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@jbwhit
Created August 13, 2013 04:11
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{
"metadata": {
"name": "2013-08-13-meeting"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Actions\n",
"---------\n",
"\n",
"- look for asteroid or solar twin exposures in old HIRES setup (Found)\n",
"- new HIRES setup (Found)\n",
"- make plots w/ unbinned (x) and (y) pixels (todo)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import calibration_rewrite as calicompari\n",
"import glob"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eros_uves_list = []\n",
"for infile in glob.glob('cali_500_fxb_eros*'):\n",
" eros_uves_list.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"vesta = []\n",
"for infile in glob.glob('cali_500_fxb_vesta_sci_390_*'):\n",
" vesta.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 55
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eunomia = []\n",
"eunomia.append(calicompari.load_exposure('cali_500_fxb_eunomia_sci_390_01_b_up_001.gz'))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"[expo.header['ARFILE'] for expo in eunomia]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 58,
"text": [
"['UVES.2013-05-15T22:54:30.567.fits']"
]
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"blue_eros = eros_uves_list[:4]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"begin = 2\n",
"end = 4\n",
"bin_size = 500\n",
"offset = 0\n",
"for expo in blue_eros:\n",
" print expo.exposureFile, expo.header['ARFILE']\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" plot(expo.Results[bin_size][order]['avwav'][begin:-end], expo.Results[bin_size][order]['cal'][begin:-end] + offset, color='blue')\n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) + offset, color='blue')\n",
"xlim(3400, 4600)\n",
"ylim(-2500, -500)\n",
"title(\"Eros--UVES\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"fxb_erosmutm11mhrs_sci_390_01_b_up_001.fits UVES.2012-03-27T23:36:22.781.fits\n",
"fxb_erosmutm11mhrs_sci_390_02_b_up_002.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-28T23:38:11.877.fits\n",
"fxb_erosmutm11mhrs_sci_390_03_b_up_003.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-29T23:23:40.134.fits\n",
"fxb_erosmutm11mhrs_sci_390_05_b_up_004.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-31T23:25:14.385.fits\n"
]
},
{
"output_type": "pyout",
"prompt_number": 150,
"text": [
"<matplotlib.text.Text at 0x17fef4790>"
]
},
{
"output_type": "display_data",
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d7/BlNQkJFLzhjEoIFMIMiLNbEhCxKwhCVCFiVxCsM2cOnaWMDDojo0fbt28n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\nt5rsTpyIhFB2Nlwrf/6JxpfBsDEzC7O2PjnYVubsbDQ6MyrHio3Fd63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BJLujR+O6kQkR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a4Z2d28Ge4NhvBwNHMzawCmJrtnzsAFZBfr1uF+YL0PkpKgpPLOD0OoanaJ9OfM7extD3JRJsnu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SYf2KibE2ShYsWLBQW2FZmX0DVx3ZtdncbwPLzTVm8RNiwQKiG2/Ub7tjsyp58KSyy7NxpKdj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\n4uwMTCzsAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 150
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ceres_2007 = []\n",
"for infile in glob.glob('cali_500_fxb_ceres_sci_346_0*'):\n",
" ceres_2007.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"blue_ceres = []\n",
"for infile in glob.glob('cali_500_fxb_ceres_sci_[3-4]*'):\n",
" blue_ceres.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"[expo.exposureFile for expo in blue_ceres]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"['fxb_ceres_sci_346_03_b_up_001.fits',\n",
" 'fxb_ceres_sci_390_01_b_up_001.fits',\n",
" 'fxb_ceres_sci_390_02_b_up_002.fits',\n",
" 'fxb_ceres_sci_390_03_b_up_003.fits',\n",
" 'fxb_ceres_sci_390_04_b_up_004.fits',\n",
" 'fxb_ceres_sci_390_05_b_up_005.fits',\n",
" 'fxb_ceres_sci_390_06_b_up_006.fits',\n",
" 'fxb_ceres_sci_437_01_b_up_007.fits']"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note: see what's wrong with fxb_ceres_sci_390_04_b_up_004.fits UVES.2011-10-31T00:12:44.357.fits"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"begin = 2\n",
"end = 4\n",
"bin_size = 500\n",
"offset = 0\n",
"for expo in blue_ceres[:4]:\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset, color='blue')\n",
"for expo in blue_ceres[5:]:\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset, color='blue')\n",
"for expo in blue_eros:\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset, color='blue') \n",
"xlim(3000, 5000)\n",
"ylim(-1000, 1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/Library/Frameworks/EPD64.framework/Versions/7.2/lib/python2.7/site-packages/numpy/core/_methods.py:57: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret / float(rcount)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"(-1000, 1000)"
]
},
{
"output_type": "display_data",
"png": 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6uuoqDQIyMzW4b9lS5D//ib5dPNSpYw30RHRG0Y01a3Smr6BAf/f79TVu1szd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\n"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"blue_list = []\n",
"blue_list += blue_ceres[:4]\n",
"blue_list += blue_ceres[5:]\n",
"blue_list += blue_eros"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for expo in blue_list:\n",
" year = int(expo.header['ARFILE'].split('.')[1].split('-')[0])\n",
" if year == 2011:\n",
" expo.color = 'green'\n",
" elif year < 2011:\n",
" expo.color = 'blue'\n",
" elif year > 2011:\n",
" expo.color = 'red'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"for expo in blue_list:\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset, color=expo.color) \n",
"xlim(3000, 5000)\n",
"ylim(-1000, 1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 53,
"text": [
"(-1000, 1000)"
]
},
{
"output_type": "display_data",
"png": 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UlljUrzc1kKpBbQZ5GkOSzkgco8Rvxkhrj5eWD5JenKXg782Vn+9tnBGTRyo3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\nJVALv2c+nxVkq7XenLt2WZq95P6BpCSrpFbWpGbOlM4+u7hxc0qK9T4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428W1OLNK2r7d\n+tnu3GkVkhMSpBNOkD7+uLZnBgAAAFSLqoz5WMaMg15eIE85BTkhx5LiklQQLKi5ScydKx1xhNSy\npfW7zauCatDz50uZmcWtgPLyrOLynj3RzykokB57TLroIumhh6wqMwAAAFAHsYwZB73EuER1bNBR\na3askaM/AkOXdHzLMoozVaVly6RzzpGy/9gz/PLLUk6O9NJLlbvuihXhwWogELmwlGRB8VlnSXPm\n2LipU6WMDOnzz63vLgAAAFCH8A4YMWH6RdPVvkF7ed1eJcYl6pkzn1HXZl1r5sb/85/QoDQnR3r3\n3cpfd8eO8GMuV/SiU2vXWpGqwB/7l4NBaeFCK1QVzTffSHfeaft1N2yo/JwBAACAAwSZXcSEjg07\nas3QL5S94BMlNmwqT9eTa+7GfT4pLs6WEBcqqwpyMGjLkXfskHr2tL67kURaCu040tat1laotC1b\nIvfV/fJL6cQTw4/Pny8NHGjBuccjjR8vLV0qtW8ffe4AAADAQYLMLmLD0qVyHX64ki+/Rp5zBkmn\nnhoafFaniy+WGjYsXl7s80njxkUeGwhY79t+/aTzzrP+uLNnRx579tnhy489nuJeuqV1iVB92uWS\nOnWKPP6222zptePYY7Vnj/TII5HHAgAAAAcZgl3EhuHDLVjbs8eKOi1aZHtna0KDBtJ330l//7t0\nww3S++9bv9tI/vUv6euvi4tOBQLSoEGRx55yitStW2jAm5Ag/f575PENG0oXXlg83u22QPfUUyOP\n37s39OtgUNq1K/JYAAAA4CDDMmbEhl9/Df06O1v6+eeau/1GjSzYLc9nn4Ufy8kJPyZZpviRR6Qz\nzihenpydbcWwVq6MfM6rr0p9+tgy6cMOs+xtfHzksRdeaMF3YWEtn0+64ILy7wMAAABwECDYRWxI\nT7eqw4VLl5OTpe7da3dOkXTpIs2cGXosroyn4YoV4fuBV6+24DdShWW3W7rmGvtTnrvuknJzpRde\nsID4n/+0as4AAABADHA5VdWxtwZUZYNhxJhNm2y57tq1Fgjedps0ZkxtzypcZqbt0y2stOxySU8+\nab15I/noI8u2ZmYWH2vWTNq8ufrnCgAAANSwqoz5CHYROxzH9rOmpFhm90C1d6/0/PM213POkf70\np+hjHcf2I7//vmV4AwFrddSnT83NFwAAAKghBLtAZQQClk1duNCWFd96q5SUFHns8uWWId67V7r0\nUunPf67RqUqygHfJEms5lJ4utWhR83MAAAAAagDBLlAZw4ZJH35ohZkSE6WuXaUvvgjfO/vDD9Jx\nx0lZWRZw+nzShAnSlVdW7vYDAdsvO2WKBdnjxklDhlTumgAAAEAMINgFKmrzZqldOykvr/hYSoo0\na1b4cuL//V85jzwiV8mfufbtpXXrKjeHO+6QJk4sroKclCTNmMHSZAAAANR5VRnz0WcXdUtenpxS\nVYwdt9uqEpeyZlVBcT/cQoFA5efw2mvFga5krYfefLPy1wUAAABQhGAXdUpO40O0ItBZebLes355\ntNufLPXoETIuK0u6aPYIZctXfEzJ2nbhDZWfROniWR6PlJZW+esCAAAAKEKwizpl7iduDYifq3c1\nRGvUQbN1uo7NX6gcd2gA+ttv0oq4bjpVczRX/bRIPfT3xIe19OSbKz+Jhx+2/b9ScaB7/fWVvy4A\nAACAIuzZRZ2SkSGNGGHFlQt5vdL27VJqavGx7GypaVPL8BZKSpJWrLAtv5X2xRfS22/bfuFrrpFa\ntaqCiwIAAAAHNwpUARW0c6fUqZMFt8GgFWPu00eaOTN87MyZ0nnnWfI1P1964gnpiitqfs4AAABA\nXUGwC0QwbZp0002WtT3vPOmxx6T4+PBx69dLo0ZJP/1kge6jjxavKi5t924b37q11LhxORMoLF7l\n8VTmbgAAAAB1FsEuUMqSJRa45uTY10lJ0iWXSM88U4mLZmVZD9zVq6UTT5RGjowcyAaD0o032o05\njjR0qPTSS7Y+GgAAAMA+q8qYL65KrgLUsg8+CO0elJMjvfVWJYJdv1/q3Vtatcou/NFH0pdfSlOm\nhI994gnpxRelggL7+p13LBU8blwFbxwAAABAZVGNGTEhNTU86VqpxOrnn0tr1xZH0NnZFj1v3x4+\ndsaM0L65eXkWAEfo3QsAAACgZhDsIib06VOcWC2UnW0rjCskL09yuUKPud1Wqaq0Qw4JP5abK02a\nVMEbBwAAAFBZBLuICb/8IiWHtspVfn7kROw+OeEE2/hbmC5OSJCOPlpq3jx87H33WSBcUjAo/fBD\nBW8cAAAAQGUR7CImtGtntaFK8nikBg0qeMHUVOnDD6W2baV69Sx1PGtWeLZXsgB44MDQddQ+nwXM\nAAAAAGoFwS5iQvfu0tVXW4xZr579/eqrUlxFS7Bt3mwB7C+/WP+hzz+P3Iy30EsvWeY3IcFu9KKL\npEsvreCNAwAAAKgsgl3EjPHjpQULLMhdsUIaMqQSF3vuOWnXruKNwNnZ0u23Rx/vdhcvZXa57Dza\nZAEAAAC1htZDiCnp6fan0vbujVzxKpprrpGWLSsuYPXvf0u9elm6GQAAAECNI7MLRHLeeVagqpDP\nJ11wQfTxixaFVmrOzpa++KL65gcAAACgTAS7iC3LlllhqXXrKnednj2tr26nTlLr1tJ110kPPxx9\nfIcOoRWZExPtXAAAAAC1wuU4B8/GQpfLpYNouqhpd98tPfaY5PVKfr/0/PPShRfWzG2vXSv96U/W\nnzcYlDp3lj79NDQ7DAAAAKBMVRnzEewiNnz/vdSjR+i+2sREa7Tr84WO3bJFeuIJaccOqV8/q2QV\nqaXQ/tq9W1q40ALcE06oRCloAAAAoG4i2AVKmzbNsri7dxcf8/msLHPbtsXH5s2TTjutuPhUXJx0\n2WXSs8/W6HQBAAAAhCPYBUr75RepS5fQzG6DBpbF9XpDj+3aFXqu1yv9+GNoUAwAAACgxlVlzEeB\nKsSGNm2k//s/W0Ls81lQO21aaKCblxea+S3kdocHwAAAAAAOamR2EVtyc6WtW6XmzUMD3UJxcVIg\nEHosNVX6/Xfb4wsAAACg1lRlzEcFHcSWxETpkEMi/1swGB7oStLo0QS6AAAAQIxhGTPqDrfbljuX\nlJws9e1bO/MBAAAAUG0IdlG3ZGTYft60NMvmXnONtR8CAAAAEFPYs4u6Z+9eadUqqUkTqV272p4N\nAAAAgD/QeggAAAAAEHNoPQQAAAAAQBkIdhE7duyQ5s+3JcoAAAAA6jSCXcSGL76w/beDBknHHiuN\nHFnbMwIAAABQi9izi9jQooW0eXPx18nJ0nvvSaeeWntzAgAAALBf2LMLlBQISFu2hB4LBqUff6yd\n+QAAAACodXG1PQGg0jweqW1b6aefio+5XNLRR1fuuo4jvf++tGyZdNhh0vnnS24+HwIAAAAOBgS7\niA3vviv17i3l5lqQesUV0oknVu6aN94ovfiilJ0t+XxSRoY0daoF0gAAAAAOaOzZRWy46irp9dct\nMHW5pNRUacUKqVWril1v0yapfXspL6/4mM8nLVwode1aNXMGAAAAEII9u0BJjiO98ooFuoVf+/3S\nhx9W/Jq7dkleb+gxr9eOAwAAADjgEewiNpTeS+ty2V7eiurYUapXL/S6Ho/UrVvFrwkAAACgxhDs\n4uDnckmjR9syY0mKi5NSUqQhQyp+zfh46dNPpfR0u+6RR0rz50tpaVUzZwAAAADVqsqD3XvvvVet\nW7dWenq60tPTNX369KJ/mzhxog477DAdccQRWrBgQdHxlStX6thjj1WHDh101113VfWUUBeMGSON\nHy+deaZ02WXS0qVSo0aVu2aHDtKSJVJWlrR8uXTUUVUzVwAAAADVrsoLVN13331KTU3VzTffHHL8\n999/V58+fTRr1iytX79eo0eP1tKlSyVJAwcO1IgRI3Tqqadq0KBBevzxx3X88ceHT5YCVQAAAAAQ\nsw74AlWRJrdo0SL1799fbdq0Ud++feU4jjIzMyVJq1ev1tChQ9WoUSMNGTJEixYtqo5pAQAAAADq\niGoJdidNmqRevXpp3Lhx2rt3ryTpyy+/VJcuXYrGdOrUSYsWLdKaNWvUtGnTouNHHHGEFi5cWB3T\nAgAAAADUEXEVOem0007T5s2bw46PGTNG1113ne655x7t2bNHt912myZPnqxbb701YrbX5XKFHSsv\nZX3vvfcW/f/JJ5+sk08+eb/nDwAAAACoffPmzdO8efOq5dpVvme3pG+//VbXX3+9Pv/8c3344Yea\nM2eOJkyYIEk65phj9Nlnnyk1NVUdOnTQunXrJEmPPvqoEhMTNXLkyPDJsmcXAAAAAGLWAb1nd9Om\nTZKkgoICvf766xo4cKAkqUePHpo5c6Z++eUXzZs3T263W6mpqZKkzp07a+rUqdq2bZsyMjLUs2fP\nqp4WAAAAAKAOqfLM7iWXXKJvvvlG8fHx6tOnj+6++241bNhQkjRhwgRNmjRJ8fHxmjx5sk466SRJ\n0ooVKzR8+HDt3LlTw4YN09ixYyNPlswuAAAAAMSsqoz5qnUZc1Uj2AUAAACA2HVAL2MGAAAAAKC2\nEewCAAAAAGIOwS4AAAAAIOYQ7AIAAAAAYg7BLgAAAAAg5hDsAgAAAABiDsEuAAAAACDmEOwCAAAA\nAGIOwS4AAAAAIOYQ7AIAAAAAYg7BLgAAAAAg5hDsAgAAAABiDsEuAAAAACDmEOwCAAAAAGIOwS4A\nAAAAIOYQ7AIAAAAAYg7BLgAAAAAg5hDsAgAAAABiDsEuAAAAACDmEOwCAAAAAGIOwS4AAAAAIOYQ\n7AIAAAAAYg7BLgAAAAAg5hDsAgAAAABiDsEuAAAAACDmEOwCAAAAAGIOwS4AAAAAIOZmMP5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}
