mirror of
https://github.com/vale981/fpraktikum
synced 2025-03-06 10:01:41 -05:00
1412 lines
576 KiB
Text
1412 lines
576 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 948,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"from SecondaryValue import SecondaryValue\n",
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"from importlib import reload\n",
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"import utility\n",
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"reload(utility)\n",
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"from utility import *\n",
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"from scipy.optimize import curve_fit\n",
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"import scipy.constants as const\n",
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"%matplotlib inline\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 793,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"e_cs_1 = (32.194*3.64 + 31.817*1.99)/(3.64+1.99) # keV\n",
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"e_ba_1 = (30.625*33.9 + 30.973*62.2)/(62.2 + 33.9) # keV\n",
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"e_ba_2 = (79.6142*2.65 + 80.9979*32.9)/(2.65 + 32.9) # keV\n",
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"e_ba_3 = 53.1622 # keV\n",
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"e_am_1 = 26.3446 # keV\n",
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"e_am_2 = 59.5409 # keV\n",
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"\n",
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"e_eu_1 = (5.65*14 + 5.06*0.174)/(14+.174)\n",
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"energies = [e_cs_1, e_ba_1, e_ba_2, e_ba_3, e_am_1, e_am_2, e_eu_1]\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 794,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"cal_cs = load_spectrum('../messung/cal/cs137.dat')\n",
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"cal_ba = load_spectrum('../messung/cal/ba133.dat')\n",
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"cal_am = load_spectrum('../messung/cal/am241.dat')\n",
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"cal_eu = load_spectrum('../messung/cal/eu152.dat')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 795,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(<Figure size 432x288 with 1 Axes>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7f31d2855f70>)"
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]
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},
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"execution_count": 795,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": [
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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": 796,
|
|
"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": 797,
|
|
"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": 798,
|
|
"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": 799,
|
|
"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": 800,
|
|
"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": 801,
|
|
"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": 802,
|
|
"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": 803,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[10.795145334120809,\n 0.9345068181899046,\n 0.591735575640896,\n 9.396032469152779,\n 0.7153363502952073,\n 0.4132431699335809,\n 1.3554873053001755]"
|
|
]
|
|
},
|
|
"execution_count": 803,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d_peaks"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 804,
|
|
"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": 805,
|
|
"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, absolute_sigma=True)\n",
|
|
"d_pe = np.sqrt(np.diag(d_pe))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 820,
|
|
"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 = 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": 769,
|
|
"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": 770,
|
|
"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": 697,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"91.0"
|
|
]
|
|
},
|
|
"execution_count": 697,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
|
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_spec(am_2)\n",
