{ "metadata": { "name": "", "signature": "sha256:feade80028de8306f0b1d6bd5f7b8988c74f16eae493774f8c5cc4d6477e8893" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The example data is at:\n", " https://github.com/pynbody/pynbody/releases/download/pynbody-0.2/testdata_april_2013.tar.gz\n", " \n", "(this link is on the workshop website's python setup page)\n", "\n", "I'll ask Ben to upload this notebook to the workshop website after the session" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import pynbody\n", "import numpy as np\n", "import pylab as p" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "f = pynbody.load(\"g15784.lr.01024\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 75 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Concept: lazy-loading" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f.keys()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "[]" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "f.loadable_keys()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "['phi',\n", " 'FeMassFrac',\n", " 'iord',\n", " 'igasorder',\n", " 'eps',\n", " 'pos',\n", " 'HI',\n", " 'mass',\n", " 'coolontime',\n", " 'HeII',\n", " 'vel',\n", " 'OxMassFrac',\n", " 'HeI']" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "f['iord']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "SimArray([ 0, 1, 2, ..., 1789225, 1789226, 1789227], dtype=int32)" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "f['iord']+10" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "SimArray([ 10, 11, 12, ..., 1789235, 1789236, 1789237], dtype=int32)" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "f.keys()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "['iord']" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "SimArray([[ 0.01070931, -0.03619793, -0.16635996],\n", " [ 0.01140571, -0.0322522 , -0.16632548],\n", " [ 0.01159962, -0.03259026, -0.16691147],\n", " ..., \n", " [ 0.02442261, -0.03404816, -0.12244228],\n", " [ 0.02445675, -0.03409909, -0.12243695],\n", " [ 0.02456377, -0.03414645, -0.12243666]], '6.85e+04 kpc a')" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "f['x']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "SimArray([ 0.01070931, 0.01140571, 0.01159962, ..., 0.02442261,\n", " 0.02445675, 0.02456377], '6.85e+04 kpc a')" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Concept: units" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f.physical_units()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "SimArray([[ 733.51516346, -2479.31184326, -11394.52608302],\n", " [ 781.21390409, -2209.05638147, -11392.16434933],\n", " [ 794.4949563 , -2232.21137376, -11432.30055384],\n", " ..., \n", " [ 1672.78285106, -2332.06734179, -8386.4632496 ],\n", " [ 1675.12072757, -2335.55559387, -8386.09837501],\n", " [ 1682.45100698, -2338.79940549, -8386.07898308]], 'kpc')" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos'].in_units(\"Mpc\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "SimArray([[ 0.73351516, -2.47931184, -11.39452608],\n", " [ 0.7812139 , -2.20905638, -11.39216435],\n", " [ 0.79449496, -2.23221137, -11.43230055],\n", " ..., \n", " [ 1.67278285, -2.33206734, -8.38646325],\n", " [ 1.67512073, -2.33555559, -8.38609838],\n", " [ 1.68245101, -2.33879941, -8.38607898]], 'Mpc')" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "f.physical_units(\"Mpc a\",\"km s^-1\",\"Msol\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "SimArray([[ 0.73351516, -2.47931184, -11.39452608],\n", " [ 0.7812139 , -2.20905638, -11.39216435],\n", " [ 0.79449496, -2.23221137, -11.43230055],\n", " ..., \n", " [ 1.67278285, -2.33206734, -8.38646325],\n", " [ 1.67512073, -2.33555559, -8.38609838],\n", " [ 1.68245101, -2.33879941, -8.38607898]], 'Mpc a')" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "f['coolontime']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "SimArray([ 0. , 0. , 0. , ..., 0.01403061,\n", " 0.0140306 , 0.01402669], dtype=float32, 'Mpc a s km**-1')" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "f['coolontime'].in_units(\"Gyr\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "SimArray([ 0. , 0. , 0. , ..., 13.71932888,\n", " 13.71931744, 13.71549034], dtype=float32, 'Gyr')" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos']+f['vel']" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Incompatible physical dimensions 'Mpc a' and 'km s**-1', context \"{'a': 0.9999999999999911, 'h': 0.7301145776501103}\"", "output_type": "pyerr", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'vel'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/Users/app/anaconda/lib/python2.7/site-packages/pynbody/array.pyc\u001b[0m in \u001b[0;36m__add__\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 432\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 433\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_generic_add\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 434\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 435\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__sub__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/app/anaconda/lib/python2.7/site-packages/pynbody/array.pyc\u001b[0m in \u001b[0;36m_generic_add\u001b[0;34m(self, x, add_op)\u001b[0m\n\u001b[1;32m 401\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0munits\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mUnitsException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m raise ValueError(\"Incompatible physical dimensions %r and %r, context %r\" % (\n\u001b[0;32m--> 403\u001b[0;31m str(self.units), str(x.units), str(self.conversion_context())))\n\u001b[0m\u001b[1;32m 404\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 405\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcr\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1.0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Incompatible physical dimensions 'Mpc a' and 'km s**-1', context \"{'a': 0.9999999999999911, 'h': 0.7301145776501103}\"" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos']+f['vel']*pynbody.units.Unit(\"1e6 yr\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "SimArray([[ 0.73354473, -2.47933919, -11.39482361],\n", " [ 0.78130478, -2.20906782, -11.39244935],\n", " [ 0.79454335, -2.23221463, -11.43260735],\n", " ..., \n", " [ 1.67254196, -2.3323097 , -8.38668952],\n", " [ 1.6748863 , -2.33571865, -8.38631885],\n", " [ 1.68256748, -2.33856252, -8.38634706]], 'Mpc a')" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "f.original_units()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "SimArray([[ 0.01070931, -0.03619793, -0.16635996],\n", " [ 0.01140571, -0.0322522 , -0.16632548],\n", " [ 0.01159962, -0.03259026, -0.16691147],\n", " ..., \n", " [ 0.02442261, -0.03404816, -0.12244228],\n", " [ 0.02445675, -0.03409909, -0.12243695],\n", " [ 0.02456377, -0.03414645, -0.12243666]], '6.85e+04 kpc a')" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "f.physical_units()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concept: halo catalogs\n", "=====================" ] }, { "cell_type": "code", "collapsed": false, "input": [ "h = f.halos()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "f" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['pos']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ "SimArray([[ 1612.48349829, -2366.71869028, -8636.70597822],\n", " [ 1686.51999651, -2283.22670956, -8590.83078126],\n", " [ 1598.7917708 , -2379.39974068, -8668.24339003],\n", " ..., \n", " [ 1672.78285106, -2332.06734179, -8386.4632496 ],\n", " [ 1675.12072757, -2335.55559387, -8386.09837501],\n", " [ 1682.45100698, -2338.79940549, -8386.07898308]], 'kpc')" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['pos'][0]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "SimArray([ 1612.48349829, -2366.71869028, -8636.70597822], 'kpc')" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "h[1].get_index_list(f)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "array([ 57, 950, 1038, ..., 1717153, 1717154, 1717155])" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos'][57]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "SimArray([ 1612.48349829, -2366.71869028, -8636.70597822], 'kpc')" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['pos'][0] = 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos'][57]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "SimArray([ 0., 0., 0.], 'kpc')" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "h1_copy = h.load_copy(1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "h1_copy['pos'][0]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 33, "text": [ "SimArray([ 0.02354224, -0.03455407, -0.12609582], '6.85e+04 kpc a')" ] } ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Organisation\n", "------------\n", " \n", " pynbody.analysis\n", " pynbody.analysis.halo\n", " pynbody.analysis.angmom\n", " pynbody.analysis.profile\n", " ...\n", " pynbody.plot\n", " pynbody.plot.sph\n", " pynbody.plot.star\n", " ..." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Concept: transformations" ] }, { "cell_type": "code", "collapsed": false, "input": [ "centring = pynbody.analysis.halo.center(h[1])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['pos']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 35, "text": [ "SimArray([[ -1.67508141e+03, 2.33653885e+03, 8.38604795e+03],\n", " [ 1.14385874e+01, 5.33121444e+01, -2.04782833e+02],\n", " [ -7.62896383e+01, -4.28608867e+01, -2.82195442e+02],\n", " ..., \n", " [ -2.29855805e+00, 4.47151218e+00, -4.15301472e-01],\n", " [ 3.93184552e-02, 9.83260102e-01, -5.04268854e-02],\n", " [ 7.36959787e+00, -2.26055152e+00, -3.10349494e-02]], 'kpc')" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "centring.revert()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['pos']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ "SimArray([[ 0. , 0. , 0. ],\n", " [ 1686.51999651, -2283.22670956, -8590.83078126],\n", " [ 1598.7917708 , -2379.39974068, -8668.24339003],\n", " ..., \n", " [ 1672.78285106, -2332.06734179, -8386.4632496 ],\n", " [ 1675.12072757, -2335.55559387, -8386.09837501],\n", " [ 1682.45100698, -2338.79940549, -8386.07898308]], 'kpc')" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " print h[1]['pos'][0]\n", " \n", "print h[1]['pos'][0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[-1675.08140911 2336.53885397 8386.04794813]\n", "[ 0. 0. 0.]