],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spacing = 400.\n",
"for expo in blue_list:\n",
" spacing += -200.\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset + spacing, color=expo.color) \n",
"xlim(3000, 5000)\n",
"ylim(-3000, 1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 54,
"text": [
"(-3000, 1000)"
]
},
{
"output_type": "display_data",
"png": 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oaBWbMuZbt24hKioKe/fuBQAMHz4cnTt3Rrdu3W4fwzJmIqL8sVeu26mTrI8t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\nXN+BNHMaUkwpGPLvEFQsUhFNyjTJduzlmMvZihTdSbjjdP7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XsW3ANpcr2Iwx8cwWM97e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\n"
}
],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iris = []\n",
"for infile in glob.glob('cali_500_fxb_iris*'):\n",
" iris.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spacing = 400.\n",
"offset = 4000.\n",
"for expo in iris:\n",
" print expo.exposureFile, expo.header['ARFILE']\n",
"# spacing += -200.\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
"# offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) + offset + spacing, color='blue') \n",
"xlim(3000, 7000)\n",
"ylim(-1000, 1000)\n",
"title(\"Iris\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"fxb_irismutm10mhrs_sci_390_01_b_up_001.fits UVES.2012-03-29T09:29:59.620.fits\n",
"fxb_irismutm10mhrs_sci_390_02_b_up_002.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-30T09:34:59.639.fits\n",
"fxb_irismutm10mhrs_sci_390_03_b_up_003.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-31T09:34:34.821.fits\n",
"fxb_irismutm10mhrs_sci_390_04_b_up_004.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-04-01T09:39:49.603.fits\n",
"fxb_irismutm10mhrs_sci_564_01_l_up_005.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-29T09:29:56.893.fits\n",
"fxb_irismutm10mhrs_sci_564_01_u_up_006.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-29T09:29:56.893.fits\n",
"fxb_irismutm10mhrs_sci_564_02_l_up_007.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-30T09:34:55.673.fits\n",
"fxb_irismutm10mhrs_sci_564_02_u_up_008.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-30T09:34:55.673.fits\n",
"fxb_irismutm10mhrs_sci_564_03_l_up_009.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-31T09:34:27.584.fits\n",
"fxb_irismutm10mhrs_sci_564_03_u_up_010.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-03-31T09:34:27.584.fits\n",
"fxb_irismutm10mhrs_sci_564_04_l_up_011.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-04-01T09:39:47.970.fits\n",
"fxb_irismutm10mhrs_sci_564_04_u_up_012.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2012-04-01T09:39:47.970.fits\n"
]
},
{
"output_type": "pyout",
"prompt_number": 151,
"text": [
"<matplotlib.text.Text at 0x17fee9950>"
]
},
{
"output_type": "display_data",
"png": 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Aw4cPY9KkSVi8eDEmT56MUaqkIwFq82aum73gAs7Qjh7Nx9es4fpbxyBUbi6w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\nSUVORK5CYII=\n"
}
],
"prompt_number": 151
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hebe = []\n",
"for infile in glob.glob('cali_500_fxb_hebe*'):\n",
" hebe.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"spacing = 400.\n",
"for expo in hebe:\n",
" print expo.exposureFile, expo.header['ARFILE']\n",
"# spacing += -200.\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset + spacing, color='blue') \n",
"xlim(3000, 8000)\n",
"ylim(-600, 1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"fxb_hebe_sci_437_01_b_up_003.fits UVES.2011-11-01T08:47:16.074.fits\n",
"fxb_hebe_sci_437_02_b_up_004.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-03T08:51:00.371.fits\n",
"fxb_hebe_sci_564_01_u_up_005.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-02T08:54:22.943.fits\n",
"fxb_hebe_sci_564_02_l_up_006.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-04T09:01:39.054.fits\n",
"fxb_hebe_sci_564_02_u_up_007.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-04T09:01:39.054.fits\n",
"fxb_hebe_sci_760_01_l_up_008.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-01T08:47:00.198.fits\n",
"fxb_hebe_sci_760_01_u_up_009.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-01T08:47:00.198.fits\n",
"fxb_hebe_sci_760_02_l_up_010.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-03T08:50:44.661.fits\n",
"fxb_hebe_sci_760_02_u_up_011.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-11-03T08:50:44.661.fits\n"
]
},
{
"output_type": "pyout",
"prompt_number": 69,
"text": [
"(-600, 1000)"
]
},
{
"output_type": "display_data",
"png": 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dlZAgdetmlcBRd7VtK915p2WbNGsW7NGgPujUySaf3WJiLP0YtR9FoQDUebNm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\nAQAAKCWBFgAAgFL6f+B/dqrXHBuUAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 69
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fvesta = []\n",
"for infile in glob.glob('cali_500_fxb_4vesta*'):\n",
" fvesta.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 71
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"spacing = 0.\n",
"for expo in fvesta:\n",
" print expo.exposureFile, expo.header['ARFILE'], expo.header['EXPTIME']\n",
"# spacing += -200.\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset + spacing, color='blue') \n",
"xlim(3000, 8000)\n",
"ylim(-600, 1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"fxb_4vesta_sci_437_01_b_up_006.fits UVES.2010-06-15T22:42:14.500.fits 90.0016\n",
"fxb_4vesta_sci_437_02_b_up_007.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2010-06-16T22:47:55.864.fits 300.0012\n",
"fxb_4vesta_sci_564_01_l_up_008.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-03-29T09:47:29.558.fits 89.9982\n",
"fxb_4vesta_sci_564_01_u_up_009.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-03-29T09:47:29.558.fits 89.9982\n",
"fxb_4vesta_sci_580_01_l_up_010.fits UVES.2010-06-15T22:47:40.182.fits 299.9982\n",
"fxb_4vesta_sci_580_01_u_up_011.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2010-06-15T22:47:40.182.fits 299.9982\n",
"fxb_4vesta_sci_580_04_l_up_016.fits UVES.2011-03-31T10:06:23.084.fits 89.998\n",
"fxb_4vesta_sci_580_04_u_up_017.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-03-31T10:06:23.084.fits 89.998\n",
"fxb_4vesta_sci_580_06_u_up_021.fits UVES.2011-04-01T10:16:00.096.fits 301.9977\n",
"fxb_4vesta_sci_760_01_l_up_022.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2010-06-16T22:47:47.088.fits 299.9982\n",
"fxb_4vesta_sci_760_01_u_up_023.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2010-06-16T22:47:47.088.fits 299.9982\n",
"fxb_4vesta_sci_860_01_l_up_024.fits UVES.2010-06-15T22:42:04.334.fits 89.9985\n",
"fxb_4vesta_sci_860_01_u_up_025.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2010-06-15T22:42:04.334.fits 89.9985\n"
]
},
{
"output_type": "pyout",
"prompt_number": 76,
"text": [
"(-600, 1000)"
]
},
{
"output_type": "display_data",
"png": 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H6bbbpK1brSnU7bdLYVwiBgDggNHlGACAWnD44YGjspGR0gMPWNIKAACCI1g5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\n8/Co6uuP459M9kkiCLJUMSCLkEjBsMUNoQgCVpZ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0uJ9sUZG0fHnNjxF1y/ffW+Gmv/0t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\n+j/YBMajh9wE7AAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"spacing = 0.\n",
"for expo in fvesta[6:8]:\n",
" print expo.exposureFile, expo.header['ARFILE'], expo.header['EXPTIME']\n",
"# spacing += -200.\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
"# offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" plot(expo.Results[bin_size][order]['avwav'][begin:-end], expo.Results[bin_size][order]['cal'][begin:-end] - offset + spacing, color='blue') \n",
"xlim(3000, 8000)\n",
"#ylim(-600, 1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"fxb_4vesta_sci_580_04_l_up_016.fits UVES.2011-03-31T10:06:23.084.fits 89.998\n",
"fxb_4vesta_sci_580_04_u_up_017.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2011-03-31T10:06:23.084.fits 89.998\n"
]
},
{
"output_type": "pyout",
"prompt_number": 106,
"text": [
"(3000, 8000)"
]
},
{
"output_type": "display_data",
"png": 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0dAjes8eCbHFxIgSffXbyfaLGoSdNsvW8qaJC8OzZ1urOn28/f/Ob0mc/K33s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\nQNL4fxK3HD763MUuAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 106
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"time_sorted = sorted(fvesta, key=lambda x: x.header['ARFILE'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 83
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"[expo.header['ARFILE'] for expo in time_sorted]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 84,
"text": [
"['UVES.2010-06-15T22:42:04.334.fits',\n",
" 'UVES.2010-06-15T22:42:04.334.fits',\n",
" 'UVES.2010-06-15T22:42:14.500.fits',\n",
" 'UVES.2010-06-15T22:47:40.182.fits',\n",
" 'UVES.2010-06-15T22:47:40.182.fits',\n",
" 'UVES.2010-06-16T22:47:47.088.fits',\n",
" 'UVES.2010-06-16T22:47:47.088.fits',\n",
" 'UVES.2010-06-16T22:47:55.864.fits',\n",
" 'UVES.2011-03-29T09:47:29.558.fits',\n",
" 'UVES.2011-03-29T09:47:29.558.fits',\n",
" 'UVES.2011-03-31T10:06:23.084.fits',\n",
" 'UVES.2011-03-31T10:06:23.084.fits',\n",
" 'UVES.2011-04-01T10:16:00.096.fits']"
]
}
],
"prompt_number": 84
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"spacing = 0.\n",
"for expo in time_sorted[5:8]:\n",
" print expo.exposureFile, expo.header['ARFILE'], expo.header['EXPTIME']\n",
"# spacing += -200.\n",
" wav = []\n",
" cal = []\n",
" for order in expo.Results[bin_size]: \n",
" if len(expo.Results[bin_size][order]['cal'][begin:-end]) > 0:\n",
" wav.append(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]))\n",
" cal.append(np.average(expo.Results[bin_size][order]['cal'][begin:-end]))\n",
" #offset = np.average(cal)\n",
" for order in expo.Results[bin_size]: \n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) - offset + spacing, color='blue') \n",
"xlim(3000, 9000)\n",
"#ylim(-1600, 2000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"fxb_4vesta_sci_760_01_l_up_022.fits UVES.2010-06-16T22:47:47.088.fits 299.9982\n",
"fxb_4vesta_sci_760_01_u_up_023.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2010-06-16T22:47:47.088.fits 299.9982\n",
"fxb_4vesta_sci_437_02_b_up_007.fits"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" UVES.2010-06-16T22:47:55.864.fits 300.0012\n"
]
},
{
"output_type": "pyout",
"prompt_number": 103,
"text": [
"(3000, 9000)"
]
},
{
"output_type": "display_data",