|
|
"am_2.max()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 698,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"t = (1200 + 1165.2)/2\n",
|
|
"N = am_2[530:780].sum()/t\n",
|
|
"N0 = am_2_0[530:780].sum()/t\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 699,
|
|
"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": 700,
|
|
"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": 700,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"tt/60\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 701,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"658.6823194735251"
|
|
]
|
|
},
|
|
"execution_count": 701,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_am_2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 702,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"4.683747674615255"
|
|
]
|
|
},
|
|
"execution_count": 702,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"N0"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 703,
|
|
"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": 703,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d_tt/60"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 704,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"5539.0"
|
|
]
|
|
},
|
|
"execution_count": 704,
|
|
"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": 705,
|
|
"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": 706,
|
|
"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": 706,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"deps"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 708,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"26344.6"
|
|
]
|
|
},
|
|
"execution_count": 708,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"e_am_1*1e3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 709,
|
|
"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": 709,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"e_ref"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 710,
|
|
"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": 710,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 895,
|
|
"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": 888,
|
|
"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": 888,
|
|
"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": 891,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3.5066282746310007"
|
|
]
|
|
},
|
|
"execution_count": 891,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"area(s=1, O=1, A=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 773,
|
|
"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": 896,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
|
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F8e12703a0Wgked3asQXu9GOFttl43tt872V/fz9VVVVJ2cDlcuFyuYrWAbtcLhwOB1VVVUC6XHHCCSdw0kknMTAwgMfjYcGCBTnljWeeeYZNmzZx//33s2zZMlavXs3y5cttSyXBYDAZl5XyejsWi+FyuZg1axbz5s2jr69PkyD6pJRLyIGSdMBCCCPj3cwYC/YAT2WopwbhJiBuNQiX/ZiZr6k+CKd9LpYGrE+2o9l6aPaWLVvo6OjIORC2c+dONm7cyC233MLixYuRUiZTSB7sg3AQZ7v9mpHQga8TQqwAmswG4BLl1CDcBMStBuFyHzP6muqDcNo/PaMtxNY+5xooW7FiBY888giPPvpoSlL1M888kyeeeCJpP/roo6xevRqHw8HAwACdnZ2TchCuJPOApZReKeVlhu9ul1JulFLeXopzKigoTF7cdNNNrFu3DoCmpiYOHDiQcvx3v/tdit3f35+UWrZu3UpnZ+f4BFpklNVKOCVBFCdOu76VBKEkCKMEUVlZycjICMVCdXV1Vgni4osvpqenh40bNzIwMMBFF12UVRa4+OKL+dGPfkRzczNf+tKX1DzgYkBJEEqC0GwlQUysBHHYYYcVVQOG+GBXJplg7ty5zJ8/H4hvsmmsm6282bkmiwRRVh2wYsDFidOub8WAFQNWK+EUA1YMWDHgpK0Y8MQyYA0qGY+1c5XVIJyCgsLkg5RyokOYdCi0zcqKASsJojhx2vWtJAglQUgp2b9/P42NjcljSoLIbksp6e/vR0qpJAglQSgJwoqtJAhzOxqNMjg4SF9fX8riiWIOwumXQRfbt3HRR75x2a0vpaSpqYlgMKgG4UAx4Hx8KwasGDDEtcxoNJpcluv3+1OW6BZq9/b2csghh5TEt94uJK58zuX3+xkdHVUMGBQDzse3YsC5jxl9TTUGPB5xG2Mrl99pMZ5/p9M5+RmwgoJdqBSSCpMZZdUBKwmiOHHa9T2ZJYgNO/rZ2R9PGxkKhThjQWOaL72tJIiJu7f62CbyeS/F868kCCVBHJQShNM5xHumxctEo9llA638GJQEMZ5xKwkiHWoesIKCgsIEoawYsJIgihOnXd+TWYKwIxsoCUJJELniyvdcSoJQEsSkkyAefbmPDTv6cTqHOHVBM+csbEsetyNBjEFJEEqCKDyufM41JWZBKAZcnDjt+p4oBrxhRy9v7A8iRIhoNMLy2VWKAdu0FQMuPG7FgBNQDPjgYsBOZwXzWjFluYoBKwasGHCeEEIsJr73G1LKhxPfrSS+OafHbHdQBQUFhYMNpWLAN0opzxdCrBFCeIDFAFLKjYnvVpjtC6ckiOLEadf3REkQ0WiEaDQGpMsMSoKwZisJovC4p5QEIYRYA2wWQiSZrhDiMuChRBEv8Q45rQNWEsTBJ0FAREkQBdpKgigs7qkmQcxN/N8vhLgPuJ6xLek1tBorJTruNQDt7e14vd7kMWO2omy2z+fLu24uu1Bf2WIrZpx2fRfSZoXEFQgEkFIiRBgAr9ebPB4IBIhGowQCgbRjel+BQDBpSylzXkem8nZ92Wmz8by3xXz+ix23PraJfN5L8fxHIhEGBwcJBoP09PQAtAkhtjCGtWbSa6kkiJ1SygEhxIvEO9UB4lvVZ0QiuLUACxculNqOpxBvIP1fnGy21+sl37q57EJ9ZYutmHHa9V1ImxUSl7urm2h0jAF7PJ7kcXdXN4FAALfbnXZM78vt3pu0o9FIzuvIVN6uLzttNp73tpjPf7Hj1sc2kc97KZ5/v9/PvHnz6Ovr0xhwn5RyCTlQig54M2OdbRPxztfLGAv2AE+V4LwK44z4PN5enM6KlHm8CgoK1lD0DlhK+bAQ4johxIqErenA2ndNZgNwiTJnoQbhxj3ufNss2zxeK77UIFzhthqEKzzuKTUIByClvD3xcWO270zqqUG4CYg73zbLNo/Xii81CFccu5gDSqWMWw3CpaOsFmIoBlycOO36zrfNsjFYK74UAy7cVgy48LinHAPOF4oBTz4GnInBWvGlGHBxbMWAC4tbMWCFSY/u3gCXr+8u+a4Uxh0wFBQmM8qqA1YSRHHitOu7UAlimcdNNBrh9V6/pV0pNOQjQRh3wHA6HTp/SoJQEoSSIPKGkiAmpwSxasksVi2By9d3W9qVohAJwrgDhnY8DiVBKAmi8LjyOZfaEUNBwSa27x3l0Zf7JjoMhYMYZcWAlQRRnDjt+i5UgtDqGu1cvvKRIIwygVZXs61KEMs89XS9PcyGHb3J+ctKglASRL7nUhLEQSxBZNtZohhxZTqXtz+Mp2WsriYplFqCGEP+EsSqJbN4xuvD6azI6FtJEEqCsHquKTELQjHg/HznWpFWTAagnWteK3haXHxgVtWkZMA+ny9ZP5NvxYAVA7Z6LsWAD2IGbGVFWrEYgHauey84EkhNTDKZGHD8HA7FgMcxbsWA06EG4RQUFBQmCGXFgJUEkZ/vXEuCi/kKZpQZsh0rJG4lQVizlQRReNxKgkhASRD5SxC5lgRv6gmmrCDTr1azK0EYX8+VBJH9OnMdK9RWEkRhcatBuAQUA87PtxUGbFxBpl+tphiwYsDjEbdiwOkoqw5YMeDSMWDjCrJ8GYBiwHEoBmzfVgw4HWXVASuUL7QkON29ATwtrtwVJhjF2K3DmPinlEmGFA5OlFUHrCSI/HxbkSCyvV5baTNNwpjbUpky97dcJYhMc6PtSBAbdvQWRbZREkR6bEqCiKOsOmAlQZRWghiDfQlCkzDuOW9+2iaFxZAgunsD3PDk3iTTzEeC2Nnv54Yn93LqguaUudF633p/uSQIp7OiKLJNrmOF2kqCKCzuKSdBCCEOAFuAp7StiIQQK4lv0Okx2545UUYx4Dzs8WDAmXamKAYDNktnaZcBL/PUEwqFeL13rIyZby19pRUGnG2ATzFgxYD1n8eVAQsh5kgpd2cpcr5+481E54uUcqMQYo0QYoXZxpyKAZc3A87ku1AGbJbO0i4DXrVkFmcsaOSGJ/emHDf6tsuAC2kzxYAVAyYHsnbAQogngQPGr4FOYH6Wqk1CCI+U0puwjwceSnz2AovJsjmngoIR2qCatz/M/GlqJwyFqYFcDPg2KeUm45dCiM4c9VqAfiHEfVLKy4Amw/FWE59rgDUA7e3teL3e5LFwOIzL5bJk+3y+vOvmsgv1lS22QnwHAgGklAgRBsDr9ab5DgSCybpSypQ4rLSZVt/MtzEOq+1vLK+3A4EA0WiUQCAAwGMvBegZijK7wUlnS5S/vh0yveZM12nWRsFgCCHCGetqZfNts2I9N3Z8F/P5L3bc+tjGs00K+V1aPVckEmFwcJBgMEhPTw9AmxBiC2NYaya9Zu2AzTrfBHbmqLcWQAgxoNN+WyzUWQuwcOFC6fF4kseMgz7ZbK/XS751c9mF+soWWyG+3V2pr9cejyfNt9s99moejUZS4rDSZlp9M9/GOKy2v7G83nZ3dRMIBHC7x9ju/MpIMglQ13rza850nWZtVLXlFZzOiox19RJEPm1WrOfGju9iPv/Fjlsf23i2SSG/S6vn8vv9zJs3j76+Pk2C6JNSLiEHLGnACca7CpCMSRAfyVB2DbBFSrlV9/VmxliwB3jKynkVJg5q80sFhdLD6iDcCuA+g50JvwI8uoG3hwGEENcJIVYATWYDcIkyahZEHnYpZkFk2vyyFLMgtPJ62zgLwhh3pmu2U17NglCzIIxx5XuuUs+CeFFKuUszhBAZGayUcgDYmvj3sO772xMfMw6+qVkQ5TMLItPml6WYBWFm62dBdPfGdWDj7hs7+/0IBPOnuTPOZMjWRmoWxPjGrWZBpMPqLAghhLiPeKdqZRZEXlAMOD/fpWDAmdjgeDPgpbPdyVj0K/CWznYnmfnS2W7FgPOIa7zjVgw4HaWaBZEXFAMuLwasLz9RDFibxwupgx+rltRzxoLGnHErBqwYsN248jlXSRhwllkQHUBXLucKCsVG5TtbqNz7Io7gEO6AD1d1DdJVi29R/FmvkGEiVIAQExypgkJuWJ0FsRy4nrFZEDuBR4odjJIg8vM9FSUIGQmyMPJ/VP/pcWr2vsCby3+IP+KkddcfaXh5HTFnFTGHC4eMIWIh9sy/EP9okIuH17IkvIW/Vyxks7OT4f4WpKtGSRBF8K0kiMznKvUgXIeU8jQhhJYOypO1dJ5QEsTUkiD0W9jrU0JmkyCaYr0c8sr9rPOtpy3Wh3zdRWjmcTS4osQq6wkf/1n2nPB5qKgakyRiEeodFeDwsb2ykwaGOS7cxSnhPyL/54f433MOTue/pg3aKQlifONWEkQ6rHbAu4QQl0op1wkhriU+MFd0CUIx4Px8lysDzpQS0rS8jBGNRqiLDFK3bR2vOo9lrfMTrDz7n5GuWt25aoAQEDJtk79UnMBfKk7AIaO8J/QKNx66jRiV8UG7YJBjeJXph5+oGPAExK0YcDosdcBSyk1CiI6EuZG4Blx0KAY8tRiwPiWkWV2N8c7a+i1ELILTeSlvVc7h3XOf5ZtPHCAQCPCZlhm22mQs7gpeFQsJnHI+EF9FdF7zTg7f9BVCexYxePh1OJ3VigGPY9yKAafD0rb0Qog/ALGE2UL8eVZQMMWjL/dx+fru5PxdU8gYZwYe54dDX6Cm+3Fi1S0gJQCxGvu7V1hBoO0YBpb+J86ht5j2m09wuf+HuGP+3BUzQLvOy9d38/vXBnNXUFAwwKoEsRa4QwixU0p5oyjRCLOSIPLzXW4ShLaThLZ7xl/eCqbUrfC/y8y/fY1L/S+yxbmIltNvItwwm+ibb6XNA7Z7L7NurDka4t1DT2ff9KW0vbyOFa/+kvnRN/AN/Tf+wKhtCSLbjhlKglASRDEH4aSU8gIhxPLE4owngUxT1PKGkiCmhgSh7SSh7Z7x3Dt7U8rVOqDS/w7fr72CpypO5t5Dj6Ia83nAdtvE2saa9YwuvYlvvrWQZjHCRQ2NgMDtiBISVWnXnKnNnM5oxh0zMrVRKWwlQRQW92QYhJsrhFiUmBe8SQjxLYv1bEEx4Px8lxsDNsvPUCmDuJ6/G//s86C2jsEzfs1TT76bcyVcURmwofwrYh5Op4OVPh+1L/+M2wZ+yzdrr2evc4YlBhwvk/tcigGnx6YYcBxWO+CtwKAQYhHxRDz3WqxnC4oBTx0GrP9+Oju5cfgW2rbtwj99Ma4Z70+U349x0G58GLBWdmwaWrRtAa3yZ3x7+Fq+U3cNm53HWmLAVs+lGLBiwGawNAgHNCaS8fyauB5sTLCuoGCK6r6/c8fgl5gZe4f+03/AaNvREx2SKfwzT+KaxrvY55jOTb7/5PzRh5ODggoKpYJVBjwohDgF6JJSDgkhPMBLxQ5GSRD5+S5XCYKXH+Gw577Gu6KVL9d+nSuajzMtP1EShHEe8Du0cV3dN/m8/4d8YvRBXqzoxFsxN2ObKQlCSRDjJUH0AxcAq4UQ5wFLKMFSZCVBTC0JorJtNv7247l+9HP4HA1pda0k4xkvCUKrG6WC79V/icdDZ9JTtQAnJJmwkiCUBJHpXKUehGsmLj10EF+GfF/24grlAG1Xi2w7Wjz6ch+PvTSMu6s7ZblwIZgffp1u13sIzTiO/R/+Lr6UnYonAYSgu2I+TuC40GbOHP0t36r5kuXq2gaipx81LWd7amWdzoq821+/e0lnSxRPSRIFKJQCVjvgJinlLiFEN3AcJcoFoSSI/HxnkiA27Ohn+97RlB0t4uVTlwv3DEVxDPtTlgvnJUFEwlwY+H+cH3qUL9d+DZ9vRoovY91ykyDMrrk6OszR4e18w/dVRvavJVYZZz7ZJIgNO3rZvncU6E1bfm2MI9dy7VzXrd1nbT6y3w+rlASRd1z5nqvUEsS4aMBKgiiuBKG9jmuv2mNIfe2f3eBMbn5prKuVzylBSMmlwZ/xsdBv+JVcwStVx6b5mgwShPGa/+Jexqizjut9tyL/fDX7z7gfWVlnKkFs6gny1GsH8PaHk9dj1l7GNsi2XNvKdet3LwkEAmXzvBttJUGkw44GvAqbGrAQ4jYp