fpraktikum/CS/auswertung/Untitled.ipynb
Valentin Boettcher 6c47b5031f cs verbess.
2020-01-24 19:02:43 +01:00

2073 lines
956 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from SecondaryValue import SecondaryValue\n",
"from importlib import reload\n",
"import utility\n",
"reload(utility)\n",
"from utility import *\n",
"from scipy.optimize import curve_fit\n",
"import scipy.constants as const\n",
"%matplotlib inline\n"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"e_cs_1 = (32.194*3.64 + 31.817*1.99)/(3.64+1.99) # keV\n",
"e_ba_1 = (30.625*33.9 + 30.973*62.2)/(62.2 + 33.9) # keV\n",
"e_ba_2 = (79.6142*2.65 + 80.9979*32.9)/(2.65 + 32.9) # keV\n",
"e_ba_3 = 53.1622 # keV\n",
"e_am_1 = 26.3446 # keV\n",
"e_am_2 = 59.5409 # keV\n",
"\n",
"e_eu_1 = (5.65*14 + 5.06*0.174)/(14+.174)\n",
"energies = [e_cs_1, e_ba_1, e_ba_2, e_ba_3, e_am_1, e_am_2, e_eu_1]\n"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"cal_cs = load_spectrum('../messung/cal/cs137.dat')\n",
"cal_ba = load_spectrum('../messung/cal/ba133.dat')\n",
"cal_am = load_spectrum('../messung/cal/am241.dat')\n",
"cal_eu = load_spectrum('../messung/cal/eu152.dat')"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 1 Axes>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7f8e98004730>)"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n"
],
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_spec(cal_eu)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p_cs_1, d_p_cs_1 = calibrate_peak(cal_cs, 310, 400, save=('cs', 'calibrate'))"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p_ba_1, d_p_ba_1 = calibrate_peak(cal_ba, 300, 400, save=('ba_1', 'calibrate'))"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p_ba_2, d_p_ba_2 = calibrate_peak(cal_ba, 750, 1000, save=('ba_2', 'calibrate'))\n",
"p_ba_3, d_p_ba_3 = calibrate_peak(cal_ba, 510, 655, save=('ba_3', 'calibrate'))"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p_am_1, d_p_am_1 = calibrate_peak(cal_am, 300, 370, save=('am_1', 'calibrate'))\n",
"p_am_2, d_p_am_2 = calibrate_peak(cal_am, 570, 750, save=('am_2', 'calibrate'))"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p_eu_1, d_p_eu_1 = calibrate_peak(cal_eu, 105, 160, save=('eu_1', 'calibrate'))"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"peaks, d_peaks = [p_ba_1, p_ba_2, p_am_1, p_am_2, p_eu_1], [d_p_ba_1, d_p_ba_2, d_p_am_1, d_p_am_2, d_p_eu_1]"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"peaks, d_peaks = [p_cs_1, p_ba_1, p_ba_2, p_ba_3, p_am_1, p_am_2, p_eu_1], \\\n",
" [d_p_cs_1, d_p_ba_1, d_p_ba_2, d_p_ba_3, d_p_am_1, d_p_am_2, d_p_eu_1]"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[10.795334284600182,\n 0.934505159043513,\n 0.591736504144252,\n 9.396048078697445,\n 0.7153353310146178,\n 0.4132437386972448,\n 1.3554772468396568]"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d_peaks"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"def Ef(x, a, b):\n",
" return (x - a)/b\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"pe, d_pe = curve_fit(Ef, energies, peaks, sigma=d_peaks)\n",
"d_pe = np.sqrt(np.diag(d_pe))"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(array([-5.76392618, 0.09795596]), array([1.52291505, 0.00234475]))"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pe, d_pe"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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bG6O6urqo58zGbzEpnsz8Fg9kjmnu02uZu309ADtnBnnkrBs9jccL+Yhn4cKF24HhhKHuWD6cwFpbkC9gQ8LrDiDkvg6525PGMh2voaHBFtumTZuKfs5s/BaT4snMb/FYmyamgwesveVka2+c4Xw9cre38XgoH/EA/TaHPFmQuyCMMbVJQ1twa75AANjobiePiUix7RyM93IAp5GOejkURaEexJgJ7IptWGt7gEDs4pu1NpxqLNWBdBeESAGpkU6hePcghnUuvC1NGlvlvgxnGktxLN0FIZJv1sK/ngsv/T9nW4108q08HsRQMx6R/Dr61d1wU0KVUI10CkHNeEQkyR/vpel3n3ReH32CGukUjvoBi0iCNR+Dp9xq33uWw0Vf8zYe8X8CVglC5PCtfnCQs2pfo+nec8fHflz/ffYdcT5XexhXBVAJQqTSnfXiz1n2s4fpO3gmAH0ff5zvPDGLs+bo71OBqQQhUtFW1NAEdB51Jsv2X8uVFwRZc9cf+dzZVTTVz/Y6OqEEZsC6D1hkivaOwIr4DLfpwg9w5UVBbn3gKa485xTOmKUG6kWgVZFFKs7AT6DjLfHtLz5C36mfZ83mHVx70TzWbN7B4zsPehdf5SiPEoQuwonkaEXSJGXFKH2Dwyxbu5XOxfNpqp/NufWzWPrjzbzz7GGVIQpLF+FEKsKB1yYm3zM+4jROB7YNjY4nX4Cm+tl87uwqtg2ppFdg5TEDFpEMngzDTz8W305aq+3qCyc/ZHHGrCNoTjEuxef7BKwShEga/3oevPhYfPvGETDGu3gkkUoQImXJWqfkEEu+s093Sg5Kvn6iEoRI2fnfbdB1QXx78QY47X3exSPT4vsErBKEiGvDJ+GP98a3v/4iHHmMZ+FIRjmVIHyfgNUPWISUt5iJr3mzKrKI5NHo0MTke/E/K/mWEd8nYD2KLBXr/pvhn94e327fDo2f8i4emQrvliTKJ5UgpCKp5FDqvCtBGGOCxphWY0xrwlirMSZkjGnLNJbiWJoBS+XYNzox+b77S0q+pcnTZjzXu6sezzTGBGKJOLbysZt0J42lOpDuA5aKEbkDvnVKfPuLj0BohVfRyPR4cx+wO5vdYowJWGu73bGlwHp3lygQBGalGEu7OrJIWVPJoSIZa21+D2hMh/tyJdABtLt/dllrI+5MtwWoTR6z1rYnHasNaAOoq6trWLduXV5jzWZsbIzq6uqinjMbv8WkeDLLFo85tJ8LfzNeqeOl2efxx3dc52lMxVaO8SxcuHA7MJww1B2bkCYq1EW4QWvtiDFmACeBjgAzk/ZJNTaBG3A3QGNjo21ubi5AqOn19vZS7HNm47eYFE9mGeN5Kgxr4smXtgc56eSzSbN3cWLyQJnGM2ytbcy2UyFqwFsSXtfiJNot7muAALAxzZhIZbjtfGeVYmD1gYvpu3KQK+7byxVdvwOgb3CY1Q8OehmhFEHeE7B78a02dlHNWtvtjgXcsVprbTjVWKrj6S4IKSuxRjovPOpsz3orZ33qeyz72VZG9+4HGG+iroUzS5p39wFba1e5L8NTHUtxLN0HLOUhTSOdJqBz8Xw+8YPfUzfjmAkrWEjJKo9HkTUDlrLQ8+mJyffrL07oYtZUP5u6Gcfw55F9XHnOKUq+pU+Lcor4wooaePTuhO3RSV3M+gaHeeHlV3lTbRVrNu+gb3AYKWnqByziqdEhmnsvjW9f/E/Q+OlJu8Vqvnd85l001c+etJCmlC/fz4BVgpCS9MA/JjXSeSZl8oXUC2d2Lp6vhTNLm5rxiHhiik+1pVo4s6l+tma/pS2ni3C+T8AiJWPf6MReDud/kd6jFhb8wQopXSpBiORD5M6JyfcL26DlJu/iEa8VpgRhjJlrrX3msMOaIpUgxPfUSEcmm14Jwhjza2B38jAwH3jr9GITKQMHXoN/PCm+/baL4W9+6l08UnIyzYA7rLX3Jw8aY+YXMJ5JtCqy+NJT98Oaj8a323rh5KL+1RB/m96qyKmSr+tUYOs0g8uZShDiO7edH+/lAHDDbnid7y+nSHHl51FkY8x7jTG/Nsb8l1uWaMlLeDnSRTjxjUmNdOY59V4lX5ksbxfhTrXWvs8YE7vSEJh+bLnTDFh84flHYPW749uL74LT3u9dPOJ3ebsP+GljzGettf9mjPkqzoW5opUgRDzX8xl4tCe+/fUXJ/VyEDkcWROwtfZ+Y8yp7maYIs+AdRFOPKVbzOTw5HQRLqfilbX2affPrRR55Qp1QxNPjP55YvL98HeVfGUq8tMNzb3t7ArAEr8PWMUvKV+bvgkPdsS325+BY0/0LBwpX7nUgENAV9J20agEIUWlkoPkR95KEAPW2qdjX6gEIeVo38sTk2/TtUq+Mh15a8h+nTGmC4iQ46PIxpjdQD+wMbbumzGmFWeF5IC73HzKsRTH0gxYCmvrGvj55+PbX9gGJ77Fu3ikHEzvSbgEEx5JzvFR5EWJqxy7iRZrbdgY0xZbCTl5LNXKyLoPWArqphPBHopva9Yr+ZGfJ+FSPJJ8asodJ6o1xiTerrYAiLqvo0AwzZhIcRzc75QcYsn39A8r+UrRGWtt5h2MeS/QTvwuiEFr7TVZ3tMG3IUze17qljC6rLURd/bbgjMDnjBmrW1PcZw2gLq6uoZ169Yd1n/k4RobG6O6urqo58zGbzGVYjwn7nqYd267cXx7IPht9swoTIM/v/18wH8xlWM8Cxcu3A4krqzanarMWpBHkRNqvCMJdd6ZSbulGkt1nG6AxsZG29zcnEO4+dPb20uxz5mN32IquXhWv9t5rDjmht00FLCXg99+PuC/mMo0nmFrbWO2nXL55MUeRR7FmY02ZNrZrecmlxO24NZ8cRL4xjRjIoURa6QTS74z69VIRzyXaw04VgcOM7lJe7K7YMKFtx5rbQ8QiF18s9aGU42lOpi6ocm0Pf8o3FQb3/74erg24l08UgnytyRR4qPIxpjBLPuO4NyyFgF6EsZXuS/DmcZSHE93Qcjhu/uz8MiG+LYa6UhxTO8uCGPMP6T5VkeacRF/WVEzMfmuGFXyFV/JVIJ4lzHm7NiGMWauMaYfDx5FVglCpmRSI53v6BYzKbbplSCstZcbY051k3ALcDmwhPi9u0WhEoRMxdynfwa9CbcrLn8ajst4s41IIUx7VeQZ1tqn3SffAtbaBbHxPAaZlR5FlpytqGHuhG3NesUz027Gc707+7VAxBjzUXf7+jwHmpGa8UhWaqQj/jPtZjwtOPfnmqTxUylyEhZJa+tP4eefG9/8n3O6Ofd9V3gYkEjuMiXgJe4KGBPk2Iwnb1SCkLRumgn2YHx7xSj7ens9C0ckwfRKEKmSb6bxQlEJQiYZb6TjJt/TP6SSg/hN3voBi/jH4ANw51/Ht5dsgjepkZ6UJt8nYJUgZNzqC+D5bfHtG3arl4P4Vf5WRfaSShASb6TjJt+ZATXSEb9TCULKwAt/hNua4tsfXw+nf8C7eETyyPcJWCWICnb3Enjkrvi2GulI6cjbmnCe0qPIFUrLw0tpy8+acF5TM54K8/JzaqQj5SCnZjy+T8C6CFdBer8F3z0jvr38aVjwWe/iETl8uggnJUQlB6lAvp8BqwRR5iY10vl7JV8pB/lbkshLughXxh5eC/9+TXz7C3+AE+d6Fo5IHk2vH7BIQX1jNhzaH9/WrFcqUEFLEMaYjoTXrcaYkDGmLdNYimOoBFFOYo10Ysn3tA8q+Uo58vYuCHe5+YD7OrZEfTj2vVRjqY6juyDKSLQXbp4d317yACxel3Z3kRKW010Qxlqb9zMbYwLuyw5r7SJ3JrzeWhtxE20QmJU8lrBMfew4bUAbQF1dXcO6dcX9yzo2NkZ1dXVRz5mN32LKNZ6G/i9zwtjg+HbvhfeCyf+//6X68ykmv8VUjvEsXLhwOzCcMNRtre1O3q9QNeCAtTZszPhiGrVJ35+VZmwCN+BugMbGRtvc3JznMDPr7e2l2OfMxm8xZY3HWrgp4Vd94lz4wh/I8I7CxlNkfosH/BdTmcYzbK1tzLZT3hOwMSYUKyskGAGSl6ZNNSblJLmRzt/8DN72Ie/iEfGZQsyAd7klhVogYIwJAluIz3gDwEZ3O3lsEjXjKVHdzfBcwuIpX3sBjqryLByRIvOmH7C1NuLOgGfiJlhrbQ9OMg4BtdbacKqxNMfTRbhSs6JmYvJdMarkK5XG20eRE+u37nbsAls405iUsN3PwPfeGd++4Cvw3hs8C0fE73z/IIZKECXivi/AwI/j2//wJFS/3rNwRDymfsBSJP/0Dhh9Nr6tBytE9CiyFNhrf6G599L49kVfh/d81bt4REqMuqHJ4XnqfvjmG+PbX/kTvOerrH5wkL7BYa7o+h1XdP0OgL7BYVY/OJjmQCJlSQ3ZpUDuuAzWfBSA1Qcupu+qQTjhDQCcNaeGpXcOEH1pDHCS77K1Wzlrjn5/UlFyugvC9wlYM2AfOXjAucUsusnZfveXsfM/zbK1W+kbHJ6w685XXmNo919YtnYrnYvn01Q/O8UBRcqWZsCSR889DDcnPC3++S0QupEzZh1B5+L5LFu7le/++k8sW7uVrqsaeGNNFX8e2ceV55yi5CuVqDxmwFJYsZptokk12198CbovjG/fsBtOOm18s6l+Nleecwq3PvAUV55zCgAvvPwqb6qtYs3mHZOOLyIO3ydglSAK66w5NRNKCBNqttY6JYf+Hzo7v+Njzi1mr5v4sekbHGbN5h1ce9E8ftT3DEvvHGDe66uZc+Jx47NjJWGpMFqSSLJrqp89niSvPOcU1mze4dRsZ47BTfXxHT/9X3DKuZPe//jOg9z+ULzO+9LYq/xi2/9ywyVnjpceOhfPZ9vQqEoRUkl0H7DkJrGEcO1F82h67g6486b4Dl9/CY48OuV7nx49SOfi4HhyXfnRs7jknSdPSLhN9bOVfEVSUAlCJpQQ1jwQoe/XG5xvnBx0Sg5pki/AhwJHT0quTfWzufrC+jTvEKkIKkFIdrGab+dH62naMJ9zjzqTZfuvpXNhNU0XZfzsiEh6OZUgNAOucNuGRum85GSaNswHoOmIx+j8u/PZdsSZHkcmUtI0A5bsrn7jU3CP+6M9bhYsj9IENJ3haVgipU4X4SSDgwdg0y3w39+FN/wVLPoJzFLdVqSYVIKoRHtegDsvc5Jv8BPwmY1KviL5pUeRJYVnfgtdF8BQP1x2G3zk+3DUsV5HJVJuvF2SSHzm0CHouxXu/4azNPxV90Ld272OSqSiFSQBuwttArRYa9vdsVacpegD7npxKcdSHEtLEk3X3t1w7zXwxK/gzMucWW/VDK+jEiln3qyK7C5DH3RXOQ4aYwJuoiW28rExJpRqLNXxVIKYpue2Qtd74KkwfKADFv1YyVek8LzphuYuS7/KGFMLRK21UWABEHV3iQLBNGOSL9Y6TXR+8D6n/PCpX8G5V4MxXkcmIi5jrS3MgZ0ZbdBNxl1Al7U24o63ALXJY7FyRcIx2oA2gLq6uoZ169YVJNZ0xsbGqK6uLuo5s8klptcd3MdpT9zGG17oZdeJ83n8jC+z/+jCzHr99jNSPNn5LaZyjGfhwoXbgcQWgN0py6zW2oJ9AV1AK9ABhNyxkLs9aSzTsRoaGmyxbdq0qejnzCZrTC/+ydrOd1l7Y421vR3WHjzobTxFpniy81tM5RgP0G9zyJGFqAF3uDNXcC6wzQS24Mx4AQLAxjRjqY6n+4Bz9UgPdDfDK8POXQ4XLp/Uu1dEisKz+4C7gKhbVqi11nZba3uAQMJYONVYqoNZXYTL7sCr8J//AHd/xnmq7eqHoH6h11GJVDJv7gO2zkW32MW1cML4qlzGZIp2b4cNn4TnInDeMgitgCOO8jgoEcmF7x/E0H3AGTzxX3BPG9hDcPmdcOZHvI5IRBze3AecbypBpHDwgPNE29rLofbN0Nar5CviL3oUuRwd/epup5HOMw85jXQ+uEq9HERKlO8TsEoQCZ75LQ0DX4JD++DSf4X5f+t1RCKSmkoQZcNa+O9/hp9cwsEjjoUl9yv5ivibN48i51vF3we8dzesWwzhG+GMixlo+I66mIn4n/oBl7zntkLXhfDkr91GOj/h4JHHeR2ViGSni3Aly1oY+HT5V/IAAAsNSURBVBH8qh2OP8lppPPmd3kdlYjkme9nwBVXgnjtFbh3KfziSzD3Alj6kJKvSOlRCaLkvPQE3P5e2HYXLPwa/G0PHD/L66hEZOpUgigpj/TAf1wLR1XBVfdA/UVeRyQiBeb7GXDZlyAOvAq//KrbSOcdTslByVek1KkE4XsjO+CHH4DfdzuNdD75n1DzJq+jEpHpUwnC1574NdyzRI10RCqY72fAZVeCOHQQ7r8Z1i6CGjXSESlTKkH4ztiLTiOdh74N86+Cz26EWfVeRyUi+adHkX3lmd/C6gvg2S1OI51LO9XFTKR8aQbsC9bCb78HP7kEjj4ePhtWIx2R8qeLcJ7bOwL//jn403/CmZfCRzqhqjDLw4tI6cl7AjbG1OKschwAFlhr293xVpxVkgPW2u50YymOV5r9gJ97GO76BLz8Z6eRzjlLwRivoxKR4vCsH/DlQKO76jHGmDY30RJb+dgYE0o1lupgJVeCsBb6fwQ/eB8cOuA00jn3aiVfkcrizUU4dxn62Gw2gLNC8gLiKyVHgWCasdL22itw79Xwiy/C3PPVSEdEMjLW2sIc2JgA0G6tXWqM6QK6rLURd6bbAtQmj8XKFQnHaAPaAOrq6hrWrVtXkFjTGRsbo7q6Oqd9j3tliLf/sYPj/vIsz8z9G7a/ZRGYIzyNqRgUT2Z+iwf8F1M5xrNw4cLtwHDCUHfKMqu1tiBfwPKE1x1AyH0dcrcnjWU6XkNDgy22TZs25bbjtg3W3nKytR2nWvvU/f6IqUgUT2Z+i8da/8VUjvEA/TaHPFmQ29CMMa3W2lXu6yCwBWfGC05ZYmOasVTH8u99wImNdOrerkY6IhLjzX3AbjmhwxgzYIwZAGZa54JcwP1erbU2nGos1fGsXy/CjeyAH31QjXREJBVv7gN2E+mk52tjM2IgnGmsJDy50Wmkc+igGumIyGHz/ZNwvipBxBrp/LQVZsxRIx0RSUePIueVGumISO70KHLebO+DDZ+CfSNw6b/A/Cu9jkhEyoDvZ8CeliBijXR+fLHbSOd+JV8RyUVOJQjfz4DdKfx9jY2NS4p64r0jvOPRlbBzsxrpiMhUjVpr27Lt5PsE7Am3kc7M0SH4wLfgHPVyEJH8UwkiUVIjnYfP/iace42Sr4hMle6CmJIUjXRernlbYc8pIuVKSxLlbPhJuP29sG09NP8f+NseOH5W4c4nIuVOM+CcPHo3dDfDKy/CVfdAczu8Lv9dzESkopTHDPhwrH5wkL7B4QljfYPDrH5wMD4Qa6TT82k10hERT/g+AR9OCeKsOTUsW7t1PAn3DQ6zbO1WzprjzqLVSEdECqty7wNuqp9N5+L5LFu7lSvPOYU1m3fQuXg+TfWz1UhHRIohp/uAfT8DPlxN9bM59qjXcesDT3HlOafQdOqJ8MA/uo103qRGOiLiOd8n4MO9C6JvcJi9+w9x7UXzWPM/z9C3+nPwm//rNtIJq5GOiBRS5d4FEav5di6ez5dP30nnkbeybMdC+s7tgks74ahjCxixiEiZ3AVxODPgbUOjdH58Pk3Pr4UfX0xT9XN0fmwe245dUMBIRUTGVe5FuKsvrIcXHoOfroC3fRgu7aSpqoamwoUpIpKowpvx1J0JS+6HN56tXg4i4ksFWxXZGLMxxVjIGNOWaSzFsQ7/UeST5yv5iogXvLsI5654PM4Y0+qOh93tUKqxNMfyx5JEIiK589VFuAVA1H0dBYJpxkREKoax1hbmwMZstNa2uK+7gC5rbcSd6bYAtclj1tr2pGO0AW0AdXV1DevWrStIrOmMjY1RXV1d1HNm47eYFE9mfosH/BdTOcazcOHC7UBiQ5pua2138n7Fugg3AszMYWwCN+BugMbGRtvc3FyQ4NLp7e2l2OfMxm8xKZ7M/BYP+C+mMo1n2FrbmG2nYiXgLTgzXoAAsNHdTh4TEakYhboLIgQ0Jlxo6wEC7nittTacaizNsbxbFVlE5PB49yCGm0xPTBpb5b4MZxpLcSxvVkUWETl85dENTTNgESlBOc2AC3YXRL4ZY0aBJxOGaoDRNNuZvjeVfWcz8UpmMc6Z7TiJMRXrnJn2zfQzKsbPK3n7cOMp1L76DGXftxw/Q2+x1p5ENtbakvjCuY0jp+187Qv0e3DObMfp9+CcmfZN+zMqxs9rKr8zfYb0GSrmZyiXL9+XIBIkP1GSaTuf+xb7nPmKJ5/nzLRvppiK9TvK9Wekz9DU4snnOSvxM5RVyZQgvGCM6bc53MtXTH6LSfFk5rd4wH8xVXI8pTQD9sKkJ1d8wG8xKZ7M/BYP+C+mio1HM2AREY9oBiwi4hElYBERjygBJ8i1kXwR46k1xgTdGDp8ElPI/fJFPAkx+CIeY8xuY8xGY8xyP8Tjnj/2GWr1OiY3lkFjzID71eFlPOnOXax4lIAT2BwayRc5pMuBxlhcxpg2L2MyxgSBoHvuoDEm4IOfUeycAfe11/Essta2WPcxex/EA3C9+xma6YPf2Uxrbb21tgFYAnR5/JkOAVH33NHYP1bFikcJODNPm8ZbaxN7iAbcGDyLyVobsdauMsbU4nxoPY0HwBgT+7nEeN3ov9aNyRfxuDO4LcaYgPt58vozlNj3JeB1PEA/sMGdXASstZFixqMEnFlt0vYsL4Jw/0Lvcj+8foipERh0X3sdT+wvcYzX8cwEdrmLEPghnnr3nLuMMV3uP55ex4Qxpi3h/zg9i8daOwJ0ARuAhmLHowScWdam8UXSaq1d6r72PCb3H4J693/VPIvHGBOyk9uYevrzcWeZI8CI1z+fBINuTAM4K8z4IaaWhNeefoaAsLW2Hg9+Z0rAmaVqJF9UxpjWhHpi0MuYjDEdCRclYh9SL39GuxIWeA344OfT5saQyOvP0JaE17U4vzdPY3Jn4Ym8jCfolh0AVlLkz7QScIJcGsl7EE9H7IoxzgUML2PqwrlQETt3t5fxuDXpMM5fmlp3zMufz10w4cJbj9efIff8tbELSV7/zlwzgV1JMXoVT7f7D2cIuLzYPx89CSci4hHNgEVEPKIELCLiESVgERGPKAGLiHhECVgkA7cnwLSfhHJvlyv2U3nic0rA4hvuc/gDxpjlsft73dvv8n2egDFmQ467z7TWRtx4Mr7H3Wd3UlOX5e5Tcf04TxCKjDvS6wBEYtxEF8V5MikCYIyJGmNq3Se58nWeKLBoiu8JG2OW5rBP8moKkYQHaaYWqJQ9zYDFt9ynACPW2hF3drnR/XN57H/njdOyMzZjbkvYr9W4LSFjXeTc/VrdmfbGVO/PMa7Y8VO9twtITNTJT32JjFMCFj+KJbTx5/Hdp5EC7p89wBXut67HmTGHgYaE/Xrczm0hnEZGPcACdzyC80jupPdnC8w93lL3eJPeG2sM5JY5apnYqU1kAiVg8aOw24Yz1o81dvEqkmLfIE6f2yDO7DN5v35ggfv9VM/0p3p/OgGc2W1sVpvuvbFZcCihz4DIJKoBi29Za6PuLDJTZ6qN7r6RFE1ecN+7Ead/capkmO39ifqttUvdi3GL0r3XWtttjBlkYiMckUmUgMU33JlkEKcEEWuwcz2wKPY9tzdyyH1d65YZlscucLl/Bo0xiV2ulrrHmInT8Sq2TyD5/biz7hSxxRo1BXCa23RYa9szvDec7lgiMWrGI2UtlijTbefw/raEVUmmG0vejiXlQTNgKXfr3faQUZwa7nqP4xEZpxmwSAax5D3di2n5Oo6UFyVgERGP6DY0ERGPKAGLiHhECVhExCNKwCIiHlECFhHxyP8HBis2a4/89yEAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"pinmp_ticks(ax.xaxis, 10)\n",
"pinmp_ticks(ax.yaxis, 10)\n",
"ax.grid(which='major')\n",
"ax.tick_params(right=True, top=True, which='both')\n",
"ax.set_xlabel('Energie [keV]')\n",
"ax.set_ylabel('Kanal')\n",
"ax.errorbar(energies, peaks, linestyle='None', marker='x', yerr=d_peaks, label='Peaks')\n",
"ax.plot(energies, Ef(np.array(energies), *pe), label='Linearer Fit')\n",
"ax.legend()\n",
"save_fig(fig, 'energy_fit', 'calibrate')\n"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"EE = SecondaryValue('b*K+a', defaults=dict(a=(pe[0], d_pe[0]), b=(pe[1], d_pe[1])))"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(58.78905162282078, 2.1695334551408973)"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"EE(K=peaks[-2])"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"59.5409"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"e_am_2"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"am_2 = load_spectrum('../messung/2/2_90.dat', absolute=True)\n",
"am_2_0 = load_spectrum('../messung/2/3_90_0.dat', absolute=True)"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 360x288 with 1 Axes>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7f8e98716e80>)"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
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XUnojIWQFIaQJwCIAoJRu5MuWKiXmZAx4bLAGtWy0yICHonE4HMnJ+HcuPR13LgUuWP0augejjAGXwaYcDPiTc+rxxr4uSdmMenv5GTAhZAWALYSQBNMlhNwB4HHepA1ch5w2OScDgxYRDEcx/4evwJDap0pgrOIMGp3VAKLFd4yh5DjakzktVa4glNLsVvlckJBV/McHAKwCsJL/fw2ldBufmv4ySulKWb0VAFYAQGNjo2/9+iRrj0QisFgskvvIy8ppEwgE4PF4NOufHn1WqiP3udT+9caq8PUXpEPdJ29sAAB87YUunBqI4/q5dtw8z4G3O8LwNViw5XAP/nenVIaosxrQHR7BFKcRP7/CW7T3NRbbRSl9jkQi+M2HYWzqGMJX5tfgD9uT0lONmaB/WNp3Tqypwq+urMetT3Vi3/3XtAMQN5a1StJrsSSIVkppLyGkBVyn2gvAk6kC79xaAGhubqY+ny9xzu/3pwwN5GXltGlpaYHYX635p0eflerIfS61f2GDDXjhdYmd4I9pw2sAwmhoaMC5Z8/FuWdz5z/ufgdc80/CbDYD4SFYrVb4fD4cOtqJlw4O4NwmDxZOqVXtfY3FdlFKn/1+PzztHUDHcUyaPBnYvidxzmg0AsPS0U11dTV8Ph8Mz7wIAH5KaTOyoBgd8BYkO1s3uNbXxn8GuODcBqWKLAin/8CFWjZaDMKF6FCKneBPVz93Ljw4KPExGk2VIORBuI27T2DV68cxq96Gv33pTBaE04jPmYJwF8+qxVPbT0nKrp1XV/4gHKV0HSHkbl5qgEgHFsrcSgE43pYF4cZA4EItG60F4cwGW1qbW86egj+92w6rzSapZzKlZkiWB+EsVq7zGIzStEG5XHyulHZRSp/TBeG+fMEsSQf83U/NxR0XzQCA8k9Do5Su5j9uzFTGwDBWQEiWyJwC9p3sx2sfZ99fgKH8+PFzezKeL+DrB6CxhRhMgtD/sE0tG71JEOEwFxXPR4IAgGe2tmOe18iXxxXnBefic6W0i1L6LJYg5Ojtler6AwPJ710L84ALApMgxsawTS0bPUkQVivHZPORIACgutoCm83Cl1cxCUIjPvcMDGNnaw9MZnNKHQBwu92SY7s9+b2XXYIoFIwB6581qGVTKQx4aCiCwcE4X84YsFZ8/u76A9iwL4DJbou8GoAyM2BCyDRK6eFC6mYCY8D6Zg1q2zAGnJ/PldIuSuHzkV5O841RZXG3JAyYEPIKAHkODgJgIYBZ2S7OwFApEBY09Q7mt/Ltrf1+/H0rx6yP9Yah9sIohtHhRDB11KMEgsKicNkY8CpK6aspNyNkYUF3ywImQeh72KamjR4kiJvO8iT8sRButdvHx3vykiA6+6TXPNbZhchg6naXTIIorc+xeOomSmKIJYhLZtVi8QSz+hKEUufLozWjdwWCSRD6HrapbaN1CeJG36SEzQWnUazdfAwmoykvCSL1nnUIBQ1MgiiRzyabC5FYHOOc1RIbY1VmbiqWIH7/T0sk51QPwvGM92ZwnbsgQVyRS10GhrGKamP6jlSApSp1aGo1VRXDHYYCcM1Db6MjEMbhB68uy/1zDcItBbBGdqw6mASh72GbmjZ6kCBsGEr4EwxyK6aisajExzluisvmeLBhXwATXRYcC0bQUGNEW5rkun5/N5MgSuhzR4CbvSKffZKPBCG/dzFmQbRQSg8JB4QQxb0cRgsmQehj2MYkCA4ulyth4+rh/uxMJqkEYW1vx4Vz67BhXwAeRzWOBSNo61ae3M/dk0kQpfRZfq4QCUJ+3WLMgiCEkDUAtqGIsyAYA9YHayiFjR4YsNjGbRjGdI8FN51VJ/ExEokgNDAAAIjFOFYlD7yJwRhweXzWKgMu6SwIxoD1wRoYA+YgZsBeL/DEVy2KPjuIHQC/hWEWMAZcWQw4YxQhwyyI6dkuzMDAwCEU4Va6RWLxMnvCoDXkOgviUnCZLYRZEK0AnlLbGSZB6GvYVkwbvUkQmXw+GeDKp7rN2J9l8zMmQTAJQgnTKaWXE0Jc/HFTjvXyApMg9DFsYxIEB7EEkclnq42rN28SF4zLBLEEsetYELuPB3Hz4ik5+Vwp7UJNn8XnthwJgoRjuPKMBm0E4UQ4RAi5nVL6O0LId8AF5j7MsW7OYAxYX6yhmDZjiQHPdDthIMCUmuzLVcUM+Ct/2IauUBTzxxlhikmTQFZquyiWz36/H1/7+8cAgK3fPkdbDJhS+iohRNB9N6JIGjBjwPpgDYwBc8iVAd/gm4Xrz56J6MgI/v2Z/Sn3kdZPMuCuELeM2e32wBgNMQZcBJ+Vznm9Xm0E4RIXJORlAMICdg+4VXEMDBWBl3adwKX/04LvPbOr4GsYsuWy53H7n7amlF2w+jUcDqiTBp0hOy5Y/Rr2nUzV4YuBXCWItQD+kxDSSin9brb0K4SQHgBbAWwQUhERQpaBS9DZpJSembdhEkSJbLTus5YkiA8OdiIYjuGt/V2j8nk4NpJyXo5NB/0IBqWMKhqn+PhoANM81oKfIVcbrbeLYvksrt+Rw49dqYNwlFJ6EyHkUn5xxisA0k1RA4AbxYk3+c4XlNKNhJAVhJClSok5mQShj2FbJUkQQ9E43j+yN+UckLsEIZTlOg3N6XSmXEe832y+z5CPjR7axWh97h+KoqW9B3NrnRnvkQlqSRAkl/1H+cDbBkrpR/zxg5TSezLYLwOwjVLaxh+vAvA4pXQbnxl5kShJp1BnBYAVANDY2Ohbvz75oxGJRGCxSHeml5eV0yYQCMDj8WjWPz36rFRH7nMp/Htu/wD+sF15OProp2vz8jkap/jcU9mTcN5/UQ3mjLPjhic6E2XfPtuO86bWFO05lfwt9r3K5fPD2/rwUusgvrfEgZ9uDgEAnryxQfK+s2HVpXVY+Wp3oq4Ytz7ViX33X9MOQEyN1yqN/HNlwNsABAkhC8BtxPPbLPYeAAFCyBpK6R0A3LLzdfIKvHNrAaC5uZn6fL7EOb/fn/IrIy8rp01LSwvE/mrNPz36rFRH7nMp/Hu162MAyh3w7Nmz8/I5EosDT72keC0xxk+YDN/86cATzyfKJk6cCJ8vufq/UtuFGj7/cvsHAAZR3zARwD4A4OqL3nc2nHbaXODVd5J1RTA88yIA+Cmlzdmuk1MQDoCL34