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Images\n", "======" ] }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/Users/app/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Dh54mm5Bn3fFP5Nu3HLN3Dx0zRlCIshcF0mJwKo/AO2fHacs7wiaVelR8nUR1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\nq/eiipK3qxfAtfmsOBexjkvvv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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Unit control" ] }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc', units=\"m_p cm^-3\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DhKCCP6UR2D5cPfrkFzmaPTkUwAR2WXio7R/Hb27Nq49PBb+6WkzA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\nIhvMssNMbZePf6DG+p0rxFu14bGqyPXYY0C4GhlkM3g1BaY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Y8zdwSYKvAd8G/HDs4fP1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LAe90sLSUCgj9PPyqRFum5zIgefJDXrLB5C4/xhdX86Ou+UdM5AwVob4soVTGrz/ln6fhUUxlKS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\ncahJYW5MJwVXpIqa4lJS4Ndrn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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Projection" ] }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc', units=\"m_p cm^-2\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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p1/u2f3v/UufpvnLFhB1cpEMGOlFEl9vB6xui9xtqa9uV819LjHFotgghxPhD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WGJXZOC/gY/UsmO2C1ZSJki2er5NTQ885E3qLADjiKtsyfYm02FTWmUPgiyxK2PhBD+M9maDzWy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\np7MtZ/tlfQcWXgZ4N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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Using other quantities (and colormaps)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc', qty='temp')\n", " p.hsv()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+SeDrMcZHtCPG2ATev/KiVwd9sl8FeKm6nXSjwdUuz4d05v5NU3bC8cY8m7hL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\n26YdZvYsAO8F8LshhI9udns64sUAvhlC+N5mN6Qgj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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "f.gas['sausages'] = f.gas['temp']*f.gas['FeMassFrac']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc', qty='sausages')\n", " p.flag()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XqKzj7Aj5mzwEAzDUJ8lpZy7BWj1/7WgjzEuHtmHJ2wDo7IaLVyEYgOpX7n0N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\n8Wdt0ZaECF3pDJhsMJqg/bswPQrXTZVaOX810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"text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Weighting along LOS" ] }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc', qty='temp', av_z='sausages')\n", " p.hot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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aZgogTo3vV6v1fpGsA8N7n1lNQssAn+m7jc7Zg/2ls00GLLNIAX1oXffMNNAx\n9tQyf0G2BfpMt645EAfbjGFlgFlrnzJ6XT/AOrN3MKbpbFGCM0FeTc+h5exa7F4t63Fpr0LzsIdG\nx8O2clufHcKOyjd673wAlfVoj2EmS5UPsx5nJvtEI2/2brSAvibljTkAGq/P7YnCoe3B/tKZP3gO\nVmp8eTymvRb+pvqoputS621ppQ5GLjXp+qZAnwFexqg3AXpvn7cjk28OMGzjHOvt0MFuBygFY72H\nzu7VmTC9dn6sUwHd69JtBWCVmnh/vY38cZJTy7JnSnVtBfgW2Lvz1l6Qlr8p0Pv1m+pEa+ZS11iP\ndzPbg/2lsxob9HVg/eWudUMzEOB6Vhbr8miODHBr0oqHFCqocX8G9H7cWJ1Z3Vp/VlbmWBzwD5A7\ngKxuHdhUJ6nAlbF6PV8fG5gCSnpvncl7CKTOkOaP562s3mPslc1nUgaXBOaWlLiN+fMEa0cN6L3H\nuStgzqSxndhiH2d/6az1giszcp1VQ//cavqt7m+1pxbOqeutl7IWw84018O9zpYen9lUoHcpJ5NV\nCPzeTjUHS03XdmSA77H8NSBzq4UwOsjrc5G1U3V6ZeXMu5Q8WS9KB6JdJlSZSJ0R69K2KrHwnpMy\nfZreB12fcv1ag+znZg9+rN+D/SamLNHZ9pRnZROQr9kmrCp7CVtAX2O2m4B71laXkLwHwW1tD5cK\n9O60vA2u69auQ9YGT6vVA9QnJyl4ziyv9jro/PU4/9xwy3QQmmWy7d4WrT+7Txno6zmNSXWZ5OX1\nTNHas57smdoe7C+uRcQcwGcDeA66z26/M4BXAfjKUspb+zzXAbwAwCcBuBfATQAvKKX8wLb1+uBf\n9mBq19tt2we5xqrGwM1fQgW9GtB72dsMjGXykbNyBfGwbXcALreosbflzD5zDs7ks14PLD8wvJdM\n80gR1/L1kxiqmSuLJ+jrP0eNmTolHws4wLr6rBKSb7tT0na3bFNZZ6qptHWmdq7dirOxOxbsAXwj\ngOcC+KhSyk9HxOMB/AaAJwB4ep/nuwA8A8D7llJ+OyK+AsD3R8SzSik/fJrKfSajd31r0TaZXg/k\n2jjT1ZyNap4MTDWvLxWIVUpxuaQGri3ztmROx+t05zNPjptj/TopyPsAobZ/TErSvG4OXCrN+biM\nSzOUUpTRO+iT+c9kvw461z6RwHPQemoM3p8x3kcCva57XTwfNb03NSkxOy5rm9sUwN+tZr/Lwi6m\nRSm7jVb9bvJwAAAgAElEQVQ9K4uINwD45VLKsyXthwA8C8BjAdwF4HUAvqmU8gX9/kMAfwjg10sp\nH5mUWZ5Vqa92lcY0fi6nXuXWi+JAr7+MyWfHONCpdk3ZJHMINHdqY+ZtndmPbdBQS+r0Hn45l+PY\njtr1d3kh6714b2OKjKITkbKon2zMQB2/Aj71+CL7FvI7tjRu868C+Vtg/R+ldN1/6ng0UgiWTtN1\ndxbZDxgHeLfsHWlNJtQ2/xCAUsoUBSy1iCjlbRvkv/t09Z2X3cnM/tkA/BaxB/t4dIweAF7NnaWU\no4j4eQAfGxHvUkr5w7FKTqsheiSOm7OtWlSPMyjXwR2oHBAzoHfQO8A6CE4Fe48sqtU/1gY/p0zS\nyQA6c3Au/ahj2wToFXQO5VwXyX6dKKXSkIP8zJYeVkhTwqmRPy1AVtNxAgV6BXXtFWgvqdULpfn1\nz65jdl5Z9NmUtNtml4DZ37FgX0r5Zd2OiBmA90Ony78WwOf2u37HDuX2E9Cx/Ka1ImzW2lRrayU9\npByCT41F1dh8Jt34i1frbus+BXpnwTW2pqBAAPLzqzkpbUPmXPjTcjJ2DuS6uzsVHfjNHFpmCqjO\nfoF1sM/YsYdccp3Me5YsMwfGNmi7dIxAI8T4XKlMwyXr8HRdzjA89xpL995V9ly1zPFVHY2Wdya2\nB/s7yv4OgHcH8CWllHsj4tF9+jss39v75WPGCsyiZ8aYRrHlWF6+SKqV8qWlZfKNA56DVgbqmSae\nMWwHy5pk4qCg4O8OwtueAXfWU8lYvzP0DPwV4D1m3+vWa+QhjAraGtbI81Vgb30aWBm2XmcNsWQ7\ndEnLnhV/Zvy6s1ztRagWvpAydBA5+9UsbH0T+eZcBmJrth+gvTMsIp4F4MUA/l4p5Tt2Uabf+9pD\nORXclcF7+szWdcAskEdHtLrKtQgdbtdANQNT3a91ZSxzhvXrUANuBbwsKsiZvWr3Go6p5TiT92ge\ndwLcl5lLM7q+sHXX4jWqRe+pSigq3YSsj82+Pu7PPxuI1XIUxF2jV6fobaxp+n5tgPVnC8m2rm8y\ndjVmO2f9F8br3D6748E+Ij4GwEsAfEwp5TWy64/65cPtkLv65Zuz8l7bLzM9+p3639SHNusJaPyy\ng7xrsLUH2tmfAnErFDPTuRVYMzDMtG1tI5c+0Kf1cF17KArQTPP8td5I6+c9Fg72Zo5iLDQwA3wH\nbR8QVbaaAaj+KN2Erbv5c1GTzYDVNVPWXpOViuXN2ujPuvYmtM4p4Ms8mwL+WwC8NUnfKRnfg/3F\ntoj4aADfgC788rdsN7efAED1/Seie95cywcA/GnkXXZg9QK0bOozowNj3A5ZZi8VkLMmLseAvgbu\nLms4uDqzz7rfel18Yo+3SYE2k1ZURmJ+lW14/BWswNxB/tDO78Dy1s6N5+LSlEbhZEDPyBgF/sA6\ngBY7DqgzetZHYD/AsNeXgaZKMtpePQd3Tgr4Pn6gx2namNUkmm0A/537nxvP7XUblFW1vYxzcS0i\nngrgpQA+uJTyRtv3OADfg25C1VMBvLxPvwLgKQBeVYvEaQF9y8ZAPmPqHgnRAvkxy4Be05w1I9nn\nOngmd+i2TzRSRuvm4D2z9WyswNOVwV/BCtC5dNauzN5DO0MLNpvrzbbuWVmuQJHAfQuryUxHdn1c\nr9eB0+w6ntSDdW1en43ac8KmqpRE56CMPqtbdf6WA5pq2j51OioDXhjbM/uLaX3kzbcAeBmAuyKC\n0swMwIcCeM9SypdGxMsBfEZE/HN0TP6LAdwN4EW1srd9CMcGm6Z0c53dA0P2D+ROQ83lFtfnWzp2\npnvD1rUtuq7gk0VZuENhurJvDqZmujtZ/GG/TrA/lH01rf4E6CPJlGlhDZ0ulsC8AHMJiL9SOsA/\nxuo5yEBfr4EXn8l9CtJMA4ZsX4+dyXHqePV0FnI8HZG3Udu67fvgz0BLkvRe1FTbqW5/tMvCLqbd\nkWCPLob+z/S/L7J9BcDH9OvPAfDVAH4SXVTOTQCfOGX2bBbfPGbKuqYes8nLpF14Hlt74LOB2Llt\nu3yT6fbzJE9mY4xzJktvSzbYmjkkBfqrGIJ+zXnNAMxcrHcv4zYWVqIzn24BB0fAbAEcla7II6yW\n/ObNDEOm72CorNsBnj0DdZLa26K8k+XVCCkfiNXBYSTrSjz0WfOxmsz0GVBZT8tnD6NGks5UWdkz\n+4tpPViPyoellAcAfGH/m17+yPaYsWFTQb+m1/sL5i9dzRQUFNizqJhsIFTTMrDPLjxfTHVGalnd\nirlTB2GVzV/tfwf2m/WVRQbu3nWYAvbK/qnd8HcFwE1gdgRcuQnMll02/T6Nbjugqil4EpDdiWro\npl5nB2etW8v2AWNl9voxNo3qcdCHpAP5/dZzoYNhOy+chAPsNfvLaru679qF3vQBV82WbRqTc7KX\n3Bl8bUC0BrbZflU/3GoEyWWgWvnuYBzgnd1f69fnAUQAcdgoNGP1GYtXr6eN1hFXHZXtGxsADm91\nEo9enzHmDNQ19WL7VNrxKBkHX32OndkXjP9dh7ZRZSXu07q4zp+fH+slk79woL9n9nsD6g9mJOv+\n8EeyT1/CFnC6jb0ciluR/GoqRoZ/ni9sqXVq+zIJBxiCfSbbaE/CexUHWIH7ITqAvwbgOoBrAcxU\n43HJxr2Yez69QX6xfMmTZOiKj8j2+Wa3gCuiATvAkzFTP+f1URDPfirJaNkOrMqiIceQfLDusS9t\nZs8t63Fnkz3b2g51NDPkhMrTpziEnen2e7C/fJY9hBmo18zzKqvnPpdoxsqeIt1oGaqPZ9jWYvXE\nSgXcTF9XjJxiDvaZmpJtB9YHY08knABmKuAfog702UXQhtH84nA/jyElJrNnfeow+iQCPnfdwvo1\nc/ZdA3n3N7pUB6L1eV5n3bW4flqtXG0Tt9UJeL0K8HqZxsB/yvO1M7DfyziXz2pMovVQ6buesSsH\n/Vp5NafiYD+V4TtRrWGgKxzOtrNt7zWM2VyWWidVF3cu2k4y+wHQA5grzVePUPNmsGUk61lD9DiX\ncRzB5WbNCnDleJWcMWkFxxqrV53dm1K7D1kvQEFa8zoIeA9NZSQ7xaaGz7EALhXglbVnBKm2fdts\nz+z3VrOa/KLsHVi9pPqCjbEYl5DH8mb5M6Dn9tzWHchd9ajlqbU1kvSszpMBVazjq+JsptcfzrES\n7a9hpfEwNMeZ+RjIe2PZwLmlF3TSDQV0Rd5khHWGFeDz2qhl14rF6aAs02iq7WsUjgKtHqesPgNP\nB3dvbzZAC9un7dbzrIWDcr0l3cxwRji8Z/Z7c8s06QwzfIJRxswy07Icp1rmDB1YZ30ZkEdyrIPv\ngeXl/lYb/To52GdAryGUB8n6CXkPrOj9FVt3KUeBP2uooo3eIJeDeBKkuQvbpyEuRlUzwGczsklN\nmu9Y9jE/4/hZrQL9wo6nZT2EmmX7/Zs/c9uX9Up1xm2RNOZRBzC3fWc+eLtn9nuj1dhqzbR7rpE0\nrWeqRjS1DbreklAcnJ1VO+A7GXZnADtGwTtzUJDjtB3Mo8BO5YUOwGfGss4rAOZEfQd4Uv5rcoAW\noBcgMw666omq53R0U7AvfVsSZq/XgoA/xXmrBTq1iM24JfvIfNmMGlC2Irs0T/act8DX01tlq1/l\nurfJJZ6x+ndme7DfG5CP4Y3JLqrZO4MB1hlYzZE41oxp/ZqWsXotP9PH3RmoEuLs3x1Fre1ZPg2c\n0c8ZKODTCRwCmAUQ3EH5xkdtNU29hns3YH3kUr8GljXYvZh6PBfXK4L5rABXFkOwZnEO4jTe2yuy\nn+uBYTy8yjktc/BUAJbmDk6ZX9p0q02i07Zo71YBXSWaWbL/TNn9XsbZmwPpFKDXdJ1s5Jpq7TiV\nlDFhm2nOup3Vt+SbDOCd4WdST8baM1l8lhybSTfEaQ7KDkBeR2qp0+tSAV+/r7D2YRy5cGTpS1lq\nd8W7Tyrj6PcFtBx1IBY6MzvqGP6RHMpw/StSDK8TP8Fwq9/m3w/C8vnsWZd36BBoOlDrz6IPyALr\nA6o+uFowdBCu789sv44huITjx5+Jbr9n9nvLurS1fZn5QwsMQb9WnksgUdlWlu31Zlp9BvBM8w+K\nHVr+DPDD9kG2dV9Wv3+gTEH+AFjFz/sILSUcAvt1rEBfnYF+S0GZPo03gaGURF6nuFwqiOtFV5RW\nlk+zGzubdWGZx2V4TVg9AZvNZig/P8OgwK/XldVns159KEFPiUCsaW7qw+YYgrWHWQIrR6YyDc9R\n6wPW2X0mSd12pr8H+72pOZOeYsp8snKy/BmwO6hnpLMG7s7wHYwzZl8b48wch6seXmfN2VyRY5SA\nHwLdTFhl8w7kCvjqAGosPwN7GukyQV8paU3m0ZvBXoFSbrXkJgW6b+rMy7BjMJflHCtmrz0BrUKd\nBMFSv79DRu/gWzNl3ppXnQb3W6flpB7tzbpcRKB3mZHnwW0H+xq7n/oejtr+Q2iX2/xh93e2ltej\n8DLAd8vKn9lS8zmYKoPWfJkDcIZOcNdlBvTK4B3ss/Vo7NOehJLvuXYzlM0rwGvIJWPtNQj/uiy1\nHK7zYhKVOBNWGb6CvM6Y1YDxGti3brRcjJgBcQzMFh3oaxUO+MCK1YekaSSMa/i+zfwK6ARfgqvK\nLToGnc3U9edcT5GXhO2GHKO9QA0fVZCnOeDfNml9r9nvbRvLwD0a6Z7H9e5MEnEw1/w19q0s3j8e\nlg2UZoA/BuC1XkAmGQ3qnEnlCvIK9hpTrzIOt9e+pYBhj4B53FMfoUNRMnzX4Pn94gOsNBRFp0Vf\nrgPGTJY1z9vXM1sCs2NgvgBKGU7SPcKwSnX+C6zfd/U9CvR6jD8/CvQqs7j8M8buXbKk3/Q6PFxT\nGT/b0Jp8tXM7BxknIp5ZSvm3Gx7zlaWUr9mmvj3YT7QxvdCjDlrmD+0M6w++Argua/q3yzQ1Zt6K\nfFEQnmEI+BnIh217T6H2R98D56IJbISC/AGG4E3Wrpq8yzbMq85B9/sg7S2swJ4Mn2jLfybhfmCo\n6y+xmhqrsg9vVu2G8adC/aJj+rHoBnFLWX02WaUcZfL6NU2XemD5Ne59qqmzINDPZd3ZuEs5Wp/3\nIIChpq/nVbPbxu7PR7N/IYDJYN//j8enAdiD/VmadzfJVqaaA7yn6Us6l/3O7l0vVz3eGX4GyAr0\nGsAyt7oc4F0WomO4Ivn9O/Mh6TMAMxXqdUIUG6Ugnv0c7PVTmBngM5/OjC3ogPymLI8xDJG5gSFq\nzfq8in4am+he17tf6oWVhmtozkEP+kfAfDk8hEWwkwFbKjGoPZNTBzuTOWInxxPos8gaZfY8ztl9\nZjM7JhuovS12PjLOe0fEB5VSfmEsY0TcDeB/R/c3q1vZHuy3NAf7qeYDZMpyuO2yDNdrQK+APGUw\nNfuiQBap6GVq+9WpcL8DvZd18v+vM6x3J/yvqHxA9hqAhyJn9j4Y+1CsAF5B/7qUqxf9BjqQv9nv\no6yz6NN4EWju5YG1SVSYYTjop15RPaAK9cf9OfBzDLe6PPMjYHbUft6yGP1NxxwVuNVhtOLrPfCI\n5lE3uu1SkUbjqDqmwK82r6Sfys4vGudlEfEhpZS31DJExCcA+JcAHoNTBCXtwX4D89mBtdmCbg7w\nWboTR5dxXEpxlg4MQdX1ecXWbPzTwTmTgLQ97myIn7pU0J8Bqz8TOcR6l8L/b1DBm0Cf6fY15+AR\nOgT+69I4ngzZO+WkI6xA1410+ZZdKHo9Ogeir7+a3lVyZr/AShYShxEADkfQO9t9miATnqoP2GpM\nf9g6T5f5phCimpTTCrvcuZxzPmD/iwD+FoBvioh/UEp5q+6MiHcG8M0APgnA29HJN5+5bWV7sN/A\nagynBfgZ0NdAvpVe08wzvdylGsWkbOxT5XFGOjrAc70mLynQO2GfZR7I/0g2Y+qqtbssk/03oR7L\ndJ11670A1578otK8u8WAd/8dYADQqVFo5wVS+WYpZRNRpfyYAYc314v0wVG3qTjmkTU6sOtlO3Pn\n81mri3mzwIIsb0vKYfpO7RxknFLKUwAgIj4PwIsj4nNLKX/cp30qgG8C8Eh0uv5nlVL+ICL+YNv6\ndgr2EfHYUsqbdlnmRbMM3KcyfJVsMtCE7Z/ZMS7POMBnbJzg618PyIC/9pUB4p+ehzIw1uFjAVcA\nzGrfQ8j+dkqB+lqy7uGXrtnXvJhq+RrFc9A3ZnZjeGI37AR58Vt6mQ9qaGz+oVw8B/mM1R9g5RDo\n6aU5BHwqRwdY/2zBNthV64GyPLJp5sskF2X6tJYTcKtJOTpWoHl3htHnOKmqlPKWiPh8AN8cEV+N\n7n+znw3gbQD+binlpZL3JdvWsxXYR8QHAng5gNeUUj5Zdn1IRDwdwJeVUt6xbaMusulglNoUwPfB\nNAdyTcscgwK9M31l/042FWMVBx3wB2w8KTc7H3VYPJ7LmSK/R9yoTJNNlLpaSauFXLoMNLey3aMd\nHAJ4SLfzYAY85P71G0BTKuoX85YseRyFbB+dJHLV4vcJ9nOs9w6Evseyk3QWtluHD+hfFCQPsP7c\n0nTCk1okeTzyTNm3A3u2nen2NJ834Gy+Fs58ajvnOPtSyh9FxBcA+CkA7wXghwB8zi7J87bM/jMA\nvArAQGMqpXx/RPx7AF8O4HmnbNu5Wgu4a4OzDvjZek3zzgZcYdvZz5l+BvKZdk8cVMD39RqzV2M7\nlbxfATAPSdRvICirVzlGQytdimF+ArvOqnXQ10EDl3fWwi7lis3nwNXFUIim/KTgzjBM1eVppNoK\n3rDyfEbuwvIfIXc45iRiCRwuhp9WmGMd9HlvgPZ/zjro1iQhBXyemoJwq5zaYC8sj/YOdLwAVje3\nd2LnE2f/WaWUf8XtUsqbIuKjAbwUwHNKKW9PjvnMUsq3bVPftmC/LKU8J9vRd0mublnuhbFdMAZX\nALJtxYHMAXiajgVmMo5uO5tXQNYxUo+31/FLBfoak/L6ZsAQJB30CfTK1B+C1QDqdQzBVT2TN9aB\nXk9Amb2GIAEYCuUHQBwAV3p40S4K4+w5iDu3chRZ2S6C95FcELJ2sn5l//q5Bgd5nfpqg7mzxUrC\nYfEaJUP2zGawmG1MQdr1dM0z1Wm4ee9Rewr6XR1gHfB3Yucj43wagH+lCaWUN0bE3wHwkoj4nEQh\n+XQAZwr210b2v8uW5V4Ia2mXQF3KUdOuaA24FbwJ+Fp/jfn7OKIz/WxgVgHeJZtDrBNgL9PNxxlI\ngufocDNlxDUdnQD/0P7ncaAq/2SeyQdmZ5aendiJEUquAxHA1eOOMh+Vrh5G1zDWnjeMYM0fdXjO\ntGUbgWEYCyRN4/R5rHtUFeYV2Y87mWy+WN1fZgOGwMvAopaMw2Nq6XrcLElrlZOVq8TH8ynwq0x0\nWwH/fGScD+o1+mTYHQ8A+ImIeKWkXQfwQdtWti3YPyIiPryU8irfERF/FcAjtm3QedtURu8DYrVy\nZrbtQM88rsM7yAPrujyVkmyQ1uXyw0p6Tenw3kJmyvgPAMy0y+EDs16JT5Ai4JPxe7C/x41ql6Wm\ny3v35eSE2GKaHrAEZkfA1ZvdSOghhl0pnjQlFZn9iitYH3DlhVLKzSqBYfQNv4tAU/ZPJ0LH0a/P\nl8CsrKrwSbx6hkdSLJL1OXKg9rTsEwqt/LVxgEyS0Zm5+ivJMVNkocl2Ph9CmwP4ipE8Du5nHmf/\nAgA/HRGvQhcr+gYAdwN4GoCPAPDh2zbovG2qBpgBvR7r43u6X4Fe5RIFcZdtncErs69h4oGluZzj\nETRZr0Dr83PU9HCvo/ipoH8i6tu2OwPvmnD/HCvnwNh7j8/PBigOARwEELrzqh1AVfsYwE1gdh9w\n7X4AZXiBgeGoJM+d/ExvChm/TrpSGUeBnheTrL91U2LVjLkUwx4Wi1Yw5RnqS6/7i+QhaHsZNfM8\nLVWEoK6+kGVk71VtkHhng7PAeck4NwB8PvI5cZldA/DPtq1sK7AvpfxKRDwTwHcA+DjZ9QYAzy6l\n/Py2Dbro5tpiLY8ua8e6Lu5g7nl9oNaZfqbbO/Y6bh7YNvdruzJ2H5nmVPM2ClS6nyA9k23PQ8D0\nmPyHyNL/f/bQyryCHujdm9BjsEJgNWOqvwIxB67f21Fo/T6BnvcBhjdNvaBKLzo4y6o4U1ZvuEbm\n0FlwUNhv7hKYHw+lHG2eg/l8ZD9PSRm2Mv4WJk5xCuojM5DnugO8OrPbAvjnNKlKB2inWB9/v5Vt\ny+xRSvnZiHgygL8A4N0BvBHAz5RSzjFi9fbaFKCH5FEm78DtZdaAXl9OlX9co8+AXlWMMdBXjPVy\ngQTcs4EEB+hDrDdobvsIlh4apMd59I5+MkFnxerJQE72IIBgyI/2a/R/DOmVNKaKaQFceQCY3Rqy\ndkhxNS/LwVcdXFXQP5Ljbkk+RvVkN9h+0SMob4MOEeizpusZeNNZENwV5D1PzZaVdRrBXtvJvLru\n75kP0u6U1bOCs7evO6NjAJwC7AGglFIAvKb/Pagt616q1ZyAsvyM1TtDd3KoBDJzDBnWOohnYO54\nqrirx5x84kBPMhtRdrDLptNm+TSEJwO2TJsno+eAbvYJhJMyZj3Q6ywtl3HoFchp3a32Ws3BA8D8\nBhDL9UEYr5eHE8AZoeOgT4cArOi0zrCtzdYV+suqVB1iU2hFfpClilcO9BqFOgbyWnbG9nyAV8E7\ne7eymH4fnFXwP7WdA0UtpfzgFsf80Lb1nQrsI+IR6GSc/wHA6wG8spRy72nKvBMt0+przKOVTsbD\nbcdYwo7iS4vZ66+mpLQkoBOg9+5G5nFqnkXXsxAhJGWqEyDQ67dxrqMDewL+ValDy4sDyfxwrLoF\nFNrpNRzs70Mnp95Ah7YPrBoUsdLxecP0fB6Qc77Rt00/bOYDuHwgiNIMm3E2oA+GDqD0iDdfrM9g\nnUvRBGt1Z1pEtk97Ci2bOmKoDol1sY2BlUyj5dIZaXrmCE5tD1o9YmVbg31EfBqAF6N73Wj/PSI+\no5Ty8lO37A41fSe5nCX7M8sGQZmm7L+Gr8RIxQfijuNsxuoHvQUfAY5KA7RL4N0LT3Pg8gsFK09D\nKn1QVqN3rgA4cH7Ig68D+FPowF5Z/FwKYfgPZZwr6FCbgK/HRNdWAn7meTUmn58sJojrtv7d1IEs\nax7cu3J27bx3SP/BdQVz7bAtK/mVWEg1A1va0tPdeOt1TEDL1jTvfehjM/Uja5PtnGfQnoVtBfYR\n8SwA3wrgBwD8MIA/BPCuAD4BwHdHxJtKKT+zs1aeoWXxw1k3kzYm32yyz0lbltYi1QruGfg7ua4d\nH2E7VVPy9VrFWhnB2xlrdqFD8vsELMo2KuVcC6y+tMYCGcT/EAAPA3AXOrBXUD/ASgM6kOM1qN3j\nNmkFiNIBvutuflH1X64I/vrP4cAqUkev20FSbgb4/S8CmJUh0OuApqbrT7+3po5gYUskt8tn6tYY\nfia3+AAt881kW+sm4KvAtlMyvmf2VftSAE9P4uy/PSI+qt//8adq2TlZBvZjE6hoGavXpecbM+9q\nM82xNsPWTDWpjSOuEUZWUAOZrPvgQJV1OdzzuPYPrNdHrNXZthqPP1MvwwIehiHIc1sDTzXIX8Fc\np8LeQCfpeLBiz0ujAFdvDFGWv5tYOS3V3Rl54/INZR2XzbKeUCNSQIHQnxkfZmBen8zk0S81HPQx\ngCzGnlYjTOxx6ByBLI86K7YpKvm3sj2zr9rrsglVAFBK+cl+YtUdadqVpU2J/822a/t8UIovic4W\n1IklPCab2Zox8zEVwNUZJesBOfkMZGrSTAb0HmbJtCz2nnVpPLoiktZx8vmEwPCPZbnzbgDvBOCd\n0X0h9mFYafXAyntc7/exsoIOma+gA3lq9XOsRk4pwvfLWACHt4ZRNi25S41+5djy15zgDnQLB36m\n8QwzZr+JbQq+KlMCw3evNkGrWJ6d2J7ZV+2+kf3360ZEvFsp5fe3rOvMLXuANhkMqnV7M1OAr7Ej\nr7um3bfkXu0NOK4oUQwF2EgKqmlINaA/kHUPc/euhlO1WhfmpGegkTUE8GsAHoVOVXwsuj/3eShW\nojidwgFWwfoHWLlY/l2VDjow/YE+PwX3Pq4yFjj5Khnbrc6RLJ/7INXR83tPRx+e7EZtYc7uVe7J\n9msTMtnEWT3XWyTZy9WyXMZRyy4tkJe1le3BvmpvjIg/X0r5Nd8REe+J7q1QexmAD92yrnOxjH3v\n2nQwLNNSaYoTNYUlw0L/aRnKqGayfpJJlxmTn1KpzpTNgF4dgtbH9ZkdP/BiIYVQiydTfxS6ALHH\n9UuO4nJuKPUVOgf06cdY/WWVepqF7LvZH3OMlSC/BA5uAMvF+gio/0s4sJJsjrF+LbMewG00lXL0\n2fBOhWNhFk8/poRkQM9njm7Y3wltjzsXTTu17WWcqj0WwI9ExI9ieL1nAJ4J4Ecj4tv7tKsAPnj7\nJp7eIuIj0P0hwCPRIcL/B+BLSylv87yqzzvgZwx7F6asxeUbNwfpDCd8u5WHZZ6cpybqYIE2IGPc\ntQGEGtCrrENt3hvFxmZa/0kmHUjVkdu7sZJxHoIVN+XjOsdK/AdW4H2IFfCTvV8HcK+Uz38ipwPp\nkXu+WH0fx/V21eqyCVN6Srp0mwBKPkFXq6+ZArxq4hmjV8vYPev2R0fN97Ee71ko8HsPpPWebGwX\nkNlHxHsD+NvoJq6+M7rL8BYAPwfg/yil/MYm5W0L9n+zP/Yjk30PAHiqbHN6zblYRHwAOnD/NgCf\ni+7t/1UA79P/0e/gHZg6GLtt3mx2Y6ZL1sxfyimM3kFeTbFzgKHZibn245qA5yOYu06v37KZYfgR\nM3UEmeM4+ShYAea3sLpaZPdsFEEYGGolPGMdoAVWo6iM7p5LeWyknwi9UJ9PKfBclvzkgYZWKoPX\na60jlfplzIWkM5+ZSigO8upnWuadq01Ny1dwJmirirVp+XPcRgJ+Ph9Cq1pEfDyA/xPA6wC8FsBv\n9bK55jQAACAASURBVLvuQkeo/0FEfOomE7O2Bfs3A/iQqf9GFRG/uGU9u7AvQPes/cMe2N8aEV+P\nbtrxR6D7Z5iB+ay9FkOhTcmTmX/nQ9l9rUyVclpjge4MnJQr1sxgBXIbUgAs3dc1r7J9xU7/UxH9\nOhvX9RjNS03/5DMDCyB4BVUXQp+Bk6IOMQyp9D+11c+DcV2HrbXnwAHam9Jg0vQAZuaqr0jVyvhV\ni3OrAb0uy3C7lGHIooK79mfGGD5tDIiLLTOQ17wev8/tVj0Ze99m0HiSXTxm/ykA/nwp5beznRHx\nJAD/FMBksN+Wcf+jFtD33Q+1f7JlPaey/k9U/jqA3zTJhnMAPnn9qM5qIWC7MJazsLSsK9wyH8vL\n1JQa4VY5HpCXKutHw9KYrkv1IlxXhUU/eaDr+scjyuRroe6Dzw1wI7DS36/1me7rfwTvY3SdzqVU\nojOz9B/OD7DeiGvoxgM4OYuDu5I/Zqtz1zGLrDOQafM8L6XlGVInFN2ljlrnQPNmNhZcUBtc1Tr1\nVNwpaL21UEttR1ZvbWzhVLbc4Hc29qYa0ANAKeW30M1vmmzbMvuno5tQVbPvBPAUbpzmew6ntMei\ne5t/x9K5/UQ/gMyjpd3Tsgd/StfUQzm9S1t7GZ3RM03lGd8H1EFencTggDFB1D1Ftp5F7fi6L6ma\n1BwKLwpn1xwW4AqlHBZOzZ2zXwMd6nIG0wyrCVc6kar1yxrkV7R0zkdHFv1a1q6pj84PHBpWGr/S\n9LLKU5Yr4MwYvWKUzBLYmLy4jJL1FrTekPxk5Fkv1i+DtjNzEjvV6mkXj9nfHRH/Gh3Ovg4A/6Lw\n4QCeDOCvYUP83tYxPiciHuaJETGPiK8F8IFblrtre3S/9F4IL9xj/ICxFyBz7N7N9LRNrFa/g3g2\njqfE2nE1O9bT00zagLF+t5qii45AZ46gVq4CH78eqb9jAOV+dKBOMOdAwC10zP7NAO7BKjb+YfKb\nY+UU3iG/e2V5L7pI4hsYfi/nljTqFoCbwKKsf+yM7dRt9yWax/NmH1BTR9D/FpZNAb3YtqYr+wbq\nz5/Kmlle75mqkzHFae0SeNsWtp05sp0TbL+2rd/Z2HPRxQy/HMB/QfdV4Tei0+9fjo7E/s+bFLgt\ns38YgBcB+PtM6KWb78TFAfqtzB/gKdiWecwMjGnb6vu1ese6s4qx3v09wdlMr1d5ZqqI6+ve4Gzg\nQCUNjV5RoNexV0o6R+j+N/aAAMyd5I8PAPhjrGbPKvSwYMbP++9Gv+T+ewH8d3QO5P4+/RZOgB5H\nqw+d0QKroJ4WeGiEzkKOOa4cb4idAbp2BLQK70QgSXer3Xp3Fi21QyN8eHecGHmPI3MEXv/O7Ozk\nmUnWf1DyUyLibgDvhy4aB+iicX4liyQcs23B/g8A3BcRnw/gmwB8OYB/DODnAbw/NvQ4t9H+qF8+\n3NLv6pdv9gN+F/n44wzdnMxHWbraVKmnZps+vJlDUc0+i75RpzD3NAVjFtzyIqpHjYmxWmZNxlGN\nikjFP/xmGvMQwY4BHDDevWAYIUMmf0UOugngT7CSeFQj6f+h6gTIGXp5Ax3Yvw1dp1CdQj/T9mg5\n/LgZr4uDtksx6nuc4R8n6T5Qu6gPyGaClAOp6/g12aRlGfv2269Az3XmUbDXtvBcXg/g92XfmHPa\nyi6ejAMA6EH9J7N9EXFXKeXt2b7MtgL7Usrj+8r+PoD/DOB/BPCVAL6hj3j57G3KvQ32JnQ07AmW\nTq3+tywd74GhqkCsc2B0vTuTr+dJWpavpZ543swyWcaPzUB+0AY/cKpko2EWwPDtW2D1N361LlPr\nhF2rV2neJfMTlNWruEQH2g+g0+hZiAbus5ugWtGRrBesPnN8Pzqwv7/fvgXgHcDi1kpJImgwkpPh\n+7ekWJ2PlTH4MemmwkIzhp9tq8Kmy2LbkO1GtSfHujzkRteadSK9/dpr4FzoTOJZoIujPrVdULAf\nsc/CBn9msi2zBwCUUl4SEY8GcG8p5eS/ESPi35VSPvo0Ze/CSik3I+L7AfzNiHhkKeWefhdn837P\nNuW6I1CdHMn62kAo1hl31puYYlMHXUioNz0uLahljhjOYjX9EOtGlu/zpDTEiJNmGQhzEu6ijThG\nB8r3YBVqeQsdQ6e+cg1dJ48VKJzo94fRb9+Hla5/H4CbwK1F1xHg5FpHRPZOqPao+nOEoQNw4b0m\nbmuzZDNj066bA0PmvazkdXB31p81baqm7s8en0sfD3AJZ4nhOWTnvLVdMBknIv4SgI9pZJmh+8rw\n7sA+Ir4Qq69F1ey5EcGvR13BxdLtvxHA3wDwgoh4Ljol5osA/Fwp5ac3KcjJqMdn0JzFO0muMX5X\nUOZJfj9uUxsj1KPSTXbw2BunbyuwAnoHfNXkFeivYz3c/aEADijX6GO8kIIe6NfpGa726QTy+9Eh\n7UOx+vjZvfJTvV6lm3cAyxsrACerVxlHm8N96hSO5LgM+Cn5KMV1Ci5V0DLMaunzPNYdQcWnnIC8\nlu3ljo1j+lhYrc3+yDjQ147dyi4es39XdGrJm5C/YXN03wKZbFOY/WcCeDy6gYGaBbouBdC9jmPO\n4cyslPJLEfGxAL4GwG+i68//WwBfvGlZmbyj2JiBeI3Nt7Tz08YOs00eiZOVPakXkYn/rQMd1J0S\nQtJ8QJN1MTqSn5xnOv+P5OAQq2/Rc9IUJRt6EH7Phkz+7r5QMndG4/AYgv3bMAT9ezFwBIsbnZ8g\n2CvQKxLx/BTQye5vyPELDNm9j6460Iv+skxgIIuYyQDSgd47YX6sAusyOc4ZfQ2ImV57zrXuzBl5\n2k7sgjF7AL8O4KtLKS+oZYiI529S4BSwvwfAM0opvze10Ij4hU0acbutlPJTAD5k2+N98qgHlGie\nbLsGtu4otGwHftanky+B3PlsIr9P7gYvMByMdXqmeRwpnC5mArDLN/qfs/6HuXNgfZYSJ00xkoZX\njIOzlHbuwgpR0e+71pfBAdd70Gnz/J79AzhxAOXeVfSlAr1GYur5Hdv+G43jMo1etQpF3JEbl0ki\nQJ0pc5kN7PrYewbozuqn6PysXx+rTAXzdmfpp7aLx+z/K7o/hmrZ2P6BTQH7F20C9L1t5HEuqjkw\nK7B6GKPKObUIxqxMz+fgDtQjH70sVPK10teMb5x6OA7Ccr/n12MWWMXW1QTgWgMpvfsnkPmphLWu\ninY5yOLfjuE01ZvSgJvoKLkO77EcIvH96ICd4ZVk/n3s/XFZgTRZuoK2ayML2++6/UKWisA+oF1D\n74Y5WGc+I9PEs2ED72RkPskHTlVzV9MBWcZIqTE9G2B257IzsL9g38YppSwAND8zU0p5zSZljoL9\nWf8D+kWwGrAqmCvIa2BILXqxxe49mkajZ2ozY7NegOf182gBfilAKCo44K8dgHUUycI5XCT2N5Qn\nrZ9K0E/J68lRop/xAF2SuT9gBWh4DEMogaG4Tvp9P1aDsIy2IULfv9Lps0FVRtgoKhbJ52BPP2Kf\nxk+ptYvkFYRr4b/K/z5om7FyHzJYJsfClq3BYOULUy0bSK49Rqe2C8LsI+KzAbyxlPKKRp73BPA+\nAF5dSmnJ6wObMkD7F9ENZu5s4PtOskyqdiafAb3ilIeYZeu1XoLXqfu1bDXP2zK+UAGsA3gN8F0X\n8Ng5pi/QPWEZ4NP0IvJDafyemTqCgHyfjAdQ7yE/JE0GVl0M/i8gJRr+UQmwAnz2CsjgOSDbl7lc\ndN6QE2jJyl2iIWCr5n4s+1T6UVkni8TJelAO/IshI29p5BlLdqBnug8ZZIFBrs5l6V6X42lGSLTN\nPG1fOvDvxC4I2KP7XtfX1nZGxKcC+HZ0s2ofFhEfXEr54ykFT5FxfhbAWyLi/wXwSgA/1s/uelBa\nBswK5hmbD8uTfb9mjGlnvQUt11k8Guu1OtRcgh+8nazI5QM2gnmKbDNtIWlOFzMRmI33mWAeR6+A\nf/JRMv4DOSk0G6v/80doCAy/gEn+qqjbM/tyP3C8XM3TIvIpaBMpeU2UyTtS8hiPrXfKrOjo2oqz\n+wo4+ZCBs+MWw1dGn8k0fiszCUfbkA38umXPp+fLgD/rRJ7KdtpNOJX9Ajq8fSm6p/7rSym/BAAR\nEQD+NwBfWUr5ZxHxl9F91fcfTSl4Cti/G4BnAXg2gO8GMIuInwLwCgCvLKX8t83O5c6wDJiduWeD\nps7ygRzovY4M7FuA70CvmFgzf+FUXp8B3deCQxK97639cWX0VEv0hPVfmMhwHR2AIbA72LvnnQEI\njb38U+gicgpW4jkrog6vRlbPRnC0VGbCLo5XbFv9hzJ1yjUKEHozM50kQ8eMHjvgK8IZqi5LjlHO\nqms+xLV11+e9w+Gn4FKKdjy4zLR779hllnVsMklnZxh9cZj9awH8RwBvRfegf3xEfEAp5XXovuX1\nrgC+HwBKKT8WEdUv97pN0ezfAOBbAHxLRDwU3Rcvnw3geQBeHBG/gR74AfyHO13ucUafySYZ0Dv7\nb7HwVn1ah/cWNPrH66pZTQ1gOcTsJTrNPpSlax/fG+1vsI60KXGmY3CU0LL0gunkVpfm5xzFvY5V\nXOZD+gL5Z6+MrVdaTrmGUTv8LAI1/BvA8fEwSkb9BmzpkotrF06dF7YfljeTuTLwh5VrVWX3Wpfu\nV/Q4Pa3sKw21rzW4ROPSjdYJbA/Ozu6z8z2VXRxm/3QAT+4/YYyIeAa6z898PlZx9W+U/Pdjom00\ng7aUch+6j+X/YETM0E2eenb/+3IA90TEDwN4RSnl+zYp+yJZpq17BI5Lyho5UwP7FiizLu9BZGMG\nWfw8krxqjjHEc42ULOgHadUDkCRrQfpi6BjoSSFY6UQ1xFAnoR4zY/knJzzDKiaT36J/qDQAWAG7\nzk7ib4bu3SCrfwdwtMgnNzmzZ1spameCtG4DQ8Rz2pyhYOY09IYZoiqTBtZvDYv1DoYXrWoTXWMG\n/M7y3SdpZ0cvm7dzWxLtAL9TfL44zP4NBHoAKKX8SER8dL/58D7tluSffBm2/lxCKWWJ7sNnPw/g\nf4mIx2Ml93wXgDsW7DNzIPYlsA70LfDNymYZXDqrz+Lr1RYYfopGcdoB3tOYt5Ddk5HzKwLaWB4M\nrEs9no8VOtjVaKWijOY/uZhEW0ow+q/l/IvBm/2S+Sim83sGPat/YDH8cnEG9pSjYBeO58c2alcr\nm//v5lrd2Ii6o1xZJS8sWwbIkLSa71GgX2L9q9K6rU4gcx56aWjb4GnG4N3B7cQuDtg/PiIezj+H\niog/i9VrfdCnhSgo/pHHqp3q2zhqpZTXA3gJgJf0cs+DziL5uczsQN+KOHDz3kHmLMbKI2grLikW\nOftTh0DgP2H3zurZuCw9a8gcK7CsIc0tdLNliSDZZ31PNIMFEBTNOaAaWE2KOkA3cMsg/QfkKgAn\noZnl5grgH5CiFPA1jNJ7GsCw68bitYun14BLfhxNqe5AppKyWyPrvfl9zPBKmbYzcL28R43tbD2T\ngpzBaxtOC/p6LqctZ1Lh52c/CuCNEfHr6B7sP4uOTP85AJ+H7pvdTwPw4/33cyb9NSywBdhHxHNL\nKd/cytPLPXesZfKI6/Yu0wBDoPf3dSrL9wlUijOu14+VSYxx6YYvydzSWTYKMFtYZtrSDqQHIYgp\nOB5LXkijteEsRz83oMtjrGLvFwAONCZ+JoVfx/pfCtJYSH9C+uViAj3HaD00cin1s+363TV9KHhe\nPM4fJB3Ipm/i9fSHKzMBJL2nnkXZODBk3wrMDvq87DpcoX/PskzKdykHVq4PrG7LxGty1YON2ZdS\nvj0iDtH9eclbADwD3VP5l9H9AfmnA/j3EfFaAB+A7n+0J9k2zP5rI+I1pZTz/BPx224zW9IUxBV0\nvQfvEs8U81BOBXdXElDZphFDSMKJMcrwFQyU9Qd6OYcH0YqcVJGl7uN2jcWqHpXRyFvowFRlFP7m\nLPgBDN0YtfzolzoqTNmmb1xZrjoG/JQOgf5+rL55o2CvM3sZuclq1Qtrk46R33zv/mkZHnbVCFXR\nMAgFYTcHZFfRnK23gN7nkdV6C9bUNWegDmBT20UPYbTgc7ZSyrcC+FZL/lmu9N/6+kQAzyul/O7U\ncrcB+4cC+I8R8WoALwXwf2/yAf3LZFMHZH1AuLXt5RLUgTyIQ0MrM+BnecdWzgGA2bJXTSA7dGCV\n4O4OgQ1TekmPRcAkQJJSEoC9GwMp5xhd/PvV+4HZDSAegtWXxAqG4Zf6HQOJpT9aDkPrFfhvypKH\ns4dBB6TnozKOenlYHgdwDV31rpsPVs/suBFziaUWfZMBfysKpzZoy+Nquj2tVNY3sV2UUbWLI+Oc\nWES8P4AnofuTpVf346Qopfw+gG/YtLxtwP7X0H1U7K8A+CQA/2tE/Dg64P8xNuhOtk0epKnMfWo0\nji6V3UPWa9iqXdul/QjwxC19Gf2GKX7Plv2ArVdIVq9MXxtJ70EmDAyBi2WROvI7OHrCbDidwTWs\nwPjKEji8Fzi8HwgC+l3okJtnTbDvxflyazUAq0CffY3SdfsFVrILz8XDQ/U6qCl7L3IsewAew1uL\n59VriJxZZ0E8TgAWSXom6fjQScbq3aEog8+A4DQgfVuB5QIx+4h4PwDfAeB9Jfn1EfGcTT/LrrYN\n2D+3lHI/umib74uI6wA+FsDfAvCNEfEKAC8tpfynbRt1J1nt4d1EvvFjJpK4lOmQvTvQK5nU53qG\n/DkfsP8FVt/N0UYSUTT6hBo3dQCuO1oEVm+v6taKSArM19CB8TWsoi8PARwuget/AhzeB8Tb0AUn\neKxoPwpLVq9/JuKfKVbWz06Cxv6z7Vl4lEcquakuz+4WHZx++M3lHY/csbNTEMzAPevxKcg7uGes\n3r++nPUM1NnQFsif09PazjX7C/IhtIh4LwD/D7oQ929D17JHogtz/76I+MhSym9sU/bGYF9K+Rnb\nfgDAD0TELwH4NHTx9l8UEb+Cju3/m23+HPdOsYasupW1QN7rUgal46DO6hToXWUglnFbQZ5OInqp\nO7SBtdHpQPd4EpzI3PnTfwHUgV6eiAI9gZhAf7VfXsEQ8G8W4Oot4Not4Mo7gCBiEqVvAMtbw4+R\nkdUzglMB/4YsnXnz3AnO7qEzRPXr5IMw2jPwUMyxeNvelJ0rEDv7VrBufRrBGb2GZGYMX4Fee5ls\nmy53aQ+2AVp0f1jyzFLKf/EdEfEe6CazfsY2BW8TjfNJnDAVEY8A8D+hY/Ufhu5xvAngZQD+Hbp/\nhXpZP3L8ZaWUG9s08jxMtXA1ZS7OqlR+AQQsK/kyYK/Vy/qYJ9NIFUMJ7j54lxFzZfxKXonVSwDz\nPmPo2xVysDaShRPo5+gGPg+wGnhl4AxBW0cFCfJX+x+BmaDP75/pknmvLIDDxQpED7ByNDoYy38W\n1E/g1yQcnlfBagCZS41b5S/75yn/SJrSbjW/vhPMwTXT6HkqNafgGrwqaJnj0PJcMtR26CnVVK4L\nYRdHfP6TDOgBoJTyuxExecas2zYyzgv72bOfDOCZWP3X2y+i+xrby0opf8LMEfFCdN2R/wvAX922\noWdlPt7YyqdLXVdZl+sebQiswHVq3YoN3kXPIm9UznFJORtE87r8+Z/3B59E6bQarB6EA6/sShDs\nCdb810ACKKUaAjyXD6CLsNQ/OKktOV6gvQsPs7wPw0lVOjCrSOdSFccQDiTtClaI6OPCC1mq5wXa\n6DcBGdUXKQAD63p8BtYtoNfm+jIDekharflTAP9cnMLFYfbHI/unRnGv2TZg/+5Y/VH3PegmUn1H\nQ6M/QPfHuY/Yoq5zN2Xa+hLVpBFIft2/sH00B/ysXk/XIBDm06VK3yHHZAAfGBJ0bSvLZMg8kAB+\nSEbtVmhFqskTePkPVAry3L6B1SdwuE4HwH851uMzoCern0ud+t0znVDlg7XKxP2CcR8/xQNI96ff\n9s8eawC7e9Aa+Hu3Eet5nGg4W9emOeC72pQBfw3wFejVuUzByzEg99GWM7OLA/aPiYhHllLu8R0R\n8VicAke3nUH7H9D9q/krSyljQxsF3Vfcfm3Lus7dFJD9BcseSGXzzKORhtzn5asC4gOpegxBW2Pj\ndaBVHZGye2DdOWU0gvjoNgD8JVafVch0JKbxAhEYCXpH6ACbwEiQVtC+IesZwF/FULv3b+FzqfKQ\n6vHZN3H4GWLS3ExzZ3nq1RdYRR755xZ0dJMPhHrWGrIiqV+SFWRdPqkxd6+utq8WeeN5VUZk3UD+\n/NC0xzslEOFM7OLIOP8CwM9ExL9E9836YwCPBvBkAH8PwKdsW/A2YP97AD5s6tctSynH6HT9O9pU\nmnbW7A+2PsyB/OF20FfcbLH6sHzO4pVYewRO5kBgaR5g4zeZeDUvwOxYBm2dkukg49L2KWIQoMmW\n+cl5OoArGGrozEvZhAOuCvY6yYnS0TGG8grHBfT79FzXwRA3tp9Sjjo6fp5K63P5xkGFvY7sLw6P\nk+P7dZcMVZpheqahl2ExTR2+VI5xoB/xS6ldGJCnXRBmX0r5uYj4EnShl+8ku+4H8FmllFdvW/Y2\nYP8X7vTPGJ/GFGAdD5Th+GQmBXVgPeIFkt/L1+62AriWrwOqrP9Y6qkBvZvPE/Kuvv7PEwj4yuRV\nS/IYce37K30kcJKVqwO4Jdt0DvyeDh3EoR2rJwIM2baCvoKxitZAPhahcpUydXpZnbir8o1S5GLl\nEewJ+JmUpIDfPxD6rLkPWWD47LRYegbgGZOvPe/Z0s39/RRrjVu30ra2i8PsUUp5RUS8O4CPA/AE\nAH+I7kvC90TE1VLKzdbxNdsm9PKPtqnoTrJs3DF70F2r9FBxBXoFZMixCtpatgI6sUTTNdJGg180\n0sdDKWumPRad7wNrm77UbMshAV8bqWFJ7s0UKF3CYTjjDaxLM5R8GHVzJPt5nM5AVfPAcdXSffqn\netyse8XzIavPQlH985AukDsSazioRgP52IFIY8QmZdXK0peNX8bkF5U8mqZ1ZPXXzIMDxmwM2G8L\nCb8gzJ7W/xvg9ya7fgTAR21T5s6+evlgshYwOuNWbNMuLQmuAr5q7creyXz0GI9mVKBXGYf5dWas\ngvzY+dBUOlJWH1iXdBSveK4hoB96AfRNJ/jr5wfmsmQEzYHl4fIqVr2Aq1jJPRyIPfmPWjs570lw\nnT+Nj9W2Kph7eXpBaLzZWlcmbCv15vlwHMFj/n0a6xJYLtfB2QG5Jtc4k2dnJpNqHPAdD/UZGANy\nnYKwjd12Zn8OYB8RX4juM61T7RDAU7atbw/2W1gG+ArywFByqUk5tbxaHi1j8w7qCwwxq6XT+/lk\nQN/qqdA5KE4HOtCfo9vBMiP6wVydnET9/UDWWbAzYZU/MnbMRhG4HfAd4Y6TMinDAKuLmzkObVtN\n6qnpIBl1Vmavk710bMFA308/exbHQN8BX4HdQd6VJ5qevks1Pl+OebJnW8170EC9ft93KjsfGecz\nATwe3dctpxhj1LayPdibtSY8AetsRskgsHpm+GB7dE0WhcPjsgFaB26fx6S6f8bmN/nsgp4b2+1t\nInBoL4SBKTr5k9gb6AZz58dduGbw+zJEFUowXgH1eX0JRcYYIJMye73AGhvv9Fb1C40i4snPrAy/\nYH7R1PFkQrgjrzoeHSxW0NcB5B7wy7LO0DMgH5N1HOS91+bg6+Cqz74DvgcnMK0l6WTp/ghky1Pb\n+cg49wB4Rinl96YeEBG/sG1le7DfwIhH/n7rfh8XdBnbtXvdVgbtTgMYYpwP8KpCANuvlhFVVSxc\nvlHpSSUoXXeQB4bRj8TReQFmR73cQ2Am4Ok36xWNDqURrlcwjQ5DuxnA6rMN2TGKcmwwLwYvngO9\n0lwepw4oY/OZlLPEcPBVdXr9Vo+z+wVO/mTcZZYau/ftGsNvafSqQLnNbN8UwPdjWrasrGfv36ns\nfMD+RZsAfW/P37ayPdgnNkXjBlYPGp+TLPrQWTD3KZEstl+Zu2JR9jxmgK5BIZnpTdfxBm+7pquM\no2OSDvZsq4e6D9IKcHjUMf2THUQV7dLUKKUDLlFLZSLazPJpfpYRcjxNu0YK7DzGewcZRfb6KNuo\npk82r3H+Cvii15fFesegxt6d/bvf8U4HJF+x9DFA9WdTn2MgB/zMMommddt3aYtzkHFKKT+4xTE/\ntG19e7A3Uxmk1oNXZ+AYwTSVe3mMM38HfJVQ+PKoEqESjmrpHm2j0nN2fgvbZv2Q9exYB351AD6B\n1ns1SwzPFwDmSww/ocxKOU2PUS8tU5qoSMfyXCh24NcTo2Unr3X4V8EcQZk/Q2Yey3kDDvK+3ecp\nR0NFJ2Pm7mOyfQDWQN9PbwpbdilGn1OazzdpHZ/ZFOewK2Z/PsT+bG0P9onNKutqNUB0AHfSmAG+\nMh/tBejLyO1WlxpyvIJ62E/N2TrTxno32qtpDURzu8iyYDUuewXAbAGENsAHR8feRP4dM+Ps1VPW\nUMyRJLvRmealyFlDXeY9TvapdKPrDvTct+iAnkV4zHzry5UO8C1G75eoJpFoGHEk+TKWv0zW3TJW\nP2X/rsD+HIj9mdse7M2mSjhAzvIzKcfXs3wZOwZyfVOB35l9DbNq58V2Zcze5SXveXhEkI5DZJo9\nIyNJcnWi7OxI2pg1+Iqs105G39ia7uWWldUa1eZF8bDI2riAgPaJA8gYvMf+9+UuluvFONh750Gl\nG+/UKLBzqdq87oOk6eXU9Qz0VZVT2+TdqoG7d9B2ZXtmfwlNx+a2iWyhKTvPJGEFc1oN8P3larXd\nX8KxdnNgVo9Vx+SSdQ0bddBWZRw9b2X3apwfNV9g/SS45Azbmi2wGswNrAZnx4xeiECskxZqkox/\nDsEZPzAEd0VpH5BVJi8afVkCizKsTlWfDPgzVu+OgE3zcWVgM1nECYJGigFDkpIx+tYg7Rirr+U7\nje2Z/SU0BckMLGtgq/KFmgJklsdB3+UQH8xVDbSl3yvz1j8oaZlHIBIMVPrW8/dBZH+pFdxVLJ4B\nugAAIABJREFUw8+cxgy9fk+PwYZrRbWBBAI90S27idnJsvFEOf1OPWy/Az0ZuusqqrVldLyl0R93\ng7DLUvcvOr7rX4DwptQcgJ5yNoSh5hKjAjgvj4N+1hvI9tfMnyFn9buWcIA9s7+U5nLxaVh9ZjWn\noD0BHwD1AVuCuraP65quuLe0ZU37V002mytA05DQTKrSPBqSCTuG7WSdBwt0n17QE2Jj/CuUCqqq\nFWUDFO6x2X1bIH8LXLPKAN9RV9HU6bV/B0g/etaXt1jkrFzTXAVSlu+dCG+Syjuuz0+1TJPXCJ5s\nwB8YPkO+r1V/ti+TmU5re7C/hFYDeU+foj+2onAC6w7BB2Zdu8/Sldmr+qHgXrOaQ5ph6Gy0zdpW\ndy7qHBYYno//gHXAZxlzRyea62Cax6fy8kT8Rp1UIj9YvmzEkSekTDz7QqVS5oxa8xj5JEJZAMel\nPp5LkF9i+Adax1as+6AxVq9STnbqNXPAV0LhgK/koSYD1urXZ6XWrl3JL3sZ5wJbRHwsgC9D1+m+\nG92nl7+ylPKrlu+zAXweuuf/IQD+NYAXllLS+6v4MJc0YHPArz3c3JeBfjZ4y3RtUzaYxhdOGf0C\nQ/B38NVegpu+oM7kdd3ZnPaOMnD340jaTwj5spt4tdYw9xZMU709mwXrLF9n7TpqaT3uffnLNPdM\nRM9Q2yZKLRerIjWyJlOPVBXKfI3/vBnL5EfTbb3ElBSdkY9JNFPkmsxqrH2Xkk1me2Z/QS0iPgnd\n3xx+VSnl+RFxFcBPA/iRiPhzpZS39vk+F8CLAXxKKeV7I+LDALwKnXP4smr5le0a259iLVajMjWw\nrtu7qcyj+zMQd8D3h9rD0LUsHUx1XZbLjBDXnIQez3PmUj9tcwzgcAkEmbKfnG4rSulF5Lp7lZDj\nNFSTeVT7P5TG8sLVgD4D/Izd9z2Dcqtj85rsDNyZvYboZ1Vn7J6dkQzoXdoB1p8DWgbePkazyfsw\nxTKA523YNRPfg/3FtU9A9/GgFwFAKeVmRHwvgK8H8DQA39v/T+6XAvjVUsr39vleHRGvBPDciHh+\nKeW+WgU6G1S3/YH2fGqbsBEHbjUFfWX+indqKnOroqDtdUaffbhqzBzs1VSfbclFrJvzqBR4DpdS\nvob5LLEaRPWwDp8F6900UlIez0lbLjy7/pBJOTrLVVHXQV4p+xFQjlfau4K9HuZV+uftW4DvUo87\nDpVxMpv63Gb3fltGv0m9t8P2Ms7FtS8B8G6llAckja/8u/bLvwTgcQB8SvLPAHgWgGdj9V+6J6as\nNQPfmS2nWkvSoSmQZ4O8DvRk697OjN1rGp2H5lFn4GmtkPWagwKGJDr7RAPP5STWHqswTAbinMyy\nVbBXGqrArF5DG6cDstT2WQaR1S+OSkPqLVWK0U8RO8omLJ8gr78scrNgNRbtuvwUZq95s6kAzuq1\n3pZlIZRTpzNsalMknF06hz2zv6BWSnkjgDda8vv3S2r2T+qXv2P5uP3EqfXVNHtfP63Vuq01QFX2\nPIXdZ0xcZRa+9JRVFFM3dW6QMtyBqFzFfIqxfPH0BZwpyyc4E7i1W6AnqN5Kv93AhtDLqNahutrc\nyqpp9hpKuZRlj7RlOaxCWTq3Mza/sOK8av9qg4b+Z9KQnkItysXlnF0z3ttV7mntorXndtgdCfZu\nEfFnAHwyuj9A/4k++dH98h2W/e398jGb1uOgX5N6Mva/rVNoMeeWqbRNoFWlIhtcYxSOggHbTfyD\npXv0BctZWj4agV3VF2I0l5lTLehYfgArWlqTcPQGaKO5rZq9npgOyuoAr/YoptDrHlHLAicTo7If\ns2bBO9z2KBwfHqhUXR068E6Ms/ps/JuWAeJUdj0l33kC7tgnmB4MduHAPiLG2rTQ/8CNiCcA+HEA\n344u6ubUlrHYmj5Zi8xxFr3rwSu1mt5P3MpkHZWigSHIu+46Bvg67qlL7mO96gCYpoO07gQc7Jfo\nGP4MXcROAOvsm2natXEdn+imgM8uiA/qAsNRTCKvBrlLrDxReVHqk5xqwO5BPyrDuI9RoHewV5ko\nGweoDcw6694GfH1A30He06fUcZpxgKm2Z/ZnbBHxFwH87Ei2r0L/TeeIeDcAPwrg+aWUb7V8/K/c\nh1v6Xf3yzVnhr8X6+871xwB4bJ/m7N3HAc8K6DNTsFza0hm9grwycnd4Lr2EpZE0O9grhkLyaxud\n1bsDVUd18qG4/u2f9eJ+BLrZtzzZmRyghan2DwxBXHsC+vY7EuvsWZvdtFwOmXgL4F224U+jaWpR\nODp0cFQ5pgX0HBMoWAd9yD7IdmbLSp6svLGy1PR5+WN0//Khx27iLKbYXrM/YyulvGYCsy8AEBGP\nA/BKAF9QSnllku+3+uUTLP2Jtn9gfxorjFBVIDAErQzMa2HdU8F+LN+Uchxo/acMO8uvrL9Vv59r\nSdK1XpWSfKBZgU7HH7SdjsF6LjMAUfq2lO43aDC9iXYfiIQ+Oq3MnxX6iKZOohKafbxcl2icSbvf\nULBVoFfgJtCrRq9fQM4cQ9ZjcEavPTvWr/cLsm8TGWbMMWSsvwXa7wTgEf26tpftf/2Eto3ZHuzP\nwWqTndQi4rEAfgId0P+w7XtcKeUN6HoIrwfwVDv8QwHcB+AVaf3IQSmz2sBtDfTHLANT31+Tk2gu\n6WQ6vTJ4/16+1+NOK3MMOss2O0aBXtvFOl1qcoKubXVJKGvLrC/85LMLWhAP9u6FnsBCjlMvpEgu\n2sryOAf4IwyB1hm9A32m1XN9gaF/8agbzeeg7j0HB/RaOtAG+tqLyvx6GZ10aD5fb9mUGbnb2F7G\nubj2jwG8CcBvR8STJf1xAL4IwDNLKSUiXgjgn0fEJ5dSvicingrg49DNoL2/Vrg/lG4ZEGayju5v\nRdRwualjqI0XaNlL2e8yjUoym0Qc+fgl2+5RNSHb3hadCawgk40zOODrvXH9/+T8St8uZ+Uer68X\ni0s/JgP7BVCOV9p8Jp04yHrvRdczbV+rc6mmBvgZc8/a4L2oMRkns4yZT9Xo9dJPAdos7BPYHdjv\nmf0FtIh4JIC/iy5o7jeTLP+UK6WUb46IJYCviojnAXgogH8I4Gtr5ddYR+2hqoHkFKCv5XfT46eG\nQJ7IG8hlFGDIjvR8x3oYeow6koXkn1s+d6ALy5eR7oFGb+1WUylJzyX6gk8AnxXoAAEwRD6n4qq3\n9GnlGFiW9S9NEnSBFfDXwN17XNnPB3h1qEBB33sC2nRn+Fo/r6d3aDYFet32+zvG6LNtWk1O9Dy7\nsD2zv4BWSrkHwPUN8r8EwEum5ncZRJlpWj7aD9ztGJxtORY3vtT+eVqVUGovVfbBK4Iuy1CwziaB\nedlMc/mIZavDcFnMIy3Zxhp4BIB5AXDcl+W6BeP0a+hr6Ml4eVVyFGgV7Bey7qCqzTi2/A7cGfjr\nPnUkLaB3R3MaoNdz8PVW3oz9b8Ooayz/NLZn9pfUlJ1ks1NrEoeHefv6VHOpYxtzeYjnog+1gz6S\nfWqqlzKPOhM1TVPm7vK4rtekczdtqzswNTqaeUH3T1jqqeayZEGufRjAMxuBnmDtujowPEaByXXs\nmrbuM19rQO7Ar06GxrqAIZj7dZ4CoNk9qbH67Lw3AXq/pzrsAkxj/lNtD/aX0BSYMqbqTLLF7LcF\n61p5CrIZ662ZMvEMFGsvVZbHP46mGjuknOyPSrKxEAXrKWAz1lNyh6bOaLbE6tML6uWWw8wEeGfe\n3M5AXn/AEOy5nWncztBrnzl2kHdpxq+ra/eed9dA7+t6TJZnKrjuEtBbtpdxLqFlLLXGXoFxYN6V\n1cC8VY/2TFz3zkC/Zj7g6j0PZe06aAtZdwfhZTjz8/MqWM2V8pdfsVvzc58P4mLZfzMfw2viQP3/\nt3fuwdZkZXn/vd83DA4TIBMHGWAQCtBCKQHjpcDAcBuSIAwKhQGKUBQIRREglBgMCXIJAyVqEggJ\nlSAJFy21SCQYuSSmEAzMyFA4QRAZYnG/BDAqE0AIzHfOyh+7F9+zn/Ou7t5n7/OdfWavp6qru1ev\nXv2u1d3Petez3t7bPfqWtOLpKltkEpNLIHuSt0XsU9uuPumEaNb+Xt+WfVPwvC7ZZGmrlD/2nHbP\nfjV0sk/g3hCMe6oZ4Y4dO5eo3ryGK+p2JuVk+ns9r56jQ2n/VQJF7SRVq9d2re2kv6NT01SL1kgf\ntUftd+3f09T2G1jumJwc3XPOZJPWAstEmhGSdwhebiYPuW0+1eDlu6efEf46RK/IJl99hNXa1mvq\ns7WOPauik/0OQl96D5/M8imhVzJSL9q/Hp1rw9Q5Y6GRfr4Su0bHKOnrz8TU9FUIf8wOXSth1+vV\nvD5XqmVo21boRK6Gg2q5bivk9coIvyW1tEi+fpXa8pidlH2KoG77x1Hu7e+zbKN2jArf1zpltqxK\nrK3Rm9db19rJZ9c7Ljmlyzg7ipZkAwcf6ildfk6eVZCRvJOsEnVG+rBMeCpzTHVQTvLZdkUmH6iH\nnpFNJfR92a/nqKyi3rqOHJTw9VgG9SDVBsgJf4rs9yx/i8wy77clETnJ1w4l8+ozAm1JSVj6YchO\nOw4vLyN+zb9t5HrDdJYTj072hilZJvPo4aBXr8eViMaIZ4y0V0V2HfXKVcOu8knNk7VB2PnZdguq\nw6u2rmSr7ePfPZ3hrASU/bBl9eQzu+YOzzMtvdiispKScOvvBCG/D36tlmaf/QSCjgTUm2/JJ/VY\nse2x/KvCy4Z2W/qxVXCUHUSXcTqAs8QIOQHAsmzjnnWmqToq4WlH4Z5X628C53YKOpT2mHktz8NJ\nw9Yqmei65neox67hmtl8gbaXyk2q9WdSWS2zdhr15Z3TLpnc4bJDpq070avXrYSv52fXrSSuMk4t\nW0c0Kt9kslMLLedlHWSdjO9nmv3YKGOObKrX3iT5d7LvWCJS9XiVXLJ8TqJjD3JFRmZIWjaqqNsZ\n4Y91Mt45OUkriTvRZ2QP+fV1O5sYrtcqtq0dhH6Nq52hdliZPXC4l9h1bZVNWtEwSsyeDytP95W4\nfGSgi5eZjTQ3Cb1Pnj5XrmEkX/ZsznGKWtdfF9smKx0FOtk3MOaxqK6tBA3LxLxn+aYezKxT8QiU\nSmxKnhoCOReZZ+z6uy76DZISa0vaya6n+TJvukI/xtL4/np9bRPV7TVqp2XHFDL5AZY1eP1nqexX\nJs9IXiXmuq/wkYMTvhN/xVERfSYxwfTfD7YIWNtwXZIeGx2ti+7Z7zicaCH3zDyW3WUSR2vC1gnY\nvfVMymlp7F6PzIYp+aeSa0b0Hsqo54xhbC6hYqw+3jY+EvKOF9rtrXnGju3bfkbCTvTu2buk49fw\niVrV75WAXc7ZJJzoFVk7Zd56lt9lF7c7m3Sfuv6m69/Jfgeh3m32EwAeB+zefSZTOCG2Hiz/Cd+M\ntPQF07j4deHE3wq7VKKf+oG2uSGntf1qmS0vWMus7Z59dON1ye7D1MudeeMuoyipt7581UlUvWam\n56ser+dj+1Mecut3kDRvyxFZBWOj37G8Y7r+1H3RDmOThN9lnI4mWpONcJD0xx4klUpcm9cXVucI\nMl1/jFj3JU8mD2WavdpXvXqVbvS62bXHvDSFavXVLj23SmGVYHUk4/KTlrXHwbaZ+0IXW9STdk3d\nyd1lnWLb2eRiNgns6307dw7JOcHXtE1AR5fZ5Klv+3mwmjetZXnbbALds99BzCGp1sSjhvvN8bqd\npPSHxlTrV7L262mnMwV9MdW+bHK2rr0tMr1+FRlH0fLcNZzSZSqdkNWJ2pB0kn0tP0NLC87IvkX0\nPlHrMox67lr/lpePnaPpbm/mwWtaltcxhzhb5N4i/1bZrTmbqdGB35dNoXv2OwqfeKxwrVw9bI80\naT08rYgVJTjs/OzPP1y3bsW763l+bR9JzPUWdV1t2RRcEtNIHCWoVoejtmS2rmJHy7vOSH5Mv9dz\nkLV7wU5mel+mPOYK7QQzrz5Lnwsn8rFJ2bEysnMzm3xOQNO941wX3bPfQcyRRRSZZ60Pp5OiP7ge\nPujErOTnL71PUI5By1G7s3xj5O8d3hTU614FWYeqHZt2rEpgLdlizFYfYWkbqEe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"text": [ "" ] } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.angmom.sideon(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc', qty='temp', av_z='rho')\n", " p.hot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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vAvBukf4AxNvNjLu5+oeMRGvSVA055/JbPk6J3oewfbw0xNPwkSi7RspJvWwk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"text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.angmom.faceon(h[1]):\n", " pynbody.plot.sph.image(f.gas, width='100 kpc', qty='temp', av_z='rho')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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w6EXVt4CJNoy3YXxFompaevwUBWUUP/46hGmZtuI8PNDLySg91Dafjum/HaWs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KCgYAugaPYFBQUFWwCF7AsKCgq2AArZFxQUFGwBFLIvKCgo2AIoZF9QUFCwBVDIvqCg\noGALoJB9QUFBwRZAIfuCgoKCLYD/D6BE9vKcx8gOAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.angmom.sideon(h[1]):\n", " pynbody.plot.stars.render(f.star, mag_range=(15,20), width='10 kpc')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "No H2 data found in StarLog file\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ecLE4wST2ksnZkk/VBfRpSkupkCVumBBfSrV8qRBMF/SpdMzFm4glUqsltJYS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\nVXMla7WIW4zW9tesMJYcIcuQFyMQLDJ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"text": [ "" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "with pynbody.analysis.halo.center(h[1]):\n", " pynbody.plot.sph.velocity_image(f.gas, width='100 kpc', qty='temp', av_z='rho', \n", " mode='stream')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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yeVWFo3Eyc4NLOf4CXn0VPm8Iu36E7WuFLrzRl1C+JuzyN8iiv3b+mj5lyQjb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\nMBnyt9acfGzZSujsSJa2aLEkUAtrm7dreOb17d4jjJ435hC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gYPDqqwFGjbIH62jQtRyK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2HaOsWw2ex/T6n8DcsfIEqpCxDKwdmI0VLbHA8hCvVSs80xy/Fq9geAHsdajUopVQMz/XeXm5Gu\nOsWQtyRHKfUEEnbcG3GFBYtNc798KLz4Joy+lNAZJ3+DeDySEG3pCjh7QOg2nTvCQ7ZUR+3bSlHn\n8nKzvmwocUHL5vDCf+0rrRTBqf8fe+cdH2WV/f/3nZn0BBJSCJEeuvQiRUQ6CFhoKuqq2At2/bpr\nRcW+rmJZERW7IiKK2JBepKl0BZTeEiAkJKRnZu7vj/PcPE8mM0lE3GX3t+f1mlcmT7nPnee5z+ee\ne87nnJMEa9aEeqt0wF+jKWq0tgOsBOy9pKUiWmcBNuhFItpoBGT+CnXrWhWXyjmZJeDWFKkDRNfW\nogWXWeeEAeF54DZ2+yi++WYfXbsmkJJSG0iFYZlQRwvT5ghiOmkMD78VzS53KetX+6nXQMFun7TX\nEFB9gWRKDn1JxMNw9D1IaAbP3SMRzn2egkZvw3n9YFhL6HMAohf5odMWAdhcuX29UjUlJbB2F3RJ\nwQ6IMopxfeteeBCcj9sNtCU21kN+vrEz2VpznTrxFBaWUFzsIjIyxrq3SXKcpyO0XQMJxdIHP3a5\nWyAqSuHxKAoK/MTGGkaOHfkUFqYszT4w731V4sHrxbLZSz99Ps2xY0L9BarMjQOWGScqxM6K/n2O\n5VmafaCE0Oq9XqkSV1OfwAnLqafZjwPaa613BNuplGoGTAJqHIV7ohr3g1UBvbX8cMojJ3idPyRW\nEZVRwJYAk8331t+LK59FhQF67kBYvc5K41oT7b4a6dEVVv0Yen/rlnDoiB0RGxUlpQk3BS7YHCYc\nlNR/3boNS6uvOAs1bKjIyPAHaH1OrV5X2qZU5W0FBXC6KR1rcpopxHZ+FDgImdshNb5E/kEjQNYM\naENhcSJR8bGQHCZzQBwCZm4zMUl+gE8+2cfYsQ0RVb4N1GkhuWS6Ihkoj8PCr2HatCL+8Y9m1Ds9\nGWo3gGZKtPUGANvZtm0L8Y2P8HUhbImF6dvB+wLM7CcT755MeOVjGPkUtHsMMcl8jzhFDwMFoCLg\nssuj+GhRpJj0OwEDFPR3yeK6G6KFG3C2qKSxsWEcP17oeBbyXJTyUL9+EocP52Ly+dtk+1TwpEP9\ncEi3fkcd7KqHeElMVBw96nTM2oNVNHtCSGijtFKK2rXt9BnZ2W7i4y3TjnPxG0y50QHlNJ0LROcl\nre25eVLMp5oulVsPDxySutBB1uAnV0496mVmKKAH0FpvRzI31VhOFOxD6KXl8rbznz+Sz+EPSipi\now+kgpr/00OeaWFddBQMHwCfzLG2B9LEAqUaDaHXGbBrT+j9bjd06wSrHRNCl44BaROCDPymTWH/\nfigu1gSmBQ4LU6Smuti3L1TnnD/KAEhlnltJiYfMw0pwySjtcQj4e4E88OZBWgygM5FZIArhQjah\nsDCe6Oh64G4BMSlQJxyi4xB1OQpj48/OLmbEiCRE9fcBtaCeW0C1FRRHwRMfw9uPa+q6tsKSQ7Bm\nN2zRdlDp0d+YOXMXXi+M+QJmeIWZuWwLhLWDi86zfrlfwO6VWxBQNbR/E/Trgr59U1i/Phzim8Fp\nzSG1N6QMgW7N4cIwGIMYLBvEIW4hiIoKIz/fyVOwJ+GiolJUuanNjZ3jPx44DdwNISVMJpBo7PKz\nWlumnFKCZbb0eLSl2QcOEOPMDY5UW7b4qFvXnpSOHIGkpIp9JliziObduoUUH69kATTiGHaFhdCg\nXojjArsM7NwLTf8VXL5Tj42ToJR6Qyk1QinVQimVan2aK6XOVUq9ibyBNZYTBfvLg+XBUUq5lVJP\nIfrVqSAmsidwFWKKBNatSSOXXAAffmb98we1+949YNacKmrLAj26VaRodm4HP61zHBCEqhYWBk2a\nwPbtEEitA2jSxMWuXcEcdk7KpRE/gwZFMWSIc+2siI0NJ7/AAyluIZO0QKiH9RHwd0mMQPExIK8A\nsbkUY2iHycmJhIcnI66TLuA+A1GVWyOPIoyCglyWLs0gLS0b+A18G8C7HXSYPM1msLhAcqUMjkMY\nkxuRlAVHgBQFdZJhkeb9lzfj9UJRGbxRIr7YnQA7YNKt4riOiICXJrsYejVwPpKVsimCvXuAFVC3\nZA8HDhQi9iGjzncHxkC9y6HDSGhwLrj7I6R5KCgopnbtyoZmr9dHVlYeqanGcF3OW0WA39L0XdHO\nCoVWULGmfXtNaanh2juRx0VRkYvYWNOOUwL9MRXlwAE/p51mQ0FWliYpqWaq9KHD4odyOZk4zr/O\nLmrYsceqlRxE6w8mO/dB0wY16sofk1MP7G9GaAifImHjB63PNmtbFHDT72nwRG32scCzwI1mg2W6\neZtTB+j/mPgpf2cGnQVX3A579kOj+lRvu3fuD5CEeOjcARYuhREh0i706AYvTrH/79IB3pkecJDB\nZ8e1W7WCrVs0bdtWblPA3vnSuxzfDcXCtg317FnZCBsbG05+vhs8CZB4DNylMuQiEKdtPiTEQPZR\nIF9D7WxEVa4DhBMeHsWOHQY0fdg1GxTGiJ+RkU29euEodRCyDoh9Pgux6CTLtebshHM7ID7do1b3\nY6zLxHbgizkNefHZL9hmJbKLCxPfaVgKXD1O2mtcBg2SoFUDuHqQT+ajc5ClXH4xfKKlXmws1ImA\n7MPGD5GMAHoConYbeukRxGstAL9r1yEaNjQECnOf4fDhoyQmxllV0Mqs7cYJHgDGPuzFjfW4fvpR\nEx1Ziq1126u4jAxFcvLv09+OHxc2Tny87fHPytIkJ5uxEMJuYS3+9u6X6lMBP9NeHBqxxuuOPWIa\nrVZJcskxu/b/i8D+FKNeaq3zgXFKqQTEiJls7ToCrA/KJKxGThTsDwAFSqnbgcnAX4GHkVyAnfid\nM86fKIYAGegSMlbDgLyWMPF5xz8OIG1UH55+Bf75JMG1+8DcHVXIuUPhy29Dg333rrBmrZgYXFoY\nOr9sE1pdyGAUoPeZVkBWEBGwd76JztnK2aCTPeLc5yEuLswqrhIrRtT4bHCXyaHhgFUa8ZdMrEiL\nPOtTBGgaNYpl7dpDyO2PCOiDEPcPHiwhLc0FhRkSWLQY+FLa5nxgMBw8DtcMs049jmjidaS5adO2\n8PDEbey3WI9hbpjYGm4aAWUvI+zK3kD9Wtw7Ko+12xBrk6lRHgns0rJa2A20lnKD2cdA/7oSlbgN\nErsjNXuaIbOd5c2lELEj+dixI5OmTRtho57c+wMHskhLq4OAu6n2Ump9DN2jGPyF0lwuNgOkFLKO\nQHItKPeIlwM+ZGSUBWFdVT0Yd+zwEh8vpiwD7nl50KZNzTT7vfskW2uVK14HkO7cA+k1BW8lmn2T\n02Di5Bqec6Jy6jloAbBAfVGwfUqpWlrrvGD7gsmJVqpqYF3sRkT3agTcBzxvMV6uP5F2/wQxhuOm\nAduNrX57wHYm3uH4x7EaPqc/XHqLBcCW1uFIS/K7tPsRQ2HAeVSuSWtJcpKUQNz8C7RvLfbQWe8E\ncOXNNY2G74cO7eChR+Ce/wtUs1w0beriq6+8VOysj8pLfucF3I7jsBgmmvJ686oYIvKkVquVbTch\nBrLzrFP0cVAmMtZHo0ZR7NlzzGo3AnsO9mPKFRYVxdCuXSyUlcrmKCALtuyFllPBlQMbtkCtm5E5\nI4/yqk46B557uqQc6EFqCWcpiMyCiAuAzsDpo0A1pOGZL7D5NwRQE7EsKsWybk2ztqdBeDI0qAMF\nb0OsPxvO/gaG7ATXX7EjvMKs++ICvOzcmcmAAR2s327P0Pv3H6B167pWx/OtTy7iUchCKD25Ygwv\nRkavpd37vZKaIDEK8GrweCu0nZEhZQarFjMwZUV3xx2FZGQIZTMsTCamzZv9pKTUAOw17NkHDevb\n/wMVgTPAx7VjT4ANvhqQ3bkPbv4LnNk59DGPvFR9V6uVUxTsq5Hr+B3FTE5UswdAa/2qUioFyNda\nlxMGlVILtdb9/0jbJ0O01iVKqVnApUqpRK31UWuXieYNNI7YEgDUZ3QUytjcxQL8lSQQ3EMpVC5o\n0QyiImH9RujUIfhhLZuL9t++LeCDoQMJjcuWJab3mbBpExw7pomPr9iJtm0V06YFrlVDdTJwWEjy\nm9hYF8eP+8r/L7+21P6G41DHY2UpzAdKyiAyB0NEb9TIxd69RlX1OdqOsD5RxMY2Y/36dVC7uUS2\nWrVLWn+M5LVZC3F+OH4MYefsR1YAv8HeXMgOEsxWdgi46XRUg8NiplEtgWIy9iiKjmhh36Qg7nx3\nKjSIhdG/iXafDgXpEWTeUEJUHmI9zQTq/ArdN1onGRu6CZ7ysmNHJunpboQwEY2ZDVet2kh6ei1k\nNW6A3kQTH0PsUtlQoq3C55QnBs09LhTHcJMU1OUDl3G8usjI8JOWFuKRlosZqJpNm0r4/nsfSsHc\nucWMGCGrkq1b/Zx1VhATThBTx959UnsZqDycAoD+WI4kTEtOrK6PtuzcZ00OwRSnk2l6OcXMOEqp\nnkjSplDiAkZyMsFeKXUn5UzfkHKzUioceeXDObXs9i8AFwGPKaVuRriAdwGrtdZLQp4VoNgoBTdf\nCa+8bYG9w6YfUoJp90qaHjEUvpwbGuxHnQt3PwD33V1Fe8Y6YPUjMhLOPBMWLoRRo5xau5/TT3fx\nww9ecnL8JCRU1fHQQyI11U1xsdECfWJqOKbFGJYJHIGEPMg2XHhdCm1+huhSoCH16iUydmw6Wpc5\nqJ0mm1oEEEmjRm3Zvfs94BKoPwcif4BYLcnMdgE+aPutRYU1STNz5T7EquCY0P3++tChFQKk9ZGk\nM1vY+YsWe3AM4voCaJwN7lhoUwda5oC7Dlt+rEuLlr/gPt3qw15gh4bu+djLK5N6WEwxQ4Y0oUkT\nl9yUckqNi3nzNvDiiwOtG2a0+SxkUjgKviIo1jJ/mAWDZdI/chSS4qns+CwHex9duoSFfH62ePH5\n3IwbV1RO1Xz55VJGjJBBv3Wrn1atLD9OYOh1gAa8dz8MPIvgNnsj1jjduRfSGzlWs9UArM8Ho4dA\nanKIA05mqOapp9mfhlhLMgmulbmR9WeNpSa361okZfH4EJ8rrXauQwKYbqf6yeFfJlrrtUgUWkek\nZt1PSB7+YcGOzy8g5F0Zd4Hkqt9pqJNVaTLB9jvE2O1DyVm95EXa7aRp2qbfytfxyb4hA2Hut5Vp\nk2FhijPO8LByZbAcy2akO3+4CdqxtfioKDd16nj45Rcrl3xRmWDZPoTmshMaZEGMF/RWBFO3+qFk\nF7Afl6uUF1/shVKGI27MSma1EEW9eo3Jzi6kuLg/8DdIOg+auAQv6wGDocVZ8OV6ZJLJQwDxTEh8\nTJHcGP72N9u0MXZMLO0GuiH/Uyg7DpSBXg4Hf+NIAXQcjBj5cq32CkoQ8E0Fd1fIO8bmeb/QNh3x\nC0QjlpntgF4r96HcLGVq9Xp54YV+xMTkUa6pk8WRI3vZsSOL7t3dyJJkD+IY+BWK90F2IRzStp3e\npLO38ttnFVlgb3yyfsPmESdvRoamXr2a2dqnTClmyxZ7MC1Y4OPoUU1JiZ/9+6FpUwePMnDMGbKX\nZcZpVJ+KDJwgQA8BNMpABy4w4yvY50j653bDq5P+BRx7059Ti2e/GXhca91Ya90kyKch8MTvabAm\nYH8UOD3EBc3H2aH6SG7BU0a01ou11r201q201g211leH8ma/N4vgwSNKApyuvBBefSf0tbZth401\nyFjRu6eEjVcAc4d4PHD+MPjsS+yX25ntMoQMHgRzvyMgpN66Zm8Py5cHo18G0/SD3QQfnTtHsHZt\nAeCVl74MsUYcAbIhzQ978i0nrbE5ew06BEZjgQ34ohG73T7S0hLZtSsTaAyMhDrtxKZuafGXD4OP\nvoWSNciEUoIAcVobnnuuD2++6eWNZ2Dmk3BsZz53XLZHAs/LioB9sDybTW/DnOXQdyj2XBeJ1MAj\nBvzHYMsP8JiPn2fC6VHIm1AmfWAPcGQ3MkN4Aj6Kig7YfCCPhQt/pk+fFMLCTI6FHGTmKKhYsAvr\nNsVav8uqBHakFJItRpL9ePyYACuvV5OWZibSQFqnrvDp0sXFbbd5iIuDFi0U9SGjMOoAACAASURB\nVOopdu3ys327l8aNISxMV9bqnWLtrpvssNkHA0LHtowj0MUwxYI0/ddnHEVQ/tUge+pRL39DqjRU\nJdXtryA1AftntdZVhAEFlUd/5/GnjLz4dogxbr1cN14Bb30cmie/Yg383yMVzykXx90ODxfb/Vsf\nhO7LqPOEkx94blXSpo349raXu57tt6R37zCWLasqOVZ1F9F06hTJunXFlGt8fgRsi5AXIQEGNIUF\n2Qima5AbEYUdKWpoL05HsaEw5jJ0aDvmz5+LoGsS0FMoAGHAPmiSA2Pawv6tiLnImLoLf2bAgF+Z\n+ZqfnxbBy2/AyPrwxR1AQxdE14JDmbAYHn4L7rkCYutg52gtJwiVwYGD8BwwFfbth55NEfN8I8Qx\nXAQcyZYOobGjuUytXbBzKkgxlnnzfmXQoHirw8eQycCx0jKTeZh1u+KVxDTUBVLgQD506oxdqEoD\nWmaJ/Pwy1q3z06SJMSs5Qd6Avv3p0UPzxBOKsjLYsMHD3r1hdO2qLROO/bwrkIkCgG73bvh5KyQm\nOC7llIDjv//RomkGAcysbMjKgZZNCQ3sfybon2K5cbTWPq11lWlmtNarfk+b1ULIv7oC+r9bwsNg\n3tLQ+5s2gh5dYHqIuzJuFKzfLFTJShIA/tdeAdPeR4pEBFGkB5wtjJzMSgTR0KKUpd3PrbyvRw8P\na9d6rSjbExPR7IsBr11VsAwZSQlAUxjQGxYcQEAqAYg0JPhaiB0kCkE0A4oaWQLkARlceGFDXnvt\nM7T+CpgJ/kVySKJ1Sja82h3SdyLBVHmyjb1ATiZndYV/PgOLPoAbH1d4hsdBs95AM9gMny6G4164\n8U4gMVa6cgBJlbezVAC0xAVbYVkerCqA3ucguVtPR2z8WcBv2rpoqPtptPsCtD7KvHn7GTgwDDtl\n6HHKVzyxHkjwQJILEj0yMblTQNWFiFpQW7FiHTRuiswnBs99GrSXn34qo107iIgwgO7MXW/usdH4\n5bNpk58WLbCylAqib92qBexNXqRAi6DDhLNuoxTkqWC68TuOC5C1m6FLm+B36sdNovW7amKy+TMA\n/xTR7JVS1yulzq3mmOZKqZFKqVDejKBSLdgrpXoEzQ75Xyq3XgUvTgvYGPDr77oe3p5BpZKFIC/O\nDVfC5KkBO4I4atu3l+pU3y0kaGbBiAgYNhhmfxWisyGeyhNPwPjxlbfHxSlat3bz0081VU8U5ZxK\nq3OdOkWyYUMJPp/fpoeDKO31gMbQ/2xY8gt4YxGwd9fCKlKLbcpxO9rVVkPHgUP07evD6y1g2bJP\noPh9WLFNqhsfs5pw1txORZy3MYi1JBPB0VigWwy0vRjirwe6Qu5eZr0HN62Apy6D6LQYUE3kZ/6I\n5M1fBhQcB7cLIuFVF9zSATzNgbQo+T3ORG5ARfua86GYMovH2b49A6/XS+vWRdipMgushqJBpYG7\nMUQ0AVczJES5vvUDE8EVx+ofoXsvKjJiLVxfvRK6n2Gu6QzQMkFbvoCTfKxb56dTJ+c2P4cPa7p0\ndpwKlQHfAve1G6Bze8e2KiQvFw5kWpp7EPlhI3RrX3075XKyAf8UAXskX1dpqJ1KqUsQ/tnDwEql\nVI1TJtTEOLACyFRKTVNKjQqWJuG/SS65ANash992OjYGgGrfXuLI/Wp+wMnW3bzxSpgxW5alQdtQ\n9v/XXA5vOH0ABv+s/VdeKqacSqalwPYckpoKMTGKymHymrPP9rB6dSiwD4htr1CiyAV4iI8Pp3Fj\nD1u3Wm16EKBNRGL8PJByXNLErPwaoSoez0RU52xshPSUt2nbLuS7Ui4mTWrKvfdmUVLos23/Hus6\nLZDsTBcisU3pCPgbDT/XuowrHFle1MLr/YXXXjjMTbPg21ugy+WASgfC5dI5iGb/G1AWAXHh7E+B\nb4FrGlj3WNWWRUkq4tRtBsLZdCYzM39NusoowMP8+Ue54ooklLLq6/pyoShP/nLc+nF1EBKGAfkE\nq+0ojh6N4PBhaHU6FeM7LDPL6jXQvTuOgWJA3i/btBZt3fFZt1bTqaN9jvb7mTULOnakoonfNBcA\nsOs2Qqcg0drBZN3P0L6Vs/xhRflhI3RrV7O2yiWIk/eE5dRx0P4IHFFKvauU+sBK0Q6ApXQ/Ddyn\nte6IBK/eEaKdSlITsG+IzCJ1gQ+Ao0qpuUqpCUqpxjX/Df8ZEhUF14yDdz4JfYxS8Lfb4MkXHe+W\nA3DrpsDI4fDa27B+E3yz0HlyxWMvHgMLlgQpdmJp+v37wvadsPIHe1uF/FQhn6AO+CsycGAYM2eW\nEDyXvXOpb8TYoM1fRffuUXz3XZmdw8ukZddIcY/XYWQevPMaUqNsSRkc+xFJx33IcW2LRG9x7O0K\n5rUZPboV9erFcM/EGGiHREacBZypoFsd6BMH/ZF9MbB4HXyzAo67kWyR9eVG5+Qs4K1pk2nd/Fum\nz4Tld0GnPkDjcKvze2WEp1NeVAtfNCTG8HIOXN4QapvatTpb8Lij1Zf0WKv/IOAejwC0/AbzXeto\npkw5yMCBVvQXRYLvxxDqakkxgiIxlBvoy7PMyRJmzRpN164u3B6PvZBwjKPVa4xmjwXm2v6OFuZO\nAGitW4+l2ctEsHevZM1slk5FrT6Ehr9uk2XGwbE/hKzd7HDOBojWJwj21Vzzd8mpo9lvQ+gEgxFV\nZqlSqoW1ry6iDcwC0Fp/h0nGVAOpic1+v9Z6itZ6OOItuxDxSt0P7FRKbVJKPaGU6vXfYu6ZcCX8\n812Lyx3sDikYNVyiGZeupBKA4xJq5aPPQtf+cO/D9nmBWnitWsKpfyeEo9bthttugudfqXxueZsE\n6acOBHvxsA0YEMa2bT7273cu6ysRt83VqUjBFErQqFG1mTXLJ3hmnJaNrEN2wa+rYVMhfJAL699H\nar6uKoXsdchYNnne3dhgb6gn9YCmKNWRadMu48svXUxf1A269oH2vaHOuRA+CMKa2g5VNxzwwtNz\noN5AGHYjdDxTk5CQTYMGm1j0+VFevwIWTYBmTZDVgSsSyIHCI9JOR+S1KQWys9i9Posf98FtPZA5\n4Vcgq1TObYskgAsrtn7PYWQCi0RA3wB9MpDMunV+8vI0ffueJvew1GsHzeYgeYQocDwDY6exB8zq\n1WV0725WQRXlwAGpd9C0cYUBYNvdLVquM5mp9kNkhERdG1m2DHr3BhU4dIKYcDIzJRldea6oamTt\nz9A5MPG56X+mELYa1Ri2/gQ5dTT7gUArrXWq1joeyalq0s8YXr2zKnUVKRUryu8KS9BaF2itZ2ut\nr0Feje7AZ0gKqeXAYaXUO0qpMb+n3VNN0lKFU//cayEOcAkI/9/Not1XAGE33PsIjLtGctn4fMKO\nCQb0Rq65ApavkmODyfjLYOGSwLKDVGRMBm27stoTHq4477xwPv00kG/v5Gw78+MYkLcvNGBALTZv\n9pKZGy3Y3Bw7+2W0QPYZiDI+xdQc3w3s8oHeiRjXfY72IxFtOBEZVi2BbsTHD+brr5/hzju388Yb\njQGT7+A0INY+JQkuHQmL34esn+DJy+DNa2H7FDg+E969Evo2RrC3NWJ+cdcDwsVkno2YhrrLPfVu\n9nPpZZpzGkKTWsh8lI28VmmIOT0ZKPMi752pzxiBaOdx0imSgLpMm7ad8ePb4nJFAsVQ4LeBPse6\nHRJyHPBM7GexenWJxc93iPX2rv4Bzuhm8dEDtNDC43DTzbaCbwBLaVi8AGrXsh/3smUS31EuTq0+\nwMK3boNo9TVV79b+DJ1DaPar18PYc6poywdLVsrk8qfJqaPZ77dy1QOgtf4W24YfZ21z2vRrPP2c\ncAya1tqvtf5Ba/2Q1roTots9hLwG751ou6eK3HsTvPGRXUSkXBwD8i9j4edt4qhySt/eQq10WXfX\n56MyGLvtT89ecp3pswhKeY+Lg6v+Ai85MmFW+eQqDEiH7dYC9DFjwpg502LUVJgQjI0o1Cwi50dE\naIYNi+azz1zCSzeBP0lAOiSdDf/ngmmRMMMltbjZgqQfyNmB+JcysAutGjqS4Rwac04dWrXqwJIl\nr/D449/xxBPr0Lo5gtadIaGdJDYz9Mn9ELkBOmyBLj9B4tegvkKiXuvJKTQHkuIopwpFWd04RHlA\n66TXIUbBHWcj4F4fmV/SXBDXApp7xPRTOxzR5A0KOLn2YUA4xcU+pk/fyBVXNJEOHsmUVcJBxE97\nDDHplBnmjvF6G5qTl9JSP1pD9+7h0rbLVSHp5eafYdCA4ENh4SLYsq1moLz8ezirt+NRB4oDVjb8\nDENrmBAlNw/qpcDpzYPvn/89NGsU+vzCIhh+PXj//wD7Bkqp8sSNSqk22LZCj7XN+TSD1f0KKict\n4FhrvU9r/arWehjy2v9HS8PTYNQ58MIbATsCuPJ33ghPvWhtsDDynEHwyxroZDEVDh9xnO+mEqAr\nBY8+CI88Ya0C3JU/t9wM73xkpYmvWJsktGinamYYGZqBAxU//+zj4MHAEWzWqca0U4yotCZzZYn1\n8TJ6dAyffloG1IZoj1hhEhATxxXgvgMajoLRafDSAmA+ksFyvQb/FoQ2YwAN7Kgxk34yRtomnubN\nO/H99++wcOE2jhyJQpC3DTAQEjpAuhINX2HHMR1COPjbrJ9zmvWJDweVTHkegvA4UU+2AAtg/hKY\nugzeGQ+uRATomyKqTHhToAm4GkJ4Xasd8645nTfGC1nG55//QOfOdWnUqBDK9opPYydi+bHiqSgE\nSv2Oe2z490WAl2+/PUZBgSY11cHft8aFVvDm2zAgBPDO+RLODRorTgXwPnpYit+0D2TX6IrHmaEy\n+1ups1ATWfaDMNfCQpTVXLgS+vcKvg9g1Xo4tx/ExvDnge2pY8aZCxxUSq1USq1DAlQzlVLtgNuQ\nF3IAlOfPqVFpWDgBsLfyy1QpWuuC39vuqSh/myDRssdyQxyg4NrLpCzbZiev3gX1T4PVi2Bwfzie\nb5WLqyIlTf++QsP8IERqtoYNYFB/eDNY9K7zKVbgO5soSOMQFcCPiIARIzx8+qmkHrbfbEMVLELK\nTm2XyKW9W6FsM4JQRUARQ4a4+eGHUo4eBYiCCJeA5ulIZd+BQGP4azwsOiLZDsnCopYbQDM0wTKC\n5nMHjF0/LS2d+fPfJyWlJaJWt7UudBkkjIROp8EZYdAHSY7RDXHUnoZo9QUI8B+12DBkgP4VSo6X\nZ5b8tgwuKYBPR0C9WAztX1Ij7Ab0AetmN0eWCWcgk05dBPSN/8FwM3P56qs1jB8fB74VsC9bNHoz\nYZtatoYvXz5TFSBmHZkJ3n03h8svtzKNGvaSpd2vWg2xsQStYaA1fPk1jDBgXwVQLVsOPbpbbJlA\nznyAlp9zTIKpzuwWuj2nMrJ4JfTrSVAFZX+GsNbat6q8z8i3y6BlE8eGP0PDPkU0e631NOBuRNvJ\nBoYihODBwIfIWvYlpdTnwMfA8yGaqiQnotk/pZQ6lRKdnVxxDOymjWD4QHjxTWtD4GBV8qIN6gf3\nTbK2OXxrbg/MnS2887c/rPqyRrt/9MnQdUTvvg3mL3RE7xp2TjAtv1wjCw74Y8d6HKwcH1YpJMpV\nzcLDMKMM7kTKGi/QkH/U2l9MTEwZ114bzccflyA88VoQ6xaTSh3KbenpjWF0slRPLm2O4KIrGjul\ngOmDM8Tf/AD5aK2waT8J0jANsZPTjwGuhJgLoPFZMCgd/uISKsEwBJtLEG3/MODPFt9B1jExqSyB\nmfPhijyYfRb07IksLkqtc/YgqWzySxGwbYaUbTgDcQIkYefFMU7UQlas+IFly3YxasDP8N0RKQ29\nGpk8Cq1TTMyAC2ujySondp6cnDzmzStg7Fi39Yw05asgF0yfARdfBCqIIrFuHcTEQIsWjtNCyLz5\ncN4IKjtjnf59SxYsgd7dTTAWFRc1RhzIsmgl9OsV5Bhg0Sro18M2eQaTb5fBkN5BdpxM4D1FwB5A\na/2a1rq91nqA1nqR1nqF1vo5rfV0rXUWos4sAc7RWu+qabsnAvYxwBql1BKl1NVKqVrVnvGfJAFa\nzH23wOsfiN2xgjgG7Y1XST6cZSuD73/sIXjsKWFMlEsQU83ZfaBJY3g3BDOnaxfJbf+Pl6hMwXRK\nJaqc+WID/uDB8rJmZBgbsRcoBJ0P/lxY5qXodvj6E9j1OkIG82qcZoaLLorgyScLKClxI4gVB2FR\nEOcSLO4KnAO3XAMpDeHBg0BrJVGhOCth+Rz9MxNACUbDveKK23jkkacoLs5CNF6Tm8GDAG0LoBfQ\nEwHhIZA+FC5qDKPSoFO0OFUTrXtWUApHi2E3+DfBa+/CrSvgu7Og5wBkRVALmyxkWJpu41dIRuw7\nDRGaZDT2q2R+wxEefPAbHrwvjIhlPngf+SxAuPyFyKTYyGoqJkw2Fm+F45vh+HYo28GMGRkMHuwm\nPr4I27wjD9jnV8z4BC66iKBBeV9+DecOt/4JJAg4jvf7YdbnMMhZQSo4cxeAuQtgcN/K24NJTi78\nussKmKJyHxeugP49g+8DOHgI9h+qgpZ5ssD31DHjlItSqpNSaqxSqo+yixajtd6rtX5ea12DLFy2\nnAjYb0RUrJeQfMvblVIfKqWGOjv0HysBg7tlMxgxSKpUhZKICHjsPmHhBAt+6n6G5KV/fRq2aTqY\nuOCRh+Cxp6HUR9AJ4ekn4PmX4GB1deWdGpnG6pjNuImI8JGcrJk1ywB9CVAKPr/8mw25RUIWKQah\nkMea2UVGfbduHtq1C+Ott0qxg4jiwB0PKR4x6fQBNRjeehE+WA7frTLaeQQV3yBjyjGhqabK1VGe\neOJSNm7cSIcOw1mw4HNE1d6LaMFHEfB3I3pINIKiPUBNAPedEDEcGjSGdLfMMceBw7BqKfT4G3y8\nBZaeDx16IXz7FGynczJCL00BIqwkaSQgSxQT+CTpi+1JtYzFi9exZ88xLh+ZJ4FlP0HperEclddh\nTwIaKkiOBFUHiorEd/Aj8D2wSfPeWyVcPs4LuoiKKyDF0qVQrx60aGmheMDY+vIrGDGcim+5ohLw\nr1oFSYnWCiBw/DjFJ8Pou8UwpCbOWTcsWwM9Osk7Ui5Wf7QOYq8PUF6+Ww4DeoYOxjppcgpp9kqp\njpa9/ifEVLMY2KWUOvuPtHsi4Hyz1rpQaz1Ta30xopvMAC4DflFKPWs5E/5zJWAp+8Bt8Nr7sHtf\n6FMuGSO2+9lfEXQ5++iDwpXPr4YVe2YvyXH/XgizT9OmcM14eGDi7/gN5RxrY9KRDWPHuvjkE2e6\nRY+8VeERcLaL1Akw7gxofT0wToEnkYpsEw8PPZTEk0/mUlpqEp1Z+W9ULcn1kg50hOTeLt59L5q7\n7i5hzx4/pqKTbT7yYjNRTJL6w0Am9evn8+mn43juuYFcffXj3HDD/7Fq1dtoPReYh6jLixDvpw8B\n5IbYAQDpQAuIS0DHiHnjsrtg9JMwYQjMvw+ajZB+kortG24IdEAWDV0Ad3uEnhOLbXA3MQp2piyt\ny3jooXk89NBphGnKA4U9YaBSpSs0s64VVh9ZSnggQ0vc2efAB7DjLfh1Gwxtax6R8/nB9OmKiy82\nE7Bj0LmEe797txS0MdsIciiIVj9qJEFWhAHfgW2/yUqgVQhmTaAsMvZ6p1jX375H2qqQQiGgb3OX\nwZCzOLm564PJKZIIzQqg+gwx00xAqv7dh6ytZ1q1vk+s7WCpcE+wkw2R/PZ/Rd6E9cC7wDsnUhz3\n3yFKKcnvGWgeccEjz8GW7TB9qr2t/K917DcL4a77YeMqSxMJWFpfNwHq1IGnHq+6Hxs3wYChsOkn\nSX0QKHl50KItfD0bOneq5ke5Ar6b36VcFBdr6tXTbNkSRmqqs+iFVUW8QAvuRgFxkdiJvbAaigZi\nGDJkLyNH1uGGG1IcxxRh5Te2jhUEfe21Mp56aj8LF15EkyaNrcYN3TICe5Vh8sc4HZZ5FBQc5t13\nM5k8+QglJXDxxamMHp1ImzYRREfXRlTxRkh6ZA9QzPHja/jxx1V8MftXvvjMi7cUbh8N11wAcc6A\n1yIE8KKwyUjhWLXF6yM+stYI4MdbfTZavbHVl/LJJ5/z0UefMGNGFJ6szWKrX4QsRNoiFtfeQHw6\ngvpi9mHLRnljFgC7YFIkHK4PL05CTGKm4JVyU1KiaNDAy5o1YTRubE0A2rYxPP2U1COe8s/gw8KI\n1pDeEmbNgI7G1OLk5Adw7V96XSqsvflCxe3lEmDm6DQY/jkJegbx8r00DTZthalPBnZKPj4f1O0B\n62ZDg7SAvjhEtQQtjp0TEqWU1lVQPysdv+ePXa+avrwNPKW13hpkXxPgfivO6XfL714cKaXGaK1n\nWt/jgbGIVt8beatLkCD5hchC9SOl1DbgXq11cfBWTzHxU8nUcveN0KqPpC3o2Q3b4eU4duhAePoF\niYa9+goqLYUffQjad4PLLoG2VczP7dvB1VfC7XfD9Pcr769VS9q64x5YPK8KDnU1wzEyUjFsmGLW\nLD833QS2vSgCiIaYSPngQx6rSVADAmzCPHnmmUaMHr2dESPqUr9+pHVMuLXfIIHkVLj++gS83jr0\n7TuDBQvG0axZMgLkpup3AUJC+BXxiuYiKHwcvCXE+Mq48WLNDZfAhi0uPpq1j2ef3cfs2X6iohRp\naeGcfnoSBw8qDh0qJDMzn7KyMnr39tCni5dZj0P7JFBeRLNOB6LSEO3aRDiZWdqYbYxDON36Hc5M\nZF7rWFmt7N27kwkTXmXOnLPxuDdK102KhRKEvNMZiG9hbUyxdsRC8kZZNOTAwSx4GVjcElmwtLK6\nEyYq+vTpfs4+W9G4sSJwoPl8MGUqzKiGFACwcaP8LY+kDdTqA2TGZ5IqpCay/yAcL4Su7YPvnz0f\nJvwl9Plrf4aUOhbQQ83oxicq/0JbfDVyLBjQA2itdymlahwxGygnYgl7xrLNX4xEzhpr3E/ANOAj\nrfUxc7BS6hngdcTUc96JdvTfLTHR8Pi9cMdDsOIrcAWxuysFf38M7npActEnJFTcn5oqIH3DBFi6\noGoGwkP3Q7vO8M23cM7QyvuvvhpefhU++8JaghtxDtoavBxjx7qYPNlngb3hiBsivwEx06gzojas\n/NOhQzRXXZXKpZduY+HC9rjdTlOPcaRGI0AZzs03tyQsDPr1+4D583