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@nbren12
Last active August 29, 2015 14:06
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Monday lunch python talk
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"cells": [
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"cell_type": "markdown",
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"source": [
"This will be an interactive session, and I will fill in this notebook as we work. First, some key resources:\n",
"\n",
"1. [The Anaconda python distribution](https://store.continuum.io/cshop/anaconda/) is a free packages that contains most important packages. Install it now.\n",
"\n",
"2. [Numpy for Matlab users](http://wiki.scipy.org/NumPy_for_Matlab_Users) is a guide that will help you get used to python's linear algebra packages\n",
"\n",
"3. This document is called an [ipython notebook](http://ipython.org/notebook.html). This is a very exciting way to execute code and visualize results in a web browser. It is somewhat similar to Mathematica's notebooks.\n",
"\n",
"My [homepage](http://cims.nyu.edu/~noah/) has some additional information. See the [PyAos blog](http://pyaos.johnny-lin.com/) for information on using python for climate science. [Dr Climate](http://drclimate.wordpress.com/orientation-guide/) has an excellent introduction to using python and other tools for climate data analysis.\n",
"\n",
"\n",
"$$ \\int f(x)$$"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"What not just use matlab?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. Python is free\n",
"2. Python is easy\n",
"2. Python is become *the* tool used by AOS community. Many large government entities around the world like NCAR, ECMWF, UK Met Office, and the DOE labs are spending tons of money developing AOS tools for the python. There is not a similar effort by the community to support MATLAB addons.\n",
"3. According to [IEEE](http://tech.co/ranking-top-programming-languages-growth-popularity-job-demand-2014-07), python is now the #4 most popular and employable programming langauge (just after Java, C, C++). Knowing python will make you more attractive to employers outside of academia. (MATLAB is around #40)\n",
"4. MATLAB is a walled garden that insulates you from underlying system. On the upside, this makes getting started with MATLAB very easy. On the other hand, this allows you to avoid learning basic Linux tasks like using the command line and a proper text editor. If you plan on getting your hands dirty with modelling or data analysis, you will be handicapped by this lack of knowledge.\n",
"5. Python's syntax is cleaner and more expressive. It is easier to organize your code using python, which is a big reason for the its popularity."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Fun with python"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
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"cell_type": "code",
"collapsed": false,
"input": [
"figure(figsize=(8,4))\n",
"plot(rand(10))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"[<matplotlib.lines.Line2D at 0x1053a8b50>]"
]
},
{
"metadata": {},
"output_type": "display_data",
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NgeOAZzITmohkwt13h918WlT5m5sfzIqzaOvNN2GnnWDPPaOORKJU24g4nbnkk4C33X15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\nCCkRi4iIROj/A7kS6/M14eErAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1050dac90>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"I = np.matrix(eye(5))\n",
"v = np.matrix([1,1,1,1,1]).T"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"U, S, V = svd(randn(100,100))\n",
"\n",
"figure(figsize=(8,6))\n",
"semilogy(S)\n",
"annotate('Hello', (50, S[50]) )\n",
"title(r'$\\sigma$ values of normal random noise')\n",
"ylabel(r'Latex is okay $\\sum \\sigma$')\n",
"\n",
"ax = axes([.2,.2,.3, .3])\n",
"ax.plot(rand(10))\n",
"ax.set_title('Inset')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.text.Text at 0x1060973d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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jCPdWG0oiRaQqzZrBJZfAY495HUnoBZIUDAeeMcak+mYi/AY4K7RhiZTPWsvU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\nREQEUFMgIiIiITUFIiIiAsD/AR1yVeZVQ+hfAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1053edd10>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Using the Iris netCDF package"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"import netCDF4 as nc\n",
"import iris\n",
"import iris.quickplot as qplt"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!ls\n",
"!ncview air.sig995.2000.nc"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Python for AOS.ipynb air.sig995.2004.nc air.sig995.2009.nc\r\n",
"air.sig995.2000.nc air.sig995.2005.nc mean.nc\r\n",
"air.sig995.2001.nc air.sig995.2006.nc uwnd.sig995.2000.nc\r\n",
"air.sig995.2002.nc air.sig995.2007.nc uwnd.sig995.2001.nc\r\n",
"air.sig995.2003.nc air.sig995.2008.nc uwnd.sig995.2002.nc\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Ncview 2.1.2 David W. Pierce 24 Oct 2012\r\n",
"http://meteora.ucsd.edu:80/~pierce/ncview_home_page.html\r\n",
"Copyright (C) 1993 through 2011, David W. Pierce\r\n",
"Ncview comes with ABSOLUTELY NO WARRANTY; for details type `ncview -w'.\r\n",
"This is free software licensed under the Gnu General Public License version 3; type `ncview -c' for redistribution details.\r\n",
"\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Note: no Ncview app-defaults file found, using internal defaults\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"calculating min and maxes for air...\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"XIO: fatal IO error 35 (Resource temporarily unavailable) on X server \"/tmp/launch-eaSL9f/org.macosforge.xquartz:0\"\r",
"\r\n",
" after 1484 requests (1484 known processed) with 0 events remaining.\r",
"\r\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import iris\n",