5fWJz9ruyB6z7ZkTZRQDzsPOtT9atjmtxr3XciWmycSAW7ffy8dGf8Njro/y85pLWTanLs3XZGTAAC84O/lW9TPMp60AACAASURBVBf5cu9dNP32Et5cdrcpA9avANy+N0o0Gkm7ZmMcuQZQc123Me582iyb73zrmtmKAafDajKeLsayn60XQryYq05iA05P4rO2QedGIcQaIcQKs405FQOeGAas7b1mVlcrn42htQR20fZ/DzCy4DwWdF7LvQ2N6DGZGbCGzdUnceCD36Zy74vUNbXhOuBLY8D6FYCf/dUrlhlwrvbNZevjzqfNFAMuUwYshHhISrlKtzccWNgTLiFReHVfHQ88lPjsBRaTZXNOhfzR3Rvg8vXdeW8lrw0KefvDzJ9mzUd4+jHsP2MdwUNOghF/7golhn4Tz2Ji1HMao57TAKgc7aNC1hER8XPs7A8hsN5mCgqQmwHfkPj/+gQLBiztCedJsF3NNi7caDVWEEKsAdYAtLe34/WO9d/hcBiXy2XJ9vl8edfNZRfqK1tshfgOBAJIKfnALEEgAK+9O4zf70dr/2AwhBDhZF0pZTKOQCBANBolEIh3Wo+9FKBnKMrsBiedLVH++nYIKWWyvtfrTZ67be8fGaloobftaGAm7O4xjTMQCKbV1cetj0Wztbjs3svOFkniUuhsiWWtr7WLFpcWp9ZGmdrMGRmh8/mr+bfYUdxReTnvm1WN3x/fBamzJR6z0Xeue2fWvlau2xh3Pm1Wquc92/NfbN+FxF1In6F9jkQiDA4OEgwG6enpAWgTQmxhDGvNpNdce8LtSvxvTL6+M1OdDPLCAPE0ltnOtZb4VDcWLlwoPbq5NPrNGHPZXq+XfOvmsgv1lS22Qny7u7qJRiNcuuwILgUuXx+346+1w1RVVaa8TkejkWQc7q5uAoFAchAOYH5lhHsvOBKArhRf4PF48Pl8tA7+ndb/+zYjM09k6ISzs8bpdu9NqWuMWx+LZmtx2b2Xly6o51KL5au2vIK3P8xdXVGWzq7F7dbPFIlkbDOAvW+exSk7f8qQnMYJy77JKhPfTmdF2jVnunfaubb7GxLT0qLJaWm5nkmtfYG82qxUz3u257/YvguJu5A+Q/vs9/uZN28efX19mgTRJ6VcQg5Y3ROuk/ggnLYnXCfwkQzF+xP6bxPgEUIsBjYzxoI9wFMZzqMG4fKwMw1maQM7dgbhzI4bB4nkO9tp/t8rCTXMYeeiG6nO0d7jOQhnx/7ArHjms9d7/aZT9bIl49lz6Dm8/OY+zhn9H/ZtPhz/4f+c4ts4wJcpDmP72p2WpgbhCo+77AfhiCfguc9gm0JKuRWSkkJT4ruHhRDXaR2z2QBcopwahMvDd6bBLI1V2RmEMzuu99Uohml9/kaoquPAmT+iWtZaHhgbj0E4O/Y5R8OF7683vDGMtUHWZDyVlfy4bg0tw4O8v+t7hOoOw9F+pu6aHXkNwgG2p6WpQbjC4i7bQTgdXtTkCAAhhCmD1UMvKSTs2xMf1eDbJEbdyz/HEfGz/+xfEqubATrmMNVhXHEWE06+W/dFjj78vQSmL6Z2guNTmHyw2gHfIIS4j3haypyzIPKFkiDy8z2eEsTbR64m2nYyTtdMsDhntVwlCM1OSyKEeZvpd8Dw+6GqqpIoDvYcuRq/34880IsjPEzU3Za3BGE8d676SoIoPO7JIEHclkjGDliaBZEXlARRvhLEWaENPF95IvWNR+JzHGkrbrsSxKaeINv3jnJEi7Ok91KzzWSATLZ+xVmKTCAlh//5apyj/fR97OcFSRCa3d0b4IYn97J0tptVS5QEcTBLEI0GWwohbgUeklIWbUmyYsD5+S41A/7w6NOsHl1LU7QPn+9o23HbZcAbdvQCcOIMZ1kxYL2dtnowEKB33ipm/elq6p78IrHI502v2RhHpnMv87iJRiPJAcJs+80pBjz1GfBcIcSvgCellOuAGxMLNM6jiDkhFAMuPwZ8VKybL4zeyzbXsTxU+0k+YMLois2Anc4KOg+t41RP+TFgDaarB9tPYyh8I41/vYULq6bzYNWn8mbAq5bMYtWSsSmF2a5DMeDC4p4MO2LslFJeAGwRQjQSzw0BqavdFKYYHCPvcr3vVnod07iz7jqiwurf68mHnf2h5Aq6QjDy3n9lZMG5rAo+zPGh54sQmcJUhtVfVKsQ4lziS4o3MraSzcNYjoiCoSSI/HyXSoKY8bfbqJSj3Oj+KoPSDSbJZUohQWixhsPZk+kUy146252cB7x0tptnvD77EoTO9/CxV/PWzj7eZEbeEoTZwKRZfSVBFB532UsQUsofCSGWA98ivqLt+sTOyA9aqW8VSoIoLwnC/+H/5LZHNrHHMTt3OsosceYjQQC4XOMjQaxaUs8ZCxqTx/7U000+EsSY73q+W3dVfBCurg4RDVFnU4LI1EZm16EkiMLingyDcOhmQQwKIeZIKW/IWkFh0uLIyCuIyBxkZR2vuI4CHcMqBMbdH6Y6unv9vPazyznUHYHz74sni1BQ0KEk2dDyhZIg8vNdTAliTnQ3Xx/+OqN/epF3j78hZ75aOxKEcZmtWSwTIUEYP1uZFZFNgoCxZc4v9h/CsuAv2Lf5hxw48kLL51IShJIgIP9saHlBSRCpx7QdFoCsc0GLJUHUxIa5ceR2RkQd4ZOupr4mPkNgZ78fgWD+NHfeEoQ2wDWvtcrysufxkiCMn63MisguQeiWOT98ASf5dvGBbffgOGQRoVnvt3SuTPc2/hbRz+lHOZP7xykJorC4y1aC0C0/XpLI7XAfsIv4Jp1Fh2LAqXX1e31lmwtaDAYci4S4cuTbtMX6uKHm66yJVoHPlzZAlQ8DXjrbnWRpH5hVxV/e0qdPnJoMWLOjsSjfqfo3jq/ZS9PGL9Jz+s/xi3qdX3sM2Gy/OcWApy4D1rAzMRDXKaUcFCXSshQDTmeO2sqrbHNBi8GAV4Yf44TIFtbWXka3a2ylm3GAKp82WbWknlWJxHw+n4/n3tHvkjw1GbBmO50VhKll4LS7af39pTTKA0Rq2/NmwGP31HwnD8WAC48rn3OVehDuOCFEP9Cc2JxzMfC0xboKkwB/q3w/FTLME1VnQCyau4KCLUSbOtj38Q3gcNlOYLSzP8Tl67sPioHLgw1WO+C1wI3EO94npZR3liIYJUGk1rW6wWQhEoQzMoKMwVtM57+rzodYNOu5rMSdy7aa+GdKSBDGQTTpp277j4m1LWDk0A/mlCA0Cej1XmO7mW8mqiSIqSlBrB6PaWdKgkiXIMaQvwSxezCSHERL8SVj3OS/nf2xOu6pvdbSuazEncvOdF3lJEHoBx61OPOVIPTX+Pj2tzn11T8wTf6Spxf/GKezMs23vrwmAd3w5N4U30qCOLgkiJQlx0KIRcVMwqPzqxiwzi4WA57TWJG2ysvn89Gy46d0hrv4nutSy+eyEncuu9wZsJWVcfky4N+9OsSj4St42PHvHP/STfxP3TeIxhxkYsCaL32baX4VAy5O3JOBAX9WCHEbJc4HrBhw8Rlw56F1fOu0Gclj2iqv1pHXad1+L3+u/BBPOFfgzrL7Q67rmmoM2MrKuHwZsNNZAa1zuDfyeb40fCefCv43P66+MCMD1pDaZooBFzPuycCAjfmAl1usp1CGqI/5aN50PdH6Q/mh83IIxme1lGo7d4V0/G/VUt4bfpmPjf6G37tOpc85a6JDUpgA5OyAhRANWuebWIDRTJZdkRPltD3jTpVSXp/4biXx3ZE9ZtszJ8ooCUJnF0uCMJadHtlDTMZ4+4M3M/x8JVKG0ubqHswShNE2GyjLV4LQ+/pR9WfY5DqZPUzHmeNeKwniIJQghBCbgdUkcv5KKbsS6Sg3Es+MZlZnMbBYSnm7EOJ6IYSH+OwJpJQbhRBrMmxdrySIEkgQADU1NakDTJUL6D3vKSqdlTi3dCNEOJl/FtK34c51XVNNgjDaZnN1C5IgEr5iVPBGxXtxRiMsjL3G6xULEik/lQQxnnGXswTxLSnlS4nE683ARinl7kQmNFMkdkXeKoRoArxSSq8Q4jLgoUQRL/EOOaUDTqy0WwPQ3t6O1zs27hcOh3G5XJZsn8+Xd91cdqG+ssVmVjcQGFsxJqXMWDcQCKQc12whwgDs2bMHl8tF3eCrnD30Ag85z8bb81aybDQazbvN8mmTTNdljNvny3zNxbazHTPGBRCNRgkE4pKN1+vNWD/XvQE4PPoPbg7+O49U/BPrKj9peq/1bab50c6rP1bIvbTTJvnY+ud/ou5lrrjyPVckEmFwcJBgMEhPTw9AmxBiC2NYa/bmn6sDPgAgpVwvhFgtpdyt/z4HljAmVTQZjrUa7JRdlBcuXCg9Hk/ymJGRZbO9Xi/51s1lF+orW2xmdd