"png": 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aeoa9gw4qu8521h06tOwePWpU7wPOk0/unq+urrwR0623lst73evKaTffXBSP\nPVa+zqBB5YHVP/1TGdg6X2fo0HKc8AsvlN3fGhrKwP6ud5XdbjdtKsfojh5djs/pvNnVY48VxXve\nU3atveCC8oYtRVEU3/lOOX5l6tTyj3qnW28tb6L1vveV4w2LomzH7/9+Oa6joaF7vPO2beUNTN72\ntvKg5rHHyvIXXyy7gh96aNmWb32re/mLFpUHvpMnl+Gv0/PPlzcpmTGjDJudN5UqijJAz51bntDY\nfrxNR0d5EPjFL+78Jjvt7WXXzx27zmzdWq7bQw/1Poh54YXyhls/+EH/B85ddU/asKEcg/jssz3L\nt20ru0avXbvv3NSGV+bee3vvn974xp7zdI5Fr60t9zHbb/+/+EV5kqtzfzV8eO+uuffdV3ZLPuCA\nMlBsfzO6Tr/8ZXljuze8oQxLO447LooyFJ99dhnmLrts5wf///ZvZZfEN72pPBm0/UmiTnfdVU6v\nqyuDZnt773m2bCnD5tvfXi7nf/6n9zy7Y9Wqch/xj//Yvf/bmR/+sJxvwYKXDjcdHWXX76lTy5tj\n/ed/7vq1X3yx93d6T73wQrmv3VdOiF1xRc8TvJ0niF/Ogw+Wf8f6ekO4vcm2beXY7b6ezOHV8X//\nb/c+uPP+JTueJKQ6+jPveU4wA+6ii8rHaLyU2tqe3ZWTsgvHIYd0P1Zn1Khk6dKym+E3v1k+L+3K\nK5MxY5IrriinTZxYdsf58Y/Lx+P89KflIxT++Z/Lxyh86lPlY26ampJPfrLserdhQ/lYnMMPL+ft\n9OKLZZe4zu5QRVF21R48uHz8zr7WTQp4aZ/8ZNkVtra27Nr3ne+U3dq2t3lz2U3yoIN6f//XrUuu\nuqrsJv3ud5fPy91xnqIou6EeeKD9B6+9664ru3xvP6xmzJjej4OD19qIEd3DppKyK/pnPpN8+MMD\n1yYGTn/mPSGYAfeZzyRz5/Ye09qpvr7cCf7yl2X4rK8vn9d3xRXlM1trapKWljK07o4XX3z55w0C\nJOVJrvb2cnz4jmPgYV/3y1+WJ4rb28sx4MOGJV/+cvIHfzDQLaPqhg3reXw4dGh50eLCCweuTQwc\nIXgnhOB91/PPlzcSevTR8vetW8tgW1tb/jx9ehmUr7qqnOcd70jOPdfVEgDoL089Vd4obMOG5NRT\nyxuHwUD70IeSr361vKFlUp6EXL48efObB7RZDBAheCeE4H3bCy8k//Iv5d1O3/a28u53Dz1Udsea\nPFngBQCizuvmAAAgAElEQVSomi1bkksvLYe6veENyec+Vz5BgmoSgndCCAYAANg/9Wfe6+NT/QAA\nAGDfIwQDAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEE\nAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZ\nQjAAAACVIQQDAABQGUIwAAAAldHnEPzJT34yRx99dI455pjMnDkzv/jFL7qmXXfddRk/fnwaGxtz\n7733dpWvWrUqkydPzrhx4zJ37tyu8i1btuScc87J2LFj09LSknXr1nVNW7BgQRoaGtLQ0JBbb721\nr80FAABgL7ZkSXL00cnYscnHPpa8+OKr8zo1RVEUfan47LPPZuTIkUmSyy+/PFu3bs3ll1+eJ598\nMieccEK+853vZO3atfnYxz6WBx98MEly2mmn5QMf+EBOPvnkvOc978nnPve5TJkyJbfccktuueWW\nfOUrX8l1112XJ554Il/84hfT0dGR8ePH5/bbb09HR0emT5+eNWvW7HxFamrSx1UBAABgAC1fnkyd\nmjz/fPn7sGHJzJnJDTeUv/dn3uvzleDOALx169Zs3LgxdXV1SZLW1tZMmzYthx9+eE488cQURZHn\nnnsuSbJ69eqcddZZOfjggzN9+vS0trZ21ZkxY0bq6+sza9asrvK2trY0NTWlqakpEydOTGNjY9ra\n2vZohQEAANi73H578sIL3b9v2pT80z+9Oq+1R2OC586dm0MOOST33ntvPvGJTyRJli5dmgkTJnTN\n09DQkNbW1qxZsyajR4/uKm9sbMx9993XVaexsTFJMmrUqLS3t2fz5s1pbW3tKt+xDgAAAPuH4cOT\nIUN6lg0d+uq81pBdTTzllFN6jM/tdNVVV+X000/PlVdemblz52bu3Ln50z/903z2s5/d6SXqmpqa\nXmVFUXSVF0XRo96uLnPvbFmd5s2b1/VzS0tLWlpaXnJeAAAA9g4zZyZ/8RfJL36RbN2aDB26JM3N\nS7JdxOs3uwzBixcvftkF1NfX54Mf/GA+9KEPJUmam5tz1113dU1/+OGHc+yxx2bkyJFpb2/vKl+5\ncmWam5u76qxcuTINDQ3ZsGFDxowZk7q6ujQ3N2fRokU96sycOfMl2zLv1XiHAAAAeFW9/vXJj36U\nfP7zZRD+3d9tyamntnRNv+yyy/rttfrcHfrHP/5xknJM8Ne//vVMnz49SXLcccflzjvvzGOPPZYl\nS5Zk0KBBXeOHjzzyyMyfPz/r16/PwoULe4Tgm2++ORs3bsyNN96YqVOnJim7P69YsSLLly/PsmXL\n0tbWlqOOOmqPVhgAAIC9z5gxyVVXlTfDOvXUV+91dnkleFfmzJmT1atXZ9iwYWlpaem6EjxmzJic\nd955Oemkk1JbW5sbOm/nleTaa6/NjBkzMmfOnJx99tmZMmVKkuSMM87IHXfckQkTJmTcuHGZP39+\nkmTw4MG5+uqrc+aZZyZJrrnmmj6vKAAAAPT5EUl7G49IAgAA2D/tFY9IAgDgtfPss8m99ybLliXO\n+wP0XZ+7QwMA8NpYvTp561vLZ2hu3ZqcfHLyz/+cDB480C0D2Pe4EgwAsJebMSNZvz555pnk+eeT\nu+9O/vEfB7pVAPsmIRgAYC/3X//Vswv0xo3Jww8PXHsA9mVCMADAXu6oo3p2fR4+PDn66IFrD8C+\nTAgGANjLffWryWGHJSNGJEOHJmefXf4DYPd5RBIAwD5gy5ZkzZpk5MgyEANUSX/mPSEYAACAvZrn\nBAMAAEAfCMEAAABUhhAMAABAZQjBAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAMAABA\nZQjBAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAMAABAZQjBAAAAVIYQDAAAQGUIwQAA\n+6Hnnkt++MOkvX2gWwKwdxGCAQD2Mz/4QfKmNyUnnpi8+c3JZz4z0C0C2HvUFEVRDHQj+kNNTU32\nk1UBAOizjo7k9a9Pnnqqu6y+PvmP/0gmThy4dgHsif7Me64EAwDsRzZsSJ5/vmfZ4MHJqlUD0x6A\nvY0QDACwHxk1Khk6tGfZtm3Jb/zGwLQHYG8jBAMA7EcGDUoWLkxGjEgOPDCpq0vmzEkmTRrolgHs\nHYwJBgDYD23YkDz8cHmDrLFjB7o1AHumP/OeEAwAAMBezY2xAAAAoA+EYAAAACpDCAYAAKAyhGAA\nAAAqQwgGAACgMoRgAAAAKkMIBgAAoDKEYAAAACpDCAYAAKAyhGAAAAAqQwgGAACgMoRgAAAAKkMI\nBgAAoDKEYAAAACpDCAYAAKAyhGAAAAAqQwgGAACgMoRgAAAAKkMIBgAAoDKEYAAAACpDCAYAAKAy\nhGAAAAAqQwgGAACgMoRgAAAAKkMIBgAAoDKEYAAAACpDCAYAAKAyhGAAAAAqQwgGAACgMoRgAAAA\nKkMIBgAAoDKEYAAAACpDCAYAAKAy+hyCP/nJT+boo4/OMccck5kzZ+YXv/hFkuTRRx/NsGHDMmnS\npEyaNCnnn39+V51Vq1Zl8uTJGTduXObOndtVvmXLlpxzzjkZO3ZsWlpasm7duq5pCxYsSENDQxoa\nGnLrrbf2tbkAAACQmqIoir5UfPbZZzNy5MgkyeWXX56tW7fm8ssvz6OPPprTTz89y5cv71XntNNO\nywc+8IGcfPLJec973pPPfe5zmTJlSm655Zbccsst+cpXvpLrrrsuTzzxRL74xS+mo6Mj48ePz+23\n356Ojo5Mnz49a9as2fmK1NSkj6sCAADAXqw/816frwR3BuCtW7dm48aNqaure9k6q1evzllnnZWD\nDz4406dPT2tra5KktbU1M2bMSH19fWbNmtVV3tbWlqampjQ1NWXixIlpbGxMW1tbX5sMAABAxe3R\nmOC5c+fmkEMOyb333puPf/zjXeVr167NMccck3PPPTc/+tGPkiRr1qzJ6NGju+ZpbGzMfffdlyRZ\nunRpGhsbkySjRo1Ke3t7Nm/enNbW1q7yHesAAADA7hqyq4mnnHJKj/G5na666qqcfvrpufLKKzN3\n7tzMnTs3l1xyST772c/m0EMPzeOPP56DDjoo3/72tzNz5swsW7as16XroihSU1PT9fP203d1mbuz\nzs7Mmzev6+eWlpa0tLTsavUAAADYCy1ZsiRLlix5VZa9yxC8ePHil11AfX19PvjBD+ZDH/pQkqS2\ntja1tbVJklNPPTVz587NmjVrMn78+LS3t3fVW7lyZZqbm5Mkzc3NWblyZRoaGrJhw4aMGTMmdXV1\naW5uzqJFi3rUmTlz5ku2ZfsQDAAAwL5px4ual112Wb8tu8/doX/84x8nKccEf/3rX8/06dOTJOvX\nr8+2bduSJA8++GA2bdqUI444Ikly5JFHZv78+Vm/fn0WLlzYIwTffPPN2bhxY2688cZMnTo1Sdn9\necWKFVm+fHmWLVuWtra2HHXUUX1fWwAAACptl1eCd2XOnDlZvXp1hg0blpaWlq4rwd/73vdy6aWX\nZsiQITniiCNyww03dNW59tprM2PGjMyZMydnn312pkyZkiQ544wzcscdd2TChAkZN25c5s+fnyQZ\nPHhwrr766px55plJkmuuuabPKwoAAAB9fkTS3sYjkgAAAPZPe8UjkgAAAGBfIwQDAABQGUIwAAAA\nlSEEAwAAUBlCMAAAAJUhBANAkkWLkpNPTqZNS5YsGejWAACvFo9IAqDyvvGN5P3vT55/vvx92LDk\nzjuTt751YNsFAJQ8IgkA+tGnPtUdgJNk06bkc58buPYAAK8eIRgAAIDKEIIBqLxPfCKpr+/+vb4+\n+ZM/Gbj2AACvHmOCASDJN7+ZfP7zyZAhyezZydveNtAtAgA69WfeE4IBAADYq7kxFgAAAPSBEAwA\nAEBlCMEAAABUhhAMAABAZQjBAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAMAABAZQjB\nAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAMAABAZQjBAAAAVIYQDAAAQGUIwQAAAFSG\nEAwAAEBlCMEAAABUhhAMAABAZQjBAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAMAABA\nZQjBAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAMAABAZQjBAAAAVIYQDAAAQGUIwQAA\nAFSGEAwAAEBlCMEAAABUhhAMAABAZQjBAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAM\nAABAZQjBAAAAVIYQDAAAQGUIwQAAAFSGEAwAAEBlCMEAAABUhhAMAABAZQjBAAAAVMYeh+BPf/rT\nGTRoUDZs2NBVdt1112X8+PFpbGzMvffe21W+atWqTJ48OePGjcvcuXO7yrds2ZJzzjknY8eOTUtL\nS9atW9c1bcGCBWloaEhDQ0NuvfXWPW0uAAAAFbZHIfjxxx/P4sWLM3bs2K6yJ598Mtdff33uvvvu\nfOlLX8qFF17YNe3iiy/OJZdckvvvvz/33HNPHnjggSTJwoUL8/TTT2fVqlWZNm1arrjiiiRJR0dH\nZs+endtuuy0LFizI7Nmz96S5AACwz3rqqeR730tWrRrolsC+bY9C8EUXXZRPfepTPcpaW1szbdq0\nHH744TnxxBNTFEWee+65JMnq1atz1lln5eCDD8706dPT2traVWfGjBmpr6/PrFmzusrb2trS1NSU\npqamTJw4MY2NjWlra9uTJgMAwD5n6dLkzW9O3v3u5C1vST784aQoBrpVsG/qcwi+/fbbc9hhh2Xi\nxIk9ypcuXZoJEyZ0/d7Q0JDW1tasWbMmo0eP7ipvbGzMfffd11WnsbExSTJq1Ki0t7dn8+bNaW1t\n7SrfsQ4AAFTFmWcmzzyTPP10smlTcvPNyXe+M9Ctgn3TkF1NPOWUU3qMz+105ZVX5uqrr853tvvm\nFf//VFSxk1NSNTU1vcqKougqL4qiR72dLWNXy+o0b968rp9bWlrS0tLykvMCAMC+oCiSn/2sZ9m2\nbckjjyTvfOfAtAlebUuWLMmSJUtelWXvMgQvXrx4p+UrVqzI2rVrc/TRRydJnnjiibzlLW9Ja2tr\nmpubc9ddd3XN+/DDD+fYY4/NyJEj097e3lW+cuXKNDc3J0mam5uzcuXKNDQ0ZMOGDRkzZkzq6urS\n3NycRYsW9agzc+bMl2zv9iEYAAD2BzU1ybhxyZo13WWDBye/+ZsD1yZ4te14UfOyyy7rt2X3qTt0\nU1NT2tvbs3bt2qxduzaHHXZYHnzwwYwZMybHHXdc7rzzzjz22GNZsmRJBg0alJEjRyZJjjzyyMyf\nPz/r16/PwoULe4Tgm2++ORs3bsyNN96YqVOnJim7P69YsSLLly/PsmXL0tbWlqOOOqqfVh0AAPYN\n3/hG8oY3JCNHJkOHJh/7WKLTI/TNLq8Ev1Lbd1EeM2ZMzjvvvJx00kmpra3NDTfc0DXt2muvzYwZ\nMzJnzpycffbZmTJlSpLkjDPOyB133JEJEyZk3LhxmT9/fpJk8ODBufrqq3PmmWcmSa655pr+aC4A\nAOxTjjoqeeyx5Cc/SQ4+OBkzZqBbBPuummJXA3D3ITU1NbscSwwAAMC+qT/z3h49IgkAAAD2JUIw\nAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUh\nBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQ\nGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAAUBlCMAAA\nAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQD\nAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAAUBlC\nMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACV\nIQQDAABQGUIwAAAAlSEEAwAAUBlCMAAAAJUhBAMAAFAZQjAAAACVIQQDAABQGUIwAAAAlSEEAwAA\nUBlCMAAAAJUhBAMAAFAZQjAAAACVscch+NOf/nQGDRqUDRs2JEkeffTRDBs2LJMmTcqkSZNy/vnn\nd827atWqTJ48OePGjcvcuXO7yrds2ZJzzjknY8eOTUtLS9atW9c1bcGCBWloaEhDQ0NuvfXWPW0u\nAAAAFbZHIfjxxx/P4sWLM3bs2B7lRxxxRB566KE89NBDuf7667vKL7744lxyySW5//77c8899+SB\nBx5IkixcuDBPP/10Vq1alWnTpuWKK65IknR0dGT27Nm57bbbsmDBgsyePXtPmgsAAEDF7VEIvuii\ni/KpT33qFc+/evXqnHXWWTn44IMzffr0tLa2JklaW1szY8aM1NfXZ9asWV3lbW1taWpqSlNTUyZO\nnJjGxsa0tbXtSZMBAACosCF9rXj77bfnsMMOy8SJE3tNW7t2bY455pg0Nzfn/PPPz9FHH501a9Zk\n9OjRXfM0Njbmq1/9ai644IIsXbo05557bpJk1KhRaW9vz+bNm9Pa2prGxsYede67774cddRRO23T\nvHnzun5uaWlJS0tLX1cPAACAAbJkyZIsWbLkVVn2LkPwKaec0mN8bqcrr7wyV199db7zne90lRVF\nkSQ59NBD8/jjj+eggw7Kt7/97cycOTPLli3rmr79/DU1NV0/bz99x3m311lnZ7YPwQAAAOybdryo\nedlll/XbsnfZHXrx4sVZvnx5r3/jxo3L2rVrc/TRR+fXfu3X8sQTT+Qtb3lLnnzyydTW1uaggw5K\nkpx66qkZMmRI1qxZk/Hjx6e9vb1r2StXrkxzc3OSpLm5OStXrkySbNiwIWPGjEldXV2P8h3rAAAA\nwO7q05jgpqamtLe3Z+3atVm7dm0OO+ywPPjggxk9enTWr1+fbdu2JUkefPDBbNq0KUcccUSS5Mgj\nj8z8+fOzfv36LFy4sEcIvvnmm7Nx48bceOONmTp1apKy+/OKFSuyfPnyLFu2LG1tbS/ZFRoAAABe\nTp/HBG9v+y7K3/ve93LppZdmyJAhOeKII3LDDTd0Tbv22mszY8aMzJkzJ2effXamTJmSJDnjjDNy\nxx13ZMKECRk3blzmz5+fJBk8eHCuvvrqnHnmmUmSa665pj+aCwAAQEXVFLsagLsPqamp2eVYYgAA\nAPZN/Zn39ugRSQAAALAvEYIBAACoDCEYAACAyhCCAQAAqAwhGAAAgMoQggEAAKgMIRgAAIDKEIIB\nAACoDCEYAACAyhCCAQAAqAwhGAAAgMoQggEAAKgMIRgAAIDKEIIBAACoDCEYAACAyhCCAQAAqAwh\nGAAAgMoQggEAAKgMIRgAAIDKEIIBAACoDCEYAACAyhCCAQAAqAwhGAAAgMoQggEAAKgMIRgAAIDK\nEIIBAACoDCEYAACAyhCCAQAAqAwhGAAAgMoQggEAAKgMIRgAAIDKEIIBAACoDCEYAACAyhCCAQAA\nqAwhGAAAgMoQggEAAKgMIRgAAIDKEIIBAACoDCEYAACAyhCCAQAAqAwhGAAAgMoQggEAAKgMIRgA\nAIDKEIIBAACoDCEYAACAyhCCAQAAqAwhGAAAgMoQggEAAKgMIRgAAIDKEIIBAACoDCEYAACAyhCC\nAQAAqAwhGAAAgMoQggEAAKgMIRgAAIDKEIIBAACoDCEYAACAyhCCAQAAqAwhGAAAgMoQggEAAKgM\nIRgAAIDKEIIBAACoDCEYAACAyhCCAQAAqAwhGAAAgMrocwieN29eDjvssEyaNCmTJk3Kt7/97a5p\n1113XcaPH5/Gxsbce++9XeWrVq3K5MmTM27cuMydO7erfMuWLTnnnHMyduzYtLS0ZN26dV3TFixY\nkIaGhjQ0NOTWW2/ta3NhtyxZsmSgm8B+xjZFf7NN0d9sU/Q32xR7qz6H4Jqamlx00UV56KGH8tBD\nD+XUU09Nkjz55JO5/vrrc/fdd+dLX/pSLrzwwq46F198cS655JLcf//9ueeee/LAAw8kSRYuXJin\nn346q1atyrRp03LFFVckSTo6OjJ79uzcdtttWbBgQWbPnr0n6wqvmJ02/c02RX+zTdHfbFP0N9sU\ne6s96g5dFEWvstbW1kybNi2HH354TjzxxBRFkeeeey5Jsnr16px11lk5+OCDM3369LS2tnbVmTFj\nRurr6zNr1qyu8ra2tjQ1NaWpqSkTJ05MY2Nj2tra9qTJAAAAVNgeheAvfOELmTp1av7iL/4izz77\nbJJk6dKlmTBhQtc8DQ0NaW1tzZo1azJ69Oiu8sbGxtx3331ddRobG5Mko0aNSnt7ezZv3pzW1tau\n8h3rAAAAwO4asquJp5xySo/xuZ2uvPLKnHfeebn00kvzzDPP5BOf+ERuuOGGfPzjH9/p1eGamppe\nZUVRdJUXRdGj3s6WsatlvZJpsLsuu+yygW4C+xnbFP3NNkV/s03R32xT7I12GYIXL178sgs48MAD\nc8EFF+T888/Pxz/+8TQ3N+euu+7qmv7www/n2GOPzciRI9Pe3t5VvnLlyjQ3NydJmpubs3LlyjQ0\nNGTDhg0ZM2ZM6urq0tzcnEWLFvWoM3PmzJ22Y1fBGQAAAJI96A7985//PEmydevWfO1rX8tpp52W\nJDnuuONy55135rHHHsuSJUsyaNCgjBw5Mkly5JFHZv78+Vm/fn0WLlzYIwTffPPN2bhxY2688cZM\nnTo1Sdn9ecWKFVm+fHmWLVuWtra2HHXUUXu0wgAAAFTXLq8E78oll1ySH/7wh6mtrc0JJ5yQ8847\nL0kyZsyYnHfeeTnppJNSW1ubG264oavOtddemxkzZmTOnDk5++yzM2XKlCTJGWeckTvu+H/t3V9I\nk38fxvErC2wV/UEqO7BmzdYKmzPXClFIQjRSA/PAoA6qE1GI8iTE40yk0JOCIiMiGh2qqYWEJGrO\nIIzUksj+CP1TMbfcKrfrOYj249fD8/B0z9+ewa4XeHLDhFve7OYjN99PJ2w2GzZv3gy32w0AWLx4\nMerq6lBaWgoAOH/+vOEbFREREREREQFjkN/v5+7du2m32+lyuXjx4kWS5OzsLIuLi5mSksKSkhJ6\nvd7wZ5qammixWGiz2djT0xO+PjIyQofDwdTUVNbU1ET9XiS2zM/PMyMjgwcPHiSppiQymzZtYnp6\nOjMyMuh0OkmqKTHO5/Px2LFjTEtLo81m46NHj9STGPb8+XNmZGSEf1auXMmmpiZ6vV41JYZduXKF\ne/fuZWZmJk+dOkVSzz2JzK1bt5ibm8vt27fz6tWrJKPTVEwOwST59etXkmQgEOCOHTs4NjbG+vp6\nVlVVMRAIsLKykg0NDSTJjx8/0mq18s2bN+zu7qbD4Qj/nsLCQrrdbk5OTjI7O5uDg4P/l/uR2HDh\nwgUeOXKERUVFJKmmJCJms5lTU1N/u6amxKjq6mrW1tbS7/fzx48fnJmZUU+yIILBIJOTk/n27Vs1\nJYZNTU3RbDbT5/MxGAyysLCQnZ2dakoMm5mZ4datWzk9PU2v10un0xm1Z19EK5L+ScuWLQMA+Hw+\nzM/PIzExER6PBydOnEBiYiKOHz/+tz3Df7qbWOLPxMQE2tvbcfLkyfBBampKIsXfDuVTU2JUV1cX\nampqsHTpUixZsgSrVq1ST7Igurq6YLFYkJKSoqbEMJPJBJL48uUL/H4/5ubmsHr1ajUlhvX19SEz\nMxNr1qzBihUrsG/fPvT390elqZgdgkOhEOx2O9avX4+qqips3LgRg4OD2LZtG4Cfh2x5PB4AP/8g\nf7qbWOLP6dOn0dDQgISEv7JXUxKJRYsWIS8vD4cOHUJLSwsANSXGTExMIBAIoKKiAi6XC/X19fD7\n/epJFoTb7UZ5eTkAfUeJcSaTCZcvX4bZbEZycjKys7PhcrnUlBiWm5sLj8eD8fFxvH//Hu3t7ejr\n64tKUzE7BCckJGBoaAgvX77EpUuX8OTJkz9ag/SfdhNLfGpra8O6devgcDj+553Uv1NT8rve3l4M\nDQ2hrq4OZ86cwYcPH9SUGBIIBDA2NobS0lJ0d3djeHgYd+7cUU8Sse/fv6O1tRVlZWUA9NwT4z5/\n/oyKigqMjIzg9evX6O/vR1tbm5oSw5YvX47GxkZUVlbi8OHDSE9PR2JiYlSaitkh+Bez2YwDBw5g\nYGAATqcTo6OjAIDR0VE4nU4Af+0Z/uXXbmKLxfJvu4l/rV+S+NLX14eWlhakpqaivLwcDx48wNGj\nR9WURGTDhg0AAJvNhuLiYrS2tqopMcRiscBqtaKoqAgmkwnl5eXo7OxUTxKxjo4O7Nq1C2vXrgUA\nNSWGeTwe7NmzBxaLBUlJSSgrK0NPT4+akogUFRWhvb0dvb29CIVCKCgoiEpTMTkET05OYmZmBgAw\nNTWF+/fvo6SkBC6XC83NzfD7/Whubg7fnJHdxBJfzp07h3fv3mF8fBxutxt5eXm4efOmmhLD5ubm\n4PV6Afz87/i9e/dQUFCgpsSwtLQ0DAwMIBQK4e7du9i/f796kojdvn07/Co0ADUlhuXk5ODx48eY\nnp7Gt2/f0NHRgfz8fDUlEfn06ROAn2cXPHv2DJmZmdFpaiFO9lpoT58+pcPh4M6dO5mfn88bN26Q\n/O/HZTc2NnLLli202Wx8+PBh+Prw8DAdDgfNZjPPnj0b9XuR2NPd3R0+HVpNiVGvXr2i3W6n3W5n\nXl4er127RlJNiXEvXrygy+Wi3W5ndXU1fT6fepKI+Hw+JiUlcXZ2NnxNTUkkrl+/ztzcXGZlZbG2\ntkFfYBUAAABrSURBVJbBYFBNSURycnJotVqZlZXFgYEBktH5nlpE6kV8ERERERERiQ8x+Tq0iIiI\niIiIyD9BQ7CIiIiIiIjEDQ3BIiIiIiIiEjc0BIuIiIiIiEjc0BAsIiIiIiIicUNDsIiIiIiIiMSN\nfwFylvJFPve0BQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Single-chip Keck test\n",
