mirror of
https://github.com/vale981/fpraktikum
synced 2025-03-06 01:51:38 -05:00
1889 lines
1,002 KiB
Text
1889 lines
1,002 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 302,
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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": 303,
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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": 304,
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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": 305,
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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 0x7f00c8d1c4f0>)"
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]
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},
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"execution_count": 305,
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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": 306,
|
|
"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": 307,
|
|
"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": 308,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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OgNVeT0cnwDL4OqxZt2E5W4nu9ZlOv+McLrwBbfhMqCpDt/jWetdqP/8AaH5LmKO4uWsrptLSUl544QVnlbI77riDVatWOSuWjR8/vt61V155JXfccQfXXXedcwwHp+v4RUVFDBkyxGn/7ne/c6rhTZs2sWLFCufYrvfozg4KBewLSAUsOTvCXn9MY0dpFb0VE6PpyRPajVzQK8655au1271c7Q5VwID54vtRSj4hR1vDW5E/dfrXHtjZYgH3ZhWwEoYVK2GKbTnIihWdLgydqoKmq+d32mFh6FUV9CpWhXrneLIlLCwsjK1bt3LmzBn279/PCy+8wEsvvVSvStnhw4c5ePAgd911F7m5ueTk5Div/eyzz8jPzyc1NRVN0xpxOs7Zvn07FouFu+66C4CsrCzi4+NRVZWsrCzS0tKYNGlSvTFc77WhHVQKWEIiWHBCn8TDhqdQw8NZNHs0U577vN0LcI+MesT5lbojYO3aA/LW8O7Sk1BXx1sbDvH+1qPsLq0CbAXc897eybQRydyU3c/zgW/9CIumEWafaFxt1Ci49aNGfuFQrtGJWH72Qf1rPaTNzMx0piA0TePll18mNzeXLVu2MHv2bFJTU7njjjsoLy+vd93+/ft58cUXeeSRR5odPycnh/POO48VK1Z4eEf+QVBOwDIFITk7wrZaBVeEbaS2JgOziAFNw2SylYGE9qUgBkYNxNCl8QJeu+I0dEOrK+W7I6U8bP8PYmhSF7Ydqwaw/6dxgIlpUQG7COe4B9cUhMVi4fLLL6euro6LLrqIyspKNm7cyKpVq8jLy0MI4bw2IyODZ599lpkzZzoX0xpyOsaPjo7muuuuq8fjGr/DLioqarIIu6stUxB2yBSE5OwIO5Fy/qX+my/OTuD5qP9zpgx0Ots/i/akIDYe20hc+LlaEB0V50XW7/hPxO+5ufZhbrzuOiamRTFnyR5n2qSltIe/F+G2b9/OgQMHWLJkCYMGDXJ+S3jooYd46inb8o9er6e8vJyEhAQOHz5MWloa7733HkajrTLawYMHOXXqFI8++ijz5s2rx+k6fo8ePejbt6/z+JYtW9i6dSuHDx+mb9++pKens3btWoYOHSpTEK2BVMCSsyPsKTXvo8PCkojrnarXZLIVPAcYlxzdZgXcrloQzYzdf+BwWK/j2aQVRKfdREVFRb3FLM2u4gNVAQ8ZMoT169fXK97uOH7vvfe6LfD+3HPPOW3HtR9//LFbzobjux6/6KKL+O6775zXzZs3z2k3VYTd1ZYK2A6pgCVnu+3TJ7iqbhXvWcdijuyHzr4QYzQamTnKVvDctZB6a3n+OeGfxMfHN6tG2xLnrVcYOSPy6L/+71B7BAx9UNVzzTsDXQEHM6fsiiwh0VFY9ywqGv+um+yVp97S49MZaBzYoWM6cHbIzyHSAJ//1SvjS/gOQamAZQpCcrbX7mo+ypf6Syg5m+Q81vDre3t4lu5YSnRUNFekXNHxcZ610mXIL4ja9C/OnJ+Hpp1rihnoKYhg5pQpCDtkCkJyttu+8RX+8fQKsrsZmDysN4s3HWDaiORGXG3leW33a6iqyswRM70SZ9Tl90HGNKLV3qjqHqdfpiCCKwURlBOwVMCSs822uRSdeS+WhHQsQkHTNCamRZFt7I3BENVhCrhDn4RzaxtA7R10i3DBzCkVsB1SAUvOttoROxcTs3ou5K0lLExxqxg7grOjn4Rza1utdC14gJvORlLM1YBUwMGmgOUinETngRB02foSJ2PO44YPqthRqrV8TSAjLAxFO8OkM+8TxVl/341EGxCUClimICRnW2z14GcYzHv4b9d72XDgJOD+K3twpCBsODvgRvrsW8F9iV8zr+yyoElBvPvuu/zud7/jz3/+M1arlSVLljR6sq0le8uWLTz00EPOx41lCsJHkCkIydkm+6PXsET3ZEPXy8Fk23YW1CkIwMQl0HcUd1SuZEXvqyk6UsmcJXvISTeQl9NyCmL8f8a32JLnmvOu4VcjfuU8/2dDfsbtmbdjqjIxddHUeuevvXUt0HI6ICEhgWnTpnHjjTeiaRrbtm3j1Vdf5dZbb/U4NWA0Ghk+fHhQpyCCcgKWClhyttZWzpwg4fAmyi/K4+wh56GgV8AVFRWEX/hzYj/5P0ZEf0kRGWwoMXP2bDVThnZvxNlQATta4zjgznaoP4fPMYamaY3OdyjQltToqlWrGDFihPNeNm/e7CyOXlhYSHl5OVar1Vmo/d133yUhIcFZwD03N5dPP/2Uyy+/nI0bN7J//36uueYaqYB9AamAJWdr7USjEe7bCeWnUI8dc/qDXQEDxKbcCGd/oO/pDLKPRLGhxFyvjkVzCnjtrWvrlWNsyXY9P8mQROHPCt2e35IaXbNmDaNHj2bt2rXs2bOHO++8k5EjR/L999+zbNkyFi5cyAsvvICqquzfv581a9bw4osv8tRTT2E02rpXr1692lkLYsmSJVx77bVSAbtCUZT5Qoi5dnsatp5vqfbC7B773IwrFbDk9Nw+aStUs3TbCT769jj7zLXOY6GggAG44FayKyqYmG0g7+2duFZyC8QccHl5OZMnTwZg7NixzroQixcvZtiwYXz//ffceuutaJrGokWLuP7669E0jQ0bNnDPPfegaRr79u1j8eLFPPDAA8ybN4+amhqpgB2wtxVKtdvTAIQQBYqi5Ln0h2vR564tkVTAkrM1dpfifKLXrOJLy+/ZZ67lgl6GZquHdQSnt2pBNGerh7/CYC5FVS9okjMQtqEVFxc7C6w3PJ6QkEB2djYDBw5E0zTOnDlDeXk5aWlpqKqt2PrBgwdRVZXc3Fxyc3N55plnyMvLQ1XVoFPAXtmGpihKKrDfxTXC5f1+IKMVPgmJtsNqxVL8OjtNGp8frOK8blE+6S7szVoQTSFi93JY+TuirKfZXVrFDQu/5q0Nh1q+0IfYv38/Tz75ZJPHp02bRlFREcXFxRQWFhIXF8fs2bPZsmULBQUFpKamUlJSQnFxMTfccAPDhw93jhuMUFyT6B02qF25KoryrhBiuqIoC4GFQohiu9LNxaZ2W/Q5UhguY+cBeQBJSUmZy5cvp6amhogIWz8sd3ZLxz21zWYzCQkJXueRnB3HGfvjegZsfJi7a3/Jh9bRDErUM+9yIyv3V7FmXyWXpcUwMTWqw+MsPGLLjV7a41Kffbb60h0MXf9LVvWcxd8rczl4ykJKnJ5fX6Q4OXU6HQMGDGhx50N7bdeykg5/sHPu27ePurq6ep95VlbWQcCW37Ehv6nUqVs4VkE76gVMcLHftf+c7/ADE+zvPfI1x5WZmSmEEKK0tFQ44M5u6bindlFRkU94JGcHcr4xXZj/0F+kz31P9J/7obj+2bU+iXNM/hgx7tVxvovTYedfLsS/MkTpiR/FjAXrxIwF6+pxbt++XQghRG1trdPnDfv06dON/MHOuXPnTiFE/c8cKBLtmC+9kQM2u+RzUxVFyQA22d+DLS+8yv7eE18jyEU4yemJHXbqMPF7VrIychpate1PvanFqY6O8x9j/kFsbKzvFuHsdsSgG4kpuJ/a7wvQtD52ThFwi3DByBkUi3BCiGJwpgoci2qLFUV5wDExC/vCmqc+NxxyEU5ytmgnxCbBtf9k1Zextn010OT2rGCO09WO6fcz+PY1uuotqKrKhhIza3vEMmbMuUU4vd72zz6Y6zL4mlMIEVzb0IQtD5Lv8v4pu1nQWp+ERJsQHgWZv8D89edAxxZcbwn/2/U/YmJiuGXYLT7lRY2E2V9QW1bGZKWKDSVmvjxUfe6wqlJWVkZsbKxv7yuIIYTg5MmTREZGdvjYQfkghkxBSM6W7Npdn3K69hhnL/wpjn5v4LsUxBvfvoFer+eaPtf457M9aWJSQiWL+8RQXV3t5AwLC6OsrIxjx445F5isVithYWEdatfV1TmVtsPvDR5fcSqKgtFoDPwUhC8gUxCSsyW7dvdbhJ86SNfL7kOn2wdAdkoCOekGn8Tpyyfh3Nkxn9xNRNkOwiMXUFxWx5wltqLtthoRg+v1u/OGvXnzZoYNG1bPHyqcDT7zwExBeBNSAUvO5uywU0eJP/wVVSN+SZXZjMVSR0afGP49dQAVFRU+UcA+fxKugW1JupQe+z7h/NjNrCeNHT/YjjlqRHjjd9hSnKHIiVTAUgFLzgb29hcRwMroq/nfkj1sO1ZNdkqCT9WovxWw6cLJsPkpJtYW8B/SuKCXAbA9eu2t36EncYYaJ+1UwLIgu0RowWqBrW9yNG4Ev15R5nzkuNNBHwEX3Uh2zTpGJ1YzeVhvf9+RhBsEpQKWKQjJ2ZStVJmIje7FWxWX4IqWCpWHWgqioqICXcq1xG94gXn9tmJIG8/iTZpzETIU0wEyBeEjyBSE5GzKTjQaIW8l65/7nOwUtdmOx6GcggCIN6bBHaspP24lzWh07mkN1XRAMKYggnIClgpYcrqzT5UeRakyIaKMzq1nTXU89nacgaCAAYjsT03tbkwmk/0JOKmAO9JGKmCpgCWnzY7c+ipd1/0F7tmKTudegfoqzkBQwA5b+/T3GE8noqpXeZXHkzhDjZPOqIAlJBpBCCJ3vgM9L4K4vkCJX2/nlUmvkJiY6Nd7cEA9a4KiDwhPuBwNnb9vR8IFQTkByxSE5Gxo63/cRpx5N5Xj51FjMjlTEM39fXgzTn2tHqrAVOXnFARwvMdlGA9/SsbpL/inKZP8wp3kJEd0OI+/0wEyBeEjyBSE5Gxkf70coY8kZtQviImM9XsK4n+7/kdM5blaEH79bHtmgaEfN6pf808yKdxbwZShA0IuHSBTED6CVMCSs55trSPh22Wc6XsZNadr4bT/FbDfa0G4ctZqVA24lp6bX+CyHrdRocWEpBqVCthHkApYcjay7/oCzfSj0+9vBfzR9I8C6rONGn07WCoIP6CgqioGg6HDeTyJM9Q4kQpYKmDJCRBFhZKA1T6GvxVwwHEKA1z8OMcPfINO00JSjUoF7CNIBSw5HbZSU0liwa/g0vvB0DdgFPC/t/yb6Oho7h9zv884W4xTCAaIA9QocRgMg0NOjQajApa1ICSCGuH7VsB3H4LVwtJtJwKmE/DKAyv5cPeH/r6N+qip5InyB8g89j+Wbjvh77uRwEsK2N5SCFy6Gtt7w6WCrUWR3TcNW7OYVHsHDbc+N+PLFITkBCBq5xIshv6cjOjPR99uZ9uxajaUmIkOD2Ng92i/pSAC5km4Bpxl8WP5iXkds7YfZsrQ7j7hlCmIptHhE7B9os0QQjylKMpcRVFShRD7gYeErUV9nqIoqUAGgLC1r89zaeRZz+euL5xMQUhOo9EIp35AHC9CGTcXY7du6HS2P+fslAQ0TXNb/8FXcQbSk3CunOrYmzEsX8NIy1aMxis6lMeTOGUKoj4UW2fljoeiKHHY2srPdmnQudg+GaMoynxgkRCi2D75ZgCJDX0uPeIc4+YBeQBJSUmZy5cvp6amhogI28Zyd3ZLxz21zWYzCQkJXueRnJ5x9ti3iD47FzIr+l+kJqfy+YEqwsIU/jg+0e9xzvpqFoqikD8mP7A+2+oqzi+8mS2WdP5umMvYfl0Y11vnk9+nN2LzN2dWVtZBwCa7bchv6pu7W7Snp31zL2AC8IDdnm9/xQELXX5muJw7352vOY7MzEwhhBClpaXCAXd2S8c9tYuKinzCIzk94/z63X+IZY9OEv3nfuh8zViwLiDiHJM/Rox7dZxPOT2Nc8d/7hGn/tBbZD72gZixYJ3Pfp/e4PE3J1Ak2jFPerMrcoGiKNPtOV2AfUKIckVRNmNTsOVAQoPL3PkkJNzimbKRbNDS6/lk4fGWMXj6Y5gq7iftgyP+vpVOD2/kgOdjm2zzOTehbuLcxBpn9++322BbnFtlf9/Q545DLsJ1ck6deQ/UnmFoUheuvrAnK3aZGJcczcS0xmUn5SJcQ04DFVW1aJpG8ZFK3lx/kJmjvM0pF+HcwRsKeCGQ6lhUE+d2Nzzg2B3hxhcn7Itt7nwNIeQiXOfmFFbi37iO+2r6Mr/rg+TlDCYvp9nOtXIRroFff3wLr5x9kGuVOaw9EMOvrgn+BbFgXITr8AlY2BbZ9tvfFrj4n2qrryGkAu7cnDV71kLFITYNGnwAACAASURBVL7uOt1ZYDzQ4gxsBQxnrF3of3ovd8VvZpEluc2fYSCpUamAfQSpgDs3Z/WaQlCjKI4ei86iD8g4A60WRGP/+dD/YsYdWcviLjNCQo0GowKWT8JJBBfqaonY+zGcfzU1YV38fTfBjSHT6W05TM0P2wPi6cHOiKBUwDIF0Xk51YOfYaipoCJ5EtoxLWBTEH/7+m9ERkYyZ/icgPxsKyoqUHpeQpyi5zrdVyzedBET06KCOh0gUxA+gkxBdGLOxKmUR8QRN2gcalFRwMa5vXw7ERERjcYJpM820WiEyx7EtIkWCxd1FKdMQdRHUE7AUgF3cs4uKdSdrKjX5TfQ4vznmH9iMBgCdhHOeXzwrazfYitR2ZHdkqUC9gxBOQFLBdxJOY+vhZLPIes3GI1GVFUNzTh9rAy7c5JUyxGMxkt9xumPOL1ky0U4iU6Czf+B/WtBH/iLb3/6+k88VPCQv2/DI/y06k1+Vf4X0Kr9fSudDkGpgGUKovNxnj62h8SSL3iny40c33CImaOUgE5BrD+yHr1eH/gpCOAz9RIurynkr/96hvCBV3TIU3EyBeEZgnIClimIzsfZpfhFFAQvlGeRcOAMv7omsFMQgf4knOvPnRHD+LEyjqHlBSw4MLZDnoqTKQjPEJQTsFTAnY8zZtcyduvP48DZJA4cqSS/cGdAK+BAfxLO9bhmFSy3jObnupX89sgx8gt3MmVo96BTo1IB+whSAXcyzrhYqntnUXi4B5y2+Qr3VkgF3M44HT91Oj3vWS7mVt0KMsN2U7i3H3k5g73K6Y84vWRLBSwVcCfgHP4bVh0/SkYfW8fjHT/Y/GkJ4VIBtyFO1+MWSx3fihTuSHwNs4jpkC1pUgF7hqCcgKUC7kScwoqxugRik1FVWyPJSYOMFO61/SPISTcEZJzBpoBBoSqiOzpNQ9Xr230vUgF7hjZNwIqiJAshDrSVVELCU+iPbYalN7L1/D+xoSSN7JQEpgzt7vyK7FA8Em3HpEG2Bc3rh3Rj0Jrb+SYyCxjj79vqFGh2AlYUZSVwsqEbGA4M8NZNtQSZgug8nOr2dxH6Lrx4PA2wKd5giDOYUhA5yRFMGWr752wqrOKSqgLyC3fy0bfHufrCnm1akJMpCM/QkgKeL4QobOhUFGV4a4k6EjIF0Uk462qxHipAGXQN2rEYslNU8nIGt7rwuj/i7Na1W8DXgnDnWxp5OXlnFrBn1xa2HYsjMrKiTQtyMgXhGZqdgN1Nvnbsa+46R+cLIFcIMdfeITnV/hohhJhrP28atvZEqS5dMhr53IwvFXAn4Azfv4pYe+UzyxH3ijJQ4wyaWhAN7C/0o7idfEafKeRdpqK1cUFOKmDP4FEO2K54bwAE51IQVzRxbgb2dvKKosxVFCUVW4djhBD5iqKMsLeWN9t9BYqi5DnaEDX0uWtLJBVwJ+H8/DOsXRIwDLsO3dfrfFaxy+dx+onTne+Mmsi2iEwurfkchevb/JlLBewZPF2Em4Ct15vre7cQQhQDxXbVu9/eoshVyTqabeYCi+y+/UAGkOjG12RrIokQx0/+RcXeIj4p+oHiI5VkpwRPw+w/ff0norpE8eSEJ/19K63GiujJ9NUOolZZ/H0rIQ/F1tq+hZMU5XIhxGqX9y3ugrAr2gyXHm/Y1fBcIcRsRVEWAguFEMX2c3OxKeB6Pke6wmWMPGxt7UlKSspcvnw5NTU1REREALi1WzruqW02m0lISPA6j+Ssf86fvz7NjlKN2ZmxTEyNCoo4/7jlj+h0Oh656JGA/GybOvfR1SbCwhQAdpRqXNBN5Y/jE73K6Y84O8rOyso6CLhuxclvKnXqFkKIJl/ASmyK9B1gj6vd3HUu1y8Eprm8f8DFng9MsNsT7O8b+ZobPzMzUwghRGlpqXDAnd3ScU/toqIin/BIzlIh3psjxMaXxMKCHaL/3A/F9c+uDc04/cTZ1LnXP7tWXPjYCjHisffEPQ89KH76wlqvc/ojzo6ygSLhwVzY1KvDd0EoijIf2Cds/wuUAwl2/zRhV8P2PPEm7DlfzqUl4tz43HHIRbgQ5jx9bA+JW96gWh/PR3tTABiXHO2Tzr2+jDMQF+HGJUcDMLx2B7879TxPnknAZBocFAtiIbcI527ytSMF2NLEsYVAqmNRTdgW3iYA8xVFcRRInSuEWKwoygMu5xUAuPO5uS+5CBfCnF22vISCIGrULehKjpKdksDMUf2DKs771txHZGQk+dfm+4yztXG6880cha0ammUMFfP+wZDyVcxZMpacdAN5OYG9IBayi3CKouQAczm3C2IfsNTducK26Lbf/rbA7isA0tyc+5TreU35JDoXqrcu5ph6Ho8sPhF0i28O7Cvf5ywWFJTQ6fkq4hImWD/lwZIjaJpGXo