mirror of
https://github.com/vale981/fpraktikum
synced 2025-03-06 01:51:38 -05:00
1613 lines
825 KiB
Text
1613 lines
825 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1015,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"from SecondaryValue import SecondaryValue\n",
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"from importlib import reload\n",
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"import utility\n",
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"reload(utility)\n",
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"from utility import *\n",
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"from scipy.optimize import curve_fit\n",
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"import scipy.constants as const\n",
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"%matplotlib inline\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 793,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"e_cs_1 = (32.194*3.64 + 31.817*1.99)/(3.64+1.99) # keV\n",
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"e_ba_1 = (30.625*33.9 + 30.973*62.2)/(62.2 + 33.9) # keV\n",
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"e_ba_2 = (79.6142*2.65 + 80.9979*32.9)/(2.65 + 32.9) # keV\n",
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"e_ba_3 = 53.1622 # keV\n",
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"e_am_1 = 26.3446 # keV\n",
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"e_am_2 = 59.5409 # keV\n",
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"\n",
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"e_eu_1 = (5.65*14 + 5.06*0.174)/(14+.174)\n",
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"energies = [e_cs_1, e_ba_1, e_ba_2, e_ba_3, e_am_1, e_am_2, e_eu_1]\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 794,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"cal_cs = load_spectrum('../messung/cal/cs137.dat')\n",
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"cal_ba = load_spectrum('../messung/cal/ba133.dat')\n",
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"cal_am = load_spectrum('../messung/cal/am241.dat')\n",
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"cal_eu = load_spectrum('../messung/cal/eu152.dat')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 795,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(<Figure size 432x288 with 1 Axes>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7f31d2855f70>)"
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]
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},
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"execution_count": 795,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_spec(cal_eu)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 796,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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AUsr1FtcpCUJJEKZ+OE2CiFSXE96JRNs5wQejH6mst89IEFrn26TtBVcmhCiTUtYCy6WUlwohKoUQJVLKOuO1SoJQEkRfkSCi3aMT3olE2jnBBzM/0vS9xiVBiOCOysmFEGIVsD20Oad2uIngTsnrzTpe7bpKoBJg5MiR5Rs3bgSCf/FycnLCdvq8VTpeu8bGRoqKilJer5UPdstLlQ8rXmogEJDcNtPdLR2vXTT/rJ6HPm1Vl7FeY97MV7P78Hp9rJxznO16U/k84i0vHjsn+GD0I5X16vMVFRUHgWM/B2CtlHIt0RDPXvax/iMoM6wi2OGuAZZpef2xwkhlTJ48WYZQX18v9dDnrdLx2lVXV6elXisf7JaXKh8W3feavOSul3uk47WL5p/V89Cnreoy1mvMm/lqdm7e6udjqtfsPtLxTiTazgk+GP1IZb36PFAt4+gbM8y75cRCSlknpbwJKAL2ASHGu09K2QTUoDFdBQUFhYGCVGnAZUCJDEoQ06SUtwshINghQ5AFN1lcqwbh+vkgXCzzZ+MZhNv92RHm3/0Ke+rbKS3KTtkgXKhe4z1F8l0NwsVupwbhokBKWSuEKBFCLARWasfWCyGWCSFma3lTvUSqQbh+PwgXy/zZWAfhFk4by/rtB3C5XEw6voBZ4wtSMginr9fsnqx8t6rXmHbCAJgTfDDzoy8NwqVsGpo0mWYmteloQJXVdYoB938G7PV6KS3K5p4FE6h8bFfE6VuxMuDzSnM5030CBQUFYbtUMGB9vcZ7iuS7YsCx2ykGnEQoBtz/GXAs07diZcDx2CWCAdstL1ra6pwT2KcTfDDzQzFghQGLPfXtLF6zNZw32yMuXjy67RCP/LOBIdVbE152LNjf5AvfY7p8UOgfcHwHrCSIviNBzBpfQEfH0fASXKv92CKtSIu0gmz99gPsP+zjlBxvj/3nrKSASPcUjwQxa3wBLS0teL09fYinvEQ/j3jLUxJE7+xQEoSSINLhg/7ndeUsN/MnjwjbWe3HFq8E4XK5GDcsy3L/uVRIEJWz3JQXHqW8vLyHD0qCUBIEMcLxHbBiwH2HARuviScmQ7TyQgNgduuNdE/xMtZQWyQitkSkdKRzTmCfTvDB6IdiwAmGYsB9hwEbr3G5XOypb+e6DXvZ6znKBPfgXjPg0ACYvmzorsUmkwHr2yIRsSWipa3OOYF9OsEHMz8UA04gFAPuuwxYrwlPcA/m3LF5CWPA+rLtarFm5SkGHL+dE3ww+qEYcIKhGHDfZcBGTTgUTzURDFhftl0t1qw8s3OKAduzc4IPZn70JQacklgQCgoKCgo94XgGrCSIvitBWJVnjJOgj9FgV4KI5IOSIJQEkYp6lQShg5Ig0uNDPIHH9XESgG4xGuxKEJF8UBKEkiBSUa8hrwbhIqXjtVMMOLIP8TBgY3yG0DnFgBUDjsdOMeAkQjHg/seAI9kpBqwYcKx2fZkBq0E4BQUFhTTB8QxYSRD9T4KIZBevBGE1qBepXiVBKAkiUXYoCUJJEOnwwQkSRKRBvUj1KglCSRAJtHP2IJy2G3ItUBYKxK7tkNFEcLsi0x0xFANWDDgEKwYcaVAvUr2KASsGnCg7nMyAtc63SUpZJYQoC+0RB6AdqxRCzJZS9tgZQzFgxYCjMeB461UMWDHgBNo5mgEXc2wnZIDZ2rHHtXwdUEaErYkUBg70Qd1VwPOeMAamB9VOfRUiuKV9kisRogRYSnBDzlUEt6YvBdZoG3bOBuZoW9frr6tE265+5MiR5Rs3bgSCPzlycnLCdvq8VTpeu8bGRoqKilJer5UPdstLlQ8rXmogEJDcNtOdkHpfqGvnlQPtZGQI9jf5GJOfGS57xUsNeL0+Vs45LiH3a+W78bhVWxjt4i0v1vtY8VIDdYe9lAwLMmtjOyXzPejte5kMO6tvNJXfa0VFxUHgmB4Da61k1W6QUqbsH0HZYRmwkGBHPFs7PhtYFenayZMnyxDq6+ulHvq8VTpeu+rq6rTUa+WD3fJS5cOi+16Tl9z1clLqNZa96L7X5LzVz/fqPvTpr//+H3L+714MZhr3y8M7N0p54F/yZ7/7g7zxzj9I2bBPSr+vx3WhtjDzz6wtjMft+md1ztgOkZ5BMt/ZeN7LZNhZfaOp/F6BahlHn5gqDbiM4EDbeiHENCnl7UIIgELNpATYbHGtGoQbQINwkcqOtCNxtPIyG3aTXfcCgz55G+/RT8ls/YA/H23k2wUP4PF4yN32AIXbfwfAraELfwcNS3Yic4Yit62h67Nt+AvGUOgr4HDuEQJdPvwBUj4IZ2wHuyv/eluvMa0G4frIIJwMygwl2qyHldqx9UKIZZr8UChNBuA0OzUIN4AG4SKVbXsQruUjcj7ewtA3d8A5N0BBAcPefx22/QZ//mgy3aVw4lT+slfgy8wNXnf2NTSfMJ2C/KH8YuN/EN4OfjzreIqPHwtC0DYom+zORni3htKuNth1Fw+IfK4s+nPw+tZPyM7KoIss0/vQB4+HnpptrO2ibwe7K/+inVODcL2yc/QgHFLK9SbHbteSloNvigErBmyHAbd+9j6Da9eQve95XJ++wVAgMKiI1tGzaS6cAiO/iKjcSdPRQHi62rpDu3Tl59E89DS8+QXUZGTgz/LhOfEMaGgI1jV2Ph2TrwQpOfjGy0zIbWHdv3bhCwTweDwUPHEpf6jfzzbXNJprPHhP/DzNbe0AETcrjbddFAM+BsWAkwjFgBUDtmTAXUdwi2YoLkUcPUze63fCyNNh1s0cHj6NYSd/gYKMDLxaIHgAqUvHPQ1t2Djyy8t54a2tZIYCwZ/zA7Y++zCf79hK3jP/gMFFDKr4b4bMujHiZqXxtotiwIoBKyikBw37YOs9FL3xGIyaDFf9HTl4GPzwXRgyHAC/xwMZKQx18rn53POvUdB1hMfndMJb65GDioPn2hvJ2f00DPsmZLpS55OC4+H4DlhJEImVIJ584zOe/c8nZGYGH/25Y/O44qz4fUilBDGm/W0ubn8MeVc1ZLhoG3s+galfx+fxaNcUQEfkn6L6dFJWwgUy8LjPhBln0tzcTKfHw6D/PMrQl36G//XVHJ1yNRldZ+APZMX9s9muBGF81tD9eSsJInF2KAlCSRB2yt7y3l72NXYx6fjB7Pq4BYDvX+BwCaK4GITgFLmPz/nfQZxzA0xbQldnZq/qTdVKOM65nuYhoyh48wGGvPpz1oh8/jp4Ae6iL4VZejIkCP2zBkyft5IgEmbXPyUIxYATy4C9Xi+lRdncs2AClY/tsj09Kh0MeOTR97jiyEO0vnIxnZMuY5NrNn/LPYv7z/gCdPa+zVMVCwKgeVgZ3q/OIOujavY/s4ozunbgaWwMnmtqiuk+7DJg/bMGejxvxYATZ4diwIoB2yk72g7EsfqQDAYsjh6meNuvuLPpATrEYPJyv8ZQtxuRnYu3y5+wNk8ZA9an3XP51dYCRFcrj7nd0HSIwk3fIOvLv4DSmbbuwy4DjjdQfbRzigGb2vVPBqwwwPDmOoY9+7/Q1UpV7jweHXQZD027MN1eJRxdYlAwcaQe0dUGf74ETr2QjGk3gOEjtwMVP6NvwvEdsJIgEi9BhH6GxrJCK1UShMsrcA2bSOeM/8eazf6ErYQzS6dUgrCqN2cMLRc8znF168mtvpfCPZtp+/z/0jHlKssyjO2gn2esn2Mcr392209JEEqCMM0rCcK6bMdJEL5OePl2Bnf6yJt3C7gX4hl9Lu7hw3G9tLXbNX01HKWdevNOXgGfv4quv36PIR0fMyRCGcZ20M8z1s8xVhKEkiB6DcWA+y8DzvTsZujmH5LV8C7+8Rfjqa8HIWhuaQEhEhoLwiztCAbc7dwgmv/rdgqG5oHHQ9anbyL2bsFz9vcgI9OSAVv5rhiwYsC9hmLAqWPAj247xPrtH+JyfQZ01xITyoADfgbXriVv269hUAF87TG6iqdFZaJOZMD6GA97PUeZ4B4cd7090jtegp13Q2MNXLIGCgpMGbCV74oBO58Bq12RFcJ4eueH7KkPxi/Y9XELm97xRLkiTnj2kPv6nXDy+fDfr8PELyenniTjoikncPLw3HD+tFH5zD3VHeGKGDH7Flrn/H/w6dvw+y+Qs/tviStbwRFwPANWEkTqJIhIc4QTIUG0v/8mHs6AjOG0f+VRckdPhaPAUY+p706XIBK9F53pfYycgXdxBUM3/y9DN/+AlqwcvN6TlAShg5IgkgglQaROgoh0rlcSRFERvLwK+fIqxOVPwMnn4aEs6j05XYJIdL1W5RW5S+Ga52l79V7yKxbj2rkdb8cRJUFo6MsShOM7YMWAU8uArc7Fy4Bb6z8g/5lryD74Iq0lF9I19FTweGzdu9MZcKLrjVreSV+h43ATuZ313HHkRzRXt+EdO8PSd8WAFQPuNRQD7sMM+LN3GbbpW2S2fgDzVtM17mLcw4fbvnfFgM3PDcqCLpFNwcYlMPOn8MX/NfVdMWDFgMPQdsNoIrg10VrDuVXSsCGn7pxiwH2UAee8+yKDO1tpuvgRfMdXBM8Ft6JSDLgXTPTTQCE3DLqVx054gkH/+DmdB6tpmfbTHmUrBqwYMADatkN12tZEs4UQZVLKWt25EqtrFQPuYwxYynCQdM75Dg3j51J8/Li47l0xYPNzLpeLtsxBDLr8z/DaXeRU3cyovBEMnv87xYBTWK8hnzoGLIQYK6U8EMMl1UCNEOJSggy4SiunBKiLxweF0LzdA+EPK+0xAPw+8l5eAe/+Fa59FdwTkNlD0+dPf4cQ8IXvwXGTaB88jsHp9kchZojgjsoWJ4V4AThsPAxMlVJOiKkiIZYBS4EqKeVS7dhsKWWVEGKdlPJSk2sqgUqAkSNHlm/cuBEI/uTIyckJ2+nzVul47RobGykqKkp5vVY+6M+teKmB/Yd9jBuWxf4mH2PyM7ltpjti2SteaiAQkNw2090tDUQ8F8mHQEDyy3PyKKm5lYLPtvHJ+Mv48JRrQGT06t7N/PN6faycc1xC2txYvlW9iX4nrOqNpV307RA6NyhL4H9+OX91fYUFc2ZGfL6JaD+rdyIRZcdiZ/U8Uvm9VlRUHAT0E+fXGqVWU0Tasx6YZXF8qt197zX72UCZll4FLARm686vi1bG5MmTZQj19fVSD33eKh2vXXV1dVrqtfJBf27Rfa/JS+56uUc6UtmRrol0LpIP3/rt36Rc8yUp/1+hbH3xtwm7dzP/5q1+Pu7yjGmrNjMeN17X23ci0rOy2y76dgifa/1UHvj5ZOm9eZiUbzwR8fnGU68xbfVOJKLsWOysnkcqv1egWsbQJ4b+RZQgpJRbLE7ti9qzd0eZPLYD8kpgEVAX2pIeKNHrwnqoQTh7A2B2F0QkYxDuovaNyOa3af3yvdQXT6cjQQMzahDOul3MF2IU8JP8ldzU8nNOf/Iazs+7mqezL1CDcCnwj2QOwgkhpgKLAYkmQQDn260EWKvJCXUYZkFoxwutLpRqEM7WAFikARZ9jAd9vIJeD8IVF+NyuXgy7zIuX/w/5I84lS6PJ2H3PtAG4YyxOKCnrh/yzyoWhDenkNsKbuXxEQ9x1TsP4JI+3O6ZEeuN9z7UIFzvB+HsxoKYDawB1mr/r4+lEillk5RyrZSyShp0Ee14qRn7VUgM9DEeEhWvIOvTN2DNORT76wmITBhxaq/LHOjQPyeIPx6HV2TDpf/HU3mL2JZ9VvQLFNIGu7MgaqSU+0MZIcTmJPnTA0qC6L0EYdwbrLm5uVcShOuDreRvrMSf6yaQ2YGf1OyK3N8lCLt7uNkKR9l4mD8N/kYwXV9Pzu6/4u+agD+B7ackiCRLELpZEEIIsQao5ZgEEdMsiHihJIjeSxDx7BlmKUHsrYJnrsZXMJqsKzdy+NH9ZGoBwBN97wNNgrA7bzfmcJRt70DVjSzLOZvVQ25QEkRy7JIyD3iV2UCcpgmnBIoBJ4YB22F60Rhw885nyP/bVfiLJ/D+jLsY2pmV1F2RByIDtrNyLeaA7EPPYNAXf8b0V3/OMv8v8HxyCmTlKAacQDuSwYAjzIIYB+ywW0lvoBiwcxhwwcT/gsmLyDrvNoYe8Uett7f3rhhwghiw2w2zbuAPbzSxpOUuqPo+LH44oldnJf0AACAASURBVK927kMx4OQzYACEELOAmzg2C2If8GSslcUDxYDTz4CzPtpOV/tgPEf88IVb4IjfsgzFgB3IgDW7v2efR2euj+vqHqD5nRdpzju5V+2nGHCSGbAO46SU5wkhQpGnLWM3JBqKAaeZATdsh6e+wbhxl+D+4h8i+pDoe1cMOIEMWCvvH7nzuH7p9RQWnIjP48FdXBwOkKQYcK/skhoLYr8Q4hop5f1CiBsJDsylRIJQSB+mdlXDEytpGDqR7346j4w1W8Pn0h53IkHYU9/OYu2+nHhPSfGv4EQAsvduhC1VsOCPvS9TB8fFKHEwbHXAUsotQohQSKsqghpwSqAkiPRIEKcd+Tc3tfwS3/CT+R//T3i7AU4Z5AWCnUJHx1HmTx7RpyWIWeML6Og4itfrjXhPxutSJUFE8i8RWxLJw5/AO8/Q+Zdv0HzWrTHfh9V7uX77AXZ/doSJI/K6+R1L2bHY9XsJQgjxPFpQHKCI4Kq4lGjASoJIgwRROJTr2u7io8wTGHvlRrr+vJtxw1p58vpzAFi8ZitebepZX5YgKme5mT95BG63O+o96fOpkiAi+ZeIXZE906+BYfnkPL+cEzJcDPraQ5CRafs+Ir2XE0fk8eT153TzO5Y2isVuIEgQa4E7hBD7pJTLhaYZpQKKAaeBATe18vP8mzks87izPdCDccUTgyKee082A7bblsbrUsWAI/mXsE05JyxicEsjeVvvoGP9d2ib8QsQolcMOJa2VAzYHqSUcpEQYpa2OOMFwGqKWkIx0Bnwo9sO8cjWNoa8tTd8PKSpJZoBj+UjJne+jrt4Bp8MHm/JuOzW29t7d7lc7Klv57oNwXvf6znK6KEiKW0e7Z70+UQwYP19mT3PaP4lggGH0o8WfpOcwQfIPCj5y4a9IIRpDIpo7WDHB7ttFIvdQGDApUKIKdq84C1CiF/FWpFCfHh654fsb/Jx+pBgftfHLXi9XipnJbiiwwf5aeOPETIA7T9NcOHx4aIpJ+D1esP500blM6XIl0aPEgP9fSXtecaAp3d+yNvtC5h0fDAm1gcff8SmNPs0UGC3A64FmoUQUwgG5rkveS51x0CXILxeL2PyM03jAyRKgmg49C6FGxbhkp38eOht3Hw08k/eVEkQ55Xmcqb7BAoKCsLn9uzZ0+clCP19WT3PaP4lTIIgFIMih3sWTCCj+SCZD/+AR9svw+M5LeJ9KAkidRJEgZRyvxBiL1COmgec9HpDabs//+OVIAYH2il+bgm017Oq6DY+FKVRf/KmSoIwSyfr52YqJYh46k2mBNHt+LACarInsrR9LRmfng2TLra8DyVBpE6CaBZCzAR2SClbtL3cdsZaWTxQDNge+4yXAU/qehPZvJuWefeya+sIy7LTwYDN7JLFdlLJgOOpN9kMWH/8jiE3crPvZ5yyYQkt3gyah06K2g7xtqWT34lY7EgyA24kuIvFEiHEAqACNQ0tqfWG0slmwDs5C1H5BgX5o3BVb7UsWzHgAcKAAZk9lJUFK/hT5s8peO6/Ccx/nGHu0qjtEOs92W2jaOm+zIDtBmQfRnAq2jiC8sOaWCoRQpQJIfYJIWq0f6u04wu1bepjdlyhF5ASNq+gvENb2ZY/Kr3+KDgObRlD4esb4HOX4C84Kd3u9FvYZcCFvdSAi6SUpRDsjIEmbT+4OillrdYJqz3hUiRBiK13Qe1vmTj4Yv41aIqtspUEMXAkiHDemwNn30xzczPiowMQ8NHceWwNgJIgUidB9EoDllJW6bIlUsr1QohGoEYIcal2rMriWiVBJFKCePMJqP0tTJrPXxquIdPnt1X2QJAgQnNz9fvmmZXX3yWIHvOUS4dSefCHAMiv/FFJEOZ2SR2EayS4/LhXGrAQojK0J5yUsknbZWMdwfgSpvZoS6BHjhxJTU0NEPyLd/DgwbCdPm+VjteusbExLfWG0m1trXi9vrAPbW2tBAKSmpoay7SxrNC53c/fz4TXb6J12BnsG1NJ66Hu10Qq244PqWgjq+fR23qnFPloaRG0tbUyeqhgapE/XE8y34lIbRnJTv887JZn9ayMx/Vtsb/JR0tLC7NOmUtJza2IJ5dQM/0WEJnd2iGee3L6OxGLHeAWQlRzDGuN+1+awW4wnh0ci362QQhRE8k+AuYQ1JLRJIgqKeXtQohVQoiFUsr1hnrXhuynTJkiy8vLAfB4uu+8q89bpeO1q6mpIR31htJDqrfS1tYa9mFIdXBtfXl5uWXaWFbo3MSMQ1Bciu/i/6PsxFKG7Oh+TaSy7fiQijayeh69rbe8HJak4Z2I1JaR7PTPw255Vs/KeFzfFqFYDqUX/hCGD6Z4048o9jwFc3/ZrR3iuSenvxOx2AEeKWUFMSLannCPSykX6/aGgzj3hBNCGLeeL5NS3q6lVxKcZWF2ndKAE6UBT/ku4rRv09QhkVE0woGmAcdi1981YMtz4y8l65Q3KHz9HloHjaIzu1xpwMeQFA34R9r/N2ksGIh7T7giglJGCGs1iaGOoAZsSteVBtxLDbjrCDe1/YpHB30N9/CZwHCk9pfbVkD2GHxIRRs5Qe9Llwas16iNMTHslKfPB2P2fojL9VlEzbtHBLWZt0BhEf+QFazd2hpXjJJY2yha2