znCXCdpLxDlYBSupZS2gugV6T9ejLVYWBgYFALL3/cjTv/3JKT7l5O5MqAg4SQSwB8SCntI4Q0AfhIyZCXErZSSreJircg2Wk3AVDcTY0F4fQVuCimjVaCcEKyTSUUIwgHAAMDoZTvRpz0Mdd7j8V2kavP973YimicYs/h45jkrpbUiQ4PAwAG+U2SgNRAmhLqbCZ08ymnSh2ECwC4CcByQsgNAJqRfiny3wE0iQJv6wCAEHI3r/+6lQJwvC0Lwmk0cFEOGy0E4azW9H+YxQrC2e0OxSDcsNEOj92Man5D90ptF7n4HI1z3aCn1gNvnS1RZygaR3eY+x5sdnvGe8jx8JcX445HtqArFC35SrhacNLDdHAMdk06Q1562Mb/WycqF4Juip0vAwNDegSHYljy4Gu4aHY9/vTVs8vtjm5x+5+2Yv/JULndSCDXDthNKT1ECDkAwIci7QXBJAgmQWSqU8kSRKCPGy6/ub8rZeOYdPcei+0iV58FBHoCsNHBRJ1NB5N2+UoQwd5ejIzw2a9LLEHkrAGPBkyCYBJEpuNKkSC++Y8juHyeNGuGtTq5CEO4XqW2i1x9BlIlCDHylSBcbndiRWOpJYgAuOXHuWjABYMxYMaAM9WpFAYMAK/skc4XDg8l/WAMuHAGLMZoGfDlc+tA49HiM2BK6YdI7n72JCGkJZd6+YIx4PKzBi35XKkMWAmMAefvM5CZAVfbkpsruWuzz5KVM+C1X56mOE9ZzZxwj1NKbxblhhOuvxBFyAnHwKA1GHPcRIdBf/i3p5M708383otZ7YvRFrIxYGG58UqeBQMoXk44JkEwCSJTnXJIEDZD6r6wV8ytw/VnjSuqBCEHkyDy81lAJgkiV1w0sxafaHJjvDkqkSD81THF66omQQip6MWdL4/WfB4gVzAJovzDNi35rAUJwu4YSClfddMiuG1mxeEnkyBKb1OoBJErmsa7sPySeQAgkSC8XrfidVUPwvGM92Ykc8ItBHBFTt7nAcaAGQPOVKccDHggFEo5190dQGzQyBiwRmyKzYDneIyJ65eUAYuwFNLFF0tzrJcXGAMuP2vQks9aZcB1dR64bea8fc7GgL9/zTz8+Lk9iucYA87fZ2D0DHj+ZDc+d/6cxLHaDDjXzXhaKKWHhH9Is5cDA0MlgKA4gTlzFQv4FYK/7erHdf/zDmJx9TfeKfZXkisDvocQsgbc8uKizYJgEgSTIDLV0YoEMTzQC/8gUV2CCIVS2bYAJkGkL1u3l3tvHSdOoaZa2qWNVoKIxWKS91EuCWIVpTSRAaNYsyCYBFH+YZuWfNaiBGE3V6G+vr4gn7NJEA6HPe05JkFktgEAT10dXFaTpMxW44LXy21kX+tJ2YY8K4xGo+ReZQnCAXDJjikh5AFwWS5UW5LMGDBjwJnqaIEBU0oTPqjNgGl0KO05xoAzlwFAoLsbURkDfvHDw/A0NyIYDOKD9vxZsJwB+ybY8NL+IEaGQvD7S8eAZxBC/g7gFUrp7wB8l1+gcQNU3BOCMWDGgDMda4EBE0Iktmow4Le+2QyT3YkDJ0NIN8OTMeDMNoCUAS+e4sSWI31w1iS39rQM5z8NUM6A77t6Nr7/2RpMdKd+HwKKEYRrpZTeBGArIcQFbm8IAGjLsT4Dgy7x5r5TRb+HzVyFRpc1uyFDzihW7MxYZZB0vqO+Xo52dYSQzwJYDG4/X0FMaUJyj4hRg0kQTILIVKccEsTgkHRXsmJIEEK9vr70Q2QmQWQuA6QSRCzGrWAcGBhIvK++vvxnScgliFz8K8ZmPA8TQi4F8CC43G4rCSEPAngsl/q5gkkQTILIdFwqCaI7FIFxOA6v1wuz2Syxo1BfghA29XEG0mcoj5FkcIlJENklCKOR69rsdju8Xi9GKEXfyfSzTNJBLkHk4l8xJAhQSl+llAb5ecCUUnpPtgAcn45e+LyMELKUzxnHwKBZ+H6yEV/5627Fc+Fo4cuJs0FINaSE32w6WrT7VgJ+/95x/OAfyt9pOVG03dD4/G9N/OdlAEAp3UgIWUEIWaqUF45JEEyCyFSnlBJEW3cYfr8fw8PDcFZX4UeXTcRd648AQNEkiKl2ioeWzYV5ZAgrnjqsaCvcv1LbRboyILMEsetYr2IdMZZMdWBzu3TWS7kliIJ2Q+MzZogDdIsBPM5/bgOwCAq54ZgEwSSITMflmAVhNpsx3evAOTPHAziSYqumBAEA14yr5//gDyvaiu9Rae2CUoqfbzyAuZ4qXDVDWYIIDkbxyLuH0c8lL05IECaTKcVejkVTalM64GJLEITS9LpTwoiQ5eA6zTUADgHwUUpfy2C/lGe7T1BKb+RX0a2hlG7jmfFllNKVsjorAKwAgMbGRt/69ckfjUgkAovFIrmHvKycNoFAAB6PJ6865bbRus9KdeQ+F+veNzzRCQB48sYG/OTtAPojFPeeb8cXn+tNlBficzRO8bmnpJkuAODRT9emXOfz/+hJsRPw5I0NFdkuesJx3P5cFyxVwKOfbUjYCN/XI9eNw2O7Q3jh4GDi3FcX1ODqWXY8+HY3tnRGkQmfO82Kx/ZKM6DMqTPh/kuSCzhyeYZbn+rEvvuvaQcgHkqspZSuld8z11kQrXwgbiGlNEhI+kkeaeSFXnDBu7TgnVsLAM3NzdTn8yXOKW37Jy8rp01LSwvE/mrNPz36rFRH7nPR/HvieQDAwoWL4NqxBSMDw5g1axaALQCQ8CFfnyOxOPDUS5Bj9uzZKdcB3k+xE+Dz+SqyXZzsGwKeexWROKQ+8t/X/AUL8PyxvQCSHfDkyZPh802H46PNQGfqj9rMcQ4cPMWxXu4+HZLzdrs9Y5tTegbDMy8CgJ9S2pxyQxlyDcL5CCELANTyyTkXZbAN8MG2ZQCaCCGLwLVcIYtdE9hmPgw6wHkPvprdiEHXEDrfdCj2/OxcGfBaAN8F1/G+Qin9WTpDSuk2ICEpuA0fHpsAACAASURBVPmydYSQu3n5wa0UgOPrsCBciWy07nO5g3AAcLIvghl1w4jGYggG+xLlxQrCKR3bTAbMrLdhx/FkR1GpQbhAaDjxWWn/30B3N4Yi0uXcQhAuGs0sPwDA0JC07pkNVnztvPHlnwcMYDml9J7sZiInRJICf7ya/6jY+fI2LAjHgnBpj0sdhAMAs9kMUxRwuZyKtmoH4eRonl6H286ZghV/TubBrdQgXNyc7CD39wJLZkrtXm4dQJVROm+7o28k5yBcdXW15PhzzRNxRtPEvJ+hGJvxSJYcE0IWqLkJj+i6jAGXyEbrPmuBAQPA8LB6DDg+QlFjMcA32YU3DvakrSc+jg4Po6+/T3KeMWDg8797H1u/fY7E9sEXP8aUWmknur+zN2cG7DbFMcltwdFebvXj4OBgQe+iGAz4Tn5RRVH3A2YMmDHgTMd6Z8AAsOHrPowfV4/p330hUZaJAZvMZjhrnJIyxoDT16WyCQL2aktODPjjH1+JULAHX750Ps6+/1UEBoZhs9kKeoZiMGD5fsCX5liPgUFXaO+WLld9Y18XJntU3HylyoBMs4jkcFjSr45jyI5NB/0474FXcSKYfqtPl9WEalMVQuC+HwHC5uvFRNYOmBDiFDpffgFGLYqUFZlJEEyCyFSnFBLEh22pK6b8/REMhvrxzxdMwtRaa8ESRCH+fMlXj45eJkEAUgkCUA7EjSikJcrU+QLAg9fOkLxTq5H7geztHyivBEEI2QJgOfg9fymlH/LbUW4Et7pNVTAJgkkQmY5LIUG4/Kl/wJ+YVQ+Xy4XvXD0j73vl4nMmCeKcuVMQ3N2pWL/S2oVcgggbbAhFYpIyQ1XO29sAABZMduNTi5Lfq9frxfmz6vH3rUdhtVnLLkE8SCn9iN94vRbARkrpYX4nNNXBGDBjwJnqlIIBB/v65OYYHh4u+F6j9dnv97MgHA85A77yF29hQLbJuhIDzoRDXaGUEc0EO9eJV9No2YNwPQBAKX2SELKcUnpYXK42GANmDDjTcbkYsNlsTstSi82AvV4vnCdjKWW53LsQGy23CzkDlne+QP4MeCg2Irmf1+vFN6+ow2cWN8FOB4vOgLN5u4gQsoBfBecSfc60Eo6BgaGI+I+nd+LJ7al7Sowl/PX9dvzH0zuRy141o0FEYXGMwUAwzWvPK1haKLIx4M+B03oFT87m/18IIO1quELBJAgmQWSqM5YkCAMBRihw88LxeUsQj77P7cp2w/zxGe+t53bxvad3AQC+cHp1oiOUSxBKyEWCuGyOB31DMbzfzr3XfIKqpZYglou3oRTA0tLrZ9imZ5/HsgRBCAEoxfKL58JlGMpLghDgqvXAVGVAfITiVP/wmGwXLmfyvcslCCWcyqGT/pfLTsO8Ridmfu/FlPup8QyqSRBKnW+mcgaGsYgpHpvq12yeWgsAsBjz0yzF+I+ndgIA7n9hL65a8yH2dfar4pueEY1nlywyZR4pNXJdiFESMAmCSRCZ6pRDghhfY8YXFnpUlyB+eOVUtPnHwToyqHidx750Jkb4BKByCUJAe1cf/H4/3t7H6cHtJ7pQZ4xIrpPNP823i74gzPyPVC4SRCbU2Uz44VVNqDUMwd+dZNNaliBKCiZBMAki03EpJIhjO6ULMS45rQHTJjYo7vs6Gp+9XmDu1PT1ZoiO00kQHxzpg7XGjSo+ASUnk9RJbLTYLt456MdHHb246Yzsso7L6YKr1oNfbNyPBZNrU2zzQV2NBdc0zwQAxERacTklCE11wIwBMwacqU4pGPDBE9IZlpHIkOK821L67KpKz/ze2t2OOJ//LBgMwu9PDsG12i6+/IcPEI1TnDduZspMAyUGfCgQxv+83gq3dXTdVSwWTzxbTLTMmDFgHowBMwac6bgUDNhuOyEpv2r+lMQ5NRlwPtep9VAAO1PqAIDT6dINA6aUwuv1JnTamhqn4nXq6pLP4HK6EI9zKX96w8ojgVxhNFYl7qcVBlx4BICBgYEhR7z+8Smc+98f4PWPT2W0OxwIY8Z/vJDRZixBUwyYSRBMgshUpxQSxFBYOtWpr78Pfn9VWSWIeIZduYLBoC4kiM37jiNOuf8F9PX1we+XbhN5qLMH4scN9gXRG5Vusl4omASRBUyCYBJEpuNiSBCUUjy3uwufdFkxzWtHtVUqQThFw+RySRCZOmCXK70E0dLRhxoqzRyhVrsYIFZsPdyDzy6amNBxMz2DzRbg/09O6XM6UyUIu13aoRmrHXhuZ1eKP4VAixJEUTpgPvcbIEo/zyfp7AXQpJSembdhDLhENlr3uVQMuD0Qxn0vtmHehyfxyG1naJIBU0rhMBsAQhCKxFNs0zHgOx7fCwCJzBFqtotvrt+F3Z0DmFpDMc1jzfoMg4ODkv8BZQY8MCDdj/nFncfx2BbpbnCFors/MvYZMJ8FeRGldDUhZCUhpAn83hGU0o2EkBVpUtczBlxCGz34XAoG3BPnFi8c9Ifh9XpRbT2BOrsZM73VeL+9TxMMGAA2/LMPx8JGLPvtu5LyTAxY6VpqtYu27gMAgBqnG15vTdZnKJQBmy3SFEO5oKnejrauAYx3WnCyLzkvetniyZpjwKoH4Sil2/jO1w2gjVLaBm4/CSGvXBvYZj4MGoc5z121ig1Tmkwar+zuxN4Tygs1tI6nd5zCNb9+G31D2fO15QPhu7OZpfySoPib6+SLYmrAzUhmznDLzqX8TPNp7FcAQGNjI1pakllgI5EI2tvbJfbysnLaBAIBib9a80+PPivVkfusxr07+rjhOx0ZQUtLC7q6gojGYgjxQ+GDrQdRGz5a8L3U9PlwKLUD2XEoqVnv278fxp7UgJVwfzXbxcgIxyD37NmN0DFT1mc4caKf/z8ZhPvNpqMAgFc3t2CKi5Mijh4NSe598mTmWRNKGAyHAQBXTK3Cb0VqSmdnJ1pauO9VrKunez+Fflf8u/ESQraKitcqSa9F64B5ueFGkfbryWKfSGPf3NxMfT5f4pzSKiR5WTltWlpaIPZXa/7p0WelOnKf1bi382Q/8PJbIAYDfD4f6jt2wtTZCYfdBqAXM2fMhG/e+ILvpabPloEq4LXNmFZnw+FuTkt1uVxAJxekmjxtBnxzxyUrPfE8ACTur1a76OrqQiT+AQBg3rzTMaehJuMztLQHYK89AWAAjY0TgD0HJNeP1kzE9LnjcSIYhiV0HECyEx4/fhyw8zDygc1qBYL9uKT5dPy2JSnZNDQ0wOebC4CXIJ7kNuNJ934K/a4Mz7wIAH5KaXM2X4uhAa8C0Mp3qELHuwVJFtwEYEOauiwIVyIbrftcqiBcTw8fFOL3XRgKD2FkZATRGDcs1kIQTigLDnBD63g8GYgbHk6uknvho3ac6U2VTtIFmZTKcmkXHx5KstKenh74jZG0z9AeCOOG3+9IlIuDcALufnIHzthsx64TAynnwjybzQexRFCyFy6rEUF+AUc4nEwzP2aDcADWAGjiZ0K4BdpNCLlbVJYSgANYEK6UNnrwuZRBOBCSCMIZDAaYjNyQWCtBOABwGbldvKqqkrt5mc1JyaHW6ch6bTXahfF4cte12trajEG4k8PSDkochBNDqfMFAKs1/4zUxkRQ0o3Xv30xHnrtIH7/ziFYrck081oJwqneAfNBNyHgtlFUvlpexsCgFQzHRvCHdw4ljg0G7QVsBJjTbGG59q02fOeKOTBpLIA4Gjy48fCo6nvsZnhr1FnIUQxoaiEGkyCYBJGpTlElCAA/XL8Hy+aPw8jICD4ztwZD0TgaqmNl34xHKKu12HHeNBduWjge33p6PwCpBAEAuw8dxyS3dOqW2hJEKJRkq9kkiN5eKbNVkiDUwLwGO/Z0cvcSSxB+/wgGB7h7VooEUTCYBKGejcnmgsVkSGw+PRSNw+JwoaaaG1rvOXgIdmctrOaqjNcZ6xLEoVBAUl5trYbBYMAFcxtx/SfOHPW91Pb5b3c2AECiAw5GpKvkamtr4a2zp71Wpnv3DUWBKrOiTV1dHbpCEYyrqUasNbljXG1tLajFjBonTco6A8OwxUd4CUK60CKdBDFavHDXJzHtHi7oKJYgvF4PbHZui1EtShBjZ6zCkEB8hGL+j17BLQ+/lyi79c+7cM79ryaOb//HKXz6oU3lcE8zGIrGcaNsYYPesPu4enOAz/npq7h7o1/x3EOvHcTZP30Vb+7vwr/xnT8A7D/Zj8U/3YhfvcnlqRuKxrHwxxvwr0/tU82vsQxNMWAmQahj08sff3ikN+FXe4BbYiscD48AB06FMr7nsS5BhCKp2xsKsyDUes5ibSCUDj09PbBT6cyBXCWIcDSOo1EotuV3D3JZN/Yekc7LPXqKY8Ob23q47B1D3Dv9oJ3L1lEqCULsM5MgCgSTINSxEQ+vUF0Dr8OS87W08k6VjtUezof8qZF3SzUnQSgl4dSCBJENo5EglI77h6L4y9sdON7HTcuzOxwSW4eDu1dbIILVbxzDVWc2Js7V1dXhsQ0dEvuH3z2W9Rky4YyJThzqGsDAsHRPDMksDR1JEJrqgBkDVslGlNfsb+8cwC2+hsSx3M9KZsBv7k7dZevwqb6KZcByewDY1NaLP7yfXL02EApJbMUBub9vPYoXdyZX5rV2dGL99uNQE7FYDKCpu8NlYsCza6swzm7E/PGmhB2lFHPqq3HWRBdjwAIYA1afAVus1rx+4bXyTpWO1WaTTmdqmnOT2cQYsOjY6ZcyzXQMWEC/aLe2Wk/Gxa8FwWg0Agp7YmRiwEu9XiyYWJPynH/90vyitH8WhGNgkOE/nt4J3483IBKLZ7R7Y18XugdGl31XD3hpVydmfe8FLH9sD+bd+xJ6B3N75u8/s6vIno0eDS5uGp4epkNrigEzCUJ9CWJgYFDiW6VKEI++z0XpO06cAhnmgjL9/dLhtNrPMFqfs5UpIVcJ4o09RxGNU3x4lN+Os+Nkij0A9AUzz7IQSxByBAKBtOcKhZIE8akmi8Tnuy6YgNNqCSbwc7gB9dogkyAylFWyBFHjrsXPNxzApForlk53JsrtdlvGIWglSBAOV23ic52nDvGwCV6vFzU1qRKEAL1LEN2h5D64St9/dfVJST13ba2ivVyCkEMuQYjhKZEE0TxR2sYXzJyESe7qorTBXGxYEK7ENlpgwJsP9eK3b3K7f865dWbiHGPAQbx+IMnEugPdFcGAV796OFGmxAKHhqQsubenJ8Ue0CYDvnyWE0/vTvobjUZT2nix2iBjwBnKKpkB20TBD6s9GShhDBiwhJL6Zi4MeO+PrsRAX4+uGXB/NLlH7VhjwCsvn4mnd29JlJlMJsVnZAyYgUGHMFZpdyOeQtAzMIxauxk7j/fjKz97n5OpThufsc4Fq19DRyCM+ZPluRRyx7W/LtJKS4VZEHqFpjpgJkEUbtPXn5x61t+f3C6QSRBB9PcnV7zlIkF0+/0YCPVLyvQmQUQiSQ14R9txnN7owMu7ueSWR3vCWSWIjgB3fntHb8b7ZZIgjgfTa+y5YMk0F6a6qkCMZrzycTf8A1HEYjH0yd6FIEH860VTUGOpYhJEoWASROE2TpEEUVNTk/i8zz8MjyeZAcrmdEtyZYmvFYrEcDRsxPxJrrSpxtX0udgSxIGT/YgarBC9DokE4R/qTqkLAHVeL4xVBl1KEC53LdoHhjFiMIrK3DgaBmKiP/fqauk+u+kkiGzYcXJ0nawSrjmrEQ99nksbKWSceO3+VwFEUVVlhNPlktgLEsS3PqW+nFBREgRjwOoz4Jd2d+L1nYcTx//9wi7c+YlJiWOx3/c+tx9vHerHuq+chWl1qanG1fY53zr5sMkRSnHZzz9Avd2Iuy6eljgvZsC/eu1gSn1A3wz4zd1HcN+LbZKyj9pOpJTlGoTLhhd3qZMyXoxXdnemBA5HRjiC4e8fSsuAxWAMuAAwBqw+AwYAs82BiS4LjgUjgFG63aD4855THJux2J3wel1F97mYDHiE32ylayAmeR9iBpwOemLAj3z1bHzx9x8kjqssqds9KpUVwoC9DjP8ocIXqfzk6hn4f8+3ZrUbjtOUNmowVAGI4oozGtMy4BR/dcCAdbBWhEENjDaw9PSHR/H9Z3aBKqzDLzeOdA/iG49uw8FTypruvz72YYk9Kh0unF2f1UZp9dofNx9Oax8Vb+YkQn1NtWK5gGl1mff6nezOXD8TOvt4cpAmG4heUYyknG5wiTebACymlK7ky5eBS9LZpJSembdhEkSBNukkCO58H0b4P6pwOJw2KCd0rr29vfBXRyX3+tbj2wEAy+aYE/pwMZ8rn+H8U1tP4LkdJ1BrAb68gGNHI6IfCvFvhliCSAc9SRB+vx9fPXcCfv8et+mNfLOcXCGWIHYfUt5AJx5L3b5Tcj6eecpaaCB339KtYNtztAd9s5MphponO9FgHWEShAg3AVyaeULIYkLICgABvmwjIWQFIWSpUmLOSpcgIrERSdaKXK7THYrASSmckWQHHDdKh5dOpxN9/Hlrhs15hI7V7XanlSBcTmfJ3nuuw3m7jVssYLFUJ1awjYykYeqWGrisY0eC8Hq9uPcz3kQHLN8sJ1dUO5KrJ2tFcoQYVcbM3YU4WagSHPb0vq28ci5WvfQxAMBAlOcuA4DZbJJIEOv++QK0tLQwCUIApXStiOE2gUvQuRjJRJ1tABapfd+xgNv/tgcLf7QhZ/udR4Pw/WQjfifbY/W2P0uHnI9tOYLgUGb2UilY+t9vYt+p9FOnKhXXiObs7jqmvPpt7wn1sm/I4baZshsBmOwpTkqjcqFoQThCSBOAAM96b5SdrlOwXwFgBQA0NjaipaUlcS4SiaC9vV1iLy8rp00gEJD4W+h1957kOoZMzy4+/rCTm+u5af9J1JL0ncqHh5L73p48dRItLckIuPhewj6qez/ei+GTJkWfDx5sRXdnssMv1jtVqiN/z4LN0aMDiWfbv78X7e3tEglCjl0HDqM6nD7Sv23bNsSjw6q0nXQ+53sdpTIg+f1dNs2CDYcjOHLkSNrnyhUf7VWeHZIJt51uxcb2iKTsS/Nr8KftSSknnW93L3FjOk7h1jMc+OuuEECTzyV/7qXjwjiwP5kSqaWlRbW/P7X6i5GREQDwEkK2iorXKkmvxZwFsYxSegf/uRdAxnWJvHNrAaC5uZn6fL7EOWEuoBjyslLaHDl+Eut2B3H9womY7rWjpaUFPp8Pu44F8drHp/D1T85Ab08g7+viCS6pYLpnP9Ybxh/e2IdvXD4PbpsZ/ftOAW9vgd1mw8wZM4F3tkIJJ0JJbW78uPHw+eYl7rV7uA5fOHcqHn67Db0RbkrRaXNPw5mTXFL/ePuWfgccI3Z87aIZMBhI0d67+LgzOIS/vt+OhY4RxXezbaAN2LEX48eNx+zZ4+D1erHrWBCAdLmtgJc7CJZfuwi2Z1/G4HCqbrlo0SIEC/j+lGyEtjHa62RrK58I7cWGw214eNvoWeqUKZOBD3fnVef806diU+cRIJTU1885YxYe3fUhonHKX3cKgNTrfv3T5wMAvNNC+OuuN2EwkMRzJZ6bf94Lz1uMzlNdALiZHz6fL+UdS+qlOc7FptDvyvDMiwDgp5Q2pzysDEXpgAkhyyilq/nPiwBsASCsaWwCoDjO1ksQ7t0DJ/GrVzuwu6Mbqz49KxFo+bfHdmJ/1yAWT7BgnDma93UFpHv2X792GI9tO4lJtRZcc3o9+vhtJ2OxGPr6c/vDkwfh7n12N5obzLj/hY8TZfIg3FA0qS//76ajAIDzJ1djkru6JEG4tZs68Pv3juNLZ1px1uzUdzMwMJB4NqHs3x/fmXJPAduO9mPbwaNpZ3ToIQh36Qwnuodo4tp2Ek2pUygyrW5Lh4HQQEoQrq+vL9H5AoANEXk1AMn2XjUcwzi7ETctakwJwl0ww434CPe84nnAfr+/aEFwXQbhCCFLAawihHyXL1pJKV1HCLmbP+dWCsAB+gnC2Wzc8szBGIHX600EWk4NcH8ETpcLLnN0VIEVpeM4Ocbf3wGv1wtnN9cxGo1GOGucyAXyIBwgnQMKpAbhwgos0eWuhddrz/sZ8rERjomRTwRpMCoH4ex9iWcTgnD+gcyat9vtlszmEEMPQbhV158mOfY1xQB0pNQpBJk22LnjoiasebNNEjQDALvDnhKEczqduPL0Bry0uxP/e+siTG80AUiVN4Tn8AJ44WvK3/GflyfLxAk1xX9/6a6b7jgXGz0G4TZSSmdQSn38v418+Wr+3Gq178kwOix58DXF8rdbezDv3pfwXpvykt1y4r9e2YdLHtqKYFjK/N5vD2LevS9lzWqx8sn0DLnS8f1n85MfBIjZLgDER2giuGYwjJ0NdNSEplbC6UWCEIa8whJIYQhER5LzaKstsYzXSFcGpJcghvgNVvpD/dxQTAUJQgmCBLH5oB+Dw3G8tz91XmhPTw9qEC7aexcfh8Nc0DAWS2Y4+DW/jLj16EmJBLG1rV9R15Wjpb0HVpMy/9CDBCE/7utTd4ZCYuWkDOFB7rsQ3rmAgdAALp7pwl+2JgO8PcE+3LawDt5q4LRaknd7VzoGgIH+PvzgyiY0Oi1MglATxZYgKKV499gwFk5xY1KtLW29bNex82muQ1GKtzuG0Mgv7xWmem09PoxbF9SqIkH0D8Xw1J4gnNUmmEzcBPTXWvvwpQvn4q3XOUnioxODaGztT7mOEqxWKzoGM8/XFCQIi4WL7tpsqUPS2trSSRBWKydBGI1GBOIWHO1JBnpqa2tht3Nsd2/XEMyG3FfqhaPKK770IEHIj/tVnmZ458WzFFfQWW3cHHO7Xdom7A47rprgwl+2JveGqKlx4IymiTijaSIAwO9XbneFyABfmZEs07MEoakOuNgMePeRLvzLE4cwf6ID/3fL6QVfR/j1/7izH996fDu+c44DM0X+/nzjfnxywqy8rytA/Ox/2HwYj2zjJIAptdxSzncOduMvm/ZhXQsXEBuhwPM7TqReSAHhcBjX/2ZzRhuBAUciXMc2OJgalCkXA775t5vRE052Nj09PYnvY9uRzFsn5grGgIEaQ2pQ7/K5dRkZsBx2DGd9dmD0W6IyBqwSis2Aq7s45nSgKywpL5QBJ6AQHLI5UtNgF8KAwyOHE59HkNTRqszS1W65wmrNXk/LDLgnLN3FS8yA1QJjwMCVC6djz4JpmHfvywCAHfddDofZiFUvc4E3JQbscnKB2znja/DwzXMwZULqpu+/uHkB7nr8o7TPkcuxvEzPDHhs7WyRIzJphJvaenHd/7yD473htDZy/Oe7vfivV/ap4RoAYNo9z2PaPc/jG49uk5Qf7cndp3T43aZDWW2ufWgTvv7Xlow21z20CQdPSVni2we6cN1Dm3C0N3WP2IOnQrjuoU0ZA3qPvHsYn1v7btbU8WJc/LM38NMX9uZsz5A7xPtGO6tNMBgIjHwwLVPK9/oaC2xmZbnBPMY20xktNMWAiy1BhEQblaTb7OOP73Zg+4lBbDt4DOZpbkUb+fALSAaFBPT19cHvTy6vzEeCEPDcjhO4bp5ySphC5mrmgxd2duLGM7m1M0oSRN9QDG/tPoqLpiQ3Rvndmwew/WgQO9r9mCTa+SoYDOLtji5sPxrEX945iJlOqvj93fssx64OdnSieiTZiYslCLUx3VONQ4EhmKoIvnPJNHT2RxDsCag2HC2VBBEfCuELzY0wVhH84X3lzXTyQXd3t2TnMeEZLpvhQOsxF86bKN3ZbCA0gNPG2/GZM+vx2fnj0j7DTGfqUmImQWgExZYgHF2DiuXizwZ+LuOpoSpQSw3qaywSm67+CLoimYNYADcHMpt/R3qG4DA7MN5ZjViaLQDNZoti+YEe9Sbep4PFwnWup9IQb6vdjo7BEUyZ5gEBsLuT66htdhviZgf2dfajqd4Olwtw8Ox976kwavkMHUrfF8AlczRFBxQliHxRZzOhezD9u1o4rQ6HAsfwwGfPwjLfJMk5PUkQAPDjZVw2bDU64Lq6OlSbku08MVfXC/wkkfI9KSXYHXZMm9iAX9zaAEB5hZhwnTsubMKat7itYZq89oqWIDTVAWuBAcfjHMv60XN78Md32vDUP82X2Hz2dx+ho1d5RY8YuTDgz/7fdtTZTXj5a4uw7iPlZbPDw8r3emrbMcVyNSEE4Z7+UPleT21tx5Yjffi3i/thM1clNuseHBjE1b98C/6BKMxVBC9+dQ5C/LnWrgH8ffN+nN0obXri9xMIBFRjwNVZWniDjftzMcTCo2Zi5WTA2UZT+UJgwNVGQ2IFmvxe88bbsYffv2QgNJDzcw6KdPxYPM4YsFagBQZcVZV8JUd6hkS//Nz/uXS+QG4MGAC6B7gVc4MjytpoOgZcCggMOB36IlxTC0arYDAlf2xsdhv8/KrA4TiFy+VKMGAAiFVZ4HI5SsKAZ9Tbcawv/eyIb33qTHyiyY1z505JWSygNwac7n0WAoEBv3n3xejuDije6293no9P/ufr6BmMwu7IzmSFMps1uTmUsaqqohlwRSvim1v9uO/FVsWltmqhpb0H//b4Rxmj1GvebMVv32pTPPdEGmasBhpdmTMUiOd0qonvP7s7ZQvNXPDknlB2IxnSLTcGuOwKpioDZo+zV8xKrfOaUjYizIjxzmqMq1H+IXZZTZhRX9j+wwJGm6lF79AUAy61BPH/ntqBtu4wbtrfgXkNXEMSJAixXSHDO0GCuP+5PWjp6MeSCQbUpBkPP/Dix4rlhWDJdBc2H1L29+ypTnzQnpwvym+bVzBi/LsKh8MwI6mzDg5IM04Eg0EMy36AfvvOUdx+3kSJjYB0EkQomn86pGhUWf+1mgxYuXRa2u9XzxLE/7tiOn7ysvJsl3TvQ8DC8SbUOh3o7w0gxP94ZbrXF3zjMBKPoc4UK0iCWHFeI5MgtIJSSxAn+jhdkpv3ys02EEsQAJfG3R8ahsNVi3zSoQkSRIxygwxqD6MnLgAAE2pJREFUrE740tUfgTXNNJ3R4tE7PoFp9zyfUv73L5+JE0NV+KA9GTgxGEY3AAoNcx14X5SgQbRRts0ujXQbLHY4HKmjDKPNCbfNjN7BYYjTLHo8HkQH+uB0e2A2GhISRCEwmaQbfR9+8GrFAFGxhrDlkCBuv9ibtgOWvw85rj+tBl+88ryc732d14vrzp6Z1zsVJIh/uXAylp07O+d7pSvTswShqQ64lDjWG0Y4ml16ECaijxbfefYALjlzKj480ovbH1Het1dvONnH6eHP7TgBIP1KvIsfakGVwhB/wY824MtLpuGPmw/jB1c2Jcop5eosmOzGk19borrflYwpHhveFc3FdluN6A2zbCnlgqY64FJKEIeOJVkVt/SWa4RyCSIf2EwGDPL7CwgSRFQUuT98/BT2dKizXFYMu8mAAf6+6Tba6Q+F0B+WMt50EkSVgSCeLqdaDpBLEADSXm/Tfk7j3nU0mRQyEAggPkLR0t4Dv9+fkCAKgXzIrSQ5jDUJQoyfXjMTj7V0YucJru0vP6ceCxstuGc9N2/9vqUTcNf6ZKaKaHS4KMN5cZkgQQwNDalyLyZBqIRSShBP7AwkPgsSxJbDAWw/Ufgf+6Bocxen04mYyYE9nclFDNUOJ37/fvZVWxfOrsdb+7uy2gn4xoVTsOrVw/A6LGkj4TUOB0JGqeyRToKotZnhD+U220MJj+/M/UfmoJ973xZLcrbHhtbkO7t67UcJpl0I5ENu+awWeXmmMr1IEGLcfN4sbDwQBPgOeObkRsyc3JjogGc2egAkO2CTyVw0/4QyQYKorq5W5V5MglAJpWTAz36UnKwuMOAv/t+WQl1PQV9fH/6yVTos37T3KHozLApI+BPK70fAURWFx2bEF5rHw+/3Y9EEG3ojFG3d3HXq7CaY4kPoF6Wut5sI6u1GnFAgTrc1j8cv3ig8t9juzvxX6UUiyU72l68eSHweTecLSBnw9WeNqxgG/Jkz6/HR0SB6At24dKYTr+/rQoPDlPDlFl8D3m7tgSEqHa2UggGfUW+C22pEk5MwBpzuRDlQSgYshsCA021PWAicTidolbSztWVIyy3GDc1TseMfypti3/XJKSmd4ySvC9vuXZA4Xvv5MxE22HDB6tcBAC3fvxx+vx9Holxn1uCsxv9c4cYf9xuw43jq1K67rjxzVB1wIRAzYDUhZsA///zixOexzoB/cas3ERi7rb4et10wVxIoe+BG7n+/349bzp6Mv33AZdMoBQO+1uvFtYuVA3eF3IsxYJ3j0w+9g+9ddZqq1/ynv+3BkR7ppjRK+6uWEsKcWLuFkyKc2ZaJlRCPthRnzrGWnlEPqJDp0JpB0ZJyAriDUnqZrKwXQJNSembepmQShByPfXA47blCIO9880EmP4fCqdcNKSwDHRAlQBSG3WfU2bH8vIk4e6oTkcFO3DK/AS7TCH7DJ9r8wdIJsNnsaQN5s+ptOJBmFKE1TKmtxqWzPbhsuhXrd3GaY7rl52NRgsjHZmiIa1MTXRZMto0UXYJQ24ZJEHIHuCScQkp6ofMFpXQjIWQFIWSpUmLOckkQANDqH/1Wj2rB4UgvVVRbU1evORSWgZoNqRk/vF4vvjeJ2yylpaUnka1A6ICvXTA5bRAPAL64ZHrB+cJKjcfvXIJGl5X/w2wFkH75udKxWjblDsLlYlNdzWn2/3zJbDiMXUWXINS2YRJEdiwG8Dj/uQ3AIgCSDpgQsgLACgBobGxES0tyP9pIJIL29nbJBeVludi064S9bd9/OO25rq7U2RG9J4+ipSU5qyMSiSAYS854aGlpSXkXgUBA8o4BYP/+/SnvUIwjR9TJultMnDvBhPeOR3Fw7y4cNxkkwT3heQtpO4XayN9zse41mut2dXEMuP1IO+rdQyntopTvqxAbpbZcznfKT+/0EkLEE/7XKo38S9UByze1TVmQzju3FgCam5upz+dLnFMS6+VludhE9x4BoP1suN5x44GPlfeGqK+vhzBtaPcPr0CcUgyHginvImywAS9wQTifz5fyLlpaWpB4x09wK+dmz56dsLE8/SIisRE8uvwcfOn3HyAap5gyZTLwYWkY8A3zx+HJ7fmvgPvVLQthc9bCYeGaNseA3weAxPMW0nYKtZG85yLeazTXre88DhzqwNQpU+Exdkn8VftexbCRv2O17lWof4ZnXgQAP6W0GVlQqs14egF4SnSvioHdYoSzOvPS0nSZCbKhgd+ox201Z9zQplgoNHhmICTR+TLkBhOf3qIMX3PFo1QtdQuSLLgJwAYlo3IE4e5bOhH3bcxvZ64zG6zY2clpxtedWY9nd+a+aCIXCIkP5bhsjgdneZMdaqagkqOGYtn8cTi/ya0491UcuFh+3kSMd5olNisvmYLndpyAyzAEYROMiXaKy2c58coBdRJAnjXBoTgNDgCGIvnN/71lUQPmT3Qovot/uXAyzFUGFoRLY3PtXBcCfV7Mrzei90RxAlrFtGFBOBkIIUsBNBNCllFK1/FBubv5crdSAA4oXRDux9ednggmXbNgEv6+ux97TuTeqfz4mtn4zO+2AwB+eevZMP3pDazbq16KICH1txwPf+U8vqFxG61kCyr97Jb6lDIB4sDF965LzgkVyq7yenH2VBd3TAgAisnjvbj/uhq88rP3R/V8AHDaeDv+8c2LFDcOAoBqfl7wty+fjZ+9sl9yblKtNSU/3gM3KcsLAPDvV81IuT4LwiUxw+vF4jmTAQAtgROaCrDlYqPnIFxRJAhK6UZKaS2ldJ2obDVfvroY9xwN2vzKLCwdrHyqlgZn6owEq2l0u5wtnlaLCVn26S03hCH+hbPrMaU2N18XTVHObbdkRn770wLAdG9qlmYGBj1CU2JZqSQIcULLYDCIoTxWwC2Z7oIxNohnbp+PahM3rI3HuV3VzpnqxNlTXfj1W4XNFrhoeg3uu7oJVnMVZtx2BibXWtDSdgr//jx3PbmUMJohdV7DNl6C6OnpgcEUxTP/dBZajvbj3Gku+AO9uOEv3L4C4xwmnAopL7W+74pp+PTDya0w43wqmvuvmoZP/jo1G4ggQQwMps5cuXm+F28fkPpeDnlhrEgQmfwt5r207rNuJYhCUSoJwuFIMiiXy5VSJxPOnFwHl8uFGaLrVvGJPJfMakCtPXNQLBNmNzgxnZ+n2zCO99liBPgOONPzFnPYZjFVYTgeQ21tLVxVEXi9Xsyc0ggAsJurABzk/Xfh1EHlRRyTG6RySBWfisYLbtQg3xpUkCDsNunewnMbalBXK2XTpioyqndRTBs9SBClGs7r0ediSxCa6oBLxYAN8QjOm+bC+U1uxXqZMBgOp9QRGPDg4AAmOpIdxrwGrqP/1Gle/Nfr6efXCohEMm/PJzDgT82rw3iHuWQM+NsXT8GzO7tgiQ8iKAtkiusMR4cxvsaMk/3DKffvDnTjroumYM3mowhHRxIMGACobKf7S2d7cHajGS0THFjYIE2Hc/s5Dag1RnDWBAcGI1Ec7I7ge5dNZwxY42xSjz4zBiyCmgy41uXE3+6cAyD9/rkA8OPPnJGyf4PNaoXL5ZJcV2DANpsd586ZCIDbzeuFuz4JAAhFYoodsHj/YACwWJS355M/y/9+cfRBpXxYw5cu8uJLF3F7Zfj9qUkUBZhNZvzk+tlYrrDhfJ2nDnd9qhHnzJ6AWx5+L8GAgdS8bf/3VS7Y+KlzT+dLkt/BsvO4DAr/+OYE1TZzKaYNY8DFt9EzA67opJzZYFZIGNjalV/ALhssxuRXEI2rtxtbOTDRbYUpTZLFXJMvss1gGCoJmmLApZIghGwV6eoBwKpPz4LbmJod42TvYEYJoieQzOwgPMOAKOvymptPw4lgBPe91AYK4I+3no5b/sStzpvrqVIcSv35tjMQjsZVTSBZjGHb8rPrYbcAX/Z