3usalH0WgkY113V3fKcc3WGNohh8ygoTLGtOfuYmY0woaaf0opGwgE8m6zfNok03UZ466vd5bsXtq5DmNcEO8A3e74FDWPx5Oxfq57A7A3Opc/cDorg4/zqnsRLzg7065b32YwjNvtTp5Xf6yQe2mnTfKx9c//RN3LXHHley6/38+8efPo6+vTGHCflHIJOZCrA16cWAEHcU1jkfY9OVbCJeSG83Xab0uuYBRKBClp+uNNOEf2cVf9rfz9gGvCV1apAb9U/Lj2EhZEXuXK4e9yZf1dpmXs7thhTP+pJe9RKB/k6oA/Tlzr1ZI/nJD4vxMwXQ2XmK62M8FotY53M2Ms2AM8laGuGoTT2cUahKt9+ee4d29iX+eVzBSLmNM9mLKyqpCBm3zaJNOA38E2CDfmP8YoDm6r+RLf8V3DNcN34RtcCI6KpC99m23fG7U0CGdM/6kl7ylGm+Rjq0G4dOTqgFfr01BqyJGO8j7Ak5gJ0aTpHkKI63TfpQ3AgRqEK8UgXH1siENe+RGjh3+YyJLLWCVE2sqqQgdu7NY1Juc5WAfhxhC39zkP5wd1X6A2OsDZDU0pCdz1bfbZX71iaRDO6axgXiuW4rTbJvnYahAuHbnSUZru95bp+8QxL2Mr5zbqvr/d+J2CObRXR29/WLcUNj/4HA28ecrdVM48Su3IMIF49OU+nnrtAN29gayyy1+qPkQ0GuFsISAWSbJghamJsrq7SoKIQ3t1nNdalbZ82Ky86WtuJMq8yBu8UTGP/pp51IQrIDz2+lesuaPFbN+pLEFs2NHLzv4Qc1sqTXMiGyWJ2Gt/YPqLd/Dm8vvwU5fiWyufS4LItZtJIW2Sj60kiHSUVQesJIjUV8d7LzgSGFsKa0eC+GhwA/8WWMt/NHyDmpqPZJU3xluCsPqqX84SxJu+URwj4Yy7hGi2vu57plVwz3nz8fnScyIbJYnK9vlUjB5g1gtfY/fS/0rxreV33tQTZMOO/pQ3JaMEofetJAhrceVzrpJvyjkeUAw4jkwDN1YZ8Ozg61waeIAtFYvZJo7kn3MM8CkGbC+uZZ74tKOqKpfpLiH6+plYqHGA1ciADzinEV1yHTOf+xqNXT9k8LgvpJU3e1NSDFgx4LyhGHBmRmuVAYvQMNf572JQNPD9+qtxOCpTVsJpUAzY+nUY41q1ZBbHt4RS5o5mqp+JhRoHWM2S8chjVuHv30776z/HNe9kgrM+kKg7tsOJ8U1JMeDC48rnXFOCAY83SjFPUhtsAfONNPOFfleEjHFKSdOf/oPK2LvcVPefDDkazcsloM0rnVWXtZjCBGLwAzfh3NtF5dvPJTtghamDsuqAx1uCsDtP0koc2TbSzFeCMO6KYIxTX97R2snv90zn7+KIZIIXszj180o7W/J/1T8YJQifz2f5OctXgtD73vfBu6lunJbcysi424leclAShJIg8sZ4SxD5zJPM5TvbRpr5ShDGXRGMcTqdFQgZor6hgVjnhTzu7cYZNU/Go0E/r9Tr9SoJwkZc9fX1lp+zbBKEfjVgrnzA9fX1VPS9QuW+bTidx+rKp2+wmq8EoW1573QOceqCZpbPTn9ulARhfq4pIUGMNwO2yxCsxJFt9Vq+DNjo2xhnZcTHLb6vIHesYfiwU7KmozSzi8EAimEfTAzYuBrQOC3NzHf7Sz+h0fs473V/lf+rOiatbKEM2PhG+L5pLRnL5mMrBpyOsuqAJ4IB2x2ksMKAx1AcBmz0nRKnlFweuI+O2G4ONB+CMGFdZgy42Awg37pm130wMGDjakDjtDQzX4GT/4Pa/pe5dvC7fLH6eww6mikmAza+EeZ6buzaigGnw5GrgEJ5obs3wOXru/n9a/G/tDWv/pqloT/xy+qPE5ppmqJZYYpAumo5sOI71Eo/a/rv4o3ekbz8PPpyH5ev7055jqzUufaJt7h8fTePvtyX13kV0lFWDFhJEKlxGctqr62v9/oJhUL88/R9zPjrN9lasYiHKs7hhAyvnkqCKOw6SiFBGMta3hTVNZOth1zG6Xu+z5qaP+OfdaZtCSLTQHG256bQxD6gJAgzlFUHPNUkiJ39fm54cm9y6lihEoT22nr5+nhO2Xd2/ImGWC1XRT9HU11FxutSEkRh11EKCcKOdGUs37H0kxzYdzjneT6Cb2TUtgSRaaA4104qhSb2URJEOsqqA55KDHiZpz5t6lihDNh4/Nahj7A/ehytLW1Z0zoqBlzYdZQVAwb8gQD72k+GkVFCB/bgH3UTrW62zICt7slXyG/FzFYMOB1l1QFPJQa8asmstKljhTJgzT49vIluMYfdzgVMnzYjmV9AMeCDgwEn7ViYtt9egaybwf4z77fFgM3OlYsBF7qqTjHgdKhBuHFGPgMgelTueZ7LRn7I2cGMf1QVDhY4XOx/70VUvfMCDS98p6iuu94ezuv5VLCHsmLAU0mCML7uaa+tWlpCSB0AsSJBVPj3Mf2pL7LHMZO7q1ZnnBesJIjiXkfZSRD6uNuXUT3vZZq3P8CJNS08I5cULEEs87jpenuYjd2DGQfolASR+llJEGUmQRhf97TXVqczmnGlXFYJIhrmsD9+GUd0lNvrv0FI1GaMW0kQxb2OspUgEgic/B/UDr3BlfvuYWf1zdTXH5sx7mzn0sqvWjKLP/UEsg7QKQmiTCUIIUSTEGKxEGJlYn847fuVQogVie3nFYDte0ctyxFNbzxC5bsvMXDyzbxVcdg4RaigYWd/yPammOMGZyX9p36PzZXHMygaJjoaBRsoBQO+AOLbzAshjk90uP2J7zYKIdYIIVaY7Qt3MEgQ8fON4fXeuA+z+Zgp13HoRwnXHcLI9A8Sjb6VNW4lQRT3OrRkSE6nI5n/t2wkiOTnGu6suYpgMIRv8AAIZ94ShM/nS3sGlQSR/VxlI0Fom3AmoO2AfCrwUOI7L/Ft7dM64INFgtDjPdNqAPP5mPX19VT0v06suhnqGnDMPIN6C3FPZgliZ78fgWD+NHfZSBBaMqR82mw8JAh9+9UwxJw/foHg4SfjdH7Y9Ny5JAh93EqCsHauspsHLITwAP0J1nu+4XCrSfk1wBqA9vZ2vF5v8lg4HMblclmyfT6f5bqBQAApJUKEgXhWsGzlrcQRCARTfOltn89HIJC6MWYgEH+tlVIm49bievOVLSx64SpG3TN45ZibcVVWWorbeHzPnj1Z47bTZvm0iVW7syWK3x/fO7SzJYrP5887rlJfh9U2s/qMac8JpD4LduIOBAJEoy6GZA1tL3yXhVWVvOBYlHbuTOfSYvV6vSmf9ces/lZytdlkvJfZzhWJRBgcHCQYDNLT0wPQJoTYwhjWGsgpUNpBuJVSyssSnweAlmyFE8GtBVi4cKHU7zagn+Oay/Z6vVit6+6KryjT/qp7PJ6s5a3E4XbvTfGlt71eL263ngEP43bH9/KKRiPJuN1d3Tgifjpfu5OKaIDB5TdzSOWhluM2Hj/kkBlZ47bTZvm0iVXb44FVed7LQm27da3GZvUZ054TSH0W7MTt7uomEAgQOeO7hB/7JDf0/xfX1d3KnsqOlHNnOpcWq8fjSfmsP2b1t5KrzSbjvcx2Lr/fz7x58+jr69MYcJ+Ucgk5UJJ5wEKIldo29EKIxcBmoClxWJMlygrGJDel8P10T8haBSn5nP8+KvdtY2DZrURajyh6TArlh+7eQFEG+qSrhv6P3EOISr488k3qY0PJZ/DaJ94q38HEgxBFZ8BCiBXAbUKIGxNfXS+lfFgIcV3iWJPZAFyi7oQMwi3zpCa50e9iUeggnD6Bjt8PVVWVKXW08voBj+WBDSwPP0Pf0WvY3/Y+yDHINlUG4Yx2KTdYNdqlGrixOnhlzA9sfxDOmIynjh/V3sDn/fewbGaYAVmTjMXT4kpu4qkG4abeINxGYK7J97cnPpp2vokyEzIIt2rJrJQkN2bljbsFACm2tk+bcRBOn0AnEAgYdj5AZ4+d97nqD1EvfZx60lXUizHN2OqAyGQdhDPapd5g1WiXYuDG6uCVMT9wvoNw+qXIO6uO4irnt/nBBxfyESnjvoeHk8f/1NNNoYNwm3qCWfdAVINw2VFWCzEmigGbMQBjeWM6PsA0PV+21WlSypQpQNr38f9jBPZ2E61uYUhW8yvXOZw0PJw1bsWAy581FYM55seAE+eOCXyDB2jfchvBxnn4DzsrpXyhDDjbHoiKAauVcFnLZvorn4nJ6NPxAabp+Ux3rWCMnWRiwE2xPmY/8xXCrUfidF6RMQ59nIoBlz9rKsb0LatxZ0rGU9/QSFVkmMau7xBqOBxn+2mpxwtgwNn2QMzVZpPtXmY7V9mshCsnTJYs/lVylC+PfBNHoJ/hRWqhoEKRIRwMnHIbkeb5HPK//05F3ysTHZFCAmXFgIstQeTK4m9HgjC+gsW/y7zKyKoEISNBrh65g7lRL3s+dDsj7jnJlW6Z2kBJEMW3p6wEoXuO/B+6k8P+cDEtT6yh59QHiiJB2FnBpySIdJRVB1xsCSJXFn+7EoT2Cma2nbgVCeJN3yiOkTDzp7mTvj8VfJATI5u5JfYZtux4D6dGgznzASsJojR2qSQI/eq+CZEgtLL19by97L84/E9X0Rjrx+lsSdm1JV8JYgxKggA1CGd56kw+DFibsgap24nnYsBLZ7vx+/1UVY1NAQJ4ynUy01qa+Kvvo+zuHauvGPDUYMBmeSQmigED+CtnEj5zPdJZydLZg4SCweSuLfE6igErBlxEBmyFKdphwNqUNUjdTjwXA161pJ7jW0LJFTdv7XyC7bSzt3IOc//pVL7t8yV3z4hDMeCpwIDN8kiUKu6cDDiBuoR9UfVjXNL8Ny6q/Dwx4UwcVQw4n3OpQbhJhGrvk9w+eA3/6tw00aEoHMQQMkLDm5v43MjdCBnLXUGh6CgrBjwZJAjjsWzpJ81edaLdm2j64zW85pzP+tEP8Z5oxPbrnJIgim+X8rV1vOK2JEHoyvvmnIu//x2Wv/ZTfNTwQPVniMakkiCUBFG+EoTxWLb0k8Y4W0a6OfSlrxJtnMMtfJXRkfg57b7OKQmiNHYpX1vLSYLQ20Odn+PFnn7OGX0cv6OeB6tWKgkij3NNiUG4qQwRGuGobd8gVjuN/WesY2TDIDCcs56CQkkhBA/UXIJb+gmKKsvV4kvze/H2p87qUbCHsuqAp7oEsW/BldTNPYFIzE00uj/pV0kQ5raSIOz5titBaHYkFuN71Z8DIYhGY/j37copQWhz7Oe1Vpkm9jE7l5Ig0lFWHXC+EsTvXxvkTz3xGQSdLZJLF5SPBNEcfJMK31uMdpxG74yTmNbu0Z1LSRDZbCVB2POtzTU3m9ebzZf+uTssugvP7/6dc1wf59HKMzM+UxBfin/vBUcC6Yl9zM5lbDNjIp+qauuJfay2iRVbSRAJ5MuAN3YPsntQY3vxpN4w8QxYvr2V1ueuI+qqo6/5uJS/tNr8UP3cUMWAFQMuJG5trrnZvN5svvTP3ZuynZEZJ3Lxm/cn3s5mJfyYrwS1w7aNDNiYyMfp9FlO7KMYcAmQLwN2Oh3JvdUCgYBtplgKBtw6/BrNf/0S0t3EgTN/TF1DK67+wWQ5s/mhigGn2ooB2/OtzTW/q0u/64o9BhwFfB/5Ln//2WdZHfwpQ280M7xojSkDtvrb0WBsM2MiH6ezwnJiH6ttYsVWDNgGNPHf6axIycNb7HNor0LDo2Hqql109wbwtLhy1IxjUWgrLb//FuHaGRw46yfEatuLHqOCQjbol8vbhsPFt+uuIeT7Lh/e/F0i9bOA9xQ3QAWgzDpgKxKEWYId/auR2SCEXQliw47e5KvQSChGbWWYuS2VpjsVmEkQR4ReJlR/ON0n3UZlrAYSdbK96igJIt1WEoR93+FwmKWza1OWy9uRILTnLhSDO6s+zxGLPsjgtPcTje4tugRhPG8m34W2iZIgLMKKBGGWYMfpdCRtIcJJcd/bHzZNmJNLgtC/CnW9Pcx7ptVwz3nz8fnSdyrQSxDO0X6czgoerL2QpWfPonI0autVR0kQqbaSIOz7drlcacvl7UgQqUuRIdZ5IfVAq+jmnNCv+UXtZwiLypSycR/mEoR+oE0/QG523kzyhpU2MNoHtQQhhFgJXCalPNXw3QDgMdueOVEmJwM2Y39GBqwxWI21GhPmGH1lYsz6cpmSqESjEYSMUf2nW5jmfZzm6jvoc7QxNBq19ZdWMeB0WzFg+77zaTOz58742zg6uJWzg7/lPZFubq69EZ+jwRID1g+0+f1jA+SKAcdRkg44sQmntiW91vkipdwohFgjhFhhtjGnVQZsZH9GBqwxWI21GhPmWGHAeuinihnjqnLs54rh79Hy6p85MH8lg/un4RRO0/KKAduzFQO27zufNsvMgMeewT+7lxPGxdX+73Hn8A3c3PBV3nS252TA+oE2/QC52XkPRgY8Xsl4jge8ic9eYPE4nbekcAb6+M+hm/hQ6M8MnfAl9h13rS6rlILC1MJfKt/PfzTcQo0M8K3B65gXecO2j0df7uPy9d38/rXBrOV29ofKfiebYmC8NOAmg91qLCCEWAOsAWhvb8fr9SaPhcNhXK74aG4gEEBKiRBhALxeL8FgKGlHo1ECgUDyWDgcJhAIpthGX9q5jL41BAKBtLoAgPyUeQAAFHxJREFUHTu+z6zILm6pvIqTG04h/M47Gc8Fcakg03Xp4wRS4rLSBtmO79mzJyUOO3Hlsu2UtWsXElepr8NObOMZdz5tZvbcZfptvCRmc2XVN/hs+Kf8I9Kcdtx4br3vaDTKYy/t4dX+uDwndDt+65/X9x9aid8Pr707TCAQ4JiaobK5l5nOFYlEGBwcJBgM0tPTA9AmhNjCGNaaSa/j1QEPAC3ZCiSCWwuwcOFCqeXNhdSBBHdXd3LOIIDH46FqyytJOxAI4Ha7k8d8Ph9ud1yC2O5vSExhi3Lqgmbc7ijRaCSZo9foO45h3G530ld9fT0i7Ee6ahhuuoHbnzqDf1TM4SLDufTlNXi9XjJdl1Z3bPpQZcayZm2Q7fghh8xIicNOXLlsO2Xt2oXEVerrsBPbeMadT5uZPXfurm5e7/VzV1fqb8XprGCQOdzGV+O/ndmzqNv2AI3VHyQQcybPrU0XfWuYZK6Isd/mMFVVlSm/M/3zeumy+azyjeXHNvstTdS9zHQuv9/PvHnz6Ovr0ySIPinlEnJgvDrgzYyxYA/wlFmhYg3CZVqdZra1vJ1BuIDvANM330ZN7zZ6TrufkTDsErPAJJ+D2aBdrkG4pbNTd9tQg3BqEM6u73zazOy501ZqGlfVGQfKYt2baNjyPW5xPs4t1dckV86Z5YrQ/zYL2V/RbpscdINwQogVwBIhxEop5cOJQbnrEt83mQ3AQXEH4VLrjIn9xq3lrQ7CNUd7mf2/V1I98AbDx1xMXWMzcmTUVjrKXGL/qiX1lqYPqUG40tgH6yCc2XOnrdQ07tJi/O04jvgo+93VzHzyWr7vv5ZQ7y2Mej6SnC6qzxWh/23qf7NG31Z+S3baJJc95aahJTrYZsN3tyc+mna+5YKd/SEEqSn2Phx8mrZH1hJzVrL/9HsJHn5y4sjoxASJeZx2jisoFAvB2cu4qfE7XO27gwUbr+IX7k/SPXJWfqvwbEC/YtUseY9WptQrZwtBWS3EKLUEEa+feb6hcQNFgEgwwMejv2O05Qi8i27E1Tw7ubLN7DWpEAlCj2x2ro0ejceVBJHbPpgliGy+rf529tDGte5v8K/hh3lo5Fg8LS4+cGhlirxXbAnCmMxHS96jL2u2cnbKSxD5YjwkiGzzDfUJcqp3PUVw5vGcsaAR6VzHQHUrrhG/6TxHs3PlI0FYfe3JtdGj8Xiu1VBKgrBfdipJENlsq78dp7OCKPBg1adw1sE9582n9skv4dhxCL7jLkfbraOYEoQxmY9Zm5itnDX6mnISRCmgvW7YSYqTD5yBPpqf/ypu7xP4Fv8bQwsuIlYz3VJ8aocAhYMZKbJXLIJ0uqjftg737o0cKT/LVjqs1TXAqoyg9RGZ5IhiQx/XyR21XDXPvo+y6oCzSRDa64bZ8uKiSBCxCE3d6+nYfi8iFqL36Mvon39hzldJ4wwLbdS3lBKEXVtJELltJUGY+85XvvONBHh34dW0HX4q7S/cws0jN/IH5zJ+XvFpwJXia5mn3lRSyzR7SZMRjLFt2NHL9r2jKXJErhlDhbSZPq5wOMQnp4oE0d5xRJoEob1umC0vLoYE0fDcHdRtf4CRGScyvPSrRJs6qAdw+LK+ShpnWGijvmbliyVB5GMrCSK3rSSIdNvpHEpJbWlFvtPD2b6c/XNO4oX//gYnjz7NQ87PJPyO/WZXLZllXjfD7KVNPUE27Og3vG1GUuSNbJKl8RrN2sy4W4fZ7hx6eSMajU5+CUJjwLUzPWl/kbINduXLgA+Nvk0kJvH5ZhGY888M1s9nX+tJ1DhrUwba9HHoYeY7219SxYAVAy513MVmwMY5wtqbJ9hLmHN/9af5MecQk3UI/Hx++Pv8rer9vFixOOMgW6bfbab96LTj2eb2W2XAmQb49Nel9x2LxabOIFzTYQtMGTCYC/R2GXCbGGKV/0FWBJ/kBdfx1NefCvX1MGMeNTkGrLL9lba7I0Au34oBKwZs13ex28w4R1h784zDesIcp7OCgKMGt7OCGRzg6NgOTht5hh0VR9E6fCPULcj528q1H10xGXC2AT6tfqrvKcCAS422aC/n+B/m1NBGHMTYUP1RHqw8j9smOjAFhYMI79DK6ZG7OI9n+Xz0EVoev5Dqme9jePltxGqmFexfS+Rz6oLm3IUnGGXVAZdagjgl8AdOCz3FM5Un83DVeex1zrD1GqUkiPGNW0kQ9n0XW4IwHrPzvOtt4zzgWY3VbHGewS/mnM3H5R+o3f0kgyEnRH1UDO/BLxosDwAaZYY5jRUZl1BblSCsXOeUliCMIni2OYJmEoSQMdoOvEj1Sz/lg5GT+VvVB/htzTk8VbWcA66ZcR+A3byjSoIYv7iVBGHfd7HbrJDnXW/r5wF3HlrHt04bSxAVZh5vHnkh9Q0NEA3R/ps1RCpq+afIqfyxahl+Ry1WNgTV+860hNooQTz6ch+PvRTE7d6bMsXNynUaJYgnd/p5ePPbuFz7YDJKEHoGrN+XTZuiArkZcEtsP6eN/JWPhDbSumEvoeo2KhwnxhPqUM2ArMSZ519xxYDHN27FgO37niwMOK1sIABCQCyCOOZyGl79b9b413Kh/2c8W7mU9a6z2Mehpuc2Sz6ViT0bGfCGHb30DEVxDPuzTnGzwoAf3ryb1/aNsGB6LUx2BmzcojobA3Y5JCJx/Jbgt+iQ/+D/Ko6iatm19La9jz9v7GMsTXphmfcVAx6/uBUDtu97MjBgyJ4gSh5zAW91fJR1v/8zp4/+nlOCz/JX1/vY75xNc2w/Dhljn7M540BbTU1NxgE8IwN2OiuY3eBMprA19i/ZrtPIgF0uFwum1/LI55civjAJGXAmmK2SqZZ+loS20PzUPfxk6Dkua15HSFRxd+XFBNwzeMd5CPfMnZ+cTmZEQdt2l9CXgkK5Y7ye9zcq5nNlYA0NfILpFQ0I4GOB3/Cx0d/wivMIard/jNE5K4DSJ5+ykvgnH5RVB6yXILRXAOMqmfCuvzLzpXv5af9LVBImEmlhU8VJuCLDBBxOXnYcQRWVpjl6If46scxjLe+u0TY7ZjWHLygJwq6tJAj7vkstQdh53m1JEFnP1cz7EnOQf+c6jRGqeV/obzQ+dxuNz93G9+oW8W+NX473EYdX25IgjHFl6jOMkugZCxrTJIhwOEw0GqGvrw8mvQThcDIr+hYX1f6di1ufI3LUeQRnHYlr3wGqgr1sqD6D5ypP4vMXnMXah1/H6azAibV5wHa37c72SmY1hy8oCcKurSQI+75LLUHYed71th0JItO5nntnL33OWTxc+Qkeqr6AH51eS/XuTTSHhvn2gsOpr6+nbf25hN9p4LzQEfzddQy7nR2EcGSVIKyunjXOCzaTIGAKzAOeGXuHnxy4kEY5BH+GSFULvtkfAiA8/Wh2n/krfpwY5Xx0xwG27x2l89A6AP4xFMUxHFAJcRQUygzF/m1GGw5n5JiL4kYin0to5vG43vwLn/b/FIAglTxUfT7/U7sKIWM4h94EGjM7HWeUVQesSRBHzXSz2XUcrziP5MxTljHobKOmttY0D++GHb0Ayfy9fr+fqiqXaVIPsDdya7QLfXVUEoSSIEodd6kliHxtLS+19tvMx5eV37Hv6M/jn3sx333mDRZGdjA/2s0ucRjRaIRDo2/R/uAVtLrqCTV5CDV4+Ki/hf+NHctANL6Vkp0EXlNWgnAfMn/1VaOfZf40N+cdOp+wyauO/hXhmBnVrFoSb8DjW0IpG+wZy9qd9WC0C6mrJAh7tpIg7PsutQSRr71qSX3Kb9Ou9AfpiYGylR9yTeevrun8lQ8nZ1GNiBYGPvg12LsN9/A/aHjradYEB9lTeS3bnHNYGN6O5w83Mupu59LRJt51zGCfs53HBjsYoTbJ3LfvHeaGJ/fi7Q/rEhSVuQQhhFhJfHdkj9n2zIkyyUE4T4srY1rHbH8N813VYsVWDHh841YM2L7vcmXAxtjy8WV1ADATgx2ghncPOwN/64epqakBKbnl9y8zEHJCNEIoJghWT6Ni6B98ZPQ5qogPuu2tu4OeyiY+V/sMS978Me9UNrK/r4lgdQt1Fa38V+gshqildbSHlvC7HHhVQDkx4ETni5RyoxBijRBihdnGnPodMbKldYTMrDZTYg2zspl8KwasGHAuWzFg+7YxNru+7AwAWp0H7HNNIxQJ4HZW8LrzaIb+6Vx8Ph83/OEdGuUAdyyt5AuVh1LXPI3KPUNsfvcEHP5eZrt8eFx7cezvo7LpYzikk1PCf2Tl8C/hQaDMGPDxwEOJz15gMUXYnFPNv1VQULCK7t4Al6/vTlnY1d0bYFadSWEhGBTNhNvnIxNMO3TIifywroWuwWE6p9fFc5MPDTH45F6QMTbVfJRtjoV84/TD4OtnW4ppvDrgJoPdaiwghFgDrAFob2/H6/Umj4XD4aS+otmdLZJAvP+lsyWWLO/z+dLqBgJjOUyllDl9Z7LtlDWzzWIrlu9C4s4WV6nbJJtdSFylvg47sY1n3MVss2LHrY+t1G1i/M1/YJYgEIBAIICUEiHCAMyqg8WtMbbuj3cmXq83pb5ma74DiU4nEAiMlR0NIqXkH9Fqdsfm8WKgDaBNCLGFMaw1k17HqwMeAFqyFUgEtxZg4cKFUj+QZnzd8Pl8XLqgnktNjnu9Xox13e6xxBzRaCTtuNF3JttOWTPbLLZi+S4k7mxxlbpNstmFxFXq67AT23jGXcw2K3bc+thK3SbG3/yly44w7S+0uF7pitLdG+CurihLZ9fidsdzz3g8npTy7q5uYBi325085nbvJRqN4na7CYfDHHfccQB9Usol5MB4dcCbGWPBHuAps0JWtqXPZatBOPu+1SCcGoQbj7gLHYSzE7fdJFlLZ9cSjUZ4vddvmvxLg7b3nXGaa1lPQ5NSPiyEuE4IsQJoMhuAS5TLuS19LlsNwtn3rQbh7JdVg3D27UIH4ezYdpNkaatjjRqxVk7732zvu/i5ynwampTy9sTHggff8oEasFNQULCCUif20aOsFmKUSoLIN4GI0VYSxPjGrSQI+76VBJGfBKEd1yQGLflXpnUIxnOVtQRhFaWSIPJNIGJmKwli/OJWEoR930qCiCPfPN1mEoO1c5W5BGEFpWLAVuvmshUDHt+4FQO271sx4MIYcL7nUgx4nFiTYsDjF7diwPZ9KwYcRzF3qrF2rvwYsCNXAQUFBQWF0qCsGLCSIIoTp13fSoJQEsR4xK0kiHSUVQesJAglQehtJUHY960kiDgmiwRRVh2wgoKCQrEwGeb+l1UHrCSI4sRp17eSIJQEMR5xj6cEUazNcq2cS0kQOltJEPZ9KwnCflklQdi3x1OCKOZmublsp3OInf1+HI4Y89vctiQIIaXMVWbcoDFg4F+BV3SHGoFBi3Yb0Jdn3Vx2ob6yxVbMOO36LqTNShl3Ke9loddhJ7bxjLuYbVbsuPWxTdZ7afVc84nnQM/KgJFSlt0/4rkz87KBLcXyZeK7UF8ZYytmnHn4zrvNShx3ye5lEa7DcmzjHHfR2qwEcW8poe9xuZd2z5XrX7nOAzb+xbBrF9PX4xaP2Y2r2L4LiTtbXIX6Ltd7abSLeS8L9V1I3Hbisutb3Uv758qKspIgigEhxBZpIRHyRKBcY1Nx2Ue5xlaucUH5xjaRcZUrAy4EpjsulwnKNTYVl32Ua2zlGheUb2wTFteUY8AKCgoKkwVTkQErKCgoTAqoDlhBQUFhglBWCzHsQAhxANgCPCUT2x0JIVYS34HZIxNbQJt9V+K4FhPfeBQp5cPlEpdZbEKIpoTtAY6XUl4/EbGZtZnu2G3lFJfV+ztBsU3oc5aI6deJ8wFslFJeP9FxZYoNuJUJfv4nMwM+X0p5qq7zXQF4ZXzDT68QYnGiIUl8p5UpNW5M/CBahBAesxgmKK602IALgCW6H/Cacmgz7cvEuT2Jz+USV877Ow5xmcVRDs9/i5RyrpTyOGA1cF8ZPf9psVEGz/9k7oCb9D9W4mz41xozkFJuBY4HvInjXmBxKQMSQqwBNgshPFLKtVJKb4YYxjWuTLEl/tf+wnsSsZRDm5G4t15d0QmPy8b9LSkyxDHhz79M3e3cU07Pv1ls5fD8T+YOuAXoF0LcByClHCD+V+3XwHGJMk2GOq0ljmlu4hz9Qoj7Eq/4ZjGMd1yZYgOSnV1/4iEthzaDsR+whnKIy+r9LTXS4iiT5x+I/4HQSUnl8vwDabFp303Y8z9pO+DEX68BYEAIsTLxqrBRSjlX+464jtMyzqHtTMT1IrAmQwwTERekx6ZhpZT/v707PE4QCMIw/G0HjiVYgpMSSAcmVpCxA1NCxhZSQrSDlOBoCSnBFsgPFkWFjJmAe5D3+SPjIO7IuS7H3ZkvfDv8MzOz7KJiSSKuhueSOJcJtX9Jeqxsp9T+pfPYSmHtv5cJ2PtqLi8Npn7ZJRWd62NJW51+0SaSPjsObVvZHqk4mXUx3DuupthkZrNKP/o0ILa6uA6VvsJJQnHden67VhdHCu1f1Ssrl0r7r4stvP33MgFL+pDObsxsJL17Ys4kPXuFvFHxBc4kjWqqqlb5+43KjvumGO4dV1Nsvr0ys52Z7VTcqEjhM9v7+47lX4ZE4rrp/HYZV1NsSqD9u7Gkw0Ws4e2/LrYU2j8z4QAgSF8rYADoPRIwAAQhAQNAEBIwAAQhAaP3fNrtzsxW5VAjM1ub2bKl42dmdpehUvhfGAWBQTCztaS3PM/3PrNpVBkX28rx8zx/aut4gEQFjIHxwfRXyder2HKc7LGq9cdldWLP5b5AV0jAGJIHSQtJZ4nTK+JyacFX6bg4y8QfN5LmTfsCXSEBY0gOPqd/Xl0pr1z5qmYq6lUXxQ/7Aq0jAWNIytXTXlSsCibpeJPuphtyv9kX+CsSMHrPTv8OMffK9UvFWgnlkpET+T8cqFisfOavmXqlnPn2LfsCrWEUBAAEoQIGgCAkYAAIQgIGgCAkYAAIQgIGgCAkYAAIQgIGgCAkYAAI8g2AjM4BYBm9mgAAAABJRU5ErkJggg==\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"
