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@mwcraig
Created January 14, 2013 03:59
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{
"metadata": {
"name": "comparison-star-sanity-check"
},
"nbformat": 2,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": true,
"input": [
"import atpy"
],
"language": "python",
"outputs": [],
"prompt_number": 179
},
{
"cell_type": "markdown",
"source": [
"**Change the default figure size below** if it doesn't work in your browser."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"figsize(13, 8)"
],
"language": "python",
"outputs": [],
"prompt_number": 209
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"table = atpy.Table('with_bjd_mid.txt', type='ascii')"
],
"language": "python",
"outputs": [],
"prompt_number": 181
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"table.columns"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 182,
"text": [
"{",
"Period : type=|S8, ",
"Label : type=|S21, ",
"slice : type=int32, ",
"Saturated : type=int32, ",
"J.D.-2400000 : type=float64, ",
"Exptime : type=int32, ",
"Phase : type=float64, ",
"bjd_tdb_mid : type=float64, ",
"ALT_OBJ : type=float64, ",
"AIRMASS : type=float64, ",
"CCD-TEMP : type=float64, ",
"Source_Radius : type=int32, ",
"Sky_Radius(min) : type=int32, ",
"Sky_Radius(max) : type=int32, ",
"Combined flux : type=float64, ",
"Average Flux : type=float64, ",
"Apparent Mag Diff : type=float64, ",
"rel_flux_T1 : type=float64, ",
"log_T1 : type=float64, ",
"rel_flux_C2 : type=float64, ",
"log_C2 : type=float64, ",
"rel_flux_C3 : type=float64, ",
"log_C3 : type=float64, ",
"rel_flux_C4 : type=float64, ",
"log_C4 : type=float64, ",
"rel_flux_C5 : type=float64, ",
"log_C5 : type=float64, ",
"rel_flux_C6 : type=float64, ",
"log_C6 : type=float64, ",
"rel_flux_C7 : type=float64, ",
"log_C7 : type=float64, ",
"rel_flux_C8 : type=float64, ",
"log_C8 : type=float64, ",
"rel_flux_err_T1 : type=float64, ",
"rel_flux_err_C2 : type=float64, ",
"rel_flux_err_C3 : type=float64, ",
"rel_flux_err_C4 : type=float64, ",
"rel_flux_err_C5 : type=float64, ",
"rel_flux_err_C6 : type=float64, ",
"rel_flux_err_C7 : type=float64, ",
"rel_flux_err_C8 : type=float64, ",
"rel_flux_SNR_T1 : type=float64, ",
"rel_flux_SNR_C2 : type=float64, ",
"rel_flux_SNR_C3 : type=float64, ",
"rel_flux_SNR_C4 : type=float64, ",
"rel_flux_SNR_C5 : type=float64, ",
"rel_flux_SNR_C6 : type=float64, ",
"rel_flux_SNR_C7 : type=float64, ",
"rel_flux_SNR_C8 : type=float64, ",
"tot_C_cnts : type=float64, ",
"tot_C_err : type=float64, ",
"tot_C_cnts-C2 : type=float64, ",
"tot_C_err-C2 : type=float64, ",
"tot_C_cnts-C3 : type=float64, ",
"tot_C_err-C3 : type=float64, ",
"tot_C_cnts-C4 : type=float64, ",
"tot_C_err-C4 : type=float64, ",
"tot_C_cnts-C5 : type=float64, ",
"tot_C_err-C5 : type=float64, ",
"tot_C_cnts-C6 : type=float64, ",
"tot_C_err-C6 : type=float64, ",
"tot_C_cnts-C7 : type=float64, ",
"tot_C_err-C7 : type=float64, ",
"tot_C_cnts-C8 : type=float64, ",
"tot_C_err-C8 : type=float64, ",
"X(IJ)_T1 : type=float64, ",
"Y(IJ)_T1 : type=float64, ",
"X(FITS)_T1 : type=float64, ",
"Y(FITS)_T1 : type=float64, ",
"Source-Sky_T1 : type=float64, ",
"Source_Error_T1 : type=float64, ",
"Source_SNR_T1 : type=float64, ",
"Peak_T1 : type=int32, ",
"Sky/Pixel_T1 : type=float64, ",
"X(IJ)_C2 : type=float64, ",
"Y(IJ)_C2 : type=float64, ",
"X(FITS)_C2 : type=float64, ",
"Y(FITS)_C2 : type=float64, ",
"Source-Sky_C2 : type=float64, ",
"Source_Error_C2 : type=float64, ",
"Source_SNR_C2 : type=float64, ",
"Peak_C2 : type=int32, ",
"Sky/Pixel_C2 : type=float64, ",
"X(IJ)_C3 : type=float64, ",
"Y(IJ)_C3 : type=float64, ",
"X(FITS)_C3 : type=float64, ",
"Y(FITS)_C3 : type=float64, ",
"Source-Sky_C3 : type=float64, ",
"Source_Error_C3 : type=float64, ",
"Source_SNR_C3 : type=float64, ",
"Peak_C3 : type=int32, ",
"Sky/Pixel_C3 : type=float64, ",
"X(IJ)_C4 : type=float64, ",
"Y(IJ)_C4 : type=float64, ",
"X(FITS)_C4 : type=float64, ",
"Y(FITS)_C4 : type=float64, ",
"Source-Sky_C4 : type=float64, ",
"Source_Error_C4 : type=float64, ",
"Source_SNR_C4 : type=float64, ",
"Peak_C4 : type=int32, ",
"Sky/Pixel_C4 : type=float64, ",
"X(IJ)_C5 : type=float64, ",
"Y(IJ)_C5 : type=float64, ",
"X(FITS)_C5 : type=float64, ",
"Y(FITS)_C5 : type=float64, ",
"Source-Sky_C5 : type=float64, ",
"Source_Error_C5 : type=float64, ",
"Source_SNR_C5 : type=float64, ",
"Peak_C5 : type=int32, ",
"Sky/Pixel_C5 : type=float64, ",
"X(IJ)_C6 : type=float64, ",
"Y(IJ)_C6 : type=float64, ",
"X(FITS)_C6 : type=float64, ",
"Y(FITS)_C6 : type=float64, ",
"Source-Sky_C6 : type=float64, ",
"Source_Error_C6 : type=float64, ",
"Source_SNR_C6 : type=float64, ",
"Peak_C6 : type=int32, ",
"Sky/Pixel_C6 : type=float64, ",
"X(IJ)_C7 : type=float64, ",
"Y(IJ)_C7 : type=float64, ",
"X(FITS)_C7 : type=float64, ",
"Y(FITS)_C7 : type=float64, ",
"Source-Sky_C7 : type=float64, ",
"Source_Error_C7 : type=float64, ",
"Source_SNR_C7 : type=float64, ",
"Peak_C7 : type=int32, ",
"Sky/Pixel_C7 : type=float64, ",
"X(IJ)_C8 : type=float64, ",
"Y(IJ)_C8 : type=float64, ",
"X(FITS)_C8 : type=float64, ",
"Y(FITS)_C8 : type=float64, ",
"Source-Sky_C8 : type=float64, ",
"Source_Error_C8 : type=float64, ",
"Source_SNR_C8 : type=float64, ",
"Peak_C8 : type=int32, ",
"Sky/Pixel_C8 : type=float64",
"}"
]
}
],
"prompt_number": 182
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bjd = table['bjd_tdb_mid']",
"ey_uma_counts = table['Source-Sky_T1']",
"bjd_reduced = bjd - 2400000"
],
"language": "python",
"outputs": [],
"prompt_number": 219
},
{
"cell_type": "markdown",
"source": [
"The magic below is intended to pull the comparison star counts out of an AstroImageJ data file. It should work no matter how many comparison stars their are."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"# make a copy of the original table",
"c_counts = table.where(bjd > 0)",
"i = 2",
"base_name = 'Source-Sky_C'",
"names = []",
"while 1:",
" name = base_name + str(i)",
" try:",
" has_name = table[name]",
" except ValueError:",
" break",
" names.append(name)",
" i += 1",
"",
"c_counts.keep_columns(names)"
],
"language": "python",
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for column in c_counts.columns:",
" plot(bjd_reduced, 2.5*log10(c_counts[column]),'o-', label=column, )",
"",
"title('Raw counts') ",
"xlabel(r'BJD$_{{TDB}}-2400000$ mid-exposure')",
"ylabel('2.5 * log(counts)')",
"legend(loc=9, ncol=5, mode=\"expand\", borderaxespad=0.)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 222,
"text": [
"<matplotlib.legend.Legend at 0xad26250>"
]
},
{
"output_type": "display_data",