gnvBMmYhhbail7f+WrYF2tFUso6KeVSXb5JSrlWSlllRytRiAOBADxZybSOrYwIfJpubxR6gYumnMDJw3OBYEyM/xo9uFflPb3zQ/bUt4fLm3uqO8oVGjIyYe4veXQPHGjqoshfDwRjWmx6xxPlYgUj7MYDnkpwEC60J9xU4Pwk+qWvW0kQcUoQuf/6FbnvbuTBvCX8O7PM/vQjJUE4ToIwxsXQx8SwW57xXGlRdjjGSHNzc3QJwnD8FzmPcOGRGpovfZJrNtp7L+Ntc6e/EyR5Gtpsui++mG23gt5CSRDxSRA5bz9G7o4/wLRreOH9+WT6fKZl669REoRzJYhoPtgpL57nFmnq2gvZM7nY+ypFm77DkMxbaCOrV/cUr50T3gmSPA2tJiRHAAghNsdaUbxQDDgOBiwD5L7zN7pGn0PLtBvx7t8T85ZEXq+X3Z8dYf7dr7Cnvp2ThgjFgKP4EE958bLFeBZBxPPcIjHg/WI0zef/hvyNS7jO9St+lXujYsBJYsA/0ubs1hLnLIh4oRhwfAzYc8n/4S4cijtnKC7Xfsuy9cf1+YXTxoY3Vpx0fAFTinxRfUhFGzmB7SgGfOy9LChfCL4Gzvz7Mr6R+Rfc7jmKAccAux3wKi0YOxD3LAiFJCMv0AZPXQfn/RwysyFnaNxlXX7maM4rzQ2/YPqJ9AoK3XDmUp58pZbarDOYn25f+hhsxwM25KUQYiXwuJQyqWEplQRhT4IIdB3lhpaVyDffpbn0qzTnjg+XFXMMAJP71beDkiCUBGF8Lx8efEXYLrvzMB1ykJIgbCCWLYmeAF6QUt4PLNcWaCwgyXGBlQRhT4JYcvQBJvvehIt/T+Hp5+PTrdKJJQaAlX/6dlAShJIgLN/L/U9zd9Mt3FSwWkkQNmC3A94npbxDCDFFCFHAsQUVdbFWGCsUA47OgNte/A3ntW9kQ84lnHvieeDxdCtLMWDnvhP9hQGH7BoLzyBb+ljefCsNH01XDDgK7HbAxUKI+cA0goFzirXjJRyLEZEUKAYcmQFnSS9D3nqImpzp/GXIt1hgUrZiwM59J/obAy6aMI3bhv2E5Y0/JfPl5WRnXU9XL9soWtoJ7wRxMmBbAdmllH8AmoFfEWS9N2k7I8e8Ik4hsfAJF1y9mbsKbyIgMtPtjoICb+WU8WDeNbD7ORa1/Snd7jgadhkwulkQzUKIsVLKH0W8IEFwigTx5Buf8ex/PiEz81iTnTs2jyvOSk690X7qNXx0gIuaH2Z99kV4jkKLPzuuPeGUBKEkCLv+GY9Hksaecc3lis8d4bP9Bf1SgjDpDxIvQSQyGlq8cIoEseW9vexr7GLS8cE1+Ls+bgHg+xekXoIQMkDxyz9mcfvf2emaitt9nv2A7Iay7djp28FopyQIJUFYlT144b28uGYrmV4v7qJhwTgScbRRtHQ63gljf0CSBuESGQ0tLjiFARvXzlc+tsuSQSSbAS8+8jA0PMuDeZXsziiJymgUA1YMONq5RDNgfXrq0a347voBzZc8gsx194t3wtgfPHFtEhiwbvlxhRY6cg2wn+AmnSmBUxhwLGwxkf4ZmcZ/+V5nccc6mPp1Nn98STjGg2LAigE7jQGH0s2+4WS1fkhx1Q/gm0/H3EbR0ul4J0zaJenT0P4ghJgqpWwWQkS/IkFwEgO2yxaTxoC9R7mq+R52yAmsPDSfXZ4WSouy08KA9XEiQj4k+t7N7PojA7Zqy0hl9CUGvFeMpWXmL8l/4Qccfer7NE+9Aeipo/r9vrjGWNLFgA2/VpI6Da1c20RzmLY5ZxnwD7uV9AaKAXdnGs+dfT8b3jmCyM5l0vHBINipZsDGOBEhHxJ972bp/saAo7WlVRl9iQED5J99FRw5yOB//Ybj3KcypPR7Zjpq2D6WMZaBwIDXAssJdrwvSClXx1KJthX9OqBJO1RFcBuiEu3fNCnlTbGUOZCQIf3w7nNwyjzmzZnD9Knd96lKNYxxItLhQ3/BgGrLWSvg07fJbHwvfOjk4bk8vvTzQPc91kJ70fV32O2Al/Ry2lmRlLIUwp1xE9oecFLKtUKIafodk/VQEoSXb3c8DI9tpGnBE/hGlVvapUqC6O099cauv0kQ8dr1JQmi20/1Ob+jue0oBXHKZma+DgQJotuSYyHElFiC8Egp9dvOl2i7H+s72xLANMbwQJcgZvheZYFvI5x5LYWnn29pp/dHv98XYLrnV28kiN7eU2/s+psEEa9dKiWI0F500H3fN7sShP76cBmTPuaGtjv4bd737f7EN323AaYU+Tn77OS2uY1vKi4JQkgpoxsF5wGPQxcPWEoZ8zxgM5YrhCghOM1tqZk9UAkwcuTI8o0bNwLBv3g5OTlhO33eKh2vXWNjI0VFRax4qYFAQHLbzGCDG/OJrrezs5PCowcpffW7vCvG45v3W8jIsixD78+KlxrYf9jHuGHH/r6eNcrFvIn5ltdEu6dQO6SizSPZ6f1IZb1WbZHKeu08D+N7YPV8Iz1rff6FunZeOdBORoZgf5OPMfmZ4eu9Xh8r5xwXsWz99UC4jLtOfZfx1St4IetLFM/9GQjRzQcr/4zv9v4mHyfmEfYjWW0e7ZuqqKg4COj1o7W29rqUUkb9B8yKlLf7D1hncmyZnWsnT54sQ6ivr5d66PNW6XjtqqurpZRSLrrvNXnJXS+Hjxvzia63/uMPpLzzc7L+llL5tdufiFqe3h+jb3auiXZPoXbo1T0lwE7vRyrrtWqLVNZr53lEeg8inbNTr/H6eaufj7ls/bl1d1wr5c35Um5bG9HOygczP5LV5tG+KaBaxtEnRpUghBD5UluGrC3AGEYcMSCEEIUmxxZKKW/X0mVSytpYy+23yMqB83/B/7flMM1dxnDMCgp9H+uHfJ0xnXuZtulHcNwkyDs53S6lHNGWIm8HlqDF/JVS7tDCUVYRjIwWC4o4FsYSIcRsYJUQYrl2yHQWxEAchMtoeZ9mmQ8jzma32EUgcDTqAFg8K6rUIJwahIvlPozXGwfh7MwN15fR5fPz69zv82d+iu/Vu2j+/G2mdlY+hPJ6P5I5GB7pmyJJg3C/klLu1AKvDwOqpJQHtEhoMUFKWQcs1eWrgFIb1w2sQbiPXoSnriXjoj9TWDqvx2CHVRnxrKhSg3Dx2Q2kQbhIZevfS7tzw41ldFBA5jeeI3PICAoON0d9F83uyfh9JKPNbXxTSZkHfBhASrlBCLFESnlAfzwVGEgM+Oj+fyOfvx7fyDIackvwmTANqzIUA1YMGNLHgM8rzeVM9wkUFBSEr4nGgMNpbw4cbqb10wMMeuNBOiZfqRiwhjJtBVyogimh46iVcImtt70R/ys3IgYX4br8EQo6MkyZhlUZigErBpxOBmz3niL5MLjmPvK23sGQAjcu1ylRfQiV158Z8GUEtd5Q8Ifp2v9TgZhWw8WLAcGAA37yn7kK15FPaVrwOE9s84TXyO+pb+ekIUIxYBM/FAN2DgO2e08RfShZxEkfvo7ruRsZN/SXvJMxPiYGbIwtoY8lEU+b68uLFqeDJDHgJVIXhjKEVIajHBAMOBCA0nNonfAVCifNYss/t4bXyE86voApRT7FgDUoBtx/GTBA9mV/gj/MYFnzr7ih8NcxMWB9bAmzWBJ2/NPn9eXZiNOReAZs1vlGOq4QB/w+yMyCL91Ep8fDUO2wfo18TU1N+vxTUEglcotg8SPkrpnJt4/cD1wU0+Wh7yZRsSSMsSoSDdtbEqUL/VmCaD+4A/+ffkDreb/GN3Kq5c8sOz//lQShJAjo4xJEyC5rJHcP/SnvidGcFoMEEW9we6t7j6WNSHIsiLShL0gQxnXiofXyEevtaMb36o1k+jspHD0J8t3hc8a67Pz8j1eC0K/Tt4oZYdcHs3Si7ZQE0b8liFD6nbxpeL1e3IX58MmbUDA2qgRhKwbFLPttHmMbJTUcZdrQFxjw+u0H2P3ZESaOyGNPfTsdHUeZP3mEdV0ywNDnvkN28/s0XfIwvq5s8HhSzoBnjS+go+No+KfaBPdgzh2bpxhwFDvFgJPMgHV27Rt/xOC3Hubo+X/Ew1m2GbDx3TZ+l4oB20RfYMAul4uJI/J48vpzwtpTxHrf/iPsr6Ltiz+j8Iwv97BLFQOunOVm/uQR3Y57PB7TdlEMWDHgVDLg0Lnc2cuhbhPHv7qMzM/90zYDNr7bZt+lExhwRqwXKPQSMgCfvg1nLKbjjG+l2xsFBWdjyHBY/Gcy2uth/VUI6U+3RwmF4xlwNAki0ty/VEkQMf38b2mFGash4KW5pQV0++ulWoKIpY2UBNF3JAirmAx9UYLweDyQM4bA9B8xYuutLBg8nIcHfS2qBBGpPLvzhZUEQXQJItrcv1RJEGbpbuXlD4Znvk/GlP+maLgWAiPTY+unT7IkiGj3HqsPsZQXr52SICI/j0gxGfqiBBHKe8q/BTk+/v2fE8kkK6oEEak8u/OF1SAc0Rmw1+ultCibexZMoPKxXTH/VY9mlxAG3NTE0Oe/R/be5+gY8SU8BaMj1qsYsGLA0c5ZPY9IMRn6LAMOnfvc1ez7T/Abb/iwDpmTHxcDjtRnWN1vtDZioDLg3v5Vj2aXCAY8aMcD5Ox9FmatIPvUuTGL/4oBKwYczQc75fVlBqy/5oojD1G8YQdUvhgXA7b7rSgGnEAE5+oeCDeq2VzdpGD/K+S9tgpOvRD+64fQ0JC0qvbUt7N4zVZ2fdzCBPfg6BcoKPRB1GZXsKDpKXhyKUJ+t9flhb6bELxeLy6XKyXfkeM7YDsShJ2fNJHm6iZTgsj/x68gfzStX7wN2dAQ1/xDOz//9fMejfN5ra6Jdu9KgjC3c7IEESnd5yUI7fh/MibS9oUfM+TVW7kodxh/EhfHLEFYzRcG8Pt9QOR58SZ5JUFE+wkSaa5u0iSIb6yj8YP3KD5+rGldiZIgjPMejfN5I9WrJAglQdip1ykSBMCQmT+E5t0sfvMv7B48Grf7/LgkiGhz4a3mxZvknS1BCCHKCG4/jwxuS296zOS6hDDgeP/6x8WAfV7aXvodHSdfBNl5NMshBGJgbfEwYLtlx2unGLBiwE5hwH6/D09DA3z+Z3y66z+IgD9p37/dZ0MfYMDLpZSXCiEqhRAl2hZFZse6IZEM2MzOGMcBuuvD8TDguUefZchL9zFkUDacda2pT5HqjYcBR0v31k4xYMWAncSAQ8evc6+m7UgbN7vduLKyknbvNuycy4CFEJXAdq2TXWt1zOK6SoCRI0eGwzJ2dnZy8OBBANraWgkEJDU1Nd3Sdu0e+WcD+w/7GDcs2BT7m3y0tLRQXngUgMbGRtOyrco7qWk7Vx39A03HncW+rHKoqenmRygdqV5jXSEfQjArL1I6EXbx+JAMO70fqazXqi1SWW9vn4fdb8WqDOP1Xq8vaT5YnevxHR5pw+v1cXDDCr7jqWZV9vd61U/E+2wAtxCimmNYa9Wv6ZEqBhzafLNRCLGG4A7IPY5JKZv0F2k3sBZgypQpsry8HOiuywypDuq55eXl3dJ27YZUb+WUHC9PXn8OcGzNeKiMmpoa07JNy5switJn7+SzjBEc/+3HKR9c2MOPUDpSvca6Qj6EYKVRRdKuemsXjw/JsNP7kcp6rdoilfX29nnY/VasyjBe39bWmjQfrM6ZfYdtba2MGelmzFv/4v3s8ZSX/y7h9x7NDvBIKSuIEamMBbFP62Br0FitxbG+i40/IEd2sCr/J6B1vgoKCinA2d/ltUHnckX7n+C9qnR7YxupYsDbgSItXQg0AXUmx3og1kG40Dp46L7G2+60MasBMDuDcI1n/Zi7Pvk8B8QJUQcnzMqzWsOvBuGOQQ3C9fTBbnn9ahBO990EAhJPQwN35V3PKO9Bxqy7kqZFT9FMYbfyrL6vfj8IJ6VcL4RYJoSYreVDOnCPYybX2h6E06+DN67xtjttzGoALJLdyRxgb8Zoikomsyuvncxo4ShNyou0hl8Nwh1Lq0G4+J9HfxyE0/sRyB7K7fk/4fcdN1HU9BaBMRfY+r7s3LsNO+cOwgFIKW/XklWRjhkRCwPWr4M3rvFOFgNuemsTP/f8gL8MugyP53O24zAY7SKt4VcM+BgUA+7pg93y+jUD1sr7CDcNV1QhBxV0Ky/S99XvGXBvEAsD1p+Ld+FELAy4yN9A4aZlfJw5ghdyv8I3Lf6q2/HPyk7vQzS7SOne2ikGrBiw0xlw6FzxicHxfdcHWynwfAxnVvYoP9Z7t2HnbAbc3+CSXSxr/SVktLN62GraGZJulxQUFHTIeWc97H4aisbBhDnpdscUju+AY5Eg9Ofijd1gV4L45uF7ONm3h5Yv38v+7SdYlmcV/DmWkJFKgjgGJUH09MFueU6RIOwMhsUrQejPtZTdyOiGPWSsu5KmRX+lWRSFy0/0s0FJEKmVIP41ZA4fZZ7At8+8AtfOrZblWQV/VhKEkiAGogRhdzCsNxKE/pqsKx6DtV+iaNN1yPlPUKwkiNjgNAbc8MF7yEGFvCUmsjOnlAtslGcW/FkxYMWAe2PXVxmw3cGwRDDg5uZmKCjAdf5vyX/628iah/BkXxfRP7v3YZJXDFh/LhkMeIT/E4ofvQZm/BiXa1LM5cUbNF0xYMWAo/lgpzwnMOB4fLXyIWQXNSC7+6swfDNkj07ms1G7IicTOYEOftTyCwj4oGQG0D0AuoLCQECffedPKA9ugNu4H/Y6Z6Wc4xmwIySI+s+49vAdnOQ/RPNX/ohXFjBrfKdpAPR46zXel5IgzO2UBNHTB7vl9VaCMAb9n1rkT9o7kTAJwlBv/qs34PpgK0fPfxAP0+L2zySvJAj9uYRKEG8/iLvrX/xf7lV8u+wSAMsA6EqCUBKEU59HbyUI4ztfU1PTNyQIHbIX/B7WfonjX/lfMk97BfLccflnkleDcPpziWTArSKPrTnn89fsC7ggxhVuigErBpwMu3Qw4ET4EI+v+nO9ZcAUFJA1917yNyzG+8jXaL7oIZrbjsbsn0leMWD9uYQw4ICfgzk5DD37eh54tzyuGA+KASsGnAy7dDDgRPgQj6/6c71lwG63G9wzaW1axdDNP8C9+xE47UrFgK2QLgbccOhdCp76OrmjL8czZkzcMR4UA1YMOBl2igHHyYBD6ZHnIs/7DV3jZikNOBLSwYCzpJfizd+Hlg9g6MiYGKtiwIoBO/V5KAbcPZ9feiUA4qMDFHe9D8dP7c19qGloCYGUXNt2D7z/Olx8L+2FE9PtkYKCQhIx5MUfw58uAs97Ka/b8Qw41RLEvJYnmNm5hfZp36N95Dl07tkTk2SgJAglQSSr3kRIEIkMSt6nJQhd+sikaznp/a0EHl5I88INNHdGv8YkryQI/bl4pYDhHOa17C9w9pdvITcjwzIWhNGP3tZrVR4oCUJJEIl5HokOSt7XJYhj6dPI+NqjZDx0IcX/+CHy/PtSJkGkrAMWQpQBJRDcIUM7tpDgVkSRdkZODQOurwchuD/3avB1sLaxEbCOhmb0QzHg5NSrGHDinkeig5L3Fwbc3NwMBRPImXEbQ7fcROYrq/DM+GlM90EfYMDLpZSXCiEqhRAlQBmAlLJKOzZbStljjWAqGHBh4DDuZ74B81bjcrnw0vOvvGLAigH3dQacaLv+w4C19BevhWyBHPH5/sWAhRCVwHYhRJjpCiGWAo9rJnUEO+SUL9J2yc5gjIfW94NxHji23h1gSpEP3c7bCgoK/RlnLiXg8UAgAA17QRQntTohpUxqBQBCiFVaciWwCrhJ+3+NlLJW25hzjpTyJsN1lWjb1Y8cObJ848aNQPCnT05ODgArXmogEJDcNtPd7ZzxuD4fTs8oom3TCs71vca+iltoGvVFXqhr55UD7WRkCPY3+TgxD1bOOa5HeUY/YqrXkI5UHkBjYyNFRUVR7azSibCLx4dk2On9SGW9Vm2Rynqd9jyS6UMs37XX6zP9Rntz7+Pq/syIA0/x1rTV+N2nRC2voqLiIHBMj4G1VrJqN0gpk/6PYGdbqaUrgWXasdnasdnAqkhlTJ48WYZQX18fTi+67zV5yV0v9zhnPK7Ph9NVt0p5c758aNX3pB76Muatft60PKMfMdUbQ3lSSlldXW3LziqdCLt4fEiGnd6PVNZr1RaprNdpzyOZPsTyXVt9o7269+YPpbzjZOlbfYqULZ9ELQ+olnH0janSgLcDoT+VhQQH3uq0NAQH5zabXZisQTh8HXTt/xcv55zHhuyvMs9kMCGSwG/0Qw3CJadeNQjn3OfRrwbhjHYFBWTOu4+CDZfh/fMCmi/5C83tXZbl4eRBOCnleiHEMk1qw+6QRwAADcxJREFUQB7TgUPHCqXJAJxmm5RBOC+Q/e2/8eD928j0SVNxPZrAH0+9VnZW5YEahFODcM58HskehNtT3851G/YCwVCYlbOSPAhntHPPoOXIb8l/9lrc/1wBM+7om4NwAFLK27VkVaRjRiSaAR/e8zo3en7Kb3K/i6ephQ6ftGSiigE7i3EZ/VAMuP8yYH3s4T317XR0HGX+5BGpY8ChdNE0xJd+jr9oQkQ7nMyAe4NEMuCCwGGGPfd9xvtbycvwRmWiigE7i3GZ+aEYcGrrTZUP+tjDi9dsxes1/16TyoA1DC39LgA+jwe3aIbiUjM7FQsiEnICHfyk5VY44mHVsFuozzwu3S4pKCj0IWS/9xzcPQ3efS5hZTqeASdEggj4uf7wSsb56mj5yn3s3jbKlhSgJAhn/eQ1+qEkiP4rQejz0cLH7j/sS1h8i0jnWgrLGDx8ElnrrwwOyg0ao79MSRD6c92Ot3yMz3+IB/IqqZy2GFftVnM7HZQEkRgfEm2nJAjnPI9U+RDpu1k4bSyP/PPdhMW3iHbO9c0NcP9sCp+rJDD/CYrcYTnC2YNw8SIxg3Auflj4W44EXMyPgYkqBuwsxmX0QzFgxYDPK81lrH8IJ588IXxNcp9NAZlfuZ+C9Zcy5Klv4bni75A1CBQD7slEv9TxD9z/2gAX/AZ/dn54SyG7TFQxYGcxLjM/FANObb3p8CHad5Pyd8LthiueoHN/Ne6RJ4ZOqUE4Pc7orOG/234HTYfAZLl1KN7Dro9b0uCdgoJCn8boM+mctDiY/nRX3MU4ngHHI0FkffomP2z8Oe9nnkT+7N8hm1q62ennGE5wD+bcsXlKgkiCD8mwUxJETx9SWa/TJAijH6l+JzJaP2LYI3NASRDBfMbh/RQ+ew2fZRZwW8EtPHDCuB52+jmGAB6PR0kQSfIh0XZKgnDO8xiwEoQORe5S+PZz8LMKNQgH0PnZPvxZedyS8xM8Mt+UiRrLiPSXVzHg+H1Ihp1iwD19SGW9igGb2AWno/VvBjyq9LTIDLhoGGRk4mE2mWctwHN/dXjQrZtdjH9542HA+jXsez1HmeAerBhwguwUA3bO81AMuFu+fw/CdXgDludyZAc8OA+23x88kOlKkVc9cdGUEzh5eG44f9qofOae6o5whYKCwkCF4xlwSIIYMqrU9GeG7GrnxuZfIhvfoHXSN2xJAcYyEilBGPfdCp1TEoSSIBJp54TnoSSIbvn+LUEMG31KTwki4Od/jvyWMt8O+Opd5Jd9nS5tQC3SYFi3MkzSoXw8EkS08szS0cpTEoSzfm4qCUJJECb5/j0IF2LAT77xGc/+5xMyMzL5TtvdzOl8mf8b/E0uGD0PPJ60M+Bo5SkG3Ds7J7AdxYBT64NiwGmEkQFveW8v+xq7mHR8AR9nj2GD62t0Tf1Oj79SigH3P8Zl5odiwKmtNx0+KAacAAghDgPVwGZdIPbQuVXSsCGn7lw3Buz1eplW2MYdCyqAHwHBv0SRY0EoBtwfGJfRD8WAFQM2+qEYsDUuNdt2SNuSqMTqIiMDXtD5Vy5p+wu58mUYPjFspxiwPR/itXMC4zLzQzHg1NabDh/6MwNO5TS0QiFEt45Wy9fZLmHrPVzR+kdqXNOgeHyi/TPF/iafihmhoKCQFAhpEqgmKRUJUQk8QXD7+aXasdlSyiohxDop5aUW11QCnDDSXf7B0i7+mXUmK7P/h1tnHdvRorOzk5ycnG7pFS81EAhIbpsZ/AtlzJtdYyzvhbp2XtzXissV/KFw1igX8ybmR6w3Unl6H4z+RCqjsbGRoqKiqHZ2fIjXLh4fkmGn9yOV9Vq1RSrrddrzSJUP0b4bJ7wTFRUVB4FjugisDW0+HBHx7GXfm3/AKmAhMFt3bF2068pHZUj56GXya79/WV5y18tSj/r6+h7pRfe91s3OmDe7xixfXV1ty85OeXofjP5EKkPvg916e+trInxIhp3V80h2vcl6J+K1c8LzSJUP0b4bJ7wTQLWMoz9MiQasMdlqKWWt7nBjaEt6oEQIUWY4H7r2QuDC0aPceGaupmPdvl7HZLC6xiyfyAEXNQinBuESZeeE56EG4frOINwTBDvZhQBSyvWhE1rnXGh1oXYzzww+/uQl1z11qFtsBT2SMQgHiR1wUYNwahAuUXZOeB6pHIQLxVcx+/6d8E4Q5yBcSjpgKWUTUKv9W284txaIqpUMygqOF542Kp9Z4wuiWCsoKPQXXDTlBLxeL9D/vn/HL8TQh6O8Z0HPfZ9CeWNaSRD97yev0Q8lQQwMCcIYX8X4/TvhncDhEkTckFECspvllQTRe18T5UOi7Zzwc1NJEM7xwcwPJUEkENECshvzigFHv6e+yriMfigGPDAYcDQ7J7wTKAasGLDde4rHTrEdxYCd6IOZH32JAfeZgOwKCgoK/Q2OZ8BKglAShB5O+LmpJAjn+GD0Q0kQCUZvJAirvdmsrjErT0kQ6uemMa8kCOf4YOZHX5IgHN8Bx8uAZ40voKPjaHj+4AT3YM4dm6cYcJx2iu0oBuxEH4x+KAacYMTLgCtnuZk/eUS34x5tuyKra8zKUwxYsR1jXjFg5/hg5odiwAlEvAw4UXaKAcfvQzLsnMB2FAN2jg9GPxQDTjDiZcCJslMMWLEdY14xYOf4YOZHX2LAahqagoKCQprgeAasJAglQejhhJ+bSoJwjg9GP5QEkWAoCUJJEE77uakkCOf4YOZHX5IgHN8BKwasGLAeTmA7igE7xwejH4oBJxiKASsG7DS2oxiwc3ww86MvMeCUD8IJIVbp0guFELO1XTEUFBQUBhRSyoC1PeBKdOk6KWWt1glH3BNOSRBKgjD6oSQIJUEY/VAShAWEECVAne5QNVAjhLgUKJFSVpld198kiEh7W1mVoSQIZ/3cVBKEc3ww86MvSRCpZMAlUsoqIQQQ3CdOCLEGWAeYdr6aNBG6qQ4hxNtaugDQ//nR563S8dq5AY8NO9v1vq2l/wMF4ru2ytP7YLfeRLdRPD4kw87qefTpdyIOOyc8Dyf4YPQjXe/E54QQ1bpza7X9LiMjnr3sY/0HzNal14WOAWVaehWwMEoZa83Skc4lyK46TfWa+mC3PCf4kCQ70+eh3onUPw8n+ODEdyKWf6kahGvUdN6FBLenLyPY+YY035VAUZQynrFIRzqXCLtIx5NZbyQdyU55TvAhGXZ2rkm2f5GOq+fhTB+S7V9cEFrvnRJoksJNwKUE9eBF2v8l0g5dTwOEENVSygrlQ/p9cIofygfn+OAUP+L1IaWzILROVt/ROrLTNcAJPiofjsEJfigfgnCCD+AMP+LyIaUMWEFBQUHhGFQ0NAUFBYU0QXXACgoKCmmC6oAJrsrT/q3S8oVCiDJtqXTKlk4b/YhwLGl+mNWnO5c2H4QQh4UQm4UQy1LhQwQ/Qu/FwlT4YfJulgkh9gkharR/oeOpfh496kuDD8u0Yyl7J3T1JKQtBnwHrJsSVwWUaSv2FgEVUsr1mk1l6IPT7EJLqZPqh8WxpPlh0Rahc/pl5Onw4VIp5Rwp5e3J9iGKH8u196IoTc+jSEpZKqUsB5YAa1LtgzgWRqAKqAv9UUqxD8uAJl19SfXB4E/EbyEWPwZ8ByylrJVS3i6EKCT4UtVJKfWrWEJLqKdxbCl1HVCWAj96HEumHxb1mS0jT7kPQKH+D0IyfbDyQ2Mz24UQJdo7kvLnIbsv2S9J0ztRDazTOsYSbT5/qn0oBhp1ZrOT6UMINr8F234M+A5Yhwpgn/6A1tiN2ktfaLAvTpUfhmOp8MPoQ4muI0yXD0UEF/SsSaEPRj9KtXoahRBrtA4hHW2BEKIy9Ast1T5IKZuAUBiB8nT4oNU/TXsGpSn0wc63YNsP1QFr0DrZUr22R3B59FIt3UT01XpJ8cNwLOl+6OsTQsyWPQMlpdQHLb9W+/CbUtUOZn4A+zQ/agjGKUl5W2iYo0un/J0AqqSUpaTweeh90H4N3KTVuY8g00yqDzF8C7b9GPAdsBBilU4oDzec9pBDemMZsJ1jf9lKgM3J9sPCt6T5YVGf2TLylPqgafDGn3Epfx5anSEUasdT/TzQWJ8eqfbBLIxAqt+JslBHDEzTfg0k9Z3A/rdg248B3wET/ClTp/1VL5RSrtXSq4Q20kxw4GM9wUYP2ZlGcEukH2bHkuyHWX21Wh1FaC9Vqn0AnoBuAx7r0/E8tDoLQ4Mq6Xge2vEidPpnGnxYq/1RnA0sStd7CeF3YiUkvR2w+y3E4odaCaegoKCQJigGrKCgoJAmqA5YQUFBIU1QHbCCgoJCmqA6YAUFBYU0QXXACn0e2pSkGm26UqF2bJ3QxQjoZfmzhRCJntKkoKBmQSj0Dwgh1gErpZS12grGQt1c1YSUL6W8NFHlKSiAYsAK/Qza5Pgena/GYkNzV8OsVvt/mX6hh9FWQSFZUB2wQn9CBbCUYGCWMDRGHNp38CYIL2st0f5fDyy2slVQSBZUB6zQn9Coxe5YrI+cFopwZ7KEt4dEEcFWQSHhUB2wQn9CKErVEoKRuoDwIJ2tAblYbBUUegvVASv0eYTi0hJkvoUEO+JCXcjIEoJBXEoIxhRYqF0TCnI+W0vbsVVQSBjULAgFBQWFNEExYAUFBYU0QXXACgoKCmmC6oAVFBQU0gTVASsoKCikCaoDVlBQUEgTVAesoKCgkCaoDlhBQUEhTVAdsIKCgkKa8P8DscX1NpEN8i0AAAAASUVORK5CYII=\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_cs_1, d_p_cs_1 = calibrate_peak(cal_cs, 310, 400, save=('cs', 'calibrate'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 797,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_ba_1, d_p_ba_1 = calibrate_peak(cal_ba, 300, 400, save=('ba_1', 'calibrate'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 798,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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H15coiMqy8ZTktLF0e6dHX2faO3TcdNEIV3Zmq9XKpqM1PuuHe79NpjObBPzZGqyvXlEQbrojIQerN2XKFN577z2fsbgLFy70GX974YUXuuSysjJMJkdqI1+ZnadMmcLWrVt99jNlyhQ++OADl+6HH37Yb7ywoiAU+gXG52Wz8obxLm5TQWEgIiE9YEVBJDYF4Y8i6EsUhNVqdVEBvsbkrcNf+dpdtbz64QmMxiRmjrNQVpDiUd+X7K7XZutib10rs5e9w7SCDG66iKDtE5GCAHUaWsJAURCJTUH4owj6EgVhsVg8qAB/FESw8g37athf34kQGqZ9jcyeODqk+63rnTnOwoZ9ja5FPp3uCNRelxOJgnC3IdK6Q5H7+2loCgoDFmOGpPf4dLXZE4eyesHFMTmdLVoHc/Vn9PaeJaQHrCgIRUEkCgURDg2gw5de73sUSl/h6DYYDNTW1pKenq4oiBDbSyk5deoUQghFQehQFMTApSDe3N9K1baj1FjbGJ+X3ScoiHBoAF8UhL97FKi9Loej22w289lnn3H8+HHXMZXeedl6m5Y+WL3Ozk6Sk5MjqjtU+3qqOzU1FYvF0mMKIiEnYOUBKw/Yl6wfPjN2aAZlo8zKAw5Td1ZWFsePH+ecc85xlZvN5l7Lodbbu3cv+fn5EdUdqn291a1PzMoDVh5wv/KAP/m8mTvW1DBrUn5QDxhg7NAM1n73cuDM2ayR8IA3HOpgwz5HjG/ZKLNfrzJRPeBof79DqRev31aUdPdfD1hhYGDWpHyam09HfJuvDu/zcgPFJHufXey9wq+g0BMk5ASsKIiBQUHMKEqnwJbJI9VdfmkEX7K3rV2dHQzVPqPZnkurIZNRHR8yr7GK9LdaKdFaSKedzBMaDWlPYLOlMF77gM4//C/59iyuasrjmDGfTzkLMTgfKQwBX+uDURDuWZfd43r7AgWh64709zueukO1Lwq6FQWhKIjEpiC8aQBH2+DxmZbcXDjxH1IPvklm3U6ern+HLHma3+Tcy6aUK0BLZpBspMWQSWtKNp8bM+gkhfL8MRiNR0kXdpK1JizWar6lNbv6/eHg37DfNJY82zGy6ORQUlHYFMTGQy0uTxo843oVBaEoCAWFhMTu441k0kaeZTCcOggrp5EJMGgk21MvZrdxLHuSHTnn9pnGcN+QZYAnnVA+uAg4yq6UUlhwJ7u2b+eJbVbyuo5yVschDppGAXB12ytc0/53ThospL/7VZj8dcgPPYG3HtPrniZp7a5aF8c8KbcL9dMcGEjIp6woiIFBQXhHIviiHcz2UyxI3cBIw+vsSxrN9oJfYJVmkq9ZQX3KcDKHjeF3z+/GZuvCaE8Cu28qQ9/uq0dRWK1WOjo7qbels8Waj5TDGJtqB+xUpVzH/qTRXNS5ickfPAO7/oB21kQap/8h5BhkXdbH/OqHJ9hf7zj4p6lJkJaWFvAehXLPFQWhKIioQFEQioIY3nWIr7W8zBfb/okJDYqu5KxJNzE2b4SjH8sNdAaJgtDhfiKbfkKbrrti8jkeiT9f2nmURobyr/Sr+BdX8fi1ZzG4djMmrRVzTg6mpFpuOP00udo3GGQpCqrbfcwThjkm3ebm091oA0VBKAqiVxBCLASqgWI975sQohhH9mOklFXOsgoc6ekLnSnoffWlPOAQbO2N7L5YdGGujREjAo85lMUl/XMkPOBL2jdyUfs7rE+dzoSrbif93Av82ufLC91b1wpAUW4yM4rSmVE02tXGbE536Z4xxnFNL6/a5tlXQ7tEnnuVq+3Q9oN8ueVvpD6/ms7hl3Fu22xqRIGHbnfZX+xzsHvkb6yBxq084AHqATsn3wYp5XohRLEQolhKWQ3cJ6W8XghRKYQoBIrBkdTTWVbuKzOy8oCj7wFvPLTbtVjU0SH4cRj1wffiko6eeMBndx1lbssfeSdjBjtTp/BK+hzWmefRYsjisXMDH3Dj7QnqB9yAI6bX3730dc+DeZW1aYV8J+Uv/K7w32TsfJJH2t7lveTLeHrQdzltMHu09TVmx/1uVx5wBHUrDxgGAwfcPpcLIUqBbUIIl6crhFgArHbWOYBjQvabHVkhutAXi5qbT4dV331xqbcwas3c0vh7yltfpVOa2J16IQAthkxMhp7F4s6eOJTKMseCnLtHGSr21rUihPB7QE6LIYu2kv8mY9qdrFm2iJK2zbSKdMdFdeCNghtELE5Acnq3C4DFwBJgP45JGbeyRc7/V0gpq4UQ5cB0KeUir74qgUqAvLy8kqqqKtfe9Y6OjojIga7V19eTm5sbUX2hyP70Rkvfj962YjA4uFdN62Lx9LNCrm+3Sx680uLX1oc2NwNw/8WZpKSk8MA/T3q00fv6zdiPOXfXrzBpTbxmms6zpjlcMHIY7x1pw26XLn16P/7s0/sPVj+Ue/7mgVbeOdSKwSC4dHga0/KNHn35Ghs2GxiNpMh2Hmr9OX9Lvpb3ki7GLuk2Zv1+m0xJAe9RKM8x1HFH+/sdar14/baiobu0tPQw4P7XfaUvSjUmHrCU8gCwyDkR78fh3Q4G9kspG4QQO3BMqg1AbpC+VgIrAUpLS+WYMWNc7r++9bS3cqBrO3bsoKSkJKL6QpH96Y2WvrTN77heXZubTwcds3t9TdMC2pr5gSPcaswYB3WQuX2zRxu9r1F5ZlpqhpIy7yWuHTaJi5x9zVux2SN8TO/Hn316/8Hqh3LPS0rg9gD3Tx/bh21mNnzQyJHTktGWDEwmE0O6Wkhus3Nf+6+pTnmPFekLKCm5yuf9zszMCniPQnmOoY472t/vUOvF67cVJd1WKWUpQRCT84CdvG+FcyKe7Fxw2+ZWJQfH5LvNKYNjce6tWNin0EcgJVQ/w+Xt/3B8vvBmPrnsMRg2Kb529QDrPray+3gT4/OymTnO8eOsSzqbRTmP8qfsBYzv/ID/a7gT3n9W0RIDGLHygKuFEIXOCIfFzrIqIcRCJ9WAGw+sl+X4WoBz1lFRECHY2hvZ34lkodS32bpYuWE36z62OuJvjWe+ZtMKMnyu8KdqDXQ8O5+Ufa9xiWky76RcgbW+no7O7luLw13dD7W+9+eePOszZ8o6sho/NscRQbHuY429da1IKbEPvZZ/5UzhztO/5gvb/khjfrmKgoiSbhUF4YQeZuZVpuebXh+ozEc7FQUR5gpzuLK/M3lDqQ+wYV8jNdY2RlvSXOX6oTreq/IX2D/hjtNLSDndAOU/Zen7kzAlJ2OxWHoUidCb+u6fe/Ks9QgPXZ9+rWKyySue2MTPDA9S9fWJWNJzyRVbGC5r+ST5PBUFEWHdocj9PQpCYQBifF42j805wzvq3K0HrPv4cf0iPjecBbe+Cfkl2He+g9FHf4mM+VOHM3/qcBdH+NLOo9iFEdIdSx43tj5Leftb/CXrVlbL6T772FvXyrwVmwHHSXEzitJjZr9CdJCQE7CiIPo+BeGrjscrsZSOa+Yc/pJ5N1uSSliWMgKs1m4bMRKVgtDHEMgmvf8/pP4XWfYmbj79e84xfszKlP+hU6S46peNMtPe3oamOagMTdOYasn36HftrloX7XPNeWcrCiIM+/o9BRFJKAqi71MQvl579bI8Uc9djYsZ3PYQOUXlbM6ajqZp3frqTxSEL5v21rW6DpvvTMriN7k/5kjz81zf/AwjG4/zy9yfYjaPx2KxUFlmYfbEoVgsFpcX7D2ODftqqLG2IaVkw75GRUGEISsKIgwoDzhxPeCijo/4UfP/koSNxlMn6LJag25F7o8esO7RfnSs0WVfJ7A69Xo+1s7mm10v0Nol/I7Hn+7RljRstq5udoQ6BuUBKw84KJQHnJge8EW27dx1ejGnjIN5OPfn/GjclR4eajgesGM3muaRfNOffX3RA9Y92jvW1LD7eBNSStdhPNuSJ/PJoCuQwoA5Mx1L634YPrXbePydRew+1lDHrTzg+HjAMYkDVlDg8CZ+cOoXfJo0nB8P/jXHk87tcVezJuUzZkg64/OymTUpP3iDPoxZk/IZn5fNmCHpHmORwvHTTHt/JfxxJux4Ok4WKkQTCekBKwoiASmItCJeT/86f0+eiWbPALvWjSIIlYKYUZTOVEu+R1baQOPpixSELs8oMnc7bc09Dvjzgtmcc3wHya/cheH8D7FevihoRuZQ6CBFQSgKosdQFERiUBBC2jl7z5/J+GIlmPP5u3m+x9bYUE9D6+14+iIFEchW9zjgbEseyTevgb//D7nv/x7SDJiSvgZCKAoigrKiIBT6FYS0c3vjb8n49//Bh9324PRr7D7e5DpvOCIwmuCry2iddCvsfJazbMcj17dCXJGQHrCiIPo2BSG7Olhw+nG+1PE2p867FduY+eAW7eDdPlwKIlw5lhRE2SizS1/ZKHNQCsKXrb62IgM0nvcdBl3wDT577TRoGo0NDR7tFQXRc/sUBREGFAURPwrCPXlk2SgzlWWe9Q3Sxneafstlne+wOvMblF3xQ1dbf1RAf6IgKsssVJZ1P22rpxSEt625llGYTJv5csvfyP/3MVLn/RGcZ20oCiLxKIiEnICVBxw/D9g9eWR7exuzJw71qJ9pP02+7VP+nP5N/pY6h1K3PjVNY09tC0IIxgxJ75cecG/lgB6wWx1jVxupe1+m/YVbaS7/JY1Np5UH3Av7lAccBpQHHD8P2D155EfHGl07uYwGIylJBjpELvfmPIpITseEp9dVMbmAqm2HMJlMzJqUj9mc3u884EjYGsgD1uv83Xwjsy+wkLHlUVIzB8FF9ysPWHnACgMFsyblo2ma44QzKflmy1MMkyf41aAf0y5M+EoWNH/qcGYUpbu+rO5HKyqEj7bS75CRJOG9X5FuMwDXx9skhTCRkBOwoiDiR0Ho5Xos7j2vH2V245/4avtL/D31K7Rrdmx2m88+/elTFET4FITr88TvkHG6nhbTYEVB9MI+RUGEAUVBhP9652/xzF/9QBSEe3zrrI7lzGt7nvUp0/lLzrcxCQP4iPUNZGssKIhQty67f44XBfHJ580YW9r82trt3l73G1qsVkyf1ZBpb+IUaYqCSBAKQsUBDxDoKXJ2H29i3ceRefVPrnmV/zq9ki2pl7I88w7X9tm+hkTaujxrUj4jc5J6ZGth515+V/tNLul4N0rWKUQaCekBKwoi/Nc7PUWOLocT12u3S1eKoT21LYwdmoHVaqXdMIiPki/hjrYFdLS2M3aosVvbvkBBhLp12ftzPJ71jKJ0CmyZjBkz2m8df/TEQYZx2DiCu07/ip8ZcthtOl9REIqCiDwUBRH+6533VuFw6nd0tLtSDI0dmsGNkwZhsViwcgkHmcRoj1Q7RwH/r72+9EWbgghHdv/cF5+1TwrCCZmcyS8H/5yfW+/m3qb/5SeDH+GgMV9REH2YgojZBCyEWAhUA8VSyqVCiBwcmY8LcWRKXuSsV4EjQ3KhnqhToW9gfF42T1yVSe7aeSAWwNibfKbaUYgNvHl9gBZDFr/I/hmLG+/hvvofsSjnUZo5K55mKgRATCZg5+TbIKVc70xRXwyUgiMbshBishCiEqh3lq0XQlQKIcp9ZUZWFETPKAh3OVwKQtM0UmQ7GS/dhb2tkcbBxQHpBF99+tMXbQoiVNn7c1971t4UhPemGD379AlyeTD7J1zZvp4GexoyQERFLMYcT92KgnBgMHDA7XO5W/ZjcHjBbwHTgdXOsgNAMT6yIysKIvYURHKSkbtP/ZrkzhrE/BcYNPoybD622waLOPClT1EQ4el1f476phj3U+YAjprG8kzaWKSmkWNsp1VkKAoigBwvCkJIKYPV6TWEEIXAAmAxsATYr0/AzmuLpJQLhBArgBVSymohRDkwXacm3PqqBCoB8vLySqqqqkhJSQEcf8UiIQe6Vl9fT25ubkT1hSL70xtq+x+9bcVgEIDDo33wSkvI9TWti1vtLzCv868cHFtJ/Zgb/LZ980Ar7xxqxWAQXDo8jWn5xqC2PvDPkx426bp/fsXgmN7vvv6s3e+X/hzdn6kvOdPWyG/afsg/TJcx4orbeq07Eve1r/22oqG7tLT0MOAebrTSF6UaEw9YSnkAWOScbPfj6Q1XSCkXOOUGIDdIXyuBlQClpaVyzJgxrr8+7geg9EYOdG3HjuHMJLoAACAASURBVB2UlJREVF8osj+9obZP2/yOy0PSNC3oGNzrNzefptYwinVJX6W0fCEjhwzx27akBG4P875mbt/sYZOuu6SkJKb3u68/a/f7pT9H/Rl9dKwRIRw8vXu51pnCbnkhN7at4bS8lKySb/VKdyTua1/7bUVJt1VKWUoQxIoDLsaxqFYlhJjs5v1WuMnFwDYgx9lMpyUU4gijdPCH76WX8R5llAoRZ4sUvKFvC9fP2KjadujMRSF40vxdzrYdY9zbi2DEBXBO0HkhIAJt6lEID7HygKuFEIXOCIfFAE6KYYkQ4j5ntUXOCXqh81qOrwU4Z1u1CBeCrT1ZhFu7q9YV73uRpYOHGhbxlGk+O7Qv9XoM/q6pRbieLcJ5bwvX45xXb/F81u0ksSRzEU92LsLw3Hwa5r5EY1dyj8fs70Q8tQjXdxfhkFJWeX1eDxT5qKcvzvmcfJ111CJcmAscoS7CbdhXQ421jfFDUlhsX0q2PMUx47CwYkkDyb6uqUW48PR6bzPWr/t71iaTiXYsNM9YwaDtv2HwYAuyXfT4++1+Ip6mab36PYWrO1qy2oqs0GcwPi+bP+f/jaGnqllhvptDxhHxNkkhArBZxsHXqyBzCEh7vM1RIEF3wikKInoUhKZpXN7+D9KO/4m2Sbey8bMvYtfaAp7OFars75qiIHpHQVit1oDP2ru96Ggi4+XbOX3BfDrGzgp7zOHGlEdq3NGSo6S7b1EQkYSiIKJHQZhMtZzbfpzO/KmkfWUppie3BT0gPBzZ1zVFQYSnNxQKosbaBsBoS1r3Z2czoxkNpP3jfrIKJ4N5WNgURDgx5ZEadzTlfr8VOZJQHnB0PeBnU+czadpQzKcaQjqfNlTZ3zU9VdHsZe8wc5xFecC99ICnFWR4yBsPtXTrq/mShzj39a/D8zdxeuYzYY1ZecDKA1YecKQ9YCnJePdBJsjz2Zs8HnOuxeVtRdsD1lMV1VjbMO1rVB5wLz3gmy6Cu651yFarlU1HHSFjGw51eIaPzf0TPH0Nw3YsIeWmVSCE8oAj169ahFMIAzv+SNquPzKu84OYq54/dTgrbxjP+LzsmOtOVOw+3sTeutaw2nQ7E3rExVD2Y5I+3wXNtcE7UIg4EtIDVhRE5CiIZ7cc5tC+V1nSsJBj2ZNZY/oaUtM8XnejTUHosq9Xa0VBdK9TNsrsWrgsG2XuRkEEuq/dzoQeexOnB3+JrA4jdIR2vxUFoSgIRUFEiILYenAHDzU8TAOZ/Czp/5GU7NjTrt/XWFAQOryz+ioKwnedyjILlWXdt9OGel+71REGLDnZ8N6v+TT1IkVBRKbf6FEQQoiCnrRT6Hu4qu11RnCCJ3LvpdGQE7yBQv9E7UewcQkjdj0KMTigS8GBgB6wEOJN4JR3MXAhMDpaRgWDoiAiR0H8Lfkaakxj2G0Y7zNmVFEQfedZ9+S5+7qvuuyhw3wuaRd9n9zNSzn97nI6xl+vKIjeyRGhIJZIKTd4FwohLgzSLqpQFEQEKAjRCKZ0RFIKNaYL0a94Uw2Kguhbzzrc5w6+KYi9da3csaaGWZPymVHkfKbT76Np75tkv/sLsibMAD/PWlEQIcm9pyB8Tb5O7A/WsULfhUl2curpeXz626uoqWuOtzke6MnqvkJ40LNE7z7e5JlCymDg0IX3gdEEL9+pqIgYIKRFOKfHOw+QnKEgroqiXcHsURRECLb6e228uflPDOqo4YfyXgpzUykbZWbdx1a/FMTBU10YmhoZMyQ9qhSEr9V9RUFEnoLQT0+753VHMlX3+s2GbBpn/B/2jLNobGoC5/GjioKIDwWhoxxY4fU5blAURM8piAkdO/lax8u8mX4t9eYreGrOaCwWCxv2OQ759qYaKiYX8Ox7n5CZmcWsSfmYzelRoyB8re4rCiLyFIR+TS93/w0dPnwYc/F1AI6UU2kCMgZ79KkoiJDkiG5F3iGlPKh/EELE9aB05QH3zANOtzfz7YZHOGoYxh/T/svD+/GXTHNGUToFtkzGjBnd6zFEctzKA+65B6zHDftaWHXXbfzng9gOraPhxtdobD9DRygPOEYesFsUhHDma6umD0RBKA+4hx6w0cSe5PN5OeVa7MlZmPBcbPOXTDOSY47kuJUHHB0PWJcbxn0F4+5naP77fdzT+R1MybXMmpSvPODQ5Ih4wH0yCkKhZ2g1ZPK7QYsc6Wu8rnmntVFQ6DprIlxxHyPe/gVfkIW8Iq6It0n9DgEn4ABRECOB9yNvTmhQFER4r3eG5uP8uOFHPJn1HY4bh/mlGtzT2kRjzJEct6Igok9BNDY2whe+wefvrOVHXX/k5KAS6rQ0RUGEJkduEU4IUQYs4kwUxH5gbShtowFFQYTxepebC69+i/SuTzAmmTAlOXzfcOJ6FQURG919jYLQ+/npoHt44ORCzhG1NJjyXf2EY0Mkxz2QKAgdI6WUM4QQZufnwhDbKcQb/14BBzfyx8w7+DxpWLytUUhA1CWdzR2DVmBITou3Kf0OoU7AB4UQt0kpnxRC3INjYS4sCsKZEbkBR3r6leGU+ehLURAh2Np6ZCfyrQfQCq5kXUMZRh9bUmP5atiTNoqCiDMFgTNCxg5JnR18uf3v/NtYjJVzXH0qCiLKFISUcoMQYqTz43ocHHDIcKaZP+BMT18uhCgGcn2UFTr1rRdCVAohyn2lplcURGi2tr/1DCI5g+Q5yzH+aU+3g7xBURCB7OuLzzoeFIQrZZShifmtz3KRcTMPpi9FCkPINkRy3P2JghAyhO2GQog3gEop5WEnH1wppZwXtOGZ9jnADuB6oFRKudJP2RJgtT4pA8Vuaer1viqBSoC8vLySqqoqUlIcRyh2dHRERA50rb6+ntzc3Ijq8ye/tqeJLccdXkrxYDtfO39IWLZqrU1kd56gLWcMP3rbisHg2NVkt0uXfP/FmUHtiNSYe9Imlvc7nrrD1RtOvw9tbgbOPPefXzHYo9z9O+BL9wP/POlqW679g7vbH2d5yi28knw1drvkwSstEbE1Xvc7GrpLS0sPA1bOYKXPN3opZdB/wBzgBWCx83NZKO28+liIY/Fuhb8yHLvtip1yOY4wOL99lpSUyLq6OqkjUnKga9u3b4+4Pn/ydb/bKM/7yTp53k/WyasfeSN0WxuPStl+ultfc5dvknOXb/KQQ7EjUmPuSZtY3u946g5Xbzj9ej9373J/ules/0jOXb5JnveTdWe+M0/8S25/8ErZ/pMh8v8te1Fe97uNEbM1Xvc7GrqB7TKEeTHU84CllHIusN65OePCENsBLgpivZSyCGgQQlT4KsPB/eaG03d/x/i87PBS9dht8OIt8PTV6jAVhV5BT2E0Pi+bmeOcr9hC8Hjmd9GEif9u+JX6jvUSoS7CFQkhJklHXPAGIcTDYepxpxIWA3NxLLJ5l20D9FPBCwGfW54HyiKc+2KZ3S5DWoTj3yvh0y2cLv+lx2Eq3rGb4dihFuEG5iKcnsLosTmjaWxsZN3HjvpWzCzL/H+0iExsdptahIv2IhyOLciNQohJOKiB5SG207HSyd0ewBndIITI8S4DEEIsdHrHOdLHAhwMnEU49y2fHR3twW09uR+5cxmMnkHWF2+n4+RJn32BWoRTi3DBF+Hcs1N79/N+6uWOOprGWzVN/O0/n6NpGhWTTcyfOjxsW1dtPcKzm5vJ/MDrjOIwxpmIi3ChTsBmKeVBIUQNUEKYccBSygZgZbAyZ7nuFfucfBX8wG6Hl+9EGkyIr/zG5fkqKIDjnGUpJROGmYNXDgPXtz7H+f/4iMWd92GXgpd2HnVNwOHgpZ1HOdjQhfF0EwAziuJ21ExMEeoE3CiEuBJ4X0rZJIQoBHZG0a6AUBREd1tFewPZmsapku9h6EwGr0y5ioIYuBSEvyzKoVAQ0J2ycP/+1DGI8zp38Z2Md3g9eTqapnXL0hyKrZqmMSLbSFpaWrczihUFAfU4ONrbhRBzgFLUVuSI6ustBTHYYoHb3sDgRjv46wsUBTGQKAh/WZR7Q0Ho359/pl3Fl7r+xc2tT7M9eQqnTWe76odja6RTXyUKBRFqFMQgHHTBSBz0w4rA1RV6glVbj1D5/G7mrdjMqq1HQmskJWnbn4Cm42AwKOpBIbYQgt+b/x9GaaOy5QkVFREmQvWAc3rDAUca/ZWCqNp2iD21LQghuh2Q7o+CSNnzMllbHqE5OYP2C24Oic5QFMTAoiD8yZGgIGy2Lj4zDuH59PnMb32Goe0HsVrH9IiCiFT27f5IQfQpDri/UhAmk4mxQzN8UgU+KYjWevjXQ2hnTSLzirvINBj96nCnIPwdvB6LMYfbRlEQkbuX3nIkKAhdXpddwdaUiziZOkJREGFQEOFwwPPoIxxwf/WAvb3eYB5w5oZFpLQ3cOLKZaTVnwqoQ+9r5jgL7e1tGI1JlI0yKw9YecC98oD1N7YxQ9I5ylCMmsap3f+kMeXcsGxVHnAASCnf58zpZ2uEEDtCaRct9GcPGLp7F+DDAz69Gz6ugku/R1rBZL/9vrm/lZd2HmV/fScThqVRWTae2ROHuup4L8woD1h5wKF6wLMm5VO17ZCH/KWudxn0wlIMX/0T5qKvhWyr8oB9QAixWko5zy03HPSBnHAKwNAJcMmdMG0hNLZ0u7xq6xGqth2i+rPTABSfk6VSDSlEFPOnDmdG0Zks2VXbDrE19VLuHLyWzH/cD+dNh+SMOFvZtxHMA77X+f8ipxcMxD8n3ICnIBoagBwo/h9obPHZl76gV3xOFjPHWSgrSMFsTu8Wo6koCEVB9JSC8P4u2WxdtJJEw+W/IOevN9K67qe0XrIoJJsUBeED0pmK3n3ydWJ/oHbRxoCmIE58iHn9nZjmPgW5hQH7Gjs0g7XfdWwZDYVqiMWY46lbURCRpSD0cu/6OROvpv2T60nf+QfSp34TzpoQ1CZFQQSA0+Odx5mccBcCV4XSVuEM1u6qZcO+GgDKRpmpLLMEaeGJ57YcpHTDtxjadYK3Pmqm4rJoWKkwkLD7eBOVz++mYnIBAM++d5LM7Zt7TVe1XLKI1Lr/QNMx1wSs0B2hRkGU47n5ojwKtoSMRKUgXv3wBPvrOwFob29j9sShHnWCURCn313OaG0PC+3fZd+uBq4Y598Ova9IvFYpCqJ/UhD6FuXqz05T/dkHrmuZTY0e38VwKAhXeacBOe/vIAzdtsUrCuIMQp2Ad+h0BIAQwucxkbFColIQRmMSE4Y5EhtqmhaQgjhzeIqjfnrbcW5qfYb/JF/IvqwZHq+AvvS50sjE8JVYURCJRUHoW5RXbtjNhn2OiWNSbhc7689MCz2hIDzK7TbY/gfE2Zc5tsv7sUlREIFxrxBiBY5jKeMeBZGoHrC3d+sz+aGti5njLB6Hp6z72MrcjpdJlh2syFiAzW5j77FGZi97B4BpBRncdBE++1IecM/t6+8esI6yghRmT3T8nPfu3cu2zwOfHxySB+wsNzQcZNC6+0gumIH16t/6tUN5wIGxxHkYOxD/KIhE9oDdF9j8ea2VZeM9Dk/ZsG8zz6TeyEfJl2FNKeCaUWaXx7L7uOP4vruuVR5wpO3r7x6wP90m05nzRHrtAVss8MW7yHr3EbKaFkDhNJ+6B6oHHOphPN6HiEohxGLnAe0K0URXJ8myHU0k81HKRABmTxzK6gUXs3rBxeGlK1JQiAcu/wG27OHw6vegqyPe1vQphJOS6AXgTSnlk8B9zg0ac4jDmRD9nYJwL0/bsYJHa5/mztT/RdNSu/Xpj2pQFISiIHqqW9Mc39NIUBA6OicvZNiG79Ly5v/SOPbmbroVBREY+6WUvxRCTBJCmHGcDQGOdEIxR3+nIPRyQ9NRMrYv4yPTJJqNZjJ9vJ75oxoUBdF7+xQFEQEKwgnruC9Dx91kjCrHnNn9N6soiMAYLISYjSMWuBQY7CyP67GU/R0Z7/0CgKfN/x1nSxQUHNh9vIm9da09a1z+Uyi4NJLmJDxCPYzn90KIMuBhHGnjFzkzIz8fqiK3tPOuBJxu15ZIKRcFq+dWv99TEKaDb2M+8BYtFy/kRM0g7PY2n69nioJQFESkdWtaF3vrWpFSMnZohotS8JfaSEcgCsL1WWsj6Z3FNI28jM7C6YqC8HfBG25REI1CiAIp5b0BG7jBmeX4gJSyWghRLoQollJWu10rdMoVTl3rhRCVQohyX5mRBwQF8c4GugaNIqPsHkyHdvh9PVMURGTleOruKxRExeRzeGnnUWeW4wLXNX+pjUKhIFyfbV10fb6NpGPvwqRZrvKBSkHE6jS07cAOIcT1ODzb9c7+C/HkkScDq53yAaCYgZod+brlNB75hMFJySFVX7X1iMePRkGhp5g/dTjzpw7vNtFGBMYkmqf9jJy/3gjv/QouGNj0mpABcjgJIUY6UxFd6H0amo8DegIrEmIhsABYL6Vc4Cwrd3q7L0opr3du9lihe8rAdJ2acOunEqgEyMvLK6mqqiIlJQVwvEZEQg50rb6+ntzc3B71+6O3rRgMjgUOu13y4JUWjzoP/PMklq7P+f6lQ9FSLR7lmtaFyeT4e3n/xZmuPh/450nsdonBIDjY0AUSRg5K8qujJ3JvxhzqfY227p7YF0vd4eqNp+5g3++fXzE4qK1jP3qUQcc3svOS5chBIwN+x2Px3CP9rEtLSw8DVs5gpU9KVUoZ9B9wO/AEMAlHTPCVobRza18OFDvlJUAFUO52/UW3a+VubZYE6rekpETW1dVJHZGSA13bvn17j/u97ncb5dzlm+Tc5Zvkdb/b2K3O3Cf+JXc+eLmUj46XsqvzTPnyTfLqR95wtXXvU+/Lvd9AOnoi92bMod7XaOvuiX2x1B2u3njqDvb9DsnWpuNSPpQv25+eLaUM/B2PxXOP9LMGtssQ5sZwwtB+7/R8G0X4mXeLpZRLnfJiHCnuDzi93BygUAhRDGxzfgYHL+zzzIn+ugg3peUfTNR20nzJz2g/1RjSAkWgA3zUIpxahIvl/Q5pEU6XzWaSy5fSYDqbdKtVLcIFQYkQoh4Y5EzOWQy8HWJbgJVO6uAAXtENzvIcAClllRBioT4xSx8LcM56/W8RLiuVW1qeYr+xiKJpd3ok2Ay0QGEymTySbOplkbwfahEuNrr7yiJcb7/fARfh3GXLfDqdPHNykpEOg1CLcH6wErgPx8T7ppTykRDbASClbHD24evaSvdrbp7ywFp8e/cRcu0nWWq+l4edk28omDUpH03TPPJyKSj0NXifhZ2Z6chVaO9s41dJy6hoOZs/iq8F6aX/IdQJ+HYZRthZtNHvKIiGBjLrj7Ep5Uo+NozyGdPr7/VsRlE6Uy35mM2O4zpWb1EURKTsUxRE7ymItbtqWfex1ZWbMDPF6MrKrccaH0rV+GrnC7yWNpUGH9vtFQXhteVYCDFJShnzMyB09EcKInXuSlYufw9jl71b22AxkqHqUBSEoiBiTUFs2FdDjbWN4nOyqJhc4AqVNJlMTBjm2NjxrKGS0rptLOj8E7/KeQgYOBREqFuR/1sIUSOEWO08lOfFENspBMORLRjrdgMgRejUg4JComB8XjYrbxjP/KnDfV4/ZbRQlXkTU207KG7fEmPr4ouengdcFiV7QkK/oSA+P8qgNZVkkITVsi7gtmJ/FERQHYqC6LF9ioLoPQXh/Z31F7XzcvI1TBOvM/v0s2w1FCsKQocQIluffJ0HsQ9CZUXuUb/d6IG9z0PjYZq/+jSWIUMxmfb7bKsoCEVBBLM11rpDpSC8v7P+M3+beDjte3RknYvJkDxgKIhgW5G34diEsRMc6emdx1Gux7FtOC7oDx5wjnYCufGXdBZOx2q+AM0ZC6k8YOUBD0QPGOCgOJc0WxqGrnaa6o5GdZyJ4gE/LKXc6Tx4fRCObcSHnCehxQ39wQP+5ulnEEhSvvIIZlumh3egPGDlAQ88Dxg6OtpJTjLy05OLyK8eScpNq6I2Tm+5ry7CnQKQUq7BcW7EIfdyBU+s2nqEeSs2U/n8blZtPeK/opQcN+TD5ffAoIKY2aeg0NchhYEPUi4kpeZVfvrblcxbsZm1u2qDN0xQBPOAi5074MDhUus54MLdCRdR9FUKomrbUVdsY9W2Q8woSvdLD6xKnUvZ+AvA63VNURCKgujvFMSe2haEEIwZku7xfdW/42tSvsYVLW9ww8llzOVh2tvbmD1xaNTG3NtxR5OCuAEH16sf/jDF+f+FQFi74SKJvkpBmEy1rthGfylbpnW9R4dIZYuhxCfV4EuvyWTik8+bMba0MT4vW1EQUZTjqXsgUBAVkwuo2nbIY+emOwVhMpmQmPhz5rf4/umlfNe8mXXG6f2Wggg2Ad8ufRw7Ge+09ImKLHsjtzY+xkHTKLZklYTcbtakfJqbT5OZmcWsSflRtFBBIbqYP3U4M4rSXROWv63z/0q+lKuTX+Oy1g2syy6PoYWxRcAJ2NfkG6g8VuirFESwrLE3Nv+ZVNnG79Nvx2a3hZxGaEZROgW2TMaMGR3UVkVBKAqiL1MQ/toAHjSbzW7jkcx7OC2ysNltrNywm3UfW7HZurjmvLOZPXHogKAg+iT6MgVxRvaiIE58wPTO9byR/lU+TyvCqGkhUxDB9Lp/NhqTqLG2ATDakhb319JAtsZat6Ig4k9B+GsDeET6ADSbzkIAGZ1NVO/ZT401GSklG/Y1Ulk2PqLj76sUhEIEsGrLYS54+w7OkelUZd0UVV0zx1kw7XP8FS4bZY6qLgWFaGD38SaklEwYZkZIOw83fJ9TxiGcOvshtK6u4B0kEBJyAk40CqJq22d82PFFhmRcwUVjznG9SoWTydifXu/PZQUpzJ54hqpQFETP7VMUROwpCO/My+s+tvJm8nRua/sDE1s2sTWpuJsOgGe3HGbjIceZKtMKMrjpotDt7u24FQXRxykIU3It+4d9le/NGY3FYmHDvs0AvLm/1S2RpikiFEQ0ZEVBxEZ3f6Eg3tzfStW2o5hMtdRYfUfu+KMgKsvGe2Re3rBvM2+kf4Uvd77FLa1PsTPnQoSPCKONh3a7qDeAu65VFETUkEgesNz2FFc11fL31K9283Srth3yiBvW2/bGA+5rXpHygAeeB1y17RB7alsYOzSD0ZY0ykaZQ/aAfb4V2uGpjNt4oOknXN36N14W13fzgG22LkZb0lxyOGPo7biVBxyBv1zuJ/aDgz+tLOulB5wqsb//WyaKCbyRXOFzO6Z73HAg+5QHHJ2xBbJPecA984ABxg7NYO13L3fV8U5x788D9q6jX/sodSrbO6YyzraX15OSXPX0t8j99Z1MGJbW4/H31a3IAwbrPray+3gT4FgEWPexNUiLEPCPBxFd7TyTfVvv+1JQGOD4bc69LMn6IbglBX5p51F2H29izJD0hIyRj5kHLISoABpwS8oZapmPviJOQeivMI/NGU3l87vDpgK8KYiCroPI6j/TOPYGjljPBk3rRkG4695b1wpAUW6yoiAUBZHQFIQu6/2E2sYvBeGso5GEzd7F4PZjnNq7hUbjEDRNY7QljV9+OR+zOZ2qbf4XsgcsBeHMcnxASlkthCh3pqAvBJBSrhdCVLqlqPco85UZORoUhHsMY08Xw9wpiFua/kBHUjZ31n6FmnrPhQjvE6FmjrOwwS10TFEQioJIdAoiVFtDoSDcs34bpI1fNNzPoI352L72nN/T1hKFgoiVB7wd2CGEuB6HZ7teCDEPWO28fgDHAT+DfZQlZHbkNZnzybY38v5JAxOGZQd8PZo9cagrsNzda1BQSDToNJ6+INZb+Mr6vSZzPnccfZSUPS8B50VET7wgpJSxUSTEQmABjjOFFwghVgArdK8YmI7DA/Yok1Iu8uqnEqgEyMvLK6mqqiIlJQVwvEb0VP7R21YMBsHPrxjMA/88id0uefBKS7d69fX15Obm+uzroc3NgONVymAQLtm7H71/vc79F2cGtc+f3t6OOxQ50JjDkeOpuyf2xVJ3uHrjqduf/NqeJrYcd9BwF+WZuHpsdlBb9d8dgKZ1sXj6WUHrG4VkddJPMLXVcqPp/2gXaa7fUKDfbqB7GelnXVpaehhw96ZW+qRUpZRR/weUA8VOeQlQ4fy/3O36El9lgfotKSmRdXV1Ukdv5Ot+t1HOXb5JSinl3OWb5HW/2+iz3vbt2/32NXf5Jvn0Iz+Qryy+Sd7wxLt++5m7fJOc8MDr8ryfrJNzl28KyT5/ens77t7oDleOp+6e2BdL3eHqjafuSD53/Xc3d/kmefUjb4RcXx75t5Q/yZZrllZ6/IYC/XYD2RfpcQPbZQhzY6woiGIp5VKnvBiYC2zDyfni4IPfcn72LuuGaC3CgYMC6MmOtMbGRtI7arm++Rk+TJpAR5cdsPvsp2yUmfb2NozGpIAxkmoRTi3CJdIiXE9sDbYI56++NW00KYXXknqsGc3HArdahPPESid1cADPiIeF+uKbdC62+Srzhuyji3A3tT1Hsuzkzxm3BozrrSyzMHviUFe5vxjJUPX2ZtyhyGoRLja6E30Rrie2BluE81ffYrFg/fKv+dPa/ZhQi3ABIaVsALrxH25e8fpAZfHCqq1H3LYKFzB/6nC/dY11u7mybR2vZXyNY0nnYPJbU0FBISIQjm0MRZ17SPq8DSxXxtmg8JGQO+FiRUF4bxWeUZTu91Ul/Z2HaBaZrE6ZG9MzeXvbr6IgFAWRkBSEcyuyrbOd/zn1EGkbcrEOeVlRELFArCgI763CFovF76tKfdlDLH91M50pgzCGsLU4XFlRENEZWyD7FAXRtykIAGNyKs9lf4u76h8m5bM3MJlG98g+tRU5UWG3O/7LKWBXammcjVFQGHjYlDoNLa8ENvycNHtLvM0JCwnpAceKgvB1zftVJa16BUnHdtB08S+6nYamy4qC6LmtioJQFEQgCkL/zX0+5W7Oee3rzLKv4unUrysKIpqIJQWhwxcFIVqtZGx/Agq+2TXC6AAAF+FJREFUSPbgszCZmjzq99Ymd1lRENEZWyD7FAXR9ykIfft/auHFMPl2Wj6xYzQmhW1fv46C6ItYtfWIR3psbzj2nwvG52X7aO1AxpZfQVcbzHgomqYqKPRr6NuXh2eJIDXP1J+3YnP3lFvXPMIrn20Gp1ecCEjICTgSFIR+aLQQwoNysFqt3TZKvPrhCdc1/VXFWLebnN0v0DbxFlrI8XgdUhSEoiAUBRGardMKMlzyhbndM4X7q//RsUbXb9S9jtbZydT2d3h57Wc8feyckLIoR2ncioIIJJtMJsYOzfBJM3hvlFj3sZUaaxt3rKlhUq6NSy6xwPoVtCdlc8eJL9OypoayUeZufYVrUyBZURDRGVsg+xQFEX0K4qaLzqQP2rFjR9C+9PrzVmz2SGSgzwNpJvjmqT/TvjudA12L6ZKGkLIoKwoiDETCAw600Obdxv2vblOT4HarFXHpz1l6dB3/PmEHPP8aKw9YecDKAw7f1nB0e/9+9fK2LsHTaf/FopZf8t8Z7/J68nQ0TeuWwkh5wL1ApDxg8L3Q5t3G/a9u2+lTWHIHgcFCTcr5TBjmaO+dVkh5wMoDVh5weLaGo9v79+u+FXmrvIzd2jrmtz3LeymXoZkGudr76nPV1iM8u7mZzA9qmDUpnxlFEVnYV3HA0cB1nX+HFdOgvSl4ZQUFhdhDCP6UvYBMexNzW1cHrf7SzqMcbOhi9/EmXtp5NAYGnkFCesCxpiB0OaOjlnmda+lIu4TTzZ0+2/uSFQXRc1sVBaEoiHAoCL28xjiCNWlzOWQ4JygFoWkaI7KNpKWleZys1stxKwoiUhSELt/UtopkOnl9+P/wlzU13TKxKgpCURCKgog/BaGXV+Xc4nGMgL8+TSYTHR3t3frq5bgVBRFRHN/Fl9re4BXTTP5SY0roTKwKCgMFSVJj6vFn+MVvH2ftrtrgDWKMhPSA40FBZG7/LZ0ik2dNFdj9ZGL17kuXFQXRc1sVBaEoiHApCD2+f8yQdK4ckc6cU2/TcnIj93wwmtkTh3brU9M07HbpiuNXFEQQxIOCSK1Yzo+eeJG2jkwyA7z2uPcVrk2BZEVBRGdsgexTFETiURAVkws8drjOKErHMvoRWH0TV2tvYbFM79ZnPCmIhJyAY+oB2zpoOnUSgAOcg93e1u0vpb++dFl5wD23VXnAygMOxwOeUZTOVEs+ZrP5TLllKsdMFzCv9VlOflaJTM1RHnBvEFMP+L1fk7tpGYbvbPb7l1J5wKHL8dStPOD+7wH7q/+w+dsssd6B8T8r4eqlHnXUIlxfxenP4Z1H0YZOhMyhYTXdfbzJdciIgoJCfPGpaSR/zrgFzq+ItykeiIkHLIQoBl4EGpxF66WUi5zlhQBSyipn3QpnPVfyTh/9xYSCyNzxMCld7Xw+8U7SnecE+3pV8e7L/YCRaQUZioLoha2KglAUhL/fr/tiWyj1/5Z8LV9JKwSvmGB/v+u1u2p59cMTGI1JzBxnoawgJZzx9CkKIldKWQSuyVifiO+TUl4vhKgUQhQCxQBSyvXOsnJfmZEjTUHsPt6ElJIJw9Jc9Yx1H5G6+0W4+A7Szz3f1SYUCuKmi0a4DhgJJeNxKLKiIKIztkD2KQqi71IQ3ottZnN6SL93S1YKvPUAprMvwVx0PeCfgtiwzxHrL4SGaV8jsyeOjjgFEausyO6TaKGUssqZpn6bEMI9Tf0CQN87eADHhBzV7Mh6HK+maR4xvSk1r0J6Llx+D7R0+WuuoKAQB8yfOtwR4WA54+iEBGMKHHyHjH3/gEmzICk5YPUxQ9I91nMiDSGljFrn3ZQJUek22S5xFi8GlgCLnP+vkFJWCyHKgelSykXefQCVAHl5eSVVVVWkpDheDTo6OkKWH/jnSex2yYNXWrrVAehobydTNqGlDfVoo2ldmEyOv1v3X5zp0ZfBIDzKw7UpkFxfX09ubq5vWyOkI1zd4crx1N0T+2KpO1y98dQdrecezfvt/nvP/nwLo//9Qz6d8B1qCytC+l0fbOhiRLaRywvSmVGYHlRfaWnpYcD9r8JKn5SqlDJm/4AX3eQlQKVTrgQWOsvKnWXlwJJA/ZWUlMi6ujqpIxx57vJN8rrfbexeR2uX8tQRv22ufuQNOXf5Jjl3+aZufXmXh2tTIHn79u0+yyOpI1zd4crx1N0T+2KpO1y98dQdrecezfvt8Xu322XHU9dIufhcKZutQX/Xz245LOcu3yQnPPC6nLt8U0j6gO0yhDkxZlEQQogcr6JtbnIODl54m1MGx+LcWzEwzRNbHodlpRiaPou5agUFhRhACFouvR86muGfi4NWnz91OKsXXMyYIek+r6/dVcu8FZuZt2Jz2NudYxkHnAvU6x+kgwde6KQakGeoCb0sR/pYgHPW6RYFEe6KpR654L7qKlrqGLTxl2jnXsopmYXda0U21CiIWK5OR0ufioJQURB9OQoiXLnb7904lKQrF6PlT0U72BTwd6238c7IrOPVD0+wv74TgPb2Nn27c5+KgkBKeQBY4FW21CmuD1Tmo69uURD6imVzRxvVn51m3TlZVEw2MX/qcCDAqqhb+eB//QRsnaRcuxSz7B5dESgKwpHEU2N8XnakArk9ZBUFEZ2xBbJPRUH03SiIcGVfv/esIsd0ZEraRIfwf7Ka3sY7I7N7uX4qoqZpfS8KItLw5QFrmkZRbjLXnHc26z62sqe2hapth5hR5DtG0PuvW9uBLcj3n6XtwltplWa/bXz9pfRO4qk8YOUBKw+4j3vAznLRdpJ7T97Py4YydmmXB2zjzwP2c/RA3/KAIwlfHrD+16qybDyVZTB72TsBzwH1/uvWvOtjROZQ0q96gPRUs982n3zejLGlzcPT9U7iGanYX3dZecDRGVsg+5QH3L89YIvFArYcWqWV2zv/zD1Jl9ElkkP2gN/c38pLO492Oxc8HA9YbUV2on3iLXDnDnBOvr4wa1I+I3OSGJ+Xrc4BVlDoDzAm8Ux2JcPk53y55aWwmr6082ivzwVPSA/YHwURyutCt/onjpJ08hMaUwsAM5zu8KjnLs8oSqfAlsmYMaP91omWrCgIRUEoCiLyFATAdsNEthqLmd28ig2maTQ2DvXZxntO0fycCz6gKYhghLkuu+rvfQ7e/gVy/joGWYo89PSFV2JFQSgKQlEQkaEg9ta1csea7pmPTSYTT6XezOMt36ei46+YzV8MaU4xmRwhZ37moP67CNcTrNp6hJd2HkXTNComFwAwyHYS3v0VfOFabLmj42uggoJC1DBrUj6aprlOKJxR5Pl7P2rI59FBD/Bx8nlMjaFdCTkB94SCqNp2lL11rUgpqdp2CID5LX9C2jROTf5eyK9Mfe21NJ66FQWhKIhEoSD0g9rvef1ot8zHenTTVmMx2KDx1EmQMiQKwl2HV31FQXi/LkwYZnZlSS3q3ENZ5z/gi3eRW1SC3Stywb0vd7kvvpbGU7eiIBQFkQgUhA6dNthwqIMN+2oAqLG2MTxLYDKZGGyrZcRrd5NU/mNMprM82isKwomeeMD6Xyu93NL5KccMeaRMuAXptVAHfcMjUx6w8oCVBxxZWZ8H9N1rY4akM9qSxoW5Nt6v16iV2dgkiHX3Q/JvsNkNygP2Rk89YB0mk4mtpnI2JV9K1bCRrnLlASsPOJ66lQccOw8YYMKwNFYvuBiAHTt28OH2TsBE+9SfYP7bN/ha1iu8mDKn25zy5v5WqrYdpcbquR+gJx5wwscB6wdhhJr+J1l2MKXtPZASuzBG2ToFBYVEg3bOJfCFa7mu+XnHQr0XXtrpWE+KxH6AhPSA3SkI91cJ9/Q/+uvCyg27PerMaVnDTe3PcY/5V+w1jAz7tb6vvZbGU7eiIBQFkagUhHcKso6ODjSty1XPMPl7ZH2yjpltr2C1XubRBqAoN5nH5njuBxiQFIR+EMbqBRd7bAHWXxc27Gt0bhU0c8MXkvjyP9ayJfVSjqSPx3jm4AxAURA90a0oCEVBJCoF4U5RHj58GJPJkVDBbDaTayni/sGPsIcCrveaU/zpcI81JkQKIiEn4HAxZki6g+tZu4BO7Pwl67Z4m6SgoNBHsXZXLRv21bD75DBGW4zQ3ggp2UHb6bHG4SAhJ2B3CiI/xBOKGj5cT85/nuel1Dkck4MhwNZE7899+bU0nroVBaEoiP5IQbhTlrPOPon9/ybRfPkD2Gwj2FvXCjgoCG9b9Vhjs9nMC/89gCgIf2d0ur8u5KTb4ZzJ/LV1bsDXCHf0hVdiRUEoCkJRELGlIOBMhIS19nMM1nPI3vIIXz3vGd486DgrpmxU0DO/FQXhgcIrYOQ02h97l+jlOFVQUOhXMBjhy0vgj1/mhq6XuHXBz4AwsjAHQUJOwOFQECmynWtaX8N6ogiSUvwdnqwoiB7oVhSEoiD6IwXR7SRF8xiyRl1N2o7l1I+bgz1rWCj6FAVhMpmYffp5rm97FjpvgLMvwmhMosbaBsBoS5qiIHqpW1EQioLojxREtznlmoeRy0rJPb4RRt4Zir6+Q0EIIYqBF3FkPgZHvrfFODIfFwKTpZSLnHUrnPUK9USdPvoLyQMeYvucrza/yHumL/KF9FFg/f/tnV9sHFcVxr9jJ6SJnXjrOEBClJJ1IFXTP2LtiBAeQM1WvBCgkkkQfypCm42qIqEikYgXKgpV5UhIoIBUm5YAj3UQRUhEwkmrojYgxYloC1FRFdMCSiA2jh2Sxm5SHx7mzmaye8c7a8/du979ftLKd+7cnW/O3J3jM2fuzB3HJz7YVmwTHTfMCJgRsE9tRsB1HAEDANpwZecRtK3fAsS8Y7ykXFcRcKeqdgNFZzwJYBcQzIYsIltFpAAza7KqHhORgojkbTMjJ42A91z+OQDBL9ofxE9N/Ze2Ad/4dFCea+qg0uV6jop8ajMCZgTcFBEwAGBLUJ78B7BqZSoRcE0eRS5xollVHVXVwUiEmwUwCmCr+QvzNzdfzbveeQXbpl/Cc+278d/WNfPdDCGE3ODcn4FDPVj2t9+ksjlR1VQ2lEhMpFCaVhCRLIADqrpPRAYADKjqaRHJA7gvTE1EtwGgAABr167tuefRw2hpETz+ydWYmZnBsmXLAACHh09i9/Xn8INbvo4ZXYrv3xv8h4q2iSvPtW5iYgKdnZ2Jt5VWOU7Xp3a1ZZ/a89m/euvrWvS7C5t9apeWn/jjZQDA7KwW/Uao/cNXtWxd2bbesxS3v/QIllwdx5l7f4nZJcuter29vW8BiA6VGLSmVFW1Zh8AQ5a6/ZFyP4C8KecB9M+1vZ6eHr3/0Iu666kTqqo6NjamIWH9rqdO6P2HXizWR9vEledaNzIyUtW20irH6frUrrbsU3s++1dvfV2Lfndhs0/t0nLUJ4R+I9S2rbNu660/qT62SvX492LbABjRBD6xZm9DE5GMpa5PVQ+acg7ASQBhuyyA4aqFrowDv/sWVs1OVW5LCCERzpy/VHzaLZYNH8X0h3YCJw4F+eAFUMthaJ0wN9kAwKQY+kXk26bqgKoeEZH9Zl1GLTfgzHdjR0G0P9+PZa//Cm3td+JSSzDFfNx43/ncta23O+M+tTkKgqMgGmkUxI5NmeIbzXZs6oidUR0ALt/1MDa8+QKuvHYUU+vytjZ1NQoCqjoKYF9k+RiAbku7g6Zodb6mjXUUROuF13DLmWeBjz2C829sTPTIMUdBcBQER0E01yiIM+cvQVWxZd3ym7QL2+9AYcfco6Oi5ZZv/gUrl9+KGXv7+hkHnDbWCHhsDO0vfAezyztx8c6H8O7rfy+2ZwRcH1GRT21GwIyAp6amsGNTR1mUO3/tDuDKOKbPvozx2W1AS2v9RsBpYo2Azz0PjL0KfPYnWP2BjWht/Scj4BpoMwJmBLyYIuDCji5rlDtv7TdfBo4+AHzmx0DuK9E29TMOuCbcth1v9zwM3PNF33tCCGkWbtuOa+/7CHD8cWA62bRoURZlBGxNQVxfjqk79qJjIrjPl+SlO0xBMAXBFERzpSDi9m8h2tO5R7H+6AN4+/dPYGpLMehtjhTEevwHD/3vGXS1Pg103HhHZ6XpQyqV49bV42WpT22mIJiCWEwpiLjyQrTH8XHg7i9gxSs/w61bdqOzqxtolhTE1y4/jc3v/BVYusL3rhBCmpX8Y8CKLrRePFvV1xZlBBymID684f3oufYGDrc9iJ3TLTddFjAFUX+XpT61mYJgCsJVCmJqagro6AC+fBxTl6/iWtPMirxhxd5/tW7E8MrPYY+5HGAKor4vS31qMwXBFISLFMRN5ZYL6Pr3H4CEKYhF6YCLXJ/BM2178a5wkiFCiH+WnBsBfr0neXuH++KMMAVx+4Y1ON16N1qvXas4KzJTEP4vS31qMwXBFITTFERYbt+Mlk/9CPjuniZIQVR4IXuSqYeYgmAKgikIpiDS1F7V/VUAexo3BZFkSqIkUw8xAmYEzAiYEbAj7eaOgJNOPcQImBEwI2BGwA60m2McMCGELFYWZQScJAXh6pKp3i5LfWozBcEUBFMQTEHEzGDq5pKpHi9LfWozBcEUBFMQTEEQQsiiY1FGwGEKon1dN65euILN721jCsKDNlMQTEEwBbGwFERNp6VPGxEZAzAJILS6I6XyXOu6cGO66bT0kpTjdH1qp3lc6+F4+9SuVtentqt+93W8XWjfpqprUIkkUyfX8wfAYNrlCu1GXGpXq+tTO+Xj6v1413tf16jfU7e5Hvvasn9O7K70aYQc8G8dlCutc6ldra5P7TSPaz0cb5/a1er61HbV7y60q9V1ud0yFnUKwgciMqKqvc2iS232NbXd0QgRcK0ZbDJdajePLrVrDCNgQgjxBCNgQgjxBB0wIYR4gg7YgohcFJFhEdlvljMikhORPhHpj2vnQrtkXVS7T0TyIlLxcceFaCetS1PXHOuzInLKfPpNfa1sLtNx1Nfhb6qvgrYLu+O0h0vapd3XNt28+bj+fZdpR9Y5Pa9jqWbMWrN8AORLlgsACqbcHynnXWtH6wEMmXIfgL7IvqWyH7btJK1L+XjnI+UcgGytbDbHOWcrO+jrsD8LcTY6tPsm7Uj9sOO+LrU5B2B/qO24r+NsLp5brvo67sMI2E5GRLLhgqoOqmp4lzQLYNTWzoU2AJjl0UjV1sjyKIIfsRPtKupS01XVY5F1WVUdRe1sHgEwJCI5o306pt2CMJHdSRHJmt9XnI2p2x2jHUdqdtt0VfW0qh4UkQyAUVd9HWez5dwC3JzXVuiA7XQCmBCRgWil6ZSJiIOwtnOgnS05STIl31ntUDtpXdq6EJGCqh4xizWxWVUnAQwAGALQU2kfF0A3AhsmRGTAOCCbjS7stmnHkabdc+n2AjhryrW0ufTcAtyc11bogC2Y/5CTACZL8kV9qrovQbvUtEUkXxIRAsH7LzrT0JtLu5q6tHUN90XKNbFZRPIAjqlqNxzabDhrtnkKwWWxzUYndlu0rTiw26prfuPdRqMmNsecW6762godcAkiUjCXn6X1fap60JRzce0caE+YmxF9ALJm/UnciBKyCHJnqWsnrUtb19SXRkE1sRlBzjdMOzwJoNNFXyOwJySDwOnYbEzd7hjtMhzYXaYrIv2RG22h462VzWXnlqO+joUOuJxngcDhAoCqHjFRUb+Yu/IIfiRl7VxomxzZMaOZiWhlzX5lbP/F09Cuoi5tXcBcBoaNamjzoDkJ8wB2mdx/6n1ttpExOmHUVWajC7tt2kAwGgFAbyTqS9XuGN0BAKMR+6zHYSG6cdq2cwtuzutY+CQcIYR4ghEwIYR4gg6YEEI8QQdMCCGeoAMmhBBP0AGThsMMJzplhjhlTN1QWs/2m6FLaQyNIk0OR0GQhkREhgA8qaqnzROMmcj43lS2r6qfT2t7pDlhBEwaGjOovsz5mig2HO9bjGrN3/3RwfilbQlJCzpg0sj0AtiH4G1XRUxEnDUPAhwAio/CZs3fIwB2x7UlJC3ogEkjM2He3bFbbn7b2qiqDloedy5LUczRlpAFQwdMGpnwLVd7EbzdDEDxJl2iG3LVtCWkWuiAScNh8rdZBJFvBoEjzkReQ5hF8DKWLIL3EPSZ7+RMpJw35SRtCZk3HAVBCCGeYARMCCGeoAMmhBBP0AETQogn6IAJIcQTdMCEEOIJOmBCCPEEHTAhhHiCDpgQQjzxf/V+moUz9750AAAAAElFTkSuQmCC\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_ba_2, d_p_ba_2 = calibrate_peak(cal_ba, 750, 1000, save=('ba_2', 'calibrate'))\n",
|
|
"p_ba_3, d_p_ba_3 = calibrate_peak(cal_ba, 510, 655, save=('ba_3', 'calibrate'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 799,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_am_1, d_p_am_1 = calibrate_peak(cal_am, 300, 370, save=('am_1', 'calibrate'))\n",
|
|
"p_am_2, d_p_am_2 = calibrate_peak(cal_am, 570, 750, save=('am_2', 'calibrate'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 800,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_eu_1, d_p_eu_1 = calibrate_peak(cal_eu, 105, 160, save=('eu_1', 'calibrate'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 801,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"peaks, d_peaks = [p_ba_1, p_ba_2, p_am_1, p_am_2, p_eu_1], [d_p_ba_1, d_p_ba_2, d_p_am_1, d_p_am_2, d_p_eu_1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 802,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"peaks, d_peaks = [p_cs_1, p_ba_1, p_ba_2, p_ba_3, p_am_1, p_am_2, p_eu_1], \\\n",
|
|
" [d_p_cs_1, d_p_ba_1, d_p_ba_2, d_p_ba_3, d_p_am_1, d_p_am_2, d_p_eu_1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 803,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[10.795145334120809,\n 0.9345068181899046,\n 0.591735575640896,\n 9.396032469152779,\n 0.7153363502952073,\n 0.4132431699335809,\n 1.3554873053001755]"
|
|
]
|
|
},
|
|
"execution_count": 803,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d_peaks"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 804,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def Ef(x, a, b):\n",
|
|
" return (x - a)/b\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 805,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"pe, d_pe = curve_fit(Ef, energies, peaks, sigma=d_peaks, absolute_sigma=True)\n",
|
|
"d_pe = np.sqrt(np.diag(d_pe))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 820,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
|
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.add_subplot(111)\n",
|
|
"pinmp_ticks(ax.xaxis, 10)\n",
|
|
"pinmp_ticks(ax.yaxis, 10)\n",
|
|
"ax.grid(which='major')\n",
|
|
"ax.tick_params(right=True, top=True, which='both')\n",
|
|
"ax.set_xlabel('Energie [keV]')\n",
|
|
"ax.set_ylabel('Kanal')\n",
|
|
"ax.errorbar(energies, peaks, linestyle='None', marker='x', yerr=d_peaks, label='Peaks')\n",
|
|
"ax.plot(energies, Ef(np.array(energies), *pe), label='Linearer Fit')\n",
|
|
"ax.legend()\n",
|
|
"save_fig(fig, 'energy_fit', 'calibrate')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 769,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"EE = SecondaryValue('b*K+a', defaults=dict(a=(pe[0], d_pe[0]), b=(pe[1], d_pe[1])))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 770,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"am_2 = load_spectrum('../messung/2/2_90.dat', absolute=True)\n",
|
|
"am_2_0 = load_spectrum('../messung/2/3_90_0.dat', absolute=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 697,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"91.0"
|
|
]
|
|
},
|
|
"execution_count": 697,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
|
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_spec(am_2)\n",
|
|
"am_2.max()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 698,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"t = (1200 + 1165.2)/2\n",
|
|
"N = am_2[530:780].sum()/t\n",
|
|
"N0 = am_2_0[530:780].sum()/t\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 699,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"tt = t_opt(N_g=N, N_0=N0, prec=([.05, .03],))\n",
|
|
"d_tt = d_t_opt(N_g=N, N_0=N0, prec=([.05, .03],), t=t)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 700,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 7.84406946, 21.78908184])"
|
|
]
|
|
},
|
|
"execution_count": 700,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"tt/60\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 701,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"658.6823194735251"
|
|
]
|
|
},
|
|
"execution_count": 701,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"p_am_2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 702,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"4.683747674615255"
|
|
]
|
|
},
|
|
"execution_count": 702,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"N0"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 703,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([1.5808687 , 4.39130194])"
|
|
]
|
|
},
|
|
"execution_count": 703,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d_tt/60"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 704,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"5539.0"
|
|
]
|
|
},
|
|
"execution_count": 704,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"am_2_0[530:780].sum()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"source": [
|
|
"# E(mu)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 705,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"deg_angles = np.array([30, 45, 60, 75, 90, 105, 120])\n",
|
|
"angles = np.array([30, 45, 60, 75, 90, 105, 120])*np.pi/180\n",
|
|
"e_ref, deps = E(E_in=e_am_2, theta=(angles,), retdeps=True)\n",
|
|
"mus = deps['mu'][0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 706,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'mu': ((array([ 8.66025404e-01, 7.07106781e-01, 5.00000000e-01, 2.58819045e-01,\n 6.12323400e-17, -2.58819045e-01, -5.00000000e-01]),), {}),\n 'kappa': ((0.116518634725179,), {})}"
|
|
]
|
|
},
|
|
"execution_count": 706,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"deps"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 708,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"26344.6"
|
|
]
|
|
},
|
|
"execution_count": 708,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"e_am_1*1e3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 709,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([58.62572101, 57.57597488, 56.26305294, 54.80763619, 53.32727833,\n 51.92478644, 50.68268424])"
|
|
]
|
|
},
|
|
"execution_count": 709,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"e_ref"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 710,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"a_30 = load_spectrum('../messung/angles/4_30.SPC.dat', absolute=True)\n",
|
|
"a_30_0 = load_spectrum('../messung/angles/4_30_null.SPC.dat', absolute=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 710,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 895,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
|
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"tp = find_peak(a_30, a_30_0, [450, 800], 100)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 888,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([7.86240591, 0.45120056])"
|
|
]
|
|
},
|
|
"execution_count": 888,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.array(area(s=tp[2:4], A=tp[4:6], O=tp[6]))/(7*60)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 891,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3.5066282746310007"
|
|
]
|
|
},
|
|
"execution_count": 891,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"area(s=1, O=1, A=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 773,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"angle_specs = np.array([[load_spectrum(f'../messung/angles/4_{i}.SPC.dat', absolute=True) for i in deg_angles], [load_spectrum(f'../messung/angles/4_{i}_null.SPC.dat', absolute=True) for i in deg_angles]])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 896,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"peaks = np.array([np.array(find_peak(angle_specs[0][i], angle_specs[1][i], [450, 800], 80, save=(deg_angles[i], 'winkelmessung'))) for i in range(angle_specs.shape[1])])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 833,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"angle_energies = EE(K=(peaks[:,0],peaks[:,1]))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 955,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = set_up_angle_plot()\n",