"import iris.quickplot as qplt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cubes = iris.load('./air.sig995.2000.nc')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cube = cubes[0]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"qplt.pcolormesh(cube[0,:,:])\n",
"gca().coastlines()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 34,
"text": [
"<cartopy.mpl.feature_artist.FeatureArtist at 0x10e3eee90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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H2GPklDPmKgjsAaEjwdnaN6OwMtnhMgjptJPSNl183y00mJBFX2Hv05PClYqy\nfKMuLlbhDlO56fqprS70VpjT1GO6L5Ch+2eeDvgHAGFxLoqzK3lp12hadvQNIpphWq0Z5P/6LRpc\nVNVamh3jkbLpsEK1MEPRkZxwWTl2It93K91r7tmhzqV54vFWudn28hLylm3H7rBRmVWEzVtN3Ckd\naNElgi5XDMTucpisRMpr5clqYVFuWgiSSTxet4e3Am4HIPSSsbj3Z1Dx6yYYOAReWqzai58yfvWv\nsHA2XPU8nDkNlv0Mz46iFqIGQ59/QqoTir+H3OUQ/L1JBKHZomaPJrYYpdii3o9bf1OTKTtQO2/a\n6slq4aTblrn/0u1e1+diwFsEaaeAUQUR3aB0M9iqJWkJSYSSfRAQBCWZcP4TcLZShGcjRSF7C+QM\ndV8eFKyC3U+DEQxhZ0K1HbwlyJHIJvU1MX+B3qfKNJJNedPvqs/V9BW+F7C5KjE+eAfjjpuBk9Sf\nMl8ukhWsqSjcAz9cDKWHIKI3xJ4CgZ3gtG8hKBz2fyqXEu//EpYtB3ugNNspSgFHIATFgF3JoBL6\nQmJ7iGsPvQdAh4FQXAS/fg9lGbLzX7MQdm6CiCjYsUlqdc+bCku+h2ETIDsdRl0GQ8+BijB4QSnF\nlr8ifwCDboHT1AKIkc/KKVt5Lox8ATa/CV+dLa+N+Cd0vxpSvpOyNmGDPndA6wtgph0+jYfh78PS\nybBlBnhuBJsLhLLDsbcCoz0YWeA9AI5hEHkdhM2AlrfJDtyzCoq+h8KvIO02SHgcWt7cYJGLmGiC\nFn1H+eizsLdJwHMgg5LBYwgvOdD079YELHlkcc3/4mzZ6Z4IO+EYhsGWeQf5YdYaDq1Oo/iAZO0t\nzx9E0pSR2LxunC0iCPKU8OOZ/2QrsObxBfS54zS6jGlFaMtQXFFgszW9fdocdsYaX1GRms3m11Zi\nj42iwh4J+Xlyqr57E/z7QUjuCbGJ0hKn+zDYux6SusDwS2RCXU6DARfBb5/KmVabJ8EVJ+tXLhA8\nsLZviz8SOfWct4VD+81Q8Ss4V0G3N6BnvO96G1VHWvgpX5tdtvmgGEnAooZA8i2waz2ULAHsYAuF\ngFBJ6mw7YMtwCH0bKjLgQLm0fgpNgAxDtsnIiXDn6ZLMxCVAXDS43eBw4O3cAUJCYfKV8P47R6VY\njj9TPvPvcPbd0kGO2bpIDz4FQPZOeLoLhLSUCrAed0PLB6TYw59drL5XV7ZKpEbYWyq1xsEG4IHS\njeDaC6XEaw5GAAAgAElEQVR7oXCp1DbbgI4jILm9nIIMPx269of9O6BXZ6iqgi9ehdws8LoRQ0/F\nKKiGlYth22bIy5SmcoZXhp0mQEQbyC+UypSsVXJBiFADQ2AbKFeKu66fwvaLar+LLRxavQrV6VDw\nCVSsAuGCyHuBKyG/CwTeBdUZ4PkU6Aa2+6RYpfwx8CyFiIuh9fkQe7aUTwPk/wy/jZL/E9PBnuDT\nGmtji+myIAe3WY6npIwDd/yX7Dfm1mQtIDuf6g/UlGKxOqm/Rw/TO4yRQcQoSX/6OdfjrawicfdS\nqooqCD2wldw9RaT8uJddK/PpNDSKU8+JZOSlLQhLlPk1LymG2g6JtEVGQwtJnFQST1bNcVS2qhyq\nruQkyMq3nGEAfMtZeKrczP2wnPzn3wGbjapL7oGBI8DVUQ7YSu6sGVNocg5GcQlB776ELSyY8uUb\nqP51A9VZ+RhVbiLO6EfQOacTNvFUDsXKhRWFV/4DoltAaFfoO1b6KNlnQO5eWPsLpCyELe9B5xvB\n005aNeQsg+o0qNoNUbfKwda9DkrXgsekcZuYBkGtYMWFcFAtFOq2DQKV+YvVPrlcU1mtENBbQRaZ\nSlKzZrUwJExVGm0NoZMwu0HQWdJ6oJaW0EwFrUxZt2Wdvt4yuI/pHm0mrvsPnZ7V3trM3utzXuZ1\nw6/PQ+YGCE+SnbW7HEoypPKxIhdSF0uRYL87oc1Yec4WIJl7wTbI3wTpv0Jp5knKlNe9Ayv/Df0u\nhr5joEV7CI2RBaJRkiMLp/QQdL8TOt8AxYf5rsIuNcj2cF/lCOrqE9InA6VZ0FZIG0z9eN1R9Wjn\nS+vRZwHfzgZGaTBcexekCSgvhbX74QHVK+39UVpPVJVDtaoBwcnQ4yVInwNZP4AtWGq29z/ge0bk\nJCj4EpxtIeQMCIiH0Mug7Ge5/j/nHuAjCH4Ygh+RU8TyBSBCwXahnCJWzZadcuEnYC+EHbfB8P1g\nD4aQbhB1FVTtg4yuki04noawM8AbLxmGCfbQYGKvHE/2m9/S5plryRhzC0JrvQ8TGbPms+eeWYTG\nunBGBJHQxk502zAm/rU9PUfHEhjqm/Y3tk4upmbVytFF5soUFl76Dt4uXYh7/g6Cxw5j1y7VEzSw\ntF+EhRJ991UARN5wSY3pnjcvn4J5q8meu5rMe1/GPvUygp59FD562fQySTDwLFjxjSQciSMgTFXE\nQz9BRLCsK7F3QMkicA2C8Mtk3EjAXQTV30PmF1CxxzcAx57m65SrM3yd8omG+pjy8YTNAafc5/+a\nHnCytkkle3S/Ou0EB1Is4/XAM0enOz3+TLlvNZQfgB1qRVpQL8kKg5Kh00uQPBCyl0DhT5DyKRSp\nVV+db4Ahr8r/9bnF1KNhhuUYfCOw7qDrs0Qwa3mtMiXrSK8duhxEsuzCg7AnDxzBkBkO1YWw7zeI\nvABK1YM9yGlT1WbJgG2hEBABBEDJpxDuU3rVwOGFgjehIgUqloKzK5RtA89GMP4N4iq1N/RsEHOA\nC8A1D6o3QtIqsKnGmvk+uOeDcRbY2oHjDihdDhc/C+PvpvPVPhn5QNaw/V8LWDvjI/oaK1j/ujIu\n1vVXv7vJpDnoI3ny5opHyN6SQ9iG5Sz+JI/S/CqemdOK+J5xqghqV+zUneV8/u8MSgo8nHJRPNUV\nXg7sqCA00sH6eVns21zOC3Pi6TtMlqHumLXVhZVVg2TWURmmebrWGypZ6Oo4KSRdyJmsnrmZb+5f\nTY+Zt5B/zpSaWwqqZCWpLLFjbN+BJ/UQYsgQPEGSPWqn/ZHhsqIdiuyDUVhMQPcOOIYNJKBnZ4ry\nE+DLd2DDr9B9HOxaDjanFLEBRJ8BnV+HwHbgUMRDG5FY9Szm+qyL0OoA69C5UKIE/pF3QsxT4LWY\nI1lXy9Y4DNxliqRZs+6ZNFvRy/p1Iimme5RJZ42MWsdV8lp6y8Ds9MsqStHtcJQKT1eh2U5Zl4PV\nVt5spgf+1zRodq3bstlmGmoPFLof0TzA3wYV4GPdK05W64vNbaQCquWzcgrnKYS0e6D4N8j9Dsp/\ngG2PQdwpMPAZKTMuTYPctVC8DxztGn+GFUeiGO3YeJRasDsgui0UtZXHhUBgAkT7YSnCAa6+vmNN\nQP11yCBFH0FDIOse6Se5aicEXAihb0Ghzui3wLuAG4xrocIDLSukDFqj8nnwrEd23kPAGQZB/WBw\nbcc6A5WdW9J5fdn8n19Iu+1F6DmnwdcP+iif6n+9hPul//AfdwnxveLo1bWSKQ8kMupMgdNlq9Nm\nNKb32kB1lSQHhw5UExhio12/cPZvKWXidfEs+TSXK09N5dONbRna6+iZClSUe/nslgXsX57O4CVP\nEtI1ydc/KXizcqic8Bcor8DweCAlBfHLb4hOXeqkF7PkIwovvQVHYhzu7Xsof/NjCIuQi4q6nA6n\n3QiBIyHxDCjrL0Vs9sC6jfz3IPIaCOwLIdMhoM0Rpr2/8Sh1sKnxKFacKLLt3wN3CVSVQvmWo5bk\n8e+UOy+RHXD+m5D9FBgVEH8XRHaBiFMgsQ2EdYYdj8NPF0lW4VFf7/shcE5Ww+n/meDJg/xnpE/l\n0kVSaxx+DdhbQP5TUPkK0qj0B+AGIE0xZoWCK4GbIGgkuA+B6xbwZkHlLCADIq+CmGsg2r9hd2i7\nODqvmcXWpPPgb+kQmVhvVo2DB3E/8yyupUu4r+8chBCczk8AOOvtjiWe+KYr946Tcs2OA0IZOD6a\n0NhAUjaVsHJuDltXlND31EBCwo/ORjluN8x7v4D/PZJJ7ND23Lz6MpaHJtWJ5927n7LrZ2CkZ2Cf\nMA7Pt99ju+ZajFj/S9IDencj6sHryLnjObzZedhaxuGNSIAdG+EvL0Nid6iQjpekD5FjsDgn7Dz5\nq8/evxlHF5vOg4JFEHL0nDEdf/HFw4ZvwcH2HPBkwYFBoJU2QSMgeQnEe2H3XZA9B6pzpQKs5TNQ\ncZUvQV2nk1WoyaduX5oh+zxEwh79bBXWbBeglRvhvriahI5SobZT11MeTdrMUx7rlNPq0Ef3Tw35\nYHYYUDgbcv8GgT0hfrJkVbvV1DqghSyPyhTADeGPQdEtwAdAa6AHhKZB+ZPgWQBRt0sxSa40PyN6\nBOQvhwdLICAQ2/VSDjQt/m31mj4xxh46svaFn1n24lqcr/yXqg3n136Pa4H3/0vQa/fR69bhDHxo\nDJci/XhoMYN2nqOXEetFHmb5cM6OXF64O5fIWDuHUt3kZ7lp3y2AU0cIBo9wMKJDIUKAq7TmFgw1\nhdfmbQ7zQsUSMC9cNFrAitXw/JwwFn9dSmzXGCY93hvv6aNU3qStpItKyrKKWXLT56Qv3k2r0zuy\n96stdLnnbMSdt2KPCmdnnmTJepccW4hP4RgaWYR3+y7ci37BMW40JYFK7LNdzWpTVER/y9J1fdIy\n7BTLsVnJbfVnbFVu6dDcOVvHAH2PYdXWmQdRs9IP6mrVrXN7M7SSMNlybKbIWtShRGwOJeLQk7fx\nKjQbBej+Y7EK9YIQ/T66TMyiSD1hPVOFZ8v36NlmHeAztTyw4iDe8kqCRg8lNbM1AN6DIbXT16Kj\nijJYuwKeuwlComD3ryep+MIMe6z8dSyFknKoXgMxyiByy8VQthv6zAdHJBQrDV1De66U50jPVeaO\n9UhxuOKLowXDDelToGoXtHwMwidIRSRAwmQo3wPFq2DH5RDYHYLvhbwrgS3AF0AXIAXKYuSOJZE3\nSGVR2RLfM/J+gd6vy22imoD+d57G6o7XUHXNtXB+ArQeWjvCN+8z6NFx9Lxx2BG/drsuTl7+2ud9\nSNv36m2hxO/02LngJ5h6E1x5n5MbHo4iLVkaZW/1E3f13+bjDHNxRcpDHFy8h9y9RfR44mJ2NKFe\nCSGwd+uMvVtneSKt4fj/v2FdTXccsWop/LaCg3mrCZt4Kq4zepL50mccekBuAtHW2Ob/vv3b4dtZ\nsOM32LpKmigGhYH96M16jnunPOrxeexWPV7aVlPPtzsIGCFH+GWz4bu9Ut7cP1raG2/zsxJQ336d\nF56/Ct6eTfyU0Vx4WhQfTV1ATFIgfSe1JuS6vgSEBBAYGcjWRDlULkxXQ+ZsJXP9VDU4LRo6iG/E\nNS+MAN8y1PpcHoJvZE9WoRbtajJilnPr50QCqQ+AowD6LQevukkTixKADuDsAAP+IssjpACyZ0Fg\nCBzIhRE/yrh2oGQPbPwrZH8I4V3gci9UZEOcBzLXy8EwMKRmtxLteMfsirKv8tjyxHmpbGEoc6af\niTPchd1lp88Ng+idG8Ab+9cydaKDOOYDPkXeHqQyVyvitAlbItIvdIIKAYKViMrulgXjqpS+Lxya\nGZsYsoZQxVNTia1xTIuGDtqD6TWoiokzOqjikc/pqKZO2vqjBZlsyNyJI0AwrvIrcttWsXBHGkmL\nZhPQeTh5m9Ip2lCNu6AET2JrIqdPIijYJ1bRswD9zq72UhmYE6KWReuFMWbRuJ5d6dlbigqtblLN\nY6jVWZ2VKVf4iaf/62cbVpM47SDKzGR1HM2ENXPWnZA2ZzoVH7rJQLcTXfd13tw6/WR8L6ueo10O\nbFPp6zauF69AzSIn7diqplyUklDvwhMb75uJ6TrXqnArm+98j/wf19L14h7EdRL8NO0hDuT5GvFF\nX11C7K7/UBkcxf55O8jZVUhM/9bsfvdXslcfoPP0U4m7rCvxI87GHh5aswx/jljK0cCJ56HD44bX\np8r/HUfCm+3lKrikW6DFheDpI60JPIVADBRtgQm+L1a2I41Xhi8ieXgCY+7swpbv09n29jd4qjyU\n5ZTjcbxD5IgeMC0K+gyoPx+Hsb7lqCLvfalUs7mgIZ88eoAKiITEaVD6M+T+LBUPDtX6QjvAad9A\nWRrM6wdVhdK/wMo7Yd1M2HEq3PN5/c+woMd57Zk2ehBlWSVUZhex6qklbH8zizEP9iOuTVDjCfyB\naN/Jxu7tvgItyq5gwUu76Hl+R9r0r7087aaX2nNj33Us/iibidcncOl/h/LvM+aDGnTMcCTEEnTx\nyGOd/T8pUo5OMiWFsG4hVB2C3Ey8gWWI0HDKYqqp/O4njKISHH8ZSdiYwXzb6xpCOycwfdNNuMJc\nRHlzSFmWwZYv9zLslt5s/GwvX0/5kuqyaoTdRvvzehDYJpZl133IwKfPZfQn1yCCfHX9aOpoNY67\nTPlh44Ea591ZNWY2kI5yzq3kj7mlTmwhweSXhuD+Zj5ll11bJ73Y/I2UPvIi5f95m57/vIKWGevp\nfHoil4zKwBVoI17RUj2SGYbBrgOBLPm6mLefySO+fRChfTtgd9rI7H0msVPHs2qtqYFpt36a1Wrm\npb+ElvWZRSqaDVgd7Fud9Jvl0PqcC8g4HyoXQ/unocv1ta+bxXZa/qzl6N+MlLaS//hRbqKq009R\n4eeXwe75ENZBOjA650dYf4Ncnv7JZ+B0ckr7xQD0Y13NY1oruqaZZH07/JqPrfvT6Xu1DW+sylyk\nSbDqVM7Sg0tl6NAmbHqGq8vP7MZDfY+Fq+Dqv8KBNLjxCvj3oxDgpdZsxGuD9qNh5DDpDuSjr2Hw\nqXZWLjOYt7ctgWGSmR3cU8HF/VIZPSmEx95KwG4XpLhb8cWLqbx9726G3zOIkNGDqMwtxdWnMxE9\nzN5pfNCO6rWzIR3qul9lckikZxYFXvlRc7erNLXTJy0zbciu17xwynxsnj1oV50pKnQXWU7owjYP\nsNGWc7pQ9ZTPnwhCl4mSD2uplD+nRlZH8rpYtP5GObFqMdW3mnQY0pFVe2MX297bwNJ759GyTxxx\nbYMIiw8iKMBNRVE17tJKup8ex/YlOfzwnz0kdAunrMjDKTf3JunKURz8JYUN/1uD1+1h9KuTmHv2\nW7QeGMe5r51JYKSLeJGNzSZqlvhbNx8AuVxeL51/WLzwJ5ApNwBbiJz+iYAAAi44G3aVQnUVzHwJ\nXvgbdOxGbtJQjHLZWjfPmM0VuVMIiXbhqrW8yAchBAltnVx6awxDr+3Opp/y+HVHBJ4qL6kPvInh\nNaDXCMlC1/tN4tgj4QuI/A02TID8L8HVAkJPg9gLqGtUacJdc+H1afD23XD9y3WvX/AhbN0KpanQ\n9kxpBH/NxzDzErjvGnhx9jF7pWMJr1d2yH+9Du54BF6dDclJcM/VtePZbPDrp/DRQlizHuITbHz/\nlRxIXn08jxnPSYLw68JyRp0bwlPvxuNBcDClmukjl1OSL3uNpCEJhIyT/jGK68gQmnFY+B3WjUWb\nU/n4ppm4y6q5/MvzSBqcUDP4az2EJgeDL0ri0peGAJL0lWSX8/KomdiddjpNG0r3m0fgqCzDHhRA\n5uYcgmNkp2urzwHUMcZx75Rbk1oju0w0UcwOSranK7p22GJ3ejj06wG2vrqMLe/4GFz3QTbO/PsU\ndn23l4Kd2Qy9qQ8hyrRLyzI16zYzshhFN4YHpjJ8Atw6QTbM+WfE8sjUF7no6gWMvbM79Pc5p9Hp\naMatt+XR7D69yqegKtyuVL66U9ehZtXWRSvypWsjbgCEfQDhFVByUPrGWHMvdLoSkiZAy+EQrbaK\n0ktOI0Ol0mH7KsnW9SubxYPB3eVPk46UAAi4Hr6aAJVjWHHvFWCzkTXSt+9fL2V/qmVy1u2ZrGzY\n37ngGif0FgZd5muVLj2OavKmmbFmev42IXBIo5SSctiYAj/+JDjzdIOYTgJ3C8PHtgHcEB8Pt90I\n514OfYcGsHVTJXGtHHz0ShGJ/eL49vUs9m0q48EPO5FFJG7sfPFpGj0nJDJqejJLfzZoP75jzZBv\ndeUJvhmDfnfrCsSqGjegvnt0eWh79eLuklWndpfa/xSlmMhKN/l/0NsYWZcpW2dI2/FB14ma6qoV\nl4rR+puR1cw2rDZ2yZZjs5WGqnS6TzOvogX/loB6BqStDWusJWSdGaBMLtylFeQ8/i/WztrMhY91\n4/Tr2ysrnIwat6m6jM0OqmpmI0Sy4MlVRA3uyNA3rsDmsFMJxHjTiUoKwcjLp50qPF3XrS5aIy2m\nM1Umd69HAycsUwbY9N+l/HLLF7XO9ZzSi/43DiBpWGucVDHk1gEmH7sN28M2hG79A3n8nURunLiF\ngxvzGfJOXXHJcUXLM30mPd2vh7ytsP1zWHUX5G8BDOhwDtz5GXx0G2z9FiLj4boPD+85sePg4gWw\n9CG46H7oPICqN6bj7PFHmZ80DflF8Oh/4KOvICQE3p4FNpvB7TPg4YcMOiTAqB7+701KhOVrZYPN\nPijDF6bv5aI7Ehh+fjQbFhex/Ks8AsMD+OXTHDqcGk+HQdEYg07sMvmzo3jLAZb2nIGwCe4+eD0t\n3Wl43AbCZpC5q5iIzk3Ta6SvTKPbE5dgc6g9EQvK+Pq6uexdsI9/7Z/QyN3HHsddprzU8K9c06ON\n1lqXEcyr16xny+JczrmnE6dc2oqQSGeDskt9HFRns0qfwaq2LNBxwpRDl7mfVjP5LwaxyvPUmPNc\nTP9fX4QQNdYiqUjmohlyllpG6m+Zr46z7YASjq1X458eZM0btOpXsm7QaLdcN0/39v0EH98Dz62C\nO/pIo91HfoN0W+3n+Nus0mpaGod0uNPuAKx4F9a/jXjsKcS4iQyLl/K77sp4TM9utLy+hQrNTNm6\nWahmFjqscQ7kM77w5cm645HOv4kh53ug8wUwaRzccQ10HwuTzoIvv4Obp8Pg/jDjQen8r2N7eU+a\nI4D533pZvi6Ij98oJSreSevOLlZ8V0R8ciCFuW6EEMR1Cqf7+FYIAfvX5jN0ele6nNUeh8tuYkxO\nVcRy2mPWjdRYXfhxvG+GeQNYXScra+TQtWeLWmZptorR56ybqmZ5ZZ3MTVN5yjDxLn27LlNN+bXM\nWpvvmUmxtuv/SU+5FqtQWVi0S5ZhsukeXY91sWhXxvobppji6jqtda1W+bNacxA6PAdvahpVjz9F\nwOqlYBh4cwsICHUxYHJHfn56DXeuOZ/WA+Lq1D+ZJbt6XBhzbl1BSJtoRt49kMCSbGZfvQyjoIjx\n17fi3AvrNhjNwO01fUftb6fTHiw2/7llygA3zuxbx0/CscKgQTLMyTJYti+a808rofiGvVz7dFuf\nD+YTCR2HQeEh2LgQ7v0C7h3q2ybnSCAExLaFiQ8iTgnHePhexLiJRy+/RwshEFIN1W6YfiksWSWZ\n75ffQY+uMHEsjD9DOvXrNBQeuRMevhMmjnMTHw8dBwhufzycnhOSaNMlkOyqcAKcNnZnBFNd4SG0\nnU90U+lH1NCMo4jDlCnbWicR+MZ/GWj8TPH6vQwZ5Cbl2+3Mu2Q2ztAA1s3ZS+sBjW8A3GV0Aj+9\nuotu57bnlUFzaNktgr9/3Z2oeBccI4dXh4PjzpR3GUl+2YO/DSXN8Ketrs8SQMO8dZDV6bjeDiis\nSJ53FMKhLBh/JXz8BgS6oOtw+M/7oXQ7X67g2q1k1ZoxmxmSbsBWZYOWR2v5tL7XfI9+t9w8Gddd\nLd9P2w+H2nwsVMsxi6tCcS9cQukVN2Hr2RPDaxDw5TdUlSjWnmMab61ae8U+WnSXwmXNdr0Ll5D3\nzXKyZn6Ht6SCCUXv0DpMeoPQbjA129VMOdFEd7X8tEaeqhzLh6crmaleIW+2CNCyY/2pNMuyflLT\nzOLHLTDmfggOhMFdYfokmPKovLZ/LsRGQm4JtBkPg/pA60TILLfzxaJAUoT0nZKhZjKZ6hvqmQ34\nmKpmpnomZmXKxaZ9k0rUf6tMWUMzaHMHb93wtb42YK771vR1qO/V77ODzjX36Dqn09Fxs5a0kRHe\nVBHNC120LbCW7c5ToZaOabnwQOpCz9K0papelaer5GZTXKuuxXreDO2+Uy0qHdV5HqkvfEbq4+/S\namgSLWI8XPfBqbUYstMy9fLgoLzYzZXh3xOTFMiYaS2Z8niHWt/L2q/4m3Gb09PoKfb8+ZmyPxwJ\nawlqoueTli1gvXTXwNLCSCrKC7j2ghICQ9Zx+d3xDLs/GYez7vMrj0DQfyT3WHdPdpwxksBlS/DM\n/RbOudD/TdYOec18eOFNyM8hz52No3dXPDEuKrfsxb0nFeF04C2RPaV5I9PGcEQuNf0tumkMLjiz\nP5R/A5U2iAiFZ02+ktqeDS4nRIZBTBSUlMLIwXD2XwNr9rdrCEdiUVFi6pybiqAGfEHXh/rIR0Mw\nk4AmY3jjUY4KGnCJWgd9/J/O+Xolfa7uR/amLDbNyyD/YBnBSrHorxMFCApzcO1rvQgKczDmstrT\n4CMp46ONo+Ph5U+I5A427npcypIqSr3MejSD21t+zYbvGlrnffwhEhJwXDsdEdvIbsYpW2BKG3hw\nPPzwKaxejHvdFire+YyqfelETj2LFtedjeHxEpgoK+q3AZcxp/tTGN7jv7N0Ywh0yg4ZoG9nmHa2\nZMyTRkFllRRvnDcWvn8Xbr8GIiJPgn0hm3FY8Lo9lG5KwRXu5OCKNNyVHr56tGne6sZcn8zwy5Oa\nNFAfbxx38UWh28e+9JJa8C2rtcLegNvNKqU4cKvtnjxqC/EquzaJUdPPSt+IWbN81zpd1qF5cHXL\nBv78R/DQU77TPxuDAR8LMbMRPfXUCrFI5QxSO7zRcctNBuh6aqtFHToNLTLQCzjMo3i60ohoEYpv\ncUJwrefsyOyMsWwJxoVnyRsvvYWAYR2ovn0GPd67E1uQi959DKpLqpjT9wX63jKEVoMTcUW42DRr\nHbu+2sGUuedz6kS5UkMzYi2+0HlrXeQbrBza5E6vKyi0hP7KuuZmFVonJA5LaME5z8HctdC3PZze\nG55+BCp6++raVrsUH21SqxJ0+ZRRW2NvNnfSU9pyS5nqMvZn9qbFObp83NVeHAG2mu/jc8bkm8Jo\nMYlOV8+i9HO1QtGfQlnDKvqoEYmZNtPT17QiTCuq53vlJoq5cxXF9Ocsabsl1OIGPbHYbYqrZcVq\n4YdtspRXaf/T5WtM7FQvaNGfQaejVyzrYjKz91sqwTDo8vpkshdsosfISH55ZjUXvziApN5RDD4j\nVL2nbzZiFUlYjQL0sVl05LKYdvrbC9KBpybNaFH+/1N8cdygyt3lhAdnwL4D8Os2B5vXuvF4DOz2\nE2+E9Qfjl58wLj5HKvJ+yoOwSOyRu6i+937S/jePhKmj2f99GrnrD9Lh3K6UZZWy+oXlZG3wLcDJ\