dataset)\n",
"print dataset.ndim,\" base dimensions\""
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'iris.cube.Cube'>\n",
"3 base dimensions\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#http://scitools.org.uk/iris/docs/latest/iris/iris/fileformats/netcdf.html#iris.fileformats.netcdf.save"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iris.save( dataset, 'air_temps_ex0_ccsm_ucar.nc')"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!ncdump air_temps_ex0_ccsm_ucar.nc > /tmp/air_temps_ex0_ccsm_ucar.ncdump"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!gdalinfo air_temps_ex0_ccsm_ucar.nc"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"res = dataset[0,...]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print type(res.data)\n",
"res.data.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<type 'numpy.ndarray'>\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
"(128, 256)"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"qplt.pcolor(res)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<matplotlib.collections.PolyCollection at 0xaeda72ac>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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IXRfDdTuzvcd2V8H+7mxtuJ21VezXkc02T9kAxWgJ7JnqvQQbXxnWTCbbmGX7brF1HcUI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6Bc\nYDmNrTPkZ8YJOykAgmNp7XksQLnxtcw0NkTko+60L5v80zgTgrpwualUHcuaXNjFi7HV19tq/yyF\nZU0+rwdy8tV5LI0ERV34uOj7S67JXtCltWfroQZd9lOXu2pSLMyzek5Y1rN/Nzg+NYjWbC6/ZHAa\njvMzTuZnVJ2Gy8wvSl9DcSwzfgaNcB+XwtIaxzRobL3RM4LPY+WMpSVOMZbqWMZ6QZcVypKzCXiB\nZdxovcGzRCqQF5wqC097NsCxnOQBE5aTW+sC93YlOrTe9+z8VxzLCZ8y0fuocwut89ac06t/0qSy\nO99mxyA0wqTOz5Z48t9/gc+XFbrh6Mzs5n4d5Ci3BjUVN/3bRiA7wEW/tVG3Xkw6+KnpchwkSGOD\nGiKbvs9HHV4snBpph0Egx+TPuRhLkBCJUd9Vf16I53kpwJFTDbxV3dZ11PchoEbOQWuqR619epND\nLcCg780077SGcPDvJiHoOJSjC9iq8bW4homPLU6Ag491zKppDTa6RjEJFJQYbkf5AGMRnmRpCiX7\nheBrq9n3HDXGgu970NzTeWDCrzqWIQORWgsEx8ciWMGq+VqOnJqN41iWwce638WCzo6jm6ual1Co\nddA+pibb+HqD4zMJwVrOZ5QdSxzLcvT9dJgVfV98LPpeDbinRP1yFs4RyL42HAeb6G3QfiYswelq\nwsHppFSn99E1xvaMxSWWU4PtMojmJ9o207lwgcPU0Ls6ljFSrUAN2LTeDKfeDMWLBU7Pu1jv6LQa\nndYmfKpjnAqnRuoTltPYCffq30+B25K1Nqsu7Or5bOsRmOTBxRlRHMvqgn8aO+FQfewoH31wX0RG\n8xbfm2X9m6JinHKB5fSW6Uv+xLGccA8eIDZ+yeOp/LdE4H/n82WFLn+B8AKml8+NH+SMjgtXkHqo\nW6gvdSjxub6v1aPlb3QDtn5jlR2UV1D3EJ+etdDxo4IWsYX2hW6vvFepbN5C88THmkyU8rPf2l/L\nvLKDHPXDvZv7j3Uw9VbBrSklKi784ngjMypco9e/JJlK5Uetp/4KmXijosH5k0z4gDPwvcYakL52\nzTnLnC0fpAkFXADcw/iz5mpfILOxAh/cvFt4OlAPtoVygWXjmtr4UQ3Lg+cqW49M+FdyX4SnnKLu\n9YNwL54fGebAHgWbdmBPqMG1IXMsSRC+ptoC40CtrzHuqeGReOPkiniJmPwbja0D2FvgFuwawmMq\nCau3PlZ+uGpLrI5Q34F9opq3H6TxeX/EqNTwNSoGGKG8x+oHaly7QtwiE/4lRgZeaJ6aIbxHbpmF\na/UdlC2WX2qu+vzCGvsA5a1rQY4lW+FT9xCfiS6sgjkN07kPdA62B14J//CEU6aDfYL8yunyG2m3\nOF2GB7BHTN22ar2F8tMJSwWgBmDC8oYaH/m5OJbR6dKWUEdseIuyEq4gPtHYeg/hLy50nS4Zz3QZ\npkh+IyzDSwm1+AK9ey/LLVTe6zmY9m5bD2xmiF9B9Vac9QPUt2AzCF+d5UF5pb2HZ27AVaifxOOp\n0xriDNhT8ytlA8Wnuo+Kyc0yvoLcQPO1sCwH4LXWjb8qqwYU5PvZL0bET2UAe+dZGDfIbZXO8iAh\nfL7Q5wtrui/lJkg90mQ/gb0UUXZr12q2UF4DOwHZzOTor59ELGGtJPOpvry8EaPNOpkRmKcGvRS4\nvfucyk4MXT7JpdF40vtwC7xErQLd55R3EN6BvddzbHUWuvkl0rRupImXvRi0vNHlcEoMv9PewH1R\n7leOH1wwjZo3VPfJ/aTf44UBdXCGfimhn9Zi6vyg6DHDL7GsH6F5CfVaY2tQetDwGsJOBRNppuel\nT4o+h7X7wh3Lw2uwe2kq0yuwy60z00JjYxLT1LcQPwuDtKCEQOUW6kty6jC7dq17Ry3vgPdgAbOl\n8Cu3hPElkCjNtWt4O2p+R8yeHhbcn1/udREDv/CFlvfAK9fmV9RYKFMjawpmGya/cq0fdM4cMVsR\nqkF5APtJZxGWLjAz5E/E8aVfPJP/7gHqa2Dv/nn3u1en4WYtczUEp7XXKJ2t94sKVDL6EljK/VCS\ncLc3gPvYg7toJtzp3b850fA7Cac2aM1E0VoUlkTHsgr3Eicsl3+FpRGrjy1H4IMuCsu65GvrKWQ/\nOQ1vtJc6QJjo8ihzHiS8smMZV07DwpLhpS6JtJYQtAdIr4GD3HthJm3bPsH4UgI7OY/nncuDB3d7\neZvME+5L8Vf0FLf4BvpbrT/MpVSMzrf5wgeddxDfim8sSrgS4XAnOimNKvlie5Yd+Z0HcpduzfhY\nDOLhbxaP0+fLCt3lYwnS4GH7tFQFEksJJUsSfnaNOlJ56evk020fS5A2kw+nQ2V7Xj4c3ddS5npR\n39QuDx97CqAs0Uv2goRJfIyCG+7viR3gt3hacXpZXjMHHnNqpRgb3brNWuZJXGtsSMBMwhJ0cUwt\n/8IamsH/7XsOPVTXXE5jAVaQHovxJ3zoVaZroy6Z6L6+aax5yaglKD3gWJpXQIXqhOpYdp3moFN+\nrvVOVJ5OxAKKgoa1ET6VnmxXlNhQ4gqzlhIixVZUXgjjyfdIIPMUbEYarzF/t3uNa2rzAggElhid\nW5lX5Cg/ntFiRGqYU+0ptVbCtA80Vm6FK4yOGlqqrSg8lzEy+lgzKhuwweftyNZAmFPqE8wyxoJQ\nE1YDNS7J8TGwIpYWI0HoCOEG7Kh9xQSlYiz9nN3Pau4HrsKyJk+1A+T/9eCV9e7m6kXD1ursbKLh\nhc4zt1h0/2bsXKt3RSA0FAtUJrqMlNRjlqh01LIGqxhrvwATNfQ+For7Ta1UzNaiKR9rJRGsd63u\nwhcK1LimhIPGhla4ZR9rWZqqOY+HicfXQIuFJL4MNzqPyadL9fjKY+d959vswUybuYCesFxCeUyN\nM0qjscU6CsLSWPieDfKCUFwehN7PuZUSYVFY0mAliMe7x3r2FGuonS7Jii6O2Dh/zVR3UPk7bu24\n+AcU/PDIZgJvh3XaOE2E5td+eEvk7Mcd1g5C8LEk9RaIoxOs34LFzRgiytGdynW/9lt9wakssjHX\nOIJu2OplkeFrFReEucZPFSzTmxqaDSqDbCA9F5OFmYT4VHFUPbATNs6InQuytQ40LDlXs/2Dm4tr\nFGQpkJ5yChaFJae2j1O6EStOvuXEWbDaFH2O0DqWwbWPqfrHehFlWFFjQ7VErV/72CUlCMvqQZ8S\nGmrcYNZQ6Ck0lDBSbcGUe1RsRrUV1OBapl8+eg8TQ5oR65Tv58GvamRnSPAiGZ5h9GIcggQIKhUt\nbPxsM5UGeAy0BJZUItV6KolghWwrCXMKlQRcAR1W58LGAzXVoLKi0mG1UjFCVTAtxzVWI1YDJfzK\n/b4rrM60jYjvsQFW1ODCrfkacxqu5lkRmK8nUbloHp++xmwEFhKgdZJvDbVEjDU25UCVF9R0PI/1\nir0SPJAUr6g01NqCvYDwiGIL0WU1f7b8qMYV0GK1eEHilXjMFlAjViO1GmYm3kBlwHUK/tUObEmu\nEfO+vIECrKnW+57xc2yhrqjmF1v9NWYFq07vFZTKNV2qCsDVlLDyNYRCjb/EUhdIpIQrqjWYdYwh\nYmSMOZWZY95AncvdzUYKVu28QvaIlR5jjhUjZDs1MQ91o3G0UL4ClHllkzw4VUqiC+ELfb6o0C3d\nXAfuJZ1WW4+PR06R7pog9ZhVKi1WXUPE6+IJ51uU6BqsR2enHNPYoMMTkVn1eYs37DDPCMBcwM5P\nBKngxjQmnv+NKbJaxBS6caOI3g9fWorPS6OxIO13qskv3XkPp/Lf5MLTOL16hKALYEo+nfacCuRJ\neE4ZDR68MHwd/ntc2w1+a8VEDZUaOgiVErW/6qXZxeZglcqMElrXogLVIsUSxQV/pZBJVF3x0jIx\nChNmEJhheAEBBeglsK3FMPl1Mf+/STC3VOX8YTQuaIMLzIAExUKaJ9XHurZGj+HrZUn0TIdpLKcE\n3ESYzqAalYXfQ52EeK0Yc3INmAtmq5FQKzXMMatMWRBW9GejioZD47QMtc58bEc90cQUbAlOr6Kr\nWucYRUJ/6llAxSZBXRtqTeKV6hYWHdVc46ejBM9zPdF2knlvjWu0jnv1YFsFrHeBlLEpawbnpSkT\npC5dsLvwmYJb5pfWlOmAQV0QavUz8bFu2YiGWypRd37RpW6TQmRIwTrdZG6t1WkNhRJ6v2hNX3sf\nh+LaciWr/5TTpSct+3xBseGJ1mrW+qwnlHSytEKthOKXRW2dBgIUWRB6cYLLg5qw6RIIU5HA3/75\nokJ3aG+ZavytVqwc5I+aCMUarB6p5d5vfvy2rVjdYdxKaJsLxXLE6gPYIAFgE6HssfoZMWOiYFgZ\noN5DOkqrLhHDUGPpz/5b324YgS3KLfXqIYKc7/WzB6qSE+Mof1/ZSdOcasfLHpWpgqpdpsj6FupW\nmvYkuKu3lzQ413YXn/PBteKJkY6OmSd3R2UT1LrV/uj4RSPsfA9p9MrOSImVEnbUcMcYOkrUhVGt\nUsJAoZCZi5EJZCqFA5nIlPVeGMkeMQ8u8EB6aKEQqQQCkQQMFCowEP08xDQjlQEwAsGFbKagDA/9\nd4MRKRQqWXcdiUgLjFQqlSNGJBJc6BqVI5GM0fvcelZli9ERQ4MRgExhj1F8rbrAKgdgS8weASf4\nynYEMpAIrgzUesC4A1pKnFL1ss8xaP1BjYYqGdg5XU4CJlM4YgzgAkmDM1a24hV6ptR77fcgDMPM\nLRGtV3tfyCXDSGUEDhjRNWxzHHfoAutd6zVZixz8eXILaY6jr2numEEhn9Zw0vgwKgOm7i9+4Zpf\nzMqssJNAHYCDa8WTgK9wwmeq3DDf88Ex7cknoXt0GjQXxMofL64SaM/txbpGCNHptTmhCQMxiC61\nkwPG3tc7J5QAdXAc9oTSY5NyUEeMOypG4u+0teNd/yOBRKJBxPaBys8YawKdZ2g8UPgR2GP85kKr\n+UDlR4wFMQc3Hx6o9QfgAePXmJmD8Y6YvwN6YvmdzKWyI9QfJLjD11h8Tq0B6jvI30Fu5cO1FZQ9\nVv4C9SOErxRhtagk7fxH/Tma3AbFSyjtPYSnimJag8oi/1Mbj/8MdgV4OWp5Kz9gNKQ1fdZYqxD+\nUdkADGA/g70C8x4U1inAYn9CPYV/C/aIc+nqT+7z+zXYnModxf5EiXuwb8lNJAdjDJ858JrKFcaG\n6sL1wC0jB2BFpSWT2HNkx56RhpYZkRmFAzsfO2dB51pUZsueOxKBBRsiDYXCyJbMHY3/zwiM7Dhw\nC0R6rom0ZAYOjIw80NDRuuac2bPnDoCeaxqUE3lkoPLR9a0liUhhYOQNkYEZDUH1xRQ+UXhLw4pI\nS6BSeWDkR4yRhm8I3ACZzHsKr2jikkCD0VO4d7o8EPgNgUfomrml8CPGkni6fB7I/MTInsivCL7e\nzGdGfgLmJHoXjgdG3gL3BF4QXHOsdk+OPwEdkYUz+sjAJyq3BJ4TWVIxRg5k3gCRxIpASyUz8pnK\nRwJPSC5ICztGfkaX3QpYXJzRRyI3JNZ+2Y0ceIcM9BVR9gMje458RrruDUZD4ciRWyDTsyCycL59\nIPOGwIbWhXFhZOQDcKSlIbjrKHNH4WeMpf/TUshOl0cCK7+Mza/LTxSWNCQCvYvskcKWliWNXzQj\nWw7sMFrmJAJzYMfAAeMzDa2vw6jckfnoonlNDBEYydxjvCfEpzSokKJyoPIT0p9/96XE5BcWuiQS\nHZE5xkihJRMxEg0dFmYUBoprHZHGCbmSfWzCiLHzW3ok07jxEJ1B8Bu/EnOR/lMMq4XSHEllCzYQ\ny9RYeoC0JY7ZfcOe/2vT612OnPJ0k7+ypZtyVj0PMR+kvYYjxOya7gDdVhuPnt+J5wTXrTTs6CZO\nHSFukZtg4JSjWHxem0PIlFilfZQtJQ1gA2aFYmIx1fnOqElaX8EYIq6xLoA5mcCBPVvuGVkRuMZY\ncuTAHXuOHEk8xnjGSOKeGZ8JJDquWdEwY6ThjhWDadgX0gAAIABJREFUC9c5VwRgT+GeLQ2BFTd0\n9GQObNlRMGas6dlQiewJ3POAEVlxTcuSzMADB3Ykem6Yc00gcSRxi16rc83Gif7Inj0jR2YsWbAi\nEcmM7FnQsufInA41LBldO4m09DREGioJZXpmConkWnh2ph4JRBoCLYXE4BpdIrkgrWTXqY3gykRP\nZmTwuQItkZ6CcaRnJFLpSCwJLMhEdqwpGIFrEo+BwBFjywGjpeMrEgsyB/aMHFjS8YyOpxiBIx07\n9iRgzmMSKzJHDhwZiLQ8puMRRmIkseWeTKLnKYFrF7mVPXM6bljwxHGf85mBQmDGr2nZUMls6dmz\nZM6SOc+JtAzc8cAeyKx5TscKyBycSzuWzLkmura6Zw0c/RK9cZtl5Mge2NDyGGPBwI47BvZUEt+Q\neMpI5I4bbrkm0bHhKyJzjhy4ZcbAjo3Tj2FsWXFHS6Rlw1d0dBT2bAlkbllxw5oNARhI7B3LNU9o\nWVDZc2RLpdCzZsaaSCBzZGTh9DP/YnLyiwrdW/43Gq5d6GYqHZlHGB0tGwINhQWZFuNI4ho5raHQ\nUv32i9wQ1apfrgMOJDYkVm7egBzsiVSv3exroWZqeYJxQylLrBq1PgL7J0pQIM1CBzli9rVrp1fI\neR6o9RrS76AaFtZQe6pFyF9JQ7Y12EIuEa7Bbz9DQbZaE4RnEqKsPDAQoW6g/NY7CF5j1kNtKDyj\nBDnua9xQSVSLZPtnFebVp2BLai1kItXWfvhPqLQUWzDSccSoPKWwce31mnu+ITMn8Bij40jhlsfc\n0QM3LqzgwA0HnlIwHpiTSIzO+JmRLTP5IjGOLBhdgCSWDDRUF4sjBypzRte4Dqw5ssGALRuOtGQK\nW1aMHIHOz9sYWPjvKjvWDHSuyXVknhKJRGYkzDX0wMjAgQ31FHQLVP/vAysCyelP5jJcUZj52K/I\nLAjMFA2no9IyokKEwrUH7mCkIbMCeiI3QEdmyUhLJhO5IrAiExlYcuAxmRmJGyozBjJbnnGgEtgQ\nWVFI7Dhyx78BLXOWJBKFzJbfkjnS0TOnJwAjO458TaIwY0NDAwwcuGHkQMuclrlfMgMPfEMm0HHj\nF0Lhga84cmRGy8z98QNHbvmakY6OKxI9I4Ud/8CRHS2JJT3R8X7gNwQyGzp6GozMga848s+0BBbM\n3Bo5sOcZxkjLmsb5+MAL9vwrRkfDFYWeA/CR/5ktiZYVDQsKxpaBe44kAhs6f1rhnt9Q2XOgYe7+\n9iNPeOBrF5QzGhKFgQOPyBwYaNjTulPmMXuekygcWNAiTXfgCuOenp4dPQ2VyoqBFZERePrF5OQX\n1nT/hUjrGsEIbNxXEqTpYu4V3GCMRHoXrlBYYdy4564nYgQGoEc+u4ZCcv1OPiwzw2wK6LSqhLIj\n0HMq+6sBo1X/DVsSakQvcrxRGo1Hzq0GqplMwmqc0ntoqc0588FsRq0BcwEJYHVBtRarLZUg4Uyn\nAACK5FeCosQsXIgVak3kcAW1oYYpOj8jmwJXChZ2qG5GAiK7sKo07sncMNAwsiKzYCBxpHjvm57K\nikLLADxQ2dMS6NwCkX/XWFOAAw0Dwc3RJYXKINsDeQsXZNYUKgdaBhR0G1hRPYNgdLtkIDPiBQbO\nuJVKZkUhM3L2s01aeqUy4BiSqUSngUqmoVIwGszpa3R/YaBSaJzeJJgNc2tJri7o3cIqFDrgikwk\neOClMCej3gMjM9d+ITMno4yBwJxKpFA5sqL6M6T9Ro7uHR/ogSWZhoHIlsxAQtH2jkziSOVAoWI8\n0JxOY0DVa4nI1lErHCk8I5E50pxQGzg4Sg3BffQDlb1fB4E5kYhq1Ea/9IyW5O6izJYBBUgXfvFE\nDhd2QO88V8kc3Jd+R3D7szBypFD8QtBVp7PZA5V0sjrgSGagIDdJTyUyENiSXbudyr41w0BG4cng\nFFjYM7o8kN034TP6lVlJfjlnBgYUR6gcCR49OJJ54g43WdaBkZErIgeOBPZE9+EeqDwiMAJP/kbp\neP58UaH7jic0JN+KWFOO/kCiPRHWSE8gE+lIHlwoHIA9EWhoSVSMAcNIHuiJbmAG13UUFkkE/5NZ\nIpqi2MVJ02pWhNIMs0ip6ZSdMEWlzVzQchFsQwGzaqa5rFJrg1kjXzEFs8lh72lEVY57s0qZ3oDs\nQYTigkAR/I7q/8t+YVQXCoXspAaVuX+vfWY6RnoKSwqth1GOLgDXjCxd6CqUcmTmQrJhxNgxkgl+\njQUimUwic3AmbAkudAf31yYXHNK4RgZGAoWBVtYBlcG1qeQshjP0kQGAzufFvYjVHUmNz1sZUVi1\nuDU0Bccmw17CNrpILTS+7uZEBbKIojuzWgKeFUImUPwin+IHieqOh+DZEZlMcbaFGUZHwVwMjhQa\nFGeYLrujn9OMwoxM4nBx2RVWfl7GA5UDDZmFzxs5urltnJKnwA3aSeh2LnSF+0DDwJzgQqW4IFXw\ncfIVDxT2LpzjSehWF3gVxfHFGyOFA0cyrSyY2jPUeHIZSOgGGisUGzm60O1REFWCVEHXBnmPpSHK\nVlIYLZHcV3ykMJCRGqQg6uiXhISo8rHNVzwJ0oOfa6Gw9wtgTvF8loz8/JIVHZHmYobKSId50mP2\nC0xBvj1nb3zmQOBA4/hEl18alRl59DdIxl9+vqjQ/TM9S2Z0JPeIRPfsBnoWp2/37kda0NEwwyiM\nGANHN1M6Z5sdhTsiA3OSgyF2Mh6c1CbW1T0e2JJYn3xyZgeKffK7fYqkFr/ztxhT3qw5sdwi7Wn+\ni7HSE684Jf9TqB78Ca7tTJFquEchv2newsCDC/k5yqUsPvroAnkycY8ceaAAiQZjxohxwBjYkmkw\nVmRm7KncsmdHwrjCWHGg4RZ4QyKzZOWoDWRu2ZMpbhAHIiMjIzvXi2SUy5h6cAbp6Jg5aR5Qfkkg\nsWJOQ2Ik88CegZGZjzUCB47o5d7Gho6WRGFkT2YkMyOycEE6ktkyEshu5IJE8UBmx5xA8etZGrmq\ng3pmJDrHd3TfYkvrWQ26tgGMnta1q8roxqeiChJjhSMHdigu3hNYIpN4z5YD0NG4++JI5Y4dBwKJ\nDcaSTOIBhdIyPTNWBBoOwIc6csuMXB8xr6LBOyofrNBQ+JYdcwrVBra2YwTmNCydXhUCG0kUDzMm\nRip3HDiQWZBYuRg8MPKJAw8sWNQ1TW0Ygc+MfLKG6zqwqVKL9mQ+2JE7VvR1Q18SYzE+lsqtVebV\neByhs8LRRj6FHR0HHtVAU3uyGXc2cmcSgE+qrqaBzIPdMRC4omVeJXTvGbizTKyJm6oinIca+RAG\n9gTmdc6yShk4cOA+SAhe1+ROpMwnO3CwlscUlqarfMfALQcS5vgERiqfGRgYWJHYAAprHnnggZ6R\na1p3sg1sUU7OnMjSlb6BA1sCgZFf83eap/v/0PIrOjYugO4Y+QysiDxiRkPDkT3vuOf/Ze9NfmxL\nsjWvnzW7PZ0f76777eJGRmZEvicKUUgUExjSTSgm8AcwRfAkSgJKIFEDJBDdkBmDklAhJMQQIWpA\nDatACCgq62UXt++8dz/tbqxhsMz9RuWLyMxH3nczEvYnuY6ffezsY9u27WXL1vrWWo7AAQUTaiCw\npmNBYEJkj5IqbQbWRBQdu4yZUGLxSUBvGBMZsUNGTqTHsQKu0wM2Qych33ORNjl7aQPU07MkcJUE\nm8Sti3Z2kUTNIYY8bbFbPDdYiuQUkBW65RqAggMsWWrb4bhO67s4aXpaVqwJ6LTCjxEfbMOKLYaM\njB0UJS0brlil1XxCzg4OzQ03XCHRRzWHKCpWON6w5gbLnF1KdlhT8RrDCzwlOY+oqDAsifwSR4fj\nCyIPiWT0LNBc0FNgeUhJRUaL4z09SwwHFOxSo4FrWl7jydA8oKSioMXzHljSsU/JPjUaxRLDWzoM\niseUTDAENJes2eDYw3IvcR02eM5YY3DJ9CHmmBs8W7aMGLObFo8tkXPEOHXAiJIxwl1QLAlMKJkz\nJ8PQsuGMjkhgjz0mjIh4FmQsgZKaXebk5DQ0nOHwOKbMKJjjMVyy4YQNmjFTjrCUrPC8ZcUauMeY\nGSMiigs6XrOlZZ9jpmSUXJLzEzLeLsbca2oeRIMOivdO8wsHpfWclIHj6ZqQb3mvVqzoOSbjQdrD\nXeDTvav5kowDeqDhght6rrkH3CaYPSfyE8bcMOezOGHschqnedZHXjUZh9HyBEMeFJdO8w82Clr4\n4wz2lWQGfdnCmx4OLPQFVBauIvzDHpyFH5dwUES88bxWjtd4DvPAl6WnVnATIz+Pe7TAD5VmP1i8\nV7xyiqe9YhIsPwoZo6BYOsXPGlh38EUOx0kivXXwNMLYwpd1ZJI7NsbxXHdsi56/VK04Rkhq5/SJ\nMxL4nCK58BxvCCyAI3TaxSmusLxCSH0/ImOOWHRPMGxR3CPniJycyArNexqEADj+aHLyowrdDbus\nyJL24VkCa4S3mzMiJ6fFsqGnx5MnLVPhWRFYEYlocsZpE6vYIPlODVMCoyR0xXe7RrHLLpYST01D\nT2TKiF1ydpOJXNPRo7BUHGKp76xhjimGQwok8UpHziZtVGsOsIzShtjTUVMzQyg0lh7Lhi0AJYdk\njJONTNMxwrJLziGKgi1zrpIddcQDDDM8sGDGkhUZU8bso7G0tFxg6VHM2SdjgsNwzYQLNlgmTNgD\nKhbACS1rLI5dMnZoyblEcQN4FJeM8KspV73hnenoio5J3lIoR0bPkjFnTJjgGJPTYWnpWSbBVFDc\n2eMXdGzSsrFgkrbUnhWWNY6SPGmvii2yTc0Rt5DcT/BJM/XkdMleLZs4SYpyw4w+MQSuyFgyY0JJ\nxwSLpqHlPTXCa51RUeIJ3FBww4QtBZ4RGZotE07vFs5dllQEAgtmXLNPRU6T2rY4TqmTMjClSnPw\nkjFn9BTkdBwANReU/ISCDYo/YsOSnJ6cd9HwdTSEmzGrtmbUatYbzeIa4lJjVJQkbl5htlCsIc81\neqbZVjO2asZpF7kKSqo5p0K85xreKIUtHZetISwVTYi8tp7FozV/aX7GjZsS+4LzbcbXywqWkd2o\nMT10nVDVs6XCqihWL6/Qa8jPhHijayR62YG5hmIl0e96JlJCO8hvhDZuUiCl0hrjcrKgYBxpUwqT\nNkC3AecUbRXpjKReiBvIVorcR3QtJjTdQXYNxVaC4Eg1RU0n5KBsJBHFlMnc5wqcVZxP59hKoS2c\n6sArHSito6gdfdXR254r3bOhYwdPyhNHym+IxtFQ0iDGnAZYJcUwJyMjsqLmioKClvX3lb2wzx4V\n6s4ON8JiGCGUctl2GkpqCiTORqI/FIGCAsWY4m4jCYYsuWA6LDbZNUMyWExQRJrkjBOr1YhAz4aC\nnipt7HdwHKARJ86tl7hnRqDHUOEpET7k7M52s00UJQh0jNOG1Ca7nEq20h0A2uTM8igadunwRGoM\nIyIZLYEND5JVboRJnvJtsnw5ZKslNi5PzyEBw5YcR4bwNXao8dyG0/bUeDJyVBJkNR4JQR2huQ/J\nCmmkzqDXhL7G5pq9CFYJLaokZ4+aAs8thV0TGFNTEVN8mNyPERn3kke9Tu4YiOxjmRKp0l1WRCYo\nTNprjNJIZpikWYyS8UZoXpqaMTPEFWeJadxLagx98jtXuHQXa6YENCEt4kLQnyfxqtkkwd8R8BwR\nMawo6JOlbotHaF/CnpWH0RE55NZw1VLRY1ij8GiadNXEjOAzdn1G3eb0vWLjFcEZslZztNGotWbm\nDFmrsBvFZzfQr2GiFJMUxHevgaIDUynmrVQIzzU8cnCoYNzAqBF/8AFI4RBjmeeK0ioyBfczzf56\nQtYXWKeh1cw2hi+vNaxg1ylKB+UWHt7A7hJqpZhqYTOaDfz4CpSH3UoKGXsPD9Yw30J5DdOUAtcE\n+HIrwWXzFupaEYzivodphLJSTFMaZxvgRxs5106uqLXEDd3fwHgFeVTsFHJNtoMvluC8/Na4lIDW\n4x7qTnLgzLeKrFDkGp4E6HOYrgzjVLD4UCnyoLG5YVrmqLzE6MiMQKUjpow0pUcbT9SeiYoUeUtu\nJTVqhmOOYYyEfchshZyCHcbYRO37WPioQjdjhDiHSKZs8VKq5DoR0nNEJ1M3SfsBYSRkyWsoQZ0S\nIimBn1USihpxxaUwSUiPjPBqHXWy74lAEQddj0eibiwFQlgPybMZEf7vLflfPJ5yLfmdrVjWSY/4\n8fN0dR6XvOU6Rf5IHI+4aBwV4jHP6NODvmGczmu49UmH5FiQTYxGyOIOcRkZLBIl1OMQx42moaSj\nokmiMlLQxxwfMnwwdz2Sgq8Ro6E2ARc0lQmMVEw2bmmbkydjjscRkABtsTvbdIUyWSR04jbKTNjT\ngSIZbbJkbxcLrExgYVWLsBM3i5B/xAkoUYMOcVkZxHUWsHgUPQFHQLzy4igStnJIQlcix3xA2ABR\nYaJiEzNUEHvuJkaCMmxIXu0oMXS9kmtrIN0NcdJ4DNugUTHHR8s2KpqgUF5cvzhD7xV5r2FriW1G\n30HsFHoLo5UEGWYdZC2oLUxWkmysUJBnovUVXjJFUIvwzVJK5nGU7XzeQt5/iJTdiRCVphyltgWM\ng8L1lgwrmRFbyNewcyNBjWUr/QgNjG7ks8yl6kABihZ2VkJdL4pAZiImwLiDvFPYpSIvlVToCTBL\n6mJ5I8IwWBiFFJRcQV6myPcAk1ZeKyPpT1QKwNQbeVozm9JaOJg2ECKUheSIihrKyG0aZLKlXLOy\nkqkklFDUUkk+ZFAo8WioXHJl6Yy76kjGShS/KwMqDwQbsDaiq57eehrTo01PzFoy4xInR90pIFVy\nzXq+p2HAyzv6162404l3oKmw6CTYbn3ldXqYdXrY5cFUSSCISOyTluWxiVMn/mgRS4qSAoPBIxRn\neWyEsC4c0J4eCVMUp4khEtnS4Qlk3EbMKByO7s5JUyShG/A0hKRxZUnoiqbU4NGJI5knTdfRoOiY\nYhJlqQHWOM7Zp8Yk432goyfQ3Wmkt+7ALW264eKHB2iiZ0tERYuOYxwF22i4RtORUYQc6y3BazY+\nslGQ2YDREasi0XpJdJ1t0XcEGo1DJ21Pk905CP2dR/lWNIMEvW6RvAq3YQVyzRKQGlNbgwi8LRI0\nLEG4QsLZ4uiToK7TEujpaeiQdNLCr+2iZQU0UWGipYg5KmqaKKaTgKH2FhsszitWEbZRY3tN7Q0q\nKNqguA7i0pzGuzRDbIhslCKPMNWB28DVhYq4YJg4TekkAdLGw7oXjWzq5bXvYNVKWlfdgRV2EW4J\n2wWYdSq710uGwS5purpIGUet5EbfIon2yj3QI6m+3nnojFC9s61stZ2DbSOR8eVM2vpMKrC3iXBh\nO4jb1IcL4BoKJ/FAfi2Va5oFxBDIMkkK7ttIcyP3Nps6bBkJAbq1YruFojDkY8BE+haaheR2yKYR\nO4oEDV2n2LaafBSlQpYF3yvaJYSosFXEZBCDol/DdqHIVCSfyLX5LtIsFD4ozChiRwo0uE6x9QpT\nSAZGXUk+qi5punqWkgJmkhl2m9KTFGMZZ2ckOLnLJCI/LzWUmt7C2oIaFVBGmsKjyo5ObcnMmgyX\nyHcSciRh8pru+yp0nwNHyZMaUNxguaKjwrBPTo6mpecSTyRykNxHBkdDz5aeEQGxJGp6NAsCno4p\nOXXya2+ILOiwGGaMsGR0BK7YsgZGjBkjyVRW9JyzxaDZZUSdfPY3bOhoGVMyYkTEsqZnwQ0Bw4x5\ncuY5FqzZ0DGmYJrWvi0956wJGA6pKChwRK5puQQCu0ySkF8TeR17OjSH5EzSInGJ5wrPDNiPFsk4\n6zlRLR44jDk1BX00nCrFu2gonWWvK8iCYR3gRa9o25z7BuYKooLLAO89jMuOh1mk0tCZnqtqy01s\nUER2lBCtVkTeorHRpI2+wqnIJcJSPECxkzTYBZH3SOD2EYYqSmTVuQqsCewhsUYaWBJ4m8xHx2RU\nGDrE6dHQsY9nF6H5r6LhNRKReBBrceZFw7uoOe0sozZnry2wzrBqNS+2Yh98DExTgYCzDVyspPDL\nPSNGmFULr27SlnkE80Ie0PMtnDUwzoSOnSvY9PBqJTUV7+cw1xJIeLGAkyXUQR7eCths4M0ZNNdw\nXEbmJageLs/g3WsoHah5pC5gu4G3bxWbjeLePeCeaG9XDbxdSt75Rw7qqQiJ90tYBjiYw/5MbLrX\nW3h9JVlTOYbxSGoznrRw42AvpSSxDSwu4OUz4BI+q2GioV9GTl/B1RXM52vu3eux1rFctjx/vkEp\nx+PHGTEanIucnjouLz2zmQQC57litfK8etXjPTx8mLETM7yH8/PA2RlMJjnqOKMoDOu14vUrT98r\nHjxQ7OwoYtRcXChOTmA0AnVfUZZKxvK1p20Vx8eWubcopbm40Lx/bylLUI8V9QS2Ht5ew8bDvUfA\ngbAyrxp4uxb776OHMpathncNrCo42AP2JO3JTYi89pIpVuWeed2i8oZlIV6lgpYaiSho6LmkJWC4\nx+5Hk5MfVeheIvEbGYYexQWBt1imGHIySjRrDC+JiYN3qxcFLjGcotkh0FFSJwH9lpwtnn2m7FAT\n0VzQ8ZYNlowjdqixNHjesGVDy2MMh+nhF4876MSTHJOxAZ4z5YrIPQr2k+X4io7nzDDA59RMkUCD\nNzRc4dil5DixHK/x/DxpxZ8zZkpGT+AdHW8RjsF9cnIUV0R+isdFg3c5TbB0QfOyh1deseMMT5Sl\nioarHv60MfRO8ZWROBgf4HULLzcwN5J6d6Rh2cPZUlb56QRGmQjdhYcTYFtYdsaRfLKhN4HTXtFk\nNVqpZHmPXOB5S6SIlgkWVGSL4Q2K1Z2ZQzy/Z3i+vrO5Z4yjoSHyUnVcEXmA4ThZ2K9wvKLFAnMk\nvY4sSoFLND0VMZlaziL8pIeuKfiirdn1lq7VvFgp3i/gXhC/UuFhvYbTU9mq7iXPet/AzQmcnMl2\ncyflg99ew+kzqVu4cwyjqURpL97CyRvoR7B7X+ym2xs4/wU0G5g+gvGuRIsv3sLJ1zCtYfexZPhr\nlnDxc1itYPyFY3wsLsLlO8fJ147xGHatIVOGpjFcXFgWi4yqgsmumBFWazg5gbIR4ZobaDxcnsJl\nB7mHqZEEe+sNnFxK6uj9TMwGTQ9X53B2LmmXZ5VEvK/fw8nfB3UDBw9EM+7awPV1w8nJCqXW7Ow4\nYnRsNltOTyWfwt7eiKrK6PvAYtFwctIRQsbOTo7Wiu224/T0GudgPq+o6xzvI4vFhpOTJc6NmM9H\naK3Zbj1nZ2vaNjKbzRiNakLQLBY9Jyee2axgd3eEMRlNAxcXnvVaMx5XjMeSoGm5NJycZIzHJXt7\nYo5otnDxGhYB6jFMUlm+1QZOrqHSwsDIDbQGLgu4ykT7naY6n6s6cDZp2N1ZUueemeog5ZpYJ8e4\nTrxyCXEXxUoMGx8HH1XoHgPT9IBlKOZE+sQrvLWFKnQi/0gE1IpbDp9LEfyeMm3BOzwLWhrgNmHF\nbaRISYEEDsdk2fTsoCmo0BSJ5qyTYUAoYTeUtFi2wBrZUi6DTdZbxRKJmPGIg+U2wmdLIGhPGyzL\nROORnE9ike4xbILBhYiLARstNip8sHQBfNDkPdhoIRh80CivqXvYbxUTIqVSZBFGTnG0EcfCxMoE\n8gF2WtnWjpAiGhmifR200BuYbOVBjRpmHo4d1D1UHlgJj7hwkpc3TCPbzKO0x2tPERS1DfhoaJV4\nn4keHRWNglUyMLRBYZoMoySvU6sUHRHlIrlWxLLHl44sd+QW9rXY7WPIxM4dFJmPFNEQu4wmGoyz\nhNYy3mpCC+OoyL1CtzBfi310x4nzOnMw2sDRAmIDYyfpmXUL807sgrMAZS+VtUcejgoZv0mEvJGU\nGTMPxxrGvTiLMgv1Gg47oQdO+p6sDcTgmOme41lHXQWqUpFlUFWO/f2GycQxmWTkOUBkMuk5Pu4p\nioy6LsmynKoyHBxoRqOa6XRErnOU00w8HJt0HxvI1mI33XMSkzXrxAZrWhhv4HgrHv06h2wl1797\nBvYC5iPIazFzjC/hWGjFjMsNedaj6JnPNyi1ZT5vKMuAtY7RqOHoqEEpz3gMWZahdWBnpyOEntnM\nUVWBLIPRqOPoKOB9ZDLpyHMIwTOb9RwfKyaThrJUZJmhrj2Hhy3ORcbjDVkWiVEzm3mOjz11rShL\nQ5Y5qkpzcBCZTk06r0RwTqeR42NFUUSqKo27goNDUTim81Twu4TJCI6nkqO/3hXWRZnJDqAcwXQX\nihlkOy37kwZVN4x1w5zAiB6J7tMpRJpkOIvk5OwgOfTEg/Rx8FGF7i4TiWBBYsZGZBwmF5ZEqomD\n5wCJIqqROBqxEioqJIVfQYZkJPXsJCdMnXzdNqn+Ep8WyJJLJyNnRqBGI1mJxGZZoNlF4VMPYjTY\noJkGKNEUXpIzh6iwQRaKGDU6KlzUYluNEs5QRIhaKm6ZCPN0H4wCUKgojgWDogjCHlBBMYqK+w6U\nTzUUgoKg2HPSPkc0OR0lQvlhyo8+juJQCFGoOHWRHiwlTggDPDSSn33koUw19JSH0ktunXGryJTB\nRDjqJQ92fRPJrQETmaqA0QqbBWqryIxCKTgIkd6pFIgMRMXEKx72Elc3MpBlCq3gQEd2KqhiJHeg\ngqY0mj1d4IPYi2MEHTRjr8iDIe80RdQor5i0mketInYwSU4m38GhE3NBHmHkUvR2lAcNYKzFdooE\nhjH2wgAYpQIauoKHc2AipoTSSD75vTmMchHM40xyaxvg4TGEkDEaaco8pR6dR6pCYUzPeOzJMo+1\njvv3PSEERiMRYhDY3XWUpcOYDZNJi7UWazVHRwrvV9R1RVWl/MATTW4NKrNMyMg7iw2aI0QZqFqo\nFikTaAc21R+dLOQacycZQ+cWyuipnUNHjy4c+oEnRsdk0lEUPVnWcXi4ZTZrKIqOqooYE9C647PP\nepSC8bijKG7zmngmE02ea+o6oLVCa83Dh+K54YqCAAAgAElEQVTBn0wMRaEIwbK3pxiNcrIsMh7n\nwnQwhocP5VkbjTKqKksRn5aqUhiTM5lYjJHxuX//dtwtZSmu2N1dQ1kajIHJRBx3VsFRLcUm6jlU\nkhIDZcRBqcYwmYkwtiUc5eBKqMZQl6CNxmAoo6VQBXmMhJgTlSdTFZqY+EPiXRAWzxhJkVR+NDn5\nUYVus9yBaOiVOFWEA/chVFdHhVcS/oqWFcRHUkJzhzaRqIT4rlSUbPnKoLXkslQqJN0yS6yGkJxB\ntzqnTyLYJNqReNhv80FJ7lWJZ7NR2AHKG2LURK8IXkmuBq9x3qCiwkclHMMoThin5IH2t3mzkeMp\nnxiElB46iIBWyQubp4Kmtw94jJB5Eai3/Itbj2mWckYbZJustEy4PAhPUqc+GEQgheSRNgqpsN7L\nQ2miPLQaEVh5J320WqEzEa4WQ27F46tThW6tRbirIL+rlcg1G+T37orH9uIdziRXutCWgpWiq2RE\nE8HLlNVR4RILQAclyd2ikpJdvfQtdvIb2svEyTrZMmdOvO06JYrL09jbINcYPGRBFp8MoTfd5vzO\nk//D2A9jmaXc7zZIamIV5Tt5rgjBkGUGrWVZs9aS5w5jFMZ4tO7ROpDnlhAi1vZpfvZkWU+ed2jt\n0LpBaxEaeR7xPsPaAq1zlMqxNie3GVrlGFeimhzjDVkDymmZJx6UVtgW8kZmrnVBnhMHeRNRfcp4\nYXqU6jGqJc87oMVah9ZSMTjLWmLs0qIh994Y6a9SGmsDxgRCUFgbyHNFlnmM0VL8JKikhYLWMj5K\nycIr46DTMZ2u2RNjlsbSirJjFXmuMMZgTI7WGVrrNO4Way1aS+5taw15YdFWnGk6MSPyIELXjhO3\nuBRKW56DHiMl1kowZTpWiDlOG6TYgcvQLUSv6ZQoW5EozmAFMfaEQPLmBBoiKnpWKSfEx8BHFbo/\n/foxcwO1lod75cQpUCjYSdSRFrj04C3saBilYg4rFVlYyLRnt/BU1uOM58Z4VNEzV7L1N3ga5Vmr\nnpzAXEkKFEdgiaSyrlB3dKUWzxoPSdfVyhCNptWKTfTkIU/VpA0NiiuvUE5hgnilvId1p9h62c6b\nJMQaB9ctkq0xJZoPAVYdbIKMgcmlfRPF4YFKmosRjXPtYBWg1DJxrIFGwY0XPqSypAkPmwjLKFkn\nbRQtrY3S1jcy/grhQ25aWKyS4E1lpLpejjkP0+pDPqBNDzcdUpVoDJTQK1h0yWxRpcltxdt+jUxg\nk4uW6TysvKK5hnFm70qvbYCr1Ke7FNZB5sTWieZqEGHa9OIsij5NyCBmgNVWnFZ1lAXFBGhauF4A\nnSwUSknb9QZWS7HxmlzO02zh5kocYmok1xx7sQuvljKWpgarZXxuVqJhA4xGshhvNpbFoifPwRhP\njJqug8Ui4JwnRlKJn8hm03Fzs8baHmvl0ep7x3LZ0HWK6XSM1pIofrMx3NyA1iXG1MSY45xmuYS2\nNYydxSiLUortJnJ9FUVQ7gWKIuC9Z7Xq2W5bRqOYFgRH07RcX2+AFmPkGfC+Z7ncst1uqesMY0qM\n0TRN4Pp6jVIZWo9RShMCrNee9TpSVRZjZOFp28jNze315mgtxQfW68hqBUWhMCbDWkvXKW5uOkKQ\nxPhKFcRo2G5hsVDkeYa1JVlm6TrDzY3Be0OMBSol+d+0sFiKDd2WYj7pNCwbcThOU11KVcpcu1Hy\nHJoCYgUug2Vid4xVSlcdNJvWctUaFCV7WaBE4zxce2HGjJzwjjWw9YrLHqkR+/FiIz6u0P3TbeSH\nFvaNaB/vNvBqAzsZfJ6LoXvpFF+vYBvgByM4rETovu8VLxxMcouaWvocVgq+jpFVBk9GPQ+KHms9\nF6bnle6Z5T1fREnV3OJ4Q8uSwDGGI25DKB0v6dFEPkczQrNNzqNLBYd5xDqp2rBA8zUQo0FZy8xb\nWjSvdOTMKY7UB631ooOfLYEeflzBrhK6z5s1vG/hsIBHFRQarnr46VIEz5dj2CvBRXjTwNsG9mrx\njJdWhPMvtiLwflSJ48RHeNfCqzXsWPi8EC/60sHXW9i28IMMDo1ouu+38OJK7Jg/mIopYN3Bs2tY\n9fBkDsjc5qSFZwuoU/m3sZJF48UWbjQ8TlVZTIBTD183UGTwIysUqibCixYue3hYArUsChct/Hwj\nmvKXpSywrYOXKzhfw3EuWnUW4GIDP7sCGvijsWyZuw5eX8DJBRyW8DixDK6W8LM34kj76h7s1uA6\neHMOb09hv4bH+2ksF/Dzl+JI+9EDcVj5Ht6dwuuXMK9BPRRBvbiCX34NzQp+8AM4PIQYI+/fe168\niEwmgS++cNR1ZLVSPHsWWK0cT5547t2TDHInJ5Fnz1pGox6lDOOxYbOBZ886Fos1jx/D8XFAKc3Z\nWcfXX28oyxytd5lMMpom8OLFlqurjocPpyhVYozi/LzhF7+4wVrNV1/VzGaatu15+XLB+fk19+9L\n9rssg4uLNT/72SlKKX784z3m84qu87x+fcPpacu9ezOUqslzw+Wl46c/lSxuX32l2Nuz9L3izRvP\nu3ct+/uGzz5TFAVcXwd+/vMe5yI/+lHO/n6Oc5F373pev3bM5xlKGarKslhEfvlLQ9tqvvii5OCg\nIEbLu3eKly9hOh2hVEld56xWhmfPZCF88hUcpaK9Jw6eL2FUiGAdj4S18GwNiwifGTgq5bOzAF+3\nYj76UQ6THLYGXgS4CvAoyOJvIpx7+EWALPOoCDPtaTW8jJ6LznBfa5RJ8zLCz6KYdT77eIUjPq7Q\ntX98jYlCWI8Roo/0vcF5I/lsgyI66Ldit/IKqSEX5WHoe3AaYiGaXojgekXfg28z+mBwJrCMBece\nGuPYLSLRRLbac6ok10NlIpXSWB1ZaM85jgJYJbtyQ0x8WgnkCAq0jmA9qXyS2KA0BGVwzkh/k6Mq\nBtnS9+L4FPODFS3K3UjVd5cjVbyV8Cf7C/k8SAQvMQinsm/AVRDnSH08B/21UJf8HlJgNoLbyO+5\nEsIktQ3SrrcQcoilnNcboRS5DGKqYRl66Hehd+DHwET65rdyP1wJIdUmDCHdIy/l2kg1D0Mnx7WS\nqCGM9Nc5Oa9rELNKlFzw/Y1omXGS+tCCuxDOqs/S+EQJUe1fI5WR9pA6ow24d9Cfy/iEufxmuIL+\nqfQl9Ok6enCvpXK92xWNmRLCdTrWyDXHFBnll9AvJY9A7AEt/ejTXwi3c0DjXC7z0lWEkMrKxJ6+\nz+n7MSHIFibGHu+39P0c5zpCSEE0oaPvJ/R9g/c5MeYoJQ6pvtcYE9N5AyE4nFvS923SokfEqAlh\nS98viFERguTuCsHjXEffB5wTLVHaKvq+QylLCLvEWMv98CP6vsG5CTFOiTEjRkffzwAIYUyMVWq7\npe9LnMsJISV4in36LUsIopmLFi3PrfcFMRZARoxybX1vCEHqqcVo8V7T9znOpdzTSNHQ3kA/lvkX\nUw1Tr2T+uR2IM2AqilyPzG0/lmeDMsmOKAt8SLvOGOX7vbk1cab5DvSZJy9bsgxKG1HaU9OzTb6j\nkZJ8dNsoCT+DtxT6NqPgR5CTH+1MwD8+bplHxyhKBs6SyH6MlFHqF2RRSTroIBnI5kExVpoYIIuR\nXROwTrOrpAxhTSSLgU7DLFpJea0lMd8oBqyCPaUplFSCeoymAeYEqij2w4nTPElxXSMUJmqKCAfB\nUkfDKEhMmnaasdc8cRp62PGaKipsr3iwhXkDEw8TJXHoew18dQ10sGvFs5p3cH8F041ojJMUfUML\nXy4AB7sI+yCPcL+RcM86OZBsBvMAP2xkIThYQeUAI06wKkDVwzRRilSEz5WYavYyGCVheFhDbkUj\nneVi19RRNOQuwrz8QC87rMRJk2lpW2oxaTwphcI0y6B2so3fT79pPMy09M14eNzDfmIF1F604v0G\nvurFfDDfpPKSPTzqYbcXLXyUbKl7HXwlJcmYJ8ZF3sEDA7NSnF2TZM+dA19ORHjuGhmP3MP9Smhe\no0rObTvh2v5wJkL/IJfsxEHB0QSqh3IfJpmMlRrBDx6Cd7C3C5VEsHB0JFXsiwJms4w8t2ht+fzz\njK4LzOc9o1EkRs/hYY21M/K8ZTZTlGVAa8eTJ2PatmdnR8JnlQocHIzRegdjYDYzycHkefy44uDA\nM5tpRqMMrRV7exlffVWiNezsFJSlwdrIo0djdnd7JpOM0SjDGMXeXuSrr4RTOp/XVFVGnivu358z\nm0XGY8N4nGGMZj73fPllhVKK3d2MqjLkueL42DAeV4xGmslEnGM7O5Yf/lBMLvv7GXUtPN2jI0NV\nVVRVxmSSk+diEvniixzvLXt7BVUlO8l79wxFUVCWmulUIth0BZ9n0GcwP4DRRBSxw1IKcue10L3K\nShb7J7nQwXbGUBvRYA8yMXnZQuZg1YlZ7zFw6GHWyLOhLexrBTrDRM3YR7T2FCZyqDUTDTMrZQKs\niigjDgxlembq48nJjyp0Z5uRhCQoCUGtCGglFyDZM4V6saMlkqnSUhkqGsUkKnIlBn6hbYjQ3omK\noETdz9NyJYW7JVtTkc4bgXGMVFFTqogJmhgVRYzMEKdQFsWYbgKMQiTzmjwIa0EHReUU+15BB1VQ\n5MnJM2+FXpS7FGnkgQYOJWkttRaTQ+yF2lUnylKRnGq6g4MksOpWvPMBwAk7wfYSH697EY77Xu5M\n3QqzASV2ptuyiNVW7FcKaRtvhU8QQToNKQQSoSHZ5HjbRYRO6eW8UYnH3wZJdFL7D23nTgRQYaBM\nmsO4TxWPvEz4W6dV7IS+VZCEdpBxUVLdhapNGYcd7DRizy28ULtUanuY7uGoE9t/TMyFOpcFoQwp\nMQvIBIlCn8tD0kwtlGNEe+GDE/FA8uhQ5+L1j4hNu9BiQ6+KNJYl7O/KdVaVCNkYxXOeZdKmLCPW\ngtaa3V1NCJqqUuR5JMbAeGyx1qO1pa5V+l9YDd47ylLOcet6NcahFNQ1ZJkwCuZzx2Qiv1+WKlUc\njnfO5Lo2ZJlOgjAwGkXy3FCWGqXEen54GIgxMhpl5LmRHAg7gdFIqFdlKU4wpSKHh+L8Go2ErRBC\nYDbLqap419YYhVKagwNhINS1Is9vc1AbiiJiraGqMowxKKXY34cYM6rKUhSWGC3TqSXPLcZoylKJ\ngysKmyTkUCVlIRqYGBl3XcrzZRGhu5uJklGmeXwLo9O83IqD2mgJFvJaIvPKDrCKsZawZjJFkUm/\no46MlaHUovlqHVE6khmpRYKOqO9rNeD1yRgUFDoQVWSrI42CTIXkKQenIlsdiEphIqJCReiJtElQ\nuNuw0yiOMa9Ea+3T7/QRumQYz5L33wdFGySzlgpaqEVR0QfhnWqXBFgQ50/v5dVG0ZpiEprBwe0P\nReT/2MpWNt5uOz1SZLiFu/RF6XhoUukzRZKsIkBCmwRM2spC2iK79N6SHHpynCz9vk8mCi/CRWci\n5GJaaWIQQRqLdCwxGILnrsBwisomODHZRCNb7RRfTUh0rHi7g0rHgvvQVgVk+5+019uoyOjTuPWp\nn0auJ6aYf7xcCyp9v0nXbcRRqCLQSm6CmIp+kMwAcZ3GMpmcVBRbrt8kp2FMZh0v7UL7YSzj7X31\n6f+Q7keMxBAJXhFUTPdCbkj8BlNFEtLHu2Nap4EhEmMkBAmZDSGmtiDmBIVS9k4gQUjnuBVSt+cV\nc4JO0WTym3JMzqm/0YeYzAoxnVPOE4JPphCLUreqRyCEkK5L3yXcF9ODXE9MDBT5vYhSIR0P6TfD\nXR/k97kbC+mnSn345piZ1F5cp3JM3R1TSsZGxvLWhqdkrvYyt++qn/sP810lkx4+jZxLJoT0nMbk\nxwgk53CZzFNJUbh7NlKR8aASBdMq8fCn+e2x9FpYLsbI/e40bNKcbj9evpuPK3Tf/e+KwwImuSEm\nL/xlD1WqoFxYiZ467WSbe5CJFxLg2sGFE03pMJPXbZC2bYR9CzNJ/M+ih7NeNBctIdW0Hi5bcQLt\nqkR9irDs4CQ5dMjFDNA7cd6snbAqdm/bNhLyqb3Evo+sCOfLFSw3stVWpcyLdQPvJH8ixxPhfToP\n10u42YgxXyHa1KaFk4VMmiMj/NIQJHzxpoFxkWhaGWx7OL2RFfreBLHTAtcNXG1kLPVMNIJtD2cr\n6BwczuCWSnizlesrbYo7t9Cm6LXOw/5IInmI0vb8RtroiTgj2h4uF7BpYDcR0DUyBifX4u1XEzl/\n30uo7HojJP15ndqu4eRKNGE1E56k6+HyUiK5ZmPhVRolTpR3ZzKWel+ceq6HqwtYLGBSgtqV392s\n4OStPFBHB+Jg8R6uLuHmBsbjmKhMkc1Gwk69h3v3RJDGGLm+DlxdiYapNeR5YLsNnJ7K9RweQpLQ\nXF9HLi+hLD1KKfIc2hbOzgJd59jfV0nDDNzceM7PhW51756mLANtGzk/V2y3gb09oTMqFVguI6en\nmixzKGUpS03fBy4uAptNYD7XqMR2WS49JycBYxRaK6pK41xIY+nZ2ZFV1RhYrx3v3vXpuzmjkaLv\nA1dXPYuFZzo1KJVhbWS97nn/XqIqj44KxmOL95Grq57ra8d4XKBURpYpNpvAyYlLY5nfCdvra8/V\nVWQ0ksosWRZomsDpqcK5wOGhrM4xKhaLyMVFT1WVKCUactPA2YmiC4r9PaT4tYbFGs5XktTm3pGY\nF1oP50sJB97bh9lUnMHLFk5XKa/FHKpSFK3zjciQ3TTXVCZRnKdroZSpMVS5yO+LFlYRdiqZw8bA\nOsC7Tp7jB/sfT05+VKH79L+B7LHEk/sIZ9fw4kwexuq+CJDlFl68hW0H+oHYbSJwfgXPzmBaQnWU\n2jbw+r28cijnVcDFDTw9kS1jdQxUsG7h9YnQicKBRKcYndq+k0Wtug96JMLk7VuJ1X+0B2Wqln51\nDU9fy/fqB8L7azp4dwKn13B/BsWhCKirG3j6VK67eiIhhl0P70/EO35vF8ojKHLxoj99JoKi+Azs\nVB7u0xOJ4d/fgfK+bHVvlvD8uSwM2Wdgd4RqdXYKL09gnuyRo1IoYC9eCnvBPAKbnEjnp/DsraTK\nqx7BuBYh+PqZhEzyEPJ9IMLFKTx9JbbQ6hEwkjavXgrdKjyA4p4I0oszuY7CQP1DEbybLbx9BhdX\n8OgQivsyYa/O4enPhApXfQFmBtstvHsGZ2fw4L5cc5altn8KOKj/MdC7wl54/xzevxeBWQbZcl9f\nwrNfyKJVJppd30to8Js3cHAg2/iqUtzcBJ498zgnfFJrxYF1duZ5+RJ2d6GqInWtWCwCL154msZh\njGzhQ4icn3ueP++YThVVZRmPI8ul5/XrntUKlLLkuWi0FxcdT586xmNFVYlGuloFXr3qWCwkrDbP\nM7SGi4uep0+3lKW6E0KbTeDt257Ly4ZHj3KKIscYxdWV4+nTNdYqqqpCa8t2G3j3ruPsbMuDBzlF\nUZJliqsrz9OnjZjpKoPWmq4TFsb79z1HR56yFDvvzY3i6dMIeMqyxlpL30dOThxv3kQODlTqn+Hm\nRvHsWYtzkOfCufVecXYGL1927O1FylKnsYy8eOFpW4u1PVkmO4KzM3j+XKdIN8n1sFxqXr3SrNcZ\n6osPvOrzt/J8jcdQfwnM0rx8LgI5fgb5Q6FfXlzC0xcibKsvZZHftPD2NVytwR1Dfl/ok1fX8PS5\nZC2rvgA9FVn09kSE/IN9KI6Fy325gKdvZFfwR//0x5OTH1Xo1n8P7KmsVipKguT6rYTgmYeidZkl\nVC9ke559Dio9/HdtaxEgepSyNb2S7WT+QLQgNGQXUL+UVHD2c1mx9AaKN1AvILsP+iAR4S+hfiFE\n6exCBIVpIH8N9Q3k90DfE40iu4b6eeKhboUHaDrI30N9Afke6IVs8bMF1F/LdWfIzdN9ansO+VK+\nq3MwN1A9/9BW7SZzxwnUp5Cvkq20ALuQ8cn61HYhW/v8FOp3UEwTab5KbZ+D2kp7dZPG8hzqV2Lj\nNE60drOG4gWEdQrU2AAKshO55rKW3YAag9lA+UZYGFniJSst97Y+g7wAcwGqS2N5LeOej0Cv0liu\nxUFogoyDaj8ENtRabPQ6kgIwAnXuiRnJZnqrgYo2muc+aXlgbaSqZMsrJP+A1pE8D9R1TOR7jVIB\nawNV5fGeRNIX7SzLAnUdKAp/R/I3JlJVst3Psgg4lLo9r9hijYkopTBGaFRyrpjsroossynE9bZv\nFmMCZSkMgzyXQAEghctaigKsze76UBSWus7vHHZyzTl1XQgP1eQpACGS5yV1PUnnzVBKYa2jrqXK\ngbV5CmQI5Lmjrj15fhuUIDbnqmpTcIRQvqStv2trjE3XHKiqHu8VWZajtSWkjGUyljoFfty27RJv\nV6FUhlIxtYWiiGgd0jV7yjIQ45Ys0yh1Oz5ivy5T8IOKhtuKdi6Kf0VvkjxYyvwre7CXoHrQWyje\np2c8+WG0SfLga9lVGgdqKvOzeAf1ZZIHFyLMsxt5NlCigH0sfESfHPHf+JPIeCzCMCrRKLdbWTXG\nY9GAnBPScwgwTg4DlLTbbEVzGSeHSN/DciXbw1Et50VD08iW1OgUIphJm+VatqV1Jc4QpaTtai0P\n8XQiN9B7Odb3sjrWtQxE28nvKSVtMyu20fVWtpRlkbakSjSxxUoufDr5kCd1sxHtuMilzzoR7xdS\nTo3JWD4LUTJQbVv57qiS6+lT2xhlHMpcdgKb7Z8dy76H5UL6OB5BkcwL2wY2axmXcS1j6lwaSydZ\nnsrUtmlgveRDuKWVtquVvNb1r4xlEqq3Dibv5VjfS7u6lrZtC8tlGsspSduRtl0nv3+7vW/byHIp\n9sTZTKW4flivI22rKArPaCRCt+sii0Uay4k8wCFEttvIditRZaORCLC+jywWYq8cj8UxFSNsNtI2\ny0IaS6ElLpdB5uVYUZZiithuI5uNONAmE53msGi73sNopFLoKjSNBAvIWEqUloylS2OpqCqxbzZN\nYLWKaSw1WRbTWEb6PlBVirrWaSzFHCFjqe/Gfb0OaSwVdS2mh9uxBMlnINFeEvDQtuIYu20rY+kB\nxWSiU2ivXG/TiINuNJJr7rrbe6TuwoBlLMM3xt18mJdLRwgmjaWEgW+3gc1Gf2MslczLZfzGWOo0\nlor1WhaXyURhrcI5/WfmJchc+23n5e0c/ua89EHMY39mXiZ5gIIffA5/7U/UR5GZH1XofsRzDRgw\nYMD3DVfwEXM8DhgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgw\nYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMG\nDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA3wnq139cRmg+TU8GDBgw4P87uAJ2v+2D\n3yB0ifAfAVl6a9P/Nr3PfsOxb3v/257j153zW2C/8Xf7FfMrP2u+8fmvtre/4dif9/13tfnVfplv\nHPvVz7/t2G/6zq9+nsV0zEPm0cZJtzKPMR6TefnYODmm03t8+nNY/uwxuTR/d+zD59/e/i/mHLfv\n3d15fv05ft3v/kWd41vae49x6ZgPGAfptqA84NIf6dV/x/vfps13vf9dvvPrzvFdbX7d+/+330GO\n9w6cgz61cS4dS0369PfN9y698o3/v+3z36bNt33+N+TlW+Wr/raDAwYMGDDgLwaD0B0wYMCAT4hB\n6A4YMGDAJ8QgdAcMGDDgE2IQugMGDBjwCTEI3QEDBgz4hBiE7oABAwZ8QgxCd8CAAQM+IQahO2DA\ngAGfEIPQHTBgwIBPiEHoDhgwYMAnxCB0BwwYMOATYhC6AwYMGPAJMQjdAQMGDPiEGITugAEDBnxC\n/Bb5dAcMGDBgwJ8T35nEfMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMG/P8Dj4D/BfgJ8A+Afysd/1fT\nMQ/8k7/ynb8O/AL4KfDPf5pufie+q///GfCnwP8F/A/ALB1/AmyB/yP9/VefsK/fhu/q/y3+GhD4\nR43536fxh+++hr8BvObDWP+L6fgT/jDuwX/Hhz4+S6+3+EO5B38F+F+Rvv9vwD+Vjj/h+3UPSuDv\nAf8n8A+B/zgd3wX+NvBz4H8Gdr7xne/bPfitcQT8E+n/MfAz4I+AHwNfIjfym0L3j5GByZAb90t+\nv5S17+r/P8eHfv0n6Q+kz//3J+zfb8J39R/kQfqfkAf+Vuh+38Yfvvsa/kPg3/6W9k/4w7kHt/jP\ngf8g/f+HdA/+DvAvpOP/EvI8w/fvHgDU6dUCfxf4Z4D/FPh30vF/lw/P8e/9HvwuP/Ye6TzACtEO\n7yOrx8+/pf1fBf5bpFLxc+Ri/8rv8Pu/K76r/38b0RBBVtCHn75rvxW+q/8A/yUfJtwtvm/jD99+\nDQ/S+99EZ/w+4NfdA5Br+NeQcYc/rHvwjg+7vB3gzafv2m+NTXrNAYPQtf5l4G+m438T+FfS/7/3\ne/CxJPwT4C8jQuq7cB/ZMt7iNR8esN83nvDt/f/Xgf/xG+8/R7ZUfwdZTb8veMKH/v9VZGz//q+0\n+T6PP3y4hr+b3v+biInnv+Yf3Rr+IdyDW/yzwAnwdXr/h3QP/j3gvwBeIia3v/6Ndt+3e6CRheOE\nD6aSe+k96fVe+v/3fg8+htAdA/898CfISvnnwfch+OK7+v/vAx3wt9L7t8i2/S8jW9+/BUw+XTe/\nE9/sfwD+n/bu3zWKIArg+FdQwU7lCgOnoGKnIChWokiaGG3USmxExD6FTf4EQSxt/AHBUtFGbAKC\noFbGpBMkgogggoVeF0Et3g67udwm0XDZ2fj9NFn29si7eXu5mTdzk0lieJ4s12PMof1haQ5uE2/s\nw0SP62ZxXRtyUL2HLlLeP3VyzcFdoiyLZ2AAAAH9SURBVL67B5gA7hXX5ZiDX8S90gVOAKf6Hv/N\n8u28rjlY6x/dLcAj4AHwZIVrPxPJSro0P2Spi/8yMA5cqpxbIIYtADNE7+XA8ENcVn/8+4neyhxR\nz+0Cb4hP+RzbHwbn4CvlG+UO5fCvDTlINgPniEm1pE05OAY8Lo4fkncOku/AU+AI0bvdVZwfIe4p\nyDcHq7IJmAJu1Tz+nHjxSSpgbyV6MfM0W7eri3+MGJ50+s53iHoRwD5iWLKd5qzU/jB4Ii2X9of6\n1zBSOZ6g7C22KQdjlJNPSZtyMAOcLI5HiRUMkF8OOpXfvw14QcR7g5hAgyiV9E+k5ZSDVTtOdOtn\nKZePnCYK1p+IZSVfgGeV50wShet3lDOjTamL/z3wkaVLYi4QS2reEr3HM+scb7+6+Ks+sHjJWE7t\nD/WvYYqoSc8RPa9UjztP/jlIy9vuA9cGPKctOThKuRTrNVFOgPxycIj4gJgl7pnrxfmdwDSDl4zl\nlgNJkiRJkiRJkiRJkiRJkqQcVL9mO07sirW75lpJ0hr1ip+jxBdZ9jYYiyRteD1iU5N5Yt9mSdIQ\n/QS+AQebDkT6F03vWi/9rQXgJXC16UAk6X/QI/4v1isWb6wtSRqCNJG2g9jt6kqDsUjShvejctwl\ntq8821AskiRJkiRJkiRJkiRJkiRJkqQM/AEkOqcJ9Ul0VQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xaee08f8c>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import netCDF4\n",
"import netCDF4_utils"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"netCDF4_utils?"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"netCDF4?"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from netCDF4 import Dataset"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rootgrp = Dataset( 'air_temps_ex0_ccsm_ucar.nc', 'r')"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for dimobj in rootgrp.dimensions.values():\n",
" print dimobj"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print rootgrp.variables.keys()\n",
"print ' lat: ',len(rootgrp.variables['lat'])\n",
"print ' lon: ',len(rootgrp.variables['lon'])\n",
"print 'time: ',len(rootgrp.variables['time'])\n",
"print ' tas: ',len(rootgrp.variables['tas'])\n"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rootgrp.variables['lon'].shape"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"var_lon = rootgrp.variables['lon']\n",
"type(var_lon)"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"var_lat = rootgrp.variables['lat']\n",
"var_time = rootgrp.variables['time']\n",
"var_tas = rootgrp.variables['tas']\n"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"var_lat[0]"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"var_time[0]"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"var_tas[0].shape"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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