6/byr04OkuiBQhxERFUQz296neuiFPIFMQocupM+/BeGYPL4lfsKHEDICmaUEXZzA9CdeU/Zl6MVed/ZBJuk3ssUxqVQpIpiA8g6cTcImiKHcIIV5SFOW32B5PbioF4XXIFEQIc1p+ZH34aPbHXcETmUNYvOkA00YkYzBEBVWcwVSMpyl7b/gFHLR2J0PZw37dNQGfDgjZFIQQolBRlBT72wJsOWC/QSrgEObU9eDJ6AfQWfVMTIsi29gbgyEq6OIMBQVssVqYXPsnyolhaCsL30sF7Bk8zQF/in3vLbZdDTfQRA7YF5AKODQ5v9q+h4Kdx9h2LILslIRGXMEUZygoYJ1OTzkxNjtMF/BqNGQVMLYn2f6qKMo+IcRDiqK0lU9CoklEbfoXfzlTyMp6D11K+AuOMpXZh14i99T3wJf+vqWQg6cTsBBCzFAUJcdeonIl0NQWNa9DpiBCj7O2+jSjqr9glTWT85MM5KTXL2QTbHGGQgrCUaZy+asGhpzZzqLln5AzekTApgNCNgUBpCmKMsy+L7hQUZS/tJaoIyFTEKHHWV6xjRhRyS7jJF6eeVHQxxkKKQiHHTfyJqyrX0H3/QcYr73SJ5z+iLONtk9SEMVAhaIow7A9IrygrYQdAamAQ48z7tBKKhQDxWFDQiLOvlF9CQ8PD2oF7LAvuSCZ7V8MYWzVakylpVScOuV1Tn/E2RYbHylggxCiRFGUPUAmft4HLBVwiHFqZ7GUbWZVlwmEhXfBYHDf5y2Y4nzuiucC47NthrM1Y7wdeRl3n/4nnD0AhpSAVKPBqIDDPDyvQlGUy4EtQohT+HkClggxqJE8m/YivzO7LTEtEQBYHz6aD6KnQtdu/r6VkIKnCtgMzABmKYoyFcjCj9vQZAoi9Dg/PaJSSjyzmuj5Fmxx3v3p3YSHh/P3y/7u98+2I76aV4oI/tPlFsZYugZsOiCUUxDx2LaipWBTv37dJyRTEKHD+cWOEgZ+dS/6yhvITslqtudbMMXZI7YHUV2iGo0TSL/P1oyh0+kJ14dhrNiOTtMTb0xr9nyZgvAMnk7AcYGUA5YKOHQ4T214k8G126nkFtRm+o8FW5z3DL4nKHvCNWVbLHVYhcD6zi3oe40l/2giK3aZGJcczcxR3uGUCvgc6uWA7Z0ttraWrKMgFXDocI6vXUOxNZ0DIokeLfQfC+Y4A5GztQpYUVXCLriOrtsX82VVHsVHqgB7+UovcPojzjbYPlHAZmyPH8sccACol1DhrC7ZRP+6A7xouZVBifpGD18Ec5w3f3AzelXPf678T0D+PtuigHeXVvFo1fnM06rocXw1MApLEzUipAL2DJ4W49nCuepnSxRF2dxaoo6EVMChwVn15Srq0HOsz5XMG2kkM3NwyMRZaalEDQuNBzEArr6wJ4V7K9grhlFaaeRGdT3v1oxCp9MHjBoNOQWsKMoiIcQN9sePTzrc2NrSD2grqYQEgMU4iA+jp3A6LNbftyLRAqYM7U5eju0/yKoPppC59yMuTu5KdZ2fbyzI0ZICftD+c65dBQMt9oSLw7ZIlwqMEPauxoqiTMPWIy7V3i/OY58bDpmCCGLOpdtO2BdwMljbZSBoGjU1IqTiDIVaEE3Zp877GbGjfkP1O7tlCsLLPeFK7D8bFl/f18xlM+zX5CuKMsLeRn4/sF/Y283bm3Km2s8rUBQlz9EHrqHPXV84mYIIbs7CvXuI+GE9m6wXokbEAxARER5ScYZSLYimbFW/3+ec/oizBbtdKQjF1lm5hZNsivcGzvWEGy6EaPGxJUVR3sW2Z7gI2AxMB7Lsk/N8YJFjUgYygMSGPpcecY4x87DXJk5KSspcvnw5NTU1REREALi1WzruqW02m0lISPA6T6hz/m1dKa9XzmKNegnPd5kNwK8vUkIqzllfzUJRFPLH5Afk77O9YydW7iR+/RNMOfs7DMbejO3XhXG9dV7l9EecLdlZWVkHAZvstiG/qW/ubuFJ73rgt9gewnC8ZnlwTSqw0OX9A9iU80L7+4XYJliwFfiZ787XHEdmZqYQQojS0lLhgDu7peOe2kVFRT7hCXXOZ//+RyEeixU/+/3fxYWPrRAzFqwLuTjH5I8R414d51PO1sTZ7rFPHhTisVjx1MN3iP5zPxQzFqzzPqc/4mzBBoqEB3NoUy9Pa0FsFkKUOF7AKg+umSaEmA1gV7MFQog0oNwlz9uw3a07n0SI4ZLq1Ry2duOMcTiDk2KZPKy3v29JorWI68eu8AuZovsC2xdjibbA033ADyqKshBbWcoWd0EoijJN2FMH9nyvayrhSWx54k3Yc77Y1PIq+/uGPnfjy0W4IOV87/PN3FqzhaXRM3jqqr4YDLZG27t3h1acobwI57BXh1/GnNpnGa7sRdNi/b4gFnKLcC6YL2zF2IEWd0FMAOYrivKQ3TUXyHdZjHPd8fCAY/FN2Bfb3PkaQshFuKDkfGvDIXYVrUYXLogccXO9spOhFCfAqD6jQqoWhDt7U/R4qisXMlX3OcvVbI9+n3IRrj48rgfc4L1QFOVJbAtm9R5Jtk+aaTRGo8S0iyouaM7XEFIBByfn4k0HKLZeStaIXHIvGhyycULo1YJwZ485rxevnbqFtRXd0DTN72o0lBVwmqIo7wArhRAvAQ8J2wMaU/FDTQipgIOTU1VVMvrE8NOrLw3pOIOFs71j5+UYMQ2dy5oleyguMVN4oIa8HKmAWwNPF+H2CSFmAEWKohiw1YYAW0pBQsIjTK/8L/dU/g082PoY7Ljlk1uY+s5Uf9+GT3Bzei3TdZ+xYpep5ZMl6sFTBZyoKMoUYAS21ECi3Z/KuRoRPoNMQQQX55vrD/JFyXb+XfkxB8MHYCorC8k4Xe0hcUOIjIwM6RSEw86p+oSr1Je4TRvl5JEpCM/gaTGeFxVFyQH+gm2b2Fx7Z+S3W0vYEZApiODiXHtgJ4ZjX9EjvJxXI3MZGaJxutq/Gf2bgP99dhRP1OjbYfMLXKZ9idE41SecoZKC8FQB47ILokJRlGQhxIPNXuBFSAUcXJwWSx3TdWsxiVg26oZ7XDsg2OIMJs4O5THEY9YPZHxNIabSUlAUqYA9RFBWQ5MKOLg445QzTAjbzMquk5k0pE/IxulqT142GVVV+eyWzwI2zo7kWRY1kVmnnoW6HyBpqFTAHqLDq6FJSDSEAnzUdRrX/+I+TGHGFs+XCD583eVSflr5Cl1/3AFJQ/19O0EDj6qhAVn2BykWAiXYmnT6DTIFEVycJ0U0r3e5mUvCjCEdp6vdGZ6Ec7XLLZGMtSwg9cs4JpXt5MIuMgXhCTzNAe+zL8QNF0JUKIrSWp4OhUxBBBGnaS8jLVv4NiK72WuDPs4GdmcoR+lqTxuRzOJNB9hjqiZ6z49kjoiVKQgP4OkEnKkoihmItzfnzABWt5W0vZAKOHg4o9f+g9+eepvb9f9t9ncV7HE2tDubAp6YFkW2sTemRXdx+mgtj1Y+xPXlO5kytLtUwM3A0wk4H3gI28S7UgjxdGuJOhJSAQcJp6Er7FnO5xGjqY2Ilwo4wOL0hjLcFp7C5JpFPFL2I4V7Y51tjKQCdg9PJ+BZ/tx21hBSAQcHZ/iej4g9W05B18vQNE0q4ACK01vKcJWawxTlbabr1vKVllwvfqmAG8PTCbjeI8eKogxrWITHl5AKOPA5l247wciNr9Fb1533Ks9nUExjNRgKcTZld1YFfMmoUWwvHMYN4jM26W9rxCUVcH14WgviTkVR9iiKsshelOfdthJKdA6s3nkUY81h1nbJJb1bV1l0vZPgpux+DLn2l/RRTFxY6zeNFjRoaz3gHC/dj0eQKYjA56y26vhV4ossnJbG8KpaDIaoTpWCuLTnpZ2mFkQju/toXg+/k52kyRREC2hxAlYUJdYx+dofwIin+a7IXodMQQQ4p9VCRJhACY/AmNQXTKbQjLMZuzPVgnBnF0Tk0DUiRqYgWkBLjyJvAmZhr/krhNhiL0dZgK0ymrtr4rBVSUsFRggh5jY4Pt/hc+kN59olo5HPDYdUwAHMqR5YQ775Nzxm+DMm04CQjTOYOb2tDIXFQu6ppZxat4uKHuN8whmKCvgvQoit9sLr8dgaax6wV0JrCjMAhK31/AhFUfJcJtcJ2CZmx0SLEKJAUZQ8Rxuihj53bYmkAg5szqOLXke1KpRGJnt8j8EYZ3N2Z6sF0dBWdDouPfs5sVs+p3bGtVIBN4GWFuFOAgghlgCKEOKAq98dhBD5Lso1FfsOCkVRnLYdI1ze78e2x9idTyJIsHTbCf7v+Q/oeeJz3rGM45rh/f19S37DjeffyC3DbvH3bfgVq6MmQel36I/7vGR40EARzXQnUBTlfs71Zpvgarf0MIZ9wp3r2prermzfFUJMt3dZXiiEKLar31xsCriez00KIw/IA0hKSspcvnw5NTU1REREALi1WzruqW02m0lISPA6T7ByPrraxLWVb3Nn2DKeS1nAxRcOCMk4Q4HTGzyu9kOrfuRIeTVFkf/H7tiLsYx7xOuc/ogzKyvrIODaCiS/qdSpWwghmnwBRcAi4J0Grz3NXWe/9gEXe4KL/a7953yHH9vkPt+drzmOzMxMIYQQpaWlwgF3dkvHPbWLiop8whOsnFP/tVqUPZ4ixOtTQjpOT+zvDn0nSs80HidQ4vQGj6t91dOfiv5zPxRvPjJZVD/WTYiqk17n9EecQJFoYS5s7tVSDniWcClD6UBL5SgVRZkm7N2NFUXJAMwuOd5Uu2+T/T3YUhWr7O8b+tyNLxfhApBTs1j5e8xvuH/4+SEdpyf2zz/8OXq9nvevfz8g4/T24pTVavtm/aZlAkMjf6TXkd1UhCW2aoxgiBNvLsK5m3yb84NzoW2+oigP2V1zhX0hzZ4+cCy0LVYU5QHHxOxyTiOfG365CBeAnDq9yh41g7gLRlPnwdazYI3TE7uzPgnnsMPCbBUTd4gUrj79KE+YezIxLUouwjWAxy2JPIV90kxr4lg+tsI+jvdP2c2C5nwSgY/313zNtcefY0Ovn/n7ViQCAGP7daFr1xiqai1sP1rB35Z9iTK2Gz+9JtfftxZQ6PAJ2BeQKYjA49Q2vszPdSsJT77Lo99JsMbpqd1Zi/E4MK63jlmX2RZh3/p6PzcU/R/7tg3CNGp4SMWJj4rxBBRkCiLAOONimVBTQHHECGZedVnoxilTEG3ivGk0rPtuAlefWYouvBZie4VMnARaCsIXkAo4MDiXbjvBR98eZ1zdV9xnPckn4RNJaea6YI2zLXZnV8ANOT8Jn8g1p5ew6IU/UpF1DznJESERJ1IBSwXsa86l205QuHcPG0rMdI3Q8UflfUqsPdgWMSKk4mzP2FIB1+e8ZNRothRkcFn1Cn69ZyZThg4KiThppwL2tBylhIQTK3aZ2FBiBmCwUcXUJY0XLdcgFPnnJOEeN2X3I33inRgpZ4D2nb9vJ2AQlApYpiD8y2mx1J0716qwL+sxvttlYlxydLPXBVucMgXRwZxxw3gwfiE/KkkhEycyBSFTEL7m1OlsfzYJnGKg9Rh5OZeTl2ObbEIpzvaMffOFNxMT07gcYyDF6csUhMM2R/ZDBQwxXUMiTtqZggjKCVgq4MBQwD/TreLeiiWY94/AGts75OJsz9hX9boKg8EgFXADTk3TuKfyb0R8EoXp6meDPk6kApYK2B8KWKWOWyJWc8gwmn6pQ0MyzvaMXVZdBlFgjJIK2NWvqic4o4+n68HlxHTwlrRgVMBy1USiVXhrwyGKj1Tyy547iLeexDB2lr9vKSBx24rbmPbONH/fRkDiL+ZLwWqBTS/5+1b8jqBUwDIF4T/OxZuOAoKf1r1HXVwqJsNFaG1ceAvkONs79i/O+wXRUdEyBdGAMyfdwBMlPdigjmTkplcwD76ViqraoI0TmYKQKQhfcL614RCLNx2l+EglVyRV0636R7jscQxx8SEVZ0dxTrlgSsDH6Y8URF6OkcK9FXxYNZlRFQ9j/KEQ+l8TtHHSzhREUE7AUgH7nnPxpgMUH6kE4DiJmH7+Oej0IRdnR3FuObSFmJMxpMenB2Sc/lLAAJqm8caP/Zl0wf0M6jYqqONEKmCpgH3BqaoqAF2pQh8WjbGXvd2Qru1bzwIxzo7i/MOyP3TqnnDNcU4bkUzxke08WzWBRf3OR7Rj+6K/40QqYKmAvcXpqPVw9YU90TQNgMfV/3BR+XFMpZ+AEhYScXqDUz6I0TTnxLQoFiV1QdM0KorfQ/1uOabcv4CiBF2cSAUsFbC3OAv37mHbsWoiIytQVZUkyvhJ2Nd8ql7FNd26h0yc3uCUtSCa59TpbJ+Poa4Udi+Gi2+H/mOCLk7aqYDlNjSJFrHz2Cl2HjvFrfoVhCmCU0Nu9fctSYQKhs3EGpkAXz7j7zvxCzpcASuKEoetn1sqMELYuxorijINKAdS7Z0xPPa54ZApCB9wOtIOA4xdiLae5hfla9DSrib7/OQ213wIxDi9wSlTEM1zWix17C6tYkp+EfcnTGbMnlc5+d2XVKhJQRUnAZiCmAG29kOKooyw94Ez230FiqLkuTTobNHnri+cTEH4hlNVVTL6xLD07kth3XOwsgpy5mLQG0IqTm9wyhRE85xXX9iTwr0V7Dx2ihcSJjIm/F3id7yGZdyTQRUn7UxBKLbOyt6BoijvAguBXGCREKLYPtFmAIme+Fx6xDnGzAPyAJKSkjKXL19OTU0NERG2As/u7JaOe2qbzWYSEhK8zuNvzve2l1JcFkZJeR39Y3XMu9wIVgsRx4uo6ZUdMnF6k3PWV7NQFIX8MfkBGac3eNrC+fvPyrBaBS/2L8Sij+Zoz9ygijMrK+sgYJPdNuQ39c3dLdrT0765F7YUxEK7vRDbZAowAZjvqa85jszMTCGEEKWlpcIBd3ZLxz21i4qKfMLjb86rnv5UXPjYCjFjwTqxsGCHEFZrSMbpTc4x+WPEuFfH+ZSzNXF6g6ctnDMWrBPXP7s2aOMEikQ75klvLsJNE0LMttvlQEKD4576JHyItzYcYkepxuCkWBbNHs2UQdHw/CjY+YG/b00i1FFXQ+T2N+DkQX/fic/glW1oiqJME/bUgaIoGcAm7PldbMp4lf29Jz5348tFOC9xLt50AICcdFspRaXoZSj9jnJrl5CK09ucshaEZ5yapmGx1GEymQg7fZz4L+ZxtnQHpy9/MijiJNAW4ey52/mKojxkd80VQixWFOUBx0KbsC+seeprCCEX4bzCuXJfFcVHKrmgm0pezmCorcK66w1IHU/chbnUuTyxFMxx+oJT1oLwjFNVVXaXVjFnyR4AftdjMhd+t5TI3EfA0LrF3mBchOvwCdg+aaa58TsW0wpa62sIqYC9w2mrdAajklRMJhORW16ma3UZ5cPupM7lcw72OH3BKWtBeMaZk27g7NlqNE2j+EgltzOer7p8QN2qP1OR+WDAx0mgKWBfQCpg73Cq6gmyUxK4amA4xtgo2LKQ2j5jiLvoypCK0xecshaEZ5x5OUamDO2O0WiruPfwsu2s6jKJK3ctIT7zLhKMaY3GCKQ4CTQFLBH4eGvDId7fepScdAN5OUb3J4VHwfT/cKYmjHDf3l5I4JFRjxAXF9fyiRJO3JTdj8WbDvB+2A1caTSh1Fb6+5a8jqCcgGUKon2cjrq+G0rMrNhlolqzEh5mZZ+5lvO6RVFTI2ycMYOpsFZg8cHXulD5bB0YGDUQQxfZE661nBZLHSeIxfST16moaPy3F2hxIlMQMgXRllSDA44avwDZKQlMHtablD1PYKxMhInzgjpOf3JuPLaRuPA4xvStX2AmkOIMhBREQ1un01N8pJKV+6q4opeVxIMfQeYvAjZOOmMKQirg9nE6ajw4kNEnhnHJ0cwc1Z+wyh+IW/EuZ9XrOF1WFtRx+pPz8S8fR6/X8/717wdknIGqgMclR1N8pJKHl22nX9pnjD2aT7nanYro8wIyTqQClgq4NeMt3XaikepdNHs0JscWs68ew6ooRF7xByLjmh4/0OP0N6esBdE2zpmjoFu3bjy8bDvPnc1lbMyHxG38G3WT/xeQcdJOBSzLUXYyrNhlavrg8W9h61uUJk+GuL6+uykJCRfclN2P7JQE1h/VeCHsBjiyifB9n/r7tryCoFTAMgXRdk6LpY6MPjGALf+raZrzM4xd+yD6CAMH+s9AF+Rx+ptTlqNsH6cjTfbXHzO5OrofPb+ajyklB3RqQMWJTEHIFIQn463cV8X7W4+yz1zLBb26OP2uX5PDJ/8TzPvRn0oI2jgDhVOmINrH6ehBaCWMt2Jv5974LzHGREBUQkDFSTtTEEE5AUsF3DrON9cf5JkvjwMwNKkLOekGAM6erbbVfCgtpeLUKTAYIH44NaW7gzLOQOKUCrhjFDDARl0GRy6+FkOVFaqa/vcuFbCPIBVw6zjXHtgJwBPXD2FiWpTT73gCiS/+Tsz+r4iY+RboI4I2zkDilAq4YxQw2L6lGQwGjJTD3lWQPj1g4kQqYKmAWxrDkfedmBbV6Jyw0z8S//lf0XpmU1leCVQGbZyBxCkVszx5WQAAGItJREFUcPs4HTUith2rZscPFdz+5jf8oesyhh/+L2ev6IGJSwMiTqQClgq4peOODrTuzk/47M9graN2/O+CPs5A4pQKuH2cjhoRjrWLDSVmZjKeL6I+JuKrv2DMngxhOr/HSTsVsNyGFsJ4a8Mhblj4NbtLq9weVw9+Bt8ugUt+g9XQ37c3F+J4ZNQjPJHzhL9vI+hxU3Y/Fs0ezcO5KQxJ6cWT1pvpdvp72Pwff99ahyAoFbBMQXjGuXjTUXaXVpGWEO4ssO48Rwi6fv0MdfFplA/6WVDHGYicshZEx3LmJEcwZegA8v5XyzcVBVy46jHKu42iwhLp1ziRKQiZgmjquKqe4IJeBv49dYDbc8que43EcA1j996gMwVtnIHIKWtBeIdTDQ9nYcwv+ffAbSQk9cdaeTaoUxBea0kEzBZC5Lr4MrC1GUIIsdjlvHIgVdg7ibrzuRlfKuBmOJduO8FH3x53VjdreI5y5gSiSwIVNQoishsEqEoLZk5ZC8I7nJqmcYTumLJ+A5Vn/R4ngaiA7S2IZjdwPySEmK4oSp6iKKnY2tAjhCiw+yZg7wfn6nPXlkgq4KY5V+6r4olVJcC56mYGw7mtZ1g0Et+7Dbp2hyteCNo4A53znxP+SXx8fKNxAinOoFTA9u1pRqMRftiCofC3qDMXQXRiUCpgnyzCKYqSB2xSFCVVCJEvhNgPjAD220/Zj21CdueTaAXe32prK/RwbgqLZo/mpux+9Y5HFT0Px7bCsJn+uL1Og/T4dAYaB/r7NkIbunD0x7fCigdbPjdAodha23thYEVZ5UhBKIoy3+5+EpgPzLX/XCiEKLar31xsCrieTwgxt8G4eUAeQFJSUuby5cupqakhIiICwK3d0nFPbbPZTEJCgtd5Wsu59qiFLw9VMypJZf0x2xNEj4zu2ujcqJO7OP+rX2LuncOB4Q8FXZzBxFl4pBBVVbm0x6UBGac3eHzB+fvPyrBaBfMutynQ7jtepu/+N9mb9UdKIgb7PM6srKyDgGuFq/ymUqduIYTwygtY5WLPB/Lsdh7wgN03we6bYH/fyNccR2ZmphBCiNLSUuGAO7ul457aRUVFPuFpinNhwQ4xY8E6MWPBOrGwYIfz3BkL1on+cz8U1z+71nm80Xg1p4X45zBR9/T5QlSXB3ScocA5