n31dI7d1nTzy8OAX6dIKZP0DHRHAGHJl05HDhqfaw7N+/AtDv6t5UB3tYNms3h1anseht2UG/suNU\nwjv7F3F4PAZLPslh2Zd5pO2pIjrRxeVPdyOp2/+DhSnZjUepF2+9SsYXqxm24AGKn58JwOoPUxgz\nozu/xzT2RMBx75TD86p8rcVs3O9f/OPLodVcDJ/ux1XjJEIplOwq1CY4Ztal76/P9MrcknX+HHBa\nX8jwBvLery3YaZcGxJr9VJoUMZp9aDmjXhRjZVBmmbJmNb7RvLYy0p9srIvykqRZlFbw6Ocns08+\n/zQnBT/cS4vRPSi0L6N44z4q1x9kQ0UFhb9sofAXn3Pu+9ZPIqlPDGHuPHYuy8UeYOPgyoNMuNpL\nS8siEs2MHfvUzeY9VbXuTyv0rLMdf99Fw/qd9bHVVSX4KoADOkXAE4Phmgth4HQYcylE2X1lrFmT\nLhf9Hex4+PTZ/cz5Rwp/fbcnief5drP2KXRb1MQFGMEvAPQ11vLEzYdIXVrA9m2w4O7F3HApfPCx\nL4t/+yvcELiMTDWo6W8ata+cn1bA316A8nKYdj6sC7fxwTvFjJ24g1HdImvql1WxbX4fqwzUusN3\ngUmDpnfnttaRzja5u8+ec6Ui27yj96Y8ObOoilQLTbTtvP4u2nzOvNpcTRyd4+WCkr7RtZfHFoz2\n5UnXbV0uu6tkHgp7qgdppjzUN6Pvs/g+tr00i8sXX0pcfCo/qKX5ARHBFBBZR0Hn7zlWRWlDsuSa\nxU7KfNZV6du0zHkMRv5mplwfCmsfejxyZbLDcXIwZA1XXDgtzuxJyc4M9n48n31/e7/mmnDYMNxe\nYpen1hMAACAASURBVLvFMPyh4ST2kn4O7A4b3U6TpkWDh5245mCGH8eB7RIhJFAy5fqwf2sZiz8/\nxMCJsbTuEsjb98o585OT1jNtlovh0zo06flXD9/Pzg0V7E0RrFoJ551j8NrHtePs2AuVfgiHxwOj\nJ8Nbz8K5I6D1aCgr9zLlKhuDR9cvpvgzoT5FXL0wDHj5CXZ8/h6DFz1GXHdJtfctkWYjrQfHs+ip\nNYy4IIaWXY6C+94/CMe/U96Lr8MzfxMrM7LKfPV186KL+mBiULXChu637ohrzkMIrN8NcV2iyKJF\nzbJXPbqazcK0DFnLejMVK9Fx9LJl88is5X5Wcye9oCZfsR2zaZSrRr5V26Dd6kAowp3N3ZMOsGt9\nOaefF8KMbxK57Zx04hId3P6PKMZcGEpcWAWwyuc4qMhnQFrHdaZmxJohW1kx1HU27mcBiEzc9N/a\nPvWyW+v3Um3t3QVw33tys/GgSAfhUXaCw2wYXnAHVlM9IIqYvGwMA16dBUsW7iQsBErKdvLdL3Dm\ncLj/id0sWwRXT4V5iwTX3eHi0at/pXBbBhfc1ZaCFpIlasY6BCmmGMd81iyvZt/GctJ+gehDcG4y\nrPkI9q2BcweBowSenwdPzYfOI+Hh98IYckZwzQypX8RmxoyCQyUQWQ2dWkFxNfz9Fi9FHWtbvfiz\n1NBy7Dapys5QtZN97aSuYb3yVKXZMfjk6XpWpeuq1n/ouqnfEyA/Wta9lHOlKaGePeg2kFkl67fD\n4avPkbbaS/F1HdXP62XaOso6c+zulIuUisfKMvfu28/ed5bTMzaU9W+so2BfAff8OoKIlquxV5fz\n/owN5GzP595NFzHnuiXsW5FFSGkHLn+is9+l/9aFTDUL0JRDLLOeS+uo9LmQPDUjtyzfP9poZsr1\nwdJJrN0EY88++RjMjrXlLPu2mJcXJDPiTFnx5x/sSGiknYjgY1CjjhNe+gomjIXHH4aNJJKf46G0\nVICAdl2dOJ1yYNm2A267D95+AsrKobQcbv4LjLwKxo+CS6bA7JkQnOjkw5lVjLs2kZJ8N9d3WUHn\naV5GPHeWXzHLu69WMONqiI4ESmHHPljyG2TvhZQsmNwP7jlLOkl6fQ48ODWDJ95pST/1Dex2uPFq\nuOMhmNIXfn4Zrn0F2g2Evz6Tx7R7ous+9E+G+Hoch4H06Ljt4Tnsfm4ubS4eyM/fraHzpC6c/da5\nRIRK4rH26ww2/ZCF12Pw0bVLyN1dxJj7ejP8LycvS4Y/olNOx8eqLJYOQF05pJXtNjSbtjIz67JS\n8GmL9XerT6vvMOVlL/RrDcbuPfTlADlqSatmDWbZlZb15ij2u1MxFb04QTuNb7XPp7FvFZhbOw/q\n3d2KLbYIkWzIY/e9iFWWrCt4AukYhsHAxCLSTXaguz5M4eZk+b93IdLdqF7MYbWKMLPeQsu5Ust5\nf/26lRHrY32vP5NmHUf3Rfr76O+l2bcqowlDIDs+GE/HUEroQ0BH6GiyaGixby/XTofv18Gt4+EK\nvVAvAt5StuindoNp/8feeYdXVeR9/HNzb3qDhBRq6B2UYlcUxIavrn0F+1pY29rL2nYtrG11XV11\nXfvay9pYRUVQLCwoiHSk10BCEtLbbe8fM3Pv3LnnnNxACATyfZ48J+fcOTNz5syZ+c6vzZlw2tnQ\nu3sDo/vAG88XkpYK/3wMLvj9Dzxwcwn1XXpTWdLImjfnsXWTn6TsahZ+Bx9sgHufhEOOjGPtyiD/\nd6abnsN9LFsPg/8MBwyFtC+Sqa0OUlXhpciVT7Fa9SQtYcKZsHIzHHsVTLsBnhwH730CT9xWQs6O\nEq58UJgkhNzSHfBTL+Gp8Ry/B8L943TCsWMm8SYAeZXiBTQkCqul4kRrCx6A+YiwCFvlx6rCup4g\nY0s3JohJpkSz8lCrRCULV6xe9f1hLCIYDDJ3ejWFK6qZdE0m2+K6RNy79OM1zHhmCa/OKWDAiGo8\nZCIMmz8J1a88t5GyTbWkZMRxwfWZDOkVz7CDa+gQCtYfjU61oi5KFuwyQxhErN6l7Nj8LvTvw2Lz\nhV1FO1O2g9HY5dUQ5xTPdi9BbU2QWdN9oQH5lcfgorPlj80U4e3NqKoFj0PvvfoO2LAdPr8ThhUQ\nseRcKnf0+GY+3HULnHQ0TJ0Otz4iBtKFS+CC38s0H1Yy6jI/l+TMAGDIyHhe/Dmc10tPQfqABEYe\n7CYj0xWKfPfkfTBrNqzwJpGQ5OK8Z4aS0z0J01Xx+uvg9jugz20QfDl8/ZAR7LMo2ebl4SsLmfWR\nEC8snddATaCKgyd0ZPC5ufzrknn8MrWQy58cyACHdqivCdBreAppmW6CARh28J7amaJlsWeYshoc\n9EHCdLe102payYdNtmvKn/XA6OqbUB+pKe/U0/rCaW86Bk561Mfdo3wcdZbY725GaBfGMEyZVZ1h\nWxrySNSfXdnzGvJ0jzzPUDO2Jl/t2EWwp+6Z0gqiGFaugz7Hi98vPgpevkImnmXkr6Is2oXLtHov\nZk8xGbL+u9nGZppU4whhiztzIwGVh2axE0yEJz+E2S/V0mN+LdlDPxXZFQuZXyAA496GH/4Cw2RA\nopDLrwcOPAiYCkN7AKvAVwXH5cLbN8BRt4tkr98CvQbCqTduZVJ30cYuFyx41EvCsTDlfLjjepVn\nfTjIjmRcidlw8gFwQhchR61NnQN+qHJLNpoiWPDSRQFSkxtY+xZQApMOgffmw7hscK2TDFmtaPSN\n3GU7NUg35+8QmzNM5RRxvTFSRgthWW5Vhlh+fIGwT34NsdOPYtc9tYhBipUqu3i1fZayQFEWHLla\n5ZReQ9lDqzQDWMnjf6rm0vtqufw8SDwavpwFnWqrKcip5qHztrPgmK18/+8qHnjEzbUTV+JuEB1t\na2LYDV7Vs2bTVtJSgxQurWBUTh1D1snvRPUdXR9hp6tSaeuN6/pv5urdYYPelkC7R58djEFnWA84\n+yg44U4h79ob8fFX4f//ecmeq8duRZIYHE85AO57HhasgIaG8PtoaIBr7oaBXWGw5mHs9UF5FXw9\nD0YOhFduFwP2+m2Qcw7kXhA5IJ83Fg4/AO6dDPf8XVwPBqGiGsYNh3X6ALkLqKsT1iKf/k9MJn8/\nt2Xy3VvRf4iYmWtq4dfVcPIxcNOlMEoy4psuq+ObpWk88aifX36Odijz+4P88HEZ7/y1kGfuKKLX\noEQGDInj6GP3naGs9Z9EbQaptPhFRO8sU2qcF1v8rtIUGseNxrl+r7rf3KrJlHUWE5Ypy99cfnjs\nCmhsgA/f8pK/UFC40xqEzO4U/1RO8U8FYHClsPtUjOFYxGh53vb/ANBjpqzUKvmnl62Yoaq/MvFU\n26qvI2z5IH/zfCaOt8j4SNeNgsR4CCnRf5B/aEe1X4B6H+od6HJm00pGtZNqx0rjqLex+Q5N1qyz\nZfW/20hr9Q4BNsJve8G02XDcZBg/NsjZYwP0PgIKDoc1G+DGu+HSp6HHjS6SJkLSGMg5Ce5+Fsb/\nAV6aBpc9AsN+Dx/dBKfJTTgfvwzOGxmuwwVDYJ4MoHPpydBpKXx8J0yfC31Pgysug/6nwvgT4cnL\nYMzV4DoSHnoelDjXIyQfZHwimFzXb0XjdNxex/heDTxzAzz3fRwpV0GPP0KfLhBQprDqmdUKoh+h\njQ1KxgjGOzdFeJiq8Kq38TAAfRMEq73/2ync/+0UAA54U+g8Bs1eD8D1c58DYP7DYuPTNVeJINQz\nHj+ZGY+LKIH/+2AsABtmi+hEvwSEZYey5lDMtQuFISuj0cwHwpYcAxDfxEW/qWbxTPA1ignu02/g\n82lw/rnw2p9g5jQfifOrufZGN28/Lq0e5Aoou2oLnz9byN2n/cqvn23g5R/70KO+jBGj48iaLj9m\n9b2ovWCXEA6ApL411Z9U/1orj+pb2Ep4izdzPDGPLTQ562h1N+vgbViLJsxlhJ1JnJWiz1xam6II\n3RnNHABMqHutTOeSYN4amPAw/PdJGHJ2pHs3hPeYq8pIlo8hlpH52+VXrqyBdJm1WZb6EAuN6120\n/9Vz1ITT1nnhwpfhoM5wq1qu64zfdCm3a3MnxJLGTtGqdEFK6aaLL/T/9XJMU0n9ebrA1grocps4\n7dEVCrrB0pWQnw8X/iGJo471kN8lDndKIg310NsrbFs9i+H+V2DeAvj4ZpFveQ2kpYFH1VeWXboN\nnp8Ff3xfnI/uDDMmwfoKeGcZjPTAV9vgn2LcYWgGHD4AnjudcJQ1BdUGg8KXduSIvpK4uA6/H9KL\njbRm2wAlA8WArBw9lJhBnb/JJADmf6vtMq2iwPWUR/Wc38jjBnnUY/mrtNKXI/tQoUQ7Jk7cdBRC\nlKcGXYh2zFCivOwGoZRpWBag99Hwf4fDM7dChny++gZIHQsL3oZHX4P0VHjiAbj+XvhgOhRtg8RE\nmD7TRX4+bJ8X5MJb4OEL4cyjiN6lRh8XTDGlScisfEfsxiJTvCfPXffQ7ma9JzC6D9x/NRx9GYx9\nK8ANN7k45Og9WyefH56fDfd8DiNz4PID2D3b7O5l2FYBk9+Aa8+GyafDFmDtRhhzKPQ5CHakhGe7\nRlwkJRMRwP29r+GA8E5edEjFcrLOToOrx8GqdfDWIuiYBOkJMDxX/LEJlso59+o+sKoaDuwcnU9T\nSFHxH3YD+9qbUFYuBuAe+eEBGYSZYCAAx1wG506A046FRGOzl3Hj4aLzg9TVQ04GXH4OnH4E+xRa\nnylfR/RyWP/fZNFOTiMma7NT8Ok7yJsszVQsxqJITIVt5fD8D/DUVHjlZphwsPxNsXJVplrGK/GD\nWurrZqjm1KjqopZT5m7aGko2wO+/gQ3l8PjBcJQyITNZgw5z5o/FVdQuvrGV041Kq9pYPWuecd0K\n5ntQx4rI8zd+hWtnw0VHwpQnxYC2sXs4QH0RuSEHGwjHjO5YKzJKrIBHnoYpT8CZY6GbB44bCkdk\nansFeODLFfDtRuibC+cPkixarWAsdkv5oREmfQmr7ocED+F3ZipZdYwTh5Kh4uV1Wl0dmb+6d512\nj9zFfN1QMfr3WiLX28oCTlrcXDYwvInuix9cLf5RppJST53ZU1wI7S85jzBUcCLlGX2ieNibujwK\nwCW8AkSahSrTOnVNmcR1KBOKP9c62FIMwyfCggehRw4h8VlFCaQkwPRNcPKzROHAnnDrMTBxNNEb\naat+ZdXnzfHDLiiWvhKzW61Z9XXA9XA7U969aMJzML8D3D0JBnSDB9+Gzlnw3rdw9gQYMcD53pZC\nSQ0c+j5MKICXDoGMBHaL3eTehkY/XP8dzLwLDiwAI9BbzLj1ajjjQJj2P9i2Gi5/EY4ugL+eAulJ\n8PbPcMvH8Luj4J+z4OZ34Og+cHgWDO8EY1JgaTn8uBUGZ8JhneCZxfC7QXJAboctuubCLSfDWY/B\n/6aEFyiZ8l0e1QcykqDBD78ZDacfAiePhPRkcPA52SfQ+kx5Is5OCqYcsomQjREw5c+KpeisNNf4\nTcHK0aQpM7BMIToYPgW6dhQ7YrhcUP40ZJhBwRS7MhgfYC+nLYXyBpgqFRT1wFG5kJsEGfFChjl7\nG7x5qFZ/K9mrWY6VEXxTMJmxmb9+btf+Zps7ORSa712xkzyYWwiXToMlikn1kscwUaYhO2x2BpBS\nK0M0miZ2qk2KYXs5nHsn/LgajhgAVTUwqic8eZ6wvFi1Dt5bANtL4Mct8MtWyEyE4/vBv3+BBDck\nJ8Die6F793C+omDjKENgltbBwhoYlAOdL5K/qVWWcmhQ7FqFs9TrrWTTilVLpWJIUTUhfMvXfzgM\ngKt5GoDlX0qTB2V/L9lw8pE7QveMypgnsxcOU8r1/w7+AsDv1gmHFN1hqDJXpMkoa4x8DtVHpfJs\nxs8w/haoeRxSlDxbfSdJcP8ieGIFzP8t9NSd9OzMMU3Rk766M/UcCma/1vOw07noTNkTro/rlXam\nvHsRY8t43PD4eXCSWM3RLw8enQb3n9P8InfUw23fwDcbIS8VuiXA0h2weAdMLIB4N9w8H2p9cFgO\nXNUftsS2qco+hVU7BINqaeR0gBl/guo6+PBHmLsM7hJmv7hc0D9P7BGgls2lZZCWAIlpEB8Huakw\nbjQsK9QGZQc0+qHTk2IwT/TA1rMhte158u800iXjLa3BMlL03cPh7qNatUp7BVqfKR9LtOYT7BVT\nJsPQB0vTisDOUkNnaIpNxSLfVLBjzNr1Z+fAVZ+Ez98ZD2f3AVeBvKBmesUEVoXTUgYvbIF71sEZ\nufD7LrCtEeZuha+q4bxMuCwLSIRNjZAeB2etg1Oy4G+F8EZ/OMK0KjG1zBDtJNJUu1m1gXoP5vvS\n71F1STN+c5rozN/M58iC77fAq+th+mp4fxKMHmyk0d9zonGu2Lrqc6YyzWpvQHNFV2qkUW1RDFd/\nCc9IM8PMBCh/1ChXC24FhOTDAx+Hf/aB5zZCXgr8dRh4VJ8xrVV03Yjm2BRRR1P+vJwwVHtIefPq\n88VmjcqJRMmClWMIwBELhWlbyQHiZf5bOpooh5CTa6cBkLiWMFTfVnVT9VbvWH4D366E8X+Fkqsg\nw24lafXdm6JFO7mwlSOImYdTOabc2Urv5Alfd33WMkx537G43sMolh9Fl1Shmb90FvxrufM9Cgur\n4J618NlI+MdgGJoG47Pgznz4uq8ckCW6J0AHDwxKgcJGmNgJPiqF90vgxWLw7n07N7UIpm+Ac6ZB\nTir8fA2M7ranaxSJJ44N/1/rg5832afVcedY+O0CuLw7zCmDPl/AZ+tgzla4/UuYsWb31HdPY2s5\nnPUU/Os4yIgl8uN+hNZnyoOw37EYouVFpiWFE9sy87ViyqY7rzqajFwvy072qTHNBh/8ZS7cN0dc\nOjcP3i6C94bCWXmE3XzlBsIhI3dg5kz4YwnMVS7BqlxT+67J7TYEYdQWuK0DfFANc6T47p8dYXI6\nzrJls/4KViE27Risk6xfpbFbhaj8nbTk2m+ztsMZP8Kb4+GEoVpaxVxMZg6i7fRnV21rF0BMrSJ0\nJxdVF9VHGow0Kn85+b67CR6dB9elwEM++GkkJCsPPVVHCxfgR14UYqs7u8IhaXDfeljSCPXy0/wi\nHw5MhNwcrW49hAjHGw9peuxola9VGAjTocdsa2UHr7exacWjzD8VUTCdnCDsrGH6CWgrj99Ohb4d\nYYoKjr/RSNOcUL1mPzKti6yu2TFkq3sw0ppQdsqL25ny7kUzpe2JHrj3CFgiZZDvFsEdPeGKFfDd\nDsdbKfFDUjPfREE8PJoNt5bB0ckwpQMcnADnxCKOaUMIBuFvq+G+g+CEndiYuTVxVjdIckFpALon\nwuObm74H4GI5CE7ZAsdmwGv5kC8ntmOT4aFyGLAJcn6B/oshawGkfwIZU6HHJzCnDQTK0vHcQlhU\nAv4yyJq6767udhatz5S7YCmTDcEuZKdVcCH1m53HjS7nVLO1ut8MFWle1++3mnn165ps3F8HkxfD\ni/KD/KAjXFEBzw0R8uKQNlxjZDe+APnxcKsqz9QUh2POh+ALwrYAbPXDgR64oBreqYeglN95VfhP\nrc7K8dBnPEeyyar0dnNitWAtizPzsQu/asXmjPz+vhaeWQffHws5dqzG7AdgHwzJ7EemNY6VHNIM\noGTn0g8s+AlGNsJTwB3Aw/3gyi4gxbbRIWPl/18sgROfCF96sT9UV8FfS+CUePhzurD6qESIaJM8\nkA58mgZ3lsOTneDUVMKrB7Ui66eVY07YKu0647ruDKXaRcmJVfspObGuF1prXMuMPC+tgpt/hW92\nwN194dLF4AJ8oyBOERc7T1urML9mqF6779QJZt+0utdutagg+4lr7X7IlMv9sHxn9sTamT0/d3IX\nJLcLXhgOT8mPYqAHpmfD71fAPCvHAWC7F3Icti/S4QvCORUQvx26l8LB5dC3DLLi4Nm9e2/TZsMX\ngCkr4Z3RFgPyXoo+cTDQJVbwnwB3roPyGAaJE4ZC9WTwXQX+MfC7zvCHTvBxgdh58qQy0Y37uyDb\nBZkuiHPBpBR4JgvOLoInzYmomaj1w4wdkPNXuG9W0+kjsNb68o5GuGoRjJ8NA7+HDA8sPkqUBXBr\nvniOdoSxl3fxSHxfBy+XwmYvHJMKN3aBvBgHs9bGNbkwMQuypZb/rl7wp7XwqUXa/HhYVEOUE0Qw\nCO/VwLRKKAsIRjzUA+81wPEJsMwHaS5Y4Ydna8WHui4RLk+CAoty2hr+vhb6p8HwNraRxH8T4KQG\nGIGYbDfWo21fao9U1Ze1QWpEMkxMhhdqweuO9pNxuWBCMlyWAbeXwXGd4JN6OK8BusWoQNtYDxOX\nw49VYtIflgtPzIUrRkF+Myb6n3fAzQuhsFaEHl3nhdklMCAVrukFYwZDz2TADed3hafWwB9ym8x2\nv0Oriy8atZcc7zQlmEtfufQKJsJdRfB8GWTHwfvdYYip1DKXNVbmNGbQIism5hQMR4fu7mmam0n2\ncn89PF4COy6U14eFb1m7Eg7+N8zvAQUJhE2GgIk74OY4+CQAFUH4JhECQSHDBiGSWO2Hy+pgtqa4\nuyoJTkyEhjjo4oZD48EvPWFN8UXocR3eR7xqnzTjh+aYu5mDhH5uBoJqgNe2wj1rYOUBEG81+dq5\nYsv7I6Ce2VQYmy7sVu7vRh8MmdOp4FJ6ufI5ztkMw+KgzAffAZ8cD12SCIsT9HuUgk2Vo9ycV8F/\nKuHsLfBpFzhJFz8Yu/csL4X7gZlAAnB7NlyVSaRi02yTGqgJwL0V8EkdfNYNennA1QEuWAuJcfD3\n7pDq1spTde0VmdXHS+DyBfDgEHhuNfxUCX/uBdd0h2wzmqDW/7wGu1djgil+q7RwdFJit3jZB72G\n4jp+J1e7Cup7iBqnbFy2XcX7ofgCBDOYkg/f9IIVXpi8tel7dgotvIb4TQY0BOG5XwUD1tG7A1w9\nAn6/BdY2Ql0QfvLBP2rgzGS4xA3FQbhG1slc7vV1w1vJYjw4MQ7GxcHGAJxaAbdWwtll4N4K73uF\nEqpi7wwHHYULOosOWtIGtxIcGAeFQbgJOBQ466fm51HigxuL4C/ZxoBsAQ9wL/A1IqRFZQzv+Fcv\nDNgKa3zwRS70jg/vDv6PHvCfHXBrDMrKYFAMyB8eKgbwbdISKA7IdljJlpSLvr6XhiffY2h1plzq\nCc9AydqMY8uabZRCwSD8oxrOSIaupimcOZPFGGQo6t6mditQdbMKrCTvUTN+vAd+9sGlNZDsgtP6\nwvV9ICEO6CfCbl7/HrxWBAShbyKc2AnuLIA3lsHVO2BLOuTIabRO5q+YxB+AN+T/r8XBBRYa7U6E\nPWrnpsEId2ReilnojDnqvdgp7/SB026lEotDgLpXKjdH/ATP58BoJ5NFtTrRVyyJRDpbqPermJ4Z\n9MnK5VyxzB7GdSOm7npN0Zcl61+UAoftgBuC8BvgN/HwUC6crVyprVZXqp+tg68r4Jo10CcBnu4E\n3eOJYLqKYVbJem9W/Qx4H/g1DV7PJVI3op4xFX6qh9ML4YEsuFiFBJBtXikZ7boAjG0UKzZljZen\nxA2qHaUT1gnz4JBMGJkBp/8CI5Lgh06QHEeob1TKZ453w44gdKuFIPBxChwpB/JKYwJWDqtacD/U\nOO8xzu1+B/vxxRvDhK/uDTFnrU3rGsJ55LOfu1m7XHCt6ky7g0nthjxHemBODnzdAE+UwLMb4Pxu\n8NuOMLQT/LMf3NId8usgzU1oSe0CJiSFB2Qr3B0PXVzQwQ/HA9+nQrwL3vbDqYlCfFFfDZ8GRKca\n1gbWSI0BMdh0agN1NdHPA7M6wpgyOBF4syuM3QCHVEAPGzmtNwCvroOPVsJn5XBnNtzRCZKbaTJ2\nAPCqg0L89Uq4Zju8lANnODDwXnHCvPtXhC7Eg2D+VnhlGIycDS8Mhbohou+5bRTbAF/44VA3DI6D\n//nhyKYeaj9CqzPlbUTPPGDN0qAJubMdTFmSkzOEYl5ObrbmvQazqbP4AJR8S/2m5F9F8jweWAhM\nAz6Kg7w4UfRqHxyQAm8UQF8pt3PJnUUOS4UNjSImxp/8MNYN6yX7yZN1qzPqbNV8Vu2vQ38elTbd\n5uMNyZqtHIFM+a3TfojmO6uBRXVw3EooyoE6+ZzJFvVQzK5Iq3e2B7J0hqtYryq7wjiqvDQGG4r1\nK/fBC/UVZQon0/68kSiMlKE1T1gJhyfBPV3gpPVw5ki4fLCWB8A6qPDDrRtgtg9uToHD4qG/cqww\nXaqBIsnO1binGGUZ4lWcDcxIhhF9w/eUbYCx1bA9AE/FwwQRNyiqr+rhVHojWHIAscraiBBLZMm2\nSVaMORe+r4Rzf4VH0mFSKlQWR+argrtlI+Lo18v//xUPg7yRZdtZPYI9U9bZtAmVRilKd8Zqrins\n90x5t6MV5JgHyL+n82B2o1jKHZEAz8bBMavhtQw4pAP8NFy4VKcFhLXJ4jo4eS1U7MPBawJBOOBX\nuHInw3LuLfhXLpy9FeasFx56P2yTgzJCBLekCu7dDF/UwHg3vJ8OAxJ2rUw3cE8CXNeA3BdE4Be/\nGLiWJIInxqFjBrAaEb75/xDSHjvLniMz4O0BcNlyMSg74VLgaYST4dagkBDtY35PO429dlBWslLT\nUiAmCwFzmnWybbbaxdaEKUOW57HIo0xkWzDaiu0wBCFP24To/PHAlXNFPPKTk4Uy5qU+MDgeGrzQ\n0yUcCBSULE6NYRkWPVwxonhDlqzLvfWj/ltZhXW+daZGX0O8WiWYjjl2IRAh9B7iauCONFhZK5RW\nVRZBrFRY9Sp51MW0W3yQpdnO9pRlZyirAUNfEGKJFn0lQ7FaI6iRYoJ6eF9FbpV1TYEPfgjAldPg\nxUqo3gTLZsCTW+HnRljvg0uSoCgbUkwKqMopjK6baRAUb5yf3gh3I2S3HWV+fVKhsi78zlQxplGE\n/oklAINlVYYD7yDj3tfAjUB36XiSJfvW4UEo8kNxFdQazFsdKxEitqfl+TU+0bTfa+WqtFZ6vM6v\nYAAAIABJREFUQpMRx2IVa8qmY7lHpbGSayuk0PKDaBuU1u0fOAGYhWAqRyTAXK9gz74grGuE7nFh\nTbkd5vvhyDp4oBFmtsHtoY5KgF+DgjW3ZcTHwXO5MDIR5tfByNXCvvyBTNjSFe5NhakNYrXUUvAA\nI4Gpmlx3rV84Ge0sxgI/Av+Wf2cBa413E+cSc29TfEVJPQYA3RETqhr893e0OlO2kxGbLsAmq1PQ\nmXOUe7CCDQO0RCyDlY29o2Lmev7KnlLVU9XRZPxZGuNUz+6R9a7SGEY2cGYFnAycGoRxS2F8vIgW\nF58a3uNyi2SyaRlwZz1MbRTG+0Hg5wDghQkeuD0ROqVAZhz85IHFPmj0wWlAuqyjbtoabzB79Xym\nPSkW95jvMtmBVZvtU1kjVg9xwKEN8BJi2Zysv0tfxIF04yc9Oqdq054yeFC60XcUC9WrEbIO0nc5\nJ9wGqy1ksN1U/QynCHcHOLceft4M3/eGlY3weS1cXwzrpRnkZUlweAZ4jTa2kvWarE29M7VSqgR+\nD9ywEY4vghQXzAvAEdh7FJvyXD2/dKAPMAfR594G/gnc5Ic/A4PXigH174jPJbAjWt6tmOcW4HTg\nY4Rlio5fgFMIrz6sPl27Ad9r/G71HCaa43sWC2tvCbQz5TaCJOD+FPjOB681wLR6sfwNBmGGD6Yj\nOuMbXvjBD0/nw89yqX5NEtRkCZnmDfVwTCn0K4YrKuHuGuF00Fyv2tZAAmLLuWOAqwlvF9dWcUs+\n3J4D52yEDysg0w0vd4PS3nBROgxqYYp0IMLK5rOAEAHd2gjrgzs/kKhB9mSERdAliH55BsKl/CTE\nhtifYT/YeYHjENZ3A4nwoQKifFL2S7S69cVmnC0CTFjZBtqmMbX8GrwGS7O1v3Vizka+Zp7QdLAf\nq0BB5qog9DySqSnLgwYf3OODp7Q6FsTBpoD4CA5zw3zgqQFwUWcobICu38PjIDecF0jpA0U+6JsB\nn1XBn7eKR3sdyHFp8lsL2MnkrOxI7T5+K9ZibqCiyyF9wF8RIuiHgb7SpEy1T5kUJuusPd4TKbdX\nA4qqk2KWGbKtS2XaDeFbQmS3m7FaUP4U5r6dAONV3WQg+VBnl9s01Un5sK4bqfVC/1qY5ha6AtOC\nxmscIZotmu9FnU9HyIGDhB0FLwMewH6rO6vNbDIQIouH5Pk6N2TIup6LkAffBlxL+JHN9kkmPOi+\njhiQFwIXAifEwxde6IiIhLpeu8euTgqmKN4pppBpheEEu35sJ9PuxX7q0bczsBo82yLiXPBAPCxI\nAKWg3xAQrKUBGBIH00eIARmgS6IYZCYZ+aTHQV+ZwYR0eD0fhiTCYQ2wbC8Mo+gBrkKwea/p5r0P\n4B0fDI0TA3JL4xSE6KEcuDYerk+ANwgrR5sDua0gicB/NS73J+A9xIDshADCu/EjxICcAbwof/vC\nC4+nwQ52j0igLWG/GJT3NfSOg4YusD0PRrnh3TT4MAU+98EoY8PWWGLS9E+AF/Lgcg8c0yiUOT8i\nTKH2Fh1bHoKJHVMDD9bHpvxbixiAngJeQ0Rb29vQEIRHvHDLLprB2SEBeAH4AujjFpOuh4hoozHj\nfsQg2gBcG4A7/YKVDgIOi+H+vyBk0royrwwhZgG4UXoUtkGv+hZFq4sv1qEtISxEFqbCLxbxRbLp\n1mtAZ8q2Ig7TFVj/33SDdRJ12O2oG0PgHq+NklAty3XzMyViUGZhfQaCewWUXixdfaWpUtEX4Xvy\nlNuxCopjuIkH6+HVCrh/OyS4oDYILj/cmwTj5frRdNKyFEWp5zHO1bHWONfT2uWllq+1wBWIuEgv\nuAULfM8vvM7iEMooP/AyQi93OML5YQVCy/9sEtQEIbUzZMSF26BSultbhYbtqeoiH9Z0BdaRp5wq\n1E4nUgE7V5rVqSW9Mp17XtbtFaKVj0WG8tFKfGEu2ZONtPoyPSkRJnvhIOAPLqgyA/hYlNOIUALn\nIgbPB1LguHq4MgVeqYcePiFS0qHqot5z1yy4uQZm+uCCJLhLmtNdJssKIkRs/0aEC/g90aIPvU5N\niR7MttBhijF2RoxvJ7rrT7vzyO5FG2sZFaSorCEcf6G5cLng4g5wsezNwSDMLoZJtbAM8cHsaeQj\nlH8PAwf5xUDcDxEmsw5hFeBDKKFOIvwaG4FjgSMbYHEQum+CRd2gwy5GEtsVzAPeRCjGWgOZLng7\nwT5KoBVciDl7tTxe0whj4uBHL3yYDtk7BAO2a0Yf8Nsq4Xb9v47C2geZXg1mLuARhBhkH5E07hL2\nqKLP1qQNe7drnS2qNFHOCZJhWMmSQ0y5qV0szP8hmiFb3WMyYpXGyQDTSUNhU06ZNM/Kktqor7vD\nuLmw+jDok0Jopwg9NGK8uWeaglk3/fdSWOqFg7cLkYadHlRnD3bszUkBaMc+THatN1GFTGcVSsJn\nUU6x/OsHPJUoFFUvDpQ/1hhHsN+jzey3+s4waZFpV0kTvNXystpEvcYNZ/rhn3EwXoou1OrHSrGn\nngmb32JRdpn3xGImloxo50vjIM8F1W6oDsJyH8zMgNEVsIBwwCKFIPBuCrzfKL7PTweCZ5PoRyd4\nw3oOU4HnNa5buUWbylq757N6Jrv2MVcYTvfaWZa0K/p2N9oQU97kFwPyWwfKAbmFMSRehH/4R8tn\nvUvIRjDnWJGLWLp3AMbGC8VTayOIYPpn+OGhODimDXyBmcAHSbA4IMLE5sWBPwiHVYjnedJI/zRC\nxDSlTphjftg/7NZ9fKKwCAHhraom+RLgG0R+vwO+3K1PtHdjjww98THIiU0zt5AjiDs6TRRzNcqJ\ngBkUx2S2ep3MUKBm8B0rpmyWY8qqY7GGN9xsQ79rWjvFkNcNgyFfwcE5cO5ohMEoWgAfjdXVSdbs\nlQI7tYzNUu7DVu0o/5+AUJjdJi9bxCsPIRazORPm6knVTZmHmXJpu2t2ZZmuvt/UwqA4ohiyV2PK\ntn1PtZd6H7oAVAVBUvWXTDlZln0nQsn2FjAoAHWBMEtTbWC2n1WwtaaYX8iZROtvqi3tzOdC6Sz+\nz6gVXWtsPXyWClOSYVIVrPEL8YNKV4ToJ7d44E+dYVQSIQPzsmLoEIC5wN8Q8nQdccAHCFHZMoTH\noJVJnB58CbS+Yxyt2HVTlh1Wv9vJ7/VrLYk2ME/vIbQRt+RXN8CxOTDn1N1bzgqEJ9Zw4Fl5vrdY\nZjQXQWBZEA5pxd7vRcSiSEN4sg1qvaJbDGnA5ASYXAfd4mBahpDwjNDSeBEWH1e65YBs4IMATCE8\nIKuJoSvCrK6TPHcjBt/pwF2IVdpm9g+0ukx5JSKIB1jPMk5yZhMm07bbrTkiRKidXNAK5hRpd6/T\n1BmLUsUu/KVd+RDS6rtWwawTYYw0hdvynjgqN25dBq+sBpQisKw+8jzZwm08VFy1sCHt1QCnuWGe\nX7zHKQh3aCsmo6zzYpFdmhY5UW73Du1o5VgQT1gObaapQngJ/gQcqDxEZNuXaTJ4M1xpqF2UDZe6\nV7cvU/dIGjd3jniNf0eY6P0H8Tr1ujW1orBakNlZGMQSxrKptFZWHqr9OiK8K0clwj1JcE4lzAnC\nVwiGFwQuAEYBDxnWKm8iBtc3U2Gsocd4HmHlkowwuytAiE1uQIipBiDY/0vAjESY4xexUX7jgW0q\ndKtRZ71tVNuZ9tlmV9ffhRmIyGojcv2ewbTLlHcv2oCxpJpPj/5895flckGWC2pT4c0k4cgxFhG3\n93jgPoRs8TP2jKy2OUhHhI68FRHgaXfjPsTu1nfRplQVlnABdwDPNsISP7wgA+GfBGyXv/8JMfm8\nEoDZQViDGKznI5yAvveJOCxK6fkuYkCuQ3gG9kXIlxchPDlLgdnA54gJ4TEvdHbBEw3Qo0o4rXyD\n/Sd7MUKxWGvz+96GVmfKC4nWxuuw02zG0pntguTozM+0ezZl13p4RNPd2XELJAVTVm3HqvV7zTTa\n5qER0JmbD6r9MHw1jMqB944Ql4teE8csaZKgM+Ut8tm6GnJbs00iAsnbBOuvrIHyICxpEM3xNaLT\nfyNv+xvCLhjC7MSUneow9ZN279spuJSTm7WKKaSzn5uBbi5hAdFJjhBeCyuZqDK1wO5A5LtU7S3Z\n80cbhRvx+wjmZ9X3m2JxiqFZ2XXbsV2r63a2ubGEtTTl2rMQZokzEoWydXwDXI9YgRQjmO98hLl8\nA6KLFyPssTchRDkKRyN2NFmEmLh6ETKzJw/RvOr9dQOWZ4koe8EcsTPNf6vhlXJY3QCTUuCyGtGf\nlMxZORCBGPQ9RNt+W7lf2wU4snp3IGKjt9sp70Y4xW3eW/B5BeQkwzvHsUdoQAeXWLJB2Arid4gP\n8lyEXfBvid7ibm9APMI29qYgPB+EP+6mch5GMDWbHaDaLM5AWE8c2QBPx4v/VVwLN8IBRKESocBL\nQThYHEjkoDwLMXENR7DmjoRFPDUIjvI9Qo8xFzi0Am5NhgtdYu/CKzuKv81lcHulcEp5BbHZ+CLg\nv1pZ3yBs1o9vkVbYPdgjTNlyY0N5bMqzy8ke1pz1rGRwppa/WYGOVDkmE9eZpcmUza+xOYO9Kkex\nL72cephXCwethKLzIHekvP6KOBQtFsc8bfNQM6yo1Qa2YDyPgsHaTS9DXY6flSk2iX2lBuYH4Fkp\nz3Cy9zRlo1ZB+hXsdAcR9TPk82b4S8Wi1gPXAFt6Rcen9kp6Zhu8SjFm/R3LjIsWi3+HIOStqomt\n2Ki5gjDDcFrB3NLLfD6T5en5h/Kwy1v7307erMpZgxAFlSMWDuMQE/MWmWY0YVWJuseFMJkbhZjM\nv0O4cCdZ1EnVeTFwOcI5aAdi5+4HETGjVcCorC7QGISTC+Er4/1nIBTU/0FMEHcjYpY7weynVl6S\nEG7jUbQz5ZixM+LhtsCUhyXBjUPh0E9g8RBIjSXQRSthpAcKEqBHrWA8LWU+3dLv5QDEmPpRLZze\nwvsRZSBWCVMR5l37IkYgxAMTEIPqW/IPRGjObQg58DDCMmQ3QmGnBrlYDIdSEU4/XeWxG4Jhj9TS\nrPbCj40wJQG+qhNsPQ9hNTJCljsZYQN9P0JJfQRCdNKJvQdtYOhphx0S4+Cxg6GwFv78JTx6yp6u\nUSRqEB1sL5orouBGBFr/uKblB2UPgkxnN5WwjWMQwoH0LUQozmrCgYfKEYMfwEUyTSNCMThNy+Md\nROyLTxHWG5ONMnojgkqB8I6cJ/9+Bp4OQnFQ7IU4IQl+qIfzPfCRT4jSuhCWiaciFIbVCIY+RR57\nIhaZe8OA2Op1aIYnsSWsTInsFBRWplKhtDYVUeIMn8+elTnFbQ49SKpxNMvTl1d2IhRTwWjl2LIJ\n/t4DBv4EN50G+ePkdSm+WF8avkWZvilTr6hluZXJnxmgR9YhtOuKWrrr8aFrhGXIPbVCrqyyM5Vc\nevGmKaRt22sjfJTLvJ6feW6IbkLOIogPND4e8a66hO+Jz4hMG2WaqEZbvY2kSZ0SjwxHDALjEct2\nI4ifKMeoc+ho40gT8RwqeJUn8mgGrLIqrzm7bthB95s5Wf6pam1BNMcGhHKvD2JA7ooYkJMQK6jf\nIHQPCsOJFhXoYpSOwBOIlciPCO/IUuB84Ip6YQH0qk+UdQrCyuYkI580ee0gRMCl9Qh589EWz2iK\nR3e3YVa7SZwN2oL4QiE3Ec4/DB5prcg2MeDWerG1z0NNptzzOBn4qBIqdoPD0EnASoSCan+CB2Fr\nPBwxIV0CjEEo7F5CiB2yEV6CWYjJ6gnEgDpEy8eHEP+UaNfiEWKn7sCZCMuKoxFMHHntMsKOl48Q\nGZ5ERy5CBl6A2NZqZ+JMtzRaXdE3H2c2bCfoV2iO4iKWACUh9mYoTkAzEbNzNLEKx6nSZhjnCopl\n6Q+igtiYAY8Uy1Zs10pzKZnZ1jEw9Hn4+SkoyCUUkEgPIrBFhvFU7KmfYoWmqZ/OyDVnCiCs1DJZ\no2ZK9p9VcB1CqZKBtcsvRLZ1lOOKXahTj83/JuxCqEroO0QHgNGJMGsk9B2gJdoqj6WR90aZLOpK\nUMVqZajOVTXCrvdAIqPWdZPHOuDdeLgmHnwy4LNixI7fiY35pwmrvmsqSEO74Tj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d07dZL5hq0Umi+vN2HVbk0xVic7ZTvok32drH8V6VQUVvPdi2vZ9P0mSleXE/AGSMrPpM+k0Qy9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\nxZwqq91/W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"text": [
