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@DavidMStraub
Created November 18, 2019 16:40
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import h5py\n",
"f = h5py.File('pmc_321_th-only_50k.hdf5', 'r')\n",
"samples = f['/data/final/samples'][:]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"data = samples[:,:23]\n",
"data[:, 0] = -data[:, 0] # xi' -> rho\n",
"data[:, 1] = 1/2 * data[:, 1] # xi'' -> c"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"cen = np.mean(data, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"err = np.std(data, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"cov = np.cov(data.T)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"corr = cov / np.outer(err, err)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import flavio.plots as fpl"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.2037, 0.2464, 1.0838, 0.0199, 0.0197, 0.2192, 0.02, 0.0609, 0.1748, 0.1853, 0.5612, 0.2298, 6.5741, 0.3621, 5.4689, 6.9501, 6.9014, 1.4028, 1.8169, 2.6673, 3.0142, 3.7579, 4.2467]\n"
]
}
],
"source": [
"print(list(np.round(err, 4)))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1.0729, 0.9508, -3.7687, -0.0605, -0.0005, -0.0947, 0.04, -0.0982, 0.6118, -0.0046, -0.2978, 0.1252, -8.0423, -1.9132, -3.6415, -3.3573, 4.9115, -2.076, 0.1641, 3.3932, 0.0477, 2.1572, 0.6514]\n"
]
}
],
"source": [
"print(list(np.round(cen, 4)))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(23, 23)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[1.0, 0.951, -0.864, -0.014, 0.0, 0.582, 0.029, 0.014, 0.028, 0.021, -0.115, -0.008, 0.957, 0.026, 0.768, 0.036, -0.288, -0.025, -0.258, -0.209, 0.047, -0.081, -0.139], [0.951, 1.0, -0.961, -0.013, 0.005, 0.567, 0.031, -0.144, 0.01, -0.005, -0.014, -0.012, 0.909, 0.034, 0.645, 0.108, -0.354, -0.01, -0.228, -0.311, 0.198, -0.082, -0.075], [-0.864, -0.961, 1.0, 0.012, -0.008, -0.406, -0.026, 0.194, -0.002, 0.016, -0.036, 0.007, -0.829, -0.022, -0.627, -0.147, 0.332, 0.005, 0.201, 0.329, -0.201, 0.065, 0.065], [-0.014, -0.013, 0.012, 1.0, 