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/Zv7+/qyzs9OpY7tD3p49TJuTwzJycpg2J2dQBdSuOAb1qYH116fOnTvHdu7c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KQj29jGQhb6x5exjGMc8f961VOrGFg2kN/ze45ylCqqaE97tpKPhxL+gJ2kb7+NxbcQdZU1lTzH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\n"
}
],
"prompt_number": 222
},
{
"cell_type": "markdown",
"source": [
"Clearly the nights are all over the place in terms of quality. The one almost at 56000 was very bad."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bad_night = table.where(2.5*log10(c_counts['Source-Sky_C6']) < 10) ",
"bad_night.bjd_tdb_mid - 2400000"
],
"language": "python",
"outputs": [],
"prompt_number": 216
},
{
"cell_type": "markdown",
"source": [
"Anything different about that night (e.g. exposure time)? Apparently not:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bad_night.Exptime"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 190,
"text": [
"array([90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90])"
]
}
],
"prompt_number": 190
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"nights = set(int64(table['J.D.-2400000']))"
],
"language": "python",
"outputs": [],
"prompt_number": 191
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nights"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 192,
"text": [
"set([55968, 55969, 55970, 55997, 56247, 56248, 55965, 55999])"
]
}
],
"prompt_number": 192
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"columns = c_counts.columns",
"",
"tot_counts_calc = 0*c_counts[columns.keys[0]]",
"for column in c_counts.columns:",
" tot_counts_calc += c_counts[column]",
" "
],
"language": "python",
"outputs": [],
"prompt_number": 193
},
{
"cell_type": "markdown",
"source": [
"Check: Is the total counts from AstroImageJ *really* just the sum? Answer appears to be yes, to machine precision."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tot_counts_input = table['tot_C_cnts']",
"abs(tot_counts_calc - tot_counts_input).max()"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 223,
"text": [
"0.0006199998315423727"
]
}
],
"prompt_number": 223
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"avg_counts = tot_counts_calc/ c_counts.shape[1]"
],
"language": "python",
"outputs": [],
"prompt_number": 196
},
{
"cell_type": "markdown",
"source": [
"Now, the wonders of *differential* photometry. The same nights as above, but normalized to the total counts of these comparison stars"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for column in c_counts.columns:",
" # the shift of 0.5 days below ensures that the horizontal points don't",
" # wrap around",
" plot(bjd_reduced, -2.5*log10(c_counts[column]/avg_counts),'o-', label=column)",
" ",
"title('Ratio of counts to average counts for the comparison stars')",
"xlabel(r'BJD$_{TDB}-2400000$')",
"ylabel('2.5 * log(counts)')",
"legend(loc=9, ncol=5, mode=\"expand\", borderaxespad=0.)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 224,
"text": [
"<matplotlib.legend.Legend at 0xad83070>"
]
},
{
"output_type": "display_data",
"png": 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IyN+9BlX4uwewT5VWUZ/Kzs5GXFwcpk2bhiZNmqB9+/b4v//7P3zzzTfltmt2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\nAABJRU5ErkJggg==\n"
}
],
"prompt_number": 224
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for column in c_counts.columns:",
" # the shift of 0.5 days below ensures that the horizontal points don't",
" # wrap around",
" plot(bjd-int64(bjd-0.5), 2.5*log10(c_counts[column]/avg_counts),'o-', label=column)",
"ylim(-3, 2) ",
"legend(loc=9, ncol=5, mode=\"expand\", borderaxespad=0.)",
"title('All nights, superposed')",
"xlabel('Fraction of a day')",
"ylabel('2.5 * log(counts)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 248,
"text": [
"<matplotlib.text.Text at 0xcfb6290>"
]
},
{
"output_type": "display_data",
"png": 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ePIm5c+di4sSJKCgocE2/cOFCTJo0CT179vRoT1RUFDZs2ID27dsjPz8f11xz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\nj8cm1GYQTjuSr28W0l+8+p/TIdOyup3kfAFNrrzxuC5XXy6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g5bTsz3K8+nohY9vpgGze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KAAAg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\n"
}
],
"prompt_number": 248
},
{
"cell_type": "markdown",
"source": [
"Hot damn, C6 looks like it may be a variable. Let's look at that one. ",
"",
"First, add a \"nights\" vector so I can plot the data by night."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"night_jds = array(list(set(int64(bjd-0.5))), dtype=np.int64)",
"night_jds.sort()",
"nights = {}",
"for i, night in enumerate(night_jds):",
" print i, night",
" nights[night] = i",
"night_jds = int64(bjd-0.5)",
"for i, jd in enumerate(night_jds):",
" #print i, jd",
" night_jds[i] = nights[jd]"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0 2455965",
"1 2455968",
"2 2455969",
"3 2455970",
"4 2455997",
"5 2455999",
"6 2456247"
]
}
],
"prompt_number": 226
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for night in sort(nights.values()):",
" this_night = (night_jds == night)",
" plot(bjd[this_night]-int64(bjd[this_night]-0.5), ",
" 2.5*log10(c_counts['Source-Sky_C6'][this_night]/avg_counts[this_night])+night/3.,",
" 'o-', label='night '+str(night))",
"",
"ylim(-2.5, 0.5)",
"legend(loc=2, ncol=5, borderaxespad=0.)",
"title('All data for star C6')",
"xlabel('Fraction of a day')",
"ylabel(r'$2.5\\times$ log of normalized intensity, plus vertical offset')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 253,
"text": [
"<matplotlib.text.Text at 0xeba3790>"
]
},
{
"output_type": "display_data",
"png": 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KZDIZtmzZonX6pk2bGiFHrLkzRp3aYrpRubu7A3j4RKqzZ89i69at6NGjh9o8\nPXr0wJo1a1BcXIxVq1ahffv2jZFVxhhjjDGzq6io0Dq9vLzczDlhTDyL6kb12WefYfz48aisrERm\nZiZ8fHywZMkSAMD48ePxyCOP4LHHHkO3bt3g5eWF3NzcRs4xY6ypUygUyM7ORkVFBezt7ZGZmcnd\nERhjFsne3l7rdAcHBzPnhDHxLKYblTFxNyrGmBja+j9LpVIsWLCAAw7GmMXhaxYzN2PUqTnYYIy1\nWNz/mTHW1CgUCgwdOhQPHjxAVFQUZs2a1eQDDW5htlzGqFNbVDcqxhgzJ+7/zBhrap588klUV1dj\n9OjRCA0NbfKVcn7CVvNnMQPEGWPM3Lj/M2Osqbl48SLc3NzQtWtXnDx5srGz02DZ2dkaTxYtKipC\nTk5OI+WIGRsHG4yxFiszMxNSqVRtmlQqRUZGRiPlSDdjvsyrKbwYzNA8NoVtYg3X0sv55MmTaNeu\nHSIjI5tFsMEtzM0fd6NijLVYyib6cePG4dKlS+jatSs++OADi2y6N2ZXg6bQbUFbHnfs2IH27dvj\nww8/1MhnU9gmc6vbD75nz574/fffm3S/eC5n4MSJE4iMjGw2wQa3MLcA1Aw1081ijOkhl8spNTWV\nkpKSKDU1leRyuajlnn76aYqKiqIZM2aYOIf1l5qaSgA0PjKZrFHTMhWhPAIgqVSqUbZNYZvMSS6X\nk1QqVdsXNjY2evejpbPUctZ37anvtUmbzMxMmjt3LtXU1JCrqysVFxc3NPuNSi6Xk6enZ5M/Npsr\nY9SpuWWDMdYsNOSOZ3FxMZ588kns3bvXpHlsCGN2NdCVlqU8FUYoj8Df/blr50to/pKSEqPnzdJo\nKzNt/eCrqqrU/ta2Hy2dJXa50XftMVZrjLKc9+3bh7CwMERFRSEyMhKFhYUaL0FuStLS0uDq6opW\nrVqhsLAQSUlJyMjIMPlxaSnXuhbBCEGPxWmmm8UY06EhdzwjIyNp8+bN5O/vTzU1NWbIreGEts/b\n29vgu6VCacXFxWncDW+sO4y6WjYAUFJSkqj5bW1taezYsXThwgWT5teYd64NXa+2MouJidG5/4T2\no5j1NcZ2Khlynpsrr/ryZIzWGG3lHBAQQB4eHhQVFdUoZWEsx44do6CgICovLyc7Ozt68OCBydcp\ndN401X1oSsaoU3PLBmOsWWjIHc/i4mLcuHEDN2/exKOPPgo3NzeLu8uVmZmJoqIitbujNjY2KC4u\nxi+//AIKnvshAAAgAElEQVRA+91SbXfvtKUllUpBRFqfCvPCCy9g+fLletPVt7+EltE2vWfPnti5\ncyfu37+vNa2ysjLIZDLVMt7e3nB0dFSbXyqVYtasWfjjjz8QGxuL0aNH491334W3t7e+3W2QxhxH\nIPQkH7HbaEi/+Ppsp7HvHgsduxkZGWrrun37Ni5fvowrV66Izmt96bv2GKM1Rls5K7ettLQUx48f\nV/u+Kd2xX7NmDQYOHAh7e3sEBgbi3LlzaNOmjUnXqe8JWE1p/zUJDY95LE8z3SzGmA4pKSmCd+t1\n3d2srq4miUSi9a5hly5dGu0OrjZyuZycnJwIgEYfZ2i5W6rr7p1cLqeQkBACQAkJCSSXyykpKUnU\nOIn63BUUWmbatGla931AQIBgXrR9X3c8gqOjI02bNk21/osXL9LLL79M3t7e9OGHH1JZWZnRyqWx\nxhFo6+uu/ERHR2vsV6EyFdsCYOh2murusVwuJ3t7e3J2dqbY2FjVNujbXlOVSX1bNrS1SgqVha5z\ns/bHxcWFHBwcmtQd+y5dulB+fj4RPbyOb9682eTrFNqf2s4bS99/pmaMOnWzrJVzsMFYy/Pss8+S\nq6ur2o+EnZ0d2dnZ6fzhKC4u1qio6qts62Lqrhtubm7UtWtXwW4ynp6eqnXqqwQNHDiQJBIJrV+/\nnuRyOXl7e4uqqOmqPBlaURWz72uXZ3R0NHXp0kXU/NoqloWFhTR06FAKCAig7OxsKi8vb3CZCFVc\nDO2iJETbMaWvci2TySg3N5ckEonO48SQgMDQ7TRVEHb9+nVyd3enN954gz755BOd6xKT14acs3K5\nnLp06ULW1taC+1BMICQUeCvTEbt9uo6Hxu4Cp01RURH5+flRVVUVERGNHTuWPv/8c5OvV9c1rCnt\nP3MAONjQyhg7hjHWdBw9epR8fHxo5cqVFBwcTEFBQeTo6CiqEnry5EmNO4GGVF5rM3U/4Lt375K9\nvT1NmjRJZ+VFuU59lcOEhASKiYmh8ePHi7orrFxObAtIbWLvzOr6hIWF0dSpU0Wnpauyf/DgQXrq\nqacoPDycVqxYoars1EevXr2MWqmuXanp0qWLRiuOVCrVGXApyyA/P5/c3d21zvPEE08QkWEBgaHB\ng6mCsC1btlBSUhL961//opdeeklnC4++vDbknNW2rK2trdag+8svvyQbGxuyt7cXzJu+iq6Yc1To\n4+zsrPU4auwK86effkrjx49X/f3RRx/RW2+9pTGfsSv6ho51asktHgAHG1oZY8cwxpqGmpoa6t27\nN3322WdERDR16lS9P8q1Kzu///67YIXM0EqSqbvTFBUVUVhYGH333XfUvXt3nRUsmUymNz9t2rSh\nsWPHUlhYmOiKmpgWEG3dQxp6ZxYAdezYkYYPHy46LTH7fceOHZSQkEDR0dGUl5dn8AMCDh06RP7+\n/hrHkKOjI61fv97gMhZbqRQq+9otW4sXL6Y+ffpopGdvb0+zZ88mIsMCAkMr5g05H3RVLj/55BN6\n/fXXadOmTdSpUyfRlfC6edV1LIvJo9D2SSQSjXz//PPP5OHhoTN/Qq18yrKQy+UUEBBAUVFRFBcX\np7OrodhPYz8y+JFHHqEtW7ao/v7Pf/5DAwcOVJvHVDdxFi9eTPb29iSRSKhPnz46W5Aacpw0dQAP\nEGeMtXBr167FlStX8OqrrwIAgoKCcO/ePZ3L1B4UW1xcjDZt2qC0tFRjwKCu5bQx9WM5L1++jMDA\nQNy+fRsFBQUAAGtra1RXV2td51tvvSU4mBZ4OMC0R48eyMvL07tuqVSK+Ph4ZGVlobi4WOe8tQet\n79y5E23atIGNjQ0CAgLUBuwKCQgIQHl5OUpLS9XWn56eDoVCgXfeeQfbt29HZWWlzvyKeRN8YmIi\ndu7cCYVCgcmTJ+OTTz7BJ598gqSkJL3Lrl27FuPHj8f8+fPh6emJnJwclJeXw97eHufPn8eff/6J\nfv366U2nNm0DVw3RsWNH1WDWY8eOITU1Fe3bt1flTXkMOzs7Q6FQ4MiRI1rTUc5Xd4D38OHD8ckn\nnyA8PBxXrlzB8OHDkZ2djTlz5mi8OPD27dsaZS6mXIQGou/duxe///47Dh48CH9/f3To0AEnT54U\nPL98fX1RXFwMJycndOzYEe+9955q3yjXIXQsizlnhc53IlId/8oXUT722GN6rx91H02spFwuLS0N\nfn5+WLp0Kbp27QqFQoH3338fR48erfc1pjEfGXz+/HkUFRUhOTlZNU0qleL06dNq8+kazK3toRUX\nL17ElStXEBQUhMDAQMEB3n5+fujTpw+OHDmCf/3rX6pB6dqumU5OTlqPFX7LuUgNj3ksTzPdLMZY\nHXfv3qXQ0FDavn27atoPP/xAPj4+ou9uLl++nIYPH05yuZxkMhmFhoaSv7+/RhpiBkCb+u7Xd999\nR/Hx8QYNhJXL5RQVFUUAKCoqSrUNd+/eJQcHB9q1axe5ublpTcPLy4usrKzU+ivrW6+uT0BAgMYY\nGuXH2dmZAFDr1q1JLpfTP/7xD5JKpZSUlKRa/9mzZyk4OJiIiHx9fbWm4+npqZrfUFVVVZSbm0ut\nW7cmmUxG+/fv1zpfdXU1TZ06lUJCQmjfvn1a5zl//jz5+fnRzp07DcqD2C5i2h5T7ODgQLNmzVKl\nJdTdZNGiRZSamip4HNUeOF53nvDwcHJycqI1a9ao1ln7+7p35319fcna2pq8vb2pU6dOospF6Dir\n2zUyIiJCcP+4ubnR7NmzKT4+nkaOHElffPGFqHVoO3+0tbCIaeGr/fHw8KDAwECDzxmJREIuLi7U\npUsXWr9+PTk6OtKdO3dEb4e+T69evQw6Po1p/vz5NHr0aLVp33zzDVlbW6vtbzGtb7paBIWu3TNn\nzqS3336bkpOTaevWrarpa9euJeDhYHt91z5u2RCZhhHyYXGMsWMYY8ZjqoF1U6dOpSFDhqhN27t3\nL0VERAi+Pbljx45qeZg3bx5lZWWplt+8eTMlJiZSeno6hYWFkZ+fH3Xo0MHgJy3p+6Grj5ycHNUT\npHR96j5JKy0tjSIiImjChAmqtE6fPk1hYWF09epVcnFx0ai4KfMdEBCgekeFMcZdeHh4kJ+fn8a6\nBg4cSHFxcfTMM88QEdGgQYPom2++Udv+yspKsrOzo/LycurcubNG5c1Y+7qiooIWLlxIgYGBNGTI\nEDp58qTqGH7sscfI19eXOnToQFeuXNGZzoYNGygkJIRu3Lghar2VlZXUqlUrvfuwdjDg7OxM3bp1\nI5lMRr169aJly5ap0gsNDaWioiKN9Xz66acaA5qVn9rjDYQqWM7OzgaNH/D29qaFCxeqVSzrXhOm\nTZum+lvs+AtlZVzb9JiYGFq6dCmNGDGC5s6dSxkZGWrr1LWOgIAAioiIIGdnZ430hQZyi/mEhYVp\nLCeRSFRPmNP38fX1JV9fX7WyFDonxTx4wdPTkzw8PGjDhg2ijk9je+yxx0ihUKj+FuouJTQ+ycbG\nhmJiYig1NVXvQyO0BQXDhg2jZcuW0ejRo9WC0cLCQvLx8SEnJyeqrq4muVxOsbGxgudhcwdwsKGV\nMXYMY8w4TNXf9tSpU+Tt7a3xsraLFy9SQEAAyeVyCg0NJalUqrV/szIPU6ZMoRkzZqiW/+6778jK\nykpViXv22WfJx8dHa6VIGbQIVcp8fHyM+mM0efJkCg8PF6w4uLq6koODg0brgZOTE6WlpVFKSooq\nrd9++40eeeQRqqmpUT0m1t3dXa0lgehhZUZ510/Xi/PEVriUd5xlMhkFBARQdHQ0yeVyGjx4ME2Z\nMoUiIyOJiKhDhw5UUFCgsQ9at25NJ0+epKCgIFq6dCnJZDKNPBvLnTt3aNasWeTi4qLxpLOIiAhR\n63vjjTcoLS2Nqqurdc539+5d6tevH3Xp0oVat24tuP8cHBxU662srCQHBwe6d+8eET08PpTHcllZ\nGTk6OmoMfJfL5TrT79y5s2peoYqsrkHO2j4hISGq/vFCg94NeSpZ3WO7biukp6cnPf/88zR58mT6\n4IMPaMuWLaIeBQw8rPwLBWLKj1CLhr7zoEuXLqoWVOUxGxcXJzrYUF5TajPkBZ3Ozs7k7++vdr7s\n2LGDwsLCaMKECXT37l39J4WRXLp0iTw9PdWeBqdrW4RaMmufF7q+9/T01LjZFRsbS3v37qUPPviA\nJk+erMrHtm3bKDExkYKCguirr77S2oIYFxfXIgINIjMHG2+//baoaZbAGDuGMWYcpmp+7tevH338\n8cca0ysrK8nW1pYqKyvpqaeeovXr1+vMw8svv0yLFi0iIu2BUd1KUN2/dT3BxFiPPlUaPXo0RUdH\n1+sHOS4uTtUFiYho3bp11L9/fyIiioqKopEjR1JmZqbGOseNG0cLFy5U7Z+6LSv6noxU92Nvb09n\nz54lIqJZs2bRpEmTiOjhQNHt27eTvb09lZWVkYODA92/f18jP7169aLVq1eTi4uL2d723pCnTT14\n8IB69OhBc+bMEZzn2rVr1KNHDxo5ciRVVFTofLqSm5ubarmTJ09SeHi46u/FixfT2LFjSS6XU3x8\nPDk7O2u0JOrrduPo6KiqlAmVq7LLm9iPtjv6hn6srKwEjyc7Ozuyt7enmJgYkslk9Pbbb9PAgQNp\n8ODBtGrVKrpy5YqoYEaolaTuR+iBEvoCmuTkZLVyV7YcGrIfWrVqpZGGrnfpyGQy8vf3pw4dOlBM\nTAxt3LhR4/grLS2l9PR0ioqKogMHDug9po1h0aJFlJ6erjZNV3epvn37GhSU6fooW36trKzoiSee\noIkTJ9KwYcNU+Vi+fDmlp6dTSkoKde3atd7nfnMBNLxObQWRtmzZojFt69atYhdnjLVQphg0rVAo\ncPz4cUycOFHjOxsbG3h7e+Pq1as4deoU2rRpI5iHPXv24PDhw6q3LWsbiFh30Gbdv4uKinDs2DGt\n6RvydmYxrly5gueeew5SqVRtuvLt39evXxdcVjnA8c6dOwCAq1evwt/fHwAQHh6OvLw8xMfHayzX\nrl07nDhxAsDDAapDhgyBv78/kpKSIJPJsGDBAnz44YcaedImIiICVVVVCA4OBgC0adMGp06dAgCc\nPXsWkZGRCAsLw48//oiQkBCt+69169ZQKBTo0KEDJBKJ3nUaQ01NjdbpYo5hW1tbfPvtt5gzZw5+\n//13je+LioqQkJCAJ554AsuWLYOdnR3S0tLQvXt3renduXMHDx48AACcOHECUVFRqu9CQ0Oxf/9+\nZGVlYdeuXbh79y62bNmCrKwsKBQKAMLnI/DwYQP379/HL7/8gi1btuDIkSOws7NTm0cikeBh/UMc\nGxsbODk5NWjQO/CwDGxs1J9pY2Njg4qKCjx48AAVFRW4d+8eMjIyMHz4cBw9ehSFhYVo27Yt9u3b\np/UhCgDg6OiIpKQkeHt7i96uuvlQatWqFRYsWIC4uDitx+4bb7yh9nd2drbWBybY2toKrtvd3V3t\n77S0NCxYsAAymUztnExLS0NaWho2bdqEIUOGoLi4GEePHsWcOXNUx0LtNHNzczF16lTIZDLMmTNH\n8Jg3ljVr1mDQoEFq0+zt7bXO6+DggJs3byIyMlJnmmKvt1euXMHBgwdRU1ODn3/+Gd9++y0OHDig\n+v78+fMICQlBu3btcOvWLa1p8MBww+gNNj7//HPExMTgxIkTiImJUX3CwsLQu3dvc+SRMdaE6foB\nMZRCoUCfPn0wePBguLq64qefftI6X1BQEM6fP49z586hdevWgnkoKSnBgQMHUFhYCEB3RUwXbU+R\n8fDwEPU0JENcvnwZ/fv311q5cHNz07mss7Mz2rRpg5MnTwL4O9hQPpHo9u3b+PzzzzUqIrWDDaWM\njAzk5+dj06ZNqkqNMk+enp5a1+/o6IjJkycjODhYVVmTSqU4deoU7t+/j1u3biEgIADt27fHmjVr\nEB0drTWd8PBwbNy4UfB7U2joMRwWFoZ///vfeOaZZ5CSkoLk5GTIZDLMnz8fiYmJ+L//+z/MmjVL\nLXjKzMzUCOACAgJgZ2eHnj17QiaTYe3atWjXrp3q+9DQUJw4cULwyT26tsXW1lajQl5ZWakKbJQV\nYCLCvXv3BCvcdVVXV4t6ApkYVVVVsLOzQ/v27eHt7a018M/JyUFkZCTOnDmDwsJCFBUVISsrSzCQ\niI2NRX5+Pjp27CgqD1KpFK+99poqYK49PSMjA2lpadi/fz++//57yGQyBAQEwNraGvb29sjJyVE7\nv4SuN5GRkQgICND63YMHDzTOUWVQUfucVFIoFMjLy8PVq1dRXV2N7du3qwWftQ0bNgx79uzB+vXr\n0adPH/z111+i9omhrl+/jn379kEmk6lN13bMS6VSvPLKKzhy5Ai8vLx0ptuhQwc4OztDKpXqDNjq\nunTpktoTsC5cuIDQ0FBERUUJlpGxbyQ1e/qaPkpLS+nMmTM0ZMgQOnv2LJ05c4bOnDmj6iNqiURs\nFmPMTLQ18wcHBxvc39WQsR9PP/00zZs3j8LCwgSXrf159NFHicg474IAoOq+Ymz+/v508eJFrd/p\nyru9vT3J5XJ67rnnVIOuJ0yYQC+//LLefVpYWKjaj0REvXv3VhvUWZdQVwhvb2/avn07PfbYY6p5\nS0pKyNnZmY4dO0Zt2rQhIqJ33nmHXFxc1PpQK8nlclWXtcjISLP1mTbGuCO5XK7R/cbKyoree+89\nncso+/drG3fk6upKr7zyimr+W7duCXY3qv2uBkNeZqbroxzLZMhTmcR+hLbD2dmZDhw4oLPLjVwu\nJ0dHR9UL9nStp3PnzqKetGZtbU1eXl6qMVs+Pj7k6Oio6rql7VhQjhsTOm50de+Uy+UUFxcnOEhd\n7LFXn26sVVVVNHPmTPLz86PVq1cb/QEfX3zxBT3//PNav5PL5ZSYmEj29vaq/XD48GFq27at3gdx\nrFq1itzc3KiystLgh1lIJBJVt82+ffvShg0baPPmzRQTE6PRfaulDAxXAsw8QHzXrl2qPtLnzp2j\n3bt3NzgDpmCMHcMYM57alaaYmBhq3bo1VVZWGpSGIT+a48aNowEDBqjekqzMg1A/+Pj4eNU8+sZs\niPlER0fTgAED1Nbd0B/rqqoqsrGxEdxvQj/EISEhlJycrBoYHB4eTqmpqdSzZ0+tT1ipu09/+OEH\nkkgklJiYSKmpqeTi4kKXLl0yuJwcHR1p2bJlGv20fXx8aPny5dS7d2+Sy+XUsWNHAh4+TajuC9ga\n8w2+dQf2Grreho5dElq+e/fuavMJDW6uvR5t21KfQFtXAGPIRxlYuLi4qB43KjQIXSKR0J07dwwa\nGK3vI/SEKeVjZ+Pi4ignJ4eCg4ON+lJDMcd0Q4+bhrzFfffu3RQYGEguLi5GPe9kMhl9++23gt9X\nV1eTs7MzlZSUqG4w+Pr6qh7QIZPJKDo6mhwdHcnPz091DK9fv5769OlDRIbfOLKysqJHHnmEUlNT\nKTQ0lAoKCuirr74iGxsbkkgk5OXlpTOwbM4AMwYbs2bNoqFDh1JUVBQRERUXF1PXrl0bnAFTMMaO\nYYyZRk1NDfXq1Yvmz59v0HIJCQmifzSnT59O3t7eNH78eLXpQj9AvXv3Vs1TtyI2bdo0g+/cPvLI\nI6o7+MaqJF+6dIn8/Px0zlM37xEREdS7d2/VOytq58HBwUHwPQW6KpFWVlYGPwY4IiKC7Ozs6O23\n39ZosYiPj6cRI0ZofdO12LvATUFDKn26lnd3d1crj7CwsHpVDusTMAgFMEJBvbOzs8ZTg+oGR9bW\n1rRhwwaytbXVOD5DQ0NVT2My9DGpYrZFV0BZWVkp2NoidAyKfT+EriC2ocdNQ8+bJ554wqjn3c2b\nN8nNzY3Kysp0zte9e3eaPXu2zmvCkiVLVA9ESE1NpZCQEJ3viFHeOKp7zNW9oSSRSOjtt99u1Jsb\nlgQwY7ARHx9P1dXVao/Fi4mJaXAGTMEYO4YxZjrHjx8nb29v+uuvv0TNX1VVZdAL8/79738TAJo7\nd67adKEKlb7nzBvSJC+VSulf//qX6saMmB97fS0fup4upMvTTz9NAASf4uLh4aEzb0J5r/0uBm20\nVaBiY2MpNjaWFi9erDbv8OHDKSgoiNq0aaMzLw2tdDU2U7Vs1K4EyeVy1WNgXV1dDb4Tq+y6I1Sp\nFlvx0tc9SHlsCJ3TiYmJqsdGy2Qy6tatGzk5OdG0adNUd66V+a17nNX3XTD6jiO5XC7Yyim0rDEC\n5Iam0dCbHUL708vLiz799FPavXu3Qa3Uy5YtU2v1FTJmzBhq3769zm1XHq/6nsYl1A3RwcFB45HW\nta9xDS275gIwY7AxaNAgun//virYOHr0KD333HMNzoApGGPHMMZMa+rUqTRo0CBR87777rvUsWNH\nUT+acrlcdXdT2R+77vcymYxat25NEomEbGxs9FbgxTTJ1372+rVr11SVJaG7vLpaD2q/lE/bOwnE\n3qn29/fXmWcnJyedaeuquBl6ly89PZ0A0I8//qg2ffr06QRA9ZZzof3U1Fs2Glrp09fyoKvSZSih\n1gHlGA19AYzYbRU6vtq0aaPWPayqqorc3d3pnXfeoYyMDJ151/XOG10Bjq7jSN++F1rWWGN9jJFG\nfbsACu3P2NhYeu2116hjx47k5uZGTz75JH3yySe0a9cuevDggdY8pKamkre3t0YXSW3mz59PQUFB\nOq8JBw8e1GjFEyoToe0Quj4LPd64qdzcMCbAjMHG1q1bqXfv3hQUFESjRo0iqVRK27Zta3AGTMEY\nO4YxZlr37t0jqVSqc7Ax0cOX7IWFhdG1a9f0/miK/WE29AdcKCCIi4vT2eVCTAWlvoPS9VWyxaar\nazv0pWHI3VVly0VCQoJqHbUHfLu5uelcR2OP2TCGho770BW8Ck2vTzBmrgqursCg9gBiuVxO3t7e\nZGdnR1FRUQ0KdOqzbWJalRqyH/QxRhr1JWZ/Xb9+ndasWUOZmZnUqVMncnV1JZlMRh999BH99ttv\nlJeXZ/A+nzlzpmBLkvKYvn79uujWJqHAVui80bfulsSswQbRwzecfv/997R69WqtL1uyFBxsMNY0\nbNq0iVq3bi345trDhw+Tj48P7d+/X1R6Yu9+1+cuuaE/+LoGlottPdD10XeHzZB0Dbkza0gehNIQ\nGpCr7YWJdQeJN1aly1IYeoe2vndizbGvtR0bnp6eZGdnR++8847gPA2t4Bu6bboqqi3hGDR0f924\ncYPWrVtHWVlZ1LlzZ4PHusjlcgoPD9d77aypqRF8EaPYa76uBwroux61FGYNNlavXk23bt0ioodv\nfnzppZeosLCwwRkwBQ42GGs6nn/+ea2POb158ya1adOGVqxYITotsf36zdH/39HRUes6HBwcDGo9\nMDRAqE+6urZbeVe5PnnQlQ+hNMV21WmpDB0Ybel3YutWZJ999lkCHj7aWNdbzM25XU29C19jM+Th\nHkS6W7zqXhP8/f11Pl5YSVfQqusax9cjMwcbHTt2JCKiQ4cOUY8ePWjVqlWUlpbW4AyYAgcbjDUd\nFy9eJB8fHzp69KhqWlVVFT355JOUlZVlUFqmbNkwlFCfX+XTdJT0tR5o+9T36UJCAZC+7W5Itxpd\nT1EyNPBhD2m709xcupm1atVKbRvqPr2qMY6T5rBvG5Oh11tDbgYlJibSRx99RL6+vhQdHa0zKNDV\nQtPUH0BhSsaoU4t7BSj+fnvosmXL8Morr2Do0KGYM2eO2MUZY0yroKAgvP/++xg8eDCCg4NRUVGB\n8+fPw9nZGT/88INBaWVmZqKoqEjtDcrKN/vWZ76GaNeuHc6fP6/29uTQ0FDcvn0bCoUC2dnZqKio\ngL29PYYPH45Zs2ZpfRM5AFhZWcHa2hpRUVEICgpSvalYF+X3OTk5KC8vh4ODA+Lj45Gbm2vwdmtL\nS0weAOE3Vgu9gZrfzKuf8q3t2tSnjCxFdna2xlury8vLtc5rzuOkIcc/M/x6K3TN0FbmrVq1Qmho\nKJydnbF27VpERkYK5kPXeWPIOlk9iI1KRo0aRcOHD6fIyEi6f/8+3b9/nzp16tTgaMcUDNgsxpgF\nWL9+PdnZ2andUQoPDzfpYEpT90kfM2YMZWRkkKenJ8XGxpJMJqMNGzaQs7OzRn9kqVRKtra2RmnR\n0Mfc4x4MGbPBd4tbNqG7y3VbN/g4aXoMue4Y0pL05ptv0nvvvUeOjo5UVVXVoPzx9Ug7Y9SpJf9L\nSJTt27ejffv2CAgIwOXLl3H48GGkpqbWN84xGYlEAgM2izHWyGQyGbZs2aJ1+qZNmxohRw03adIk\neHp64tNPP8Xx48fh5+cHAPDy8kJJSYnWZaRSqdrdP22a4j5RKBRa7woLTWctk9B1IC4uDr6+vnyc\ntCBirw2fffYZvvnmG1RVVWH//v1mWWdLY4w6td5uVCNGjMDKlSuxYMECZGVlqaYHBgYiMDCwQStn\njDEAqKio0DpdqAtFU+Dj44M//vgDNjY2qkBDoVDg3r17Wud3cHDAggULVD92hw4d0hqUNMV9ItR9\nQVe3BtbyCHW3mTFjBh8nLYzYa0OrVq2wd+9ejBw50mzrZIbTG2ycOHEC586dw5dffokRI0ZofO/l\n5WWSjDHGWo7m2F/Wx8cH+fn56NixI4CHgUZWVpZgYOXs7Kz2Yyd0l7cp7xPGdOGxEcxQZ8+eBRFh\n586dkMlkyMzM5OPFAukNNjIzMzFw4ECcOHECXbt2VftOIpHg9OnTJsscY6xlMMeAbXPz8fHBpUuX\nMHDgQAAPB78KdZHy8fHRuL42x33CmD58d5mJpVAosHDhQgDA6dOncfr0adX1ko8hy6I32Ni8eTP2\n798PBwcHnDlzxhx5Yoy1MM3tjqZCocDMmTMBANu2bYNCoRBs0bC3t0diYiLi4+PVpje3fcIYY8aU\nnZ2Nc+fOqU0rKipCTk4OXyctjOhuVJGRkbh586bG99yNijFmDM3ljqayu5TyDtvRo0eRlZUFNzc3\nrV1PW6QAACAASURBVPPb2tqCiBAREaHxXXPZJ4wxZmzNcaxfc9WgblQAuLWDMcZq0dZdqqioCHFx\ncRpPm/L398f169fx448/4sqVK3B0dOTggjHGRGiOY/2aKyt9MwwfPhz79+/H6NGjcebMGY0PY4yx\nvwndbXN1dcWCBQsgk8mQlJSEuLg4SCQS1NTUoKKiArt27UJWVhYUCoWZc8wYY01PZmYmpFKp2jQe\n12aZDHrPRlPB79lgjDUWse8MaY7vFmGMMXPid2OYnlnes1Hb7du38eOPP0IikeDJJ5+Eq6trg1bO\nGGPNjdinSHF/Y8YYaxge19Y06O1GpbRu3Tp0794dO3bsQH5+Prp3745169aZMm+MMdbkpKWlqXWX\nkslkWLBggcYPIvc3Zowx1hKI7kaVkpKClStXIjg4GABw6dIlDB8+HNu2bTNpBuuDu1Exxixd3adW\nAQ9bQLQFJowxxlhjMHs3KisrK7X/c4WeMcbqh9+jwRhjrCUQ3bLx/fff47333kNqaiqICD/99BM+\n/PBDDBo0yNR5NBi3bDDGGGOMMdYwxqhTG/Q0qpKSErUB4h4eHg1aualwsMEYY4wxxljDmD3YaCo4\n2GCMMcYsw7ZtCuTlZcPKqgI1NfYYMCATKSncXZCxpsDsYzYYY4wxZpiWXNnetk2Bb77JQnr63w9C\n+Prrh/9vKfuAsZaOgw3GGGPMRFp6ZTsvL1tt2wEgPb0IeXk5LWL7GWMcbDDGGGMm09Ir21ZW2l9e\nCZS36BYfxloSvcGGi4sLJBKJ1u8kEglu375t9EwxxhhjzYGuynZLUFOj/eWVV66UtegWH8ZaEr3B\nxp07d8yRD9aC8N0sxoyPzyvLJFTZBpr/m+K3bVPg6tXr+OwzW7z+eqVqem6uFDY21KJbfBhrSQzu\nRnX48GGUlJSo/n788ceNmiHWvLX0/suMmQKfV5ZrwIBM5OYWYvjwM6ppublSDBuW0Yi50s0Ygavy\nmJwwoQgFBcDSpcDVq4CvbyzGjJmF9evnCCzZMlp8GGtJRAcb69atw4cffojTp0+jdevWKCgoQO/e\nvbFlyxZT5o81My29/zJjpsDnleVKSUnD3buH8NVX02FtbQU3tyQMG5ZhseVirMC19jEZG/vwAwDf\nf++KlJQ05OVlCyxpeIsPt+oxZtlEBxs5OTnIz89HQkICDh48iF9//RWfffaZKfPGmqGW3n+ZWYbm\nVjnh88qydenihLZt03H16td4/PGNkEisGjtLgowVuAofk2UAHrb4fP11kdq66tPiw616jFk+0cHG\nrVu34ObmBj8/P9y8eRMJCQkYO3asKfPGmqGW3H+ZWYbmWDlpyHnV3AIvS3TnziG4uT2C4mI5Kiuv\nwc4uoLGzJMhYgavQMVldXQPg73MtN3cMampK4ebWq14tPtyqx5jlEx1shISEoKSkBIMGDUJycjJ8\nfX3Rs2dPU+aNNUMDBmRi5crjGDHivGqapfdfZs1Lc6yc1PcucXMMvCzR3bsFCAwcC3v7EJSXX7Do\nYMNYN4S0jVX56it3PPVUN9XfKSlp8PRsh9u3f6t3i4+24KigADh2bA9efz2ZA2jGLIDoYCMvLw8A\nMGHCBMhkMly+fBkJCQkmyxhrnlJS0lBW9iKWLp0GR8cQODp2sOj+y6z5aY5djpTnz9dfj0dl5UW4\nuCRg2LB39Z5XzTHwsiQPW40WoKzsIFxdp6JzZxuEhV0A0L2xsybIWN2bUlLScPv2bqxYsQhubjEA\nHPDUU0Ho