vTsqXbcc0C4DD4tsOxYjFd\nmKA0H2Ll8YMKh45N/HR8WLqpvZBdqDl42MXRox5crvqkptYmNdVDXNx2lO83MfXvsy7hwspTlowg\naSNs4rsJdkhG1Pp4bCN+lKMzpmPy8Xq9XHrp49x11xDOOEOB36J1RiAKvAcx4dRLQhwaTaz2yqSN\nuCRIz4JG8NEu6O2BVnFUymjh88ETT/iZMsUMQvOcRObOhcQ60K0qaqQlsz6HUefXLOhq524pzjOo\nhpbjWd9A724QFqRS4rFcWLMBBgXGsYDcTg3zvofLzq/Ztf6w/Ats8TWUqgpOQPXFUEPKiVjCGiOF\nui9A1KAXgA5a625WUNWxgOM9iCP3DzkXTgW5bLT4Lz/+nJAOrK6doU1LuPcha5sTfP1w3TUSOPVW\nML68Q6Kj4dWX4KZboaAI2+ZqfdxueHkyPD8ZcpxGMudxNZAhQxTr1mkOHXJ6dI0j0DBAjPPUgLzJ\nL2ynUrj33gaEhSkmTdrrOC4asZHEWt9NhSov1113Go8+2pQxYxay6vuvoeRLKJwDxxbAgU2wrgjW\naSnOthOphFVodc8ZdxWlIByUCxJjoF2TIvr23U+fPgdo0WIvtWrtRanD4Cuz5504hJlTD4SX2QA7\nx1QjBITTre3GCRtHRd3IeZ9Ew3/ssbeIjHRz9919gePgL7CtXiZotwGgmlkdiLJ+iEe+R9SDLlDY\nF/7ugQfPROahulSoifLJJ5qkJEXfvmEBD1qexatT4MbrQz9zI1rD5s0hlIUg4/v9GXDRSAu8a6AJ\nf/o1jB5G0LH49SLo20OUqKCi4KM5ckwFOWGoq0ZOHQdtXaVU0JLsSqlURPM4ITlRt8dKYDSQprW+\nU2u9qYpjNeJcqHEV9FNCggx2lwv+8Qi8MBUKCkIf+9RE+Po7WLK88j6XgtdegfsegiNHCC0uGDwE\nevWERx4LfkifPtCxA9w4IQgLqIYSFaUYO1bxxReBWTADA56gYkI0A3xi2HW7fbz3XkumTMlgyZJj\n2AnUDG/RWa5PEs+PH1/GM4+Ucf558OTtGt8qLWmGtyHBTLnYWUHCkHmjroJ6LmGwxKaAqwm40yAm\nSjRoDRT5ELbOXiS1coFsd4J8QyAiDdFdDE++DgLup1l/k6yLmuyTzipUPuxVj5f581cyderXvPvu\n1bhcefIbjdXSWMZqAZEG4I0q7bzvteA0eD0TejSHDucgK4Fkyi1sfr+bSZN8PPBAGBWj5uX7nj2w\nYgWMu5hqZdly+GUL9OxubQg2hqxtWsO7H8PlF1XTqNWlzMOwYQsMOotKviu/H+55whFIFQTAt+6A\n7Fzo0bH633FS5NShXr4MfK+UulUpNVgp1V8pdbFSaiLwA/DqiTZ8ImC/B+ittf5Ma12tb1pr7dVa\nj9Vah4Cs/yw5qwe0bgH3P0nQgBOA2rXh5b/DdbdAcTEVXyI/dGgPl42Du/9a/fWefw7eeQ/Wrw++\n/5mnYNNmeL+K8obOaweTK65w8+STXsrKjAfMyXU3mr0BfWfwk5MXX0a9epp33kln4sTdbNliZkPj\nvAQb6LOA/aB3c05L+PEpmLsIBtwA+35EHJklCCbGY4GzgrqpENsJPIOQaKmBSMhsN+B0CEuBaAtt\nivzgNQnuvRAZBskKGilIDxPOIoZdU5uKZRNNqmJnpRSbgWQDtdyrb75Zwbhxz/LZZ3dRr54HSXiT\nL7fMLHBqWx+Pcej6rHtbbN0TcUYXe+GZT+DB8Yjpp751ngWIn3+uiYxUDB3qcvQBjLF96lT4y6Wy\nMqxOXvkn3HS9w4TjHB8BwL9yjZAOuhpCQCjksNr6fC4M6+cIvLK2aw3XwwR2BgAAIABJREFU/VX4\n8xHhQVsA4NNvYdTgqk2dJ1VOEc1ea70auAfJM/YtkmjkQySq9l6t9fITbftEbmV3fbIoPP+J4ofn\nJsKML+D71UH2W4PhguHQtg1MeobKIOsTPv1vv0nkYiVxKGwpKfD3Z2DiY9bEESBRUfDBO3DnPcK+\nqLFoGyR693bRpInigw/sgJ3KYG60fFOLsMTxKcVMBoMHx3HVVSkMGrSeX381dhdDTSxC1PUjQBYU\nFUMBNIiCBbfA4FbQ5RH4ZAPit2yIlfLADdENETt3O8TL2QbJjmnRKmkNtAJ3I4iKgXC3ZVr3iUEf\nP3iiIToZXG0QLmUzBNQNldLYhkzpRGOucvoynDYyP9OnL+TKKyfzxRd30KPHacjkclh+n3lexlcd\nBShjwDZpG3Jwlimc+obkfe/cCbv2iQWKWmFp9R5LqzerAhl0paXw5jS44Trnc8ZmsTg+GQfgu/lw\n+WWO4wg4zyHvTRetPqhtP3CbS0w4Y4ZX3n7P4/D+Z/LvkcAkgw6Z+S2MCeKr+tPk1NHs0VrPQZac\n45BU8lcBjbTWHyqlQmQYql5OGvXyv0HKqZcQukCItSSd9RX87XFYv0gAF6hYZxo4mCmBOgu/gnbt\nqPhSuGDhYrhsPPy00lI0nddwHKs1XHwpJMSHptL9/R/w+WxJW1tlAEqFhJZ26sQlSzRXX+1l69YY\nPB6T+dKsvwPfZju3feVMj/J92rRsHn54H4sXdyI9PRp7xXAUccBmQ46GnxGbfBkQAavz4OnZkFsK\n9z8QTr9BsYip0mQyS0HsIQaM3dglDTMQBs8BJOVAttjN/QhKuROsNpoik4QpEGJs3+Z3e6jo/DAP\npKK9YcqUuTz22Ey+/fYe2rVLQpy7e4AdoBfB/nw75suYj+LSED9BonXtMkzw2JEjvzFwQBbvPg4d\n4q1dhvpZD+YsgfsfVqxfH4nLFYjgMOVVP+vXwxQTAFgFMD36OBw8aB0bjNJoNFgttVXSWsLaxdCo\ngWOfc1HhOP9oNjTtCRlrIdoRKP3ES/DIP6DUsgf06gLfzwq4HpJHqdcYOLhCfFOVJEC7PinUyxrn\njgR1/M+jXlZ7baUWaa37nci5f3Zc2n+cFBYGWQIHySsyarg4ah96Gp6dGHC8FTOUlgqTHoJb74F5\nX4AnouIx/fvCdVfDpVfCvK9DDGwEp16fAl17wAcfwqWXVD7mztuFufPUM/DAfVX8QBPPVOHHwdln\nK7p2Vbz5ZgnXX2/olkYCF4Amq5sbAXBjm9flx191VRJlZZoBA9axeHE7GjcOx64veByytTBj9iH4\nLJR9uveAjy+ED78J58ZbIDGxhPvvdzFsWAxKeXDmzLEfjPPGRmAP6yIoK5C5QGuIK7JUU1NGMJxy\n6kf5xOYsHOJ88PYA8Pl8PPfcF0yZMo+lS/9Genot7AT1h5Aka5afwJTbjQOiDF1VWffCkPnzgBxu\nvTWHwf2gQxtk8QPlc2hJCTw4EZ55RuFymWdjaDpwPM/Po4/BnNlUK2VlMPVN+OYLgpslAvS/z7+E\n0edZQB9MzFxonfflfCEzOIEe5P/EBMg4DGEe2LYzeHOffgsjB4d+H5zXOmnyb2DjKKXuRAZiTSUM\nsVme2PX+p9nbopTSN18OLz9G0MCqcrEG4ZEsaNcXZr8H3btQUfGzvvs1jBsP6U3hiUeohJs+Hwwc\nAf3OFrpl0OtZsmEDDBwKSxdC69aV9+/fL/vffA3OPLPy/gpSjmmu8g1bt8JZZ5Uxf34kHToERmMF\ncjqNLd7JzTd0zPDyfS+/fITvvjvGpEmptG/vBrLAfxi2a6HSb0MU8bqIwtsOSI8CVxN8vvp8+mkm\njz++C5fLzV//2oFzz21FdLSxpzu1e0OHLERmj+3AT1L/tgABh2QXeFoi5qA2yAxj7PEe7N9j0Mvl\n+Cv3YcOGPVx77VTq10/g5ZcvIy0tErG5H0UQegewE0r3yL9l1ulJQHRtxEdQB3v1kA/kMnt2Bvfc\nc5wNiyCqBJk7jGZfCyZOhfVb4LPZKsAxC2g/EyfC9h3w/tuO7SE0+08/g8kvw9Lvgu93auraL0XC\nJv4Nzh1s7Xdo/YGpkLWGLkPgib/B0CD8u+mfw0tvwbkDYOM2+PBFKgHt6JvghnEwqKox7DjnpGj2\nkdUfV3588cnR7JVSWxBDZVVUDaeEAfW01ifESfqfZh8gcxbA8P5wTohiEE5JToLJk2D8rbB2geWM\nCngMLgUvPQede0PvnjBsKBWA3O2GD96ELr2hT2/oa16QIKuJDh0k+nbsOFj9vWQ0dEr9+vD832X/\niqXQuHEVnTcavvZbgO+jVSvF5Mluxo4t4ccfw6hVy3TA1iDtt8zkwjVmj2AX8DBhQh3q1NEMGPAb\nL76YwrhxpcKdN9kQ8rCrFJoMBMrcGy8XXpjE2LF1+fLLXObM2cfVV39Ply4p9O/flP79W9C9ewvC\nw6OsE82PKgZywH9M2jfJKrUL2wZfZl24DBvozYTljIiVe1NU5OORR2YxbdpSnnxyLOPH98Ll8iMz\nSQHyvu4FdoN3v00TNQHCURHYeXScbKc8cnJyuOmm43z0JkSZ7MhmRRAGv+yGV96E9T+AQgdotZqM\nDHjpZVj7U8Dtr3hY+ba33oabrg3yyILI4mVW8ZAhVNamnRq2NT+uWQu5x2Hw2VTWEYC3P4GbL4dL\nLgh+vZ9/hVXr4OPJNevfSZN/D8/+KDBU28bjakUp9eOJXux/mr1DlFJ60XS49DbY8J0khyqXIHZ7\nEE3mlvuksMJTD1HRCuCyvy9fCaMvgx+WQMOGVNLcv5sPV90Ia1eJU7bSNbGvd+VV8v3tacEdZi++\nJMv075cIMyj0D3ZeQ5U3dvPNGq3hxRcVHo+5gK4Qji8ThHFYBlIsI7DRSm7Ihg0FjBq1l/PPd/H0\npBLCViFhePsRy0dzJCVAa6CpCzxpiJHbrBakzfz8cJYvP87ChVksXHiQX3/N4YILTsfrhZSUGJKT\nI0hJOUZy8m5U8VHy98CxfMgtgWN+F7nHk3j++d5ERzfFRirjb4jE9ogKa0ZrxTffbObWWz+ka9fG\nvPDCJaSmxmH7IMTeLhnMtoJvJ2T5yoO/hIVjkuIkWdcy5hvJeX/VVYeJjvDz8iTkPOP39oPfA2dd\nApdeDDfdQqXFxrFj0KIl9OwBs2dT2Z5uPTrz/5JlcMOtsGG1FN8JKo7jh4+GkSOkdGYFQAym3QNX\nTIC2LeEeUzXV0Y8DGdBuIOxfHWDicbR75ySIioTH76JqU83J1ux/B1VF+U+aZn++1roGhrcK55yn\ntf7ihK73P7C3xTho73kcduyFT1+38C9wIARsy8mDroPgyfvhwtGO45xavguefQE+nQ1L51ovWsAq\n4P6H4bedjjD3EAOwoAD69IMJN8H4Kyvv1xom3Ao7dsKXs2uQMTDAaVtSohk5UhMfD++9p3C7HGPE\nAIEbB+Abu7kTmA2Amv2a7OxSLr10L0VFpXz8INTdj02Fj8UuNGLqvNaPAJWIaMTG+RuBXaA8jpyc\nSDZuzGX//kIOHz7MkSOZHD50kMN7/GivpPSJT4T4VKidEkt8fEMuv7wdUVF1sLVyjW1Yjwdqcfiw\n5u231/P66yto3jyFm2/ux/Dhzvx+JnFbFpJ7fi34foYcr+C/Ca5NAuKjrR+WiB2EJbTLuXOPcP31\nhWxaAXHGBWJYrhqmzIB3P4fl86wyAA4FYsEiGDNWAH/Kq3D9tQSnAztMLL36wYQbZPIIKRaQ/rwF\nBoyA3ZusVWswsHdc62g2NOsBvy13KEqOfjz9CuzYDVOfCjjX6nNJCTToDStnQnojQpqhnL8JTg7Y\nVxe26hQP/z4H7R+R/4G9QwzYl5TAGefD7dfA+IuoFuxxwbqNMPhCWDIH2gQLFlEyPkeOg0YNYfIz\nldvyeiEzE+o3qth2MNm+C87qA1NfhXNHVN7v9cLw86BFc3gpcElcyUlb+TcVFcGIc6Wvb7wRwHc2\n5wcF+0BmTsUZzecrZuLEI3z0fhEv3QznpCFsnFyrGZNxsjViVk8Fwuo42sW6lgHmeGwH7TYo3QQ7\ntLRpsjQ0BBrGCCrQEju9cpb1KQb8+P1JLFyomTp1P999t59Ro9py3XU96d69UWU7OSBgnwH8Ct4l\nsKPYBnoz56UBdWohYF8bm6aaz549+VxzTQ5/vcfPgJ7l3Sj/HMiAjkNg8Rw4vT3lOddKSuC2O+Hd\n9+Q5RUbC7M9h8GCCa/aWfP4ZPPw4rFtZDX/dauOqG6FpY3jgnorbK323tPu//xM2/gLvOsebsf1r\naNMP3nwaenUN3s4nX8OrH8DCDyqeG1ROMtj/nvK2EfwP7P/jxUm93PQr3PYw/PMJaNUi8EAqg6UL\n3voQnnkZ1syXIuGVjlOSE6RLH3hyIlw4KkSbVTmHjbjhhx9g+AiY/alVXSlAcnOhVx+48TqYcDOV\nltyh2jVSUABDhkpitldeCTQZGbOP06kZjIYZ6EsS3v6ieYe49jpoUx+euwCaH0UUZBcC0O2QhGFp\niHZciq0QO23hEeFiXirzygphJ+ILyEVYmo0RGn5cW+xo2VLgGLm5G/hp1QF+WAk/rof8YjcHM8K4\n/voWXHJJV+Ljk5BXO3Cmg3K/AOsgey0s01JH3YVMUGmIIp8O1ElAwmBrYVJQZGfnceaZR7n+es3t\nN2k7fs0RsXrDPVA3RfIplS+SXPDLL9DlDPnJPp+Y6uZ8AWedRcgMlD6f5Fp69kkY7ixTGCLtR0Ym\nnH4G/LZW8uw490kHHe1r8PugRU94/xXJXx/Yh1U/wfg74ZcFAUFcjusPvRL+cgFcauz5geM1SD/h\n5IB90e84Por/TLD/n4M2mLigXWtxIo28BlZ/BbWcPNwQA3D8JbDiB7j6Vvh4WmV2Ohria8En78It\nd0OTRtCti72vXGMu15yr7ma3bvDO2zByrPDrW7WsuL92bZjzGfQfDI0aOaoWGTEvqxPLHGAREwlf\nfwGjL4S77pa0ueVJrUL2zUTXOmz9FRrXgIt+g+rw89ZSJj+eT8/H4Ko28EAi1DJ0xRRE6TYsCRNo\nmosoxsa8HlkqzeYjk8VeKMyD345AzgHIOQg56yLJyVXk5OwnJ2c3Hk8Jc+fuY//+Yjq2gG4tYWQX\n6DbAR7Oe0ShlKpy4ceQVxo4e1oidPhOKf4HVGr4G1iIrk07WPS03fZi892KfKSoq4rzzshk+3M/t\nE6zNfirEVzz5Amz4BZY+R6W5pk0bWLMSzuglDv6gdOEAee8DSEqCYec4NppA3sDHB7z5LtxwFSQm\nEny8q4rf5y+F+NoWKy2IRv7SW3DdJQEKg6PdvQfgh43w2ZSAa/yLdNFTJw/anyf/0+wdUq7ZO5TR\nG++DjEMw682ApW+gwmrtKy6G3ufCZWPh9hsJvgoAvvgarr8dls2FZunOTjiOD7D5VxDHvnfegYcn\nCgMnLY1KsnYtnHOuJFYbFYIFEayohZG8PAnq8nphxgyIj7dOCKrZ49jmDL4y9gnDRLEM04eLyFwL\n9z0M32yCSV3hynbgbo2Ycoy5PgchvBxCmC5uBExrYaX+RfA5H1bvhWs/gIQkSDhNEZ+YQEJCKgkJ\nsSQkhHPaaYU0a5ZBG38Gnh1We2HIaqJVGLibILafWGw/BFRMfpYJ7IGMDAlq/wyp4BAD9EAAvzGS\nv75pBKLZ18bnK+TCCw8SHu7lg/d9uEwIviPX3FffwfV3wppFkHYaFZ2yljlw+Hky2V9yCTz3HDz9\ntCPLaoB2X1wMLdvBh+9IcZwKEohyfti7FzqdCZtWS6xIpfk6yPe+58O1l8KlYypff99B6DAIdi6T\nCaH8VjranTgZjhyFVx4N6E9V2r3VxsnQ7AOrjlYltfifZv/fIQFml8mPQr8xMOkFeOjO6k+PjISZ\nb8HoK6FtaxjYN/hx5w2DzEMw5AJYMQ/q1qWyJuOj6ix/1mrgissg4yCcMwKWLqrMwOncGb6ZA8PO\nk5D6iy+s/nc4pVYt+OIzuPNu6HUmfDlHKmZV7KgHO8DKuLts6iLlOXoD0zBAaj2YdjP8uBxu+xbm\nZEO/fLisISTGIVr9IcRMswfbvh+LWGWcSSljoHsv2DgaaK6gdjvEllIPm5b5K/iOStaRXVa3IhF8\n95WB+ziiuZvc9uHYk5WxJ2WCz+LwK8Rk0wi7DovP6mcuYmSPKETraG67LYucHD/ffBOBy1Voa/QW\nqWnbdhg/AWZ/DGn1HbfQMRm/NlViPB54QFZaU01BnWDiknKYHdoFAfpgouGhSULNTKtH1XZzaxW6\n5HvJXX9RCEXi5bfg8jEOoA+Q0lKY+Q1M/710y5Oo+f//oNn/D+wDJWB5Gh4OM1+HbsOgczupRxtU\nHE7Pxg3g+cdhzJXwzQzo0pGgoH3deFk1DBsDi7+CuFrYsUGBxwfy7gNG5733iHN33nwYM5pK0rkz\nzPsGhgyXl+vyv/C7XhSPB158QZJn9ToTZn6i6X2WedtCKTl+x35n1Ksjo1Q05bbtrrGwfCAs3gJv\nLoaHL4Eh3eGaITAgEVyHEcDPQUZuXevcWASoTeaDOkBSOESlWgcpBLx9iPq/A7LKpJ0C7DiwSCya\nlEZQ2vTf5PQ15RMB8u0JpxGSUy0BuxxujnVKBpAMum4ez02GpUuLWbYsnoiIwkqBu7l5cP7F8MSj\n0LMXFWm81t9ft8MDD8HyZRAW/v/YO+8oKapu7f9qAlFFQAEFFFSSgihGFCQoSclBcs4555xERJJk\nAckZDIBIlCQCSgbJSckgQTIz3X2+P3bVzOmaqu4enPfeO9/Ls1at7q4+depUes6uHS3JxPK9Ny9o\neOzpPXUK+g+CbZtdLpEOBXv3w8q1cHQ3Id8fA4ZDz/bOXl+378DU+fD7j3H3ZWHeMnjmaXHZjIP/\nIVXOfwPZP1LjaDAMQ6mz5g+b2mTrDihXHzZ/J0XIHSVum5rn+x+hRWfx0MlmqWrswY8GNG0Lf56B\nZQsgSTL/Pvw+4+EL7IaDB6FYKRjQFxo2wD/rQIgvpqtWQ+16oj6oVSsCw88rB/zVOXrHuhrEXKJ9\nwqFmVmDuIGqV+3D9GszdCFN/gmvXofdr0DDCbJsUyQj5KhIQmxsxjCZJBkY6JDDRSk38gNjyhv/A\n/eNwzCcJY88Qm2v+HeCldMSmgbhPbESWB5RXljCNZO/5xCB83OzrHPIWkgSZyHJCdG5oOxZ27Ink\nhx/SmHmQbktKBZNlfB4oXxkyZ4JxY4gTpwGiRnu/ANSubdCqldPFUsTkuvbK12IloXgx6NIJZyld\nY7moe/DKW9CuJbRsErw9wC9boHZLOLoNIq37VDPejpkCm7bDokk4qoCUgldLwfCeULygw/4sOI3F\n3E9CqHEux6N9OhKnGifRkr1hGCWArojYlRp5we+hlNpra9cUaIs8vSmAKcAXSqk4t08gsgeYPAcW\nLYMFEyF1GuKSo0Pg1ZSZ8NlI+GWF+VrsAI8HKtUVdcmMiRBmceV/gOwBjh6VtApdO0HLFsHbO+HQ\nUahRU6J0J02KJF06i9StwVoHYekhLOhpkr2gokRffctcrhGbBNKq8hQGu/bBrVNQ6D7C2SkQifo9\nhPBfTA4R6YhJsoNlsXyASOk3JKL27gM4q2Jzpd1DiP45IEdSSPYKsRWrrIT6pnHW44uNMQi3UkQo\n8DyAMz4JEDuEeASZ2p8bmeDTaRD+GCxYnJYnnrDUXHdA3Y8hvYGDYM06WLtK6r3LKTO0e8xgyBAf\n27bBd98ZhIVZs4HtNrZuawVfT4Ip38Cvm02p237Ha+R78BAUKQmXr8Dti1IeIA7s3jsKSlSCymWh\ncW2tf7NfrxeyF4DZX5k1aB3IftUm6DwE9q5wDhD0S8fg9F8Ckf2FeLR/hsRJ9glEH/+zMAyjMvAT\nsEEpVRDJV5sWWGkYxlNau1ZIsv/+SqlXgXrAZ4C9xLFtB86rG9eE13JD6Tpw57ZDA3sgi4JGdaBR\nbShZRdwunRARAfMmC380ag3e+ER4PASyZ4cNa2Hdz9C+oyTGii9y5YBtWyFHDsibN5rvvtP18iCE\nZum5Pfg/6ZqLphEWkxZAK2QlUv4Nc7kD+V6EQnkRseoZJAArMxJ8lQWIeB4R9dOafT9ARO7T4DsB\nty7B+ftwWsUWRrHUP7mAl8MhWVZzeyurpll43TI4Rxja3GUFeD0BEallM2tTszDXybvwXn/IkRWW\nzYcnnogiNj203CwqDPr2l/KASxZCkuTExjAY1gRqMG2aYvJkmDw5grAw6/zZJ9JY/HUGevaBaVNM\noreTpXmv+nwwfDS8WUCIHuImMAP8M2aY2PYbHD4Odas69A8sXQ3pn3IuNm5h2NfQqbGDl4516wRz\nv0wgeOOxJFYkSsneMIw5SOWKLEqJi6xhGO2B4UB1pdQCs07uaeCqUup1bdulQFEgvVLqjq1fkewD\nTIE+HzToAJeuwA8zHULOHfzvFdCuO+zeD6sWaymRbbhzD8pWhwzpYcbX5kMam3Eg7ptDoEunTzwu\nx3P9uqhjbvwDC+ZDxgwB+tP7tDjINBz+utWgbl1F/vzw1VeRPPmk7pkD7qYhBTwAFQ1RSgj+MqIG\n+QtRs1ubP45MAtfN/aZGiDov8PTjiGN7BPI4muUU1d9w2ysTxk3k8x9i89bEVCIMh8jsyEySgtgN\nbkk/cap2GcjMpCWb916Cy15J7nYSfjkKVSZAzzrQqoPVtZVOwgdEo3xeuneHH1fAWstIr6WtsM7b\n2rU+atb0sHFjJDlzOkkimnSgfCgFJUtJrqWe3c31LlL94KHQe0Cs9idpErhvT8vlxHBeqFAXShSB\nZvVs/Zvtb94Sf/0cL/qvt77v/gPKNIaTG2zPUSCjsI4ElOz/ikf753gk2f9PojNQziJ6E9atlNH8\nzI+IevbKLluQJ7qMY89BzkhYGEz5EpJEQr02Qv4B4RNqGPkZZH8RmnV0LkIC8uq8fCFcvwFV64oh\n1d5XSLC3c9ouXFwTly4V3+u33oafN8r6uQvEXdO1D0vaMiWv9/Ir9uyWQLJXX41mzRq7NG+RpR3m\n82KYEnNSRANj1fZOinDtNWJdLtMgzjW5EYk8bQokitaHzBaSLhjfJclRcw5ZzpvLJbOJ5aufHojM\niNwqKYh1IU1CbFZNa0murbMkflPCDk8CT4BKB7OPQsUJMK0rtGqMSPph1nkQO4DyeenQAVavgfU/\nW95YljQfGy184ICPGjU8LFyYlJw5I3GeOP1v2mnTpORll07a9dKhkW7LRtCgtnwPD7MVB/fhSvRr\nN0oB8nrVHPo38cTjGtE7YPgUaFsvNKI/ftphZajPQwj4b5DsEyXZK6XOK6W22VZb0ruls3/J/Dxp\na2f9drwNvSFczYgImD9Bwtnb9IyVigDnG9Ank8SE4ULgpavbathqSJ4cvpsj46hYwzYxBIuqDQSX\nBzIsDHr0gJkzoGYt6NQZ6jeACpUdJhun/kzCT5kSxo2FKVMMRo/2UKVKFEeOWKRvnRQn0jdfXyIN\n4dEnofNkaPgNLP1TMi5yEdGFH0Ik+3DEbT1DGIQ9iUjZlrP6ffDdFEL/G1HZXELeGCzvG2sIlvrI\nr2ziA3w+H7//fp8+fa7x+usXOXHCcuqPIJb4rfKCFpJx6ZZB5S4waa2E/JesgkwmKczmSoHy4fP6\naNVKasWuWyvBTrGppmPJ/Pz5MD75xMvIkUkoVEi3frrj2DFYvASmfWMjbgu2+zNVKpG+27WECmXE\nQBzTzmmS8IqNqW1P6NcFkiW1tQuRgI+flkpVjfUcPS7b7jkIBauLB+t/Cr54LIkViZLs7TAMIxdQ\nDViulFpnrrZyR96yNbfiJ9I79dW0i428XZA8OSydDlt+g/4hllKPjITZkyDzs1CisgQrOSFpUlg0\nSwi0bBWJkARC9pZ5GHz0Efy2HSZNEpK/8rcUQgkJGjEUL6ZYuFAKoRQoEE3jxtGcPWv519tJ3zLU\nmtJsuAEpoEUrqew18ifI8AWU/xGm7YfLl8zmKRA1TvjTWP6Wixbd5vRpk41ESxK3jG4YsS6Wljo+\nUozK9+55WL78Mk2bHiJTpt+pXfsU9+4pRo9Ox/PPWxK1VaZQzwEESvmYN8/Dq3