"<matplotlib.figure.Figure at 0x10f52cfd0>"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"air = iris.load('air.sig995.2000.nc')[0]\n",
"plt.figure(figsize=(8,6))\n",
"qplt.contourf(air[0,...],12, cmap='PuOr_r')\n",
"gca().coastlines()\n",
"ax = gca()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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lRx8xBOnEL6nwtR43GsG8+dWfH6aaQjymEQpEiYYSu+8VJyXxmEYsmiCpJdOZ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CAAAg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TMWYCARi6hqEnwUnu9/lKQRAERFGIppsTdrNNhEfX9vHC1hLHXP17fvaxkzh6QVzDm2qaR+C7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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x108e7d590>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Using more basic API without convenience functions"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import netCDF4 as nc"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ncfile = nc.Dataset('./air.sig995.2000.nc')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lats= ncfile.variables['lat'][:]\n",
"lons= ncfile.variables['lon'][:]\n",
"air= ncfile.variables['air'][:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pcolormesh(lons, lats , air[0,...])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": [
"<matplotlib.collections.QuadMesh at 0x10e67ecd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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F0f8LAPBf4fcBNLbeXyAXBeB38bMAGpWdFjykZkjl3G4WPYxiOWvmGHUEyoS3\nIA3EOq8z661bTtoNWL8vW//SimtixSJymjXPybHYeWmYBIYXoDy18x5pFKr3GjJAI0q+LPvTY2pj\nzjaUWtLjGp0ypaCUWiDUOkipHj2+Q/anKCVTUTmNznjh3bHfv5Jx5Ke1EEGLNILj4JYn28+02O+p\nvLwXezdozTfM8c13QfMOsS3mGtbcw0Bn35dCQSg9pP2d8y/gsR1SMknTtNRTmfhcLJ7CS2/wHMgO\nh8Ph2KLwj4HD4XA4BpcmOpmY/NDZZf+FqI8OUxOmN3vJ4oP0wEnZTsE2qBIy/+/rpR5VSksl/OIN\n0bJjz1GjO/5K6gGNOmo4/fpIydDSh5QOt38P/zUA4Jtfuy+ewOQxs1amFixHrPyelbdLXQsXtPft\nxwEAh7fFE34IXwPQUEBpzJ/a8YeJQxaj09COE+bEpZkn1ILD7velGzvnGDueszbYT6QnSlY6bFst\nf3IaeSlZSYn+UZqRUCoq12bJmkgpBqV8dsl2rg09V52fuP+OWLz0+nakVKBJlHNxKo5POgje9H3j\nSPnusA/0Goz6eQKdIL3Ke3hJ6moSmeVC2a2fS+h1vGS9BTTvJOljpYv0Gko5seT9a/jNewfnf6jT\nRA6Hw+FYFQZWM/hW9dp6m+nx9lyOs5sxLgTTRZ0LV5yZ6IIR66ezHS5ycTbA2QM1As7kdPGL+NFY\nnH5DnO3vO5qoHWyb59KF3mYUx94QF3dv/Y6pLIzn9lOx+G9f/38DAD71B78Qd7yQXNfWDHfNxp3n\nnzQVgKknabbPKAL3xxv8e/v/VwDAz+GfAWgWwtPAetxHm/TdZ6PWEyg/Sy4AcgbIftZ4aWlqiLNy\nrLSgqjPVUgz63DGd0XHmqdpESVN4KVOHKIWTKMXG14XjVGPUGWpp0bS0OK3aRjoL5j5ej2OR44Pj\nuNeiqWrdadsE3zcOfe1HbVu1rNLifAp9dton+ozT2T7vcSZzLIX2exqRNN1O3Qvemfw+NDj/Q10z\nuFaotcNmaduzQDRYj6iURD//pK4XN/au4lgDTPeuct14Z+8qmxGvzo+Bw+FwOFoYWJrobNWEdZi4\nbCkPqbapmq/2/LpQTLWVVEU68+OinC6Osa0xKZ+0kirzB6ykWp5emyr5n4u8tghdaxFfsZIL3e+N\nxVd/8a8BAH4BvwUAeOKLXN1Gk0jG6KDxd8QgdvdMPWxNx8QiDD/xMXwSAPC3jv1ePMHu+8KNTbiB\nqbNL7Xt2hueGAAAgAElEQVSg6k06ziK11rQcabdcEhCgu823Lp7qwl8veiA9XxckS7RLyZZeQx2k\n19Y8BL3i/OpCM/tEQx6kxwjtg1429rlF6VLyHfW1KUXuJDg2U+qsRClRbl1wJbrRcb2gz13b7tXf\n6T49R6HPmPdHmsn8g1q+RABwz+D8D3WayOFwOByrgn8MHA6HwzG4NFH175MdVPmoXqq9u9ovq/p/\nRo6nFiFqG32HXFMSjNQWNaR+SJEw8kLOaoT7KJdGZFSrI9IxVG/Nyujof3OwbpqhKWgNxDAD930r\n5ho+/Z9GK6d/bmErGGLiJy5/HgAwRnt/Uj6pXJSX6jIpBsp1TOqXrF9yiVyUlijZoBOlNlPKouRX\nUFL7tV43HwaVo0Rb6NhTOovPMqWJelm5ECW6KEdZ0YKL92i5vOsIqXyWfO6kTvV+9J0BOvsAUqfk\nI3JBtrWv0uuX/Dd4TX1GrM8+3Cn70zYUul/lV2ukKTlOfHhw/oc6TeRwOByOVcE/Bg6Hw+EYYJro\n7yY7XmPlVK42GjWUtAVVSqrmmlwjVU9JfZCWoqWPUTO1+qkU03fkvJxaTVDdpMquanYpIQfbPCv1\ngEbFpRXUG6xUhx/aRFMG0gSPWsn7ADqdmZRuIz30rBzvNy9wWpcohZAotd0tTzGkrkLbLlFTOWuT\nfqKP5tpUmii1bNF9vagoRY5uIe2p4SQ4PjgG+fy/LtdiqY6TQGciHEUp/IQi944oRVOicEpWXUoX\n5VBqO0c9Ap3Rj0lz6TX+58H5H+o0kcPhcDhWBf8YOBwOh6OnC83GIaUv6OilqrqqcUprqCWQxjQC\nanX6glFNZ432meVx5pMhRcVr0OqI12I0yDQGj6naZ00lH7Z7mqLcauVCFZ5t75UydZZTix7tC1qL\n8F7ZBuXV6KG5c9l/VMFJQZyV/QqlY4DO3MC5Ot1wLUlMeE8lxzZNkNPNuav0hihdVKK7Sg5kuXPY\nZr99pc5cQHNvuXhcQDPG6DjFcUCHR16DMqROlL0S/Zg8V5hH2UoGVV0W+cdTWlSfjVI6K1LqtTXB\n0XCmjrZNlMYxqTKllwf3v+aq4JqBw+FwOAZ4ATnN1qczJ50dqgt6KcojZ7ZpZkB+9Rmeweos2Cxi\n5n12/A6pr6k4GRUSaGbWOpMTjeWZM+1qd+pCeS5UgLry62K51qOc6kJ/VuqlgnBGdKG9/8p5tDBi\n964zwQuZcAOcBY7YLOyKzPBGSrOzPsCZ50hpYZDgfUi/dpyXQmf2OntXbVRn1jnNQA0Gdsj+khZU\n0qJSbVRt+fnMOD7usZLvF9+Jz1lJTcJkuaDRZtE8q2HpNz7/cXlPr7zUPp6DtlVfi32yUw5007h0\nfy+DDW6rptUtZ0X6+8uD8z/UF5AHCc/0rnLduJaYLo7BRD8WV47BhtNEDofD4diq2BzfOKq4pDw0\nAYcmXyHNwsUyXUxLZthzpiZPm8o4ZeceJ03EmT7ttNljXJjVyKk5cGHNrnvRSkuYiRGtr9Edu9m2\n271dsL5YkEW+GVI+LDUBTbrAKAtlpAiUFqD8F0Tt5/1csTK9r+GXO/el27y1EmVzpY+FZp5b00Z2\nzQVZ2NR6en4LumC5KCVRSqRDdPOP0Oc8JnV1AVl9GFKNUajI+p41NAvpHw2/In4RU3yn0NCE7E+W\n42Pt7br/KbYsJBMLGRq0g/LjvXIhWyk03pfScjloSAtdEOYz1He5lFBni8E1A4fD4XD4x8DhcDgc\ng0wTpaovVT9N0CHWLaQ1priflIiq3cldU1s+a6rfWywH8p27pC4rkh6i+kyVkjIqDQPU93KWlI4c\nZqDJWfsxblZFV2jZJHQN0FjjkBYiRSMGQFgmDWYyjLNf6ZeQ9KFaUlEuuihMmio+v9y+pjIg/Qyq\nK1ISI7RIkTb7Aq2FRL6OaxforRKdAST0Vr+L+Cq40h76G+gMaVJqQ6KvKjUIdI4PWnPN2zVGHozl\n7P72eR35mQ81h0bs2LKFcKmpVDu+wH4/3xa3Pr9Az6Xy0hKNdScph1BmI0r5qE9R2relfuR+zeFs\n2wt8ZyT8xAV5gUtRcjYbXDNwOBwOh38MHA6HwzHANNG3/6r5PUtLHzpOicpYUyWiLk+R0pHkOBcS\nawFSIQe4g844vAadyf6DlZqHWS0NEhrhwom2XOo7NCLbZ+3cA0YHjZh6eiqjdisdxGMXrbwi+89Y\n2weN3ppW9300VBlpE6WerhSsKEpWUUoB5eqU2spZJJXAOnouMWHl9Qx2UkfqMNXTSUqpiG4WKBoe\nQ1HID92PhZVir8lFSuesvQu1ZZiN2XELoTKT0khGE+m9XxBqb0poFVJApDnVugtoaCF1ZCS1qm3m\nLJGAxoKsRe3Q0qhXbmz+f7ABf1GSH122Tb5jxFvyomw6uGbgcDgcDv8YOBwOh2OAaaLU74Pq2qxZ\nMUxK1EGlYegEU1tnUBU2de9oorKTWjjInkhz1AKdCXI0EYmpsVfECiKVq0Rf0AqB6jXpmEmL0lo7\ne9n+HCugFj1sa1K2qdo+T4ubhIYjeH2lfbhNeQ9YHxy3eyfV1i34p+KK1FH5Ff3QRaW62u/jhVGf\ni66pFAdRx+HRCJhEwdEti265l4GiIxUpqbTtCxIHiPIpzTVtNArvedjkvShjdj5xSpyhJY+de7vt\n5ziYtnExQmrJ3rvh5fZ547Y9n7zkZ2wfx9iI0FlqZaQU2Yg8uzT21XiBUtI+uVBwBh2XF/A62LlN\nAdcMHA6HwzG4msGdyW/OWDnR50Lm1HD7+PdYz2YqB2V28bwdTwMx1jNpzXkw3N5esBmSzh5r1/zM\ndEFt6bUK72dE6nEh94BEIh1GMwtP9wGdNvX1Yp6VunCY8wkYkVI1lnpRd6x9XJGz7y9pApD9OivT\nvsmhpDUUz6E/AesVFomz15JZOrU/DcHA2XwdpTUzO+3QFmSBuIYuIHdrU66rmoveK8cv69/I2T1D\nTKQGEfZ7SjQSjtORt7avNf9Ee3uGWrfJNJOM73ELp0LNRJ+F+oLU9yP762ee1uOicvvUjnGqhhOs\nf6P9b5jmuM9Ect0KcM1gE0E/BA6Hw7FW8I+Bw+FwOAaXJrqc/CbVwYXjKS5QcYHVVEy1k6dKzAWg\nGdvORYygmjnykO0weugh81WgZkh/BA3RMGnXmE8Wp6mpligS9TcgWL9W4e2EqQyNoTSK2ufTPlvD\nEaiMqVx38Oasf5/gArzt5sIf+4RtqI9DjkYqUWe9wk90G6glOqgfvwegc0E5taPvhzoCEsqnR5Ke\nFjVUSp6iKR8l/ERNQeXCZmi+BKGY6kVn281+1wQ0udARXJQ9bpQp39E7yOkyAmoS6RQAZjR9q9Bd\nQONDNMWFdxun9LFRCqc0HnL+Kfx9QbZ1PLBNuiXxWpSB42RexsQ0tgZcM3A4HA7HxnwMQgj3hxCe\nDCE8E0L46EbI4HA4HI4Gr3gO5BDCEICnALwLwHEA/xHAz1RV9URSp/p65lyqtG+iVQLpIk0Go1YW\nmvM0BSMW7mzXfcakOWq7SS3NivpM64dSFE6gky4iNLGLMhId9vGZtrUtDQkwLlEcj59pXzNFrc5T\n3TeK7AmG1SjIp9YXufvVyI69qJ1Sn9S0Rh/nlqyMtF7RVwDlfL9qhTOuuZE5LrrlWy6FrtAELoRa\nG+VMszQ3sOZoVnRzYtH9VpchLKb5Ht5tJe/VEkIxGQ79C4p5ulOwjo3TORt7GumXKI2X8Uyd0vsH\nOc79pMG0m/U9eNMA5ZHfbDmQ3wbgaFVVc1VVXQHwrwC8fwPkcDgcDodhIz4GB9AkrASi+f+BQl2H\nw+FwvALYCGuivnSqf5H8vhvAf4YkiqbpjFNUKU3d1JAQdSgAqs5c9k8tLmgSw3zJdMYxmojqpibw\n4P7accnKVPVU1bYXBVKHpxAHsVzbqvKqtcWy9cWNmlNW6k2nFAn7x1T0mg6Qc9TfQcNqqCxA080a\ndqJELXVzMisdL1lrdSRZYcm+6WIBpDl5dUzV9FEhIU3RsQzozNurFklsc0zKbjSRXkcpp14xQzT6\nbnrcrl/TQ2+3kgPEEubUSWHs/pjs5ooNAlosTadmOHpP8p4RGq2X6BbltjSWlCasHfH4jNG9HAQc\nOXIER44cWZO2NuJjcByt/Ek4hMY5uMYvJr9LGascDofj1YzDhw/j8OHD9fYDDzxw3W1txMfgYQB3\nhBBmEaOn/zSAn9FKE2j7GgBJ0DWGo2DoCJtVXLQZyaTGU1+0GdoxNItdnN3obEzsmnUWQJkuL/e2\nYy9pAqWZRj0rLizmXcnIQ+g1OHvnIh5DBty4K/bTOKK99PGXk3PNPvyCaCSzdi7trelPwOeRBrSb\ntL8pRO5vSgKiaXA7bUsD6+k9pn2sgfQ0oB5RWhi8vBzH2cJy54vA2WKdPrIQ7IyoU2Yud+6r5R8G\nsJz4AmiCCxT25+ptR1to1RJKqTN1W7UNYofVHUvaVB8GdrQ90+PUJO2Z12lek2tOb4/9cPblmFeE\nmum4+D8QfA5TfD8lmFz6m+Uk4jPvFfSw7lY+O7vPdCzm3sVhbM0J6iv+MaiqajmE8N8D+ALiv+BP\npZZEhH4IVoNaVdcPwWralO1etMZaYC3UU34w6TizlgOAkVL5P0ITkqwGJapnNSglvelmXdQvSslw\nOpzCrgcq33qE0exGQV0n+I+fzqHTa9DPuQ8B0N3yrl+UJmVb8UMAbJAHclVVnwfw+Y24tsPhcDg6\nMbDhKCaS3/r15wIDowdyQUvpoY7Fu1MogyucTPsn19QIo4TSGekl69jsVipdUQohodu5h1Q6V9uo\nXfBNZa9DetisJ41OwVwHOvNZFmpHQwKUFn1n0pmfPaNZ8w2ZtTafsf7WQJBKe5WimaZ1iVKYgZKc\n+kyXu6So1GtpX/WKtz+c0E0jpqXpInVHJFSllRZlO4UuSpe0iNLMv5vmwro03GDbK+3DdY4EUmwi\n51RmQNdhMIS20uirTNd6Vvx7Svk70n0lYw/KN1zQBPT/yCAtIK8lPByFw+FwOPxj4HA4HI4BponS\n1JbDEo2UlAKtFLgQNUILEInMWYM8R2rrLb4K88+2r0XNkdfUsA/sQLW1z4H+A8NCB/Ba6v7ei85I\n9yk9NCXbmhhIrXfS63b4LMg1qZKX1GX21V8kz2HYfjPh0LTRRQeN2uPCtkaWLA3QlJ5R34Ursp8o\n+SEQam2Ug/Z3B521nD+epSKEwilGSF1pl1ckjMNIt4V6pX2udVE/Z0WlVJMZZsw8Gsv5x2x7L1ro\nsNrJUVLiD6HvE8+hiwLpTqbc5Dv1TCn8Bspjq2TwkEuHuhXhmoHD4XA4/GPgcDgcjgGmiaYSV/Vx\nSbxRh59gBap3Rj2MTLXrdTjNpOorLUfMuoUUB60RJqUklC6qy0T1V/f2ZVGvSRuxpDOd0hRr6Qbf\nT/pWdY7TSAZ1WBArtQ/Ukilt8yxplGfz56Cw3cuKJ71GKec0UaLyrsW0ns+oZAFGlCK9AsBIyXql\n3wQ5uXpsc4eUei3Nq6zQiKppXZ7LCGP3WfmjVhpNNGfUIGlcWvvlkvJ0RBZWiy5NzkN6lw6SpBkZ\nkiY5VZ0jS9FqNTItMSI5n7taXG1iuGbgcDgcDv8YOBwOh2OAaaLU6oFWQlTzpplshaokw0vcLG2o\nVRHVu/PJPlpL2PVmraTaSbqI6v5BymD1GLOGVNBCxmGpTrYiDklast5MH1YmPKdkEaM0C5kzUjcl\nS6H03BJtUgqZo8luUoqktv6wknQVDbw6YtJk5Cod13N7WREp+gklog5LvQxL+om+Smu4cck7rCjt\nz0IppFKiJ4JJnZQC4vuXvkPKF/LhWTIb/OexmGEE4C/G4vgXrLq9G3cwKVV6Xyr3smzvknq8D3tP\nz4rzYhqfqpTjelzpH430qrIN7n/LNYFrBg6Hw+EY4G9dzuaXoRRshsEQC/VMn+dwdq7Tt0QjWGDY\nCc7CJSUfZ56nZPuARDudt3bSSIjTPWy51W5Z3fVVu8jNQkuu9ZwFTRae7Dj7zo6fSRrnrErt9NWH\nYkqOz8n5xHzm951WatDYi7LdK+x+Kk8pKqyGzVBtoxQTfwFlbaOkeXWTMz0/bUPlhGiKpYBoXQPp\n6dgrhdZgvVLYCs6806COpUVn8y+oc4IwBvF7Y3HgV2N5/A9imfpJ1D4S3MfrShrajuiq7FCROzVI\nmJY8BR0aQSkdbm7xXKF5H7YAXpWaAT8E64FeHwLH2mAtolKWsJ6xZ7ZqXJvrQVdnuVViLSKiFpF+\nJLbQ+/6q/Bg4HA6Ho43BpYlyX3aqb7fGYtzsnOsUlZzxq+op0RbHEz+DBaZ4tJIRUVXdn+UPLn4Z\nf0S6oE7S0WVGQvqHduR1REZZ1LsiERu5nVtIrukha2Oc917gWVL/DQCtSK7Lsiit4T/YJJsYl/j0\nR+V4CrYxlxerPof+HLrArdRUro1eYTzUN4RQOqnb4nDJH4LnrIXGogvGVyTxTH0NTUiTClLar6k0\nS/VJL6X0qYTFqN8FPtzPWGlJkvBTVv5SLA7wmv/eymRxm+/GOCkoXUgu+Vb0SEaVoui/wWuU3t1r\niey6ieGagcPhcDj8Y+BwOByOQaaJurnkz1hJ6wBTMS+YukorI7qmUws8QGuHRPW9YjTJHLflUh1W\nRPQvON+ul414KHbL42rHrKq7XJPnMyFKal3SYSNdCj9AVbzgSs/ooQAwblTZceu3OduvoThqKyHr\nd1oCsYtm0AnuU8uk41LvgJUTsp9RbJU6Azqjv6q/QylKZSnMRxoOpGTRo+eUopiWQiHkUFNjPVKS\ndiS/Sd8VPu+SlYv62rAfeZ6+d91CR6jFEdv8cys5Fn/eSrMuovXRwrMFGdO2CLa1t32cNG8drbdL\nB9MnaFjet5Fc/megeYhqybRFo5e6ZuBwOBwO/xg4HA6HY5Bpom6SqZXQHbGYMisGOoKRuqE6fUWd\n1AA8YSo3rYjukKbrRDoWx2HqpG2bDKQz6Cg0ktIw6kHVr0eV5lzVXLhAY/nAfWpFVFJl9bykTdJt\n88zNa/vpKMa+sKCUdWiL2618Ux8ikCaiP8aI0BlqjaU5cKHbaJwQrxgNwEQ5C0K3lMI6KN0y2YWC\nKtFGtbxS1jRRt/EsUWxL8nWc1sW6rAb7iW3w3pRGUgpTnDCzbRbewxrWd5W1HSivvX/pfWnu46Iz\nHMNjMPyEvIe5viKlqlZ59HOo310NyVHaHtz/mquCawYOh8Ph8I+Bw+FwOAZZ4Umtc9RRRiFWQjNU\nRxnfhOor1bwkHMWUWTaUktXU1IipvAf+qn28tnLJUUBqwVPq7R7JTLLnqRWRJPvoSBbSg4oCgONi\nWTUrx0mR0EHsdikZbfViKR4OGnpo3KyY7lSrFt6H7b+i95OziqJl1WL7Gh0WMn2O9vHEGaqmqYRi\nKEWNVaonm+dXUIyZI1YuV67FiqXE1WkfKI3ULYFLr8BL56XeG2MxbwmKb3omVjhu79+BxJKtHse8\nZw4yymEvIi2QLgiVSdqww8oOaKhF27wi42JEKSkda2op2Ot93aRwzcDhcDgcA6wZpNESNSY7wS84\nZxi3Sn3aMfNLTg0h+dIfeDKWZ2U2S01BF5Q54+hI4ZfOpHQxt9csnVjscTy3gKxx3ktPVGM28FrJ\nYvq8VNFQC/QVeAu32e+y2DhF2+90hl3SYDgT5POmlsdosBrNMpecQBfR1da+FK9eZ3zpOOOiru0b\nl/0dpd1HrTFIpMzs4j+k7ZIWwTZUzm6aQulYydeF+9knsmDfOudl2dbwL/QFMMuDm56zQfbvYkHD\ngwNpP+jCNceBpLplf87wGvQ7sT7JRiKV59/hV6Az/ZJRRtrmFtQOXDNYa2yhKIavWqynU9F6RtN0\nvDLYgh8CwD8GDofD4cAg00Q7k98leoVqqSa3IX1BdY+qJ9XrJFIn7cjrUAoS9mBcF5UIpYA0HERa\np9/Z4CWRU0NJpDOSXm2WkoFQxX9JygTsC6b4vFMWfev+LUVItcW/ljqudZ+V/XRmOCTyJ88KQCdF\nkbZBLMt+pZZ0XHA/+5vPoRuUqmGkWUamLaWbTGVV6qzkf6JhEPQZpv2s/aO0UCn6J5Gjh1TeXpFR\nSeHQJ+BzsTj+9VhquJXWuerfwHskLau+DPQRIPeU8Z+p0U/GJKDpg9KCcjcfjE0M1wwcDofD4R8D\nh8PhcAwyTZSq0yULCKqQdAagak4b5UOyn9RE4mdAGmia9smqspcsPNRqoRtN1MvPgKo973NR9pes\nqXLolYhDk4Ykbd9OW236VHCbqjktPMgjaV8tS72cGk7ah+feKiWhmXT6Scqian3mHlttqzVMLwql\nGyifPjO1YU/Hxy7Zl7OUyrWp4yNHEyn9p/2ldv1qVZSTl/1aoi9VLnnf6IMxzGulSbN5HX12ak2m\n9GiJuunmm6N0WwlK8yqtt8XgmoHD4XA4/GPgcDgcjkGmiXKJdBWqvql1BS0MaNVAtTRR86ZKKh/V\n0p2yX52NSmEh0jZKlhylJDeq6qv6ndZ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"text": [
"<matplotlib.figure.Figure at 0x10d63d090>"
]
}
],
"prompt_number": 23
}
],
"metadata": {}
}
]
}
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