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Last active December 23, 2016 19:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"<IPython.core.display.HTML object>"
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},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import HTML\n",
"\n",
"HTML('''<script>\n",
"code_show=true; \n",
"function code_toggle() {\n",
" if (code_show){\n",
" $('div.input').hide();\n",
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},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/bovy/anaconda/envs/py27/lib/python2.7/site-packages/matplotlib/__init__.py:878: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n",
"\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import os\n",
"import numpy\n",
"from scipy import optimize\n",
"import pandas\n",
"import fitsio\n",
"import corner\n",
"import bovy_mcmc\n",
"import gaia_tools.load\n",
"from galpy.util import bovy_plot, bovy_coords\n",
"%pylab inline\n",
"import seaborn as sns\n",
"from matplotlib import gridspec\n",
"import matplotlib.lines as mlines\n",
"from matplotlib.ticker import NullFormatter\n",
"nullfmt= NullFormatter()\n",
"save_figures= False\n",
"numpy.random.seed(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Measuring the Oort constants with TGAS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the data:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"tgas= gaia_tools.load.tgas()\n",
"# apass data downloaded from Dustin Lang's http://portal.nersc.gov/project/cosmo/temp/dstn/gaia/\n",
"apass= fitsio.read('tgas-matched-apass-dr9.fits')\n",
"bv= (apass['bmag']-apass['vmag'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the proper-motion covariance matrix in Galactic coordinates:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pmllbb= bovy_coords.pmrapmdec_to_pmllpmbb(tgas['pmra'],tgas['pmdec'],\n",
" tgas['ra'],tgas['dec'],degree=True)\n",
"cov_pmradec= numpy.array([[tgas['pmra_error']**2.,\n",
" tgas['pmra_pmdec_corr']*tgas['pmra_error']*tgas['pmdec_error']],\n",
" [tgas['pmra_pmdec_corr']*tgas['pmra_error']*tgas['pmdec_error'],\n",
" tgas['pmdec_error']**2.]]).T\n",
"cov_pmllbb= bovy_coords.cov_pmrapmdec_to_pmllpmbb(cov_pmradec,\n",
" tgas['ra'],tgas['dec'],degree=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cuts to define the main sequence and plot the color-magnitude diagram:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def main_sequence_cut(bv,low=False):\n",
" if low:\n",
" #(-0.1,1.75),(0.5,5.5)\n",
" #(0.5,5.5),(1.3,9)\n",
" #(1.3,9),(1.5,12)\n",
" out= numpy.zeros_like(bv)\n",
" indx= bv < 0.5\n",
" out[indx]= 3.75/0.6*(bv[indx]+0.1)+1.75\n",
" indx= (bv >= 0.5)*(bv < 1.3)\n",
" out[indx]= 3.5/0.8*(bv[indx]-0.5)+5.5\n",
" indx= bv >= 1.3\n",
" out[indx]= 3./0.2*(bv[indx]-1.3)+9.\n",
" else:\n",
" \"\"\"(0.8,3.5),(0.2,0)\n",
" (0.8,3.5),(1,6)\n",
" (1,6),(8,1.5)\n",
" (8,1.5),(1.7,10)\"\"\"\n",
" out= numpy.zeros_like(bv)\n",
" indx= bv < 0.8\n",
" out[indx]= 3.5/0.6*(bv[indx]-0.2)+0.\n",
" indx= (bv >= 0.8)*(bv < 1.)\n",
" out[indx]= 2.5/0.2*(bv[indx]-0.8)+3.5\n",
" indx= (bv >= 1.)*(bv < 1.5)\n",
" out[indx]= 2./0.5*(bv[indx]-1.)+6.\n",
" indx= (bv >= 1.5)\n",
" out[indx]= 2./0.2*(bv[indx]-1.5)+8.\n",
" return out"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('Number of TGAS sources with good parallaxes:', 450278)\n"
]
}
],
"source": [
"print(\"Number of TGAS sources with good parallaxes:\",\n",
" numpy.sum((tgas['parallax']/tgas['parallax_error'] > 10.)*(1./tgas['parallax'] < 0.5)))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('Number of TGAS sources with good parallaxes and APASS photometry:', 355753)\n"
]
},
{
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PfALnzp3DK6+8gpmZmSNjnXcroShKT75qN9lsr8ZVZ9DQ6/Vdt9OdC02z2exZRunMZg9K\nCXQ6nbIlbzQaUBRFvnc19arbNaQuL1CKC+yUlXu9XsRisbbXK5VKbQG9Wq3CZDJJLbjRaMi1pZ5k\nXKvVJBFoNBpd2Rw8VlLTOpVvvXAzVYF3E458wA2FQt8D8Go4HP7XcDj8/wD4X7fifYxGI2w2254X\n2/j4uNx03W6sZrMpNT9FUfDVr34VNpsN3/ve93pmfo1G466gkSmKsq+Mttd5Um+9ezl96XS6tsfR\nZrJYLMJms3XNiPezEHaWhdLpdFvGTQ4tj7+zfLC6uioB3+FwwOv1olaroVgs7vA9CAQCbdt9qs8Y\nnMlG4GdR+0ao67RGoxEulwvNZhPNZhP9/f3w+Xxt/hFutxuJREIWPsqHt7a2du01tFqtA1+zvUoq\nlUrlY+W1cCM48gEXwFPhcPh91c8LoVDoM/t54kE8EgqFwoEz0L6+PhSLxbZtnU6nk5ofAFGhra+v\n41//9V+7vo5er++6vVPjKPrT7oaDnEv1+avVajAYDF0Dc2eGu5/6NH0IdDpdzyyvMxAUi8U28Uqz\n2UQ+n0e9XpfvwOfzoVQqIZvNIp1Ot5nXMLirMTw8LE0tHgsz16GhoR2fU53h1ut1VCoVNBoNaXQ5\nnU5JDux2O1KpFFqtFgwGQ1vwolJO/Tt1wNXpdG1MB51Oh2q1iv7+/q67NjbvDAZD15LCbsyGXovt\nfv1HKpXKnlL7oyaY6MSRDrihUOgpAAsdv04DeHq/r7Ef7iqbH4eRxtpsNtnu9VIZUYX25ptvIhwO\nH/g9gO3AcSfoYIcN8gdx/VJvl5mddduuql9TXXLYz3nR6XSo1WpdqWCd72UymRAKheTnQqEgza9K\npSKZtcfjgdvthsfjaTOvGRsb2/E+6p+bzSaSySQcDgcMBkPbdbe2toZkMgmz2Yx0Oi12jY1GA3q9\nXhZzHnO1WkW5XIbNZpPXUS/eRqMRBoOhbXFyOBw9KXH9/f2wWCw9VWYmk0lKK90MXnYzfelV5zYa\njfsqT5jN5j3LQEdNMNGJIx1wAXRzvEgAOLGfJ+t0un2pkGw2GwKBwK6P2c+WZzeDjmeffRbBYBB/\n//d/v2uA2G2bdrtd+4HDjXoBrpvCHNRucbcbT30s6nOhzibVZYZWqyXbYqPR2Pa3XC4nW3x1ICgU\nCjuCID1mbTYbnE4nLBZL2+Laucvhc8vlctdMv1arSQ1YjXq9juHhYXHuajQacLvdcDqdsNlsXRtq\nNFhaXl5GpVIR/my1WkWz2dzhhtYNtVptR3BtNBoHWuCZWR7Wz+Nu6G8ARz/g3hqPtA6oJzl0Q6vV\nOjB1qrMZ0kuF1ondguqtIIM3m81berHfbkMd9QJL/mqr1YKiKFKvrFarcDqdcDqdokDjVrXXAq0O\n6oqitC2u6l0OcD14KIqCVColEllge0Go1+swGo07tsflchmZTEa+E2ZzDLQ+n2+H3SK5thMTEzCb\nzfB6vfD5fG3XHp/PBYc1XaLRaEgJhYHTYDDsu6lYr9dvuIGm7ofcibJANpu9LXXkox5wu3Fk9rVn\neOqppxAKhRAKhfCNb3zjUG/Oi6BWq3UNHLuNR282mztqXFShvfPOOz1noR3Ga/QwYKngVgfcbp+n\nW5miW5bVC53Nss4aMJHP5+Hz+aAoClqtFoxGI7xeLyqVCsrlMnK5nBjB8Bzo9XrJitUZ3sbGBprN\n5o6yUbdrgKWAcrkMp9OJcrmMYDCIfD4PvV6PWq2Gvr4+2frzfNRqNWm+ZTIZyYLV2/RuDBC73Q6r\n1Yp6vY5sNotEIoH19XU599xmN5tNrK2tYWFhQQI7a79nz55FLpcTmtxBSkm1Wm1P+8W9xhmpP6PP\n5zt00N2veVAnXC5X13P7jW98Q+LIU089dajXVuOoB9w0upcVOuu6O/D6668jHA4jHA7j61//+o6/\nd/tC8/l8z7oVM0/1zb3beHS9Xi9bykwmIxfCM888g8nJybZZaOVyue0Cvx3NMR73bhLXm8mzVL9W\ntzIFPV+JRqPR8/2tVqvcvJ3befVEAqvVKuedsmhFUeB0OmWkOJ+r5uOyWaT+bv1+P/L5fFtgKRQK\nXW0bmQErioJSqQSXyyULdiqVgsfjQavVkoBeLpdRKpXQ19cnAdDj8QgzIRaLYWtrC8A2q4CJwLVr\n19rel05fPp8Pp06d2nHemKWfOnVKFg+DwSCMC9o0JpNJ4dmWy+Wu94qafnYrFuzD1mJvxP2vG77+\n9a9LHLkZfPojHXDD4fDr2FlWOAHg1f08nzdZN/h8PlnlCZPJJF1n6s5LpVJbQ61bTbKXWsnj8SCT\nyUhjBdgOxF/72tfaVGhqXX0ul+t6zN1qu+xeHwb7yaTZVb4ZgXc3Olg3sYRer9/1OVwAbTZbW5OI\nBix0xXK73Wg2m21MhXw+D6fTKX6v6vOdyWSkIadeGGq1WltZgVMj1EGH//Z4PMjlcrBYLLDb7Wi1\nWsjn83A4HAgEAsjn80gkErDb7YjH42LqTXaDOoDRSFyn02Fzc1MWptnZWZw8eVIex/PHrTGv41wu\n11biGBkZAbB9/Xu9XpjNZgwMDMhnbTab8Hq94vmQzWZ3BL9Go9EWhG02264ZKUfWdJbLDpuN7oaj\nPt7qSAfcX+K1UCh0v+rnyXA4/MZ+nthpY6duOnC7pg48xWIRHo9Hus/A9k2nzji7Kbr0ej2KxWLb\n6Bai21ZrNxUamzKd6FbbNRgMMJvNkil1e/+bAaPReEtVRbvxc3t9nkKhIMFFHVR4wxWLxR3fL7D9\nXXXWTjc3N5HNZpHNZuFwONrek+UFu90uzyMNzGazSe2yc6YZs8V8Pi/HwWvOaDTK9WW1WuFwOCQL\ntlgsbeeCmbDar8HtduP06dPQ6XTSLCP9i9e8y+VqM4FRf+Z6vY5EIoFCoQCTySQlFwBtfg2pVArB\nYBDVarWtHKDX6zE0NNR2b/XKSHO5XE9f3MMOd+3FoNgN3aww7wQ+DgH3jwD8zi+VZv83gP+53yfy\nyybUoga9Xr/jC1cHOjU9yeVydZ26ygvdZrNJIO6WOXYzv/7EJz6B++67D6+88opwK3fDbhkp31tR\nlJvaWGs0GnJhH8T5/yBgrbvX5+vVxLJarTCbzTAYDLJ9J6rValvWq9PpxEQcAAYGBpDP50VZODQ0\nBJfLJVmdepHU6/VYXFwEcH3xJA1MveswGo1dj5XXGP9fr9dhNpthNpulqcdjp0ct/XUbjQbq9Tps\nNhtcLhc2Nzfl9wsLCyiXy+jv70c+n4fL5UK9XkepVMKVK1fk2E0mk5QGiGKxCJ/PJ1JlBqNisQi3\n273DjrFcLrdlo/l8vi0LTyQSXcsKiUSiK2+W2fBhG22di1uv91dDp9PtS0G3n9e6ESjHjY4RCoUm\nACy+/vrrsn0CrqtZdhMYsAHSOdSPGUCvoJDJZITv2FmfzGQybTU8NTY2NvBXf/VXcDqd+LM/+zMY\njUaRae5na9RsNm+oyUZupxqVSkWCdq9jqdVqhwrAlKRy4Wo2m0LBUr9vL5RKpX1R46rValc6FIOL\nwWAQ5oL6s2Sz2a5k/3q9jnA4jFAoJOWJarWK1dVVDA0NwWq1YmFhATqdDhMTE23PLRQKsFgsiEaj\n0Ov1KJVKsNvtKJfLGBoaQi6Xk+sjk8nIsSeTSQwMDMh3TIojgyfr0Hq9vs3DNpVKoV6vIxgMymfi\n1Ar1dwBs14BHR0cBbC9slLezgVWv12EwGOQe4Pns9l0lk0l4PB45ll7n8uOMtbU1Ns4mw+Hw0mFe\n4+OQ4d4wSCTvFWxp2NHNEJpBuFsjKx6Po1arweVywWaztQVbZgRms7mruQ2wXeCnCu373/8+gL0p\namp0q98ehDvZuS1T30gcrtkt8PcKtnuVHXh+qMOnKqrZbHYNtp07CooBOlEsFiXbLBQK0Ov1bZaK\nzLJ0Op3UOnmO1Z9FURQkEgkUi0XUajXk83lsbGxAr9fj3LlzQumiLePk5KQEmBMnTuwItqR/KYoC\nv9+PWq2G8fFx+P1+jIyMoFQqSZMKgDSujEZjm1cCt/7A9nfGzFTNRODxe71eCbbA9k5Afe1GIhEk\nEgkkEgmcOnUKFosFBoNBArHT6RTrSZ7TTiVYt36C2ryc73srcSvqv7cDd0XA7Qyi6k42cL2r3G3L\n4Xa7e24XucVkdsLXVHMoOeeqW73K5XLh/PnzeOKJJ/Daa68hHA63mWTvhW4X9UFcwzoDpzroHUbw\nYDQa96T/qMF6Zq96XOfvdTpd15q4unFWqVSgKApGR0flONSda4vFIsqtZrPZ1qxzOp3w+Xyw2WxI\np9OIx+MIBoMSbMxms9Rk2ZDiOVtdXd3BkS2VSqJOy+fzMJlMsrXnIqxuuAYCASlTDQ0NwWw2y6Kz\ntLQEYHtxKZfLaDQacLlcSCQSWFhYaFuc1MyN9fX1tt7F+Pi4lAr4uTidlzs1t9uNYrHY8xrYzwRe\nXlu3ilN72PrvncZdEXC5VSPUW59OpFIp+U+Ner0ulB2Cmv9cLifm4EA7pclkMsk8rF547LHH4Pf7\n91Sh3WzcSDmpVzbLxk/nYzuDW+dzuuEwZQuz2SwjWnoFjFqthq2trTZmQSwWk8kK1WoVZrMZExMT\nQpsCgIWFBbjdbmSzWRFOlMtlNJtNOJ1OBAIBoZvV63VRqJGexhE8zWZTWAxutxsWi0V2QG63G4FA\nADqdTiY+cEQ6ACk/kFPc19cnAo5oNIpisQir1QqTyYRWqwWXy9VWWiPU9VnKgtVG5Ha7XTJp1pUJ\nnU6370C6F73rsDXTGxVaNBqNAzXRbhZf/a4IuB6P50CBrK+vb0emSJ6kWglEqG37gO0tF7PPTCaz\nZ8Z34sQJPP/88ztUaDQ46QU1l7PZbB6YocBFSM2p3C+6BcNarSay1c7HsnHVDeqbZ6+yRKVS2bVD\nbbfb4Xa7YbVa5XXZ5InFYpIZqgctAhCmQDKZRC6XaysBeTweRCIRMZtxOBwoFovIZDKSoTLrazQa\n2NjYQKFQQCqVQqVSQSaTQV9fnwR4BlBmyGrKGd3mstkszGYzjEYjfD4fzGYzEomE9AS4COh0Ovj9\nfuHfsuzB0lQvbwMGUJr7qOXMDKa8zjuDMdAeSLuVyzqNZnoFLApTbjU6Fwi9Xn8gU/XORuFhcVcE\nXKD7NiiTyewgj/f19aFarcoF3Wg0JKPJ5XJwOByyJSU654ypL0632932xeZyOSwtLbU9P5vNYmpq\nCl/4whfwzjvv4LXXXgMAqeGpoXYNI0cTuN6JP4hogtth1pk7g51ajUbsFhA5Q6tbk60b1D6uxF6Z\ni7rsoT7nalMZgh4D3Mr7fD5ZGMmtrtfrWFtbE5cyNsWYFbZaLanV33vvvUgmk2Jc7vF4dowst1gs\nCAQC0mz0+/1wu93SnOP3SZeuQqEAj8eDbDYrhuKbm5uo1WptTmI2m02CXKc3MLNmKus4gaIXPzyZ\nTMo1yYYcSzHA9VKVxWIR1kYvURAf1wnu7NTf1V6+Ggf13TgIbtTUxuVy3RQV6F0TcNVgDdftdmNq\nagpAe1AxmUxiFk1aWKPRkG5vPp9vCyocUrixsYFkMrlnBjY4ONj25bGb+2u/9muYnJzED37wA8lA\nqPNnYGJG0glyNQ9z0VYqla5CA76POogfZpvP56glrED3UkKnq9ZujUGbzSblg0ajscNX2GAwYGRk\nRBYpNn9o8MIpvGx8UjDRKTxwuVwYHR2F0WiEw+GQz5HJZMQAnItHo9EQQ3oGolQqJWUEKsYAiCFO\nIpGAXq+XUpaaB67T6TA9PS0UNrvdLiUMYDt40s6RAY4ZMY+rs8HUbbqweiHjQkSsr6/DYrH0DDjq\n6zGXywnVTf0edEbrBU5WPu6Tqe+qgMuOuMfjEVNqIpfLda3pxONxZLNZxONx4Su6XC5hNhCKosBq\ntcLr9e64mDmKp1KpyE3eLdj0moXGbV0n2JQhVxM4XHd4LzrWfhzXeJy7gXQq3ni9fFDVXq2dx6Yu\no6TTaej1etl687wyAJPqRKUWX7evrw8TExOYm5tDsVjE5OQkcrkcyuUyAoGA8K4rlQpisZgsomyU\n0cjc4/HAYDAgEokgFovh0qVLyGQy2NzcFN+E999/X3YiDFyc+MDAZDKZUKlUYLVaMTAwgJMnT4oa\nLZFIYHi60VyUAAAgAElEQVR4WCwTa7Wa9BMASHZcr9fx0UcftQVKzjbr3N1xIrD6sertv9lsxtra\nmmzDh4eH983vpuDjoEin04fKIlutFubn5w/ke30nzc71f/EXf3HH3vxW4G/+5m88AP5PqlH6+/th\nNBqxvLyMZDIJp9MplCRmXvV6HRaLRWz3mCXq9XpxgnI4HPK8UqnUNrEV2M52uK1nQ4TgvxuNRtsq\nH4/Hd9SK7XY7nE4n3njjDdhsNpw4cQJms7mNGkQYDIZdvRAY4G+XYxczKlKXuqFT/adGpVKBwWBA\nNpuVc8amFBtRBoMBdrtdmmIsF7AsYrFYxJYQgHCbi8UijEYjyuWyiCCCwSBKpRKi0SjsdjuuXr0q\nIgyn04mtrS3YbDasrq6iVquhVCpJI2x6elo6+/zOJiYmRE5MZVkwGITRaEQ8Hoder8fAwIB8Fq/X\ni1QqBbfbLQY0VKVZLBYR1JjNZrRaLfFt4DlgFkl+rnp2WzKZlGurXq9Dp9Mhn88jHo/D4XDAbDa3\nfUecIkGqGr0cKEHuhUQiITuNXkGZ99Nu1yETBcqS1fcPzYbYCFS/jtobg9dCq9Xqef1xJ7CXO2Dn\n+7z99tt4+eWX8cEHHwDA//v1r3/9ULy0Y5vhfulLX8KnP/1p+SLHxsYwODjYdfWt1+uyFQS2tz+V\nSqUt42Utl4Gv05KPzRi9Xi/bwWKxKJ1vqsCKxSKq1SrW1tZ6XhRUob388stYWNj26emWue7VjDOb\nzQfKGG60KcBFbK+yQ69sRF1T7nxdCld481KSWqlU5ObM5XIoFApyjtWgdwaDh8PhwMbGBkqlklCw\nQqEQMpmM1OsDgQASiQSCwSAGBwflc6XTaZw4cUIYBTzPsVhM5LXqJlEikYDb7ZYGVjabRbVaRSqV\ngsViQSqVwuLiYlv5hI