5MbXeiWqjAbU2EwLBfkRCQURCQDDITfdTkiBuXDAenzmrPuU5f3XDHHzzyX0AUJLhvJo2TILQr89MghBBTQlCSJiZCTcvmY3321Kj80aTMaMEUeupTbl3dSTZkV+xsAkfd/YBL7XBQIDzTpuC8c79ONkXwQSvS9GvGTO0PWwTIATmvnGxQWIjlgpcQY7iiiWIoRjH/C89YyLOn9eYcp+FBhuAfQX7xySI3G2YBMGCcGVjwK5qI4J8+nSOhUkXZ1hNBlw1tzYjAx4J96POZsIVs52JZ4iNUDTWmHB+Uy38fj+Mw1G4qo248UzuWMjNFgqFSsY+1GQNS6a5MBQbySkQZqVDcFiqcMUsR8r9bYgoXiPQm9yCkzFgdf1jDFh9/xgDTlOWjQFvv++KxMosr9cLVx/3Wza73oZX/v3ihJ08+CNmwFMmjEfLvZen2Ky/Y1Hi2Atg+32NCRshN5vD4dAla3j0ztyDgl4vsOuHkxQDaOfOnQKzSBMXzocNgyll+fjHGHDuNowBsyCcZmDgI0J1o5jbmwsaXdzSY0OF74ZS4Y/PUIHQFAMulwTxy8/OQdeANBmh3+/HhOoR3Hn+JJwzwZTRH7EEUch81HsumYy3Wh2oN0d1KUGM1uahZXNxsLMHwZ6A4nkmQTAJohw+MwlChGJKENfNSF/vnmvHKQ6X00kQ4vJc/fN6gXNPm1LSea1aGmpe4/VmfMdMgsjNZqy1Cy34XGwJQlMdcLmDcGJkur/8uIFf/DauOrdA1GieQeusQS0b8fFwmAuMLpmYeSRSSv9ytWEMWL8+MwYsQjEZ8Gh/GS9uqsHtVy+B22bOuU65bfTAdIRjL4DtP7gc+3Zv15R/udgwBlx8Gz0zYBaEUwnyzpdBXbisJlSxKB3DGIOmGLAWJIi7zh+P/nhVXhIEG7apb1PO4byaNkyC0K/PTIIQoVQSxG3n5X8vNmwrzfCvlMN5tWyYBFF8Gz1LECXrgAkhy8Al52xSSs/MwMDAUGkoSQfMd76glG4khKwghCxVygunBQmikHuxYZv6NkyCyM+mUtpFKX0eSxLEYgCP85/bACwCkNIBCxLEuKZ5y3/wypFE+XAkArNF+qDyslxsAn25zYJgEoQ2fGYSRH42ldIuSulzIXXiIxTQmAQhz8iYkomRELICgOBw6De3+vaJTrsAyH9q5GU521y9Sp3riI69AOQ7u6tx3WLaaN1npTpyn7X2Tsvpc6W0i1L6PBr/5hBCxJkJ1ipKr5TSov8DsArAUv7zUgCr8qy/NltZOW0AbNWyf3r0OU2drVrxT2s+V0q7KKXPavmX6V+p5gFvQZIFNwHYkGd9JQ1FXlZum3LeuxAbJWjJ50L8Veveatpkq6PWvSqlXaQrK8a9iukfAIDwPXbRQQi5G8A2AIsopatLctMSgRCylVLaXG4/8gHzuTTQm8968xfQp88CSjYNTdTppgTfxgD0OK2O+Vwa6M1nvfkL6NNnACVkwAwMDAwMUrC9IBgYGBjKBNYBMzAwMJQJrAPOA4SQZYSQDbKyHkLIBj7IKLZbys9tLit4P5YSQlaJylL805LPACDzV+vveBHvzzJRmWbfMe9vKyGkhf+3ii/X+nu+m/clo39a8jkbWAecByil6xSKb6SUXiYEGcXLrvnjpSV0UQJCyCJws042AlhECGlS8k9LPovu3yQq0uw75vFdvm14dPKOPZTSGZRSH4DlANbw5Zp9z3yn2yvyZZEO3nNWsA549HATQsSdxWJwy62B5LLrsoBSuo1SupoQ4gbQRiltS+OfZnzm32WbrFiz75hnWVsIIU2U0rV6eMdUug9LE+8zoOH3DG71bEB0vBQaf8+5gHXAo4cHQIAQIrCIrMuuy4BmAK38ZyX/tOSzuEMQoOV3PIO/f4AQsob/sdP6OwbA/XjIRnVafs9rACzm3+8MvkwX7zkTWAc8SvCspxdAr2jLTU+Z3ZKAZzwzMvinCZ/T7ZKng3fcyvvXAm4/E82+YxkuEx9o+T1TStsopSvB+dMKjt3q5T2nhaY2ZNcb+OHnVkrpNlHxaJddqwY+uNJKuU1AhIap5J9boawcCPCanRtAE69hN0PD75j3RfiDd4N7z23Q7jsGAPBMUnys9ba8CNzoaB0hZDEvrUHBP02952xgDDgP8J1Dsyja/Xe+XBD+1/FDuiahI1FidCXEGgBtIl/WKvmnFZ95zXojuA5N+CPS9DvmfXELwR6tv2MRPJBqqlp/z9tE/j0g+Cj3T0s+5wK2Eo6BgYGhTGAMmIGBgaFMYB0wAwMDQ5nAOmAGBgaGMoF1wAwMDAxlAuuAGXQPfllqCyFklTC9ihDyhHjPgFFef6l8DxAGBjXAZkEwjAkQQp4A8ACldBu/nNYtm9M66utTSm9U63oMDABjwAxjDPyE/ZTOV9gdS5ivK7BaYXctvp6iLQNDscA6YIaxhGYAd4DbqCUBnhE38SsCVwKJ5dlN/P/rANyczpaBoVhgHTDDWEKAUnoHgJvFu3rx+wislS+/BZckVoIMtgwMqoN1wAxjCcIuassBPCEU8kG6nAJy+dgyMIwWrANm0D2EjVrAMV83+M1wRNtDNoHbJKcJ3N4Yy4TN6nmmvJT/nIstA4NqYLMgGBgYGMoExoAZGBgYygTWATMwMDCUCawDZmBgYCgTWAfMwMDAUCawDpiBgYGhTGAdMAMDA0OZwDpgBgYGhjKBdcAMDAwMZcL/B/+lEJsjHHMkAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_spec(am_2, save=('am_90', 'hists'))\n",
"plot_spec(am_2_0, save=('am_90_0', 'hists'))\n"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_spec(am_2 - am_2_0, save=('am_90_sub', 'hists'))\n",
"am_2p, d_am_2p = calibrate_peak(am_2 - am_2_0, 400, 700, save=('am_90_sub_fit', 'hists'))\n",
"am_2pu, d_am_2pu = calibrate_peak(am_2, 400, 700, save=('am_90_fit', 'hists'))"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(51.4, 2.1)"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scientific_round(*EE(K=(am_2p, d_am_2p)))"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(53.4, 2.1)"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scientific_round(*EE(K=(am_2pu, d_am_2pu)))\n"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(50.94506367477221, 0.454067176689402)"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"E(theta=(90, .1), E_in=e_am_2)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(1182.6,\n 7.9621173685100635,\n 4.683747674615255,\n 0.08205316739866873,\n 0.06293290913695121)"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t = (1200 + 1165.2)/2\n",
"N = am_2[530:780].sum()/t\n",
"N0 = am_2_0[530:780].sum()/t\n",
"t, N, N0, np.sqrt(am_2[530:780].sum())/t, np.sqrt(am_2_0[530:780].sum())/t"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"tt = t_opt(N_g=N, N_0=N0, prec=([.05, .03],))\n",
"d_tt = d_t_opt(N_g=N, N_0=N0, prec=([.05, .03],), t=t)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 7.84406946, 21.78908184])"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tt/60\n"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"659.0"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p_am_2"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"4.683747674615255"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"N0"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([1.5808687 , 4.39130194])"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d_tt/60"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"5539.0"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"am_2_0[530:780].sum()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"source": [
"# E(mu)"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"deg_angles = np.array([30, 45, 60, 75, 90, 105, 120])\n",
"angles = np.array([30, 45, 60, 75, 90, 105, 120])*np.pi/180\n",
"e_ref, deps = E(E_in=e_am_2, theta=(angles,), retdeps=True)\n",
"mus = deps['mu'][0]"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'mu': ((array([ 8.66025404e-01, 7.07106781e-01, 5.00000000e-01, 2.58819045e-01,\n 6.12323400e-17, -2.58819045e-01, -5.00000000e-01]),), {}),\n 'kappa': ((0.116518634725179,), {})}"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"deps"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"26344.6"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"e_am_1*1e3"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([58.62572101, 57.57597488, 56.26305294, 54.80763619, 53.32727833,\n 51.92478644, 50.68268424])"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"e_ref"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"a_30 = load_spectrum('../messung/angles/4_30.SPC.dat', absolute=True)\n",
"a_30_0 = load_spectrum('../messung/angles/4_30_null.SPC.dat', absolute=True)"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tp = find_peak(a_30, a_30_0, [450, 800], 100)"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([7.86240591, 0.45120056])"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(area(s=tp[2:4], A=tp[4:6], O=tp[6]))/(7*60)"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"3.5066282746310007"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"area(s=1, O=1, A=1)"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"angle_specs = np.array([[load_spectrum(f'../messung/angles/4_{i}.SPC.dat', absolute=True) for i in deg_angles], [load_spectrum(f'../messung/angles/4_{i}_null.SPC.dat', absolute=True) for i in deg_angles]])"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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sBIMB6jvX8W6v4MzSe6N9cy1BbN7bzt8P9+mudDMliMGNURuXKUEMAwlC+30qtrkSLr8liKV1U1laB996+gZCweCAJuGUdkmymBLEMIgxb5Nwke2IABbJsnxT5LslhPeIc+jtHhrpM2wZsDqOVG1zJVz+M2Bl3GImE2RgX0NT2pO1JWo3Oh4FJgNO3TcvGbAQYg4wR5blu4UQNwkhHMAciO6UvEIIsVCW5S1aX5MBmww4E9+BZMBK25HgO4RCQaYUfFnV02TAJgNOjkFPwsmyvDNy860AnJE94k6jf584J5EbsgkTA4VNe9poPNiTs/E+7HsKp/cPORtPjU172rjh5QM0tXoGZHwTQ4eh1IDrgH2RzxWatjHazpGt61cATJo0iYaGBrxeLy0tLQBIkkRvb2+0vyzL+Hy+lGyjvsFgMG5sZe81WZYRQsS0pWpn0zcUCuH1enM+Tzq+fr+f1tbWmKcDl8sVfRsjnZ2ptXYufdUxKe0v7Aqfu5rKEG8fDt/YnE5nyvN4PB5kWY6OGwqFQAaPp/8mGT5X/hhb6a8Xk8fj1e37wq4eWrqDVJVJvNcOXq8vZd90z6teXAPxm2T7+w3GdZPOudK2AWOFEDtU9no9aXXIbsARueESlfabtGBCJPj1AHV1dXJtbS1tbW1RCWLPnj0xW8cP5Lb0fr8/urmm+q0GIC07m75erzduT7hczJOOr81mY/LkyTGPXkoRIiBuj7R07Fz6qmNS2u32w9RMgX/7wkT+/kr43V2Hw5HyPPbGJoLBQHRcy+sWkGXsdnu0r1KOUm0r/RPFpNfX3tjEjIIAD116Eis3xs5r5JvuedWLayB+k2x/v8G4btI5Vzr7AbbJslyHAYZCA14D7IvcUJUb73b6WbADeDWB77BNwinVyi666CIcDkf0PV9tURy9BNfWrVvZsGEDv/3tbw37qmNK1r5x40Yuvvhi3TYzCdeftFJ/ziYJhywjywxIEk49V9y8Br5G58ZMwo2wJBywDnBE3oSoUGi5EOJG1XdxCTgY3kk4pQbDggULYqqhzZ8/P64amjbBtXDhQh555JG4VXR6fRUkS8J1dnaybds2LrnkEl3fdO1jMQmnJK2Ki4ujn7NJwiEEAnlAXkNTzxU3r4Gv3jGYSbjhk4Qb9BtwJOmmCDpbVN/frf0uGyz87UJDnfOCmRew+ozVAJz9+NlcMfsKrph9BW3uNr7x3DeifYPBIH+5KrNVTl1dXTz66KPRamjLli2jvr6e5uZmpk2bFq1YpuC8885j+fLlOJ1Opk2bhsVi4eGHH+all16is7OTDRs2UFNTQ1NTEzNmzGDt2rWsXr2anTt3snDhwug8O3fupL6+ngULFrB161buueee6LizZ8/mnnvu4eWXX2bt2rUcPXqUu+66i/r6etauXcv111/Prl27cDgclJWV8eyzz3LnnXdSUaGV6k0MFPa1+1i5sSlmvzkTxx7yaiFGOhKEkiRLZgeDwaieq2erkcp7wLIs09DQQEdHB83NzTzwwAOsW7cuWsN348aNnHXWWTidTq666irOP/985s+fH/XdsmUL999/P9XV1dFyk5dffjn3338/oVCINWvWsGTJEmpqanj66adZsWIFK1euZN68eRx//PE8+uijzJo1i1mzZjFt2jTmzZtHKBTi7LPPZtWqVVE5JBQKsWHDBkKhEBdeeCEPP/wwoVCIefPmsXLlSs4++2yqq6tZtWoVL774Is3NzezYsYP58+ebEsQgSBDzHKX4fD4+aI1/99eUIEwJYsiQjgRR/836tDKar1/5evTzhNIJMXZvb2/KxXhqa2ujEgTAI488wqJFi9i9ezfLly9n+vTpzJgxg87OzhgZYf/+/Tz66KPcdNNNUUljy5YtOBwOpk+fTigUYteuXSxcuJDdu3ezbNkyLBYLNTU1UelCK0uoPyv9FCh9hRAxfko/IUT085gxY2L6mBLEwEoQS+umcv7Mcm5+5XCcrylB5HaebHzzUoLIBsM5Caf009ZemDdvHrIsM2vWLDo7O2loaOC1117jqquuikmkzZkzh1/+8pdcfvnl0d0t1q5dyx//+Ee2bNnC2Wefzfz586NjHTlyJK5Iu15iTmHS6jZ1X6fTGdOmfFZetdOObTLggWfAShx6rNZkwCYDHjIM5yRcY2Mj+/fv59lnn2XGjBlRvXT16tXce++9Uf25o6OD0aNH09LSgsPhYNOmTZSXl7Nz505aWlro6uriRz/6ERAuZblt2zYeeeQR5s+fzw033MDatWsRQuD3+5kwYQK7du1i//79vPbaa9Fi8BUVFVRXV7Nt2zZqa2ujberylHV1dezevTvqqxSR37VrFy0tLWzbti36eevWrVRUVET1apMBxzPR2SWrc1YLoj/5Fs9qTQac23my8R1xDHg4o6amhrfeeivuvVkI34QVqNvvv//+6OcFCxYQCoV4+eWX4/oqbeqxlPeA33vvPQCmTZvG8uXLo7533HFHdOz58+dH+2ljqqmpiZEz3nvvPUKhENOnT+fqq68mFArx4IMPZn+C8hib9rTx6vsdAMytsrO0rjSuT6l0PEEV2zVhIhXk1Q14uEsQ6dpmMZ78kCA2721nX3t4ZaRSClIrBRzs+wuhUIjJhWdGfU0JwpQgMCWI1GyzGI/5HnAiCUKSujlxXPifSjCoLwU4fc+ALHNc8VkqT1OCMCWI5MirG7DJgGNjMhlwar7ZMuBUmGit/b8JhXJTjtJkwCYDHpYwGbDJgDPxzQUD7oc+Ey22jYmr/WAyYJMBY4BBL0dpwsSxiBbvyzR0vGRYMlLZ121riy/mu3TKTSqr5DbtacsqZhNDj7xiwKYEERuTKUGk5jsYEkS3eJU+awBH6VeYW2Vnm9OlK0Fs3tvK3w/34XZbWBrx3by3lQ+PejlhTCFzq+xJJYi5VfaYVXILqgpNCcKUIAYH6UgQBw4ciLmRBgIBrFarrp2sDaCvr4/y8nKOO+64mHhMCcKUIJS+40sLqbRLPLT4JAD+3NKEngSh2EIIldRg5YQx8NClJxnOu7SuNGaVXDK5IpVzo7VNCcJMwiVEOgzY7XbHnBCr1RpzI1Hbydoi89Lb2xsdPxED3rp1K6FQiG3btnHHHXfEtWttkwEfOww4EAgQCsWXkNQyYMWWZVm33KTRvIliNhnw4MaojctkwBoGLElSUlabDgP2+/1Yrda4RJx2JdyuXbu47rrruO+++9i/f39/sW6TAWdk5xMDtlqtBALxJSRTZcDpJtZSSdipYTLg3PuOOAY8nFFTU0NNTQ3t7e1UV1fHVPBPhK1bt7J169boUuOrrroqrjzlsYJNe9rYvLcVSbKyaOZoFp8ydtDnV69m06Kp1cPKjU0JV7oNFZTEnKMy/i0cE/mPvLoBp5uECwQCMe2J7GRtCgKBgKEEAbBjxw6qq6sNk3TNzc1s2bKFO++8kzlzwnuQnn322Qkf//NdglASTUL4YpJHagykBLF5b2vMajZJskT7zq2yEwwG+KDVHV3pph5rqCQIJS6AM6cWmhJEjufJ1teUIBg+EoSChQsXsmnTJjZt2sRFF10UbT/vvPOidR4sFgvPPfccy5cvx2Kx0NnZSW1tbc52xDDyTdfOhQShJJrS2QI+lxKEJAVjVrMpcRQXF7O0rpSldUT3WxsuEoQSF8TvOWZKEEMfY15KEJHt6B2R/06TZfmmyPcdwA7gVdXuGFrfYcuAb7nlFhwOB1deeSXl5eUcPXo0pnzjSy+9FGMfPXqUqqoqQqEQO3fuZNmyZcd0Ek7LCI1KP+aaAYfnVmLpj0MvxlSSYYPBgJMdn8mAs58nW998ZcCXQniXYyHEaUKIFZF94S5JtBecgnQYcHFxcczW8rl4DS0ZA16+fDnNzc289tprdHV1xVQm02OQy5cv57HHHmPMmDGsXr06pVfa8p0BqxngUDDgfsQy4EySYYPBgJPZJgMe+hjzkgErm3BG4KB/B+QKIYQjsmdc1pg6deqAbUuvB4fDgcPhIBQKpZRIczgc0T3fTGQHJcF37mfH5TS5p4zrbPczY1x84k6N9QvX09PTk7O5TYwMDJkGLIRwAO0q1lsJtAsh1smyfI1O/xXACoBJkybR0NCA1+ulpaUFCGu+vb290f6yLMcw4GS2Ud9gMBg3trJnnN5mn6na2fQNhUJ4vd6cz5OOr9/vp7W1NeaPlcvlwul0RtuVNo/HE/ENyzhOpzOrP4pq+4VdPbzXHsTnO8Spxd1xfV0uFx6P9hjCcRw6dCguRiX+F3b10NIdpKpMoqYyyJsHfdF2bV8lJme3U/d4tfMGg8Gob6Kxkp0bj8cbcx4VW5kn0VhG51X9+2Xzm2Tjm05MQxWjNi5tGzBWCLFDZa/XkE9gaJNwS9Q3WtX29J1CiCWyLD+j7hxpXw9QV1cn19bW0tbWFpUg9uzZE8NSc3nitQxY2bjTYrEQCsUWYE/HzqavUpA91/Ok42uz2Zg8eXLMo5fT6Yy+gqdOHNkbm2KSXw6HIy6xpLaTtemNDT3Y7XbdcZ1OJ3a7eul5fxyTJ0+Mi1GJ397YxIyCQHSFWuPG/nZt36c+eIq+vj6+PfPbuscbO28PkiTFzKMey+h4XS4XdvvhmPOo2Mo8icYyOq/q3y+b3yQb33RiGqoYtXFp24A2WZbrMMCQ3IAjN9i7I5/nAHXADlmWdxr4JUzCKaxVYWdmLYiBTcIp8w+HJFz/zsEB3XEzTcIls7VtT+59klAoxEWOi3SPVzuvmYQzk3AwNG9BLATWCCF+EPnqJuBpwCGEWAKgZb8KkiXhjh49Snd3d3QHXzDLUQ5UEk4IQWdnJzabbVgk4ZQxJcmqO26mSbhktrZt0+JNMSzITMJl52sm4QYIEc13uk7Tzsh/ujdfI1RUVOByuWhtbQXCLFWSpGh7Mtuor8/no6CgIKZdeRQfKglCK5MMtgQhSRIlJSV6f/lN5AmGenWiiTxbiJFMgujp6aG8vDz6V6irq4vy8v4VTclso74ffPABU6ZMiWnv6enBZrPhdrtjtNh07Gz6tra2Mnny5JzPk46v2+0e0RKECHhxuVyIQB+/e+M6QgE/K6cuIFg0huN8dlrkSah593CTIPRWJ5oSROq+eSlBZINkEoT2c7p2sraWlpa4dlmWKS4uBszHspEiQVgtFk4OvMvUXX9gffdrvGn7IqWlP0P4LLx26HUAfnJkNwC/BJ4qXMLvC7+FRQ5SJPfhkgqHlQShtzrRlCCOcQkiGyRjwOrP6dpGfb1eL21tbTHtvb29BINBkxWMEAZcvm8T93c+xuTQJ4Saivm7dAp7LJ/hZJcLZBnPuNkEQzJNZz2Izd3KH/7cwIdUEQwG+Jx/F7f0/owttrPZVLQYqBgWDFjvNzEZcOq+JgPGZMADMU82vscqAy47upsDllLuLbqEbyz9Nne/cJBgMMDVSl9bAXIgwKixxwHH8aa9NPra2VEm8ufCsznHu5Vz/Vt4wrqAF1k6LBiw9jcxGbDJgE2MQCRbzTYUySKpq4WfdN3Cw/YrgZPomvsTbnr+AMFQkK/bitMa65A0lQdLVvFE4aVc6n2Wf5M3M79vD4ReBYtkPEAG0JbfHE4lNk30I69uwKYE0Y98eywzkiCUvdKgNa5UpVEpy5xKEIEglsb/ZdzO+xgVtDA60NYvFYSCWRXjaZUreMh+Nfd1n01taRdX9rpBlikMdOEK2XMqQWjLbyolNk0JwpQgMoYpQeTvY5mRBJFMRjAqZZkrCaLYEuAa7wNM3P46fVPO4Pu9V3OECq7RkQqyKcbTJE9FslZRWlrKqN2P8AvX/7KmeDWlpSenfJ6NJAhJssaU3zQliNz7jjgJwmTA/cg3VmDEgJOx2Gx8lZhSYcDnuV/gLP+fafvcNRw9+UqObD6U8kq4TMtR+ss+S7Ec4q6eH9H2boCe4xcanudUGLB23lR/E5MBp+5rMmBMBjwQ82TjO1AMOFNfJaakDLikBITgheKLedf6Wb5/+oWUApJ0hFRXwmVcjrL0dFZX3MfN3T/lpDd+SFegg95ZywzPcyoMWG2bDDj3vrlgwGYtRBMjGoUdTYx9/htYeg4TEhLvWT8z6DF0W8r5UclteBznUvbOvVg79g16DLnCpj1trNzYxMqNTfzx/bRbKrYAACAASURBVC5jhxGOvGLApgTRj3x7LBuOEkR1oJmp9bchW4twdx8lGLRkXIznsbMew+12py1BKH19ISsfnXYrRY4l9FnH560EsXlvu2Hyz8jO92s9AlOCMCWI4fNYNtwkiBlyCz/uvRXZPor2r/4vRWXHI0lNZFqMx+h4lXmTroQrr4DyM7EBJQdep+zjZly1qyBSXCofJAhJ6jZM/qVi5/O1HoGZhEvVNhnwyGLAU3wt3Ob5Eb0U89EZP8cqRoMOq02HAT/y3iP4fX6uPfVa3ZjD36VeC6Ly4zco3b8Jr8/P0c8tzxsGnGhF3ki61iMwGbDJgIcPKxhODLjXWs5e68lsGLWc68dNT4nxam1t27ud7+IP+LNjwKqY2794M6MKBGP3PIy18ng+nfIvecOAjeZNxc7naz2CY48BmzCRDYpkD35sdFoquKvsRxmNsa/dx8qNTTQe7OHUiUXR7x9e9HAMS8sawkLn3NuwuFsp/8uPcc0tg5nn5G58E8MCeXUDNiWIfuTbY9lQSxAEfNzUewc+Crit6Cbd+I0kiLlVdnw+Hx+0uiPtiYve5GpHjJ4v3s7xW66h4OBbdE4+PdpmShCp+ZoSRA5hShD5+1g2pBKE1cqqvl8xO/B3fjnqe0hWKaNylEvrSjl/Zjk3v3KYxoM9SJIl2nbXO3fh9Xn58Zd+rBtzGJnsiFFKx4W/o9sTNCWIDHyzmdfIzksJQghRQXg7egdwmizLN0W+XwJ0Ag693UMjfUwGHEG+sYKhZMDjW57nRG89vy+8hC22sxKuhDNiwEr//vn6294+9HZGK+GSzaOG2+OhsLOJyncf48isG00GnKKvyYDjcSmEdzkWQpwW2W6+PfLdFiHECiHEQtV29VGYDDh/WcFQMeCCww1U7nuUd2yf5+lRlyEJS8xY6TBgBQrLUzPgjFfCJZlHa5d5Oin7uJ5pBSVI0lWac2Ay4EzmycY3Lxmwht06gFeBRcBTke+cwBwg7gZswkQyNLV6WLmxfzv4RTNHc8mEIrpHn8Iv5O8ji/xe+Nk3bQGummuoaFzHolFTebXoX9Ly15b1NDH0GDINWAjhANojrPcSTfMYnf4rgBUAkyZNoqGhAa/XS0tLC0DM53Rto77t7e00NDTEtPt8PqxWa9zmmOnY2fR1uVw4nc6cz5OtrzoudZvH40GWZYTwA+B0OuPalf/rtaXiO7Wkv+/HLg8ej4dTzyjBNeMHHP2HAML91GMdOnQobh4lfq2tHJPH4wXA6/Ul7KuNWTtvMBg0nEf3PFd+hZNGv8PVHet4PzAJp1OKiUk7j2I7nU5e2NVDS3cQoTpn2vOa7LpK5VrQxqF3LRjZ+X6tRzBWCLFDZa/Xk1aHMgm3RJblayKfO4HKZJ0jwa8HqKurk2tra2lra4tKA+rP6dpGfRsaGqitrY1p7+zspLi4GJfLFfPokY6dTV+n04nD4cj5PNn6quNSt9kb+5kpgMPhiGuHHux2u26bke+pEwM8dOlJ0Xk/eO525JDAUf0znM3N2O397wGrx5o8eWLcPEr8WlsZ224/DPRQWFjQ33evnUAg3lctBfTbPUiSZDhPovPcXn43/k2Xs0T+Ew7HxaqY4o9PsR0OB/bGJmYUJIopfF6TXVepXAvaOPSuBSM736/1CNpkWa7DAENyAxZCLJFl+e7I5znAdqAi0qzIEnp+ZhIugnxLTAx0Ek6d8LE6t3BB34u8UPAVXD09OdsVWemvl4TLtBxlsnkSnWd30MZdJbfTLkazJo0knFFMZhIuT5JwQohpsizvz9B3IbBGCPGDyFc3ybL8jBDixkhbhV4CDswkXD4nJgY+CRdO+Fh6P2Vs4xr2SQ5+U7KMX0QSS7nYFVnBUCXh1HaHbSICKLf6GNXRgCTN0J1HsUtLSw1jMpNwwywJJ4R4BejQfg3UADPiPYwRublO1/n+7shHM/k2wpFxsigUZPTWG7GEfNxbegMBYTP2GUTsa/chCOutH3UHWbmxKetkWOfmn+JorUeE7kAeN/ilNE1kByMGvEaW5Xrtl0KImgGKJylMCaIf+fZYlo4Eod0DLvy9sQTh+7gR25HdfHzq9/m4eQJE5IzBkCBKpBKCBBNKEPMcpfh8PiTJgsdvxRLy80Gr/lhG51kdw0/9S7lPfoufW3/J81Mf5NUWfZnBlCBy7zvgEoTezTeCIakYbUoQ+ftYlo4EAcTsAReGsQRRUFXHkaWb6QsVI330abTPYEgQj5/3eEwiRnu8S+umcv7M8mi70+nknsbYmNI5z0oMvdIYflHyfW7vvY1l3t+yVbocU4I4RiQIBRHGuxSQ6Zcg0nsJMQcwGXA/8o0VpMOAw/9PztTUvtZAD5/37sDVPQXEKNye2FoJg8GA0z1evZgyYcAAjZZTaD/pcsb88zfMGnUi2y2z486dyYBz7zuYSbiFwDqNPegwGXD+soJ0GbARU1P/f1nfb/gX72baAmcRqDwxMk5/rYTBYMBGtSC0MevFlAkDVny9Z6ymxyqx/8CJSLLFZMAp9s3GdzBXwjXIstysGEII3dfETJgYaGhXuy0b/wEXeF9mU+EFfD5y89X2rakMAlJK4yvlJtNNjnV4O/D5fGn5KDECOCqzTBhKBXSffhNdG5sQgfTjgHDy84VdPdgbw8e/+JSxxk4mskKqb0EIIcQ6YCdZvgWRDUwJoh/59liWCwlinsMeGSc8Vmv7Ec5ov5OPLMfxuO0bnKSad25VuO8HrW7cbigsLIgZS0+CUJebTCYz6LX91+z/wu1OvCecngQxt2pUdKwzpxZmLEHEJAP9bfygZw3PF32VvxWcHtNuJEFs3ttKS3cQS094/AVVhaYEkcQeDAliWL0FYUoQ+ftYlgsJYmndVJZG1ha5XC4Ob/wV5b4u7iz7ESFRFDPv0rpSltbByo1NeDyehI/daglCXW5S3TcVCSLd47XZbHHHk40EobR5rBXYRIDveNbxfuEpdFlGk6oEAVBVJmG323VjNoopWVyp+B4r13oE2UsQSd6CqAYajQbPNUwG3I98YwW5YMDa433T+nnel06gSUxLyLaCwQCyLCdcKZYOi9O2xzDgd/6LQDDAXaffldLxpvP7ae1kMfpCcG/hKn7hvpFreh7gruKbCIbklBgwEHOutDGbDHiIknBCiAXATfS/BbEPeDYV31zCZMD5ywpywYC1875j/3LYR6ddPa4Q/pQYsIJkLE7drmbABzwHkq6E02PA2fwmiWKUJCsHC6r4HZdzhfsx5gf/ylbrl1NmwOpzZTLg4ZOEq5Zl+RwhRHnEdiTtbcJEhkglKVX+19uwFowjXMXUhB5eLPoqX/C9xVc8/8fPe+vYtKfN2OkYg3ZF5XBMKqZ6A24WQlwty/IGIcQNhBNzpgRhShA5lyCUG++ZUwt544BX1R5+nC3+5C1G7f09rhmXpfS4O1gShFExnsGSIPrntbCm+Hpqq8fD2z1s3tsad+x69rEkQWhXVGqTikbzDhsJQpbleiFEdcTcQlgDHnSYEkT+PpalIkGcOrEopqTkW5/EJsPKiiyM2/Ez/OXVdNdci1TfEdM+lBKEUTGewZQglHm7pPFc/IUZvL5/F1XyfpzWExhJEoQkWWNWVOodT7J5jezBXAn3JyLF0AnX7V3KEGjAJgPux7HIgLWMScumiv66BqnnEz5euJ5eb9BkwDox6s373d5fMTu4h5Wlv6BDLmWkMGCj38Bo3mHDgAkXQv8fIcQ+WZZ/IIRI0S23MBnwsc2AtYxJzabGhQ5R8eFz9J58GVbHlyh2uVJiWyOZASs+v7Jfwhmud1je9zj3FH9vRDHgZL+B0bxG9mAm4WRZli8VQiyILM54BUj0ipqJYxS5SmooK9TmVtlZWldq7AC0WsbT9rUnCIyOq2RqiI+6g1h6PMwYZ0/b91jAR1IVG+1L+Lrn97xuO5NG6YtZj6lXMnTz3lac7f4Re54zQao34OlCiNmR94LrhRA/G8igEsGUIPoxFBJEKkkNIwlCWc32Qasbn8/H+TPLY9r1JIhxoSMclsfSbq+GvhD06e8CoTfv3Co7brebwkIbc6vsbHO6spYglFV26tVrw1mCCAZDPF1wIad73+Df3etYZf0sHlEc9c1EgtArGfrhUS8njCmMOc+mBJEbCWIn0CWEmE24EM9DKfrlFKYEMbQSRCpJDSMJQln9pdRzMJIgHIF9rOlezS+KV1Faem1MjKk87i6tK+W0Sl90764/tzSRrQShrLJTr147ccyJ+Hy+YSlBSJIFWSrggZL/4Fu9j1EmvPiksqhvJhKE9lqAcAlRJYmqnGdTgkiOVG/A5bIsNwshmoBasnwPWAixBLhGluVFqu86gB3Aq6rdMbR+JgOOYCgYcCqMwogBJyr1qMeACfSx0vULukQZb1vm8K8JkmFh/8RsSx2T9hgyYcB6nzOpBTGYDBgCvGeZzk3225CQIMGKw1QZcKJVdUl/zzSOTw2TAYfZ73ygUZbl7siW8rtS9I1DZA+4azRfX5JoLziVn8mAIxgqBmzEKIwYcKo2wBLf8zhC+7mr9If0SaUZJ3zUMWmPIRMGnMp5HW4MWM1UK4WLiz3P8Nvib+FBypgBJ1utqPd7mgw4HhajDhG0E152tFwIcTFwWop+6aAicmM3MUKglH7UW6VV0OXkUs9TvCyfzhNds4YguvRw419u5L/e+a+hDiMlVAVauKDvRS51/35A51F+35Ubm/jj+13GDiMQqTLg0YRfRasmLD+sS949I1QC7UKIdbIsa9kxQogVRN5FnjRpEg0NDXi9XlpaWgBiPqdrG/Vtb2+noaEhpt3n82G1WvH7/dhs/ctm07Gz6etyuXA6nTmfJ5mvx+NBlmWECG8s6XQ6k8al56u01VQGcbvh/U978HjCy4/V7RWHdtJrHc3jtmVMFVBTGYo7Xo+nf6Wc2jdZTNpjOHToUNyxJxo36Xn1gDVkTTiP9lyl8/vpzZsoRr15vV5f1JZlmbfFTP4knc3ivueol+twSv28JxgMRn8PbczJrgVtHMrv6/F4+Kg7LNWdVtlfp3gwrvVUrtds/p0kutYjGCuE2KGy18uyvB4NUr0BV+RSA9aDEpwQolMIsUSW5Wd02tcD1NXVybW1tbS1tUWlAfXndG2jvg0NDdTW1sa0d3Z2UlxcHFdGMB07m75OpzOaWMrlPMl87Y39hdABHA5H0rj0fJU2hwOWulwxpR/V7a5x43Cffhn3SQUJY7TbE/gmiUl7DJMnT0x53GTn5m7H3Wmdq3R+P715E8WoN2/hjn9GbaXtN4UrOK1zN6sD67lx1D0ERbjd4/FEy1FqY052fNo4lN+3tLQ0mnDN9HrN9FpP5XrN5t9Joms9gjZZluswwJBowFpE2O0OWZZ3GvQzk3AR5HsSTmnXJpP6PnmPorZ/4B735ci33oQxDqckXKLjHU5JOKUvBOimiHX25fzAfTfnuzexqWgxkLsknLp/ot8+2fGpYSbhwhrwUvo14DqyWIoshFgI1KmY7tOAI/J2BFr2q8BMwh07STgFMckk2c+UhjXYWv+B+18/T3HpxKQxDqck3PJXl+MP+Hn8vMd15xk+Sbj+tnfsX+JhuY03is5GsoS/y1USTt0/0W9vJuFSL8bTSH/1s41CiIZk/VMYbwthXVmxOwm/a7wT0L35mujHsbp31yJfPYVdb9H5pR8TLKpMySdne6pliQ5vB4FAIOa7fe0+BAO3MiwXx/5i4b8iWaxY5CAyxiUGNu1p49X3O2hq9Qz5OT8WkPQGLIR4Spblpaq94cDcE27IJQijvbuymSeZ70BKEJWhdq70PI57/Bw+nXpuSjEqK9Igdk+1oZAgtCvhlP3lJMnC3Cp7ziWIRMeeqgShPr5RoS5u7b2d1wvm8iwLk0oQm/e2s6/dx/TKgoQlQ7UxmxJE5hLEzZH/3xRhwYC5J1wkliGTICTJarh3VzbzJJt3oCSIa3s3YCNA57w7KC0rB5F4vzUFyoo0iE+CDLYEoS3Go+wvl8g3Wwki0bGnI0Eodp+lDLdlFN/y/JY3i2bRLVXFzKeVPk4cZ+WBi2fgcsWXDDUliChysidcc+T/2uLr+4wGHgiYDDgMbYnFXP9lHwoGvNU2l+2WWZxjGQMGx5NOzNqYBosBG8WYLQNO1JYJAwa4334t9/u/x/d86/lx4Y9BCF0GrL3mUjlXJgPOfk+4GsJJOGVPuBrgX1LxzSVMBtz/l90oWZLpPOEqV+1IUjeLZo5mQVVxWoziL4dkGveEWVH4FaDwOEYMeLv9SwSDAS7OMWuHzBiwWl/NhAEbxZgtA07UlogBO9v90ePRK0f5TnsFa7mc/2YD5wS28ZDry9z8yuG4inXK79U/n/HTgiRZ2dfu5uZXDsfkLEwGnPpbEAuJXXyxMEW/nMJkwGEMJAPWVrk6fVx/MiwVRvHGAS8HemF6ZQHBYIh97foFzJV5r3X9ioOWSWwqWpxx7QCj402XASfSV5PNM5wZ8JlTC6PterqtUqGuQT6XZu/fWCK/wiuj58VVrMuUASt6+AetmeUsRjwDBhoUOQJACPFqin45hcmAB54Ba6tcqRliKoxCCMGJ4+xRjVC90ELLkEYdepMa36s8bV+ade2AZMebLgNOpi0nmmc4M+DFn4NvnlEaPR6tbqtUqAP4+J83c/yMk3nIao+rWBceP30GrOjhyrWQ7vV6LDPgVGtB3CyEaBJCPCWEeBoYkhuwiWMHwtfDhO138ZF0HH+wXzrU4ZiIwF9YiWy1I/xupgeahjqcYx6pMuA1kWLswNC9BWFKEGEMpASR7BE9lUc6JS6jR9TxO+7G6j7Cr0ruxBsSQOblC42ON10JIpN5Tqk4hYA/MCwliESJtHD/WNlAiWvSGz/iv7v/xrXFP4/5TTKRIBL5pnp8pgQB5RpbFkLcBTwly3LOliQbwZQgcidB1Ld4efX98Kvd6kSL+rGt8WAPr33s121LNK8QAkmyJn1ElVwHqfjwOTpmLuXDtpORNO2ZnJtkx5uuBJHJPD/+0o8N5Qq1PZASxL52NwLBjHF23d8omWygxNX3he8y+qOt/Fv3w9z8yg+B8A1N2XIoHQlCO68pQfQjnS2JngZekWV5A/CDyAKNi8lhTQgjmAw4jFwwYOWFekB3a6B5DjuNB3vY0tQV15Y9Ay6jb9EjdNgmEvzUrdOefww4XXugGLDRApBUGTDWCfyp6FK+2fc7Xm19jebKLxEMhnBU2mLGNRnw4DDgfbIs/48QYrYQopxwbQgAZzKnXMNkwLljwMoL9UBMokW9ddCfWzy6bdkw4NHBVgIVDij9AnaXC0nyxbTnKwPW1oIw8h0oBmy0AARSY8AAzxcvocb9Jj+WHqXvq0vo9lt1r6NEYyWa12TA/Ug1CTdGCHER4XeB64Axke/NAuomUkatv4HxT3+Fwv1bhzqUnKN2Qi2zx84e6jByiqCwcoP/Gg5Ix2EJeIY6nGMSqRbjeVgIsQD4GeHC6TdFdkYe2JL6GpgSRBi5kCCMyhmGV1Dp79uWiQRREnKxyv0g3vLpHK2YhWzwCJtvEsRl1ZfhdrtTflQeKAkiFd+UJAjC5+qfchW3lNzG/8ilaV1HyeY1JYh+pCpBoHoLoksIMU2W5ZuTOgwATAkiewlCWemmJFPC0N/LK9G+bZJkpanVE7dSatOeNt7vCFEzJV6CuMb9KOVyN+0LNlBSoTxApV5SMtNzBfEShDpJlSsJIl17oCSIVOxUJQjl+pIkK+VWPxN3r8Fzxo2ESiamNJbevHrXjdHx2Wy2hEnjZL75IEGY1dBS6HssMWBlpdsJYwqZW2Vnm9OVNgNWVk5pV0pt3tsKEJekOcP3Jmf5Xue3BUs5rfA40HmtKTz+wDNgbZIqV/N8s/6bhEIhnlj0REq++cKAlf+7Oz5l3MfbsNYf5cC8X4KwpM2AlRWG2uvG6Pj8fj+b97bqJo2T+R4LDNishsaxxYCVlW4PXXoSAH9uaSJdBqysnNKulJIkK5+plFhaNzU6ryR1Uyz8vGs9mY32i5mfRhJnIBiwNkmVzqtjyeYZLivhUrEzYcBFk2fQOuc/mbj9LiZ+9CK9p1xuOJZ2XmWFod4Ku2THZ7PZkKSgbtI4mW/eM2DV8uO6yLZB64BmVMXUTZgwwraiBWwrnE8wFBzqUExkga7pi6n49E3K3l6Ld8rpYB0/1CHlPdJ5De1hIUSNLMtdQhhXzk+GyNZD18iyvEjzXSfg0Ns9NNLHlCDIToJIJCukI0Eks2VZjtpF/3yGL3u8vFZwVqTdeE+4gZYgjPpmOs9wKcaTim8mEoTL5cLt8XBgzk1MO/wNit+4i4On3ZGWBNHfL3l5Sr3fTymbmck8+SxBKKgVQrQDoyObc84BMn6XSJblZ4QQ0a3nVXvBbRFCrBBCLIxsW6T1MyUI0pMgtOUlE8kK6UgQWltJkDjb/UwtEZSWlmJtb2LsP37B2ZaT+UvRfBACvUfUZKUfB0KCMOqb6Tz5JkEkOueJJAjlu+LSCXSe+yCB8mkUB2wZFa9PpUC7ngShN0+25VOTzWtkD+ZKuPXADwjfeF+RZXltin6p4jTgqchnZ2SemBtwRAJZATBp0iQaGhrwer20tLQAxHxO1zbq297eTkNDQ0y7z+fDarXi9/ux2fr3xkrHzrSvx+MhGAzi8YT/ETmdzoS+L+zqoaU7iIj4QfiPh9PpjI6VyE7WprZf2HWIj7qDHF8mMWdMiOam95i9/ToCliLutl6Dp68vbl4lxppKmUhY1FSGou25PK8ulytu3kx+A6PfRO/4Evkmiynd40vXN9E518alXC8ej0dzjVWAu5OAr4+K3gN8Ygm/FZHs+NM5V3q/n8fT/9St9tVe3yfZCuPmESJcCznZv5NMzqv6XGnbgLFCiB0qe73ek32qN+DlA/zaWYXGHqPtEAl+PUBdXZ1cW1tLW1tblJmqP6drG/VtaGigtrY2pr2zs5Pi4uK4JE46dqZ97Y1NeDye6JZEDocjoa+9sYkZBbHb0ASDARwOR3SsRHayNrUtSVZm2uGBi2fgdDqZdfj3jOpp5sDce/G+Owm7zrxKjFfPLOXqLM+Nka/T6YybN9fz2PfaCQTijy+Rb7KY0j2+dH0TnXNtXPbGJqAHu92ue42NeuV6TvG9zXXlv8BlKdP9fRNdv6n2VWKy2/sZsPYaVF/fkydPjJtHaUv27yST86o+VzrJ3DZZluswQKor4WKWHAshcr3kp5PwAg8TeQ57z0eU7PkNPSdfRu+ULw11OCYGEB0zv055qIvv9vwCZHmow8lLpMqArxVCrCG8bfxAvAe8nX4W7CBBvWEzCRdGOkk4bSIi/F1uk3DqJEd34SQOzL0X94S6tN4TzebcGPmaSbjUfZMm4bS+Rcfzqv1bLPc8yvme59lkPX/Qk3DZlk/NlyScth7wghT9dCGEWEj41bYlsiw/E0nK3Rj5vkIvAQdmEi6TJJw2ERFG6kk49V5eyVbGWWU/o/2f0GqzYXGcRwkgu1xpJWmyOTfJfAcjCXeu41z6vH15kYRLNbGkl4TT+v7R/jVmB/7BFZ7/ZW/JSZSWnmw4b7IknDaptviUsXFJOL1rMtMdXBLNC8TFkexc6YybmyScEKJMuflGFmCMJstdkSM32NGa7+6OfNS9+UbmNxkwg8eAtXt5JfKFAN/2PM7YZzezr+5+XK5x0RhGCgPOp1oQyfqmxYDdboKhID+3r+Lm0N34QyJrBqzdk3BBVWEMA57nKNW9JrNlwNp5gbg4Bp0BCyG2A8uJ1PyVZbkxUo5yC+E3FwYVJgMeXAas3csrke8Zge0s9r5Iz8mXESybGhPHSGHA6drHCgOWpG7c0mj+u+Ku/hVqshx57TB9Bqzdk7C0tDSGAS+tm6p7TWbLgLXzAnFxJDtXOuPmpBzlz2RZ3iWEuFgIcXWkCE8X4apoJkwwOXiI7/b+kibpBLq/eONQhzNkWPJ/S/hm/TeHOowhhUUOUv7X2yjZ+eBQh5I3MJIgOgBkWd4ohFguy/J+9feDDVOCCGOwJAhlnEQyQkHAxQ97f0YQC2uKV3OD2xv3WDZSJIgLjrsAn8838iSImN8XAh4XZXufortkOu6Kmpi+/f0SSxB6soFaglAXeeofL3sJItG/k2S+g5GEmxNZAacMqLx+ltVKuExxLEkQeskGI99UJQj12H8/3MepE4uSShDJEm3hPvoyQkAq5i3bF/hHYQ1HbZOjj4sjUYL49qxvp1XY51iSINTonfdTirudTP7brfjOeZyi0glx8xhJEFrZQC1B9I8Re13lQoLQk+q0vuqymDWVMlfPHNgk3NcJa73KMpTPR/5fA+R6NZwhjiUGrJdsyBUDVo8d7p+YARsl2hKxWBHw4A/J/L+CbyBZLBBhSSOVAXd4O3C73UxhSkq+xyYDDuHy+Ok7406q/vRtJr32nxz4l8cIFZQcMwxYvZei2w1LB5gBL1eXoVRglqPMngHrJRuMfFNlwOqxGw/2IEmWhAzYKNEWHi+WbYxr+xvlb/yU4wtu4yNpYhxbGYkM+MrXryQQCLBp8aaUfI9NBhz5fUs/Q8c5v2L0n1Yx2ncQ35i6GN98ZsDqvRQ9Hs/AJuH0br7Jvjdx7OOEQBMVW28iWDKJI5bxQx2OiWEK3+TP4/za8/gmGa7GHdFIeUui4YBjSYLIZpWOkQShHTuZBKGMnawspNI2Ifgp/9V7J4HiSj46Yw19r3l0HxdHogQxIlfCGf2+fgshl4uKpmew+/y4Tv5GdLx8lSDU86pLrw6UBDGsMBgSxO/e/ohnth/EZjsSbZtdGWS/5Ob5XQcBWHBCOfOrRmUtQWRaKi8VCUI9djIJQkEyqUCSuvm0tZWfi9uxWoJ0fuVhiiumIUlNcccwUiWIfCpHOeAShHrsklGUH3mHwo//QvukGXir5sUlftUJ6GwkiMaDPdz6enzp1WwlCPU+dup2IfxZSxB5dQMeDAb8zPb9vH+kl5njpuyu0gAAIABJREFURwHwQaub7m6B/dP9fNAa/ivX1+fhC2PHjBgGPLfKzt8CRRx2H8/fpl5InTQOVLUiTAZsMuBwP/3j7/n8j5nSfS2jt/wnB+b9irlV1TGJX3UCOlsGrF3Nli0D1u5/KEn9qq3JgMk9A7bZbMwcP4pnV80FYOm6v9HT48Jms3Hy5PBGgH6/n1GjRggDDgX4+qklkX3eHmOM6lWrRGzFZMDGviOGAZeWAqV8Mu8XTNt6DVP/vJrLvvobzp95fDTxqx472yTcCWMKDRNp6TBg7f6HuWbAqZajNDESIYeY+PbtjPm/b0PAO9TRmMhjBItGc/T8Dcg2OwWHG4Y6nGGDvGLAgyFBhB93AtGkm9/vJxSS8fv90T7BYODYT8J1dzNhxxrK979M6+euweXxAT7DJIcpQZgSRMJ5i8voPu9JQrbwe8GhgA9ZWGLGzlaCSHc1m5EEkajsJZgSBBArI7yyLzZRtmJBZhKE1vZ6+7TbjQyaBKGsvJlbZWdpXbwEoU4QqNuzkiBkP1P2rqPkw2c5etK38H/xe5SqNmI1JQhTglCQ/p5wYdveuot7e9ZwZ+mPqG8Zl3DlZn2Llxd2eTnQAzPG2Q0lCL1rXT1WotWnqRatMpNwSRjwM9sPxiTKLpo1PqZdjXxhwJv3tvP3w334fD7On1ke9ZVlmblVsQkCdXs2DPhrfZso+ftv6JhxCR/NuJLinh7d4zEZcP9nsxZE6rsVAwivj6nBg/yk+4fcsud2PuwYpbtyc/PeVlq6g8wYW8TcKntWDDjZ6lOTAacAIwZssx2JSZRlmoTT2kPJgJW/9JJkiUvCaRMEuUrCvVl4JpeeXIKndhXFPb0Jj8dkwP2fzVoQkBoDDsM19fP8pOw2bu3+MXf03Moto2+jyzZed+VmVZnEQ5eelHTeVBgwJC4xOVQM2EzCmQDCpQQX9L2CkEO0WsbjqvsPEOblkSra+9rp8A5JkcC8xfu2k/hJ2a1UhtpZ0/NDRoeODnVIg45hw4CFEB3ADuBV1e4Y2j5JJQitTKBdvaZGvkgQiXaiUD/+GO3VZiRBeFydfN/1P3zZ/ybtlPG2ZU7CRytTgtD3XVa/jFAoxBOLnkjJd6RLEIrvu5YTuaXkNhZ5X6U9VAL4kz7qJ5o3FQlCaydL/mmPZyRIEJck2gtOQSoShBq5kiDe+7QHqdfDZyeVRfuPGjWKV5zutEtKKraRBKGUlHS2h2/8ehKE9vEoEwlC9HVw3Ns3UuzfxePFV9JY9EWkYCClR1ZTguj//J2a78QVZ0nmO9IlCMW3qdWDkyo+rPx3JMnKBD6lJnSUdwtqaGr1ADC1RBjOm6oEobe6bWmdmYQDqBBCOGRZduo1CiFWACsAJk2aRENDA16vl5aWFiBcr6FHlSwKhWQaGhqitrqv1lZ/7ulxxfjOrgzQ0QE2m2B2ZYC/fuQhFJI5cOAAL+zqo6U7iCBcGenU4m78fn+MXpzI9ng8yLKMEOEbrNPpjOn7wq4eWrqDVJVJvNcOXq8PpzN8ajweD8FgMMaWZTnOVsb2en3Rz0C0b5H7ECfvupUCTyt3FnyPP3MGaMZKdjx6x+ByuWJ8PR5v3LxG58aoLV1fdUwDNc8JnIBf+FM+vmQxDea5SXauPB5P9P/a61PxTfX31fOtqZSJTEFNZYi3D3u4xfYE5/W+w8ujruXBkvBiqDljQnHjaudNdq1r7TOnCjweeP/THtxuN6dV+uKuZe3x6LWr/w1qjw8YK4TYobLXy7K8Hg2G0w24EmgXQqyTZfkabWMk+PUAdXV1cm1tLW1tbVGm2tbWRsk/mqL9/X4/tbW1UVvdV2urP5fs+FuMb20tnNPQELWXrgu3T506Gfs/DjKjoP+vosPhiEvEJLLtjbEra7S+9sYmZhQEeOjSk6JJNofDEW3zeDwxtra9f+weCgsLYv5yK30LDndQIIIcWPBrtjeOx65pTxZ//DzhY3A6nTG+dvvhuHmNzo1RW7q+6pgGap4POz+kr7ePmVNmpuSbLKbBPDfJzpW9sQnowW63J7y2U/199XyvnlnK1Sr7768c5kfty5ha6OGrRx5g/slddJ9+I879H8eNq5032bWuta+e9xmuhph/V9prWXs8eu3qf4M6Cdg2WZYNS8ENmyyLLMvrZVnuBDqFEEuGOp5jFrLMyYF3AfBNrOXTpX+ib9ypQxxU/uPmv97MrdtvHeow8h7djOIno26h53NXUPLubxnzx+VY/S5jxzzFsGDAEXlhhyzLOw36DXoSDmLLUSrt4SRceqvZ1LaRrzqxppdkyyQJVyz38h/uBzjD/xYfOSfgGTc7GlOyYjyJjsdMwpkr4bJJwiUayx8SHDzlO5SNqqLig6fxBXObhNP7dzPSk3BPAw6F+cqy/Ixep3STcOqVcWGN5ghfmz2Ff/vC8XG+iZJwELsjhs1mY+cBF9s+9usmodT/V5BKEk67SkedWNOW79NLwintAM52P45KW0xi4gS5hdWuu5kQ+pRHi77NudVfilndliyZYibhjH3NlXCQbhIu0VhKwlk+9et0nHIJlv0tlBVZKH7/OXo/+w3deY2ScEpCz1GpPb7+f2NGSbh97W4EghnjwmLdMZOEi0gPOyP/6d58IX0G/Mz2cAnJE8cVR1eM+f1+zplenDEDXnBCOW83t7Plgw4sFkvOGLB2lU64T/gvsN6+beq/vkq70uaotHHm1EIKCgoIBgN8v+iPzD38GF2ijFtKfsI/xGc4U7O6zWTA2c1jMuDcMWDtOH6/H7FnI+Xb78L24WbaZ99EMKjWavvLRp45tZA3Dnh12wDOnFqYEQNW/o1JkoW5VXa2OV3HFANOCekyYKWE5FPXnE5bWxsrNzbF+GTCgFcsGMvmf7YRCASQJIlcMWCIXaUTRvgvsN6+beq/vkq7XnJlaR2IXTt5o/1LbBi1gh5LadxrZmAy4GznMRkw5JoBq2MKzf4mHaPKKP/r7Zy07UrOL/gmrxSeiywsqMtGulwu3vokdn9DpQ1ik2XpMGDtv7E/tzSZK+FM6EMEPIz5+zqK//k0AN2OC/h56fX0WEoNPE2YGKYQAs+Ji2ld8hx9lZ/l2t6H+Jb78aGOKmvkFQNOV4JQoPRV2pOVsjSSIJSxQ6EgIOdMggh/l/gRSPu4p7c6CFmm5MBrjGv8ObbeT+iYsQTX1PNwezyGj4qmBJHdPKYEMbASRNQWozn0hbt5fcuz7JVOIhgMUO5vo/foJ4QKStKKKR0JQs/XlCAwliDUfZT2bCQICD+6yDJxEoQ2kQakVP5OnSBIVjRH/binffwp6PyQSTvup+jgm/grT+SjL96KdfpZlOr4prUjBqYEYUoQySUIvQRXJjEnkyC0fV+3Lwr3Bf6991EcL72Pa85KPj3ufMPCU5lIEHq+x0wSLlUMdwasl0gzKn+nTRBoEwiGDFiWQQgsXZ9ibX2XT+dcT+eMi3H3+ShOg4maDDi7eUYqA1ZKokJsgiuTmFNiwMRfV7+3XcTskqeoePOnFI36f3xZvpA/275MSEgmA84lhjsDhvhEmlH5O22CQJtASMQmTwq9y/FvPUawZCLdp9+Mq+pMWmduRbYVh1mvxZXQ12TAuZ9npNaCWFpXqpvgyiTmdBiw+rraX3ACnV/7DZ6PXqPkrXu5ruuXjLe3s7H4UkwGbCJnsMhBvuB7i6/2Pc9nAu8ROlhGz+e+FW2XbcVDGN3IxjlV58SwJRODDCHwVs2jbfQcNr70Ih9Yw0vC5/h3UrrjVXo/cymhkolDHGQ88uoGPNwliHBbeuXv0pECvtn7KIu9L/KJZSIP2K5g0VevCN90DZJ/pgQx8BKEs9tJX18fn+WzKfkeKxJELmPOVIKIuV49fbwl1YIMBAPM9L9Hyc6NlDSuo2fKl/FMORfXtLPAYjUliHSRSIL43dsf8cz2gzS1xZaM1JMg9n7SzcqNTXS7vZQVhyUJ9Sq5TCWIZIm0ZBJEoqTGZI6wtLiB6vpGur54E4w6gfqic9lbcCoNtjp6+3xcWDkhxjfZI55RsiRZe7YSRKpJGq2dTxLE7a/fTiAQYNPiTSn5HisSRC5jzlSCSCbVPVn8b8y/6BqK33ua4veeYfqB1/G21HL0q78NH5/sj5MgUrleR6QEkYgBP7N9P+8f6WXm+FEsOKGczf9s02XAC04ox+/38+6hLnq8QUoK++JWyUF8HQkjBmyUSEuVAfd1H+WGgo2Mt/2FE4JO6IO+ohPp627DLSbTIibRIk2CkKz/GpoKWvZhlCxJ1J4tA041SaMXc6K2dH0HgwF/9+Tv4u3zjrgkXC5jzgkD1mnrFOV0nrQcTrwCa8vrFBVY6XG5kAK9/Lr7e9hf/Tyf95xEg+VznOmYlNL1ajJgFQO22WzMHD+KZ1eF64fWf/g3IJ4Br1gwlhULwiUl325u110lpyAdBmyUSNNjwDaLwBHYz4SPdiFbi/HMvBBCAT539DkCY6bRVb2ao+POoGjySUhAscuV9DU09fh6tlGyJFl7Ngw4nSSN1s4nBnxW6VlpHZ/JgAeHAWvbXNJCRGkppUCZxct71pnMPfQXfuD9PwJIhA6cwje/dB2+yZ9P+nuOSAacr7DIQUJCAmD0P39L+ZG3+W37buz0wRvgnfLF8A3YYuXTy7Yi20YB4He5KBrKwE2kjO2fbsftdnNW6VlDHYqJFNFhqeTeUf/JiUtmcP/T/0eNdztfE83I1kKA8KKmv/8a/9jP4h93MoHiaYiCWuTCMoORU0de3YATSRB6+7jpSRAKFKnB7/fHJeggfQlC/Zgif7Kbhe4dTAgdYVLoMMcFP6ZYdrOsfAMul4uxR99H7uuivmAe71pmsuSc+QSKJ6gSacXQF/9Yo320SleCSNSWjW8qEsRAzJuu72BIEHf87Q5CoRBzxs5JydeUIAZPgjB8D7jXwx7LTHYXzODU+eFKibhcWII2+kqOo+iTHRTve4nyiN++r75AMBigJrAL6zt/xV96HCHrWHr90wjZSpThR5YEoXyG8CPLB61uhPDz2Ullce/9Kv1tNlvcO8IKxlaUgqcT+rpo6/2QsRW1YC2Ej7dzed/vKQ8epVLupDzUgeN5F0e+vhnZaqdo51ZWep7EL0scYhyf2I6jxVaNzRLe1+p/x63mz24PTX0eHJU2vjlxRsy8Rok0BelKEAPx6Kgt0acnQQyHx2xzJdzIkyBSTaRp3wOOkSuqzsR1yrm4AIunHf/HDZS792Mf70CSnJwW2s3/b+9qY9u6zvPzmvoIZSlWaMWN48BOaaWxuzaeLRnpBxp3szKsSIEFrZP8KLb8WCMXyDagWJtkA/JvQJGi/4YNs4a0QLv9cO0uaINtme30R5EuGyzabYEaTpQwFRovTk3TkkmJokTq7AfPJa+uLi/vJa/uB/k8gKB7yPPyPDr35dFz3veec3b94j8AAHu0zfrgDlz/058D3RiCMBTwg3t3ofDGP2N96TYKgwM4fvt9zCYOIZfLYdvCb/CNgVcwl1xEvyiMJwaw/OOzWN77ReTwSfR9cAnP5v8ef96/hF25KtZO9WGkXMRH1v8S7/ftxedXXsfJ4j8Cf7dab/cAgPz9B7F+10eRvPo6vlQ6g0W5E7e23YU8RlG45+MoLuaxPnAnbu77Mn7U/0X8+28HsC6JRlJuvaZYL8wt4jeLFexPDXhOSkVNAVu36OtlBdyrK+H85GwkbK3fC68K2G3i1+nQg80c+7G84yEs7/4UsFRr/1T/n+GTf/LXGCj8FurmuxiqLiCxVkRhaRnoagV8b+KZkQvfqO9zMA3g1sjf1tTsrctIzZ/CUQCQbcAHfcCHfdix7xh2jI0BeWC88i4WpA99SKL/jl1YHRhBYnkA/X39+J3ah/+sPobHP/0JIDkK3DGKufdv4IG9B4HBYeAPvo4TVx/GalUhkUigWq3gn6YOYrvmUsBePHb/CB4zyqakXO0/7TZ87O4h/MOXH/CclIqaArbbBpMKmAq4Xc5Gwtb6vfCqgN0mflspYCfORhJu+857gZ33orDz4xgYGUEFMMal7lPAdew6CPzVT5BfKCA1djee+ZdfYrE6UHtv/x8CL+aQy9/C2N276iZrRgz3Y3+Er+96Gf/7Xh4P70nh9NOfxu1cDv+nn4KYGziIKzKOxx95pG57ezVTG3wBoG9QJ9Qa/4EJgiDaQWQGYH0c0QKAtN3xzbpOIwm3ficWlcL66gBurm9Hdd1yBtztQk0BG+WAknBOyYXaVKeWtPI6pYtiCMKuzBAEQxCdcnZz/9pZuWktewtBbLbtmueATWfBXRCRaRGZUkpdsNYzJ+HOvbuMsxevob//d5jLlfDAWHLDs7oAmpabJeGufFCb1lg/q9VzwG6SC3M3Snjh3HX8+sYqDu8ZbmtKF7UQhF2ZIQiGIPzg3EkIwksYodMQhEO7sQpBHAVwWl9nARwBsGEA1icnTwPA7t278a9vXMV7tyr46F192DsiOJyqIpPJ1OuXy2XMz8/blovFQv13JpNBuVzG76eqKBZrh1RaPyufz28ol0olrK+vQ0SglEI2m62/V1vW3L+hfDilUCoBb31YrNtns1nbus3Ka2trKJXMK+yqLds127ptp1PbQqFQ5xVku062Zk5b1U6pVHLlC0bZiVOQfePUV6VSqf7bq792wtnN/TN/F8z97qUd8z3zev9KpdKG76C1LoAxEZk1lWfsZvZRGYBHLeWd1gqa/AwATE5OquHhERwYXKuvfsvlchtUqlN5ePZN4EYew8MjmJiYQC6Xw2c+09w2k8lgYmKiXk6++bP6mXDVagXpdLr+njXoXygU8NUHR/BVAM/+aA6XrxWRTCaRTqdt6zYrFwoFJJONFXalUqllu2Zbt+10apvNZuu8gmzXydbMaavaSV5JolJp7QtG2YlTkH3j1FfJy3MA2vPXTji7uX/m74L5O+ilneTlubqt+dqtrfk7aJPsyymlJtECURmAFwCkwiZBEO3i+aPP28UBCcIRURmAL6KhgtMAzttVMifh9lpWv5mTbK3Kdkk4J9tOk3BmO+M3k3DdlYQ7MHQAy1hmEs4HzkzCBQyl1FkReU5EpgCM2iXgdL1XAbya2nfwGbvEWydJOCfbTpNwfiU1zCt87huWSCRtrOVeTcLV94L4yDFXtkzCdZ6E87p9qrVsrOR84dx1/Or6Ch66546eTcJBKfVtfWk7+AINBTx4zzgeGEvi2P3b21LAx8d3YGWlhOPjO2KlgM0rfA6nwtncnArY3pZ7QQSrgNvZPtVaNlZyvn1jWf+dPaqA3cKsgP/tLx7ZlCxzq4Cnj4/hS4d2ubaNigI2r/DJZrORUEzWcq8q4O98/jtYWlpybUsF3Nn9a2f7VGvZWMn5wrnruHytuGkPCifbrlPABBFnjI+Oo5DgmXCEN8RqADZCEMP37nc8181rOS4hCDO8TGEZgtj6EMRPr/0U5XIZX0h/wZUtQxDR8fVm22AyBGGBOQThdLR8O+U4hCC8TKudbDtpt1W5V0MQP3jnB6hUKnjy0JOubBmCiI6vN9sG08m2J0MQVMANUAFHSwF3414QRpLK2Gq0WxVws20wqYAtoAKmAm7HlntBtKeA7bYb7UYF3GwbTCdbvxTwtlYVCIIgiK1BrBQwQxANMATBEMRW2AbRV17rRtHXGYJgCCISU9ZWvKIwzWYIor0QRJDtOtWNoq8nEn1469YKXp8v4/FPjNnV7d4kXOq+eCrgTpIacVAFVl5UwFTAftSNoq8/si+Jy9eKeO3KDRzfN9hbCth6KrKBqCvgTpMaUVcFdryioPKogKmA/bZ9anIE/3U17zSbZRKOIAgiyoiVAt5wJlwMQxDWcrdNy6y8eikE8eLhF7GyssIQhA+c4+LrSqmmCXUwBBG9EIRduZumZXa8ojDNDmJafWjkkKfnSBmCiL+viwgSiT68Pl/Ga1fySCRu49EH7zKSct2bhKMCjq4q6FUF3I17QQTZbhx93VDAr125gXduliGyimq1guP7BgEqYCpgKmB7TlvRTjfuBRFku051o+rrhgIGgPGdjcdMdZ3uU8AEEVXMTM2gWCyGTYOIGSIzAIvILQCzAM6bTsew1mEIQiOq07JeDUH0ox+DVfebuTAEEX9fN0IQQG0rS6B2rbnGLgTxRLOz4AwwBBH9aVmvhiBOv30aK6UVPH3oaVe2DEHE39fNIQigEvsQxKiIpJVSWbs3RWQawDQA7N69G5lMBuVyGfPz8wCw4dpruVXdfD6PTCZTL5dKJayvr0NEoJRCNtugvLa2Vj/0s1W5k7qFQsF1u17a6dTWzCvIdtvtK7/a+f4vvw+lFD438jlXtl7u31b2TRh95bVuVH29Wq2iVKodDKqUgkjttHXNdUxEZtHAjFJqBhZEaQBOAciLyCml1Enrm5r8DABMTk6qiYmJDWfCWc+H81JuVTeTyWBiYqJeTr75M1QqFSQSCVSrFaTT6fp71keRnMqd1M1ms67b9dJOp7ZmXkG2225f+dVO8koSlYp7X/By/7ayb8LoK691o+rrif/+FZLJJIBaWNJQwJprTik1iRYIbAAWkROoDbJmZI2wg/HfQUQWROSEUupsUNwIgiDCQGADsNOAqsMLs0qpS06fwSRcA1FNTPRqEo6b8fSer3dTEu6HANJaJTcdrJmEi35ioleTcNyMx1/OcfB1EUE2X4v7plP98U3CKaUWAFzSP05KmQpYI6qqgAqYCrhT27j4+sP3JDCQr+1n9tn7BvHz98sA4qmAXYEKOPqqgAqYCtgP2zj4+qPpJE5ONRLO//PBdXMdbkdJEAQRZcRKATME0UBUp2UMQTAE0altXH3dSMgxBNFG2WsI4p2bZQgE6VRwU8k4TMt6NQTx3T/+LorFIkMQPezricRtc534JOHcIioK+Nj927G6Wsa2bdvw2fvcr/+3lntBFQTVbtgKmHtB0NepgANSwF/5FPDYgR0YGhrytAm3XbnbVUEUVB73gqAC3gpbPxQwk3AE4QPOvH0Gr7z3Stg0iJghVgo4KiGIxcVFLC0toVqtclrGEAQA4HvHvofl5WWGIHzgHFdfZwgioBCE5oKhoSEAnJYxBOHdliGI7vN1JuFMoAKOhioIqt2wFfDLV1/G2uoavvbQ11zZUgF3n69TAVMB+9JOJ7a9qoDf+PANVCoVfHPkm65sqYC7z9eZhCMIgogRYqWAGYJoIC7TsqDaDTsEwZVw9HWGIBiC8KWdTmx7NQTBzXj85RxHX2cSzgQq4GiogqDapQL2x5YK2L0tFTCogLeinU5sqYCpgP2wjaOvMwlHEAQRI4SigPXRQyeVUo9aXlsAkLY7vlnXYQhCIy7TsqDaZQjCH1uGINzbxjYEoZQ6KyL1o+dNZ8FdEJFpEZkyTku22DEEoRGXaVkUptkMQTAEsRW2diGIuRslvHDuOhCzJNxRAKf1dRbAEQAbBmB9crLxBxVF5C0AOwAYctV87bXcqu4YgFyT97eyXae6TpzC4mjlFWS77faVrxz3PLvHra2X+7elnBFSX3moGytf/3Wt/HsiMmuqO2M7s1dKhfID4Lzp+hSAI/p6CsBLLj9jxu7aa9lF3dmQ2nWq25RTWBytvAJut62+CpGj6/sXMOfQ+6obfb3Zz5YoYB1SSFleziqbsILGgk19N3i1ybXXcqu6YbXrVNeJUyftdGrbbjudtttuX4XF0YnTVrZLX/fPtt26dYgerQOHiJxXOglnigGf1aEGp8E6cIjIrFJqMmweZkSRExBNXuTkHlHkFUVOgD+8QnkMTUSmAEyaB14Aaf36aJQGXw3bpzJCRhQ5AdHkRU7uEUVeUeQE+MArNAVMEATR6+BCDIIgiJDAAZggCCIkROU54NAhIrcAzKL2eNy3RWQUQFr/HFVKPa/rtVyxt5W8LO+9FAYvO04icgS1vjJi+pHoKzsOAfeVq34Jk1OEfH1TX5neC8vX7e6fb75OBdzAE0qpR02D3JMAJk0dPG1esadfmwqBF0xtp/V10LzsOP2N7quUiKSj0Fe6TeOJmqyIHAmBV8t+CZsTouPrVl4wtR2Wr9tx8s3XOQA3MGq+6Uop88qVNGor9I7q30BjxV6gvABAl7Oml4LmNWr5gkwDuCgiad1vUemrWQBnDMWilLoUJC8P/RIqpyj4epO+CtXX7Tj57escgBtIAciLyCnzi9oB8vq/26jFZmdIvNKGg2oEzcvKab9uMy8ip/SUNvS+UkotoLbK8gyACV0nSF5u+yVsTgBC9/VmvML0dTtOvvo6B2AN/d9sAcCCMaXQOKGUMjYOanfFnm+8mmxUFCivJn31rn4tg9qeHZHoKwAXlFL7TVyD5uWmX8LmZCBUX7fyioKvWzk1ea1tThyAUY95bZo2iMgJS5LpIhr/7dIAzofAK2+KG6aD5tWE00XT9ShqDhmFvjqiww4A8C3UviRB8nLbL2FzCt3Xm/AK1debcPLV1zkA1/BDYNOS6CkAL4lIRkQyAFIhrNjbxEspdUm3m4K+6QHzsuN0FrX465R+bSYKfQVgRg/MUwCeDJqX234Jm1MUfL1JX4Xq6w73zzdf50o4giCIkEAFTBAEERI4ABMEQYQEDsAEQRAhgQMwQRBESOAATHQV9HLjjIi8ZDzMLyJnROQ5nz5/SkS2+pEsokfApyCIroOInAHwLaXUJb26a9T0PLAvn6+UesKvzyN6F1TARNdCP7i/afDVKtZ4PriuavXv58wLOqx1CcJPcAAmuhWTAE6idsp2HVoRG1sGPg/Ud7FK699nATzVrC5B+AkOwES3Iq/3NXjKsstdVq/+sm6gsilE4VCXIHwBB2CiW2HsoPUMaruhAagn6Vwl5LzUJYh2wAGY6CpI47SCp7RyzaK2dt/YOjANfXIBapu0n9A2R7RSntLXbuoSREfgUxAEQRAhgQqYIAgiJHAAJgiCCAkcgAmCIEICB2CCIIiQwAGYIAgiJHAAJgiCCAkcgAmCIEICB2CCIIjDQyaKAAAAB0lEQVSQ8P/jU1UHivAxAAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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vJWp7l6sDgI4ON0J4gnVSypjH7Q4vl8sV4LWfuhaV0nyFcpvKv/a5Yx4r1jm8sbWDz1pUjstXKLf5+KDeFeyrqmrwWA6HI63XIllbQ4YMwe12o91bc1+ei5SSWPcawLll53Ld9OuC7S876TIuO+kyDrkOcfmbl4e1/dtFfwuzFWlbe3x3u91hPL788kueeuopJk+ezJ49e7jiiitYv349dXV1waQ5Wt+Ojg6+/e1v8/3vfz9YL6XkhRde4PXXX6epqYnnn38+aGv06NE8/PDD3HDDDWzbto2zzz6bSZMmsWvXLjZv3szq1as5++yzeeedd3jkkUeCdidNmsQjjzzCqlWrePTRR2lsbOTnP/8569ev59FHH+X6669n27ZtlJaWUlhYyKpVq/jZz35GQUFB8LyklHg8nuBvKORaDBdCbAoZuuURghTovZdw86WUPwC/6yFkIo6KANHlABMnTpR2e6enwul0BuV+6Odkyg6Hg3TZilce7LwsVdWMNXU+ntvt9qjtLZZ6oBWz2RT2KK+q3pjH7Q4vS7Vf7VoMFsaavDy14AQAqlZWxzxWrHOwWOoZb4EnLhyL0+lk+5r6YF+XyxUMQ4t1zpm+ro2NjZhMprAENZGrwCInTUVRgsl6hBDk5ORgNpsxqSaEEGFtQ21D1xVmWvnjjz/G6XSyZ88efvOb3/DCCy9w4YUXMnXqVK699lr27dtHXV0d11xzDeeffz7nnXdesO97773Hk08+yejRo9m2bRvl5eVcfPHFPPnkk5jNZh599NEwW9dccw3XX3895513HuPGjWPFihVMnz6d0047DbvdHrR93nnncf3117NgwYIg59/+9reYTCYuuugiVqxYgdlsZtasWdxwww1Be0uWLOHtt99m7969fPLJJ8ycOTMseZHRaAz+hkKuxUEp5TQSIOMTsBBivpTy/sDnKUBjwP9bCNiFEFOklFsyzUOHjsGItZetjZ0NLaSsYc2la4J1w/OGh5Uj28bD1KlTw7KhPfPMM8yaNYuqqioWLVqE3W7niiuuoKmpKaxfbW0tK1as4Oabbwb8Lo1169ZRVlYWnOSqqqrCbAHBnMCJUF5ennI7zbaW1yKdyHQUxGzgPiHEbYGvbtHUb8DNUBinrx4F0U95RUtUkw1REBovrW9kObR/rHOIjHIIjajQoyA68wFH8pg1axY+nz9Pb1NTE5s3b2bt2rUsXrw4jPeUKVN4/PHHufTSS/nDH/4AwLJly3jzzTeprKxk1qxZXWxpx9GOHXq+2ufNmzczderULmOhlR0OR/BzqI3Qz6HnFjneWRkFEZhsx8SoC7oZYtTrURD9lFe0RDXR2vdWFMSys/1ZuB5eJ8Nsazyj2Yp1DhrnaBEVehSEX53u2bOHlStXUlZWFlSNN910Ew888ACKogDQ3NxMYWEhdXV1lJWVsWrVqmA2tD179tDc3Mydd94ZzP37zjvv8OyzzzJ79uwutmw2G1u3bmXPnj1s2LCBrVu30tLSgs1mw263s2HDBsrLy4N127ZtCyYAmjZtGtu2bQv2bWlpYdeuXWH2tPr169dTWFjIrFmz0hYFIaSUidr0CUIU8KK1a9cGv29rayMvL6/L52TK+/fvZ8SIEWmxFa882Hnd9PZeVNWHovh/pA+cPypq+7vebWR7fTsnFZuCbcGvgB/6xnEp8Xrnc08wsc8FJxfH5aXZjiyHto91Dne92xi1DP6XiWazKe45Z/q6dnR0cPzxx4dNEG63G5PJFCzH8tsmqku1nKjtQOG1e/fuoItHuxYTJkzYDWxAXwk3cJVmtvLqCwUcmtjn8jPC6/7d+O/AccrQFbAf/XXFWbby6q4CztoJWIeOdGH5x35PVwn3JGipQ0fvImsnYP0lXP/l1Rcv4UJtRdY99JWHAPjV+iP6Szj675LfbOWVtS/hegLdBdF/efWFCyLUVmRdibUkUFeN7oLwo78+6mcrrwHngtAVcP/llW0K+DXHa4G6U3UFTP9VmtnKS1fAMeoiywNNaWYrr2xTwG9+7v/9lyhnoCtgP/qr0sxWXgNOAesYPKhpdCNInCBnoENL9AMwo9TCwmnWBD0SY+/evbS2toblkehJiJbJZOLYY4/tMS8dfmTtBKy7IPovr1RdEKMLclAUAzNKLWxwONPugugvK+FW72ikptEN+GNR544viNs+2udIF4SWnyJdE/CRI0cSPp6vX78egMrKyuC28tHa6i6ILJ6AdRdE/+WViguifORQ7j3n6GDdxrrwF2XJ8orngtDyAStquMsh21wQitLCuGJ/f1WNPwaxbEW6IAwGQ5eEOtp30crx6kK/i1Wuqqpi69atLF26lAcffDCYDzhaW90FAYZEDXTo0KEjWZSXl7N06VKamprCEujEw7p167j99ts55phjuOSSS1i3bl0vMM0OZK0C1l0Q/ZdXqi6IaH0Howsi2a2S4tmKdEGEJpQJ/a67Lgjtu2ifQ8ubNm1i9OjRcdtKKampqaGyspK7776b8vJyhBDMnDkz6nnE4pBqWXdBJAHdBdF/eaUaBZGXl5eUWyAer4HiguhE/3RBaOXZs2fz2muvsWrVqrAdKb7+9a/z9ttvA/5H/b/85S8sWrQIg8FAU1MT06ZNi+kqGIguiKydgHUFnL283trVTGV1M4piYKbdytzxBWlXwC9t2ssGh//Y/gQ7BI+9eqcT86adYcdOpwJ+a1czVftaOanYBHipaXRzzcs7OXOUOaoC1l6cjRrCoFfAt99+O2PGjOGqq64iPz+fQ4cOBdv4fD7+9re/BctSSg4dOhRUylu2bOGqq64Kax/rOLoCzjB0BZy9vDbW1bOn2YtAoCguFk4bFdY3HQp4Y50LR2PnNkVagp2NdfV87vRhOOIJO3Y6FfDGOv8uF7PHFmDOzQ3uAdfZp/NczjtRCYaOldtUqhqVuOfc2wrYYrHQ2toa/E8IejYB5+bmxlWDixYtCkvtqCVMj9ZWCMGiRYt47rnnsNlsLF26dNC9hMvaCVhHdmOMLXwboUxAiwsOVYYAx+Urwa1/ksHy2f5kPHf+7VDSfcpHDmXu+AKsVisXTBzOksD2RZG4YOLw4IadDoeDqkY16WP0BkaNGpXUjhjJTsCRajASZWVljBnjTwE+c+bMhPzsdnvwRV0i2wMRWTsB6y6I7OWVyMWQDhdErKXJquqN+rIrngtCy5WbrAsiGV7Rzsnj8QTaZI8LAgZOvG228tJdEDHqIsv97VE/W3klcjGkwwURa2myouREfdkVzwXx1hdvBeqmdLEV7VE/GV7RzsloNKIoatxz7m0XBAyseNts5ZWVLgghRCFgD/ybLqW8JfD9fKAJ//b0Ubcl0hVw9vLqbwr4xR0vAnC0esqgUMCqGu4GGShKMxt5qaqa1Qp4Afj3fxNCTA9sxNkY+K5SCLE41jb1ugLOXl79TQGvumAVAEtWJpeOsj8rYJ/PR3NzM8OGDQuGjw0kpZlNvKSUNDc3d7lPskYBR6hbO7AWmAO8FPjOAUwBukzAOnR0BzWNbpasrGbO+KLgy7G+wKpPDrJ6RwOKktOrXIYOHcqhQ4dobOzcq87j8aQtF0Qq5URtBwIvKSWFhTE3d0+IXvEBCyHsQGNA9V4UUT0sSvvFwGKAkpISHA5HsC50cCIHKlHZ6XSmzVa88kDn5XK5kFIihD9MzOFwhPVNVK/Zcrk6AP8mm7H6gv9HrvFwuVyoqorL5QqzrdkaNQR2HWjF5XJxSl4LHo+HV/e/Guj7zS62Qsup8Ip2Tk6nE5fLrzrf2OqirkVFBPpqXOJdC+24keec6Folcx1DFVo6fyM6Lw/Nzc3R6oYLITbRieXR3K299RJuvpTyB4HPTYAtXuPQLesnTpwoQ9eThw5O5EAlKjscDtJlK155oPOyVPlDsrTHcbvdHtY3Ub1my2Lxx9uOGHF0zL7g979qPCxV1cEMX6G2LZZ6ykfCveccza1r6sPqqqqrACixLOhiK7ScCq9o5+RwOLBYOv2vY02x28cbj8hzTnStevL7StVWOn9vA5zXQSnlNBIg4xOwEGK+lPL+wOcpwEeAptk1t4QOHWlDnq+VUrUOy3934DEGHv2lj/ltL9NCHubPGvAW2iFkdZgOHX2BTEdBzAbuE0LcFvjqFinlq0KImwN1hdFewAX66lEQWcorG6MgFO8RrnD9ltI3/sMfj3zu7/gOdIy9DK/Xi/B5uMz1B//3q/1/fiuG8pz5cpzOUSnzShQFofGO1T5TURDRyvF+X6naSufvbYDz6vsoiMDkOibK9/cHPsZ8+aZHQWQvr2yJghih7qO4oY6G4jNRlTxOVnfgHV7KH3xnUZszhsXnn0aLHErOP7eCVLjItpIh3kaWnZ1HzuHdfPThe3yRMwqr1Yrxy21YNz/BodHfwmg4Hp9QehQFofGO1z4TURDRyol+X6nYSrU8iHn1fRRET6Ar4Ozl1dcKuEyt5fvNKznN+xGt79q40fwUtS0+/l/Rw/xs+jBeftcfATB0t5HK6i/5r+sIhZYchiuCNlnEoSHHwZCxPPbxyUHbQxr3UXjov4z8/CYeMxzDK+Z5tLV+J6Vz0hWwziurFHBPoCvg7OXVVwrY0FrPTW0P8zX3P2gVQ3jJcjFv555P7SEf44rzmDO+iLw8c9DuxjoXe5q9uAwS2lWU/DjJeCbMpWHcOcidb+J6/zmucz1B+3vraLzwVTAougLuZnkQ8+rfCliHjkgobV8y3f0hL+Z8h79aL6LNMBSAMTYvT1w4FiBMufjrTBw4YuhiKyoMObQeN5tbd57Eae73+f5YAxgUkBKrr4Um8tJ6Pjp0ZO0ErLsgspdXb7ogjlK/pNy92f+izFLGdfnLOeQxY5YmiLL8ONqjvBbtkHQyHp/Kv3Kmc+4xNvKcTqx1a/nN4btZnvt9NpgrQAjdBaHzSlSnuyAiy/3tUT9befWKC8KgcJb7HRYdeRokOHO+h88yDJexCOF1xXxJF2pXqyOwJDdy6XGyS5GV46ZT+6GdG9qfpNy3g6eGXqu7IHReier6twtCV8DZyyvTClh4O1jiXs5s9wZ2KBNYlvsjbvGawOnsEobm7xNfAZ8x5MEwXikn4xGF3DHkp8x3vcJl7pcpa6qhfd9DtOUUdxkvXQHrvALQFXBkub8pzWzllVEFbFC4q/0eJnu385LlYl62LMTjk2G2Q5Px+BFfAccLaUs2GY8hx8QreQupMZ/IDa0PorZ/hueoUl0B67wGpgLWkT6s+uQga3cdZkaphYXTrIk79CWEYL3pbNbmnse/zF8NfNl1JwoguE2Q3WaMWh9s5/ozAGMtF/eY3jZTOdcWPsUDY8rB6URprkMtKE3JRjoS9by1qzm4dVK/uK46oiJrJ2DdBZE+Xqt3NLK9vh23283c8QU95pUJF0Re/Yco7mZU9QTWKTNQFEPUl2yaC2JGqSXY/8xR5rguiEOeTwCwm9KzI4aTXJxOJ/KL7RRv/CGHx1/CwUlLknZBrN7RwO5DHQjhRlW9VJSaU3ZBVFY3s6fZ3z7RdR3gj/rZykt3QUSW+9ujfrp4xcuVmw0uiOLDWxj5z1vx2MaTY/hFiA0NXVfCLZw2ioWBVCeRCVEiH+W/kv/LmLZ6kg/Y6TsJ1/h5DNv5OyzeZg4ee2UX3tHGQFFyOH5Y1w0+U3FBKIqBccWdWy0N4kf9bOWVlAsiyQBJHToyg690/IuR792Mp2gsh85/Gin60U/SoND81btomfYj8qpfZ8L2u8mRnsT9dOgIIGsVsO6CSB+veNv1dIdXulwQX3Ot47q2xzhiO5Evzvo1Pk9O0sl44o1X5KP8zvanADgh9+qMbEnkHHs5LplLyeYHONuylr+bzwkeO1r7WLZScUGE9k/UdoA/6mcrL90FEVnWXRDZ5YKw+z5jR85JmGc9xlBbSdS+fnR1QcR/PA9/lD/cvjPMdrpcEKF/1alX8rG0UbnnRJRA3HE8F0S0ulRdEJ1jpLsgspBX/46C0BVw+niFKuCXNu1lg8N/rDNHmbng5NR59VgB+7y0tbt5zvxdcsxe7vSAjFCloQp496EOrnl5JzPt1m4p4GRXwr21qzn4cmuMzZSyqj9oPQHVp+Ju/IxLxd95xfp9tKC07ijgeNdKV8BZz0tXwJFlXQEb2IVXYugAACAASURBVFjnwtHY6ae8/IzeVcCm/R9S+O5P+Pxry1ByLEiMcZXmnPFFrN7RgKPRg6K4uqWAk10Jt7Gunj3N3rDEPqmoeqPRyHkn5qNsW8P/HHmbcrPk/+QPQYhuKeB410pXwFnPq38rYB2Zw9hi/3Y+oYqrN2Bs+A+2v1+LOqQENbcIaE/Y54KJw6koNQe3Gco0xthMMRP7JIMLJg6Hidfh/AhOrnqKhZZCXsq7tNt8+upa6egdZO0ErLsg0scr1AUR6+VWKry644LwNlRT9I8lqKZ8PjvrUZyqCVVt7XLcZB7PM+WCiCyn6oIIHS/n+CsYfqiOiz/7Mwcpwuk8OmUXRLxrpbsgsp6X7oKILOsuiNDHVujuo2uqLoh8kw/bB7djQNLw9WexFJbhdTpTetkV+nieKRdEtJdyqbogQssHT7+TPV98SYXnHaxDliQcv2SXUPvb6i6ILOeVOReEEGK0lHJPkm3nAz+QUs4J+W4K/g05kVK+GqOfroDTxKuvFXBraxt5eSM4cOptuJThEKH4BqICBmhrd3Nf3o/xYeDuI226Ah5cvHqugIUQa4DDkV8D5cDYeH01BDbh/EHE17dJKS8SQiwWQtillI4o/XQFnCZefaaADQo5eBky7BjqZz2K1Wol1NpAV8AAnhx/Od8MR7//AK4zbtIV8ODglRYFfJ+Ucl3kl0KI8kSGY0EIsRj4KDDxLu+uHR2JoSV9CX2TnsnjaMllNMxrf5VT3R8i3H8Mtlu7y///uap6cTR6gi+ZQlHT6EYQvS5ZhCbqMYmCmO1qGt0sWVkdxjvdqG5wcc9fPmSZcz2W1jpM8i5cKHH7RI5BKM9Ukves+uQgb2xtxVKVel8dmUfcCTja5BtATQ+Oqe2S3CiEeBr/VvVNoQ0Ck/RigJKSEhyOToHs8XgwGo1dPidTdjqdabMVr5wtvN7Y2kpdi0ppvsKnjdDR4UaIzslYShnzuPF4uVwupJRBW29sdVHXoiIAl8s/8Z3q3cRl7j/wrnIGDZ/X4/F6eWNrB5+1qByXryClZNRQQblNZf/+/cHjlttU2tr8orXcpuJwOPB4PLhcHUEeqqrGHa9ymyRAg3KbD7f7NghwCz1n7Vi7DrQGeYfWh9qNPGeNV6Lx0rhUHrJxd94SftrwID9UHuYe448QhnBb2jmeMdIUNgZAGM9T8lrCrmW86/jG1lbqmlVES2ffdP52e2Ir3u9+APAaLoTYRCeWRxOcSfmAA4p3ISDpdEGcm0zfGKiRUjYJITbjn2jvD60MEF0OMHHiRGm324N1oYlXIpOwJCo7HA7SZSteOVt4WaqqGWvy8tSCE1iyshpVDX+sVVVvzOPG42Wp6mprrKmzPELdyy1tT1CrlPFUwfU8PGYMTqcTi6We8RZ44sKxMc/RboeFUc7JYukMQ3O5XHHH6+rxVq4OqdseEsIWes7asW6NUR85lqHnbLfbkxovjcuSldVUqWfgnOzj7A8f4nPjaF4LpMfUbGnnePXMsV3GIJSn3W7HvGlnkEu862ipqqYUFxaLJSbvvroP4v3uBwCvg1LKaSRAsi/hZgNPR5S7i48AW+BzIdAUp62OfgaLr43bnL/CK3K4z3o7bmHua0r8p80vPE7KS+iSyzhaJ11N1dbNzO1YzduWb+Ey6Bt9DmYkOwFvllLWagUhxNpkDyCEmA1ME0LMl1K+Gngpd3Pge2L5gfUoiJ7zCH2rnyjJTSq8YtkCL0PURnxScE/uj6nHBqq3y1v+yAiCVCI5IHEURGTfDrWpy3jEsp3WKIho16K1lccs15BrbKU1sLFoovGJ5Om/nslFQURu4RTLdrzx625Zj4JIXxSECPhrt5B6FEQlUBTxneZyqIzTT4+C6CGP0Lf6iZLcpMIrli1FyeGgMoobjL/G45Mx3/JHiyBINpIDEkdBRNZNsd4c95zjJcHpaRREtGuh5gyhRZgxGgTntb+NNW9JGI9otiPrk42CiNzCKZbtfhxtkK28sjMKIlnoCjhxXy15jKIYmGm3Mnd8QY8V8Fu7moMJYMptPi4tTk4Bn9ixnVnqP7it/X9ox8zoAv+EU9Po5pqXd6KqvmCSm+4q4JpGNwCjhpDSeCVK89hbCnh7fTsvbdobtDXRs4NFbctpevcgB076X10BDyxePVfAcaIgyoCqeH17Cl0BJ7alJY8RCBTFxcJpo8Lqu6OAN9bVB8PW3G74QRIKuNB3mJvbH0HkFjBueC7twsKMUgvm3Nxg2Bl0JrnpjgI+70QlaKvcpqY0Xtvb/8/fb8jSqOfcGwr4vBOL2V7/ORvrXEFbO02T+Yv6Hb6z+zWOHj4JRSmPaTuUp66A+wWv9K2EE0JUALfQGQVRA7yWTF8dmcUYmyliUu05tNhTLTQrHgxS5cfOZQyRbTR//bc8aBsHdL4N1uJOI98Wp4oLJg4P2goNEUoGrern3T5uunDBxOGs3tHQ5fs/5P0Pc4s+p+SjX3Hc0Af4LGd075PT0WdI9s4tk1KeI0Qwot0et3UaoLsgEvdNdklwKi6IZF52hdpa4PozJ3s/5uHca5lrPAaiPL4nKmd8vGIsRY52zplyQWi2Q90G4EUFPj/t55S+/V1ucD7IddYHdRfEwOCV1mQ8tUKIq6WUK4QQN+F/Mae7IPqYV7JLglNxQSTzskuzVSBcfMP9FuvNs9iQO5uFWTpesZYia+gNF4TfRrjbQPucd1QZX3ztPh7/qAVDjkl3QQwMXulzQUgp1wkhygLFSvw+4IxCV8CJ+/a1Am5WLPx46P00GQoThrTpCji6Ag7aGjKW/4pGUL246qtpE/ldzkNXwP2KV/oUsBDi7wSWBuNfRLGQDPuAdQWcvQrYaBCc6f437xtncFDxv/hTEmyNnqg8mBVw5zFaOLf9Lcr+9gJ15z6P2To5Kk9dAfcLXmndln458IAQ4p5AZISeRCdFrPrkIEtWVrNkZTVv7Wruazo9wnzXy9zS9iATvR9T3eAKJr7JZrg8vn7B8wPT6UhjHiP++RPwJt4xJBVUN7gGxO9vICFZH7CUUi4QQlQEFmesAWKFqKUFA80FsXpHYzCO1e12M3d8Z4au/uSCyG3YzgLXS6zLmYHt+NOwh2wama0uiMJcBaTEPtQYlWdWuCACPA5hZf9pd3Hsu9dh2fhLvpx+Sxee3XFBzCi1oKpe/tvQ1uX3188f9bOVV1pfwo0RQkwOqN91Qoh7k+zXbQw0F4SitDCuuDN5Sn90QRg8rYz84C4aDMUsH7KYh6eNYmEg3Ui0MLNscUEcZTVzlNXMU984ISrPbHJBACjjz6HxwGXYPv0jsuws2svmhNV3xwWxMHCttKRMA+hRP1t5pXVHjC1AsxBiMv5EPE8l2U/HAMJRm5ahtNbziPVXuET/SSJjL8h41GTa0XDKtQxprgbV3ddUdGQQyU7ABVLKWiFENTAVPQ445ceSeMth+40L4piZtNsmsMMxtkdRD6mcY7RyquN15+Q7gcRLfKHvXRDBcoeHPWc95n+BGKU+VReEVh8rEiTe+HW3rLsg0ueCaBZCzAKqpJQtQgg7sDXJvt3CQHRBdKKfuSB8KhgUnKPPQrVaUeqqo/bNVhdEonK2uSDCbEtJ3qev4Gn5EkU5N/h9qi6IaL+JWDz72aN+tvJKqwuiEVgALBJCXAhMI8NhaLoCTnyc3lDAL39Ux6yPl7Ilp5xXjN9GUQxsr2/npGJT/1HAH/oV8C9O/UWfK+CaRv93WrKiUFuxYnWHfP4+w/f8nXFDR7Az5wRe2rSX7fXtnHJ0bhfO2nG1pEo1je6w5EWq6mX3oQ6ueXln1AROqVyLRMmgdAWcPgVchD/0rAy/++Hp+M17Dl0BZ4cCLv70D5zi/YT1uXNQFEMwUY+iGPqNAi6xloR931cKePbYAjbW+UPhZpRagp/jKmCg7eyfY3l1Oze2PcoNBY+ysc7P4bwTiwMJimInVRpXnBeWvOi8E4uD+wRGS+AUbXxilRMlg0pkS1fAyU/Ahb3tA9bR9xin7ubijj/xD9PXWHDJIs5vbeXWNfVU7Wvta2op4bZTb+trCgDMHV8QnKScTmdwAk4EaRrKF6f/nFFrF7H4yFM8Yr2RU47O5YKJw0OyzXXF2GILT1w4Nix50QUTh1NRag7bhqknyEQyqMGErPUB6y6IxMfJpAsiV7q41f1rDgkbT+Yu5qetrWH1/eklXKJyb7kgInlGuhziLhfOG8M/chfy3fYXeb1jLrvEmLDrGus6Op3OqLx6sjtJsmOiuyDS54JoxL/8uNd8wLoLom9dECe7/8tw2cjP8n9Gu7Ggy2Nyf3JB/Pj9HwPwzJxnotb3lgsishzpcki0I8Zf8haww3QKtcYTgku/Ey2vtlqtUXn1ZHeSVMZEd0HER7LJeKrozH62MrCbcVIQQswHfiClnBMoF+J3YdiB6VLKW2L00xVwguNkUgF/pEzif3Ifo81wVNR9y/qTAm444s/D29dhaD1SwG1teHySTwzjQfVS6q7B2Xy0roC7Ue43ClgI8ZKUcmHI3nCQ+p5wrwohfhDy1YLA98uFENOFEIujbcypK+C+UcBH4aBMdbDJdCpNhiIssVZr9SMFnJMTPxFNf1HAWv0IdS+PtN1C238Xoyhzu3COtKUr4NRsZZMCvjXw95aACgZ6tidcxGRrB5LeYXkgYtUnB3ljayuWqmrmjC8K7vrQJ5A+rmt9mOO91VxT9AwuTH3HpZehJeqx24y9fuxVnxwMRiZou5HEQnWDi2qGsSH3LCq2LucEaymfGMaz6pODwRdyM0rj29CRPUi0J1xt4G9k8vWanh448CKvMbBrcmTdYgLpL0tKSsLe4no8HoxGY5fPyZSdTmfabMUrR6tzuTqCZSllkMcbW1upa1YRLa24XC5OyWtJmpfL5UJKiRD+0DCHwxG13uFwdGkbyQPgaMfLnOz9mIdM13Cgw4SqqsFtiTTb2nl0dLhjjmU6xiud1zHyHCLry20SbfelcpsvaDuVsU7EKxpPbSzf2OqirkWlNF+h3KYmxfODo67kzAOfcr1zGT8038cbWz181qIC/sdgEUjB6XA4ovLSjh15rFSuRaIx6cl1jDZembw/M8BruBBiE51YHu1JP9l8wOX4X8Jpe8KVA+cm0zcO5kspfxCtIkB0OcDEiROl3d4Z9RaaTCUysUqissPhIF224pWj1VksnWE/quoN8rBUVVOKC4vFr1rsdnvSvCxV/sQq2iNgZF+t3m63d2kbycN48D8M3/NH/mU6g38MPR+LELhcXXn5z6MVs9kUcyzTMV7pvI6W6uhjq9VfPd7K1QlsJRrrRLyi2Q79TYw1eXlqwQlx+0bybHU9gm3VpVyvPsdDebcw3uKfdCN5RuOlHTuV31uqY9KT6xhtvDJ5f2aA10Ep5TQSINkoiNmEL76YnWS/qBBCzJdS3h/4PEVKuaUn9nT0EN4OCtfdhNds4ze5S4IJzHVkNzxHncIf8y7H4HMjkEj069bfkOwEvFlzRwAIIZL22wohZgPTApPuq4HyfUIILTp+UEdBJNoypleiIKRETPgurYqN5h0WCHCJxqs/RkF4vcltxxPPViajIPz2uzeeK03fQlV9KD4f4AvaCuWpR0H00yiIENwqhHgaf1rKVKMgKvEvZQ4tj0mi36CIgkhmy5iMRkHkmUExISddis/pRNnV+VgcjddAjIJIxlYmoyD86F5yI43XVHU7c9v/xn3W23BjCOOpR0GkZiuboiA03BdIxg70LAoiWQwUBawlLNnT7GWMzR9VkC0KON9ziOI/L+HLKTfQOursLqpsoCjgiYUTw86hO7yyVQFrvEzqEaZ7PmLhkT/wgulSklHANY1urnl5J2eOMnPBybGT62iJfYBg22TGRFfA6VPABRFlKYS4B3hJSpmRJckDRQFrCUvGFecxZ3xRl+QpfaWAhfRxY8fjKPIwxmNO6qJwYeAo4J9+9ac95pXtCvhD09dYq27jwo6/UJUzmZ2mycE20Xidd6LC2l2Hg+F3l59hjZlcR0vso+HyM3QFnC4FnOymnGOEEC8LIbSXsLdJKW8jCVeCDn/CkicuHNu3Mb4R+Eb7m5R7t9Fy+q14C/XcSgMBzw65mi8MI7ih7VGG+pxx214wcThPXDi2S9zxGJspaizy2GJLwhhlHakjWQVcI6V8QAgxWQhRgD83BIAjXqeeYKC4ICKXikYr97YLwu51cHnbb/l3znRso86HkKW3A9EF8aP3fgTAY199bMC6IMBLGzksy7ue+1tvY6ZrDatyvx3TBRF5XtHcVJHXPJKn7oLoPRfEMCHEPGA6UAkMC3xvpzNHRFoxUFwQkclSopV72wUxxf0xzYYCHs9bwgP5+WG2B6IL4isjvxL2/UB0QWi89ijjuVHcz+fGMShCxHRBJOOmiuaWivZb1l0Q3XdBJJuM5xkhRAVwL2ADbgnsjPznZPp3B7oCTnyc7irgV03f5u2cClpkXszwJBg4CviyssvCzqE7vPqDAtZQw3EoPpVj1C9o3+/B41F0BdzPFTAhURDNQojRUspb43boIXQFnH4FPM3zPq3CRrVxHO1KYTClYSgGogJO53XMdgWs2TIaBD9v+RlF7w/ni1N+pSvg3ufVcwWcjmxoOroHLbnKjFILC6dZE3egM6mLdkNUN7iCyWWK1S+5vvURqjmOXw67L7jabTAkcZn/1/kAvPqNV/uYSVekIwlQTaMbQXgiH59QeG7I1dx28FeU1vwejv9lzP7b69tZsrI67PcCqSUJ0tE99Ho2tGQx2F0Qq3c0sr2+HbfbzdzxBXFta4+Aq3c0sPtQB8cHPPR2m5EzR5lxNh/mLs/D5AjJU9b/ZcboPDY4/Fubr97RQE2jGwC3242idAbGDBQXRLauhJtRagmO55mjzN0azxmlluB1m1FqCV5X8PJvZRpNx3+HUbtX8nn1TNqOPjXqeQH8t6GNMTYTZ44y88+9/kQ9nb8nc5ht3QXRSy6IkOXH0wIZyp4GaglZ2ZYpDHYXRDKP+tEeP48fRpekLiN2/Rbrkf+w//Sf87OTZwKwMbC1vKLkMK7Y3z8yWc9AcUFk60q4hdOsLAyka4lM6pIsz4XT/AsmtLrQ6wrgmnEnpv0fMeKDn9MwfxW+3KIo5wXjivN44sKxOJ1O3v+iczVk6O9Js627INLngkg2DrhGSvlDQEgpm5PsoyMLYG78lKFVv6Ft7Ldwjj6vr+no6GXIHAu7Jt5M++gKZE5uX9PREYFkX8JNFUI0AkWBzTmnAOszR0t3QSTzqJ/UNkPmkeRNvo6mMd9Kqm9oWXdBZNYFkSyPnvJsshzH3jFfAZcXZAttLldYe+1vslEPugui96MglgO34Z9410gplyXZr9vQXRDdc0EEbUuJcDsBK97pixkKyJDH3Fh9dRdE77kgMvl7i5aMJ+fwbgrX38y+036K2XpKSHv/38hr7Ef8367ugshgFEQIFmU67CwSugLumQIuqF7J8E+eofGrj+EMBKzoCnhwKmCNl+JRsLV+Qck/72DvuS8gFZOugDPHK60KOGzJsRBicqaS8GhIVgGvq+sIC6My54aXQ0O4BosCtrV/xvAtD9Ex8ivkDB+TlFLS+oaWP3e2YzjiD0HSFXAONY1tCETYeGSbooungLFaaT7rboatWcKInStoOf2WlBVwTWMbt66pZ874Il0Bx69LqwK+RghxH93IB5xphGZ08r/Fd4WVFybcFGRgYYjvCEWVt6FahnN45n3gSfY9azjmjC8Kbkk0Z3zGg16yHnPGFwWjRPrzeHSMnsXhsfMp+vgFOkadARyddF9tDLT7S0fP0d18wBUZ4hNEsi4IVfUGg8eDyWZCyqF9B7wLQkp+1PYYivoFn81+mnZPTtKPqtqxtHJFqZkTjGZGjDg6ZV49Ga9kyqlex6+WfDXsHLrDq6LUzOnFNvLy8mLayoZH6nguCA1fjl9E3pdbMW3/A6p6fbBfIheENgZ3vdsY9jvQXRBR69LjghBC5GuTb2ABRhFp2BU5EZJ1QUQ+LkV9IRXAQHdBmGQHBqDltKUYy87EGNE+Xl8/Yjy6hqA/uiCun359VvDqie1kbcV1QYTg8DefxZdbhPKXPcF+iVwQGmLdc7oLIqyclqXIHwGLgK3g354+kI6yEn9mtG5BCDEfaALs0bZqDrRJWgFrSBSSNdAVsAuFX+TexEOjjwtLMZlMX+1Yye4l1p8UcDbw6i2eySjgtrY2yMuDI+3keRr5rvIu29VvJlTAWt9Y95yugNOvgO+VUm4VQlyIX/lWSin3BDKhdQuBTTkdUsotQojZsXZF1hVw8gq4ULRx7ZHHeT7vSr7IGY41IsXkYFfAV7x7BdCZC0JXwJ3t53rWcpnxjzziLcRqXRywoSvgrFDABBLwSClXCiEWSSn3hH7fTWwCNgshLsKvgCt7YCsjCE1qM2d8Ua/tZFHd4GLJyuqUkuIYpMr1Rx7iZM92XrEsAJE9u25kCy4ad1FfU+hVREvOEwuvWeZz/JHN/LD1CZobzwbjMZknGAeRyaGSTUTVk+OFJrAC/C+fq6p75d5PNAFPCayAA7+knqx9TzdXwkkpmwI7LL+C35XRBYG8E4sBSkpKcDg6o+A8Hg9GozH42eXqCLWNEJ6wcmhfp9MZ15b2+Y2trdS1qAj8F+OUvJaw+sj28Wy5XK4wHtHKqqpSblNxuWDXgVba2toQgWxlHR3umJxdLhffd/+JKd4tPGpaxH88I5EydvtovCLHSys7HI6o46WNdzxeqZZT7ZvsddTK043Tg+fUV7x6ajtZW+U2lbY2f7K7cpsa8zpq7Y+0u/l/7v/l77m3Y33rh3xavgyXSwm2jbyH4t1zkePbnfF6Y2sHn7WogP9xfrrNndHx0u710vzOc1ZVlV0HWpO69+PUDRdCbKITy6O5WxNNwBfj9/WKQPnUwN9yoFur4QIuiEop5f1CiPuEEPOllGF5AgNElwNMnDhR2u2de5aFJi1xOp1YLJ2JQyKTyaiql9C+DoeDeLa0z5aqasaaOm3Z7fYuyVLilSNthfKIVna5XFw9cwJXA0tWVoecRytmsykm54r3n+di7+v83Xwe7wz9JpYo55yIV+R4hZ5ztPHyj3d8XqmWU+2b7HXUyh6jf4Kw5dr6jFdPbSdry26HhSnwslRV00AhD+bfzC+dd3LygZVYLN8Lto32e4p1z0XeJ90ZL4ulnvGWrsfO1Hhp93poAiuHw8GDVWrUc4pnK6J8UEqZMAg20QS8KDQNpYYepqOcIqW8P/D5HmBBD2wNXkgf32pfxQ5lAiuGLOprNlmNxZV+V1w25gPOFuwwTuRwxUM0WifAxo7EHXSkBYnSUUbd7y3W90liecDF4CBLoyCSWXaa7iiIWMs740Ub3DnkLnK87XT4RFLtB2sURDqWIveUV09tZ+qtfuhS5Ibi0/113mZK1TocOWN6PQoiVgRGb0Upabz855X4N5PxOOB0Q0rZRMC9kKBdn0VBJLPEMlE51SiIWMfuEm3g83LM7hc5MvG7eHKstAtL3HNO9hy1vgMxCiIdS5HTwasntntiK/GmnOFxwFd2/J7Z7Wu5reA+HMqxvRoFES8CIxPjFXk/arwURY15TrFsRZTTuhS516Er4OhKs2jTw+TXvILTXIKqjkt4zroC1hVwsgpYG59XTd/m9I5/clvLL7kh715dAQ8kBZwsoilgf8hII+edqATDQ7JJAWuJgfwvJlrCEpakQwHvXP97xte8wl9zv8FnvjNRlMMJzznZc4wcP10Bp59XT2z3xFaqCrjFeBT35t/B3c23cUf7Mqx5fwbFFOybDgW86pODvLG1A4ulPizcqzsKWJsXtHtOs9UfFHD3MrX0EdbuOsz2+vZgnGC2ITQxUHWDK608Tfs/ZMbu+/lAnsRP2i7pszGYM76I8pFDmWm3Jm6sI+sxZ3wRpxyd2yXBUE3OWB4beh0nqTsp+He3113FxNpdh/msRU3LfbJ212FqGt1pv+d6A1mrgKO5IJLJXdqXLggtMdDPzuqasKRHLojmJsrevZN6QwkP5d3EcTmWMNu96YKoKM2jovRo2tradBfEAHBBdCYZMne5pzbmnE6B+XvMOW4OHSGugHS4IFTVy7FWA2azMalEQIlsjS7IQVEMYbaSGS/dBRED0VwQyeQu7UsXhMYlLy8vbk7VlF0QBYUc/voz3L26Dhf5cXP4ZtoF0ReP0JFl3QWRmq1UeYX+dt+0fJuvH3cCJkBproM8W1pcEImW4Gu2k7WV6v2aLS6IrJ2A+6sCjvwcySMVBWzGTYVrI86WkSCK2M+RuKo12jmnWwHHO//ulnUF3HcKOJqtaL/dwv++TPHWx2g+40FUdURYfXcVcLwkVKHHTsZWKverroCTwGBXwEaD4BHjE5zf8RENrhl4SsoTqtZo55zsOUbaGkgK+JITLwn7XlfAyStg7fckT5qHb/crjPngdo7Nu5f9yqhgva6AB6ACzjQiE+5UlJq73TftCTukZPGRpzlX+YhnLFfiaTiWte9VU93gCiabj4T28i9WfTSkkrSlP2PhuIV9TaHfw5dbxKHzlzPsLxfzfy0/5daCB2gy9O3OIFrinnj3RbQ+ofduXyNrJ+BMuyBW72hg96EOhHCjql5OL7aF9Iv/SBPZt6LUnFYXxCWuFznX/Xee8H6Lt3LmouxooKbRzRibiTNHmfnn3o4w2zPtnS/lzhxlTurxfEapBbfbjaIYmFFqYYPDOWBdEIc7/G/Gi8xFugsiCVsx8wGLIppOu4fSjddxe8vPuWnovaghqzB72wWxekdj1Psintsg8t7tco7oLggg8y4IRcnh+GGdNvPy8pJ+pInsG8mlJy6IUXzJfPcq1prn8ED7Qk5RDChKDuOKc3jiwrE4nU7e/6I+zPbCaaOCe99FJgcJ5Rf6eeE0K3PHFwTLG+uqu5zzQHFBLHl3CTA48gGng1c8N4Bz5BTus95GnmxD5JhR1L5zQShKIq4HzQAAG0ZJREFUS9T7Ip7bIPLejXYc3QUxiPGFMoJbht5NnWkcNOubH6YDi09OeB/oSAFbTVOCn0/w7sRhmIBXJO/60tGJrJ2AM+2CiHQzpPJWNVZ9T1wQfPwqCIGqnsguMQbFJ7ucU6LHtMjziCyn+iZ5oLggTredHjwn3QXRAxdERH2x70t+2XoXm4xTuS9vaa+7IGL1jXedY0X/6C6ICPSGCyK0faouiGj13XVBfFV9j2PefxT3MdNRDCdHnKshpce00HbRyqm8SR4oLogD6gEAji88vk959cR2T2yl0wURWt+ojOB5y/dY7HqWG12/xjrkyaR5pcsFEa1vIhdEMvPEoHdBDBYFPLX9X9zqfpT24Sfx+Rn3olY2htnWFXDPFfDSfy8F4PcVv9cVcBK2UtmU8/Wc8zHluvl+++9pWXMDBybdmtRxdAXsR9ZOwOlSwFqCHIBym+Tq8bEVsNbW0ejBbjP2WAGHhoZF9l1X14Fz+9+4pfUBapTR5H9jBUNNVhSlhZrGNkRgE5JYCjiabQ26Ag6v01fCpa6A4/2+IutfN10Ehhy+/9nzHBBTeLr1q0D0Pd2iKeDqBhe3rqlnRmn81Kqh93JoW10BZzFCE+S4XHB1Em3HFluYUWphY133X4KFxhhG22Rz7a7DnOOspsY4lteP+wmXm6zBfto2L1X7WrtlW4eOniDR7yuyfmOdi9ct3+Ebs87myX8MxXHYf9+oqjcYnZPoWNUNruDvPhZC7+VEbfsLsvYM0uWCAG8wSLujwx3XBaEl07n3HH+ymQ0Of9vuuCC0pDVaOfS4Fm8LLvJ5u/BSKs49ilMPHArWdyZHyeOmt/dGPU4s21o5FLoLQl+KnCqvRL+vyHrtPjlkPQHV9xlfLWjg4vaX+bV3cczjai6IilIzFaVHd/mt+9uEuyC0+1Ori3X/6S6INCBdLojQcrykN6EvzhI90iTjgoj1yPId95t8x7WSWwuWcSDnaIYWDsfY2JLU41J3HqEjy7oLQndBpJtX6H2iKAbGevfwNc97HOP7gnzjb5G5RV36JkpC5Ue4ayBREiDdBZEihBD3SSlviVGXNgWsIV7ax1Sc+sko4FC0tbWBT6W46lGuaPsz/8g5nS9lQfA8YimU7iYFilXWFbCugDPBK/Q+UVUf7+acQXuewk1tDyFXXcbemb/Gm1cSVQHHuh/933VVwKF1ugLuAQLb09tj1Q8kBSy87Rz74V1YatfwRu63eM58uX8VEfGVpq6Ao5d1BZyard5WwIqSwybLmfxUDOGXrvsorVzMoW++AHlFugKOQJ9MwEIIO/5dkbsNLamGo7HnyWSq9rXy1q7mbvWtbnCxZGU1quqNycW247fk1q6l+Su38Hz1mVQ3tCFwZV0SnMGSnEdH7+AT40QOnvs7rFt+g5p3FLg8cdun+/enJeuB6BEZ2YC+UsB2KWWlECJqZWDb+sUAJSUlOBz