2tVTbb7KymsgqkZl5Q3Y2fkZnN+6wVFBAbB3L/DuuyUAfgHAATRjjU10sPHCCy/gs88+\ng6enJyIiIuDh4YExY8Zg6dKlpswf06MpdoHo1s0XXl4u8PF5HO3b55p9/U1xnzU1lryPTd2Vr7G2\nPSUlDR4eIbhz5wY6dZoFD48kvcs0x8DLUmi2Gv2MZcvc4OKyCc8/P9CgdExxPAmlq0z722/fxf37\nh+Hm9gSGDZto0DqVaVdUHIGNjTf6938LKSlpuHo1F8XFG9XmffDgGuzsAvHgwZV6BRt1g6N9+4C6\nPbzT04uwePH7FntNYqy5Ex1sFBQUwNPz7zsSXl5e2L9/v0kyxcRpaBcIfT9ipvqRKy8/DTe3nqio\nuGjwsrXzdPnybdjaAj4+bqLzZ65uI3X3XURET5w+/btR96VyHdeuXcTNm1cQFBQEN7dAo6Zdn/xa\nUtccbdvxsCvfYYwYcVk1n7G68hm67cY8x4gId+/+CVfXHqisLBa1ruY2hsqSglxtrUajRt3GqlVb\n8fzz4tKoz7kkZh/oSzclJQ2RkUU4dSoLPXsug719K3EZFkw7CwDQpUsgHjz4+7yrqXmA6uoyuLrG\n/W96J9HrUVJu29Kl/eDmFouSknMAStTmKSgAKiqOYuDAv4Nobu1gzHxEBxthYWEoLCxE27ZtAQAn\nT55Eq1biL0DM+BrSBULfj40pK4z37xfB3f0xXL36tUHL1c5TQQFw44b6HSwx+TNHt5G6+66gANi2\nbRsmTqzSyKsyT4ZWjpTr6NixCDdvApMnA0AxgMMNLqeGlr2ldM0R2o6hQxegb9/+WLp0CVxcImFn\n19poXfkM2XZjn2MVFedgbe0KR8c2GsGG0Lqio4cbpcuMJbCkIBfQ1Wp0V3RQpO146tixCLNnv4B/\n/ztA4yYDAFH7QMxxWlVV8r9/b8NeKCbVQlfaPXrMUws2Kiuvw9bWB3Z2QXjw4Ir4ldSRkpIGa2sr\nxMR8gunT5wFQfyT/vn1AVpZ6ax13F2TMfEQHG6+88gqefPJJ9O7dG0SEn376CZ9//rkp88b0aEgX\nCH0/NqasMJaXn0Zw8Gu4cEHopU768yzUVK4vf8buNqKtBWPjxoWYPPnvyt6+fVALNJR5Xbz4fbi6\n3qpX5Ui5L7788u/9UFDwcF3W1g8rI8DyepVVQ8veUrrm6NqO117rgMBAdwQHD0br1jONtk5Dtt3Y\n59jdu0fg7NwRtrbeqKpSDzaE17ULQ4cuwLJlQwDc+99Yj3eaTAWs9vl39OgRtfMOaNwKpVCr0dWr\nd0UHRXWPJ+V4hKeeKsbevcUaNxnu33fD2LH6jykxx2ll5U0AQHV1mY6t1KQrbTu7QFRU/B1sPOxC\n5Q87u4AGBRtEBKJqVFff0zow/cYNB2i//nB3QcbMQXSwIZPJcOjQISgUCgDAvHnz4OzsbLKMMf20\nDYzbtw8oKTmEzEyZzrvk+n5sTFVhJCLcv38aLi5dQFSDqqoy2Ni4qr7Xdcevdp6srTXTFvMEEmN2\nGxFqwQgKUg8stOUVAEpKzuDll9Wb+8VWjpT7Qpm2shLydwBWrOq6YGhFq6Flbyldc3RtR3n5abi7\nJ6K8/IJR12nIthv7HLt79whcXGJga+uNysobotfVq9dTsLEheHikwt9/JPz9Gy/QMKQbVN3zr7RU\nKNVytWXM1c1K20DrlStDYWV1WXSQWfd4Ut5kqX2ToXYac+eqD77+m/oxJeY4rd2yYQhdadvYeIDo\nAaqr78Ha2gmVlddga+v3vyDknEHrqY2o8n/rvo+UlGdRWXkdS5eOhptbJ9jYBMLb+xqAg1rzxBgz\nPdHBBgA4OTlh8ODBpsoLM1C/fmPw5Zdb8eKLVKeyWQJgi8675Np+EB5W1o/g9deT8eefBzBggLa1\nNuziXFl5AxKJDWxtPWFvH4wHDy7BxqYdAP3dIGrnubpaM+9inkAyYEAmVqw4hJEj/76LVt9uI7Xv\nFhcUAHl5wLRpVfjyS/X56uZVydZWKGXNymbdStLNm7fV0q5vS4+29Rw9ekSw7MVU1h7eWTyJ4cPP\nqqY1RtccXZWe+/dPIyDgBRQXy41aAR0wIBPLl+/HCy/8fYddaNuNFZQp819e/gesrPzQp08vREff\nEb2uqqqbsLKyg7v747hz5yD8/YcZtH5jMbQbVN3WGqHzTLk/zdHNqu6xFB09HF999THc3eNgZeWO\noUNfRm6u0OBwzfO+bsCivLkgdAOjslIoZ+rHlJhHkFdVlUAisUV1tWHBhq4xURKJ5H+tGJfh6Cj9\nX8uGH+zsAlBWttug9dT2d7BxDwCQmNgT9vZA+/bv4P/ZO+/Aqsr7/7/O3UludiAhsodsgywFHBAV\nVAQjTvasbbUCalutWmtdlGKVaKv+WggJJrKqBDRo5ctlKKKAYhjiCiArIWSQndz5++Pk3H2Tm5BA\nkOfFHyHnnvGcdfN5P58VHz8ZkymHrCzPe3+phgsKBJcijYqNUaNGsXPnToxGI5IkeXwmSRLl5U37\nIhK0HH37FnLTTdeTnR3C4cO76w1tFw0Zm7fddjfLl/8fc+fKDZZyc2HLFvjTn4qB7XTrBq+9pubR\nR11/wV97LYbw8MLzql1eW3uEkJDuAOj1idTVnSY0VBYbDYWVAJw5c5alS7UsXGhh6FBYtkw2sF2G\nPn63dR9jcvJ4Tp0ayOrVUTgcFUAYU6a82ixjQ5ktVoROly7ycvexKb+/9prGI5QqM7MHUVEReCcy\nyngaBu75GXKYFOTl6fjXv6K57rpSli0DTcA3OfhZcuU448cXe1zbvXvlMARJ+pG0tHnMm+cSav6M\nteTk8ZSUfERm5ntoNDocDh1Tpixt9QRpb1JS5pOevptZs855nEdsbCFffPEDs2bdyIcfvsLXX7eM\nAaqcS2lpDS++GEpMjJXExMCNyiZOfJDly7cwd67rHWuqAeRrQBeycmURZWWd6dPH81oEys2orT2O\nXt8Zo3EQJ0++2qRzbilMphz+9reZTQqD8vbWeL934DrH5uy/OefgLWYyM39iyBA7jzyyE0lSYTLl\n8HPACXyXKHJ/J3r1GseKFf9BpbJx+nQ0UBxQWEVHd+Odd0KYPv202xh8n6nk5PFUVT1EWtqTREQM\nQqOJ93lOrdZS9PpOTfZsJCeP5/jxK1m9OhKDIR4weOxbrjwliw3Fs6HXe4ZXNRVFbNhs1R4/FQ+f\ncux3330YtVqNXt9LlFwXCC4gjYqNnTt3AlBZWdnIms2noqKCadOmsW/fPgYPHkxmZiZGo9Fnva5d\nuxIREYFarUar1bJ79+5WG1Nbx+FwkJ//b1JS3mDWrNEsXDgaZUbfE38hBLWcO7ePXr1uJTvbBtRy\n+PDBeqEhk5QEYGPRojj69u3PyZMn0euPMm9eiXOd5hhlNTVHMBhksSEnBboqUgUK9SgoOMmqVQv4\n7W/lxPC0NDh71oBKlciSJaDTnaZLl0BGte/5V1ZuJzR0OImJSfz442Y2blxCdvbrTTZ0ldli99AG\nUK6dPE6VCk6fjmL06NtZufJjzp3TUFZWTqdOoVgs8O9/x/Dgg65r6m0YKEbS+PHFXmFSZp5/3sG2\nbSr0+r4cPfoD4G9aM/hZcm+x98or8vgfewxyc2vJzj7i4z1RklU3bhzgIRZ69fqeG298A6v1HGVl\nn9Gnz3jn+XhWE8tvVLw0BW9DrX17Pf/6Vy8slqMsXGhFfh72sXy5ir59j7Nr1xnmzHEEdU6NHdfb\n0Fy2DCZMeDjgtj17fstNN43kvffUVFbuJDIyuckGkD+BPmNGAStX1jJnjmuZex8Ou/0ckhTFlCmp\nJCePp6hoAwZDZ/buLSYrazsxMRe2EZpy7RITXd8/ijg8dw5KSrYwa9ZVPpXWvL01ynv3/PPQtaue\niIjRznfJe/+e1DrHcT7C19+9mDbtCOnpoU6hsWrVAlJSHA2KIu/naOXKfYwZM4Lu3fdiNr9FVtaf\nGDo0z+8+Hnzwec6efY+MjPdQqRyEh48M+Exdc003wsPhqqsWERNzq8/nFkspBkOXJudsWK3n6NFj\nH1On5qHVxvl87p63YTafcXo2zidnw253hVHJP6vrx+K658nJ42nX7t8kJMyiXbu7mn0sgUDQdIIO\no3riiSdYvHhxo8uaw1tvvUXnzp1Zu3Ytjz/+OG+//Ta///3vfdaTJIlt27YRExNz3se81Ckv/wK7\nvY7ISLmWfmMhGf5DCL5n8mTZ4PAnVpKS4OjR/ixduo3588cxadL5JbOaTDmsXv0sKlUdOt04rr02\njOuuc83AFRX5zqDl5sKJE9/z0ktW55hko6KW7Oxe2O0OJk064hO61Nj55+Z+hsmkeBua1/hJDhf6\nCbX6COA5s6qMMy0tlIce+g1DhrRj+/Zytm79hvnza4EDALz6qpF//asdkZFWtNouTJnyovP47kaY\ne5iUYoh17mzhxAktTz+9uH78rkpd7rP4JlNOkxO7k5Lkfcyd6+u5UXCFrhU7r2Fq6n7S0tqh1X5L\neLiDm2++iU6d8vzeg+XL5f27cz4zzd7VyvbuhcJCMJur+ctfPPNo5s61k539b9RqDe4izd85NbfK\n2bx58N57r3DTTRN81jebCzl5cin337+bmTO7sWNHCNdfn41KFZw4VAzjI0f8h55IktlnWXLyeOLi\nBnL4cCKbNmU5RfZ113Wjrs7Ojh1/Zc6c5r8PzcW92AG47sGwYfLPxx+3Ir8vnpXW/HlrvvkmnmnT\nutCz535GjVqPWh3C/PnjPPbvi6HZJYvdy04XFZ30u3eNRu9xngrKZER+fhxPPCF/DytjVa6D7Mk8\nS2ZmNXffbWTWrMGoVKlkZk6nri6Sl18uIzKygiuuuMkpKg4dSmfkyD9z/PjfGTXq44DXXTHubbYq\nv59brSVERAxvchhVYeFqYmJu8Ss0TKYc3n13D1rtfrTaZQwdauWWW6a1QIJ4IM+Gp8Csrc0jJKRH\ns48jEAiaR9Bi45NPPvERFps3b24RsbF7926eeeYZ9Ho9c+bMYdGiRQHXdTgcAT+7nMjP/zeJiQ86\nQ9v8/eHNyGjH9OnyzF5jlW8aEyuBvA7l5dvYu3cIOl07tNr2aLXt0Ona1yf9tav/2Z7PPvuKNWue\ncBvDCTIyYnE4bEydKv8RqqrK95itk0O71PTqZfV7bKhFpZL/11AIhb/zD1QhqimGbnLyeCor95Ga\n+lfA6uPRyM+PY+bMMQwaZKCq6iCffnqE6dM9DZLHHqtkzZquPPPMQ5SXf07fvi6hoYR9LF/eUCK4\nhaysBUyenMrkyam8/faz1NV9W1/mUZ7FDzZR3PsZUI7p7blR8M4Tyc2FsLACN0/FFjIzf+Lqq8sp\nLfUNYwkUd97cBGnlHntfo/T0QDOztTgcBtzFRktXOXM4yvwu//nnF4mPn+o0fPT6K6irO0lISM+A\nx1BwN4wDGdBWq//g/V27DrN790Fmz65DERXp6ZFUV4fx0EOnPda9UJWclGunvMOS1HAStDKm5OTx\n2GwVpKVNQ612EBGRzK23XsHQoe0oLq6kpuZHjMarfPbv7zuiOSWLvctOB7oXkhTmcZ7gPmkC2dn9\nfYpg+L7nVaSlWenYcT0TJvyesLB2DBiQTWjolezYEcr1129ApZLf3/Ly3XTr9iJHjz7jTMT2h1KC\nNrDYKEWv79zkMKr8/BV07foXn+XKdZs2TSnK8BMrVoQSGXk9EydGeiSONxXvnA3lp7vYUIqTGAzd\nmrx/gUBwfjQqNt566y3efPNN8vLyGDhwoHN5eXk5999/f4sMYs+ePfSpDzDu06dPwPAoSZJITk6m\nW7duzJkzh4kTJ7bI8dsy/kqr5uV9SmXlDozG67jrrr4eXV/l/IZaLJZahg3L48Ybk4HGK980FNMN\ngT0nYWHX0Lv3PzCbC7FYzjp/Vlcf9li2cuUJn3CVmTOLycz8kqlTZUNxwYICZ5hUaSkUF8PLL9sa\nnJG02+V9ehv6J0+G8NRTqX4rWUHLGboDB9Yxd+5dZGV9zdSpeU4jIjOzB088kUr//uUUFb1Pbe1x\ntFr/11Cj0RMXN5GjR5/GbrewbdsnHmEfQ4fKOSnQsDG8dOnHZGe/7tG4yv3zxoxG75KRSly4cq28\njTXva+hvbNOm/cwrr8C+ffN9wlgaS+htKpJU7XccDR3nxhv7s3LlMWfBgGCei6Y0x/Nn9NfU5FFY\n+C7Dhh12jcTQmdra442KDe/cA/8GdHcGDz6Gw+HwybPbufNUvffCxaxZZfz9765lrhl1yM/fHbRn\nrLko10h5hz/6SP4ZzL0YPrwLMTGDsdtr6dNnMadPv0lISE9CQ6+kpuYHjMarnPfG32TAbbdN8/EQ\nNXb+gcpOl5TAq6/KYYcKK1ZEcvvtNwHBFQTwDs10Z86cOtaufZcJE36P2ZyPXt8BSVLX576dZNeu\n71i/fgmVlacJD59P374xDBnyM2Fhff0e1WwuQKXS+xUbNlsNDocDnS6eqqoDAcbtS1XVt9TVnSQm\nZqzPZ/4E3ezZ1axb9z/uvPM5p3dDyelrCg6H/PwqYVQ2WxUaTZRHVTazOR+1Otyj+qFAILgwNCo2\npkyZwrhx45g3bx4rVqxwehbi4+MJCQkJ+kC33HILBQW+btKXXnopaG/Fzp076dChA4cPH2bChAkM\nHz6chIQEv+s+99xzzv+PHj2a0aNHBz3WtkLjzeG2kZUlzxIpgsP9j+KKFdfy0EODCAnpwLff5jZY\nXcpbrHgn9QUWI38kPHxoo+eyZs1o/OeUyH8cFDGgGAR79kBsrPz/xrwWyrgUQz8jI56pU7t5hCN5\nV1g6X0NXMTirq79Ep+tB//7TyM7+Au9rV1l5gGPHnsNsPo0kDfe7L5UqBr3+CkJCelFWtsMnrEQO\nZ5MNmcARhOdfslhOGj3IypWLiIgYhMVSwbJlp5GkAuc4wGWs/fijBnAZqYGMw5oaFdOm+Ya6NXZf\nm4LNVkV5+UG/4/AuJrB3L5w9qyUurhCt9grGjevPihUZ6PWxnDxZAciixdPoPIjJJJf9DrY5Xnp6\nDGPH+hp6R48+TceOC9Hp2jmX6fWdqas77rOuO/5yG9zvSVGRjiuvlBPStdrJ2GxlaDRRbteoBpXK\n/4Nvsaic5+w5o17a7BLKwVBTk0e/ft+xcmV7ZswodIbvyeMNtJXrHa2u/o7Q0N44HFaqqg5RU5NH\n+/YPEBram+rq7wGlOtIhpk8/5fyOWLZM4tZbH+LQoUy/IVwNnX+gstN/+APOyZLCQhXR0d0YNy6e\nMWNuc47D+xlZtkzDnDmu511ZR632NMpdVGGzVeFwmFGrIwH52dm8eQ0ffJDmtu9PSEsLITFxLXfe\n6etlAFlsGAzdsNt9xYbVWopWG4NGE9kkz0ZBwQoSEqYjSb6mRaDvJuU6uhLHmyM2PMOo7PZq9PrO\nHp6NmhoRQiUQBMO2bdvYtm1bi+6zUbERGRlJREQEZ8+epYt30HYT2Lx5c8DPMjIyOHz4MFdffTWH\nDx9m2LBhftfr0KEDAH379mXixIl88MEH/OpXv/K7rrvYuFQ5n9AfkymHzz47zfTpJ4Af6qtLqXj0\nUbtzHW/DzlusuNOYGGmMQKV2jxypZOHC0R5ioLGEa/cYZwX3cd133ySiol7CZMrh//2/P2M2H2b8\n+NqAFaKamuPgG9/9NVlZZc78F3e++CKPjIwf0Gp1VFWVsmxZAvPmFbjlFEi0a1eEyZRDjx4pFBVl\n+w37SEmRr9eaNSrAji+GgNcZoLr6GGbzWQ8D1x9XXx1C795TuPLKN53n+u9/P0tqqhya5cpFCeO2\n224hPX0Ls2bJYUqBjEOdTg3YfcRFUhKYTDG88UYt7dsnYLVanUnLTcFmq+bAgQmMGTOUrKyj2Gye\nhpry/DzzTDhxcdUsXGhDDp3aR0bGcUaNSuThh3vQpcszfPTRv8nKOs2AAXl++5YEbpr2Bffd9wIr\nVkwnOvo6wMCddyZx5ZWe65aX7+HcuU/p3dtTeen1nRrt+eEtQt3PLykJ3n23I0uXyjH6X3wRi8VS\n7CE2zOZTOBx6/AnP6OjOZGXVUlub1yIllIOhru4kubm3kJLyMn36dHTzysoid9iwAh8xunRpAkaj\nqyLetddGMGrUIMBBVdVBamp+IiSkJ7W1xzl3Tp7cSE4eT2npJDIz38No7AUYGDFiD999t835DnuH\ncDV0/so75q/stCs8ys6778qeT4Ohq3Mc4Pqucji0DB++nTFjbnceSxb8h3jttT/h7z232eyYzQXo\ndB2cXiuDoTObNq3y8RrMmVPD6tUNi42QkB5+PRtWaykaTTRqdXjQORt2u4UzZ95h0CB/k0qBv5sk\nKRyTKYfMzDwqKqZQVlbl0RU9mOfOlSDuytkwGDpRVXXQuY5cCVGIDYGgMbwn6P/617+e9z6DytmQ\nJIkRI0awYcMG7rzzzvM+qDfXXHMNaWlp/P3vfyctLY1rr73WZ53q6mpsNhvh4eGcPXuW//3vfzz6\n6KMtPpa2xPmE/mRnv14vNGSUP4BKdammigVoWIw0hvesnuyl0fDss3JCardu8OqrEo895vAbtuMd\nnuRdatX9d4fDzj//uZDc3EfQ6Y7y29+6xuEZQvEwb7/9AbW1B1m40Ix3jsPo0WMxmwswm/Mxm09T\nV5eP2ZzPu++mMW2aq4oW+DfITKYc1qz5fX0StBnYR2pqAkuWdEerPV5fHcnhPOZddz1OdPSb2O39\nAP8i6777HiYrKzNguJv/RmJdGDNmALt39+GKKx6iU6fHPYxQdyorvyEiwvX+KddW9uS4BF3PnhJH\nj35BSUkVL78cDZRTWannH/+o5vHHXfvLzOyB0VgGFPmcz4kTWn71q/EMHdqOdu3u4ccfH2bo0KY9\nX3Z7LQcPpqDXd2T69BV07PixhzhSOHCgB127RjBvnquxV26uXK3mv/8t5osvOjJp0jn69SumY8dX\neOmlu/yWUm6oado113QjJuZqhgzZBkBFxVd8/70rA97hcHDkyBN07foX1GrPhqgGQ2cqKvY2eK4N\n5R6sWBHBHXeMc/4uN/Yr9jCu6upOcf313cnKqvOpmvXrX7+MJKl59dXp+CvHXFv7HWVlnxEefg0q\nVcAGMUFjNheSm3szV1zxEImJvyYxEZ93Z+PGN7BaT7Jo0Rk0Gi3Fxfm0b1/sUb1sxYowQkN7MmrU\ncE6f/hcWy1n0+k6EhvYmP//fzvUGDTIwdOjDdOnyFAC5uWP59lvXfrxDuOR1XJ6tn376jGnTPOzW\nDQAAIABJREFUBhMXF8GZM+UsW5bgFEOByk47HCXU1JR65Ah4f1d9+qkRm60CjSbCuaxfv2LmzbuX\nrKy9Xp6yOG6+uTdmcz46XQfncoOhC/BZgCsduIqk2ZxPVNSNDYoNjSYi6GpUJSUfYTB0d5Yy98a/\nZ0di6NCRrFq1gKSkQvbswacrOjTuVXN5NlzVqPT6zpw7t825Tk1NnrMSokAguLAEnSD+6aefsmzZ\nMmJjY52hS5IksX///vMexG9/+1umTZtG7969GTx4sDPp/PTp0/zqV78iJyeHgoICJk2SmyHFxsby\n+OOP06lTp/M+dlvGeyaoKaE//lzW7tWlLjTes3r+S+06eOmlSFQqFVAalEfDH1u3fsT69RaeffYo\n6emu5d5JmQsXPsf8+buYNMmzcs/UqXmsWHEXajVote3Q6zug0yWi03Wo/7+noejCU/T5i1FesKCA\nRYti+cMffD1U69dvYMqUEMaNu40VKz5n9uxKvyLLZBoW0MPkzwM1dar8eW3tMY4de54vv+xFx46P\n0bHjfB+jt7LyGxITf+NzZu5Gktwg67dMny4ba7m5pWzZIvHUU9UepYnj4voxZMgEduxYxmuvwaOP\nuu7B0qXtCQ8/y//93wds396FXr1C+OabXKKjr8fhCKV79xEcObKrwTKkdnsdBw/ehVYbS58+K5Ak\ndUBxNGXKI2zcuMS5rW+4zEmysl5j4MATzJwZT/fuofgLpyotDWR4Gaiu/oGQkCudS7788idWrjyA\n2TyAkpIC2rcPR60uZMaMhSQmem6t13fm7Nn3A+xbOd/AuQf339+d0aNvca6r0cSydetHbNnyZ+c1\nHD16ICNHDqR79+lkZ7/BqVPfUVx8nLg4DRs2/IuUlPl07z4M+MTPsSV+/PERamqOEBV1I9HRtxAT\ncwshIb198kIaw2IpZf/+sbRrdx+dOvlWHQTf523VqgXExMDcuZ45MLNnV/Hf/37K2LGzOXduBwZD\nNyRJzZdf/kxm5lfOMr6DBp1jwoQ/OrcLC+uPxeLZ8MI9hMv9+ZBFaZWHUE1NTWDHjjBUqnYcPXoK\nf2Wn6+rKcDhC0GoDexO12ngslkIPsVFcvJEJE94hIeGMxzN8551XceWVP1NX5yk25CRu/wUBrFbf\nqmQADocNi6UYg6GbM9zMHYulBK02GrU6IugwqoKCFXToMCfg5+7fTadO/UhR0RHatdOyadM/nYUw\nmutV804Qt9mq0enisdvN2O11qFR6amryiIkZ19BuBAJBKxG02PjIfcqnhQkPD2fDhg0+yxMTE8nJ\nkeOku3fvzjfffNNqY2iLeM8EBWoO15rdiVsSdwMicKndJCZO/KOzjGtDHg1/KIZJ587yNWpMoAWK\nI46KGsYNN+xAknzdSRrNLuCHgPtUCLRvrdZ/dS1JqiUvbyBbty6ltLSKl1+OITHxCqKiEn0ERUPX\nIdDnBkNX+vRJo7r6e44d+wtfftmTzp2fJDHx12zbtoXs7KVUVOQSHv4UKSmPBjyGt9ds71547DFX\nor5Smvjtt+HQoUzmzz/l0x8lOrqaefMcwDlyc89hMh2qD/H7zE9ukm8ZUrvdzKFD96BWG+nb9x2f\n++TvGmRnv+4xZl/D5gjp6WHcemsmEAVU+4iS3FxrwHewpmYXoaGy2JC9Wk8zZIidPXsOuc3WQlbW\nY05h5Lo3nairO+G3pKoSTpKSMp+VK79x5jYopZWfeCKdyMjn0OtdCmbfvjp27HiTGTMKncsyMr6i\npuZ6pk6Vj7tq1QIeftiBbCh/EjD3RD6/VIYOHY/ZXMi5cyZKSjZz4sQSwEF09M1ER99CdPTN6HTt\n8cYzoV7DwIGnGDNmHF27BueaV0S7+8SBOxqNil27vicjw4peX8Srrw6u79/iKuO7fLmWhIQCbr9d\nuY82zpw56xTBCsXFKpYta48kFTjvub9nZcGCAlasUPOf/+zms892+3SnXro0AUkqIj3dwbp1twYM\nB9Lp4jGbzzgLA1RX/4DVWo7ROJjkZJXHNqWlJn7++YX6MCpXrqLB0JkRI9rxzjsqj/dy5cpERoxw\niRh3LJazaDRyTkZLhFHJz8VW+vTJaHA95XzkZw/ATHq6/F6cT9EOl9hwJYjr9R3QamPYvHkNOTlZ\nVFfvQq//ibvvjhXN/ASCC0zQYqNr1658+eWXbN26lSeffJLjx49TUFBA165dW3F4lzf+ZqnHjLnW\nbyKyN41Vl7rYuIshz0TcQ0ycCJMnpzYrP8Q7rr2xJOSG4oj9CQ0I/toG2rfF4v+1KyioYMuWn5g+\nXQnRKiErK5qJE1u2021oaG/69VtNZeU3HD36ZzZufJG9eyVmzDhbv8YWsrKOAf7DF4IN7ystPcpv\nfiOH5LiLkEWLypg3z+XV8s5Faiw3yW638O23DyBJGvr2fddvMqo/3O+bvzHn5sLJk2YWLfp/lJV1\nYNmyBA+jUzkPsPL88yp69+6O1VrjzDM5dCiDuDi5WZi/ikX+zkVBr+/Ml18eYf9+35KqSjjJ5Mmp\njB59FatXn8JgaI/FUsd1150lOXk8u3b92mO2+7PPjnoIDZCrv61e/Z2z+pv/Uq9fNPju6XTtad/+\nAdq3f6C+lOgPlJZuprBwDT/88FsMhq7ExNxCdPQtREZez/btW30S6tPTw+ne/SZ69gzOI6I8b+4T\nB54hTvsoKnqwXryWsHx5iU//lrlzLaxfv4Hbb38YkymHTZve59FHS50i+MwZiZiYrtx7bzxdujzj\nEU4W6PlWqVTodO18vqcLCiowGk/Xix0ripAD3/dJp2uP2XzG+Xtx8QfExU1AklQ+x5PXLXRWolLQ\n6zszYEA1kZETyMzMdual3H//A4SHP+137IpgUanCAiaIK2FUVmvjYVRnzmQRGzvRw0MTCO9nT7mv\n51O0w2631AsjV4K4ShXGgQN6du9+xk2E7W7VggcCgcA/QYuNl19+mYMHD7Jv3z6efPJJjEYjDz30\nEHv3NhxnLDg/mpsncb4J3a2NYvgFSsSdPDnVmezaFALFtbuH9sye/XwQVbYCi7Jgr22gfd922zS/\neRcajcNNaMi0Zq8Do3EQAwd+wNtvX8OMGZ7lphs6brDhfdoAof3enh1vY66hGU6Hw8rhw1NxOCz0\n7/9ek/IH3O9bfv5u3HMTFA/GM88o4SgnSU1NoLraiHfce1ISHDwYw4QJj7FmzWPO5ngDBvzA5MlP\nAL4Vi/ydizsaTQR79liZM6dhgTJ58jHuvns9YWEDMJsL2LPnKhwOO2Zzocdst0bja6zK41F5jM/f\nuIL9zpEkidDQ3oSG9uaKK36Hw2GlvHw3paWb+fnnF6is/IZ33tExc6ZnDsisWRVkZ//Lb7NDfyjP\nm/JOK83+lGu0fHklc+e67lGga640OpQ9c/J75hLBDjIzaxg9eizduo0nO9sVThbo+ZYkVwlV92sm\nN0D92mPdQO+TVhvvITaKijbQufOTfo+n1bbHYjmD2ZxPZOR1zuUGg1zJrH//ckaOfI7ERLloypYt\nG3nrrdOsXXsjdrvBw7sih2IloFaH+fVsWCxyNSq1OqJRz4bD4aCgYAU9e6Y2uJ6C97Pnfl8bKwgQ\nyEPkcFjQaCI9wqjU6lC++KKcmTPPeax7ofrHCAQCF0GLjQ8++ICdO3cyZMgQAGJiYjCb/ceDCtoG\n55PQ3doo41q8eKZH7gac3x+DQHHtZ87E8cQT6T77bK4oC+baNrRvf3kX7jkFnjSvyV2waLWBSlj7\nP26w4X1RURH4Szb29ux4G3OBjDuHQ8/hwzOw2SoYMCAblUoXYNyBcc/pcA99CRQqs2hRLP6