1M+hBwjA7LC2yQcjwO2Q5Op7NNSkteMT9zf38/stmsWEcyi1XPWOs8b93A\n3R7/bjabew7AZFbeC2qpLpWDaqiNx/ke6tKD0WiU73UvM/NgMLjnPVGv13c02R955BE8//zzuz5v\nPzi2Adftdu9YCbut1I1GA5VKRW4mNhOsVqt0lvk4Oj+x3sYgDLTby/E5bHSovzybzSYXSK8uqaIo\neO6552C1WvGP//iPSKfTXWuZh53U2zlyBdi+wffjl9BsNm+4ubHXlpM7COB6TVdtZVgqlUQlpnYO\nYwMrHo/LMbKUw6y3WCwinU4jEomgXC7D5XKhXC6jXC5LGWB1dRV2u10aXV6vFyaTCcFgUGr5Xq8X\n9Xodi4uLUBQF6+vr4kOQyWRkQTUYDLBYLMjn83Kc5Ctfu3YNS0tLUrOt1WpIJpNYXV3FxsaGSL45\nm0xRFExNTcFms4kdI69b+iqwoav20FUrvtiTALbvEQZM/n+va4qBttMTmFkxsNPFTG3O1A007tkP\neJycYtwJtfLusGCt/lbg2AZc2iLuhkwmI02RzvotL9x4PI5UKiWNNNYVufXtJGDX63Ukk8k2f9fl\n5WV5P6D3ZFR1V9nlcuH555/H+vo6Xn/99bYLdj8uYaVSqedFzG2pGmazWWqJu2G/woz9mt30msSr\nKArK5bJQnADsaNywlsrgTP7p+Pi4NKeYKebzeQnO8XgcsVhM6u0MtBxn3mw2hbs9MDCAra0t5HI5\nEaZ4vV6Uy2Ukk0n09/fLroZlJ1KOTCYTNjY2RMjQ6bs7MTEBr9eLarUKr9cLh8OBvr4+DA0NYWho\nCMPDw9IbACD1XoIm4WwuTkxMyDWtPq/MYjunMuwWmHg/dNKpuANgOYMzztSvx0Z0N9AnQn1sJpPp\nwAHuIJSuo4RjG3CB7QK++oLpNiY7lUphZWWlbbVmN5gD9To14fQPZbeX3Fz+32q1SiBQFAXj4+MA\n2ulivOjW19fRaDS6zlSjCu3VV1/F3NwcAIjstDNgdgZXTnolGEj34uqqfRRuBKydHsZljMeg5oZS\nsWU2m9vKK8ViEXa7HdVqVTJENmC4K9na2oLJZEI8HofFYsHo6Ci8Xi/y+TyWlpYQjUYxNzcnnfJw\nOCwBlmICi8WCs2fPQlEUbGxs4J133hG5Lq8Fbp0XFxeRSqUwNzcHk8mE4eFhqUXPzs6i0Wjg8uXL\nkn3Oz88L7WplZUUWeGap2WxWmoWcCMwJEul0GplMRrbdZNcEAgFp/Kmz2FKphNXVVTl/bMypEYvF\nevog9PX1tfFuKQfuhlarhUQiIXVZADuayjy2bmyK/aJUKn1spl4f64BLriOdvjoL8SScj4+Pt10E\nRqMR9XodS0tLbc9h88TlckmmQcoPmyXc5rH0kE6nu27T2BUfHh6WrLHbKv/ss88iEAiICo3byYMq\nbThpoBvjoFvttpMepQ6cvcoKna/Ty3aRzTUeF8FslDcPm2DlcnkHXYyLGwUMtVoN8Xgcfr8fXq8X\nNpsN5XJZtvapVAo6nQ4LCwtIJBLi+coRNdyis2k0ODiI06dPI51Oo1gsYn19HTMzMzLdoNlsIhKJ\nwGQyIRKJyLQGHi8ADA4OSh2Y2/2xsTE0m02EQiEJ5mfPnhVa2fj4OJxOJ372s5/B4/EgGo0KnSwS\niUjjlSUWr9crvFweJxkH9XodhUKhLZDp9XoMDw+LRSMbkGpGDJuL2Wy26wLdTUzRTXnGWjKN0dWo\nVqttFDnuEtRluv2i25Tk/eBOjPI5tgFXbRjOrZ5a3x2LxWCxWCRbUpcU6IlKA3IGAOrzs9ks7HY7\n6vU63G433G43VldXkc/nYbPZMD8/37ULSvNrYPsCUxupUCJMcMhhq9XC7/7u7+5QodEkXc1JBa5n\nup3BspsRDZtQndMPALRtf4F2/m1nWYHMBDaKGJB7bVnpUqYe181z0mkxGYvFxG+B35VOp4PD4RAP\nW2a53J6vr69LY5PjvGkIMzAwAKPRiEKhgL6+PhgMBgQCAXg8HiwvLyOTySAQCODSpUtoNpsolUoI\nBoNYX19HpVLB4uIiwuGwlKHYzKIXMVkApIKlUilsbW2h0WhgdHQUa2trALYzRbfbLd8JbRFbrRY+\n+ugjWbCDwSBGR0fR19cnwRXY3r2xeUZuLkUXDLB8Tq1Wk+DC72ptbU1q0wMDAyLXZTnCbrfD4XBg\nYGBgx/fHEUJqdDbXCoXCruWpbo5jiqL0TDyIbkHysGq1OzHh99gGXIKZpHql9vl8GBkZkexBrbwB\ngJWVFclUnE6nZBOpVEqMTRRFQS6Xk60duZIAZAJwOp2WbBlop0TpdLq2rbG6Ow5A3rdYLGJsbExU\naJcuXQJwXcGmfg3SpoD20kE3IjqwvWVn7bIz0HWOvFGjM8Nlo4Kfb686r9o1rNNEiMdVLpeh1+sl\nQ+o0uWEgZg2zVCqJIbvD4ZCt7MTEBAYHB2E2m1Gv18WCMJVK4Uc/+hFarRZyuRyMRiOi0SgGBgZQ\nr9fh8/mwuroqtDyWE7a2tqQENTk5KV66JpMJc3NzotE3GAwiZOjr6xMur8vlwvr6Otxut0wDIeeV\nWerw8DDOnTsnn3V9fR2JRALpdFqUc5y6wGOKRqNCVRwbG0O1WsVrr72GRqMh0x2A7ftBr9fLro7f\nc6PRkEWVgYiLrjoR4MLXTbnZbDaFHUKXs16oVqs9TXB2qy0fJkgWi8Xb6lGyG45twOXNST6hyWTq\nOsbF6XTKYEE2AFwuF6rVqozFZvCgxJEZDHC9e87ubalUkouCW0JukTgYkFxPBpx8Pi91PHXGp9Pp\npIFEFdp3vvMd6RID14NUqVSS4Am008h68SgPU6dVH/uNojMDUh8PZaV8HzV1SJ2dsr5psVhQrVaF\n70rbQTbdotEokskk3G43+vv7YTKZMDo6CpfLhUKhgA8//BDBYFC4sKdOnYLP58O1a9ewuLiIWCyG\ne++9F8FgUALs2toafvjDHyKfz+Odd94RNZXX64Xb7UalUpGF3O/3i1XjAw88gOXlZUQiEZlMYTKZ\n8N5776FcLmNgYADRaBTxeFwWTo5L93q9iEQiYjXJqRKsIc/MzODq1aswmUz41Kc+JXXpfD4vNDQ2\ndtVIp9NwOBzSYOw2vbdUKmFjY0MCMB9Tr9eFvqguFblcLmQymbYaLrFX4LyZQVI9IKATt1sEcWwD\nLldnZqB0zweujzDntrZcLmNlZUUaPVQQdSpfSF/x+/1tM7PobO9wONoCHU2m1bPNXC6XMCBYV7Ra\nrQiFQmKgogYVRmoV2je/+U35PAxaDBQApBapHpuirsFyaCVvjt0aaZ1ewDxH+wG9YzvB91aPqAGu\nZ0i0LqRBDHBdbsrzzmyai2Amk0EsFhO/BAYViiMCgQAmJyclANntdszPz7c1QIeHhzE7OwuPx4NK\npYKf/vSniEajmJiYwMLCAj766CORzW5tbaFWqyEUCknjKJFIiJKMLJHp6Wn5jKVSCalUCqurq4jH\n4yJ8KJVKcDgcOH36tASz/v5+WK1W8ThYWloSn49sNoulpSXZSlutVtlt1et1nDp1So6FfQoq5qiW\no8k5sM2iURswZbNZeL3eNhMbHv/IyIhcZyzhGAwGnDhxYseujQvefqHewewWJG8m1CyX24FjG3CB\n6z636XQaOp1OtjipVErqZfV6HdFoFKOjo0IR403ZuSonk0kEg0Gpr5rNZlSrVQmk6imxwHWTZLU/\nKZsylAarmxW8GYDrMmRgu7zA+vCzzz6LhYUFvPnmm1IHoz8qwW0fbwyaWhPMHkm92k26SwqZWnSw\nX6jr1LRn5LaXQV5NnyNfkzVa7jCA67aP9G7lVpcKJLIPGGTz+TxWV1dRrVYRi8Xw4YcfIplMigdt\nrVbDwMCAdOkpXOC2vtls4uzZs/jkJz+JDz74QEZ3Ly0tIRKJoL+/H6dPnxaqWqPRgNPpxPz8PFKp\nlHxfrM1brVZsbW2JX4DD4cCVK1fQ398Pv9+PZDKJzc1NFAoF/Nd//ZcssnRgGxwcRC6Xg9vtxsjI\nCILBoASk0dFRxONxmEwm9PX1iSFOKpWSEsLY2JicU6rDmH2Pj4/LwFX6Q3BhY4Df3Nxsq33zmuX3\n28ssp1fTjFCzE3oNUL2V6DWN5VbhWAdcYHulZNDlTcMAQxvGsbGxNhcnzj/iBUdQKeZ0OkUOTA4k\nV0lSv/L5PAYGBiRYBYNBZDIZFAoFkWmOjo62LQRqPmKlUpHfx2IxGd/zqU99SlRokUhEmlVq1Vm3\nwNipSmMTsVuw7VRpUbLMC7MXq6Ezm+lkKTAw8VwC160b1VBLUTmJg14WTqcTDodDpLE0ISqVSkgm\nkzLGhvV3Dnw8deoUFEVBoVAQStjQ0BDq9TrGx8eRz+extbWFdDqNfD6PhYUFbG5u4sc//jEikQi8\nXi8uXLiAS5cuoVKpIBKJ4D/+4z9w5coV/PznP5cZaTqdTppjxWIRFy5cgNVqRSqVwsDAAILBoExk\nOH/+PFZWVuSzms1mBAIBBINBpNNpvPvuuxI8yR7gd12pVJBOpzE/P49EIoGhoSHxgVB7M/zsZz/D\n5uYm4vE4KpUK/H4/pqam5PtcW1uTsT/8fji9we12IxqNQlEUDAwMwOFwtI0uYskL2C7zdFIAO0tG\nHPip5servR4oie4GdbOsl5ctyxdHGcc+4BJqLiIdozqRSqVkUF82m5XOfrValZKB0WjE+++/L9tR\n3gTqrS9wneKk0+mQy+UwPz8vNzuNzPkcartZrwUgGTgAUbyxuUUV2ksvvSR0NwayXnO/djO16fTD\n7VQFdaq+eGOqbzBFUXZ1g6IyjPPEej1WzUd2OBxi+F0oFKT5Rx8FeteyZuvz+UTey2yz1WrB5/Nh\nc3NTKFX5fF4MZoaGhmC326W5xLru2tpam0PYzMwMZmZm8Ku/+qsYHR2VLDudTmN0dBTnzp0T5sTW\n1pYs1ktLS1hfX0c8Hkc8HkcikcDs7CzW1tZgs9lEWabT6WA0GnH16lWMjY2J6APY3imx7GWz2cSf\nodlsYnJyUka+M9NfWFjAwsICkskkPv/5zwvVSk2VA64LaHK5HHQ6XVv/YW1tTeaUMbFQX4Pqmjqw\nvYB20sXUCzctTJvNZs+eQrPZ7CkP9vl8bc3nXtNZtDHpdwjf/OY38cMf/hDAdU6pmjJFyldnI8bh\ncCCdTotpOW39UqmUBN6TJ0/i/Pnz8Hg8bSNJ1OUEBgqWNUizqVarMmKaFB1eiLVaDdFoVAYd5vN5\n5HK5HT63BoMBzz33HNbW1vBv//Zvko2oA2e9Xt8x8qUXdnOCogxYXedlDbVzfDpl0t2gZkGosxCS\n8wFIeUOd9XOsTjAYlJokX4ONTXrU0sHLbrfDbrfj3nvvhaIoePfdd9uoRq3W9rBFeil89NFHyOVy\nGB4eFnMZq9Xatkj94he/kHpoLpeT8gOphVeuXBG2xtjYGHw+H6anp/GDH/wA999/P0ZGRhCLxcQ5\nbmRkBPPz8+LxUavVsLGxgcceewyLi4uw2+04f/48xsfHJZgGg0G8++67ALavr1QqhXQ6jR/+8IfY\n3NxEsVhEIpFAs9nEPffcg2AwKEG4r68Pfr8f+Xweg4ODACBbfQYpvV4vpTSKFrhI0MuCmWanHLfb\ntlwtiGBjcLegSBWfGnw/NT97N7Ra+x/xdBC8/fbbePHFF2/4dY7t1N5/+qd/wvDwMILBoJgfcwvN\nLLBarSISiWBoaEjcpGw2mzS1HA4H1tbW0Gw2hbBOpRHLEaT9dGJpaQmBQEBW81gsJuOxK5VKW02L\nEwbYaadPqrppxwwbgNxY//7v/47Lly/jT/7kT3Dy5EnJOqh0Y4MPgNCmehnLcBuv3tIxi2WGw78x\n6O02TJLBmI/ZbdIva9HcKfT19Yn6jp9FXfrgYkRuLacc6PV65HI5CSwM7LVaDfPz8+KvYTKZxGbx\n2rVr0qxizRTYvnGj0agY1Vy6dEk69pTz8vt/8skn8b3vfU8oZ5/+9KelDBMOh6UWzc9JcUZfXx/S\n6TQKhQJWVlYQCoVw5coVBAIBnDx5Urwi4vE4rFYrMpkMxsbGEI/HEQgEEI/HYTQaYbVaZVoF2QoL\nCws4c+YMgO3eg1rh1e2a5Q6Jajlea3RJ61WDVV8XNwI1pXE30B6VjchEItHGeCAfuteOTn2NHfT4\nZmdn8aUvfQmANrV3B9TBilt1dma5AvKmpJkMTaKj0ahccIFAAKOjo4jFYiiXy0in00ImB65ruuv1\nOqanp+X92T3n1ox2eUajEU6ns60hVyqVxM/V7Xa3bauLxSJyuRxMJpPwLWu1GoaGhvD7v//7CAQC\nePHFF2X8Cy80m80mwZbg+ejWmKDNozpDVU+cUN9UezmCkcnAx6jtEtXg4kLj9EajIYov1mKZTdNE\nXK2eouMW/RDYcKtWq1heXhYBSl9fHwKBgDh2Wa1Wcc0aGhrCzMwMRkZGsLCwgK2tLZH2rq+v49Sp\nU4hGo2g0GhgZGRHBSzQaxeLiIgwGA7a2tqRe+8QTT8Dv94vqa21tTTxy1d63m5ubePfdd4UuNjk5\nCaPRiCeeeAL9/f1SnzcajRgdHcW7776LWCyG1dVV1Ot1CdRkVCSTSRgMBsRiMYTDYYyPjyOTySCZ\nTEoZbXFxEcvLy21qLs4U4/llfZg1X6om1derWkSxvLy8p/9GN5AxEYvFdkxM4TXD6cFq9PX1tTFb\nOullau+JTrA5ehgfht0afwfBsQ24rVarLeA4HA4sLS3B6/W2bVuYGa6vr4v1ol6vx+zsLACIqTU1\n8/V6XbbGmUxGLhSDwYCTJ0+iXC5jY2NDLsqRkRHodDqEQiE0m03Mz88jm822fXlswjHIj4+PI5vN\nii8qTZ05q4tZRbPZxAsvvIBMJoN/+Zd/AYAdpQ1CLQdmfVD9OJYs9ms0DVyfYdbtd+otJm8adVmE\n2Sd/xxIFa7Q8p9zeUzXGbaXdbpfyQyqVQiAQEN+LZDKJiYkJhEIhaXLR6IZG4swaGdTm5+dx4cIF\nDAwMyML16KOPotFo4Omnn5ZFd2BgAFarFUNDQ8jlchgaGkIymcRDDz0Er9eL+fl5uFwuxONxDA4O\nSp304sWLslgwwLGuPz09jZWVFWxtbeGDDz7AL37xCyiKgng8jqWlJSwvL+Ozn/0s7r//fqysrMDp\ndCIYDOLatWsoFosIBAJQFEUawpOTk8KrZUAi62F0dBQ+n0/qz3a7HZubm9J8pczX7/fLd5NMJqVP\nMD8/L9+hXq/H5OSkjKQ6CMOADmkcmOlyuZDP59uCN68RdROYlM7Optl+duq95rvdThzbgNvZfW82\nmztWQ34BxWIRAwMDsNvtmJ6exvDwsHBtge0tL/0YXC4XYrEY3G63zCZjhsPJr06nE2NjYyKgIC80\nGo222TWyOWe1WmUCrLrLDlznE29ubkKv14utIzOR/v5+PP3003jnnXfw05/+FABk7poa3HZz68Yt\nMacI9NrOqYMkSwzqkgKVdPwdmz+d3gfA9WYcu/l8T9bSyR8mvY7a+nw+j0KhIBm33W6X0TgWiwVG\no1GaYPSG5RRbniur1SoZYKvVwsTEBOr1OjKZDKamphCLxaDT6XDmzBl84QtfQDQaxbVr10TOe/Hi\nRZw5c0Z8cl0uF+x2u9Rli8Ui5ubmEAwGsba2Joq1hx9+GKdPn5bygNVqxezsLHw+HzweD9577z14\nvV6Mjo5iaGgIY2NjuOeee+ScVqtV4RJns1mcOHECrVYLs7OzuP/++8VbWVEULCwsoNlsyrmJRCJS\n315dXZVdjKIocDgcmJubg6IoUtO12+0YGBiQREXdeGQicuLEiR31WjbtDjIFV6fTyagjgsbouVyu\nTdijzq5Zauocarmf9+7VkOvEraSmHduAq1a4sPlF71PgOtmfI85ZXggEAsjlcm0ZoKIoMsyPskre\noNwOVatVDA4Owu/3I5FIYGZmRka90BbQ4XDA6/WiWCxKUFVnugweFGsQpOXQz5VcSZLDf/M3fxOj\no6P453/+ZylHdGaeDDhkGLDEQv06AyS5lOqg2jnqp7M8oPap6PbefA3+npkpywUM4jSfpgyZ0lOW\nYjY2NuR9uGDQcJpcY5Z9KD6455578OGHH8JqtQoly+FwiFn48PAwgO1smk2iy5cvQ1EUPPPMM8hk\nMjAajUin02JUXiqVRFqdSCRw4sQJEWuQ8+t0OrG+vo6lpSWkUinMz8+jVCrhvvvuk2Tg0UcfFZYA\nG1L9/f1YWFhAMBgUCbHFYsHc3Jw0e4vFIrxeL4LBIHw+H4LBoDyXxuosgXi9XrRaLYyNjcFkMiGR\nSOD999/HzMwMRkdH2wamMrGIRCLy3U1MTLQlKoqitIkiAIinw0Fltz6fT55D+h9w3Vyef1OXANiH\n4PXK5GU/2et+j++wrmX7wbENuOy+0j7RYrHIRTIzMyMBl+NLaPDRarXgcrng9XphNBpRrValjrW+\nvo6trS2hjJ09exYul0tmZnE7PDQ0hHPnzsHj8WBra0tWa6vViqtXr8p2mCo3ml8D26vr1NSUZGCl\nUgn5fF5qbOSglsvltobUl7/8ZTQaDemkcgvdWV+jLyzQ7otK3i95ld0m73bz0VW/DoNqt3qtuo7L\nm4UjddhYpIEOGQ1csDh6nbQ8NgCj0agwM/idGQwGyR45Xunpp5/G+vq6zDDT6XTiOcAm0+nTp3H+\n/Hl4vV6cPn0aFy9exGuvvSZSbwYVZlL5fF6acN///veRSCQwMTGBEydOYG5uDh988AHq9Truv/9+\nObb77rsPsVgMZ86cwVtvvSVy4v7+fqmF/vznP0exWMTGxgYuXryIxcVFXL58WQZk0u+WY8gpXpmY\nmMDk5KRMsJiYmJDAyWud889cLpdcn5ubm6jX69jc3MT8/LxIi4lqtSoJQK1WE+GJmtpVKpX2rQrr\n5dBFdSewfU9yR9kJlmMINTd8vxnsXriVpYdjO9PsM5/5jARNZl12u12yII7I0ev1WF5elrqcWrhQ\nKBRQLpfb1FDDw8Pw+XzSoaZpNVddmpNHIhE4HA7xKt3c3ITVapUtMQdARiIRbG1tYXx8XKg3JpNJ\nqGGsYzJIqF25WM/kVAKXy4U333wTVqsVfr8fDodDShKUMpvNZvFezefzsFgs0j1nxq7u1gMQP4K9\n/BNYW2YJhYGVnWNm13wdjs4xGo3yfwZl9Wen3JdqM55rcpd5DqrVqkx9IMWpUqmIAZDX65XpC8PD\nw8JN1ev1WF9fl5s2Go2iXC5jbm5O2AJLS0vSF+BO6fTp07LTIZPCZrMhEAigv78fjz/+OGZnZ/H2\n22/DZDIhFoshEolgYWEB999/v3BxyeWl8GVwcFCUgn19ffI9+f1+jIyMyNy9jY0N2Gw2EeHQAY//\nzmaz6Ovrw/z8PILBoHh30EjfYDAIzW1iYkJEJXq9HltbW8KZ5bXKuWc81ywR2Ww24UgvLi6i2Wy2\nBWB+d3xsJ9QTlYluo3J4fal54uqdVa9mWTKZPNRw1U5ks1n8wz/8A3ADM82ONkv4BjA6OiqDApnF\nZrNZuN1ujI6OotFoYHNzE/39/RgfH0c6nRayO2kzLpdLTG1WV1elfmswGOTvkUhEGjZsyDQaDczO\nzsLpdKJUKonFH7M1p9MpAXVgYEAyDU4DTqVSiEajMuI7EolgcHAQfX19UoMtFArw+/0oFAqS8Xzy\nk5/Ee++9h1deeQVnzpxBX1+fBNPOgYEc/ULwcTxGNpoAtKmLOkFGQWdAVv+bwZdqKTXYpKP4gwsK\nsx1SsboJOmw2m9Dg6N3K0oPf75fgr566kEgk5Dsmv/nDDz/E+Pg4lpeXkc/n8eijj2JjYwOf//zn\npZH64IMPih9tpVLBL37xC6ysrIhyi9nm0tKSbM05J+2tt97C1NQUTp48if/8z//ExMQEWq2WcL0d\nDodk0qy9Dg0NwWq1ij8H3xvY5ozzXNDHI51Ow2AwoFgsykTebDaLjY0NDA8PI5lMtm3TCUVRpGar\ndrPz+/1S1unv7xdFGkswneIF7gTHxsZEtMPXIrOH/ru0f1Q/V61kVFMgCfK16cR3EPRyJTsIblZd\n92G1MGkAACAASURBVNiWFIDtiyKXy8nWmpZ2wHVrQGaJbNDQdQuAGItwlIrNZsPKyopc2JlMBh6P\nB2azGU6nEx6PB+Pj47Barbhw4YJ4OHB8Cp3HKpUKnE6njGEBtssNJJPrdDqcPn1aGmi8ONXCAvXE\nYW7Fq9WqqNC+/e1vS22UijaeA7X+HdjOQBn41JJfdW23szShbpLxRulUntGMRj0lmTVv9WNZRmAm\npVbZEQwgzFjZ7adfsd1ul+m3IyMjUtd1uVwYGRmRmrzJZMLy8rLQiwqFAh577DEEg0EZqcOdCmXB\nly5dQrVahd1uRyAQQKFQwNNPP43PfOYzwuumipAG9Wtra7II/NZv/RYSiQQ2Njbk2EKhEIaHh+Fy\nudDf349EIoGtrS14PB5cvHhRDMnJQmDZ5Nq1axgZGREjeq/Xi7Nnz8Lr9cJut0st1WAw4N577xUG\nA//WGTjYkAO26/dqYYNaoMKxP0D7+KZisSi7N6oNFUVpYy1wi+7z+WSHR/DaU9f+u5Wk7Ha7JBgH\nFTbcDJ7wzarrHtuAS8qLw+HA+vq6SDHtdrtM0u3v7xfdPB2UrFarMA9oUEOiu9FoxJkzZ6SRU6vV\nsLW1JZZ2wPYFxMYbFW46nU4GAlosFlGcbW1tifEMa4PMAkm0HhwcxPDwsGxJDQaDdLtTqVQbpYxN\nld/7vd8TFRoDD1kK+Xy+zcVJbV7DoMqMQ43Om4A/q/mTFDuwhFGpVIRDq+YAM8MmGAxpBlQul0Ux\nVavVxBfB5XLBbDZLGYBTH2w2G7a2tiSTNplMWF9fl3PL0gFfU1G2hz7SA/fy5ctYWVkRg3nOM4vH\n41JG4NiZVCqF06dPY3V1FR9++CEMBoN42/73f/83HnroIQwNDeHBBx/E8PAw5ubmkE6n8Su/8iti\n7Tg0NIT3339fZMfT09NS1+cUiEAggPX1dWSzWayuruLcuXNwuVw4efKkeDmQ2sXR74qyPTKcwZq7\nGJ/PJyUzsgOA61ab/F4ajYZkkFxsGYDVCysbsJubm2KAzgGavA/oRbIXWDJS12a7UROZfXM6x2Gw\n14zD3XCznMuOdcAFrm+ZqCxSj7yhYYjX64XT6YTf75emQrlcloDMcgSZD9FoFEtLS3C5XGJAE4/H\nsbm5iY2NDdmKpVIpnDlzRsQLdMGKRqMwmUwSOMlWINmcVJjTp09LI48Npk5XMAYRSjiB7SF+jz/+\nOF599VXR6fOCdblcUvbotKbjhW4ymdpklBQgUIqsBqfbsgyhFjsw61GXFNRMCQYG1j4pd7ZarWKz\nyIYZ1YK0naTrGjNmNi5pEUg5sNFohN/vh8VikdE4wHZdb3FxERaLBQ8++CAURcHw8LBsP30+H8rl\nMhYXF8UnIRwO49q1a3jnnXcwPDyMRqOBgYEBVCoVPPzww3jooYekrOH3+3Hp0iWEQiEEAgFcvnxZ\nFqKf/OQnYsSzsbEhbl0ulwt9fX1YWVlBqVTC2bNn4ff7MTAwINk7aVulUgmnTp3CqVOnRPQRCATE\nJ4IMBLqhsY6uvm7W19eRyWSwtLQkgZMudfT7UM8c6wQDOWl8zWZTFstuYNNNDZ1OJ8Y5vTwW9oP9\nbPlv5PV5rd4ojq2099VXX8XY2BgAyLgXbnPVzRsqtEgc9/l8yGQyolRjLY4B1GQyydBCjlPR6XR4\n//33MTg4iNHRUVy7dg1TU1OilhkcHBT1jl6vx8jIiPjjUtJLufD6+jr6+/vh8/kQiUQkI+d2Ts0U\n4M1Nyhm5wHSb+tu//VvU63X8+Z//OSqViviX0tib3z1rwOoBknxNAG11VTbs2FhTZ748p92YCsxg\n+B5sMqmZEY1GQ6wra7Vam40jG3pkKBSLRfT39yOVSsnOhN9xoVCQkggzL9aYKVzZ3NzE5OQkVldX\nxa7T5/NhdnYWkUgEX/rSlxCLxbC+vo577rkHW1tbMjONOxoKZMxmM06dOoW1tTUEg0GkUin5Dt94\n4w2cPXsWxWJRdkMjIyNwuVwyseHcuXOywGUyGUxPT2NsbEwYBOfPn5eFkgtWsViUSdL0ZOBMvenp\naZw/f162/qQistyglsO2Wi3E43FZqPL5vLiZqZHNZmEwGBCPx+W+UkPdDO1ELBY7VO31IKB8+VZi\nbW0NTz31FHAD0t5jy1JoNBrIZDI4ffo0NjY24HQ6sbKyIlsl3pTcYlKGazabRWYLbGd9s7Oz0mFm\no4MeuOxuT01NiYSSM7Z4owOQDI3eDqQ+kdfJ6QAM5lwcGHQZ9MgmAK7LcRkMa7UafD4fTCYTDAYD\nTp8+jTfeeAPxeBwPPfSQlCoYDDnplpkkf6/OVNWvz5tcvQ1V32SU1ao9GZgZkFPLc80mGQBhKahZ\nDnxd+vByG2u1WuW74THTHYyTfbnNrtVqIh/lZIdAICCLLIO6mis9OjqKCxcuSKM1Go3C4/FIxhyN\nRpHJZGAymbC4uIjHH38cNpsNkUgEDz30EBRFwVtvvYX+/n6srq7igQcegNvtRrPZhNfrxdDQkJRU\nksmksAK46GUyGYyOjor37YULF2CxWBCPx9Hf3y9G+YlEQoQRw8PDWFpaEmpVOp0WFR1FFlxwuWCx\nzEJvkJGREfk+ueixJJRKpeSck2feObiR46e6gVaR+wUX54M4f3W+Pj1/O8Em6EHx9ttv4+WXX8YH\nH3wA3ABL4dgG3L/+67/GxYsXAUDMYHhhsSYIQJpKlUoFpVIJ/f39uHr1qowlUW8xh4eHkcvlMDg4\niNnZWRgMBnH6J3mdPNxKpSITHci15baapYxkMinBhpmnmn1AJRlZAtzW8WahoxPFE0ajUS5WOkS1\nWi386Ec/EiUTKW5sZDGrZLBj7ZsXu7rOpw7WALpmNGxGqp/DQMvfqccd8fWMRqPQwNTZEg1Z6Jym\nLgdZLBbxEGDWR7US67Pk5Or1ehHB0BBnbW1NgqFerxenNjVdjDuYy5cvo9lsYnl5Wcy8/X4/ZmZm\nsLW1hVQqJbLbBx98EGazGTMzMxgcHBS1Vzgcht/vx7vvvotPfepTWF1dhdfrxeXLl+H3+7G8vCwT\nJQKBAIaGhjA3Nwez2QyLxQKXyyUUxrGxMUxMTKCvr08oVLVaDbOzszIBQm2ZSM4wa72bm5sAthdJ\nNtbouQxAGsxOp1Nk4VyoKLihx0c2mxXBCgAZ587vlsGwXq/Lor0XyHo4LHoFfzUD5iAYGRnBiRMn\nbpgWdmxruNlsVlgCpP8Eg0HEYjFsbm5KcySfzyMQCKBcLuPMmTNotVq45557cOrUKTidTly7dk22\nvgy2Kysrkj3xv/HxcbRaLQwODkoAGx4elq75iRMnpFZcqVTgdrvFxd/pdEpzCNi2AiwUCjJ2m4HW\n4XAgmUyKyQjrVmxcMUjTeSudTuPzn/88xsfHZRYaBy12eh2wS8yZVwCkAUUXMnI+Ka9kk0PNhACu\ne/mytqye/MDHs1bN9y8UCsL3bTQa0lTs6+uT1+bixzquwWDA0NCQUJj4PGC7Xjc+Pi6mIwwwrOOz\nuckGYiqVwvDwsLhqcfGr1+t477338MQTT2Bqagqf/exnkcvlMDMz02aY8/DDD2NjYwMzMzO4dOkS\n3njjDYyOjsokYKfTiWeeeUZkxYlEQmh+oVBIKGE0uC8UCrh69WpbRmo0GnHx4kUpzeRyOVy7dk22\n+leuXJHhlpOTk2LUwuDJycPRaFRMkjr5rwDEN5iSX2A7g2XQXllZkYBKipf6Ncig6ATVgXuNJ1fz\nq4lezznoqPPdppvcDhzbgEvKDLCdDUWjUVnN+/v7xU9Vr9cjnU6jUqlIpsmJvZlMRqwTSSEzGAwY\nGRmRBszm5iYeeeQR2TIuLi5ibm4OyWRStp5sWiSTSekEk8XQbDYRj8dFGba6uioZBY/R6XQilUqh\nVqvJ9paCBTalSB9jrZmlkkKhgOeeew61Wg0vvvhiW1ODjTgGKzbHutVf1Z6pJL8zU6EnMB/LRhdw\nfSy3+m9UlzE4qrNfmmMzWGcyGalV53I5WVA40ZiP5aRdsiA4wYGfhaNsdDqd7BrW1tawtLSEUqmE\ngYEBrK+vS3mlUCjgo48+QqvVwujoKMLhMH70ox/hypUrkokGg0GcO3cOjz/+OIDtZmWtVsPZs2cx\nNjaGUCiEwcFBNBoN5HI5/PjHP8aVK1fke7l27RqSySSmpqbg8Xhw9uxZ4QjTj4M7hEwmg7m5OcRi\nMZw+fRpWqxXr6+sixbbb7bhw4YJcr9wt1Ot1LC0tiVEMy02BQAADAwNdKVbJZHIHDdDj8chjOWZK\nXW5SQy0NVoPfcy+3roOyCFif/jjh2AZcSj7n5uZknLjL5ZIRH61WS3ixzWZTyOhWqxXLy8tQFEXc\n9BOJBAqFAkZGRoTTa7VaMTU1hcHBQVmRw+GwOE2xdMCskFSfWCwm7l9bW1tC8h4YGMDExAQeeugh\nmM1m0e1XKhUkEgmMj49Dr9ejXC5LZsNsiGbY2WxW6rLJZBIulwtOpxODg4N49tlnMT09jbfffltG\ni7N5yG281WptC7Z8HeB6Fs2bhg03tX8scL3swG0+zy/LF+oArzYk53uzIWM2m4Ur63a7YTabhfNM\nniyPlVmgmobkcDjg8XjEIIVex5lMRkQEJ0+exMmTJzE2NoZSqYSLFy9iZmZGRCoXLlwQOmCz2cT5\n8+fh9/vx8MMPy5RljpbxeDyYmpqSwE4lIgURU1NTeOCBB/D4449LqercuXMol8uIxWLI5/MyO4xm\n6mS71Ot1kZBzkVxdXcXQ0BDy+bwsAFTaMeNlGY0MjlKphHQ6LQ0sGicRnLjALH9jY0NoXmrDcZar\n1BxeNdhs7TUDrxendTcWQWeQZrLyccOxDbh2ux3pdBqnTp1CoVCQOieduSiBzGQysNvt4kbFxlmj\n0UAkEhEzmPHxcemGA5DgnUwmsb6+Lm5knLOlKNcHWJKSwxri1tYWYrEYvF6vsB4YoLldjMfjmJ6e\nFh9d+r+SUka3qvX1dbkROPXX6XTCbreLV6xer8d9992H8+fP4+WXX0Y0GpXAyPKCuiFH0nulUmnj\nzJL+xcDJWisbesD1xhkDMOt56mDbCTaMCPpMcFFgfR2AOHPRQ4ANRt7cOp1OhhGqSxqc1uH3+4VF\nQIk3sO14NTc3h4ceegjFYhHvvfeelD64GMzPz4t38qOPPopUKoXFxUWEw2FsbGxgcnJS5uPx9fv6\n+qQ5G4lE8MEHH4iHbqu1PWbp2rVrsugxESCf2e/3Y25uTmh/NP6ZmJiQ35VKJSjKtkuaWm5sNpul\nps2/qy0QyZ9VD9IEIOUL9iIASEa7H1Ct2GtCA5t3nX/frbba+d68x3opII8qjm3ApQ4d2G540bC5\nXC7DbDaLkQmFA6ytjo2NSW2KtJ2pqSm89dZbmJ6eRiaTwfLyMkqlEpxOJ06cOIFoNCqztOgPwGyU\nypharYZcLgeHw4FUKoWRkREsLS2hWCwiEonI8XDbzG4x7RwpK7ZarXJzRKNR+P1+4VzOzs6KTwKH\nLPJmtFqt+MpXvgKLxYK/+7u/A9CuDOOCxHlh5Ayzk00/Wl7klUpFGAVqVgGPnQGQvged2Ujn4wk+\njsHf4XBIoCF9ixm2w+GQoKn2FODIb6fTKUwQ3rA2mw0TExNSA6foZHp6GvF4XKbv3nPPPYhEInI+\nP/zwQ2mWulwuuN1uqZfSM6NarWJ6ehpLS0tYWVlBNpvFhx9+CK/Xi1gsBrvdLoZGm5ubcDgcuHDh\nAgYHB7G1tdVGzSNXtlQqoa+vDwsLC1L6Yokqk8ng3LlzMJlMUp/n98rgTUvLWCwmgyy5dacHh9q1\nizVfAG08XKrd9qO44uipbobdPN9Wq/WGeLG0KgV21nFJXeTfyDs/Cji2AbdQKCCRSGBubg4AxPGf\nFyd5rc1mE0tLS0LPeuONNxAMBpHP5zE2NobR0VG89957YkZttVolwG1ubuLKlSsAtmuPw8PDePPN\nN4VE3t/fD6/XK400NiE4ZcBut2NsbEyYArwRaC4SDAaxubkpSrHR0VEEg0ExyWZ92GKxwOv1ymJB\n05F0Oo1oNCpNJgD44he/iM3NTfzgBz9AIpHYMeWUNClmuQxK+Xy+jWkBdLdiZEZMmhpriSaTSWq2\n3KYC24E1k8m0zSoj1HZ9VMSR/sUyAgUjAKRckMlk2sbucDJEOp1GJBKRRZECk9XVVZw5cwaTk5PC\ntbbZbGL6HggE8OSTT8pWeXV1VYZO9vf3w2KxYHx8HPPz8+JWds8992B8fBwTExPweDxYXV1Fq9XC\nmTNncO7cOUxNTYm/LOvxNpsNPp8Pk5OT4q7GUeyjo6OYmZkRJsHm5iauXr0q3hzValUyxlAoJEEm\nGo22ScPVzl7hcHiHECGZTP7/7L1ZbNz3eTb6zEZy9oWzcBaSQ3LIISlqs2xLtmXHtZMUiYOkSPI1\nTdLUQC7OXYBz8wHnspffwQe0OGiv2iunaeN8SRA7C9I4tuXIkrVLpLgO9+GQs++cheTMkOdCeV79\nyWi30jiqXyCIbUkkNTP/9/f+nvdZ4HQ6sbW1Jc2dy1xK1B+llJL6g/BAJpP5WE5fB/0hGEXPXyNL\n5VGKh9vjqieWFvad73wHHo8HVqt134tNxyniq8rsJqVIgZQg4qIMDGQSg8PhQCKRwOjoKNrb2+H1\nesXajkssUmlKpRIymQzm5ubQ19cnBHMyE0wmExqNBtxuN8rlMjo7O4VjSgMaAOJARhmvzWaTLT59\nCDhNkodpsVig1+sF0w6FQiiXy/jggw8wODi47+flcodhiYQdOCnxa3PZyIOCrx8XfXy9+e9tbW37\nfp0xOsr3g1+HXhO0oOTXIjwAQPjN/Fn4fpZKJfj9fuzu7srykQ5xnHZ566ABjMFgEP4qDyuLxYJS\nqSTsByXNyeVyYWVlBV1dXbJ1X1xcFNm30+mUxg7cemD9fr8wZbRaLebn57G3t4dMJoPu7m7Mzs5i\nZGREVHd0RNvd3cXFixeRzWZx9OhR9Pf3y/ttsVgQCoWwuroKk8kklEU2Wl61/X7/PvMiSr2p9LPb\n7fuu5UrfC+LHKpVKXvuH9SXg0k/JOiC7g/Wgcl0yb/h5vhsEobzR8Lb3qA1XmaT9ONzCntgJl1Qn\nPtj0KiA9Brit/Se2NTAwIGoqbvq1Wi2OHTsmvFcmqtbrdQwMDMjEwIwmLnM4AdPZ6/Dhwzh27BjU\najWmpqYAQFRn3PivrKzsW1QRI6ZqijJiXpnm5+elQfLDR3EDc67otUtctFar4bXXXoPNZsNPfvIT\nVCoVYSeQoUCYhQ8F2QX8Odn8lB94muIowwiVrzFhGqXC7eDDy/9ObJKHhkqlkqZfKpXE5lLZ+EnD\nowWlcmm1vLwsaReFQkEsMyk+oSFOR0eHJDZsbW2JlzFVWBRK9Pb2Ynx8XLww+LrwYKbmX61WY2Bg\nQEyQDh06BLVajZMnT6Kvrw9Hjx7FzMyMeD8AwNramohptra28NnPfhbPPPOMMFDOnTsnySI0qBkf\nH5ddg8/nQ7PZhMfjkZsAABHrcMAgI+MgG0F562FzPnj1P3iFZ2DpnaZUpc/zQe71w5aS4aD0xL1X\n8WD5pNQT23CpOOJDTUd5LraMRiPeeecdxONxIftvbW3B6/UKB5N4WjweF15spVJBNptFuVzG1NSU\nuCVxYuUHtLe3FzabDel0GgMDA2KhR80+mzntF5eWluQqubKyIkbTlKFy283/393dRXd3N2ZmZkTS\nSXUbAGSzWbjdbmla3NQT0/vud7+LYrGIn/70p+JDq/RLoDiBkAKXY8RJKZcGbst0uRhTkt7ZeHlF\nJkGfsmkWc9aUtn6c8jhJAhCDm0KhAJPJhFarBYPBIAtI5pbZbDZ0dXUJ7FCv15HL5TA8PIxgMCim\nM+RB6/V6ZDIZpFIpgQr8fj+mpqag0+nEW4BUP7fbjZWVFaTTaeFbf/DBB8hms8jn86IsNBqNoh5b\nXl4W68j19XXMzs7KTaW9vV0SKIxGIz788EOYzWbMz8/LFKrX6/Hyyy8jEAigra1Nlm3Hjx9HvV6X\noNO9vT2sr69LvDopi8DtJBRCJTRYYgNzu91yA+BBfLAOUrGIoSuhAk6j5E4rXer4XN2JQ/ugzVEZ\nwX6vovPdg9QfM+mB9cQ2XLIGeD3llnlvbw/Ly8vQ6/V48cUXEQwGheyv1+tx4cIFqFQqBAIBbGxs\nCN/R4/Egn8/LB57Nc2lpSTi8Ho9Hlmkk5dPOT6fTifRXSZuq1+sIBoNwuVzI5XKw2WwYHh7ed81y\nuVyyuaYIIx6PY21tDYcPHxZlEZdzBoNBNP3RaHQfs6DRaIhj2DPPPIPLly/j5s2bMj1arVaBEdiE\nleoxZegjH1ZG/1CtpIQB+MBShgrcVppxmQNAXhcmT7BxEtrgpMZlopKHy6LclFzczc1NMc3W6/Vw\nuVzS8Ilxm0wmaLVaLC4uikE5mxYAcQYjTqxkdxw7dmxfHMzTTz8tbnCJRALJZBKXLl0SyCSXy6FU\nKmF8fFwmzcOHD8vhwNfbZDIJ9ORwOAQKIfWPbIv+/n7k83lhNPT09AjcQOohxSA8rMnMMZlM+wQG\nVCDywLzXNV+lUmFnZ0c4wMr/zlKr1ftyxw42Pg4/B0t5CP9XNEBlPSo+/TD1xDZcnrb8EHV0dCAU\nCqFUKmFsbEwUaADEAJyxKXzw6F7f29uLjY0NWQZtb2/LJNzT0yOT7fz8PC5fvox0Oo3JyUm8/fbb\nuHnzJiYnJxGJRLC8vIzJyUnxcqWuP5vNIpFIwG63i0N/NpuVnKtCoYBCoYB4PC4MAqfTKR6+uVwO\nPT09MBgMEp5Iw26/3y8NJ51Oy9Xe4/Hg9OnTCAQC+NGPfiRWh3TiogiEywdSm4jvAbe5kGyyypDI\ng6KGWq0mCjj+ukaj2WcOXSwW5aFUejYAt+WhxOeUTZjfk82DcAOnIIvFsq+h0+uCvNatrS0cPnxY\nbA8LhQI6Ojqwvr6OiYkJ8XDd2NgQ1y7CSDwkJycnxVxmcHAQp06dgsvlgtvtRn9/P27cuCFToNFo\nhNvtxpEjR+TgbLVa8Hq9wne1Wq04f/484vE4Ll26hLm5Oezt7eHixYty0CeTSSwvLwsbgPzeSCQC\nh8OBbDYrzm+cMCn3JV2R7xEnceDBsr/a2truO2UepGxxoqWy8E6lnJIfdIq9X1ECf796FMnvw9YT\n23DfeOMNXLp0SSYxLjOYe8VwP240/X6/wAIAxEGJVKuenh65avGhICVrb28PDocDg4OD8Pv9aDQa\nCAaDGBsbw+DgII4dOwatVgu32y2etIFAQIIMmRQ8NzcHjUaDgYEBaVSceOx2O/r7+7GwsCCadi7K\nqIJbX1+HWq0WvwheH+kXa7PZxBSFUudvfvObaDQa+Nd//Vexp2RD4/TGSVYpvQVu+yy0Wi3BajmV\nsmHSso8GPFygcJHG15vCBv4zJ1x+HxYxR3oZ0JeYTZYPspI7yyUU/yyhC7PZLNNaJpOByWTCwMCA\nfEYA4KWXXoLRaITP55NASVp2BgIB6PV6rK+vo6+vT/yXucQsFAoYHR2VAMpwOIwjR46gu7sbuVwO\nb731FlqtW2GP5A9zmbu6uoqBgQEcPXoUdrtdpLp9fX2oVqvw+Xzo6urCiRMn5EZB6W4oFBKPXAAy\n5SsN5+/EYWXjJivhYet+TAM2cnKC71ePuug6WLyBfJy6dOmS5AV+nHpiG+43vvENnDx5UjxZAQhm\nBwC9vb3C12T0DgAcPXpU8FMuK1ZXV1GpVDAyMoK2tjZJYN3Z2UE+n0c4HEalUsHq6ioymQyq1SoW\nFxdlmqMBCc1S6EOazWbR3t6OkZERUawRAiAGTb/cfD6PVCqFYDCIqakpsdhbW1sTUUVXV5cs3Ugx\nKhaLyGazGBgYkGskcNtE2u1247XXXsPS0hLef/99wROZU8WmSg4zYQkA4shFrI+yX06e3A6TwqaE\nJJSLMRbNx1UqlTz8m5ub+xYkyrQK+vnyvSDnmLxoABgYGJBFVDqdloNsdnZWHOB4oE1NTWF9fR2d\nnZ24fv062tra5NdVKhVOnDix7zXkAU6BCyfTyclJOSzX1taEonjhwgXxQd7a2sKJEydQqVSQSCRk\nAuvt7RWjHKYLb25uSoyQRqOB1+tFNBoV5gjhGS68uODjAcYcP95I+H4pX8vNzU15ze6Fo/LWd7CI\nm3+c+jgG4Y+7DtLBTp48iddff/1jf90ntuF2dHQIFQm49YGYmZmRD146nRZ3KIPBgOXlZbhcLqRS\nKezs7MDpdGJychJdXV3w+XzY2dnB8vIypqenRRCRyWSwu7uLTCYjuHBPTw/cbje8Xq8sY4aGhtDW\n1iZm1J/5zGdgNpvFMZ9TrsPhEGpWq9WC0+kURRfVZ4VCAcFgULb3fX19MBgM2NjYEA0+ifK85tMw\npK2tTa7kdNoym814+eWXcejQIbz11ltYXV0V0rySQlWr1WTJx6UHJ1ViX2QpEHJgAybFC4DADlSj\nKXm3tVpNWBYAZBo2mUyiwlPaPvIwtVgs6OjogNVq3SfZpgcGfz6TySRQTSgUgt1uh9lsFg8LGhBV\nKhUcOnQIrVYL2WwWu7u7sFqtYi5fqVSwuLgIlUqFiYkJJJNJcRfL5/MIhULo6enB0aNHUa1Wsba2\nht7eXgwODuLatWtyOHZ0dMDr9aKrqwuBQACNRkOm5XA4DLPZLKGUXO6R6qiEo5h7Rn9gsmNKpZIs\nNw0GAzweD4rFouSncQJWRkQBt2hauVzujhNrb2/vHRdppVJJWA8Hsd0HrY8jhAAe3sjmXsV9y+Ou\nJ7bhVqtVeahJDRkZGZFFGoUG6+vrmJychM/nQzwel236+Pi4JD/QxMbv9+O5556DRqMRv82ZmRk0\nm02JQKFxd7ValYeDkw1wi0t748YNbGxsiCnK1tYWnE6n8AuVTZF2gqVSCX19fZidnYXNZoPZbBYf\nBW6hTSYTJicnxRCl2Wyi0WjIlYq8WdKIqLmnCq2trQ3f//73ZRnFZsqYb6XlImEVvr78/cqpvuwS\nnAAAIABJREFUgAwHpan4wWIj5qFCkQShAZqlm0wmmQ7JV6VEend3d9+kTVkvMV2bzSaLS17FG40G\nJicnZZNPMUl3d7dEJ9FEnM5gzCyjApB2l4RqSCXkgTE9PS1WjlNTU+KtS9ZDJBKRPLbFxUWBE/g1\ndnZ2BBfu7OzE1NTUvgUmGSXpdBqxWAydnZ3o7++Hx+OR1ItYLCY3BB6cNNe/V3V2dsJut+/DXfP5\nPNRq9R3FAMRe2byZn/cw9XExVAZVPo561EPjfvXENlxK/4iNXb16FcAtPCeXy8FqtSIYDCIcDotP\nglL37vV64XQ6hedpNBpx5swZXL58GUajEcePH4ff70d3dze02lux6PF4XB4IOulzCvntb38rpuf0\nMO3q6oLf75fsLPJyc7kcyuUy1tfX5SpPwntPT49Qj5aWljA4OIjNzU309/cjmUwiGAyKxr9QKMj0\nx+02cEuJBECWXSSRf+Mb38DGxgbefvttlMtlEW2QiUA2R61WE1MZXtG3trakUZO1wKK4gROt8iqr\nXIxQEEEDdIoxgNtR61zoqVQqdHV1iRSV06UyG44qs5mZGbjdbsGu2dDpLsalIkMfFxcX4XK5UC6X\nUS6X5TUvFotYXl5GW1sbbDabJHHwkOCB0Ww2MTMzI9f8gYEBHD9+HA6HA3a7HZubm0in0/B6vSiV\nSrIXUFon8nMQjUZlQj906BCAW6pGJvq63W4R7Ph8PiSTyX1SVp/Ph42NDYFryFJ4kFJin8TygVvN\nuNls3nXxxd9PbvrHrQdtoo8Dq2XdKVftcdQT23AvXrwIAKIxf/bZZ5HP54UqxA353t6eNCPlBruv\nrw8rKytotVoYGhoS/JWet8vLy9jY2JBYaGahXbx4UcQRZD4888wz+Ku/+issLi7C5/NBpVLh2rVr\nMsGo1WqsrKxI8KFer8fw8PA+71m1Wo1oNAqdTodyuQyXyyVBghaLRdzBbDab6PxJIQNuNTcS+tlw\nlOGNlJmeOHEC586dw/LyshhfN5tNoUWx0RKPJZuB11ZOv7xi04qQk6HS6FpJLaMqj7Qs/r5yuYxC\noSCKMk5BbACcpCqVirjCkRNcr9dFAUacl+wGHort7e3CAjEajYhGoyIaMJlMCIfD2N3dFWhpenpa\n5K/1eh0jIyPo7u6Wvy+vxYSlbDYbtra2xEqR1Lu+vj5sbGzA7XbLUpHOZcViUQQer7zyClZXV3Hx\n4kVZ7hmNRtktlMtlBINBzM/Pi7rOarWKAxkAdHd3Y3t7W+wplT63D1JseEr+LZk/d/p9AOQWcCc/\nhYetezXRQqHwwJP0wzT/R0mFeJB6Yhvu+++/j0QigXq9vi/q3GQy7XsDK5WKUMRIEfrd736Her2O\nY8eOycLi6aefFn0888xIyo/FYgiHw2Iuvbi4KBzber2OSCQikEYkEoFWq0UoFBLZ6MDAAPx+P+x2\nu3woiN3yWr61tYWxsTE5ELjEI0G9VCqhVCrJldFut0ujIAWLWWo02uFVm4GMFosFf/3Xfw273Y4f\n//jH2NvbEyczu92+L4ZHCSMoRQ58CJVqMgorOBmz8XHRxe05OZg2m03+nFarhd1uF0yS7xWdwrh8\ns1gsgh+T7ZFOp8XLlw8+3d04pTJ5l4GLPT09AqXUajWJVE8mkzAajRgbG0MkEpGlZywW2yeoabVa\nKBaLIvPd3t6GzWbD9vY2+vr64HK5EIvFxNe4UqkgHo+LaIUG8fV6XbjZo6Oj+7w/DAYDpqam0N3d\nLYkUNAxn7FNXVxc2NzeFGsbD8X5KLRrU5PN5eT+UNwFWrVb7A1jiYGPk4vCPWbTwfJB6XDSzj1Of\n+IYbDoet4XD4f/7+fz8Kh8PHH+TP6XQ6vPHGG7BarYjFYuIByutUs9kUb1ouoTh9HjlyBNvb24hG\nowAgssv5+Xkx86CP6fLysogiuru7USwW4fF4cOXKFVEbPf300yLf5IPEJvrss88K9FCpVNDX14dE\nIoFoNCoYbrVaFR7u6OioxJtEo1EsLS1JtDs9AbitLhQK4m5FWECn00kuG5dHlJ7SNe3rX/86SqUS\n3nzzTWxubgozgQ0TuM3BJb+TDzB/D81PKKMlBxSANABOo7u7uyIcASDTKLF3Qgbk8RLD5JSsdIHj\n1zGZTKIe5PtdKpXg8/lEfqtSqRAKhQDcavLBYBCJREIicdxuN9rb2xGNRgWvdTgcOH78OFwulyzF\n4vG4QDyEKmgY5Pf7sb29jaeeekqYJ3a7HaurqzCbzVhfXxcjHAZVEt7irapWq6Fer+PatWvo7u7G\nxsYGhoeHZVhQqVQIBoNob28XUQtw61rMqZb+HGyaByW9LJVKJQs0pQybPG3l8/Ugxan3cS60HrUe\nF83s49QnvuEC+H8jkcj/jkQi/xvA/wPgvd8n896zXnvtNaysrODSpUt46qmnsLCwgFwuJx/GVqsF\ni8WCeDwO4NYDt7q6CofDIbzaZrOJvr4+AMCPfvQjkbBaLBYEg0EMDg5ifX0dtVoNs7Oz2N7extjY\nGE6dOoXu7m5hJUxNTeH999+H3++Hy+XCr3/9a5m0SqWSWB8Gg0FMTExIcN/KyoosICgX5nWfS6+R\nkRHU63X5uclvJf92a2sL0WgUGxsbsrFeXV0VDwcuOdgoZ2dnEQgE8Pzzz+Py5cuYnJyUZkZ1F1Vj\nNDqh7yqXkXQWYxKEMo6Hfg6kNJFyRiYDDwbgNtWI13/yaTkhszmSM8xJk5xfvV4vJu98DXO5nOSM\nJRIJOQSq1SoSiYSIXhKJBJrNJqLRKILBIGZmZmSparFY5O9/6NAhGAwGyamj50Y0GkWhUMDi4qJM\n5u3t7fB4PBJG2tfXh66uLvT19YljGvnDyWRSUhYsFgvC4TCGhobkwKeVJF+7dDot8nW+5lQNKoss\ngrtNe6TWcfnIG5dSKAFA4KF7lTI78GGxVR6Qf8pS/v0fV32iG244HO4DsMR/j0QiKwCWAXz9fn/2\n+PHjGB0dxVtvvYVsNovBwUFZsBSLRUkitdlsaDQaiEaj0lw5YfLD4vV68bWvfQ16vV5sFvmhVsa6\nbG9vI5lMiqadCxtOIVNTU7DZbPjSl74kV2a67KvVamQyGZlCKSRwOp0YHR0VWlswGBTqF2Ww1WoV\nmUwGU1NTEgvDh5ExKozldrvdCIfDSKVSyOfzuHLliiyrdnZ2JOXiq1/9Knp6evCTn/wEpVJJHnQ2\ndKU1IxdkvD6yOR/8d0pQKWvmnydDg65fSi8F/j+dwUqlkngrUCnG/1c2oWq1KrHmS0tLsFqtwqcm\nb5U3A4aHkqdNp69arYaXXnoJqVQKZrNZEhKy2SxqtRrOnj2LiYkJrK6uSnMhBNPZ2SkSa8IbNLnh\nAVsul2EymRAIBNBqtRAMBqWRE8vlIUFa3vLyMoK/t3zkdN1sNgUvdjqdArNwQj0ow1X+88HJk7g7\nAPmcAUBfX98fTIgHrR0PFqXKj9K0lDDQn6rUavVj/xk+0Q0XgA3A/7rDf7/vcalSqfCd73wHu7u7\n+Jd/+RcRKXDS4jJoZ2cHU1NTsFqtYlDi8XhkGcUpc2ZmRiJbzp8/j8nJSZE3plIpPP/885idncXO\nzg5WV1cxMjKCVquFUCgkdC8ael+/fl04pJywlRtpUqHo+EWfVcaa3Lx5U/wRcrmcKKNefPFF0cDT\ntYwG1m1tbUKhikQiorAKhUJy3edUyoXVd7/7XTSbTfzgBz+QBRNvCEqIgA5rnMwZcEjXf0IwPIQo\npuDExDQBGsIrBRJkJ5BTzLQOJsZarVYJ9bRYLHLNpnGKWq1Gd3c30uk0fD6fTNT0piBtbWVlRbbq\nPT098jVisRhqtRrsdjt6e3uhUqnERL6rqwuHDx9GJpPBzs4OHA4HyuUy7Ha7OH6tr6/D4XAIJYvQ\nk0ajkf0AAKHt8f1PJBIIBoOIx+OCJxsMBoTDYVksMpFDuUyk6pAcYprt8HNBSGl+fl6+r7KU4aT3\nq7sl47J4A7pT03oQj9lPQprD48agP9ENNxKJ3ABw4sB/fgrAO/f7s+Smfv3rX0c0GsWVK1dgtVol\nrJFkeqPRiKGhIeFS2u12cYrSarXQ6/WIRCIyHWezWTQaDdjtdiQSCeh0OgwODmJ8fBxLS0uCCXLK\nbG9vx6lTpzA6Ogrg1mKJ+VaDg4Mwm83i/tTd3S2ZUgMDA4jH43IFXF5exrVr17C1tQWPx4NIJIKu\nri6YzWZMTU3JFbqnpwdLS0sYHx9HqVTC2tqaeHoGg0HEYjFpgqQb0SvXbDZjb28PsVhMGtgXv/hF\nLC4u4tq1azJxGgwG4QorubjEL9k46XbGZk5vXl6DOYEpsV3+PNz2k41AOa5arRZWQaFQEDc2OoVZ\nrVYRnHD63d3dhdvtBnAr7poTcUdHh6jgdnd3cfXqVRFQ8GvodDo4nU55/9no+PmKx+MIBAIinSU0\ncOjQIYkGYjoGFV+cMKkEZOQRGyX5ulqtFh6PR6wkCYFwwWuz2TA+Pi4MEOLddD5TTqj8uYjJ89Dg\n682kEWWkEQ890vgOTrT3482SgXKnpsXv/d+t/vhuDR+zIpHIOP85HA7/XwB+G4lEztzvzyWTSXR3\nd+Oll17C1atX8eMf/xiHDh1CLpdDIBCAVqsVZQ25ocwMo20dTcTD4TBarRZqtRra2tqEB2o2m+Xa\npNfr8eUvf1k+tPF4HG63G4uLi4hEIrBYLCIJbjabGBsbE8+A8fFxaVSUgsbjcdhsNpTLZZjNZqyu\nruLo0aPY29tDX1+f4KiUlQ4MDODatWuysXY4HGJgkkgk4Pf7odPphJ3AprOzs4Oenh6sr68L5kpf\nCcpZZ2dn8ctf/hLDw8Pw+/0ol8typd3Z2ZGQQjZwqvzo28BmzumLyy02XL5mzWZTYnz4Z/nakrHR\nbDZlodPR0YFisSh4NvHuubk5jI2NIR6PCzzAqZZ4J+OHrl27JupAMkX4PjcaDVFc9ff3i3HNzZs3\nsbu7C6fTCeCW+opUODaqWq0mzIKVlRXhyzK1gnREl8uF9vZ2MZzZ2dmBz+fD+Pi4fL56enr2RUYB\nEGrXyZMnBT/e3NwUkYjH49k3IW5ubkoYpUajkeUhADkU+c80GgJu3bxIoXzYiHHS+2hgrvx5/tzS\ndh9XfaInXGWFw2EbgK9FIpG/fJDf/81vfhNDQ0MYGRkBALkaB38fvgfcwuiy2azo/5X0I8pu+eGn\nb4Df7xemQTqdFgcvm80mfFS73S5beF5Bc7kcTp06Bb1ej8OHD6NYLGJtbU0Mb9LpNNrb23H06FGo\nVCoUi0U8++yzsFgsMhXTZWx5eRmdnZ2oVquYnZ1FOBxGLpdDIpEQSpPdbpdFFnHKfD4PjUYDp9OJ\nlZUVALddwBiKqTSgJt74rW99C21tbXjjjTeQSqWEu0qXKT6IB30VmENGdzAKLLhc2t3dlWmPDzZx\nYh42LApQOFW3Wi1sb28LB3ltbU2glKGhIRSLRTk8DAYDvF6vHLB87YxGo2SCbW5uimtco9FAMplE\nIpHAwMAAxsbGhHnwzjvvyMRbqVTw5ptvolgsQqfTYX5+Htvb29jY2EAymZSUEDrBJZNJccqqVqti\nvhONRjE8PIy2tjY4nU6kUimEQiFxqqM3Bj01yOogVtzZ2YmVlRWBUPh6K8Unfr8fxWIR5XJZllFM\noD5YfJ3JbuDr9rDcVCUL5XHG1NytOFE/zvqnf/onhMNhhMNhvPrqqx/76/3ZNFzcwnL/x4P+5p//\n/Oe4ePEiIpEIvv3tb+PLX/4yJicncf78eTGWYaYVpy6TyYT19XVxU6Iv7MjICIxGo/xen8+Her0u\nXrQbGxsol8vo7u6GzWZDPB4XXwaLxSJWjkxs7ezsRCKRkCswr5sffvghMpkMnE4nwuEwYrGYTKsa\njUbYCfxZarWacDkZK87l0vT0NN59911sbW0hEAhgZmZGpKmbm5swGAxIJBLCVaYpOwAxVGlvb5fN\n+be//W3E43GcO3dO3J5ogMNGTXhA2ViZMktYgSwEuojR64BTa7VaFf8FPuBsMFSz8TWh1Jf5cRqN\nRvihzWZT3k+a1mSzWQngZFgkl1x8L6hCNBgM6OrqQi6Xk7BK4sETExPCeR4cHEQ2m8XS0hJ8Ph+8\nXi/6+/sxNjYmr91zzz2HZrOJYDAo+Hg6nZZrfldXl6RTRKNRrKysCMeYlLBqtQqDwSCYL/F7Hkqk\nJKrVankf2XCZYEI2BKdLxg6xuEDTarXSnB+1lMs4vV7/R+fjApDPyOOs733ve4hEIohEInjvvfc+\n9tf7s2i44XD4fwL4X5FIpPz7f78vF9dqtcpCwGKx4JVXXkEwGMRbb70lIY16vR59fX2CNZbLZQwP\nD2N9fR3FYlHcomjmQpoNfWa5iQ+Hw5LMQOVPLpcT/uzi4iKOHDmCkydPolqt4r333hPFz8LCAj76\n6CORCXPDDNyaGJeXl1EoFLC0tITu7m7B8NLpNMxmM3K5HCwWCzo7OxEOh8WoJhAIyFWR13N68e7s\n7IgsllJdxsUQc6N8kwyG3t5ePPPMM/jggw+k4Wxtbcnro9VqxVKRCzEeamQlcEtPcj0jx7kA47Wc\nAgv6+xaLRRFM8L0Abi00iKlTXs3oH61Wi5WVFfEnoDMbfWUJA6TTaaysrMBgMMBisYhhPT03SqWS\nSKQJB7300kvCUAmFQvD5fAgGg0LzYzJEIpFAuVwWuhwtJE0mk6i/iGVubm4KXmwymWA2myUphMm6\ner0esVgMwC0cneZGxFr52rVaLSSTSVitVpkuabTOHcOdis8L/X+VPrtKkyEyfe6l8HpcEtuHqYPu\nc5/E+sQ33HA4/DUA1wEUfi+CeAp/uEj7g9rb25MPs9FohFarxeuvv46trS38+7//uzy0uVxOnPTb\n2tpEcdXe3i7X0p2dHaysrCAajcr0wCWDwWDAxMSExF8TC3W5XBgdHYXX65UPOXHfF154QbK2CoUC\nnnrqKZF8AsDly5eRTCbR29sLl8slBiYrKytYWFjAkSNH5LpGpdfy8rKkTzDdd3BwEG63W5RV/f39\nKBaLmJ2dlaYE3BaB5PN5kdmqVCpsbW1hYWFBWAhf+MIXYLPZ8Pbbb8u2X8mlJSxBq0LCA2zGlBAz\n3oZNmLxW1ubmpgg+uBwiRMH3ku9fKpWSVF+73S70OkbOEzt0OBxYXV1FZ2cncrkckskkAAiGPTs7\ni3feeUemQJqF+3w+2O12LC4uoq2tTfjOhB+U9Lh0Oo18Po90Oo1oNCpCBC78IpEIOjs7USqV5CAg\n48DpdO77Z8ImfJ8LhYLgucqiqU+tVkM8HpfDzul0Ym1tTaLleTjW63WZfO92/ebtjkXZMotfT2kA\n/2k9WH2iG+7vebg/xi1WQh5AAcAV3OLiPlBVKhV5uHw+H774xS9ifHwc7777LoBbJzGJ/eTd0taR\n/FGmjFarVYEFSNviJEIubrlcxoULF7C2tiaR6TMzM/jP//xPrKysYGtrS1z+iSOWSiVZYJXLZbzw\nwgsIhUJC4SFXmM3q7bffRiKRwMTEhEyAbGw0fLlx4wZarRbW19cRjUaRyWSwsLCA4eFhMcXW6/Xo\n7OwU8QCXhMwIS6fTQsHi9//Wt76FUqmEt956SyAFJkjQR5gPKG8NXJ4Qd2RMDa+AnJ44ASp5tcSh\nmePWbDbFqJsiBlo6MkuM30uj0cDj8YjcNxQKCaZbKBSE+jU+Pg6DwYC+vj7YbDZ5TSiUWV5eRjab\nlSs4XyMeFDSWP3nyJHQ6HQKBAEZGRtDV1QWXyyXcWkbv3LhxAwsLC0in0/J3TSaTQo/z+/1IpVIA\nIJBRLpfD9evX97mRAbeWw5RzB4NBgXMWFxfla/PmQK8J0rlov6iMrb9TkUfOUsrkP62Hq080S+H3\nQodHOhS41SXZH7h1FTp06BBu3LiB3/72t3jhhRfEb5WUH3qfktOZTCah0+mEM8mr729+8xuMjo7K\nVW9hYUEgCl6hmarb1dUlngWZTAalUgldXV0ynfb19WF8fBx6vV4wSC5glpaW8JnPfAYul0tsH/V6\nPXp7e2Xhp9Vq5ao5NzeHU6dOCbWno6MDg4ODiMVi0Gg0EulNOIJTIeNdGo2GGLl0dHSI5y0pVLu7\nu3j11Vfx7rvvIhQKwev1oqenR1R4ym10JpOBy+WShqhM9eVVl05jbMI0Kq/X6/vy1YDbiQQ8/Ohg\nRuyY4pONjQ0RcLA58f2lrSMAwb5DoRBisZj4zyYSCbFmnJ+flzDOZDIJi8WCZDIJr9crV1hi6dVq\nVbDw6elpucZTHDMwMICzZ8/i8OHD8jnibaCvrw/z8/Pw+/3Y27sVZ7+xsSE2icViUbw0JicnceLE\nrUue3W5HKpVCb28vAMgEPzQ0hGaziaWlJRiNxjsmLPDar9PpxND+YK2trcHtdu9jKJjNZmxsbCAQ\nCPzB71fm2D1JRYOkj1tP3itzoJR6erVajZ6eHvzd3/0dNjc38aMf/Uiuh4lEQgIAaYLCidFkMqHR\naMDtdsPj8aBWq+HUqVNyvdze3kYgEMDu7q58uMvlMtxuN5xOp5jatLW1YWhoSGhOFosFs7OzghEW\ni0WcO3dOHvJKpSKS3P/4j//AzZs3MTs7C7PZLFaQ6+vrmJ+fl2vr4OCgmEuvr6/LRNTZ2Ymenh4k\nk0lxWOKEw0kvHo/v45n6fD5pZPV6HclkEnq9HqdPn4bf78fPfvYzNJtN+T5ccm1uborhDaEBLsc4\n7dJknXHfTCkgPs1JeW1tbd/0SvN34La8lPaPxEH5ddPpNAqFAgwGg5iHr6+vw+PxYGhoSAIXeTAR\nTmEM+erqqmSXcWKn1aFWq0UqlZKFKW8BXMqRkUA4gDeYp59+WpoyFWIDAwNC1TKbzcKDZjIEcIt6\ndv36dWxubuLw4cPC0qDUXFlsjiaTCceOHfsDXDOdTss/53I5tLe33xVzZYSUssgPPljErh+kPgne\nCg9TymXkx/o6j+Fn+UQXr6A0LNFoNOjt7cXnPvc5XLx4ETdv3oRKpYLX68Xa2hpqtRpqtZrwUDOZ\njKQv+Hw+NJtNXLt2TUIc+YBqtVq4XC6USiVZOCwvLyMWi2FpaQnr6+v7ll5PPfUUXC4XbDYbvF6v\nXHG/9rWviYdAJpPBsWPHMDs7i1AohEajAZPJJNNhJBIBAFm2bG1twWazycPocrnk57dYLCiXyxgb\nG0N3d7c0YtpYXr16VQQSRqNR2Aa0kKThDGNe/uZv/gaNRgO/+MUvRIxAMQOnHE6gbJBsIs1mU+wc\nKSjgMi2VSsFut8PtdqOtrQ09PT2C3ZLqtLa2JtAEKW9UeFWrVQSDQXR1dYnb2Y0bN3DixAkxl6f8\n2mQyweFwoKenR94PCkXa29sRDodFuMAQTlLKVldXBS8n84K3jcXFRVgsFvk6er0ec3NzOHv2rMQh\nkQFQKBRk0ZZMJrGxsQGz2SwuX5xM1Wo1nn32WRE3bG9vC5uB7AoAQiFTRkuR+kWDdCW960GWWwcb\n7kGMV/nflVxhAHdUrVGo8V9BFXtcdacMuEepJ7rhktJDypCyvvSlL8Hj8eAHP/gBCoUCcrmcSDQZ\nBlir1TA0NASLxQKn04lqtQqXy4XTp0+j0Whgfn4eCwsL6O7uFjclxl3z+qFSqeD3+zE2NoazZ8/K\ndZdmKOl0GteuXcPi4qIk4jLyhxSlQqEg+JtSwZZMJoX6dP78eaytrQn9iVzZRqOBtbU15HI5TExM\nSFQ8cIuuMzAwgMnJSbz88suo1WqYnp4GACwv34LJ6VyVTCZFzcYr7xe+8AUsLS1hampKMtlomsL0\nYCqbEomEmKKwqXNJ2dbWhng8jlarBbfbLU1+enpaXNT44HZ3d0se3e7urkySVIXRJaytrQ12u10E\nKI1GA1tbW2Ius7m5CafTKWKEYrGIixcvoqOjAwMDA5ifn8fa2ho8Hg/C4TDy+TysViucTifa29tl\nsUoKWqvVwsLCAkZGRrC9vS3JErS11Gq1OH36tKi/uAikyo0LVZ/PB5vNJv4KykQMTsGMIvJ4PLIo\nI6uCuCqlxQAkashut8v34et5P58D3jTuVvQCuVPdbeIlpHW3P/eg0uJHrT/ldK35+7//+z/ZN/9j\n1D//8z/bAPzfr7/+Orq6ugBANr5MU+VSJxAI4IMPPpBrWn9/v0AMXHJ0dHQgFosJtYr8RK1Wi0ql\nApPJBK/Xi3Q6ja6uLqytrUkEz8jICPr7+zE9PS1STUp28/k8Ojs7kc1mYbFYYDQaxbDk+PHj8Hg8\n2NragsPhQCaTQTqdRiKRELXTwsICtra2ZGHldDrhcDhE489JQ6/XY3d3F2azWRZG9GrgA8lpl0q2\nXC4Hp9OJjY0NUc3xwWPjIu94bW0N165dw9DQkJiy7OzsQKVSCWGeNC+a0xCuAW4n6FKg0Ww2ZcLm\nz85mx0mSODivtXa7Hel0GtVqVbisCwsLcjDZ7XaUy2W5XfBmQeybghXaTfIqPzo6KovQTCaDlZUV\n9Pb2Cj2rvb0d+XwekUgEu7u70oCLxaJkYlEhFwwGBWqh/WMmk4FGo0EymRQpNNkLGo0Ger0ehUIB\nGxsb8vpRGlyr1cQYZ3FxEW63W25wSi9hlUqFlZUVtLe3C3eX3FuNRiNKyYPF1+t+xbSMh/014O5e\nDIVC4Y9K77qfB8Tdqlwu4/vf/z4A/H/f+973HslG7ImecFmk32xvb++7QoVCIZw+fRqXLl0SYxsq\nuXZ2dhCNRpFKpeB2u7G8vCwxKEy05RJmd3cXx44dw8TEBDo6OpDJZGQCSqfTCIVC6OrqQiqVQjqd\nRqPREDPzUCgkMtBEIoHNzU0sLi7iypUraGtrQywWw5EjR/Dss88iFAohmUzio48+EiesQqEAr9cr\nTcjhcGB+fl4SacnLHB8fF/UT7Ro5hfv9ftRqNVy9ehVmsxler1cocVymkP9KGS+lyFShvfnmmxKr\notPphDer1+tFHUUohE2G+G8mk4HVahUBRLFYFEtF3lDI66WnLJVXACT4k7Sszs5OHDrnWEc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p4eFAoFYbPw70buMX0MOPFtbm4ilUqJEIQLQObsMWBzZmZGGlkymYTNZrtjxA25wPTQuFOwIxud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\nBQWFeeL/BxU6lZHiyKx1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1148a5990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bovy_plot.bovy_print(axes_labelsize=17.,text_fontsize=12.,xtick_labelsize=15.,ytick_labelsize=15.)\n",