"----------------------\n",
"\n",
"2013-08-13"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"keck_2002 = []\n",
"for infile in glob.glob('cali_500_Flux-2734_up_001*'):\n",
" keck_2002.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 121
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for expo in keck_2002[:1]:\n",
" for order in expo.Results[bin_size]: \n",
" plot(expo.Results[bin_size][order]['avwav'][begin:-end], expo.Results[bin_size][order]['cal'][begin:-end], color='blue')\n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]), color='blue')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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pp57Cm2++ie9973v4/ve/33udm266CTfffDNeffVVPP/889ixYwcAoLq6Gk1NTaipqcG8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\nczgcmWPldNjNyZHHy+7ZeztBU4VdPSdPxl+FWfFyzq72uT9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TTp2SfvGLzok4UkHYTZzb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JAAAU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\nACBwCLsAAAAAgMD5/217xMMkkhRMAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 129
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"keck_2011 = []\n",
"for infile in glob.glob('cali_500_Flux-129*'):\n",
" keck_2011.append(calicompari.load_exposure(infile))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 130
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"begin = 3\n",
"offset = 7500\n",
"for expo in keck_2002[:1]:\n",
" for order in expo.Results[bin_size]: \n",
" plot(expo.Results[bin_size][order]['avwav'][begin:-end], expo.Results[bin_size][order]['cal'][begin:-end] + offset, color='blue')\n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) + offset, color='blue')\n",
"offset = -4800\n",
"for expo in keck_2011:\n",
" for order in expo.Results[bin_size]: \n",
" plot(expo.Results[bin_size][order]['avwav'][begin:-end], expo.Results[bin_size][order]['cal'][begin:-end] + offset, color='green')\n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) + offset, color='green')\n",
"xlim(3500, 6500)\n",
"ylim(-1000, 1000)\n",
"title(\"Keck 1-chip vs 3-chip\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 149,
"text": [
"<matplotlib.text.Text at 0x160f9f750>"
]
},
{
"output_type": "display_data",
"png": 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Owy4REREREREZDsMuERERERERGQ7DLhERERERERkOwy4REREREREZDsMuERERERERGQ7D\nLhERERERERkOwy4REREREREZDsMuERERERERGQ7DLhERERERERkOwy4REREREREZDsMuERERERER\nGQ7DLhERERERERkOwy4REREREREZDsMuERERERERGQ7DLhERERERERkOwy4REREREREZDsMuERER\nERERGQ7DLhERERERERkOwy4REREREREZDsMuERERERERGQ7DLhERERERERkOwy4REREREREZDsMu\nERERERERGQ7DLhERERERERkOwy4REREREREZDsMuERERERERGQ7DLhERERERERkOwy4REREREREZ\nDsMuERERERERGQ7DLhERERERERkOwy4REREREREZDsMuERERERERGQ7DLhERERERERkOwy4RERER\nEREZDsMuERERERERGQ7DLhERERERERkOwy4REREREREZDsMuERERERERGQ7DLhERERERERkOwy4R\nEREREREZDsMuERERERERGQ7DLhERERERERkOwy4REREREREZDsMuERERERERGY5uYTcpKQl9+/bF\ngAEDMHjwYABAcXExxo4di8TERNx4440oKSmp+/7XXnsNKSkp6N27NzZu3KjXYREREREREdF5QLew\nazKZkJGRge3bt2PLli0AgLlz5yIxMRG//vorunTpgrfffhsAkJubi7feegurV6/G3Llz8eCDD+p1\nWERERERERHQe0HUYs8ViafT5li1bMGnSJAQFBeGuu+7C5s2bAQCbN2/GmDFjkJiYiJEjR8JisaC4\nuFjPQyMiIiIiIiID07WyO3r0aNx4441YsmQJAGDr1q1IS0sDAKSlpdVVfDdv3oxevXrV/Wxqamrd\n14iIiIiIiIgcFaDXhr///nvEx8cjMzMTN9xwAwYPHtys0tsak8lk9fZZs2bVfTxq1CiMGjXKxSMl\nIiIiIiIiT8jIyEBGRoYu2zZZHEmgTnr44YfRq1cvLFu2DE8++SQGDBiAn3/+Gc8//zy++OILLF26\nFKtWrcKrr74KAOjfvz82bNiA8PDwxgdrMjkUmImIiIiIiMh3qMx8ugxjLisrq5tzm5eXh+XLl2PM\nmDFIT0/HvHnzUF5ejnnz5mHIkCEAgMGDB2P58uXIzs5GRkYG/Pz8mgVdIiIiIiIiInvpMow5JycH\nv/3tbwEA0dHRmDZtGhISEjB58mT87ne/Q2pqKgYOHIh//OMfAICOHTti8uTJGD16NAIDA/HOO+/o\ncVhERERERER0nnDLMGZVOIyZiIiIiIjIuLx+GDMRERERERGRJzHsEhERERERkeEw7BIREREREZHh\nMOwSERERERGR4TDsEhERERERkeEw7JJNubnArl2ePgoiIiIiIiL7MeySTRs3Ak895emjICIiIiIi\nsh/DLtkUHAxUVnr6KIiIiIiIiOzHsEs2BQcDFRWePgoiIiIiIiL7MeySTUFBDLtERERERORbGHbJ\nJlZ2iYiIiIjI1zDskk2cs0tERERERL6GYZdsYmWXiIiIiIh8DcMu2cQ5u0RERERE5GsYdskmDmMm\nIiIiIiJfw7BLNnEYMxERERER+RqGXbKptbD7l78Ay5e793iIiIiIiIhsYdglmwICAIsFqKlp/rWd\nO4GffnL/MREREREREbWGYZfs0tK83cJC4MAB9x8PERERERFRaxh2yS4tDWVm2CUiIiIiIm8U4OkD\nIN/QUtg9cwYoLXX/8RAREREREbWGlV2yi7WwazYD584BZ88CJSWeOS4iIiIiIiJrGHbJLkFBzefs\nFhUBbdsCycnAoUOeOS4iIiIiIiJrGHbJLtYqu4WFQGQkMGyYVHc1FgvwzTfyPxERERERkSdwzi7Z\npaWwGxUFvPtu49tNJuCOO4DDhyUMExERERERuRsru2QXa2H3zJmWw2xCApCdrf9xERERERERWcOw\nS3axNmdXG8ZsTWKid4ZdrakWEREREREZG8Mu2UWr7FZVAZs3A1u3Avn5vhd2MzKAG27w9FEQERER\nEZHeOGeX7BIcDBQUAP37A8ePS/OpsDBg3Djr35+YCBw75t5jtEf37sDBg54+CiIiIiIi0hvDLtkl\nOBj4+GMJilVVclt5ObBli/XvT0gAdu1y3/HZq0sXCe3l5UBIiKePhoiIiIiI9MJhzGSXoCCp1GpB\nFwBqayU4WuOtw5j9/YGkJK4LTERERERkdAy7ZJfgYKmKBgXV3+bnJ8OarfHWsAtwKDMRERER0fmA\nw5jJLsHBwJVXAjU1wM6dcltNDTB7tvXv79wZOHVK5vaaTO47Tnt07w4cOODpoyAiIiIiIj2xskt2\nCQ6W4Pr998COHfJ/mzYSHK1p0wYIDARKSxvfXl0NnDyp//G2hpVdIiIiIiLjY9gluwQFydJDfn5A\njx6y5m5qqnzekvBwoLi4/vOqKmDsWOCWW/Q/3tYkJ3POLhERERGR0THskl20dXY1WVlAWlrrPxMW\n1jjsrl0rVeGcHH2O0V5RUcC5c549BiIiIiIi0hfDLtlFC7snT8pc3Kwsqey2pmlld/t2YMwYIC9P\n32O1JSwMKCnx7DEQEREREZG+GHbJLsHBwKpVQO/ewN//Dpw4IR2XWxMeDhQVAV9+Cbz8svz8yJES\nmisrG3/v/v3AihX6HX9Dbds2n0usOXYMmD/fPcdBdL45cwZYs8bTR0FERETnC3ZjJruMGQOUlQGn\nT0swPXsWiI1t/WfCw4HHHwf27JHGVNXVwMCBQHQ0kJ8vHZs1e/YA//oXcNVVut4NABJ2rVV2LRbg\n7ruB4cP1Pwai89HcuXLRa/RoTx8JERERnQ9Y2SW7xMcD998vJ6k5OUBuLtCxY+s/U1Ehc3RLS6U5\nlcUiFd6YmOZDmWNjrQ9vXroUWLJE3f0AZBiztcruf/4j9+3xx9Xuj4jk+f/JJ5xCQEREYtcuLgVJ\n+mPYJYd07CjV3Zwc22HXZGq+xq6/PxARIZXdhmJjJUA39dVXwNNPu3bMTYWGSpXabG58+5IlwB13\nyLJJRKTWtm3A0aON5/ETEdH568MPgc8/9/RRkNEx7JJDtLCblwd06ND69yYnNw+UCQlAp07WK7vW\nwu7Bg8Avv0iFWBV/f5mDXF5ef5vFAnz3HXDNNer2Q0T1Vq0CrruOlV0iIhIVFTLFjUhPDLvkkMhI\nqYqGhcnau62JjwcmTJD/TSagSxc54Y2JaV7ZbddOmlY1DKCAhN2xYyWIqtR03u7u3UBgINCzp9r9\nEJHIz5fnF8MuEREBct7HsEt6Y4Mqcoifn1Rhw8Jsf294uDSjOnkSGDoUeP55oGtXqQg3reyaTPXz\ndmNjgfXrZV5tQQEwZIhUk1VqOm93xw4gPb35sGsiUqOgQJ5jJSUykoLPNSKi8xvDLrkDwy45rGNH\n+8Pu/v0ylHnXLqBvX7k9JgbYu7f598fGSqOCoUPlxNjfH6itlQqy6rV527aVQH3rrUBhoVSfR4xQ\nuw8iqnfmjDzH27SRoWshIZ4+IiIi8iSGXXIHhl1yWMeOEhZtCQ+XZjRHj0pTqshIud1aZReQE+FX\nXgFOnaqf62syAV98IU2lVPL3B+67r3693+xsuY2I9FFQICM9wsKkuutNYXf5clkDPDjY00dCRHT+\nqKyU1TqI9MQ5u+SwuDjbnZiB+rB76BDQvXv97QkJQFRU8++PjQUOH27c1MpikWCsurJbWtr4amJt\nLfDTT2r3QUT1zpyR531YmPd1ZH7wQVl6jIiI3IeVXXIHhl1yWPfu0mnZFi3sHj4MdOtWf/vQocA7\n7zT//thYoHPnxnP52rQBLrlEfdgNCZH5xw3ZarhFRM7TKrvh4d7XpKqsjGGXiMjdGHbJHRh2yWEz\nZgAPP2z7+1oKuy2JjQV69Wo8nHjIEODFF2VZIovF+WNuqmdPGRod0GAgv+r1fIlUqqkBbr9dKqS+\nxmJpXNn1trBbWgp8+62M8CAiIvdg2CV3YNgl3TQcxmxPJTgpCVi3TpYhuvVWIDVVPo+OlgqvyqGP\nUVHAk08C06YB48bJPh58UN32iVT78EPg00+BLVs8fSSOKymRpb2CgrxzGHNZmbzu+OLvlojIVzHs\nkjsw7JJuHK3sXndd/fzekSOBm26qH9LcUlMrZ4WFSQX5738H7r9fgjWRt6qtBZ55RjqG79jh6aNx\nnFbVBbyvsltbKydbo0cD27d7+miIiM4fbFBF7sBuzKSbiAipmOzda1/YDQ2tH6Z5//2Nv6atwduw\n0ZUr2ratP+HOyZGmW0Teat8+6RR8993Ad995+mgcd+aMjJ4AvG/OblmZvPbExPjmEHEiIl/Fyi65\nAyu7pJuQEGDmTLlqZ2+YnDUL+Nvfmt/eoYPM21UlLEzm6QGyzq62LJI9ysuB115T3zSLqCXbtgED\nBwL9+vlmZbegoHFl15uGMZeWStiNjmbYJSJyJ4ZdcgeGXdLVn/8s826bdj5uSYcOQI8e1m9XGS4b\nVnYdDbu33y4NurZuVXc8eqms9I3jpNZpYbdXL5kWUF7u6SNyTMPKrrcNYy4rk9eDqCiGXSIid2LY\nJXdg2CVd+fsD6emub+emm+REXxVnKrtXXy3Bcds2oH9/oKhI3fHo5YcfgDFjOCfG123bBgwYIE2e\nUlOB3bs9fUSOaVrZ9aawq1V2GXaJiNyLc3bJHRh2ySfccIOsz6uKo5Xds2eBVauAn38GTp4ELrjA\nN8Lu2bNyAr98uaePhJxlNgO//CJhFwBefx3o2tWzx+Sohg2qtMZ13oKVXSIiz6ioYGWX9MewS+el\nhtUle8LuunUSOjIygI4dpZmNrRP26mrgN7+RK5eecu6cLPeyYIHnjoFck50tj9cOHeTzESOkYZsv\nKSjw3mHMrOwSue7jj4HPP/f0UZAvsVikqsuwS3pj2KXzUkxM/Rxge8Lu6tUyZ3LVKuks3a6d7cpu\nmzYSNlesUHPMzjh7FrjySuD77z13DOSYr7+WJbhWrJAhywMHygmBJy+auMqblx5iZZfINadOAVOn\nAn/6E/DVV54+GvIV2vBlhl3SG8MunZcSE6ViBtgXds+cASZPlgpVUpJ9YRcAbr3Vs1e7z54F+vSR\nYO9rTY3OV7NnA/feC/z2t8D+/fL4LCiQ23zVc88BN94oH3vbMGatshsZKc9zi8XTR0TkW558Epg0\nCVi8GHj8cU8fDfkK7QIuwy7pjWGXzkuxsRJWy8slENoKu598AowbJx/bW9kFgJtvBpYu9dyL+blz\nMnw0KQk4eLD17/3uO+Cnn9xyWNQCsxnIygI2bZK5TA1v9+WKSadO9c+xoCBgzx5g9GhgyhQJ856k\nVXaDg2U0hta4zpuUlQFpaUBtraePhKixykrgs8+AJ54ABg2Si8hms6ePinyBFnbZoIr0xrBL5yU/\nP6BzZ+D4cfu7MbdrJyHZkcpufLycQHvqhP7sWSAiAkhJAQ4caP17V68G1q51z3FZ89hjQE6O5/bv\nDY4dA9q3BwYPbr5cV2ioZ45JtVmz5H6uXQt88IF0a28Y7N1Nq+wC3juUee9eYN8+Pj/0lJcHDBvm\n6aPwPXv2AN27y/tMSIi8l5465emjIl/Ayi65C8MunbcSE4GjR6X6GRFh389cfLF0Yg4Pt78bs73B\nWA9a2O3RA/j119a/NyYGyM93z3E1ZTYDb7whSyU5qqYGWL9e/TF5QmYm0Lu3zLMOCpKlhgC5YDJn\njmePrSmLRZrSOCI3F9iypX6ocFUVcPq0VLI9RavsAt4bdnftkv+PH/fscRjZ99/L49AbK/vebPv2\n+k7xgFwMPnLEU0dDvqSyUt7nGHZJbwy7dN5KSJCKSWgoEBBg388sXSrB6pFHZM3drCzbP+PJOYrn\nzkml0J7KbsOmXe529KiEDmfWjzWZgLFjjVH12rtX1pPu3h244grgqaeAfv2A++4Dfv97Tx9dY4WF\nwB13ODbH1WKRv1dDJpNj29i4UeYyq+ILlV0t7B475tnjMDLtQtvhw549Dl/TNOx27cqwS/aprJSG\nhQy7pDeGXTpvJSYCO3faX9UFZKjtzJkSygoLZQimrRNQX6nsdujgucrunj0ybNeZsOvvD1x6qWeH\nYKuyd69UduPiJHTNmCGfp6d7+siay8+XkOrIiUpsbOOhom3aSMBMTAQ2b7ZvG5s2yfxAVXylspuS\nwrCrpx8KVaCsAAAgAElEQVR+kNdqhl3HbN8O9O9f/3lSkly8JLKlslKKAZyzS3pj2KXzVkICsGOH\nffN1NW+/LSfHmspK242DPFnZ1cJuz54y5681rVV29e5Qu2cPcNllzoVdQH7WCGE3M1Mqu3FxMrwX\naLxGrTfRLow4Mt/WZAL++195TvTrB4wfLyH300+Bf/7Tvm088IAEE1XN1HyhsrtzJ3DNNQy7eqmu\nBrZtkxEihw7pu6+dO43TwMlslvvTNOyyskv2YGWX3IVhl3zauXMSBpyRluZ42G06BLOl2xpSVdnN\nzHR8PpkWdhMTJXC31iirpcruunVyEqinPXukc/XBg85d5R092hhhd+pUOXFsGHYbrlHrTZwJu4A0\nsenbF3jtNZnzGxsr4dXeJm6hocDTT8tSTCqW02pa2V27VkZweIvcXHlODBnCsHv8OLBsmfrt7tgh\nXfb799e/sjt2rHHWPT9wQC6SNnwPZdglezHskrsw7JJPe+QR4NlnnfvZUaMkyD3/vP0/86c/Ne6K\nGxwM3HJL6z/jSDOr1tx/vywPZC+LpX7Orp+fNNbS5v5Z01KDqnnzZL96Nm7ZswcYOFBOlDIzHf/5\nCy+Uix5aQPQGr78OTJvm2M/ccov8vdq1kxOA0lJjVXY1CQn161ybzcCPPzrWsXzSJCA1FXjoIcf3\n3VTTyu7ChdIszVuW+dm9W9bKTkiQsGs2n79rAT/+uEwjUW3HDrmYkJysb2W3pkb+hs6OYPE2u3bJ\nhauGOIyZ7FVZKRcaa2rO39c0cg+GXfJZpaVyYupKteOSS+SfvZ59Vrrijh4tTa3Wr5c1RFvTrl3j\nYcwNu9E64vhxx6rYpaXS6bBNG/m8T5/Ww25EBFBS0vgqa3k5sGSJnAT++KPjx2yv3r3l3403SsXP\nUX5+Enj37FF/bM46cEACrzOVIpNJqrs5Od5b2dUei86E3cTE+uftvn2yDUeGD5tMwNy5wKJFri/