+udrlcgX/vrHVRV2LSmm+QrlN5V/73EgpEaLzIkeWVVUNsyWl5MxRgqp9sHrnITQ+DocDj8eDy9URVjYajV36ulyd5VFDBeU2lf379/vbSulf3VZ0DsPKS2kaOpVym5u2NhACym1+Pk6nM8gLCB5Ls6udQySP0LbJlOPVldvUpHmletye8IpWTpWX9rtJdfzSyasvxy/TvELvk44Od/D3KqXkvy1WOP4G+Gw/0nUYcXgTXx4zG5fLFXY/Rv7+tPtZqw89jmY78r6IvF/f2NrBZy1+JdvW1sZ0m7vLPaXZCh0fp9OJyxU+F3RjvIYLITbRieVSyi67wff6BCyEmC2lrIzXJkB0OcDEiROl3e73VFiqqoFWLBb//5BjTV6eWnACAFUBFRr6aBFZdrlchNpSVS9Xz5xAVWN4X7vdjtPpxGKpDytrjxqhfbWwttB6p9NJ8cF/M3T7sxya+xwtHcVYradgA+x2WBiRMMfhcAR5hdrSjhPJK7RvKuV4danwSvW4PeEVrZwqr+tyr/OfY2lq45dOXn05fpnmFXqfmDftDP5eVdUbdlzj+7+meMdvGCm/wJq7AGc7wfrI3592P2v1ocfRbCe6Xy2WesZbOtvb7fYu91Q0ng6HA4tFDbPVjfE6KKVMEITXNwq4MeD/LQTsQogpUsotfcAjM5A+hm1/Gtt/nsV91CSE1wUkn2tYR/pxTuk5fU1BB9B44vfINahYty7nV8oWfmG8rq8p9Tl6fQLWJtuAm6EwVrtEURD+v12X+KYaBeF/cxs/qiFWFETkm2XFdYhj3v8pQ+o/oMn+Tb6cdgtSNXX7LXVvRkGkwqs7tvqSl6PF/3hpz7frURAZ4BUZBRG6jD7suK529p9wNUOHjmHEez/jcfVWDjseob34lC62I++x7kRBRFvWrEdBBBDqZohRHzcKwo+uSW5SjYKIF22QKAoi8u3nyH/9nNyGrdRPvw3f5MsZGuLj7s5b6t6MgkiFV3ds9SWvX7z7C0DPB5wpXtGiIPyIkSjqxG9x0ycFXNXyJCOPHosxr+uxo91jqUZBREvso0dBJIl+o4B9XgxeF21ehS9O+RHixKtpMo0gr7VzGbGugPuW149O+hGgxwFnilfSCjik716O4nbz7fxatUBzE0dteYim476Fk/GBvroC7lNkSgFHJtxJRQFH9i1y76PondvxWkfw2en3kGstASAvwjEfaiNaOZ4C1hLzjC226Aq4m7zOKjkrK3j1xHZPbPWWAl5X18F/GtyUjxwaqOm8P/1ho43Bto5GD6OGCqxWKzlNDgo+W0OB401aTr+VthMWoCg5bK9vZV2dP7Jh9Y7GiDDPnivgWAmH4ilg7TzOO1EJ8lKUlrC9IQeEAs4UIhPudKfvhOFGbjSvovi1P+HLLcQ19dqMcA1NzJMNGwj2V3x04CMAppdM72MmAxtazO2c8UXBz6F1NY1uxhX7p5yxxRbKbf5Jzlto58v5r2OtvJnC935Kbu0aLiy9jqp9nTb9ffOi2u4OupvQau2uw2yvb0dROnkJ/CFt3dmcN2sn4Ey5ICIT7qTiglBVL18rOMDDvsfI/aKaltJzOTD1Rnzmwow8uoYm5gnlkYpt3QXRxt3/vhvQ8wFnilfoo/5JxSYqSs2s3tF155fRBTnce87Rwbb79+8P4ZXHF6fdy4h9bzN825PMP/ITXhz+q6Dt0L6a7Z64ILQkQNo5JOuCiJyDRhfkoCiGsPQIAeguiGguiGgvtJJyQUiJouRwRNhQDAr7vnY/4oRvMiTkaIP9UT9beelLkXvHBeFH+KN+5P2ZiJc69Uoaxs/F0N6Isl4wxOCmzLuHT5RxMe/17rggEo1XLBdEtDkoxkvy/u2CyKQChvD/2eIp4BzpQdm0gmM+fwfpvZUmkYdjzm9pc7nIS5M6HChKM1t56cl4ek8BRyrNaC+9E/MaAuYhqOpnfL39db7b/iL/yDmd9i9uxjN0ZEpPrIl4xRqvZBVwnJfkugLukQKWPs7y/pPL2v5IyZZ6jpRMJ9/QgdOQjzU/H4TQlWY/4aUr4P6jgEPLimLgr8bvoAj4jus1zG8tpHXi/1AgZtKsJN4RQ1fAvYyeJPMI7Wtoraf079dwY+suapUyDp2/nIMFk3CuPZAB1jp06IiFDpHLy3mXsMY4kydK/op12wquMe3kvrwbU7Kzvb6dVZ8cTPn4WtKvTL0Iz9oJOFUXxIxSC263G0UxMKPUwgaHM2kXxIxSC94OFyNFA+NLx9OsmhmiDOGJvOvYaPwa9xceF/URJxT6o3728tJdEP3NBdFpS7t/v5Q2Pp/2E0zHX8wf3juIqvooUfcyy/0ObQ1X0eYzx3RBzLRbqdrXyuodDWEc442X5oJYvaOB3Yc6EMIdcZ66C4LQR4mF06zMHV8QLG+sqyYZF0S+2cAVlo0sES+geF0cmFwJOWb2z3mK99bUYyD2I47+qN8/eOkuiP7rguhyr1vLqTdVo6heTnVv5ZKOl5FvvE5z2VyOZQ77lVFd7teF00axweFMvEIvhJfmggA4fhgRrk3dBdFjKM59HLV5OQW1f8PgOYLLdgKtpy0Fw6AdEh06+hXesnyD7cZJ3HvMO+T/93We8P2Ff5nOALmir6kljaydbVJ1QUD4o0S0qAiL7whDPUdoNhTirt9FcfVrOEvn0DT2Ihrz7P542yNtQVvJblEUeezB+qifrbx0F0T/d0HEiniqE8ewt/wm3KMv5ZMNL5KDl2GtrbQdOcLctlVsySnH6Tw66SXSGi/NBRHJo/M73QVBvEcJ7ZEnz+BlinszZ7j/yXT3B/yd83l+yNUox8/EUfhX8opLMRJ9+XCyWxRFHjtRXWR5oDzqZyuvO06/I+x73QXRj10QdI14slqtOBnJy0O/C8CZVitG5+dc6XqBRTyHe80JzPdM55/KWRxSirvwiDxupAuia3TVIHBBpEMB/78jj3OW5z3MuGkS+fxdmcn6nK/5V620ttLmy0UNSfYRCl0BDxxeE/ImALoCzhSvvlTAEOP+VIZxVf5yvur+J5fxIVe0/44r2n/H/w35PzYbTqG16RDSYAQhdAUcDZoCLjx2/KJb19QzZ3xR8H8aR6N/7bWWREN42jB+uZ3hte+Sd+QzDp/zOIqSQ6vByjrzbP5tPoMdOSdxpN2NxWwJboYJ8f/nV5QWqhtc3LqmnhmlXeMOdaXZP3h92vYp0JkLQlfA6VfAkYlttERS4fdu6go48l73f5/cSrhm41H8zfgd5l54M9e9uIGvqe+z23QiijRw9J7XGPKfP9JxzKk02yZhsM9AtY4CIXQFHIoO1Re8uBq0ON8r8zcx/C93YTy4AyFVpFBwl0xGeI4A8ILle10GLhVocX/VDa5gUhwd/Q/3fXQf0JkPWEd6ES2xjZZIKvLeTQUz7VYUxRVmt7uoV47mNdN8f0H14rGNw11SjnnvPzlm95vwIXgKymhY8FcAinyHaBEFqCKz93zWziiaC6LomGO5fOhHlLXWUqbuocxSS+u0h+mwnYBxt4K3NQfnif9D2/DJNA4ZQ27BUdAho76EixUHDNEfrSpK86goPZqb3t4b71GjS//B+qifrbzuLL8T0F0QmeKl3Sda2el0BhNJ3fVuY0yXYSJeZx9rZO74gjC7fjupLUWOlqf4YNEUOG0KSInvwA5sLf9B6WjC2XoEj8fDLS2/okz9/+2dXWwc1RmG388/cezWYbukuOHP1ZA0pqRCcRMEalUVMKitKiFRk6jqRS4IzkVvUKUSuO4FBBUuUbEEquCKJkWolP4l4gIBuYgTqrZqSKJMCwGJkMgxOPWS7K5PL+bseDyeWe94ZuecnX0fKcqendlvH49nj7/95sw5/8V/er+OMz0O3L7NON23GR/2jvoOjViFLkHsuL73kf0Lv0YdPTjXexP+2fct3DZcwrrhYcxv/iHmtu8CAPQCWB+4kBZ1a3LcrcgN4r4OrWVlim78qm+r1+3Dt1vhlSZ2mlgmvaIu0KX1SjoZj1cSiV+pY15uQ33LnagDGNZerw3+BFtr7+OW2lncU30LP67+FUfX3YWnh58AAOxfeAZzPSV8JJtwAZtwoec6bFh/M4Ah+0sQIjIJYA7e8vSRyxI1MuAbNl2HR7/8K5zrvQlVWYd6fRHP9m8CVslmssiA42IxA+4srzc/fhMAcM8N9zADztkr6gJdWq8sMuDVhqG903cH3um7AwCwWKvhRvkUPVhEvV7DOlSxsf4ptl89gSEslVhm3/0pFsb2QWpfALZmwLrzhVLqiIhMxS1TH7wI98GAt0yJNwd9raW/1syA6dXg5WMvAwAeGHvAqFea2GliMQNuca26gNfyi3DA+d6bvZgArqIfj5eeAZTChtoFfA2z+OriBez55h0YWj+EDT0LQIsZcM9qO7SBnQBc/dgFMG7AgRDSwZydvRp7ge+1f13EL//8UaoLgC0hgks9ZZzuH8NvP9+BqbcG8KdTn2HxSyMthzBRgggvRX9teAe9ZP0UAAyP3IxKZelAKqXgul7/Xa1W0d/f728LtiuVCpRSEKn62+v1uh/Ldd1l+yeJFX5teP9m26La8/Pz/s+UNha9Vr427neep5fJ42fSq1K54m8LfnbTeG0v17GwAIh4jxu/18Z7/eHvFXzweR2jG3r97VeuXPU/v2GPqONVqSytaB7uRwD455RSCt+5UVCpAKfOX8bCwgJ2lq8CwEYRmQm8ZDqq3GqiA54DUG62Q3DJ+m3btqnBwaUhKPV6DY7jAPAO1LJieqA9+N6ZFUPHKpUKGrEcx1m2f5JY4deG92+2Lartuq7/M6WNRa+Vrx08E/07z9PL5PEz6TU4+Im/LfjZTePlOMDuqN9z4L22rKvhN7tu9dsDMyf9z2/YI+p4DQ4ulSBWDkG97Pcj9XoNe+8ew14AP//9mWDsi0qpHVgFEyWIY1jKgh0Ahw04EEKIcXLPgJVSh0TkMRGZAFCKugAHLL8VOe5KKkdB2DXawFYvTsZTrFEQce1m79XOyXhibre2cxQEACilntYPIztfvY8/GU94mSGOgrBztIGtXpwPuFijIOLazd4r3SiI5rcih/sJ3bZ3HHArMANeWyx6MQO2yYsZsIUZcCtkkQGfnV2AQPy5I9JkwMFYzIA7y4sZsNkMODxRT7u8VsuAoyb2iYrFDDgDGpOBNBbTO3zqUmaxSGfx1HefMq3QtURN1GOCLCf2yRJrO+C0JYjGZCBDQ0MAgL/8u7bmEkQ4FksQneU1MuQNjGcJIn+vqIl62uXVrAQRN7FPVCyWIJC+BBFu9/b2rbkEsZZ2N37Vt9Xr6OxRAMD9o/cb9UoTO02sbvFqVoJI6tX1JYi0GXC4Xa+vPQNO2u7WTNNWr+feew4AcFf5LmbABfZqlgEn9WIGzAyYXhl5vfiDF73n16/8nefplSZ2mljd4sUMmBALKa9veuc7IcawtgNmCYJeWXm96r4KAHjQeZAliAJ7sQSRISxB0Csrr9fPeef/ntv3GPVKEztNrG7x6sQShInJeAghhMDiDJglCHpl5cVbkbvDiyWIDGEJgl5ZefFW5O7w6sQShLUdMDNgemXlxQy4O7yYAWdIOzLgc/NfoOd/1dgJdTolo6MXM+AksbrFq90ZcHCNubgM+OzsAh7/2ydAp2fAWXPf1q/4SxJxQh1CSBKCfcZ7H1+O3SeYhbeCtR1w1iWIe0cHcGv/AK6/3psYhCWI7vFiCaI7vNpZgrh3dMCfVOgXf/wwsgQRnLTrNZYgVraL8pWaXixBJInVLV7tLEEEt7e4ukZnlyCyzoCB4mR09Erm9eydzwJgBlx0r3ZmwGtYXcP+DFhEDiil9kdtYwZMr6y8RoZHrPBKEztNrG7xYgacAL0qstPq/sFlTQhJwiunXwEA7P7GbsMmpN10Wj9hpAMWEQeA22T7FIApABgZGcGuch0VPQJke3kRruu9tFqtor9/6UCv1p6fn/dfG96eNFazNr3s8nrpHy8BAHb27TTmZfL4dYvX9rKK7CfW4lWpiN9WSi2LdeXKVYhUI7cFYm0UkRksMa2UmkYIUxmwo5Q6IiKRG7XoNABs27ZN7b17DHv1tvn5eT/lDz5upe26LhzHidyeNFazNr3s8npj6xvGvdLGThOrW7z2bh2O7CfW4jU4uFSCqNdryzwHZk76JYjwtkCsi0qpHViFtnTAIjIJIDwJq6s73Qml1JF2vC8hhHQSbemAlVKHmmye1fXfEgBHRMaVUifCOwVHQWR1Jb4oV/XplczrhfdfAAA8PPYwR0HQq7tHQTQ6W13nLTXZzx8Fwav69Erj9fb5twEAj+581KhXmthpYtEruVfhR0EE67xRMAOmV1ZevBOOXsyAE8IMmF5ZefFOOHol9VotA3ZnvVEQTjn2Z7A7AyaEkE7kbmcYvb3eeLfvjQ6mimVtB8wSBL2y8mIJgl5ZliC+f1M/frT1Gv+1LEHEbAu3i/KVml4sQSSJRa/kXs1KEC3G6uwSBDNgemXlxQyYXllmwC3GYgYcbhclo6MXM+AkseiV3KvrM2BCCDFJHhP7iFKqbcHT0ChBAPgZgJOBTdcA+CzicSvtjQAuZhSrWZte9Mo6dppY9MrfawuAV7BKCQJKKav/wZtFKLLdbFtMeybDWPSiV8tehj3pZchrtX89sJ/wX4/XW9wW1W4WO2ksetEriVfa2Gli0cucV1OsLUG0AxGZUS1MEZc39EoGvZJBr2Tk6dUJGXCWxM49YRh6JYNeyaBXMnLz6qoMmBBCbKLbMmBCCLEGdsCEEGKIwnXAInJJRA6LyGOB5yZFZEJPAh/7XJ5eIlISkXHtccAWr9A2q7wCx2vSMi8bzq+Wjo1pL1vO+yi30LZc3ArXAQN4SCl1n1LqacBfnw5Kr0OnD+SK5/L2ArALwA6ll28SkSlLvBB4b0c/tsXrCX28yiLi2OCl39PVDm7jQ23Aa9VjY4MX7Dnvo9wQeP9czv0idsCl4MEEsBNAY91oF8B4zHO5eimlgstUO9rDuBcA6LYbeMq4l84+jomIo4+dLcdrBsBBERmHt9r3iby9Ehwb4162nPcxxyz3c7+IHXAZ3sKfz+t2eN25a2OeazdhLwD+L3xW/4W1xctpnJAaG7xu0e87KyLPi0jJBi+l1ByA5wEcBPBtvU/eXq0eGxu8AFhx3se55XruF64D1n/N5gDM6a8Pc/A+NEGinsvbq8GkUmqfLV4iMtH4uhXAuJd++qx+7jiAKRu89FfSI0qpW9D8nGs3rRwbG7waGD3vNcvcTJz7heqAdT0p/BXhGJb+ijkADsc8l7cXRGQyUEsct8RrNlAvdCzyOhZ4XIL3wbDBa1yXHQDgSXgf1ly90PqxscHL+HnfxC33c79QHTCA3wHLCueHdJHd0ZlKSSl1JOq5vL30ex8QkeMichxA2QYvpdQJ/b5l6BPPEq9D8OqvE/q5aRu8AEzrjnkCwC4TXq0eGxu8LDnv445Z7uc+74QjhBBDFC0DJoSQjoEdMCGEGIIdMCGEGIIdMCGEGIIdMCkE+hbg4yJyoDGoXkQOSsQcF2uMPyEieQyPIl0ER0GQwiAiBwE8qZQ6oe+0KgXG6GYSXyn1UFbxCGEGTAqHHkC/ovPVWWxjzK6f1er/HwveZBHel5B2wA6YFI0dAPYBWNZx6ozY0RPB7Af8Ga4c/f8hALvj9iWkHbADJkVjVs8xsDs0+5yr78QKT66yokTRZF9CMoUdMCkajZmsHoE3QxkA/yJdSxfkkuxLSBrYAZNC0JiPF17mW4LXEZcCUw068CZcceBNnD6pXzOuM+UJ/biVfQnJBI6CIIQQQzADJoQQQ7ADJoQQQ7ADJoQQQ7ADJoQQQ7ADJoQQQ7ADJoQQQ7ADJoQQQ7ADJoQQQ/wfzKdfgTrR0TgAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"peaks = np.array([np.array(find_peak(angle_specs[0][i], angle_specs[1][i], [450, 800], 80, save=(str(deg_angles[i]), 'winkelmessung'))) for i in range(angle_specs.shape[1])])"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"angle_energies = EE(K=(peaks[:,0],peaks[:,1]))"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hiro/p3334-pracb/Projects/UNI/Prakt/FP/CS/auswertung/utility.py:73: RuntimeWarning: invalid value encountered in arccos\n",
" return np.arccos(mu)*180/np.pi\n"
]
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = set_up_angle_plot()\n",
"mus, d_mus = mu(theta=(angles, 2*np.pi/180))\n",
"ax.set_ylabel('Energie [keV]')\n",
"smooth = np.linspace(deg_angles.min(), deg_angles.max(), 1000)*np.pi/180\n",
"ax.errorbar(mus, angle_energies[0], xerr=d_mus, yerr=angle_energies[1], label='Gemessene Energien', linestyle='None')\n",
"ax.plot(np.cos(smooth),E(E_in=e_am_2, theta=[smooth,1])[0], label='Theoretische Energie', linestyle='--')\n",
"ax.legend()\n",
"save_fig(fig, 'energycurve', 'winkelmessung')\n"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(array([57.31971222, 56.04628474, 54.08716553, 52.42191421, 50.26688308,\n 49.77710328, 48.5036758 ]),\n array([2.15901168, 2.13651454, 2.10887741, 2.08271753, 2.09660909,\n 2.04375872, 2.01741245]))"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"angle_energies"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 8.66025404e-01, 7.07106781e-01, 5.00000000e-01, 2.58819045e-01,\n 6.12323400e-17, -2.58819045e-01, -5.00000000e-01])"
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mus"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[6.44000000e+02, 2.54011702e+00, 2.81246280e+01, 1.47510864e+00,\n 4.68152263e+01, 1.99482457e+00, 1.34460976e-22, 9.49925820e-01],\n [6.31000000e+02, 2.42444059e+00, 2.66667305e+01, 1.40375335e+00,\n 3.67646129e+01, 1.58425454e+00, 6.61944458e-01, 7.82612861e-01],\n [6.11000000e+02, 2.80759755e+00, 2.54482901e+01, 1.58327314e+00,\n 2.65410177e+01, 1.43867190e+00, 3.10564705e-01, 6.24595260e-01],\n [5.94000000e+02, 2.86221732e+00, 2.38276666e+01, 1.53539166e+00,\n 2.29337906e+01, 1.41730342e+00, 7.49989406e-01, 5.18821976e-01],\n [5.72000000e+02, 5.37964771e+00, 9.59226724e+00, 2.75939451e+00,\n 1.10000000e+01, 3.18132227e+00, 7.38607215e-29, 8.30821582e-01],\n [5.67000000e+02, 3.06576526e+00, 2.85090756e+01, 1.86022744e+00,\n 1.94975573e+01, 9.45929222e-01, 1.15732900e-17, 6.16575420e-01],\n [5.54000000e+02, 2.56863764e+00, 2.56729848e+01, 1.41929623e+00,\n 2.15262806e+01, 1.07086439e+00, 3.76781597e-01, 4.17206128e-01]])"
]
},
"execution_count": 127,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"peaks"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"rates = np.array([find_rates(angle_specs[0][i], angle_specs[1][i], 7*60, peaks[i][0],\n",
" peaks[i][2]) for i in range(angle_specs.shape[1])])"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[9.08571429, 0.28300301],\n [6.94761905, 0.20292644],\n [5.10952381, 0.16485409],\n [4.2 , 0.14979199],\n [1.15 , 0.11346431],\n [3.76904762, 0.13198725],\n [4.03571429, 0.12977829]])"
]
},
"execution_count": 129,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rates"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hiro/p3334-pracb/Projects/UNI/Prakt/FP/CS/auswertung/utility.py:73: RuntimeWarning: invalid value encountered in arccos\n",
" return np.arccos(mu)*180/np.pi\n"
]
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = set_up_angle_plot()\n",
"ax.set_ylabel('Zaehlrate [1/s]')\n",
"ax.errorbar(mus, rates.T[0], xerr=d_mus, yerr=rates.T[1], linestyle='None', marker='.')\n",
"save_fig(fig, 'countrates', 'crossec')\n"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hiro/p3334-pracb/Projects/UNI/Prakt/FP/CS/auswertung/utility.py:73: RuntimeWarning: invalid value encountered in arccos\n",
" return np.arccos(mu)*180/np.pi\n"
]
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = set_up_angle_plot()\n",
"ax.set_ylabel('Relative Zaehlrate')\n",
"ax.errorbar(mus, rates.T[0]/rates.T[0][-1], xerr=d_mus, yerr=rates.T[1]/rates.T[0][-1], linestyle='None', marker='.', label='Gemessen')\n",
"smooth = np.linspace(mus.min(), mus.max())\n",
"crossec = klein_nisha(smooth, e_am_2)\n",
"ax.plot(smooth, crossec/klein_nisha(mus[-1], e_am_2), label='Klein-Nisha')\n",
"ax.legend()\n",
"save_fig(fig, 'rel_countrates', 'crossec')\n"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"thicks = np.sort(np.array([10, 20, 2, 4, 6]))\n",
"exact_thicks = np.sort(np.array([10.2, 20.4, 2.3, 4.4, 6.6]))\n",
"thick_0 = angle_specs[1][2]\n",
"thick_specs = np.array([load_spectrum(f'../messung/thick/5_{i}mm.SPC.dat', absolute=True) for i in thicks])"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
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jRpYuXcr3vvc9duzYQU1NDWVlZbz44os88MADlJWVKQQRzVYIIrW+UrVzAUFEwwC5giAiy/PzzSmfs9ncGbXveGNitCMRhDbJGifcSFuYetM7CiHC0j0KIcLqJoM3IIgi2tvb9Wxoy5cv17Oh3Xjjjezbt499+/Zx/fXXc/755zN//vygL0KwadMmPRva1q1bmTVrFl/5yld4/PHHMZlMPPLII2FtLV68mJtuuon58+dTU1PD008/zaxZs5g1axY1NTV62/Pnz+fb3/62jkMCgQC//vWvMZlMXHLJJSxfvhyTycT8+fP19o499liWLFnC6tWr2bNnDw0NDXqGNYUglJSU4mrdleuAvtnO3G43hYWFuq090RnrVxRXsO7KdX2OTUazZs3SEYSWDa2+vp6Ghgauu+46rFYrVqtVz4amad++ffzqV7/itttuA4JIQ8vnoKWn1CZBrS2tXjLqTz3t77FjxyZ1bCoa0AlYCPGQlPL20N+XAu2AVUoZFfQoBKEQRKK2o2GAXEIQxvL+IohofccbE6OdC1EQRj+0v+fNm4eUktraWux2O1u3bmXjxo18/etfD2vjlFNO4X//93+54ooreP755wkEAjzyyCO8+uqrrF+/nrPOOqtPW1qKSq3PaH83NDRQW1vbJ5JBs202W1iZ9reUMurfOY8ghBDzAavhb5uUcpsQYr4QYqaUsk/aKYUgFIJI1PZAIggtF8Syfw0fBGHUYEVB7Nu3jxUrVjB16lT9h7dbb72VRx55REcanZ2djB07lubmZmpqali1ahWlpaVs376dffv20dHRwQ9+8AOklNTX17Np0yY9p3BkW+PGjdOP+9vf/sb27dvp7OxkzJgxWK1WNm3axKxZs/SyHTt26E+1s2fPZseOHfqxnZ2dNDU1sX37dpqbm9m0aVNY2+Xl5TrSyFkEIYSwAsZccVuArUKIywg+Aa8fiH6VlIKhYC2YzXlhOxcno95cEIf61Vd//TWGnQ111dXV8eabb0ZFFrfccgvQNxvaE088odfZvHkzhYWFrF69uk/d+vp6/ckzsq33338fgOrqan2HjEAgwP3336+3PW/ePL1epE91dXVce+21mEwm6urqeP/99wkEAkydOpXrr78egMceeywM22RCA/UEbJVSrjf8ANAuhHgKeBGIOvkKIRYDiyEYtmKz2fB6veTn5+t14tmp1IXg66Mxn2gm207H71T8SrevTI7ZYI2Ry+UK/SgUDPWy2Wxhfr28vYvmTj8iVPfk4s64xx88eFAve6PlDXx+Hy7XLN0PKaXeduSxL293hfWl1dfKHQ6Z8Fq+vN3Nh51+IIgRIn8oS3W8R40aFcxnEedHNwhOTm63O2a50U7UVjp2On4Ntt9G34xlXq+XlpaWsOsBVAghthjsZdHQa8YnYCHE/Mgn3BCCWC+lfFgI8ZAQ4lIp5UvGOiHnlgHU1tZKq9XaZ3eCeHYqdYGw8JZMt52O36n4lW5fmRyzwRojS0Mjfn/va74W7K/5ZWloZFpBeHm84ydNmqCX3bbrtmAuCMvndD/8fl9Y28ZjgbC+tPq9iMKc8FpaLIeYYel7bGTfyY633W6nsLCwzw9nyfwIF6t+orbSsdPxa7D9NvpmLMvPz2fSpEmRCKJVSpkwinsgdsSwhzjvpYBVCDETMDLfB4DyAehXSSktLZu/jF9+7pfZdkNpBCnjT8DaRBtCCtrSl2Uh24aKglBREGn4nSgKItVIBWNZPvkU+gvx+7sN9WNHQWjlsexkoiAiox4i2xqKURAqFwSQ7SgII1IIKeEaQxUFoaIgErWdKAoi1UgFYxTECx+8QI+rB7P5dIMXsaMgtPJYdjJREJFRD7EWgcQbE6Od7SiI/tgqHaWSkhIvfvBikAFzeuLKSkoZUE5NwApBKASRqO2BRBCpLsTQynMZQRw4cICenh4i5fP5yMtL/etfVFTExIkTwz5TCCIHEUR/pBCEQhCJ2h5IBJFqLgitPJcRhMfjYfTo0X1CqiLD2JIN53I6nXqeCKOM9saNGxFCsGHDBj0OVyGI6BqIKAglJaURqoaGhrBcDcY4ZqW+yqknYIUgFIJI1LZCELHbgr4IwpjvwPj0puU10JRsPG2iCIva2lpOOukk7HY7NTU1VFdXJ8QEGzduZMOGDTzzzDOceeaZLF68WE9PqRDEIEohCIUgErWtEERqCEJLKWlMTQnoaSc1RZYb7ci/EyEICD4JW63WhBEZTU1NbNy4kQceeIBTTz0Vr9er51qI1bZCEEpKOaZVO1tZsqJR301CKbuqr6/HZrOxcuXKsM/PPffcMHvlypV6rgW73U51dfVguZgTyqknYIUgFIJI1HYsBLFmVwt77R6mlhdwxpRC3tjv1ssVghg8BHH33XdTU1PD9ddfT2lpKUeOHAkrf/XVV8PsI0eO6Jhi27ZtXHXVVSoKIltSCEIhiERtx0IQZrOf6ZV5PH7JNBwOB//6+FDYcSMVQVgsFlwuV58J1uv14vP1TvbJTsAWiyUugli0aBE2m41NmzbR0dHBokWL+rQdWf+ZZ56hvLycW265ZcRFQeTUBKyklE0tm7+Mrq4uHnrdnbjyENGUKVOAzCfjiSWr1Up1dTUmk0nfuieeampqmDp1aphfI0k5NQErBKEQRKK2YyGI4Ge9yEF7tVe5INA/N0rlglAIoo8UglAIIlHb8RBEeL3OMDsZBKFyQahcEApBKCllScMlF4TxxzWlgVW6Y51TE7BCEApBJGp7IBHEr8/8NU6nkx+9bjfUH1oIQkrJkSNHKC0tDStXCCLzCEJKSVtbG1JKhSBSrasQROr2cEcQmmJtjDkUEITf76ejo4PW1taYP6pB31wQqf4Ilyk7Hb8G22+jb1qZ2WymrKwMp9OpEISSUjp68p0n6XH3AOdn25V+y2w2U1paqrbkGgC/jb5FlvVXOTUBKwShEESitgcSQayxrSEQCDDJ/wVD/aGFIJK1R8L9n2m/jb4lqotCEApBJOorVTsbCCK49bsds7mTBTPGDgiC2NDsZt3uNmydHsqKzBxdkJ2FGHvtTgSCaZXa9vSpI4hk7ZFy/2eyrUjfEhyrEITS0Ne63W3stXsQeAe0j8YWFy5TAKSEggHrKqYWzBir74q8YMZY1u1uG3wnlAZdOTUBKwShEESk7ff7qC7Nw2w26a/rmUYQfr8Pa3k+h7oEUpKVXBD1VYWcVllOcXExAGt2+RSCyHDbCkEkkEIQCkFE2ole+zOBIHQMIAQCmZVcELH8VAhCIQglpYwqyHVb9Nfti06syLZLA66ReM5KiZVTE7BCECMDQazZ1cKeI26E8OD3+6ivKoyLIOK95mcKQQAg5YAhiFjnnMhPhSAUgui3hBAPSSlvD/19KdAOWKWUy6LVVwhiZCAIszmPY8cRhhFi1R8uCCLWOSsEoRDEgEgIMR+whv6+FEBKuV4IsVgIMV9KuX6g+lYantJ2u7CW5yeo2Vt/yYpG5lRZWDg7/Msyzt/CDN9uyt/tAs4BYIL/MKNlJw913EKXGEWL6Sg+EpNAHgeG7XqSUcOBLjaWWzCsKUhZe+0elqxoDEMWq3a2sm53W9RzUhp6GpAJWAhhBWyGj04FXgj9bQNmAusjjlkMLAYYP348Nputz7LEeHYqdSH4ymfcsTWTbafjdyp+pdtXJscslbZcLldoq/NgaFm8a63VPWOKwBXabaiuPMC/D7n0Yx0OBy6XCGurrlzicsHuw104nU5OLfdg6f6QKzte49P+rRwjDwIQ+E8e3qIz8Ik8lpgv4yT/LjoDHsbQwVTvHk4SxdiaLgXg/M4X6GQU/8g7DacIRisYz0Ozz5giaDgAf//QxbzQeMU6Z5fLHXUM6sr9OJ1B/10uFycXd+L1enl5u5v37X79nAbiWqZzbVO1B/L+z7TfRt8S1QUqhBBbDPayaG/+A/UEbA097Wp2WUT5uMgDQs4tA6itrZVWq3VAlx2OhKWYmT6PeL6l0paloVGPeYVgEu9Y9bW61889jusNZe+sPaQfa7PZsFj8YW1dP6OE64Fvv/QeAb8Xq9VK8a5/c7JvNf/JO5F1BefxXv7xLPrCZ8nfcIR8YK3lElb7vxiGFPJ9Dv7bagUpGb/p30zz72GJ91k2F57Jy0UX0SwmhtXXfG2wN+JyufTxinXOFsuhMFsbA6sVFjoc3LH2UJT6XRQWFqR1n4yE+38wlyJHWZrcKqWcTQJlfAKOgRfagfJM96WkFFMBP5bGl3mi/VFeKrwYOBnXtP/i2+9Op10W906a5t6nlkbXH5AywPTiK/TPekRoVZoQ3Fa6lKme91jg3cRZ7k0scK/jKct1rCn+4iCemNJw0kA8AdtD/LcMsAohZgJv0/sUbAXWRTtQRUGMjCiIaPkcEkVBRPZrjB6IjIIQH/2b8p2PUdS+h0bzVD5kon58uyzW+37nUA+r/tOit3XEuzN+FETAz3viWD6wTOe3hV/mQvervGWqw+/3UR6w4xJFdAWKcDgc+P0+pJRRIyj22j1844/vccaUwphRENHO02jHi5CIZb+2u4NNtuAxdeUBrqgc3vf/iIyCkFJuA53ploU+e0kIcZs2Mcf6AU5FQYycKIjISIZY9WNFAxijB4xREJN2/4aSbY/jGzURe/0vuK1hKv6Av0/f55xQyTuHPuKN/W7dj8+O+WkYJggqehREt3kcf8i/Rq//7e4nqPLt44niGygp+RRmcx5CeKP2qy197v089hhERklottlsSvlabm4+hM0eZNAeD9wwAu7/XI+CMCWq0F9JKZdJKadqE7KU8mEp5Xop5cMD1aeSknvyZ7AfdxUtl79Cz9RzY0YvXHRiBXWTR2es3z9YrqDTNIZ7uh+gdPM9FMqemP0+fsk0Q8KdwdW0SkvW+lbqK7UQYwDazpVXsER9DQsE0dnBxL0v8OUuJ7+zXMGR0cfhnHEMxT0B6HH0Od5oR/rxXs+vCAQknypeZPA1uYUY75us3Dz6IRa6/sDlu1fyoHibe/JvidpvKmOQSQRhRCtGPJLo+KF6/49IBJGOFIJQCCKyfjwE8VFLO/aV3+M0zz/5uOBz5JlMfdqKPN5oR/rR5n8PZP8XYkjy+F3x1cw//Xw8ax/GZSpO6Ed/EcS+Dh93rD0UFiOcaPyNqS+NeCRW/eFw/+c6gsipCVhJKVn9Vw2c3vFTprkbWVZwFatHX5byYomBknvKGdw+5ue4enrA78Gy51WQn8poH1PLC3SOrPJKDF0NGANWUhowBXxctee7TJMf8nDJHazMvzBnJl9dIX+KP1jF2NfvYlH3UwgZSHBQcqqbPJqfnztFsdxhoJx6AlYMWDHgyPpRGXCPh5YTrsM7aiJvvl2GdHuSTmoTjwFnKhmPMQzt8ORzCBzXyHnvP0eRvwtHx4NgykubAUcrSzT+igErBhxXigErBhxZ38hOCw5tw+Q6QkvFZ+HEi8kHzNsaEcIbs61UGHCsZDz6lkV2L9by/ITJeLS2hfBSMmYMPZ+/i+ea4SrXc7j+9QPa6n+B2ZwXtgVRIga8odnNml12bHYv0yotYUmEkv2uKAasGLCSUr9UcGgb5asX4R89iZazE67wzKi0uN1plRbmVFnY3OxKrQEhWFF8OQ4s3HDoj+R1HeizBVEyPuy1e5heWZxUfaWhoX5NwEKIainlvgz7ohBEin6l29dQQRDT3bsof+1+fJYKPpzzGM4eD5h6sYCUckARBAS3LHrw7Ak4nU59NZmx3GjHWgn3l7wvMH/B5QTMpdRXwWkVZRSPGh13DIy+VJfm8eDZE/qUKQQxOH4POoIQQqwFIncHFEAdMC3esf2RQhAKQUTWPy6wlx+7fkqgdAL2C35D8aij8BsSn2iv+gOJIGLl8I0s1+wwBBHR76iKKQCM3vYEfPI+XWc/CiZzzDGL7MtYrhDE4PqdDQTxkJRyQ+SHQoi6RA0rKaWj13Z3sLn5EF/o+Ccd5jLEBb8hMOqoqHU/7PRj6nKlHRVQIEqRZCZSAYJ+afl8IyXNRZR+uA7zP35Mx+fvzb0oDqVBUdwJONrkG9LeAfBFIYgU/Uq3r1xGEOsbO9jX4cM/9kp6Jl3OuQELRHn9m1Nlwel0UliYz5wqS1oIYnbxD/H7A1ERhNHPWOWa7XA4dL8+aASgrTIAACAASURBVIm+es1hvQxX2yEmvP9b3BTRUvfthNjAeLxCEIPvd9aiIEJPvAsBSS+C+EIyx6YihSAUggAQnm5+6HqI58dew+0L50fLtarbC2eXcGq5JyyHbLS+kkIQENdOBUFofi1t8Pcp09Qx8yZK8vyU73oOU4WVw0dfoBCEQhBRNR94KsJWGuHSMAGQuS1yAl68q77JLO9W1gbOS7+9kLStfBpbXDG3NHrXuQwpA5w46hsZ6zeuhKDj9LswOQ8jTQWD06dSTinZCXirlLJJM4QQUfP5piuFIIYWgtAwAYDH4+G8GaVJtRUPQRy15WHGtr/Nrb7FTJr2uaTug3hjpvW1ZlcLe+0eppYXcMaUwqgIwu1vD4uoCB7fPwSh+aXlKY4sM/rp+Oz9IETQDvjAlKeXKwQxghGEIQpCCCGeArahoiAybg9VBGE2m5heGdwbze+Pv4Ov0Y6FIMbvX01Z40v8qehL7C47h+/NntIvv2L1Nb0yj8cvmaYjjUg/ZpbcFjUfcH8QhOaXlqc4sizaeYzav5nx//lfjlzwLIHiiqh9KQQxshCEioJQGhxJSVHTWnqO/jzPdV8DAZltjwZdPksFZscBxq77Dkcu+HW23VEaBPU3CqIGaMi0MwpBDC0EYXz9TiU/bVQE4XLRfMbPEX433vVtfV63U/Ersq89R9wIEcQPxvsq0o8dzl8gpeSUUTdHPcf+Ioi99uDuxdWlefHHyFJNwWfuYdKbd2P5+884fPyNKSEI45ZDZ0wp5KKTwsdMIYghhiA0CSHqgdvpjYLYC6xM5thUpBDE0EMQva/f/UMQBdLNlB2/4OMZX6e4dHyo3NGnvf5ey3NOqGTNrhZ9ya/xvopEEN3yQNR8wOkgiHNOGMO63cG1THOqLAnHiBMvpsvxAWP/8xt6yj+F2Wx82YyPIIxbDgFcfbpCEEMdQWiqkVKeLYTQfmWxxq2tpJSkru9ezqhdaymsPA0qj8l4+xedWEF9VWHfiW6QdNGJFXq+XuOTXTx1fuZm8lvfpbC9keDPLclLW4xifNpVyl0lOwE3CSGul1L+SghxK8Ef5hSCyIA9khHEXM86FrjXcuSEr9FaVktxjO17MnktjXYquSCgfwiiv9ey6/P/Tbfbh/+QPWrb0RBELFwRWT94qgpBDBkEIaXcIISoCZnrCTLgjEshiNxBEKt2trJmlx2zuVPf9iaTCOIY/15udD7FzrwTKT/9Zoq7XX0QRSYQRDw7k7kgtN0prOW9vqR7LaXDwXS5lbPcm3g6tE9dPAQRL2IistyIIKJd68i+hur9n+sIIqkdMYQQfwV9kXw5wVVxSsNYWvrDxhaXzjAzqWtdv8EpivlFyS163OtQ1YIZY/XdhudaM4s6jvfu4oKev3Bez6sZbdeogb7WSrGV7J2/DPi5EGKvlPJOkSBxiBBCWym3QEp5uxCijCA3tgKnSilvj3GcQhA5giD8fh/VpXmYzSb8fh8OhyOjCOKhou8wiVZa5ZiE+RtyHUHUVxVSX9WbJjITCEKz/5x/Hifl7eBrzmd4h2NxOKboZZlCENGu9XC4/4cNggCklPJyIUR9aHHGWiBqiJoQYiYwU0r5sBDidiGEldDSZSnlMiHEqUKIxVLKZVE6UQgiRxBEtMUSmUAQ+S3vUmgSuPJK2Wceh9lQb6giiFh9ZeJamvM6+Z+S7/KLju9wR8+jmArnIQtGhfmRLoJIJj3oUL3/hwWCAKYKIU6RUm6QUp4NxNyGVUq5LTT5lgE2KaVNSrnMMOFaAVuS/SoNEe21e1iyopFVO1tj1jF3fsi4v1zDtd1PD6Jn8aW9eqeqxhZXv47rjxymMTw6+mYmBA4zaudvkzrGeD1W7Wzl1tX7B81fpeSV7BPwNqBDCHEKwafZJ5M4ZjYRaStDT8N2KeX6yMpCiMXAYoDx48djs9nwer3k5/cmTolnp1IXgq9tNpstqfqptp2O36n4lW5f8WyXy4WUEiGCcaU2m62Pb263ByG8nD65AKcTdh/uwuVycXJxZ5+2fW4XE3fcTUAKnhfn68dqbUfrW+srk9fSaNeV+3E6g6l468r9bOmYiAz1rylyDLxeL3XlEq1KXXkgZt+ZuJYulxuArUzljoK7+eKYUyHkh1Zmi7AjrwdAc6efqjFm6sr9vHnAg9/v132Ldq2Hw/2fab+NviWqC1QIIbYY7GXR3vqTnYBLpZRNQohGYBZJxAFLKdcLIS4TQlwqpXwp9PGlUsobYtRfRpA1U1tbK61Wa580hPHsVOpC8CYzpjDMZNvp+J2KX+n2Fc+2NDSG5UWwWq19fCvc8h5mcx7Xz53GQoeDO9Ye0utGtl34xsOM6dyNvf4XdG0/msKItqP1rfWVyWtptK1WWGgoa7Df0ScXROQYOBwOrp9RwvVJ9JWJa2mxHNLt3f46rMdOw+Sy09XZjsViCvNLqxt5PQCmFfh48vLjg+e5ohGXy6X7Fu1aD4f7P9N+G31LVBdolVIm3Lww2Qm4QwgxD2iQUnaGnmS3R6sohHgI2BuaUNsJRk0QmogfDv09U0q5Lcm+lYa4Cj5+m/J3n6V7xsX0TD0XtjeGlQfDoHpXq2VTe+0eBN60d9fIpIwhbgR8VPz5K5QUVSLkPUiRLEVUykUlOwHbgcuBRUKISwjihVhLkZ8CrKFIiLLQD2/zgYeEEHeG6qgoiAz4lW5fySyWMEYAxIqCiPwVPvLaFXpN5E38HJ+c9G2ko28ayDW7WvR8DdF2jxioKIjIvw+JR3EUejhl1M3MqbKwyeZIevPQaHYmruWcKos+JmdMKcTR7UIcdw0T3/op5xX9mZeLLow5/rGiIqJtGBrvPIfq/T+coiDGEsQDNQTxw1OxKkopbfT+yLY+9Nl6YGqiTlQUxNCMgoj8Fb7PtSuZxeGxS2O2DXDsOPpEHwx0FETk37OnHM1JR7n58eeCr+qbmxv7jEEqbWfiWi6cXcLC0Ius9pora6/AcWAz1xx4jncKZ1FSEvQ32aiIWBuGqiiIwY+CSHYCLkuVASspFTZvomjfejpPvyvbriSlOz99Z9L5GrIqITj86buoXLWQ73YtBf/ns+2RUj+VcQacjhSCGD4Iwt3+MaWv34O/cCwvNhzmr3tdmM0m5lpL+i6AIH5OhcFCEMmMwWAjiJh+B4r4Q/E3me/eyLj2Vpw+s0IQCdoeygjCTnD5cTIMuN9SCGL4IIiJb9yN2d2B/bzlbHrdz74OHwKB2exKejPMwUYQi9Ytwuvz8uy5z8Ycg1TaHuhrubXodLYWnsbj4yYRcDgUgkjQdrp21hCElLKB3uxnK4QQW5M5Tmlkqmjva4z5cB2ds7+Nr+J4oJGp5QURE2zuqc3dhs83xNI4CoG58yMm/nMpRfJaekTuRG8oJVaiPeFekFIuNOwNBwO4J5xCEEMfQZikn9H/Wkp32XF8PPXLECXqwXhsPHuwEYTP5yMQCCT9ap6o7YG+lhpicLfu46jmtVxZYGJZ8SKFIAbI72wgiDtC/94eegoGBm5POIUghgOCyOMPUx/jjcZP+GR9KwtmjI2LHIwxrtlGEHl5efh84a/qe+1OBIJplb27WeQKgtAQQ57187RPv5wLPniBfxZ9nsioiKAUgkjXHnQEoW1Fb5x8Q9obpbrSCNcE/0EOmSbyp+ZCPugYhyB+7gHjoos5VRY2N+dWroIFM8bqK8SyvUAkkVpqb8S953Vu6vol+M7JtjtKSSrZPeHqCP4Ip+0JVwd8IdPOKAQxdBGEx/4RP++4mb8WLOA3lmvC0hsa6xqPjUzjqG0oqZVnG0HUVxVyWmU5xcXF+hjkIoJwOBw4PZJnLTdyf/cPaX37SZzWKxSCGAYIQtN8whdfzI9VMR0pBDFEEcTo0ZT8/ZfkSy8bLV/oV5RDsL3Y6RSzgSD605bRHiwEoX32XtEp/FzcxlWzL6e4J6AQRIb9zOZCjK0ajgAQQqxL8jilIaZVO1tZt7uNxhZXMPdAEipq+isl+1/nN8Vf5aB58gB7qBRPbxZ+jivzRyG6WsiXHryiYED7i8zjoW1npJSckp2A7xBCPEUwLaWKghgir2CJ+opmr9llZ6/dw9TyAs6YUsgb+4MpDmMhiJJAG2P+fh/O0un8iQsIxEEOsaIctL5jvTJnC0Gk2lakPagIwmB32Q9zzJqrudw7m/+zXA0MHIKIzONRX1WYM/f/cEIQD0kp9R0wVBTE0HkFi9dXNNts7mR6ZR6PXzINh8PBvz4+pNeLhiAmyCNQUMwnp/0I8XYhZr106CGIz0z6DG6Pe8giCM0eXT6enqPq+JLtz/y76HPsyZvGQCEIszkvLI9Hut/bkYYgks1lVxphSyHEA6EE7UojWLa8Y/lk4WrcYzP+QjTouvPTd3Jz7c3ZdiMjaqn7Lm2msXyr6zHypDfb7ijFULJPwFOFEH8E1kopfwXcGVqgcQkZzAmhEER6r2Cv7e5gfWOHnnPhvBmlSZ+Hduy+Dh9Tywui5ncw+mbydvFF1594tegCHN2uqAghGoLYa/cAUF2al3MIItN2thCEw+HA6TPxe8sN/LD7fuYd+R1/GXPFgCCIdBerKASRnPZKKX8uhDhFCFFKMDcEZHhvN4Ug0nsF29x8KCznwsLZU5I+D+3Y6ZXFLJgxts9rbSSCKP37Ur7mfpFdRXWUlJwcVjeovsjhnBMq9W3P51RZ+viSbQQRmQuiP20Z7WwhCM2uqD2XTVv+yZmB93EfO3rAEEQ6+TIi/x5pCCLZCXicEOJi4FSCOX7HhT630psjQikHlE7OhanlBTx+SWKUUHDwLUa99wKrCi/Elnds0u1fdGKF/it5LqZ9nDV+Fj3unmy7kTFddGIFYsYjSHMh53b3eUJTygElm4xnuRCiHniQ4BZDtwshHgT+kElnFIJI7xUsE6+SsbCAhiC62lqo/tvdeEZP4f/4Mn5/33SUwfYSRz1E+pJtBHFlzZU4nc4hFwXxwpb9UfGR4Ug8bQcJHNhL9+TPKwTRTzubCAJDFESHEKJaSnlH3AP6IYUg0nsFy8SrZCwsoCGISbufpaBrP60XPIvvH5ao6SiDShz1kGsIItP2YCGIzc2uqPjIWLf4309T2vxXPrlklUIQ/bQHHUEMdjY0pdyX89jzCRSV4Zn0GeC9bLuTUV36l0vx+XysumhVtl1JWYnwUevJ32TMgc2Ubb4HIe8ZRM+U4imnsqEpBJHDCKKzE6/XS1vh0aCnmYy+I0awvaGHIIbqQgxIYnxlMYdP+Q4T/30vZ1te5U/UKwSR6wjCsPx4thBiMcF8EE0EN+nMuBSCyF0EMbHxt5Qd3I1/2i/AlBcqi74jRlB9003mOoIYqrkggkrstzz5y/Qc2MhX9z/Hm0W1lJTUhtpRCCIZO5sLMfZKKb8JCCllR5LHKA0THePbR0nDUwjp1SffZLRgxlimVVqYVmlhrrUk8QFKAysh6Pj8j3mr4NN4RHJ5PpQGVsl+m2YJIezA2NDmnDOBjdEqCiHKCIanWYFTpZS3R5Q/FPmZoUwhiBxDENLnZknXL/Hnj+YD67VUJrEpp1YWmW5SIYgsIgjdHsPS4u/gdnsUgsh1BGHQMuBOghPvWinlI3HqXg4gpVwmhDhVCLFYSrkMQAgxnzhb2isEkXsI4ove1Uz378F+1lIQ4yJegeMjiFTPQyGIgUUQxms9SX5E1RtP0T7nJwpBJGlncyHGomTDzrTJNiQrsA4gtJV9RlfOKQ2shK+Hi1wreSv/00yxngtNTYkPUhoSMhOg8MAblL7xM2BJtt0BgqktX97ehaWhUd+BZLinukx2Ag6bOIUQp0gp4+aACE24dinl+tBHVinleiFErPqLgcUA48ePx2az4fV6yc/vZVXx7FTqQvBVyWazJVU/1bbT8TsVvyJtl8uFlBIhgslXIscwmWMj+7638GcEhJkbm5r6+OZ2exDCq/fjcrn1smhtJTqPWMdn8lpG2smMQX+vbTp+JeN3f8fb5XLRLMfTXP0Vqvf+hpkFn+If5k+ndd/EOjaZ89D+fnl7F80dfkRnFy5X8Mfb5k4/ItTPycWdAzonpHKfJaoLVAghthjsZREPp0DyE/A3hBAPkVo+4EullDdAED0YJuKoCjm3DKC2tlZarVYcDkfYY308O5W6ELxRrFZrUvVTbTsdv1PxK9K2NDTqe5gBRI5hMsdqfZvbm2g3TaR7lElvK9K3wi3vYTbn6f1YLIf0MmNbyZ5HrOMzeS0j7bAx2GXB50vd71h2On4l43d/x9vS0IjL5aJg7s14299iif3X7Co6hZ78MqB/902sey6Z8zC2VYULi8Wi151WkJm2M2Ebr2eiukCrlHI2CZRsFMRDUsppUsqFUsrLgW/EqyyEuFRK+XDo75mAXQgxXwhxKWANfaaUozJ1H6byT5dTseOJbLsyqJp/zHzOmnxWtt0YPJnyaTvzp5TKDi5zr8y2NyNSCZ+AhRBjtGXIoQUYY4mzK3Loh7aHhBB3hj66XXv6DWGGsjjHXoiKgshYFISWI2D+tGA6Z2Oqykhbj4Lo7GTS338IAS+HJi3A/3Fym3L2/1f5XjvbURBDNRcEpDbeYbkgCo/myVF3sF2cgN8fTBf6jT++xxlTCrnopOTaylQUhOZXrAU9Az0n5FwUhBDibWARoZy/UsqGUDrK9QQzo/VRaLKdGqNMxwwxylUURAajIDY3u3i3xUNBQZCnGVNVRtrasZUtb1ByYDMdn72NvKOmYzbH3xFjOEVBZNrO5SgIYy6IhqLP4vf7OH/GGDY2tvFua5DnXn164jHKZBSE5lesnVQGek5IZGcjCuJBKeX2UOL1scB6KeW+UCY0pSGmyFSVkXZJoJPSN36Kp/Ikuk+8Grpd2XAzaxrKuSDSVYF0c+3uxVw55QyuFpeFPYUqDZwSTcBtAFLKFUKIRVLKfcbPMy2FIDKLIIyfB/+Nv1Fmhe8w/jwLB2bfiSdil4tkEUS8HS8SnUe2EcSFR1+Ix+MZWQgiZHsC+XRNmEXZzueYNvp4/thazQtb9uu7qry2u4NNtmB9I55QCCJ6XTK0EGNmaAWc1qC2B1zMlXDpSCGIzCIITb12/I0ymwqm0XrpGgpNeRTqx0bfESNYFo4gzjnBHHfHi1xHEF+t/Wq0X7OHPYLQ7pueM27H//E/uNP/FH/mJ2xu7t1VZXPzIWz23r3lNDyhEETMYzOCIL5MkPVqwbufDv1bB8RbDac0hGQJOPmCezV/zj8vpVwPkcr1HS8Syd5jp8vd1eeLNVIkC0bR8fl7Gbd6EfeW/oU/cE1Y+bTKYHiYwhOZU6Jv2yJjGkpNKh3l8EIQVzqf5VzPX9lWfDwOR01Y26kgiGT9jGVnG0Fcu+FaAoEAv1vwu7TOIxN+JeN3JhGEdryjrJa8mvP51Ic7kT53wggXhSCi1yVD6Sij7vcW6/N0pRDE4COIEwO7Od+zhpeLvkhTwfSoWKCxxcUdaw/hcrnDgv+1XRj6c62i2Vpf0Dd95WAgiKGYCyKVdJ+JEIRmO8+6lx+stCHyCg11wnHHhmY363a3YbN7sZbn6/fVhmY3a3bZMZs7w5YPG315bXcHm5uD99GcKgsLZysEoTQCVSDd3NT1Sw6ZxvN88ZUQ6FtHW5MfTVPLC+KWpypjW3OqLHFqKsHAjZfMLyYgzIwNdFDYvAlHed8FXet2t9HY4mJapYU5VRY2N7v0z/faPQiCvDha/oZNNofOk/1+HwsTrhcbvsqpCVghiMFFEF91PsekwMfcNepenIG8qK+x9VXFekrJgwcPMmnShLDy4uLCjCEIY19Op3PQEcRQS0cZa7wSHRsPQfTWCXC1+9eMXfcPDs99Gr9/VFgZ+LCW5/Pg2RNwOp16hAQEI2DMZlPYhq1G+f0BrOX5+t9GPxSCyKIUghhcBLGpcB5t+UfxXtEpmEPl6YzZYI1Rqn4l2/ZQQxDp3CfxEETwMxO/G/VV5nVvofqdR8gz/QQptMwFfbFArA1Zo32PtegZrW6kXyMJQSSbC0IpQ1q1s5VbV+9nyYpGVu1szYoPQgZZQ1NeDS9bvkRji0tniUpKmtpNY+k47Q6KW3Zwfs9fUj6+scXFkhWNvLZbbaITSzn1BDwSEMSaXS3sOeJGCA9+v4/TKsv77VeknSyCWOxcTiEeHiu4Qc8DAcEA+3h9x/NtMDGNQhDpHZssggAfn0ysxzT+NK46/H9sMddywDw5KhaIxAZzrRb8fh8ftDjxeDycN6O0T9va3wpB5IhGAoIwm/M4dlwvFiguLk7Lr8i2EyGI2sAuLvCs5pWiCzHl5bFw9hT9R5BEixAUgkjNHuoIwmzOo2TMGFpOu4ePVv8cV14pZlP0hReRCEK7r5asCKarVAgiunJqAlYaWBVJFzd1/ZKDpok8V3xN1KgHJaVI+S0V/HL097LtxrBUTk3A2UYQsda7Z/JVJhITDEYUxActwToPF/4flYEWvhr4ETtb/VSXipT6Gu4IYqjlgujvsakgCCNiqAi08F3n/+Opgq/xUUFvYnKtPFoekHhta38rBJEjyjaCiLXePdW249mRmGAwEMT0ymJKAp3Ud/6DdyZeRpdnJtNJPV/DcEcQQy0XxKAgCANi8IlRHOP/iJvdj3N70SP4RO/5xcoDEq/toBSCUDJouK13P3lCEY9fEtw96sCh5xlfcTSP5wXPcSjmaxhIjfRcEInkMI3hidE3cZfjZ1zm+iO/L75SLxvqeUCypZyagLONIPqbiyCXEYTf5yew+690TzwNpyjF5/IB/Tuv4Y4ghlouiP4e218EAfAv8yzW553FJa4X+Zd5Jg7HhKTuSYUgoiunJuBsI4j+pkNMxU4GQWjr7CF8rXyqbQOc5XmdKa8/Rtu8n/PJ+DMz+goWWT7UEcSNdTficrkUgiD+bidPF1/HKV3/4cvuFZSU/FfCvoxtr9rZyrstHuomjw7VVAhCKcekrbOH9NbKV/o/4QbnctzjZ+Kyngvdff4vrWTQ2VVnq9fnJNRtGsV9JT/isHkCv0jxWO3BYsGMsfrfI1k5NQErBBH0K9Za+VTaNkk/3+p6FIHkwKfvwdvtzOgrWGT5cEAQtk4bPT09nMAJGfF7OCIIrazJPAUC0NXWgvxkN45JtTH7isQMn6osoL6qkDW7+pYpBJFFKQQR9Mts9sf0A4iJKIxtX+T6Myf53+W/i7/F5ROPoygD5zHcEcR9r98XdU+4kYwgtPSSNrtX/4HaeP8evfUB8g/8k9bL/kyg+KiofUViBs2OVjbSEITKBTEEpSGKxhZXWBYqo2zmqbxWeB4b888aXOeUhpW09JLTKi1RU486Zt+EyeeibNOdINXKnlQ1IE/AQohLgRuklAsMn80ErABSypdiHKcQRAhBRPPD6GesdH5+X/DpucF8Ig2WEzN6HsMdQahcENEjFapL83jw7GDaSw0baGVt5gn0nLiEY3b8grwty2g77sqECEKzo5UpBJEBSSlfEkLcEPHxnVLKy4QQi4UQVimlLcpxCkEkgSBi+Wk25/FN51N0+MfyQvEVGT+P4Y4gVC6IvggiqL4IwYgFHMcvxNW+g8odT0DNmVA8RSGIXIqCEEIsBt4OTbzLBqPPXNGqna2s2dWC2ZyXcPeIVTtbeXl7F/u7MPC2vm2F87hefc69mXM9f2VF0SUZ819peOrDTj9LVjRmZkcTIeg48z54/R5kwajE9fupyO9StN02hpoG60e4qaF/7UKIp4DbpZTtxgqhSXoxwPjx47HZbHi9XvLz8/U68exU6kLwdcZms4WVu1xu3ZZS6uWptm20X97eRXOnHwG4XC69bSGCS54PHjwYXrfDT1WpmbpyP28e8IT5obVVNaZveZHzAN/s+h/eNU3nGXExfkNfmTiPWGPW3/HP5LWN51cqbbtcrrDxStfvdPxKd0zi2XXlfrq6YPfhrrB70uir2+3R71FjmTZGWpn2PW3Jz4dp34dWH17PAfILCqKOqdGOVub3+3WftL61vl7e7gr7Lp1c3DlgYxTNNl7PRHWBCiHEFoO9LNrD52BGQeyVUrYLIbYSnGgfNhaGnFsGUFtbK61Wa591+fHsVOpC8MaxWq1h5cYNJ/1+n16eattG29LQyLSC8MURfn+vPWnShLC6Vbh45qqTAWgIpfLT/NDaevLy48PLj5lMxZ9vwS3yWTr6FgryS8L6ysR5xBqz/o5/Jq9tPL9Saduyy4LP5+t3W5F2On6lOybxbKsV5tlsLG3oRV3G+wSgcMt7+j0aeQ8a79/I76nwdjN63c34pp2Ha9p/6fUjj7darVHLXC4XFoslzC/jd8f4XUo0R2T6njRez0R1gVYpZcII/sGKgnjb8HcZ0B6rolLqKvhkO/lte/jl6O/Qahr6r2VKQ1fSXIjZ3Unp339Mnr0x2+7kvAYqCmI+MFsIcamU8qXQj3K3hT4nFgfOxSiI13Z3sL6xA7PZxFxrCefNKE0r6kFrO1oURKJfp6PZe464ufYfY7jwhN/w7/1FUftSURAqCiLVaBu/P8Bee/CYaOkl40UmHJn5A47/2yJK136HfPFTPIHCqPdwqlEQkXaiOWIkR0GsB8ZGfKYhh/Vxjsu5KIjNzYfY1+FDIDCbXSycPSWlvqKniIweBZHo1+lI+zKrl/2eBn5nn8Vr5tGYzUTtS0VBJNf2SMkFofkWL9pm/rRSfav5aOkl40UmODia9vlLGffadSzJX8ZSy7czEgURaSczR6goiGGgqeUFfXLsZl0+Nws/ug+zt5ld456kK9v+DAOpXBC9Om9Gqf6w0Z8x8Uz+LI5ZN1G79TeUF9kz7d6wUU7NKrmIIJJ55Rp0BNHZyfi3fkZBy05sn76Pjg8sELHxZuR59GeMRhqCGCm5IDTfEi34ifZ3Kt8Hx7FX8NMPTsEuxygEEUM5NQHnEoLYa3dyx9pDvHOoh5MnFPU7GHwgEMT4A2sos72Mo+4GvFO/gHnvIT17mrU8XyGIfrY9UnJBaL4lWvATra9kFYzbBgAAG0xJREFUEITR7sqvIN/nZkLTCpwzvpQxBNHY4uKOtYcSpmuN5VcwptiO2dwZFlOsEEQOaMGMsfj9Pn1SyyWN9x+m9I2f0nP053HM+hZ0O8OC6edUWXR2p5Sabj/19mhPMkppakpgP2Pe+gWFB97EJL+PP/EhcaXd740trn6na9VyXAiCMcbZWtSRUxNwriCI+qpCTqss50ev23nnkD+nEMRBKvn4M/fQPfE0AqEUk/VVxdRXTdDbMyboUQgi+baPKz4OJ04VBRGnr1SRnN/vo4mjOTzrVia8fT9XFo7j6YKr0kIQ9VWF1FdN4NbV+5P2O5pf1aV5mM0m/H5fUt9rhSAS2JlCEL2vRJ2hf03ZRxB+DzXyAE3myXDSZYyK0pfxPIxIQiGI5Np++/DbOJ1Ozhx/Zkb8Vgiit36g7mq6u/dx8a7naTJXUVLyjX4jiFiILp7f6Z4HqHSUI1dSUvb3H/FQxy2UBxL/orxgxlimVVqYVmlhrrUkYX2loB56+yEe3fFott0Ytuo4/Q525p3IDc7lCHdn4gNGgHLqCThXEITWtz9KZEE2EET+W49T/MEqni9aSIssS/haG4kkFIJIrm21EGNgEISx7QeLb+Yo38fc4BH9RhCxEF08v9M9D1AIIqE9HBHEZzxvULHjCZxTz+PFtiswB/xZfW0dzghipKSj1HwbTASh2d3549hjKqWkpITP+rey3XSCQhBKyamxxcWSFY28trtjUPqb5D/A97r/m8a8afy24vsgxKD0q6QUT3vtnrQjhMydH3K74wFu7n4UAunGRQxd5dQTcC4jiLlWC36/jw9anHg8Hs6bUZpUX+kgiGk1NbziPJ8nehZQurtTPzYTr9v9sRWCUAhiTpUFj8eD2WxiTpUlZQSh2e1iLCst1/FN13LaNt/LJ7NuUQgi28plBLFw9hQWzoYloRSQA4kgxuT7EX4Pl59aheO4OyhfeyjsWIUgFIJI99j+IoiFs4MJqVK9/6PZa4svZELgMF/64I+Yxk3FbD5NIQil7KpAehj31xup+MtXIeDNtjtKSgOqZ4uuwVW9gDH/fJApvg+z7c6gK6eegDOFIIwpJDWdMaWQi07qPdb4OqHV39fhY2p5QVQEkexrj2a/truDTTYHe+0eqkuD/7fda/cA6HbksdLn5nb3L8k/vJ2DZ9xPV3dPmB+RviQak3hj1B9bIQiFIFK1E27KGYCPTr2HUVPqad45CSk9CkFkS5lCEFoKyemVxQD6DwZXnx79dcJYf8GMsVERRCqvPVqbNruX6ZXFzKmyUFhUxLrdbUD4cmEdQcgAS3qWc0bgbTpOvxvxqYvQWoy3WWh/x6g/tkIQqdnDEUGkaiezKefosZUw9ouY32vk+MC7FAYK+SD/ON2v4YwgcmoCzqSmlhfw+CXTgF5um2z9TGlapYXHL5mmb1eirTd3OBx98jWMeudZFrjX8nzexZx14lUZ9UMpOalcENmVkAFu8jzNeE8rPxjzAB/mVWXbpQFXTk3AmUIQiXaSgPDXiVivMukgiMiIiljlWln3lC/wh3fsrJTzmZVEmsxkxiTeGPXHHu4IQuWCyAKCMJT5AgHuLfg+j3p+zI867+Hu0ffxIRNRCGKQlCkEkWgnCQh/nYj1KpMMgohMawewZpdd3zo+1nlobR/V+iZixnlQMpk1xV9ERNmRQSGIwUEQKhfEwCAILbXrghljoyKIDc1u1u1uw2b3MmX0eH485l7u67ybn3X9iDtH38sn5mOi+tkfBGHsy5i6NVsIQkVBpCktrV1ji4t1u9t0e1qlJSxNZDR9ybWCyW/cxah3nxskb5XiSeWCyLwWzBjL1PIC/fsRTet2t9HY4mJapYXTJxewP+8YfjTmp5jxcaH71Yz6Y+wrF/Kk5NQT8FBEEJFp7SAY5fDg2cFcDFHPo7uby7p/xxU9L2CfMp+W6osh9EpmXIgR6UekL4nGJN4Y9cce7gjinrp76OnpUQgig30ZU7tGfp+MGMBans+DZ0/g4MGDbGnx0SQmc8voBzkkxyFi3P/9QRB+f29fTmdv6laFIBiaCCLWQouYfkpJxY4nqOt5gQ2F9Uw54z5KSsv0toy5ICL9SNh2CmPUH3u4I4jaklr9B9NM+K0QRK+i3cPRIhGMfrWapyD8PspFFzc7fs6yUTfQbJ6UFoKItdhKIYgRIpOrhdI9f+KvhV/g8VHfApM52y4phbS2eS0bD2zMthuDqsYW16Dt/JJKX8a6JYFOJvv387POOznW1ziQLqakVTtbWbKiMa38MDn1BJxrCGJOVTD/wxlTCuMiiHjB4rpvAR8IMwgLrWcu4/G38iAQ6OO3QhCpt50pBPFEwxMEAgHmTZ6XEb9zHUHMqRql31vGezzTfRm/S8a+okUiRPPrjf2TuGP0z7i3+yf8tOtHtO4pwTV+dr8RhNZXNDvRmBkRxJpddn1xVWR+GHINQQghLgXaAauUclm0OrmGIBbOLmHhbMJeS/uDIITXyTFv3o638kQcs7+NgxrMecH8DvHSUWpSCGJwEMRIW4ih5TcBEqKXdP3WvkvGvmIhiEi//vXxIVrMU7jb/CA/6vwhR7/+XY6c8xRm8ziyiSDM5k6mVwZ9j5IfJncQhBBiPmCTUq4HbEKImYPRby7I5DrC0Ru/SeH+N/GPnhhW1nCga9BSWyopDXXZzeO4c/RPcVXPxzduRp/yVTtbuXX1flbtbM2Cd/3TYD0BbwG2CiEuI/gEvD6yghBiMbAYYPz48dhsNrxeL/n5+XqdeLbxb5fLhZQSm80W1Ybg/1njlafathC9iXO0ckvXh5yw414K3EfYdfIPaCuYBaHzqiuXNByANe8d4dRyj96W3+/v44fL5e7TdjJjEu88+mMbxyzTbafjdzy/Umk70X2Qqp2OX+mOSSbHbKCubeR3x2azRfXLeP87ZSHbapbAwTa8Tgfn+tZh25MHJjMvb+/ifbsfj+cgJxd3Ru1Xa0ubXyLtZMcs0fcSqBBCbDHYy6K9+Q/KBCylbBdCPAW8CPSZfEN1lgHLAGpra6XVau3zWhTPNv5taQguPbZarVFtCA54vPJU2zYiCL/fx9Qp4znq91eCKY/99f/L2JrTGWto+/oZJTTY+7blcrn6+GGxHAprO5afqYxRf2zjmGW67XT8judXKm1bdlnw+fo/vpF2On6lOyaZHLOBuraR3x2r1RrVr1j3/5x/PcsS17P0NO6lrf4XWCx+oAuLxUKs+UNrSyuPtJMds0TfS6BVSjmbBBpMBLFeSjkVaA/x4GEtWTCKjjk/oeVLf6Sn4qRsu6OkNOz0z8IzeNzyDQr3v0nFqoVM8X2UbZdS1mAhiJlSyodDfz8AXB6tkjEK4oUt+/WUknOtwSTQTmdvmkcITzGZTBTEC1v268fWlQe4ojL1gG6/38eeI26+8cf3AMLSTRZJFzc6n+Sf5lNxOKbgqDgNZOxfiY1tzbWWxI2CMKayVFEQAxMFMdLSUSbr20Bd21hREMne/36/j9fy5nPh3FomvXE3D7lvxmH6Fnb/aTHnj0xGQcSLTiLHoiCWhRivjSSjIDY3u9jX4UMgMJtdLJw9BehN86jJmGIyUaTC5maXfqzHAzckiIKI9mvqOSdUsmZXi/7aNL0yjzlVFpr37uIWx8NMDHyMzWxN6ldirS2b3YvZ7IoZBXHOCeawVJYqCkJFQaR7bKq+DcR5xIqCSPb+147PO/YsWies4PCL3+Wgu4JR5jxizR+ZjoLoVf+iIAaNARPiu6loanlBRHhXUNMqLQAJU0xGk3asy9W/4POLTqygvqqwd7ClxLTjOcZ2PEK3GMWPxtzHO6bjOSeFtu4I23Ioej1jKkslpZGkZO7/wOgJ/HjMfXzg6KIOuNj1IptLT6e1YPIgepq6cnYhRqx0cbEe+5NBEMbFEsZX/XTS2hW1vEPVW/fTkFfLo8Xfod1UltJiichzioYgYh2bqq0QRPy2R1ouiKGCIGK1Fe17DjDWe4gvOVdwCS/xZPFi/lZwZkzkMFIQRFIyIohYGeuNj/3GNHf1VcV9Xk0ibePTtPFVvz9rysvoxF8yGUrO4MDnH+a+d6cjhYngwuLUXmON5xQNQQyV19ahjiBGWi6IXEAQe+1OBEJP3ZqKX9G/59CWP4Hvl/2S7ziW8n3nY8z2NTAm/0EoLk6IILR0lRDEHQtn9x0zLQWtlnI2qBxeiDEQSibN3UBIeByM//d9HPXH88hrD8b9dU05CymG7FAqhTQSc0FkU9p3OJnUramqxXwUd4++l+ctV3C65w0qXrkaZCDhcVq6ysYWl/6DfbQ6yaacTaScegJOBUFEprkbcAQhJSUfrqNy26OYe9qwn3AN7ZQiE6CRyLaita0QRG4giJGWCyLbCEL7DhcXB/duzBSC0P8NCP5QeCn/ypvFbSebcbp6kD43Y2QnDseEmEjCWp4faid6/hgtBa2WcnbNrr7zB8MdQUTakTkVMoogZICqN26h6KO/46n4FPvnLKWg+jOMNtRNJ1+DQhDp+Z0pBPHMOc/Q1dWlEESG+0ql7UwgiN7vefA7/5F5GqYZ0yh2OLjAu5YrXM/htd3EoaqL4iLOWPljksk1Qy5FQeSC9to9CIzMJrGE14nMLwZhwlt5Mj3HnInz+C/j7nZSkGH/tNR7U0YnqKg0YCovKiffm5+4olJOS/suaU+yRm0tmMUp3gZm//vnWHa9wEy+zgsdJ7BkRSNzqsLnhr12D0tW9Ka/rCv3E77YLX3l1AScCoKItOO9msypsuDxeDCbTcypsrDJ5oiPIPxeRu16nqM++C0HPvcQzpLjOTjjq8GybmfU16J0EIQxVV9deeYWAkTrK522hjuCWGlbicfj4cvHfTkjfisEkXrbmUAQ2sQbTGUZzNegzRcHOIp7R93FE7UfUrFlKfd0/4STLBdyd8uV+hwBMNdagsfj0dvca/fgdMJCR9/NRKMhTBSC6H0lWDg7uBJGszc3N0ZHEKOKsDS+Qsm2J8lzfIR78mkUlU+mOL844WtROgjCmKrPZrMN2dfWoY4gXvnoFXw+H4tOXZQRvxWCSL3tdBHEyROKePLy44HeVJbhxwS/p6YZX6B5/KlM+PBlPjfuOKb/q5hibxvl0sH+vGNYOHtK2JyxZEUwT8uIRBCNLa6orwgZlZRUvHwVBZ+8g2fc8Xx05mOYpy8AISDJxQ/xXn2UlJQGRqt2turRCyl998z5dJ/8tZDRyJfcf+ZL7lW8UfA58o58D6Is4li1s5WGA12cPKEoI77n1AQcDUHMtQZfzz9ocYa9IqSCIKKVS/n/2zvb4LiqMo7/Tm62ySZNmqSpfeEldEuIjFBtaR2xMwo0HcCCA9qXGT8Ig1Jw5Ju8jOMoH9QBHP3gKAx0RAflizSonWGk0I46iDLSlNa3AlO7iNhApU1D02TzsrvHD3tverO5u3tv9r7t5vnNdHLP3rPn/Oecs0/Pfe45z9GMnfov7f9+Hp29mlxecWrNdvIfvp2xVZsYz2RoOXduzndLpZ0i/pfLX+perT621oMLQmJBBFNX0C6IfUff5/jwFGu6Fs367ZVzWRZvvMjlsjzbuJUG8twwuY+WZ2+l+UMbGbniDjLLr5qxGfuOvg9Q9pQck/pwQVjR8b/67OzQdV5cEBZWukcPcf30Xtbs/SMNuQnWtn+bI8ZH4MptNABtAEp5egRzivhfLr8fj2DzSYsLonTZEgsi+r6djwvCMBq5bFkjj36+d85vz23sB8NoZIxOftF8B79q2cFjl75Ky99+TuKt33Dm0mswjEaaGMMwWlh3wWJuuXLZwnFB+EVD5jRdL97Djz44whQJMn03M3bFF/n7HxpgHnElBEGoP8YaFnNu3V28d8nnaG8qfHZh9h0eztzLS/lr+F1zP+jlvtQVKwNsuSA6Vq2mp8JmCicXhBWq0goROToyTOvJVzEmzjC+4jpIJllstPJ08208ee4TLD25nGtbW8nlRucdC6LatLggqtctLoiF7YIotgn2vFYoy7ufeZ1NFzaVdUHMKWsqj25sgdFRpvLwirGBzZMHuHHyeSaeu4jR1FZGerc7hrulll0QnRf33VlpM4WTC+Klt9/j3eFRvrDkGJ9dNEjv3ldomPyA7JIezq7eSlt7O2dv+gkT/zhF25GhWWEgvcaCiMMjWLV1eU2LC8Jbupb70s+6vJQ9XxeE/XN7fiuUpfWCvFTeSmX9b9FFfD93Dz9r+gqbpv7E7ck/s/ToU2TXfwnDGKMv+0/Sx9tJn+m29hosEBeE1qzKD0F+GQAPtuzhptHnyDW2MnHJdWTW3MjkhZtg/Pz5Tbdc0c3alrP84HAuKtWCIISAFcrSeodULeMNi9nffD2b+2+jPZFDLyrsnPpy5qf05Y5xovEClqzqp61CORaxMsCWC2LxylTpeA56mgvyJ2g48he63z3EYyOHWZk/yZtDj5LLreT5xBY+evUNnG69jGRbR6Hg8UnHR53CIwdm+eKCEBeEuCCCqCtKF4TbvG7ua61nr7pqaYHpwsaM7zbfyyfzg3x8+iArj/4S6sUFscSYJHH6DS5imneMFazNv853Rr8Br0K2qYNDRh97k7fS330phjHJkLEao7eXZIWVCIlEAsOwz4DFBVEpXe8uCIkFEX3f+u2CsOctDn3ppSzrtBrrfvGqqxGW8YJxMy9wM4/e0gPfWl27Loil+dN88+yDrM6+RefTIwB8OrmTp5t2cqzxMn7ceg/bt36GkYalPLz/JADXNncC5U+WEIRySCyI+mVLX+fMMla/Q1/OwXAfKSZWBthyQXxsZYKO/AiDxjrWrl3HZEcvvx5cTC6XJ4PBi4nr2GJ0z1kF4TW6vbggxAVhv5ZYEMHUFQcXhFPoy6pdEGW+S627IL7W8UNyuSyPb7icRmDir8cwKmzE8HrAnrggxAVhv5ZYENH3bVAuiGrLquSCcPhu7bogSlEqpOThE+f47ZsfzKtMid8gWAzcNCCHni5g5hOytlpqxgCX8uFs6evk8Ilz/D496niCcqUyLQIN9CMIQqwJ1UdsIzQDrJTaBowAKa214xH15ZahlfLhbO5pYd+K5rL+G3D2NW3uaWJzz4qZ+3Hwb9aq37AefMBPvvEk01PT3L32bl9012pf+l1XHHzAldJufMQ16wM2jS9a6wNKqV1KqX6t9YHifOV2wlk4pd34gorT9eADq7Yur+l69wG/fPJlstks97Xd54vuWu5LP+vyUnZUPmA3dQXhAw7rKN+NQNq8TgPrQ6pXEAQhtoTlgugoSi8tzqCU2gXsAmhZvppMJoPWmnQ6PZNnenqaRCIxJ23lVWoaKJwqUSqvxejoqKuyK92rNl2Nrmrr8poupy3MNvKzzezXXsacm3St9qXfdQU1/iv97v3UmclkyOVyZDKFl/ZDQ0NldQDdSqlBzrPbyfUalgEeAbrKZTDF7QbovLhPJ5OFAOcp2yl4xbE+rXTy8OxYwalUqmRei3Q67arsSveqTVejq9q6vKbLaQuzjfxsM/t18miSbNbdmHOTrtW+9LuuoMZ/pd+9nzqThwtHEiWThZf1q1atKKsDOKW13kAFwnJBHOT8LDgF7C+XeSKrZ5aHCYIgxIH/nM2VtEvHh6fmZbNCmQFrrQeUUvcrpfqBDqcXcDB7FUSqK+H6aJ9Kb0OdvlsPb4GrrUtWQcy+lmA8wdRVC6sgKqU/1ZNkfHycpqbEzLX9nv3U9ditggDQWn/PvHQ0vmaemSOJHt9x+ZxHApBVEH7W5TVd76sgJB5w9H0b11UQOze0sbFrasY9YrdNxaeum8RqFYQgCIJQRKx2wtlPRXbjRrC7IP51ehKlCiejigvCXV3ighAXRBh1BemCKPe791u3XVulvLh0QSitdal7kaGUeh94G1gC2IM8lEt7yQvQDZwKqOxqdHvRVW1dfrZZmG3kZ5sFqbtW+9LvuqIa/37rtmurlLdXa72ESmitY/uPwto5V2kvec30YIBlV6Pbta4Q2si1tpDbyLc2C1h3TfZlxH3rW5sFoHtwvt8t9S/uPuDiqXu5tJe8XuvyWnY1ur3oqrYuP9sszDbys82C1F2NrkrpIPvS77qiGv9x6ktHYumCCAOl1KB2sVA6bOKqC+KrTXR5J67a4qoLgtEW9xlwkDhGZIsBcdUF8dUmurwTV21x1QUBaFuwM2BBEISoWcgzYEEQhEgRAywIghARsdqI4TdKqTPAILBfn98Kbd17RGv9gHld8bSOMLQppdZTCFaE1nogCm0ldM3REFGbuWqfCNpsli6lVIeZTgEboxpnTu1luxf1+HfqyziM/1DHWL3PgLdrrbc4GN9+zEa2n9ZhuxeVtq+bnd6llEpFpG2WLrPOtKkhrZRaH2GbVWyfiLTN0gXsADbYfsC7YqILW91Rj38nbXEY/8UaAh3/9W6AO+wDD8BMp20fRXVaR0fRj2IXcFApldJa79ZapyPSVtxmg8Aea2agtX4tCl0e2idUbU66zL/WrMgab5HrMj+PfPw7aYvD+C+hIdDxX+8GuAsYVko9YfssZQ1Gk4qndQREsbY1Zt3DSqknzMfYKLTN0qW1HgGeAPYAV5l5otDltn3C1uakC5gxdsPmTCkuuuIw/p20xWH8z9EQ9PivawNs/i82AowopbaVOAy04mkdYWgzPz5ufnaIwvFMoWtzajPggNZ6jU1rJG2Gu/aJQluxLottWuu74qIrTuMf5zaLfPwXawh6/NetATb9bsWPBsM2P2HKvO/ptI4AtR20XXdQ6ORQtZXQtd587AJ4iMLAC73NcN8+YWtz0oVSalvRy9U46IrF+C+hLfLxX0JDoOO/bg0w8AzMeskwoLV+zZwBdGE2oOlwt5ztJU/rCEHbAAX/a7/52e4ItM3RBew2DXM/sCMiXbhtn7C1Oekyrx9RSh1SSh0CuuKgKy7jv0xfRjr+nTQQ8PiXnXCCIAgRUc8zYEEQhFgjBlgQBCEixAALgiBEhBhgQRCEiBADLNQ85vbQQ0qpR6wNB0qpPUqp+30qv18pFcbyLGGBIasghLpAKbUHeEhr/Zq5A63Dtn7Tl/K11tv9Kk8QQGbAQp1hbi6YY3zNWay1nnNmVmv+vd++AaU4ryAEhRhgoZ7YANwFzDKc5ozYChv4AMxEskqZfweAnaXyCkJQiAEW6olhM/bCTntENytCmT1QjskcF0WZvILgO2KAhXrCivJ1J4XoVcDMSzpXL+S85BWEahEDLNQ86vwpBjvNmWuawp5+K6xhCvP0AgpBtbeZ31lvzpT7zWs3eQXBN2QVhCAIQkTIDFgQBCEixAALgiBEhBhgQRCEiBADLAiCEBFigAVBECJCDLAgCEJEiAEWBEGICDHAgiAIEfF/RWozSQ5qVBMAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"thick_peaks = np.array([np.array(find_peak(thick_specs[i], thick_0, [450, 700], 80, save=(str(thicks[i]), 'dicke'))) for i in range(len(thicks))])"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"thick_rates = np.array([find_rates(thick_specs[i], thick_0, 7*60, thick_peaks[i][0],\n",
" thick_peaks[i][2]) for i in range(len(thicks))])"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.63333333, 0.08261596],\n [3.41904762, 0.14467102],\n [5.10952381, 0.16485409],\n [9.87619048, 0.19971635],\n [8.12619048, 0.1897755 ]])"
]
},
"execution_count": 135,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"thick_rates"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = set_up_plot(pimp_top=True)\n",
"ax.errorbar(exact_thicks, thick_rates[:,0], yerr=thick_rates[:,1], linestyle='None', marker='x')\n",
"ax.set_xlabel('Dicke [mm]')\n",
"ax.set_ylabel('Zaehlrate [1/s]')\n",
"save_fig(fig, 'countrate', 'dicke')"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.63333333, 0.08261596],\n [3.41904762, 0.14467102],\n [5.10952381, 0.16485409],\n [9.87619048, 0.19971635],\n [8.12619048, 0.1897755 ]])"
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"thick_rates"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"ename": "OSError",
"evalue": "../messung/dist/7_7cm.SPC.dat not found.",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mOSError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-138-0bd80fcf5bb2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mdists\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m9\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m12\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdist_specs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mload_spectrum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'../messung/dist/7_{i}cm.SPC.dat'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mabsolute\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdists\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mload_spectrum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'../messung/dist/7_{i}cm_null.SPC.dat'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mabsolute\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdists\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m<ipython-input-138-0bd80fcf5bb2>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mdists\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m9\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m12\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdist_specs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mload_spectrum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'../messung/dist/7_{i}cm.SPC.dat'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mabsolute\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdists\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mload_spectrum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'../messung/dist/7_{i}cm_null.SPC.dat'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mabsolute\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdists\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/p3334-pracb/Projects/UNI/Prakt/FP/CS/auswertung/utility.py\u001b[0m in \u001b[0;36mload_spectrum\u001b[0;34m(path, absolute)\u001b[0m\n\u001b[1;32m 36\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0mreturns\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mchannel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevents\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 37\u001b[0m \"\"\"\n\u001b[0;32m---> 38\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloadtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskiprows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'latin1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 39\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 40\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mabsolute\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.8/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mloadtxt\u001b[0;34m(fname, dtype, comments, delimiter, converters, skiprows, usecols, unpack, ndmin, encoding, max_rows)\u001b[0m\n\u001b[1;32m 979\u001b[0m \u001b[0mfname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos_fspath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 980\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_is_string_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 981\u001b[0;31m \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_datasource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rt'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 982\u001b[0m \u001b[0mfencoding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'encoding'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'latin1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 983\u001b[0m \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfh\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.8/site-packages/numpy/lib/_datasource.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(path, mode, destpath, encoding, newline)\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 268\u001b[0m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataSource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdestpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 269\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnewline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 270\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 271\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.8/site-packages/numpy/lib/_datasource.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 621\u001b[0m encoding=encoding, newline=newline)\n\u001b[1;32m 622\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 623\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 624\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 625\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mOSError\u001b[0m: ../messung/dist/7_7cm.SPC.dat not found."
]
}
],
"source": [
"dists = np.array([7, 9, 12])\n",
"dist_specs = np.array([[load_spectrum(f'../messung/dist/7_{i}cm.SPC.dat', absolute=True) for i in dists], [load_spectrum(f'../messung/dist/7_{i}cm_null.SPC.dat', absolute=True) for i in dists]])"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'dist_specs' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-139-3fec309f9ede>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplot_spec\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mfind_peak\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m160\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m300\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'dist_specs' is not defined"
]
}
],
"source": [
"plot_spec(dist_specs[0][0] - dist_specs[1][0])\n",
"find_peak(dist_specs[0][0], dist_specs[1][0], [160, 300], 100)"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'dist_specs' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-140-3bf10878aafb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdist_peaks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfind_peak\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m160\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m300\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'dists'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m<ipython-input-140-3bf10878aafb>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdist_peaks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfind_peak\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdist_specs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m160\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m300\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'dists'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'dist_specs' is not defined"
]
}
],
"source": [
"dist_peaks = np.array([np.array(find_peak(dist_specs[0][i], dist_specs[1][i], [160, 300], 100, save=(str(dists[i]), 'dists'))) for i in range(len(dists))])"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'dist_specs' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-141-a76b76df5dd7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m dist_rates = np.array([find_rates(dist_specs[0][i], dist_specs[1][i], 7*60, dist_peaks[i][0],\n\u001b[0m\u001b[1;32m 2\u001b[0m dist_peaks[i][2]) for i in range(len(dists))])\n",
"\u001b[0;32m<ipython-input-141-a76b76df5dd7>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m dist_rates = np.array([find_rates(dist_specs[0][i], dist_specs[1][i], 7*60, dist_peaks[i][0],\n\u001b[0m\u001b[1;32m 2\u001b[0m dist_peaks[i][2]) for i in range(len(dists))])\n",
"\u001b[0;31mNameError\u001b[0m: name 'dist_specs' is not defined"
]
}
],
"source": [
"dist_rates = np.array([find_rates(dist_specs[0][i], dist_specs[1][i], 7*60, dist_peaks[i][0],\n",
" dist_peaks[i][2]) for i in range(len(dists))])"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'dist_rates' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-142-3fef929b97cb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset_up_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpimp_top\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdist_rates\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdist_rates\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinestyle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'None'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'x'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Entfernung [cm]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Zaehlrate [1/s]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0msave_fig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'countrates'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'dists'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'dist_rates' is not defined"
]
},
{
"data": {
"image/png": [
"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\n"
],
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"ename": "NameError",
"evalue": "name 'dist_rates' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-142-3fef929b97cb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset_up_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpimp_top\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdist_rates\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdist_rates\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinestyle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'None'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'x'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Entfernung [cm]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Zaehlrate [1/s]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0msave_fig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'countrates'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'dists'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'dist_rates' is not defined"
]
}
],
"source": [
"fig, ax = set_up_plot(pimp_top=True)\n",
"ax.errorbar(dists, dist_rates[:,0], yerr=dist_rates[:,1], linestyle='None', marker='x')\n",
"ax.set_xlabel('Entfernung [cm]')\n",
"ax.set_ylabel('Zaehlrate [1/s]')\n",
"save_fig(fig, 'countrates', 'dists')"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'dist_peaks' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-143-ba4a7078f495>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset_up_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpimp_top\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdist_peaks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdist_peaks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinestyle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'None'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'x'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Entfernung [cm]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Sigma [Kanal]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0msave_fig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'widths'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'dists'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'dist_peaks' is not defined"
]
},
{
"data": {
"image/png": [
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\n"
],
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"ename": "NameError",
"evalue": "name 'dist_peaks' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-143-ba4a7078f495>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset_up_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpimp_top\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdist_peaks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdist_peaks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinestyle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'None'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'x'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Entfernung [cm]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Sigma [Kanal]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0msave_fig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'widths'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'dists'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'dist_peaks' is not defined"
]
}
],
"source": [
"fig, ax = set_up_plot(pimp_top=True)\n",
"ax.errorbar(dists, dist_peaks[:, 2], yerr=dist_peaks[:, 3], linestyle='None', marker='x')\n",
"ax.set_xlabel('Entfernung [cm]')\n",
"ax.set_ylabel('Sigma [Kanal]')\n",
"save_fig(fig, 'widths', 'dists')"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'dist_rates' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m\u001b[0m",
"\u001b[0;31mNameError\u001b[0mTraceback (most recent call last)",
"\u001b[0;32m<ipython-input-144-995a1e9a3d7d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdist_rates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'dist_rates' is not defined"
]
}
],
"source": [
"dist_rates"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"argv": [
"/usr/bin/python3",
"-m",
"ipykernel_launcher",
"-f",
"{connection_file}"
],
"display_name": "Python 3",
"env": null,
"interrupt_mode": "signal",
"language": "python",
"metadata": null,
"name": "python3"
},
"name": "Untitled.ipynb"
},
"nbformat": 4,
"nbformat_minor": 2
}