"figsize(5,7)\n",
"indx= (tgas['parallax']/tgas['parallax_error'] > 10.)\\\n",
" *(True-numpy.isnan(apass['vmag']))*(True-numpy.isnan(apass['bmag']))\\\n",
" *(apass['vmag'] != 0.)*(apass['bmag'] != 0.)\\\n",
" *(1./tgas['parallax'] < 0.5)\n",
"print(\"Number of TGAS sources with good parallaxes and APASS photometry:\",numpy.sum(indx))\n",
"dm= -5.*numpy.log10(tgas['parallax'])+10.\n",
"bovy_plot.bovy_plot((apass['bmag']-apass['vmag'])[indx],\n",
" (apass['vmag']-dm)[indx],color='k',\n",
" scatter=True,alpha=0.2,rasterized=True,\n",
" s=(1.-0.9*numpy.exp(-0.5*((apass['bmag']-apass['vmag'])[indx]-0.6)**2./0.3**2.))*.1,\n",
" xrange=[-0.1,2.],yrange=[10.,-2.],\n",
" xlabel=r'$B-V$',ylabel=r'$M_V$')\n",
"bvs= numpy.linspace(-1.,2.,201)\n",
"plot(bvs,main_sequence_cut(bvs),'-',lw=1.5,color='0.4')\n",
"plot(bvs,main_sequence_cut(bvs,low=True),'-',lw=1.5,color='0.4')\n",
"if save_figures:\n",
" plt.savefig(os.path.join(os.getenv('PAPERSDIR'),'2016-oort','cmd.pdf'),bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The sample after cutting to the main sequence:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('Number of sources on main-sequence:', 315946)\n",
"('Number of sources on main-sequence with good colors:', 304267)\n",
"('Typical distance in kpc:', 0.22762213059309011)\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x116e6a290>]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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H5nI58f2XYxRdLheFQoGVlZUtddZCoSCMDO12+ysj0IvFIu12G7/fv8Vlpv9tt9tFepjB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\nIkyhaVpD1RqAPXNymzEajTh37hxcLhdVn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"text/plain": [
"<matplotlib.figure.Figure at 0x116e6a3d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(5,7)\n",
"indx= (tgas['parallax']/tgas['parallax_error'] > 10.)\\\n",
" *(True-numpy.isnan(apass['vmag']))*(True-numpy.isnan(apass['bmag']))\\\n",
" *(apass['vmag'] != 0.)*(apass['bmag'] != 0.)\\\n",
" *((apass['vmag']-dm) > main_sequence_cut(bv))\\\n",
" *((apass['vmag']-dm) < main_sequence_cut(bv,low=True))\n",
"print(\"Number of sources on main-sequence:\",numpy.sum(indx))\n",
"print(\"Number of sources on main-sequence with good colors:\",numpy.sum(indx*(bv > 0.2)*(bv < 1.)))\n",
"print(\"Typical distance in kpc:\",numpy.median(1./tgas['parallax'][indx]))\n",
"dm= -5.*numpy.log10(tgas['parallax'])+10.\n",
"bovy_plot.bovy_plot((apass['bmag']-apass['vmag'])[indx],\n",
" (apass['vmag']-dm)[indx],color='k',\n",
" scatter=True,alpha=0.2,rasterized=True,\n",
" s=(1.-0.9*numpy.exp(-0.5*((apass['bmag']-apass['vmag'])[indx]-0.6)**2./0.3**2.))*.1,\n",
" xrange=[-0.1,2.],yrange=[10.,-2.],\n",
" xlabel=r'$B-V$',ylabel=r'$M_V$')\n",
"bvs= numpy.linspace(-1.,2.,201)\n",
"plot(bvs,main_sequence_cut(bvs),'-',lw=1.5,color='0.6')\n",
"plot(bvs,main_sequence_cut(bvs,low=True),'-',lw=1.5,color='0.6')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The distance distribution:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x104be3590>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lJSIRIT0tmf65GW6HIS2IuoRRXFxMaWmp22GISJhdNCaPx+6YzsO3TXU7lJhR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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x104be3050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(6,4)\n",
"_= bovy_plot.bovy_hist(1000./tgas['parallax'][indx],bins=301,histtype='step',\n",
" range=[0.,500.],lw=2.,\n",
" xlabel=r'$\\mathrm{Distance}\\,(\\mathrm{kpc})$')\n",
"axvline(numpy.median(1000./tgas['parallax'][indx]),color='k')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The overall trend in $\\mu_l$ with $l$:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11e9c8ed0>]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QQs9pCEpK6oSGkVtvmyIrzK6eQoeRg1gEsESlTriQTSz5R/nRhvg3K5iinqrv\nog2MMMYxIiKAxujbVeYQjTMbe7wX1yEisWyfs3URr8U1oooHpC/aEd+j4gIRbOSjyrpkOlU/ROTZ\nGovrAslV60kVNYoMs3WA4mVsE21H6watZRZXmV1ZQRBlVNrEPYJiKXod389FqpFutu8QKm2zIkSt\nk0x3pm+sjDWgZxxrxUbYbzF6Ns8SG60nADByq5AVGSjJ9IAFQySvQjpjW0buoqwKsWDFSaUQQ2RN\nJQJG/lhAZEUAku+JEPIpItf7vnG+I4FH72P/CrFFxBWNK0umiJRUfRjHyMgZWxfxXkbyM7+w+Yw+\njXPKdDKCrfZE795XxVFcJ6poiHZk98YUF2h+2T5m5H3/Pu4D1DeOO84R0hV9qFDxQSaP7b8svkWg\nQqTHdmRTpjPeY+s4sxXZ3VOYVEhsZk8FS5DlXplrLiaq2Ah7AduXTvuQJbRqElUbkp36VHUyG2Mf\nFnhjO2R3JfAjG7KgH9soW2LiY0kuknH/2if5aA+yNbORjV8VL2j8leJErQFGCNi8MbKdgSVSZle8\nFv3PCCQjYBXy4/X2+BeNj5HeaC/b64zYq/2OCh/kQ+Qjdl/Nl9q7jAR7PWjPRf3RRi+LrVkkI9rH\nCgJ0DZH0zOaok/kcEc9KvGXXqnpYLI1tsvyDwNZtZd8xqDXJ8lVWUGR6q7GtSoKXIMss95wqKl86\n3X6HXeA2/A47SlxLznmPvgqJH2NvJDdLr/GMzKo+yAfM/sxflbFWiDeyKxKuHvKu+iFyjkhdJlP5\nkd2LsphNzDb0XsmMvur1qbID2cP8w/owX3mbKvsq+o6huvbR2KMM5UPUh40DrYsKcRuzPuMY2f1o\nh/JF1jf2iTZUiiI19iwOqvlS/Sry2Hgqcnuv9cTaMTm4kkOqsrJ2U3Lk3HY+69h+h/0ZR7WingoV\nTONrb0t2+lBN+KxP9QQhex/vqZMMNqZ4aqOIHyNsLIkhGf7+XrdvU0lgPQk8ojK/UTZrWy1QKsQ/\nji+OhZGoKK9CSr1MNA40H2rfVPRWCpZomyI40R7fPlvTvk/cN3GNRRkV2/36ivp8G2VntMnLjPMd\n/6F+aI7QWNHarxYWcT1GeJvU/lVkXcVXNhcM0Y/IjkxW9Dkj1fu/aK9ldse1x9azGkM2lkq8yOZA\nyVJ5BLWdwgmqfat5mF3bcIONsG/oggrijLz6v3NCBYGMcGcBRAXCGPhZkaJszoisklUN5qifSsyx\nKECkHSUEglvTAAAgAElEQVQwlZDUXDC/ZcUTI9uIFKG5QnYrsuLJJiJzGSFC71WfzC5W5HiSgcbh\nZbH1p4gVI6MIimgjIqv6o2uoyGFrM86bvx7boLlG812xGcljZI+Rxv1fNMeKOLL5j0SU7e2M9FXn\nJ1srbOwsbqh15cdYjcnel95eL4utLaTX358j51VivSoQMhvG2FgprlC7iv6pBcRtx0bYbxl6SFxG\nbFEbtZnGnCRMBTvZYAWEt0u1V8WHb1MZYyXxxITuk0XUHQkFmh82t2qOKglZyVfrKRIi5AuWLJWt\nGYlT99R9BUSWqnuE3UfE0I+f+Wz/GhHQKD8j8t6OCkFB8rL4oMgvItZRlyKAiHyqPc32MyPBsV82\nZm9nJNzMJrWu1LqLtjASisaBbGK+Vj6rxvtoW5Qb1wkbi9cf/YF84q9lJLdnP7MxIj1Zjok29ZBe\nFXsz9PCGas6r2t8rewn02nksbIT9lgEteEVcs81eCcQV0j/lPmsbEywjoyjpsYCCEhKyUZEf1h+R\nKmVzhdQoIsxOmmIfRQzjWL3cjLggEsHkokSs+kefq7nI5o6RxCibkS3UNvoDFWHIltiP2R1tZ+NA\ndsf+yM/ZmmB29uipylKkUa3vOG9oHplvstiQke5qTFPx148n29vRPkais1iJ1jDTj3yQraUqvBy2\n5tE4kA3MRhbDVRGA3iNk8Z3ZjuT4v4qU9/p5alGioObn2GD7/RSwEfYCTv1XYnoCg1l/tTkmuI0N\nFtWAx4hbTGQoyMXkHnUhwrd/rQid14dISOwfdaKgzAgXQmUM6F70TbzOkqrXicaK/qL5rRBKRtKQ\nDVmSjzIy4qqKpmiLWjsVP7K59voRUWDjjHqRbxmpqfgQkSRvL5sLv0/R/kJ7hc1blB3nqyf2qT3N\n9mZGCv1ceCDSXSXQaLxIRqXY8PbFfoyQVvcj0sVeV+eK7dtoD3qNxhTHVUU1r6m9lPWr7Ce2NmJb\ntr97+cAaoOxfKzmv/ErMRtgLuLi4sLOzs2Ob8R7GbiCWxObUiwK4CoBKR6+tiIwgnSzZMXKukn8E\nStpRJmrH2leSNiJImZ2qDZKPXvu+rIhgpED99UBkLdrDCB1KSIxUofFkfsvWcPZXzRkivIqsKJnZ\nOonjVYkf9UV+ZoSa+Tu+jusHEV9EPOM+QT6LNqj1jOR6exAJVXoj0D7O/FPZ695Gtg/QeJCdyr/M\nhrgnkT+zOMLA2sQxZDF2DEFVZK8nd6Ec4e8xPawgUn32/eI8KCKrCpixOeaQyAowhGOP4ezszC4u\nLmSbjbCfEFTgr4CRZ9Su5/rUhc6CV2arSqpZfxWs2HVFYFHCi8R1/1eR+H0bRGJj0PV2qaSL5CIg\nQutlKKITx6qSEDrZUkQS2aneI7LAkk5VVrymkhgaJ4Kaj0jifFGJSEm2V9D8oLHGee6R2zNWtcaY\nDWiuWMHm3yOCms0Nsp+1j6QUjSnah/THQkC1Z35SxVO0Mfp7fy3Tza7t9cX5UrE1ymSxM9un0Xal\nX5F41L5SICEZY4g/8h/SzQoeBRRHoo+rfmY2rxkV/6wdG2E/IfQuqAqRnrOqnEOWIjAqaGXEx79W\nAZydQqDTDEQ8UbJjAS0Llsi+mGAZomyUmDOoMUVfoD7I3khQ/GtGCFACZXqi3Ci/QkQzwq3mSs1z\npg8Rqtifrc+oS5EfRibQOkM6o0xkK/IDI0VsTaC+bO1X9gMjp72ENOpFay/uGTZPbD7QeJWfojxk\nXyT5yNbop55CpUJQ1V5C8SCuMWSf2u9IjypOojy0xtVaYwS+0j72UUUEimdZkaDksrxSkXkKRNfs\ndOxU+K1jG9CL1tqHzOzl3dtPmdlrwzD8zN3/kpm9aWb3zOyqeu82ooeUMSCyqchVtU+0IZJgRQR7\n9FRfI/2orQ+UjIyjIBfls3YKbOyILGWJLPZn40FJW5FE9FqRsDgmdT+Ogemo+APZ1Eu2M9KL/Fbx\nNZpn9TeOgcnYv87Groi71+Gvqf0d5SvygUgaGoOyueqTOJbYlrVDehFhyuIXspetQeQfFaOYDGYD\nGjuSi0hd7M90oPWbxZdKDEB2sNcs/iGbs/dRPnqv5jva35M3o+1e7tzI5kDZuXacmt0nR9jN7KvD\nMPypmVlr7a6Z/aS19uIwDL9orX3bzL4yDMPPd/ffMLPP7l7Texs4soCo+lQCXkSWFCp943sVWJg+\nFqT2fXy7zA6WyJh9sY8iJll/phv9rZBA3wcRQUSOkJ8UiWd+iLZE25F8Np5of7QJ9WM2Vvqg/ll7\nRIrRX2Q7sg+tE9YfrbNsD2VrO16P+hCBUnPE/B//snUZ50GtGeabeE0RajZ25BdPZpWv2Z5l/kJz\niPwUbVNA+zyLu9E+NA4VC5U/M70qfqP1Ea9X17uyI8urWR5E46rmTLanVK5W9p4a6d3jFO0+qUdi\ndgT9zf37YRjeMrMnZvb7u0sP9oR8hyettU/vXp+LexKn/isxhwAK6j2EDQVJBEZk1fuYkPf6fbLw\n/5i87Lq/l42PESQUpBFZjrJZoon341iR7L0NKllUkjjyd/R7lIfmKeqOr3sCb1wLzAeoH+rPbIvX\n1VpTRUqcE2ZTNn5FQFlblNQz4hWvZaQvjlmtSbZH4vtoKyJS+7+MxHtkRCobJxoD0xV9oWTF6/Ef\nupftW7QGvYzYZv8+27fxmopZaozKXoTK+oljzIoGZA/Tg+zLcqHvy+JUFVle3r9XMSiT3Ut6e8cw\nV9+ItZH12/grMc+Z2Wvg+kdaa+fmyPwOb5vZZ3b3nqB7FaVr+5WYY2HqZsmCFiJyUXcPOUMB1icK\nRlBRYGTBWgVElsgyEsoIS5SPfMiIsvJ9JEvRLpVYo63IBt+eEc/KNYZqYvRjYkBrL17PiIQi1ug6\nS3x+XGge1ZgYOVHESu1JNKeI0CE7/ZpgcjLSovYQIuixP/ITIiqqWEFjz9YpI77KP0g/Gy+yCdnm\n5wXFOUb01VyiGMV8FcfFrqF+mUwGRbDRfaQTrY+4LyOyGBT1M7tUjmKyeq6xPFEl4tkeyfqpPuze\n2kj2nLh1vxKze+b8k+Hyi2b2Pbsh8xG/spvn1dW9DQAqIKnkqtpkiAG8kjwioUGJhOnxchkhYsQ5\nEpmMGLAg7JNoxWcosCJ7VXL2dmVyWBs0H2isFXKW+d7LZu9REmBEEMlibSpJixGnbC0xMsTeRxn+\nfkbisjHE94pgoTWIxhxJutoHzJYq0PgjUY7yI4lFBB71RfPEbEfrsRpbo01snjIyz+aG2eVjGtvf\nbC8iwpetk3g92s7iWLzH/sb28bWXG22OMaSyP+NYo4zMBxl64z+yP5vDHnt8nx6o8ffK6/Edaz+G\nsxwao55hb6193Mw+bL8hwm+b2ZNhGH4xk10U/rGW1trLZvbGMAzfb619QXT78NJ2nSrQxjXrO9mN\n91WbHhuyNioBMdsYKVKEFJEklJhi0GeJ3fdhhAiNG8lSBC7qr5BPpB+1Q0kw2oNkR1v93yypITKq\nCHO0FREHBGQPu87aMHvi+2pbtUbZtUi8kF8yn2TrK+pByGz01zO7e1HxAbIv2s/iABtjHCeax8o+\nYED9WJuolyEjgfs2avxZcZPpj3YwH1ViDpLrbVLzquzOxqQKB19gIPsrerPxRF+gdmwcTEbVBz3z\nrfT1yhmzxpgda0aZsLfWPmc3j5C8a2Z37Obxk7d3tz9mZp9vrdnu/veGYfjuvKZ+wJ7nzOxzwzD8\n592lX4NmHyncO0lMXWAseBwaLGiY8U2YEZCKzoiYLBG5joEuKwIQSUVjiPKRvmgrsp3ZgvoguRnp\nUOQ3I6qKCDBfVEhG1o4RXvWeJfAqkULyx0DNs9fl7yk/RLJdJWhoX2TFAtojyr+MxFfJGrI/iwVs\nX2U+YfsSge3FOA42xioh9zL8axQXGFFVMQn5ImvfE6czn0TdTEfWHq2JTCeSy+5lOQHFeLb2kezM\nd2iemY1eh/IP09kzfoZMzqFwbB5URUrYW2ufMLMHZvaT/a+zFPqct9a+aGaPwxc958RrZvYH7v3b\nhh99eZLcS3F+fv7e61deecUePnxYt3IhTF1gvf1ZwmTtptiRyWftegJEJGKIgCPywQIxsjMLrLEt\n83HUl/mAEc6ePl6fus7aMVIQx6v8lpHxCDReRTyYjH37HmIWbWDkTPklAl3vIdlsPLFPlajGOfRt\nkO+9fGQ3InqIPEV5zC9RTkbuYh82ViYv6o/jUWsA2cV859tFu9k8ZHOiSDbTp2xHxNL7RslDJC0j\nzJX4qfpEZHnLy1Pxns058o3aD9EPFfsqdnq9bL6i/9QajK/VtWhDT/7u5RWnhEePHtnXv/71Ulv5\nDPvuVP3dYRi+NgzD96sGDMNwNQzDX5vZneovsfRg93vqrw3D8G+7958YhuHKPvjoyz27eWSG3fte\nRd/V1ZUNw2DDMByNrPeQhh4CUJVfrXxRoEW6esejAggjEf5fbFsJbCqRqMAVyb8KzJm/fAKu+KwS\neBlxQ/cqNiNkPq3a0Dtm/x7pUvO3v850qrWS2cKIUDURKXJZsSFLqiiJM91KDrOHkey4J7290e7K\nXmP2MHKq+jCd7D1DpSDY32fxjV1jhMrLy+Szuc7WHJovfy+S02w/on9RP1pLaPzsbxx3Ne4of2Rr\nNMph9xXBjvuhMi62vrNiSBU5Kv+yPgi95HsKWa/yoR5OMicePnz4Hr+8urqSbeUJ+zAM35liyBL/\nMdGuiPipmf3r7j9R+pjdfPH0Z2b2uLX2cXeqf3cYhh/sXqN75SLk2OhZsJXkg+5lRKJ6rdqeva7Y\njdrHoBODcu/pBQuUiLixYB+TFhtDNVj0Bi5FFKPMjFAgWyqJECVulAiYff4am9dK4mD2qjZq/npR\nTRx7vf4eWsPKXz33Y5L3ZLhCjqJMtOeQLawNsrHymq0Dpp8BEVoWy9hrtl7ZGkZyvC1szbOYh+Sh\nNaVkqhgbxxJtYO8r46isCzYmRd4zW5Bc9N7vDzROtX6Yb9kaY/dYe2YTsgXZhMan8jizF7VVeynD\nmD7MHnZ9SlFwKJzUf5y0+x32fzSzvWfv7F7vf57xZTN7tbV2z8xeMjP/RVR17+QwZdGroIyCUbyH\nrmXBnQUP3xYRWGRbZiezJ15XhCPKZrax9qwdSk7sviKllWQWkRFlZDvSrRJdJpf1VwQM+YP1zXQz\nZGNSJCsD64t8jOaZ+QbpUK992ygPEcd9QmZ2xWtqHF5v1iZeU36s+FONE/kom9+efYTGnbVjc4yg\nYlgvQVJrIcr241FrMZOvbM3iS5SLrkWb1HpmNipdrF28ls1tzxyxvISuRWKO8hXb+woql8X3UV9m\nv7+3b19Zx1UfnjJOirDv/qMk+hjPMAzvmNmXd2+/W713SoibIN4zyytKRLLR68oG6EkuPZupp202\njhi0vN1eRpSHxub7o+DnZSEfMlloTOw9C8KVJMXGFaHmv0JakQ96SFFsg8aP7KrKzvShe1Fvlbwr\nssjaKOKe+ZKRYda+1141bt8XtcvWXo+PeuxhqJDvqJeRtKyg8O