Jn+MGPfqOJ9ytiZOb/D4gtPxt/7m+oM2//GjQiy4VIi/9BfbvvjE53ECRaId86SvdkFsAhLsdhy2Rbb9dhtsi3Or7O8b+hqhsy7CORbWwFbHweHbdsxmWyx1TY4XVnGQWHT8OPpxIk5rcLp1z9T7Ms5Q4JRPwnmHMyfdwIYSM4s3HbA92Xm6mrCcp4lf9BOMexZhOj/Lp3ESiItw9vRBlqIo04QQi4VtUe4Bux9xbseDwxcn7Itt7nwNITrpIpxOp3dWMtM0jcK9Fc7J13HcsUhhMBjqjZdgTIO7NxBhPhnwcYYCp3wSzjuceTlGVuwyOT/bpdtOULi3jmTDU8RH9+XBIFuE89YuiAIgvoHvKbtZ0FqfRGM07GqxocTs/kRzCdFrn4Zr/2rrdCwhEQLYUGLm2me/ZPtRmxrdGdmdfjW1PHi6FM6Ugq67n+/QMwTlgxidNQXhmmJw4N6xPZk5qj95b+9snIKoO0vc4psIP3UY8/BZWGP7BEWcocApUxDe43T0jXNMvg/npti6e1dVob0+nbCqH6mc9LpP4iQQUxDeRmdOQbiW6ctOSWDmqP7O/ZG7S6tQFI3BSbEYYmMxfvUHMO2k4pqXSEgdFjRxhgKnTEF4j3PmKFh3tJYNJWYy+sSQlzOYwr1fU6MLQ538DLwyid7rHiH8tg+9HieBmILwNjqjAnY003S0EwJbHth1ceLs2Wp0Oj056Qasm1+DrW9QlTUHU3wGWjP3HUhxhgqnVMDe5cxJN6BpGuOSozGZTGiahtUqMIX3JWL8PGIK7qf6g/upuOger8aJVMCdQwEX7t0DwLQRyfYzDjBtRLLzKTdH+T6j0Qi1VVj/sQBSxxN11Z8weLDwFihxhgqnVMDe5czLMZKXg7Obt6qq1NTY60KMnUV16Q66bHuVbj0ziE37hdfipDMq4M6KjD4xzifbHJ0tHCqjHsKjqLj+LeL7DHDWTJWQCHXsKNW4YeHXTB7Wm4kXP0gXgxGt71h/31azCMoJuLOlIPILd7KhxMzQpC7Nfq07fbyEyG9e5+yQm6kIS8RyxgJnWv58AiXOUOL8Q+YfiImJkSkIH3E6eshtKDGjaRrZxt5w0Z1UVFQgjh8h7MwJKjB0OD8yBRHaKYgX1+xi4WZbcZ2rL+zZNKdWjeHd+1HLvqfrsMnQYB9woMcZapzDGR7wcQZzCqKh7baHnINz9X1wZDNMedu2H75j+TtfCqIzKeDPD9i6WTycm0JOcoR7VWGpIfajO1F/3MapK/9NrTU26OIMNc6lO5YSHRXNFSlXBGScoaaAc9INnDp1il1ldfUWpysqKtANuR3DnkKi37uFsmnvICINUgG3B6GsgN/acIjFm46iqieoqrWwq6yO7JQE8nIGOxcc6l1rqcVYeB8c+pzKy58kNnumRzz+jjPUOV/b/RqqqjJzxMyAjTOUFHBejpHMuGqeKrJtT/vtJ7Z/QznpBvJyxsFP3yL8jakkrpgNNy8B2v4NsYHd+RRwKML2SOUeNpSY6RqhQ1EUKs/atjJNHta7yevUY8WwZyVc/TdqUq4jpskzJXyJVya9QmJior9vo9PCtideQdM08nKA1HFUTvoXsSt+Ccvugtx/+fsWgSCdgEMxBeFaVCctIRydTk/xkUoGJeqZmBbVOM7yctvPmEFYZq7EGpccFHF2Fk59rR6qwFQlF+F8yalpNtHi+DdksdSdu4/EbMRVC7DG9pUpiPYgFFMQOp3tV5GdkkBOuoHCvbZfcliY0vj8mkpiP7iX8Iv/DxJHdPjCQiB9TQ5Wzv/t+h8xlTHcMuyWgI0zlFIQDk5VVYD6T426nmtImw6ApbQU455FMGQ67UxHdL4URCgqYIuljow+Mfx76gC73/akz/AESz1OpcqEYfltqKbvqCz9CRX68zoktkBUacHM+ca3b6DX67mmzzUBGWeoK2BHXZR6Ctjl3KrD3yAK/4h13fNUXfYPTAxvEydSAQe/An5rwyG2HasmOyXBeczxpM/mzZudvrCTJSS8lwenjlFx9UIMWdOpcbcwF6BxdiZO+SScfzj/v71zD476uu745yJW6IVWSAtFQIyQkLEZOxgJFUIbcC2Q7aTTBCKwp04mrwLNOI1n0gamTFK3mYwdJ82kqd3GKDPxjDMhjVGhFBMrPDqBOBhFqopiAzYvCQYZIdZrSSAJaSXd/vF7sFr9tFqh/e2upPOZ0eju3Z/ud4/u7t3zu49zKssW4PG0DLmLdLrWzzLUF39Fyu4nWfDrLzHtyd2w6ON3oy8e8ET2gPc2ttlJNMsXe0fcuD+tswXva59mMCWVzk//jA/SCwlGYXuy2DnVNCUWRGI0K+7NoKLIuIusORsc0QPu6OgA70KmfWYPWfu/gOdnG7hV/l065v7ZmDQRDzi5PWBrW1llmcc+Rhx6jRXjYef6RWwtXzqyZl4eXaV/TeaqL5CT8xH6QzzfieQZThVN8YATr+nxtAFGpvD9p1rMLWlhf+fz8cHmveQd/TozfQvoHfsBpuTPijxV2V17hZ373qbh6k07W3EoexvbqG0KsHJRLhuXOQSQvtlKYf0/QttZUIqeFV+BnI+4/8IFYZJw7kY3O/e9TW1TgJqzDnFTAD0jGz63D5Y8ZlSc+gX4z8fl9bmVkqgS2KbvZEXOwcjxVgiUaTPTsXldO1AYkqZoWJ1D+xNiCqK67s6gW9sUYONLx7l1O0hWmrE6a2W1KF88/GRO6oU3yPrNt8ju66Lzwlv0TZs9KW7Np4qmTEEkXjM0RGvD1ZsMDPRTdfQMNWf9DAz088kH5rJx2ZwhbXT6W8k99C1UsAu9/Gv4y74MatrEmoIwc8BtC6nabNZXKaXKzNTyAbPuiFJqq5UHLrzOKS/cRJmC8HjaWLkol2AwSMPVmyFphG7b1ww75dYdIOvwt0l7779g3nLeufcZHli9wXXbxmOnaMoURDJqhoZofWLXW9Q2BWi81mQ/33itiaMXOoZNTUzbdgz2P83s338X2n4Hf/GvkWKrjGsKQhmZlWOPUuqw5QGH1e8BdgHrgV9qrRvMwbcEyAuvC8kRZ/39VozU9uTn55ceOHCA3t5eZsyYAeBYHu35aMuBQIDc3NyIOsdaBnjzSg+r8j2cvGZEaBoc1Jz9wPCI7s+bzpoCIzfb8eZu1hRkUFGYYbeRf+5V8s+9yrXiz3Kt+LME2jtH1YyFbWO1UzQjl7f8bgtKKapWVyWlnW7oJLPmP/zmA07fMD6P20qz6Q/2c/JakKb2fhZmp/CdR3xD29Ma76UDLDr3EwDqP/4K07N8wzRXrFhxGQid26ga6c7dkfHktI/0Axx2qCsEdpnlXRgDLMA64AWnukgapaWlWmutb9y4oS2cyqM9H225vr4+4jW7jpzWC3e8bv888GyN3vzyCb3hxWN64Y7X9eaXTzi3feX3+sNTB41yb5cOvPtm1Jqxsm0sdorm6OXVVav12lfWxlVzLHa6oZPMmptfPmF/BsPrN7x4bOS2269q3fjanfrLJ/WNtjb7GqBej2OcjPcuiEqttTU10Q7khj3vVJc0HLrUzffqzYDPRcMzDFuT/A/O9+JRg3g8Hj710Hxu3bpll0NJuXEaDv07nKshc14ZLPsEpGYwkLckLvYI7iGxIJKLTz00n2AwGDGuiiPe+fDRTeD3w5WT8NNH8c77Y3j0n2Dh6nG/rrgNwEqpSm1OJyilSoA6zDlfDM/4sPk4vM6prbguwu1tbKPmrN+ew7UDPoddb51mq3ryPjo6OvB6vebzQTYuK7avTfG/S0bdi8y6WMPgjGx6Vv0t1ws2kO2wOJMsizaiObayxIJILs2KogxW+ubj9Q6Nq2Ktz1QdPTNsQW5YeWYBaWu/TVrtj+CVx+ld/AlIxkU4c/52hTnoVpuPX1BK/b15yQ6zfru1+KbNxTanunB0nBfhjl44H7KAZgR8Ptrca+/htSbxrfPnjpqzcmDQmAee1VIHV0/QXfY3ZDzyd2Sm55A9wom2ZFq0Ec3oyxILYmJoVpYV0HD1bY5e6LD34UfUmfMM/vs24ms+wIzpM4D/SL6TcObAOSvscZHDddYC25FIdeHE2wO20p1Y1DYFqG0KDHlcc9bPe21dLJmTOeQ1pQQukNL4Cwaa3+D2ss/TUfQkzF2D+vxx2nsG8Xb1R0wblCwek2iOrSyxICaGZkVRBr/MTycYDEY1lgB0dPdB8Wbz0V8lnwfsNm57wFZsXjBuUc77exxfx3MbHgSguq4Zj8fDkjmZVJYV4PP5SGt8hayLv4L3G9AqBVW8nsyijw1JlaKjiOOQTB6TaEZfPrjpYNLbmWzeaKI0rX3CT//neefTcpHLyecBT1R2115h/6kWapsCzEybztL8bACW5mfT3TfAYF+3vZVlSIbie8DXdZ5bzQ1krVwDQOrlY8aUQ8V3CMxfR97C+w0RpyzGgiAkHOvONisry/5su82EHIDdmIL4+cnL/PDNVvtxsS/dDg1pLaadO3eOd3pyqDnr5zNzWuk++E08LSfJa/0/GOwnY1oq/qWbITWTzj/9Htm5c2wdHeG2M1I5WW5ZRXNs5R+89QPS0tJ4evnTSWlnMk4HJEpzbUEmAD3BQc5e76K6rpmKooyo/pZkXIRzm7FMQRy62G3nWDO2jzmfaDnWfAa4s4WssqwAX3Y6KTfOMKv1FPjPk/LucVY/8WO2li/l1v/8kIzf/hvkP0T3Q18mY+mjBDKL8eXf4/g6kvE2WTTd0zzeehyPx8Oz659NWjuTcTogEZpPrYJn/twob3zpOA1Xb3LoYveIY0VYeepNQYzFA66ua+G9ti47P9RK33xjW9mZG6T1d7KhSFExv4+Hu+vZlPshj63/SwKe+fja6+G5L9oriRpFWsY82lvO0T+QSee8cnq3bECnZtleckdHhz3FMBG8NNGUWBCiOdwbbrh6k+q65jtjRYTYEUxpD3j5R7f4BtqY3vM+OcoDfV2kqBzeuOihpuEC5e3VrO/q5CuZvXi5hW4L8N/7PsmP/KUsS2tlN1+HBqABvmY13vMnDPjuxzt7FTzyTTpT55JdsByVV8SZP5yh9IFS+3XkTXAvTTQlFkQsdSaD5lOr4ERLH2eudfKNN1qGbD9tvNZEVlZWuGc89Txgm+un4ccfs09uADQv+Bw7LzyOl1u8mvZzelOm069zCAxm8j7pXAr0AjDrjxZyMuOr1H6YxW+vp9JKHvcsLGT38jWGF5s9D9Z8gz6/H0I6ShCEyY11Wi4YDLJyUa59mvW5w03sP9VCRVFxzLQm5ABsTUHcd89sOh/7Z7r6NOne2WhPOv/ya2N/bgeZFN9+lQcXzOL7j88f8m1WsmAmq+/1MbvgSzzl9ZLe2MbBd1p5uNgXcUojWW4fRTP5NWUKYuJqVhR57awaoadZaxbMJBgMyhRE6CLc6+phqv/QTGVZAdyGY9e7WbnICCdR2xTA4/Hg9Xrt6PglC2ay96vGVjErBGRo2DqLqXCbLJoyBRFLncmu6fEYCRSONveG7hWeelMQoYtw1XXNpmfbbD9fvtj41rp9u8cOdm6dZouYI2qUcrJ4L6KZ/JriAU8+zfLFXmqbAnYORzOLzdT1gHMX3r/FOqVm/S5ZMNM+0215tX6/n8oyj50tNRk9JtGcXJriAU8+za3lPrKysti5b0jsiKnrAafOXUyxL31Imp+1BZmO34Kh8zriAYum25riAU9OTSt2xOn3O9j40nEYpwfsWkaMeKCUugFcBryA9d9yKo/2fLRlH3ei37upI5qi6bamGzpTUXOJ1nomd8t4orknyw9GGpARy6M9P4ZyfZx0RFM0XdV0SWdKa97Nz2RJS39glPJoz0dbHk0zVjqiKZpua7qhM9U1x8yEnoKIN0qpeq31CtEUTdEUzVhoThYPOF5En+1UNEVTNEVzFMQDFgRBSBDiAQuCICQIGYAFQRAShAzAISilSpRSF5VS/2v+vOBUZ177oVLqsFJqewx0K5VS65RSW8daFytNpVSOaWulZaNZ77adw9p32c549Od2UzOiTTG2c4hmnPrTyU63+zPcTtf603zdhx3qYvZZlQF4KLla6yKtdSmwBdg1Qh3AJq31en0ni/NdoZRaB1zSRuboS9aHBuxs0pgdOawulprAZmCF1rravMZ647hmp1P7cbDT7f7cDrSHvP549OcwTdzvTyfNYe3HwU7X+tP634XoR9WPY7FZBuAQrH+YSaHW+pJTnVnOUUoVxkC2HthjvpkKtdYNQBlg6VwCSkaoi5mm1rpKa22t6BaGaLlpp1P7btvpdn/mAYGQx+twvz+HacahP53sdGrfbTvd7s9Qou3HqG2WAdgBpdRWh2+/8LpcIKCU2sU40Fq3Y3xr7wGsdBs5YZfljVAXS00AzDdtIOSN7aadTu3Hy05X+tPUK1NK5QBFZp2r/TmCJuBef0bQdK0/I2i62Z+hRNuPUdssA7Az60erMz2MdqDduuW4G8zbkyNa66KQttox3kChONXFUtOiUmu9zXrgsp1O7cfLTlf607xr2oFhw0UMD8jV/hxB08KV/hxJ083+HMVOV/ozjGj7MWqbZQAOw/x2jVinlNoaMuc1XkpCbsefx+i4Ou58ixYCh0eoi6UmSqnKkLm7ErftHKH9eNjpWn9ac77mrXCZ6ZW52p8jaLran06abvdnBDvd/HyGEm0/Rm2zDMDDyWXoPJNT3WswZFK+mrunynzDrAM2m9/c1UChWZejtT7iVBdLTbP8gjJXkzFsdtVOp/bdttOsd60/rQHfbOv5kPZc608nTbf700nTqX237TRxpT/N17wirJ1R+3EsNstJOEEQhAQhHrAgCEKCkAFYEAQhQcgALAiCkCBkABYEQUgQMgALkwJzi5IVvyPHrNujYhDzwGxrnQqLCyAI40V2QQiTBqXUHuB5rXWDeQIsJ2QfcEza11pvilV7giAesDDpMDfhDxt8TS/W2hdse7Xm7+2hm/fDrxUEN5ABWJhsrAC2cSc4DGDHRCg0D2PsADv4UqH5uxp4YqRrBcENZAAWJhsBM/bBE6HRsMw4AlUOR82HTVFEuFYQYooMwMJkwwrQsgUjChpgL9JFtSA3lmsFYTzIACxMCsz520IMzzcHYyDOUUrtMh8XYkSpKsQIzl5p/k2J6SmvM8vRXCsIMUF2QQiCICQI8YAFQRAShAzAgiAICUIGYEEQhAQhA7AgCEKCkAFYEAQhQcgALAiCkCBkABYEQUgQMgALgiAkiP8HMQOigKP5LrIAAAAASUVORK5CYII=\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"
|
|
}
|
|
],
|
|
"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": 309,
|
|
"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": 310,
|
|
"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": 311,
|
|
"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": 312,
|
|
"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": 313,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[10.795334261708373,\n 0.9345051706661492,\n 0.591736502922389,\n 9.396048698327247,\n 0.7153353271878469,\n 0.41324372536218723,\n 1.3554772567497477]"
|
|
]
|
|
},
|
|
"execution_count": 313,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d_peaks"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 314,
|
|
"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": 315,
|
|
"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": 316,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(array([-5.76392512, 0.09795596]), array([1.52291478, 0.00234475]))"
|
|
]
|
|
},
|
|
"execution_count": 316,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"pe, d_pe"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 317,
|
|
"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": 318,
|
|
"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": 319,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(58.789051689343374, 2.169533171818233)"
|
|
]
|
|
},
|
|
"execution_count": 319,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"EE(K=peaks[-2])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 320,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"59.5409"
|
|
]
|
|
},
|
|
"execution_count": 320,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"e_am_2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 321,
|
|
"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": 322,
|
|
"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 0x7f00cd58d8e0>)"
|
|
]
|
|
},
|
|
"execution_count": 322,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"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, save=('am_90', 'hists'))\n",
|
|
"plot_spec(am_2_0, save=('am_90_0', 'hists'))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 323,
|
|
"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": 323,
|
|
"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": 324,
|
|
"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": 325,
|
|