0.021, -0.017, -0.004, 0.052, 0.013, -0.007, -0.001, -0.005, 0.076, 0.008, 0.014, -0.05, -0.008, -0.018, 0.006, 0.006, -0.01, 0.022, -0.017], [0.0, 0.005, -0.008, 0.021, 1.0, -0.097, 0.0, 0.18, -0.01, -0.01, 0.011, 0.011, 0.002, 0.006, 0.013, 0.008, -0.05, 0.012, 0.003, 0.012, -0.028, 0.009, -0.005], [0.582, 0.567, -0.406, -0.017, -0.097, 1.0, 0.022, 0.174, 0.056, 0.053, -0.252, -0.002, 0.556, 0.048, 0.23, -0.139, -0.221, -0.051, -0.16, -0.054, 0.13, -0.144, 0.004], [0.029, 0.031, -0.026, -0.004, 0.0, 0.022, 1.0, -0.18, 0.005, -0.01, 0.001, -0.004, -0.232, 0.005, 0.03, -0.002, -0.006, -0.006, 0.002, -0.016, 0.034, -0.012, 0.015], [0.014, -0.144, 0.194, 0.052, 0.18, 0.174, -0.18, 1.0, -0.01, 0.028, -0.11, -0.031, 0.061, -0.02, 0.266, -0.264, 0.182, 0.027, 0.095, 0.393, -0.53, 0.009, -0.185], [0.028, 0.01, -0.002, 0.013, -0.01, 0.056, 0.005, -0.01, 1.0, -0.218, -0.224, 0.01, 0.028, 0.009, -0.0, 0.101, 0.005, -0.973, 0.182, -0.061, -0.051, 0.376, -0.168], [0.021, -0.005, 0.016, -0.007, -0.01, 0.053, -0.01, 0.028, -0.218, 1.0, -0.396, 0.004, 0.022, 0.009, 0.032, -0.05, 0.143, 0.212, -0.8, 0.002, -0.078, -0.075, 0.245], [-0.115, -0.014, -0.036, -0.001, 0.011, -0.252, 0.001, -0.11, -0.224, -0.396, 1.0, -0.042, -0.115, -0.0, -0.185, 0.328, -0.306, 0.21, 0.294, -0.151, 0.233, 0.143, 0.007], [-0.008, -0.012, 0.007, -0.005, 0.011, -0.002, -0.004, -0.031, 0.01, 0.004, -0.042, 1.0, -0.004, -0.001, 0.022, -0.004, -0.0, 0.064, -0.105, -0.027, -0.013, -0.012, -0.011], [0.957, 0.909, -0.829, 0.076, 0.002, 0.556, -0.232, 0.061, 0.028, 0.022, -0.115, -0.004, 1.0, 0.024, 0.74, 0.031, -0.277, -0.031, -0.25, -0.205, 0.036, -0.077, -0.139], [0.026, 0.034, -0.022, 0.008, 0.006, 0.048, 0.005, -0.02, 0.009, 0.009, -0.0, -0.001, 0.024, 1.0, -0.048, -0.0, -0.011, -0.007, -0.015, -0.027, 0.018, -0.023, 0.026], [0.768, 0.645, -0.627, 0.014, 0.013, 0.23, 0.03, 0.266, -0.0, 0.032, -0.185, 0.022, 0.74, -0.048, 1.0, -0.127, -0.092, -0.004, -0.214, 0.053, -0.171, -0.081, -0.257], [0.036, 0.108, -0.147, -0.05, 0.008, -0.139, -0.002, -0.264, 0.101, -0.05, 0.328, -0.004, 