1j/PC6UBz2srK9zmxFMSCT2Ws3\ni5mMmCN5iBSrNc/INxonI7NRlrId+R35ItrO8u9Yool8grgByz/smloHURd7z/plutW9ShGR2Xnq\n6P4d9iWeSd9QR7bAs83HZKHXMUgzmap4YPcRuVIJvkoyvL0q4HtfMdLtk1v8F+8xO1BA9mNixCDa\np5IQaqd8FNtlgS72Q8nHy+oh5pkdSEZGzpgfFAGtFCZVO3z/sUCkhenN5j3asm/f0y+bUyQ/XleE\nq8eWSoxTc52hQlzZ/s/6K6LJ4kKcL0SKUYxj+lFsZj5URYoaNxqLIstsTLGPilUxPqn4iPKFB4q5\nlXhQKQAiok2qAFDzpdZTlBeRrWM2t2hczLdIRy8OGYPXCHjCvnv05HOkz2fM7GSe/Z4Dl5eX9uDB\ng5P8306rBC5eR0kqq6oRYVIVrkouiLQq+1jAYYE36h+zsRWp8tcZWfc2RTksMPWQE5Qgka5sflhh\nghIZIw7M7xGMdLB7LIlW5pOtmyhrLKr94xpAr3t1RX8rslyxK7unEmlca9W2ERkpRWQ4WzNsHTP7\nKmNWaxLtITbe2DfTz6DWE5OfkX+1zyr7islBc+j7oHil4mWWn9i4KmsH9Y/ji/eYbf59lmNV7Fbz\ngeSjsSI/+2vMp8yG3nGpa5XxRmQ5bi2k/vr62h4/fizbsBP2X5vZfzKzd8C/aVnsBHFxcXGSZF1B\nLVRF0Pb3/V/frxr42Qb1stD1LGkju/b9UGBCiZ7ZpBD9kwUB5LsqcewJmPtxozH32Bzl95DJaEv1\nfrRNJQwkK5sD5Vf0filUyN1+3Cz5MbnZHLF91Fs4IZloranxIZtZEo9+UESvMmYkI75G8S0ijhHJ\nivOt5iD6pbom0X7ObK6S8Eo7dp/lEbTWo93+r//HYlhce4yUM9/4fhVCGt9He9H4sj3K7KvOL9p7\nTEe8lsVHb4caa1XnmDZ7VHw4VcfSODs7s4uLC9kGnrAPw/BOa+0bu59DfB9aa6XfLt9wfKgqVpFb\ndD2rhlV/T7bitSgzBvtqdex1oFOISsBlSZ9di4lO2RHHiJIGssn3ja+rQT/K6SFSUXflPUMmm9mB\nxl5BRlBYEkMEprc4mQLkh8xv/hpbpxU9UTZCRgCQjdk9Rg4ywl0l5DEeKBnsfmU8yp9or1f3HptT\npkeNh9nu31fJPopxe51ef7SPEfIsfjJ58X7cv3EMKHco0o6AbET3Vds4f2id+vzFcqR/j3yB7qs8\nGIsKNS9Rdm/ujv1V2558WSXjPW2PDfUFTviDkOz6hvUhI90MKBCioDoWiGxkwQ8FHSbL25wFY3SP\nBRJFmpFOfy3Kz+R626KujKhnwdDbGe1S89oTAKt9q2uygt6gq9YOazdGD+qbJSimG/WN66BCwJCe\naFvVRoSKDAW/RlUcU9czAoP6xziE9PeAkS2EOB8Z+Y99ol7fd29HtKdiP3sfc0IkeUiW9zGyNcpG\niOsdxcWoq4eUqbFEWcwfUVamb/+XxXokF71WclmcQHarvJjtIfS6EkOruYy1y+QznApZNxvxpdMN\npwmWnCtABBNtHLaJ2ckB0uP/ZhV9DKosmCJSHYNftDEjrrEQQP5hY/HvUQKL8pgMRWbieKLtzCbU\nzo9LQZEBljSzQqxKznqgirex/Xt198iozgPyiSJQmW1Z4YeuR309xVtmF3vf06+HMPs+yuYYi5jc\nCqlA+7l3vaE44+NeZQ2yNtkYUJ6JuqvFhpdT9QHKB/vriPAi2T369u0r9xmBRbkIyWW5kMVvFc99\n3mG5VaEn/+/bs3ZsjmK/eI3l39uMMmFvrX1xSUPWjMvLS7u+vj62GWVkSTJLAqq6j6QMBQkWlCOR\nzcgECyi+T9y0KpCgzY2SG9PP7EUkmpFCrwclFQQW0JQOdV8FSNTO26YCY6Y7Xo8FS5Ws9JyyZISz\nl5AeA1MKibHFBVrHKplWCoMe4ur7VPzfQ2xRDIo2Vu1gRJDpjDIVeVH2KNljC5wKUYtQsVvF732b\n+Jrt9zhnaG8zol2Jq1FmJV/GPOfHy9ZE3E8oF6B8o3Iq08PyN9Md50DF/Oq+RMiK3ziuOAbfdu7Y\nPDZezoHr62u7vLyUbXpO2I83kiPj1L50WklCvQs9C7qsmmdBMMqIwUideiBiHQOPt4sl6OyUIAbf\nSHSRDkaIFTFEPqqSL0UkMlRPRLyeLFD3nniwRKTsywhfD9npLTIQsrFOSSpLFQuZ3J5CEhXNPfoz\n/1bIQQ+xjUSlpx/TG0lVr30xRiHihtr58bB9kOmNsphdTDbqq3wR26u1hsgqu5bpYXkh6vOvVfxn\n/kDv/XU0t34eWK7zfxm5Z2P3Y4rrBeUuhJjje+Nrj6wsp7Gc0QO0Z5eKtxVUvnTaQ9ifjc8cVooq\nmUHoSY6+3RjC00MU1alClM2INiPdzC5F/D1Q4vT6ot5MFhp/DNDI54rcI3msTw9YAEXjZlAJtMee\nSChUkmXEoYfALwHli0rfKgmu6qjOobdB6Yh7dsz6qBDySmFUKSb9a1ZIsz1UXcNjCAUiYtFWRlKR\n36vzpuaCxWBmIxtT1In0xXzAYl+MCRXEcaD4jWIF6ofs2bdlsRkhxn4vg+VDlpOiziwnoCIEjVER\n61hcVIk3G1cPkB96MTauHhPbM+wngixY9pIR1L630oxEWwUrFkSyDR2DgtcbAwUKdCpJoACkiL1K\nUNEe30YF/R6whB5tQv7K5EY5ai7H2h/9kRFZltAy+VGeSoJIL0KVCFZR7ZPN+RgdiKx6feqaIuhT\nkt/YIjDez8ihkqn8VVm7Cox8Ih3Mnt59rO6jfaVIHEKMj6gty1UVss/6ZnMQ4y8qCNA44us4JqY/\n86Oyz5N+ZZdvE3NjxQfoPiL+1fiq9lnP3kBFEmqjckVVX+arU8BG2E8QLKn2BItKsq5u+n0blfwi\nGfZ9sqDMTjHiNRTwsmImBswYiFSwj22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PIex/vvvllRSttZP66USGy8tLe/DggZ2dnR1F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JAAAg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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12a5531d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(12,4)\n",
"tindx= indx*(bv > 0.4)*(bv < 0.7)\n",
"bovy_plot.bovy_plot(tgas['l'][tindx],pmllbb[tindx,0]*4.74047,'k,',\n",
" xrange=[-20.,380.],yrange=[-400.,400.],\n",
" xlabel=r'$\\mathrm{Galactic\\ longitude}\\,(\\mathrm{deg})$',\n",
" ylabel=r'$\\mu_l\\,(\\mathrm{km\\,s}^{-1}\\,\\mathrm{kpc}^{-1})$')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's look at the correlation between parallax and proper motion and whether it is dangerous to ignore it (by copying some code in $\\texttt{galpy.util.bovy_coords}$):"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ra, dec= tgas['ra']/180.*numpy.pi, tgas['dec']/180.*numpy.pi\n",
"theta,dec_ngp,ra_ngp= bovy_coords.get_epoch_angles(2000.)\n",
"#Whether to use degrees and scalar input is handled by decorators\n",
"dec[dec == dec_ngp]+= 10.**-16 #deal w/ pole.\n",
"sindec_ngp= numpy.sin(dec_ngp)\n",
"cosdec_ngp= numpy.cos(dec_ngp)\n",
"sindec= numpy.sin(dec)\n",
"cosdec= numpy.cos(dec)\n",
"sinrarangp= numpy.sin(ra-ra_ngp)\n",
"cosrarangp= numpy.cos(ra-ra_ngp)\n",
"cosphi= sindec_ngp*cosdec-cosdec_ngp*sindec*cosrarangp\n",
"sinphi= sinrarangp*cosdec_ngp\n",
"norm= numpy.sqrt(cosphi**2.+sinphi**2.)\n",
"cosphi/= norm\n",
"sinphi/= norm\n",
"cov_plxpmradec= numpy.array([[tgas['parallax_error']**2.,\n",
" tgas['parallax_pmra_corr']*tgas['parallax_error']*tgas['pmra_error'],\n",
" tgas['parallax_pmdec_corr']*tgas['parallax_error']*tgas['pmdec_error']],\n",
" [tgas['parallax_pmra_corr']*tgas['parallax_error']*tgas['pmra_error'],\n",
" tgas['pmra_error']**2.,\n",
" tgas['pmra_pmdec_corr']*tgas['pmra_error']*tgas['pmdec_error']],\n",
" [tgas['parallax_pmdec_corr']*tgas['parallax_error']*tgas['pmdec_error'],\n",
" tgas['pmra_pmdec_corr']*tgas['pmra_error']*tgas['pmdec_error'],\n",
" tgas['pmdec_error']**2.]]).T\n",
"cov_plxpmllbb= numpy.zeros_like(cov_plxpmradec)\n",
"for ii in range(len(tgas)):\n",
" P= numpy.array([[1.,0.,0.],[0.,cosphi[ii],-sinphi[ii]],[0.,sinphi[ii],cosphi[ii]]])\n",
" cov_plxpmllbb[ii]= numpy.dot(P,numpy.dot(cov_plxpmradec[ii],P.T))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x124ae4a10>]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CdvgyKIQymFWZ/5v3eNE90mv4//n3l1rb+baj9yJLEp2j8A6/38+8W2Qpo4ly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\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WiLoKsWLSwjldXQ+AlUVP3n/k91H0R+UocQ1k10kttjGpYZA+PDwsCA7gvtCGKiPO9Z5c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UR4eDiuXbsGmUyGvr4+hpkAa0pAQEAAjh49Co/HA7fbzUnwTz75JL/PmZkZZt2y2WwA1mCLExMT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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x128a8fb10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(14,4)\n",
"plxpmll_corr= cov_plxpmllbb[:,0,1]/numpy.sqrt(cov_plxpmllbb[:,0,0]*cov_plxpmllbb[:,1,1])\n",
"bovy_plot.bovy_plot(tgas['l'][indx],\n",
" plxpmll_corr[indx],'k,',alpha=0.1,rasterized=True,\n",
" xrange=[-20.,380.],\n",
" yrange=[-1.3,1.3],\n",
" xlabel=r'$\\mathrm{Galactic\\ longitude}\\,(\\mathrm{deg})$',\n",
" ylabel=r'$\\mathrm{Parallax}-\\mu_l\\ \\mathrm{correlation}$')\n",
"sindx= numpy.argsort(tgas['l'][indx])\n",
"wind= numpy.sum(indx)//360*2\n",
"plot(tgas['l'][indx][sindx][::wind],\n",
" pandas.rolling_apply(plxpmll_corr[indx][sindx],wind,lambda x: numpy.mean(x),center=True)[::wind],\n",
" 'o')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x116e9ea50>]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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s7EwwW3Y4HHC73Yw+8n2wWCwJ66mtrS2BxhI9obZUqoXUo4ODg4hEIgAW9gGi84cPH4bT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NcQ5/Pk5GSIDE9OTg7R0VQWyLuh/exnPxP7gDUOw7U7Mai2WiwWYuEknPVxZMcc9ozPr80AiAvz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VQo4HYIVV3aOk/I2NjUnSPzU1JRUjNZnq7e2V/ijeb7PZjB/+8Id46qmn8MYbb/gBZTMzMzIz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wfiB5WYmIinnnpqjSc2iceqTv5rZyWwJq7iXQKGp1UYnY9AnzsKLl84ln1z+OzOx9ixYwcO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\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Xr17l0KFDZGZmqmAK1rq8C8I2PDzM8vIy4eHhjA12EI6ZWO8xTMZVpu/eYmPwLBNd1RSa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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116e92390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(14,4)\n",
"plxpmbb_corr= cov_plxpmllbb[:,0,2]/numpy.sqrt(cov_plxpmllbb[:,0,0]*cov_plxpmllbb[:,2,2])\n",
"bovy_plot.bovy_plot(tgas['l'][indx],\n",
" plxpmbb_corr[indx],'k,',alpha=0.1,rasterized=True,\n",
" xrange=[-20.,380.],\n",
" yrange=[-1.3,1.3],\n",
" xlabel=r'$\\mathrm{Galactic\\ longitude}\\,(\\mathrm{deg})$',\n",
" ylabel=r'$\\mathrm{Parallax}-\\mu_b\\ \\mathrm{correlation}$')\n",
"sindx= numpy.argsort(tgas['l'][indx])\n",
"plot(tgas['l'][indx][sindx][::wind],\n",
" pandas.rolling_apply(plxpmbb_corr[indx][sindx],wind,lambda x: numpy.mean(x),center=True)[::wind],\n",
" 'o')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are substantial trends, but by decorrelating the uncertainties (see below), we can show that these give much smaller contributions to the measured Oort constants than the measurement uncertainties."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fit for the Oort constants\n",
"\n",
"Model is that\n",
"\\begin{equation}\n",
"\\mu_l (l) = (A\\,\\cos 2l - C\\,\\sin 2l + B)\\,\\cos b + \\varpi\\,(u_0\\,\\sin l - v_0\\,\\cos l) + \\mathrm{scatter}\\,,\n",
"\\end{equation}\n",
"and\n",
"\\begin{equation}\n",
"\\mu_b (l) = -(A\\,\\sin 2l + C\\,\\cos 2l + K)\\,\\sin b\\,\\cos b + \\varpi\\,(u_0\\,\\cos l + v_0\\,\\sin l)\\,\\sin b - \\varpi\\,w_0\\,\\cos b+ \\mathrm{scatter}\\,.\n",
"\\end{equation}"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def mloglike(*args):\n",
" return -loglike(*args)\n",
"def loglike(p,cos_twol,sin_twol,sin_l,cos_l,sin_b,cos_b,data_pml,data_pmb,data_pm_cov,data_plx):\n",
" #p= [A,B,C,K,u0,v0,w0,scatter_mul,scatter_mub]\n",
" A= p[0]\n",
" B= p[1]\n",
" C= p[2]\n",
" K= p[3]\n",
" u0= p[4]\n",
" v0= p[5]\n",
" w0= p[6]\n",
" scatter_pml= numpy.exp(p[7])\n",
" scatter_pmb= numpy.exp(p[8])\n",
" pred_pml_l= (A*cos_twol-C*sin_twol+B)*cos_b+u0*sin_l*data_plx-v0*cos_l*data_plx\n",
" pred_pmb_l= -(A*sin_twol+C*cos_twol+K)*sin_b*cos_b+sin_b*(u0*cos_l*data_plx+v0*sin_l*data_plx)-w0*cos_b*data_plx\n",
" return -0.5*numpy.sum((pred_pml_l-data_pml)**2./(data_pm_cov[:,0,0]+scatter_pml**2.)\\\n",
" +numpy.log(data_pm_cov[:,0,0]+scatter_pml**2.))\\\n",
" -0.5*numpy.sum((pred_pmb_l-data_pmb)**2./(data_pm_cov[:,1,1]+scatter_pmb**2.)\\\n",
" +numpy.log(data_pm_cov[:,1,1]+scatter_pmb**2.))\n",
"def fit_sample(tindx,plots=False,disp=False,bvmin=None,bvmax=None,subaxi=False,noxlabel=False,showmub=False,\n",
" addlegend=False,decorrelate_errors=False):\n",
" \"\"\"\n",
" NAME:\n",
" fit_sample\n",
" PURPOSE:\n",
" fit the Oort constants to the mu_l(l) and mu_b(l) trends in TGAS\n",
" INPUT:\n",
" tindx - index of the subsample to fit\n",
" plots= (False) Plot the proper motion corrected for solar motion in l (or b if showmub) and the best-fit model?\n",
" disp= (False) print the convergence message from the optimizer?\n",
" bvmin= (None) Minimum B-V of the sample (for label on plot)\n",
" bvmax= (None) Maximum B-V of the sample (for label on plot) \n",
" subaxi= (False) For the plot, subtract the axisymmetric signal (A,B)\n",
" noxlabel= (False) Don't include the xlabel\n",
" showmub= (False) Plot mu_b(l) instead of mu_l(l)\n",
" addlegend= (False) Add a legend for the line\n",
" decorrelate_errors= (False) if True, de-correlate the parallax and proper motion errors by adding \n",
" random, uncorrelated noise\n",
" OUTPUT:\n",
" best-fit parameters\n",
" HISTORY:\n",