kh+yuwZiXk/gC5\nwyz1vwH4FL5oaNpEagqvWWkFQtm9mOD2bUWZMg9o0iSCmjX1oi3u0sjNm4py5aFcWUmHHRRemDVP\nfOSH9pPI7oO/EZfobRL+xOmQIR2UL+nQzo34bev7jYYCb0pEeZy2NvQeCd2byXOhjz0hERWPJbHi\n/5zO3pByRIHg1WvgGobxArAZ+B5oq5QksDMMozMwFGiilJqitS+BGHfHKqXa2Pat3n4dPngHvujt\n4h1gw6WrUKE+VCkD7ZuZK52mUC39gc8HrbpIPpaVi8R3esMW6NYOP/28xwMNWkJ4BAwfCmme0vqz\nglKdLp/Tg6N7QNrdRs0DXTBfUbderAQVGQkH98FL1juSvV+7u6YtxcP1GwZffCFFsOvXD6N793DS\nptWU/THWWAte2ckDJSqXY3DtZ/hxCyw9Basvw+tZJU1A9rcjyPby02TPnpIMGSJJleowDx4oSpdO\nSv/+UeTOpGLVN3cQ0jcdaG5Ew+ErcPgOHL5scP36E8ybd5t8+R6nTJm0lCmTiuzZw/AvtK4boGNP\n+sWLUTRvfoNjx6KZNu0x3nrLB8pM0O9T5r2gwAvXr0LTlnK6p06Gxx5Dyx4a68l0546iXTsvYPD1\n15EYRnB50ueLpnx5RcaMMEEvXWkNV2m/zSFdOA9588PKbyGfNTno95TmQmnh6lXI9T6sWwx5XtYH\nQNx70UGPD3DgEHxYE46vh8cfs43Phq27oGpbOLZWI3vbuBJCZ/9HPNq/QuLU2f+fInvDMN4Ffg3S\nrJ9SaoDZ/jlgHfClUmqSra+6wDSgo1JqpLa+CrAA6K2UGmzbRnVpDtMWQp6cUPAd/x0Xfk8WO85e\ngo+qwKdloX8X7dnVYVunFHTqLaHx5y5IXc6/9kH6Z7T2yDPSrS9oKd/NAAAgAElEQVT8sBR+XArZ\nsuHvg+0k4bhxg1MaBohRIQwa5GPCBEmZe/++TEopUsDO7ZAzp0u/Tv75tv4vXISBAyXVQocO0LRp\npEb6Dp16vHDJK860uxBjbRTcTwlbU8DWW3DsUgRHj0Zw7Fg09+4p7t3z4fWa6v8wWSp/Akk8EP1A\n3lbuRsOuo3D7ruiSc+WGnK+k5LXXniZ//kykSWMZePXi6tbbhzUpCfHfuOFh3LibbNz4gLfeiqBP\nn5QkTaqIDbwyFyXumjt/l6IypUtJAfkkVnXCGLIX3f+VKwaffPKA3LkNJk2KJDIyNMVB797RbNyo\nWLvWIEmk9kzrZK+RpPKImvCVXDCol9lWJ1EXKb2VafAdO8TWrx0B3DwrNIaCb0KHRi5treEoqN4O\nMj9jcwW17a//2H9P9vvi0f5VHpF9gsD0ogkEpZRShmFkQtJP9VBKLXfo531E4h+nlGqtre+GuF9W\nV0otsG2j1FmJai1QETo0gZb1Qxk0XL4KJapBofwwciAYdkJ1CMK6fAVezCdRhkmTQq+O0Kur+adO\nzGFSjKTPAFg0HwoWIP6Svd6n03gMw09/FRUFZ8/ArFkwdjw0awI9utg8idwCsRxTPBgcPwFTpyom\nTIBSpcJo1CiMIkV0n3FzgCoKbnhE334K0b1HIMbZXEDmCAi3QmfDuXEDsmY9zo0bPsLD5VDSpzfo\n1F6RKikkCRODerqM8GL2cDI+F4ERGQnGk2anKYlNiWCZ4eyqJiH7K1ceMHLkDSZNusUnnySlR49k\npuEUYlVVVq57D8rnY+J46NMfxo+AKpWJrfkS85IjZH/yZBglSjygatVwBg60JPrgz+eiRV46dfLy\n+++GxDvoISQuZD9vPgweBjs3ahKzJvX73UPm9/0H4cPKcGgzpH3SZTBO5K8R/e+7oUIzOPazWbwr\nwOH9uB46fw57l2v2B7two8DI+e/Jfnc82r/OI7L/H4NhGBmAjUB7pdQK23+ZlFJnDUlAfhq4rpR6\nTft/GVAYcb28a9s2Jqjq1F/wQSX4rCvUrkwsqbld4nBxYfy4BrycHSaN0Aom65K4hiJlYdOvsR49\nqZ6Aq6fN7exSeLh4btSqDyOGQa1auD8obmRvI2cVJnVtX3vNpb35YJ0/D+07wc5dMHYklCwRt68Y\nOL3V6AMwDK5fV8yZE8bkyT5u3VI0bBhJvXoRZMxoRdz6IPq2eEBeRrxwkiDp4J81IIlO0EKUGTMe\n5coVD59+moYhQzKQObMPMddYrjcQG3Cl6+Atw6tBjBrJ71PY8uzZe3z55XVmzrxJ1aop6Nz5cTM/\nkO5xZH3Kcvt2NE2aKP44AIvmijcWEEv2MVI97NwZRpkyXnr3jqB580hbn+7Yu9fLRx95WbXKIF8+\n88S7kb05dxw5DCUrwpJZkO9VrR34E71G3EpBzebw3hvQqoHDQNwkfJ2cfVC8NlQqCU2ru7Q34fFA\n3tLweWepVxunL61PI9e/J/udwZvF4A0SJ9knVgNtX8RH44RhGDm15SNgMoj4D3wBvGoYRjUAwzAK\nAp8g0v5dl74ByPocrJoDc76DWYvxf2BcPBWeTAWrF8LpM1CjqebN4nJbDOoBLRvCi1mE4P+5Ce27\nuY+peDFYvwZ694N+/UMzJPvB1v7iOShTFho0EF2s/XgsPPssLJgLY0fD5GlQtISUt4uDgERvDkD5\nSJ3aoFUrxZ49ESxcGMGZM4o8ee5RuvR9Zs3ycfZsJESmgqeSQbYwKWKSy4DMyTSitxhTWPOrrzKx\nf38eZs/OQebMqZCZIT3wAuKY9RLiXvk0Is0/ASTl7l0vV6/eI7aoSKyO/p9/vCxa9A9t217g1Vf/\nJDzc4MCBTEyYkIYXXtADHXSil0lix45o3npLkSI5bPtFAtncztHq1WGULOlh3LhIjeidoDsAejh7\nNprevb2MGaMRvctptz5v3oTy1aBHB43oXdrq98vXM+Dkn9CsjkP7UN4wfbBhq1SAa1DJob3N3WXa\nYng6DZQujLsLaAIGXP03uF4mOsneMIy0SGB6EpypZZBSqo/WvjmSLiEaYYkpwOeu6RL+xE8SP3gU\niteAXm2hWW37BrYRmFL4/ftQtSmEGTBnIqR4HHeYfVy9Dv2GwJyF8OVgaGA9VPaUCQZcugzlKsJ7\n+WFAP9PQpyOYmleb4m/ehF59YdFiGP4FVK8W2DDt8cDsOTBoCDyXGfr2hkKFcSd56/ay/x+jpwaI\n4M6dcH74wceSJdFs3BhN6tRhFCkSSZEi4RQpEk6GDFYeY6u4uKF9WtFndj90Xay1HlPD73e/fhfp\n3/8STz4ZRq5cScmUKYLr1314PIodO+5ToEAKypd/jEqVUvLUU1bOHPtisZSXK1ei6dXLw/ff+xg/\nDiqVtw1BH3qYwb59UKyYYsmSJBQoYPdNsBuvY5/Vc+cUhQsrmjaFTp1sMptdsjd/+qKhcg14Oi1M\n+ip2fcypsUnhFk6ehHc+gU3fQa5scf93hM3Q6/NApeZQowxU+dilnYnbdyBHSfhhPLyZB3eY4zVe\n/veSvd2POxDeJXFK9omO7P+T0CtV6TjxJ3xUE1rWhU7NbH/a341MUo72Qs/BsH4LLJ2DmfzKua2O\nI8ckC2aNT2FAL4jxTbLltr93D9q0l0RUi+ZB7tzmf/FxBNbGvn07NGkOGTLAhLG2FMa+uMfpR/rP\nQd8+UKiQwz4syc/FKOxP1uLO6POFs38/rF8fzYYND9i06QHp04dTvnxK0qVLyvPPR/Lcc5E8/3wk\nTz0Vjjhw6eQP/qRvkaaQslKKv/+O4sSJB/zwwy1GjLhGVFTsc5AypcG8eRkpWvQxUqbUxUe7Ht96\nC/ARHe1h3LhoBg+OpmZN6NvXIPWTKi6B6sM0wlAqnPPnIWNGJ4ne4/j9/Hkh+saNDTp3tnGOneit\n/Sr47HNYtgI2rICkTjpwXZVjHrLPB0UqQNni0LGZ1l8g2AncC5Pnw7RF8MuCWAclN/QfC0dOwdzh\nAfahjTshyH5LPNq/zyOyT/RwI3uQAgwf1YTqZaFvR5v062T4NOR+/mwkTJoJy+ZB3twO7Rxw+W8o\nW1WKmkyZYBZ7tm9j7nPGTOjUFYZ+BvXrhOYuGgdmX9HRMGIUDBsO3TpBm1a26EaHVBAeL8yeDYMG\nw5tvQNWqULq0ZlCzG/scST8u4ccu4Xi9sHevj337POzeHc2ff1pLFA8eKJ57Tsg/b95kXLsmLovW\nbR17ewuD7dnzgOPHowgPh5deiiRLlki+//42Hg8kS2ZQu3ZKJk58mrAw3XCiq2ksY22sEXf16ija\ntXtApkwwahS8/LJNd66fgxivU/83G2fo0ryM4cIFIfr69Q26dXO42C5k/9MKaNQCft9oK0gSRKof\nNRGW/Agblmg2qGBkb5tArl6Hl4vDym/g9VzEmQh0XLwCr5SDnUsgSyacYdsmIch+Uzzaf8Ajsk/0\nMAxDqZPmDwfd6qUrYmD66H34so8mnFrtwT8Hubn9wqXQqit8MwZKlyAg0Vt93b0LPQfA1t9g8RzI\nlAlXQ+/BQ+LW90Y+GP+VTa0TjGwdcOIEjPgKVvwEfXtBrRpmnh6XtxgQSf+HpUJ2J05AvbrQqBG8\nkBVnctDH4ednbid7+2KdBHnib92K4q+/PPz5p4dbt3zcuhX7GmFNfNZnmjThZMxo8OKLEaRJYw3A\nQ8mSl1mz5j5duz7O4MFPmsXF9SRjdgnbg1LRbNr0gLlzo1i71suIEeGULeuLnWzjagm1wbi9heiF\nX8A/ZtPDxYuKIkUUtWsb9OgRQKIHP6I/fhzeKwzfzoEC+QlZfXP4mFRd2/6j2JWc2sSBLtWb/Tbr\nCRHhMLavdkgutNNjpNTWHdYZ5/vdQWmeEGS/IR7tC/OI7BM9/MjeDpOPrt2AknWgWAHo1xEik2j/\nW4h5TY/9b/tOqFAHuraBNi0CSODadkrB0BHw1USYNwMKFcSVrO/cgdbtYes2WDgX8uQmuDUpCPFv\n/gV69ZOiKP37wKefSsm6Sp9KgetnMzpvd/AgTJkCs2aLp0+ThhLVGSdpHPhPqjF58S3S1yNV9cVS\ngDsFsHuIm4TNwV9PW/fLLw84dMhD48YpbQMLi9P+n3+8zJp1mwkT7qGUomPHCGrWhGTJTAZzIvk4\n3sROEr01Aehji/1+8WIURYtC9eoGvXubdge3Z1fb/NJFyZPfpAHUr0kczxw37xuPB94vDXWrQIt6\ntv4Dkb1Nqt+xD0o3gkMrIfXj+BO9rZ9te6FiOzi4TIushdjL4DZ/JgDZrwveLAYf8ojsEz0Ckj3E\nEPHtO1C1FTyIkqIMqS2f4wDSPeFw+i8oXQ0KvQ+jhrrkLtH7MbF6PdRpJKqVti01Pb4DZsyC6bOk\n7GGbFtqrtxuC/K8UrF0npH/vnujnV66SqNqdOySlgx+ZqVjGuH8fvvsWJk+Bw0ek/m3JElCksLmd\n0zEbBv61be1Er8OSgv3J2z2X/sM/n3v2RDFhwm0WLXpAsWKRtGiRhA8+UBiGrtbRdUeaZdpvZnez\nK1i/4xpl9+3zUb26h4YNoUOHMPe3Bhtx37gOhYtB+dLQrwf+JG+X7sGPTPsMlWC4SV/gX3vZoa0f\ntP580ZC/EjSvAfXK2/63be/xwJtVoUsDqFGaeF2qhCD71fFoX5xHZJ/oYRiGUicIfqOFgdcHnQbD\nivWwfDpke4FYctdfP/VPQ7xfug2AP47AwumQPl2c3h1VNafPQsVqkDMHTB4PKQN4+Bw7Ao1bCtlO\nnQCvvOzeNri7pEAZkmCrWg3JAhAZCQULwurVEB4ewBvEJJaTJ2Hxt/DTStixE959G0qVkCVnTpu9\nNgyN9C3dtm6EhcDpqeyVspxyRAf2Or5/X7F1axQ//xzFqVMeNm2KpkmT5DRqFEmGDGH4E7yN7P3O\nQXzI3g4PS5b4aNbMw+jRBjVquEj0etCU+fvObSj+CbyVD0YOBUNvYxG+16EP4NsfoX0f2LFS3B9d\n4eT6qPU5eY5plJ1vnm37RKN9HzUblm+CNVM0TVeIdJoQZL8yHu1L8ojsEz0Mw1DquPXD9mmHSZJf\nz4Xew2H+OCjyPnHI3SknjdcL/b+AaXNh0Qx49y37QBz2Gy6SdbM2sHsvLJ5r+m7b25kPm88nhaZ7\nDYA2zaFrRxc1ij7WQAiTqkctW/tnw8yWDTZvNkif3kWHbLcZ+GTC+3k9/LRKlrAwKYL+QhZRP+V+\nBR5PpY0rTD+BYfizjJuuynor8Itg0n77IzpasWOHh59/FoLfvt1D7tzhFC2ahOLFIyhQIJyICGsc\nHodPO3ua5yCOCic0svf5vPTvH8306T6+/TaMN6wCIPaJ1E64Ch7ch7IVxRA7dSKE6WoTJ+me2O8H\nj0DhCrBiLrz5WtxDijtQ22+z/V9/QbE6sHgs5MlG3HlZ6/fsJXjtU9gyA3JYQpOFoPH0YLzy78l+\nWTzal+ER2Sd6+JG9HU43nUlGP2+B6m1gUGepZhVHnWOXWk0sWwkN28DAnlJ83NAnGKdbKVyEuhmz\noEsvGNhH9OGGpa1weDDPnIVmrSWz4dTx4jET98Bdjs927GPGwZx5kDYNPPW05NA5e1ak9k8+gdat\nDd5+GzFwOpG9TkyWilvBwT9g+w7Y/Cvs/wMOHYGnnxLit5YcOSFdOkkGlzyZeXrcgmpi7J/WFyH+\n6OgwzpwxOH1acfq0j9OnFadOeTlzxsvevV6yZAmnaNFIihZNQsGC4TzxhL1jXXqP6ykTN+JVEfdC\nBi/qcuuWj9q1H3D1KixeHEH69OaF1dVDdrJGfns8UK2WnP4Fs6S4lvVfzLD1T+2/K3/De6WhZzsz\nT731XyCKsF8DrwgzH1aHkh9At6bEniqd8LVtqnSEnFlhYCtzhZ8dh8CCiA+M3P+e7L+PR/vyPCL7\nRI+AZA/OhGgS+tGTULoB1KoI3duY+nj9pnUh/GMnoUJteOcNGDdcc7MMsC+AQ4ehdkNI97Soahz9\n+E0oJQVJOnQTKb91c/yJzE1vb3/Q4njQCK5fV0ybBuPGKVKnFi+cCuXNghxuZG/zAdfh9Uq05v4/\nJB/LgYOy/tdtsZG+adNCmtQy8aRJDRkzSsGOBw/ElhIVLZ8PHsgSGWmwf78iQwaDrFnDyJIlnCxZ\n5DNr1nDy5AnTPHTsvoFOugp9nSdAWzt0yR7tu+z76NFoKlb08P77BmPGhJMkicbKTm6V1nCVvM01\nbwWnTsOyxaYvvZPaxLbu5k0YPw16fAYvPA/Ht9sONRj0SccLwybCsrWwfq5krdayTviPAfjpF2g1\nBA4sguRW2WC78OEmiJj7TQiyXxKP9pV4RPaJHoZhqKFdoLO9JmZMA+JKGRqhX/8H6nWUogwLJkLm\njDirc2w38+07IuGfOCU5xbM+r/Vt37+2LjoaBn0OE6fC2BFQpWLg47t8GfoOgu+XQb+e0LAeRCR1\naRzAzTKuakLg8ynWrVNMnw4rVkhO9cqVoGI5SbngmPI2EJnYJbwwmbju3YOrV+DaNbh2Ha5ekwlC\nKUl4ljQZJE0umSWTJoekyQyefNIgY8YkREbqWcjc1Ci6q4p9wE7Piy7RO6hz/KDbELTevYqxY32M\nG+elc+dwGje2onWtbgMTfXQ01G0ozaaMN7NEOqlvtO2v35A4kAnTZWL0emD+1/BpOa3vUIL0tDZ7\n9kGxWvD796afvI+4ZG/u/9YdqN0DmlWGkroKFIdTZL/ltH0mBNkvikf7Kjwi+0QPwzBU3lzwVh4Y\n39/FWyaIxO0zYNgEGDkFpo2EUkWJ0bcnT+m8DcgzMHkm9BoE44dDZct7IRDpmvjtd6jdCN56A8YM\ntwpiuGP3HpHyr/wtefJLFA9yjCEQvR337/lYswYWL4ZlyyFXTqhcASpXNCdBJ07UbJqubxQWAvGp\nXT0fZo07gvgZSEOR1N3aBSJ9f+n+jz98NGrkJTJSCornyGHX/dsmHluk6927ULmalBVcOBuSO5X5\nc3iTmrcEamgR4UmSwJ87pTBJyESv7ePePXjzY+jeAmqVs+3bgewb9ZPfU/qa7ezSfKgG2gQg+/nx\naF+NR2Sf6GEYhrq5B6q3F0ln8VhIZfd6CaBP179v3g7VW0LdT6FdI8hdFAZ0hab1AmxnSEGTag3g\nw0IwcgiksOe9sW9j4u5d6NoLTv8JdWtJTpZA0bRKwdIV0Lk7vPgCfDnU9NqJN9HrJf30HcTq7KPu\nw7qfYcm38Mbr0Lwx/lzoRCqheGO46ex1d/0YIy84R606Eb6b/74dTikZ7AP0J+6oKMWFC2LrOH7c\nYOxYHydPwuDBBk2aYKZ71rsITPQ3bkDpCvI2+M1EiNQvUSD1jfnZYzAM+Uq+p00Nfx+OM+TA0IbX\nto8EHs4bA4bdGGsj+x/WQ4cvYc98eNwSgkIQbJyQEGQ/Jx7ta/KI7BM9LJ29xwPtB8PPW+HHKbaw\nbTfBNjzu98t/Q83WsPuAZLR8LCWc3WNzm3TQT968BS06wu59MP8bKdHnP1D3cWzeAi3bi0vnmOHi\nqhlovFFRMGESDB4KDepBk0ZaXpyQiR4CkX1Anb1TvFN8HiOrbyeiiEP21gwS3EgaO7iEeD7k3Gzb\npnjvPUXy5DKUO3fEE+n4cciaVT8A03LtNBwLPrhwAUqWgSIfwIihpj+83fDqoL6x/tuxR1Jyf95L\n9PX58sCK2fE8NLPvZWvkjfaHKZA6FX4J2PzSRfpkQnitCiz+Et5/PU6PAptkHx3tHpeSEGQ/Kx7t\na5M4yT60d/L/MkREwJi+knP7vU9hWyiVDRzUu+meglqVhLw9Xrh3H74cj7/Q6OAC90RKmPU1dGkL\nRcvAhK9tz36AV+yC78OuX6UiUsFi0K033L5t/qk7p5hIkgTatobDB+Rhevs9qFUH/jgU6GCdApxc\nEN9HwsHl1G+xwx43ha2dPsHEnER7URK3Rdk6cfCn94Pl1++0Ht54Q4LS7t4Vok+aVNRcWbOagVIx\ni83jRidLiIlbKFhUVGMjrcAnB1fKOJ/m9yPHoUxtmDICGlSFI5th+ijno9q6A06cdvjD7PPAYWjQ\nEYb10IjejrDYQ2rcH+qXC0D04Hca9xyGNz4VIew/BW88lsSKR2QfAG3qwjefQ4UWMG4WBJzLHdzg\nANr3lckjIkJUQ/2Hw9ET+HuhOJC34YO6NWDLapg8A9p0gouXtAYBBM6ICIm03f8bnL8AuV6Hhd8F\nGL8BadLAwP5w4gjkzgMfFoMKFeH338E5CdBDwN0Jxbmt038hvtrHQYz6wyTUGBWLndx1YrcW/TG3\ntnO7AHZvG8HFiwYdOiiuX5frYxjw1ltQvhxx34Ks3Tm5Pfpg4yZo2RY6tIXe3cwXFn1S09+ksH1X\n4oZbohp81h3KFpPVqZ4Q4cSOQ8egfAMp5hPTj3a//n0NyjWEkX3hnUDkbWLKEvGr79fK8TQJtFvs\n7j2o0QU61zfzM/2HYA/RC7QkVjwi+yAo+YGkZZ28EGq2E88ZVzhI37tXwcKJ8HkPsyZqEihUHnbu\nxSZ14higkv0l2LpWHsa8+WHWXE1ADSJmZMgAM7+BuTMlFXGjZmLM9YNNN54qFXTrBidPQNEiUKky\nFC/uY/16SQ3s/IQGUXU4ZSywr7Mvwfz+3byl9FQVdvi9USkb8UP85LdghC8HcPWqomtXD6+8IgbY\nY8cMmjcXSXzKZI2o7eSuzzsmyygvjBwNVWtB+zbQool+PLZP/Xi1eeqqWT6zZV2oX9U2bOW/nL8A\npWrCsF7wUQFtfOY+oqKgchP4tDTUKk9gGHD0NPQYBbM/F68pv1g3a7HNlX3HwWs5oVaZIP3/S/w3\nSPaPdPYaHP3sTdK5dx9a9oHte2HJeMj5oksnNoOrk7/w/O+hTW9o3xS6tIJw+9u/k9uZATt3Q4NW\nkPEZKT6R2bIlBCPHcHkFnj4T+g+GN/PBwH4SqRrMvTMqCmbPMViyRHH0KDRqZFCvXpgWMesi69jz\nt2hEtm0bZHpWfOONYKKSRQJO7ZStnQ6nDAn6+jj7CcUi7AS7JC/6lGvXfIwZI0ulSmH07m1mLkU8\nlXbvhvxWBko7wTvg9m2ZrI8dhyXzIctzOAsKbt43SlxVa7eEN1+F/p1xniBM3LwFhSqLgNKzTdz/\nlYKmXeHiZfh+spY/Rz8ebSy370D+qtCpPtQtT0gi8uLVQvZbZtkSo9mQEDr7ifFo34xHOvv//6Cd\nneTJ4JsvoEMDKFgVFv4Ywvb2h9f8Xq087FwJazZKaPrJU7Z2unELYl7t33gdfl8P+d+GfAVg0jcS\nSBPUTU7JK3CjBnDsD/igAHxYEmrVk3TEfrDdwkmSQIMGBsuXG8yaZXD0qCJnTi+VKnn46ScvXq+b\nsGDrSJPGx0+EfO9C+sxQshz06AOLv5PzECN76K6T5ve870CJsnDgD62NW+xDgHNhweeTsP41a2Ds\nGEWrVj7WrImv8BMr4Sul2L7dQ/36Hl54wcOdO7B9eySTJkXEED1I4Fz+/Pi/HDip9czl6BF4tyCk\nSA6/rIMsmXG8r5xUPtY9eOUKFK0EL2eDfp2II6XriIqCyk1FLdOjtfNRj50GW3fCnNG2RGkO/SkD\n6nWHd/JCHd2lOABdnvgLWgyC6YMCE31C4b9BjfNIstfgJ9kHIIxdB6ByS6hTAbo1h2R6YFIwPbNG\nTj4fjJ8Jn42C7m2lHm1YoDcDra8DB6FBS0iRAr7+CrJnc2nvMq5bt2DUWBg9Rnzfe/UwJU+nh9Dm\niXPzpmL+fJgyRXHxIjRrBuXKGbz8MmYueBNO2RlNIlMKzp+DXbtg1x7YtVs+fT7I+Cw8+4z5qX2v\nXgeuXxfDZrEP4YtBNm8jc5heH/zzjxTNuHZNgq6umcuDKNnX4SNw7JhEEufIIf3kyAGlPjbIkSN+\nQtutW4o5cwwmTVLcvKlo2jScevXCSJfO6sfS00CMK6WTBOygo/9uKTRtDYP6QOMGDu60Tt5ONk+n\nixfho8pQoRQM6KRdXgfdvlISGHj9H/h2kqYnN2Lb/bQeOg+GZd9IrWb0/hzUSJ+Nh2U/w4ZZkDQJ\n/roQhwnn/gN4vzbUKwetaxIUCSHZj4lH+9YkTsn+EdlrCJXsQR6G1v1g7yGYMxJezWX+4eYxYn/T\nj9kpHDkJDdqJhDR1pEnc+LdxCjjxeGDKTOg1EOrVhN5dRece0hjMfq9egy++lNz12V6C9m3hNaf8\nOTHb+J+YvXsVy5YpJk8WYihbFsqWNShQQFIUAM6kb/MXt/D333D8hOiLz52TT+v7hk0SKWtHRISk\ncg4Ph9dfg23bhcTTmKkUYlIrpIUXXoSn0gqx58hhpo2IOS9G4OAEDT6f4rffJFp44UIoUgSaNQvn\nww/D4vrKO0XC2mMMbAR44zp06gl/X4UeneFte7I8s10covf5f547JxJ97UrQy1LHuJCyUjBoDGzc\nDj9MhZQpiINffocKTWDZVHg3n8tYtH5/XA9Ne8Fvi+DZ9C77x3/bVoPhwhVYPDK0y5EQZD8iHu07\n8IjsEz1iyD5E9a1SMPNb6DQEujeDdo1dcn8HInvkP6+Ccd/AgBHQpSV0aGHzPnAhfBAvnV6DYPlK\n6N8TGtU17QD2/TgRvtnm2jWYPBXGjjdJvx18UtrlePzGLidLKcW+fbB0KSxbpjh+HEqWFOIvXlyR\nJrUmGlqIp7UrbTrRJUdEiMth316QNatMAPry2GMQbvfJDubFE0Jk8NWrilWr4KefFCtXwosvSgK4\nhg0Nnn3WOrEBioYHI3rz8/tl0LKj5KEf0g+HhGw26BOmZkX8808h+ma1oXMz/NVDDo9935Hw7SrJ\nafOUntrYvG/2HpRUCLNHQfEPtH076TZ8IsQUrAY/TIT8ef3/cyP7Raug20jYuTB09U1CkP2weLTv\nzCOyT/SIL9lbOPkX1Okkr6gzRkAme1KyACQbA5OMTp6Gxh3h5m34ZjTkseei10nL1u+uPdCuuwRw\njRoqwTZuxl63sURHw6LF4vXxz01o20pKDKZM6dCXHRphnpmh4QoAACAASURBVD+vWL5ciP/iRQml\nf/ddePcd0VfnyuUQBBQE7xeEl1+G3j3FXx1wJpr4RGIGIHmPR7Frl2LlSoOfflIcPAiFC0OpUgal\nSsHzz8fjJrGI3m5j0Yj+0mVo3Qn27ocpY6FgfoLfi/rxa30dPgLl6orXTZsG2j5dopYHj4c5P8CG\nuZAubdz9Hj8NH1SD0X2gysdBjtUHN/6B/J9CxwbQ6FPb/lwmm+OnIX9NWDkR3nglyD40JATZD41H\n+648IvtEjxiyD8VsbSMQjweGToDR02DsAHFHi0EoZA8x0rtSMHWOeO28mRd6dbTVlbWTl/ZbKViy\nDDr3ksIV/XtKXpqgeUds41EKtmyBEaMlCOi5zFCrJhR4X5P27eNwIc7oaMX+/bB1q0SRbtsmBsO3\n34Z33pbShdmzS4H15Jb9w42g4+v7FmeMzux5/bpi374w9uwR1dTevYpDhxQlSkhEcalSBgULQtKk\nmh7eenaCvhVobe2RpYDywMy50KU3NKwNfbpq2U9DhUb0G7ZA1UYwsh/UKI+/a6dt3z4fdBkGS3+G\njbPgmXTEsTGduyROCd2bQ+NqBMX9e1CyPhTND31a4+pWrOPWHfikGdQtBw2DJPSzIyHI/rN4tO/B\nI7JP9AiJ7IN4EezYB72/lJw6X/U3A1XctglA+AAXLkGXAbDhVxjeH6qU03SYQST2+/elOErfwSLh\n9+oCeV4N4TgcuPDMGZg7H2bNEcNuzepShPzllx36CTFR2pXLPrZvhx07YPducSk8dQqeekoKomTP\nJp/ZskOG9PDkk7FLkiQE90ACv2Ixly9Lmb0LFwwuXMBc5N7/8UdRY+XJY5A3b+ySJ4/BY4+5iKG6\nHSKg26aN6CFWwlawcyd8NUHSOU8dC6/njd3MD27d2wy90+dCl/4wbzx8aPnGW/uz/PV9sHMfzPge\nvl4k6aDP/AyZMuCfpTVMjNwfVIc6FaFrM4f92w7VEw1VWosf/dyRZllM+wRtO6VeL1RoAxnSwqS+\nIZtNYpAQZD8wHu1784jsEz1CUuOEEMF57z70HSH6/BG9oHpFlxvYjRdt+vnN26BlNynoMWYIvGx5\noISgorl9FyZMgeFjxGWzd3fI93rgbdygFOzbLwVM5i6QXPq1akikbdYXtIYhEr7dcOv1ysRy9Kh4\nyhw7JrnWD/whCb9u3BBvnMjIWOLPk1vcJ6M9EB1lfkbHLrlzw/r1Yqx95hlZMmSwvhu88EIY2bKF\n8eKLDknIXAOnNAIPdsxOenqfHFuvflKwpU8XsbNEhPNwvn0KfB7oPQTmfwfLZ0Gul4gbjesTY/e7\nVeHaP3Kf+hQUfw9WfY2/K2sY3LgJTfvCC5lhSGcCPxdKDrVhdzh3EZZ9bU7KTm9itnXdRsC2PbB6\nshlsFU8kBNn3j0f7vjwi+0QPwzDUqmmm8clN6o1HZMLve6F+Z3jhOZjwmQRD+SFYXxqZezySd3zA\nCKhbFfp2hscfw10l4ydtS9j55OnwxSiRHnt3ExVKnLHo2zndGub/Xi9s3AxLvpPasqlTQ/FiUKIE\nFCps8NhjIVq4g0Xf2naslOLePSH9Gzck2MjrlQnAvkRECOGkfQoiIuwhu6HkXXBJxuJY8Fv35LFN\nBpqe/uIFGDAYFi6B9q2gXTPTHmJ/gQh0WvRT64N7d6FOS3kT/G4aPJ1a68+Dn3QfdR9KNYXNO2Vi\nfCw5LBgGHxfS+g6DG7egeCPI/xqM6mMTVizSt/n3dxkKm36DtTMl6Z9jkjvbqZv5A/QfD9vnwlNB\nUnO7no4EIPs+8Wg/gEdkn+hhGIbKlAHKF4Oh3SSIxQ/xzcsSJn7dn40Rf/rPu0ODarYHJx6ED2LE\n6zZYcpKULAqNa0uRDsd+HLyA7t+Hb2bB9NmQIiU0bSjFRZK6FTFxgj7pGSId7tkDq9fBqtWST+et\nt6BECYMyZeCVVwI8F47EafUdzDrpIGEH7SOM0GZslxCagBOUg8eRSXD/3IBhwyWpXb2a0L2D5vFi\n97mPxyN59hxUaSgVpqaOhGRWdSpLT29J9SbpKy/0GgWj5sokaRhwY7Pp/64TfVN47zUY2ZPY6o4B\n8MXXMONb2DRPUiU7SvS2Y9u6B8q1gvXfwCsvhX7MdiQE2feMR/vBJE6yfxRBa8O+H+UVN18Zkcz9\nEJ9XbJNokyaF/p1g7Xwh/EadpIRhyLA9NOnTwbTR0K8LLF8NOfLDjHngjXLY1s5XPgkAa9EYtqyF\nVk1gyjR4Lgd07yO58B1hP26bf3dYGOTLB926wPqfRXrt1FE8clasCHBswYg6KOkZIaiM7M9ksE51\na6b9r2BvInH/O3UCOnSCAkXE533XrzD8M/H1B/wJ0K41UoGXb5fBGx9Brcowe7wW3Gcfhvnb54U2\nQ+CnLXD0eyj1PpT5QCtfiMSPFGtsEn03QtKfz1gCE+bC6umhE/1f56FSW4mQDUb09+6LbeE/KZcG\ni5rVl8SKR5K9Bj2oasGP0GYAtKwNPXSf91Ckexc9uMcDE2ZC/5HQpKbkHEmZguBTrpP6yBRYN2+V\nAhR/X4OB3aBiGQhzyg5o70MTeI8chYnfwKx58M5b0LwRlCoulY8C9qEfp5uHTiAlb6gIxQbg9obg\nuq1u6dYjvOz9Kvf/3IaiYNMGiU7etFnKP7ZsCs9lIo7u3jVdQoDd3b4DbXuK4X72OMj/Fv4TsO5i\naUr30fehfnc4cxGWjoJUZsEQny/Wu+r6bSjeDArkgxHdbBK9y30/eT58NlGIPlsWnN9MbOuu3YDq\nnaBMYWhVw/04rfFV6yz2jDlDnSefhJDsu8Sj/RckTsn+EdlrsCdCO3cRGvaQep4D2sMr2Qmutw9h\nMjh/EToPkmjEEX2g4sdgBNvO6X+TsJWCVT9Dz8/k+6AeUOojlz7juCISw3t378KCJUL8KZND3leh\nakWZAOLobO3krp+Th01DHAgPafT116WHihDUQw64fx/mz4fRo0UabdsK6tQ0J3Sd3F2CqQB30dFc\n/9tuqNkSCr4DoweZVZ5U3HZ63/fuwKet5ZAWDYfkkXH3c/UmlGxuEn1X7d4JQPbjZ8PQr2HdTHgp\ni8OxEHfdnbtQrBG8lxeGdQp+aYZOheUbYc1kW1oSDQlB9p3i0f5LHpF9oodT1ktlwLTF0HUotK4j\nuXCSBPKBjgfRbdwKrXrBM+nhqwGQM3uQDQIQPsjD/O1yWPA9/HEE2jWVV/zkKYkrYAcMNIKDR4T4\nFyyRXCWfVoCqlSDfazaJz0m6D9b/w+JhCf+hJ4rg8Hph0yZJmfDnX6IqaddGjNVhEEvu+qf+3Y3o\nbcZMjweGjJEEZOM+g8p6HIcOney9Ui2t6+eS3Gz6YIi0PH60/Z67AiWaQ81PoFtj8/raJ3Pb9Rw1\nDUbPgJ9nQdbM2r7tdKLtJzpadPTp0sC0QS5Erx33xIUwYhb8OtM03rrcUwlB9u3j0X4kj8g+0cMw\nDKWO4OjSePYCNOslusapQ+Ett0IN8SS56GgYNwMGjYYOjaFZXcnjEq++HQKi1v8CoybBtp3QuBa0\naAAZMzlsG2S8SsG+A7DgO1jwrTygtatB8Q/FCBsRYevDiVcTkvgDEfdDkLUrAhhKvV74ZQssXCTe\nSBmfhU+rQJVKZklHzZ4RkOjBney19Tv2wqjJcOEyzBgl6aEdoat/vLBrv+SxqV0e+rcyL4NtDEdO\nC9E3rwJdGtmIXp/ItWs4bDJMmgc/z4bn9LEEIPu/r0G5lqLT/3aUQyES2xvBsg3QdBBsngYvZiYu\nNO2bkfffk71DFmdXfMUjsk/0iCF7F3dGpWD+Mmg/CGpXhP4dHDx24KHI7fxFGPwVLFwOHZpCm4YO\niaiC9evAg8dOwJgpMHsxlPpQXP3eckp0FsKYlSEpGdZtgLmL4M8zULQQFPsIin+k1a79F0Fp8YYR\nlnAkHyA69/ZtIfgVP4mrabqnYwk+m5W4zomsH4bozf8uXYEeQ2DFzzC4qxSvDw90nTSyn7MY2g2A\nCQOgcklt35rN4Pf9ULY1fNYW6lcw1zsRvfZ98HiY+Z1I9Bkz2PZvI3ufD37eAmPnSoSuYcDt3yVd\neBxo5+K3/fBJa/hxDLxtr7/sgIQg++bxaD+BR2Sf6BFD9hAwpcCVq9BuEGzfA1O+gMLv2tr9C0n2\n6EnoPQw2/wa92kKjGmZwCsTbz19ve+MfScFw4jSM/0L7zy3YK4QgsItXYO16cblcvU58q4t/BCWK\niy9/5ucfQl0eyjhCgW74tKD7hwe57e/cgV+3wPqNkm1z334JRqtQFj4uKRkznTwt40jz2D6diN42\nzqgH8NVk+HysVJPq1U4qlcWZEOz3gk/UPd2GwHcr4fuvIU8O4toLfLD6F6jVFaYOhDJFbOfIwQiv\nFPQaATv2w/QvzLQKdmjHd+4SvFEB7tyTwD6A2mVhpj0vgU1ddeIMFKwPk3qJATcUJATZNwneLAZf\n84jsEz38yB6CZqtctg56fAmv5oQve4ruPQb/RnVhyCt4j8/h2CkY2FkKnoTFVrt7qD5didONVN1S\nJTtspxQcOASr18Lho7DsR5Hs3swHb+SDN9+EN9+Q/PTxngDiQ/oOgTvB4PXA8eOw/4CkbVi+Avbu\nk3TJRQpB4Q8kgVsKh5S/Mfu0qVD81tvX2cen/V6xFtr3EYPnyH6Q/cW4bdxw9TpUayHf54+HtKmI\n+2ahYN5SaDcYlnwFBd506Uw759HR0KiHZLFcPtmWEdN+HCp2m4qtYdVmM3grBSwZJdG6ftAmvb+v\nw3t1oGMdaFol+PFaSAiybxSP9lN4RPaJHoZhKHWIwEnDbKR55x4MHAtT5kPvNtCyjqaPDCQ9B4O5\n7YZfofsQyURYuTRUqyjRoQ8Nt8kiVMK3u2/a+9MkwXPnYOcu2LELduyUz/BweP89SJtG0hNneR6y\nZoEsWSB9+iATgdsYAxG8dnt7vZIf5/BhkdT3H5Dl0GGJX3g1DxQuBHlegfzvuqjo7HAyquokH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"text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "SFH = pynbody.plot.stars.sfh(h[1].star)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 52 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Concept: derived arrays" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pynbody.analysis.halo.center(h[1])" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['r']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1].gas['p']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1].gas['p'].in_units(\"N m^-2\")" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['vr']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['squidge_factor']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "@pynbody.snapshot.SimSnap.derived_quantity\n", "def squidge_factor(sim):\n", " print \"I am deriving the squidge factor...\"\n", " return sim['vr']/sim['r']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['squidge_factor']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['squidge_factor']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "f['pos']-=(1,0,0)" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "h[1]['squidge_factor']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Profiles" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f.physical_units()\n", "pynbody.analysis.halo.center(h[1].dm)\n", "pro = pynbody.analysis.profile.Profile(h[1].dm, ndim=3, nbins=50)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "p.plot(pro['rbins'], pro['density'])\n", "p.loglog()\n", "p.xlabel(\"r/kpc\")\n", "p.ylabel(r\"$\\rho/%s$\"%pro['density'].units.latex())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 80, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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I7PPd/WV3H+zua7j7xErFKSKV1aoVTJwIDzwA//M/cUcjhWhuWaQNgQOAA4Hf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\n+n/Ph2+3Fc9ttAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "pro_gas = pynbody.analysis.profile.Profile(h[1].gas, ndim=3, nbins=50)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "p.plot(pro_gas['rbins'], pro_gas['temp'])\n", "p.loglog()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 82, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 82 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concept: filters\n", "================" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f.dm['r']<10" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "f.dm['mass']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "f.dm['mass'][f.dm['r']<10].sum()" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "f.dm[f.dm['r']<10]['mass'].sum().in_units(\"1e11 Msol\")" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "dm_in_sphere = f.dm[f.dm['r']<10]" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "dm_in_sphere['mass'].sum().in_units(\"1e11 Msol\")" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "dm_in_sphere['pos']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "dm_in_sphere = f.dm[pynbody.filt.Sphere(\"10 kpc\")]" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "dm_in_sphere['pos']" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "dm_in_another_sphere = f.dm[pynbody.filt.Sphere(10, (1,0,0))]" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "dm_in_another_sphere['mass'].sum().in_units(\"1e11 Msol\")" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "young_stars = f.star[pynbody.filt.HighPass('tform', \"2 Gyr\")]" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next big thing\n", "==================" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import halo_db as db" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "t, inflow5 = db.get_halo(\"%BH.con3/%1024/1\").reverse_property_cascade(\"t()\",\"at(10.0, inflow_Mdot)\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "p.plot(t,inflow5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 65, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "Mvir, = db.get_timestep(\"%512/%1024\").gather_property(\"Mvir\")\n", "p.hist(np.log10(Mvir),bins=50,range=(11.5,13.5),histtype='step')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 66, "text": [ "(array([ 54., 50., 43., 41., 34., 23., 26., 30., 21., 22., 13.,\n", " 12., 17., 11., 11., 10., 9., 5., 9., 7., 10., 3.,\n", " 6., 6., 5., 1., 8., 7., 3., 2., 0., 1., 1.,\n", " 4., 0., 1., 0., 0., 2., 1., 1., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0.]),\n", " array([ 11.5 , 11.54, 11.58, 11.62, 11.66, 11.7 , 11.74, 11.78,\n", " 11.82, 11.86, 11.9 , 11.94, 11.98, 12.02, 12.06, 12.1 ,\n", " 12.14, 12.18, 12.22, 12.26, 12.3 , 12.34, 12.38, 12.42,\n", " 12.46, 12.5 , 12.54, 12.58, 12.62, 12.66, 12.7 , 12.74,\n", " 12.78, 12.82, 12.86, 12.9 , 12.94, 12.98, 13.02, 13.06,\n", " 13.1 , 13.14, 13.18, 13.22, 13.26, 13.3 , 13.34, 13.38,\n", " 13.42, 13.46, 13.5 ]),\n", " )" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "Mvir, Mvir_later = db.get_timestep(\"%512/%1024\").gather_property(\"Mvir\", \"later(10).Mvir\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "p.scatter(Mvir, Mvir_later-Mvir)\n", "p.loglog()\n", "\n", "p.xlim(1e11,1e14)\n", "p.ylim(1e10,1e14)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "(10000000000.0, 100000000000000.0)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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J1MDWrbcyNrYYGAbmSc2NBOJ+W96xY0fdb86p1FMTooZIvRRnccjI374gK5FqyeVyHDny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\nhIggCIJQMyJEBEEQhJoRISIIgiDUzP8Pc8WbMH47T34AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "f = db.get_timestep(\"h516dm/%224\").load()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "type(f)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "pynbody.snapshot.tipsy.TipsySnap" ] } ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "f = db.get_timestep(\"h516.cosmo25cmb.3072g15HBWK/%384\").load()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,304 Parameters: current_time = 3.25141371258e+17 s\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,305 Parameters: domain_dimensions = [2 2 2]\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,306 Parameters: domain_left_edge = [-0.5 -0.5 -0.5]\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,308 Parameters: domain_right_edge = [ 0.5 0.5 0.5]\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,309 Parameters: cosmological_simulation = 1.0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,310 Parameters: current_redshift = 0.312159577323\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,310 Parameters: omega_lambda = 0.76\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,311 Parameters: omega_matter = 0.24\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "yt : [INFO ] 2016-06-19 17:23:49,311 Parameters: hubble_constant = 0.729829659498\n" ] } ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "type(f)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 72, "text": [ "yt.frontends.tipsy.data_structures.TipsyDataset" ] } ], "prompt_number": 72 } ], "metadata": {} } ] }