0.031, -0.0, -0.127, 1.0, -0.796, -0.101, 0.001, -0.419, 0.091, 0.756, -0.448], [-0.288, -0.354, 0.332, -0.008, -0.05, -0.221, -0.006, 0.182, 0.005, 0.143, -0.306, -0.0, -0.277, -0.011, -0.092, -0.796, 1.0, -0.004, -0.024, 0.268, -0.193, -0.617, 0.63], [-0.025, -0.01, 0.005, -0.018, 0.012, -0.051, -0.006, 0.027, -0.973, 0.212, 0.21, 0.064, -0.031, -0.007, -0.004, -0.101, -0.004, 1.0, -0.141, 0.071, 0.045, -0.363, 0.158], [-0.258, -0.228, 0.201, 0.006, 0.003, -0.16, 0.002, 0.095, 0.182, -0.8, 0.294, -0.105, -0.25, -0.015, -0.214, 0.001, -0.024, -0.141, 1.0, 0.087, 0.04, 0.078, -0.173], [-0.209, -0.311, 0.329, 0.006, 0.012, -0.054, -0.016, 0.393, -0.061, 0.002, -0.151, -0.027, -0.205, -0.027, 0.053, -0.419, 0.268, 0.071, 0.087, 1.0, -0.597, 0.101, -0.271], [0.047, 0.198, -0.201, -0.01, -0.028, 0.13, 0.034, -0.53, -0.051, -0.078, 0.233, -0.013, 0.036, 0.018, -0.171, 0.091, -0.193, 0.045, 0.04, -0.597, 1.0, -0.256, 0.417], [-0.081, -0.082, 0.065, 0.022, 0.009, -0.144, -0.012, 0.009, 0.376, -0.075, 0.143, -0.012, -0.077, -0.023, -0.081, 0.756, -0.617, -0.363, 0.078, 0.101, -0.256, 1.0, -0.74], [-0.139, -0.075, 0.065, -0.017, -0.005, 0.004, 0.015, -0.185, -0.168, 0.245, 0.007, -0.011, -0.139, 0.026, -0.257, -0.448, 0.63, 0.158, -0.173, -0.271, 0.417, -0.74, 1.0]]\n"
]
}
],
"source": [
"print(np.round(corr, 3).tolist())"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"parameters = \"\"\"CLN rho2_xi\n",
"CLN c_xi\n",
"CLN xi3\n",
"chi_2(1)\n",
"chi_2p(1)\n",
"chi_2pp(1)\n",
"chi_3p(1)\n",
"chi_3pp(1)\n",
"eta(1)\n",
"etap(1)\n",
"etapp(1)\n",
"CLN l_1(1)\n",
"CLN lp_1(1)\n",
"CLN l_2(1)\n",
"CLN lp_2(1)\n",
"CLN l_3(1)\n",
"CLN lp_3(1)\n",
"CLN l_4(1)\n",
"CLN lp_4(1)\n",
"CLN l_5(1)\n",
"CLN lp_5(1)\n",
"CLN l_6(1)\n",
"CLN lp_6(1)\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['CLN rho2_xi',\n",
" 'CLN c_xi',\n",
" 'CLN xi3',\n",
" 'chi_2(1)',\n",
" 'chi_2p(1)',\n",
" 'chi_2pp(1)',\n",
" 'chi_3p(1)',\n",
" 'chi_3pp(1)',\n",
" 'eta(1)',\n",
" 'etap(1)',\n",
" 'etapp(1)',\n",
" 'CLN l_1(1)',\n",
" 'CLN lp_1(1)',\n",