SbIuL\ntaxf/w9mz65FCdVZtgy6d8/j5puH+FQs8sVzttZkyqGw3hHhbiwrM/jnzkFJyf9x6hR06PA4KSnz\nGTPmNmy2curqjqPRRHpcD7lZoT9kA7k1wiwlSUNk5EgiI0fStetfsFrLWb16FP6egaY8097PW3Y2\nHsn73uKiqaGTrnLIBfz97xu4997hHsf05x1NT4/l5pt9C5n4278L33PW6eKxWGSxYbEUUVmZS3R0\nst+ttdpYrNYy6upOeHix1GojKlUoJSUfOYWKyZTD6tWP1Xt4dgCeoYhmcwF6fQen2PDuHTN8uI7R\no29GpTLgcFiw2y0BhX1l5VfYbBVERd0Y4Lw98X72lO/qTZviiI6O56WXjhMT40CSrqz3ELlyZQJ5\niBwOS70wqqw/RjUqVSiaQNn7rfydKhAIPAlabHTs2NFDXBw+fJgrr7yygS0EgoZJTh7Pxo0D8N9/\no3l/DNyNhGDzPVpTlAXad2M5BZ60bp5NUw3PYMP7AJ9Ydn+eHW+xIv+u5tFHbR5licPC9rBrV2dm\nzdrl7JbcXLzPobR0P/6M4ujoBLKyojzOIS0tFJ0uxCcMad48yM5O4+ab73M+h0OH5jXaS0TJM2rX\nTraSFWNZ8bYoM/mPP65Y0a6wnLCwTpSXf+lhfJpMOZw9W8Nrr0k8+qirh9GyZWqmT38QuDBhlhpN\nBGp1InDQz6fBP9Pe9yoszPNeeYsL/31V1MTFyWWtvUM4PT2ruU7Pqns4mdVawfLlEBUlUVHxLcnJ\nV5Oc7N8z05T3SW6adwiA4uJNREffhErl/9pIkhqNJoaqqoMeXiyTKYeVKy1IUjXh4Y+RkjK/0Y7o\nShiVWh3Gnj2n2LPH8z1dscJISEgv7r5bqjfiK1Cp/Df5yc9fQULCLL+hX/7w9+wdOOD6ji4r20Ve\n3qOkp0cG7SFyOKxoNBFYLLJit9mqUKtD60s9++Pi5S4KBJcjQYuNX//610yYMIHCwkJmz57Np59+\nyn/+85/WHJvgMqClZ1jbevhYQ1ysPJvmhpIFe02D8ewoYqWu7iesVjODB/ciNfUADkc5CxfW1a9X\nS2ZmNN26mVrkfnqHvvirwpSQ0JGJEx9xVm8qKTlFTIyZ6mqXN66hjtPu5Vs7dOjgk+wvXx/ZMMzN\n9QwnUXo+NBRWNWtWZ8rLv3AmhyvCZf78n535CEeOaFGpLLRvbyMnZxVabfwFe09a6plu6F7569+y\ndWsCS5aEotWerC9rbUMpMe2eBO+/UIB8bZcu/djnemzZ8iErV97D1q3b+fLLMu6+u2PQ4ZP+zlmn\ni6e01ATIVaji4iY2eB10uvb1YkMWl8r9VnrdKELUYgkNsAd5EkfusdENlSqMnTsLmD272mOt2bMr\nWbt2G3ffTX3523K0Wl+xYbfXUli4mqFDv/b5LBCNPXtabQwWS3FA0eVvIkoJo/LM2QglOXkEGRkm\nZs4sca7blnIXBYLLhaDFxs0338zIkSP56KOPsNvtvPXWWxgMYnZAcH60hoHdlsPHGuJiCaXWPG5T\nPDsAmza9wZo1T3LiRAWVlTaeftozJGXatCOtEm/d0HPoqqAzn4cflr0vy5eXAY13nA5mnErYjRJO\n8tVXUFYG5eUS4Ggw78Ng6EZ5+ZfO3gbuM9rK/ux2i9v4/o+srKNNGt/50BrPlve9UsTF8uWJxMaG\nAwbmz3+E7OzXmTTpiMe23knwpaVfAGV+juJr0MqhSQuZPVt5Jvf4TTZuyjnLpW/PYLfXUlKymV69\n3mrw3GVPyLfOql+BPBhy+J8/DPUhhGswGGJQqdZTU+M/HFqlkr1ianV4wPK3RUUbCA+/ur7XR/A0\n9OwpPWLs9kA9MXztDjlBPAK7vQaHw+HM2bj++mtwOCykp/+PiIirUKmiL5nJJ4Hgl0TQYuMf//gH\nDzzwAHfffXdrjkdwmXEpeyJag4sllNqCQDOZcli/PrV+lrU6YKnT1oi3buw5lI06l+HalI7TjeHu\n3XPvBbNoUQxQ3GAOgl7fmcLCVURFjQF88wUamrm/UPe7pZ8tf/dq/nzf74yGcqCUMQXyaPkzaBsL\nTfIeYzDnrJS+PXduG0bjQHS6wD05ZJFwCIdDzfvv305KyvyA+SH+wv+WLk3AbP6RN964p77h5Rng\nMIGbA8s9eBpKEi8oWEFCwuxGz7MpaDTR2Gzl3Hnn74KeiHI4LKhUelQqHQ5HHXZ7NWp1GFptHAMH\nmunSRc+oUbuCDvUSCAQtS9Bio6KigrFjxxIdHc0DDzzAvffeS3x8fGuOTXCZ0BYMXcHFJ1BJTF9a\nx6Pa0HPobdQpgmDDBg1yeVNvmp8ADZ65LQ3lfRgMBdjtdc5SqN5hiefTu6AtE8x3RjAhmk3xrDYl\n8TtYlNK3RUUbiY0NHEKlhEspjTSVcKmaGv+lZpXwv/fe+xtVVXupru6H0XgaSTriUxY4JQVSU0NY\nsKDGGRJYWAhxceWYTDnExfkvf1tbe4Ly8t30799wM8qmIklq1OoIRo4ciSSlsmJFCjpdBGp1PFOm\nLAlYjUqStKhUIdhsNdhsSoJ4LOfObSMycqQQGgLBRSRosfHcc8/x3HPPkZuby9q1a7nhhhvo2LEj\nW7Zsac3xCQSCy4RAJTEbSq6+UPgzXJOSYNOmSJRmfZ40PwHaO7elobyPjRtfZN06iIh4G7X6A7p3\nH+FhPF9owdaWCEZINMWz2hoVvLZv/4yMjEo0mmWEhg5n0qT+fo8dyKvy9tuDycrqETD8b/TosXz2\nWTj//W8MkyZ97ddbmJQEu3Z155//rMFiOVbfXBPk/i4LGDUqgYQEX8/GmTMradfuXtTqQPkhzUcJ\npRo9eixqNZSUzGPjxuXOMtPeJXBdYiMUu70am62KTz/dyYYN/6SqqgatNo/Jk3PEpJZAcJEIWmwo\ntG/fnoSEBGJjYzl79mzjGwgEAkEQBCqJuWhRHH379udihtg1tWfK+SRAB7Mc5NnuDRv+Uz9TfQg4\n5OwCrlQGs1gqWLbsNPPmFTi3u1wSZIMVEsF6Vls6v0zJAZkzR+nivjNgw7lAXpWEhHAmTnw+4Dmq\nVFr0+i44HHJeSiDx2b59AmZzAQ88YPdYPnVqHllZtYwd6yk25N4a6fTtm9mkcw4WjUZOElerwzh4\n0Mi+feuYObMYpXKhdwlcpTSvWh2CzVbN11+Xk5v7F6ZNO1q/x2OimZ9AcBEJWmy8+eabrF27lsLC\nQu69916WLVtGv379WnNsAoHgMqKxkpgXk6b2TLkQ45Wb0x33WKYkQLs3xJR7KFyeOVEtGaLZ0vll\nTckBacir0tg5hoZeidUqd9D25y2USyJPJzv7eb/bq1QSNptnGFVZ2WdIkpbw8OEBj3s+yD1FijGb\nDezZY2XWrKMenw8YkMfixTPZuHEAdrueUaM6MWRIuNOzsXt3LXPnem4jmvkJBBePoMXGiRMnWLp0\nKYMGDWrN8QgEgsuUtl4soDneh9Yk2BwCkRPVcrTktWxKDsj5eFVCQ3szenQsGRknnCVg09Lg7FkD\ncXH9GDUqn+uvH8F//+sIsAe9T4K4khguSVKjx28OShiVJGnQaDybCSoV4ORmsLKnIyMjFpvtRvr0\nCcVqPYdaLVdy8+XSzlUSCC5VghYbixYtas1xCAQCgTCMm0Br5BAILhxNuX/nI8RDQnqTlFRMZWUX\n1q7tgk4XQUyMgVmz5O337h2EzVbJDTdcycqVlcyY4QqPzszswS233OhR+tZmq6SoaD3Dh7/clNNt\nErLYKAEkHA7P6+GvwtrMmcW8++4++vXrgsVShN2uxn/hBvFuCAQXgybnbAgEAoHg4nOxmkAKWoam\n3r/mCvHQ0N7k5/+HK6/8iRkzjvk051OrjdhsVQwebMRonE12di7ugqZPn9NUVOx2rl9YuI7IyOs8\nupi3NBpNDFZrMQ6HleTka8jKOuC8ToEqrKlUdlSqUCyWIq65JoKsrGjxbggEbQQhNgQCgeASpK2H\nnQka5kLdv927f+add/ag04Wxbt1kn0pOKlUYdnsVFksJo0f/lrvuWuz8zGTK4YUX/onVmk9IyHFS\nUuYTHb2Cjh0fbdExeqPVxlJVdRC7vY7rrx9Bhw7zWLfuOerqfiI/X42/CnAOhxa1WhYbQ4fG0Lfv\nUvFuCARtBMnhcAQK1PRg7dq13HrrrURERPDmm2+yb98+nnjiCXr27NnaY2wykiQR5GkJBAKBQPCL\nROnP4T7Dn5XVg8mTXUUXDh6cRHz8VI4de56+fTMwGgcF3DYzszODBp3joYfOolLpWm3chYWrOXv2\nfVQqA9HRN5GQMJOqqm85dGgSlZX/4N13H3GrNAUrVkRx++13ctVVdrTaOEpLtzBsWG6rjU8guJxo\nCZs66C43L7zwAhERERw4cICVK1eSnJzMwoULz+vgAoFAIBAIWodAFa82bnzD+btaHYbNVoXVWoJG\nE+N329xcWL4crNbjZGeb2bZtc6uOW6ORE8TN5jNote0B0OsTqas7TXLyeCZNepS0NFi3bgDZ2eMY\nO/YGRo68yunZaI3eHwKBoPkEHUal1coVIdLT03nooYeYPHkyS5YsabWBCQQCgUAgaD7BVLxSxIbF\nUoxWG+uzrVL9yZWUXdvqPSu02hisVrlylk4XXz/OSBwOK1ZrBcOHdyY0FPr3f4527e7mxx9/52zq\nV1t7HLU6rFXGJRAImkfQno2kpCSmT5/Ohx9+yH333UdtbS22wO1pBQKBQCAQXESCqXilUoVhsRTh\ncNhQqVweAWVbf9WfvL0jLY1S+tZsPuMUG5IkodcnYjbnU1t7vH6MdfU/5aZ+KlUIFkuRx3kIBIKL\nT9BiIy0tjTlz5rB9+3YMBgOlpaXCsyEQCAQCQRtFrnjVw2NZZmYPJk50VWVSq8OoqzuBVhvr0TdD\n2TZQ9afW7Fkhh1EVYbEUodW2cy7X6RIxm09TV/cz4BIbDocFSdKKMCqBoI0SdBiVJEmMGTPG+XuH\nDh3o0KFDqwxKIBAIBALB+RFMxStZbBz3CKFy33bx4pn4q/7Umj0r1GojDocVtdrokYiu119BXd3p\n+lCpCBwORWxYkSSNs/St8GwIBG2LoMXGX//6V4/flRmQZ599tmVHJBCcB6YcE9mvZ6OqU2HX20mZ\nn0Ly+OSLPSyBQCC4KDTWn0OtNlJbewKtNs7vtpBBVpZ3VarW7VkhSRJabSwaTZTHcsWzUVv7M6Gh\nV/rxbIRgs1UIz4ZA0MYIWmyEhYU5BUZxcTEbNmxg9OjRrTUugaDJmHJMrFqwiql5U53LsvKyAITg\nEAgEAj8ono3Q0N5+P79Y/Vw0mhgfASRXpDpJXd1xoqLG+IgNxaOhUokEcYGgLRG02Pj973/v8/ud\nd97Z4gMSCJpL9uvZHkIDYGreVLLfyBZiQyAQCPygUoVhs1X6dBZ3p7ndy5uLyZTDO++cRqM5S0jI\nOGcjQp0ukXPndmCxlGAwdPVJEFcQng2BoG3R7A7iNTU1lJeXt+RYBILzQlUXoN5B6+UxCgQCwSWN\nUiZWo4ltZM0Lg9JMcObMc/VLPiErSw7hGjw4kYqK3ej1V6BShbjlbChhVLLgEDkbAkHbImixMXDg\nQOf/6+rqsNvtvPjii60yKIGgOdj1dv8ftF4eo0AgEFzSKGLDO0H8YhGoEWF29htce+0bmM0FREXd\niEqlx2IpA1xiQ5JksSE8GwJB2yJosfHBBx84/28wGEhISGiVAQkEzSVlfgpZeVkeoVSZPTKZ8siU\nizgqgUAgaLu4xEbgMKoLSUONCD//fD8ZGRAS8h2SVMD11/ekRw/PBHF5H0JsCARtiaDFRteuXVtx\nGALB+aPkZax5ag01+2vQdtIyJXWKyNcQCASCACjJ1G0ljCpQI8KCggrWrHmCuXMBzgBnSE8/TWJi\nDlFRSlM/WWSIDuICQduiUbFhNBo9Gv24I0mSyNu4yIhSr54kj0+mz6k+nHz1JOpINUPGD7nYQxII\nBII2i1ptBNqOZ0NuJpjnU2pXo3H4hFfNmlVBdvYbTJ9udTb1AxFGJRC0NRoVG5WVlRdiHIJmIEq9\n+sdWaSPy+kjOvHsGu8WOShsgcVwgEAgucz79dCcrV0JU1O+RpBhn5aeLRaBSuxs3LgmwRW19GJUG\nlUqEUQkEbZGgw6jq6ur48MMP+fjjj5EkiVtvvZU77rgDnU7X+MaCVqEppV4vJw+IrcLGVxVf8T/p\nf6wbuQ4pRvpFn69AIBA0B5Mph7Vrn64PTdoL4Kz8dLEFh/fxs7NfD7C2AYej2KPPhvBsCARti6DF\nxt/+9jf279/P5MmTAVi1ahUHDhzgL3/5S6sNTtAwwZZ6vdw8IJ/nfs7mHZuZXTVb+fv5iz5fgUAg\naA5y5acjHsuUyk8XU2z4w194VVpaKLNmPYLD8TiSpGX79u1kZMB77z3SJrw0AoFAJmixsXr1ar75\n5hv0ejl5a8KECQwaNEiIjYtIsKVeL7dmd6Y9JmYWz/RY9ks+X4FAIGgODVV+amt4h1dZLFXccIOZ\n5OTxfPHFfD799DPee29xm/PSCASCJoiNkSNHsmnTJu666y4APvroI0aMGNFqA7vcaE6YU8r8FN75\n9h2mn5zuXOav1Ovl1uxOZQ7+fIO97pdTGJpAILg8CFT5qa02J3IPrzp37lOOHv0TIJe+zcnJDNif\nQ4gNgeDiErTY2LVrFytWrCAyMhKAsrIy+vTpw8CBA5Ekif3797faIH/pNDfMKXl8MqWTSslcl4kK\nFapIFVNe8S312tRmdxfasG7p41kdVv8feJ2v+3XPJZe97OXZrc/yguEFunTtQkSHCFLmpwBcVmFo\nAoHg8iBQ5acpUx65iKMKDpVKj93u3kHcEmDNX+ismkBwCRG02Ni0aVNrjuOy5nzCnK7iKoY/PhxD\nVwP5y/K5avxVPuukzE8hY28GM0tcoUWBmt1d6PyO1jjeyA4jeUfzDtPzfT0+7sLm24Pf8lTxU+SS\nyx72MIxhOCwO5lnmwQHggDyWmoga5uXN8ziGCMsSCASXOoEqP10KngBvseFwXFpeGoHgckI09WsD\nnE+YU+U3lcRNiCN8aDjfzfoOW40NdYjaY53k8ckc73ectM/SCB8YjjZRy5RHXB4Qfwa4O+drWDfk\nuWiNfJKr9VeT8HgC2ZuzKd9WTtg1YUz5oyys3IXNOc4BsJe9zGMey1nOPHxFxSvRr/gjNdO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cZbb73Fm2++SV5eHgMHDnQuLy8v5/7772/VwV1KNLexWfX31egSdGiiNE7jeHqBK+RHMcjj4uMw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\n"