"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": 325,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"tt/60\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 326,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"659.0"
|
|
]
|
|
},
|
|
"execution_count": 326,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_am_2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 327,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"4.683747674615255"
|
|
]
|
|
},
|
|
"execution_count": 327,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"N0"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 328,
|
|
"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": 328,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d_tt/60"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 329,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"5539.0"
|
|
]
|
|
},
|
|
"execution_count": 329,
|
|
"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": 330,
|
|
"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": 331,
|
|
"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": 331,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"deps"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 332,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"26344.6"
|
|
]
|
|
},
|
|
"execution_count": 332,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"e_am_1*1e3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 333,
|
|
"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": 333,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"e_ref"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 334,
|
|
"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": 334,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 335,
|
|
"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": 336,
|
|
"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": 336,
|
|
"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": 337,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3.5066282746310007"
|
|
]
|
|
},
|
|
"execution_count": 337,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"area(s=1, O=1, A=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 338,
|
|
"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": 339,
|
|
"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"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
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"<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"
|
|
},
|
|
{
|
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"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
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"<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": 340,
|
|
"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": 341,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/hiro/Documents/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": 342,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(array([57.31971231, 56.04628484, 54.08716567, 52.42191437, 50.26688328,\n 49.77710348, 48.50367602]),\n array([2.1590114 , 2.13651426, 2.10887713, 2.08271725, 2.09660882,\n 2.04375845, 2.01741217]))"
|
|
]
|
|
},
|
|
"execution_count": 342,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"angle_energies"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 343,
|
|
"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": 343,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mus"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 344,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[6.44000000e+02, 2.54011700e+00, 2.81246280e+01, 1.47510862e+00,\n 4.68152263e+01, 1.99482457e+00, 1.33980801e-22, 9.49925813e-01],\n [6.31000000e+02, 2.42444058e+00, 2.66667305e+01, 1.40375334e+00,\n 3.67646129e+01, 1.58425454e+00, 6.61944410e-01, 7.82612862e-01],\n [6.11000000e+02, 2.80759756e+00, 2.54482900e+01, 1.58327314e+00,\n 2.65410176e+01, 1.43867191e+00, 3.10564782e-01, 6.24595255e-01],\n [5.94000000e+02, 2.86221733e+00, 2.38276668e+01, 1.53539167e+00,\n 2.29337906e+01, 1.41730342e+00, 7.49989323e-01, 5.18821980e-01],\n [5.72000000e+02, 5.37964773e+00, 9.59226724e+00, 2.75939453e+00,\n 1.10000000e+01, 3.18132227e+00, 7.38647984e-29, 8.30821585e-01],\n [5.67000000e+02, 3.06576525e+00, 2.85090756e+01, 1.86022744e+00,\n 1.94975573e+01, 9.45929221e-01, 1.15734964e-17, 6.16575420e-01],\n [5.54000000e+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": 344,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"peaks"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 345,
|
|
"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": 346,
|
|
"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": 346,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"rates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 347,
|
|
"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",
|
|
"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": 348,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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n/pm8Q7vgyxuomFOHp6srUTp1GFoo+gaGR5Y9MjqOhfr6evbt2zcS+55yUVdXh9PppL29ne7ubtrb21m2zPvM0YULF46s71v2PTxw+/bto9ZfuXIlzc3NzJkzB6fTOSYOXB8Yd/IdRclKXvwZhW8/Chd8F+Y2pFoNkGFHwPFaEL+6oX7kCcHbDji55t5X8AgU5uXw4yXzqTmlfFSewO1D5Z4/fz6nnnoqu3btorq6mlmzZrF48WJ6e3spKipi8eLFeDwe5s+fj9PpxOVyjYxO8F8eHh5meHiYz372swwPD4+s39raygMPPIDT6eTee++lqqpqVBy4vtvtxuPxjOQe7/uJJFYLQi2IcHG6WxC9235Paev/ov+UBgbO/MqI7ZBAnWpBBFv2xWfPmcaZJ5bQd8zFXdfWjpp6LtZREL/61a/42c9+NnIR7u233+a0004bmbd39erV5OfnA94j3R07dnDw4EGeeeaZkeU///nPlJeXc/vtt/OTn/yEvDzvT9Te3k5+fj7V1dVcffXV/PznPx8Vz5o1a9T6paWlbN++nYMHD/L000+zY8cO+vv7KS8vj3of1YKwN3c8udSCiD5+/82XKHvyn6HyDAYu/jGV06YlQ6eOgghHSaGD4oI8W+f99B9y5nK5RnVky5cvHxX/9a9/xeFw0NTUxPXXX4/D4aC5uXlkW/9c559//qhtA+cHDlzf5XKxZ88eAG644QZuvfVW2/ZRUTKGwcPMfeU7IG645n6QolQrGkVGdcB2j4LwTQln180TeiOGWhCJ1qkWRBSxx03pxq9ReGQ/vX///3BJWTJrTC2IYMv+8cNf+8SYo9RQ64fLrZPxRB+rBRFdLrUgoohbvwv7nuLAx7/JKTVfTIiuEDp1FISiKFnK9gfh+bug/kY6Z1+aajXjkpAjYGPMEsAJVItIS5D2FUA7UCsiayPZxlonpAUxNDSEMUbnA8Y+C8Jn06gFoRZEplgQA28/i7R+E9fJ59K36FsM7tmbihpLjQVhdaSISJsxpskY0yAibX7tKwCn1V5rjKkFqkNt4yOUBZGTk0NfXx9Tp04FdD5g/zhWXSLCoUOHyM/PVwvCxtzx5FILIkzsPIjn2eWYspnkf+kBKidXsP+d91JRYykbBbEIeMha7gBqAf/OdKr1vo8G671Q24Tl5JNP5p133qGzs3NkrC8watnuOLBtaGhoZJhZvLnsjOPRVVhYODJ0TVHSmoFeeOAqcA/Clx5KyfSS0WK8z4+zMaExzUCziLQbYxqARhFZ6ddeDSwDVgNrgD3AnFDbWNs1AU0A06dPr9u4ceNI2+DgIAUFBUHjUG3xxoFt3d3dI3eyxZvLzjgeXYnW7a8tmb9VNLoS/R1Ek0trbJzYkctpL6+i5NB2dtb+gIEZ5wT9zpJVY/X19fuB454MtAS1ViN5cmc0L7ydaoO13ACsGWe9amAFsCTSbXyvYE9FHi9O5pN29Ym1+lTkROvUGgsSf/SRyO+/IfK9UpH2+9KixkjhU5E3A75z1mqg1b/R8n2XiEgHsEhENoTbRlEUZTwmbb0b2v8HPrUcar6cajlRYbsHLCIbjDErLCuhXKyLacaYVhFpFK/NUG1drFsdaptAQo2C8CdZV371CrWOgki2Tq2x0XH+W49S+tI6Bk7/e44s+Bp0daVLjaXuRgyxhpbhdyFNRBr9ljdEsk2QdcYdBZGKK7+By3qFOvpYR0FEl0trzC/e/yJsWolrxiIKr7qXwryCoOunqMb0RgxFUSYonbvg19dC2cn0XfKf4Nf5ZhIZdSuyWhCxxWpBqAVht87AOJk1duS9t5jy5A0Yk4vz7+7FOZSDhPjsrLMgEoVaEBl0ehhhrBZEdLmyvsaO9VD+9DfJHToC1/+RipP+JuxTLdLZgsioDlhRlCzGdQwevJZc5z748iNw0t+kWlHcqAesKEr64x6GR26CAy9xuHEdVJ+fakW2kFFHwOoBxxarB6wesN06A+OE1pjTSdGfv8Okvz7GkU/9Lzqnf4qhKD5LPWCbUA84zf25GGL1gKPLlY01NvnFdUx640H45G0UX7CcgSifZJzOHrBaEIqipC9/+TGTt/4n1P0jXPC9VKuxnYw6AlYLIrZYLQi1IOzWGRgnosYKX/sVxc/8Hw6fegmDf/ttOHQoplxqQdiEWhDpd3oY77ZqQUSXK1tqrGDX7yh+5ntw+iUMXvATKqefEHMutSAURVEi5c3HKG5bAbM/DVf+P8h1hN0kU8moI2C1IGKL1YJQC8JunYGxXTXmOPAcpY8tZXDqPI40/gf0HsnUGlMLIpK2eONsPD20U7daENHlmtA11vcGbFwG006n/wu/pHJGlS0609mCyKgOWFGUiUneuy/DozdCRTV89ffIsVQrSg4Z1QGrBRFbrBaEWhB26wyM49GV995mSv9wA8Nls+j9/H8jxyZEjakFEUlbvHHWnB6qBaEWRIg4Zl0HXoJHb2S4dCZ5N2xkavF023WnswWhoyAURUkNBzfDr5ZA6Un0Xvor8Ot8s4WMOgJWCyK2WC0ItSDs1hkYR6tr8O1n8Dz1TWTyVHq/8EucwwXjzumboTWmFkQkbfHGE/r0MAm61YKILteEqLG9zyJPfQNTOgP+4VEqSmeEndM3A2tMLQhFUdKM3W1w/5W4S2bCP26E0hlBV2v69U6ubn4xyeKST0YdAasFEVusFoRaEHbrDIwj0ZW/dxMlf/oG7oq5HPzsTykZzIXB4L+92z0MQFeQpxxnSI2pBRFJW7zxhDs9TLJutSCiy5WpNZa/+3FKn/wnOHEBeV9+hJKjnpDrHxs2HB0YZn9/LlVlZZlYY3ojhqIoacD2Byl54ptwcj1ctx4Ky+Bo16hVmn69E4fDO+fD4QEXb3UeBeDKu19gbuVkphQXAvDQsnOTqz3BZFQHrBZEbLFaEGpB2K0zMB5PV+H2/6L4uX/n2Il/y9FL7oEjLjgy1lbwWQ4Azv7BkWWPQN/AEMUFuUBslkRGWxDGmKVALdAM7AXqROSpMNssAZxAtYi0BLTVAuutdoA2EVlpjOkBtgCtIrI2WF61INSCUAsiQ2pMhMod/wnPrYOzvsjR81dTecLMcXP94roFI/HW/T0sufsFRKDQkcMdXzidxQtmx6wz0y2IPSJyjzGmRkR6jTEhV7Y6X0SkzRjTZIxpEJE2v1UqRGSOtW4txzviKwPWUxQlE/G4KXrmu/D6A1D7D/D5n0B3T8Sb11VN4bTKyRwdFu66poaqIncCxaaWSIah1RljFgJTjDGL8R4Nh2IR0GEtdwSuH9DJVouIb91yY0x1BHoURUlXhofgkZuY9PoD8Mnb4At3QU5u1GmKC3KZWT6JuqopCRCZPhgRCb2CMWXAKrwd6ZMisi7M+s1As4i0G2MagEYRWRlkvSZ/e8IY0wQ8DKwRkWXB1geaAKZPn163cePGkbbBwUEKCgqCxqHa4o0D27q7u6moqLAll51xPLoSrdtfWzJ/q2h0Jfo7iCZXOtdYZUk+c7b8b0q72tl3+o0cOuO6mHN/56kucnIM3//M1Iyssfr6+v2A/5XGlkA7FgARifgF1AClYdZZAzRYyw14O9Rg660Psf2SUJ8xb9488aezs3PcOFRbvHFg25YtW2zLZWccj65E6/bXlszfKhpddueOJ1e61tiOv/xJ5GfnivyfCpFtD2R9jQFbJII+NawFYdkOvs56G1AfZpPNQLm1XA20BslZHhA3WX6woiiZxodvcOZzt4DzgHeY2cJrU60oYxj3Ipwx5gqgEag3xuwBDCB4fd1xR0GIyAZjzArLfigXy/M1xrSKSKO1WgXQ7bfZw0C13wW8DeNo0mFoMcQ6DE2Hodmt0xc7Dj5PyZ++jpgCei5/EHfZPLDh7rUJUGPxDUMTkUeMMW14L5RtG2+9cbb1DSNr83uv0W+5A1jmFzuBdusVtPO11tNhaDHEOgwtfl125o4nVzrVWMGu31Gy6d+g8jR2LfguC878lG257dSdzsPQQloQItIb2PkaYy4Pl1RRlAmMxwObfkBJ67/CKefA9X/CNSn75vK1g0huxLgAWInXfjDAHuA3CdY1nha1IGKI1YJQC8I2na6jlLQup6DjCfrmXsZQ4x3QP6w1NrbNtsl4ZovIhdZwNPBeWEsJakGoBaEWROpqLOfI+1T84RZ4/1W46A6G5l5F5bRptuhKpO6MtSAs9hpjbhKRXrzjcOsi2EZRlInEu1spe/hyOLQHvvQQnHsLhLkrVglP2CNgEdlkjPHdiN1GCo+A1YKILdbTQ7Ug4tFVsOt3FD/1bTyFU+m74mHcFWeMGemgNZYgC8IYs1ysu9+sC3JRjYiwE7Ug1IJQCyKJNeZ2Ubn5Tnj5bqg6j74LfszUU84Mur7W2Jhl2ybj6fAPjDELRWR7BNspipKpHPmIst9/Fd57Bf72ZrjwB0hPb/jtlKiIpAP+mjFmDd4xugbv7cinJVTVOKgFEVusp4dqQUSzbt6HOyjZ+HVyB5wcbvwRg2dcCj29WmPR6bRtFMQaEdnkC6xhaSlBLQi1INSCSGCNiVC57w/wp5VQciI9n1/PlHmfpiSC3FpjY5btsSD8O1+LPeG2URQlwxg8TPGTt8Hbj8KcxXDFL3Af9aRa1YQn1FwQTwK+WZR980CoBaEWxEQ4PVQLwi/O7dpFyeO3UNC7n/5z/oVjdTfDUY/WWHw647Yg1gQ5+sUYUxNim4SiFoRaEGpB2FhjIlQe2AgbvwWFZfR+8T7KFn6eohhya42NWY7PggjW+VqoBaEomc5AH8Vty2HX72D2+XDFvbgGIrkvS7GTSMYB1wBXM9qCuCjBusbTohZEDLGeHqoF4b+c9/5WSlr/lYLD79J/9j9xrP4WGMjRGrNXp22jIBrwPhHZP04JakGoBaEWRBy/pWeYytfugWfXQtnJOC//NeXzL4rJcgiMtcbGLNt2I8ZWEdnrC4wxY55woShKmtO9l7LfXA8fbIMF18Dn7mT4yFCqVWU9kYyCMNah9FZ0FIRaEDbrVgsiwRaE00nBGw9R9Nwd5AB9F/6EodP/Ho4MaY0lVqeOgoikLd5YLYiMPD2MWpeduePJFZWu3ncpffafyT/wFzj1U3R/+t+pqP4b23T6x1pjY5btGQVhjFmK95H0zcBeYEq4pIqipBAR2P4APL4Kh3sIPrcO6m/E090dflslqUTiAe8RkXuMMTUi0mt0DlBFSVtyjnwAT3wd3n4CTvkEPeffTsUcncI7XYmkA64zxnQDU6xH1NcR4qnIiUQ94Nhi9eeywAMWD4WvP0D5C2sRzzD9n/oOAwv+gd6+w3iS8P1qjdnvAftoAVbhtSGeFJE7I9gmIagHrP6cesBBdLk/gkf/Cd55haFZ55F/2X9QXFFNMYDJ0RrLRA/Yh/Uoon/zxcaYy0UkJQ/lVBTFD9cAk1/6EbS3QGEZXNZM34wLqKyYlmplSoRE+1Rk8E7QHrIDNsYsAZxAtYi0BGmvxXq0kYhsiGQbax21IGKI9fRw4lkQjn1/pvgv32dy7wEGzryc/vNWIZMqvOv7XafRGst8CyKqpyJbHSki0maMaTLGNIhIW8Bqq0TkSqu9Gq+9EW4btSD09DDrLYj3d75A5ZN3wVuPQ+Xp9H7xfyir+SKFKdDpH2uNjVlO2VORF3H8MUYdWJ2rD2NME7DZGFMtIi0i0hFuG0XJeob6YdMP+NjTN8C+5+DC2+Frz+OadV6qlSlxYEQk/ErGzBaRvdZNGLNDecDGmGagWUTajTENQKOIrPRrX2MtrgbW4LU31oTaxtquCe8fAKZPn163cePGkbbBwUEKCgqCxqHa4o0D27q7u6moqLAll51xPLoSrdtfWzJ/q2h0Jfo7CJlr4BgndT3PzDfvJX/gI96b9mk6F97KcOHUhH8HWmOx66yvr98PHPdkoCWotSoiQV/A4oC4BvgWcNN421jrrQEarOUGvHfUBbY3WctNwIpw2wS+5s2bJ/50dnaOG4dqizcObNuyZYttueyM49GVaN3+2pL5W0Wjy+7cEefqeFaG/uMTIt8rFbn7UyL7ntcaiyFORY0BWyREH+Z7hbIg1hpjnjDGVFkd9TbxDkFrDLENwGag3FquBgIn79nst1yO98JbuG0UJXvofAsevBZ++V6R/TUAABmNSURBVHlyjh2Cy1pg6dNQ9YlUK1NsJtRFuJVAN/CIMaZVRFZZ74+5OOaPiGwwxqywrIRysS6mWTkaA9oR67A82DaB6CiI2GK9Qp0ZoyByDr+H44WfILt/j+RN4ti53+LDUy+jdOoJYN1GrDWWMTUW9yiI2eKdD6Le6hzfBpYBh0JsA4CIrLUW2/zeawzTPua9IHl1FEQMsV6hjl+XnbkDY3O0i6mb18GWXyAimEU3Yj69gqLiaZR2dSWkxq5ufhGXy8VvvjEn5lz+sdbYmOW4b8T4mjGmTUT2ichaqzdvwesF640YihIvR7vh+buoeLkZ3EOw8Ev0zF86ZsYyZeISqgNeCswxxnSLSJ+IOIGrUjkdpVoQscV6epheFsSRDzqY/MIaCl+7H+M6ypHZF+M671/xlM+mt7d3ZO6GeHWF0tlzZIC+gSGeenUvC2aUxLQfWmMJtCBEZFs07ycDtSD09DCjLQjnQXjh/zJ16y8xHhd87HL49HIGc6ZFnCuW3/KWR94GwOVy4XB8xOEBF291HgXgpgd3cuaJJZQUOkbaH1p2bnT7FaOuCV5jtj2SSFGUOMg99BY8/z3Y8WvAMHjmZRRe8G8w1fJfu7pCbm83fQPDI8se8cYlhY6kalC8ZFQHrBZEbLGeHqbAghDBcfA5Jm3/BVMO/AXJLWDgY9dyrLaJHk8RZVI20vFGozOW3/JnV5w2slxWVsar7x3mxgd3IgIFeTl8/5LZLJhRMtIey++hNWazBZGO2G5BHHiJvIF+yqsXj5rARC2ICX96GLWuiHO7jlGw82FKHv8f6HwTik+g/5x/oehT32BS0VQmAZ6AkQ3R6LSjxhZXVjLvzwdx9g/y0+vqqauaElMu/1hrbMyyPRZEkEcS1YlISiZkt52nbqd831+gohrmX+l96ROXlFjo2g1b/gu230/JgBNOmA+X3g0fv5xjzsMUFU1NtcJRlBQ6KMxlVOerJJ+MeiSR3RaEafy/uF//HeUHW3E8sxbzzBpKKs6k/8xLGZz7OTylM9WCSLDujLYg3C7y97Yxefsv4YPNSE4eQ9UX0jX7UgpOt86qnIdt1WlXjf3sitPo7e21rS60xhJnQQQ+kqiWFD2SyP5REJV0FXyV/Iv+BQ5/AK//hpxtD1L0wg8peuGHMLOOSVWNFC36EkypCptbLYjo44y0ID54naLX/otJb/8B+jtxl8yAxd/B1HyVgpITKAhjMcSjU2ss+jijLQjGPpJoXQTbZB4lJ8K5X6f3tKuoNL3w5h/gjd95O+IXfggzamDeF8idfi5MnTrKM1YmPuZYN7y0AbbfDx+8SmGOA06/CGq+Qs+UGiqnn5BqiUoGEkkH/EMRuTnhStKJqXPgk7fBJ2+je087Fe8/Czt/D5u+73WIp8yGM/+OvBPPgykXQm5GXctUIuWYE/76R3jjN1R0PA2eYThpIVyylu4Zn2XqrNO96yV5GJkycYik59hgjFkIVADdIrI9wZrGJSXD0CjDc+aX4cwvk3PkA9xv/pGy95/D8XIL5Z7/wLOxDNcpn2TolPPxDJ+sHnBm+HPjxmawj/x9TzF720PIH7dhPC7cJSfTN+86mH817sozRtaXBOhOlgdsd6w1ljgPeLOI9FnPhvu2MeZQqo6IU34nXGUlXcUnkl+5EgYP07ftd5R+8CIFu9soePuPLAJ4629gbgPMPh+K5qo/FyZOCw+4Zz+F+35H8TvPwP7nwTPMUGEl5uwm+Pjl5M6sw33oUNJ+O/WA7dWd6R7wU8aYQ8B6YKl4H02kFJQwNPcSOOcr4PHAh6/z7jO/ZObRnfDc/wd/+RFTcwvglHOg+nyY/RnIn5lq1QrA8BCOd16CHe3w1hPw4eveR7hXng7n3gJn/B2vfZRDXf2iVCtVJjiRdMCrReSRhCuJgLS+E84xg/2nXEHB6aswQ4fJe3czsufPFHduJW/T94HvU5E3maGTanHNqGf4pHr6Js1Ois6sPz0U4eiB7RzZsYP8A8/heO9lylxHEZPL8Em1DJ23ikOVZzN51oLjuobeSuunIicit9ZYGloQgZ2vMeZUEdkXbrtEkHILIkzu46c6lTBjNl2zF5NXWQlHOmHfswzueopJH24j/+W7AKE0x4E5aQHMrKeg7HRKyj/rvSnEGmGhp4cxxu5h70iFvW0Ud+2AAy/BUatzqJgDC6+jb1odpQs+h6OwDAdwLM55d9WCyLIaC68zPgvCGPOQiFxtjHkS6PG9jXc+4NPCJVb8KJ4GH7+C/hPPZ1JlJRzrgYOvcOyvm5h86HXYdh8lrqPeBzEVlsPMWiaXnQbVfwsnLvB2ykpwRKD3ILzbzuTdz0HPX+G9bTB0xGsrTDkVTruQw1PnUzL/c94YGOrqgsKyFApXlNBHwP9m/bvSfwpKnQ94/NxRnYZV1NH7sbmUlZWBZ5hjB7ZT3r8Hx4c7yPvoNSbtfRbamwGQvEkUl89lYPo8hitOwz1lDv2OE0DOGDlazobTw77uj8jtfIO8Q7vIPbSLyR++gadnFznHvI/rmZSTh6tyHsNnXIrrpHq6S86k+KTjE9EMuouDToATTleivwO1INKnxtLGghCRvda//p3vQmDPeNskmsyxIKLP1ZVTT0nlxSPvd334HpVyCN5/FfPBa+QebMex7ynY+TAAZQCOIu+Y5YpqJheeyOSZZ0HFbO845ZKizDw9rJgCfe9B9x4KD75K8e4P4dAeOLSbqd0dGHF7V8wtYHjKHHLOuMR7k8zMWg7lnUjlCTNxAJPwHuXGqlMtiOjijKqxTLAgfBhjFvsm3xGR7dbtyBNjMp50JjcfKufDifMB6PV1Jv1d0LmLI/u2Unz0HejeAx+8xiTnY9B+fJ7XqSYHik+E0hlUeyZD58eheDoUTcMxnA8Dc6CoEiZNAfEkfn+Gh+DoIXK7dkOvC/oPwdEuZr69Hfa6oPddpjgPQP9H3hsewGsh5BV6LZhpZ3Bs9oVMPrUeTvgYVMzB2eMc/Z9Bb4hQMoxQHvAVeB9BX2+M2YPX/xWggxR1wBPKgohHZ/EZ9M46kYGy4x5mb88hpuQeJbf3ADl9B3F17WOyq5uc/g8o6OlAtm7BuLxPQQh0Pqdi8OQXIwUlSH4JRTmTGCqYDLkFSG4+BZ4cBiYVgckBIH/IxUB+PmIM+YMDDOSCcQ+Be4hJg8cYMsOYoX5yho5QPtiHuPox7kFg7Fxz000e7tIZuItPYnBaDblnVOEunoGnvIqenKleC8H63N5e73y1APQ4E3oaG+lv2fTrnbjdw/ziugVh17VDp1oQ2WNBPGKMaQOqU/kYIn8msgVhh66KyjPwXiOFrq4uCq3217Zupa6uDob6ob8L53u7Kc9zQX8nHOvhmPNDJucMw0AfDPbhOdJNvvHAUA8MD5I3dJTc7mHvkbIIDo+H3Byv95wvkOso9B6x5xWQIwZHYTGUz4CCEo6Jg7yyaVBQCpMr6HMXUnribCiaBkWVbNu5h7r6ReQCfQGWgSvOSW3i+X4j/S0dDkfcuqLRmeoaUwsiiRaEddPFqM7XGHO5iOhTkTOR/CLIL2LYXQR+RXO0q4vJfnFgR9gTIg5s6w2I+7u6vCM/LIa6ukZ9NmavPfuWIg4PuHD2D7J1f4/OratETSQe8AXASrz2g8F7ES4lHbBaELHFenpojwXR9OudI7HbPcyxYTPycMsld7/AaZWTKS7Ixe0eJteaoKnlmrPUgogzztAas20uiNkicqExxmcdhh2UaoxZAjjx2hctIdZbIyIrreUeYAvQKiJrg61vtwVxdfOLuFwufvONORHnCpVbTw+jj9NiLogIdAE4HB+Nio/6PdxSBI4OC1OKHda6o60JtSCyrsZsmwtirzHmJhG51xjzLbw3ZYzrCVudLyLSZoxpMsY0iEhbkPUaGN2ZXxlsvUSip49KNPg/rr2rq4v9/blcefcLeAQKHTncdU0NdVVT6AriXStKMIyIhF/JmNkiste6CaM61NwQxpg1wEMi0m51srWBR7TGGF/Hu0ZErrTeWwK0i0jHOHmbgCaA6dOn123cuHGkbXBwkIKCgqCxb/m7Tx8CwOMRcnIMR10e9jq9Y0oNcGp5LpMdOSPt3//M1Ihz++ju7qaioiIiXeFy2RnHoyvRuv21JfI7iEdXqPWXt3ZyZEi47Zxyzpian3CdWmOZUWP19fX7Af9xkS1B3QARieoFnBqmvRlvpwvQgLeTDVynwfp3vd97TUA50BxOw7x588Sfzs7OcWPf8lV3vyBX3f2CXPbTZ+Squ1+Q8364SapWPjbyOu+Hm0a1R5Pbx5YtWyLWFS6XnXE8uhKt219bIr+DeHTZnTueXFpjmVFjwBaJoD8NNQ7YNweE79k7votwNYSeC8KJd/L28fIGtSTE+utgjHEaY5aIyIYQnxE1vtNH3+nh1v09evqoKEpKCeUBrxGRTYFvRjAXxGa8R7Lg9XhbA9q7LWuiHKg2xtQC9Xj/YrSHSmznKIiqIphbOZm+gSHu+MLpVBW56erq0lEQSdadSaMg7MqtoyCyosbivhFjE4AxZineB3I2A3sZezNT4HYbjDErfJ2s72jXGNMqIo2+TtbydH0d9cN4O2PfBbygR79i8yiIJ//1s0GPeHUUxIS/Qh21Ljtzx5NLayz6ONNHQewRkXuMMTUi0msieBqwHL/o1ub3XmPAOi14n7jso9162Wo9TESOD5/7dKqlKIoSBzkRrFNnzYI2xZqIpzbBmpQwHB5w8UGfd/icoiiZSyRHwC3AKrwd7/PATxKqKATZeCec7+4r391VRwbdUd99pf6cesB26wyMtcZs9oB9iHc+CN/k7KRyOkq7PWA74kT7c747qsB7d9XR/ujvvlJ/Ln5dduaOJ5d6wNHHGekBW3NAtAI/tF7fxjfVls4HnDR0+JyiTFxCHQHXiEiONS/wGrwX1FqDDU1LFtloQQTGsQyf09NDtSDs1hkYa43Zb0H4Hkn0iDHG6TcsrVRE+kJslzCy0YIIFkc7fE5PD+PXZWfueHKpBRF9nJEWBMefhAEw2xoJAd7bi9eFS6woiqKEJlQH3Ij3TjbfwN8LrX/Dz96TINSCiC3W00O1IOzWGRhrjdlvQSyVII8iSuVj6dWC0NNDtSC0xqKN09mCGPdGjGCdb6j3FUVRlOiI5EaMtEEtiNhiPT1UC8JunYGx1pj9FkTaoRaEnh6qBaE1Fm2ckRaEoiiKklgy6ghYLYjYYj09VAvCbp2BsdaYWhDjxmpB6OlhvLrszB1PLq2x6GO1IBRFUZQxZNQRsFoQscV6eqgWhN06A2OtMbUgxo3VgtDTw3h12Zk7nlxaY9HHakEoiqIoY8ioI2C1IGKL9fRQLQi7dQbGWmNqQYwbqwWhp4fx6rIzdzy5tMaij9WCUBRFUcaQUUfAakHEFuvpoVoQdusMjLXG0siCMMYsAZxAtYi0BGlvsBYbRWRlJNuAWhB6eqgWhNZY9HFWWRBWR4qItFlxQ0B7LVBrtdcaY6rDbaMoijIRSYQHvAjosJY7gFr/RhFpF5G1xphyoENEOsJtoyiKMhExIvY+YcgY0ww0i0i7dSQ7YjMErNeA90h4bSTbGGOagCaA6dOn123cuHGkbXBwkIKCgqBxqLZ448C27u5uKioqbMllZxyPrkTr9teWzN8qGl2J/g6iyaU1lhk1Vl9fvx84bopDS1BrVURsfeF9hH2DtdwArAmxbjOwJJptRIR58+aJP52dnePGodrijQPbtmzZYlsuO+N4dCVat7+2ZP5W0eiyO3c8ubTGMqPGgC0SQX+ZCAtiM1BuLVcDrf6Nxpg11tEseC+6VYTbRlEUZSJi+ygIEdlgjFlhWQnlcvzCWquINOI96q32a2+x2sdsE4gOQ4st1iFCOgzNbp2BsdZYGg1DE5G11mKb33uN1r8dHL/g1hZqmyB5dRhaDLEOEYpfl52548mlNRZ9nFXD0BRFUZTI0Dvh1ILIxtNDtSBsjrXG0siCSBRqQejpoVoQWmPRxmpBKIqiKGPIqCNgtSBii/X0UC0Iu3UGxlpjakGMG6sFoaeH8eqyM3c8ubTGoo/VglAURVHGkFFHwGpBxBbr6aFaEHbrDIy1xtSCGDdWC0JPD+PVZWfueHJpjUUfqwWhKIqijCGjjoDVgogt1tNDtSDs1hkYa42pBTFurBaEnh7Gq8vO3PHk0hqLPlYLQlEURRlDRh0BqwURW6ynh2pB2K0zMNYaUwti3FgtCD09jFeXnbnjyaU1Fn2sFoSiKIoyBu2AFUVRUkRGWRDqAccWqz+nHrDdOgNjrTH1gMeN1QNWfy5eXXbmjieX1lj0sXrAiqIoyhgy6ghYLYjYYj09VAvCbp2BsdaYWhDjxmpB6OlhvLrszB1PLq2x6GO1IBRFUZQxJOQI2BizBHAC1SLSMk77MhFp9HuvB9gCtIrI2nHyqgURQ6ynh2pB2K0zMNYaSxMLwupcEZE2Y0yTMaZBRNr81xGRDcaYZQGbXhm4XiBqQejpoVoQWmPRxtlmQSwCOqzlDqA2wu3KjTHVCdCjKIqSlhgRsTehMc1As4i0G2MagEYRWRlkvdYAC6IJeBhYIyKBR8e+9iaA6dOn123cuHGkbXBwkIKCgqBxqLZ448C27u5uKioqbMllZxyPrkTr9teWzN8qGl2J/g6iyaU1lhk1Vl9fvx847slASzA7FhGx9QWsARqs5Qa8HWqw9VpDbL8k1GfMmzdP/Ons7Bw3DtUWbxzYtmXLFtty2RnHoyvRuv21JfO3ikaX3bnjyaU1lhk1BmyRCPrLRFgQm4Fya7kaaA23geUVR2pVKBOEq5tf5LtPH0q1DEVJGbZfhBPvBbYVlv1QLtaFNX/LwWqrN8YsEZENeK2Har8LeBuC5dZRELHF6XqFuufIAD39bp56dS8LZpToKAibdSVSZ2CcrjUWqG3Cj4IAkOPDyNr83mv0W24DpvjFTqDdegXtfK31dBREDHGqr1Df8sjbI8sulwuH4yMOD7h4q/MoADc9uJMzTyyhMBccjo8AeGjZuUnXqaMgMrfGdBSEokRB38DwyLJHRseKki1k1K3IakHEFqf69PBnV5w2Ki4rK+PV9w5z44M7EYGCvBy+f8lsqoo8lJWVAdDV1aUWRJy6EqkzME51jYWKs86CSBRqQUyc08PFlZXM+/NBuvr6+c+vnkNd1RS6urrSRqdaENHF6VhjPtLZgsioDliZWGz8p0+zdetW6qqmhF9ZUSYgGdUBqwURW6ynh2pB2K0zMNYaUwti3FgtCD09jFeXnbnjyaU1Fn2czhaEjoJQFEVJEdoBK4qipIiMsiDUA44tVn9OPWC7dQbGWmPqAY8bqwes/ly8uuzMHU8urbHoY/WAFUVRlDFk1BGwWhCxxXp6qBaE3ToDY62x2CwI2ydkTwbGmMPALr+3yoDeceJQbfHGgW2VjJ6EOZ5cdsbx6Eq0bn9tyfytotFld+54cmmNZUaNVYnINMIRyaTB6fYiYLJjvLPNB41DtcUbB2mLWFeSdcasKwm6tyRClw06U1JjdurSGkttjUXymigecOAh/qMRtsUbj3tqYUMuu+NE5U5XXYFxPLrszh1Prmh0RZs7XX/LdNUVGIf7rcaQqRbEFhGpT7WOQFRX9KSrNtUVHemqC9JbW6YeAY99uF16oLqiJ121qa7oSFddkMbaMvIIWFEUZSKQqUfAiqIoGY92wIqiKCkio27EUDIX64nXTqBaRMZ4cuHaU6XNGFMOVFuvRSKyMh10Bay3Jp10GWNq8X5fyDhPOE+RrpTV2Hhk3BGwMWaJMabBGBP0PmtjTK21zpJ00uW33ppkabI+b1xdxphyv+8rYbp8v4V4n4aNMaYhmvZEEsFnXwXU+zqScL9vEnXh9351MjRFoWuV9X1VGGOSoi2CGmsAOqz2DuuPRMrJqA44U398v/XS7T9LsjqXRUCHtdwBBBZ/uPZEEvKzRaTF72ip2m/dlOoCsOo7WXp8hNRl1dBmY0y19d2ly/e1BVjvOzoXkfYk6QpJRnXAZO6Pn5b/WZLYuZQHxFOjbE8kEX229ft1+/6YJYFIdFUnscZ9hNM1x3qv2xjTbFk4ySCkLhFxAs3AeqAuSZrCkmkdcEb++Bbp+J8FSErn4gQq4mhPJJF+9hIRWZZoMX6E1GWMaUjiHwN/Ivm+9lgd3lYgKZYNEXxfQJuIzAGcybYoxyPtLsJZX0zgF+nzbiL+8Y0xvh9/bap1JfI/iw3fFyS+c9nM8T8G1UBrlO2JJOxnG2OWiMhaa7k2Saev4XR1W51KOVCdRro2c7zmyvHWYDIIp6vW9xsCq/Habykn7TrgMFdNU/bjx6krYf9Z4tSVlM5FRDYYY1b4vgM/T7pVRBrHa08G4bRZ768xxqyyNknKaIMIvrN2K25i7JlOKnX5t5Os0QbhdAEt1nfVQRqNgsi4O+GMMSuAdvz+ovl9yUHb00GXFTfh/Q98ZbIuAoTSZRVrM8f/UK1M0WmtomQlGdcBK4qiTBQy7SKcoijKhEE7YEVRlBShHbCiKEqK0A5YURQlRWgHrCiKkiK0A1YURUkR2gErWYtvJjhruSmJt64rCqAdsJLdXI33JhWARmv+AkVJGtoBK9lMKiZIUpQRtANWsplyGHmCw+Z0maRbyR60A1ayEquzrfB7fE4y5yBWFEDnglCyFN/MWDr5kJJK9AhYyVbmaOerpBo9AlYURUkRegSsKIqSIrQDVhRFSRHaASuKoqQI7YAVRVFShHbAiqIoKeL/Bwlm9SZoMOOjAAAAAElFTkSuQmCC\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].max(), xerr=d_mus, yerr=rates.T[1]/rates.T[0].max(), 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/crossec.max(), label='Klein-Nisha')\n",