r\n1bCye/HFUtWNjbW9LrW7XHaZNMbTwu5f/qJP4PN2+/cD//mP/K/6xHjSJODNN6W6q2fYPXZMLqJ4\n0+uUK44fl+dyQ4mJXGuX7FNZKQWDgAAJvER6Ydgln/XVV3KS6s7lOEwmqbCuXi3DfmNibP9Mw8pu\nTY1UlB0d5mWxACdOOBYItCHMmr59Ww+7fn4SqhoG6m+/lQBw0036Lu8zf778nh5/XOZ0tnacLend\nWxo8abKzPduhuaBALhI895xzPx8XJ4/tkhKp9nobVyq72gkxIEOYR41yPLS2bw9cfjnw9deO77+h\nsrL6yu7llwN//7vMJ96xw7XtqmIyyX3t1EmGNH/4IfDOO2qaujzzjO3Gdd7ijTeAhx+Wj52dutKa\nwEAJu4cP61dlOnxY9mOUyu7Jk80v9oaGygVeI3THJ31pSw+1acMmVaQvhl3yWUOHAu+957m1J+2d\ni9uwspuVJdVSRwPC2bNyUu7ISd6+fVLdvfJKqTBeeKHtENmhQ+MmVdu2ASNGyD93zDNr316W2Zk3\nz/Gf7d278RDoO+90bIi6agUFMoz5yy+dC4RxcXJ/IiLkQoS3cXUY87FjcrLz9tvAuHEy5N7RatCE\nCcBnnzm+/4ZKS+sruxpvCruaNm3k+TlypDQxW7LEte1VVwMvvgj8/LOa42voqqvUV8ZfeEGq2ikp\n+gX0du1kTnlurj7bP3JELuzs3m2MYZvWwi4AdOnCNaHJtoqK+rDLebukJy88hSKyT/fuwNVXy4mJ\ntSEwn3wiFVi92NtluWFlV+sg62hA0E4c7K3s5uVJw6dz54BVq6Riunix7XWBtXm7W7YA118vofP4\ncal4uOvkZdw44PPPHQ8+vXrVV3azsmQ+9pYt6o/PXgUFMnR8wACpVjsqLk6GO3rjfF1ATWX3sceA\nzp3lwkTbto7Pbb/uOhl2euON0q04I8PxY2lY2dV4Y9gF5ILOAw/I7+vTT13b1pYt8vp18qSaY9OU\nlcnrrurX3qAg+TulpKhdZ7mpbt30a7B0+LBMm7FY9AvU7tRS2G3XTkakGI3ZLI3xbL2Pkn20ym5g\nIMMu6Ythl3yaVu2w1pho/Xp9590lJkpl2dZck4aVXa2KUlnp2L6OH5fhjPZWdv/978adasvKgA8+\nkCpWax1sO3SQQH7ZZRLQTp+WjrnLlrlvDd7evaW756ZNjv9cZqYE/UcflSC0Y4fn3kTPnJGgOnGi\nc8EkLk4eL87O13V1Lqst+fky38rZym5WllyAmTdPHtvOLPsTGiqjFa68UtZb/uEHx4+laWU3K0vu\n0y+/OL4tva1YAVxxhSwl5mpIXblS7rfqsLt3r4SCjRvVblfTs6e+Q6+jomQkjR6OHJEwfeGFxhjK\n3FLYDQszZth99ln5u3Xr5ukjMYaGw5gZdklPDLvk81oaMlVWJkPS9PLBBxIM//3v1r+v4XDnn36S\nF3dbAeHrrxuH0hMnpJJtbxiorbU+TC4+vvWT25gYaQLTdC3huXPlBNBdTUduucX2+sVNxcfLcffo\nIUF95Ur5PWzerM8x2lJQICfOY8dKdd3RUDh0qPzOBw92fN95eVIB03OoZH6+PPecCbtRUfI8ePHF\n+mVLIiOdC+gnT8r2kpOda1bXsLL70EPSFXzyZHlNWbHC8e3pSVvmrH171wPZypUy+kN12N25E7jo\nIv3Crp7DmAF1S8VZc/iwBCVbnfF9RUtht21bdWF36VIZpeVpK1cC774LfPGFvHaR6zhnl9yFYZd8\nXktht7y8+fBElSIipHGTrS7FDYcxZ2XJiY6tgPDPfwIbNtR/fvy4NJiyt7L7m9/IPE/t5Dg0VIY+\ndu4swbklycnWA4fJJPdDr4pHU2PHypxER8KayST/iooklJeXy9XiF17Q7zhbUlMj1fyICLmA0KeP\n40Nsr7xShjG/+qrj+z95Uh4reg6VdCXsmkwSiiZMqL/NmbC7dKkMOb73XjkR/fprxwO+VtnNyJAL\nWOXl9c/XhsfnTSIiXHsuVlbK8jDjxukTdm+7TX6Hrb3WOKvhMOajR52r5rdG1VJx1hw5IkvzDB0K\nrFmjzz7cpaREAkrDJoiasDB1S9V98IH0PfCkc+ekY/eHH8pFVVJD68bMyi7pjWGXfF5rYVfPyi4A\npKfbnheqDWOurJQTgM6dbQeEq65qXFXSwq69ld34eOCGG+RnBg2SuZFvvmk77I4c2fwiQUiINIZp\naR1e1RYtkgrbiRPAggWubctsbtyhuTX5+epO0AoLpfrm7y+f33CDBDN30ULugQP6bL+mRk4A4+Md\nH5Kv6dat/mIM4HjYtViA3/1OKrPa8ys3V4bcO7IN7XXi11+bB+UzZ5w7CVuwQN/lZSIi5PfvrKAg\nmTPdvbv6sLtjh1yAGDZMn+quVtm1WKTKpnoZpqZLxalSWSmvMZ07y+tBRoZ+ododTp2Sqm7D57BG\n1TDm6mq5KODM2usqPfoocO21cgGS1OEwZnIXhl3yeQkJ1hexd0fYHTRIOha3Nm9XqxTk5sqc2NBQ\n+8Lu8uX1n584UR927a1clZTIsjdbtgBPPSXBy1bYHThQhsB+9ZV0DQ0OBt5/H7jnHpl/qseSHw3N\nnw/cdZfMt66okI8daTLVv3/jz4OD7Q8FDzwAzJ5t/75ao83X1YwZI0OZ3UVb9kOPsPv55zJMNSJC\nKqLOVHatcXTObnV18xNqs9mxamJFhTRH8feXeZTWjklbp9oRf/ubDBFWdfGkqZAQGaLvyu/ez0/C\nysmT6oa7WyxS2e3XDxg+XJ8O7hER8jfLy5PX3k2b1P6e9RrGvGePvFf5+8uFsJEj3XsBTDVtCPPb\nb8vr9Isv1l/4UhV2f/xRemMcOeK5Ya47dgDffCNLkpFabFBF7sKwSz6ve3frjaj0nrMLyIlX586t\nV3G0SkFODtCxo31NfS6+WE7aT52SE7kjR+REPijI/qqDtflUnTq1HgYCAuQktagImDVLjmPiRPma\nO8LuCy80ni9cXS3zhe310Ufyv5+f3Jd777UvAFksErA//1zNib82X1fTpUvjJZ30pmdl97//lfsX\nE+N8gyprHK3sBgZKs6KmyzL16WP/NoKD6+f5XnIJMGOGPMfCwuRrv/+9/dvSFBfLNvv3B156yfGf\nt4e29q4r1V1ALsQB6iqZJ0/K865jR3kd0WvebkKCXEBatEheH3v0UNctXo9hzBaLPLYmT66/7ZZb\n5PXGV508KaMDpk2T4b1PPSXrVNfWqpuzu2KFVMG7dvXMetAWi9y/mTOtD9cm17CyS+7CsEs+r6Ww\nq/ecXU3//lLNaIm2RJEjYdffX07aly+XOV779gG33y5vvvYGTmth11ZlFwBGj5YqZHa2fL/GXcOY\nm7I2TK4l3boBaWkSkIuLgVdesW845aFDsp+amtb/lvbSwq72Bq4FE3c1+MrJkbnhqsJuwxCakSFN\nzD7/3LNhF5Dg3a2bnCwFBcnICUeWajKZ5HGteeIJCaqbN8vFHmf88otUiSdOtD2f3xWuztsF5P5r\n1V0VOnasn0M7cKDMrdWjSlpdLRcYa2vl89xc4I9/VLNtPSq7//2vNKd64IH6266+Wvoy+Op6u1lZ\n8l6iXZwsL5cq6M8/q5uzu3KljHLq1cszQ5lPnJD7pOqxZYvZDPzjH+7ZlzdggypyF4Zd8nnJyXIi\nkZ3deEieO4YxA/JG3Nq6ewEB8mI+aZLMJ/zoI/s6cXbqBPz1rxKcLBZ5Yygvl+VabKmslHDV8EQe\nsC/sXnednJx9+60MZda4o7L72GONL1D4+QFTpji2jffflwY5wcHyuT0Vpg0bgEsvda4LdFO1tcCc\nOfK3DgkB/vAHud2ZdWSdlZsrTXBUhF2LRS68fPedjDCoqJBhqn36eD7sJifLfczLk5PrtDTXK3wd\nOsgyVl27Otdg6eefZZh3//7A9u2uHUtrXJ23q1EZdgMC5G8CyEnsRRfpE/hraxufHJvN6sKQHnN2\nw8KAd96R0Qiajh3lf3eO+FDpxInmoyr8/OQ9SsUwZrNZLjwOGiTPR3t7L6h06JCMHgkIcM/+SkqA\nxx/Xf9k4b8HKLrkLwy75PD8/Ofnp2VOqvFdfLSfg7gy7rZ1omc1SMdTmUVZUyPq8tk6kO3WSdW4b\nXvm396Tu9GlZp7XpyYg9YbdnT/m9ffWVdJvWuCPs3n67XAy44goZEhcZKUOpHTFsmFRSNT16yIWQ\n1mzYAIwYoWZu7Zw5Uhm0WORx+cUXsj5jZKT7ulnn5EjYVbHO9JEj8ph56y3pitpwKSSVYdeZdXY1\nWjOwhATnlh+yxtkQuG2bhLyEBDmZs7YGuAoqKruA3M9Tp1zfjjV6DWVOS2seQJrO13eWHsOYR42S\nOboNmUzy3uGJEKdCSYkEdm1Ou7+/XNC76CI1YTc7W95zwsLq11B3N21dZHfRHneHDrlvn57EObvk\nLgy75POeeEJeKCsr5cR740ZpEOMtYTcnp/nwVT8/WXO3NZ06NZ8n5O9fP8+uNS2tf9ipk8xNbI3J\nJNXdESOA2Nj621sbxrx5s4QhFSf2t9wiw9eWLZPKlatvgvZUDMeNk7lhQ4fKsLXp0+WkbccOx/e3\nfHnjYy4rk7lnERHuu2KfmysniGaz60PPN22SoYTLlklX7mXL5POKCs9XdptqqTO7M+y5MGTNzz/L\nEF6TSQLYjz/KfEbVw1VVrLULqK3sNjV0qPqlgQB5vmoXtEJD5fVU1RJjeq6z25SnKpauMpul+din\nn0qX4oQECfObNkk4bdvW9WHMmZlyUQNw70UBi0UuTnboANx3n1w8c9dQc21EwfkWdlnZJb0x7JLP\n+/HHxm9G5eXypuuOBlWAVEIPH275xToiovm8U7O5cZC0plMnqaJFRcnJXHCwLHVUUSFDN1sbwrhk\nifXusiEhwGeftb5fQIZPv/tu49taq+xaLDKPc9o029u2V0CAnHC4GqDtCVFXXy0nbNraxH//uwxB\nvegiGb7riMTExn9vf38ZEuvuym7HjmpOpjdtksecdp+qq+VE9+mnvS/sJiZa78zuDK3i6ciJrsUi\nFwIuuEA+HzAAmDpVLr45W7VuqrZWHpMFBWpOirt31y9I9O7d+hQPZ3XrJpXDvn2lkj5qlPQ1UEGv\npYca2r5dHhuffipdjH1t2OrGjfJ8HTFCOhVnZwOrV0t/CUBNZTcrS0IuIP+fOCGP1Xvukfdbvbz9\ntrz+5+fLucSPPzrWJNEV2uNOz/vnTThnl9yFYZd8Xlpa/XqmgAyJ6dWrfsFyvQUFSVBqachoSIgs\nzaAdW2CgnKwNGdL6djt1kje/Tz6RSlFWFvDGG3Kicd99Mq/Wmh07gHnz5Oq0s6Kj6+feNbytpbA7\nZIhU/VRXiJytrjXkSIhasKB++QxtGPKkSY7t7/nn5fEYEiInfdHRMrTZXZVdi0Uqu7Gx6sJuQUHj\niznl5VKxUxl2+/eXfbkiLU1duAoJkaqhI0P3TSbg5Zfr52b27y+Vobg4GRLpqupq4LLLpLL5/fdS\nMd6wwbVtjhwJrFvn+rFZk5iodv3qhtutrJTX0dRUmW+/fr2abetd2T19WsL5L7/Ud9q/7jp129+0\nCRg7tv4iTU2NrFWr0mef1Xfpt0ZV2NUqu//5j1y8PnRIejIMGKDm+WSN1uFbU1UFLFyoz76a8pbK\n7vz5+nVSb4iVXXIXhl3yeS++KFeUQ0KkMtetG/Dkk/Ii2nTOql6uvLL1IKN1dn30UeDuu+WE1VaX\nYW14YXGx3L+uXaUp0IkTwO7dso6nNYsWydXvuDhn7knLbHVj7tixfl6yKirCblSU/SEzN7f5kHNH\nK3Lt20vYmTtXmtJkZsrFEBWVS3sUFcljPyREKoytLYtlS02N/PxFFzVebzYwUIK0yrAbEOD6xSnV\nw0JdHeJ73XVysWrIEDUn5wsWSCWzpERODqurnVseqaFevWR7hw6p+1tq/P2lGqd62Zj4eNl2ly7y\n+aWXSuifPt315Z70mLPb0Pr1jUcLWCzA1q1qqsl5ecD48bKPbdvktlmzpP+Bivn7gDzmvvhC9tMS\nFUsPNQy7M2bIBTZNUVHzkUeqREc3f292pMO7vUaObN5AsLhYXgM9HXY//FDN0lG2VFQw7JJ7MOyS\nz4uJkfC3YIGcqOzYIW8Y7hjCrHnrrdbnwsbHywnHI49IwyV7Tirj4+VEOz+//s02IEDmwd11l7xJ\nWLN2rSwfpFpKigy7a4m3ht22beWN1J5hUpde2rhjqskkAcoRW7ZIRe8Pf5Dqh7berruGMefk1A+R\ndzXslpTI8+if/5SLLeHh8i85GXjuObVhV4W4OPlbq+pw27Wra0MKo6IkFHTrpmZo4okTjU/6gfo1\nlZ1lMkmlcexY4E9/cm1b1qSmyhJEKvn7y2uDFnbT02Vo8Jtv1q+17SytshsfL6+3AwfabnDniLZt\nmw+Nt1hafj23l8UC3HknMGEC8OCDcqHtnnuA11+Xv+1777m2fU1uroQTbciyNSqWHmoYdpu+xlgs\njddjV+lvf5Pj10aLhYUBs2er309OTvMLacXFMv3Ik2HXbJa+A442hnQGG1SRuzDskiEEBwM33ihv\ngiUl7puvay+TSbr8tmtnf0AIC5OTioMHGy8h9K9/ySL31hQXy7JGtppQOSM4WObItSQqSk4SVb5p\nqQi7JpP9Q4iHDpUTZu1kp1MnOVF0xMaN0oW2KXcNYy4srF8f2dVKZ3GxhNvoaLmgpC1JtWOH3B9v\nC7vaxQlVnVtVre+ZlKSmsnvJJY2r3yaTmpPSUaPk76tq3mtDPXvqs93ExPqwGxoqIe/rryVEuPK7\nzsuT17DTp2Uaw44dcqFSVZOiK6+UC4fa+5O/v7zuNLzI5oy5c+W+P/usXOx8/335V1oqDfLef1/N\nvEh7pge5Ooz5zBm5qBMfL59PmtR4STpA3u/10Lu3/M0fflhe43budPyCpz2qq5tf/NTC7rFj9WtI\nu9uvv8p7edNlC/XAYczkLgy7ZBgmk1QR9u1zXydmZzgSEDp1kjfehm88cXEtVwE2bJB1CT1x3/38\n5DhVrhupqrtuZKT9w5HvvFNOOqqqpAmTI1fZV64EPvhAhqlbOwZ3hN30dCAjQz7u3Fkea84uGVVU\nJBdoAHnMjRghQV47Mfe2sAuoHcqsqgusqrA7erSEmTZt5PkWHm7futu2/OY38rjXozGO9pqs2syZ\n0gxMM2+ehNJrrwWWLnV+u5s3Nx7GajZL+FC17FpgoMy3nj0beOghCamHDzveCK8hs1kaRS1YII+N\nRYvqv1ZbK++H1dUSel2ldWFvjdaN2dkLBPv2SVVX+zs89ZSsP5uSIqNmBg1SW21vqls3WYauXz/9\nlh6qqmreZLK4WJoyduigrqu8o7Zuld+vO2gXTtigivTGsEuG0jDsNr0S7C0cCQijRsmwZHuvsiYm\nykmBp6geyqxq3VRngqafn+PDgO+4Q5ZAufrq5l9TtS6qPbSTRJNJqvG2lrlqiVbZbYnRw66qKrGq\nsAtId+eyMqmy9+kjzzlXRUZKQDlxQuYAq1xPu2dP9cOYAVmL21pH+xtukG70zrL2Wms227fkm71C\nQuTv+MorMtT4scckrDrLz0+WPOvZUz7PzW0eNIOD1TQisyfsBgTIP63Zn6NSU2VqkMbPT1YI2L9f\nhqtPn65uWHZLDh9ufai2q5qGXbPFjKWlT9ZNE/HUUGZ3h11WdskdGHbJUJKSJBwZpbI7fbqcNNjb\nIOPCC60HLXeJjTVO2AUk7O7f3/oyT5rSUtnHLbdYbz7mrspuU0lJ0r37//7P8fm7vhh2Va7J2auX\nzB10dQirFnZVDYUNCJBRHyounlgs8prx/vvy8WefyXBpZ4NKU9oFSHetVXrVVfJ4d9all8pjPiRE\nqrChocA//uH6nNrWJCaqma6hueWWxhd7Q0OBa65R02HXnrALuDaUOSqq9eH5118vYfC999Q8ro4f\nBz7+uPH891276i8e6KG6uvH7SmF5Ib73n422YbXo1k1dQzFHeSLscs4u6Y1hlwxF67zrbXN2G3Ik\nICQmSlOo9HR9j0kV1ZXdLl2kiUfTDsmOcjZohofLcLbWGnNpDh6UK/ItdQB35zq7mvnzgc8/l6Cl\ndQV2ZEipL4bdpCR1QxwjIuSk3dUhhe3ayUlda93MHRURYd9FGFuys6Vzr/Z3rKmR+arOjgZoSluD\nfNUqNduzJSys5U719jCZZPjq9Omy3uqKFVKF1VOnTq6H3YbGj5fh7lFR0h1ea1S1c6frjZ3cEXZt\nadNGHk+vvuraEnuALAHVr5+8Pqany9x1sxn48kvH+zU4oqqq8ftBfpm8OASFlWHwYNeXFHOG2SzT\npgYOdM/+WNkld2HYJUOJiqpvbmGEsAvIiZvW0dfbdezoenfYhoKD5WTN1QDtSlX1j3+U4YbjxwOn\nTrX8fQcOAD16tPx1dzWoauiZZxo/1kpLpUurvXwx7GrLBamqJKpqUpWYCBw96vp2NKoeTy0tgWZr\naTR7PPusLLFSWSnzgltqrOdtwsNlLdepU4Fhw/Tfn4pGfE1NnSrD0c+eldev8HCZ0rBli2vb9Yaw\nC8jz8j//kfvmylJRffvKxZ0VK2Ru8G9/K0s3tWsnI3v00nQYc16ZNLto07YUN9wg0xRqavTbvzXH\nj8t7pdanQW8Nwy7n7JKeGHbJULRGREaZs+trVA9jBtQMZXYl7I4eLf8uu0xO4FpiK+x6Yhhz046e\nFgvw44/2/7wvhl3teFWsWwpIo5ysLOd+NjtbHjfx8RJ0VQ5NDA+XE0RXf/8JCTJsuWF34IQE17s8\nnzghTZjKyqRiVFEBzJmjb2MhVdq1U/f4sUdsrIRSVUPHWzJ8uOsVQ21tVFu0JlV6SkqSYevvv+/8\nNvz86tcQv/NOeb7ffjtw661KDtEqi6X5MGatshsQUorERLk49v33+h2DNQcOyLrY7sLKLrkLwy4Z\nijaM2UiVXV+ix1q7ng67fn7SMfXee1sPfvaEXXcPY37ggeYXfRw5obYVdoOCvO+xbDLVV3dViI52\n7u9WXi5VwQ0bpHJUWCjrn6qqYJhMai4umUxSRXroIWnIlZQEbNrk+lI4OTnNtxEY2ProCG/Rrp10\nlf/2W/fsz99fXjv1/t0MH+56gLJn6SFA/8quZto0Gc6sKiy9/LI8V8eNU7M9a7SKrbWw6xcsVwjG\njnWt0ZozDh5s/T1MFW15SIZdcheGXTKUhpVdhl33i4+Xis68eVLVWbvW9W16Ouzay1bYDQ6WEylX\n5x87YupUqaZddJH8Hvv2dewEtLi49SFt3vpY7txZXdh19qR99245mW1YXS8qUrsMj6qLS8HBwPPP\nAx9+KNMG2rd3fZspKdZvT011fdt6Cw8H/vlP4Lrr1DR1sofKx2xL0tNlGLMrr0HeMoxZc/HF8n7T\nUq8ER/XoIRen9FhbV6MFO2tzdv0bhN0vv3RvCHRXZfdvfwMuHFgCPz+50MMGVaQ3hl0yFF9pUKX3\ncDVP6dQJ+OEHqWA99ZR0zXz1Vde22aWLMcKuyQRMnqzupMweJhNw//3SbOjoUVl/9/Rp+3++qMi+\nYczu6rRrL5WVXWdP2kNDmw8jr61VO71C9UiKbt3UrbUbHg4sWyaVcT8/OaH9739lrrG3a9dOLto9\n84yMjmj6d9SDHvN2m4qLk/v266/Ob8ORsKv3MGbN5ZdLaFJF7zmr2ugOa3N2TUHyS+vXT4Lnv/6l\n33F8+aWsK61xV2U3uyAHR2/rgOQrVgNgZVeTmZeJWxbf4unDMCSGXTIUVnY9KytL7ltpqVQPysqA\nRx91rZLQrZsESVfExuq7dIjZDIwYIdVTb2UySdCorLS/I6utYcwBAbJddzdSsUVld1tnw27v3jJf\nVwu3AQFS1UxOVnNcgPqwGxMjJ52qhttfcokMB/7mG/l4+HA129XbwIHSXOvJJ+V9xJU1cO3ljrAL\nSEf2hgHHUfaG3bZt3VPZ9UXWwq5W2UUbeXE2mYDnngOeflrOZ/Tw9tuNh7W7q7J7vHIvIgKjcfby\nCX5T20IAACAASURBVNiXv48Nqv7nZPFJHDl7xNOHYUgMu2QowcFyhbegwHsbVAUFSeDwtmqYCtZC\nVG2ta5XsSy6RarErv69hw4DFi53/eVv8/IAFC9RWF/RgMkl1x97qrq2wC3jnxRtvqOyaTBKSXnxR\n1n299lrpSKyiy7FGddg1mdRWd7VtpqaqWS/bXa6/HnjsMTn2KVOADz6Q2/V8zVa9/FBLhgxxrEld\nU942jNkXVVfLVIFmYbeqLcwB9eXw9HT5e61Zo2a/BQX1H1ssMuJHe8+2WNwXdnPNWRgSfQ0m9JmA\nrzK/YmX3f8prylFt5i9CDwy7ZDhRUXLS4K2VXa37oxGvZI4Y0XiYrp+fVElc+VskJMjJlavVXRLx\n8Qy7jnDlpD0gQIauz50rVV7VJ/+ql/oC1IddQKYiHD/u3vnqqtx8s1RCH31U3/VH3VXZTU9n2PW0\nqioZZVNVVR/y8krygXNdUWVpPPZ70SKZO67ClVcC27fLxwcPyggOrWqcmyt/V5XTDMwWM17f/Dpm\nZcxCVn59S/vCgCz0jEpDfFg8CisKPT5nd+1a7wjbZdVlqKo14ImhF2DYJcOJjAT27JEhed7KGwOC\nCt26SRVVm6dnsQD//rfr2x0+3H2NYoyOlV3HqDppDw9Xv5yNHt3P9Qi7oaFy/1UHc3cIDQUmTgSW\nLpV573p1THZX2B0wQJqkOTs0Vuuga4s7lh7yVVVVMoe9Xbv66m5eaT7alHZFaVXjX5rK0UJnz9Yv\nf7Z1q/yvVXYPHlRf1T169ihmrZuFjdkbMX/n/LrbS4KycEFcGqJConCm/