" 'CLN l_2(1)',\n",
" 'CLN lp_2(1)',\n",
" 'CLN l_3(1)',\n",
" 'CLN lp_3(1)',\n",
" 'CLN l_4(1)',\n",
" 'CLN lp_4(1)',\n",
" 'CLN l_5(1)',\n",
" 'CLN lp_5(1)',\n",
" 'CLN l_6(1)',\n",
" 'CLN lp_6(1)']"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parameters.splitlines()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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6fSLSLiLXoo55xDhbb486hsg2fng0szpIoxXnu3G6d1x3GbQI01vgojpCo9ftMh6bANxyge5CxxDZxdRsEBcGp7DVl5lNhw6HAxMzQd1l0CIy729HohV6+lg3Sjz2HufFzExQYS7Iq2CsiKFOtETPn+xHRUnmdZBGy8nJQfsAm2CsiKFOtATHu/xwZedARHSXolVebi6OX+GdpVbEUCdagh8evYzVFZnZQRqttDAPrQx1S2KoE8VpcjaA7tFZuLOzdJeiXU62C/3jvAHJihjqRHF65r2rKM3wDtJoMwEFpTi2utUw1Ini9HrbECpLM7uDNFqhOwsD4zO6y6B5GOpEcWjrH8f6sryM7yCNVl1agDM9Y7rLoHkY6kRxONRyBZ++s1p3GZZSXZqPsz0cA8ZqGOpEJmYDIQyOzaKyOHOG2I2HtzAXlzi1neUw1IlMNJ3pwwO3V+guw3IcDkGIN5VaDkOdyETTmT58bNsq3WVYUpZLMBPgODBWwlAniuHK8CQqi9zIcvKjspBN3gK09XO4ACvhTypRDIdauvBw3VrdZVjWtqoiXgFjMQx1okUEgiF0DU9iY3m+7lIsa2tVEa+AsRiGOtEiXj0/gPu2ZOaY6fEqzs3C2HRAdxkUhaFOtIhfnezFx7dX6i7D8hQ4XICVmM58ZExL5wdQG5mLdN72RuNpTdTk0zGPIbK6vtFpFOdmwZ3l1F2K5VUUujEwNoOKIrfuUggmZ+oiUgtcn7bOH1mO2l4PoMmYvs4nIvVmxxClg0PNV9hBGqdtVUU4zXZ1yzBrftmN8Bk3AHQAqJ+33Re1rsNYNjuGyNJCIYUL/ePYUlmou5S0sK2qEGd7eQWMVZg1v3gADEctl0VvnDfBdC2AgwB2xTqGyOpeaxvERzezgzRe68vy0cnhAiwjIR2lRhNLq1KqNc79G0WkWUSaBwYGElECUcI8f+IqPnVHle4y0oaTwwVYilmo+wFE5u7yABhaZL/6SCdpPMcopQ4opeqUUnVeL8+IyDr6R6dR6GYH6VJxuADrMAv1gwi3k8N4bAIAEfFEdhCRxsgVLkbH6YLHEKWD8B2ka3SXkXY2VxTiQh+HC7CCmKEeaU4xwtof1bxyJGr9PhFpF5FrJscQWVoopHC+bwxbKzm70VJtqypiZ6lFmF6nPq8zNLJul/HYBKAknmOIrO71tkHcu6lcdxlpaUtlIV481au7DALvKCW67vkTPfjUHat1l5GWOFyAdTDUiQAMjM0gP8eF3Gx2kC4XhwuwBoY6EYDDLV1o2MUO0pVYVeRG/9iM7jIyHkOdMp5SCmd7R3H7anaQrgSHC7AGhjplvLcvDuPujbzxeaW2VhbiLCfM0I6hThnv2eNX8fsf4B2kK7W+LB+XhzlcgG4MdcpoI5NzcIqg0J2lu5S0x+ECrIGhThnt58e68Jm7qnWXYRvZLgem5zhcgE4MdcpYSikcu+JH7TqP+c4Ul82rCtDWz+ECdGKoU8Zq7ryGu9Z6ICK6S7GNbVVFOMMrYLRiqFPGeqqlCw2c3SihtlRywgzdGOqUkbr9UyjOzUJBjunwR7QERe4sjE3P6S4jozHUKSP95K1OfO7u9brLsC0OF6APQ50yztj0HIbGZ7GuLE93KbZUWeRG3yiHC9CFoU4Z54k3O/GFD/EsPVm2VRXhTC87S3VhqFNGmZgJoGNgAjuqi3WXYltbeQWMVqahLiINIlIvIntj7FM7b3mf8di48hKJEuenb1/G5+5Zp7sMW1tfmofLQ5O6y8hYMUM9EtbGDEf++eFt7FMP4NC81Y0i0g6gI1GFEq3U9FwQZ3pGUbvulsm6KIEcDkGIHaXamJ2p7wbgN553AKifv4MR+PPD+1GlVI2xjcgSfvxmJ/7gbp6lp0JBThZGeWmjFmah7gEwHLUc7/ikPrMmG6JU8k/O4nzfGD64oVR3KRlhR3URTnaP6C4jIyWlo1Qptd84Sy8zmmduIiKNItIsIs0DAwPJKIHoJt9/tR1fur9GdxkZY2d1MU51s7NUB7NQ9wOInNp4AAyZvaAR2A3G4hAA3/x9lFIHlFJ1Sqk6r9e7lHqJlqxzaALBoILPW6C7lIzh8xagY5ADe+lgFuoHcSOUfQCaAEBEYg1r1xzZD0CNsUykzfdf4Vl6qjkdgmCInaU6xAx1pVQrcP0KF39kGcCRyD7GWXld5Ozc2OcRY7k96hiilGvpvIZ1ZXkoK8jRXUrGyc9xcRwYDUxHM1JKHVhg3a6o54cBHDY7hijVlFL4t6OX8O2GO3SXkpG2ry7GqaujuMfH+V9TiXeUkm29cKoX99/mhTvLqbuUjLSzuphXwGjAUCdbmg2E8IsTPXiIU9VpU+PNR/sAJ6JONYY62dJP3+7E535rHRwOzmqki8vpQIidpSnHUCfbGZmaw4nuEXx4U7nuUjJeXo4T4zMB3WVkFIY62c6B37Tjj+/jJYxW8IE1Hpy44jffkRKGoU620nVtEhMzQdy2qlB3KQTgrnUeHGOopxRDnWzl+6+048u80cgy1pXmoXOInaWpxFAn23i/awSrityoKHLrLoUMIgKlOGdpKjHUyRaUUvjB6x344kc36i6F5llflofLw5w0I1UY6mQLL5/txz2+MuRlm94kTSlWu64Exy6zXT1VGOqU9gLBEJ4+1o2H69bqLoUWcMdaD95jZ2nKMNQp7R1svoKGXWvg5I1GllSQ48IEr1VPGYY6pbXxmQCaL13D/bdxXH4rc2c5MTUb1F1GRmCoU1r7P6+049GP+iDCs3Qr21ldjJNXObhXKjDUKW1dHJzA1FwQt68u0l0KmbhrnQetndd0l5ERGOqUtv7x5Qv4k9/dpLsMisOmigK09XN6u1QwDXURaRCRehHZG2Of2qUeQ7QSR870Ydf6EnjysnWXQnEQEYiAU9ylQMxQj4S1UqoJgH9+eBv71AM4tJRjiFZiYiaAp49147MfXKe7FFqC26uKcKZnVHcZtmd2pr4bQOQC0w4A9fN3MMK7YynHEK3Ed5vO409/dzMvYUwzd/vK8FbHkO4ybM8s1D0AhqOW45lscDnHEMXl7Y4hFOdmYUslR2FMN1tWFeJc75juMmyPHaWUNqZmg3jizU7s4VjpaSkyCxXb1ZPLLNT9AEqN5x4A8fztZHqMiDSKSLOINA8MDMRbK2W47x45jy//Tg2ynDwXSVfbqopwtpft6slk9uk4CMBnPPcBaAIAEfEs9ZhoSqkDSqk6pVSd18s7Acnc0bZBFGS7sH11se5SaAXu9pXirY5h8x1p2WKGulKqFbh+hYs/sgzgSGQfEWkAUGc8xjqGaFlGJufwk3cu40uc/CLtbasswjmeqSeV6TilSqkDC6zbFfX8MIDDZscQLYdSCv/rV2ew9+Nb4GKzS9qLblfn1UvJwU8JWdoz713FXetKsL4sX3cplCA7q4txootD8SYLQ50s69LgBN5sH8LDu9boLoUS6Ldv8+I35wd1l2FbDHWypOm5IPa/cBZf/dQ2jsBoM+vL8jm9XRIx1MmSvv3COXzpvk0ocmfpLoWSoCjXhZHJOd1l2BJDnSznF8evYn1ZHnau4eWLdvWRmnK80c4mmGRgqJOlXBycwOsXBvGFe9brLoWS6EM1ZTjKUE8KhjpZxvRcEP/7hXNsR88A+TkuTM2GEOKQAQnHUCfL2P+rc/jS/TVsR88Qd64txnFe2phwDHWyhGePX8XG8jzsqGY7eqaov30VXjrdp7sM22Gok3YXBydwtG0Qn