|
|
},
|
|
{
|
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"data": {
|
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"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": [
|
|
"peaks = np.array([np.array(find_peak(angle_specs[0][i], angle_specs[1][i], [450, 800], 80, save=(deg_angles[i], 'winkelmessung'))) for i in range(angle_specs.shape[1])])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 833,
|
|
"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": 919,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7f31d184ec40>]"
|
|
]
|
|
},
|
|
"execution_count": 919,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.clf()\n",
|
|
"plt.errorbar(deg_angles, angle_energies[0], xerr=2, yerr=angle_energies[1])\n",
|
|
"smooth = np.linspace(angles[0], angles[-1], 1000)\n",
|
|
"plt.plot(smooth*180/np.pi,E(E_in=e_am_2, theta=[smooth,1])[0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 949,
|
|
"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_angle_plot()\n",
|
|
"mus, d_mus = mu(theta=(angles, 2*np.pi/180))\n",
|
|
"ax.set_ylabel('Energie [keV]')\n",
|
|
"ax.errorbar(mus, angle_energies[0], xerr=d_mus, yerr=angle_energies[1], label='Gemessene Energien')\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": 914,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 0.15425145, 0.52532199, -0.95241298, 0.92175127, -0.44807362,\n -0.24095905, 0.81418097])"
|
|
]
|
|
},
|
|
"execution_count": 914,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mus"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 839,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[6.44254567e+02, 2.54011700e+00, 2.81246280e+01, 1.47510862e+00,\n 4.68152263e+01, 1.99482457e+00, 1.33980801e-22, 9.49925813e-01],\n [6.30503468e+02, 2.42444058e+00, 2.66667305e+01, 1.40375334e+00,\n 3.67646129e+01, 1.58425454e+00, 6.61944410e-01, 7.82612862e-01],\n [6.11493765e+02, 2.80759756e+00, 2.54482900e+01, 1.58327314e+00,\n 2.65410176e+01, 1.43867191e+00, 3.10564782e-01, 6.24595255e-01],\n [5.94447073e+02, 2.86221733e+00, 2.38276668e+01, 1.53539167e+00,\n 2.29337906e+01, 1.41730342e+00, 7.49989323e-01, 5.18821980e-01],\n [5.72301544e+02, 5.37964773e+00, 9.59226724e+00, 2.75939453e+00,\n 1.10000000e+01, 3.18132227e+00, 7.38647984e-29, 8.30821585e-01],\n [5.66858397e+02, 3.06576525e+00, 2.85090756e+01, 1.86022744e+00,\n 1.94975573e+01, 9.45929221e-01, 1.15734964e-17, 6.16575420e-01],\n [5.54298645e+02, 2.56863763e+00, 2.56729847e+01, 1.41929622e+00,\n 2.15262806e+01, 1.07086439e+00, 3.76781622e-01, 4.17206126e-01]])"
|
|
]
|
|
},
|
|
"execution_count": 839,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"peaks"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 900,
|
|
"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": 901,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[9.08571429, 0.56600602],\n [6.94761905, 0.40585287],\n [5.10952381, 0.32970818],\n [4.2 , 0.29958399],\n [1.15 , 0.22692862],\n [3.76904762, 0.26397451],\n [4.03571429, 0.25955657]])"
|
|
]
|
|
},
|
|
"execution_count": 901,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"rates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 779,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(array([57.36744811, 56.01620168, 54.15802041, 52.4916951 , 52.14307656,\n 49.78330525, 48.56060084]),\n array([0.24192842, 0.23785995, 0.26252044, 0.2752597 , 0.21581615,\n 0.27325993, 0.26077371]))"
|
|
]
|
|
},
|
|
"execution_count": 779,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"angle_energies\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 719,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"50.68268424189124"
|
|
]
|
|
},
|
|
"execution_count": 719,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
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