IxHK7tnz9YvL6h3gzhb\nyqvLUV3rBanbgBh2yXCiooCdO2X4q7cKDpZun0a88n3xxfWhNzFR7uOECa5Vshl21XE07Npq1mL0\nsKsqpPpK2O3RQ23HaI2Kruqe8sILwLZt8pqm19qn7gq7wcHy3HB2tA0ru66rrpawqw1lXrECOHYm\nD7UFSdjyi35XCMrL5YINIEOYExPrL3qcPCmPQZWOnD2CPrF9cO9F9yIzL7Pu9srwfejfxTvC7q5d\nwKBBwJgxwCefeOYYNBzGrB+GXfIahwoPKdlOVJT88+YlLoKDpdPnihWePhL1unaVN9JJk+Rv8N13\nwMKFrg1DvvJKWTaHXKd6GPOaNfI39yadOsl9VDHH8nyr7A4fLl27VevWDTik5iXe7YKDJRwOG6bf\nRbf4eKkau6OXgytLS9kbdsePB2bMcH4/RlZVJVOZ2rcHVq0Cxt5ciVpTBczn4rH4m1J8+aU++y0r\nA7Kz5eOtW4FLL62v7Obnqx8Nd+TsEXSN6Iq0mLS6YcylVWUwh+Tgws5JjcKup6Z17dolna9nzJCp\nCp7Eyq5+GHbJKxwuPIy+c/sqeaJHRgJDh7p3iRdHPfcc8Je/6HNS6Wldu8qJ4W9/K2H300/ldleq\nRSkpwEMPqTm+811cnP1DMW0tPQRIdSAw0PXjUikkRComKppBnW9ht29fGdqnVYBU6dNHTix92fDh\n+lV2teeZ6seIavaG3ehouehEzWnDmCMigI8/BipMBUBZNFAVhhpTKV56Sd2+LBYLzBaZLF9WJs/r\n6mqZt71woVQzJ0+W15EOHdTtFwCOnDuCpIgkpESn4PDZw6iurcbSTfthOtsd/3zJH5VnJex6cs7u\nzp3ecyGdlV39eHEcoPPJieITKK0uxY6cHS5vKyUFuOYaBQelo9tvB265xZhhd9gw4I03ZPhrz57S\n3CUoSJ+hkeQ4e4cxWywS8myFXW+lKoB7c9iNjpYLEipPFP38gCuukPU9VQ7r69vX98PuxRcDe/fq\nMzzXZKqv7noze8MutazhMObaWgCh+UBZDFAdCrQpUzpPd/7O+Zi2Yhqqq2WJuOxs4Kmn5OOaGnmd\n//hjWRNbedg9ewRJ7ZMQHBCMzuGdsfT7Q/j9w1mw5KVh5kxg3A1RyC32/DDmPn08s++m2KBKP14V\ndtevX49evXohJSUFr7/+uqcPh9zoZLFMsNuY7foYsenTZbkIb3fRRXKVNT/f00eiVocOwF13ycc9\ne8r/11/PsOst7K3slpfLULuAAP2PyZuFhEglxtW1hPUIu35+MvRQdeOnK68EZs0C7r33fyfjCvTp\nI1UUXxYcDNx/v6zlrgdHphh4CsOu6xoOYx49GgiK1MJuW/iHlOLxx9Xt61TxKRw9exRlZXJB5ehR\naRrZcLh8WRnw66/6DGNOikgCAKTFpOGZt7JQ3T4TyE9DTQ1Qmh+F/FLPhV2LxbvCbnkNhzHrxavC\n7kMPPYR33nkHq1atwptvvol8o6UAatHJ4pPoENpBSdj1FQEBwEsvuX4S7c20edMTJwJZWa1/L7mH\ntgyMLfbM1z0fmExqOsvqEXYBxxqO2WvCBGDLFhmGquoiVffuEsqLitRsz1PmzJGh+3rwlcquPd2Y\nVTlXcQ6jPxqNyhoXFmtvxcnik7jjmzuwJ3ePLtu3RhvG3L69TEWY/rc8tA+MQXR4WwweVqpsqSEA\nKK4qRm5pLsrKgNhYuYhZUdF4ioefn/zTpbLbIOzmIxO44HPg0OUAAEtlW5hRA7Nfha5zdk+dsj4a\n4+hReV2OjtZv344or+YwZr14Tdg997/+65deeim6du2Kq666Cps3b/bwUZG7nCo5hRtSb8DPp372\n9KG41d13y8mqUSUkAPPmyVy3ffvc03yFWhcXBxQWyhIirWHYradiKLNeYTclRf2FpOBg6VA6cKB0\nIVbB3x/o3RvYvVvN9ozIF8JuZaV7K7vfHfgOa4+sxbqj65Rv+1TxKQx4ZwByS3Nx33/vg8VNb1DV\n1fWV3XPngJjEfFzYrQOGp7dF20i13ZhLqkqQV5aHsjK5aJeYKKPJwsPl72gyyZSjmBi1ld3q2mqc\nLjmNLu26AAB6xfRCRe/3YbL4A0dGAQBCQ01o1yYKFSjUtbL7yCPAs882v92bqrqAVHZrzDVuexye\nT7wm7G7duhVpaWl1n/fu3Rs/urLyObWquNK7umCcLD6JgXEDkVea5+lDIYX8/IA775QrxhaL8YZs\n+yI/P6nY2aruBgZKkzGSE0NXw25QEGA2q+862r8/8MsvarepGTgQ2L5d3faMMG9XT74Qdt09jPnf\n+/6N1OhULN2/VPm2j5w9gm4R3bB0wlJU1FTgk53uWXumYYOqs2eBY0XHgJJ4xEa2bbbOrquKq4qR\nVyphNzRUGkiWlcnz8Ikn5L05M1MuxKms7J4oPoG4sDi08W8DQCq7BZaD6FN5H/zjdyPo9gm46q+v\nolNkFMpxRtewe+gQMH9+8ykZXhd2q2UdqBqzgYf7eYjXhF17zZo1q+5fhhG7+7jB3ry9GPLBEE8f\nRiOnik8hJToF1eZqVNR42aKd5DKTSYZFRkZ6+kgIsG/N08RE4MUX3XM83i4szPWqrMmkT3W3Xz9g\nh+t9/axSWdkFJOzqdaxGwLDbWFVtFZYdWIY3r30TS/YtUV7xqqqtQqB/IPz9/PHI0EfwZaZOa/40\n0bBBVWEhsCt3F0oP9UHvlFCUVisOu5XFKKwoRFFJNUJC5HW9Tx/5/447pMLcsSOQl6e2sttwCDMA\n9O7QG6nRqSisOAskfo/KlIVYYX4CuaW5KDXrG3aPHJGRJatWNb7d28JuWbWsA3W+NqnKyMholPFU\n8prWI4MGDcIjjzxS9/mePXswZsyYZt+n+hdwPso+l439BftRa66Fv5/Ctn8uOFl8Ep3COyE6JBoF\nZQXo3E7x6ubkcSkpnj4C0iQm1q+3SLap7sisco6YVtm1WNQstdTQgAFS2TWb1SzlNnAg8Nlnrm/H\nqBh26xVVFmHBzgVIi0nD6G6jEeAXgGfWPYPO7Tpj0oBJMCl4sGthFwA6h3dGbqniTm8t7fd/Dap6\n9QLefhvI7bsLFdv7oN/0WpStK1O6r5IqeeHKKS5AaGgcunevbzoYEiJV3tJSCYOhoer22zTsRoZE\n4sOxH2LUkhWoDZQOb2XVZaiorsCJssMoSDiIKf/dgqlDpiIlWt3JQkUFUFAAvPCCNN2bMUN+908+\nKWHX02vrNlReI5Xd83Xe7qhRozBq1Ki6z59++mll2/aaym77/61yvn79ehw5cgQrV65Eenq6h4/K\nmE6XnEaNuQbHi+zoUvM/J4pOOLSPqcunYmeO/a03tbAbExqD/DKOdSXSkz2VXarnzcsPdeokYVSP\nkBQTI9tXte0BA+QE01PLjHg7hl1hsVhw8bsX49Pdn2LmyJkwmUyYMWIGThSfwNyf5mLSkkmoNbve\nJrzaXF03zDa2bWyjsFtUWYRh84bpMn9SG8Z80UXA3kNncaasEBWnuiGlqz7DmAHgdFEeQkOBBx+U\nJmuAhNvycmDP0VOIjitXut+mYRcAKmsrgcr2QPDZuttMJhOKavJQlPA5jhcdx9B5Q5UeR3a2vN+Z\nTLK28M8/y/+33iodqHv1Uro7l2jDmNmRWT2vCbsA8Morr+Dee+/FFVdcgSlTpiBGdR90AiBhFwAO\nFR6y+/v7zHVsrMeSfUvsDrvl1eWoqKlAZHAkokOjUVBe4NC+iMgxCQms7DrCm8OuySTVXb2GB+/Z\nA3RWNNAmLEzmDO7dq2Z7RuMrYddaN+bdubvxyo+vAAA++uUj/HHpH53ex+7c3agx12D9HesxpoeM\n8LtrwF1494Z3se6Odfjx+I/YkL3B6e1rGlZ2O4Z1RE5pTt3X9ubtxaZjm3S5+K4NYw4OBroN2YWI\n6gvQr68fwoLa6jKMuX1Qe+SUSNgNDa1vPBgcLH/PP2fciepL6js4mS1mLN3n2hzp7HPZSGiX0Oi2\nQZ0GIaAqBqZgacke6B+IqJAoBLSxoDpiD1666iWUVpXWVaNVOHIESEoCPvqo8e3l5fI49qZltDxV\n2c0tzcX8HfPduk9386qwO3LkSGRmZuLAgQN48MEHPX04huVM2C2sKLT7imNVbRWOnD1St3auLXll\neejQtgNMJhMru0RukJjIyq4jvDnsAhJ2Vc6tbUj10OiLLgJ++kntNo0iKkoeZxVe3LbCWmV3wc4F\nuOyjy/DSDy/hk52f4PHVj+OrzK+w+bhzK2p8d+A7XJNyjdWhymGBYbgi+QpsPbHVqW031DDshgeG\no7q2um7eZGZeJgDg1zO/uryfZvv93zBmAIjruwuFWX3Rpw/Qto1UdlVWk4uripEcmYz8srxmw5T9\n/ICgsHJsK1iPooRFdfvdfmo7bv38Vpf2e7zoeLOw2zawLS6Luwn9unZF98juuKnXTbhn4D04WXYU\ntcF56BCQjI5t45BTktPCVh2nhd3AwOZfi4hQtptmCsoKsHD3Qod+xlOV3cV7FmP2htlu3ae7eVXY\nJfc4XXIaqdGpOHTWvrCrDe3RQrIthwoPwWwx2x12C8sLEREsrzranF1vY7aYYbaYPX0YREqwsusY\nbw+7gwdLAzhfcNFFMpRw07FNWH90vacPx6v4+UmzINXrJqtkbemhOZvmYPEti/HxjR/jD9/8AZcl\nXYY5V87BIysfsb4RG7799Vtc2+PaFr8+qNMg/HTK9Ssm1bXVdWHXZDKh4/+z952BTVxp12fUmyXL\nvXewjY2xwfQWSiCQCmwKyW4IpJCekJ58bzadTW9L2iZZ0klIICGh9256bwbcu+Wi3qX5fkwk1CzN\nyJKBrM4/S3fujGRpdM895zmPJNG53jndQZHds51ne30eT5jNgJHfgPVV68FOOQZ9zUCUlABcNhcE\nQYQ0oEhr1iJbno1OozfZBQBu3jaksoaAxQIOtVA7ZptqNsFkM/XqOhrVjT6zV8w6EV6/5lmcf/g8\nlsxaglRpKva17gTRUYhxY9lg6ZNorzXpwEF2/+//3DfuOBxges8fsV5j9bnVuG35bTjSSj8qX2/R\ng0Ww+jygal3VOtSp6v7SLY8iZPd/EG26NoxKH4Wa7hpa4x3tgFq09PxV5zrPgQBBn+wauyEXUDG9\nl6qy+68d/8Jbu9662JcRQQQhQaRmlxlC0XrIMU84yO7w4VQd2uWwVikvB/bvB1aeXYmfT/18sS/n\nksOlbGUmSW8b8ynFKXTqOzE+azwmZE/Ah1d9iNcnv445g+agsrMSdco6RudQGVU42HIQE7In9Dim\nPKUcB5p7T3bNNjO4LK7zb9e63TMdZ1CaVBoWZddiAWr4y3HVd1fhgP4XoJ0iu8Cf6m4IrcwaE6Xs\ndpl8k10ydx2StdMwwH4zfjr5EwBgY/VG57HBolHd6Oyx6wqVyl1RjRHG4ITiKFgdxZg7FxiUGx6y\nO306dZ8cNQqYPRsYORKYOjVkp/HCsfZjKIwrxIOrH6RNIg1WA6R8aZ/amM02M7bVbgOHxXGz8f/V\nECG7/4No1bZieOpw1Kno/Qgp9H+SXQ1Nstt1DoOSBtEmu0qjEnIhRXZjhZdmzW6Nssa50xtBBJc7\n5HJg+fLLgxxdCgilsqtS9X4eT2RkUKpgHTNecVEwZAjV17NDow6pXfGvgrVrgaFDwzf/7b/ejuuW\nXIeDzQcZH2uxUIoY26WJw5ITS3Bz8c1gEdRy8oFhDyBDlgE2i43xmeOxrW4bo3McaT2CksQSiLg9\nRwP3j+0PhU7RaxeYq40ZABLFic7P5OmO07g+//qwKbtadgPmlc3DwKQi3H1tKQYNop4T88ROK3Vv\nYbVbYbKZkCHNgMrim+yaM9aC1zAVwyU3Y+nJpTBYDKhorECsMBZqkzqo86pNathJO2R8mddzSqU3\n2SVB4sUHirBgAZAkCQ/ZBYCiIqrd0g8/UM6mcLYdOt52HK9NfA1as9a5eRAIBosBMr6sT23Mu+p3\noSCuAIVxhahV1vbZef3hte2vYfI3k0M6Z4Ts+sCPJ36EyWoKOG591frLUvZv1baiIK4AKiO9VRdT\nG/PZzrMYnzmethLcbbj0ld12XfslcyOIIILegiCASZNCX4/5V0Uo+uwCQHExZeENNQiCUi32Blci\n2acQCoERI4Bz9aqQLmr/KoiJudAaJtTQW/RYenIpcuQ5+Gj/R4yP96zXtZN2/HD8B8wunu1z/LjM\ncYyt6garARKexO8YNouNwcmDcbCld18mT7LrUHZNVhMa1Y24Ku8qnOsMT82ultWIidkTse2ObVj4\nuhV3rZ2NgZ8MhMakQbOmGXbSjnkr5jGu+3SFzqyDhCdBoiQRaqsCQqH78webD8LO74S6sgzF8QMh\n5Arx4rYXUZxQjFRpatBkt0ndhDRpms+aa19kFwCGpBUD+JPs6kJ3X6ipuUB2HSUCWi3VVzgnJ2Sn\n8cKxtmMoSy7DmIwxOKUInMhHkuRFUXbXVa3D1LypyIrOuiTWuG/vfhvfH/8eDw57MKTzRsiuD8xe\nNhuLjywOOO6GH2+grY5eKjBajdBb9MiQZTgj6QNBoVcgXZpOm7w2qhsxIm0EmjXNtDYDuo3dF5Td\nSzSNuU3XhholPdt3BBFE8NdCqJTdK68ENm4Mj6I+YkR4yK7JagpJmxdXXHklUNemjpDdPka9qh7p\nsnTcW34vNlZvZLxZ70l2N1RtgJQvxZDkIT7HB6Psmqwm8Nnecc/rq9Yj8/1MRP0rCtctuQ4DEwY6\nrcwKnSIoy63FbnFXdv9MZD7XdQ5Z0VkYED8A57rOhVzUsFgADUHZfM02M0Z9OQrLTi3DifYT0Jq1\nuG3ZbXhr11s42HIQD615CMfbjgd1Ho1ZAwlPgnhRPDT2C8rujrodWLBuAa76/ipknfkADfUsJCQQ\n+PCqD/HBng8wOWcypHxp0GS3JwszQJFdmYvg6yC7xQkuZDdE9wWDAejuptqnAUBSEtDWRrUcys0N\nTe9wX1DoFNBb9EiXpiNHnkNr7VjVXYVEcSLEPHGf1eySJIlV51Zhau6lQXYb1Y14bcdrWPf3dbih\n4IaQzh0huz1gQ/WGgGNMNlNYdv3CiXZdO+JF8ZDypbR/HNp17ShJLKFNdtUmNZIlyeCxeVAalQHH\ndxu7Ec2ntvouZWW3Ud0Y6X8WQQT/g8jMDI0KkJNDtf44caL3c3li7Fiq324ocdvy2yBaKMKr218N\nPJgBJk8G2rrDS3btpP2ydF4tP70c81bMC8vcdco6ZMoykR+bDztpx/mu84yOd9TrvrHzDfxw/Ad8\ntP8jPDj0QZ8KHgAUJRShy9BFu6QJoNZVrgQUoJKRZ/w0A/WqemjNWqyrWoetdVtxuPUwAODhtQ9j\n+BfD0aBiFkRgtpmdfXYBIEFEKbunFadREFcAKV+KKF4Uo+undV4zoAZFCI+3HUerttWp5pEgUa+u\nxxu73sAfs//A65Nex4NrglO5NCYNonhRiBfHQw+K7BosBkz5bgpihbGouLMCGarZUCiontpX5l6J\nijsr8NCwh8JCdqurqRRq1w2TRHEiypLKnONDSXYPHgT69btAah3K7rlz1OPhwvH24yhJLAFBEMiO\nzqZFdrfVbsP4rPHgsrh9ts7c27QXBosBo9JHXRJkt8vQhTRpGtJl6YEHM0SE7PaALTVb/D5vtVth\nJ+1hqecAqECknfU7Qz6v0qhEjDAGUfwoaMwaWosBhU6BQUmDaN+ANGYNovhRSIlKofUj0W24oOz2\nBdllugNMkiTatG2QC+RoVDeG6aoiiCCCSxUTJgAvvBCauRzqLhPMWjor4H1x9Gjg/fd7cWE+sKdx\nD/497d9YX70+pPOWlgImQgWNWROy+kRPPLzmYYxZPMZZhnO5YGvtViw+sphRiitd1KnqkBmdCYIg\nMClnEjbVbGJ0vEPZXXJiCe5deS92N+zG7IG+LcwAwCJYGJsxltFaxmQ1gc9xV3Y312x264Zgtplx\nqv0UTrRTu0ZHW4+iPKUcty6/ldHr8WVjbtO14Xj7cRTFFwGg6oNd13lLji/BE+ufYHQeB/QWPY63\nHYfJbIfa3oLUqFRwWByvTg9WuxVTcqcgQ5aBGYUzcKjlUFAbN461WLwoHnqCIrsN6gakRqXiubHP\nYU/jHtTpzgAAYuOoayhLLkOCOKHXZNc1ibm1FbBagdtvB156yX2smCfGofmHnBsmieLEkJHdTz4B\n5rnsG7kqu+Eku8fajqEkkUocy5Zn02rzub1+O8ZljAOPzQubjblF0+K2Jv/0wKeYP2Q+WATrkiC7\nBosBQo4w8MAgECG7HrDZbSBAQGVS+bVuOWp6mST10e1T+8bON/Dc5ucCEu5goDQqES2IBo/NA4tg\nwWQLXJvcrmtHSUIJ7YAqx24ibbLrksYcL4p3pj+HA2abGWnvpdGqyXZAZ9GBIAgUJRRd9JtBBBFE\ncHljyhQqhIguSJLEyrMrsamaGTEJBRQ6BWYUzMCxtmPo0Hdg6ndTaf+O+QObDaRkq0GACEtIVaO6\nET8c/wEj00bi5l9uDvn84cSxtmO4pv81eHHriyGfu05FKbsAMDl7Mu3gHAdMJoAvsONc1zlsn7sd\n38z4xm+QFAAUxhcycsCZbN425mhBNNgE2+0xIVeIWmUtVEYVqrur8eIVL6Kqq4r+i8GfNmaWu425\nXdeONefXYHIOFZBTnFDsVJAtNgv+3+b/F/RGxJpza/CPX/8Bta0dIlY0+Bw+ihOKMTBxIAQcSu5k\nESzYSTvmDJoDgLL5SniSoDbatWYtJDwJYkWxMLO7IRDaUa+qR4YsA/9Y/g/cu/JeVGspi/RzFfe4\nEerekN0mTRPSoiilVqEA0tKA2Fhqo2TBAv/HhkrZbWsDVq+mAqkc6GtlFwCl7HbXBNys2F63HeMy\nx4HLDp+y+9TGp5D3YR6e2fgMdtbvxIrKFZhbNhcALg2yazVAyI2Q3T6BwWqAmCdGFC/K7xfdaKW6\nvtNVdg0WA9LeSwv4Jf7qyFdYfGQxnh3zLJo0TfQvnCZce9pG8aJoqZwKvQLFCcW0Y8m1Zi2i+FFI\nliTTsj67KrsSngRWuzXgbr/GpMGr21917uzSRYe+A2qTmlH9bbuuHQniBGRHZ1/0m0Eg2Ek7dtTt\nuNiXEUEEEfSAyZOBigr6gVcGqwFmm5mxCtdbmKwmGK1GJEmSMDh5MO76/S7w2DyIeeKQzG8k1ciM\nzgyLlfnt3W9jbtlcvD3lbfx+y+8hnz9cIEkSR9uO4qPpH2F91fqQbCy4ol5V7yS7V2Rdge112xkp\nhkYjwIpuRLQgGqVJpZjebzrMNjP2N+3HgeYDsNqtXsdkSDPQoKZvL/al7M4aMAvZ0dkQcoRggQUR\nV4QPrvoAOfIc/HbmN+TIc5AuTYdCr2BUX+5lYxYn4GT7SZzvOo+qrio8v+V5SHgSrDu/DgDw9dGv\nYbVbnR0qmKJWWYsT7SfQibOI4VBkkM1iY/Ptm/H4yMdxdb+rURxfDClfikk5k5zHDYgfQCvkyBMO\n4YHD4oBjlcLG60K9qh5ygRy/nvmVanHENQCEDWsbl7iJN6GyMR8+DIwbBxw7BvzxR+A62UQJlYjt\nqXYzxZdfArNmUZ0HnHMn9o2ye7ztOAYmUFHPMoEMfA7f72fGYc8viCugbMxhUnb3Ne3DLzf9AoPV\ngLkr5mJW4SzEieIAUGT3YvfaNVgMATfPgkWE7HpAb9FDyBEG/KI7FFG6yu6O+h1QGpXY2+g/QWRW\n4Sxsn7sdw1OH0ya7dFOVgQvKLgCnldkfTFYTDBYD8mLy0KHvoPVFcIQi0FV2lUalU9klCAIJ4oSA\n6u7+5v34eP/HmPD1BNqKMwCnFZCOrcSBNm0bEsWJyIzOvOQDyU60n8CU76Y4N2MiiCCCSwtSKRUm\ntSFwLAQAqo6JRbAYq3C9hUKvQJwoDgRBYELWBKyoXIHnxjwXsvnVJjX6x/YPS2/Hn0/9jHuH3AuA\n+p27XNCoboSAI0CGLAMFcQWMN3MDoU5ZhwxZBgAgXZYOAUfAqG7XaATsMZXIj80HQH02B306CJO+\nmYQJX0/AsM+HeW2gp8vSUa+qp30Os83spewKOALsu3sf3p36Ll644gWsvW0t7hx8JwYmDMQPJ35A\nSWIJuGwuogXRjAIufbYe0rVByBHikbWP4NXtr+KjfR9hS+0WqE1qLNyxEG9d+VbQ7rNaVS1sYWBI\nMwAAIABJREFUpA0NwpWI5V2oaRVyhXh14qtYeetKjEgfgWv7X+t2XUGT3T9tzADAMcfDzFGgXlWP\nWFEsOKw/I7+5ekDUCR6X4/a/k/KkUJtDQ3ZLS6ncA880aF8QcAQQ88ToNnQHdW4HUlOBhx92f0wm\no+qlT5wIH9klSRJnOs4gPy7f+ViOPAc13T0LLLvqd2FsxlgQBAEumxuWgCqlUYlmTTOm5E7BB1d9\ngHMPncMX133hfF7EFUHKl17U0EAH/woHImTXA3qL3vlP90t2rSakRKWgRdMSkGzeu/JevFvxLmR8\nGfY17/M7NoofhQRxAlKlqWhS0yO7+Yvy0WXoojXWlezS2blr07UhQZwAPocPEVcElcn/a7XZbTBa\njRBzxdT7Q0fZdUljBoB4cXzAOqt6VT0m50zGXYPvwnOb6S/AHGSXid3JoewmiUPb/y0cqO6uhtFq\nxL4m/5+zCCKI4OLh2msplYMOug3dKIgrgN6i97tgCjUUOgXixfEAgBkFM3BH6R0YmT4yJHObrCbY\nSTsyZaFXdtt17dCZdciLyQvpvH0B11q/QUmDcLTtaEjnd9TsOjAmYwyjelqjEbDKLizkH1//OKq7\nqqExa6A1a3FKcQovbHUvbs+QZTAiuyabt7ILUITw