|
|
"ax.legend()\n",
|
|
"save_fig(fig, 'rel_countrates', 'crossec')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 349,
|
|
"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": 350,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
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{
|
|
"data": {
|
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"image/png": [
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\n"
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],
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"text/plain": [
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"<Figure size 360x288 with 1 Axes>"
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]
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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},
|
|
{
|
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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"
|
|
},
|
|
{
|
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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"
|
|
},
|
|
{
|
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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"
|
|
}
|
|
],
|
|
"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": 351,
|
|
"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": 352,
|
|
"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": 352,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"thick_rates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 353,
|
|
"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": 354,
|
|
"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": 354,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"thick_rates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 355,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"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": 356,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(223.0,\n 1.1319506856379298,\n 9.12605604734396,\n 0.5316649863542457,\n 39.59975744707183,\n 2.969126798748573,\n 0.4791679786108479,\n 0.2679792705119353)"
|
|
]
|
|
},
|
|
"execution_count": 356,
|
|
"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"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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": 357,
|
|
"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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BJEYQb9z5RiidY3hqx0hbxwt6fY/HQ5GliM2f2xzya7FYgptfEi/n33zzTaqrq9m0aRMNDQ3cd999zJkzh/r6etavX89Pf/pT1q1bh8fjwW63s2XLFn72s5+xa9cu5syZg8fj4Y033uC73/0uZrOZ9957j0996lMJ/SoEEUMKQWSf30xDEAB5eXkhWyGIzI2CaG1tDd3dhudheOWVV1i4cCGnTp1i9erVmEwmXn31VVauXInJZKK2tpZvfOMbmEwmjh8/zquvvspjjz3G008/nVQ+h4HYKgpCSakfGuV5iLm5XxvqYSgFVVtby/XXXx/1d4WFhVRXV4dyKbe0tNDc3MzUqVNDdex2O3a7nWXLlrFkyRKeeuopWlpaBmXsA1XG3gErBJF9frMFQSTKBfHK+428e/o0EIiiuGXOwMeULQhisKMg7HY7P/jBDygqKopa/zOf+Qwvv/wyXq+XpqYmli9fzr333ktNTU3oBZ4NDQ20tbVx2223MXPmTN5++22OHj3K3LlzU35cCkFk0ZJ8uPnNFgSRKBfEu6dPY3d4Qr/5/NUKQfTVThZBVFRUsHHjxpi4YNSoUXzlK18BLqKJiooKbDZbj3SUev2Ojg7WrFnTo34qjyvcVlEQSkr9UDK5IMpHB15XFH6XrKSUamXsBKwQRPb5zRYEMdq9hhkjYyOIQKSEt1e5QhDJ2yoXhEIQfbYvFRQwVH6zBUFoFJBrzIkZBaFphrDfpSY6QiEIlQsimlQUhNKwU7u2hVPuN4Z6GEpKagJWGn5SE7BSpihjEYRiwNnnN1sYMMTfCTecGfDJkyd7MNRkdsVFs/UIBIvFwtixY0P9KwbcUxk7ASsGnH1+s4UBA3T7JHaHJxTtoBhwgGt6PB5GjhwZOHKvF6PR2C+7q6uL3NxcOjs7EzLmLVu24PV62bZtG08++WTUOsnaigErKWWBco2C8tG5LK8oGuqhDGvV1tZSW1vL0qVLQ0l0hpPSfgcshFgWNJdLKR8VQhQCtuC/hVLKR2O0Uwgiy/xmC4LINxuYUmjih8tLAdh00KsQRFA+nw+vN3Dsfr+/3zYE7oi9Xm/c5fycOXOYM2cOzc3NTJkyhYkTJyZc/m/dupXNmzfzy1/+kuuvv5777ruP5cuXAwpB9JAQYgGwQEr5lBDiUSGEDVgGIKVcJ4RYKIRYLaVcF9lWIYjs85s1CEIIDAZDGHIIvLpIIYiAn/5ih3Db4/FgNBoxGo1Jhbnt3buX8vLy0M+x6p86dYpt27bxwx/+kKuuugqA5cuXKwQRTVLK2uDkWwjYpZR2KeW6sAnXBgyvNYdSVmn/uW4e3FjHgxvreP1Ia+IGSv3S0qVLaWhoYMOGDT3Kb7zxxh4/b9iwgQceeAAAh8MRStKTrRJSyvQ7CWCIBVLKp8LKbMCjUsoHotRfDawGKC0trXrttdeAizlG02U7HA6Ki4sHxdel6NfpdCKl7PFAJ5rtdDpDd3ex6gzUfnJX4DVEjy60hOz/MUfyH+8L/uZ6hElWA89UPwPA9//ajpSSby8OjOl77zpDb3847PCRF7wZnmg1hOr0dUwDPWYhBFarNeXfsdFopKysLHS8drudvLw8Biq/34/BYKCrq4spU6bEfMvG448/ztSpU7nnnnt62PHqf+9730NKyT/+4z/yk5/8pEed8EiMWG/0SJVdV1cXQhL651xdXX0CaAr7KNZFW+HrGpQoCCnlFiHE7UKIlVJK/U/cymiTb7D+OmAdQGVlpayqqgKgqakpdMufDrumpobB8nUp+q2vr++BIMInnXDbbreH7lxi1RmonZsbeA3RuHGlIdtq1cjN9WHwGDCbzaEx5O6pw+fzhn627D4UhiDaqbgsH6BHnb6OaaDHrGka06ZNS/l3fOjQISwWS2iyz8/PD00qA0EQLpeLnJwcCgoKevQf+YfloYcewm63884779DR0cHDDz8c9w/RQw89xHPPPcfIkSN57LHHGDFiRK9kPCNGjIjaNtW20WiksrIy8nNuklJWk6TSzYCfBBqCE2oLUBwsX6nfDQshFkgpa9M5DiWlPWfa+X6Xxul2uGLU/+Lxj1021EPKSE2YMCElk1PkRBhLNpsNm82Gx+NhxYoVCcdns9lYvXp1r0xn2ap03wGvBWxBBFEYfPC2DHhSCLEmWEdFQVwifjM9CuJEm4/ykhyWTC3G4jOFRT3EjoLQf6+X93fc2RQFkQpbJePJgCgIKaWdiw/ZtgTLtgBlSbRVURBZ5jfToyAmj9T4r89ezvqj69l0rpsvzvtisG68KAhSEhGRLVEQ+lgHaqtkPMlJbcRQGnZ68eiLvHzs5aEeRsZoMB7EX2pK1WeWsVuRFYLIPr+ZjiCklDidTn513a/o7OxUCILAXVxzczOjRo1CCJGVKGCw/UopuXDhAkKIzEYQA5FCENnnN9MRhB7KFVl/OCOIgoIC7HZ76CWWA0nAE2673W7MZnNK+8wkvzk5OZSUlAwYQWTsBKyklC791/7/otvVzVcXfnWohzLkMplMjBo1Ki0hjvPmzUtpn5nod6DK2AlYIYjs85stCGKTfRN+v5/7ZtwHDG8EkS57GPtVCCJTluTDzW+2IAij0YjX61UIIovOrSzyq6IglJRiyu9DuFoxdZzFfGYHSH/MqssriphbmqNSViqlTRl7B6wQRPb5zXQEYfZ3U/jK5zA1HwGg5I/30jmmCun9Jj6/6IUglk62cNXoYvLyLL1SVioEofwqBHHpLV+y2m+mI4gF/gPkNn+At2AKHnMBLdPvQBrzEAcsaL7eCEL/2Wq19sIUfR2TQhDDxq9CEEpK0fSesZrzq17HP2IMUmh0zvocXRWfAcAgfQlaB1JTvnJg4E++lZR0ZewdsEIQ2ec3UxGE2dtGtTiKU86kRRTi9Xrx+y/ihGu7NvPZrg20X3gBacwNIQin0xnq99rJuew5086mg40snWxRCEL5VQjiEly+ZLXfTEUQt7n/wGct67lX/m+s1nm9oiA+Mk5gvPyQtmMbaV/wlagIYlW1lW12Z6/yZMekEMSw8asQhJKSLuHt5qbu1/iTbyFnDWOj1jliupydxmpGHPi/4HMP8giVhrMy9g5YIYjs85uJCMJS/yfyZQf/x3dD3FwQr5lWsKjr+3DoD/h8M4hEEIF6vdFEsmNSCGLY+FUIIouXL1ntNxMRxJhTf+SMYTw7/DOZEScXxH5zJV7jeEYd/wOaNjMqaoiGJpIdk0IQw8avygWhpAQw0t+KueM4f865DTpFqDxaLggpDLQufhx/7ijYNhSjVRqOytgJWCGI7PM7mAji9SOtbKlrRdMMLLFZ+fhEU486Pp+XC4zg/Rte5PW/NAMXc0G8d+Y9fD5fDwRR3+zinvdGA4Fws7mlOVERRIOjky//7hCLJ1i4ZU7y41YIYtj4VQgii5cvWe13MBHE2yfOcbzVi0CgaV3cVFHQG0FISa61CK/RBbSHckH8+sZf93jp5YqZo9l0sBFNM2JuPMDDWi3vaF/ohRqWlRfw9oku6hq7APj81QpBKL8DQxAqCkIpa1VWbKZ8dG7U303wnuSZln8gp+n9hP3cMruEf7txAs/eVs4n8hv4n6YNlPrO9qp3U0UBz95WHtOnklJflbF3wApBZJ/fwUQQegpJPW1kZJ0rXe8w3n+G90VBr3SUP9r3I7weL49WP9qr33eNC7mXX7Co+x2czgVxffflGBSCGDZ+FYLI4uVLVvsdTASh52bQU0Xm5eX1qHOl528cMs7APGoSmnYOuJiO8kDLgR4bMcL7dZjGsc9v4yrv32JGO/QnL4RCEMPGr0IQSsNbWlcTZT47u80L+9X+Td98yr11iO4LKR6ZklJPpfUOWAhRCNiC/xZKKR+N+P2TkWVhv1MIIsv8ZgqCyDnxFwB2GyqZHeWNGJG5ICL73e6fxz1iM+4PD9KZNy2mb4UglN8ofjMKQXwWQEq5TgixUAixWkq5DkAIsYzAxBxVCkFkn99MQRDe4sn82XIDp8xlSb0RI7LfvdLGvUX/h2emVpAXFi0R6VshCOV3oAgirROwPtkGZQM2AwghbIA9nb6Vho/2nGnn9SOtrKoOTFhdYxbws/xx/e5PYkAKA0gZ+KeklCYJOQgnWHDCfVRK+UDw52VSyi1CiBellLdHqb8aWA1QWlpa9dprrwGB23yLxZI22+FwUFxcPCi+LkW/TqcTKSUmU2BThMfjiWqHx+DGqpPI/v5f25FSsniChV++30VFkYFvL7ZicjmQrna+eyBwXI8utPDkLheHHT7KC+A71xTwcM3DSCl5pvoZdIX3e9jh4zMFDTwhfsL7M7+Jq7giqu9vL07+GAZ6zPrd+1B/x8pvfL/V1dUngPCk0esibkR7qF93wEKIKVLK431osjJy8o1XOTjgdQCVlZWyqqoKGJxXWg+Wr0vRb319fQ8EET7phNt2ux2bzRa3TiI7d08dPp+Xv18ygz2OgG2z2cjfs4WRu37MmKLf4jSMZNy4UnJzzwHtaJqGzWYj92AuXq83NIbIfqEdZ+54clrOM1mexGu7MarvvhzDQI9Z0zSmTZs25N+x8pvQb5OUspokFXcCFkL8GYh8FCyA+UB5Mg6EECullE8F7QWAI8h/CwGbEGKBlLI22QErKcWT+exOXAVlOA0jB9RPs1aC1zqR3PO1OBNXV1LqlxLdAT8ppdwaWSiEmJ9M58GJ9kkhxJpg0aP63W8QMxTGaauiILLM71BEQTidzot2i4PSc7U0TboJ34XeL+XUoyDytXx8+GJGQej/d5RUMuL0ds62tYIw9KhT3+ziy787BJBUXggVBTFs/KYuCiLa5BtUQ6KOg+23AGUxfhfCDDF+r6IgsszvUERBhNujuo9h8HXjmXAlWtvF6IjIKIjIXBC9+w2kqPRPvhrjsT9Q5P0Ib/H0UJ3w3BHJ5oVQURDDxm/qoyCCd7yrAMlFBPGJZJ0oKQ2GzGd3IhF0jlkABzsTN0gg97graCn7NNJg6lF+y+wSlk62YLVaeXBjXeiuWUmpr0r2IdwyYG3Ez2mVQhDZ53cgCCJReslIOxqCOD/pZlrzp9HuNfZ4KWdfckGEI4gWaaVz9tfI0/IgxlswfD4v+891s373aW6qKFAIQvlNy0aMGinlMf0HIcTmJNv1WwpBZJ/fgSCIROklk0EQeSUToWQieU5nj5dyRiKITtmJ2++OiiBWzBwNNLJi5ujA76WfIs+HeIvKo45jxczR7D93irdPdLGqekKfjrkvtkIQWeM3dQgiLApCCCHWArX0MQpCSSlZlRWbQwy2rxrvO8OI/e/RNf0WEt1XPHXNUz0ewIUrHC8AjDz2R8bs/B7nP/tH0EZHrb/pYGO/xqyklNYoiIFIIYjs8zsQBJEovWSkHYkgFrh3U/Deb2i87Do6GREXQUT2Gc+fL7+CsYD/2F/oHLciep0kXtapEMSw8TsoURBTgT2JOh+IFILIPr8DQRCJ0ksmQhCz/EfwWieQd5kNXwIE8chfHsHtdvO/l/5vwhXNn1OW48sbzUjH+7ROuzVqnWRe1qkQxLDxm5YoiKXAo1yMgmgAXkrWiZJSWiUlM72HcJdel1R1e6sdrzfJyAUhcJdWYzm3W+WFUEq5kgVuU6WUNwghCoI/x8xiliopBJF9focKQYzxnKZQtnKucFYIA8RDEPHSUUaz24rncJn9T3ib6nGK8l51FIJQftMdBXFMCPH3UsqfCyH+icCDOYUglN8e9lAhiMmcxYuGYfJVYVggNoKIl44ymi0rPknzqCmYRk4gXyEI5TeFCCKpN2IEWbDOg7cAjmQdKCmlWq8caGLPmfbQz7vMi7ij4Ld4i6Juuhyw/CPG4Jq8BGlUL+NUSq2SZcBvEEwPCRQT2BWXVgasEET2+R0sBLHpYODv/+IJllAUhNtvwtneEaqTSgQBYG6pJ/fMLpyz7uxVRyEI5TfdCGId8G9CiAYp5RohRJLN+i+FILLP72AhCE1rY/74fG6ZM5oCk5d/bX+c53JWYbXO6lFH72egCMJqtZJfv4uR+3/Mh5W3I3OKetRRCEL5TfdLOaWU8rPAluDmjPnJOlBSSqdM5/Yw23sASXpvCtylgVPe/NHetPpRGl5K9g64TAhRqbNgIcQP0zkoUAgiG/0OFhH0W8wAACAASURBVIIIxwuceg8PRo4wtUefqUYQImcKxcIIJ9/DWVytEITyO6gIohZoFUJUEkjE819Jtuu3FILIPr+DiSD0OvmOD2gwTsNnzI1ZJxJBTB81Hbc7ei6I2LYVV/EM8i98gCsCNSgEofym+6WcBVLKY0KIOqCKQYgDVlJKJOFzY246wGHTTX1qFy8XRDx1lcyl8NgfwK/STyqlRslOwK1CiOuBPVLKtuBLNtMKwxSCyD6/g40gXC3n6BhTxd622aFNGXpay+OtXsqKzQPOBRFuN9nupGnePyA7uhSCUH4HFUE4gM8C9wshbgOqSXMYmkIQ2ed3sBGEeVQpbTf/kn0b69B83h5pLaePzmN5RRF5eZYB5YKItNVGDOV3KBBEEYFQtKkE8MPa+NWVlNIv4XMB1l7lZcVmnr0tsGU4GmooshThEq5++Ryx/1cYultxXn5fv9orKYUr2Qm4cLAZsEIQ2ed3UBGElEz5/WdwTr0Jn++W3i/ojBIRoSOIhy5/iM7Ozj5FQYTscwfI/XAHnZPuCJUrBKH8phtBDDoDVggi+/wOJoK4zHcOc3cT2qipaOcDbbeecLH/XDdzS3OiIgsdQUTrM9ZYI205cRHG469T4G8mx1oa7F8hCOU3vRsxHMANXGTAC5N1oKSUDs3wBl4J775sfqhs85ELACyx9cYS4bp/8/08/M7D/fKr+8tt3N+v9kpK4UrqDlhKuYeL2c82CiFqknUghFgJPCClXB5WtoAgxpBSbojRTiGILPM7mAhiuvsgPmMeF4yX4fN9GGo7tzSHj080xUUQjR2Nfd6IEbJzxzDKZMV0roZm26eCY1cIQvlNA4IQQqyXUq4Kezcc9PGdcFLKDUKIByKK10gpbxdCrBZC2KSU9ijtFILIMr+DiSAu9x2he/QcrAWFaFpj3LapyAURbrumLEETFzGHQhDKb7qiIL4Z/P/R4F0wMLB3wgkhVgO7ghPvuv72ozS89UbOjdw8bUooA0SDw43AQ/no9KeMbFnyJE6nM0r8hZJS3yRkP16zIoQYKaVs60P9zTqCEEI8GSx+AniSwOTeElF/NcH0l6WlpVWvvfYaELjNt1gsabMdDgfFxcWD4utS9Ot0OpFSYjKZgMCyO5rtdDpDd3d6+ff/2o6UEj3T3qMLLTH7eXKXq0edN0+4efe0CyEEV483c8040av+YYeP8gL4zjUFPFzzMFJKnql+Bl2xxhrXNmogDHzvXSdCCB67Or9Px9wXW797H+rvWPmN77e6uvoEEGAgAa2Ld6OZbD7g+QRyAOvvhJsPfCKZtjHUIKVsCbLk1cBT4b8MDngdQGVlpayqqgKgqakpdMufDrumpobB8nUp+q2vr++BIMInnXDbbrdjs9l6lOfuqcPnu4gRxo0rjdlPhWknXSKHcePmYbVasdlgVQxfTqeT3NxzQDuapmGz2cg9mIvX6w2NId5Yo9p+H6Ne/DTuqctwXvFVLLsPoWlGbDZbn465L7amaUybNm3Iv2PlN6HfJillNUkq2TC0ZfTcfLEsWQdRtItAUneAQqAlTl0lpV76UucvKfRfwM3vhmYABg2/MQfzR0k/i1ZSiqpkJ+AaKeUx/QchxOZkHQghlgHVQoiVUsoNwYdyjwTLiXV7rqIgss9vqqIg9p/r5uuvnUTTDCyxWfn4RBOvH2llm93Jx8YbechzmO3maylNMoIgFekoI21j4UxKjv8eZ4tDRUEov2nfiPFNIcRaAmkp+xoFsYXAVubwMh05bInTTkVBZJnfVEZBHG/1IhBoWhc3VRTw9olz7D/XzRTfOfLo4oh5JrYEL+7UleooCADP2CoMDS9S7D6FpplVFITyq9tpyQXxZDAZOzCwKAglpWRUVmwOTcbhmuE9AsBh4+Xc2M++q8ZU4XL3LxeErq6SuQCYz+0BFg2oL6Xhq6TzAUf8LIUQTwDrpZRp2ZKsEET2+U3lRozITRk6RqjwHOKCKOSsHJX08j2luSB0W+bhmPE5OnInKgSh/KYdQZQJIX4H/FlK+XMCGylWBbclp2UCVghicPz+uaGTV/eeYem0AlYvzRwEoW9ugJ5vtfi/eZ9nK81oRlPczRrpygURbndf+xgaoO05pBDEEPiNdu5mwPGmJRdEQ/ClnLuFEAUEckMA9NrBppRdenXvGXYec7DpUFPiyhkgh2EUh0wzB9THQHJB9JCUaC3HGOHvGHhfSn1Wtp270ZTsHfAoIcStBJLwbAFGBcttXMwRkVIpBDE4fj0efcnvHfAY0o0g5ol6buw6xtac5bhETr8RxKzCWXjcnoEhiM5OzC0NTP3TnVTnPMR2w/UKQQyyX4/HA/Q8dzPgeFOPIKSU/y2EWAr8kEAM76PBNyO/kEz7/kghiMHxazIFdp5pmnHAfaYbQdys/ZXPud5k64hPoQljvxHEVxd+tcdGh0TtY9mWMXPxm63M8h/hHe2GlCKI14+08vaJcwBcOzmXm2cWKwQRYZtM54Ge524GHG9aoiAIi4JoFUJMkVJ+M24DJaUU60rDIQ4ZZ+AVpqEeSkDCgPuySi4/czjlXW+zO7E7Lt7h3TyzOEELpWxU2rOh9VcKQSgEEY4gcj0XmCFO8lvDHSGk0F8E8fmtn8fv9/Pc8ueSah/PNhXOZPKpv5DjaUkpgvD5/NiKTSG7o6NDIYhhiCBSng0tWSkEMTh+swVBzJFHMAjJB+bZSaWsTPdGDN0Wk6+C99cyU9ZjtS7s0zHHs8OPH7yMGDFCIYgI+1JAEHGjIMK2H1cLIX4mhKgMRkEUJesglXpp33lWrd3BqrU7eGnf+aEYglIa9MqBJvacaY9bZ5zvDO0yhzpt2iCNKjl5xszlibxH+FPrZB7cWMfrR1oTN0qxnt95ktUvHOT5nSdT2lZdb+lXsgy4Ifggbr6UslVPGZhORUMQfzxwjgaHG4Du7i5unTcGyK5lU6b5zQQEselgIKpx8QQL7552BcfTE0FsNH+aJxwfp8yvoQ0QQaQiF0S4bbBdR8lpF0cbO3G73dxUUZDwmBP1GYlj4iGIDbuOU3vaCRznhrK8Pp1b8doO5HpTCCK1GzGqhBAOoCj4cs4FwJtJtu2XoiEITTMya1wg4bbH48nKZVOm+c0EBKFpbcwfn88tc0bz3ofngmW9oyC6sfQqH2oEAbDSdo6v5L3L/fVX0uU3DDqC0PMGm0ymXnUSnVvx2g7kelMIIjkluxFjHXAHASa8QEr5dLIOlJQGqhFn3uE7bd/mstD+n8ySue0YI//2I2Z6PhjqoShlmZK9A75/sMPOoiEIfSmp26leamTA8mVYIojwqAbdDk9NWdO2hRvch3AwEmezCyHclBWbMwZBdI2oYLzBxFx3LX8zz46KGtKJIPSluMfj6VUn0bkVr+1ArjeFIFKLIHpsORZCVKYrCY+uWAhCXzLBpYUChjuCgJ45H8KX4DPcBzhivpyyAitmg0TTjCyvKCIvz5IRCALAU1pF5Ufvo+VeWgiiv9ebQhDJKdkJ+MvBd7n1OR+wktJAVEQbFeIkbfM+wy8XzOj1qp5MkWv8VUw9+2MK/eoFL0rJq7/5gJemaTwhKQShEAR4WWQI7DJrKZxFV5yNDn1BEB+77GMpyQURbjuK5pGLkUkeO07n7ITHnKhPhSAS28MCQQTfgLw1aM8nEAPckKjdQKUQxOD4zXQE0YWFWmMlpZMXYdXMMfuMZ6crF0S4bR6zkC8UP0eHPzpqUAhCIYhoihsFIYTYRSDjGQDB3XA1wIvJOlBS6ouWVxQxf3w+S2yBiWi7fx7fzX8cgpNvxkoY6Ba5Qz0KpSxTojvgH0op9wYTrxcBW6SUx4OZ0NIqhSCGJ4JYOjmPpZNL6ezsZGfDOay48PnMA0rlmM5cEOH2FNcR/r7rF7jO/AvukVMUglAIYsAI4gKAlHKjEOJ+KeXx8PJ0SiGIwfGbbgSx9YSLzUcucO3kXFZVJ0YQ4eXLPdv5reWX3CfWYbXOCpUPFEHcOfNOuru6U4ogrFYrXcYCZvkO03phHx3j5/SoMxwQxEv7zrO1vg6AymIfV1+tEEQiJZqAFwR3wEFgZq/Uy0nzTjilS0Obj1xgz5l2fD4vq6r71naZ+QAfdY+lctrklI5p1fRVaYmg+Egr5UPDZRSd/isds+9Oef+Zrk2Hmqhr6gKgvT396QouBSWagO8g8BYM/dO8Ivj/fKDfu+GEECuBFsAmpVwXo45CEJcAggiPatAnvXgIQld3WzPlzj20TruFj080pRRBXHBdoLOzk/GM73Nf8Wyfz0utVsmNZ9+mvaWJTpcvVGc4IAifz0t5SYCDd3V1KQSRAgRxf3gaSl0DSUcphFgG2KWUtUKIZUKIBVLK2sh6CkEMjt90I4jwqIZkoiD08vzTb2HwufCVr0g650OyCOKe7ffg9Xp55ZZXCNdAEYSmGdllXsgnO95gVNsHyKIFwwpBhNd3ubrTfh5f8ggi2uQbrzxJ7QZqhBC3E7gD3jKAvoCe7Cny7b6Xkp7feTLqG4wTtdmw6zgmk4lPV47nhrK8AftKps9XDjSx6WBj6K0O0RRep3x0zwiC/NN/wW8eiXtsFXR0JzXmTNB+4xy6Jy1BGi/diIho19vzO09Se9rJoqnJv7ljKK/bvl5L/bn2klHSryRKlaSULUKItQRC2aJOvkKI1cBqgNLSUmpqaoDAssblClyMfr8Mlb9c28SJtsByr62tjarCAIdyuVycOHEiadvhcIT67GvbgdjJ+n1uRzsfNHr6dIzPvdPMsQteENDe7mSKL7+H3/Z2Gfpsw8cQz1esPp1OJ1JKTCYTv9/bzok2H5NHahx2gMvlxm4P7Gh3Op3Y7fYedeYX+zh79mzoDspYsoKRIytxHD+Fx+MJlffHnl8s6erSWDDKj91up6urCyllaDz97TfS1vvdPf0b0A0e58Xj0Y852T5dLjdCBP54SSk5ffo0ra2tUb/j9vYA2mhvd1JTU9Oncyte275cb8+90wxAZbGXd0524fF4E57TA71u29vbe5276bqWEtUP81sihNjNRa2LhVlhCCbgIILYIqV8SgjxpBBipZRyQ3id4IDXAVRWVsqqqioAcne83eNkDS+fM7J3eVNTU2iJkIxdU1PT77YDsZP1m/9+HTQ6yM3NTXqc+bt3MMNy8cKePr28h9/8fHfUPuP5itVnfX19CEHk7qmj3Ozlvz57OQ9urMPn82KzBULK7XY7NputRx0gYpvxaKxWK4W9yvtu/32Flb8P93swF6/34nj622+knbvn4nEauhy0tzvJGz25xzEn26dl96EQgvD5vEyYMIFp06bF/I5pdJCfb6WqqqpP51a8tn253vJ372CBxcOa269h1dodtLc7E56jA71uo52j6bqWEtUP89skpUz6cXOy6ShTqXDm+wSBtywrKYWUe+Rl8k9vH+ph9FvC3cFlzy+h+NBvh3ooShmuQb8DBtYFEYOdFEVBpCo6IpVPUF/ad55Nh5q4bsoIPndlavxGe+qbaDwej6fH56OXv7TvPC/XNnEqiCAi+4znK1af4VEQ+ks2nU5nD/v1I61sOuTEsvsQ+891M2t0xCYLv48xf/t3RMEMPppw3cXyoAZi65EIqU5HGR4Fsf9cNy/sv8D9ly0k/8RmGtseBiH6FAXx+pFW9p/rZm5pTrDfzIqCiFaunxO67ffLqH6fe+8E248fBKD2tJMFE6y9+h9oFMS6rQcTXnt9vZYS1U93OsqUSUrZQhAvJKiXdBREqqIjUvkEdWt9XfBVL/A/PpUav9Ge+iYaT/hTboCCggJKSkrYWl/HiTYfcyYUsfOYo1ef8XzF6jM8CkJ/yWak/faJc5xy+jF0eIL990zfOMp5CGNXE53zbxxwVEKkrUcipCMdpdVqZcXM0ew/d4q3T3TxpTmfIv+tNRR3NeC5bH6foiDePhF4K8iKmaPZfOQCmRYFEa1c/1m3Y0VBbD9+MBQrrPuNNbZEdqwoiK3vtya89vp6LSWqn+43YihdgppaaGT9A1f16cl1KjRppNYr6kFXbsPr+I25tI//2KCOKRW6ZXZJ6K61e8pS/AYzuQ1/6ldfc0tzuGX2pRnNM3PsSGaOHTnUw8gIDQWCSErZjiD6ssQZCgQRvkwMXz4m42sgCMLn8yKljLpBo6u9FUvDJtrHfYwOt0QOYPNFNDvdCEI/HvDS5oLcyxYxomETztkP9glBRPvsLhUEEd423H8qEUQym4uGLYJIVkONIOLFKKYaF6QSQfy5obNHvGIsXBC+TAxfPsbyFYj9PYPJdD7E7vqDIDTNiBCe0BP+Hhs02k5ATgGeWbcPePNFPASRrlwQ+vFomhGr1cqF+Q/hKixh63EPv9/r4u8qXaG72kQbOiI/u0sFQUS21e3a004e3Ni36y0Wgkhmc1GmIIiMnYCHWuH72j0eD6vTnoI+NXp17xl2HnOkfMyv7j3D0cZOhEjfHn/PyMmcXxVcsrd3pM1PunJBRMpdMBVLvpXNR+o47PCRe+TCJYsVUqGDHwZ2LGbT9TZQZewEPNQIInxfe6qWR4OBICLrpApBeDweyorNaJqR2tPOlCMI4emgq/virrlUIYFoCCJduSD04wEvzuDbOywX6vjn1n/nH7gXny8nVB6vn+GIIIA+X28KQaRRQ40gBtrnUCGIyDqpQhCR/YR/PqlAENZdvyD34Hoa7/wz0hxYkqcLQaQrF4R+PDqCAMi1FLHQW8Md2lTe0b4QKlcIgpDfaPZAoiAUghgE1Z52smrtDgCONnYya1zBEI8ovvqbkyGb9NrhFt6sb0XTjOw50x6KCEgobzd5B9fTWTI3NPmmU6vnrKarqytxxRTIVziVWtMCviA38568c1B86np+50mee6eZz3lPcteiSX1uG57bIfx662vOB6XYytgJOBGCAPjgbCvTR+dRVmxm6bQCNh1qSimC0JUKBLFh13GOnO9ABIPyF5VcXP5mC4KI/Ewi+9xy9AL2Cx6EcAfrJIcgDO//Ds3VwodTbkt55EM0BHFV8VV0dnamNQoiHDW8Yv4U/+L5FxZ3bcPpnDhoCGLDruN80Ohhw67j3FCW1+e2QOi6gsD1Fv5Z6mNNFYJIBRZQCCJFSgZBzBpXwPoHrgrtyd5aH/gLnYkIwmQyUTFmRK9le6TfvvSZrN9AefoRhMGgMW2UIXQHrOOFeAjCZJCMqluPu2QmcuKVKccO4baOIOpb6unwdjDPOo9wpQNBWK1W3rdUcdg5kc+4/4Ap/ysJ+0kVgoiHF5Jpu2CCldVLZ4auK32VufOYQyGIiDrDDkFkmiLD1vqjSx1TvHKgiT1n2plRrIXKKr37MHXYcSz7MaQxwiJc33znmwEGPP6VxJX7obrGLh7cWEd7t4f8HBN1Td382LuSq/MvsFz6eP1Ia2i3m8/nZcXM0QBsOtgYslMt/dxauXBKn3GEUvqUsRNwMggictkUbSmtK90I4o8HztHgCCy9u7u7emSyiocCwv3GwxTZgCD8fh9SwhJbLj6fl8UTLD2W0ZsONgKwqFRjjyPQfpehkhPLfk53yey0YIfB3oixeIIFCDyX6HD7GWEORI+8cW4hH5pzuLKjmy11rRxv9VJWbKa+2RX6XPaf6wYCdioQRHj5hl3Hg9tze+KIeG3Dv/vwuuG2QhCE/A47BBFryTUUCELTjMwaFwijCc/rmggFhPuNhykCbTMfQYBkVfUEVlVfTK+oL6M1zcj88fkst2nsb/WRgwtNy8FkW4wJQBgGBUGkKxcEwC1z4PNXW3lwYx17zrQzfXQez95Wzr2/3Y/RYGDMuW18zNeEefQ1PHtbOV/+3cW0k/rnGlBqEYSuZDFFJFKI1k+0MSgEoXJBKGWBRvpb+Yvlqyx1bR3qoQyq8g6u5x+61pLvT/9GEKXMV8beAUciiJf2ne+Rvg6iL5tqTzu59Zm3AXqkowtPgxerfH6xj8mTeyOIaH2+tO88fzxwjk/OLuXWeWNiLs+jLeFrTzt57r0ToTHoy5d4mKI/CGLd1oPsPOZg3tjcXn2mGkG8tO88+8919U4vGaxb3+xCCDdlxWY8Hj+f7/glhbRzSEwb0As3+2IPBoIIP2b9f/1NIUeauvmngrv5d/83uKvjNzid5YS/fLNnu9QiiPDPIFadbEAQ4WleEyGII+c7uPWZt1lxeQlLp1h69JMsgtCvcx0vDlsEoT/gWrlwCq/uPQPEXjaFp7vT09FFpsGLVu5yCb4dY6kU2XZrfR37PuwiJ6eV1UtnxlxaRS7hVy6cQu3p99l+vCM0hnAEEd52oAhia33gBPnk7NKQPVAEsXLhFEymQK6J8D7172dZeUHUNI2bDjaiaUaWVxRx2YU3mOnexk99f8dZ8+S0YodwezAQhG5f3GgSiIhYPMHCHofGm43j+aX/Rla7/0jzhVvRtDEKQcToM5odnuY18hqDngiiYswI6pq6MNW3cuu88j5fS/q80+BwM2tcQdS0rcMKQSyYYE3qCW6sdHd9Le9rnWR016JJgxrEvmhqMbfOG5Oy/u5aNIn1D1wVtc+5pbncVNE7AuSW2SX8240TePa2cm6d4qH80H9Qr03jx96VKRtXpuv6yWaeva2c8tG5/Mh7O8e0KRS+9c/kys7EjZX6rEVTi1l3x8yUXLPTR+elLW1rxt4BRyKIWEuieEuuZPJFhJeHL5sSpc2LHEOyCCLakj9dCCJa+UARRLQ6uu33+xIuza0ndoDfx9N5X8XTYSQ8HeWljCB03z6fFxdm/i3v63xrbgft+3PQopw7CkEkf37HQhDRzvto/STKlRHvGtB1ySOIWEuiREuuRFEN4eXhy6Z4S6VoYwivH8ga5gn18+eGzhC/Dm+rp46sLPZx9dWxEYSeClLHIA0ONw9urAvGCsfGFOH9mEzn2XnMwT/96WJKyVmjTaHxHG3s7NFnLAQRzZfev9frjZ1GUsqAPftWakxlfHQgD7i4WaNX/TTYQ4kgdN96+YfmKYhZ5WgfHGKmvw67sSxUP6DUIYjIN1DEqvPgxrpeaUwzDUFEO79jIYho532n24dJ+EOfSSIEEe1zGPYbMT5dOR6Px8OnK8cnrjzI0sdmMpnYecwBEGLWKy4v6VFXTx3Z3m7q1U9kPT3fhX4C6an7bigr79P4oqWU1Mfc3z4TSbjamLDtIboX3I9r4jV4TVbAl1IffdFg5oJIpGK/g//V9m2OGiu4k/8B5Kfch74M18/HWHUOftiGxzM4qSAjr2Hd1q+VVEs/753dXvItWojpDrUydgKOhyBuKMtjUcl4CgryMg5BXBxbAatfOBgqXzDBytIplqioIRIF6Ao/rrLiAEPUy//pT2fweDx9RhDhKSV1v/qYw/tMFYKwOA4x7t1/xtRxjta2xtByPPD0v+cbMQYLQaQzF0QyCCK8vFEW8kzeV/hq50/4vfkx/sP1TxwzTk0Zgrh8lDF03tz33P6odeaNzeXZ28pD52s85Bf+WerH0R8EEX4NAyF7w674m6n6iyDCz3v9Wgo/3mi+9ONUCCLJTRaZgCDiIZHwCITwcoNBJFU/1vI/WQQRWa77jdbnQBGEcLUyunYtRUd/hz9vNCeXrsVkW4w1eHya5gv2P/gIIp25IHQ7EYLQyzXNwDvmpTiMl/Fw67/xo/ZHeCX3Vv6P5c6UIIho53SiaIfBiIJIdCypRBCx6vdlTlEIIoXKhNR64SjgWIuXVWt3sPOYIxTnvPOYg9UvHAyhjPD450g9v/Nk6DVE6dDzO0/GHIM+zrqmLqYWmsAfuPuwnHqHoiMv0Dnjdtqu+BrdHo34oGXwlO5cEH1VXWMXdZTxuvsJnirYiEEGVgf4fUzwnuSEGAf0zBUC0NbpYmSeJYSOMkkfNHp4fmff02CGK1vyV+hpP/N37+hz24ydgOMhCEic3R9iowaInlovFQgi2pPkyHEunVYQyhfR5fGD1xUaT3h9PS9E5LFELv837DpD7WlnrxwU4X6jLd0il4mRSEGvr6cmvG7KiB71DW4n80Q9c86fYnXeaRZ17qN77w20LfgHnKMX89GSX2AonQ2e3ihgKBHEw7MextXtyggEoeeOANh/biQ/yf0KSInP58fX8BY/aX2Ic2IM5reraHZMx9BWCqOn80GTl3aXj3xLN9NH51F72hkVL0Q7p+NFO6QCQSydFuCr0dJgRhsDRF/yR8tf0V8E4fN5WXF5CR6PJ3QeJzunJEIQG3Yd59gFLzMsHsgGBCGEWAm0ADYp5bpodXQEsaBiwv0l9S/yafcxfD4fJXWHofwGKCikxNgFh35PTkcH+Xl53OI6znytk4/EchqNpYz1naXkyPMA3OqyY9ACWbjOMo/J48qZ4DlOyYfbmeQKcCiXx0XJ4UNQ+Tk0zch0jjPXVcsirYuJLv11KT5KRszHZDKxQBzldtdxSg7+jc+6jqEZNEoOToTyVZSUlDDPf5By1/toBgMgKT06ihF5I1j98a9x67wxlFzYC2d2c/bsWd496+O0t4tSl4VXCr4AwN0F71Muj3PG10Vpt5mS998DowUu/yIm03mu6trO2ENtfK7bwceNXYzttuAy5lPLUjTNyFLPW4z1nmHswSI+3+VgqbGLXPdo3hh5OwA3ebdQsjfwVzuvs5MvdF2gWSuhoOB/YjKd517tT1R2OckzuMgp7GZhs4Zl3zxY+jgAP7twP4WWlsAX5rfSUTKXrlHloeW40zA7JgoYSgRxnfW6UJ6KcA0FgtBzRwA980L4vJgmLmDdiAeY497LFR/9lYddf+JhA3Dbdlb9oYsxJ17jQfObzCiexFvOblyd+ZTsmoiY+wCjgudfmaeGkoPvg2biM67jaJpGSWFgC2aJ8xC3uH6Pz++n5OhBbnEdD9gl12MymZjn3kNJ3SE+HbyuJrny8AojtXwMk8lEZfcuxrhPUlJ/hL9zHw9cGydOsXrpF3l172mu9O2mpP4gOR3t5I8IPFxc6jnHuzmfoKSkBHP9JkY2tgOE6lznvcB245R7IgAAF85JREFU42JKSkq4zvsOc7UPmezOC/Wz2CupZWbw/N7OXO08E9wWSuqPAtBywYPJVA3AmNObuNl9krlaJxPcFv5+xDRWf2IaTUUzKSkp4Sb3G+BzhdrmdLSTP3Uh2K4DKSmp38DN+rxTf5Sb3ceoF1MoKbkevC5y9v2a/BH53Ow+xg0jXHx5+QpEpiOI4OSLlHKLEGK1EGKZlHJLrPoG54ew6Zt8US94A7CWQum10FwPb/xz6LnxFwBM8IR3Bo3GUiZ5T8DmfwW42B54VTwOlDPVU89Dpv8H4dvyt8Aje0dTe7qQT445zF3OX4GJnnW6vgbAFYbD3Ol8Ad6Ez+m/exPElJsBmOPew62dL1xstzP4/9UPB/6v3ww7/4txwO3Bsfs6DaEJeKH7byxzbQ58S13AdiCnAC4PHM205m3ktPyNzwBSk9AlcGglPEbgMfaV3X9hnqsGbY/gZr/Er8HZ7omhCfg677uwI7CDLVfCTX5Jg2k68D8B+DvtXSq6z+Iy5NItctCchdA9NXQ4661fpLZRYLhsFj97eCUf2u34fD7S/06LgWnXR7vo7OzkOut1Qz2UuPLnFPGnnE/ymukT/PsnJ/KzN2oY4zrBoyXTgX140fAKE7Sd5XLPOXLd3bBXwKwvATDLvY+V7t/Bm4H+vqR37PsuL+07z7jaX/CFjpcDZX8OXj8A/DsAV7vegTf+HLh2gtdAp8jje3wMgGu7trC4eztsCuv7rbFQFTg/l3b+CTb9rUdcxyf9Y3nX+gkAcvf/Bs7+DbgY+/EpUznbCxYD8HftG5hqaoA2YFOgzgrzXH7CTAA+0/7/GGc6Ax2B3wOUXHYVGAIT8IidP+aezsbA2PU6s1fCxysBuNv5c3Jkd6htPlB3fCWPbTbjcbt5qflR7tEHvgnuAV7NvYXnd36SP9ce5dcffQ/gYp3a81G/x3gSUso+NxqIhBBPAuullLVCiGXAAinlUxF1VgOrAaylk6vefunXPPGuA58fHrt2FH7NQrfHj8WkYfB143a5MVvMvHm8m7+e7GThlCL+csoNPi/fvy4QgvMv25sxGOCqCblsO+njY1PzEdLHe8fbWDw5lx2nujnY5CHPJHBhosMjmFNiQMPHoSYPl5cEuJvfL/nO9aU8vv0Chxu7mV2i8Z3rRvGdbc0Ig+A7143C5fZiycnhu9vO4/dLDIYARlhzVT4WiwUw4HK7sZjNADgcDna35PDOyS6uHGvivXNePmgMPME2GETI/v71AeDvcrnYfsbH2pq2XnUibYBvXZXPD3a0h8qvnZLHOye7WDDKzy1zRof6/MGO9qj1w/sJjP9i/fCx6TkPdEaph+NF2k6nk/94X3DY4aOiyMC3F1vj1k+Vrd/1PlzzMFJKnql+JnTOpdrf9//azmGHjxnFGo9dnR/y/eYJN++edrF4goXrJ5t7tP3eu84QcpJS8u3FVr7/13aklKxZlMu/1bjx+yXfv76Ex99q5oNGD7NGm/iXj4/isTebMBgE//LxUbhcLiwWC4+/1YzX7eaJpaMQ0sf3tgfqrPn4eB7b1syHbV1MK4CFl5m4odzKD95xIP2Sf146icffasbk6+Y71xbwr+84ONzkZUZJ4H5tV5OZWaNN5Mgu6pq6yTMJJhcYqb7MxPLykfhM+azZ/BEjjR4eWzwSt9uN2WzmiXcdHGrycWfVWG6w5eHtcGAxBfrU6/zg3RbaZR7fv76EH247ydEmNzNKjKxZXIzb7eapXV3sbjJx+SgjVtHJkSY304uNnHb6mFSg8cAsEz86GHgV1uPVkn/f1c7hJi/Ti41865pipMFEl8+AxWLhqW3H8fvhW9cUh8bww10uDrcamWw10OJso9MjQ22feNeBy2/Co+XwQaObhcWuULnX4+Ox68ey4MprTwBNYdPZulirfBgaBFEY8fOoyArBAa8DKJo0Q1Ze9XHYvwO/x0PlldcCAYakP4HU7flXwheD9p61O/B4PMxfFPhrLXa9jdFk4ht3XMWXorRdtXYH3U0O5k0IfBk7jznIswaG6mpyYLEGyj0eD1XVC8mv2YGv0UOOtZgFC6/EtPNtTCYTVQsXhfrM272jxwU2vaK8l1+Ampoa1txQFSo/sLEOGh3k5uYG2gbtqqqLda6+uoS9jrD+o9QP+Z1eTv77F/tcc/s1Ib/hfea/Xxe1fng/4eMPr1NVVUV9fT36SzmBHsv8cNtut5Ob6wPasVjM2Gy2uPVTZdvtdmw2G7kHc/F6vSG/6fCXu6cOaCc3NxebzRbybbPBqhhtLbsP9WD4NpuN3D11+HxeJkyYQP6RxsD5V1UVeODT6CA/30pVVRW5O4LnX1VV6NzK372D9nYnC664KnCQu95GM5moqq4m9723qRg5sscbZbR9O3r07/HkMP/KazHs24GzyYEheA3QFPALVtqaHFw+obhHPwCmt/6Mll9E5VVh5ft3MC3HEzr/ol3Dhv07yA2OwbDbTWuTA6zFoX60w3XQFDjnhGkkM6zw7G3lPLgxcO4WjDGTfzKQOKdsVjkcrqO1yYEvz0rlVRFzx243Po+nR7npcB1zwvrceSys7f4dGDwe8oPXmC9vdKi8u93J/EXXADRJKatJUkORC6IFUG/0U1JSGvYaijvgXVy8C7YBm6NV0qMgzKXTuPWZtzna2ElZsTmp7PXQ++0YyTx9Df8/lh35ZPiDs63c+szboa3GyURBRNqRL+VM9KQ3Vv/x0kVGiwyJ5rf2tJP7ntsfSr+nR2JMH937pY6RfXZ0dOD3+0N14kUjDGUUxFDmgojXNjw1ZbSNGLEiE+JF4URGQRxt7Ex4vvYlCiJ8DOHnh98vo0Zl9DXqILJ/vSzyvNTP3cfajJxqlz3K9WOPdf2s23ow9ELfBoc7Ztto11uUjSeZHQUhpdwghHgkyH8LYz2A06MgLGPL769r6mLWuAKWTiuIGzQdbkcGTScbAG4ymYLbI4/3Sn0Zrf6scQWhOMxkN2JEjjnypZwrF5qITPkYbc96ZP+RweaxNmLE8qvX0dPv6due9c+koCAv5jhLSkpoaWnpgSAgdjTCUEZBDGUuiHht9Rd6BtQ7F4TJFJis+7IRKHxDhJ6WNNH5GmmvXDgF/XoIqPe1EXldGQwibv+6ktn4EN6Pfo7qb47Rz0u9/ESbjzkTinqVx7t+tta3UtfURXlJLrPG5cZsG+16i/I5Z3YUBEDYQ7eY0Q/hmjn2IqsaDN21aBI3lAUmm3h70xdMsLL+gatCmyhS6f+uRZNoamoKTcCDKT39HvTmdLHGqZT5unXeGFYvndnn8zX8egCSujbSqUVTi3n2tvKo5+XUQmOPczdZzRw7Mmaf6VTGb8Qwl06LusRJJ4JIJr9EoqVS+BgSjTkSBYTXSWYJpSsVCCKWr2RshSAyG0H0NQVlXzY+DTaCiHWdxNpclMz1k+jauyQQRLIKRxDx0EEseyAIIh5GiNZ/sm2TRRCx9r5HG3Nk6stUIIhkX1QYaSsEcdFOJYLYf66dbac8cc85TTOGUkoGtiifp66pi0lW0adzXU9Lqi/Jk7nGEiGIl/ad5/+3dz6xcVR3HP++OItjK8abjaMmBOJ07RD+HJJ6HaWVKqCxE1FUhNSaBHEm5ggnKg70ULWKkp6LiA8ce4mFVIWiyhgUcSitHJuqFamaPytCcSNk1wp25IR47dfDvjHj8czs7M68N292vx/J8s/j5/d9M/vb55nvvvnNR9ej9znz1dL6GLz916qBElTfJIqFV+sJNN72TllYd2lXZMGCqIfOXJuVZSfdpFUe06/0JWkujh/cgc9m7+Dj64vo6OgIbPfs4z3IKX936V4FXdu+xRN7HsThQiXwb7w4+QRUL8mTqi3y53/N49r83br6vHJrEU/sedDqvH50V2fsOhzWTsDuWhAn+jqttiDCymPqtCCCSl+69zesn1a1INKsBRH2t34WxFBvO/606wGsra2GXp4P7W/Hzw9VSyzOfLWEAz3VEpNXr16NbEG488lpn4QFsbpaWR9P1D6d9t4SmrZYEAMPd+F3P62WcHWXdkWzWRBOOUoHGy2IWmPQZUGEadGCsLMWRNjf+lkQznZA1G179fT0+OZWmHVQTxzVgqj13gvr0/u3NlkQ7veVS7d5H8rZKH/425frT1KNy9W5ZZw6/6mVJQBJNKa+nsLM/Ezaw6iLGwvfMuc0cHVuOdXjau0ZcJI4y2XierS6PDJilrNTZ1GpVPD09/UV4zl+cAdWVys4fnBH7L5+UuyCc1tzEjmXhUd6mRib+zOUtI6FtROwtx4wUJ8f6fXLDu3pCPWSo3jAjXhkOj3gMC16wP66S0tLeOsHb+HevXtaPeCh3nb8aFcBnZ3tsTxgAHjmkRyO9e7E3r1713MuSr7Oz8/75lbQZxbuNlHiejxgIPjzl7Cxef82SQ/Y7/3s12fQMrQAXXrAQcvEGvGz4vhl9IDt9IAPdR3S7gEHaYe1CfKAq79ri5SXUTzgpGIdHrA31ukB14rpAcfEefQQvTPiZuLmBD6e/TjtYRBi7xlwEhYEUC2W8+iuzk2P0wlqX+uSrhEbpFZ7ExbEUH83VlZWNhyHVrUg3v7sbaytreHY3mNa9fy0w9oEWRDLy8vYsmVLpLyMYkEkFeuwILyxTguiVkwLIgEL4smHujfVKg1r36wWxOhQD0aHNtZ2aFULwsSdcEHaYW1oQdCCIE1C2strCCG1sfYMOK4F4Tx5eKi/O9Klz1B/NxYXFze1z6oF0Vd4oPrgwv7uyLqtYkGYKMYTpB3WhhbE5jhNC8Jr29GCQPTLl9GhnuqTh+toX8rfRan0xIbtWbQg/Mr1RdGlBUELop642S0Ir21HC4IQQpoIa8+A41oQjcR+l2txLYiwR/qE6TpxPRZEFC1aEHZbEDcWqj/v797aFBbE2EdXfB9/FFUrTQvCb39pQWiMky5cMnJkP8anvli/1dH7SJ8kLYioWmG6tCDStSCGD3Tjk5vVGrhP9XY0hQXhPNFl5Mj+zFkQUSzFuBaEtRNwM+B9lIvzHzjrWkQPzx3sxqnBhwFgw9l51hl4uAsvH92X9jCsxNoJuBksiDi6TpzkJVQt3VaxIEzUggjSbrSfrFoQQLzcpQWREs1gQcTRdUjyEqqWbqtYELbWggiLs2pBxNVyLIiJG8sYn5pdf7IGLQhiBKdMnonSlya10mTi5gTu3r2LFx57Ie2hNIzNJSV18Me/z+Lq3DKefKjbqn12xlLPo5/cWDsB04Koxif6unGir/ajXJLQjauVFQvC1loQ9VgQYY/Bcr43kwUBVG8u+v0vDvi2T8uCcN4zrkc/2W9BCCFGANwGUJRSjvm1oQWRzv7GibNiQbz77Lu4c+dOpi0Ih1r52iwWRK32aVkQPu8lu2/EEEIMAyhLKScBlIUQA6bHQFqbwrYCdrTvSHsYJCJXbi1aU9ck6RorQkqZWGeRBIXIA5gG8CKAQb8zYCHEKIBRANi9e3fp/fffB1C9ZG5vb9cWLywsoFAobNg+UV7GJ18s46n9nThR7DSmm9b+xomXlpYgpVw/Q1hZWfGNl5aWMLXQjr/M3sfR3W04XuwIbZ9U7Hzw9sF/P8Dq6iqef+R5OJjSbrQfIQS6urpqvgbefNWZW7+69D98PreCJ3fl8Otndm5o8+aHXyOXq15gr61J/OZYT0NaH/x7EX+9VbURfrgnh+cOPujb/ref3sHncyt4NC9w5vj3Nm1/fOfWhsfgPbZbtgj8eF8Hnt7btum9NDg4eBOAew3oWNBVPpCCBSGlvC2EOA/gAoDJgDZjAMYA4PDhw7JUKgHYWNNARzw9PQ2vVqkEnE5BN639jRNfv359gwXhnnTccblcxiuHinglpI2OuFwuo1gs4tKVS6hUKnjt6dfgYEq70X7a2trQ399f8zXw5qvO3Np++VNgbgHbt3ehVCptaJO7NIHt27/7h9PoGHp75/FWhPbb/3kNmFtALrd1g5azvaOjI/ZxCJsLXMd5Xko5iIhomYCVx1vwbC5LKSeVBTEppTwnhDgrhBiRUo7rGAchhNiMlgm4xoQ6IKU8p+IzAE76NbJlFQR19ayCMLXyIUu1IOpZBQGkn1thJV+TWgURNTaxCiIsdh1n61dBjCmPt4wMrIKgrp5VEKZWPvjp2loLIiyOugrCG+vMrbCSr0mtgogam1gFERY3ugoiFQ8Yyt8lhJBWhjdiNKEVkJYuLYjWsiDCYloQ9loQkaAFkT1dWhC1tRvtx0YLIiy2xYIYOZJDLjeLoX7/p9EkFWfGgiCEEFO8fHQfXj66z9ryrNZOwLQgsqdLC4IWhIMtFoSp/aUFYeEleavpZsWCaOZaEN641S2IFN5LtCAICaOwrYDcSq52Q0I0Y+0ETAsie7pZsSDeK7+H+/fv46XHXjKu3Wg/tCBoQRiFFkT2dLNiQVz8z0VUKhWcPnIabmhBJBfTgoiGtRMwIboY/9l4Uz30kmQXaydgWhDZ082KBeHdnqY2LYhkYloQCUMLInu6WbEg3vnHO7j37T28fuR1uKEFkVxMCyIaxp+IQUjaTH45iUuzl9IeBiH2ngHTgsieblYsCN6IQQsi6ZgWhIWX5K2mmxULgrUg9MemLQin5sPhQiXt9xJXQRBCWgun5sP09HTaQ6kLaydgWhDZ06UFQQvCwbQFkfb+0oKw8JK81XRpQdTWbrQfWhDRYgveS1wFQQghWcDaM2BaENnTpQVBC8KBFgQtiLpjCy5fMq1LC6K2dqP9ZNGCuDZ/FwBwoKcjszndgG5dFoSQUkZtmwpCiG8AXFM/dgP4RmPcA2C+wb+lbnZ1W3GfqatHt1dKuQtRkVJa/QVgzGB8mbqtp9uK+0xdfbr1fGXhQ7iLBmPqtqZumtrUbT7dyFhvQZhECHFZSjlIXeo2izZ17dbNwhmwScaoS90m06auxbo8AyaEkJTgGTAhhKQEJ2BCCEmJlpuAhRAjQogPA3531tNuWAgReVF1I9pCiAG1fUSXdoDuJo0kdYUQede+hR5X3br1jCVJXc/vjerqzqu0Xl9Xn8Pqy6i2VzdubrXcBCylHPfbLoQYBlBU8YhqO+n6nS7tN9X2ghCiqEPbq6v6LCuNspNACeueBDDoaAshRv00TOhGHYsGXbj61pVbQbq688rvmJrIKwghBgAMqD4HgvYvaW0/XcTMrZabgP1QB7Ls2nTE9XMZwIAm3VEAU0KIopRyTEpZNqR9GcAFlVBFKeVM0rpqf5xPhp3j66ehXbeOsSSqC+jPLT9dE3kVsL/a80ppz0gpzwkh8qi+vqZya5Nu3NziBFylqF5Eh7zn9zs16fapvheEEOfVC6tdW0p5G8B5ABcAlNRmLbpqAlpQZwN+GiZ0o45Fh66R3PLoGssrt67JvFIMArgRoqNL260LoPHcavkJWAgx7H6TKm4DKBgawg2VuNMARk1oq0uiSSllH4Db6pJJl+6IlPJVFftpmNCNOpZEdQ3nlnd/TeXVhv2FubxyLvH7QnS0aHt0HRrKrZafgFE9S3D8oqK6fJrCd//FigB8P7RLgClXnEf1hTOhPaAuDwHgDKrJkriuEGJESnlOxUHH1YRu1LEkrWsktwL2zUFbXvnomsqrsy6v25nstOdWgG6s3Gq5CVj9lx50GeUz6j9aAeqgKUO9qNrmfc5iktIeB5B3THrlJyWu7dUFMOb60OSkDl3Vz1khxLQQYhpAwU/DhG7UsWjYX+25FbJvWvPKTxcG8kpxHlWv2+nTV0eD9ibduLnFO+EIISQlWu4MmBBCbIETMCGEpAQnYEIISQlOwIQQkhKcgEnmUbe8TqtlQnm17YIQ4o2E+h8WAfVDCIkDV0GQpkAIcQHAGSnljLorKe9ak5pI/1LKF5PqjxCAZ8CkyVAL4TdNvuos1lmjun5Wq76/4dyw4deWEF1wAibNxCCAVwFsmDjVGXFRFU35JbB+O2lRfR8HcCqoLSG64ARMmokFdT/+KTWRAgCcqlWOP+xik0UR0paQxOEETJoJp+rYaVQrcgFY/5Au0gdy9bQlJC6cgEnmcerPonrmm0d1Is67SjEWUS2e4tTLHXGKx6gz5WEVR2lLSGJwFQQhhKQEz4AJISQlOAETQkhKcAImhJCU4ARMCCEpwQmYEEJSghMwIYSkBCdgQghJCU7AhBCSEv8HzH0L7n6vy3AAAAAASUVORK5CYII=\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": [
|
|
"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": 358,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"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": 359,
|
|
"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(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": 360,
|
|
"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(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": 361,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[2.49047619, 0.12540185],\n [2.03095238, 0.11954657],\n [1.47857143, 0.10745985]])"
|
|
]
|
|
},
|
|
"execution_count": 361,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"dist_rates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 361,
|
|
"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
|
|
}
|