" 2016-10-18 - Started - Bovy (UofT/CCA)\n",
" \"\"\"\n",
" p= [20.,-10.,-10.,-10.,0.,0.,0.,numpy.log(30.),numpy.log(30.)]\n",
" tpml= pmllbb[tindx,0]*4.74047\n",
" tpmb= pmllbb[tindx,1]*4.74047\n",
" tpmcov= cov_pmllbb[tindx]*4.74047**2.\n",
" tl= tgas['l'][tindx]/180.*numpy.pi\n",
" tb= tgas['b'][tindx]/180.*numpy.pi\n",
" if decorrelate_errors:\n",
" tplx= tgas['parallax'][tindx]+numpy.random.normal(size=numpy.sum(tindx))\\\n",
" *4.*tgas['parallax_error'][tindx]\n",
" tpml+= 4.*numpy.sqrt(tpmcov[:,0,0])*numpy.random.normal(size=numpy.sum(tindx))\n",
" tpmb+= 4.*numpy.sqrt(tpmcov[:,1,1])*numpy.random.normal(size=numpy.sum(tindx))\n",
" tpmcov[:,0,0]*= 16.\n",
" tpmcov[:,1,1]*= 16.\n",
" else:\n",
" tplx= tgas['parallax'][tindx]\n",
" pout= optimize.fmin_powell(mloglike,p,\n",
" args=(numpy.cos(2*tl),\n",
" numpy.sin(2*tl),\n",
" numpy.sin(tl),\n",
" numpy.cos(tl),\n",
" numpy.sin(tb),\n",
" numpy.cos(tb),\n",
" tpml,tpmb,tpmcov,\n",
" tplx),\n",
" disp=disp)\n",
" if plots:\n",
" A= pout[0]\n",
" B= pout[1]\n",
" C= pout[2]\n",
" K= pout[3]\n",
" u0= pout[4]\n",
" v0= pout[5]\n",
" w0= pout[6]\n",
" if showmub:\n",
" cindx= tindx*(numpy.fabs(tgas['b']) > 40.)*(numpy.fabs(tgas['b']) < 50.)\n",
" corr= -(pmllbb[cindx,1]*4.74047\\\n",
" +w0*numpy.cos(tgas['b'][cindx]/180.*numpy.pi)*tgas['parallax'][cindx]\\\n",
" -numpy.sin(tgas['b'][cindx]/180.*numpy.pi)*tgas['parallax'][cindx]\\\n",
" *(u0*numpy.cos(tgas['l'][cindx]/180.*numpy.pi)+v0*numpy.sin(tgas['l'][cindx]/180.*numpy.pi)))\\\n",
" /numpy.sin(tgas['b'][cindx]/180.*numpy.pi)/numpy.cos(tgas['b'][cindx]/180.*numpy.pi)\n",
" else:\n",
" cindx= tindx*(numpy.fabs(tgas['b']) < 20.)\n",
" corr= (pmllbb[cindx,0]*4.74047\\\n",
" -u0*numpy.sin(tgas['l'][cindx]/180.*numpy.pi)\\\n",
" *tgas['parallax'][cindx]\\\n",
" +v0*numpy.cos(tgas['l'][cindx]/180.*numpy.pi)\\\n",
" *tgas['parallax'][cindx])\\\n",
" /numpy.cos(tgas['b'][cindx]/180.*numpy.pi)\n",
" if subaxi:\n",
" corr-= A*numpy.cos(2.*tgas['l'][cindx]/180.*numpy.pi)+B\n",
" sindx= numpy.argsort(tgas['l'][cindx])\n",
" if subaxi:\n",
" wind= numpy.sum(cindx)//360*8\n",
" else:\n",
" wind= numpy.sum(cindx)//360*(8+4*showmub)\n",
" if noxlabel:\n",
" xlabel= None\n",
" else:\n",
" xlabel=r'$\\mathrm{Galactic\\ longitude}\\,(\\mathrm{deg})$'\n",
" if showmub:\n",
" ylabel=r'$\\Delta\\mu_b\\,(\\mathrm{km\\,s}^{-1}\\,\\mathrm{kpc}^{-1})$'\n",
" else:\n",
" ylabel=r'$\\Delta\\mu_l\\,(\\mathrm{km\\,s}^{-1}\\,\\mathrm{kpc}^{-1})$'\n",
" bovy_plot.bovy_plot(tgas['l'][cindx][sindx][::wind],\n",
" pandas.rolling_apply(corr[sindx],wind,lambda x: numpy.mean(x),center=True)[::wind],'ko',\n",
" xrange=[-20.,380.],\n",
" yrange=[-76.+30.*subaxi,76.-30.*subaxi],\n",
" gcf=True,\n",
" xlabel=xlabel,\n",
" ylabel=ylabel)\n",
" errorbar(tgas['l'][cindx][sindx][::wind],\n",
" pandas.rolling_apply(corr[sindx],wind,lambda x: numpy.mean(x),center=True)[::wind],\n",
" yerr=pandas.rolling_apply(corr,wind,lambda x: numpy.std(x)/numpy.sqrt(len(x)),center=True)[::wind],\n",
" marker='None',ls='none',capsize=0,color='k')\n",
" ls= numpy.linspace(0.,360.,201)\n",
" if showmub:\n",
" pred_pm_l= A*numpy.sin(2.*ls/180.*numpy.pi)+C*numpy.cos(2.*ls/180.*numpy.pi)+K\n",
" else:\n",
" if subaxi:\n",
" pred_pm_l= -C*numpy.sin(2.*ls/180.*numpy.pi)\n",
" else:\n",
" pred_pm_l= A*numpy.cos(2.*ls/180.*numpy.pi)-C*numpy.sin(2.*ls/180.*numpy.pi)+B\n",
" plot(ls,pred_pm_l,lw=4.,color=sns.color_palette()[0])\n",
" if noxlabel:\n",
" gca().xaxis.set_major_formatter(nullfmt)\n",
" bovy_plot.bovy_text(r'$%.1f < B-V < %.1f$' % (bvmin,bvmax),\n",
" size=17.,top_left=True)\n",
" if showmub:\n",
" bovy_plot.bovy_text(r'$40^\\circ < |b| < 50^\\circ$',\n",
" size=17.,top_right=True)\n",
" else:\n",
" bovy_plot.bovy_text(r'$|b| < 20^\\circ$',\n",
" size=17.,top_right=True)\n",
" if addlegend:\n",
" if showmub:\n",
" legendlabel= r'$\\Delta\\mu_b = A\\,\\sin 2l + C\\,\\cos 2l+K$'\n",
" else:\n",
" legendlabel= r'$\\Delta \\mu_l = A\\,\\cos 2l - C\\,\\sin 2l + B$'\n",
" pyplot.legend((mlines.Line2D([], [],lw=4.,color=sns.color_palette()[0],ls='-',marker='None'),),\n",
" (legendlabel,),\n",
" loc='lower left',#bbox_to_anchor=(.02,.02),\n",
" numpoints=1,\n",
" prop={'size':20},\n",
" frameon=False)\n",
" return pout\n",
"def mcmc_sample(tindx,nsamples=1000,p=None,plots=False):\n",
" \"\"\"Similar to fit_sample, but run MCMC\"\"\"\n",
" if p is None:\n",
" p= fit_sample(tindx,plots=False)\n",
" samples=\\\n",
" bovy_mcmc.markovpy(p,0.2,\n",
" loglike,(numpy.cos(2*tgas['l'][tindx]/180.*numpy.pi),\n",
" numpy.sin(2*tgas['l'][tindx]/180.*numpy.pi),\n",
" numpy.sin(tgas['l'][tindx]/180.*numpy.pi),\n",
" numpy.cos(tgas['l'][tindx]/180.*numpy.pi),\n",
" numpy.sin(tgas['b'][tindx]/180.*numpy.pi),\n",
" numpy.cos(tgas['b'][tindx]/180.*numpy.pi),\n",
" pmllbb[tindx,0]*4.74047,pmllbb[tindx,1]*4.74047,\n",
" cov_pmllbb[tindx]*4.74047**2.,\n",
" tgas['parallax'][tindx]),\n",
" isDomainFinite=[[False,False] for ii in range(len(p))],\n",
" domain= [[0.,0.] for ii in range(len(p))],\n",
" nsamples=nsamples,\n",
" nwalkers=2*len(p))\n",
" samples= numpy.array(samples).T\n",
" if plots: plot_samples(samples)\n",
" return samples\n",
"def plot_samples(samples,fitmub=False):\n",
" labels= [r'$A\\,(\\mathrm{km\\,s}^{-1}\\,\\mathrm{kpc}^{-1})$',\n",
" r'$B\\,(\\mathrm{km\\,s}^{-1}\\,\\mathrm{kpc}^{-1})$',\n",
" r'$C\\,(\\mathrm{km\\,s}^{-1}\\,\\mathrm{kpc}^{-1})$',\n",
" r'$K\\,(\\mathrm{km\\,s}^{-1}\\,\\mathrm{kpc}^{-1})$',\n",
" r'$u_0\\,(\\mathrm{km\\,s}^{-1})$',\n",
" r'$v_0\\,(\\mathrm{km\\,s}^{-1})$',\n",
" r'$w_0\\,(\\mathrm{km\\,s}^{-1})$']\n",
" corner.corner(samples[:7].T,quantiles=[0.16, 0.5, 0.84],labels=labels,\n",
" show_titles=True, title_args={\"fontsize\": 12})\n",
" return None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Some examples of fitting"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 211093.151566\n",
" Iterations: 3\n",
" Function evaluations: 274\n",
"/Users/bovy/anaconda/envs/py27/lib/python2.7/site-packages/matplotlib/__init__.py:898: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n",
"\n",
"[ 15.60596717 -13.06106754 -5.13782766 -5.68064129 9.42363902\n",
" 12.7192228 6.92986014 4.77448614 4.43178126]\n"
]
},
{
"data": {
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6BnsshBCicQo5sSilBhhTFq/1SSa2T0MshBAi+YRzxzJEa71Sa32N1nqfe6HWei/mMzgm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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12a5ccd50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(6,4)\n",
"tindx= indx*(bv > .2)*(bv < 0.4)\n",
"print fit_sample(tindx,plots=True,disp=True,bvmin=0.2,bvmax=0.4,subaxi=False)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 1221271.160595\n",
" Iterations: 2\n",
" Function evaluations: 182\n",
"[ 14.51835703 -11.82386971 -2.39712688 -2.99974715 8.52756738\n",
" 17.09402242 7.09656647 4.98606587 4.70691134]\n"
]
},
{
"data": {
"image/png": 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c7NghMSoqynYhZ9XSImDTZ4fxj0+/gzLHd4vugOys4Rg16GZ/huuSuzoWrxJL\na2FNLI8//rhXY4UF0rdHzmHVe7tVilki8OyUoZg8NsmhjsUqPz9fcx2LJwd/W7dlezX+/P63Dlf3\nsV07YMFjo5zWhclp+c6cbaMmLS0NZrPYAKS6utrpc7t3747OnTujsrIKhSXfo2Cr4wmsZ/fOeOnn\nY9C3Z7TD84nntF60Xbl6Dave24XtBxz7PA0bcCNefHSkraNrMFjHCpOGdKHEohQOdyxydZYreOOd\nnThQ6XhbfM+tSXjmgaHYtKnQpzGG6I7FPUEQ8O6n36Gw+LDDuiH94jH/sVHoFq2tElzL5+1sGzUR\nERGIjIy03Z3U19fDZDK53D8A7Dt8Dove3IqoDvadcju0j8T8R0cifUhPTa9PnNNyEWG+0IjfbSgH\nP15nt43BAMyYyPDQROay31yg0B2LC+GWWABxGPW8jyvwry8qHdaNGHgTFv5sFFIHii2uvWnOqMdd\nT2vgrLVV07UWvFm4B5/vcmxKPD1jAB6dPBCRHvRJ0XKH6GwbX6jdgQ4YNByJY59Ep272RWMGA/Dk\nT4bgp3ekhFxZfriRF0sqL/xOnruAX6/bjlO19j3oozu3x4uPjsQIdlMwQlblLrHoOlGIokUW8YOo\nyAg8df8QLHhsFDq2j7Rbt/u7s1iQ+xXadYrzev8zZsxAfn4+2rUTy9bT0tLaXFJx5sLlJvx6XZlD\nUmnfLhJLfj4Gj9+b6lFSAbTNAuiPGQGV+ywoKMCxyoP4/J0XYanZabdOEIANHx3AXz74VrU1ItFu\nxowZ6NWrF/r27Yt9+/bZflffVZ/HvDe/ckgqST2j8Ydf3hVSSUULrxILYyyJMTZB+Qdghc7xESdu\nH94bOXPvwI1x9uP9HDttwdisZdj6pfo0NFqarDo7+NsKtdZW5+ouY+HqrxyGz4jp0h6vP3crxg31\nrqhIyyyAzrbJzs62uwCIiND+c5bvX94SsKW5CV8Uvor9xWtgUPQe2Fxajd9uKMelK1TXpqfSb0/i\npb9sg+WS/QgJwwbciOW/uM3hNx4OPE4sUguwtwBkqfyl6BodcSmpZzRWzb0DAxLsh22otzRi8Z+3\nYfuBU0GKLHypNbd+Zu4S/GLFFhw/bbHbtlf3zsjJvgPMxWjU7hK5ljtEZ9u8+eabuHr1KgRBwL59\n+zB48GDV10hMTHS5f7VmsMe+/RRndr/jME7dbn4WC1d/jR/qLzs8h2hTXV1tK2L96MtKLH97h8O4\nbhNGJeC7SdQLAAAgAElEQVSVp8eic5i2yvNmSJepnPP3PV0XisKpVZgrV65ew//l70bpt/aJxGAA\nZj8wFD++7Xq+1zqcRFsd0kVZUX5j32EY+ZOFiGpvf9U4KKkbXnpiDGK6uG6do+fn7W4bb+vHXNXz\nHDlei99s2I5zipEg4mM64n+fHovkXjFO99tWePNbaWkRsOH/HcBHXypn+hAr6R+ZzEK2PktLqzBv\nisLqna0Ip6QiN3PmzLBNKoA4gvLCn43GtAkD7JYLArD2w/346/87iJYWgXrUayDvTJowOAOjH3zZ\nIancmtYTv3v2VrdJxRPyq1hveVs/5qqep690V2xMtL8rrjVfwcLVX2MPp576nmpsasaKd3Y4JBWh\npRlzs4bh0bsHhmxSAcQZJGfOnOlyG28SS5WzSnqptzsJgogIA2bel4o5029xmI72w8+PIPv1D/Do\nY49r7lGvx4kuHFlPssZxM3DL5GxERNg3kPjpHf2w8GejwQb083p4FW9p+U5mzJhhVzympX7MXT1P\nXHRHvPbceIwdYj/C9uXGa/jN+u0o/ua4tjcQIL4MfeMpTy/WzBca8fKaUofShWtXL+ObD3+HF2f9\npFVc8HmTWFIA/JMx1swYq5X9nQewQOf4iIcmj03Cy0+mO7QYO14XhfSpv0G7jvb9FDwdR6y1W7ho\nCW6ZPBfGccoTsoBZPx2Cp386RPM88uFyh6jlTqdj+ygsmjkGP74t2e65zS0C/rhxD/K3crS1rgta\nhj+SJ7lTP1zEgtyvcKjafoaPKxfOo3TjEpw7trfVDKHkTWIZAXF4/EjOebzsrxuAUJ8MrE0YNehm\nLPvFbYhT9M6N75OK8TOW44bo600XPRlHLJTpcZV66UoTvmtIRMJg+2HvIg0CFs8cg/ulmRe1JIxw\nG3NNS0vAyAgDZj8wFE/d79hI4B9bvkNu4V5ca0PNkT0Z++vw8TrMz/0SJ3+wb0589cIZfJ2/AA3n\njrrdRzjxJrHs5pyrThrCOV/kYzxEJ/37xCJn7h1IuNn+DqVLtz4Y//AKxNwsniT90UcinFgT0g/1\nl7Fw9dfY+/05u/VdO7XHsl/cgVvTegHQnjD0Gmk62JQJ22Aw4IE7++PY9r+hpdm+2XHRN8fxuzbU\nHFnroK9dew7B4j9vc5hwbWi/7vjinXm4YnGcATLcL/i8SSwCY0x18CDG2BQf4wmKvLw8lJeXBzsM\n3d3crRPemHM7BqfYT6TZsXMcxmW9hpuSR9n1Z2irOkb3wrw3v0T1qQa75Y0XzmHl3NsxKPl6c2Kt\nCUOPkaYDTWu9WkFBAb7b8QnKNr2C5qv2IyTv5mex+E/bUGsOTnPkQBY/uuvcWlBQgMj4oeg79klc\nbbJvdXfXiD74zeyxMPZP8mjfoaC8vBx5eXkut/F2BsnhEFuHyQsLDQAy5DM4hrpwHNLFG03XmvGH\n/D34cu8Ju+UGCHhu2jDcMy5Jt9cKVjNlb1938JhJ6Dv2SUS2s2/5xRLjsPTJdIfB/rQO0tlaxlxT\nfq7KJs2d43phzIOvoHOsfcV+99gb8OtZY9G3R+AGsAz0cESuXk8QgN/95VP0G/2gw/rpGQPws3sG\nwWAwhO0QSv4Y0iUTYgfJQojTE1v/igAcdfE8EiTtoiLx4qMjMfVH/e2WCzDgz//ch7yPK9rk/Bsl\nO44jefyzDkklfXAPvPrcraojyGoZggXQ1qM+1Kld/Svv2C7WncS2goVoNNtftPxQfxkLc7/Ct0fO\nBayVVqCLH501epgydTrW/eeIQ1JpaWlG7aF/4/F7U23NiVvrEEre3LEM55yrjhfial0oait3LHIj\nJjyGXsOmwmCwv6a4c3gfPD9jGNpFRTp5pjbBuGPRMp+JnCAIeG/Ld9hY5Dg68Y/HJ+PpB4Y6HUHW\nkytMVwMOhjpn7zMiIgItLY4V9B06dsaS1cXYUXHGbnlUpAFHy/JQb9rl92MiWFM+yI9584VGvPa3\nbxxafl27ehm7P16J86Z9qrGEW4dkf9yxuBrhMMuL/ZEA2v3Zu3jlqXHooGiO/MWeGrzyVhkuKMYr\nCnWetr662tSMle/uUk0qIxKaMPtB50kF8OwKM5zHXHN29d++fXvV5czYDy/9fAxqK7+2W36tWUDC\nmMdxI5vo9+bIru4m1e6a9L6TMp2xYN6bXzo2J75Yh7LCpTh7dJfTGFtbvzFvEstatYXSrJLUjyUM\njBncA68/Nx6xip7jByprsWD11zh7/pKTZ4YeT4o/zBcasXRNqUNdU/O1q9j1nxz89pfTsXHjRrev\nGc4JQytnjQyuXlW/8Fi8eDEiIyNwcu8mnNr/b4f1PYb8GH/65z6/jo4crOLH6upq/LtoB+bnfoXT\ntfa/HUutCdvyF8J8tjIgsYQKbxKLgTE2z/qAMTaMMbYTQD8A63SLTAVjLIYxNl/628gYG65YP1+a\n736ecp0rrbVVmCvGxDjkzL0dvW/sbLfcdMaC+blforLG6cg9TgWjQ6DW1lfHTjeoXk02XqpH2aaX\ncerwNgDay+Nb2xWmkrMr6yFDhri9Y/vh8GeY9+hIRCmmENiy/Rj+57V/4XLjNb/EHKz6ii3bq/G/\nb5Xh4mX7Iq4e0c345p9LcbnhbKupOwH81CoMEE/wEIu9RgAYBSCLc+73invG2BrO+bPS/8kAdgEY\nwTmvZowVAnidc75XWr+Vcz7Jzf6S0MbqWJQaLl7Fq38tdzjh3tAhEi8+on3mwGC1btHS+uqrPSfw\nx8I9aLxqX/5uqTVhx79exSXz9XoBmoJZ5O77VKsTUNZ1pf/oARy/xtBeMdpDt04tyPnVZNwU18kv\nsau1ZFOrg/O1XuNqUzPWfrgfW8uPOaybOCYR/zPtFvTvl+LTa4Qqv0z0xTk3c87XATBzzkdbk4o0\nJ4tfSInENm2i9JpVAKZJizKtSUVS5c94Wovozu3xu2dvxXipA6DV5cZmvPq3b/D3/xxULb5Qlk8H\nq0Ogq+KPa80tWP/vA3jj3Z0OSeVybSW2FSyySypAaPcfCCRPr/7V6rrWv/k7lBYswqUG+4Eqz1+K\nwAu//wK7vjujtitdOauDmzt3rk9312frLmHhn75WTSo/vy8V2VnDHO7Y2hKXdyxSh8fRrp4PIBnA\nDun/2f7qxyIVbe3knEfKlu2E2My5GMByzvlo2brlAATOudNCTbpjua6lRcDf/nNQdcrjwSnxWPCz\n6/O4q10BPvbYY0FpkaOMx9r6avJ9D+CNd3biQGWtw/aTx/ZFt6bv8Oij4dd/INC0XtU7u3MEgA6d\n4zDmgaW20R6sDAYgK8OIhycP9Gked2WM8seu4lLS+t3vO3wOb7y7Ew0X7eubOrSPxC8fHuFwkdYa\n+XrHMgliwtjp5G8HxP4s1rsH1aFe9CA1Yx6pWDwCYmKJdXwGakETj2kWEWHAU/cPwewHhjoMsniw\nqhbPr/oc+74/5/QKsFcv9R9TIO4AlJXpxuET8Pyqzx2SSlRkBOZMvwVzpg/DI4+0zv4DweJqRIHG\ni3UoLXwJZyp32C0XBGBj8WG8srYUdZYrusUir//yZKQDd3fX15pb8O7mQ3jlrVKHpNKze2esnHtH\nm0gqWkS5Wb/Wk34pjDHHWWt0JC/qYozNBrCVc/4ZY2yWL/uVMi8AYM6cOcjOzvZld2HtJ7enIKV3\nDN54ZyfON1z/sddfaMTLa0thrt6NiKj2aLlm/8NyNn9EIFvBGCKisO5f+/HRV46H4dVLdVi1+Kcw\nJl5vLT9jxgwsWiQObxdOveFDUWpqqss7g+amK9jx79fRb/QUpN7+GARcP16+PfID5uT8F7+Ydott\nTLZAxSXnKgmdPHcBq/6xC4ePOzZqGZPaA798ZAS6hOlsj1rl5uZi9erVmrZ1ecfiaWfHQHWOZIzF\nApjKOb9bWnReZbN4lWWqSkpKwDkH57xNJxWrwSnx+OOv7sKwATfaLRcEILrveNz+6CrE9rAv8Tx5\n8mRQ7wA6xaegf8Z81aRy4exhHPlspV1SIdpobf3mrK4rOztbdkwMxau/mobXnrvNYVSDhotXsSxv\nB1a+u8th7ndX3LVEdBaXGuvdtbz+sLm5Bf/6ohJzf/+5Q1IxGIDH7h6Il54Y0+qTCiB+l9bzZElJ\nicttXd6xMMamAtilVoamhVThPpxz/oGT9bMgFm+pVfQYpOUrVF5/OYDpssf1UC8O8+sdVGsW27UD\nfj17HDYWcRQUccir4rrGJ2D8wytwbN8W8NL30HTlAlJTU4NyB3DhchPyPq5Av7ued1gXYQCmZxix\n9H9+CQhtZzj3YLBeQKiNNPDRRx8BsD8m3vzVXch5dxf2V9qP7PvFnhrsOXwWP78vFRmjE13OfaNs\nuWYtlpXHoxbXnXfeidzcXIf9Ke+uK2vqsXrTXhypcSzhj+vaAb98eASGs5sc1hENzY0ZYxkQK+iL\ntSYYqVJ8OoBKZ0nFW1JHzE3WWKzDyDDGajnn8bLtCgGs4Zx/5iZOqrx349sj5/DHgj04W+c4Ym3j\nJTP4tvewbNETeOQR35twapGUlASDIRJvvl2EgiLuUN4NADd164RfPTwCg1Piw264jHCm9lk7+/yb\nm1vw/n+PIH/rd7jW7HgeYn3jMOunQ8D6dnNYB3g20KerJsjK4Xb6D7wFN6fei+4pY6E2hN7YIT0w\nZ/owXaemDjfuKu8192ORTugpEO8OaiHeDVjvDWOldd2l/49wzlf6GrxKDFOl19wpLeoHsR/LesbY\nRgDLZP1YdshbiTnZXxIosWhy6UoT1v/7AIqcTEPbM74zZkxieHLaHQAEv53ErzW3YNRdWbgp9W50\n6HKj6jYTxyTiqfuHoPMN7TweR4z4RmtikS87etKM3/9jt8O0BVajBt2MR+8eiP597AslPBkbTEtc\ndZYrWL7mP9hvakFkO8ek0bljFJ68fwgmjkkM6TnpA8FdYnFXeW/DOc8BbJ0jR0FMJNb2g/UA9nDO\nXRe8+UAqVtuE68Vm1qKyidLj2QAWMcZSIDaR9qlCn9jr1LEd5j40HONv6YW1H+7HKcVMeKdqL+L/\n8nfDOPklnK/ahoaLVxHdWX1cKW9cuNyEovJj+OjLSiSM+ZnqNr1v7IxfTBuGof27A9BWVEL8z91F\nRnKvGPz+hTvw/n+P4J2Pv0VEpP1xs/PQGew8dAbDjTfinluTMSb1ZkRGRjitmFdriegqhuOnG/DR\nV1UoKq9Gi9AOkSrVJbfd0guzHhhqa3JPXPOq531rYb1jefzxx5GZmYn09PRghxQWrjY148MvjqCw\n+HuHCYys2kVFYOyQnhg7pAdGDrwZnb2o3Lx0pQl7+Dl8sacGOyrOOJ32tmP7SEz50QBM/VF/tG93\nfXDN1jInSmvkrHhsQOoI9Ex7EDG905w+t3tMR9w2rDcunqnA88887FB/pqXRyJnzl3DfQ79AbMJI\n3BCX4HQ7S60Jl49/gfLPNrl+Q21IeXk5iouL8fbbbwO+FoW1RlQU5ptzdZexsZij+JvjaHYxn0tU\npAEDEuLQr08M+veJRY/4zojt2gExXTrAALF468rVZpytu4QztRdx7LQFB6pqUVVTr1rGbSW0NMN4\ns4CX/+c+xKlcSQZrGHXinrshYUbfcT8G3zUTP1xwPY1DhygBpu93o/7094jr1IKfzZiC6VN/gi43\ntENLi4Cm5hZcuNSE07UXcbr2Eo7U1ONA5Q+q9YVyVy7W4XBpPkwHihEZGUHHi4JudSytESUWfZyu\nvYjC4sP4764ap3cVempuaoTpYAmqdn+ES/WnnV6h0h1LaFKr9wKgOjbZqjUb8Z/SE+jcPTB9nS+Z\nz6Bq90cwHShBc5PYj4uOF0eUWFygxKIv84VGFH9zHJ+UVftl6P2mS7Wo2rMF1fs2o+mKxbbc2Q8/\nXKd9bc2cfScJCQkwmUwOy9PS0mA2m9ExpjfmLP0TPt9d4zDum68MBiCtf3d0aT6JJdkzIHhRtNbW\nUGJxgRKLf7S0CODH6lB+8BS2HziFE+cuun+SE31u6oIRA2/CncP7IDXlRo+LtsJ5FsfWyJOxuwDx\nu+3duzcAsdjs0pUmjM2YjuheQ9HHOBYXr3g3BH9UZARY3ziMHdITtw/rhfgYcXpqOl608VtiYYwd\ngThsfRFkfVwYY8MA++FXQhUllsA4V3cZGfdl4YbYBPxk2kzUWa7gwKFKRHbogq5dOiMqMgJRkRHo\nFtMRPeM7o0d8J6T0jsHglHjEdb1ed+Jt0Rb1Ywkdzuq9nElMTMSpU6fsis2snXArK6tw/IwFR0z1\n+L6mHqd+uIh6SyPqLzTicuM1REVGoF1kBNq3j8TNcZ3QI74TenbvjIFJ3cAS4+waesjR8eKebs2N\nVTwDsT9JJsRmvqMgDmtvHRQy5BOLVV5eHrUK86Mb425Aw8n9aDi5H0uf/DMAIClpJgDPfrxLlixR\nLUZpK7PytQbOmggnJibi+HHHPlLyZdbm4pGRkWhubsbw4cNs/ZImpvf1a9zkOmurMJcEQdDtz2g0\nJhuNxllGo3G4nvv115/RaEwyGo2CyWQSiP/k5+cL7dq1EwAIQ4cOFfLz84W+ffsKffv2tW2jfOxs\nmXxfaWlpQn5+vtvXV9sPCY78/HwBYv8zu7/8/HyH7zYhIUF1W7XnksAymUyC0WgUjEZjkqBybtXr\nBJ3h7AVC+Y8Si/85O5FERka6TDSC4DwhUKIIb64uDuTfrfUYcfeXlpYWpHfSdrlLLB5PccYYW84Y\ne9palwIAUo/7foyxpz3dH2ndnM0saS1ntxZvXLzofQU/CS/K+XOcVY5rncvHkzlXSGB4M3fmDogT\ngH3GGGtmjG1hjM0DEAOgv67RkbCn9UdvNtuPIOtuOHTSOsmH6dc65D1NJx16PK6855y/D+B9wDZ+\n1wiI43U9A/uh7AnRPNFSU1OTLYncdddddsOaK8f4otY6bYNyyHtnFfzUeCP06NaPRUoyya6GqQ81\nNFaY/znrEOcN6gHdNsmb/1I/k+AL+FhhjLEpes+/4k/UjyUw5CcDZ1edWtAYX22Tsl8J9TMJPnf9\nWLypvD/CGPueMfYXxtgU6eRs5XL+E9I2yStrjx07ZjeFsSeoLJ2Q8OBxYuGc9weQBXGirxkAdkuV\n+M0ARjDGbtE5RtLKyBPN0KFDNT+PytLbJnmFPgkP3rQKA+d8D+c8h3OexTnvBmAAgOcAHAXwvpRo\ndkitxQhxylnLn+zsbNtdTVpaGg0ESGwo0YQ+X4Z0seGcVwF4y/pYNsvkCD32T8KfsxOBsuWPvEL2\no48+AgCqsCckzOhdeR/NOVefuFpnjLEMALFS82frsvkQxytLAVDCOd/jZh9JoFZhIUHrXOmEkODS\n0ipMlzsWxlg0gCUA5gNwPeWbflYAWCOLoRDA69ZRlRljWyF25HRr5syZ1CosBFFCIST0pKeno3fv\n3tbEosqrOhYrxlg0Y2w5xLqVWF/25eHrZkC8M5HLUAzVX8UYmxComAghhIi8TixSsVM1xKFcUjjn\nz+oVlAaxAOpksWRAbKUmVw9xRAASBqhClpDWw+OiMCmhzAbwT4jla2Y3T9EVY2wq5/x9xpg8aajd\nLdVCbEBACCEkgDQnFsbYLAALAWwCMCrQCUWKIQayOxWZboGOhRBCiDpNiUWqGP9G6hwZTFmc83Uq\ny8+rLIvXulNpaAIAwJw5c5Cdne1FaIQQ0nrl5uZi9erVmrbVlFg451k+ReSEdBc0EuKEPUoGafkK\nznm1NMjlDie7qod6cZiy3kUVjRVGCCGuZWdn2y66ZWOFqfKmjiUGgKBHfxXp7kPtDkTNCADJjLFM\niElnFIA4xhg45+sZY8risBTImiMTQggJDG/mYzEzxmKkzoXnA9UhUt4REgAYY6MBFHHO10uLihlj\nw2RNjsNqCH9CCGktvOogKVXcWxNMBoBKtd6X/iK1TMuAeAdzXhqqfzaARYyxFIijLM8KVDyEEEKu\n86nnvZRgShhjyYyxqRCLqPyOc54DIEclFuvwt2EzJwwhhLQ2PvW8t+KcH5WKqvrpsb9Ay8vLQ3l5\nebDDIISQkFdeXo68vDyX2+g6CGW4oRkkCSHEc7rPIEkIIYS4QomFEEKIriixEEII0RUlFlDlPSGE\naKWl8l6Xib7CHU30RQgh2vh9oi9CCCFEiRILIYQQXVFiIYQQoitKLIQQQnRFiQXUKowQQrSiVmEa\nUaswQgjRhlqFEUIICThKLIQQQnRFiYUQQoiuKLEQQgjRFSUWUKswQgjRqlW2CmOMJQOYBqAOgIFz\nvk62bj6ASgApAEo453u07JNahRFCiDZaWoWFVWKRksoKznmW9HgHY2wH53wvY6wQwOuc873Suq0A\nJgUxXEIIaZPCrShsLYC/yB5nWBOJ4n8AqGKMTQhcaIQQQoAwSiyMsRiIyeO/1mWc8wZpXQaAKsVT\n6gFMDFyEhBBCgPAqCksBUC/dhcQBSAawh3NeAiBWZftaAKMCGB8hhBCEX2IBgPOc888AgDG2kzE2\nDUA3X3ackZFh+3/OnDnIzs72ZXeEENLq5ObmYvXq1Zq2DafEUg8gVlmPAuAZADtVto/XuuOSkhJq\nFUYIIS5kZ2fbLrpramrsLsiVgppYGGOzAIwEIKisNkjLV3DOqyEmkXrFNlUQ72SKoV4cpqx3IYQQ\n4mdBTSxSH5R1bjcUtz3KGFMmj1gAVZzzEsaY8g4lBcAaHcIkhBDigbBpFSZ5Q2oBZjUS15NHEWNs\nmGxdsrUuhhBCSOCEUx0LOOeLGWPLpI6S/QDM4pwfk1bPBrCIMZYCYDSAWcGKkxBC2rKwSiyAmFyc\nLDcDsK77wJN95uXlITMzE+np6b6GRwghrVp5eTmKi4tdbhN2icUfaKwwQgjRhmaQJIQQEnCUWAgh\nhOiKEgshhBBdUWIhhBCiK0osoBkkCSFEq1Y5g6Q/UKswQgjRhlqFEUIICThKLIQQQnRFiYUQQoiu\nKLEQQgjRFSUWUKswQgjRilqFaUStwgghRBtqFRYgubm5wQ5BE4pTXxSnfsIhRoDi1IoSiw5Wr14d\n7BA0oTj1RXHqJxxiBChOrSixaKBH/Yu7ffi6Xus2/n6N1hJnIL5zPeIIhWNTr30E4jXCIc5A/Ib0\nisOZtl7HEgkAp0+fdrlRcXExevfu7XKbmpoan/bh63o94tTjNVpLnFpeo63EGajjwt+/oXCJMxC/\nIV/jkJ0zI9XWGwRBcPnirRlj7DYAXwU7DkIICVO3c86/Vi5s63csOwDcDuAUgOYgx0IIIeEiEkBP\niOdQB236joUQQoj+qPKeEEKIriixEEII0RUlFkIIIbpq65X3JMAYY8sBbOWcf6ZYPh9AJYAUACWc\n8z1a1gUyTsbYLOnfQgDxAGZxzhcHM05CQhElFh+F4skkFE+AjLEMACMATAWwVbGuEMDrnPO90uOt\nACa5WxfoOAHEAlgBYA2AKgATtbwHP8YaA2C29HAUgOVaE3IgjwFXcYbKsSqLsR7i97qWc16iJY4g\nfZYOcYbKZwkAEASB/rz8MxqNhUajcZjs8dZgxyTFMd9oNLYYjcZmo9H4vdFoTAqVmI1G41aj0ThB\nsaxW8XiNdRtX64IQ59NGo7Gr0WiMVtk+4HEajcY1sv+TjUbjeet37ep7DvQx4CbOkDhWjUbjckWM\nLdbvOcQ+S1dxhsRnKQgC1bH4KMN6hSqpYoxNCFo019UBiAEQxzkfwDmvlq0LqZilO4QqxeJ6ABNd\nrQtEbCoMnHML57xBvjAYcTLGkiFefQIAOOdHpRimSYsyXXzPATsGNMRZj9A4VmdZ9y3FCIhX9u7i\nCPTvyVWcIfO7p6IwL7k5mXzm+IyAMnDOLcqFIRpzrMqyWohFJq7WBQVj7GmIP+BRAAql4oRgxBkL\nYDmAHMXyeOl7rlQstyZrAwJ7DDiN0/pPiByrI60nYsZYCgAB4snX1YVPoD9Lp3FK60Lmd0+JxXsh\nd9KTC6EToDvdvFwXDEWyq8D3GWNHGGMjEIQ4Oed7GGMjFYtHAFgAIE7lKUFJ1i7inG99EArHquLq\nfjaABZzzBsZYSF34OIvTuiAUPkuAEosvQu2kJxcyJ0ANzqssi9ewLuAUP2pAvOrLQpDilBdtMMZm\nQ2rFJqvEVROMJKiMs4hz/l9pUcgcq1Kx3TQAyQBelxaH3IWPkziBEPosqY7FeyF10pMLtROgG/VQ\nv6KqcrMuoBhjyYwx5edXBaAfghyndFU9lXN+t7QoJJO1LM7J1mWhdKxyzo9yznMALAKwmzEW7SaO\nYF1QqMUZUp8lJRbvhcxJTy6UT4BqpKaSyiuqFIhX387WFQUiNhULFI9jARwJgTiXA5guexyqydou\nzlA6VqVmvABsleL1ABa7iSPgn6WzOEPpswQosXgtBE4mroTqCdCZYsbYMNnjZFlRidq6gDc0kH7E\nth+ndPWdzDnfIC0KSpxS34Tl1nJ2xtjwUEzWanFKq4J+rEqV23Uqq2KlOJRX90H5LF3FCbESP+if\npRUlFt+ExElPLoRPgMOl3uwZAFYwxubJVs8G8BBjbApjbBmAWRrXBTrOdYyx+dJJchnsmxMHNE4p\n1qkAdgOoY4zFSOXp1orykEnWzuIMoWO1Co4n5WSIHQ0BoChEPkuncUrFYKHwWQKgYfN9It2WLoI4\nJ8FoABsVbcWDQtHTOQXAClkTxZCMmXhG1j/E+gM2SP9PlCrwnX7PgTwGNMYZ9GNVuhsYDsAMsdVa\nEef8A3dxBPr3pCHOoH+WACUWQgghOqOiMEIIIbqixEIIIURXlFgIIYToihILIYQQXVFiIYQQoitK\nLIQQQnRFiYWEDanz4hrG2JRgx+JMOMToCalD43Kp06gv+5nqz/27ex0SWJRYSEBIYxmtYYwtY4zN\nY4w9zRhLkk4smk4G0hDgldBxAi2pA59y2Rpp+HGP+SNGLdRiVntvnuKcmwGsxfWOd97ElgFgl7/2\nr1ApGy6GBAklFuJ3jLFpEOeJX8A5X8w5X8k5Xw9xgLxNUJ8/xJndOoeXqbJsDYBiH/apd4xaqMWs\n9rI/z7QAAAVaSURBVN48Jg29UuvDLpJVRt7Vc//yfe2FTu+beI8SC/EraZa7tQCmKaf0lQbHUxtU\nLyCkK/oU5XLO+V5XJ8JQpIzZ2XsLNGlcNV+StDd2UZFYcFFiIf62BsDralOmSpYFMhgraeyktcF4\nbX9z9d6koscYle39JSXQSVoaXDGgRZHEHs0gSfwtE44jstpwzvcyxmyPpZOctShjFMSh1s3Onq9l\ne+mquRLi0OE7peKSLIh3S5mMsVoA9Zzz9VL5/DqIg/stdrMPzaRZHWshDsIIzvn70nLr6xUD2Cqt\nnyi9fonifc6WYugHcaTbbhAHdNyliNnde9sB4Dlpv4UApgKIVPnMrPUiDneVsnh2QRxRuViqX1Ju\nU+/k8/B6/64+C6mIFbg+6CUJArpjIX4jFccIcDOhkOIknck5f1868b4FsQ7GFZfbSyfOIs75B7J6\nHXDO10EcFr1YVudjrXxfBvshyFX3oZX0/I3S898H0E1KNPLXGw4xYZVIj1codrMJwCZpJNsqiHcC\n6zjn65Uxa3hvNpzzLChO/rL3+5lsaHXlfB6bAKyVtsmBmLCURkGl7kSH/Tv9LGTbGBTDxJMAosRC\nQs0i6wlBqtR1V0/gdHspsQ1XJK7ljLEkN/u0nWh92If1+RkQr6Rt9UvSiX+h8jWt20h3XMoWXZmy\nIqUqAA85i9kXau9X5U7E4T0B2KnSxDoFiosKnfbv7rMArt9dkiCgojDiN5zzo4wxA8QTjF3RkXTy\nmAhxTok6AMukk00GgHjpJGKG+xZjrrYfAccWWhM9LPP3dR8joH7HFscYi5adPNXmJZdTFhfp0opK\nhbN4ldvUM8YmQCraA3AEjsktFuIJXu/9a/ksnE3HSwKAEgvxtyKIdSB2iUUq8ilhjO2EOAOedf0M\niM1TFwOAvP7FCVfbd4Pi5OIsITDGYpzU5Wjeh4cM0r4b3G0oKWSMTZCKjjLhQcMDF+9NHounqhQz\nEJY43dI7rvbv9WdBAoOKwoi/PQtgsYuiI9uVulRMskBeaQ7ppKfW6U3D9sXQ3uQ2hTEWrbLck32o\n2Y3r0wVDii0GYlFPtQf7KYYY4xQAu6yzBmokf29qRWbyVmG74f79OrwnQLV1mdpdgx771/JZxEKn\n4kHiOUosxK+keo9ZADYpK1OlE4W8LiEWstY81sp/6aQoPxkZNGyfLL32bqlIxbaNLMlVyfbbTVGm\nb2295W4fzlifXyKLySoLjnUsyrsG5ePRUkX9B9z5XOXy5zh7b/Ll1iJJ2wlY9n6TFNtAto31Pcm3\nGQ7Hllh2r6Xj/rV8FtbWYiQIaGpiEhDSSWIRxJNDPcRy8SqIV5+Z/Pq83cukddZOdSnSXzHEE+cK\niMloIef8A1fb8+vzki+HWEZ/HmIlue1kJD2/ElLRi3QCs77GM9ZtXe1D8T7lz18oe1/W5srxkDWL\nVdteeq35AN6QFfHNgpiM6qTPYYe0/qiLmO3emyzGedJnXy/tr1j6vB6SbaNsDrwTwD8V28g/kyq1\nJtiMseWc80Uqy73ev6vPQvbcNZzzZ5WvSwKDEgshIU66E5vKOV8pPY4GMBpin53RQQ3ODb1P8Fo/\nC8bYXzjnz+n1usQzVBRGSOhbCLGPDgCAc94gFRcVhkFfjSNam2Zr5PazkIrWinR8TeIhSiyEhL6d\nUB9Y0aGfSKiR7iym67hLLZ/FcA8bNxCdUVEYIWFAGlQxDuLJM076K9ap6bNfSa239sjrQHzcn9PP\nwlrJr1bfQwKHEgshxO8YY1MCcRch699CgogSCyGEEF1RHQshhBBdUWIhhBCiK0oshBBCdEWJhRBC\niK4osRBCCNHV/wfk0zJRbzqeywAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x124d77850>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(6,4)\n",
"tindx= indx*(bv > .4)*(bv < 0.6)\n",
"print fit_sample(tindx,plots=True,disp=True,bvmin=0.4,bvmax=0.6,subaxi=False)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 1499368.522704\n",
" Iterations: 2\n",
" Function evaluations: 179\n",
"[ 15.87856163 -11.37443217 -4.02577736 -2.71251416 8.97716631\n",
" 22.19798265 7.48688377 5.18492756 4.91327688]\n"
]
},
{
"data": {
"image/png": 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