3vJ78c/x/8TYzLEAKIvxpupNThXNtU8uHXiS\n3VhRLAgQ6DR0UqonAL1VD6vdijt/vxPpsnTcUHADFHpFUApYrbIWyZJkNEh+RRzPd1rx7OLZeGKU\ne03wgLgBONURvLILAGxjPIxsiuyWJZUhih9F9UbmGACRAmKuGAPiBziPDZWye+QIRXaZIBRW5jlz\ngJIS98cIglJ3bTaqfjccaNO1gc/hO1OmAcrK7E9gOdd1zvnehyug6mDzQZQmlV7Y5PCBrOgsLNq/\nCA+vebjHMeFExMbchzBYqDdbJpD5JXYmmwkSngRDUoZgT+Mev3Ne0/8abKndgkdHPEqbhKRGpdJS\ndu2kHW26NtohHEqj0kks6diY27RtSJJQd4U4UVzAHU2tWQsxVwyCIJAsSaYdUOUg4ABlJQpkE3Ls\nUM8tncuoj5/j+qu66ZNdB+FPlIQuOCFcqOmuAQEiLPXeEUQQQWhw7bXApk30WhB1GboQK4zF+Kzx\nYQkt7AkKvQLxIorsDkoahMXXB27HRxdqkxoygQzJUckhv6cebjmMsuSyHhOCLzZIknQjSnbS7lRy\n3MhuYmjI7mnFaQBU6FGLpsUtJXd0+mjsathFey6jETBKLii7J9pPwGy/oEKZbCYcazvmdkyGLAgb\ns4/WQ75QnFAMG2nDwESK7DIlSRabe+shDouD4anDvc7PYXHwy6lf8OyYZ50b/3Q6TXiiTlmHWQNm\nQcc/j0SB78TZK7KuQGmSOzsMVtl11OwCAFubiXZLFepV9ciNycWOuTuo1yq0I0puwo65O9yIRrBk\n12AxQGvWOu2xhw8DZWXM5ghlIrPX3ElAXl74esyf7Tzr/H44EKj9UK2yFlnRWQAQtoCq/c37MTRl\nqN8xgxIHYVvtNnx28LOL4g6MBFT1IZgou3w2H2MyxgT8sbim/zVoeqwJ9w+939kXLhASxAnoNnQH\ntDNozVTzR7q2GqVJ6WzzQ8fG3KptRaIkEQAVHhUoEdTVNkPHxkySpFtAleM8gV5PvZoKWciQZaBR\n3Ui7vqND34FkSTIjsutUdiVJjC1366vW92krpWplNabkTsHWuq19ds4IIuhrmKwmvLP7nYt9GUEj\nKws4c4begqvL0IUYYQyK4otwpvOM37FzfpsTskWiq7IbaqhNakj5UsbJq2abGTN/muk3K+Nw62GU\nJTFcXbugoqECK8+u9PkcSZJ4ZO0j4LzMQf6i/KDUvbd3v417Vt7j/PvFrS9i4tcTYbPbsK95H0oS\nXMhua+/I7sbqjRjw8QC8v+d9NKmbkCBOcCN3ozOYk12D6ALZHZI8xI0YCjlCrwW1jC+DnbTTLrfy\nFVDVExyKrlPZ/bNPLl2YbWZwWVy3x9b8fY3bY2yCjURJImYWzsTU3KkA/lyjMKzbJUkStcpa/K3w\nb9S1Cn0ru74wIH4ATitOM/68acwuym7rUJzR7HcGVOXIc7D7zt34v4mPY8rAwciNyXU7tjfK7uLr\nF4MgCOh0QH09UFDA7PgkSRLOdp4NS/eLxMTw1utWdlSif2x/t8dclV2SJLHs1DLn2h1wJ7vhCqja\n37wfw1KHAQB21u/Eld9cidH/HY1vj37rHPOfa/+DnfN2Ik2axriNVygQUXb7EAargR7Z/dNqMzp9\nNK3d9jhRHOJF8dCatbT8+GwWdYMNRBYdyqxCr8DW2q0B53Wr2aWj7Oo8lN0AN3hX24zD5u0PBqsB\nBAi3DzhdG3OmLBMCjgBygZz2gqlD34ERaSMY2ZgVegWl7DK0SG2r3Ybp30/Hx/s/pn1Mb1HdXY3b\nB92O/U37GSVOA8BvZ37DzJ9mhunKIoggdFh5diWe2PBEr+u6+hLH2o5hW+02598imjkcjjKPgrgC\np0rnC3qLHt8c/QYvb3u5t5cKwF3ZDTVUJhWkfCnjDcTvj32PisYKzPxpZo/hTb0hu6cVpzH9h+n4\nz8H/+Hz+g70fYEvNFiieVEBv0TPuU2uz27Bo/yIsOb4EjepGaEwafLz/YxitRkz+djJOtJ/AtH7T\nAFBq+rG2Y0EH9djsNjyx/gm8O+VdvLfnPdy6/FY3CzNAkcRmTTPtDVmjEdAKKp025reufAsliSUQ\ncUUQcUQYljoM/xz/T7djCIJgZGX21We3J2TLs/HoiEedr4upIuhpYwao5Odtc7ehJKEEUr4UI9JG\nYPe83Vh20zKnW4DOGsUT3cZusAgWRmeMBssmRJKIPtmNF8eDzWIz3mx3FR/IxmE43rUXDeoGpEsv\nqMpRURQB9ESwZFfIFTrbUR07BgwYQPXWZYLSxFK8sPUFTPl2CuPzB0K4ye7ZrrPeZFd+odfu+a7z\nuHX5rej3735OB54b2Q1TQNX+JkrZ3d+0H1O/m4qNNRuxu2E37l11Lz4/+Lnb2ExZ6PNpFu1bFHD9\nHAmo6kM4CqRlfJnfnUiHsluWVIbj7cdpzU0QRMB5XZEaFbhu13EzOthyEJO/mRyQ4DANqGrVtiJR\n/KeyK2am7CZHUWnM/nYjuSwuNt7uHrySIKJvYwZABUcp6X0xFXoFhqUOQ42yhpEaHCeKc9qY6e6u\nvrL9Fdw/9H4sObGkzxLuarprUJJYgvy4fOxv3s/o2I3VG7G+an1YwhEiiCCU+PbYt2AT7LD0Ig0X\nVp5diSUnljA+zqHsFsQV4ExHz8puk7oJieJELD25lFGrl54QarK74swKzF42GyRJOpXddGk6dtXv\nwj+3/DPgwtpmt+H1Xa/j+5nfozylHA+tecjnOIeNORjcs/Ie3Fx0s0/bbVVXFV7d/ip+n/075EI5\nJmZPZJyQvalmE+JEcbh7yN14Y9cbeGv3W5icMxnLbloGIUeIzbdvdto/Y4QxkAlkQXUAeHLDk8hf\nlI8ofhQeHfEoDs8/jPlD5uPp0U+7jWOz2Ph2xrd+6/hcoTEaYGIrnInOUfwo7LlrD47MP4Jj9x3D\nljlbfCozTKzMvtKYewKLYOG9qe9RtacA41wNX2QXoOzRR+87CtUzKuyctxPpMnfLMZ0QTU84CA2H\nxUH6+ZdQKB/E6PjCuEK/m12+4GpjtjSW4nTXcYi5YrdE9XnzgBdf9D62N8quA8HU6wLA02OeRvuT\n7Tj1AHPrdiDcf797O6JQo7Kj0svG3C+mn/Pefbj1MKblTcOzY57FV0e/gtVuRZOmybkBEY6Aqlpl\nLXQWHXLkOfj80Odu3U70Fj3e2/Oe23gma2q6eH3n6/j1zK9+x+itkYCqPgNtG7PNBAFHgCRJEvQW\nPe2bQrQgmnath4Ms+oOT7DYfhI20BWyF1Btll4692FXZFXFF4LP5fl8vl83FmIwxbo/Fi/1bhEiS\nRIO6wUl2M2QZtHehOvQdyJRlQsKT0P6xcpBdCU8CFsFys5/4Q6u2FXcNvgtGq9GrjikcsJN21Chr\nkB2djbEZYxm3INpZvxNsFjtgDXoEEVxMdOo7sbV2K24ruc3Z/7I3aNO2YX3VetqBgMGi29hN+97h\neVyMIAb9Y/ujuru6R4tbg7oB+XH5eHTEo3hl+ysB5zVZTXh528t4aetLPp/vjY3ZZDV5beq+u+dd\n/FH5B36v/J2q2eXLMDR1KH6Y9QNspM3ZZ7Qn7G/eDy6LiwlZE7Bo+iLsqN+BBWsX4OVtL2PZqWUg\nSRIakwZNmiYUxDH0TQJoUDXglOIUnh/3vE8L3+PrH8fjIx93KjCTsidhc81m2vOTJIlF+xbhrrK7\n8OjwR7Hm3Bp8f/x7TM6ZjHRZOlbfttqLVA1LHcaocwBAqSOfHfgMP/3tJ7w75V38duY3tGnbcPug\n23Fd/nVe46/Lv84tM8MfOvWdEJCxYLMu9LxlESz0i+2H3JjcHuuk06X0E5mZ2Jg9wdTGbLFbaKvI\nrgjGxuyq3iWcfxKxYrn/AzzQL7Yf7e4fDjjWYyQJGNRCFMUXO9dNDkRFAfE+vuahILtcLjBpUuBx\nfYmyMqB//8DjgsXZTm9lNys6C1a7FQ2qBhxpPYKypDKMSh+FI61H0KxpRrwo3rnBE+qAKpIk8eja\nR/HgsAdBEITP76jnY6FWdvUWPZo0TdhQTbUg+PHEj3hozUP4995/u42L1Oz2IRwBVVK+/9h1x+4j\nQRDIkefQtsUyIbsyvizgzcZV2QUQsFWBaxgUnZuZq7IbJ4pDhyGwsuvYSQQoKzPTfsEJ4gS/FiGF\nXuG2O5kpy6T9Q+ogrkxsVZ36TsQKYwGAUUiVo9Z3RNqIoMIlmKJV2wopXwoxT0yR3Xr6ZFdlVKGq\nuwp3D767z1ucRBABE1Q0VmB42nCMzxyPQy2Hej3fPSvvwZzf5uClbb5JX6jQbQiO7HYZuiAXyiHg\nCJAqTe0x6KRBRdkTHxr2ENacXxNw4/Ox9Y9hZ/1OfH7oc2yp2YJXtr2C9PfSkfthLr479l2vlN13\nK95F7JuxuP3X2wFQakdlRyV+vvFnPLHhCaiMlI0ZACbnTMZrE18LSDrade3IlmeDIAiIuWKkS9Px\n4b4P8eLWFzHntzmYv3I+9jXtC5g42hN+OfULbii4ASlRKdCatW7qx676XTjSegQLRi5wPjYhawK2\n1G6h7RBatG8RapW1uH3Q7ahV1qJV2wqFToEF6xZg2nfTfPaH/eXGXzA5ZzKj17GjfgdKEkuwoXoD\nxn81HnesuAPln5dj0b5FjObxBZVJCQHoEWNXMPm9NdvMtJVdTwRjY3bts0sX8eLAG/+eqFNeSMI2\nm5lbe/PkeYxt8w6nncVC9bcdnjbMi+z2hFCQ3bvuAmbP7tUUlxWsditqlbVeSfAEQWBU+ijsbtiN\nI61HUJpUiqL4IpztPIvKjkrnJggQ+oCqn0/9jHNd55xt4+4vv9/NKiziivDsmGfdjsmUZQblKOkJ\nVV1VSBAnYEvNFujMOjyw+gGkS9Px2PrH3FyPkZrdPoRD2Q1kNzZajc7dx1x5Lu3AIyZkN4ofWHl1\n2JA79B3gsrg4ofBPdr2UXRo2ZsbKrktfQyYtlByIF/mvh9Fb9JhROMP5N5NdqA59B+LF8Yx+fB0E\nGbjQhy8QbHYbuo3diBPFQS6Q024N5cC7Fe/i19P+LR+ecN05Hps5FrsbdtPeIaxorEB5SjkmZU9i\nFFgSQQR9jVZtK9KkaShLKguJsqsyqvDEyCdQ0VgRgqvrGUqjMjhl19DtbGPhqNv1tQhtVDciXZYO\nmUCGR4Y/gm+OfuN33vNd57FgxAIsmr4Ityy7Bf/a+S80qhtR3V2N+Svn42zH2aCV3RplDd688k3s\nbtiNHXU78MHeDzCndA6uyrsK3YZunO066yS7dNFl6HIGGZ7tPIuKhgrYSTtIkNBZdPj22LdYfW41\nRqePDuqal55aipsG3ASCIJAmTcNj6x7DgI8GYNzicXhm4zN4ZswzbupzuiwdcoGcVi/cVm0rXtj6\nAlbcsgJinhh/X/536Cw6Z8ueXQ278POpn72OCyZRel3VOgxPHY6Xtr0Eg9UAtUkNvUWPJzc8GXR/\nWAckcUrIhcGRXUY25mCV3V62HqKLBFEC2vXManZrVbXIkmVR5zUDPIanDVbZlfAk0OupjIAZBTMw\nLW8arWNDQXb/11DTXYOUqBSfmzUj00Zid+NuHG49jNKkUgi5QuTKc7H6/Go3shvqgKqP9n+ENya/\n4bymQUmDsO2ObZhZOBPT8qbh2xnf4u8lf3c7Jis6K6TK7rmucxieOhyp0lQ8v+V5DEkegqdGPwUe\nm+ds8QVElN0+BdOAKgDIjcl1U3b3NO7B8TbfdbyMyC4NMqo2qZ1EbFzmuIA/vG6th2jU7Hq2HqJV\ns8u7QHbTpemM2g4AVL2Av12lrOgsfH7t527jmdTsMlV2Xcku3Z3jLkMXpHwpOCwOYoQx6DYyC9JZ\ne34t43owN5uUOAEFcQXYUkuvBVF1dzXyY/ORGZ0ZdjtnBBH0Bo4NuKKEIlR3V7spcMFAY9ZgdMZo\n1HTX0M5T8If397yP+1bd5xWgFKyN2ZXkFcQV4OG1DyPp7SS8s/sdt9feoG5AWhQVevPU6KfwygT/\nVuZOfSfiRHG4Pv96dBu6YbAanM/pLXo0qBuCVnYb1Y3oH9sfT41+CnNXzMXqc6vx5KgnQRAEShJL\nsLN+J2Oy60r6lUYleBx3tsBlcVHRWBEU2W3WNKOyoxITsycCoNYBXx35Cqc7TmNH/Q7satiFsRlj\nvY7bfeduZxKwP5ztPIvC+EJky7MBwGsz12wzhyx5dt35dciPy/cijFwWl1bfe38oH6NEfiZzssvY\nxtxHyq5n6yG6CEbZdf19tliYk928GObKrtasRRQvykl2p+ZNxfzy+bSOFfPE0Fv0Ph0HEfiGLwuz\nA6PSR2HFmRUwWo3o0Hegy9CF0qRS/HbmN3eyy+K6tfPqLeqUdSiKL3J7rDylHMtuWobVt63GzELv\nUNJQ1+ye6zyHfrH9MDlnMj7Y+wHuKL0DgDcfcvCvcCBCdj3gCKii23oI8FZ2X9r2Eso/L/dJeJmQ\nXSlfSovs5sqpyPipuVP9BhjYSTu0Zq1zkUGnZtet9VCAWlrgz5uri7KbLmNOdhPFiTBajbSTVnPl\nubR2PEmSRIe+A7HCWGRIM1CvDvzja7AYYLFbnNbsRAm9nWNHgjOAoJTdys5KWoqBK+qUdW43zZmF\nM7H89HJax6qMKkQLopEsCVwnfilid8PuixKVH0Hfo1XbiiRxEnhsHoamDO217V5r1kIukGNw8mDa\nfdD94VDLIaw5twbzV7ovKntjY3aQvCk5UzA4eTDYLDae2PAEYt6IwU8nfgJAkV1HzSePzQuoCnbo\nOxArigVBEM75HSBAwGwzB63sNqobkRqVijmD5kDIESI/Lh/PbXoOlR2VGJg4EHsb90LGlzGas8t4\n4X0oTih2IyksggUxV4yTipMYlT6K8fVuqNqASTmTnJbWdm07TLYLYY8ECKw9v9bruDhRHC311ZXo\nAEBpcinYxIW6Vy6bi+Gpwxlftyea1E1o0bbg+vzrYbVbvZ7Pjs7u1fyuzjAmGJY6zG2D2h96o+zG\nieKgNCp9vnZf8NV6iA6Cqdl9ZvQzznySoGzMMXmo6qpilM7tsDHr9YCQoWDGIliQ8CRB3bP+V5Ej\nz8FDw3wH5w1JHoJGdSPUJjUmfjMR6e+lg8PieN0bQlmza7Vb0aJtQao0ldFxadI0tGhbaH+PAuFc\n1zn0i+mHK3OuhIQnwYwCypkpF8jd+JDeoo/YmPsKThuzQAaVyU8as8vuY0FcAfY373d6z893nUdR\nfJHPUKJA87oiihdFq2Y3R54DABicPNgvqdKZdSiML3QmF0r5Ur/XYifteGbMM85FSYwwJiAB9ans\nMiQhBEEgV56LHfU7aO0q9ovth3pVfcAm2CqTCgKOAEKukLay22nodFvQZEdn40BL4F7J7bp2pyoS\nI4xhRHZ1Zh2a1E040X6CUYpznarOmZIJALMKZ+G3M7/R+nFUmVSQ8WWIFkTDZDX1Wi3razy14SmU\nflbaJ0FgEVxcuJZW3DbwNnx37LtezedILB2ZPjIkVma1SY1Hhj+CjdUb3b6/SqPSzbJFF93GC4rm\nhOwJ2Fq71bkANdlMmPf7PNQp6ygbszTd31RucNzbAODp0U+DAHWPcyxyrXarW/9zJmjSNCFNmobf\nK39HdXc11letxxeHvsDQz4ciUZwIg9XQKxuzmCfG9ju2Iy8mDwQIDEoYhP9c+x8kSZKCIujrqtY5\ne6gCcAtgAgAOmxOUAuiA50bk8puWIz82H1wWF1wWF69OfBVjM72VY6bYUrsFE7ImIFGSiGU3LYOE\nJ4GAI4CML8PKW1e6bUQHA6VRCZmA2SYFQP2/elK8PNEbZZfNYiNGGENbdQ3WxhyMsjsyfaTzsxmM\nsivhSSATyAK2o3SFp42ZKSJWZmYojC/E1f2v9vlct7EbdtIOO2l3lhYsOU6l83vZmENUs9uiaUG8\nKJ7xZ5zH5iFeFB8yl5+D7F6VdxUO3nPQSWi9lN2IjbnvYLAaGCu7V2RdAZ1Zh6GfD8XUb6eiTlmH\nsZljfdqSovmhr9l1kN2SxBIojcoeCVIUPwrH77ugNhfGF/olByyChefGPuckeoHIMeCexgwEZ2N+\ne/fbON5+HDf+fCMy388M2EaDx+YhV57rty0HQH3xHYtkumTXoQQ7cPfgu7Hq7KqAgVMK3QVll6mN\n2WF5A8AoWbJWWetGdnNjciHgCGhZnxw79gRBIEmSFLA/8qWGdl07hqcOx+pzqy/2pUQQZriS3RuL\nbsS6qnW9sh87yW7ayJDUq6tNagxMHAgum+v23fO0MS89uTRgiBRwIaAKoJQ7z11/LouLk4qTaFA1\nIE1Kr3enyWqCyWpy3qsfGv4QpHwp5pXNw8PDH0Z+XD5mD5ztRfroQG/RQ2fWIU4Uhxe2vgC9ldo4\nI0FCa9Y6W/X1xsYMUL9fpx84jdKkUgxKHoRF+xc5bchMYCft2FC9wY3sTu833U15jeJF4ebimxnP\n7UCtyv3enCpNxckHTqL9yXbontNhwYgFfo6mj801m53vwdS8qeh6qgtVD1eh46kOjMsc1+v5g1V2\nmcBkpd9n1xeYWJmDrtkNEKIZ8LxB1OwCVAsbJm3FPG3MTBEhu6FDVVeVV+K8w0niFVAVImW3XlVP\nO5DME5nRoUtkdtiYWQTLLbzLl405ouz2EVwDqvyRUkfrIQDY27gXtcpaHGw5iPXV62G1W6Ez63yS\nvHDU7KZEpeDrG75GvJiKL6erHuTKc2G0GmnXCtG58bn22QUoG3O9qh4KnYLWF3h3w268sPUF2Ek7\nzDYzmjXNuG6Jd7sETxQnFONk+0m/Y1q1rUiWJAOgvsh0ya5D/QAAuVCOuwbfhe+Pf+/3uHZdu3MX\nVy5kZmM+03EGBXEFGJg4kJGVuU7lrh4AwNBUqol4IKhMKueOPZ2WV6HGl4e+pHWdPaFN14axGWMZ\n1zRFcPnBlezGCGMwOWcyfjj+Q1BzkSRFwMQ8MSZkTUBFQ4VXrS1TOHrIuiai20k7VEaVG9l9fefr\nmPTNJL+1UTa7DRqTxumuSZQkwka6u13MNjMSxAkwWA1u9yp/6DR0Oi3MAMBhcTC3bC4SxYlgE2wU\nxhXi6xu+ZvS6HWhSNyElKgUEQbhZgQGK8Eq4EhAgglJ2Pe3WHBYH2+7YBjbBxoSsCXhv6ns9HN0z\nDrUcQrwo3q3tz51ld6I4oRgj0kYgU5aJo/cedW5eBgNPZdeBaEF0UGnAPWFzzWZMyJrg/JvL5iIl\nKiWodGpfUBqViOaHmez2ovUQAHx9w9deabg9oTethzr0HYycV64IxsYMMK/bfXLUkxDzxBCLgXFB\n7HXQETgioAeHKOUKO2nHs2OeddsI47JCp+z2huxmRWeFpG5Xa9ZCaVT63IiNKLsXEQYLVSCdFZ2F\nZk1zjwsf18bnH+z9wO3DSYLEtrptvpXdEKcxOxZWtw+6nfH8BEFgZNpIVDTQs+4JOUJY7Va/Da+5\nLK7bgkRtVONs51mkvZsGwWsCfH3E/wLqUMshN9stCRJnOs8EtOIWxRcFTKJu0V5QdhPECTBYDAFJ\nqCfZBShVOJCFybVml4792xWVnZUoiCvAgPgBtFsWkSTp1trAgaEpQ7G/mQbZNaqcC+pkSTKjkA8H\n2nXteHbTs4EH+sAvp3/B1tqtQR1rtBphsBhQnlJOOxU9gssXrmQXAB4e9jA+2PsBo1o2B4xWI3hs\nHjgsDmQCqu+rv2C4yo5KfLz/Y7+1vRqzxovsqk1qRPGjYLaZnXVQrdpWTO83HU9vfLrHuVQmqkWP\nQ2EVcUVYfP1iiLgiiLliECDw1OinIOFJkCZNo53e6+lYAYD7yu/D54c+x38P/xcLJy10lrswhcPC\nDADzh8yHmCt2PifiijCvbB76xfZjbId1VbhdEcWPwhfXfeGVlkwXpxSnMDh5sNtj6bJ0GKwGZMgy\n8MjwRxjXvHnC03UTDtR018BkMwXVY5gu+krZDdbGDFBps3Tt2sG2HuJz+BByhYyDJx0IxsYM/Kns\nMkhkfuGKF8AiWBg4EHjrLebniyi7oUOqNBWLpi+CkCOEjC+DkCPE1zO+xsJJC90+g1w21+8amwnq\nVHW9Irs9tbljgvNd55Ejz/H5exItiHZbG0cCqvoQjgJpPoeP4oRiZ/9aT7juPvra3eOyuL0nuzSU\nXY1J47ZDzmR+gIpDp1unRhBEwJvfp9d86kx3s5N2zFhKFaKb7WbYSTvmr5zvd2cyOzrbzT4GULv3\ngRZetJXdKErZZREslCWX4WCz7/+vA47EUlfECmMDkmTXHpVMa3ZrlbXIjs5GgighYPq16/lEXJFb\nj2OAPtl1XcQkRyUHZWN+adtLeGPnGzBZTYEHe6BJ3cTY7u6Ao59xv9h+EWX3Lw6tWUsv/jfQAAAg\nAElEQVSpgy6f83GZ4yDiinwGCNGZz3Wua/pdgz/O/uFzbKe+E2MWj8Hh1sN+gzscG5BjMsZgVz1l\ni+42dEMukEPCk0Bn1sFmt6FD34GFExdifdX6Hmujug3dXgTvluJbcOr+U/j6hq/B5/Dx/Ljncajl\nEEoSS2i/bl/3tf6x/TE4eTBuLLqRth3aFxrVjU5y+OSoJ/HKhFcwIH4AypPL8evNv2Jk+kgsmbUE\nI9NGMprXtXY5lPD8DQWohV6LpgVKo7JX9mWA+h1sUDcEveikC0e9bjDtiuiiL8iu2WbulbLL9FzB\nWqYdbcCCOm+QNua8mDzG7Yd6gwjZDS3mlc1D9SPVWPv3tah7tA43DrjRa0woA6rqVfVBb7KVJZXR\nWjsGgsPC7AuefCUSUNWHcNiYAWBE2gjsbdzrc5wr2X1w2IMQsC/sKHNZXDw87OFe25ilfCltZdd1\nfib1a2XJZc4aKjqQ8WW0b34