2c7ekapKs5F78i07jJsh6FOWo1Nz+HbL5zFV/8z29Ezkc+bj/YBzl2aSAx10iYYUvjaM6ew9+NbUch29Iz0e9sr2QSTYAx10uZvXzyHhl1rsKGc47pkqs0VBTjfx9mQEomhTlocar6C1Z5cfHhTue5SSCMRgbcwB/2jbFtPFIY6pVxL5zDO9o6xY5QAAJ/cUYX/eL9Hdxm2wVCnlOr2T+FHRzvxlU9u1V0KWcQH1hTjRNeI7jJsg6FOKTM5G8A3nzuNbzy4nfOM0nUigjUlubg8xJEbE4GfLEqJUEjh68+ewp89cBtK8rN1l0MW8+Cdq/GLE1d1l2ELpqEuIg0iUi8ie+PdLiL7jMfGxJVK6ex7v27Dx7dXYvOqQt2lkAVtqijEhb4xKMWxYFYqZqiLSC0AKKWaAPgjy3FsbxSRdgAdiS+Z0s0Lp3rhcjrwsW2rdJdCFrajuhjvd7NtfaXMztR3A4iMuNMBoD7O7Y8qpWqMsKcMdqLLj1fODeCP7/PpLoUs7r/UrsHTrd26y0h7ZqHuATActVwW53afSZNNo4g0i0jzwMDAkgqm9HGudww/fOMSvvHgdg4BQKZK87MxEwhiYiagu5S0lpSOUqXUfuMsvUxE5p/dQyl1QClVp5Sq83q9ySiBNDt1dQTf+3Ub/vqhnch2sT+e4vOpO1bjOXaYrojZp80PoNR47gEwZLbdOAtvMNYNAeDf3Rnm1fMD+PGbndjfcAdys526y6E08iFfGY62z48ZWgqzUD+IG6HsA9AEACLiibG9ObIfgBpjmTLEk81X8FbHEP76oZ1wZzHQaWkcDsEdazxo6bymu5S0FTPUlVKtAGA0ofgjywCOLLbdWPeIcbbeHnUM2ZhSCv945AImZwJ47BNb4XCwDZ2WZ/cH1+LJd6/oLiNtucx2UEodWGDdLpPtt6wj+5qeC+J/Pncav73Zi0/sqNRdDqW5ghwXSvKzcWV4EmtL83SXk3bYg0Ur0j82jf9x6Dg+d/c6BjolzBc+tB4/OnpJdxlpyfRMnWgxJ7tH8P1X2/H1398Ob2GO7nLIRqo9uZgNhtA/Oo2KIrfuctIKz9RpyZRSOPjuZRxqvoLvPPIBBjolxRfv9eFfXr+ou4y0w1CnJZmcDeCv/v0knA4HvvHpHchx8QoXSo51ZXmYDYQ4OfUSMdQpbuf7xvDnh47jDz+8AQ271uguhzLAFz+6EY//pl13GWmFbeoUl8MtXTh2+Rq+3fAB5Ofwx4ZSY01JHgpyXDh9dRS3ry7SXU5a4Jk6xTQyNYev/vx9BEMhfPMzOxjolHJ77qvB479p57C8ceInlBb16vkBHGq+gj//vS3YUJ6vuxzKUAU5Lty/xYtnj1/Fp++s1l2O5fFMnW5xaXACf3HoONr7x/H3n72LgU7afebOavzm/CA7TePAM3W67mzvKH50tBNFbhe+8smtKCvgpYpkDSKCr3xyK775/Gn83SN3chiKGBjqGU4phdfbBvHvx65iQ1keHvvEFnjyOIcoWY+3MAefuasa3z1yAX/2wG26y7EshnqGmgkE8cx7V/HahUHcu6kM33poB0dVJMv7nS0V6L42hZ+9cxl/8FvrdJdjSWxTzzD+yVl879dt+Mun3kdFYQ7+4bN3YvcH1zHQKW18/p71GBybwc/euay7FEtiqGeIK8OT+Nbzp7H/hXO4f4sX39l9J+7fUsFp5igt/cnHNiMQUvjOi+cQDPFSx2hsfrGxuWAIL5/tR9PpPpQWZOO/fmQjqj25ussiSogv3LMer18YxJ/+v2P4C152ex1D3WZ6Rqbwdscw3r44hGBI4b7bKvDNhzhGC9nTvZvLsbO6GH/XdB75OU7sua8GRe4s3WVpxVBPY7OBEM70jKKl8xrO940hpBQqi9z44MZSfP3B7QxyygjFeVn4+oPbca53DF9/9hQ2VRTg8/esz9hwNw11Y1o6P4BapdT+eLabHUNLo5TC4PgszvaO4mzPGDoGxxEMKbicDmyrKsI9vjL84Yc3wMlrdymDbaksxHceuRMnuvz46+fPoCDHhQfvXI2d1cUZ1XcUM9RFpBYAlFJNIuITkdroOUcX2h7ZttgxdLOZQBAjU3MYGp8Nf03MYHB8Fr0jUxidCiDys1ian42tVUW4f4sX/+0jG+Byso+baCF3rPHgjjUe9I9O47kTPfi3o5dQ5M7CXes82FldjDUlech22ffzY3amvhvAS8bzDgD1AFpNtpeZHJMQk7MBnOgagVKAgoLx3/VldX1ZQQHG9nAvuVK4ZbsydlKxXkeFOx+DIYVASCEQDIUfQwrBkLq+bS6oEAyFMBdUmA2Grr92mNz0PNspKMrNQnlBDkrzs+EtzMG2qiKsKnSjOC8z/3wkSoSKIjf+6N6NAGKHCjgAAAO8SURBVIDxmQDeu+zHi6f70HVtEoFg+DMoEv6su7OcyM12IjfLibxsZ3g5y4mcLAecIhAROARwOgQOEYgADhE4HTeeL/VvgfwcF3ZUFyf4X20e6h4Aw1HLZXFsNzsGItIIoBEA1q1b3g0Ec0GFnpEpCOT62awYb6wIrq+PLOOm5fB+DgHEIRCEN0iM14DxPy7LKXA5HHA6BC7juSv6uVOM5fD6bKeDtzTbRFGOA4/dW667DMtwpdHPdUGOC/duLse9m2/9/6eUwkwghKnZIKbmgpicDWJ6Lvx8ei6IkAJCSkEphVAImA2Fws+N9SEFhJZxWWWyTtq0dJQqpQ4AOAAAdXV1y7rItDg3Cw/dxYkaKHVEBLlZ6RNkFB8RgTsrfHZeoruYBDALdT+AUuO5B8BQnNtjHUNEREliFuoHAdQZz30AmgBARDxKKf9i2xdZR0RESRazCzhy1YqI1APwR13FcmSx7TGOISKiJDNtUzfav+ev22Wy/ZZ1RESUfPa9WJOIKAMx1ImIbIShTkRkIwx1IiIbEaX0DjAvIgMAOrUWkTrlAAZ1F6EZ3wO+BxF8H1b2HqxXSnnnr9Qe6plERJqVUnXme9oX3wO+BxF8H5LzHrD5hYjIRhjqREQ2wlBPLd6UxfcA4HsQwfchCe8B29SJiGyEZ+pERDbCUCeyABHZq7sGSi0RaRCR+kT/v2eoE2lmjGj6gO46dBGRRuNrn+5aUiV6fmcA/uj5nVeKoa5B1G/oRt216CQitcZ70aC7FtLD+IXWZIzs6jOWM8FuhCcZAm7M5ZwQDPUUM35oO4zf0B2J/A2dhvYopQ4j/GH26S5GBxGpNX4WMpUPNwKtw1jOBKZzOS+XljlKM1wzgBYReRiAL1M/0MZfKS0i4lNK7dddj0al5rvY17y5F2oRnk2NVoChnmJKKb+IPA7gEIDDuuvRqMZ4fNJ4Px4zpki0lUWa2DqUUk08S7/B+Iu1NYNmSjOb/3nZGOpJYPJBbkC4DXG/iOwTkQajCcJ2Yr0PxvN245dcC4BGALY7YzeZBSzS7FQKoNQIeduFWhw/BwBQr5R6LFU1WcBi8zuvGEM9Ccw+yFEh/jcAHklBSVqYvA/v4uYzFdudpZuJ/BwYoefRXE7SmE1vKSKNkSY4EanPhL9elFKtIlKXjLmceUdpiomIB+Eg70A44DP2Vmnj+txWALUZ3q6esYxQO4Rwp2EpgIczIdSTiaFORGQjvKSRiMhGGOpERDbCUCcishGGOhGRjTDUiYhshKFORGQj/x/8ACrseLyQcAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for i, p in enumerate(parameters.splitlines()):\n",
" fpl.smooth_histogram(data[:, i])\n",
" plt.title(p.replace('_', ''))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for i, p in enumerate(parameters.splitlines()):\n",
" print('- {}: {:.3f} ± {:.3f}'.format(p, cen[i], err[i]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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