|
|
"mus, d_mus = mu(theta=(angles, 2*np.pi/180))\n",
|
|
"ax.set_ylabel('Energie [keV]')\n",
|
|
"ax.errorbar(mus, angle_energies[0], xerr=d_mus, yerr=angle_energies[1], label='Gemessene Energien', 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": 914,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 0.15425145, 0.52532199, -0.95241298, 0.92175127, -0.44807362,\n -0.24095905, 0.81418097])"
|
|
]
|
|
},
|
|
"execution_count": 914,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mus"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 839,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[6.44254567e+02, 2.54011700e+00, 2.81246280e+01, 1.47510862e+00,\n 4.68152263e+01, 1.99482457e+00, 1.33980801e-22, 9.49925813e-01],\n [6.30503468e+02, 2.42444058e+00, 2.66667305e+01, 1.40375334e+00,\n 3.67646129e+01, 1.58425454e+00, 6.61944410e-01, 7.82612862e-01],\n [6.11493765e+02, 2.80759756e+00, 2.54482900e+01, 1.58327314e+00,\n 2.65410176e+01, 1.43867191e+00, 3.10564782e-01, 6.24595255e-01],\n [5.94447073e+02, 2.86221733e+00, 2.38276668e+01, 1.53539167e+00,\n 2.29337906e+01, 1.41730342e+00, 7.49989323e-01, 5.18821980e-01],\n [5.72301544e+02, 5.37964773e+00, 9.59226724e+00, 2.75939453e+00,\n 1.10000000e+01, 3.18132227e+00, 7.38647984e-29, 8.30821585e-01],\n [5.66858397e+02, 3.06576525e+00, 2.85090756e+01, 1.86022744e+00,\n 1.94975573e+01, 9.45929221e-01, 1.15734964e-17, 6.16575420e-01],\n [5.54298645e+02, 2.56863763e+00, 2.56729847e+01, 1.41929622e+00,\n 2.15262806e+01, 1.07086439e+00, 3.76781622e-01, 4.17206126e-01]])"
|
|
]
|
|
},
|
|
"execution_count": 839,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"peaks"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 900,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"rates = np.array([find_rates(angle_specs[0][i], angle_specs[1][i], 7*60, peaks[i][0],\n",
|
|
" peaks[i][2]) for i in range(angle_specs.shape[1])])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 901,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[9.08571429, 0.56600602],\n [6.94761905, 0.40585287],\n [5.10952381, 0.32970818],\n [4.2 , 0.29958399],\n [1.15 , 0.22692862],\n [3.76904762, 0.26397451],\n [4.03571429, 0.25955657]])"
|
|
]
|
|
},
|
|
"execution_count": 901,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"rates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1030,
|
|
"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 fig, ax\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = set_up_angle_plot()\n",
|
|
"ax.set_ylabel('Zaehlrate [1/s]')\n",
|
|
"ax.errorbar(mus, rates.T[0], xerr=d_mus, yerr=rates.T[1], linestyle='None', marker='.')\n",
|
|
"save_fig(fig, 'countrates', 'crossec')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1031,
|
|
"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('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='.')\n",
|
|
"smooth = np.linspace(mus.min(), mus.max())\n",
|
|
"crossec = klein_nisha(smooth, e_am_2)\n",
|
|
"ax.plot(smooth, crossec/crossec.max())\n",
|
|
"save_fig(fig, 'rel_countrates', 'crossec')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1022,
|
|
"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]))\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": 1023,
|
|
"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"
|
|
},
|
|
{
|
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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"
|
|
}
|
|
],
|
|
"source": [
|
|
"thick_peaks = np.array([np.array(find_peak(thick_specs[i], thick_0, [450, 700], 80, save=(thicks[i], 'dicke'))) for i in range(len(thicks))])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1024,
|
|
"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": 1069,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
|
|
"iVBORw0KGgoAAAANSUhEUgAAAWAAAAEYCAYAAABiECzgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAbhUlEQVR4nO2dX2xc55mff68dgd0o66G5lBMaC9caxjbaYAGTQ293RcAovMPWWMNAsKHjQlhgb2IqWAjtxTbSOu1l4ZTa3hRQW5ApUGwR6MKe+CbwRUPuotgLC10NyQCLoLAT0ZKAVb0mPSYdqrGWjd5enG+k0XiGc0acOXM+zvMAA748/54z5vjTd37zne+YuwsAALLnoUGfAADAsEIDDAAwIGiAAQAGBA0wAMCAoAEGABgQNMAAAANiqBpgM1vAixcv3tx43T3al6SXu6yrh9j3MDVevHiH0NvpFXsP+OUu68Pse5gaL168w+k9EAstdnSMj4/7I488orGxMUlSrVbrWN+8eVOPP/546u17VePFi3e4vB988MG2u59QJ9J2lfP2KpVKvrW15XXS1NVqtavte1XjxYt3uLxqiC0Oen2hYwudM8zsZUkvnzx5Uru7u3eXp6lv376t7e3t1Nv3qsaLF+/QeQtmtizpR+7+I7Whbw2wmc1LOuPuc03LdiQV3X25xT6fSKpKWnH3C62OG97Mj2ZmZl4rFAoaHx+/u65Tff369a6271WNFy/e4fJK2nX3jqMn+vYlnLtXGn8Pja/cfTX8Xm6x2yvuPteu8QUAOEpkOQriOUmbod6UNN1im1EzK2Z3SgAAg6OvoyDMbKUeQZjZkqQld18Pvd85dz/ftP2CpDclLbr7mRbHW5C0IEkTExOlSqWikZERSUlO06lu/KYyzfa9qvHixTtc3tnZ2euSkuA4YblV7NrXkQpKstx6vSipHOqykka23X6LkuYPOjajIPDixZtXr1KOgsgygrgiaTTURUkrjSvNbMHMWsUSAABHkn6OgihLmjGzeXevuHvFzM6F5aN+78u4ekzxpqRiw5d1lTbHZRgaXrx48+4d7DC00MA+2rSsPrphtWHZXPi5I2k9vFo2vmE7hqHh/Vz96tJl7e3t6Z1Tw/F+8ebbq0EPQwMAgIPhTrgMarz99+7v7+vOHR+a94s3997BRhD9gggCb6v62LFjun37s6F5v3jz7RURBABAvomuB0wEgZcIAm8EXiKI5jqmSxi86eo//+ub+t1nCvdFEO9e3dbl927pT35/8si9X7xxeEUEAcPA175yXGcvbWj3l/uSpHevbuvspQ197SvHB3xmAJ2hAYaomXmioIunp/Tzj/b00a1f6eylDV08PaWZJwqDPjWAjkQXQZAB422uny4UNH78mD78xd/rW79zQk8Xjvb7xRuFlwy4uY4pQ8Kbvn5/V9q+ta8TX3xIb//Nll74rd9MGuUj+n7x5t8rMmAYBqo3dnX20oa++tiX9Njxh3Xx9JTOXtpQ9cZu550BBkx0PWAiCLyN9dq1j/XGS0Utv/u3+uW+6+mC9MZLRa1d+/huDnyU3i/eaLxEEM11TJcweNPVZ55P6v925aO7w9BeHB/XzBNEEHiJIAAAoA3R9YCJIPC2qrkTDm/OvEQQzXVMlzB4u6uZjAdvnrwiggAAyDfR9YCJIPC2qv/TN57S+++/PzTvF2/uvUQQzXVMlzB48eKN1ysiCACAfEMDDAAwIKKLIMiA8eLFG4GXDLi5jilDwosXb7xekQEDAOSbTHvAZnZO0rqkaXe/0GL9vKQdSUV3X25zDCIIvHjx5t2brwgiNL477r5qZtNmNu3u6w3r5yUprF8ws7K7rzYfhwgCL168efcqhxHEb0iqNfxeblr/nKTNUG9Kms7ipAAABoW5ezYis6KkM5K+J2lR0tXGGMLMliQtufu6mZUlzbn7+aZjLEhakKSJiYlSpVLRyMiIpOQyoVNdq9U0NjaWevte1Xjx4h0u7+zs7HVJSW6RsNwyVnX3TF+SipLOSZpvWr4oqRzqsqTFg45TKpV8a2vL66Spq9VqV9v3qsaLF+9weSVVPUV7mFkEEXLfeXfflPScu1eaNrkiaTTURUkrWZ0bAMAgyOxLOE+ihWL4su179eVmtuLuc+5eMbNzIX4Y9RZfwIXtGQWBFy/evHvzNQpCklr0euXucw11PRNu2fiGbRgFgRcv3lx7lcNREAAA0AANMADAgIhuLggyYLx48UbgzV8G3AvIgPHixZt3r8iAAQDyTXQ9YCIIvHjxRuAlgmiuY7qEwYsX7+C9ry5d1t7ent45RQQBAHCkiK4HTASBFy/erLz7+/u6c8eJIOoQQeDFizcr77Fjx3T79mdd7ysiCACAfBNdD5gIAi9evP12Lf3VpkpP7t4XQVRv7Grt2sc683yq4xBBNNfDdOmEFy/eB69LT+7qu+9s6rFfH9HDD5ne35W++86m3nipSAQBANBPZp4o6OLpKf38oz19dOtXOntpQxdPT2nmiUJPPdH1gIkg8OLFm4X36UJB48eP6cNf/L2+9Tsn9HShq+MQQTTXw3DphBcv3t7U7+9K27f2deKLD+ntv9nSC7/1m0mjTAQBANA/qjd2dfbShr762Jf02PGHdfH0lM5e2lD1xm7nnbuABhgAoImffnhLF09PqfBrxyRJpybHdfH0lH764a2eeqKLIMiA8eLF22/X1585rkLh/jvhni5IX37meNpzIANuroclu8KLF29vau6EAwA4okTXAyaCwIsXb1ZeJuNpgggCL168WXnfPvu81tbWiCAAAI4a0fWAiSDw4sUbgTdfEYSZTUt6S9JOWLTq7uebtvlEUlXSirtfaHUcIgi8ePHm3auUEUSWPeAxd5+U7jbGOy22ecXdVzM8JwCAgWHunr3UbN7dK62WS1p39802+y1IWpCkiYmJUqVS0cjIiKTkMqFTXavVNDY2lnr7XtV48eIdLu/s7Ox1SUlukbDs7stqxt0zfUlaOGidpFFJS52OUyqVfGtry+ukqavValfb96rGixfvcHklVT1FeziIURBz7Va4+7K770jaCb1hAIAjS6YNsJmNHrBuIWTDAABDQdbD0MYk1RoXmNmKu89JelNSsd7z9RYZcdieYWh48eLNuzdfw9AkyZMv1840LZsLP3ckrYdXy8Y3bMcwNLx48ebaq5TD0LgTDgBgQHAnXAY1Xrx4h86bvwiiFxBB4MWLN+9eEUEAAOSb6HrARBB48eKNwEsE0VzHdAmDFy/eeL0iggAAyDfR9YCJIPDixRuBlwiiuY7pEgYvXrzxekUEAQCQb9r2gM1sStKMJJdkTavry+rTrv2kb2cIAHBEOSiCGHP373c6gJl9Q1JmDTAZMF68eCPwHi4Ddve/qNdm9oKkTSWTpZclVdz9Wtjuh+2O0Q/IgPHixZt3r1JmwGm/hBt192tm9jNJJUnFlPsBAEAb0jbAu6EXvOHun5pZURnGDo0QQeDFizcCb0+HodUkvSrptZD5zkh6O+W+PYUIAi9evHn3qhcRhJk96+4/cfcNSRth8Q/DCwAADkGnHrCZ2WtKhpu96e6fZnBOnU6ICAIvXrx59x4+gmjs+ZrZN8zsUUmb7v6XB+3XT4gg8OLFm3evehFBNFIfbmZmJxt6xav14WgAANAdXc8F4e4fSPq+JJnZ70m61uNzOhAiCLx48Ubg7f9kPI03a2QFEQRevHjz7lXKCOKBJuMxsz94kP0AAOAenYah/VhJ1nvfYiV3ww1kHDAAwFGhUwSx1Gquh5D9do2ZTSvcxuzulRbr5yXtSCq6+3KbY5AB48WLN+/engxDa3nDxSGy39fd/RUzWzCzortv1leExlfuvhrWl919tYWbDBgvXry59uqwGbCZPdtp5y63W5B0JTS8y42Nb+A5JTOuKfycTnNcAIBYMffmiDesSOZ8eDTFMWru3jEPNrPFUH5P0qKk8+6+07B+SUnksW5mZUlz7n6+6RgLkhYkaWJiolSpVDQyMiIpuUzoVNdqNY2NjaXevlc1Xrx4h8s7Ozt7XVKSWyQst4xV3T2Tl5JGdyHUC5LOtVhfDnVZ0uJBxyuVSr61teV10tTVarWr7XtV48WLd7i8Sp4U1LFdzPKZcFca6lElX7Y1rx8NdVHSShYnBQAwKDJ7KrK7V8zsXIgX5KE7bmYr7j7XtH7UW3wBF7ZnFARevHjz7s3fY+nd/UIoVxuWzR20vsUxGAWBFy/eXHt12FEQjZjZa2b2X8zsWTMrhKdjAADAIUjbA77q7t83syl33zVrfkp9dhBB4MWLNwJvTyOIkpnVJD0aer/TkgYyJzARBF68ePPuVcoIIm0DvCzpdSUN74/d/T+k3A8AANqQqgF2911JfypJZjZlZo94Dh5PBAAQM6kaYDN7wcNjiNx9I8QQA4kgyIDx4sUbgffwGXC4HXlO0oyZXVUyFaUrmauBDBgvXrx4W9TqRQbs7j80s1Ul00NuHLQtAAB0R8cIIuS/9zW+ZvYHnmICnn5ABIEXL94IvL0bhhYmYD+vJH4wSVc1oCdiEEHgxYs37171IoJo4KS7/zMzK4Tfiyn3AwCANqRtgD8ws2+5+381s+9I+kRNsURWEEHgxYs3Am/vIgh3/wszOxl+XdUAe8BEEHjx4s27VykjiLST8fxrd/9ASsYBe5tnxQEAQHrSRhD3Pb/NzJ5195/04Xw6QgSBFy/eCLw9nYzn2+GZbutKRkFMSXoq5b49hQgCL168efcqZQSRtgFe9IZH0YdhaQAAcAhSZcCNjW/gah/OBQBgqOg0F8SPlQw5k+7NAzHQCIIMGC9evBF4e5IBL7bo/crMpjrs1zfIgPHixZt3r1JmwAdGEK0a3wARBADAIUk7F8SUpFd1fwTxz/t4XgedCxEEXrx48+7t6TC0sqSlpt8HAhEEXrx48+5VyggibQO8Vr8TTpLMbCXlfgAA0Ia0oyAsdKfXxCgIvHjx4s0kgujLKAgzW3T38y2WfyKpKmnF3S+02pcIAi9evHn3qhcRRL3xNbPXlDySfknSB5Ie7XTgdphZWe1nU3vF3Vcf9NgAADFh7t55o/BUZDObqj8Vuf6U5K5kZvWGd9HdX2mxfl7SurtvNq8L6xckLUjSxMREqVKpaGRkRFJymdCprtVqGhsbS719r2q8ePEOl3d2dva6pCS3SFh292U14+4dX5K+I+lZSS+E13fS7NfiOOXw86026xckjUpa6nSsUqnkW1tbXidNXa1Wu9q+VzVevHiHyyup6inaxFRzQUhalvQvJP2ppGl3/7OU+93FzMreIV5w92V335G0E3rDAABHlrRPxNhV0vhKeuCnItdC/jsqqWhm0+6+3nDMBSX/aqy3PQIAwBHiQZ6KLCUTtHfVANcb1tDQjjYce8Xd5yS9qaRhng/bV9qcC8PQ8OLFm3dvT++E69lTkT0Jopcbfp8LP3eUTPi+Lqll4xu2YxgaXrx4c+1VymFoaTPg+lORd5V8UVZKuR8AALThQZ+KfPKg7fsJEQRevHgj8B4+gmgc7+vuH4Q74Mq6N0l75hBB4MWLN+9e9SiCuGBm/8PM/qF095H0fyZprtOBAQDgYDpFEOcl1ST9MIxWeD0sH9jtwkQQePHijcDbk1EQJz2ZD2LGzM6Z2c8knZH0cYf9+gYRBF68ePPuVY8iiG+b2ZOS5MnsZM9J+rakxU4HBgCAg+nUA35N0qSZ1dz90zBW95uDfCgnEQRevHgj8B4+gnD3jW6WZwERBF68ePPuVY8iCAAA6BNpb0XODUQQePHijcDb07kgckNsEcSrS5e1t7end07FcemEFy/ew3tFBAEAkG9ogAEABkR0EURsGfD+/r7u3PGYsiu8ePGSAbcmlgz4z//6pn73mYKOHTum27c/0/j4uN69uq3L793Sn/z+ZCbnEFNmhhfvUfKKDHiwfO0rx3X20oZ2f7kvSXr36rbOXtrQ175yfMBnBgB5IboecCwRxFMF6Y2XijpbeU+jI9If/2BN//7lr+qpgjI7h8gu2fDiPUpeIojmOutLmBcnx/XlH1/T3+58pn/5wpN6cXpS29vbub50wosX7+G9IoIYPO9e3dbffXpbJ774kH7wv27o3avbgz4lAMgR0fWAY4kg/uf/vql/95f/RyfH/oG+4Pv6V79X1B//YE3/9oUJ/dN/1D9vxJdsePEeJS8RRHOd5SXM9V/c1H/+w5L+4+rPtLf3//Ti9KQeKRR0+b2bub50wosX7+G9IoIYLH/024/r1OR9fxCdmhzXH/324wM6IwDIG9H1gGOJIOo1N2LgxTuU3vxFEGZWDuWcu59vsX5e0o6korsvtzpGLBFEvX777PNaW1uL5tIJL168h/cqbxGEmU1Lmnb3VUnTZlZsWj8vSWF9Y2MNAHAkyawBdvd1d79gZqOSNt19s2mT5yTVl21Kms7q3AAABoG5e7bCpGc7HR7y2bh8SdKSu6+HbT4XU5jZgqQFSZqYmChVKhWNjIxISnKaTnWtVtPY2Fjq7XtV48WLd7i8s7Oz1yU1DvxfbhmrunvmL0lLkuabli1KKoe6LGnxoGOUSiXf2tryOmnqarXa1fa9qvHixTtcXklVT9EWZpkBL4YerJR80TbWtMkVSaOhLkpayercAAAGQZajIJYkFUO8MOqhO25mK+4+5+4VMzvXsH611UFiG4aGFy/eofTmaxiaJ1+61b9kW21YPtdQX2he3+I4UQ1Dw4sX7/B5lbdhaAAAcD/cCZdBjRcv3qHz5iuC6BVEEHjx4s27V0QQAAD5JroeMBEEXrx4I/ASQTTXMV3C4MWLN16viCAAAPINDTAAwICILoIgA8aLF28EXjLg5jqmDAkvXrzxekUGDACQb6LrARNB4MWLNwIvEURzHdMlDF68eOP1iggCACDfRNcDJoLAixdvBF4iiOY6pksYvHjxxusVEQQAQL6JrgdMBIEXL94IvEQQzXVMlzB48eKN1ysiCACAfEMDDAAwIKKLIMiA8eLFG4GXDLi5jilDwosXb7xekQEDAOSbTHvAZjYv6Yy7z7VZ/4mkqqQVd7/QZhsiCLx48ebdm78Iwt0rZnbmgE1ecffVDscggsCLF2+uvYo0ghg1s+KgTwIAIAvM3bMVmq0cEEEsSHpT0qK7f66nHNYvSNLExESpUqloZGREUnKZ0Kmu1WoaGxtLvX2varx48Q6Xd3Z29rqkJLdIWHb3ZTXj7pm+lOS7nbZZlDR/0DalUsm3tra8Tpq6Wq12tX2varx48Q6XV1LVU7SHuYkgzGzBzKYHfR4AAFmR9SiIsqQZM5t390pYVo8k3pRUDCMlVF/f4hiMgsCLF2/evbkcBbEq6dGmZXPh546k9fBq2fiG7RgFgRcv3lx7FekoCACAoYEGGABgQEQ3FwQZMF68eCPw5i8D7gVkwHjx4s27V2TAAAD5JroeMBEEXrx4I/ASQTTXMV3C4MWLN16viCAAAPJNdD1gIgi8ePFG4CWCaK5juoTBixdvvF6ljCCia4AflFeXLmtv7xd6pzToMwEASIiuAe42glj6q02VntzV/v6+7txxbW9vq3pjV2vXPtaZ5w/ed0gvnfDixUsE0ZpuI4jSk7v67jubeuzXR/TwQ6b3d6XvvrOpN14q5voSBi9evPF6lTKCOPKjIGaeKOji6Sn9/KM9fXTrVzp7aUMXT09p5onCoE8NAIacI98AS9KpyXF9+ZERbf3fO/rDf/KETk2Od94JAKDPRBdBPMgwtOqNXf3dp7c1/mum/375mv7x+Bf0VEMHOKcZEl68eOP1kgFLUvVGkgF/9bEv6eFffaZ/8/Vpnb20oTdeKurFyfxmSHjx4o3Xq5QZcHQNcLf89MNbunh6Sqcmx7W2tqbS5Lgunp7S5fdu6sVBnxwADDXRNcDdRhBff+a4CgVpe3v77qXE0wXpy88cz+xyJrJLJ7x48RJBtIY74fDixZt3r1JGEEMxCgIAII9E1wNmMh68ePFG4CWCaK5juoTBixdvvF4RQQAA5JvoesBEEHjx4o3Am78IwszmJe1IKrr7crfrJSIIvHjx5t+rvEUQoXGVu6+G38vdrAcAOGpkmQE/J2kz1JuSprtcDwBwpMgyghht+v03ulwvM1uQVO/W7504ceJDSfXwpZCiHpe03cX2varx4sU7XN5nzKyqeyy3jFXdPZOXpEVJ5VCXJS12s77NMZe7rKuH2PcwNV68eIfQ2+mVZQRxRfd6uUVJK12ub8WPuqwPs+9harx48Q6n90AstNiZYGbnJK1Lmnb3C2HZirvPtVvfY3/V3Wd6fVy8ePHifRAyHYbW0KiuNiybO2h9j2k5tC0D8OLFi/dzZNoDBgCAe3ArMgDAgKABBgAYEEPRAJvZqJlNm9m8mS0O6Bwy9Ta83/mMvfNmVg5jtrNwrbRY1ld/szerz1er99uwLlNvFp+vQfx92/0t++UdigZY0jclzbh7Rbp7Q0dmhNuqi1k6Jb0e3u+YmWXiDu9z05PbyTfNrK93M9b/ng3+TG5nb/Yqo89XC6+Cr6+frzbevn++Wvx9s/h8fe5v2c/P1VA0wO7eeBdKUfduee474cOZmS84FyRdMbNieO9Z+auS3gr/YxTdfT0jb52B3M7O5+vofL7a/C379rkaiga4Tviw1ur/kmVEMcMPaJ1JJbdy18xsycyab/PuC+6+I2lJ0luSSlk4m+h4O3s/4fPVX7L8fDX9Lfv2uRqqBljSvLufyUpmZuWM/2ds5Gr4wK7p3vwZfSVcmq26+6SknazzZyVTmY5l7GyEz1cfyfjz1fi37NvnamgaYDObb7j7LquZ1mohuJ+XVMzQe6WhHlXyAcqC6YbLwu8p+8bwQW5n7wl8vjIhk89Xi79l3z5XQ9EAh385F81szczWlFHD4O7roYcyps9fxvTTW5E0Wv+ywNtMbt8HlsOXFmVJ3+y3N3hmGr4kqShpiMqSRvvVO2z2ZvX5avF+M/l8tfnv3PfPV7NXGXy+Wv0t+/m54k44AIABMRQ9YACAPEIDDAAwIGiAAQAGBA0wAMCAoAEGaCLc93/oIV1hiBgPl4W20ABD7gmTo6yZ2bnQOC40zrdgZkUze6vFfuVWy1Mw1ovbXMNwpcyf4ADxQAMMuSc0hptK7oKq1Md/1hthd99091da7Deou8QAUkEDDLHypqTz0t0ecuP0kOfCsnLDspXQex4N6ztOLRi2WQk/673vcn3+g07r+/bO4chAAwxREuYhKIZ6XeF22HDX1GZYVn/Ya1nSmXBH0+tKetKr6jChS9imGH5WwjFWlcx/MNNpfa/fMxw9aIAhSkIPs9UsYHP15e5+XkkjfUb3btWdVjKH7bSSmbU6sd6irnWxHqAtNMAQK9+U1OopEFcV5mIIjXQ15MOvh/Ur0n25MsDAyPSx9AAPQn0CbkllMxvTvehhuWH9dJgg/IKZLZpZTVJ9MpeiksljFt39fMhr64dv+0Vd43HDser1nJLpEGsHrT/o2AASk/EAfA4zW+jVTFu9PBYcPYggAAAGBA0wwOep9ehOuHklzzEDaAkRBADAgKAHDAAwIGiAAQAGBA0wAMCAoAEGABgQNMAAAAPi/wOwIDoijl/KpwAAAABJRU5ErkJggg==\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(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": 1019,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[9.87619048, 0.3994327 ],\n [8.12619048, 0.37955099],\n [0.63333333, 0.16523192],\n [3.41904762, 0.28934205]])"
|
|
]
|
|
},
|
|
"execution_count": 1019,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"thick_rates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1035,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"dists = np.array([5, 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": 1064,
|
|
"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"
|
|
},
|
|
{
|
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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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Av99PeXn5YfbQ0FBS74Lnn3+e8vJyNmzYwDe+8Y0p4QUhd8IJSg5Pbndx4zN7uWHdTnYe8Gat3p6+cW5Yt5Mb1u3kN28MJi8gyBq2bNlCd3c3K1euZMuWLeHNxMmOkjoJJxJE8UoB+eSNDMLuaLLz3qMrM5Ygzp5Xxfj4OIYRDOY+Pj7OhQsbUm7bZJEgQgcsrGzCQXC2G0qPZRuGkVAuOOWUUzjxxBM5cOAA8+fPjxvRLNL+7W9/y6ZNm7j//vs599xzaW9v57zzzhMJIlcQCSIze7JIEPGCsEfnSUWCWNNWx4ULG6irCwZzN4z0pIPJIkGUlZWhlAp/j0yL/r1hGDFlh0g7XoSyaHvbtm0cd9xxSfM7nU5eeOEFvvOd73DGGWfg9/u54IILktYvEoRAIBDEwcqVK+np6QnfUBHCqlWrJvz8xBNPcM011wBBv3pHiV7+V1IzYJEgiksKKBSvlaV9qhJEqvWnyputz57ILmUJ4tZbb6WlpYX29nbq6uo4ePDghPy/+c1vJoSp3L9/P/Pnz8fn8/Hyyy/ziU98Im8eESJBiASRlj2ZJIhkS/tUJYhU60+VN1ufPZGdTQmiqqoKr9draQDWWqN18AqNeBJEdXV1wqX9Zz/7WXbs2MGmTZtwu920t7cnzf/jH/+YI444ImEQ9lzYJR0LQiAQFD+OPvpoILsn4RLB4XCEY/SuXLnSUv5rrrlmAm8poqQGYJEgiksKKBSvSBC5lyBCkHCUyXlFghAJwpItEoRIEPFsCUcpEkRSyAy4uGaiheKVGXBuZsCGYaCUkhlwCrx+v19mwDIDtmbLDFhmwPHs8fFxBgcHmT59OmVlZTIDtsCrtaavr4+ampqpMQMWTF08ud3F+tcOYLOVs/OAF0eTPXmhPLUH4Ox5Vaxpq8ta/nyjvLyc/v5+XC5XyuEotdbhSzPjBePJhT0+Pl5w3rKysox8kEtqABYJorikgHzyWjl+HGnnWoKIbE/k0eV4vPHyF8tzHh0dpbq6mrKyMjweTzg2cDJ7dHSUkZERjjrqKCD4njc0NOTF3rFjR1Hwhvq2SBAp2iJBlA6vlePH0flzKUFEtify6HIi3lj5i+05p2rbbDb8fn/B+1ER8spRZIFAIChmlNQMWCSIwksBheJN1aMg1xJEojrT5S2G55yqPTo6WhT9qNh4EQmiNJYwIkFkz/MhOn+uJYh4dabLm6ktEkRR8YoXhKAwiN7xX9pkUKLBqgSCnKKkBmCRIEpjiRq94+/xwBqRIESCyLJdzLyIBFEaS5jJKEFE7/h7vV6RIESCEAkiBsQLQiAQCAqEQlxL3wg4zK/lWuubzfTVwADg0Fp3xCkrEkQJLFHjLcmzVafV/CJBZF6nSBDp8VLEEsQVAFrrDqXUcqVUO9Bnpm1USrUrpVaa19dPgEgQmdn5lCBiLcmzVafV/CJBiARRQN7i9IKImt06gA3AKuBRM80JLAMOG4AFkwfFHhtBIMgHCrYJp5RyAH3mrPfyqF/PiJG/HWgHmDNnDl1dXUBwOdDb25uW3dfXl5V6MuHt7+8PLxsT3SaQDdvtduN0OnPO5fV60VrjdDrxer0YhnEY79Nbh+kdMphXb2P3kIHH42F507ilOq22IcQb3Z5YdqpciepMl7dU/r6Rtt/vx+fzFbwfFRsv0KyU6uQQOmJJq4X0glittb7etAeApkSZzcZ3ACxZskS3trYC4HK5wtP+VO2uri6yUU8mvNu2bWPmzJnAxPgGubCdTmc4clMuuaq6g7EOHA4HVd1BL4ho3qrunRxX4Z8QGyFR2yLrtNqGEG90e2LZqXIlqjNd3lL5+0baHo+HwcHBgvejYuMFXFrrNpKgIF4QSqnVWus7TXsZ8DLQaP46JEsIBALBpEYhvCBWAncopW41k27WWj+hlLrJ/F1jrA04s6x4QZTALrkVL4hUvQKseg543f3U7P09nxv6NfVGHzXPHYlhXBcsOzQkXhDiBZEXXorVC8IcXBfESL/TNONuvokXRGZ2ob0gghtvfdhsQzj7fDia7Gl5HcTLU7v1Pmq612LzjdCganlbzWba2MFw2Xl/uoV/8QRYV3kxdXUniRdEFmzxgigxL4hMIDPg0pghxZsRxguqnvEMeGQEAH/9Inxz3ofHcSH/tHUOI+Oa/36/A+OZvQT8fjzTZtM6/jTvGf8jfVvexfCfjhFIPDu3+hllBlycM1GZAWcRMgPOzC70DDheUPW0Z8C1tdR1fR/fyCCj53wF6t6Ha+Zi6urq0Nt3onzeiLIw+v5/558PfJjPu79DW+ed3FhxFndXfVpmwBnYMgOWo8iCqQitqfvLt6nbci+2cTdobamYu6ye22r+jaHlX+BY/07KtJG8kECQI5TUDFgkiNJYolpZksfLb6VOgPotP6Bux8/oP/Yydp34OaqHhw/LH1cKCMDfjr2KL+04DW/AjntoEAIGnjFfWu0RCaLw/ajYeBEJojSWMFNNgsjGplft1vuo3/EzRhZehvfsr1M9PBIzfzIpwCivweb3MbfzGyhjnN2nfU0kiBRtkSBEghBMMRi1RzKw4FIGz/oaqAxfYaXwNZ9E1VvPMbP7/6VdTU/fODes28nOA97M2iOYUiipGbBIEKWxRM2ZBOE3cLvduGefjaeujeoRT8L8VqWAd1ouI9C3i6Ydj7B3znIMoyUlCeLseVWMj48HT7c12VnalFh2EAlCJIgQSmoAFgkiM7uUJQh7meLro7cxe9/leE5YbakNqUgB3rP+jaoDWzli8200V38Xl63B8mdc01bHhQsP5Xc6nSJB5MEuhv6bIL9IEILJg6u8D7HE/39oW2VuCGwVvP2eb6Arapll7M8Nh0AQhZKaAYsEURpL1GxLEJV9r/MR7zqes69g3pz3g9ttqQ0peyOUz6Tnwsd47dl3MjoYEnrOIkEUXgoQCSKLEAkiM7skJYiAwZF/vIMhVc+Pq67m2ym0IV1vhMqyv3Hh6NM08gmMuqOSfsboNoSes0gQRSEFFLUEUVIDsGDqoXp/FxWuV/nv2hsZKavJC2dDYJArRx+DP+2l//wf5IQj5DUBwdm0BKafmiipAVgkiNJYomZVgqg/Gf8HH+L3f6pMadmeyYGI/TTycMVqrun9Xw6+/hs801sTfsZ4zzkeV6TXRLCuAOCnp2+c8fFxLlzYkNbzFwmieHgRCaI0ljAiQSRId++D6noqZy/FVr4TjPzdCferqov4ePVLzOn+Dp4LHqY2ixJEtNdEKCZGKDB9sf99Jz4HkSDEC0Iw6VDxt05mPbyKmn1/KAi/X9kZfN9XKXfvo+m1nxakDYLJj5KaAYsEMUUkiJERjvnTN/FXzcRVdxJVaXgOZONa+oN1i9CnXE9/w0noFGSTZBKEleeWzvMXCaJ4eBEJojSWMCJBHJ5et3sDVQdfpf+c/6Kqviktz4FsXUvvO/Of0RF3ocVrc6znnKrnQ6beESJBFBWvSBCCEoQxTvO2e/A1HY/3uIsL3RoAysYGaHjxNmwDbxW6KYJJhpKaAYsEMfkliGmu/6Pc62Jf2014RjxpL8+zIUGE0sc9I1TteJKA+x3eXvbVpO0RCYK82MXMi0gQpbGEEQkiKr3uvTgvfprqmcdQFy+PxTZkQ4IAcHMUw4uvob7rbppO+Dvss98jEkS4zSJB5P0ghlJqvtZ6VzplM4HMgCf3DNj7zpv4q2fhCVRipBExLTp/tmbAHo+Hd1ouo3r7QzR1/4C3m0+RGbDMgBPmIRszYKXUc0B/dDKwFDguUdkk9a4Grtdar4pI6wc6gQ0RNyRPgMyAM7OLeQZcpd3Mf/ZTeBd+lH0npXdPW3T+bM2AAWrr6hhZeh0Nf76DGSM7sNnq47ZHZsBFNRMt6RnwHVrr56MTlVJLk1WcCFrrJ5RS10clX25eWS+YgvjQ2G+wjQ3gdZxf6KbEhefENQRcb2JUzwJGC90cwSRAwgE41uBroicHbWlUSjm01s5Yv1RKtQPtAHPmzKGrqwsILgd6e3vTsvv6+rJSTya8/f394WWjz+fDbrfnzHa73Tidzpxzeb1etNY4nU68Xi+GYYTtUHpkfuU5yKWjT9E3o403hmvx9b+dsE6rbYjFG8+2zHXUx7G7fAnzhJ6zFa5MPmOh/r6Rtt/vx+fzFbwfFRsv0KyU6uQQOrTWHUTBkgZsznjXAJpDEkS2pypNQJ9Saq3WOnp2jNn4DoAlS5bo1tbg+XyXyxWe9qdqd3V1kY16MuHdtm0bM2fOBA4dSc2V7XQ6cTgcOeeq6g4eqXU4HFR178Tr9YbtUHpk/o/+8WHqGebAWTfimOVIWqfVNsTijWenwjV9fB+f0E/xSOXqmHlCz9kKVyafsVB/30jb4/EwODhY8H5UbLyAS2vdRhJY3YRbCayN+jmrCP13UEoNKKVWa62fyDaHoAihNWePb+Ll8mUcNevUQrfGEqbteZGPeR+i23YKsKjQzRGUMKwOwF1a67AXulJqQzYbYcoLnVrrLUnyiRfEJPSC+FLtnVT53Xw5ix4C2faCiKz/nWMuQr98H1d4H8ftPi/ucxYviMJ7I0wWLwillFoLbCE7XhArgbaIme5jgMP0jiDe7Fe8IDKzi84LIuCnrqYKo7yGQVWZVQ+BbHtBRHtE/GraRfyd90H2j7+Nf8bCCXnEC6KovBHECyIaprfD9IifBwgO7lsAkR6mCBre+hXNf/0Z08tvY3NfVThAea6DkkdeIe9osqdVxzPTPsRHvOuo3XofA+fdleUWWsOT212sf+1AOJj70iYDUwIWlAjS9YJoAbqz35zEEAliEkkQAYN5r/4Mf0Utp8w/inf9QxhG/KDk2ZIgoq+Qf+/RlSlLEABDeho/r7iEC6bV4h4awuP1Hvaccy1BrH/tAG8eHOPYGcF/Kh4PrBEJoih4yeZRZKXUecDNHPKC6AF+bqVsNiESRGZ2MUkQ03qeYdrIXvrO/H+scczlwhMSByXPlgQRLxh6qlw2WzmPVa9hxXsXBY9MK5V3CcJmK+fYGfDDKxZxw7qg14dIEEXDm9WjyC1a6w8opRrMn2WhI0gfWlO39T7G6uYx2pJ1h5r8Qmsq92zCM20+RAxOAoEVWB2A31JKfUpr/SOl1I0EN+ZEgsgC71SUIPw9m7Af/Cu9S25kdHgkblkr6YnakMz7wkr7k+UZfecNjnj2BnzHXslg1T9PeM65liDiPedU/16Z2CJB5EGC0Fo/r5RqMX/cSFADzjtEgsjMLhYJonzB2Rws/wFjjYstL8OzJUGk2v5keaYdcQKjLR9g5q6n0e/9IrqiJq8SRKznbKVstmyRIPIgQSilnsU8BkzwxNoaCqABCwqD6N32jL0UVBlj81eEr/kpZlj57MOnXsNM53qqX3+ckVM/WYBWCkoVViWIDuBbSqkerfWtSqlctikuRIIojAQRvdue7Or0RBLEdSP3Yd/soO/Ef0hpGV4oCSLeZ59QZ9V8ps1YTPX//YR35l0iEoSJYpACJoUEAWit9RVKqfPMwxnPAfFc1HIGkSAys9OVIKJ325NdnR5vaTyHPi70PYtX/0O4TLFLEPE+e3Sdgyf9A1Vd32K67ueASBB5sYuh/ybIn9U74RYopZZorZ/XWn8AaE5aQiCIwkWjT6FRDJ/88UI3JesYOfI97L/qWfyN4iAksA6rM+AtwKBSagnBQDw/zF2T4kMkiMJIEJkspUNL45GD+1g5uoFN5e/laF0LbndJSBCW40h4R0GVoYwhyob/hts9UySIIpACJosE0aC1fksptRNopUB+wCJBZGZnIkGku5QOLY1n7/4VVYzyVNWl3JLGMryQEkSk3dPn4Zbn3sHZ58PRFPU8a2tpfvIKZhrleE99WCSIHNvF0H8T5M/qQYxBpdQKoFtrPaSUcgBbLZbNGmQGXLoz4P7pS3h62lX0cExas8BimAFbOcZsP/IcZm77AYO7uzCMapkB59AuZl6yPAPuA64ArlNKXQa0IUeRZQZsMb9SPuzzT2ddVxO2FDbwrKQnqifbM2Arx5j9Sz6Bf/sDzHrzUWy269J+bum0U2bARcWb1U246QRd0VoIyg9rE2cXCIJQOsAnxh/FNtibPPMkgK6s592jzqeq5zfMMA4UujmCIofVGXBjMWjAIkGUngSxZKiIE1EAACAASURBVOwvfMz/c97evQTDODntZXgxSBBWn9vBIz7EkXt+yftGf8fj9ktEgsiRXcy8ZFmCKAoNWCSIzOxCSBCXjT3FfjUDTroU245dKZW1kp6onmxLEFaf24G6Izlw2c956rdgCxgiQeTILob+myB/Vjfh+ggePy6oBiw4hKwfD85Bnfb92zjJ/yod9o/z4TLrgc9DAdMhOMuz2cozCp5eCPibjge1kzJtFLopgiKG1WA83RyKfrZOKdWVuybFh0gQh+xUjwdDcgnCyrHbVJbS07o6GFY1/Ma2gnMslo30NAjWFQDiex0kakOhJIjQc17heYaPjD7F8MBjIkGIBBETye6Ee1RrvSbibjjIwp1w6UIkiEN2qseDIbkEYeXYrdWltNLjlNXN5ulplzCqqi2XTeRpEMvrIGEbCiRBhJ7zwfI5HK3fZuCdF7DZFlt6biJBlFb/TZA/KxLELeb3m81ZMJD5nXCCyQ+tyhh831d57N2dEHFdz1TCNvsSemwtHLPtAZTtu4VujqAIkexOuLfM79HB13syITVvP75ea70qKm0AcGitO+KUEwkig2VyMgkirSO4Meqp9bmY7Xsbt/vojKSATOxikCCMgMET9ku4efB7tFa/xJ9sy0WCyKJdzLxk+U64pQQ34UJ3wi0FzrdSNha01k8opa6PqH+1mb5RKdWulFpp3pwcXU4kCNJfJluRIJJd326F62Lfei7zPs4BzshICsjELgYJwmYr56XK9+K3P8Fq75Nsrj1dJIgs2sXQfxPkz6oXxEomHr7I9kVey4FHTdsJLCN480ZMvOsezzK9IB3E8pq48tQyPjj6a/5sP535dUcBOwvWvt1DRsbXz2eKnf0GtzW088r4tILwC4obVgfgrpAcAaCU2pDldjRG/TwjOoNSqh3zVo7qOS10dQUdMcbGxujt7U3L7uvry0o9mfD29/eHl40+nw+73W7J9nq9aK1xOp0T7ERl3W53wjzx6oxnP711mN4hg3n1NnYPGXg8Hi4depgj9AgPl13EGjO/YRgptTMb9tImg+Fh8Hq9HF0LS5sClnnTebaxnvPSJgOPBzYbC6EWTk/ShlS5otsZes65fraRtt/vx+fzFbwfFRsv0KyU6uQQOmJJq1YH4FuUUmsJhqXMhRfEAMGrjuLCbHwHwPRjTtCtra0AuFyu8LQ/Vburq4ts1JMJ77Zt25g5cyYQf8c/ll3VHfRScDgcE+xEZZ1OZ8I88epMZB9X4Q97TZT5PRyz72m22pfQW7UonMfr9abUzmzYDgesSPJ5s/lsYz1nhwPWmOllI/upfvG/GK2/Hn/zoqS86bQz9Jxz/WwjbY/Hw+DgYMH7UbHxAi6tdRtJYHUAvkNrHb4BIwdeEC9zaBbsALI9wxbkAccYe1ABH+uqVhe6KUUHXT6NmrdfxG5T9K8UjwhBEJbjAUf9rJVStwOPaq1TPpKslFoJtCmlVmutnzA35W4y0xtjbcCZ5S4CLqo9YoF4QRSBF0S0vUO18ObFT7PtOVfM3fl8ekFY+bzZfLbJeRVq/qXM3vkQo/u24ymfmZA3nXaKF0Tx8JLlWBALlFKPAc9prX8E3Goe0LiMNGJCmAPs9Ki0O00z7uZbyAti+jEniBdEEXhBRNqz6MdVVk/t9FnYygfBOHx3Pp9eEFY+bzafrRXe4ZM/ziznOubsfAhf663iBZGhXQz9N0H+rHpB9Gitv6WUWqKUaiAYGwKCHguCEkPW40joAF91/wf7yo4EfpKVNk5GGNOa8Cy6nJpXH6b8hE9CXfxnnotYH7nAr14fYMMbfdR2vgTAecc20H5ec5JSghCsDsAzlFIfJegutpFDXgoODsWIyDlEgsiOBJFqzIdkNq89yTHGHh62X8alMfKIBHEoz7sLrmC6z8AzHsCfIOSmlVgfxSBBbNzRz1v9fk6o9LHjgIfRUS8fXTwLKA4pYFJIEFrr+5RS5wHfJOitcLNS6pvAI1bKZwsiQRyyM5EgUo35kMhWepyZrz3AHttcXqp8Lx9PsDSe6hIEQFXdbEZnf4WKGHEtonmTxfooBgmirMxGy3TNzz93NmvWvoTP5ys2KWBSSBBEeEEMKqXma61vSVggB5AZcHZmwJlutkXaZ479CftoD49UfxFfQMXMIzPgw/OU9f4R2+geBhZemdImaKJ2FmIGHAgYBAIal8uFz+fDMPx561PF0H9zOgMu1mhoMgPOfAac7mZbtH2u/0V8jQv4c9lZ2AI64cxMZsCH7Or9v6fB+StYeCFU11t+5onaWagZsNaa5ubm8CGNIpuJlvQMWKKhCRLimzU3svaD0wk856Gnz1Pwo7/ZQigofK4+y8ETr6bB+StquzsYWPqvlstFbs6l2rZS2dibSrAUDY2gz247wXgQbxHlQpYviARRRBLE4AAVfjfDgUoGqOfseTrmle2lKEFYuX4+Y15Vz8CCS2h8Yx3+uR/BzQJLzz9ycy7ec47Hm04Qf5Eg0uMly37APeZG3FKt9aBSymKx7EIkiEN2oSWIWe/+jo6hb3JT7X9RV3dS3EDqpShBWLl+Phu8Y8tvgJ6nOKrnYTwtd1h+/qHNuci2WZEg0gnin8wWCSIzCcLqtfStSqklwHTzcs5lFssJJiHKtY+6zu/jKmvmnbLZhW5OySJQOwf30usZm5737RRBkcDqDLgDuJXgwPuc1vqu3DUpPkSCKA4J4sLR9ZSPvc1Pa76KP0DS482lJkHkk9d9/CfweDxUp/G3iKzHigSRqXeHSBDWecmyBHFdIdzOoiESxCG7UBJETdk4V46vY+zIM3hltDV87XqidpaaBJF33oDBrLc3cEKgktdtjrQ9IqxIEJl4d8SyRYLIjx/whCPHSqkl6QThyTYe2rybJ17eFf7DF+sxyOh2LmnyY0azK2rE8gQ4c+wlGvUQB077AvyhMHsBkw0qME79X77L1b6Z3FzzjUI3R5BHWB2AP62UuoPcxQO2hGgJ4omXd/HG/hEWzqpJ6xhkvpYw0e0cGlJcV+QSRDxPgI32c9hRPZd/rGrBMPYm5RUJwkLZcc2Bkz/Fope/Sdv4X3C754oEUUT9Nx1esixBRMcDPs9iuawiWoKw2+0snFWT9jHIfC1hots5POwuegkilidAg92PzVbO7orDl8mJ2ikSRHI7sPjv2Nv1P1wz9j+UVX9MJAgL9mSQIJJ6QSil6kODr1JqqekFkdGtyILSwzTXdmY/eC5Lx7sK3ZTJibJyflxzLUcH3qbm1QcL3RpBnpDsKPLLwHWYMX+11t1mOMqNBCOj5RXREkTkkied5U++ljDR7Qwt2aB4JYgJZXWAozu/hWGv5dWy41PiFQnCetmXbUv4pf2DLKk8SiSIIuq/6fCSJQnim1rrrWbg9enARq31LjMSWt4RS4IA0l7+5FOCiLTHxkaLXoKILFu182lq+v9K/zn/xfj2OmwxoqclaqdIENb/pvfVXMcPFy7Ctn0nIkEUR/9NkzcrXhD9AFrrdUqp67TWuyLTixWF8o7IFm8xndlX427qN38bb9MivMdfAttFfco1lN/LVZ7/5WXbUiB44i3XsSnyhVLxXMoXkg3Ay5RSodsvGszTcBA8kPHb3DUrNqxKEFa9I7K9hInHm6oEkU4w7lxJELV7NqNG++lt+zpqeCRlXpEg0pCVhoY4b3QjreovuAfPsRSbolQkiEw9l6aaBHElQa035PB5mvl9KZD303BWJQir3hHZXsLE401VgkgnGHeuJAg1+2L2zz8DZVSlxSsSROqyUm3TbH5U087Nw99kyPk4a9rak8amKBUJIlPPpUh7KkgQ10WGoQxBwlFOARjjVO3vhrqzCVTPAnOmJMgP/lz5Hv44dibv2fIDRltWgm1m8kKCkkOycJQx73uLl54JlFL9QCewIeKG5Og8liQIq94R2V7CWG1PMgkindsQsi1BzHjlPo7cfh+77A8yNv24tHlFgkjfs+Xeims4w/cqNb/7KvvO/HbSsqUgQWTquTTVJIh84nLzuvq4SEWCiGWHkGgpEdwk2Ifdvh8IvjAhO3rDIJm3QzzbigSR6m0IITu4gdeHzTYEHNrAe3K7i6e3jlFV9Q7OPh+OpvhyRNPobma89hOGjvkAFccsoyKKt6fPwy3PTawnsm3R7dzjHrWcP5t2qUoQIXuIGQycdQdG7ZFU26stSz1W609Fgoj3XqUjQcSy4+VPZE8FCSKfaFRKObTWMa+6NwPCtwNUz2mhq6uL4WE3gYC2bEPwv1dvby8AfX19h6U/+OJB3ur30zI9+GgCAc3Y2ChvDfgZGhqitdF7WD0h22p7fD5/mLe/vz88CwkO9na8Xi9aa5xO5wTbSp6ntw7TO2Qwr97G7iEDj8fD8qbxYPqgwTy8HF0LS5sCh5X1er1UBEapefZLjNvr2Xb0x1FRvEubDDwe8Hon1hOZJzr/8LD1/Nm03W533riywRvrb/pX/zEwAD7f20xTPozy6rhlDcNIyGvlvYpnx3uvxsbG0Dp5X0vWR+LlT2TH6r/5sK3wAs1KqU4OoUNr3UEUimkAbgL6lFJrtdbXR//SbHwHwPRjTtCtra3UdgZFfKs2gMvlCv+X6urqOiy9tvMlTqj08fPPnT0hPbRhEKueyLJW2jM87A7Xs23bNmbODOp7oc2Vqu7gxpvD4ZhgW8lT1b2T4yr8EzbwQunz8PLA35+asJ529wNUje7j4IceYFb9wsM2fhwOWBOxCeROYjscsMLpPKz9+bCdJcab6O8+bdNt1B3o4sClj+L2jscs6/V6E/Jaea8SlY31XlV2vo5h+JP2tWR9JF7+RHas/psP2wov4NJat5EEVgOy5xxa6w6t9QAwoJRaXej2TFU4bfMZXvYZxo86o9BNEUTAM+c07H1vUL+5IKG4BTlCUcyATXmhU2u9JUm+nG/CxcufyQZDPjfhEtmxNmkifU8Nw89vylexcuEx4HYXfFNqqvEm/Ls3LqF64VU0vfq/lNcswr1g1WFlc7kJF6+sbMJNjk24xwBHaOartX4iVqZ8bMLFy5/JBkM+N+ES2bE2aWy2cir0CC0vfJr3+T/Ai+WnF82m1FTjTfZ3H33fLYy7tjK/+3Zc85diNLZMKJvLTbh4ZWUTbhJswpnSwxbzK+bgW4rYccDDmrUv8drfhjiuuarQzYkNrflHzz3YB7cyVndxoVsjSARbBf0f+D7Tf/lJbMN/Cw/AiZDJNfaTCdFHoCM3GrNxHDq6fqsoigHYKkpJgjjv2AZGR734fD6Oa67inPk1RSlBXORZxzm+P3Dg1M/y8u7FOfHTLTUpoFC81iSCet4+9ydU19ZPkIni/X0TXWM/lSSIyCPQoc8DZO0ih+j6KTEJwhJKSYJoP6+Zjy6eddgOaTFJELPe/T2fHP0f/mg/k5bTP4dt35sxuTK1S00KKBRvqhJBzSs/w+h7i9Gzv5pQYop3jf1UkiAij0DD4d5NmfJG16/+MbvX0gsmIcoPvs5fy0/ku9WfByX3u5UabMN/o+mNR6jrurvQTRGkiZKaAZeSBJEoT8ElCB3A4x3l7UXX8dVdKxkNlOf0qHCpSQGF4k3VS8F90qdpHtzPjC33cNG0YR5VFyZ8T6ykp9q2UpEgMunXVnij60EkiMJKEInyFFKCmDGyg4bff5W9Z36DytlLCZRXpxRgPR271KSAQvGm46XgOvMrVJdrrnH+DK+9nLq6G+PWaSU91baVkgSRSnqqvDHqKR0viKmGtwb8rFn7EgCtzQH+fmbiSFehYNyQWXD2VmMrTb/+LoHaOQTstYfVP5V3yUsWZTb6V9zBK3sOoghktepCeVAUQ9D2fLWhpAbgySBBnHdsA0NDQ/h8PnYc8OB2Ky45Of7yMDIYd2Rw9lQliDO8m/ji2PcYb1zA3nP/G3dgGn53/OvnI9uTqV1qUkCheDM5KPGf1TcxOu7nPLebisEePOWzDqszHle8Oq14UORCgsjFhQqp9utEbRAJooQliPbzmmlt9NLa2sqatS8xMjKccLkXeT18ZHD2VCSIma4/c7Pn22wvO4EZl/yU6sp6DHM3PNb188WyJJ9qvJkclCgrr0D5DBrUCLM2XEvzrDaGV92VkQRhxYMiFxJELi5USLVfJ2pDNiUI8YKYAhidexYPVX2MWyu/hK6sL3RzBDlEoHYO7uVfoPbtPzLz56uZ748ZXFBQJCipGfBkkCAieYMeEdaXh6nIDsbO3/LlwR9x+7Qv4Pb6eKRyNeNj4yW1JJ9qvJnGagh5ubjnXcK7ZXNo6fo63/TeREfl1bjdR8flstKeeOm5kCAy6b9WeFNNj84jEkQJSxCRvHa7nfHxMcvLQyuyQ03ZOB/3/Ji5LzyLrexIZqu+CV4QpbQkn2q8mcZqiPz7uueezsGWX/DOI5/DoXvTliCSvYe5kiCS5YHcSxDx8ogXRBbw0ObdPPjiQWo7g94IobPhRR23IQF6+sZ47KEOvuv+GbNUH8OnfJIv7PsQ210Gb5seDkfXJq9HMHkQqJrB1+q+hjJGuRuwv7uVGc4X8LUFx4VseddEIhT/BLIfbyES0f03Vv2RngzZ6tdWeFNBSQ3A2ZQgnnh5F2/1+zmh0gccOhseGbchMn8xSxBnz6tifGyMFaMbcJc3snHeLSw/+RzOsA8y7BsMezgsbcrffWylLAUUijdbEsSE9ICBEbDhdrtp3vksM177Cf4dT/D5mVfxvfr3HeZdE6898dIjJYjI+CehfDAx3kK2JIjI/hvPUyLSkyHVfh2vDfF4RYJIUYKw2+20TC8/7Gx4tJ2snlTzQHYkiMoyzZnjv6dl42+5atV/c+HCedTbO9CVDSwfHonp4eB0OktqST7VeLMpQcSqc+x9N9N71FnM2b6Wc/f+gPdVPcbIkhu4+q/Lwt418crGS4+UIOLFP4n0IsiWBBHZf+N5SsSL/xCPy0ob4vFOCQkimzPg6CPB6Yr4qeaBDGbAfh/zfT1M2/QYHf3rma4HGCtvYczVi6eqBaqrwTcyaWaEU403JzPg6HqqFzB6zvepfucvNLz6M8aH+zEMP+V+D4E3nmVkzml4Rsdjl00yA4b0Lyqwkj86T7LNv0z6rJULFRK1E5kBJ/8PF3kkOFae6PzZyAMpzoCNcco971JVN5vGMi/f8dyKbWcZm+2trLevpH3Nx7ArRbUF/91SmxFONd5cz4AnlK1fyd+OOJ262lpse97kjPEtHL3pOxiVjbiPOpuA41zq1WyGbNMsz4BDSGU2mUr+6Dyh/puLjfNEbY7FOyVmwMWIbAn9oWOfsxjgyL7XOaeqhxm/3I19/yuMzjiRgUsfxF1Wz3/V3Mx1l13EHb8+ENTYJIrZpELej4Wb78+f7adz8AM/oKrn19Tt/i0259P8lDKurV8LgG3gLSqG3VCzKPdtioPovnZMXXbf/UR9OfJyhWzyltQAXIwShBWhf4I9PkLZwZ0Mdu/lve4tzBjbS9Xvyli//0rePDjGVyrvZnnZFgJjZYyNLWRgwaX0Tz8Vv7ks3Vy2jDU+W8pL1NBnKKUl+VTjzeRYuGUJIp70EbDhmrEcZizHc+IQTd5dbHrxBQ4EGnG73cz5y/eZvesZdFk53+Uo9pYdQcWfTiYQuIBAQNP31v+hbRUMjh0625VtCSK6ry1tMrIqQcTry9GXK8TinVISxBFz513X7OnhJL0Tf8BPs6eG6TYv/VTRXGPjZL3DTK/mZP1G0K5ZBlWNKO9BZgy/zuLAa3gDXprdVaA1atoxzGhuhsF92Ae20mDUgQ5QMdhP/Xgt9bYqhqigOeCCfZ1UDvZTd3Aal4ztoKx2lI9fdztU1jL48mM0vPgA+Eaodx+kIjAKY0Ow+ufB5ckz36J58w8B+DwQQBF4+wjsFVdx7IxK5r//JlwBg77Ko6mdHtzV9cc4AppO5LJSW5JPNd5MjoWnLEEkyWM/4r38ontWOFLe2Gmf429zTqfWuxfXa1tpMXpp+NsAZWUfQmtN06Z/g11/oAmFqmqEqiZqZ57CtKt+it1u5wrPwzRv/jWf9PYzGiin+bUtnOU3+EP5mcF+8eqTVPYfoM4znbP8PYwbmubRhkNL+6FXaQv8H4sbA/z7B08FpXh1d394+b/I9yrNw5WgFOUjgzSWN3K0OsBe20yam5pg718o9wzQaJ8OELRnLMJut2PTfkLjycLpfm6/ZCkAfUYFTc3NtJ9TxxWz9tLYGPTjfP3112n21jCzbIgD1NNcX82Jeif+gEGzN+zrOXkliKOMvfDAB7gtlPAALJr+Ff5kOw32dvL1g/8STv96KM/bJ8CCc7Hv/TM8+3n+PZT+0+A32+on4KgW6Hmehl/+Y5grdHB3RvMPGeIocL4A628h9Kr+Qyij9yaorMU22As9v4WKapStCmqaoG42yh/c2ODk1TjHZ+BY/B4+/+t32T1axT1XLSGwbifgxzdrMQDanLEIBMUAf6MDt20muq6O/9wbjEnyw4+eAI+/Ecxw1hdh0cV4Xb1UMwqePgLmYAdwom87vLqPD3iHmabH4LewomIZf6g/M5jhuS9TN7gHgC+ECv1xO3BD0H78H/g3b3/Q/p/gt9lHnw/v/ygA/zH4ZfhJ0O2t0Sx+YfXFdFRfBwE/PHB+OD2c531fAM6nSnvggY8cGk/uD36rPONfYP4pMPwujesuD5c9AeCPcEb9Z/hlxYXQv4tvHPzihLJWUTQDsHkj8gDg0Fp3xMlzEXDR7COOYPDiH/C93/USCAT44ooWXn2xDMPwc3DaPO6u/zpGwOBfVjj43u96MQIB/qniaLTLxXDdIvSl/8O3f7ub0fFxvnTB8Wil6LPNwu9yoZpPw3vBT6itqwcU7hEPtfUN7N0whhHwc3DuBahPnMHQyCh1jU380y96GAso7vVNA5eLwZaPMrrkaiC4zGloaAjb2uWCqhbememjvvZ49uoA49predc7k11yKL0lufCm5kGRkQSRQsS0cPrw8CEviIZToeFUBpsnvvMN5vL8K7Vf4/6/O5X2R17D8Pu4/6pF3P7Y9vCyvewjD+Pud1FfW8N//PoNMMb59+XL8P0m+K4PfPgB7nhuJzrg45ZVC0Br9ux3g1n/12q/yo3nzQdgZGSEmpoafr1pOFh//wD2i3/KyMgwNTU14TzTjliI73Uv/oCdwYt/wvd+14sOGHzh3OBlpwO2GXhdLvCXMX7e3dRUB8vu27ePo446ij+/GAiOOUY1P6j/GoGIsnztstKRICKuo9+olGpXSq3UWm+MzhfpBdGw7CO89nLQD69h2dl4Xn4Jm8/HjLnH81rNwXB6KM+MuceF62loPo03Nr/EsHbTsOQDAPjDPoLNuKqbaTR3M/0uF9Obm2GTWf9RwQcccLmY0dyMr7IPw+ejOSKmbzpeEKkuFUWCEN5IO9sShNX0tL0gZh+JrujFFvLfbW4mUBvsa+9UGfh8PpocS7HbgyfOGk86G+eLVfh8PhpPDfr1Brq6wnW+xlIalgbTfS4XDc3N7P9LsM82z5wFMy8Np4fyNDU3Y7e/hA9oWHb+ofGk9VA9YZ/m8g+Gy75JFw2trQx0mmPCkfN5teb0CWUpMQliOfCoaTuBZcBhA3CxIBdHHAWCTLF7yMj60WJBblEsA3Bj1M8zojMopdqBdoDqOS10dXUxPOwmENCWbQgegujt7WV42I3P5z8sPZ4dWc+DLx7krX4/LdPLOaZOsbTJsFwPQF9fX7htPp8fp9OJ1+tFa43TGQwfGHmOPmRH5rGSP9p2u90p5c+WLby5513aZDA8DF6vl91DBh6Ph+VN4ym/V6mmj42NofXh/SvSTqdvWskf2Y+S1ZNq2+Llj8cbXRZoVkp1cggdsaTVYhmAB4CmRBnMxncATD/mBN3a2kptZ3DJYNWGQ8cRaztfYnjYfVh6PDu6zhMqfUmPMcezu7q6wvWMjAzjcDio6g5ubDgcDmDiDnjIjsxjJX+07XQ6U8qfLVt4c8/rcMAKkzcUuD+d9yrV9MrO1zEMf8J+lE7ftJI/sh8lqyfVtsXLH483uizg0lq3kQTFEpD9ZQ7Ngh3AhgK2RSAQCPKCopgBa62fUErdpJRaCTTG2oCD4jmIYTXmQyqxIMQLQnizxZvqe5K2F0SeY0FE54/sR9k4iGG1X8fiLfmDGFrrO00z7uZbscSCsBrzIZ4tXhDCm0veVN+TgnhBpBmHITJ/ZD9KVk+qbYuXPx5vurEgikWCEAgEBUQoBsUN63bymzcGkxfIIyLjMBQbMm1b0cyArUAkCJEghDf7EkRkDIrI4OzFIEFEx2GIjLVSaAkiUdsoNQnCCkSCEAlCeJPzpvqeRMagCHlQFIsEES/IOxRegkjUNkSCEAgEguJGSc2ARYIQCUJ4sy9BRNpWyuZTgohXJxRegkiUB5Egsi9B7DjgCQbLdnk5rrlKJAjhLUreTG/WSFY2mxJEqE/BoRuGM/FGCIYJ2Ifdvt9SP81EgkiUhxKLBWEJhZwBJxLcZQYsvMXEWyoz4Mg+leiG4VRmwKlekCAz4BRQyBlwEsFdZsDCWzS8pTIDjuxTSW4YTskfN9lNyFbaZoU3UR5kE04gEAiKGyU1Ay6kBJFNWyQI4RUJIvWr6KNtK0eCc7G5LhJEASSIbNoiQQhvLnlLRYJINU+0bfFIcFFLECU1AIcw6g+Ej/9ZCYYeOi4Ih2Ka5uJa63TwVr8vpWvI835tuaAkkcl7Uqh3LPJY71S55KCkBuBICSLaG8HKTisEl0/AhOuloTASxHnHNuB2D2EY1q4hz+Tacij80lh488ObyXtipWwuJIh0vIxEgsgzQhLEkiVLrove5bSy0xqZH4KBlQspQbSf18zpzT5mmvfJRQbLhsOXh5lcWw6FXxoLb354M3lPrJTNhQSRjpfRZJAgxAtCIBAICoSSmgGHJIh58+ZldRc1UZ5cShAAo6OjeVuuFnppLLyTgzcXEkQ6tkgQeUakBJHHpUTOJAiAffv2TZmlsfBODt5cSBDpWafU9gAACIhJREFU2CJBCAQCgSBtlNQMWCSI0liiCu/k5hUJQiQIkSDSsCf70lh4RYIQCUIgEAgEllBSM2CRIEpjiSq8k5tXJIhJKEEopfqBTmBDxBX1EyASRGb2ZF8aC69IEKUmQRTNAAxcrrXeWOhGCASC7GMqxnmwAqW1LnQbAFBKrQa2aK2dcX7fDrQDzJkzp/VXv/oVEFwOVFZW8tXfHSQQ0HxjRfMEOzJPtN3X10dTU1PCPLmwI3n7+/uZNm0acChQUK7syGOlueYS3snL+40/DaO15ivvreO2P7rRWnP7qtlA7Hf+OaeH3+/yUFYWDH51xhF2LlxYHze/VTvUj9Lp+7keN9ra2nqB8B31QIfWuoMoFNMMuAnoU0qt1VpfH/1Ls/EdAEuWLNGtra3AoTPjtZ3BiPqtra0T7Mg80XZXV1fSPLmwI3m3bdsWMxZELmyn04nD4cgLl/BOXt6q7uDV9Q6Hg8rO1zEMf8J+1NoK1+WwH6XT93M9bgAurXUbSZC3Adic4TZFJTtDskPov4NSakAptVpr/USMOmQTrgQ2aYR3cvOmugmXK1s24VJArAE1BFNe6NRab0lSh2zCZWBP9s0h4S3OTbhc2ZNhE65Y/IAfg/AsOeFgLRAIBJMFRaEBa60HgC3mV6KZskgQJbBEFd7JzSsSRAlKENmASBCZ2ZN9aSy8IkGIBCEQCAQCSyipGbBIEKWxRBXeyc0rEoRIECJBpGFP9qWx8IoEIRKEQCAQ5BmRR53zWTZTlNQMWCSI0liiCu/k5i02CSKdK+1DdjplRYIQCSIte7IvjYV3akoQ6VxpH7LTKSsShEAgEEwClNQMWCSI0liiCu/k5i02CaIYeREJQiSIaHuyL42Fd2pKEEXKKxKEQCAQFDNKagYsEkRpLFGFd3LzigQhEoRIEGnYk31pLLwiQRQRr0gQAoFAUMwoqRmwSBClsUQV3snNKxKESBAiQaRhT/alsfDmT4Lo6fNwy3Pv8NaAn/kNtoL3oyLkLblr6ZNCZsClMUMS3snNe/a8KsbHxzEMPy2N5Zw+p7zg/ajYeJEZcGn8B5UZsPCWGu+atjouXNhAXV0dHo+HwcHBgvejIuSVTTiBQCAoZpTUDFgkiNJYogrv1OEdHR0tin5UbLwUswRh3n58vdZ6VVTaAODQWnfEKicSRGb2ZF8aC2/+eW02G36/v+D9qAh5i1eCiL52PuI6+o3mzyvTqbeQgZUFAoEgVRSLBLEceNS0ncAyYGNkBqVUOxD6jzKqlHrVtBuA0Ny/4VXT3g4N6h8PpUfmibCbAVeSPLmwhVd4hXdy856klOrkEDpiruy11gX5AjZE2GuBZaa9ErgjSdmOLNmdOahTeIVXeIU3bCf6yskM2JQUmqKSndqUGGJgIEb+RPhlluxc1Cm8wiu8wht34y0Syhyt8w6l1AZtbsJFaMBPmFJDosE6m23o1Fq35ZpHeIVXeIU3FgqyCWdusrVFDryAw0xvzMfgayKmt4XwCq/wCm8+eAs2AxYIBIKpDjkJJxAIBAWCDMACgUBQIEz6AVgptVoptSFG2kpzwy9uWg54bzI5bsoFr1KqUSm1zKzzjkQceeRN+uyzyZvKM8gmr5m+0vzKCW8i7ojf5/sz9yulNhTgnQ6lrc4Xr/lzj1Kqy/wKpafNO+kHYH34qbuVHPKycIYespk3o5N4SXhvAgYiOHLBewXQFuJWSrXH4sgHr1l/Tk48JuG19AyyzauUWkbQl30jsEwp5cjFexWLO/QLs36HaeflbwxcrrVepbW+M8+8t5ppTTl61rF4m7TWC7TWrcB1wNpMeSf9ABwDncDjZodxaK23EDyJ5zR/HzqJl23MAPoifl6ZbV6tdeRpG4dZZyyOfPDGQs55U3gG2ebdorW+UynVaP6cdd543ABKqejnnq+/caPJnTdeczB8WSnlMH+fr79xpHeWIxu8U24A1loPEDx59zjQaiY3RmWbkQPqtcBys4MuyCWv2SH6zBcmFkc+eGMhb7wWnkFOeIE2oMe0c/ZexeAODQgh5OszNwF9Sqm1eeRdYNbbp5Raa/apfL5b7RGru4x4p9wAbC4RNmqtFwAD6lAUtlRO4qUMrbVTa32zydND8L9lrnhXa62vN+1YHPngjYV88iZ7BjnhDQ0QeXivwtxKqZUx/unl5TObM8UBct+Xop91j8nbRTBGTD7frVURdka8U24AJqjTbTHt2wk+vJc59J/MAWyIVTAThDTf0LLF/A+adV6TI6THLYvDkQ/eWMgLr8VnkFVepdQdEfpkqFPm5L2K8fn6IrR9Rx4/c3uMv3W+3ukQGgk+73y9W9Ez3ox4J/0ArKJO3QEd5ouzErjC/A+e9ZN40byhQd/8+XYzLau8Zj13hHZpCW4aHMaRD96I9JydeIzFa/UZZJuXoMTkjODI5XsV/fm2mHU3YQ4GefrMj5m/C/998/hON4Y2vHLxrOO90+b38F5OprxyEk4gEAgKhEk/AxYIBIJihQzAAoFAUCDIACwQCAQFggzAAoFAUCDIACyYVDDdo7pMt7BGM+1xFRGrIMP6V6qo+BYCQboQLwjBpINS6nHgdq31FvMkU2OE73dW6tdaX56t+gRTFzIDFkxamM7zhw2+5iw25AsentWa32+KPFwQnVcgyCZkABZMVrQB1xMMehSGOSN2mIFWbobw8WGH+f0JYE28vAJBNiEDsGCyos88w78mMlqXGZOjI8aR0sMkigR5BYKsQAZgwWRFKDLYdQQj3wHhTTpLG3Kp5BUI0oEMwIJJBVO/dRCc+TYSHIgbI8IWOggGbwnFll1tlllmzpRXmraVvAJBRhAvCIFAICgQZAYsEAgEBYIMwAKBQFAgyAAsEAgEBYIMwAKBQFAgyAAsEAgEBYIMwAKBQFAgyAAsEAgEBYIMwAKBQFAg/H+9QZP9al0mcQAAAABJRU5ErkJggg==\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], [150, 300], 50, save=(dists[i], 'dists'))) for i in range(len(dists))])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1066,
|
|
"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": 1070,
|
|
"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": null,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"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')"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|