d+g4vRZMFFo62Hu3xmOn9puP6/Osh5AidBJfOAidHnhOwCXaLtgVJ\n4guKUHlKOQ40+w+b8qXsxopi0Wno9Hucg4ABzNOYuwxdiBXGMvqs1KvqvVRdgPpBPtJyJCBpdrMx\nB5HI3KRuwo8nfkSSJCmoZuTNmuagW2+069qRKElEujQdCp0CBosh8EERXJZwqLquC3qCIHDX4Lt8\n9ikNBE+ye23+tVh1dpXPDcyXtr2Em4puwufXfu438VdtUiOKF4W8mDzUqepgJ+3oNnYjWhDtTDft\n0HcgWhCNWFEsZg+cjU8Pftrj9blmIDiQGZ2JWQNmIVmSjKruKuxu2I1RafRTiH3d1wDgx1k/4oOr\nPqA9jy80qS8ouwRBYMHIBTh5/0nsv2c/puROAUCFKTJV73zZmEMBz9Ib4E/75jMqrPv7OqREpfRq\n/hZNC+QCedgWcQ5UdlbSaoPUG/SJstuLgCqmCLb1EEBlpBxt63kt0xNsNoAkATbzcnhcl38dlsxa\nwvzAIBEtiGbcSSIC/0iSJGFE2ogeg/R4bN4lYWMenT4au+p3BeWYcsWuhl0YkjzE53PRgmgoTREb\n80WBI6AKAIanDsfm2s0+Fz5Gq9F5Qx6bORarblsFAVsAPpuPZ8Y8g7uH3A2lUemlcskE/muBXUGn\nD64vsstE2WVaAyLlS2mTablA7rXLbCWtbrVRniAIAt/N/A7b527H3YPvRqwwllb0fZo0LSBZclV2\nAaA8uTxgsvJVeVfhhoIb3B6LFcaiU++f7FpsFiSKqZZNQq4QBEHQJmHdRkrNYfK/LE8px6557uE6\n66vWo/+i/jDZTEh5J8XZosQX3JTdIMju6Y7TGJQ4CCWJJYzVVaPViE5DZ9DKbpu2DQniBLBZbGRG\nZ6K6u9rteYcKt7nG93c5gssHnhZmgOor+tWRr7D0xFL8Xvk7o/k0Zo0b2c2LyYOQK8Sexj1uSfBa\nsxaLjyzGi+Nf9DufzW6D0WqEmCeGkEsFHa4+uxpv7noTapMaQo4QWrPW7XU8NOwhL0uxAzqLzq+t\na1DSIFQ0VFBkl0HLHUfNrifkQnlQVmBXNGqotkOhhJ20h41oeXYQcCBUCqlna5FwoU3b5vXdCDX6\nzMZ8GSi7JQklQaX/B2thBij7dG+/n0xQGFfIuAViBL0Dlx06Zbc3NubkqGTIhfKAwa/+QJIk/jj7\nB67tf63P5z1bD0UCqvoQrsru1f2uhkKnwPNbnvca53lDnpg9EYNTBsNkM+HBYQ+CzWIjWZKMJo27\nPU0ukNOu86Dbeqg3ZPdwy2HUKeuQ/X42/rXjXwHJgExAX9nlsrn46vqvIOKKIOVJwWPzkBWdhWGp\nw/weRxAEylPK8eG0D7Fz3k5Y7daAbYVihDEwWA1+w2Vc05gBiiAGCkUanjbcrZ6LJEn8fOpnnFSc\nROLbiVi4Y6HP9+y3W37D+KzxbtdHd4fU0WKD6f/S9UdQa9Zi1tJZ0Jq1sJE2WOwWzF42u0fbtmvN\nbjBpzHVK6qaaF5PHuG62WdMMAUcQdJ/cdl27c2PB8/y7G3aj/D/l6NR3YtI3k4JWjyO4NOBJdjdW\nb8SMn2Zgf/N+6K163PLLLVhxZgUA4Juj3wRMLvVUds91noNCp8CYxWMg+ZcEP574EQCVJVAUXxSw\nrY2DPDvbu/Gk+NvPf8NPJ39CrbIWdao61Kvq3V5HQVwBHh3xqM/5XH+PfGFe6Ty8tfstnO0861V3\n6g89KbuhQKO6sVc2aF9Qm9SQ8CQhC1pyhednINSoU3lnKYQDvjaCQg2VSfWXUnaD7bMLUBtNwZDd\nYMOpLgaGJA/psZQvgvCgtwFVJEnil1O/wGa39ej4owuHuhssTnechsVm6bHExldAVaRmt4/g+mbL\nBDIsu2kZPj3wqddOi68bcpo0DYniRKd9NTM6EzXd7gXesSJKFXxg1QOY/ctsLD+9vMdrcdR3+bMR\nfDjtQzebFROCtLF6I+b8NgckSNSqavHqjlfx5q43/R7DNJ3v5uKbcWT+EXxx3Rf4aNpHkAlktBVO\nHpuHgrgCWkoqQRBIjUp1bi40a5qx5twatzGuacwA1ZpHb9EzIkCLjyzGuxXvwk7a0a5rx8IdC/HJ\ngU8CHsdkk8NRpycXyhmRXVfUq+qdfTMdIED4DIFybCY4Fnyp0lSvTZqA51NTN9VceS5jZbdZ04yS\nxBJ0GbqCqvdt07U5v3N5MXluBOezg5/haNtRrKtaBwCRH+7LHK3aVufGBgB8sOcDGKwX7icGqwHv\nVLwDAPjXzn/hq6Nf+Z3P0yY89bup0Jg1sJN2GK1G3Pn7nTitOI19TfsCbtIB3puPrbpWZyIxCRI2\nuw0/nvyRNjEJRHav7n817KQdpUmljAhCp6GzRzW5twgH6QqXhRnwbpcXarjausOJVm0rEiWJgQf2\nAsH22WWCy0XZHZgwEMfbjzO2eQZbr3sxUJZchuNtx/1mFEQQWoQioOqj/R/h1e2vgiRJp4gRDMZk\njMHOhp1BH/9H5R+4Nv/aHl0yrgFVjg4s4fruR8iuC5RGJVq0LW6Li8zoTOTF5GFzzWa3sSaryctO\nkiZNc9vByJXneqlcapMaJpsJnx74FD+e/BH/+PUfeHbjsz4jvtksNoRcoV+1cnq/6W7Xy4Tsfnvs\nW7eFot6ix+Iji/0ew6Rm14F+sf1wY9GNmFE4A0dbjyL+rXhGpCZWFEsrqClNmuYMetlWuw0f7f/I\n7XnXNGaACqkamzkWO+p20L6W74997/ae6Sw6Wm1PmCi73cbuoJRdV6RGpXr9QBEE4dW2BKBUXSlf\n6rwhZcgynCorXdtvnbIOGdIMxrZ4gFoMZsgykCRJQrOmmdGxgLuyWxRfhE01mzDqy1Eo+qgIS08u\nRVlSGT458Ak4LA4OtRxiPH8Elw48e636+hElQEBlVKGyoxKrzq7yO5+rqqcxabys9CyChQPNB7Cv\naR+Gpw4PeH2eZNfz+0OChNKoDBnZZREsvD3lbdw1+K6Ac7kinMquI3Mg1HPKBd5JzKGAr5rdUEJn\n0YVVOXagTRdeGzNJUp/d3iye6cBk612fXbqwk3bYSFvQbgG5UA65QM44o6I3Nua+hpQvRao0tVdW\n1giYobcBVQRB4LNrPsMbu95AhiyjV+UYvVV2V55biWv6XdPj865rXIPFAAFHELaAvQjZdcEjax/B\nzMKZyI/Ld3v8pqKbsPTUUrfHfPWCG5I8BFfmXOn82xfZ/e7YdwAAO6jdQL1Fjzd3v4mvj/puyUMn\nkdkV0Xz3gm9/cPQ7dEUgCwGTml1PxIpiMbdsLtgsNu2UYeDPGtkAgVCAe92u2qR22x2z2W0oTij2\nqlMbnzke2+u3076WGGGM13tGx9YVI4wJqE4DVP2qzW6DiCuidr2CbG0gE8jw3+v/6xZzPyV3is/P\nkms4FUCp0CabCQlvJYDzCgdFHxehqsu/NdlhlwnGxtykaUJqVCrSZelB1e26Krt8Nh9rz69FRWMF\nTnWcgsVmQRQ/Cjvrd+KGghsiyu5FxGnFady2/LZezeFJHB4f+bhboAWLYOGZMc/gYMtBDEsdhgZ1\nQ49Jx4A72RXzxF6WRpIkkSpNxd6mvbSUXU+VsDSpFBziwmKaTbAxKHGQ18ZbTwhEdgFqw/OO0jsC\nzuWKTn34lN1wqLCemxyhRLiVXb1FDxEnPNY8Bxzp3o4OAOGA3qIHl8UNq8XYTtphtVv7hOxabBZw\nWdxeLa5LEkv8Bm76wuVkYwaoMLlAXSsiCB1CEVDVP7Y/nh/3fK/bkBXGF6LL0IV2XTvjY41WI9q0\nbZiQPaHHMW5kN4z1ukCE7Lrhs2s+w7+n/dutzQ1Jkrg+/3qsOLPCbbfFVy+4WwfeiidHP+n8Ozcm\n1yssx5eiaSftPSpadBKZXcFEDVwwcoHbwlHIEWLhpIV+j+ltFP1n13yGTFkmFHr/fWpd4bB+B4In\n2XXYBwFKJd92xza3/22HvgNrz6/F4sOLccdvd9B6316a8BLEPKpvJAssiLlivDbxtYDHZcgyUKcK\n3KDbsagjCKJXyi5AtSg599A5/Hrzrzj1wCncVHSTz11oldG9DqtF2wKT1QSFXgE7acdpxWlM+maS\nX7uWI/UvW56NJnUTtGYt7vr9LlobI82aZqREpSBdmh5U3a4jjRmgaitJXFDTbKTN2ZLq7sF3R5Td\niwQ7acc9K+/BD8d/YNRz2hOe9ZXjs8ZjzW1rcHW/qzE+czzkAjmm9ZuG/U37MSp9FKbkTsHqc6tp\nzcciWPj6hq8h4orAZ/PBYXFwbf61GBA3ABqTBnkxeQGvz1PZvXfIvciSZ0HIESJWGIvxWeORGpXq\nVVLRE3RmnfN+E0qES9klSdJnu6TeIpw25nDX7IZ7EQfAme4dTM9YuuirtkM8Ni+s7ZM8z9UbBFO3\neznZmIFI3W5fI1QBVc+OfRY/zArsOvQHFsFC7aO1TjGBCQQcASofrPQbqOap7IYriRmIkF03eP5T\nXt/5OgSvCZC/KB9Wu9Wt/6IvZdcTufJcL0VsZuFMN8JFgMDk7Mk9pt/SSWR2BZO057yYPByefxi3\nFN2CeFE8vrz+S/SL8d0Pyzk/X4Y6VR0ONB+A3qKnfV2uiBfHQ6GjT3bjRHEBld1mTTP2NO7Bfw//\nF0tPLoXarPZrlTbbzBj15Shsqt4Ek82E749/jyu+usItgdUXBsQPwJH5R5AVnYW/l/wdh+cfxqCk\nQQFfA117ryOJGaBqtvUWfa/qZVKlqZiQPQFZ0VnIjs72qiEH4GVNO9B8wH3DByTqVfVYeXalz3PY\nSTsa1Y1Il6ZDwBFgeNpwLNq3CF8e/pJWnzaHspstz2asCgOAQqdwLtx9LVpFXBFSo1IxKXsSLDYL\nWrWtjM/xV4TKqAo6FIwp1leth86sw5iMMX4XTs9teg5zV8z12iR0QGvWQsx1J3/js8Zj5a0rsXnO\nZphsJiiNSuxr3oehKUMxs2AmfjrZcwq5J9G5sehGHJ5/GAsnLYSML8N3M77DL6d/wZW5V9JagHuS\n3Sx5FhLECZjWbxo+nPYhihOKvdKY/YGOshsMOg3efXZDAY1ZAyFXGHJlLqw1u2G2Mest+rAu4oDw\nW5iBv14Ss8UefNshB54Y+YSbwEHrvJeRjRmgyG5kk7jv0NuAKleE4j7s2YOcCQL9ZjoCb+2kHQZr\n+MKpgAjZ7RF/VP6BV7a/ArPNDBtpg9asxbMbn3U+70vZ9URuDGVjdq3bKowvxOScyciT5yFWGIux\nGWPx0oSXeky/lfKljNS9aEE0FDoFarprAhI3xzUuvmExdBYdvjj0BV7e/nKPY0mSxB+Vf+CLQ19g\n0teTkPV+VlBN1eNF8cyU3QABVQqdAqWflmJH3Q6c7z6PuSvmYlvtNr9F/kdbj6JV2worSRFJq92K\ns51naTVsz43JxZDkIbi6/9U9Nsv2OoZmcFO3odtZm8YiWJDxZUHbxj2RFZ3lW9n1sDHHi+K9blJs\nFhtzfpvj87PYpm2DTCBzqhfT8qbhle2vgEWwcLjlcMDrciizg5MGB/WjqjFrnDfkOwff6WYbFXFF\neHnCy6hfUA82i43+sf0Z1xT/VfFOxTsYs3hMr5RWujjTcQajM0ZjeOrwHhPQDRYD3t/zPtgEG//c\n8k+fY/zVP7IIlrNVRkVDBYalDsM1/a/BoZZDPVqZPVsPAZQF7LGRjyE5Khlbardg0b5FeGDoA7Re\npyfZTZem40zHGWyu2YzJOZOdfXZpk11r6C2wJEmiRdMSljCjcNXWum4ChhrhtjGHM2HUgb5IYv6r\n9dgNhbIrF8oZ/28vNxtzeUo5Hhn+yMW+jP8ZhCKg6nIBh8WBiCuC1qyllN2Ijbnvsalmk5tyaSNt\nqFZeUBvoKLuOnWjPusuCuAI8MOwBjMschweHPYg0aVqPNuY4URwtC68D3x/7HtvrtqP4k2LkfZjn\nM/jKEwKOAMUJxdhauxUbqjb0GEr065lfcaj1EGykDWqzGh36Dtz8y820r80BpspuoJrdH0/8CI1J\n41YHvbdpr5uN2RMcFsfN7gpQdjO6xDJWFIvDrYfx5q43sbM+cFod3VpWz0Vdb63MrkiVpkKhV3gp\n3p425hFpI5Afmw8uiwsWwQKPzcMbk99Afmy+z557no3Lp+VNg96ix20Db8Ph1sBk1xFoU55STksJ\n9oSrOpcjz8H9Q+9HpiwTNw64EUtmLcEdpXc4leoceU6PquH/GrbXbUeCOAH3rbov7OeqV9UjQ5qB\n8pSee1sfazuG/Lh8vDPlHaw+txr1qnqvMVqz1q+ttyihCD+e+BEirgg58hwIuULMLJzZY4icPwvr\ny1e8jFlLZ4HH5mFsxlgar9JbJUyJSkGXoQszC2ciQZwACVcCjVmDFi09shkOZVehV0DEFYXFuhsu\nBbZWWYsUSUrggUHA14ZHKNEXNmbPlPJw4K+m7Jpt5rDavnvC5absRvGjcGPRjRf7Mv5n0NuAqssN\njkTmcDtgImS3B6RGpXrZmm12mzMZ2Wg10tqBjBfFe5HVOGEcOvQdOKU4hcL4QiRJktCua/dZExkv\nisf5rvPYVL0pYM/IVWdX4ZdTv4AECb1Fj3p1PW76+aaA1whQBOeqvKsg4AhwSnHK55jTitNuO04k\nyKBUMsbKrsg/2TXZTF4pwza7za+NuSSxBAPiBzj/x0KOEEmSJFrEFaAI+Nu738ba82vx4d4PA47P\nis5Cg6oBG6s3Yl/Tvh7rXz2VkVCSXQ6Lg9SoVC8SYbVb3VQBgiDw9Oin0S+mH3hsHlbdugqPjXwM\nxQnFON523Gtez76aA+IH4O0r38Yjwx+hRXY79Z2IEcYgKzoLJquJcSKzJ2F5ZeIrOHDPASy9cSmu\ny7/ObWyE7FIwWU040HwAq25dhadHPx328zl6jbr2ttaYNG5tyA40H8DQlKGQCWSYWzbXJ0HVmf0n\n2xbFF+G/h/+Lq/tf7XQnzBk0B226Np/j/ZHdGYUzsGveLnx1w1e0awg9lV0+h4/CuEIsGLEAAGWz\nP6U4BRFXREsBDQfZrVXWIis6K6RzOhAusru7YTdGpo8M+bzAn+2nwmxjDrey26b9i9iYLzNlN6jz\nXmY1uxH0LUIRUHU5wbHGDfemYOg7tP9FcN/Q+7D4yGI0qBtAkiQIgkBOdA72Ne3DhOwJPlsP+YKD\nqPXDBbtrnCgO+5r3oVZZ6yQUMoEMCp3Ca7e/y9CFzw99DjFXDLPNjOfGPof/G/d/Ps91uPWwW1sc\nO2nHkbYjtF7vghELYLAY8Nbut7CjfgeKEoq8xhTGF4LP5sNoMwKg6o3phLZ4Il4UT/u6HOP9pcFd\nn389Xtz6ovMGIeKIIBfK/VpB2Cw2tszZgle3v4qjbUcxNGUoRqePxuPrH8fjox4PeE3zyuZhZuFM\nRAuiMfHriQHHN2maYLFbMOOnGSDtJMpTy7H+H+u9fmw9w11CSXaBP/vQdp1zs1/fOfhOr3GZ0Zk4\n1XEKr096HZNzJgOg+gqeUHgru46aWwcIgsDjox6HxWZBnbIuYMiOY4FMEASl/DUf8CKpPcFmt3nZ\nBP3VmOTIc7zaiAEU+dNZdGGrC7zUcKD5APLj8pEgTggqfIIp6pR1yJRRfZjtpB1D/zPUeQ+YVzoP\nn1zzCQ60HMDINIrQvDrhVZ/310BhQkXxRTBYDZieN9352NjMsRib6VuZDTRfcUIxrdfngNqk9lLY\nTt5/0kmWJTwJNtdsxlV5V9Ei0OEgSnVKauMhHAhHarLSqESdqg6DEgNnIzCF1W6FxWYJq6IQ7uAV\ngOrnTCfwrDf4qym7Flvva3aDweVmY46gbxGqgKrLBU6yGwmoujiQ8CQ4eM9BfHndl/j3tH/jxH0n\nMDpjtNPGyWVzaZFdX/1V40RxqGioQFZ0lnMXM1mS7BVSZbQasfz0cljtVqhMKhisBizcsdCZLuuJ\nHHmO18KI7s08KzoLhfGFSBAn9EiuZhTMwM1FlG1ZxBUhXhSPpTcu9TnWHxLECYxszP1i+6Gyo9Lv\n81vmbMGI1BEAgIeGPYTkqGS/NmaAeg0LJy3EqltX4cUrXsSknEmo7Kyk1QM4LyYP5SnlyJXnQm/R\n+21vAgBzV8yFnbRDa9ZCZ9VhX9M+fLz/Y69x3Ub3xWJv2g/5Qn5cPs52ng04rjSpFC+Mf8EtfKM4\nodinjblZ0+xGdkmSxM8nf8ZTG55CrCgWR1p73tgwWU0w2UxOwjE0dSj2N++H1qxFm7YtYJ9fBxlw\nDdTyh+zobJ/K7ivbX8HcFXNpzbGzfife3v02rbGXKrbXbce4zHEhmateVY/zXefRqe/sMfnYoewS\nBIGCuAIcbDkIq90Kq92K745/h08PfIoDzQdQnlIOABByhT7JoK+AKleUJJYgWhCN8VnjaV17qJN4\nXevHHXB9HRKeBDoLFdRFB+FIY65TURsP4UA4lN2KhgqUp5SHxXKqMVEW5nCm/+ot+rDbmNu0bWG3\nMXcbu/tE2e0rAnqxlF2pFBg6tM9PG8FlAi7rf6dmF3BXdiMBVRcJQq4QNxXdhLllc5EZnenWN/fk\n/Sfd6hR7gq9wpThRHCo7KzEld4rzsZSoFC/7pkKn8PoR5rF5Pdowbym+BZNzJoNNsCHiiMBlcZEd\nnU3rtTrgCFDxBYIg8NWMr/DG5DdQllSGmkdrgurjFS/2r9R6IkeegxZti5vl0RNDU4ei4q4KCDgC\nPD/+eWhMGlqk1RUsgoWUqBRn+yI6IAgCI9JGYE/jHr/jPO3eBqsBpzu8w726jd1hszEDQP+Y/qjs\n7HnjwAEpX4oXr3jRjUQ6yK4nAW3SNCFVeoHsPr7+ccxdMRfv730fLZoW3LHijh7D0hzk3vE5H5Yy\nDN8d+w4xb8Qg8/1MDPxkINq0vi2oAHOy0pONednpZdhQtSFgwvi+pn2Y+dNMlCaV0j7npYiKxgqM\nShtFa+zuht099sUmSRK3Lb8NpZ+Wot+/+2Fj9UavMTqzDlqz1qkg1ynr3Orl9RY9NlVvQlVXVUAl\n1V9AFUDVpdc9WkdrIxL408IawnAitUnt1xLruPbR6aNpzRexMQO7GnbRfr+YItz1ugDCvogD+iag\nqtMQvt7MDtAJ/gwVzDazV1/tvsCQIcBbb/X5aSO4TMBlhy6N+XKAY40b7k3BCNllAEe6MhP4UnbL\nU8rx8fSP8d7U95yPJUmSvFqiJEmSvG7GZpsZA+IH+DwXi2Dh15t/xawBszCndA4GJw/2Oncg+CO7\nDswZNAenFKeCthwwrdnlsDjIlefSImkxwhh0G7u9+uzSRfr/b+/O46Oq7/2Pv2cmmew7JIQsJIGw\nhDVACC1VE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ITMvr4MAKcQBlTZj7BrgVNh1+/zq9loDuomNzuN+fQhp2vd3nWO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\nHxYA3R8KctEEAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 149
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"begin = 3\n",
"offset = 7500\n",
"for expo in keck_2002[:1]:\n",
" for order in expo.Results[bin_size]: \n",
" #plot(expo.Results[bin_size][order]['avwav'][begin:-end], expo.Results[bin_size][order]['cal'][begin:-end] + offset, color='blue')\n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) + offset, color='blue')\n",
"offset = -4800\n",
"for expo in keck_2011:\n",
" for order in expo.Results[bin_size]: \n",
" #plot(expo.Results[bin_size][order]['avwav'][begin:-end], expo.Results[bin_size][order]['cal'][begin:-end] + offset, color='green')\n",
" scatter(np.average(expo.Results[bin_size][order]['avwav'][begin:-end]), np.average(expo.Results[bin_size][order]['cal'][begin:-end]) + offset, color='green')\n",
"xlim(3500, 6500)\n",
"ylim(-1000, 1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 143,
"text": [
"(-1000, 1000)"
]
},
{
"output_type": "display_data",
"png": 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etzR1qnThhSG/NcJAWIXdXr16afPmzXaXAQAAAMAisZGxWjlypW799FZt/WWr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\nDz/8oHr16hVfT05O1sqVK0NRFgAAAAC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}
],
"prompt_number": 143
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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