}
],
"prompt_number": 253
},
{
"cell_type": "markdown",
"source": [
"OK, let's construct a total count without the comparison C6:"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"tot_without_c6 = tot_counts_calc - c_counts['Source-Sky_C6']",
"avg_no_c6 = tot_without_c6/(c_counts.shape[1] -1)"
],
"language": "python",
"outputs": [],
"prompt_number": 254
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"c6 = c_counts['Source-Sky_C6']",
"sqrt(c6).max()"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 256,
"text": [
"179.43014955686795"
]
}
],
"prompt_number": 256
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for night in sort(nights.values()):",
" this_night = (night_jds == night)",
" plot(bjd[this_night]-int64(bjd[this_night]-0.5), ",
" 2.5*log10(c_counts['Source-Sky_C6'][this_night]/avg_no_c6[this_night])+night/3.,",
" 'o-', label='night '+str(night))",
"",
"ylim(-2.5, 0.5)",
"legend(loc=2, ncol=5, borderaxespad=0.)",
"title('All data for star C6, after C6 removed from comparison set')",
"xlabel('Fraction of a day')",
"ylabel(r'$2.5\\times$ log of normalized intensity, plus vertical offset')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 257,
"text": [
"<matplotlib.text.Text at 0xed894b0>"
]
},
{
"output_type": "display_data",
"png": 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7dqhPF4ufVjlf2ioy7dq1Q3Z2NoqLi4UfkGPHjhn8I2ttbQ2FQqH1+/DwcNy7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\ndgxjzLyWLl1KHTt21DvMokKhoNdff52GDx9OW7d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yYWgLBB0fn42Nn//859x2222cPXuW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\n6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ebpfF/8PafWnqLp1e5t90UXpaP7B90DXp3KM43KlG7io10fVQYaDhOyJpC2QD3tzDjf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\nQRCESyBlgyAIgiAIgiAIl/D/AeHX569rUB89AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 257
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(bjd-int64(bjd-0.5) + night_jds, 2.5*log10(c_counts['Source-Sky_C6']/avg_counts)+0.15,'o-', ",
" label='C6, original comparison set')",
"ylim(-2.6,-1.8)",
"plot(bjd-int64(bjd-0.5) + night_jds, 2.5*log10(c_counts['Source-Sky_C6']/avg_no_c6),'o-', ",
" label='C6, with C6 removed form comparison set')",
"legend()"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 267,
"text": [
"<matplotlib.legend.Legend at 0x101bdb10>"
]
},
{
"output_type": "display_data",
"png": 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Phd7HgQMH+Oabb8jKysLX1xc/Pz+bknKt5zI/Tp06xX//+1/S09Px8vLC39/f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\n3fAi5XCrkfXjaayeRVkbMjJ+zv79X1NREVqJ4ciRNqw7U4JQByBi8SJ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51r1Sypdh6NAZ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\nAy5Wv1JlcTE+AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 267
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(bjd,avg_counts,label='original comparison set')",
"plot(bjd, avg_no_c6, label='no C6 comparison set')",
"legend()"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 262,
"text": [
"<matplotlib.legend.Legend at 0xfb63910>"
]
},
{
"output_type": "display_data",
"png": 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upstxEjkY9t6W8hAODg521xw0xn8Mn/36GaFvhVKrRC0u3LhAxWkVif44mibz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\nxC4qFSIiIiIiYpf/D9TqEe7xt8k/AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 262
},
{
"cell_type": "markdown",
"source": [
"OK, let's write out the data for just C6, normalized to the comparson set without C6. We'll start with copying the original table data."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"c6_table = table.where(bjd > 0)",
"c6_table.keep_columns(['bjd_tdb_mid', 'Source-Sky_C6', 'rel_flux_C6'])",
"c6_table.rel_flux_C6 = c6/avg_no_c6",
"c6_table.write('c6.txt', type='ascii', delimiter='\\t')"
],
"language": "python",
"outputs": [],
"prompt_number": 272
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"c6_night5 = c6_table.where(night_jds == 5)",
"c6_night5.write('c6_night5.txt', type='ascii', delimiter='\\t')"
],
"language": "python",
"outputs": [],
"prompt_number": 278
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import lomb",
"reload(lomb)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 291,
"text": [
"<module 'lomb' from 'lomb.py'>"
]
}
],
"prompt_number": 291
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"periods = linspace(0.44, 0.46, num=1000)",
"frequencies = 1/periods"
],
"language": "python",
"outputs": [],
"prompt_number": 309
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pdm = lomb.PDM(c6_table.bjd_tdb_mid, c6_table.rel_flux_C6, frequencies)"
],
"language": "python",
"outputs": [],
"prompt_number": 310
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(periods, pdm)",
""
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 311,
"text": [
"[<matplotlib.lines.Line2D at 0x13522930>]"
]
},
{
"output_type": "display_data",
"png": 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/85ER+R1A5ioEJSXAD38IdHdzlSyiXGEgICKKgbExuYPLQBBv2a4QmFuUwlYIrO1OZtXV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\n6v8P4rHHgFWrpI92zRrgve81vha0z9t8t9LuxdDMq0Lwy18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QO1R2dwM33QQsWhT77546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yAAAL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\nQmCC\n"
}
],
"prompt_number": 311
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"stats.variation?"
],
"language": "python",
"outputs": [],
"prompt_number": 286
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"var?"
],
"language": "python",
"outputs": [],
"prompt_number": 287
},
{
"cell_type": "code",
"collapsed": true,
"input": [],
"language": "python",
"outputs": []
}
]
}
]
}
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